id	sid	tid	token	lemma	pos
bracis-19089	1	1	named	name	VERB
bracis-19089	1	2	entity	entity	NOUN
bracis-19089	1	3	recognition	recognition	NOUN
bracis-19089	1	4	for	for	ADP
bracis-19089	1	5	brazilian	brazilian	ADJ
bracis-19089	1	6	portuguese	portuguese	ADJ
bracis-19089	1	7	product	product	NOUN
bracis-19089	1	8	titles	title	NOUN
bracis-19089	1	9	|	|	ADV
bracis-19089	1	10	springer	springer	NOUN
bracis-19089	1	11	nature	nature	PROPN
bracis-19089	1	12	link	link	PROPN
bracis-19089	1	13	(	(	PUNCT
bracis-19089	1	14	formerly	formerly	ADV
bracis-19089	1	15	springerlink	springerlink	NOUN
bracis-19089	1	16	)	)	PUNCT
bracis-19089	1	17	skip	skip	VERB
bracis-19089	1	18	to	to	ADP
bracis-19089	1	19	main	main	ADJ
bracis-19089	1	20	content	content	NOUN
bracis-19089	1	21	advertisement	advertisement	NOUN
bracis-19089	1	22	log	log	NOUN
bracis-19089	1	23	in	in	ADP
bracis-19089	1	24	menu	menu	NOUN
bracis-19089	1	25	find	find	VERB
bracis-19089	1	26	a	a	DET
bracis-19089	1	27	journal	journal	NOUN
bracis-19089	1	28	publish	publish	VERB
bracis-19089	1	29	with	with	ADP
bracis-19089	1	30	us	we	PRON
bracis-19089	1	31	track	track	VERB
bracis-19089	1	32	your	your	PRON
bracis-19089	1	33	research	research	NOUN
bracis-19089	1	34	search	search	NOUN
bracis-19089	1	35	cart	cart	NOUN
bracis-19089	1	36	home	home	NOUN
bracis-19089	1	37	intelligent	intelligent	ADJ
bracis-19089	1	38	systems	system	NOUN
bracis-19089	1	39	conference	conference	NOUN
bracis-19089	1	40	paper	paper	NOUN
bracis-19089	1	41	named	name	VERB
bracis-19089	1	42	entity	entity	NOUN
bracis-19089	1	43	recognition	recognition	NOUN
bracis-19089	1	44	for	for	ADP
bracis-19089	1	45	brazilian	brazilian	ADJ
bracis-19089	1	46	portuguese	portuguese	ADJ
bracis-19089	1	47	product	product	NOUN
bracis-19089	1	48	titles	title	NOUN
bracis-19089	1	49	conference	conference	NOUN
bracis-19089	1	50	paper	paper	NOUN
bracis-19089	1	51	first	first	ADV
bracis-19089	1	52	online	online	ADV
bracis-19089	1	53	:	:	PUNCT
bracis-19089	1	54	28	28	NUM
bracis-19089	1	55	november	november	NOUN
bracis-19089	1	56	2021	2021	NUM
bracis-19089	1	57	pp	pp	ADP
bracis-19089	1	58	526–541	526–541	NUM
bracis-19089	1	59	cite	cite	VERB
bracis-19089	1	60	this	this	DET
bracis-19089	1	61	conference	conference	NOUN
bracis-19089	1	62	paper	paper	NOUN
bracis-19089	1	63	access	access	NOUN
bracis-19089	1	64	provided	provide	VERB
bracis-19089	1	65	by	by	ADP
bracis-19089	1	66	university	university	PROPN
bracis-19089	1	67	of	of	ADP
bracis-19089	1	68	notre	notre	PROPN
bracis-19089	1	69	dame	dame	PROPN
bracis-19089	1	70	hesburgh	hesburgh	PROPN
bracis-19089	1	71	library	library	PROPN
bracis-19089	1	72	download	download	PROPN
bracis-19089	1	73	book	book	NOUN
bracis-19089	1	74	pdf	pdf	PROPN
bracis-19089	1	75	download	download	NOUN
bracis-19089	1	76	book	book	NOUN
bracis-19089	1	77	epub	epub	PROPN
bracis-19089	1	78	intelligent	intelligent	ADJ
bracis-19089	1	79	systems	system	NOUN
bracis-19089	1	80	(	(	PUNCT
bracis-19089	1	81	bracis	bracis	NOUN
bracis-19089	1	82	2021	2021	NUM
bracis-19089	1	83	)	)	PUNCT
bracis-19089	1	84	named	name	VERB
bracis-19089	1	85	entity	entity	NOUN
bracis-19089	1	86	recognition	recognition	NOUN
bracis-19089	1	87	for	for	ADP
bracis-19089	1	88	brazilian	brazilian	ADJ
bracis-19089	1	89	portuguese	portuguese	ADJ
bracis-19089	1	90	product	product	NOUN
bracis-19089	1	91	titles	title	NOUN
bracis-19089	1	92	download	download	VERB
bracis-19089	1	93	book	book	NOUN
bracis-19089	1	94	pdf	pdf	PROPN
bracis-19089	1	95	download	download	NOUN
bracis-19089	1	96	book	book	PROPN
bracis-19089	1	97	epub	epub	PROPN
bracis-19089	1	98	diego	diego	PROPN
bracis-19089	1	99	f.	f.	PROPN
bracis-19089	1	100	silva10	silva10	PROPN
bracis-19089	1	101	,	,	PUNCT
bracis-19089	1	102	alcides	alcides	PROPN
bracis-19089	1	103	m.	m.	PROPN
bracis-19089	1	104	e	e	PROPN
bracis-19089	1	105	silva10	silva10	PROPN
bracis-19089	1	106	,	,	PUNCT
bracis-19089	1	107	bianca	bianca	PROPN
bracis-19089	1	108	m.	m.	PROPN
bracis-19089	1	109	lopes10	lopes10	PROPN
bracis-19089	1	110	,	,	PUNCT
bracis-19089	1	111	karina	karina	PROPN
bracis-19089	1	112	m.	m.	PROPN
bracis-19089	1	113	johansson10	johansson10	PROPN
bracis-19089	1	114	,	,	PUNCT
bracis-19089	1	115	fernanda	fernanda	PROPN
bracis-19089	1	116	m.	m.	PROPN
bracis-19089	1	117	assi10	assi10	PROPN
bracis-19089	1	118	,	,	PUNCT
bracis-19089	1	119	júlia	júlia	PROPN
bracis-19089	1	120	t.	t.	PROPN
bracis-19089	1	121	c.	c.	PROPN
bracis-19089	1	122	de	de	PROPN
bracis-19089	1	123	jesus10	jesus10	PROPN
bracis-19089	1	124	,	,	PUNCT
bracis-19089	1	125	reynold	reynold	ADJ
bracis-19089	1	126	n.	n.	PROPN
bracis-19089	1	127	mazo10	mazo10	PROPN
bracis-19089	1	128	,	,	PUNCT
bracis-19089	1	129	daniel	daniel	PROPN
bracis-19089	1	130	lucrédio10	lucrédio10	PROPN
bracis-19089	1	131	,	,	PUNCT
bracis-19089	1	132	helena	helena	PROPN
bracis-19089	1	133	m.	m.	PROPN
bracis-19089	1	134	caseli10	caseli10	PROPN
bracis-19089	1	135	&	&	CCONJ
bracis-19089	1	136	…	…	PUNCT
bracis-19089	1	137	livy	livy	PROPN
bracis-19089	1	138	real11	real11	PROPN
bracis-19089	1	139	  	  	SPACE
bracis-19089	1	140	show	show	VERB
bracis-19089	1	141	authors	author	NOUN
bracis-19089	1	142	part	part	NOUN
bracis-19089	1	143	of	of	ADP
bracis-19089	1	144	the	the	DET
bracis-19089	1	145	book	book	NOUN
bracis-19089	1	146	series	series	NOUN
bracis-19089	1	147	:	:	PUNCT
bracis-19089	1	148	lecture	lecture	NOUN
bracis-19089	1	149	notes	note	NOUN
bracis-19089	1	150	in	in	ADP
bracis-19089	1	151	computer	computer	NOUN
bracis-19089	1	152	science	science	NOUN
bracis-19089	1	153	(	(	PUNCT
bracis-19089	1	154	(	(	PUNCT
bracis-19089	1	155	lnai	lnai	ADJ
bracis-19089	1	156	,	,	PUNCT
bracis-19089	1	157	volume	volume	NOUN
bracis-19089	1	158	13074	13074	NUM
bracis-19089	1	159	)	)	PUNCT
bracis-19089	1	160	)	)	PUNCT
bracis-19089	1	161	included	include	VERB
bracis-19089	1	162	in	in	ADP
bracis-19089	1	163	the	the	DET
bracis-19089	1	164	following	follow	VERB
bracis-19089	1	165	conference	conference	NOUN
bracis-19089	1	166	series	series	NOUN
bracis-19089	1	167	:	:	PUNCT
bracis-19089	1	168	brazilian	brazilian	ADJ
bracis-19089	1	169	conference	conference	NOUN
bracis-19089	1	170	on	on	ADP
bracis-19089	1	171	intelligent	intelligent	ADJ
bracis-19089	1	172	systems	system	NOUN
bracis-19089	1	173	1280	1280	NUM
bracis-19089	1	174	accesses	access	VERB
bracis-19089	1	175	2	2	NUM
bracis-19089	1	176	citations	citation	NOUN
bracis-19089	1	177	abstract	abstract	ADJ
bracis-19089	1	178	improving	improve	VERB
bracis-19089	1	179	the	the	DET
bracis-19089	1	180	interaction	interaction	NOUN
bracis-19089	1	181	between	between	ADP
bracis-19089	1	182	consumers	consumer	NOUN
bracis-19089	1	183	and	and	CCONJ
bracis-19089	1	184	marketplaces	marketplace	NOUN
bracis-19089	1	185	,	,	PUNCT
bracis-19089	1	186	focusing	focus	VERB
bracis-19089	1	187	on	on	ADP
bracis-19089	1	188	reaching	reach	VERB
bracis-19089	1	189	higher	high	ADJ
bracis-19089	1	190	conversion	conversion	NOUN
bracis-19089	1	191	rates	rate	NOUN
bracis-19089	1	192	is	be	AUX
bracis-19089	1	193	one	one	NUM
bracis-19089	1	194	of	of	ADP
bracis-19089	1	195	the	the	DET
bracis-19089	1	196	main	main	ADJ
bracis-19089	1	197	goals	goal	NOUN
bracis-19089	1	198	of	of	ADP
bracis-19089	1	199	e	e	NOUN
bracis-19089	1	200	-	-	NOUN
bracis-19089	1	201	commerce	commerce	NOUN
bracis-19089	1	202	companies	company	NOUN
bracis-19089	1	203	.	.	PUNCT
bracis-19089	2	1	offering	offer	VERB
bracis-19089	2	2	better	well	ADJ
bracis-19089	2	3	results	result	NOUN
bracis-19089	2	4	for	for	ADP
bracis-19089	2	5	user	user	NOUN
bracis-19089	2	6	queries	query	NOUN
bracis-19089	2	7	is	be	AUX
bracis-19089	2	8	mandatory	mandatory	ADJ
bracis-19089	2	9	to	to	PART
bracis-19089	2	10	improve	improve	VERB
bracis-19089	2	11	user	user	NOUN
bracis-19089	2	12	experience	experience	NOUN
bracis-19089	2	13	and	and	CCONJ
bracis-19089	2	14	convert	convert	VERB
bracis-19089	2	15	it	it	PRON
bracis-19089	2	16	into	into	ADP
bracis-19089	2	17	purchases	purchase	NOUN
bracis-19089	2	18	.	.	PUNCT
bracis-19089	3	1	this	this	DET
bracis-19089	3	2	paper	paper	NOUN
bracis-19089	3	3	investigates	investigate	VERB
bracis-19089	3	4	how	how	SCONJ
bracis-19089	3	5	named	name	VERB
bracis-19089	3	6	entity	entity	NOUN
bracis-19089	3	7	recognition	recognition	NOUN
bracis-19089	3	8	can	can	AUX
bracis-19089	3	9	extract	extract	VERB
bracis-19089	3	10	relevant	relevant	ADJ
bracis-19089	3	11	attributes	attribute	NOUN
bracis-19089	3	12	from	from	ADP
bracis-19089	3	13	product	product	NOUN
bracis-19089	3	14	titles	title	NOUN
bracis-19089	3	15	to	to	PART
bracis-19089	3	16	derive	derive	VERB
bracis-19089	3	17	better	well	ADJ
bracis-19089	3	18	filters	filter	NOUN
bracis-19089	3	19	for	for	ADP
bracis-19089	3	20	user	user	NOUN
bracis-19089	3	21	queries	query	NOUN
bracis-19089	3	22	.	.	PUNCT
bracis-19089	4	1	we	we	PRON
bracis-19089	4	2	conducted	conduct	VERB
bracis-19089	4	3	several	several	ADJ
bracis-19089	4	4	experiments	experiment	NOUN
bracis-19089	4	5	based	base	VERB
bracis-19089	4	6	on	on	ADP
bracis-19089	4	7	mitie	mitie	NOUN
bracis-19089	4	8	and	and	CCONJ
bracis-19089	4	9	bert	bert	PROPN
bracis-19089	4	10	applied	apply	VERB
bracis-19089	4	11	to	to	ADP
bracis-19089	4	12	smartphones	smartphone	NOUN
bracis-19089	4	13	/	/	SYM
bracis-19089	4	14	cellphones	cellphone	NOUN
bracis-19089	4	15	product	product	NOUN
bracis-19089	4	16	titles	title	NOUN
bracis-19089	4	17	from	from	ADP
bracis-19089	4	18	the	the	DET
bracis-19089	4	19	largest	large	ADJ
bracis-19089	4	20	brazilian	brazilian	ADJ
bracis-19089	4	21	retail	retail	ADJ
bracis-19089	4	22	e	e	PROPN
bracis-19089	4	23	-	-	NOUN
bracis-19089	4	24	commerce	commerce	NOUN
bracis-19089	4	25	.	.	PUNCT
bracis-19089	5	1	both	both	PRON
bracis-19089	5	2	of	of	ADP
bracis-19089	5	3	our	our	PRON
bracis-19089	5	4	strategies	strategy	NOUN
bracis-19089	5	5	achieve	achieve	VERB
bracis-19089	5	6	outstanding	outstanding	ADJ
bracis-19089	5	7	results	result	NOUN
bracis-19089	5	8	with	with	ADP
bracis-19089	5	9	a	a	DET
bracis-19089	5	10	general	general	ADJ
bracis-19089	5	11	f1	f1	NOUN
bracis-19089	5	12	score	score	NOUN
bracis-19089	5	13	of	of	ADP
bracis-19089	5	14	around	around	ADP
bracis-19089	5	15	95	95	NUM
bracis-19089	5	16	%	%	NOUN
bracis-19089	5	17	.	.	PUNCT
bracis-19089	6	1	we	we	PRON
bracis-19089	6	2	concluded	conclude	VERB
bracis-19089	6	3	that	that	SCONJ
bracis-19089	6	4	using	use	VERB
bracis-19089	6	5	a	a	DET
bracis-19089	6	6	classical	classical	ADJ
bracis-19089	6	7	machine	machine	NOUN
bracis-19089	6	8	learning	learn	VERB
bracis-19089	6	9	pipeline	pipeline	NOUN
bracis-19089	6	10	is	be	AUX
bracis-19089	6	11	still	still	ADV
bracis-19089	6	12	more	more	ADV
bracis-19089	6	13	useful	useful	ADJ
bracis-19089	6	14	than	than	ADP
bracis-19089	6	15	relying	rely	VERB
bracis-19089	6	16	on	on	ADP
bracis-19089	6	17	large	large	ADJ
bracis-19089	6	18	pre	pre	ADJ
bracis-19089	6	19	-	-	ADJ
bracis-19089	6	20	trained	train	VERB
bracis-19089	6	21	language	language	NOUN
bracis-19089	6	22	models	model	NOUN
bracis-19089	6	23	,	,	PUNCT
bracis-19089	6	24	considering	consider	VERB
bracis-19089	6	25	the	the	DET
bracis-19089	6	26	model	model	NOUN
bracis-19089	6	27	’s	’s	PART
bracis-19089	6	28	throughput	throughput	NOUN
bracis-19089	6	29	and	and	CCONJ
bracis-19089	6	30	efficiency	efficiency	NOUN
bracis-19089	6	31	.	.	PUNCT
bracis-19089	7	1	future	future	ADJ
bracis-19089	7	2	work	work	NOUN
bracis-19089	7	3	may	may	AUX
bracis-19089	7	4	focus	focus	VERB
bracis-19089	7	5	on	on	ADP
bracis-19089	7	6	evaluating	evaluate	VERB
bracis-19089	7	7	the	the	DET
bracis-19089	7	8	scalability	scalability	NOUN
bracis-19089	7	9	and	and	CCONJ
bracis-19089	7	10	reusability	reusability	NOUN
bracis-19089	7	11	capacity	capacity	NOUN
bracis-19089	7	12	of	of	ADP
bracis-19089	7	13	both	both	DET
bracis-19089	7	14	approaches	approach	NOUN
bracis-19089	7	15	.	.	PUNCT
bracis-19089	8	1	access	access	NOUN
bracis-19089	8	2	provided	provide	VERB
bracis-19089	8	3	by	by	ADP
bracis-19089	8	4	university	university	PROPN
bracis-19089	8	5	of	of	ADP
bracis-19089	8	6	notre	notre	PROPN
bracis-19089	8	7	dame	dame	PROPN
bracis-19089	8	8	hesburgh	hesburgh	PROPN
bracis-19089	8	9	library	library	PROPN
bracis-19089	8	10	.	.	PUNCT
bracis-19089	9	1	download	download	PROPN
bracis-19089	9	2	conference	conference	NOUN
bracis-19089	9	3	paper	paper	NOUN
bracis-19089	9	4	pdf	pdf	NOUN
bracis-19089	9	5	similar	similar	ADJ
bracis-19089	9	6	content	content	NOUN
bracis-19089	9	7	being	be	AUX
bracis-19089	9	8	viewed	view	VERB
bracis-19089	9	9	by	by	ADP
bracis-19089	9	10	others	other	NOUN
bracis-19089	9	11	mining	mining	NOUN
bracis-19089	9	12	user	user	NOUN
bracis-19089	9	13	’s	’s	PART
bracis-19089	9	14	data	datum	NOUN
bracis-19089	9	15	based	base	VERB
bracis-19089	9	16	on	on	ADP
bracis-19089	9	17	customer	customer	NOUN
bracis-19089	9	18	’s	’s	PART
bracis-19089	9	19	rating	rating	NOUN
bracis-19089	9	20	for	for	ADP
bracis-19089	9	21	prediction	prediction	NOUN
bracis-19089	9	22	and	and	CCONJ
bracis-19089	9	23	recommendation	recommendation	NOUN
bracis-19089	9	24	—	—	PUNCT
bracis-19089	9	25	a	a	DET
bracis-19089	9	26	comparative	comparative	ADJ
bracis-19089	9	27	analysis	analysis	NOUN
bracis-19089	9	28	chapter	chapter	NOUN
bracis-19089	9	29	©	©	NOUN
bracis-19089	9	30	2020	2020	NUM
bracis-19089	9	31	an	an	DET
bracis-19089	9	32	evaluation	evaluation	NOUN
bracis-19089	9	33	of	of	ADP
bracis-19089	9	34	nerc	nerc	PROPN
bracis-19089	9	35	learning	learning	NOUN
bracis-19089	9	36	-	-	PUNCT
bracis-19089	9	37	based	base	VERB
bracis-19089	9	38	approaches	approach	NOUN
bracis-19089	9	39	to	to	PART
bracis-19089	9	40	discover	discover	VERB
bracis-19089	9	41	personal	personal	ADJ
bracis-19089	9	42	data	datum	NOUN
bracis-19089	9	43	in	in	ADP
bracis-19089	9	44	brazilian	brazilian	ADJ
bracis-19089	9	45	portuguese	portuguese	ADJ
bracis-19089	9	46	documents	document	NOUN
bracis-19089	9	47	article	article	NOUN
bracis-19089	9	48	open	open	ADJ
bracis-19089	9	49	access	access	NOUN
bracis-19089	9	50	30	30	NUM
bracis-19089	9	51	november	november	NOUN
bracis-19089	9	52	2023	2023	NUM
bracis-19089	9	53	using	use	VERB
bracis-19089	9	54	machine	machine	NOUN
bracis-19089	9	55	learning	learning	NOUN
bracis-19089	9	56	and	and	CCONJ
bracis-19089	9	57	nlp	nlp	NOUN
bracis-19089	9	58	for	for	ADP
bracis-19089	9	59	the	the	DET
bracis-19089	9	60	product	product	NOUN
bracis-19089	9	61	matching	matching	NOUN
bracis-19089	9	62	problem	problem	NOUN
bracis-19089	9	63	chapter	chapter	NOUN
bracis-19089	9	64	©	©	PROPN
bracis-19089	9	65	2023	2023	NUM
bracis-19089	9	66	explore	explore	VERB
bracis-19089	9	67	related	relate	VERB
bracis-19089	9	68	subjects	subject	NOUN
bracis-19089	9	69	discover	discover	VERB
bracis-19089	9	70	the	the	DET
bracis-19089	9	71	latest	late	ADJ
bracis-19089	9	72	articles	article	NOUN
bracis-19089	9	73	,	,	PUNCT
bracis-19089	9	74	books	book	NOUN
bracis-19089	9	75	and	and	CCONJ
bracis-19089	9	76	news	news	NOUN
bracis-19089	9	77	in	in	ADP
bracis-19089	9	78	related	related	ADJ
bracis-19089	9	79	subjects	subject	NOUN
bracis-19089	9	80	,	,	PUNCT
bracis-19089	9	81	suggested	suggest	VERB
bracis-19089	9	82	using	use	VERB
bracis-19089	9	83	machine	machine	NOUN
bracis-19089	9	84	learning	learning	NOUN
bracis-19089	9	85	.	.	PUNCT
bracis-19089	10	1	categorization	categorization	NOUN
bracis-19089	10	2	e	e	NOUN
bracis-19089	10	3	-	-	NOUN
bracis-19089	10	4	business	business	ADJ
bracis-19089	10	5	e	e	NOUN
bracis-19089	10	6	-	-	NOUN
bracis-19089	10	7	commerce	commerce	NOUN
bracis-19089	10	8	and	and	CCONJ
bracis-19089	10	9	e	e	NOUN
bracis-19089	10	10	-	-	NOUN
bracis-19089	10	11	business	business	ADJ
bracis-19089	10	12	escrt	escrt	ADJ
bracis-19089	10	13	machine	machine	NOUN
bracis-19089	10	14	learning	learn	VERB
bracis-19089	10	15	object	object	NOUN
bracis-19089	10	16	recognition	recognition	NOUN
bracis-19089	10	17	1	1	NUM
bracis-19089	10	18	introduction	introduction	NOUN
bracis-19089	10	19	improving	improve	VERB
bracis-19089	10	20	the	the	DET
bracis-19089	10	21	interaction	interaction	NOUN
bracis-19089	10	22	between	between	ADP
bracis-19089	10	23	consumers	consumer	NOUN
bracis-19089	10	24	and	and	CCONJ
bracis-19089	10	25	marketplaces	marketplace	NOUN
bracis-19089	10	26	,	,	PUNCT
bracis-19089	10	27	focusing	focus	VERB
bracis-19089	10	28	on	on	ADP
bracis-19089	10	29	reaching	reach	VERB
bracis-19089	10	30	higher	high	ADJ
bracis-19089	10	31	conversion	conversion	NOUN
bracis-19089	10	32	rates	rate	NOUN
bracis-19089	10	33	is	be	AUX
bracis-19089	10	34	one	one	NUM
bracis-19089	10	35	of	of	ADP
bracis-19089	10	36	the	the	DET
bracis-19089	10	37	most	most	ADV
bracis-19089	10	38	significant	significant	ADJ
bracis-19089	10	39	challenges	challenge	NOUN
bracis-19089	10	40	faced	face	VERB
bracis-19089	10	41	by	by	ADP
bracis-19089	10	42	e	e	PROPN
bracis-19089	10	43	-	-	NOUN
bracis-19089	10	44	commerce	commerce	NOUN
bracis-19089	10	45	companies	company	NOUN
bracis-19089	10	46	.	.	PUNCT
bracis-19089	11	1	in	in	ADP
bracis-19089	11	2	other	other	ADJ
bracis-19089	11	3	words	word	NOUN
bracis-19089	11	4	,	,	PUNCT
bracis-19089	11	5	the	the	DET
bracis-19089	11	6	primary	primary	ADJ
bracis-19089	11	7	goal	goal	NOUN
bracis-19089	11	8	in	in	ADP
bracis-19089	11	9	this	this	DET
bracis-19089	11	10	scenario	scenario	NOUN
bracis-19089	11	11	is	be	AUX
bracis-19089	11	12	to	to	PART
bracis-19089	11	13	guide	guide	VERB
bracis-19089	11	14	the	the	DET
bracis-19089	11	15	users	user	NOUN
bracis-19089	11	16	to	to	PART
bracis-19089	11	17	purchase	purchase	VERB
bracis-19089	11	18	the	the	DET
bracis-19089	11	19	items	item	NOUN
bracis-19089	11	20	they	they	PRON
bracis-19089	11	21	are	be	AUX
bracis-19089	11	22	searching	search	VERB
bracis-19089	11	23	in	in	ADP
bracis-19089	11	24	the	the	DET
bracis-19089	11	25	platform	platform	NOUN
bracis-19089	11	26	.	.	PUNCT
bracis-19089	12	1	therefore	therefore	ADV
bracis-19089	12	2	,	,	PUNCT
bracis-19089	12	3	due	due	ADP
bracis-19089	12	4	to	to	ADP
bracis-19089	12	5	the	the	DET
bracis-19089	12	6	increasing	increase	VERB
bracis-19089	12	7	specificity	specificity	NOUN
bracis-19089	12	8	of	of	ADP
bracis-19089	12	9	search	search	NOUN
bracis-19089	12	10	,	,	PUNCT
bracis-19089	12	11	the	the	DET
bracis-19089	12	12	shopping	shopping	NOUN
bracis-19089	12	13	experience	experience	NOUN
bracis-19089	12	14	becomes	become	VERB
bracis-19089	12	15	a	a	DET
bracis-19089	12	16	bottleneck	bottleneck	NOUN
bracis-19089	12	17	in	in	ADP
bracis-19089	12	18	this	this	DET
bracis-19089	12	19	scenario	scenario	NOUN
bracis-19089	12	20	,	,	PUNCT
bracis-19089	12	21	even	even	ADV
bracis-19089	12	22	for	for	ADP
bracis-19089	12	23	big	big	ADJ
bracis-19089	12	24	e	e	ADJ
bracis-19089	12	25	-	-	ADJ
bracis-19089	12	26	commerce	commerce	NOUN
bracis-19089	12	27	companies	company	NOUN
bracis-19089	12	28	.	.	PUNCT
bracis-19089	13	1	e	e	X
bracis-19089	13	2	-	-	NOUN
bracis-19089	13	3	commerce	commerce	NOUN
bracis-19089	13	4	shopping	shopping	NOUN
bracis-19089	13	5	becomes	become	VERB
bracis-19089	13	6	a	a	DET
bracis-19089	13	7	more	more	ADV
bracis-19089	13	8	daily	daily	ADJ
bracis-19089	13	9	activity	activity	NOUN
bracis-19089	13	10	than	than	ADP
bracis-19089	13	11	ever	ever	ADV
bracis-19089	13	12	.	.	PUNCT
bracis-19089	14	1	in	in	ADP
bracis-19089	14	2	the	the	DET
bracis-19089	14	3	pandemic	pandemic	ADJ
bracis-19089	14	4	scenario	scenario	NOUN
bracis-19089	14	5	,	,	PUNCT
bracis-19089	14	6	brazilian	brazilian	ADJ
bracis-19089	14	7	e	e	NOUN
bracis-19089	14	8	-	-	NOUN
bracis-19089	14	9	commerces	commerce	NOUN
bracis-19089	14	10	saw	see	VERB
bracis-19089	14	11	an	an	DET
bracis-19089	14	12	increase	increase	NOUN
bracis-19089	14	13	of	of	ADP
bracis-19089	14	14	47	47	NUM
bracis-19089	14	15	%	%	NOUN
bracis-19089	14	16	of	of	ADP
bracis-19089	14	17	purchases	purchase	NOUN
bracis-19089	14	18	,	,	PUNCT
bracis-19089	14	19	according	accord	VERB
bracis-19089	14	20	to	to	ADP
bracis-19089	14	21	ebit|nelson	ebit|nelson	PROPN
bracis-19089	14	22	2020	2020	NUM
bracis-19089	14	23	reportfootnote	reportfootnote	NOUN
bracis-19089	14	24	1	1	NUM
bracis-19089	14	25	.	.	PUNCT
bracis-19089	15	1	besides	besides	SCONJ
bracis-19089	15	2	,	,	PUNCT
bracis-19089	15	3	the	the	DET
bracis-19089	15	4	product	product	NOUN
bracis-19089	15	5	assortment	assortment	NOUN
bracis-19089	15	6	,	,	PUNCT
bracis-19089	15	7	particularly	particularly	ADV
bracis-19089	15	8	for	for	ADP
bracis-19089	15	9	marketplaces	marketplace	NOUN
bracis-19089	15	10	,	,	PUNCT
bracis-19089	15	11	is	be	AUX
bracis-19089	15	12	getting	get	VERB
bracis-19089	15	13	more	more	ADV
bracis-19089	15	14	complicated	complicated	ADJ
bracis-19089	15	15	since	since	SCONJ
bracis-19089	15	16	e	e	NOUN
bracis-19089	15	17	-	-	NOUN
bracis-19089	15	18	commerce	commerce	NOUN
bracis-19089	15	19	is	be	AUX
bracis-19089	15	20	replacing	replace	VERB
bracis-19089	15	21	traditional	traditional	ADJ
bracis-19089	15	22	retail	retail	ADJ
bracis-19089	15	23	settings	setting	NOUN
bracis-19089	15	24	,	,	PUNCT
bracis-19089	15	25	like	like	ADP
bracis-19089	15	26	groceries	grocery	NOUN
bracis-19089	15	27	and	and	CCONJ
bracis-19089	15	28	health	health	NOUN
bracis-19089	15	29	care	care	NOUN
bracis-19089	15	30	supply	supply	NOUN
bracis-19089	15	31	.	.	PUNCT
bracis-19089	16	1	a	a	DET
bracis-19089	16	2	traditional	traditional	ADJ
bracis-19089	16	3	marketplace	marketplace	NOUN
bracis-19089	16	4	strategy	strategy	NOUN
bracis-19089	16	5	to	to	PART
bracis-19089	16	6	improve	improve	VERB
bracis-19089	16	7	product	product	NOUN
bracis-19089	16	8	assortment	assortment	NOUN
bracis-19089	16	9	is	be	AUX
bracis-19089	16	10	to	to	PART
bracis-19089	16	11	introduce	introduce	VERB
bracis-19089	16	12	more	more	ADJ
bracis-19089	16	13	sellers	seller	NOUN
bracis-19089	16	14	into	into	ADP
bracis-19089	16	15	the	the	DET
bracis-19089	16	16	marketplace	marketplace	NOUN
bracis-19089	16	17	platform	platform	NOUN
bracis-19089	16	18	.	.	PUNCT
bracis-19089	17	1	on	on	ADP
bracis-19089	17	2	the	the	DET
bracis-19089	17	3	one	one	NUM
bracis-19089	17	4	hand	hand	NOUN
bracis-19089	17	5	,	,	PUNCT
bracis-19089	17	6	it	it	PRON
bracis-19089	17	7	makes	make	VERB
bracis-19089	17	8	the	the	DET
bracis-19089	17	9	consumers	consumer	NOUN
bracis-19089	17	10	’	'	PUNCT
bracis-19089	17	11	lives	live	VERB
bracis-19089	17	12	easier	easy	ADJ
bracis-19089	17	13	,	,	PUNCT
bracis-19089	17	14	since	since	SCONJ
bracis-19089	17	15	they	they	PRON
bracis-19089	17	16	can	can	AUX
bracis-19089	17	17	acquire	acquire	VERB
bracis-19089	17	18	their	their	PRON
bracis-19089	17	19	needs	need	NOUN
bracis-19089	17	20	in	in	ADP
bracis-19089	17	21	only	only	ADV
bracis-19089	17	22	one	one	NUM
bracis-19089	17	23	platform	platform	NOUN
bracis-19089	17	24	.	.	PUNCT
bracis-19089	18	1	on	on	ADP
bracis-19089	18	2	the	the	DET
bracis-19089	18	3	other	other	ADJ
bracis-19089	18	4	hand	hand	NOUN
bracis-19089	18	5	,	,	PUNCT
bracis-19089	18	6	it	it	PRON
bracis-19089	18	7	makes	make	VERB
bracis-19089	18	8	the	the	DET
bracis-19089	18	9	product	product	NOUN
bracis-19089	18	10	assortment	assortment	NOUN
bracis-19089	18	11	to	to	PART
bracis-19089	18	12	be	be	AUX
bracis-19089	18	13	increasingly	increasingly	ADV
bracis-19089	18	14	non	non	ADJ
bracis-19089	18	15	-	-	ADJ
bracis-19089	18	16	uniform	uniform	ADJ
bracis-19089	18	17	.	.	PUNCT
bracis-19089	19	1	product	product	NOUN
bracis-19089	19	2	titles	title	NOUN
bracis-19089	19	3	broadly	broadly	ADV
bracis-19089	19	4	vary	vary	VERB
bracis-19089	19	5	,	,	PUNCT
bracis-19089	19	6	either	either	CCONJ
bracis-19089	19	7	by	by	ADP
bracis-19089	19	8	their	their	PRON
bracis-19089	19	9	sellers	seller	NOUN
bracis-19089	19	10	or	or	CCONJ
bracis-19089	19	11	their	their	PRON
bracis-19089	19	12	nature	nature	NOUN
bracis-19089	19	13	/	/	SYM
bracis-19089	19	14	category	category	NOUN
bracis-19089	19	15	.	.	PUNCT
bracis-19089	20	1	consider	consider	VERB
bracis-19089	20	2	the	the	DET
bracis-19089	20	3	following	follow	VERB
bracis-19089	20	4	examples	example	NOUN
bracis-19089	20	5	from	from	ADP
bracis-19089	20	6	our	our	PRON
bracis-19089	20	7	data	datum	NOUN
bracis-19089	20	8	to	to	PART
bracis-19089	20	9	illustrate	illustrate	VERB
bracis-19089	20	10	these	these	DET
bracis-19089	20	11	problems	problem	NOUN
bracis-19089	20	12	:	:	PUNCT
bracis-19089	21	1	1	1	X
bracis-19089	21	2	.	.	X
bracis-19089	21	3	smartphone	smartphone	PROPN
bracis-19089	21	4	samsung	samsung	PROPN
bracis-19089	21	5	galaxy	galaxy	PROPN
bracis-19089	21	6	a01	a01	PROPN
bracis-19089	21	7	,	,	PUNCT
bracis-19089	21	8	32	32	NUM
bracis-19089	21	9	 	 	SPACE
bracis-19089	21	10	gb	gb	NOUN
bracis-19089	21	11	,	,	PUNCT
bracis-19089	21	12	2	2	NUM
bracis-19089	21	13	 	 	SPACE
bracis-19089	21	14	gb	gb	NOUN
bracis-19089	21	15	ram	ram	NOUN
bracis-19089	21	16	,	,	PUNCT
bracis-19089	21	17	tela	tela	PROPN
bracis-19089	21	18	infinita	infinita	PROPN
bracis-19089	21	19	de	de	X
bracis-19089	21	20	5.7\(^{\prime	5.7\(^{\prime	NUM
bracis-19089	21	21	\prime	\prime	PROPN
bracis-19089	21	22	}	}	PUNCT
bracis-19089	21	23	\	\	NOUN
bracis-19089	21	24	)	)	PUNCT
bracis-19089	21	25	,	,	PUNCT
bracis-19089	21	26	câmera	câmera	NOUN
bracis-19089	21	27	dupla	dupla	NOUN
bracis-19089	21	28	traseira	traseira	NOUN
bracis-19089	21	29	13mp	13mp	ADJ
bracis-19089	21	30	(	(	PUNCT
bracis-19089	21	31	principal	principal	NOUN
bracis-19089	21	32	)	)	PUNCT
bracis-19089	21	33	+	+	X
bracis-19089	21	34	2mp	2mp	ADJ
bracis-19089	21	35	(	(	PUNCT
bracis-19089	21	36	profundidade	profundidade	NOUN
bracis-19089	21	37	)	)	PUNCT
bracis-19089	21	38	,	,	PUNCT
bracis-19089	21	39	frontal	frontal	ADJ
bracis-19089	21	40	de	de	ADP
bracis-19089	21	41	5mp	5mp	NOUN
bracis-19089	21	42	,	,	PUNCT
bracis-19089	21	43	bateria	bateria	PROPN
bracis-19089	21	44	de	de	ADP
bracis-19089	21	45	3000	3000	NUM
bracis-19089	21	46	 	 	SPACE
bracis-19089	21	47	mah	mah	NOUN
bracis-19089	21	48	,	,	PUNCT
bracis-19089	21	49	dual	dual	ADJ
bracis-19089	21	50	chip	chip	NOUN
bracis-19089	21	51	,	,	PUNCT
bracis-19089	21	52	android	android	PROPN
bracis-19089	21	53	azulfootnote	azulfootnote	VERB
bracis-19089	21	54	2	2	NUM
bracis-19089	21	55	2	2	NUM
bracis-19089	21	56	.	.	PUNCT
bracis-19089	22	1	smartphone	smartphone	PROPN
bracis-19089	22	2	moto	moto	PROPN
bracis-19089	22	3	g9	g9	PROPN
bracis-19089	22	4	play	play	VERB
bracis-19089	22	5	64	64	NUM
bracis-19089	22	6	 	 	SPACE
bracis-19089	22	7	gb	gb	ADP
bracis-19089	22	8	dual	dual	ADJ
bracis-19089	22	9	chip	chip	NOUN
bracis-19089	22	10	android	android	PROPN
bracis-19089	22	11	10	10	NUM
bracis-19089	22	12	tela	tela	PROPN
bracis-19089	22	13	6.5\(^{\prime	6.5\(^{\prime	NUM
bracis-19089	22	14	\prime	\prime	PROPN
bracis-19089	22	15	}	}	PUNCT
bracis-19089	22	16	\	\	ADJ
bracis-19089	22	17	)	)	PUNCT
bracis-19089	22	18	qualcomm	qualcomm	NOUN
bracis-19089	22	19	snapdragon	snapdragon	VERB
bracis-19089	22	20	4	4	NUM
bracis-19089	22	21	g	g	PROPN
bracis-19089	22	22	câmera	câmera	NOUN
bracis-19089	22	23	48mp+2mp+	48mp+2mp+	NOUN
bracis-19089	22	24	2mp	2mp	PROPN
bracis-19089	22	25	verde	verde	PROPN
bracis-19089	22	26	turquesafootnote	turquesafootnote	PROPN
bracis-19089	22	27	3	3	NUM
bracis-19089	22	28	3	3	NUM
bracis-19089	22	29	.	.	PUNCT
bracis-19089	22	30	iphone	iphone	PROPN
bracis-19089	22	31	se	se	PROPN
bracis-19089	22	32	128	128	NUM
bracis-19089	22	33	 	 	SPACE
bracis-19089	22	34	gb	gb	NOUN
bracis-19089	22	35	preto	preto	NOUN
bracis-19089	22	36	ios	ios	PROPN
bracis-19089	22	37	4	4	NUM
bracis-19089	22	38	g	g	NOUN
bracis-19089	22	39	wi	wi	PROPN
bracis-19089	22	40	-	-	PUNCT
bracis-19089	22	41	fi	fi	NOUN
bracis-19089	22	42	tela	tela	PROPN
bracis-19089	22	43	4.7\(^{\prime	4.7\(^{\prime	NOUN
bracis-19089	22	44	\prime	\prime	PROPN
bracis-19089	22	45	}	}	PUNCT
bracis-19089	22	46	\	\	NOUN
bracis-19089	22	47	)	)	PUNCT
bracis-19089	22	48	câmera	câmera	NOUN
bracis-19089	23	1	12mp	12mp	ADJ
bracis-19089	23	2	+	+	CCONJ
bracis-19089	23	3	7mp	7mp	ADJ
bracis-19089	23	4	applefootnote	applefootnote	NOUN
bracis-19089	23	5	4	4	NUM
bracis-19089	23	6	the	the	DET
bracis-19089	23	7	first	first	ADJ
bracis-19089	23	8	title	title	NOUN
bracis-19089	23	9	offers	offer	VERB
bracis-19089	23	10	the	the	DET
bracis-19089	23	11	following	follow	VERB
bracis-19089	23	12	information	information	NOUN
bracis-19089	23	13	:	:	PUNCT
bracis-19089	23	14	witfootnote	witfootnote	NOUN
bracis-19089	23	15	5	5	NUM
bracis-19089	23	16	(	(	PUNCT
bracis-19089	23	17	smartphone	smartphone	NOUN
bracis-19089	23	18	)	)	PUNCT
bracis-19089	23	19	;	;	PUNCT
bracis-19089	23	20	brand	brand	NOUN
bracis-19089	23	21	(	(	PUNCT
bracis-19089	23	22	samsung	samsung	PROPN
bracis-19089	23	23	)	)	PUNCT
bracis-19089	23	24	;	;	PUNCT
bracis-19089	23	25	model	model	NOUN
bracis-19089	23	26	(	(	PUNCT
bracis-19089	23	27	galaxy	galaxy	NOUN
bracis-19089	23	28	a01	a01	NOUN
bracis-19089	23	29	)	)	PUNCT
bracis-19089	23	30	;	;	PUNCT
bracis-19089	23	31	internal	internal	ADJ
bracis-19089	23	32	memory	memory	NOUN
bracis-19089	23	33	(	(	PUNCT
bracis-19089	23	34	32	32	NUM
bracis-19089	23	35	 	 	SPACE
bracis-19089	23	36	gb	gb	NOUN
bracis-19089	23	37	)	)	PUNCT
bracis-19089	23	38	;	;	PUNCT
bracis-19089	23	39	display	display	NOUN
bracis-19089	23	40	size	size	NOUN
bracis-19089	23	41	(	(	PUNCT
bracis-19089	23	42	5.7\(^{\prime	5.7\(^{\prime	NOUN
bracis-19089	23	43	\prime	\prime	PROPN
bracis-19089	23	44	}	}	PUNCT
bracis-19089	23	45	\	\	PROPN
bracis-19089	23	46	)	)	PUNCT
bracis-19089	23	47	)	)	PUNCT
bracis-19089	23	48	;	;	PUNCT
bracis-19089	23	49	quality	quality	NOUN
bracis-19089	23	50	of	of	ADP
bracis-19089	23	51	the	the	DET
bracis-19089	23	52	cameras	camera	NOUN
bracis-19089	23	53	(	(	PUNCT
bracis-19089	23	54	13mp	13mp	ADJ
bracis-19089	23	55	and	and	CCONJ
bracis-19089	23	56	5mp	5mp	ADJ
bracis-19089	23	57	)	)	PUNCT
bracis-19089	23	58	;	;	PUNCT
bracis-19089	23	59	sim	sim	NOUN
bracis-19089	23	60	card	card	NOUN
bracis-19089	23	61	capacity	capacity	NOUN
bracis-19089	23	62	(	(	PUNCT
bracis-19089	23	63	dual	dual	ADJ
bracis-19089	23	64	chips	chip	NOUN
bracis-19089	23	65	)	)	PUNCT
bracis-19089	23	66	and	and	CCONJ
bracis-19089	23	67	color	color	NOUN
bracis-19089	23	68	(	(	PUNCT
bracis-19089	23	69	azul	azul	ADJ
bracis-19089	23	70	–	–	PUNCT
bracis-19089	23	71	“	"	PUNCT
bracis-19089	23	72	blue	blue	ADJ
bracis-19089	23	73	”	"	PUNCT
bracis-19089	23	74	in	in	ADP
bracis-19089	23	75	brazilian	brazilian	ADJ
bracis-19089	23	76	portuguese	portuguese	PROPN
bracis-19089	23	77	)	)	PUNCT
bracis-19089	23	78	.	.	PUNCT
bracis-19089	24	1	in	in	ADP
bracis-19089	24	2	the	the	DET
bracis-19089	24	3	second	second	ADJ
bracis-19089	24	4	example	example	NOUN
bracis-19089	24	5	,	,	PUNCT
bracis-19089	24	6	the	the	DET
bracis-19089	24	7	brand	brand	NOUN
bracis-19089	24	8	name	name	NOUN
bracis-19089	24	9	is	be	AUX
bracis-19089	24	10	not	not	PART
bracis-19089	24	11	explicit	explicit	ADJ
bracis-19089	24	12	,	,	PUNCT
bracis-19089	24	13	but	but	CCONJ
bracis-19089	24	14	we	we	PRON
bracis-19089	24	15	can	can	AUX
bracis-19089	24	16	find	find	VERB
bracis-19089	24	17	the	the	DET
bracis-19089	24	18	operational	operational	ADJ
bracis-19089	24	19	system	system	NOUN
bracis-19089	24	20	(	(	PUNCT
bracis-19089	24	21	android	android	PROPN
bracis-19089	24	22	10	10	NUM
bracis-19089	24	23	)	)	PUNCT
bracis-19089	24	24	and	and	CCONJ
bracis-19089	24	25	processor	processor	NOUN
bracis-19089	24	26	(	(	PUNCT
bracis-19089	24	27	qualcomm	qualcomm	NOUN
bracis-19089	24	28	snapdragon	snapdragon	NOUN
bracis-19089	24	29	)	)	PUNCT
bracis-19089	24	30	specifications	specification	NOUN
bracis-19089	24	31	.	.	PUNCT
bracis-19089	25	1	the	the	DET
bracis-19089	25	2	last	last	ADJ
bracis-19089	25	3	example	example	NOUN
bracis-19089	25	4	shows	show	VERB
bracis-19089	25	5	:	:	PUNCT
bracis-19089	25	6	brand	brand	NOUN
bracis-19089	25	7	(	(	PUNCT
bracis-19089	25	8	apple	apple	NOUN
bracis-19089	25	9	)	)	PUNCT
bracis-19089	25	10	;	;	PUNCT
bracis-19089	25	11	model	model	NOUN
bracis-19089	25	12	(	(	PUNCT
bracis-19089	25	13	se	se	X
bracis-19089	25	14	)	)	PUNCT
bracis-19089	25	15	;	;	PUNCT
bracis-19089	25	16	internal	internal	ADJ
bracis-19089	25	17	memory	memory	NOUN
bracis-19089	25	18	(	(	PUNCT
bracis-19089	25	19	128	128	NUM
bracis-19089	25	20	 	 	SPACE
bracis-19089	25	21	gb	gb	NOUN
bracis-19089	25	22	)	)	PUNCT
bracis-19089	25	23	;	;	PUNCT
bracis-19089	25	24	color	color	NOUN
bracis-19089	25	25	(	(	PUNCT
bracis-19089	25	26	preto	preto	NOUN
bracis-19089	25	27	–	–	PUNCT
bracis-19089	25	28	“	"	PUNCT
bracis-19089	25	29	black	black	ADJ
bracis-19089	25	30	”	"	PUNCT
bracis-19089	25	31	in	in	ADP
bracis-19089	25	32	portuguese	portuguese	PROPN
bracis-19089	25	33	)	)	PUNCT
bracis-19089	25	34	;	;	PUNCT
bracis-19089	25	35	display	display	NOUN
bracis-19089	25	36	size	size	NOUN
bracis-19089	25	37	(	(	PUNCT
bracis-19089	25	38	4,7\(^{\prime	4,7\(^{\prime	NUM
bracis-19089	25	39	\prime	\prime	PROPN
bracis-19089	25	40	}	}	PUNCT
bracis-19089	25	41	\	\	PROPN
bracis-19089	25	42	)	)	PUNCT
bracis-19089	25	43	)	)	PUNCT
bracis-19089	25	44	and	and	CCONJ
bracis-19089	25	45	quality	quality	NOUN
bracis-19089	25	46	of	of	ADP
bracis-19089	25	47	the	the	DET
bracis-19089	25	48	cameras	camera	NOUN
bracis-19089	25	49	(	(	PUNCT
bracis-19089	25	50	12mp	12mp	ADJ
bracis-19089	25	51	and	and	CCONJ
bracis-19089	25	52	7mp	7mp	ADJ
bracis-19089	25	53	)	)	PUNCT
bracis-19089	25	54	.	.	PUNCT
bracis-19089	26	1	from	from	ADP
bracis-19089	26	2	these	these	DET
bracis-19089	26	3	examples	example	NOUN
bracis-19089	26	4	,	,	PUNCT
bracis-19089	26	5	we	we	PRON
bracis-19089	26	6	can	can	AUX
bracis-19089	26	7	see	see	VERB
bracis-19089	26	8	that	that	SCONJ
bracis-19089	26	9	the	the	DET
bracis-19089	26	10	titles	title	NOUN
bracis-19089	26	11	from	from	ADP
bracis-19089	26	12	a	a	DET
bracis-19089	26	13	quite	quite	ADV
bracis-19089	26	14	common	common	ADJ
bracis-19089	26	15	category	category	NOUN
bracis-19089	26	16	(	(	PUNCT
bracis-19089	26	17	smartphone	smartphone	NOUN
bracis-19089	26	18	)	)	PUNCT
bracis-19089	26	19	do	do	AUX
bracis-19089	26	20	not	not	PART
bracis-19089	26	21	follow	follow	VERB
bracis-19089	26	22	a	a	DET
bracis-19089	26	23	standard	standard	ADJ
bracis-19089	26	24	structure	structure	NOUN
bracis-19089	26	25	and	and	CCONJ
bracis-19089	26	26	are	be	AUX
bracis-19089	26	27	not	not	PART
bracis-19089	26	28	even	even	ADV
bracis-19089	26	29	offering	offer	VERB
bracis-19089	26	30	the	the	DET
bracis-19089	26	31	same	same	ADJ
bracis-19089	26	32	information	information	NOUN
bracis-19089	26	33	.	.	PUNCT
bracis-19089	27	1	as	as	ADP
bracis-19089	27	2	a	a	DET
bracis-19089	27	3	consequence	consequence	NOUN
bracis-19089	27	4	,	,	PUNCT
bracis-19089	27	5	it	it	PRON
bracis-19089	27	6	is	be	AUX
bracis-19089	27	7	very	very	ADV
bracis-19089	27	8	difficult	difficult	ADJ
bracis-19089	27	9	to	to	PART
bracis-19089	27	10	specify	specify	VERB
bracis-19089	27	11	standard	standard	ADJ
bracis-19089	27	12	search	search	NOUN
bracis-19089	27	13	filters	filter	NOUN
bracis-19089	27	14	that	that	PRON
bracis-19089	27	15	could	could	AUX
bracis-19089	27	16	fit	fit	VERB
bracis-19089	27	17	any	any	DET
bracis-19089	27	18	title	title	NOUN
bracis-19089	27	19	or	or	CCONJ
bracis-19089	27	20	query	query	NOUN
bracis-19089	27	21	in	in	ADP
bracis-19089	27	22	this	this	DET
bracis-19089	27	23	category	category	NOUN
bracis-19089	27	24	.	.	PUNCT
bracis-19089	28	1	in	in	ADP
bracis-19089	28	2	this	this	DET
bracis-19089	28	3	scenario	scenario	NOUN
bracis-19089	28	4	,	,	PUNCT
bracis-19089	28	5	increasing	increase	VERB
bracis-19089	28	6	the	the	DET
bracis-19089	28	7	products	product	NOUN
bracis-19089	28	8	’	'	PUNCT
bracis-19089	28	9	retrieval	retrieval	NOUN
bracis-19089	28	10	becomes	become	VERB
bracis-19089	28	11	a	a	DET
bracis-19089	28	12	difficult	difficult	ADJ
bracis-19089	28	13	challenge	challenge	NOUN
bracis-19089	28	14	.	.	PUNCT
bracis-19089	29	1	a	a	DET
bracis-19089	29	2	syntax	syntax	NOUN
bracis-19089	29	3	-	-	PUNCT
bracis-19089	29	4	based	base	VERB
bracis-19089	29	5	search	search	NOUN
bracis-19089	29	6	engine	engine	NOUN
bracis-19089	29	7	is	be	AUX
bracis-19089	29	8	not	not	PART
bracis-19089	29	9	enough	enough	ADJ
bracis-19089	29	10	to	to	PART
bracis-19089	29	11	make	make	VERB
bracis-19089	29	12	all	all	DET
bracis-19089	29	13	the	the	DET
bracis-19089	29	14	assortment	assortment	NOUN
bracis-19089	29	15	accessible	accessible	ADJ
bracis-19089	29	16	to	to	ADP
bracis-19089	29	17	the	the	DET
bracis-19089	29	18	customer	customer	NOUN
bracis-19089	29	19	.	.	PUNCT
bracis-19089	30	1	commonly	commonly	ADV
bracis-19089	30	2	,	,	PUNCT
bracis-19089	30	3	e	e	NOUN
bracis-19089	30	4	-	-	NOUN
bracis-19089	30	5	commerces	commerce	NOUN
bracis-19089	30	6	web	web	NOUN
bracis-19089	30	7	pages	page	NOUN
bracis-19089	30	8	offer	offer	VERB
bracis-19089	30	9	facets	facet	NOUN
bracis-19089	30	10	to	to	ADP
bracis-19089	30	11	filter	filter	NOUN
bracis-19089	30	12	customer	customer	NOUN
bracis-19089	30	13	queries	query	NOUN
bracis-19089	30	14	.	.	PUNCT
bracis-19089	31	1	it	it	PRON
bracis-19089	31	2	becomes	become	VERB
bracis-19089	31	3	a	a	DET
bracis-19089	31	4	critical	critical	ADJ
bracis-19089	31	5	task	task	NOUN
bracis-19089	31	6	for	for	ADP
bracis-19089	31	7	offering	offer	VERB
bracis-19089	31	8	useful	useful	ADJ
bracis-19089	31	9	filters	filter	NOUN
bracis-19089	31	10	,	,	PUNCT
bracis-19089	31	11	having	have	VERB
bracis-19089	31	12	a	a	DET
bracis-19089	31	13	uniform	uniform	ADJ
bracis-19089	31	14	,	,	PUNCT
bracis-19089	31	15	vast	vast	ADJ
bracis-19089	31	16	,	,	PUNCT
bracis-19089	31	17	and	and	CCONJ
bracis-19089	31	18	high	high	ADJ
bracis-19089	31	19	-	-	PUNCT
bracis-19089	31	20	quality	quality	NOUN
bracis-19089	31	21	product	product	NOUN
bracis-19089	31	22	attribute	attribute	NOUN
bracis-19089	31	23	extraction	extraction	NOUN
bracis-19089	31	24	in	in	ADP
bracis-19089	31	25	place	place	NOUN
bracis-19089	31	26	[	[	X
bracis-19089	31	27	11	11	NUM
bracis-19089	31	28	]	]	PUNCT
bracis-19089	31	29	.	.	PUNCT
bracis-19089	32	1	hence	hence	ADV
bracis-19089	32	2	,	,	PUNCT
bracis-19089	32	3	motivated	motivate	VERB
bracis-19089	32	4	by	by	ADP
bracis-19089	32	5	improving	improve	VERB
bracis-19089	32	6	the	the	DET
bracis-19089	32	7	human	human	ADJ
bracis-19089	32	8	interaction	interaction	NOUN
bracis-19089	32	9	with	with	ADP
bracis-19089	32	10	our	our	PRON
bracis-19089	32	11	e	e	NOUN
bracis-19089	32	12	-	-	NOUN
bracis-19089	32	13	commerce	commerce	NOUN
bracis-19089	32	14	platform	platform	NOUN
bracis-19089	32	15	,	,	PUNCT
bracis-19089	32	16	we	we	PRON
bracis-19089	32	17	investigated	investigate	VERB
bracis-19089	32	18	how	how	SCONJ
bracis-19089	32	19	named	name	VERB
bracis-19089	32	20	entity	entity	NOUN
bracis-19089	32	21	recognition	recognition	NOUN
bracis-19089	32	22	could	could	AUX
bracis-19089	32	23	be	be	AUX
bracis-19089	32	24	applied	apply	VERB
bracis-19089	32	25	to	to	PART
bracis-19089	32	26	identify	identify	VERB
bracis-19089	32	27	attributes	attribute	NOUN
bracis-19089	32	28	in	in	ADP
bracis-19089	32	29	product	product	NOUN
bracis-19089	32	30	titles	title	NOUN
bracis-19089	32	31	of	of	ADP
bracis-19089	32	32	the	the	DET
bracis-19089	32	33	smartphone	smartphone	NOUN
bracis-19089	32	34	categoryfootnote	categoryfootnote	ADJ
bracis-19089	32	35	6	6	NUM
bracis-19089	32	36	.	.	PUNCT
bracis-19089	33	1	we	we	PRON
bracis-19089	33	2	investigated	investigate	VERB
bracis-19089	33	3	two	two	NUM
bracis-19089	33	4	approaches	approach	NOUN
bracis-19089	33	5	:	:	PUNCT
bracis-19089	33	6	mitiefootnote	mitiefootnote	NOUN
bracis-19089	33	7	7	7	NUM
bracis-19089	33	8	and	and	CCONJ
bracis-19089	33	9	bert	bert	NOUN
bracis-19089	34	1	[	[	X
bracis-19089	34	2	6	6	NUM
bracis-19089	34	3	]	]	PUNCT
bracis-19089	34	4	.	.	PUNCT
bracis-19089	35	1	from	from	ADP
bracis-19089	35	2	our	our	PRON
bracis-19089	35	3	experiments	experiment	NOUN
bracis-19089	35	4	we	we	PRON
bracis-19089	35	5	found	find	VERB
bracis-19089	35	6	that	that	SCONJ
bracis-19089	35	7	models	model	NOUN
bracis-19089	35	8	trained	train	VERB
bracis-19089	35	9	with	with	ADP
bracis-19089	35	10	mitie	mitie	NOUN
bracis-19089	35	11	and	and	CCONJ
bracis-19089	35	12	bert	bert	PROPN
bracis-19089	35	13	had	have	VERB
bracis-19089	35	14	very	very	ADV
bracis-19089	35	15	similar	similar	ADJ
bracis-19089	35	16	results	result	NOUN
bracis-19089	35	17	,	,	PUNCT
bracis-19089	35	18	achieving	achieve	VERB
bracis-19089	35	19	around	around	ADP
bracis-19089	35	20	95	95	NUM
bracis-19089	35	21	%	%	NOUN
bracis-19089	35	22	in	in	ADP
bracis-19089	35	23	f1	f1	PROPN
bracis-19089	35	24	scores	score	NOUN
bracis-19089	35	25	.	.	PUNCT
bracis-19089	36	1	mitie	mitie	PROPN
bracis-19089	36	2	was	be	AUX
bracis-19089	36	3	chosen	choose	VERB
bracis-19089	36	4	as	as	ADP
bracis-19089	36	5	the	the	DET
bracis-19089	36	6	best	good	ADJ
bracis-19089	36	7	one	one	NUM
bracis-19089	36	8	for	for	ADP
bracis-19089	36	9	our	our	PRON
bracis-19089	36	10	scenario	scenario	NOUN
bracis-19089	36	11	due	due	ADP
bracis-19089	36	12	to	to	ADP
bracis-19089	36	13	other	other	ADJ
bracis-19089	36	14	advantages	advantage	NOUN
bracis-19089	36	15	such	such	ADJ
bracis-19089	36	16	as	as	ADP
bracis-19089	36	17	its	its	PRON
bracis-19089	36	18	prediction	prediction	NOUN
bracis-19089	36	19	latency	latency	NOUN
bracis-19089	36	20	and	and	CCONJ
bracis-19089	36	21	required	required	ADJ
bracis-19089	36	22	infra	infra	NOUN
bracis-19089	36	23	-	-	PUNCT
bracis-19089	36	24	structure	structure	NOUN
bracis-19089	36	25	.	.	PUNCT
bracis-19089	37	1	thus	thus	ADV
bracis-19089	37	2	,	,	PUNCT
bracis-19089	37	3	the	the	DET
bracis-19089	37	4	main	main	ADJ
bracis-19089	37	5	contributions	contribution	NOUN
bracis-19089	37	6	of	of	ADP
bracis-19089	37	7	this	this	DET
bracis-19089	37	8	work	work	NOUN
bracis-19089	37	9	are	be	AUX
bracis-19089	37	10	:	:	PUNCT
bracis-19089	37	11	the	the	DET
bracis-19089	37	12	description	description	NOUN
bracis-19089	37	13	of	of	ADP
bracis-19089	37	14	an	an	DET
bracis-19089	37	15	end	end	NOUN
bracis-19089	37	16	-	-	PUNCT
bracis-19089	37	17	to	to	ADP
bracis-19089	37	18	-	-	PUNCT
bracis-19089	37	19	end	end	NOUN
bracis-19089	37	20	approach	approach	NOUN
bracis-19089	37	21	of	of	ADP
bracis-19089	37	22	corpus	corpus	NOUN
bracis-19089	37	23	annotation	annotation	NOUN
bracis-19089	37	24	,	,	PUNCT
bracis-19089	37	25	model	model	NOUN
bracis-19089	37	26	building	building	NOUN
bracis-19089	37	27	and	and	CCONJ
bracis-19089	37	28	evaluation	evaluation	NOUN
bracis-19089	37	29	for	for	ADP
bracis-19089	37	30	attribute	attribute	NOUN
bracis-19089	37	31	-	-	PUNCT
bracis-19089	37	32	value	value	NOUN
bracis-19089	37	33	pairs	pair	NOUN
bracis-19089	37	34	extraction	extraction	NOUN
bracis-19089	37	35	from	from	ADP
bracis-19089	37	36	product	product	NOUN
bracis-19089	37	37	titles	title	NOUN
bracis-19089	37	38	;	;	PUNCT
bracis-19089	37	39	the	the	DET
bracis-19089	37	40	careful	careful	ADJ
bracis-19089	37	41	comparison	comparison	NOUN
bracis-19089	37	42	of	of	ADP
bracis-19089	37	43	two	two	NUM
bracis-19089	37	44	state	state	NOUN
bracis-19089	37	45	-	-	PUNCT
bracis-19089	37	46	of	of	ADP
bracis-19089	37	47	-	-	PUNCT
bracis-19089	37	48	the	the	DET
bracis-19089	37	49	-	-	PUNCT
bracis-19089	37	50	art	art	NOUN
bracis-19089	37	51	models	model	NOUN
bracis-19089	37	52	for	for	ADP
bracis-19089	37	53	named	name	VERB
bracis-19089	37	54	entity	entity	NOUN
bracis-19089	37	55	recognition	recognition	NOUN
bracis-19089	37	56	–	–	PUNCT
bracis-19089	37	57	mitie	mitie	NOUN
bracis-19089	37	58	and	and	CCONJ
bracis-19089	37	59	bert	bert	PROPN
bracis-19089	37	60	–	–	PUNCT
bracis-19089	37	61	in	in	ADP
bracis-19089	37	62	a	a	DET
bracis-19089	37	63	not	not	PART
bracis-19089	37	64	well	well	ADV
bracis-19089	37	65	explored	explore	VERB
bracis-19089	37	66	domain	domain	NOUN
bracis-19089	37	67	(	(	PUNCT
bracis-19089	37	68	e	e	NOUN
bracis-19089	37	69	/	/	SYM
bracis-19089	37	70	commerce	commerce	NOUN
bracis-19089	37	71	)	)	PUNCT
bracis-19089	37	72	;	;	PUNCT
bracis-19089	37	73	the	the	DET
bracis-19089	37	74	addressing	addressing	NOUN
bracis-19089	37	75	of	of	ADP
bracis-19089	37	76	a	a	DET
bracis-19089	37	77	poorly	poorly	ADV
bracis-19089	37	78	explored	explore	VERB
bracis-19089	37	79	scenario	scenario	NOUN
bracis-19089	37	80	of	of	ADP
bracis-19089	37	81	e	e	PROPN
bracis-19089	37	82	-	-	NOUN
bracis-19089	37	83	commerce	commerce	NOUN
bracis-19089	37	84	language	language	NOUN
bracis-19089	37	85	for	for	ADP
bracis-19089	37	86	brazilian	brazilian	ADJ
bracis-19089	37	87	portuguese	portuguese	NOUN
bracis-19089	37	88	.	.	PUNCT
bracis-19089	38	1	this	this	DET
bracis-19089	38	2	paper	paper	NOUN
bracis-19089	38	3	is	be	AUX
bracis-19089	38	4	organized	organize	VERB
bracis-19089	38	5	as	as	SCONJ
bracis-19089	38	6	follows	follow	VERB
bracis-19089	38	7	.	.	PUNCT
bracis-19089	39	1	in	in	ADP
bracis-19089	39	2	sect	sect	NOUN
bracis-19089	39	3	.	.	PUNCT
bracis-19089	39	4	 	 	SPACE
bracis-19089	39	5	2	2	NUM
bracis-19089	39	6	we	we	PRON
bracis-19089	39	7	describe	describe	VERB
bracis-19089	39	8	the	the	DET
bracis-19089	39	9	task	task	NOUN
bracis-19089	39	10	of	of	ADP
bracis-19089	39	11	named	name	VERB
bracis-19089	39	12	entity	entity	NOUN
bracis-19089	39	13	recognition	recognition	NOUN
bracis-19089	39	14	and	and	CCONJ
bracis-19089	39	15	the	the	DET
bracis-19089	39	16	approaches	approach	NOUN
bracis-19089	39	17	proposed	propose	VERB
bracis-19089	39	18	to	to	PART
bracis-19089	39	19	perform	perform	VERB
bracis-19089	39	20	it	it	PRON
bracis-19089	39	21	.	.	PUNCT
bracis-19089	40	1	in	in	ADP
bracis-19089	40	2	sect	sect	NOUN
bracis-19089	40	3	.	.	PUNCT
bracis-19089	40	4	 	 	SPACE
bracis-19089	40	5	3	3	NUM
bracis-19089	40	6	we	we	PRON
bracis-19089	40	7	describe	describe	VERB
bracis-19089	40	8	the	the	DET
bracis-19089	40	9	set	set	NOUN
bracis-19089	40	10	of	of	ADP
bracis-19089	40	11	attribute	attribute	NOUN
bracis-19089	40	12	products	product	NOUN
bracis-19089	40	13	that	that	PRON
bracis-19089	40	14	we	we	PRON
bracis-19089	40	15	found	find	VERB
bracis-19089	40	16	relevant	relevant	ADJ
bracis-19089	40	17	for	for	ADP
bracis-19089	40	18	our	our	PRON
bracis-19089	40	19	problem	problem	NOUN
bracis-19089	40	20	.	.	PUNCT
bracis-19089	41	1	the	the	DET
bracis-19089	41	2	experiments	experiment	NOUN
bracis-19089	41	3	and	and	CCONJ
bracis-19089	41	4	results	result	NOUN
bracis-19089	41	5	are	be	AUX
bracis-19089	41	6	presented	present	VERB
bracis-19089	41	7	in	in	ADP
bracis-19089	41	8	sect	sect	NOUN
bracis-19089	41	9	.	.	PUNCT
bracis-19089	41	10	 	 	SPACE
bracis-19089	41	11	4	4	NUM
bracis-19089	41	12	and	and	CCONJ
bracis-19089	41	13	sect	sect	NOUN
bracis-19089	41	14	.	.	PUNCT
bracis-19089	41	15	 	 	SPACE
bracis-19089	42	1	5	5	NUM
bracis-19089	42	2	finishes	finish	VERB
bracis-19089	42	3	the	the	DET
bracis-19089	42	4	paper	paper	NOUN
bracis-19089	42	5	with	with	ADP
bracis-19089	42	6	some	some	DET
bracis-19089	42	7	final	final	ADJ
bracis-19089	42	8	remarks	remark	NOUN
bracis-19089	42	9	.	.	PUNCT
bracis-19089	43	1	2	2	NUM
bracis-19089	43	2	background	background	NOUN
bracis-19089	43	3	and	and	CCONJ
bracis-19089	43	4	related	relate	VERB
bracis-19089	43	5	work	work	NOUN
bracis-19089	43	6	named	name	VERB
bracis-19089	43	7	entity	entity	NOUN
bracis-19089	43	8	recognition	recognition	NOUN
bracis-19089	43	9	.	.	PUNCT
bracis-19089	44	1	(	(	PUNCT
bracis-19089	44	2	ner	ner	NOUN
bracis-19089	44	3	)	)	PUNCT
bracis-19089	44	4	is	be	AUX
bracis-19089	44	5	a	a	DET
bracis-19089	44	6	subtask	subtask	NOUN
bracis-19089	44	7	of	of	ADP
bracis-19089	44	8	natural	natural	ADJ
bracis-19089	44	9	language	language	NOUN
bracis-19089	44	10	processing	processing	NOUN
bracis-19089	44	11	(	(	PUNCT
bracis-19089	44	12	nlp	nlp	NOUN
bracis-19089	44	13	)	)	PUNCT
bracis-19089	44	14	or	or	CCONJ
bracis-19089	44	15	information	information	NOUN
bracis-19089	44	16	extraction	extraction	NOUN
bracis-19089	44	17	(	(	PUNCT
bracis-19089	44	18	ie	ie	X
bracis-19089	44	19	)	)	PUNCT
bracis-19089	44	20	that	that	PRON
bracis-19089	44	21	tries	try	VERB
bracis-19089	44	22	to	to	PART
bracis-19089	44	23	identify	identify	VERB
bracis-19089	44	24	and	and	CCONJ
bracis-19089	44	25	classify	classify	VERB
bracis-19089	44	26	“	"	PUNCT
bracis-19089	44	27	named	name	VERB
bracis-19089	44	28	entities	entity	NOUN
bracis-19089	44	29	”	"	PUNCT
bracis-19089	44	30	present	present	ADJ
bracis-19089	44	31	in	in	ADP
bracis-19089	44	32	unstructured	unstructured	ADJ
bracis-19089	44	33	text	text	NOUN
bracis-19089	44	34	.	.	PUNCT
bracis-19089	45	1	named	name	VERB
bracis-19089	45	2	entities	entity	NOUN
bracis-19089	45	3	are	be	AUX
bracis-19089	45	4	well	well	ADV
bracis-19089	45	5	-	-	PUNCT
bracis-19089	45	6	known	know	VERB
bracis-19089	45	7	predefined	predefine	VERB
bracis-19089	45	8	categories	category	NOUN
bracis-19089	45	9	such	such	ADJ
bracis-19089	45	10	as	as	ADP
bracis-19089	45	11	people	people	NOUN
bracis-19089	45	12	’s	’s	PART
bracis-19089	45	13	names	name	NOUN
bracis-19089	45	14	(	(	PUNCT
bracis-19089	45	15	e.g.	e.g.	ADV
bracis-19089	45	16	,	,	PUNCT
bracis-19089	45	17	bill	bill	NOUN
bracis-19089	45	18	)	)	PUNCT
bracis-19089	45	19	,	,	PUNCT
bracis-19089	45	20	organizations	organization	NOUN
bracis-19089	45	21	(	(	PUNCT
bracis-19089	45	22	e.g.	e.g.	ADV
bracis-19089	45	23	,	,	PUNCT
bracis-19089	45	24	united	united	PROPN
bracis-19089	45	25	nations	nations	PROPN
bracis-19089	45	26	)	)	PUNCT
bracis-19089	45	27	,	,	PUNCT
bracis-19089	45	28	locations	location	NOUN
bracis-19089	45	29	(	(	PUNCT
bracis-19089	45	30	e.g.	e.g.	ADV
bracis-19089	45	31	,	,	PUNCT
bracis-19089	45	32	brazil	brazil	PROPN
bracis-19089	45	33	)	)	PUNCT
bracis-19089	45	34	,	,	PUNCT
bracis-19089	45	35	time	time	NOUN
bracis-19089	45	36	expressions	expression	NOUN
bracis-19089	45	37	(	(	PUNCT
bracis-19089	45	38	e.g.	e.g.	ADV
bracis-19089	45	39	,	,	PUNCT
bracis-19089	45	40	yesterday	yesterday	NOUN
bracis-19089	45	41	)	)	PUNCT
bracis-19089	45	42	,	,	PUNCT
bracis-19089	45	43	quantities	quantity	NOUN
bracis-19089	45	44	(	(	PUNCT
bracis-19089	45	45	e.g.	e.g.	ADV
bracis-19089	45	46	,	,	PUNCT
bracis-19089	45	47	liter	liter	NOUN
bracis-19089	45	48	)	)	PUNCT
bracis-19089	45	49	,	,	PUNCT
bracis-19089	45	50	monetary	monetary	ADJ
bracis-19089	45	51	values	value	NOUN
bracis-19089	45	52	(	(	PUNCT
bracis-19089	45	53	e.g.	e.g.	ADV
bracis-19089	45	54	,	,	PUNCT
bracis-19089	45	55	dollar	dollar	NOUN
bracis-19089	45	56	)	)	PUNCT
bracis-19089	45	57	,	,	PUNCT
bracis-19089	45	58	among	among	ADP
bracis-19089	45	59	others	other	NOUN
bracis-19089	45	60	.	.	PUNCT
bracis-19089	46	1	in	in	ADP
bracis-19089	46	2	the	the	DET
bracis-19089	46	3	scope	scope	NOUN
bracis-19089	46	4	of	of	ADP
bracis-19089	46	5	e	e	PROPN
bracis-19089	46	6	-	-	NOUN
bracis-19089	46	7	commerce	commerce	NOUN
bracis-19089	46	8	,	,	PUNCT
bracis-19089	46	9	our	our	PRON
bracis-19089	46	10	named	name	VERB
bracis-19089	46	11	entities	entity	NOUN
bracis-19089	46	12	will	will	AUX
bracis-19089	46	13	be	be	AUX
bracis-19089	46	14	renamed	rename	VERB
bracis-19089	46	15	to	to	ADP
bracis-19089	46	16	attributes	attribute	NOUN
bracis-19089	46	17	,	,	PUNCT
bracis-19089	46	18	and	and	CCONJ
bracis-19089	46	19	the	the	DET
bracis-19089	46	20	attributes	attribute	NOUN
bracis-19089	46	21	that	that	PRON
bracis-19089	46	22	are	be	AUX
bracis-19089	46	23	of	of	ADP
bracis-19089	46	24	our	our	PRON
bracis-19089	46	25	interest	interest	NOUN
bracis-19089	46	26	will	will	AUX
bracis-19089	46	27	be	be	AUX
bracis-19089	46	28	specified	specify	VERB
bracis-19089	46	29	in	in	ADP
bracis-19089	46	30	sect	sect	NOUN
bracis-19089	46	31	.	.	PUNCT
bracis-19089	46	32	 	 	SPACE
bracis-19089	47	1	3	3	X
bracis-19089	47	2	.	.	PUNCT
bracis-19089	47	3	as	as	SCONJ
bracis-19089	47	4	noted	note	VERB
bracis-19089	47	5	by	by	ADP
bracis-19089	47	6	more	more	ADJ
bracis-19089	47	7	 	 	SPACE
bracis-19089	48	1	[	[	PUNCT
bracis-19089	48	2	11	11	NUM
bracis-19089	48	3	]	]	PUNCT
bracis-19089	48	4	,	,	PUNCT
bracis-19089	48	5	extracting	extract	VERB
bracis-19089	48	6	attributes	attribute	NOUN
bracis-19089	48	7	from	from	ADP
bracis-19089	48	8	product	product	NOUN
bracis-19089	48	9	titles	title	NOUN
bracis-19089	48	10	in	in	ADP
bracis-19089	48	11	e	e	PROPN
bracis-19089	48	12	/	/	SYM
bracis-19089	48	13	commerce	commerce	NOUN
bracis-19089	48	14	is	be	AUX
bracis-19089	48	15	a	a	DET
bracis-19089	48	16	difficult	difficult	ADJ
bracis-19089	48	17	task	task	NOUN
bracis-19089	48	18	since	since	SCONJ
bracis-19089	48	19	titles	title	NOUN
bracis-19089	48	20	,	,	PUNCT
bracis-19089	48	21	in	in	ADP
bracis-19089	48	22	this	this	DET
bracis-19089	48	23	context	context	NOUN
bracis-19089	48	24	,	,	PUNCT
bracis-19089	48	25	lack	lack	VERB
bracis-19089	48	26	syntactic	syntactic	ADJ
bracis-19089	48	27	structure	structure	NOUN
bracis-19089	48	28	.	.	PUNCT
bracis-19089	49	1	for	for	ADP
bracis-19089	49	2	this	this	DET
bracis-19089	49	3	purpose	purpose	NOUN
bracis-19089	49	4	,	,	PUNCT
bracis-19089	49	5	the	the	DET
bracis-19089	49	6	author	author	NOUN
bracis-19089	49	7	proposes	propose	VERB
bracis-19089	49	8	a	a	DET
bracis-19089	49	9	ner	ner	NOUN
bracis-19089	49	10	-	-	PUNCT
bracis-19089	49	11	based	base	VERB
bracis-19089	49	12	method	method	NOUN
bracis-19089	49	13	and	and	CCONJ
bracis-19089	49	14	demonstrates	demonstrate	VERB
bracis-19089	49	15	results	result	NOUN
bracis-19089	49	16	on	on	ADP
bracis-19089	49	17	the	the	DET
bracis-19089	49	18	particular	particular	ADJ
bracis-19089	49	19	attribute	attribute	NOUN
bracis-19089	49	20	“	"	PUNCT
bracis-19089	49	21	brand	brand	NOUN
bracis-19089	49	22	”	"	PUNCT
bracis-19089	49	23	.	.	PUNCT
bracis-19089	50	1	more	more	ADJ
bracis-19089	50	2	’s	’s	ADJ
bracis-19089	50	3	proposal	proposal	NOUN
bracis-19089	50	4	consists	consist	VERB
bracis-19089	50	5	of	of	ADP
bracis-19089	50	6	combining	combine	VERB
bracis-19089	50	7	structured	structure	VERB
bracis-19089	50	8	perceptron	perceptron	NOUN
bracis-19089	50	9	and	and	CCONJ
bracis-19089	50	10	conditional	conditional	ADJ
bracis-19089	50	11	random	random	ADJ
bracis-19089	50	12	fields	field	NOUN
bracis-19089	50	13	to	to	PART
bracis-19089	50	14	predict	predict	VERB
bracis-19089	50	15	bio	bio	PROPN
bracis-19089	50	16	(	(	PUNCT
bracis-19089	50	17	b	b	NOUN
bracis-19089	50	18	 	 	SPACE
bracis-19089	50	19	=	=	VERB
bracis-19089	50	20	 	 	SPACE
bracis-19089	50	21	begin	begin	VERB
bracis-19089	50	22	,	,	PUNCT
bracis-19089	50	23	i	i	PRON
bracis-19089	50	24	 	 	SPACE
bracis-19089	50	25	=	=	NOUN
bracis-19089	50	26	 	 	SPACE
bracis-19089	50	27	in	in	ADP
bracis-19089	50	28	,	,	PUNCT
bracis-19089	50	29	o	o	NOUN
bracis-19089	50	30	 	 	SPACE
bracis-19089	50	31	=	=	NOUN
bracis-19089	50	32	 	 	SPACE
bracis-19089	50	33	out	out	ADP
bracis-19089	50	34	)	)	PUNCT
bracis-19089	50	35	tags	tag	NOUN
bracis-19089	50	36	in	in	ADP
bracis-19089	50	37	product	product	NOUN
bracis-19089	50	38	titles	title	NOUN
bracis-19089	50	39	in	in	ADP
bracis-19089	50	40	english	english	PROPN
bracis-19089	50	41	.	.	PUNCT
bracis-19089	51	1	the	the	DET
bracis-19089	51	2	author	author	NOUN
bracis-19089	51	3	used	use	VERB
bracis-19089	51	4	an	an	DET
bracis-19089	51	5	automatically	automatically	ADV
bracis-19089	51	6	labeled	label	VERB
bracis-19089	51	7	(	(	PUNCT
bracis-19089	51	8	by	by	ADP
bracis-19089	51	9	regex	regex	PROPN
bracis-19089	51	10	)	)	PUNCT
bracis-19089	51	11	dataset	dataset	VERB
bracis-19089	51	12	to	to	PART
bracis-19089	51	13	train	train	VERB
bracis-19089	51	14	the	the	DET
bracis-19089	51	15	models	model	NOUN
bracis-19089	51	16	and	and	CCONJ
bracis-19089	51	17	increased	increase	VERB
bracis-19089	51	18	its	its	PRON
bracis-19089	51	19	volume	volume	NOUN
bracis-19089	51	20	and	and	CCONJ
bracis-19089	51	21	quality	quality	NOUN
bracis-19089	51	22	by	by	ADP
bracis-19089	51	23	a	a	DET
bracis-19089	51	24	post	post	ADJ
bracis-19089	51	25	-	-	ADJ
bracis-19089	51	26	processing	processing	ADJ
bracis-19089	51	27	step	step	NOUN
bracis-19089	51	28	,	,	PUNCT
bracis-19089	51	29	which	which	PRON
bracis-19089	51	30	includes	include	VERB
bracis-19089	51	31	augmenting	augment	VERB
bracis-19089	51	32	a	a	DET
bracis-19089	51	33	normalization	normalization	NOUN
bracis-19089	51	34	dictionary	dictionary	NOUN
bracis-19089	51	35	and	and	CCONJ
bracis-19089	51	36	manual	manual	ADJ
bracis-19089	51	37	feedback	feedback	NOUN
bracis-19089	51	38	from	from	ADP
bracis-19089	51	39	domain	domain	NOUN
bracis-19089	51	40	experts	expert	NOUN
bracis-19089	51	41	.	.	PUNCT
bracis-19089	52	1	the	the	DET
bracis-19089	52	2	author	author	NOUN
bracis-19089	52	3	reports	report	VERB
bracis-19089	52	4	a	a	DET
bracis-19089	52	5	f1	f1	NOUN
bracis-19089	52	6	-	-	PUNCT
bracis-19089	52	7	score	score	NOUN
bracis-19089	52	8	of	of	ADP
bracis-19089	52	9	92	92	NUM
bracis-19089	52	10	%	%	NOUN
bracis-19089	52	11	for	for	ADP
bracis-19089	52	12	the	the	DET
bracis-19089	52	13	attribute	attribute	NOUN
bracis-19089	52	14	“	"	PUNCT
bracis-19089	52	15	brand	brand	NOUN
bracis-19089	52	16	”	"	PUNCT
bracis-19089	52	17	.	.	PUNCT
bracis-19089	53	1	xu	xu	INTJ
bracis-19089	53	2	et	et	PROPN
bracis-19089	54	1	al	al	PROPN
bracis-19089	54	2	.	.	PUNCT
bracis-19089	55	1	[	[	X
bracis-19089	55	2	18	18	NUM
bracis-19089	55	3	]	]	PUNCT
bracis-19089	55	4	proposed	propose	VERB
bracis-19089	55	5	an	an	DET
bracis-19089	55	6	approach	approach	NOUN
bracis-19089	55	7	to	to	PART
bracis-19089	55	8	support	support	NOUN
bracis-19089	55	9	value	value	NOUN
bracis-19089	55	10	extraction	extraction	NOUN
bracis-19089	55	11	,	,	PUNCT
bracis-19089	55	12	scaling	scale	VERB
bracis-19089	55	13	up	up	ADP
bracis-19089	55	14	 	 	SPACE
bracis-19089	55	15	to	to	ADP
bracis-19089	55	16	thousands	thousand	NOUN
bracis-19089	55	17	of	of	ADP
bracis-19089	55	18	attributes	attribute	NOUN
bracis-19089	55	19	with	with	ADP
bracis-19089	55	20	no	no	DET
bracis-19089	55	21	loss	loss	NOUN
bracis-19089	55	22	of	of	ADP
bracis-19089	55	23	performance	performance	NOUN
bracis-19089	55	24	.	.	PUNCT
bracis-19089	56	1	the	the	DET
bracis-19089	56	2	approach	approach	NOUN
bracis-19089	56	3	proposed	propose	VERB
bracis-19089	56	4	by	by	ADP
bracis-19089	56	5	those	those	DET
bracis-19089	56	6	authors	author	NOUN
bracis-19089	56	7	uses	use	VERB
bracis-19089	56	8	:	:	PUNCT
bracis-19089	56	9	(	(	PUNCT
bracis-19089	56	10	i	i	NOUN
bracis-19089	56	11	)	)	PUNCT
bracis-19089	56	12	a	a	DET
bracis-19089	56	13	global	global	ADJ
bracis-19089	56	14	set	set	NOUN
bracis-19089	56	15	of	of	ADP
bracis-19089	56	16	bio	bio	PROPN
bracis-19089	56	17	tags	tag	NOUN
bracis-19089	56	18	,	,	PUNCT
bracis-19089	56	19	(	(	PUNCT
bracis-19089	56	20	ii	ii	NOUN
bracis-19089	56	21	)	)	PUNCT
bracis-19089	56	22	a	a	DET
bracis-19089	56	23	model	model	NOUN
bracis-19089	56	24	of	of	ADP
bracis-19089	56	25	semantic	semantic	ADJ
bracis-19089	56	26	representation	representation	NOUN
bracis-19089	56	27	for	for	ADP
bracis-19089	56	28	attributes	attribute	NOUN
bracis-19089	56	29	and	and	CCONJ
bracis-19089	56	30	titles	title	NOUN
bracis-19089	56	31	,	,	PUNCT
bracis-19089	56	32	and	and	CCONJ
bracis-19089	56	33	(	(	PUNCT
bracis-19089	56	34	iii	iii	NOUN
bracis-19089	56	35	)	)	PUNCT
bracis-19089	56	36	an	an	DET
bracis-19089	56	37	attention	attention	NOUN
bracis-19089	56	38	mechanism	mechanism	NOUN
bracis-19089	56	39	to	to	PART
bracis-19089	56	40	capture	capture	VERB
bracis-19089	56	41	the	the	DET
bracis-19089	56	42	semantic	semantic	ADJ
bracis-19089	56	43	relations	relation	NOUN
bracis-19089	56	44	.	.	PUNCT
bracis-19089	57	1	the	the	DET
bracis-19089	57	2	proposed	propose	VERB
bracis-19089	57	3	model	model	NOUN
bracis-19089	57	4	processes	process	VERB
bracis-19089	57	5	up	up	ADV
bracis-19089	57	6	 	 	SPACE
bracis-19089	57	7	to	to	ADP
bracis-19089	57	8	8,906	8,906	NUM
bracis-19089	57	9	attributes	attribute	NOUN
bracis-19089	57	10	with	with	ADP
bracis-19089	57	11	an	an	DET
bracis-19089	57	12	overall	overall	ADJ
bracis-19089	57	13	f1	f1	NOUN
bracis-19089	57	14	score	score	NOUN
bracis-19089	57	15	of	of	ADP
bracis-19089	57	16	79.12	79.12	NUM
bracis-19089	57	17	%	%	NOUN
bracis-19089	57	18	.	.	PUNCT
bracis-19089	58	1	cheng	cheng	PROPN
bracis-19089	58	2	et	et	PROPN
bracis-19089	58	3	al	al	PROPN
bracis-19089	58	4	.	.	PUNCT
bracis-19089	59	1	[	[	X
bracis-19089	59	2	4	4	X
bracis-19089	59	3	]	]	PUNCT
bracis-19089	59	4	explored	explore	VERB
bracis-19089	59	5	ner	ner	NOUN
bracis-19089	59	6	in	in	ADP
bracis-19089	59	7	the	the	DET
bracis-19089	59	8	e	e	NOUN
bracis-19089	59	9	-	-	NOUN
bracis-19089	59	10	commerce	commerce	NOUN
bracis-19089	59	11	context	context	NOUN
bracis-19089	59	12	,	,	PUNCT
bracis-19089	59	13	proposing	propose	VERB
bracis-19089	59	14	an	an	DET
bracis-19089	59	15	end	end	NOUN
bracis-19089	59	16	-	-	PUNCT
bracis-19089	59	17	to	to	ADP
bracis-19089	59	18	-	-	PUNCT
bracis-19089	59	19	end	end	NOUN
bracis-19089	59	20	procedure	procedure	NOUN
bracis-19089	59	21	to	to	ADP
bracis-19089	59	22	query	query	VERB
bracis-19089	59	23	annotation	annotation	NOUN
bracis-19089	59	24	and	and	CCONJ
bracis-19089	59	25	extraction	extraction	NOUN
bracis-19089	59	26	for	for	ADP
bracis-19089	59	27	english	english	ADJ
bracis-19089	59	28	language	language	NOUN
bracis-19089	59	29	,	,	PUNCT
bracis-19089	59	30	using	use	VERB
bracis-19089	59	31	bio	bio	NOUN
bracis-19089	59	32	as	as	ADP
bracis-19089	59	33	a	a	DET
bracis-19089	59	34	sequence	sequence	NOUN
bracis-19089	59	35	tagging	tagging	NOUN
bracis-19089	59	36	format	format	NOUN
bracis-19089	59	37	and	and	CCONJ
bracis-19089	59	38	establishing	establish	VERB
bracis-19089	59	39	two	two	NUM
bracis-19089	59	40	important	important	ADJ
bracis-19089	59	41	entities	entity	NOUN
bracis-19089	59	42	to	to	PART
bracis-19089	59	43	investigate	investigate	VERB
bracis-19089	59	44	:	:	PUNCT
bracis-19089	59	45	“	"	PUNCT
bracis-19089	59	46	brand	brand	NOUN
bracis-19089	59	47	”	"	PUNCT
bracis-19089	59	48	and	and	CCONJ
bracis-19089	59	49	“	"	PUNCT
bracis-19089	59	50	product	product	NOUN
bracis-19089	59	51	type	type	NOUN
bracis-19089	59	52	”	"	PUNCT
bracis-19089	59	53	.	.	PUNCT
bracis-19089	60	1	the	the	DET
bracis-19089	60	2	annotation	annotation	NOUN
bracis-19089	60	3	process	process	NOUN
bracis-19089	60	4	was	be	AUX
bracis-19089	60	5	carried	carry	VERB
bracis-19089	60	6	out	out	ADP
bracis-19089	60	7	with	with	ADP
bracis-19089	60	8	16k	16k	PROPN
bracis-19089	60	9	queries	query	NOUN
bracis-19089	60	10	.	.	PUNCT
bracis-19089	61	1	the	the	DET
bracis-19089	61	2	proposed	propose	VERB
bracis-19089	61	3	model	model	NOUN
bracis-19089	61	4	reached	reach	VERB
bracis-19089	61	5	a	a	DET
bracis-19089	61	6	f1	f1	ADJ
bracis-19089	61	7	score	score	NOUN
bracis-19089	61	8	of	of	ADP
bracis-19089	61	9	99.49	99.49	NUM
bracis-19089	61	10	%	%	NOUN
bracis-19089	61	11	for	for	ADP
bracis-19089	61	12	the	the	DET
bracis-19089	61	13	validation	validation	NOUN
bracis-19089	61	14	data	datum	NOUN
bracis-19089	61	15	and	and	CCONJ
bracis-19089	61	16	93.30	93.30	NUM
bracis-19089	61	17	%	%	NOUN
bracis-19089	61	18	for	for	ADP
bracis-19089	61	19	the	the	DET
bracis-19089	61	20	test	test	NOUN
bracis-19089	61	21	data	datum	NOUN
bracis-19089	61	22	.	.	PUNCT
bracis-19089	62	1	real	real	ADV
bracis-19089	62	2	et	et	PROPN
bracis-19089	62	3	al	al	PROPN
bracis-19089	62	4	.	.	PUNCT
bracis-19089	63	1	[	[	X
bracis-19089	63	2	14	14	NUM
bracis-19089	63	3	]	]	PUNCT
bracis-19089	63	4	presented	present	VERB
bracis-19089	63	5	the	the	DET
bracis-19089	63	6	use	use	NOUN
bracis-19089	63	7	of	of	ADP
bracis-19089	63	8	ner	ner	NOUN
bracis-19089	63	9	in	in	ADP
bracis-19089	63	10	the	the	DET
bracis-19089	63	11	process	process	NOUN
bracis-19089	63	12	of	of	ADP
bracis-19089	63	13	title	title	NOUN
bracis-19089	63	14	generation	generation	NOUN
bracis-19089	63	15	in	in	ADP
bracis-19089	63	16	the	the	DET
bracis-19089	63	17	fashion	fashion	NOUN
bracis-19089	63	18	e	e	NOUN
bracis-19089	63	19	-	-	NOUN
bracis-19089	63	20	commerce	commerce	NOUN
bracis-19089	63	21	context	context	NOUN
bracis-19089	63	22	.	.	PUNCT
bracis-19089	64	1	the	the	DET
bracis-19089	64	2	experiments	experiment	NOUN
bracis-19089	64	3	showed	show	VERB
bracis-19089	64	4	that	that	SCONJ
bracis-19089	64	5	using	use	VERB
bracis-19089	64	6	a	a	DET
bracis-19089	64	7	context	context	NOUN
bracis-19089	64	8	-	-	PUNCT
bracis-19089	64	9	specific	specific	ADJ
bracis-19089	64	10	human	human	NOUN
bracis-19089	64	11	-	-	PUNCT
bracis-19089	64	12	annotated	annotate	VERB
bracis-19089	64	13	data	datum	NOUN
bracis-19089	64	14	set	set	VERB
bracis-19089	64	15	for	for	ADP
bracis-19089	64	16	training	training	NOUN
bracis-19089	64	17	,	,	PUNCT
bracis-19089	64	18	even	even	ADV
bracis-19089	64	19	though	though	SCONJ
bracis-19089	64	20	small	small	ADJ
bracis-19089	64	21	(	(	PUNCT
bracis-19089	64	22	only	only	ADV
bracis-19089	64	23	358	358	NUM
bracis-19089	64	24	examples	example	NOUN
bracis-19089	64	25	)	)	PUNCT
bracis-19089	64	26	,	,	PUNCT
bracis-19089	64	27	achieved	achieve	VERB
bracis-19089	64	28	an	an	DET
bracis-19089	64	29	overall	overall	ADJ
bracis-19089	64	30	f1	f1	NOUN
bracis-19089	64	31	score	score	NOUN
bracis-19089	64	32	of	of	ADP
bracis-19089	64	33	71	71	NUM
bracis-19089	64	34	%	%	NOUN
bracis-19089	64	35	.	.	PUNCT
bracis-19089	65	1	the	the	DET
bracis-19089	65	2	solution	solution	NOUN
bracis-19089	65	3	proposed	propose	VERB
bracis-19089	65	4	uses	use	VERB
bracis-19089	65	5	mitie	mitie	PROPN
bracis-19089	65	6	.	.	PUNCT
bracis-19089	66	1	recently	recently	ADV
bracis-19089	66	2	,	,	PUNCT
bracis-19089	66	3	one	one	NUM
bracis-19089	66	4	of	of	ADP
bracis-19089	66	5	the	the	DET
bracis-19089	66	6	greatest	great	ADJ
bracis-19089	66	7	revolutions	revolution	NOUN
bracis-19089	66	8	in	in	ADP
bracis-19089	66	9	nlp	nlp	NOUN
bracis-19089	66	10	area	area	NOUN
bracis-19089	66	11	was	be	AUX
bracis-19089	66	12	the	the	DET
bracis-19089	66	13	development	development	NOUN
bracis-19089	66	14	of	of	ADP
bracis-19089	66	15	the	the	DET
bracis-19089	66	16	contextualized	contextualized	ADJ
bracis-19089	66	17	language	language	NOUN
bracis-19089	66	18	models	model	NOUN
bracis-19089	66	19	such	such	ADJ
bracis-19089	66	20	as	as	ADP
bracis-19089	66	21	the	the	DET
bracis-19089	66	22	bidirectional	bidirectional	ADJ
bracis-19089	66	23	encoder	encoder	NOUN
bracis-19089	66	24	representations	representation	VERB
bracis-19089	66	25	from	from	ADP
bracis-19089	66	26	transformers	transformer	NOUN
bracis-19089	66	27	(	(	PUNCT
bracis-19089	66	28	bert	bert	PROPN
bracis-19089	66	29	)	)	PUNCT
bracis-19089	67	1	[	[	X
bracis-19089	67	2	6	6	NUM
bracis-19089	67	3	]	]	PUNCT
bracis-19089	67	4	.	.	PUNCT
bracis-19089	68	1	this	this	DET
bracis-19089	68	2	language	language	NOUN
bracis-19089	68	3	model	model	NOUN
bracis-19089	68	4	encodes	encode	VERB
bracis-19089	68	5	the	the	DET
bracis-19089	68	6	text	text	NOUN
bracis-19089	68	7	to	to	ADP
bracis-19089	68	8	a	a	DET
bracis-19089	68	9	vector	vector	NOUN
bracis-19089	68	10	space	space	NOUN
bracis-19089	68	11	where	where	SCONJ
bracis-19089	68	12	words	word	NOUN
bracis-19089	68	13	with	with	ADP
bracis-19089	68	14	similar	similar	ADJ
bracis-19089	68	15	meanings	meaning	NOUN
bracis-19089	68	16	are	be	AUX
bracis-19089	68	17	close	close	ADJ
bracis-19089	68	18	to	to	ADP
bracis-19089	68	19	each	each	DET
bracis-19089	68	20	other	other	ADJ
bracis-19089	68	21	through	through	ADP
bracis-19089	68	22	a	a	DET
bracis-19089	68	23	series	series	NOUN
bracis-19089	68	24	of	of	ADP
bracis-19089	68	25	bidirectional	bidirectional	ADJ
bracis-19089	68	26	self	self	NOUN
bracis-19089	68	27	-	-	PUNCT
bracis-19089	68	28	attention	attention	NOUN
bracis-19089	68	29	heads	head	NOUN
bracis-19089	68	30	.	.	PUNCT
bracis-19089	69	1	unlike	unlike	ADP
bracis-19089	69	2	other	other	ADJ
bracis-19089	69	3	well	well	ADV
bracis-19089	69	4	-	-	PUNCT
bracis-19089	69	5	known	know	VERB
bracis-19089	69	6	word	word	NOUN
bracis-19089	69	7	embedding	embed	VERB
bracis-19089	69	8	models	model	NOUN
bracis-19089	69	9	,	,	PUNCT
bracis-19089	69	10	such	such	ADJ
bracis-19089	69	11	as	as	ADP
bracis-19089	69	12	glove	glove	NOUN
bracis-19089	69	13	 	 	SPACE
bracis-19089	69	14	[	[	X
bracis-19089	69	15	13	13	NUM
bracis-19089	69	16	]	]	PUNCT
bracis-19089	69	17	and	and	CCONJ
bracis-19089	69	18	word2vec	word2vec	X
bracis-19089	69	19	 	 	SPACE
bracis-19089	69	20	[	[	X
bracis-19089	69	21	10	10	NUM
bracis-19089	69	22	]	]	PUNCT
bracis-19089	69	23	,	,	PUNCT
bracis-19089	69	24	bert	bert	PROPN
bracis-19089	69	25	is	be	AUX
bracis-19089	69	26	capable	capable	ADJ
bracis-19089	69	27	of	of	ADP
bracis-19089	69	28	embedding	embed	VERB
bracis-19089	69	29	words	word	NOUN
bracis-19089	69	30	considering	consider	VERB
bracis-19089	69	31	their	their	PRON
bracis-19089	69	32	specific	specific	ADJ
bracis-19089	69	33	contexts	contexts	NOUN
bracis-19089	69	34	.	.	PUNCT
bracis-19089	70	1	bert	bert	PROPN
bracis-19089	70	2	has	have	AUX
bracis-19089	70	3	been	be	AUX
bracis-19089	70	4	used	use	VERB
bracis-19089	70	5	successfully	successfully	ADV
bracis-19089	70	6	in	in	ADP
bracis-19089	70	7	several	several	ADJ
bracis-19089	70	8	nlp	nlp	NOUN
bracis-19089	70	9	tasks	task	NOUN
bracis-19089	70	10	as	as	ADP
bracis-19089	70	11	an	an	DET
bracis-19089	70	12	off	off	ADP
bracis-19089	70	13	-	-	PUNCT
bracis-19089	70	14	the	the	DET
bracis-19089	70	15	-	-	PUNCT
bracis-19089	70	16	shelf	shelf	NOUN
bracis-19089	70	17	solution	solution	NOUN
bracis-19089	70	18	.	.	PUNCT
bracis-19089	71	1	to	to	PART
bracis-19089	71	2	achieve	achieve	VERB
bracis-19089	71	3	these	these	DET
bracis-19089	71	4	results	result	NOUN
bracis-19089	71	5	,	,	PUNCT
bracis-19089	71	6	bert	bert	PROPN
bracis-19089	71	7	was	be	AUX
bracis-19089	71	8	trained	train	VERB
bracis-19089	71	9	in	in	ADP
bracis-19089	71	10	an	an	DET
bracis-19089	71	11	unsupervised	unsupervised	ADJ
bracis-19089	71	12	procedure	procedure	NOUN
bracis-19089	71	13	,	,	PUNCT
bracis-19089	71	14	using	use	VERB
bracis-19089	71	15	corpora	corpora	NOUN
bracis-19089	71	16	that	that	PRON
bracis-19089	71	17	sum	sum	VERB
bracis-19089	71	18	up	up	ADP
bracis-19089	71	19	billions	billion	NOUN
bracis-19089	71	20	of	of	ADP
bracis-19089	71	21	words	word	NOUN
bracis-19089	71	22	.	.	PUNCT
bracis-19089	72	1	souza	souza	PROPN
bracis-19089	72	2	et	et	PROPN
bracis-19089	72	3	al	al	PROPN
bracis-19089	72	4	.	.	PUNCT
bracis-19089	73	1	[	[	X
bracis-19089	73	2	15	15	NUM
bracis-19089	73	3	]	]	X
bracis-19089	73	4	trained	train	VERB
bracis-19089	73	5	a	a	DET
bracis-19089	73	6	bert	bert	PROPN
bracis-19089	73	7	-	-	PUNCT
bracis-19089	73	8	crf	crf	NOUN
bracis-19089	73	9	to	to	ADP
bracis-19089	73	10	the	the	DET
bracis-19089	73	11	ner	ner	NOUN
bracis-19089	73	12	task	task	NOUN
bracis-19089	73	13	on	on	ADP
bracis-19089	73	14	the	the	DET
bracis-19089	73	15	portuguese	portuguese	ADJ
bracis-19089	73	16	language	language	NOUN
bracis-19089	73	17	,	,	PUNCT
bracis-19089	73	18	and	and	CCONJ
bracis-19089	73	19	explored	explore	VERB
bracis-19089	73	20	feature	feature	NOUN
bracis-19089	73	21	-	-	PUNCT
bracis-19089	73	22	based	base	VERB
bracis-19089	73	23	and	and	CCONJ
bracis-19089	73	24	fine	fine	ADV
bracis-19089	73	25	-	-	PUNCT
bracis-19089	73	26	tuning	tune	VERB
bracis-19089	73	27	training	training	NOUN
bracis-19089	73	28	strategies	strategy	NOUN
bracis-19089	73	29	for	for	ADP
bracis-19089	73	30	the	the	DET
bracis-19089	73	31	bert	bert	PROPN
bracis-19089	73	32	model	model	NOUN
bracis-19089	73	33	.	.	PUNCT
bracis-19089	74	1	their	their	PRON
bracis-19089	74	2	fine	fine	ADV
bracis-19089	74	3	-	-	PUNCT
bracis-19089	74	4	tuning	tune	VERB
bracis-19089	74	5	approach	approach	NOUN
bracis-19089	74	6	obtained	obtain	VERB
bracis-19089	74	7	new	new	ADJ
bracis-19089	74	8	state	state	NOUN
bracis-19089	74	9	-	-	PUNCT
bracis-19089	74	10	of	of	ADP
bracis-19089	74	11	-	-	PUNCT
bracis-19089	74	12	the	the	DET
bracis-19089	74	13	-	-	PUNCT
bracis-19089	74	14	art	art	NOUN
bracis-19089	74	15	results	result	NOUN
bracis-19089	74	16	on	on	ADP
bracis-19089	74	17	the	the	DET
bracis-19089	74	18	harem	harem	NOUN
bracis-19089	74	19	i	i	PRON
bracis-19089	74	20	dataset	dataset	VERB
bracis-19089	74	21	[	[	X
bracis-19089	74	22	1	1	NUM
bracis-19089	74	23	]	]	PUNCT
bracis-19089	74	24	,	,	PUNCT
bracis-19089	74	25	improving	improve	VERB
bracis-19089	74	26	the	the	DET
bracis-19089	74	27	f1	f1	NOUN
bracis-19089	74	28	-	-	PUNCT
bracis-19089	74	29	score	score	NOUN
bracis-19089	74	30	by	by	ADP
bracis-19089	74	31	1	1	NUM
bracis-19089	74	32	point	point	NOUN
bracis-19089	74	33	on	on	ADP
bracis-19089	74	34	the	the	DET
bracis-19089	74	35	selective	selective	ADJ
bracis-19089	74	36	scenario	scenario	NOUN
bracis-19089	74	37	(	(	PUNCT
bracis-19089	74	38	5	5	NUM
bracis-19089	74	39	named	name	VERB
bracis-19089	74	40	entities	entity	NOUN
bracis-19089	74	41	classes	class	NOUN
bracis-19089	74	42	)	)	PUNCT
bracis-19089	74	43	and	and	CCONJ
bracis-19089	74	44	by	by	ADP
bracis-19089	74	45	4	4	NUM
bracis-19089	74	46	points	point	NOUN
bracis-19089	74	47	on	on	ADP
bracis-19089	74	48	the	the	DET
bracis-19089	74	49	total	total	ADJ
bracis-19089	74	50	scenario	scenario	NOUN
bracis-19089	74	51	(	(	PUNCT
bracis-19089	74	52	10	10	NUM
bracis-19089	74	53	classes	class	NOUN
bracis-19089	74	54	of	of	ADP
bracis-19089	74	55	named	name	VERB
bracis-19089	74	56	entities	entity	NOUN
bracis-19089	74	57	)	)	PUNCT
bracis-19089	74	58	.	.	PUNCT
bracis-19089	75	1	besides	besides	SCONJ
bracis-19089	75	2	bert	bert	PROPN
bracis-19089	75	3	,	,	PUNCT
bracis-19089	75	4	we	we	PRON
bracis-19089	75	5	also	also	ADV
bracis-19089	75	6	investigate	investigate	VERB
bracis-19089	75	7	how	how	SCONJ
bracis-19089	75	8	the	the	DET
bracis-19089	75	9	well	well	ADV
bracis-19089	75	10	-	-	PUNCT
bracis-19089	75	11	known	know	VERB
bracis-19089	75	12	mit	mit	NOUN
bracis-19089	75	13	information	information	NOUN
bracis-19089	75	14	extraction	extraction	NOUN
bracis-19089	75	15	tool	tool	NOUN
bracis-19089	75	16	(	(	PUNCT
bracis-19089	75	17	mitie	mitie	PROPN
bracis-19089	75	18	)	)	PUNCT
bracis-19089	75	19	perform	perform	VERB
bracis-19089	75	20	for	for	ADP
bracis-19089	75	21	the	the	DET
bracis-19089	75	22	extraction	extraction	NOUN
bracis-19089	75	23	of	of	ADP
bracis-19089	75	24	attributes	attribute	NOUN
bracis-19089	75	25	from	from	ADP
bracis-19089	75	26	product	product	NOUN
bracis-19089	75	27	titles	title	NOUN
bracis-19089	75	28	.	.	PUNCT
bracis-19089	76	1	geyer	geyer	PROPN
bracis-19089	76	2	et	et	PROPN
bracis-19089	76	3	al	al	PROPN
bracis-19089	76	4	.	.	PUNCT
bracis-19089	77	1	[	[	X
bracis-19089	77	2	7	7	X
bracis-19089	77	3	]	]	PUNCT
bracis-19089	77	4	used	use	VERB
bracis-19089	77	5	mitie	mitie	NOUN
bracis-19089	77	6	to	to	PART
bracis-19089	77	7	recognize	recognize	VERB
bracis-19089	77	8	named	name	VERB
bracis-19089	77	9	entities	entity	NOUN
bracis-19089	77	10	on	on	ADP
bracis-19089	77	11	a	a	DET
bracis-19089	77	12	corpus	corpus	NOUN
bracis-19089	77	13	consisting	consist	VERB
bracis-19089	77	14	of	of	ADP
bracis-19089	77	15	5,991	5,991	NUM
bracis-19089	77	16	tweets	tweet	NOUN
bracis-19089	77	17	in	in	ADP
bracis-19089	77	18	english	english	PROPN
bracis-19089	77	19	,	,	PUNCT
bracis-19089	77	20	which	which	PRON
bracis-19089	77	21	have	have	AUX
bracis-19089	77	22	been	be	AUX
bracis-19089	77	23	annotated	annotate	VERB
bracis-19089	77	24	on	on	ADP
bracis-19089	77	25	seven	seven	NUM
bracis-19089	77	26	different	different	ADJ
bracis-19089	77	27	categories	category	NOUN
bracis-19089	77	28	:	:	PUNCT
bracis-19089	77	29	person	person	NOUN
bracis-19089	77	30	,	,	PUNCT
bracis-19089	77	31	organization	organization	NOUN
bracis-19089	77	32	,	,	PUNCT
bracis-19089	77	33	location	location	NOUN
bracis-19089	77	34	,	,	PUNCT
bracis-19089	77	35	event	event	NOUN
bracis-19089	77	36	,	,	PUNCT
bracis-19089	77	37	product	product	NOUN
bracis-19089	77	38	,	,	PUNCT
bracis-19089	77	39	character	character	NOUN
bracis-19089	77	40	,	,	PUNCT
bracis-19089	77	41	and	and	CCONJ
bracis-19089	77	42	thing	thing	NOUN
bracis-19089	77	43	.	.	PUNCT
bracis-19089	78	1	they	they	PRON
bracis-19089	78	2	varied	vary	VERB
bracis-19089	78	3	the	the	DET
bracis-19089	78	4	number	number	NOUN
bracis-19089	78	5	of	of	ADP
bracis-19089	78	6	training	training	NOUN
bracis-19089	78	7	documents	document	NOUN
bracis-19089	78	8	and	and	CCONJ
bracis-19089	78	9	tested	test	VERB
bracis-19089	78	10	on	on	ADP
bracis-19089	78	11	the	the	DET
bracis-19089	78	12	remainder	remainder	NOUN
bracis-19089	78	13	of	of	ADP
bracis-19089	78	14	the	the	DET
bracis-19089	78	15	documents	document	NOUN
bracis-19089	78	16	,	,	PUNCT
bracis-19089	78	17	utilizing	utilize	VERB
bracis-19089	78	18	5	5	NUM
bracis-19089	78	19	-	-	ADJ
bracis-19089	78	20	fold	fold	ADJ
bracis-19089	78	21	cross	cross	NOUN
bracis-19089	78	22	-	-	NOUN
bracis-19089	78	23	validation	validation	ADJ
bracis-19089	78	24	and	and	CCONJ
bracis-19089	78	25	only	only	ADV
bracis-19089	78	26	in	in	ADP
bracis-19089	78	27	-	-	PUNCT
bracis-19089	78	28	domain	domain	NOUN
bracis-19089	78	29	data	datum	NOUN
bracis-19089	78	30	.	.	PUNCT
bracis-19089	79	1	their	their	PRON
bracis-19089	79	2	results	result	NOUN
bracis-19089	79	3	showed	show	VERB
bracis-19089	79	4	that	that	SCONJ
bracis-19089	79	5	training	training	NOUN
bracis-19089	79	6	with	with	ADP
bracis-19089	79	7	in	in	ADP
bracis-19089	79	8	-	-	PUNCT
bracis-19089	79	9	domain	domain	NOUN
bracis-19089	79	10	data	datum	NOUN
bracis-19089	79	11	began	begin	VERB
bracis-19089	79	12	to	to	PART
bracis-19089	79	13	show	show	VERB
bracis-19089	79	14	diminishing	diminishing	NOUN
bracis-19089	79	15	returns	return	NOUN
bracis-19089	79	16	with	with	ADP
bracis-19089	79	17	500	500	NUM
bracis-19089	79	18	training	training	NOUN
bracis-19089	79	19	documents	document	NOUN
bracis-19089	79	20	across	across	ADP
bracis-19089	79	21	all	all	PRON
bracis-19089	79	22	of	of	ADP
bracis-19089	79	23	the	the	DET
bracis-19089	79	24	entity	entity	NOUN
bracis-19089	79	25	types	type	NOUN
bracis-19089	79	26	other	other	ADJ
bracis-19089	79	27	than	than	ADP
bracis-19089	79	28	character	character	NOUN
bracis-19089	79	29	and	and	CCONJ
bracis-19089	79	30	thing	thing	NOUN
bracis-19089	79	31	.	.	PUNCT
bracis-19089	80	1	to	to	ADP
bracis-19089	80	2	the	the	DET
bracis-19089	80	3	best	good	ADJ
bracis-19089	80	4	of	of	ADP
bracis-19089	80	5	our	our	PRON
bracis-19089	80	6	knowledge	knowledge	NOUN
bracis-19089	80	7	this	this	PRON
bracis-19089	80	8	is	be	AUX
bracis-19089	80	9	the	the	DET
bracis-19089	80	10	first	first	ADJ
bracis-19089	80	11	work	work	NOUN
bracis-19089	80	12	to	to	PART
bracis-19089	80	13	investigate	investigate	VERB
bracis-19089	80	14	,	,	PUNCT
bracis-19089	80	15	in	in	ADP
bracis-19089	80	16	depth	depth	NOUN
bracis-19089	80	17	,	,	PUNCT
bracis-19089	80	18	the	the	DET
bracis-19089	80	19	attribute	attribute	NOUN
bracis-19089	80	20	-	-	PUNCT
bracis-19089	80	21	value	value	NOUN
bracis-19089	80	22	extraction	extraction	NOUN
bracis-19089	80	23	for	for	ADP
bracis-19089	80	24	the	the	DET
bracis-19089	80	25	e	e	PROPN
bracis-19089	80	26	-	-	NOUN
bracis-19089	80	27	commerce	commerce	NOUN
bracis-19089	80	28	domain	domain	NOUN
bracis-19089	80	29	in	in	ADP
bracis-19089	80	30	brazilian	brazilian	ADJ
bracis-19089	80	31	portuguese	portuguese	NOUN
bracis-19089	80	32	.	.	PUNCT
bracis-19089	81	1	3	3	NUM
bracis-19089	81	2	attribute	attribute	NOUN
bracis-19089	81	3	set	set	VERB
bracis-19089	81	4	to	to	PART
bracis-19089	81	5	define	define	VERB
bracis-19089	81	6	which	which	DET
bracis-19089	81	7	attributes	attribute	NOUN
bracis-19089	81	8	are	be	AUX
bracis-19089	81	9	relevant	relevant	ADJ
bracis-19089	81	10	in	in	ADP
bracis-19089	81	11	smartphone	smartphone	NOUN
bracis-19089	81	12	category	category	NOUN
bracis-19089	81	13	,	,	PUNCT
bracis-19089	81	14	after	after	ADP
bracis-19089	81	15	an	an	DET
bracis-19089	81	16	initial	initial	ADJ
bracis-19089	81	17	analysis	analysis	NOUN
bracis-19089	81	18	of	of	ADP
bracis-19089	81	19	smartphone	smartphone	NOUN
bracis-19089	81	20	titles	title	NOUN
bracis-19089	81	21	,	,	PUNCT
bracis-19089	81	22	10	10	NUM
bracis-19089	81	23	attributes	attribute	NOUN
bracis-19089	81	24	were	be	AUX
bracis-19089	81	25	selected	select	VERB
bracis-19089	81	26	for	for	ADP
bracis-19089	81	27	being	be	AUX
bracis-19089	81	28	investigated	investigate	VERB
bracis-19089	81	29	in	in	ADP
bracis-19089	81	30	this	this	DET
bracis-19089	81	31	work	work	NOUN
bracis-19089	81	32	:	:	PUNCT
bracis-19089	81	33	1	1	X
bracis-19089	81	34	.	.	X
bracis-19089	81	35	wit	wit	NOUN
bracis-19089	81	36	:	:	PUNCT
bracis-19089	81	37	wit	wit	NOUN
bracis-19089	81	38	stands	stand	VERB
bracis-19089	81	39	for	for	ADP
bracis-19089	81	40	“	"	PUNCT
bracis-19089	81	41	what	what	PRON
bracis-19089	81	42	is	be	AUX
bracis-19089	81	43	this	this	PRON
bracis-19089	81	44	”	"	PUNCT
bracis-19089	81	45	and	and	CCONJ
bracis-19089	81	46	is	be	AUX
bracis-19089	81	47	attached	attach	VERB
bracis-19089	81	48	to	to	ADP
bracis-19089	81	49	the	the	DET
bracis-19089	81	50	expression	expression	NOUN
bracis-19089	81	51	that	that	PRON
bracis-19089	81	52	better	well	ADV
bracis-19089	81	53	represents	represent	VERB
bracis-19089	81	54	the	the	DET
bracis-19089	81	55	product	product	NOUN
bracis-19089	81	56	.	.	PUNCT
bracis-19089	82	1	in	in	ADP
bracis-19089	82	2	this	this	DET
bracis-19089	82	3	work	work	NOUN
bracis-19089	82	4	,	,	PUNCT
bracis-19089	82	5	the	the	DET
bracis-19089	82	6	possible	possible	ADJ
bracis-19089	82	7	values	value	NOUN
bracis-19089	82	8	for	for	ADP
bracis-19089	82	9	this	this	DET
bracis-19089	82	10	attribute	attribute	NOUN
bracis-19089	82	11	are	be	AUX
bracis-19089	82	12	:	:	PUNCT
bracis-19089	82	13	“	"	PUNCT
bracis-19089	82	14	smartphone	smartphone	NOUN
bracis-19089	82	15	”	"	PUNCT
bracis-19089	82	16	,	,	PUNCT
bracis-19089	82	17	“	"	PUNCT
bracis-19089	82	18	celular	celular	NOUN
bracis-19089	82	19	”	"	PUNCT
bracis-19089	82	20	(	(	PUNCT
bracis-19089	82	21	cell	cell	NOUN
bracis-19089	82	22	phone	phone	NOUN
bracis-19089	82	23	)	)	PUNCT
bracis-19089	82	24	,	,	PUNCT
bracis-19089	82	25	“	"	PUNCT
bracis-19089	82	26	iphone	iphone	NOUN
bracis-19089	82	27	”	"	PUNCT
bracis-19089	82	28	and	and	CCONJ
bracis-19089	82	29	other	other	ADJ
bracis-19089	82	30	spelling	spelling	NOUN
bracis-19089	82	31	variations	variation	NOUN
bracis-19089	82	32	.	.	PUNCT
bracis-19089	83	1	for	for	ADP
bracis-19089	83	2	examplefootnote	examplefootnote	NOUN
bracis-19089	83	3	8	8	NUM
bracis-19089	83	4	:	:	SYM
bracis-19089	83	5	2	2	NUM
bracis-19089	83	6	.	.	X
bracis-19089	83	7	brand	brand	NOUN
bracis-19089	83	8	:	:	PUNCT
bracis-19089	83	9	the	the	DET
bracis-19089	83	10	brand	brand	NOUN
bracis-19089	83	11	is	be	AUX
bracis-19089	83	12	one	one	NUM
bracis-19089	83	13	of	of	ADP
bracis-19089	83	14	the	the	DET
bracis-19089	83	15	most	most	ADV
bracis-19089	83	16	relevant	relevant	ADJ
bracis-19089	83	17	attributes	attribute	NOUN
bracis-19089	83	18	in	in	ADP
bracis-19089	83	19	a	a	DET
bracis-19089	83	20	customer	customer	NOUN
bracis-19089	83	21	query	query	NOUN
bracis-19089	83	22	.	.	PUNCT
bracis-19089	84	1	common	common	ADJ
bracis-19089	84	2	values	value	NOUN
bracis-19089	84	3	for	for	ADP
bracis-19089	84	4	this	this	DET
bracis-19089	84	5	attribute	attribute	NOUN
bracis-19089	84	6	are	be	AUX
bracis-19089	84	7	:	:	PUNCT
bracis-19089	84	8	“	"	PUNCT
bracis-19089	84	9	motorola	motorola	PROPN
bracis-19089	84	10	”	"	PUNCT
bracis-19089	84	11	,	,	PUNCT
bracis-19089	84	12	“	"	PUNCT
bracis-19089	84	13	apple	apple	NOUN
bracis-19089	84	14	”	"	PUNCT
bracis-19089	84	15	,	,	PUNCT
bracis-19089	84	16	“	"	PUNCT
bracis-19089	84	17	samsung	samsung	PROPN
bracis-19089	84	18	”	"	PUNCT
bracis-19089	84	19	,	,	PUNCT
bracis-19089	84	20	“	"	PUNCT
bracis-19089	84	21	xiaomi	xiaomi	PROPN
bracis-19089	84	22	”	"	PUNCT
bracis-19089	84	23	,	,	PUNCT
bracis-19089	84	24	“	"	PUNCT
bracis-19089	84	25	blu	blu	NOUN
bracis-19089	84	26	”	"	PUNCT
bracis-19089	84	27	,	,	PUNCT
bracis-19089	84	28	among	among	ADP
bracis-19089	84	29	others	other	NOUN
bracis-19089	84	30	.	.	PUNCT
bracis-19089	85	1	for	for	ADP
bracis-19089	85	2	example	example	NOUN
bracis-19089	85	3	:	:	PUNCT
bracis-19089	85	4	3	3	X
bracis-19089	85	5	.	.	X
bracis-19089	85	6	model	model	NOUN
bracis-19089	85	7	:	:	PUNCT
bracis-19089	85	8	the	the	DET
bracis-19089	85	9	model	model	NOUN
bracis-19089	85	10	is	be	AUX
bracis-19089	85	11	also	also	ADV
bracis-19089	85	12	an	an	DET
bracis-19089	85	13	important	important	ADJ
bracis-19089	85	14	attribute	attribute	NOUN
bracis-19089	85	15	for	for	ADP
bracis-19089	85	16	queries	query	NOUN
bracis-19089	85	17	in	in	ADP
bracis-19089	85	18	this	this	DET
bracis-19089	85	19	category	category	NOUN
bracis-19089	85	20	and	and	CCONJ
bracis-19089	85	21	should	should	AUX
bracis-19089	85	22	be	be	AUX
bracis-19089	85	23	extracted	extract	VERB
bracis-19089	85	24	in	in	ADP
bracis-19089	85	25	its	its	PRON
bracis-19089	85	26	maximum	maximum	ADJ
bracis-19089	85	27	extension	extension	NOUN
bracis-19089	85	28	.	.	PUNCT
bracis-19089	86	1	for	for	ADP
bracis-19089	86	2	example	example	NOUN
bracis-19089	86	3	:	:	PUNCT
bracis-19089	86	4	4	4	X
bracis-19089	86	5	.	.	X
bracis-19089	86	6	internal	internal	ADJ
bracis-19089	86	7	memory	memory	NOUN
bracis-19089	86	8	:	:	PUNCT
bracis-19089	86	9	the	the	DET
bracis-19089	86	10	internal	internal	ADJ
bracis-19089	86	11	memory	memory	NOUN
bracis-19089	86	12	capacity	capacity	NOUN
bracis-19089	86	13	is	be	AUX
bracis-19089	86	14	usually	usually	ADV
bracis-19089	86	15	an	an	DET
bracis-19089	86	16	important	important	ADJ
bracis-19089	86	17	attribute	attribute	NOUN
bracis-19089	86	18	for	for	ADP
bracis-19089	86	19	this	this	DET
bracis-19089	86	20	category	category	NOUN
bracis-19089	86	21	and	and	CCONJ
bracis-19089	86	22	must	must	AUX
bracis-19089	86	23	be	be	AUX
bracis-19089	86	24	extracted	extract	VERB
bracis-19089	86	25	together	together	ADV
bracis-19089	86	26	with	with	ADP
bracis-19089	86	27	its	its	PRON
bracis-19089	86	28	unit	unit	NOUN
bracis-19089	86	29	measure	measure	NOUN
bracis-19089	86	30	in	in	ADP
bracis-19089	86	31	gigabytes	gigabyte	NOUN
bracis-19089	86	32	(	(	PUNCT
bracis-19089	86	33	gb	gb	NOUN
bracis-19089	86	34	)	)	PUNCT
bracis-19089	86	35	.	.	PUNCT
bracis-19089	87	1	common	common	ADJ
bracis-19089	87	2	values	value	NOUN
bracis-19089	87	3	for	for	ADP
bracis-19089	87	4	this	this	DET
bracis-19089	87	5	attribute	attribute	NOUN
bracis-19089	87	6	are	be	AUX
bracis-19089	87	7	:	:	PUNCT
bracis-19089	87	8	4	4	NUM
bracis-19089	87	9	 	 	SPACE
bracis-19089	87	10	gb	gb	NOUN
bracis-19089	87	11	,	,	PUNCT
bracis-19089	87	12	8	8	NUM
bracis-19089	87	13	 	 	SPACE
bracis-19089	87	14	gb	gb	NOUN
bracis-19089	87	15	,	,	PUNCT
bracis-19089	87	16	16	16	NUM
bracis-19089	87	17	 	 	SPACE
bracis-19089	87	18	gb	gb	NOUN
bracis-19089	87	19	,	,	PUNCT
bracis-19089	87	20	32	32	NUM
bracis-19089	87	21	 	 	SPACE
bracis-19089	87	22	gb	gb	NOUN
bracis-19089	87	23	,	,	PUNCT
bracis-19089	87	24	64	64	NUM
bracis-19089	87	25	 	 	SPACE
bracis-19089	87	26	gb	gb	NOUN
bracis-19089	87	27	,	,	PUNCT
bracis-19089	87	28	128	128	NUM
bracis-19089	87	29	 	 	SPACE
bracis-19089	87	30	gb	gb	NOUN
bracis-19089	87	31	,	,	PUNCT
bracis-19089	87	32	256	256	NUM
bracis-19089	87	33	 	 	SPACE
bracis-19089	87	34	gb	gb	NOUN
bracis-19089	87	35	and	and	CCONJ
bracis-19089	87	36	512	512	NUM
bracis-19089	87	37	 	 	SPACE
bracis-19089	87	38	gb	gb	NOUN
bracis-19089	87	39	.	.	PUNCT
bracis-19089	88	1	for	for	ADP
bracis-19089	88	2	example	example	NOUN
bracis-19089	88	3	:	:	PUNCT
bracis-19089	88	4	5	5	X
bracis-19089	88	5	.	.	X
bracis-19089	88	6	display	display	NOUN
bracis-19089	88	7	size	size	NOUN
bracis-19089	88	8	:	:	PUNCT
bracis-19089	88	9	the	the	DET
bracis-19089	88	10	display	display	NOUN
bracis-19089	88	11	size	size	NOUN
bracis-19089	88	12	should	should	AUX
bracis-19089	88	13	also	also	ADV
bracis-19089	88	14	be	be	AUX
bracis-19089	88	15	extracted	extract	VERB
bracis-19089	88	16	with	with	ADP
bracis-19089	88	17	its	its	PRON
bracis-19089	88	18	unit	unit	NOUN
bracis-19089	88	19	measure	measure	NOUN
bracis-19089	88	20	in	in	ADP
bracis-19089	88	21	inches	inch	NOUN
bracis-19089	88	22	(	(	PUNCT
bracis-19089	88	23	”	"	PUNCT
bracis-19089	88	24	)	)	PUNCT
bracis-19089	88	25	.	.	PUNCT
bracis-19089	89	1	the	the	DET
bracis-19089	89	2	values	value	NOUN
bracis-19089	89	3	for	for	ADP
bracis-19089	89	4	this	this	DET
bracis-19089	89	5	attribute	attribute	NOUN
bracis-19089	89	6	generally	generally	ADV
bracis-19089	89	7	range	range	VERB
bracis-19089	89	8	from	from	ADP
bracis-19089	89	9	4.7	4.7	NUM
bracis-19089	89	10	”	"	PUNCT
bracis-19089	89	11	to	to	ADP
bracis-19089	89	12	6.1	6.1	NUM
bracis-19089	89	13	”	"	PUNCT
bracis-19089	89	14	.	.	PUNCT
bracis-19089	90	1	for	for	ADP
bracis-19089	90	2	example	example	NOUN
bracis-19089	90	3	:	:	PUNCT
bracis-19089	90	4	6	6	X
bracis-19089	90	5	.	.	X
bracis-19089	90	6	processor	processor	NOUN
bracis-19089	90	7	:	:	PUNCT
bracis-19089	90	8	common	common	ADJ
bracis-19089	90	9	values	value	NOUN
bracis-19089	90	10	for	for	ADP
bracis-19089	90	11	this	this	DET
bracis-19089	90	12	attribute	attribute	NOUN
bracis-19089	90	13	are	be	AUX
bracis-19089	90	14	:	:	PUNCT
bracis-19089	90	15	“	"	PUNCT
bracis-19089	90	16	dual	dual	ADJ
bracis-19089	90	17	-	-	PUNCT
bracis-19089	90	18	core	core	NOUN
bracis-19089	90	19	”	"	PUNCT
bracis-19089	90	20	,	,	PUNCT
bracis-19089	90	21	“	"	PUNCT
bracis-19089	90	22	quad	quad	ADJ
bracis-19089	90	23	-	-	PUNCT
bracis-19089	90	24	core	core	NOUN
bracis-19089	90	25	”	"	PUNCT
bracis-19089	90	26	,	,	PUNCT
bracis-19089	90	27	“	"	PUNCT
bracis-19089	90	28	hexa	hexa	NOUN
bracis-19089	90	29	-	-	PUNCT
bracis-19089	90	30	core	core	NOUN
bracis-19089	90	31	”	"	PUNCT
bracis-19089	90	32	,	,	PUNCT
bracis-19089	90	33	“	"	PUNCT
bracis-19089	90	34	octa	octa	NOUN
bracis-19089	90	35	-	-	PUNCT
bracis-19089	90	36	core	core	NOUN
bracis-19089	90	37	”	"	PUNCT
bracis-19089	90	38	,	,	PUNCT
bracis-19089	90	39	“	"	PUNCT
bracis-19089	90	40	helio	helio	NOUN
bracis-19089	90	41	”	"	PUNCT
bracis-19089	90	42	,	,	PUNCT
bracis-19089	90	43	among	among	ADP
bracis-19089	90	44	others	other	NOUN
bracis-19089	90	45	.	.	PUNCT
bracis-19089	91	1	for	for	ADP
bracis-19089	91	2	example	example	NOUN
bracis-19089	91	3	:	:	PUNCT
bracis-19089	91	4	7	7	X
bracis-19089	91	5	.	.	X
bracis-19089	91	6	camera	camera	NOUN
bracis-19089	91	7	quality	quality	NOUN
bracis-19089	91	8	:	:	PUNCT
bracis-19089	91	9	the	the	DET
bracis-19089	91	10	quality	quality	NOUN
bracis-19089	91	11	of	of	ADP
bracis-19089	91	12	the	the	DET
bracis-19089	91	13	smartphone	smartphone	NOUN
bracis-19089	91	14	camera	camera	NOUN
bracis-19089	91	15	is	be	AUX
bracis-19089	91	16	usually	usually	ADV
bracis-19089	91	17	an	an	DET
bracis-19089	91	18	attribute	attribute	NOUN
bracis-19089	91	19	of	of	ADP
bracis-19089	91	20	great	great	ADJ
bracis-19089	91	21	interest	interest	NOUN
bracis-19089	91	22	to	to	ADP
bracis-19089	91	23	customers	customer	NOUN
bracis-19089	91	24	.	.	PUNCT
bracis-19089	92	1	subsequently	subsequently	ADV
bracis-19089	92	2	,	,	PUNCT
bracis-19089	92	3	the	the	DET
bracis-19089	92	4	resolution	resolution	NOUN
bracis-19089	92	5	in	in	ADP
bracis-19089	92	6	megapixels	megapixels	PROPN
bracis-19089	92	7	(	(	PUNCT
bracis-19089	92	8	mp	mp	NOUN
bracis-19089	92	9	)	)	PUNCT
bracis-19089	92	10	must	must	AUX
bracis-19089	92	11	be	be	AUX
bracis-19089	92	12	extracted	extract	VERB
bracis-19089	92	13	with	with	ADP
bracis-19089	92	14	its	its	PRON
bracis-19089	92	15	unit	unit	NOUN
bracis-19089	92	16	measure	measure	NOUN
bracis-19089	92	17	.	.	PUNCT
bracis-19089	93	1	the	the	DET
bracis-19089	93	2	values	value	NOUN
bracis-19089	93	3	for	for	ADP
bracis-19089	93	4	this	this	DET
bracis-19089	93	5	attribute	attribute	NOUN
bracis-19089	93	6	usually	usually	ADV
bracis-19089	93	7	range	range	VERB
bracis-19089	93	8	from	from	ADP
bracis-19089	93	9	5.0	5.0	NUM
bracis-19089	93	10	mp	mp	NOUN
bracis-19089	93	11	to	to	ADP
bracis-19089	93	12	18.0	18.0	NUM
bracis-19089	93	13	mp	mp	PROPN
bracis-19089	93	14	.	.	PUNCT
bracis-19089	94	1	for	for	ADP
bracis-19089	94	2	example	example	NOUN
bracis-19089	94	3	:	:	PUNCT
bracis-19089	94	4	8	8	X
bracis-19089	94	5	.	.	X
bracis-19089	94	6	color	color	NOUN
bracis-19089	94	7	:	:	PUNCT
bracis-19089	94	8	when	when	SCONJ
bracis-19089	94	9	the	the	DET
bracis-19089	94	10	color	color	NOUN
bracis-19089	94	11	of	of	ADP
bracis-19089	94	12	the	the	DET
bracis-19089	94	13	product	product	NOUN
bracis-19089	94	14	appears	appear	VERB
bracis-19089	94	15	in	in	ADP
bracis-19089	94	16	the	the	DET
bracis-19089	94	17	title	title	NOUN
bracis-19089	94	18	,	,	PUNCT
bracis-19089	94	19	it	it	PRON
bracis-19089	94	20	must	must	AUX
bracis-19089	94	21	be	be	AUX
bracis-19089	94	22	extracted	extract	VERB
bracis-19089	94	23	as	as	ADP
bracis-19089	94	24	a	a	DET
bracis-19089	94	25	relevant	relevant	ADJ
bracis-19089	94	26	attribute	attribute	NOUN
bracis-19089	94	27	.	.	PUNCT
bracis-19089	95	1	for	for	ADP
bracis-19089	95	2	example	example	NOUN
bracis-19089	95	3	:	:	PUNCT
bracis-19089	95	4	9	9	X
bracis-19089	95	5	.	.	X
bracis-19089	95	6	operating	operate	VERB
bracis-19089	95	7	system	system	NOUN
bracis-19089	95	8	:	:	PUNCT
bracis-19089	95	9	the	the	DET
bracis-19089	95	10	operational	operational	ADJ
bracis-19089	95	11	system	system	NOUN
bracis-19089	95	12	is	be	AUX
bracis-19089	95	13	an	an	DET
bracis-19089	95	14	extremely	extremely	ADV
bracis-19089	95	15	relevant	relevant	ADJ
bracis-19089	95	16	attribute	attribute	NOUN
bracis-19089	95	17	for	for	ADP
bracis-19089	95	18	the	the	DET
bracis-19089	95	19	smartphone	smartphone	NOUN
bracis-19089	95	20	category	category	NOUN
bracis-19089	95	21	.	.	PUNCT
bracis-19089	96	1	the	the	DET
bracis-19089	96	2	version	version	NOUN
bracis-19089	96	3	of	of	ADP
bracis-19089	96	4	the	the	DET
bracis-19089	96	5	operational	operational	ADJ
bracis-19089	96	6	system	system	NOUN
bracis-19089	96	7	must	must	AUX
bracis-19089	96	8	also	also	ADV
bracis-19089	96	9	be	be	AUX
bracis-19089	96	10	extracted	extract	VERB
bracis-19089	96	11	.	.	PUNCT
bracis-19089	97	1	common	common	ADJ
bracis-19089	97	2	values	value	NOUN
bracis-19089	97	3	for	for	ADP
bracis-19089	97	4	this	this	DET
bracis-19089	97	5	attribute	attribute	NOUN
bracis-19089	97	6	are	be	AUX
bracis-19089	97	7	:	:	PUNCT
bracis-19089	97	8	“	"	PUNCT
bracis-19089	97	9	android	android	X
bracis-19089	97	10	”	"	PUNCT
bracis-19089	97	11	,	,	PUNCT
bracis-19089	97	12	“	"	PUNCT
bracis-19089	97	13	ios	ios	PROPN
bracis-19089	97	14	”	"	PUNCT
bracis-19089	97	15	,	,	PUNCT
bracis-19089	97	16	“	"	PUNCT
bracis-19089	97	17	windows	windows	PROPN
bracis-19089	97	18	phone	phone	NOUN
bracis-19089	97	19	”	"	PUNCT
bracis-19089	97	20	,	,	PUNCT
bracis-19089	97	21	“	"	PUNCT
bracis-19089	97	22	blackberry	blackberry	VERB
bracis-19089	97	23	os	os	ADV
bracis-19089	97	24	”	"	PUNCT
bracis-19089	97	25	,	,	PUNCT
bracis-19089	97	26	among	among	ADP
bracis-19089	97	27	others	other	NOUN
bracis-19089	97	28	.	.	PUNCT
bracis-19089	98	1	for	for	ADP
bracis-19089	98	2	example	example	NOUN
bracis-19089	98	3	:	:	PUNCT
bracis-19089	98	4	10	10	NUM
bracis-19089	98	5	.	.	PUNCT
bracis-19089	98	6	sim	sim	ADJ
bracis-19089	98	7	card	card	NOUN
bracis-19089	98	8	capacity	capacity	NOUN
bracis-19089	98	9	:	:	PUNCT
bracis-19089	98	10	when	when	SCONJ
bracis-19089	98	11	the	the	DET
bracis-19089	98	12	sim	sim	ADJ
bracis-19089	98	13	card	card	NOUN
bracis-19089	98	14	capacity	capacity	NOUN
bracis-19089	98	15	is	be	AUX
bracis-19089	98	16	present	present	ADJ
bracis-19089	98	17	in	in	ADP
bracis-19089	98	18	the	the	DET
bracis-19089	98	19	title	title	NOUN
bracis-19089	98	20	,	,	PUNCT
bracis-19089	98	21	it	it	PRON
bracis-19089	98	22	must	must	AUX
bracis-19089	98	23	be	be	AUX
bracis-19089	98	24	extracted	extract	VERB
bracis-19089	98	25	.	.	PUNCT
bracis-19089	99	1	the	the	DET
bracis-19089	99	2	most	most	ADV
bracis-19089	99	3	common	common	ADJ
bracis-19089	99	4	value	value	NOUN
bracis-19089	99	5	for	for	ADP
bracis-19089	99	6	this	this	DET
bracis-19089	99	7	attribute	attribute	NOUN
bracis-19089	99	8	is	be	AUX
bracis-19089	99	9	“	"	PUNCT
bracis-19089	99	10	dual	dual	ADJ
bracis-19089	99	11	chip	chip	NOUN
bracis-19089	99	12	”	"	PUNCT
bracis-19089	99	13	.	.	PUNCT
bracis-19089	100	1	for	for	ADP
bracis-19089	100	2	example	example	NOUN
bracis-19089	100	3	:	:	PUNCT
bracis-19089	100	4	these	these	PRON
bracis-19089	100	5	are	be	AUX
bracis-19089	100	6	the	the	DET
bracis-19089	100	7	ten	ten	NUM
bracis-19089	100	8	most	most	ADV
bracis-19089	100	9	relevant	relevant	ADJ
bracis-19089	100	10	attributes	attribute	NOUN
bracis-19089	100	11	for	for	ADP
bracis-19089	100	12	the	the	DET
bracis-19089	100	13	smartphone	smartphone	NOUN
bracis-19089	100	14	category	category	NOUN
bracis-19089	100	15	that	that	PRON
bracis-19089	100	16	we	we	PRON
bracis-19089	100	17	found	find	VERB
bracis-19089	100	18	in	in	ADP
bracis-19089	100	19	our	our	PRON
bracis-19089	100	20	database	database	NOUN
bracis-19089	100	21	.	.	PUNCT
bracis-19089	101	1	from	from	ADP
bracis-19089	101	2	this	this	DET
bracis-19089	101	3	set	set	NOUN
bracis-19089	101	4	,	,	PUNCT
bracis-19089	101	5	we	we	PRON
bracis-19089	101	6	built	build	VERB
bracis-19089	101	7	a	a	DET
bracis-19089	101	8	small	small	ADJ
bracis-19089	101	9	annotated	annotated	ADJ
bracis-19089	101	10	sample	sample	NOUN
bracis-19089	101	11	and	and	CCONJ
bracis-19089	101	12	trained	train	VERB
bracis-19089	101	13	supervised	supervise	VERB
bracis-19089	101	14	named	name	VERB
bracis-19089	101	15	entity	entity	NOUN
bracis-19089	101	16	recognition	recognition	NOUN
bracis-19089	101	17	approaches	approach	NOUN
bracis-19089	101	18	,	,	PUNCT
bracis-19089	101	19	aiming	aim	VERB
bracis-19089	101	20	at	at	ADP
bracis-19089	101	21	automatically	automatically	ADV
bracis-19089	101	22	extracting	extract	VERB
bracis-19089	101	23	attribute	attribute	NOUN
bracis-19089	101	24	-	-	PUNCT
bracis-19089	101	25	value	value	NOUN
bracis-19089	101	26	pairs	pair	NOUN
bracis-19089	101	27	from	from	ADP
bracis-19089	101	28	product	product	NOUN
bracis-19089	101	29	titles	title	NOUN
bracis-19089	101	30	for	for	ADP
bracis-19089	101	31	the	the	DET
bracis-19089	101	32	smartphone	smartphone	NOUN
bracis-19089	101	33	category	category	NOUN
bracis-19089	101	34	as	as	SCONJ
bracis-19089	101	35	explained	explain	VERB
bracis-19089	101	36	in	in	ADP
bracis-19089	101	37	the	the	DET
bracis-19089	101	38	sect	sect	NOUN
bracis-19089	101	39	.	.	PUNCT
bracis-19089	101	40	 	 	SPACE
bracis-19089	102	1	4	4	NUM
bracis-19089	102	2	.	.	NOUN
bracis-19089	102	3	4	4	NUM
bracis-19089	102	4	experiments	experiment	NOUN
bracis-19089	102	5	and	and	CCONJ
bracis-19089	102	6	results	result	NOUN
bracis-19089	102	7	in	in	ADP
bracis-19089	102	8	this	this	DET
bracis-19089	102	9	section	section	NOUN
bracis-19089	102	10	we	we	PRON
bracis-19089	102	11	describe	describe	VERB
bracis-19089	102	12	the	the	DET
bracis-19089	102	13	corpus	corpus	NOUN
bracis-19089	102	14	used	use	VERB
bracis-19089	102	15	in	in	ADP
bracis-19089	102	16	our	our	PRON
bracis-19089	102	17	experiments	experiment	NOUN
bracis-19089	102	18	and	and	CCONJ
bracis-19089	102	19	the	the	DET
bracis-19089	102	20	annotation	annotation	NOUN
bracis-19089	102	21	process	process	NOUN
bracis-19089	102	22	(	(	PUNCT
bracis-19089	102	23	sect	sect	NOUN
bracis-19089	102	24	.	.	PUNCT
bracis-19089	102	25	 	 	SPACE
bracis-19089	102	26	4.1	4.1	NUM
bracis-19089	102	27	)	)	PUNCT
bracis-19089	102	28	carried	carry	VERB
bracis-19089	102	29	out	out	ADP
bracis-19089	102	30	to	to	PART
bracis-19089	102	31	feed	feed	VERB
bracis-19089	102	32	the	the	DET
bracis-19089	102	33	supervised	supervised	ADJ
bracis-19089	102	34	named	name	VERB
bracis-19089	102	35	entity	entity	NOUN
bracis-19089	102	36	recognition	recognition	NOUN
bracis-19089	102	37	(	(	PUNCT
bracis-19089	102	38	ner	ner	NOUN
bracis-19089	102	39	)	)	PUNCT
bracis-19089	102	40	approaches	approach	NOUN
bracis-19089	102	41	we	we	PRON
bracis-19089	102	42	investigated	investigate	VERB
bracis-19089	102	43	in	in	ADP
bracis-19089	102	44	this	this	DET
bracis-19089	102	45	work	work	NOUN
bracis-19089	102	46	.	.	PUNCT
bracis-19089	103	1	these	these	DET
bracis-19089	103	2	approaches	approach	NOUN
bracis-19089	103	3	are	be	AUX
bracis-19089	103	4	detailed	detail	VERB
bracis-19089	103	5	in	in	ADP
bracis-19089	103	6	sect	sect	NOUN
bracis-19089	103	7	.	.	PUNCT
bracis-19089	103	8	 	 	SPACE
bracis-19089	104	1	4.2	4.2	NUM
bracis-19089	104	2	and	and	CCONJ
bracis-19089	104	3	their	their	PRON
bracis-19089	104	4	results	result	NOUN
bracis-19089	104	5	presented	present	VERB
bracis-19089	104	6	in	in	ADP
bracis-19089	104	7	sect	sect	NOUN
bracis-19089	104	8	.	.	PUNCT
bracis-19089	104	9	 	 	SPACE
bracis-19089	105	1	4.3	4.3	NUM
bracis-19089	105	2	.	.	PUNCT
bracis-19089	106	1	it	it	PRON
bracis-19089	106	2	is	be	AUX
bracis-19089	106	3	worth	worth	ADJ
bracis-19089	106	4	mentioning	mention	VERB
bracis-19089	106	5	that	that	SCONJ
bracis-19089	106	6	we	we	PRON
bracis-19089	106	7	used	use	VERB
bracis-19089	106	8	the	the	DET
bracis-19089	106	9	source	source	NOUN
bracis-19089	106	10	code	code	NOUN
bracis-19089	106	11	available	available	ADJ
bracis-19089	106	12	in	in	ADP
bracis-19089	106	13	the	the	DET
bracis-19089	106	14	official	official	ADJ
bracis-19089	106	15	open	open	ADJ
bracis-19089	106	16	repositories	repository	NOUN
bracis-19089	106	17	of	of	ADP
bracis-19089	106	18	each	each	DET
bracis-19089	106	19	specific	specific	ADJ
bracis-19089	106	20	tool	tool	NOUN
bracis-19089	106	21	applied	apply	VERB
bracis-19089	106	22	here	here	ADV
bracis-19089	106	23	and	and	CCONJ
bracis-19089	106	24	that	that	SCONJ
bracis-19089	106	25	the	the	DET
bracis-19089	106	26	corpus	corpus	NOUN
bracis-19089	106	27	is	be	AUX
bracis-19089	106	28	not	not	PART
bracis-19089	106	29	freely	freely	ADV
bracis-19089	106	30	available	available	ADJ
bracis-19089	106	31	due	due	ADP
bracis-19089	106	32	to	to	ADP
bracis-19089	106	33	the	the	DET
bracis-19089	106	34	americanas	americanas	PROPN
bracis-19089	106	35	s.a	s.a	PROPN
bracis-19089	106	36	.	.	PROPN
bracis-19089	106	37	’s	’s	PART
bracis-19089	106	38	police	police	NOUN
bracis-19089	106	39	we	we	PRON
bracis-19089	106	40	worked	work	VERB
bracis-19089	106	41	with	with	ADP
bracis-19089	106	42	.	.	PUNCT
bracis-19089	107	1	4.1	4.1	NUM
bracis-19089	107	2	corpus	corpus	NOUN
bracis-19089	107	3	pre	pre	ADJ
bracis-19089	107	4	-	-	ADJ
bracis-19089	107	5	processing	processing	NOUN
bracis-19089	107	6	and	and	CCONJ
bracis-19089	107	7	annotation	annotation	NOUN
bracis-19089	107	8	to	to	PART
bracis-19089	107	9	analyze	analyze	VERB
bracis-19089	107	10	the	the	DET
bracis-19089	107	11	viability	viability	NOUN
bracis-19089	107	12	of	of	ADP
bracis-19089	107	13	ner	ner	NOUN
bracis-19089	107	14	to	to	PART
bracis-19089	107	15	extract	extract	VERB
bracis-19089	107	16	attributes	attribute	NOUN
bracis-19089	107	17	from	from	ADP
bracis-19089	107	18	product	product	NOUN
bracis-19089	107	19	titles	title	NOUN
bracis-19089	107	20	of	of	ADP
bracis-19089	107	21	the	the	DET
bracis-19089	107	22	smartphone	smartphone	NOUN
bracis-19089	107	23	category	category	NOUN
bracis-19089	107	24	,	,	PUNCT
bracis-19089	107	25	we	we	PRON
bracis-19089	107	26	defined	define	VERB
bracis-19089	107	27	a	a	DET
bracis-19089	107	28	criterion	criterion	NOUN
bracis-19089	107	29	to	to	PART
bracis-19089	107	30	select	select	VERB
bracis-19089	107	31	a	a	DET
bracis-19089	107	32	subset	subset	NOUN
bracis-19089	107	33	from	from	ADP
bracis-19089	107	34	the	the	DET
bracis-19089	107	35	original	original	ADJ
bracis-19089	107	36	data	datum	NOUN
bracis-19089	107	37	set	set	VERB
bracis-19089	107	38	of	of	ADP
bracis-19089	107	39	around	around	ADV
bracis-19089	107	40	7	7	NUM
bracis-19089	107	41	million	million	NUM
bracis-19089	107	42	products	product	NOUN
bracis-19089	107	43	of	of	ADP
bracis-19089	107	44	general	general	ADJ
bracis-19089	107	45	categories	category	NOUN
bracis-19089	107	46	.	.	PUNCT
bracis-19089	108	1	we	we	PRON
bracis-19089	108	2	removed	remove	VERB
bracis-19089	108	3	from	from	ADP
bracis-19089	108	4	the	the	DET
bracis-19089	108	5	data	datum	NOUN
bracis-19089	108	6	set	set	VERB
bracis-19089	108	7	all	all	DET
bracis-19089	108	8	the	the	DET
bracis-19089	108	9	products	product	NOUN
bracis-19089	108	10	with	with	ADP
bracis-19089	108	11	wit	wit	NOUN
bracis-19089	108	12	not	not	PART
bracis-19089	108	13	labeled	label	VERB
bracis-19089	108	14	as	as	ADP
bracis-19089	108	15	“	"	PUNCT
bracis-19089	108	16	smartphone	smartphone	NOUN
bracis-19089	108	17	”	"	PUNCT
bracis-19089	108	18	,	,	PUNCT
bracis-19089	108	19	“	"	PUNCT
bracis-19089	108	20	celular	celular	NOUN
bracis-19089	108	21	”	"	PUNCT
bracis-19089	108	22	(	(	PUNCT
bracis-19089	108	23	cell	cell	NOUN
bracis-19089	108	24	phone	phone	NOUN
bracis-19089	108	25	)	)	PUNCT
bracis-19089	108	26	,	,	PUNCT
bracis-19089	108	27	or	or	CCONJ
bracis-19089	108	28	“	"	PUNCT
bracis-19089	108	29	iphone	iphone	NOUN
bracis-19089	108	30	”	"	PUNCT
bracis-19089	108	31	.	.	PUNCT
bracis-19089	109	1	this	this	DET
bracis-19089	109	2	selection	selection	NOUN
bracis-19089	109	3	resulted	result	VERB
bracis-19089	109	4	in	in	ADP
bracis-19089	109	5	a	a	DET
bracis-19089	109	6	data	datum	NOUN
bracis-19089	109	7	set	set	VERB
bracis-19089	109	8	of	of	ADP
bracis-19089	109	9	7,432	7,432	NUM
bracis-19089	109	10	products	product	NOUN
bracis-19089	109	11	.	.	PUNCT
bracis-19089	110	1	from	from	ADP
bracis-19089	110	2	this	this	DET
bracis-19089	110	3	set	set	NOUN
bracis-19089	110	4	,	,	PUNCT
bracis-19089	110	5	we	we	PRON
bracis-19089	110	6	extracted	extract	VERB
bracis-19089	110	7	only	only	ADV
bracis-19089	110	8	the	the	DET
bracis-19089	110	9	product	product	NOUN
bracis-19089	110	10	titles	title	NOUN
bracis-19089	110	11	.	.	PUNCT
bracis-19089	111	1	the	the	DET
bracis-19089	111	2	titles	title	NOUN
bracis-19089	111	3	were	be	AUX
bracis-19089	111	4	,	,	PUNCT
bracis-19089	111	5	then	then	ADV
bracis-19089	111	6	,	,	PUNCT
bracis-19089	111	7	pre	pre	VERB
bracis-19089	111	8	-	-	VERB
bracis-19089	111	9	processed	process	VERB
bracis-19089	111	10	by	by	ADP
bracis-19089	111	11	performing	perform	VERB
bracis-19089	111	12	the	the	DET
bracis-19089	111	13	following	following	ADJ
bracis-19089	111	14	tasks	task	NOUN
bracis-19089	111	15	:	:	PUNCT
bracis-19089	111	16	(	(	PUNCT
bracis-19089	111	17	i	i	NOUN
bracis-19089	111	18	)	)	PUNCT
bracis-19089	111	19	conversion	conversion	NOUN
bracis-19089	111	20	of	of	ADP
bracis-19089	111	21	the	the	DET
bracis-19089	111	22	text	text	NOUN
bracis-19089	111	23	to	to	PART
bracis-19089	111	24	lowercase	lowercase	VERB
bracis-19089	111	25	;	;	PUNCT
bracis-19089	111	26	(	(	PUNCT
bracis-19089	111	27	ii	ii	NOUN
bracis-19089	111	28	)	)	PUNCT
bracis-19089	111	29	removal	removal	NOUN
bracis-19089	111	30	of	of	ADP
bracis-19089	111	31	special	special	ADJ
bracis-19089	111	32	characters	character	NOUN
bracis-19089	111	33	such	such	ADJ
bracis-19089	111	34	as	as	ADP
bracis-19089	111	35	:	:	PUNCT
bracis-19089	111	36	bars	bar	NOUN
bracis-19089	111	37	,	,	PUNCT
bracis-19089	111	38	parentheses	parenthesis	NOUN
bracis-19089	111	39	,	,	PUNCT
bracis-19089	111	40	brackets	bracket	NOUN
bracis-19089	111	41	and	and	CCONJ
bracis-19089	111	42	hyphens	hyphen	NOUN
bracis-19089	111	43	;	;	PUNCT
bracis-19089	111	44	(	(	PUNCT
bracis-19089	111	45	iii	iii	X
bracis-19089	111	46	)	)	PUNCT
bracis-19089	111	47	tokenization	tokenization	NOUN
bracis-19089	111	48	by	by	ADP
bracis-19089	111	49	white	white	ADJ
bracis-19089	111	50	space	space	NOUN
bracis-19089	111	51	;	;	PUNCT
bracis-19089	111	52	(	(	PUNCT
bracis-19089	111	53	iv	iv	X
bracis-19089	111	54	)	)	PUNCT
bracis-19089	111	55	stop	stop	AUX
bracis-19089	111	56	wordsfootnote	wordsfootnote	VERB
bracis-19089	111	57	9	9	NUM
bracis-19089	111	58	removal	removal	NOUN
bracis-19089	111	59	;	;	PUNCT
bracis-19089	111	60	and	and	CCONJ
bracis-19089	111	61	(	(	PUNCT
bracis-19089	111	62	v	v	NOUN
bracis-19089	111	63	)	)	PUNCT
bracis-19089	111	64	removal	removal	NOUN
bracis-19089	111	65	of	of	ADP
bracis-19089	111	66	duplicate	duplicate	ADJ
bracis-19089	111	67	titles	title	NOUN
bracis-19089	111	68	.	.	PUNCT
bracis-19089	112	1	then	then	ADV
bracis-19089	112	2	,	,	PUNCT
bracis-19089	112	3	we	we	PRON
bracis-19089	112	4	removed	remove	VERB
bracis-19089	112	5	the	the	DET
bracis-19089	112	6	outliersfootnote	outliersfootnote	NOUN
bracis-19089	112	7	10	10	NUM
bracis-19089	112	8	by	by	ADP
bracis-19089	112	9	excluding	exclude	VERB
bracis-19089	112	10	all	all	DET
bracis-19089	112	11	titles	title	NOUN
bracis-19089	112	12	that	that	PRON
bracis-19089	112	13	did	do	AUX
bracis-19089	112	14	not	not	PART
bracis-19089	112	15	contain	contain	VERB
bracis-19089	112	16	“	"	PUNCT
bracis-19089	112	17	smartphone	smartphone	NOUN
bracis-19089	112	18	”	"	PUNCT
bracis-19089	112	19	,	,	PUNCT
bracis-19089	112	20	“	"	PUNCT
bracis-19089	112	21	celular	celular	NOUN
bracis-19089	112	22	”	"	PUNCT
bracis-19089	112	23	or	or	CCONJ
bracis-19089	112	24	“	"	PUNCT
bracis-19089	112	25	iphone	iphone	NOUN
bracis-19089	112	26	”	"	PUNCT
bracis-19089	112	27	and	and	CCONJ
bracis-19089	112	28	some	some	DET
bracis-19089	112	29	possible	possible	ADJ
bracis-19089	112	30	misspelling	misspell	VERB
bracis-19089	112	31	variations	variation	NOUN
bracis-19089	112	32	(	(	PUNCT
bracis-19089	112	33	such	such	ADJ
bracis-19089	112	34	as	as	ADP
bracis-19089	112	35	“	"	PUNCT
bracis-19089	112	36	smatphone	smatphone	NOUN
bracis-19089	112	37	”	"	PUNCT
bracis-19089	112	38	)	)	PUNCT
bracis-19089	112	39	.	.	PUNCT
bracis-19089	113	1	in	in	ADP
bracis-19089	113	2	the	the	DET
bracis-19089	113	3	end	end	NOUN
bracis-19089	113	4	,	,	PUNCT
bracis-19089	113	5	58	58	NUM
bracis-19089	113	6	outliersfootnote	outliersfootnote	NOUN
bracis-19089	113	7	11	11	NUM
bracis-19089	113	8	were	be	AUX
bracis-19089	113	9	removed	remove	VERB
bracis-19089	113	10	.	.	PUNCT
bracis-19089	114	1	most	most	ADJ
bracis-19089	114	2	of	of	ADP
bracis-19089	114	3	them	they	PRON
bracis-19089	114	4	were	be	AUX
bracis-19089	114	5	battery	battery	NOUN
bracis-19089	114	6	cells	cell	NOUN
bracis-19089	114	7	,	,	PUNCT
bracis-19089	114	8	biological	biological	ADJ
bracis-19089	114	9	cells	cell	NOUN
bracis-19089	114	10	or	or	CCONJ
bracis-19089	114	11	money	money	NOUN
bracis-19089	114	12	bills	bill	NOUN
bracis-19089	114	13	probably	probably	ADV
bracis-19089	114	14	wrongly	wrongly	ADV
bracis-19089	114	15	categorized	categorize	VERB
bracis-19089	114	16	as	as	ADP
bracis-19089	114	17	“	"	PUNCT
bracis-19089	114	18	celular	celular	NOUN
bracis-19089	114	19	”	"	PUNCT
bracis-19089	114	20	due	due	ADP
bracis-19089	114	21	to	to	ADP
bracis-19089	114	22	the	the	DET
bracis-19089	114	23	orthographic	orthographic	ADJ
bracis-19089	114	24	similarity	similarity	NOUN
bracis-19089	114	25	between	between	ADP
bracis-19089	114	26	the	the	DET
bracis-19089	114	27	word	word	NOUN
bracis-19089	114	28	“	"	PUNCT
bracis-19089	114	29	celular	celular	NOUN
bracis-19089	114	30	”	"	PUNCT
bracis-19089	114	31	(	(	PUNCT
bracis-19089	114	32	cell	cell	NOUN
bracis-19089	114	33	phone	phone	NOUN
bracis-19089	114	34	)	)	PUNCT
bracis-19089	114	35	and	and	CCONJ
bracis-19089	114	36	the	the	DET
bracis-19089	114	37	words	word	NOUN
bracis-19089	114	38	“	"	PUNCT
bracis-19089	114	39	célula	célula	NOUN
bracis-19089	114	40	”	"	PUNCT
bracis-19089	114	41	(	(	PUNCT
bracis-19089	114	42	cell	cell	NOUN
bracis-19089	114	43	)	)	PUNCT
bracis-19089	114	44	or	or	CCONJ
bracis-19089	114	45	“	"	PUNCT
bracis-19089	114	46	cédula	cédula	PROPN
bracis-19089	114	47	”	"	PUNCT
bracis-19089	114	48	(	(	PUNCT
bracis-19089	114	49	bill	bill	NOUN
bracis-19089	114	50	)	)	PUNCT
bracis-19089	114	51	.	.	PUNCT
bracis-19089	115	1	the	the	DET
bracis-19089	115	2	remaining	remain	VERB
bracis-19089	115	3	7,374	7,374	NUM
bracis-19089	115	4	product	product	NOUN
bracis-19089	115	5	titles	title	NOUN
bracis-19089	115	6	were	be	AUX
bracis-19089	115	7	then	then	ADV
bracis-19089	115	8	clusterized	clusterize	VERB
bracis-19089	115	9	.	.	PUNCT
bracis-19089	116	1	to	to	PART
bracis-19089	116	2	start	start	VERB
bracis-19089	116	3	the	the	DET
bracis-19089	116	4	clustering	clustering	ADJ
bracis-19089	116	5	task	task	NOUN
bracis-19089	116	6	,	,	PUNCT
bracis-19089	116	7	the	the	DET
bracis-19089	116	8	tokens	token	NOUN
bracis-19089	116	9	“	"	PUNCT
bracis-19089	116	10	smartphone	smartphone	NOUN
bracis-19089	116	11	”	"	PUNCT
bracis-19089	116	12	,	,	PUNCT
bracis-19089	116	13	“	"	PUNCT
bracis-19089	116	14	celular	celular	NOUN
bracis-19089	116	15	”	"	PUNCT
bracis-19089	116	16	and	and	CCONJ
bracis-19089	116	17	related	relate	VERB
bracis-19089	116	18	spelling	spelling	NOUN
bracis-19089	116	19	variants	variant	NOUN
bracis-19089	116	20	were	be	AUX
bracis-19089	116	21	removed	remove	VERB
bracis-19089	116	22	from	from	ADP
bracis-19089	116	23	the	the	DET
bracis-19089	116	24	data	datum	NOUN
bracis-19089	116	25	setfootnote	setfootnote	NOUN
bracis-19089	116	26	12	12	NUM
bracis-19089	116	27	.	.	PUNCT
bracis-19089	117	1	then	then	ADV
bracis-19089	117	2	,	,	PUNCT
bracis-19089	117	3	the	the	DET
bracis-19089	117	4	titles	title	NOUN
bracis-19089	117	5	were	be	AUX
bracis-19089	117	6	vectorized	vectorize	VERB
bracis-19089	117	7	using	use	VERB
bracis-19089	117	8	the	the	DET
bracis-19089	117	9	tf	tf	PROPN
bracis-19089	117	10	-	-	PUNCT
bracis-19089	117	11	idf	idf	PROPN
bracis-19089	117	12	vectorizer	vectorizer	NOUN
bracis-19089	117	13	,	,	PUNCT
bracis-19089	117	14	using	use	VERB
bracis-19089	117	15	default	default	NOUN
bracis-19089	117	16	parameter	parameter	NOUN
bracis-19089	117	17	values	value	NOUN
bracis-19089	117	18	.	.	PUNCT
bracis-19089	118	1	using	use	VERB
bracis-19089	118	2	the	the	DET
bracis-19089	118	3	elbow	elbow	NOUN
bracis-19089	118	4	method	method	NOUN
bracis-19089	118	5	,	,	PUNCT
bracis-19089	118	6	the	the	DET
bracis-19089	118	7	number	number	NOUN
bracis-19089	118	8	of	of	ADP
bracis-19089	118	9	clusters	cluster	NOUN
bracis-19089	118	10	was	be	AUX
bracis-19089	118	11	set	set	VERB
bracis-19089	118	12	to	to	PART
bracis-19089	118	13	be	be	AUX
bracis-19089	118	14	16	16	NUM
bracis-19089	118	15	and	and	CCONJ
bracis-19089	118	16	the	the	DET
bracis-19089	118	17	mini	mini	ADJ
bracis-19089	118	18	batch	batch	NOUN
bracis-19089	118	19	k	k	NOUN
bracis-19089	118	20	-	-	PUNCT
bracis-19089	118	21	means	mean	VERB
bracis-19089	118	22	clustering	clustering	NOUN
bracis-19089	118	23	method	method	NOUN
bracis-19089	118	24	was	be	AUX
bracis-19089	118	25	executed	execute	VERB
bracis-19089	118	26	to	to	AUX
bracis-19089	118	27	group	group	VERB
bracis-19089	118	28	the	the	DET
bracis-19089	118	29	product	product	NOUN
bracis-19089	118	30	titles	title	NOUN
bracis-19089	118	31	of	of	ADP
bracis-19089	118	32	the	the	DET
bracis-19089	118	33	same	same	ADJ
bracis-19089	118	34	brand	brand	NOUN
bracis-19089	118	35	,	,	PUNCT
bracis-19089	118	36	with	with	ADP
bracis-19089	118	37	a	a	DET
bracis-19089	118	38	few	few	ADJ
bracis-19089	118	39	deviations	deviation	NOUN
bracis-19089	118	40	.	.	PUNCT
bracis-19089	119	1	the	the	DET
bracis-19089	119	2	clustering	clustering	NOUN
bracis-19089	119	3	was	be	AUX
bracis-19089	119	4	performed	perform	VERB
bracis-19089	119	5	using	use	VERB
bracis-19089	119	6	scikit	scikit	NOUN
bracis-19089	119	7	-	-	PUNCT
bracis-19089	119	8	learn	learn	VERB
bracis-19089	119	9	[	[	X
bracis-19089	119	10	12	12	NUM
bracis-19089	119	11	]	]	PUNCT
bracis-19089	119	12	.	.	PUNCT
bracis-19089	120	1	from	from	ADP
bracis-19089	120	2	each	each	DET
bracis-19089	120	3	cluster	cluster	NOUN
bracis-19089	120	4	,	,	PUNCT
bracis-19089	120	5	26	26	NUM
bracis-19089	120	6	items	item	NOUN
bracis-19089	120	7	were	be	AUX
bracis-19089	120	8	selected	select	VERB
bracis-19089	120	9	:	:	PUNCT
bracis-19089	120	10	13	13	NUM
bracis-19089	120	11	being	be	AUX
bracis-19089	120	12	the	the	DET
bracis-19089	120	13	closest	close	ADJ
bracis-19089	120	14	to	to	ADP
bracis-19089	120	15	the	the	DET
bracis-19089	120	16	centroid	centroid	NOUN
bracis-19089	120	17	and	and	CCONJ
bracis-19089	121	1	13	13	NUM
bracis-19089	121	2	being	be	AUX
bracis-19089	121	3	other	other	ADJ
bracis-19089	121	4	ones	one	NOUN
bracis-19089	121	5	randomly	randomly	ADV
bracis-19089	121	6	selected	select	VERB
bracis-19089	121	7	.	.	PUNCT
bracis-19089	122	1	as	as	ADP
bracis-19089	122	2	a	a	DET
bracis-19089	122	3	result	result	NOUN
bracis-19089	122	4	,	,	PUNCT
bracis-19089	122	5	a	a	DET
bracis-19089	122	6	total	total	NOUN
bracis-19089	122	7	of	of	ADP
bracis-19089	122	8	416	416	NUM
bracis-19089	122	9	product	product	NOUN
bracis-19089	122	10	titles	title	NOUN
bracis-19089	122	11	were	be	AUX
bracis-19089	122	12	selected	select	VERB
bracis-19089	122	13	to	to	PART
bracis-19089	122	14	be	be	AUX
bracis-19089	122	15	annotated	annotate	VERB
bracis-19089	122	16	by	by	ADP
bracis-19089	122	17	two	two	NUM
bracis-19089	122	18	linguists	linguist	NOUN
bracis-19089	122	19	.	.	PUNCT
bracis-19089	123	1	the	the	DET
bracis-19089	123	2	annotation	annotation	NOUN
bracis-19089	123	3	was	be	AUX
bracis-19089	123	4	performed	perform	VERB
bracis-19089	123	5	using	use	VERB
bracis-19089	123	6	the	the	DET
bracis-19089	123	7	prodigy	prodigy	NOUN
bracis-19089	124	1	[	[	X
bracis-19089	124	2	3	3	NUM
bracis-19089	124	3	]	]	X
bracis-19089	124	4	tool	tool	NOUN
bracis-19089	124	5	.	.	PUNCT
bracis-19089	125	1	a	a	DET
bracis-19089	125	2	third	third	ADJ
bracis-19089	125	3	linguist	linguist	NOUN
bracis-19089	125	4	was	be	AUX
bracis-19089	125	5	responsible	responsible	ADJ
bracis-19089	125	6	for	for	ADP
bracis-19089	125	7	resolving	resolve	VERB
bracis-19089	125	8	the	the	DET
bracis-19089	125	9	discrepancy	discrepancy	NOUN
bracis-19089	125	10	cases	case	NOUN
bracis-19089	125	11	.	.	PUNCT
bracis-19089	126	1	the	the	DET
bracis-19089	126	2	percentagesfootnote	percentagesfootnote	NOUN
bracis-19089	126	3	13	13	NUM
bracis-19089	126	4	of	of	ADP
bracis-19089	126	5	agreement	agreement	NOUN
bracis-19089	126	6	between	between	ADP
bracis-19089	126	7	the	the	DET
bracis-19089	126	8	two	two	NUM
bracis-19089	126	9	annotators	annotator	NOUN
bracis-19089	126	10	can	can	AUX
bracis-19089	126	11	be	be	AUX
bracis-19089	126	12	seen	see	VERB
bracis-19089	126	13	in	in	ADP
bracis-19089	126	14	table	table	NOUN
bracis-19089	126	15	 	 	SPACE
bracis-19089	126	16	1	1	NUM
bracis-19089	126	17	.	.	PUNCT
bracis-19089	127	1	the	the	DET
bracis-19089	127	2	annotation	annotation	NOUN
bracis-19089	127	3	of	of	ADP
bracis-19089	127	4	the	the	DET
bracis-19089	127	5	title	title	NOUN
bracis-19089	127	6	“	"	PUNCT
bracis-19089	127	7	smartphone	smartphone	NOUN
bracis-19089	127	8	blu	blu	NOUN
bracis-19089	127	9	grand	grand	PROPN
bracis-19089	127	10	m	m	PROPN
bracis-19089	127	11	dual	dual	ADJ
bracis-19089	127	12	sim	sim	ADJ
bracis-19089	127	13	3	3	NUM
bracis-19089	127	14	g	g	NOUN
bracis-19089	127	15	5.0	5.0	NUM
bracis-19089	127	16	”	"	PUNCT
bracis-19089	127	17	5mp	5mp	ADJ
bracis-19089	127	18	3.2mp	3.2mp	NUM
bracis-19089	127	19	prata	prata	NOUN
bracis-19089	127	20	”	"	PUNCT
bracis-19089	127	21	is	be	AUX
bracis-19089	127	22	illustrated	illustrate	VERB
bracis-19089	127	23	in	in	ADP
bracis-19089	127	24	fig	fig	NOUN
bracis-19089	127	25	.	.	PUNCT
bracis-19089	127	26	 	 	SPACE
bracis-19089	128	1	1	1	NUM
bracis-19089	128	2	using	use	VERB
bracis-19089	128	3	the	the	DET
bracis-19089	128	4	prodigy	prodigy	NOUN
bracis-19089	128	5	[	[	X
bracis-19089	128	6	3	3	NUM
bracis-19089	128	7	]	]	X
bracis-19089	128	8	tool	tool	NOUN
bracis-19089	128	9	.	.	PUNCT
bracis-19089	129	1	as	as	ADP
bracis-19089	129	2	a	a	DET
bracis-19089	129	3	result	result	NOUN
bracis-19089	129	4	,	,	PUNCT
bracis-19089	129	5	the	the	DET
bracis-19089	129	6	following	follow	VERB
bracis-19089	129	7	attributes	attribute	NOUN
bracis-19089	129	8	were	be	AUX
bracis-19089	129	9	marked	mark	VERB
bracis-19089	129	10	:	:	PUNCT
bracis-19089	129	11	wit	wit	NOUN
bracis-19089	129	12	(	(	PUNCT
bracis-19089	129	13	smartphone	smartphone	NOUN
bracis-19089	129	14	)	)	PUNCT
bracis-19089	129	15	,	,	PUNCT
bracis-19089	129	16	brand	brand	NOUN
bracis-19089	129	17	(	(	PUNCT
bracis-19089	129	18	blue	blue	ADJ
bracis-19089	129	19	grand	grand	PROPN
bracis-19089	129	20	m	m	PROPN
bracis-19089	129	21	)	)	PUNCT
bracis-19089	129	22	,	,	PUNCT
bracis-19089	129	23	sim	sim	ADJ
bracis-19089	129	24	card	card	NOUN
bracis-19089	129	25	capacity	capacity	NOUN
bracis-19089	129	26	(	(	PUNCT
bracis-19089	129	27	dual	dual	ADJ
bracis-19089	129	28	sim	sim	NOUN
bracis-19089	129	29	)	)	PUNCT
bracis-19089	129	30	,	,	PUNCT
bracis-19089	129	31	internal	internal	ADJ
bracis-19089	129	32	memory	memory	NOUN
bracis-19089	129	33	(	(	PUNCT
bracis-19089	129	34	3	3	NUM
bracis-19089	129	35	g	g	NOUN
bracis-19089	129	36	)	)	PUNCT
bracis-19089	129	37	,	,	PUNCT
bracis-19089	129	38	display	display	NOUN
bracis-19089	129	39	size	size	NOUN
bracis-19089	129	40	(	(	PUNCT
bracis-19089	129	41	5.0	5.0	NUM
bracis-19089	129	42	”	"	PUNCT
bracis-19089	129	43	)	)	PUNCT
bracis-19089	129	44	,	,	PUNCT
bracis-19089	129	45	camera	camera	NOUN
bracis-19089	129	46	quality	quality	NOUN
bracis-19089	129	47	(	(	PUNCT
bracis-19089	129	48	5mp	5mp	ADJ
bracis-19089	129	49	3.2mp	3.2mp	NUM
bracis-19089	129	50	)	)	PUNCT
bracis-19089	129	51	and	and	CCONJ
bracis-19089	129	52	color	color	NOUN
bracis-19089	129	53	(	(	PUNCT
bracis-19089	129	54	prata	prata	ADJ
bracis-19089	129	55	)	)	PUNCT
bracis-19089	129	56	.	.	PUNCT
bracis-19089	130	1	fig	fig	NOUN
bracis-19089	130	2	.	.	PUNCT
bracis-19089	131	1	1	1	X
bracis-19089	131	2	.	.	X
bracis-19089	131	3	annotation	annotation	NOUN
bracis-19089	131	4	example	example	NOUN
bracis-19089	131	5	using	use	VERB
bracis-19089	131	6	the	the	DET
bracis-19089	131	7	annotation	annotation	NOUN
bracis-19089	131	8	tool	tool	NOUN
bracis-19089	131	9	prodigy	prodigy	NOUN
bracis-19089	132	1	[	[	X
bracis-19089	132	2	3	3	X
bracis-19089	132	3	]	]	X
bracis-19089	132	4	full	full	ADJ
bracis-19089	132	5	size	size	NOUN
bracis-19089	132	6	image	image	NOUN
bracis-19089	132	7	table	table	NOUN
bracis-19089	132	8	1	1	NUM
bracis-19089	132	9	.	.	PUNCT
bracis-19089	132	10	agreement	agreement	NOUN
bracis-19089	132	11	between	between	ADP
bracis-19089	132	12	the	the	DET
bracis-19089	132	13	two	two	NUM
bracis-19089	132	14	annotators	annotator	NOUN
bracis-19089	132	15	for	for	ADP
bracis-19089	132	16	each	each	DET
bracis-19089	132	17	attributefull	attributefull	ADJ
bracis-19089	132	18	size	size	NOUN
bracis-19089	132	19	table	table	NOUN
bracis-19089	132	20	as	as	ADP
bracis-19089	132	21	table	table	NOUN
bracis-19089	132	22	 	 	SPACE
bracis-19089	132	23	1	1	NUM
bracis-19089	132	24	makes	make	VERB
bracis-19089	132	25	evident	evident	ADJ
bracis-19089	132	26	,	,	PUNCT
bracis-19089	132	27	wit	wit	NOUN
bracis-19089	132	28	was	be	AUX
bracis-19089	132	29	the	the	DET
bracis-19089	132	30	attribute	attribute	NOUN
bracis-19089	132	31	with	with	ADP
bracis-19089	132	32	the	the	DET
bracis-19089	132	33	highest	high	ADJ
bracis-19089	132	34	agreement	agreement	NOUN
bracis-19089	132	35	,	,	PUNCT
bracis-19089	132	36	being	be	AUX
bracis-19089	132	37	labeled	label	VERB
bracis-19089	132	38	equally	equally	ADV
bracis-19089	132	39	in	in	ADP
bracis-19089	132	40	386	386	NUM
bracis-19089	132	41	of	of	ADP
bracis-19089	132	42	the	the	DET
bracis-19089	132	43	414	414	NUM
bracis-19089	132	44	instances	instance	NOUN
bracis-19089	132	45	.	.	PUNCT
bracis-19089	133	1	on	on	ADP
bracis-19089	133	2	the	the	DET
bracis-19089	133	3	other	other	ADJ
bracis-19089	133	4	hand	hand	NOUN
bracis-19089	133	5	,	,	PUNCT
bracis-19089	133	6	processor	processor	NOUN
bracis-19089	133	7	,	,	PUNCT
bracis-19089	133	8	model	model	NOUN
bracis-19089	133	9	and	and	CCONJ
bracis-19089	133	10	display	display	NOUN
bracis-19089	133	11	size	size	NOUN
bracis-19089	133	12	were	be	AUX
bracis-19089	133	13	the	the	DET
bracis-19089	133	14	attributes	attribute	NOUN
bracis-19089	133	15	with	with	ADP
bracis-19089	133	16	the	the	DET
bracis-19089	133	17	highest	high	ADJ
bracis-19089	133	18	disagreement	disagreement	NOUN
bracis-19089	133	19	between	between	ADP
bracis-19089	133	20	annotators	annotator	NOUN
bracis-19089	133	21	,	,	PUNCT
bracis-19089	133	22	with	with	SCONJ
bracis-19089	133	23	about	about	ADV
bracis-19089	133	24	73	73	NUM
bracis-19089	133	25	%	%	NOUN
bracis-19089	133	26	to	to	PART
bracis-19089	133	27	76	76	NUM
bracis-19089	133	28	%	%	NOUN
bracis-19089	133	29	of	of	ADP
bracis-19089	133	30	the	the	DET
bracis-19089	133	31	instances	instance	NOUN
bracis-19089	133	32	annotated	annotate	VERB
bracis-19089	133	33	equally	equally	ADV
bracis-19089	133	34	.	.	PUNCT
bracis-19089	134	1	4.2	4.2	NUM
bracis-19089	134	2	experimental	experimental	ADJ
bracis-19089	134	3	setup	setup	NOUN
bracis-19089	134	4	in	in	ADP
bracis-19089	134	5	this	this	DET
bracis-19089	134	6	section	section	NOUN
bracis-19089	134	7	,	,	PUNCT
bracis-19089	134	8	we	we	PRON
bracis-19089	134	9	describe	describe	VERB
bracis-19089	134	10	the	the	DET
bracis-19089	134	11	tools	tool	NOUN
bracis-19089	134	12	for	for	ADP
bracis-19089	134	13	ner	ner	NOUN
bracis-19089	134	14	investigated	investigate	VERB
bracis-19089	134	15	in	in	ADP
bracis-19089	134	16	this	this	DET
bracis-19089	134	17	work	work	NOUN
bracis-19089	134	18	:	:	PUNCT
bracis-19089	134	19	bert	bert	PROPN
bracis-19089	134	20	and	and	CCONJ
bracis-19089	134	21	mitie	mitie	PROPN
bracis-19089	134	22	.	.	PUNCT
bracis-19089	135	1	bert	bert	PROPN
bracis-19089	135	2	is	be	AUX
bracis-19089	135	3	a	a	DET
bracis-19089	135	4	recent	recent	ADJ
bracis-19089	135	5	approach	approach	NOUN
bracis-19089	135	6	which	which	PRON
bracis-19089	135	7	has	have	AUX
bracis-19089	135	8	achieved	achieve	VERB
bracis-19089	135	9	significant	significant	ADJ
bracis-19089	135	10	results	result	NOUN
bracis-19089	135	11	in	in	ADP
bracis-19089	135	12	many	many	ADJ
bracis-19089	135	13	nlp	nlp	ADJ
bracis-19089	135	14	tasks	task	NOUN
bracis-19089	135	15	[	[	X
bracis-19089	135	16	6	6	NUM
bracis-19089	135	17	]	]	PUNCT
bracis-19089	135	18	.	.	PUNCT
bracis-19089	136	1	mitie	mitie	PROPN
bracis-19089	136	2	,	,	PUNCT
bracis-19089	136	3	in	in	ADP
bracis-19089	136	4	turn	turn	NOUN
bracis-19089	136	5	,	,	PUNCT
bracis-19089	136	6	is	be	AUX
bracis-19089	136	7	an	an	DET
bracis-19089	136	8	earlier	early	ADJ
bracis-19089	136	9	well	well	ADV
bracis-19089	136	10	-	-	PUNCT
bracis-19089	136	11	known	know	VERB
bracis-19089	136	12	and	and	CCONJ
bracis-19089	136	13	widely	widely	ADV
bracis-19089	136	14	used	use	VERB
bracis-19089	136	15	tool	tool	NOUN
bracis-19089	136	16	for	for	ADP
bracis-19089	136	17	ner	ner	NOUN
bracis-19089	136	18	and	and	CCONJ
bracis-19089	136	19	binary	binary	PROPN
bracis-19089	136	20	relation	relation	NOUN
bracis-19089	136	21	extraction	extraction	NOUN
bracis-19089	136	22	.	.	PUNCT
bracis-19089	137	1	while	while	SCONJ
bracis-19089	137	2	the	the	DET
bracis-19089	137	3	former	former	NOUN
bracis-19089	137	4	is	be	AUX
bracis-19089	137	5	a	a	DET
bracis-19089	137	6	neural	neural	ADJ
bracis-19089	137	7	network	network	NOUN
bracis-19089	137	8	based	base	VERB
bracis-19089	137	9	approach	approach	NOUN
bracis-19089	137	10	,	,	PUNCT
bracis-19089	137	11	which	which	PRON
bracis-19089	137	12	relies	rely	VERB
bracis-19089	137	13	on	on	ADP
bracis-19089	137	14	contextualized	contextualized	ADJ
bracis-19089	137	15	word	word	NOUN
bracis-19089	137	16	vectors	vector	NOUN
bracis-19089	137	17	,	,	PUNCT
bracis-19089	137	18	the	the	DET
bracis-19089	137	19	latter	latter	ADJ
bracis-19089	137	20	applies	apply	VERB
bracis-19089	137	21	traditional	traditional	ADJ
bracis-19089	137	22	machine	machine	NOUN
bracis-19089	137	23	learning	learn	VERB
bracis-19089	137	24	algorithms	algorithm	NOUN
bracis-19089	137	25	and	and	CCONJ
bracis-19089	137	26	static	static	ADJ
bracis-19089	137	27	word	word	NOUN
bracis-19089	137	28	embeddings	embedding	NOUN
bracis-19089	137	29	to	to	PART
bracis-19089	137	30	identify	identify	VERB
bracis-19089	137	31	named	name	VERB
bracis-19089	137	32	entities	entity	NOUN
bracis-19089	137	33	.	.	PUNCT
bracis-19089	138	1	bert	bert	PROPN
bracis-19089	138	2	.	.	PUNCT
bracis-19089	139	1	(	(	PUNCT
bracis-19089	139	2	bidirectional	bidirectional	ADJ
bracis-19089	139	3	encoder	encoder	NOUN
bracis-19089	139	4	representations	representation	VERB
bracis-19089	139	5	from	from	ADP
bracis-19089	139	6	transformers	transformer	NOUN
bracis-19089	139	7	)	)	PUNCT
bracis-19089	140	1	[	[	X
bracis-19089	140	2	6	6	NUM
bracis-19089	140	3	]	]	PUNCT
bracis-19089	140	4	is	be	AUX
bracis-19089	140	5	a	a	DET
bracis-19089	140	6	neural	neural	ADJ
bracis-19089	140	7	approach	approach	NOUN
bracis-19089	140	8	which	which	PRON
bracis-19089	140	9	outputs	output	VERB
bracis-19089	140	10	deep	deep	ADJ
bracis-19089	140	11	contextualized	contextualized	ADJ
bracis-19089	140	12	language	language	NOUN
bracis-19089	140	13	representations	representation	NOUN
bracis-19089	140	14	derived	derive	VERB
bracis-19089	140	15	from	from	ADP
bracis-19089	140	16	unlabeled	unlabeled	ADJ
bracis-19089	140	17	text	text	NOUN
bracis-19089	140	18	.	.	PUNCT
bracis-19089	141	1	although	although	SCONJ
bracis-19089	141	2	training	train	VERB
bracis-19089	141	3	a	a	DET
bracis-19089	141	4	big	big	ADJ
bracis-19089	141	5	bert	bert	NOUN
bracis-19089	141	6	model	model	NOUN
bracis-19089	141	7	from	from	ADP
bracis-19089	141	8	scratch	scratch	NOUN
bracis-19089	141	9	can	can	AUX
bracis-19089	141	10	be	be	AUX
bracis-19089	141	11	too	too	ADV
bracis-19089	141	12	computationally	computationally	ADV
bracis-19089	141	13	expensive	expensive	ADJ
bracis-19089	141	14	,	,	PUNCT
bracis-19089	141	15	pre	pre	ADJ
bracis-19089	141	16	-	-	ADJ
bracis-19089	141	17	trained	train	VERB
bracis-19089	141	18	bert	bert	NOUN
bracis-19089	141	19	models	model	NOUN
bracis-19089	141	20	can	can	AUX
bracis-19089	141	21	be	be	AUX
bracis-19089	141	22	fine	fine	ADV
bracis-19089	141	23	-	-	PUNCT
bracis-19089	141	24	tuned	tune	VERB
bracis-19089	141	25	to	to	ADP
bracis-19089	141	26	several	several	ADJ
bracis-19089	141	27	nlp	nlp	NOUN
bracis-19089	141	28	tasks	task	NOUN
bracis-19089	141	29	without	without	ADP
bracis-19089	141	30	substantial	substantial	ADJ
bracis-19089	141	31	task	task	NOUN
bracis-19089	141	32	-	-	PUNCT
bracis-19089	141	33	specific	specific	ADJ
bracis-19089	141	34	architecture	architecture	NOUN
bracis-19089	141	35	modifications	modification	NOUN
bracis-19089	141	36	.	.	PUNCT
bracis-19089	142	1	some	some	PRON
bracis-19089	142	2	freely	freely	ADV
bracis-19089	142	3	available	available	ADJ
bracis-19089	142	4	,	,	PUNCT
bracis-19089	142	5	pre	pre	ADJ
bracis-19089	142	6	-	-	ADJ
bracis-19089	142	7	trained	train	VERB
bracis-19089	142	8	bert	bert	NOUN
bracis-19089	142	9	models	model	NOUN
bracis-19089	142	10	are	be	AUX
bracis-19089	142	11	:	:	PUNCT
bracis-19089	142	12	(	(	PUNCT
bracis-19089	142	13	i	i	NOUN
bracis-19089	142	14	)	)	PUNCT
bracis-19089	142	15	the	the	DET
bracis-19089	142	16	bert	bert	NOUN
bracis-19089	142	17	-	-	PUNCT
bracis-19089	142	18	base	base	NOUN
bracis-19089	142	19	multilingual	multilingual	ADJ
bracis-19089	142	20	casedfootnote	casedfootnote	NOUN
bracis-19089	142	21	14	14	NUM
bracis-19089	142	22	,	,	PUNCT
bracis-19089	142	23	which	which	PRON
bracis-19089	142	24	is	be	AUX
bracis-19089	142	25	a	a	DET
bracis-19089	142	26	pre	pre	ADJ
bracis-19089	142	27	-	-	ADJ
bracis-19089	142	28	trained	train	VERB
bracis-19089	142	29	model	model	NOUN
bracis-19089	142	30	for	for	ADP
bracis-19089	142	31	104	104	NUM
bracis-19089	142	32	languages	language	NOUN
bracis-19089	142	33	including	include	VERB
bracis-19089	142	34	portuguese	portuguese	NOUN
bracis-19089	142	35	;	;	PUNCT
bracis-19089	142	36	and	and	CCONJ
bracis-19089	142	37	(	(	PUNCT
bracis-19089	142	38	ii	ii	NOUN
bracis-19089	142	39	)	)	PUNCT
bracis-19089	142	40	bertimbau	bertimbau	NOUN
bracis-19089	142	41	-	-	PUNCT
bracis-19089	142	42	basefootnote	basefootnote	NOUN
bracis-19089	142	43	15	15	NUM
bracis-19089	142	44	[	[	X
bracis-19089	142	45	16	16	NUM
bracis-19089	142	46	]	]	X
bracis-19089	142	47	,	,	PUNCT
bracis-19089	142	48	which	which	PRON
bracis-19089	142	49	was	be	AUX
bracis-19089	142	50	trained	train	VERB
bracis-19089	142	51	with	with	ADP
bracis-19089	142	52	the	the	DET
bracis-19089	142	53	brazilian	brazilian	ADJ
bracis-19089	142	54	portuguese	portuguese	ADJ
bracis-19089	142	55	corpus	corpu	NOUN
bracis-19089	142	56	brwac	brwac	PROPN
bracis-19089	143	1	[	[	X
bracis-19089	143	2	17	17	NUM
bracis-19089	143	3	]	]	PUNCT
bracis-19089	143	4	,	,	PUNCT
bracis-19089	143	5	widely	widely	ADV
bracis-19089	143	6	used	use	VERB
bracis-19089	143	7	in	in	ADP
bracis-19089	143	8	open	open	ADJ
bracis-19089	143	9	-	-	PUNCT
bracis-19089	143	10	source	source	NOUN
bracis-19089	143	11	projects	project	NOUN
bracis-19089	143	12	.	.	PUNCT
bracis-19089	144	1	besides	besides	SCONJ
bracis-19089	144	2	bertimbau	bertimbau	NOUN
bracis-19089	144	3	-	-	PUNCT
bracis-19089	144	4	base	base	NOUN
bracis-19089	144	5	,	,	PUNCT
bracis-19089	144	6	some	some	DET
bracis-19089	144	7	pre	pre	ADJ
bracis-19089	144	8	-	-	ADJ
bracis-19089	144	9	trained	train	VERB
bracis-19089	144	10	models	model	NOUN
bracis-19089	144	11	are	be	AUX
bracis-19089	144	12	also	also	ADV
bracis-19089	144	13	available	available	ADJ
bracis-19089	144	14	for	for	ADP
bracis-19089	144	15	ner	ner	NOUN
bracis-19089	145	1	[	[	X
bracis-19089	145	2	15	15	NUM
bracis-19089	145	3	]	]	X
bracis-19089	145	4	,	,	PUNCT
bracis-19089	145	5	which	which	PRON
bracis-19089	145	6	use	use	VERB
bracis-19089	145	7	bertimbau	bertimbau	NOUN
bracis-19089	145	8	-	-	PUNCT
bracis-19089	145	9	base	base	NOUN
bracis-19089	145	10	as	as	ADP
bracis-19089	145	11	a	a	DET
bracis-19089	145	12	start	start	NOUN
bracis-19089	145	13	point	point	NOUN
bracis-19089	145	14	and	and	CCONJ
bracis-19089	145	15	were	be	AUX
bracis-19089	145	16	optimized	optimize	VERB
bracis-19089	145	17	for	for	ADP
bracis-19089	145	18	ner	ner	NOUN
bracis-19089	145	19	using	use	VERB
bracis-19089	145	20	haremfootnote	haremfootnote	PROPN
bracis-19089	145	21	16	16	NUM
bracis-19089	145	22	dataset	dataset	NOUN
bracis-19089	145	23	.	.	PUNCT
bracis-19089	146	1	two	two	NUM
bracis-19089	146	2	approaches	approach	NOUN
bracis-19089	146	3	were	be	AUX
bracis-19089	146	4	applied	apply	VERB
bracis-19089	146	5	for	for	ADP
bracis-19089	146	6	ner	ner	NOUN
bracis-19089	146	7	by	by	ADP
bracis-19089	146	8	the	the	DET
bracis-19089	146	9	bertimbau	bertimbau	ADJ
bracis-19089	146	10	authors	author	NOUN
bracis-19089	146	11	:	:	PUNCT
bracis-19089	146	12	the	the	DET
bracis-19089	146	13	feature	feature	NOUN
bracis-19089	146	14	-	-	PUNCT
bracis-19089	146	15	based	base	VERB
bracis-19089	146	16	and	and	CCONJ
bracis-19089	146	17	the	the	DET
bracis-19089	146	18	fine	fine	ADV
bracis-19089	146	19	-	-	PUNCT
bracis-19089	146	20	tuning	tuning	NOUN
bracis-19089	146	21	.	.	PUNCT
bracis-19089	147	1	in	in	ADP
bracis-19089	147	2	the	the	DET
bracis-19089	147	3	feature	feature	NOUN
bracis-19089	147	4	-	-	PUNCT
bracis-19089	147	5	based	base	VERB
bracis-19089	147	6	approach	approach	NOUN
bracis-19089	147	7	,	,	PUNCT
bracis-19089	147	8	a	a	DET
bracis-19089	147	9	pre	pre	ADJ
bracis-19089	147	10	-	-	ADJ
bracis-19089	147	11	trained	train	VERB
bracis-19089	147	12	model	model	NOUN
bracis-19089	147	13	is	be	AUX
bracis-19089	147	14	used	use	VERB
bracis-19089	147	15	as	as	ADP
bracis-19089	147	16	a	a	DET
bracis-19089	147	17	starting	starting	NOUN
bracis-19089	147	18	point	point	NOUN
bracis-19089	147	19	,	,	PUNCT
bracis-19089	147	20	but	but	CCONJ
bracis-19089	147	21	the	the	DET
bracis-19089	147	22	weights	weight	NOUN
bracis-19089	147	23	for	for	ADP
bracis-19089	147	24	the	the	DET
bracis-19089	147	25	bert	bert	PROPN
bracis-19089	147	26	’s	’s	PART
bracis-19089	147	27	network	network	NOUN
bracis-19089	147	28	layers	layer	NOUN
bracis-19089	147	29	did	do	AUX
bracis-19089	147	30	not	not	PART
bracis-19089	147	31	change	change	VERB
bracis-19089	147	32	.	.	PUNCT
bracis-19089	148	1	a	a	DET
bracis-19089	148	2	long	long	ADJ
bracis-19089	148	3	short	short	ADJ
bracis-19089	148	4	term	term	NOUN
bracis-19089	148	5	memory	memory	NOUN
bracis-19089	148	6	(	(	PUNCT
bracis-19089	148	7	lstm	lstm	ADJ
bracis-19089	148	8	)	)	PUNCT
bracis-19089	148	9	layer	layer	NOUN
bracis-19089	148	10	,	,	PUNCT
bracis-19089	148	11	when	when	SCONJ
bracis-19089	148	12	possibly	possibly	ADV
bracis-19089	148	13	combined	combine	VERB
bracis-19089	148	14	with	with	ADP
bracis-19089	148	15	a	a	DET
bracis-19089	148	16	conditional	conditional	ADJ
bracis-19089	148	17	random	random	ADJ
bracis-19089	148	18	fields	field	NOUN
bracis-19089	148	19	(	(	PUNCT
bracis-19089	148	20	crf	crf	NOUN
bracis-19089	148	21	)	)	PUNCT
bracis-19089	148	22	layer	layer	NOUN
bracis-19089	148	23	,	,	PUNCT
bracis-19089	148	24	is	be	AUX
bracis-19089	148	25	trained	train	VERB
bracis-19089	148	26	and	and	CCONJ
bracis-19089	148	27	used	use	VERB
bracis-19089	148	28	to	to	PART
bracis-19089	148	29	classify	classify	VERB
bracis-19089	148	30	the	the	DET
bracis-19089	148	31	sentences.footnote	sentences.footnote	PROPN
bracis-19089	148	32	17	17	NUM
bracis-19089	148	33	in	in	ADP
bracis-19089	148	34	the	the	DET
bracis-19089	148	35	fine	fine	ADV
bracis-19089	148	36	-	-	PUNCT
bracis-19089	148	37	tuning	tuning	NOUN
bracis-19089	148	38	approach	approach	NOUN
bracis-19089	148	39	,	,	PUNCT
bracis-19089	148	40	a	a	DET
bracis-19089	148	41	pre	pre	ADJ
bracis-19089	148	42	-	-	ADJ
bracis-19089	148	43	trained	train	VERB
bracis-19089	148	44	model	model	NOUN
bracis-19089	148	45	is	be	AUX
bracis-19089	148	46	also	also	ADV
bracis-19089	148	47	used	use	VERB
bracis-19089	148	48	as	as	ADP
bracis-19089	148	49	a	a	DET
bracis-19089	148	50	starting	starting	NOUN
bracis-19089	148	51	point	point	NOUN
bracis-19089	148	52	,	,	PUNCT
bracis-19089	148	53	but	but	CCONJ
bracis-19089	148	54	its	its	PRON
bracis-19089	148	55	weights	weight	NOUN
bracis-19089	148	56	are	be	AUX
bracis-19089	148	57	adjusted	adjust	VERB
bracis-19089	148	58	during	during	ADP
bracis-19089	148	59	the	the	DET
bracis-19089	148	60	training	training	NOUN
bracis-19089	148	61	to	to	PART
bracis-19089	148	62	achieve	achieve	VERB
bracis-19089	148	63	better	well	ADJ
bracis-19089	148	64	results	result	NOUN
bracis-19089	148	65	for	for	ADP
bracis-19089	148	66	ner	ner	NOUN
bracis-19089	148	67	.	.	PUNCT
bracis-19089	149	1	following	follow	VERB
bracis-19089	149	2	the	the	DET
bracis-19089	149	3	fine	fine	ADV
bracis-19089	149	4	-	-	PUNCT
bracis-19089	149	5	tuning	tuning	NOUN
bracis-19089	149	6	approach	approach	NOUN
bracis-19089	149	7	,	,	PUNCT
bracis-19089	149	8	it	it	PRON
bracis-19089	149	9	is	be	AUX
bracis-19089	149	10	possible	possible	ADJ
bracis-19089	149	11	to	to	PART
bracis-19089	149	12	add	add	VERB
bracis-19089	149	13	a	a	DET
bracis-19089	149	14	crf	crf	NOUN
bracis-19089	149	15	layer	layer	NOUN
bracis-19089	149	16	at	at	ADP
bracis-19089	149	17	the	the	DET
bracis-19089	149	18	end	end	NOUN
bracis-19089	149	19	of	of	ADP
bracis-19089	149	20	the	the	DET
bracis-19089	149	21	network	network	NOUN
bracis-19089	149	22	to	to	PART
bracis-19089	149	23	help	help	VERB
bracis-19089	149	24	with	with	ADP
bracis-19089	149	25	sentence	sentence	NOUN
bracis-19089	149	26	classification	classification	NOUN
bracis-19089	149	27	.	.	PUNCT
bracis-19089	150	1	in	in	ADP
bracis-19089	150	2	this	this	DET
bracis-19089	150	3	work	work	NOUN
bracis-19089	150	4	we	we	PRON
bracis-19089	150	5	fine	fine	ADV
bracis-19089	150	6	-	-	PUNCT
bracis-19089	150	7	tuned	tune	VERB
bracis-19089	150	8	two	two	NUM
bracis-19089	150	9	models	model	NOUN
bracis-19089	150	10	for	for	ADP
bracis-19089	150	11	ner	ner	NOUN
bracis-19089	150	12	in	in	ADP
bracis-19089	150	13	our	our	PRON
bracis-19089	150	14	dataset	dataset	NOUN
bracis-19089	150	15	:	:	PUNCT
bracis-19089	150	16	one	one	NUM
bracis-19089	150	17	fine	fine	ADV
bracis-19089	150	18	-	-	PUNCT
bracis-19089	150	19	tuning	tuning	NOUN
bracis-19089	150	20	only	only	ADV
bracis-19089	150	21	with	with	ADP
bracis-19089	150	22	bertimbau	bertimbau	NOUN
bracis-19089	150	23	-	-	PUNCT
bracis-19089	150	24	base	base	NOUN
bracis-19089	150	25	(	(	PUNCT
bracis-19089	150	26	bertimbau	bertimbau	NOUN
bracis-19089	150	27	)	)	PUNCT
bracis-19089	150	28	and	and	CCONJ
bracis-19089	150	29	another	another	DET
bracis-19089	150	30	one	one	NOUN
bracis-19089	150	31	starting	start	VERB
bracis-19089	150	32	from	from	ADP
bracis-19089	150	33	the	the	DET
bracis-19089	150	34	bertimbau	bertimbau	NOUN
bracis-19089	150	35	-	-	PUNCT
bracis-19089	150	36	base	base	NOUN
bracis-19089	150	37	trained	train	VERB
bracis-19089	150	38	for	for	ADP
bracis-19089	150	39	ner	ner	NOUN
bracis-19089	150	40	with	with	ADP
bracis-19089	150	41	harem	harem	PROPN
bracis-19089	150	42	dataset	dataset	NOUN
bracis-19089	150	43	and	and	CCONJ
bracis-19089	150	44	also	also	ADV
bracis-19089	150	45	adding	add	VERB
bracis-19089	150	46	a	a	DET
bracis-19089	150	47	crf	crf	NOUN
bracis-19089	150	48	layer	layer	NOUN
bracis-19089	150	49	(	(	PUNCT
bracis-19089	150	50	bertimbau	bertimbau	NOUN
bracis-19089	150	51	-	-	PUNCT
bracis-19089	150	52	harem).footnote	harem).footnote	ADJ
bracis-19089	150	53	18	18	NUM
bracis-19089	150	54	to	to	PART
bracis-19089	150	55	evaluate	evaluate	VERB
bracis-19089	150	56	the	the	DET
bracis-19089	150	57	robustness	robustness	NOUN
bracis-19089	150	58	of	of	ADP
bracis-19089	150	59	these	these	DET
bracis-19089	150	60	methods	method	NOUN
bracis-19089	150	61	to	to	ADP
bracis-19089	150	62	random	random	ADJ
bracis-19089	150	63	variations	variation	NOUN
bracis-19089	150	64	,	,	PUNCT
bracis-19089	150	65	two	two	NUM
bracis-19089	150	66	random	random	ADJ
bracis-19089	150	67	seeds	seed	NOUN
bracis-19089	150	68	(	(	PUNCT
bracis-19089	150	69	seed1	seed1	NOUN
bracis-19089	150	70	and	and	CCONJ
bracis-19089	150	71	seed2	seed2	NOUN
bracis-19089	150	72	)	)	PUNCT
bracis-19089	150	73	were	be	AUX
bracis-19089	150	74	extracted	extract	VERB
bracis-19089	150	75	from	from	ADP
bracis-19089	150	76	the	the	DET
bracis-19089	150	77	data	datum	NOUN
bracis-19089	150	78	set	set	VERB
bracis-19089	150	79	for	for	ADP
bracis-19089	150	80	generating	generate	VERB
bracis-19089	150	81	training	training	NOUN
bracis-19089	150	82	(	(	PUNCT
bracis-19089	150	83	50	50	NUM
bracis-19089	150	84	%	%	NOUN
bracis-19089	150	85	)	)	PUNCT
bracis-19089	150	86	,	,	PUNCT
bracis-19089	150	87	validation	validation	NOUN
bracis-19089	150	88	(	(	PUNCT
bracis-19089	150	89	25	25	NUM
bracis-19089	150	90	%	%	NOUN
bracis-19089	150	91	)	)	PUNCT
bracis-19089	150	92	and	and	CCONJ
bracis-19089	150	93	test	test	NOUN
bracis-19089	150	94	(	(	PUNCT
bracis-19089	150	95	25	25	NUM
bracis-19089	150	96	%	%	NOUN
bracis-19089	150	97	)	)	PUNCT
bracis-19089	150	98	partitions	partition	NOUN
bracis-19089	150	99	.	.	PUNCT
bracis-19089	151	1	in	in	ADP
bracis-19089	151	2	total	total	ADJ
bracis-19089	151	3	,	,	PUNCT
bracis-19089	151	4	4	4	NUM
bracis-19089	151	5	models	model	NOUN
bracis-19089	151	6	were	be	AUX
bracis-19089	151	7	trained	train	VERB
bracis-19089	151	8	using	use	VERB
bracis-19089	151	9	the	the	DET
bracis-19089	151	10	bert	bert	PROPN
bracis-19089	151	11	approach	approach	NOUN
bracis-19089	151	12	:	:	PUNCT
bracis-19089	151	13	bertimbau	bertimbau	NOUN
bracis-19089	151	14	in	in	ADP
bracis-19089	151	15	seed1	seed1	NOUN
bracis-19089	151	16	,	,	PUNCT
bracis-19089	151	17	bertimbau	bertimbau	NOUN
bracis-19089	151	18	in	in	ADP
bracis-19089	151	19	seed2	seed2	NOUN
bracis-19089	151	20	,	,	PUNCT
bracis-19089	151	21	bertimbau	bertimbau	NOUN
bracis-19089	151	22	-	-	PUNCT
bracis-19089	151	23	harem	harem	PROPN
bracis-19089	151	24	in	in	ADP
bracis-19089	151	25	seed1	seed1	NOUN
bracis-19089	151	26	and	and	CCONJ
bracis-19089	151	27	bertimbau	bertimbau	NOUN
bracis-19089	151	28	-	-	PUNCT
bracis-19089	151	29	harem	harem	PROPN
bracis-19089	151	30	in	in	ADP
bracis-19089	151	31	seed2	seed2	NOUN
bracis-19089	151	32	.	.	PUNCT
bracis-19089	152	1	for	for	ADP
bracis-19089	152	2	both	both	DET
bracis-19089	152	3	pre	pre	ADJ
bracis-19089	152	4	-	-	ADJ
bracis-19089	152	5	trained	train	VERB
bracis-19089	152	6	bert	bert	NOUN
bracis-19089	152	7	models	model	NOUN
bracis-19089	152	8	,	,	PUNCT
bracis-19089	152	9	the	the	DET
bracis-19089	152	10	hyperparameters	hyperparameter	NOUN
bracis-19089	152	11	used	use	VERB
bracis-19089	152	12	were	be	AUX
bracis-19089	152	13	the	the	DET
bracis-19089	152	14	default	default	NOUN
bracis-19089	152	15	values	value	NOUN
bracis-19089	152	16	.	.	PUNCT
bracis-19089	153	1	mitie	mitie	PROPN
bracis-19089	153	2	.	.	PUNCT
bracis-19089	154	1	(	(	PUNCT
bracis-19089	154	2	mit	mit	VERB
bracis-19089	154	3	information	information	NOUN
bracis-19089	154	4	extraction	extraction	NOUN
bracis-19089	154	5	)	)	PUNCT
bracis-19089	154	6	frameworkfootnote	frameworkfootnote	VERB
bracis-19089	154	7	19	19	NUM
bracis-19089	155	1	[	[	SYM
bracis-19089	155	2	9	9	NUM
bracis-19089	155	3	]	]	PUNCT
bracis-19089	155	4	was	be	AUX
bracis-19089	155	5	designed	design	VERB
bracis-19089	155	6	to	to	PART
bracis-19089	155	7	be	be	AUX
bracis-19089	155	8	a	a	DET
bracis-19089	155	9	simple	simple	ADJ
bracis-19089	155	10	,	,	PUNCT
bracis-19089	155	11	easy	easy	ADJ
bracis-19089	155	12	and	and	CCONJ
bracis-19089	155	13	intuitive	intuitive	ADJ
bracis-19089	155	14	tool	tool	NOUN
bracis-19089	155	15	with	with	ADP
bracis-19089	155	16	no	no	DET
bracis-19089	155	17	parameters	parameter	NOUN
bracis-19089	155	18	.	.	PUNCT
bracis-19089	156	1	the	the	DET
bracis-19089	156	2	current	current	ADJ
bracis-19089	156	3	version	version	NOUN
bracis-19089	156	4	of	of	ADP
bracis-19089	156	5	mitie	mitie	NOUN
bracis-19089	156	6	includes	include	VERB
bracis-19089	156	7	tools	tool	NOUN
bracis-19089	156	8	for	for	ADP
bracis-19089	156	9	performing	perform	VERB
bracis-19089	156	10	ner	ner	NOUN
bracis-19089	156	11	,	,	PUNCT
bracis-19089	156	12	binary	binary	ADJ
bracis-19089	156	13	relationship	relationship	NOUN
bracis-19089	156	14	extraction	extraction	NOUN
bracis-19089	156	15	,	,	PUNCT
bracis-19089	156	16	as	as	ADV
bracis-19089	156	17	well	well	ADV
bracis-19089	156	18	as	as	ADP
bracis-19089	156	19	tools	tool	NOUN
bracis-19089	156	20	for	for	ADP
bracis-19089	156	21	training	train	VERB
bracis-19089	156	22	custom	custom	NOUN
bracis-19089	156	23	models	model	NOUN
bracis-19089	156	24	.	.	PUNCT
bracis-19089	157	1	the	the	DET
bracis-19089	157	2	mitie	mitie	PROPN
bracis-19089	157	3	ner	ner	PROPN
bracis-19089	157	4	model	model	NOUN
bracis-19089	157	5	uses	use	VERB
bracis-19089	157	6	the	the	DET
bracis-19089	157	7	wordrep	wordrep	NOUN
bracis-19089	157	8	benchmark	benchmark	NOUN
bracis-19089	157	9	for	for	ADP
bracis-19089	157	10	building	build	VERB
bracis-19089	157	11	word	word	NOUN
bracis-19089	157	12	representations	representation	NOUN
bracis-19089	157	13	(	(	PUNCT
bracis-19089	157	14	word	word	NOUN
bracis-19089	157	15	embeddings	embedding	NOUN
bracis-19089	157	16	)	)	PUNCT
bracis-19089	157	17	,	,	PUNCT
bracis-19089	157	18	word	word	NOUN
bracis-19089	157	19	morphology	morphology	NOUN
bracis-19089	157	20	and	and	CCONJ
bracis-19089	157	21	traditional	traditional	ADJ
bracis-19089	157	22	machine	machine	NOUN
bracis-19089	157	23	learning	learn	VERB
bracis-19089	157	24	algorithms	algorithm	NOUN
bracis-19089	157	25	such	such	ADJ
bracis-19089	157	26	as	as	ADP
bracis-19089	157	27	structural	structural	ADJ
bracis-19089	157	28	support	support	NOUN
bracis-19089	157	29	vector	vector	NOUN
bracis-19089	157	30	machines	machine	NOUN
bracis-19089	157	31	[	[	X
bracis-19089	157	32	8	8	NUM
bracis-19089	157	33	]	]	PUNCT
bracis-19089	157	34	.	.	PUNCT
bracis-19089	158	1	mitie	mitie	PROPN
bracis-19089	158	2	comes	come	VERB
bracis-19089	158	3	with	with	ADP
bracis-19089	158	4	some	some	DET
bracis-19089	158	5	previously	previously	ADV
bracis-19089	158	6	generated	generate	VERB
bracis-19089	158	7	word	word	NOUN
bracis-19089	158	8	embeddings	embedding	NOUN
bracis-19089	158	9	for	for	ADP
bracis-19089	158	10	english	english	PROPN
bracis-19089	158	11	,	,	PUNCT
bracis-19089	158	12	spanish	spanish	ADJ
bracis-19089	158	13	and	and	CCONJ
bracis-19089	158	14	german	german	ADJ
bracis-19089	158	15	.	.	PUNCT
bracis-19089	159	1	in	in	ADP
bracis-19089	159	2	our	our	PRON
bracis-19089	159	3	experiments	experiment	NOUN
bracis-19089	159	4	we	we	PRON
bracis-19089	159	5	generated	generate	VERB
bracis-19089	159	6	new	new	ADJ
bracis-19089	159	7	word	word	NOUN
bracis-19089	159	8	embeddings	embedding	NOUN
bracis-19089	159	9	,	,	PUNCT
bracis-19089	159	10	using	use	VERB
bracis-19089	159	11	wordrep	wordrep	NOUN
bracis-19089	159	12	,	,	PUNCT
bracis-19089	159	13	which	which	PRON
bracis-19089	159	14	is	be	AUX
bracis-19089	159	15	publicly	publicly	ADV
bracis-19089	159	16	available	available	ADJ
bracis-19089	159	17	in	in	ADP
bracis-19089	159	18	the	the	DET
bracis-19089	159	19	mitie	mitie	NOUN
bracis-19089	159	20	repository	repository	NOUN
bracis-19089	159	21	[	[	X
bracis-19089	159	22	2	2	NUM
bracis-19089	159	23	]	]	PUNCT
bracis-19089	159	24	.	.	PUNCT
bracis-19089	160	1	we	we	PRON
bracis-19089	160	2	used	use	VERB
bracis-19089	160	3	a	a	DET
bracis-19089	160	4	dataset	dataset	NOUN
bracis-19089	160	5	containing	contain	VERB
bracis-19089	160	6	around	around	ADV
bracis-19089	160	7	7	7	NUM
bracis-19089	160	8	thousand	thousand	NUM
bracis-19089	160	9	titles	title	NOUN
bracis-19089	160	10	from	from	ADP
bracis-19089	160	11	the	the	DET
bracis-19089	160	12	smartphone	smartphone	NOUN
bracis-19089	160	13	category	category	NOUN
bracis-19089	160	14	.	.	PUNCT
bracis-19089	161	1	this	this	DET
bracis-19089	161	2	word	word	NOUN
bracis-19089	161	3	representation	representation	NOUN
bracis-19089	161	4	was	be	AUX
bracis-19089	161	5	called	call	VERB
bracis-19089	161	6	celular	celular	NOUN
bracis-19089	161	7	.	.	PUNCT
bracis-19089	162	1	the	the	DET
bracis-19089	162	2	same	same	ADJ
bracis-19089	162	3	seeds	seed	NOUN
bracis-19089	162	4	(	(	PUNCT
bracis-19089	162	5	seed1	seed1	NOUN
bracis-19089	162	6	and	and	CCONJ
bracis-19089	162	7	seed2	seed2	NOUN
bracis-19089	162	8	)	)	PUNCT
bracis-19089	162	9	used	use	VERB
bracis-19089	162	10	for	for	ADP
bracis-19089	162	11	training	train	VERB
bracis-19089	162	12	bert	bert	PROPN
bracis-19089	162	13	ner	ner	NOUN
bracis-19089	162	14	models	model	NOUN
bracis-19089	162	15	were	be	AUX
bracis-19089	162	16	also	also	ADV
bracis-19089	162	17	used	use	VERB
bracis-19089	162	18	for	for	ADP
bracis-19089	162	19	training	training	NOUN
bracis-19089	162	20	mitie	mitie	NOUN
bracis-19089	162	21	ner	ner	NOUN
bracis-19089	162	22	models	model	NOUN
bracis-19089	162	23	with	with	ADP
bracis-19089	162	24	one	one	NUM
bracis-19089	162	25	difference	difference	NOUN
bracis-19089	162	26	:	:	PUNCT
bracis-19089	162	27	mitie	mitie	PROPN
bracis-19089	162	28	does	do	AUX
bracis-19089	162	29	not	not	PART
bracis-19089	162	30	explicitly	explicitly	ADV
bracis-19089	162	31	use	use	VERB
bracis-19089	162	32	a	a	DET
bracis-19089	162	33	validation	validation	NOUN
bracis-19089	162	34	set	set	NOUN
bracis-19089	162	35	.	.	PUNCT
bracis-19089	163	1	thus	thus	ADV
bracis-19089	163	2	,	,	PUNCT
bracis-19089	163	3	the	the	DET
bracis-19089	163	4	seeds	seed	NOUN
bracis-19089	163	5	were	be	AUX
bracis-19089	163	6	divided	divide	VERB
bracis-19089	163	7	only	only	ADV
bracis-19089	163	8	into	into	ADP
bracis-19089	163	9	training	training	NOUN
bracis-19089	163	10	and	and	CCONJ
bracis-19089	163	11	test	test	NOUN
bracis-19089	163	12	,	,	PUNCT
bracis-19089	163	13	following	follow	VERB
bracis-19089	163	14	the	the	DET
bracis-19089	163	15	proportion	proportion	NOUN
bracis-19089	163	16	of	of	ADP
bracis-19089	163	17	75	75	NUM
bracis-19089	163	18	%	%	NOUN
bracis-19089	163	19	for	for	ADP
bracis-19089	163	20	training	training	NOUN
bracis-19089	163	21	and	and	CCONJ
bracis-19089	163	22	25	25	NUM
bracis-19089	163	23	%	%	NOUN
bracis-19089	163	24	for	for	ADP
bracis-19089	163	25	testing	testing	NOUN
bracis-19089	163	26	.	.	PUNCT
bracis-19089	164	1	in	in	ADP
bracis-19089	164	2	this	this	DET
bracis-19089	164	3	way	way	NOUN
bracis-19089	164	4	,	,	PUNCT
bracis-19089	164	5	the	the	DET
bracis-19089	164	6	training	training	NOUN
bracis-19089	164	7	instances	instance	NOUN
bracis-19089	164	8	of	of	ADP
bracis-19089	164	9	mitie	mitie	NOUN
bracis-19089	164	10	correspond	correspond	NOUN
bracis-19089	164	11	to	to	ADP
bracis-19089	164	12	the	the	DET
bracis-19089	164	13	training	training	NOUN
bracis-19089	164	14	and	and	CCONJ
bracis-19089	164	15	the	the	DET
bracis-19089	164	16	validation	validation	NOUN
bracis-19089	164	17	instances	instance	NOUN
bracis-19089	164	18	used	use	VERB
bracis-19089	164	19	by	by	ADP
bracis-19089	164	20	bert	bert	PROPN
bracis-19089	164	21	,	,	PUNCT
bracis-19089	164	22	and	and	CCONJ
bracis-19089	164	23	the	the	DET
bracis-19089	164	24	test	test	NOUN
bracis-19089	164	25	cases	case	NOUN
bracis-19089	164	26	are	be	AUX
bracis-19089	164	27	the	the	DET
bracis-19089	164	28	same	same	ADJ
bracis-19089	164	29	for	for	ADP
bracis-19089	164	30	both	both	DET
bracis-19089	164	31	models	model	NOUN
bracis-19089	164	32	.	.	PUNCT
bracis-19089	165	1	in	in	ADP
bracis-19089	165	2	addition	addition	NOUN
bracis-19089	165	3	to	to	ADP
bracis-19089	165	4	the	the	DET
bracis-19089	165	5	celular	celular	ADJ
bracis-19089	165	6	word	word	NOUN
bracis-19089	165	7	representation	representation	NOUN
bracis-19089	165	8	created	create	VERB
bracis-19089	165	9	in	in	ADP
bracis-19089	165	10	this	this	DET
bracis-19089	165	11	work	work	NOUN
bracis-19089	165	12	,	,	PUNCT
bracis-19089	165	13	existing	exist	VERB
bracis-19089	165	14	ones	one	NOUN
bracis-19089	165	15	for	for	ADP
bracis-19089	165	16	english	english	PROPN
bracis-19089	165	17	(	(	PUNCT
bracis-19089	165	18	english	english	PROPN
bracis-19089	165	19	)	)	PUNCT
bracis-19089	165	20	and	and	CCONJ
bracis-19089	165	21	spanish	spanish	ADJ
bracis-19089	165	22	(	(	PUNCT
bracis-19089	165	23	spanish	spanish	ADJ
bracis-19089	165	24	)	)	PUNCT
bracis-19089	165	25	available	available	ADJ
bracis-19089	165	26	with	with	ADP
bracis-19089	165	27	mitie	mitie	PROPN
bracis-19089	165	28	were	be	AUX
bracis-19089	165	29	also	also	ADV
bracis-19089	165	30	used	use	VERB
bracis-19089	165	31	.	.	PUNCT
bracis-19089	166	1	we	we	PRON
bracis-19089	166	2	also	also	ADV
bracis-19089	166	3	generated	generate	VERB
bracis-19089	166	4	a	a	DET
bracis-19089	166	5	huge	huge	ADJ
bracis-19089	166	6	word	word	NOUN
bracis-19089	166	7	representation	representation	NOUN
bracis-19089	166	8	from	from	ADP
bracis-19089	166	9	7.5	7.5	NUM
bracis-19089	166	10	million	million	NUM
bracis-19089	166	11	titles	title	NOUN
bracis-19089	166	12	for	for	ADP
bracis-19089	166	13	products	product	NOUN
bracis-19089	166	14	from	from	ADP
bracis-19089	166	15	diverse	diverse	ADJ
bracis-19089	166	16	categories	category	NOUN
bracis-19089	166	17	(	(	PUNCT
bracis-19089	166	18	not	not	PART
bracis-19089	166	19	only	only	ADV
bracis-19089	166	20	smarthphone	smarthphone	NOUN
bracis-19089	166	21	)	)	PUNCT
bracis-19089	166	22	.	.	PUNCT
bracis-19089	167	1	this	this	DET
bracis-19089	167	2	representation	representation	NOUN
bracis-19089	167	3	was	be	AUX
bracis-19089	167	4	called	call	VERB
bracis-19089	167	5	all	all	PRON
bracis-19089	167	6	.	.	PUNCT
bracis-19089	168	1	finally	finally	ADV
bracis-19089	168	2	,	,	PUNCT
bracis-19089	168	3	we	we	PRON
bracis-19089	168	4	also	also	ADV
bracis-19089	168	5	generated	generate	VERB
bracis-19089	168	6	two	two	NUM
bracis-19089	168	7	versions	version	NOUN
bracis-19089	168	8	of	of	ADP
bracis-19089	168	9	the	the	DET
bracis-19089	168	10	celular	celular	ADJ
bracis-19089	168	11	word	word	NOUN
bracis-19089	168	12	representation	representation	NOUN
bracis-19089	168	13	removing	remove	VERB
bracis-19089	168	14	the	the	DET
bracis-19089	168	15	titles	title	NOUN
bracis-19089	168	16	from	from	ADP
bracis-19089	168	17	seed1	seed1	NOUN
bracis-19089	168	18	(	(	PUNCT
bracis-19089	168	19	cel	cel	PROPN
bracis-19089	168	20	-	-	NOUN
bracis-19089	168	21	seed1	seed1	NOUN
bracis-19089	168	22	)	)	PUNCT
bracis-19089	168	23	and	and	CCONJ
bracis-19089	168	24	seed2	seed2	NOUN
bracis-19089	168	25	(	(	PUNCT
bracis-19089	168	26	cel	cel	PROPN
bracis-19089	168	27	-	-	NOUN
bracis-19089	168	28	seed2	seed2	NOUN
bracis-19089	168	29	)	)	PUNCT
bracis-19089	168	30	.	.	PUNCT
bracis-19089	169	1	ergo	ergo	NOUN
bracis-19089	169	2	,	,	PUNCT
bracis-19089	169	3	ten	ten	NUM
bracis-19089	169	4	different	different	ADJ
bracis-19089	169	5	models	model	NOUN
bracis-19089	169	6	were	be	AUX
bracis-19089	169	7	trained	train	VERB
bracis-19089	169	8	in	in	ADP
bracis-19089	169	9	 	 	SPACE
bracis-19089	169	10	total	total	NOUN
bracis-19089	169	11	using	use	VERB
bracis-19089	169	12	these	these	DET
bracis-19089	169	13	6	6	NUM
bracis-19089	169	14	word	word	NOUN
bracis-19089	169	15	representations	representation	NOUN
bracis-19089	169	16	.	.	PUNCT
bracis-19089	170	1	4.3	4.3	NUM
bracis-19089	170	2	results	result	NOUN
bracis-19089	170	3	in	in	ADP
bracis-19089	170	4	this	this	DET
bracis-19089	170	5	section	section	NOUN
bracis-19089	170	6	we	we	PRON
bracis-19089	170	7	present	present	VERB
bracis-19089	170	8	the	the	DET
bracis-19089	170	9	results	result	NOUN
bracis-19089	170	10	for	for	ADP
bracis-19089	170	11	bert	bert	NOUN
bracis-19089	170	12	and	and	CCONJ
bracis-19089	170	13	mitie	mitie	VERB
bracis-19089	170	14	separately	separately	ADV
bracis-19089	170	15	,	,	PUNCT
bracis-19089	170	16	then	then	ADV
bracis-19089	170	17	a	a	DET
bracis-19089	170	18	comparison	comparison	NOUN
bracis-19089	170	19	of	of	ADP
bracis-19089	170	20	both	both	DET
bracis-19089	170	21	approaches	approach	NOUN
bracis-19089	170	22	will	will	AUX
bracis-19089	170	23	be	be	AUX
bracis-19089	170	24	made	make	VERB
bracis-19089	170	25	in	in	ADP
bracis-19089	170	26	the	the	DET
bracis-19089	170	27	next	next	ADJ
bracis-19089	170	28	section	section	NOUN
bracis-19089	170	29	by	by	ADP
bracis-19089	170	30	drawing	draw	VERB
bracis-19089	170	31	some	some	DET
bracis-19089	170	32	conclusions	conclusion	NOUN
bracis-19089	170	33	about	about	ADP
bracis-19089	170	34	their	their	PRON
bracis-19089	170	35	performances	performance	NOUN
bracis-19089	170	36	on	on	ADP
bracis-19089	170	37	solving	solve	VERB
bracis-19089	170	38	the	the	DET
bracis-19089	170	39	investigated	investigated	ADJ
bracis-19089	170	40	problem	problem	NOUN
bracis-19089	170	41	.	.	PUNCT
bracis-19089	171	1	bert	bert	PROPN
bracis-19089	171	2	results	result	NOUN
bracis-19089	171	3	.	.	PUNCT
bracis-19089	172	1	as	as	SCONJ
bracis-19089	172	2	described	describe	VERB
bracis-19089	172	3	in	in	ADP
bracis-19089	172	4	sect	sect	NOUN
bracis-19089	172	5	.	.	PUNCT
bracis-19089	172	6	 	 	SPACE
bracis-19089	173	1	4.2	4.2	NUM
bracis-19089	173	2	,	,	PUNCT
bracis-19089	173	3	two	two	NUM
bracis-19089	173	4	bert	bert	NOUN
bracis-19089	173	5	models	model	NOUN
bracis-19089	173	6	were	be	AUX
bracis-19089	173	7	fine	fine	ADV
bracis-19089	173	8	-	-	PUNCT
bracis-19089	173	9	tuned	tune	VERB
bracis-19089	173	10	for	for	ADP
bracis-19089	173	11	ner	ner	NOUN
bracis-19089	173	12	(	(	PUNCT
bracis-19089	173	13	attribute	attribute	NOUN
bracis-19089	173	14	extraction	extraction	NOUN
bracis-19089	173	15	)	)	PUNCT
bracis-19089	173	16	in	in	ADP
bracis-19089	173	17	product	product	NOUN
bracis-19089	173	18	titles	title	NOUN
bracis-19089	173	19	:	:	PUNCT
bracis-19089	173	20	the	the	DET
bracis-19089	173	21	original	original	ADJ
bracis-19089	173	22	bertimbau	bertimbau	NOUN
bracis-19089	173	23	(	(	PUNCT
bracis-19089	173	24	bertimbau	bertimbau	NOUN
bracis-19089	173	25	)	)	PUNCT
bracis-19089	173	26	and	and	CCONJ
bracis-19089	173	27	the	the	DET
bracis-19089	173	28	bertimbau	bertimbau	NOUN
bracis-19089	173	29	trained	train	VERB
bracis-19089	173	30	for	for	ADP
bracis-19089	173	31	ner	ner	NOUN
bracis-19089	173	32	with	with	ADP
bracis-19089	173	33	the	the	DET
bracis-19089	173	34	harem	harem	PROPN
bracis-19089	173	35	dataset	dataset	NOUN
bracis-19089	173	36	and	and	CCONJ
bracis-19089	173	37	a	a	DET
bracis-19089	173	38	crf	crf	NOUN
bracis-19089	173	39	layer	layer	NOUN
bracis-19089	173	40	(	(	PUNCT
bracis-19089	173	41	bertimbau	bertimbau	NOUN
bracis-19089	173	42	-	-	PUNCT
bracis-19089	173	43	harem	harem	ADJ
bracis-19089	173	44	)	)	PUNCT
bracis-19089	173	45	.	.	PUNCT
bracis-19089	174	1	table	table	NOUN
bracis-19089	174	2	 	 	SPACE
bracis-19089	174	3	2	2	NUM
bracis-19089	174	4	shows	show	VERB
bracis-19089	174	5	that	that	SCONJ
bracis-19089	174	6	the	the	DET
bracis-19089	174	7	bert	bert	PROPN
bracis-19089	174	8	models	model	NOUN
bracis-19089	174	9	present	present	ADJ
bracis-19089	174	10	f1	f1	NOUN
bracis-19089	174	11	scores	score	NOUN
bracis-19089	174	12	of	of	ADP
bracis-19089	174	13	around	around	ADP
bracis-19089	174	14	94–95	94–95	NUM
bracis-19089	174	15	%	%	NOUN
bracis-19089	174	16	,	,	PUNCT
bracis-19089	174	17	proving	prove	VERB
bracis-19089	174	18	to	to	PART
bracis-19089	174	19	be	be	AUX
bracis-19089	174	20	very	very	ADV
bracis-19089	174	21	robust	robust	ADJ
bracis-19089	174	22	independently	independently	ADV
bracis-19089	174	23	of	of	ADP
bracis-19089	174	24	the	the	DET
bracis-19089	174	25	random	random	ADJ
bracis-19089	174	26	seed	seed	NOUN
bracis-19089	174	27	,	,	PUNCT
bracis-19089	174	28	indicating	indicate	VERB
bracis-19089	174	29	the	the	DET
bracis-19089	174	30	absence	absence	NOUN
bracis-19089	174	31	of	of	ADP
bracis-19089	174	32	overfitting	overfitte	VERB
bracis-19089	174	33	.	.	PUNCT
bracis-19089	175	1	table	table	NOUN
bracis-19089	175	2	2	2	NUM
bracis-19089	175	3	.	.	PUNCT
bracis-19089	176	1	f1	f1	NOUN
bracis-19089	176	2	scores	score	NOUN
bracis-19089	176	3	for	for	ADP
bracis-19089	176	4	bert	bert	NOUN
bracis-19089	176	5	models	model	NOUN
bracis-19089	176	6	in	in	ADP
bracis-19089	176	7	test	test	NOUN
bracis-19089	176	8	setfull	setfull	ADJ
bracis-19089	176	9	size	size	NOUN
bracis-19089	176	10	table	table	NOUN
bracis-19089	176	11	it	it	PRON
bracis-19089	176	12	is	be	AUX
bracis-19089	176	13	interesting	interesting	ADJ
bracis-19089	176	14	to	to	PART
bracis-19089	176	15	notice	notice	VERB
bracis-19089	176	16	that	that	SCONJ
bracis-19089	176	17	,	,	PUNCT
bracis-19089	176	18	although	although	SCONJ
bracis-19089	176	19	by	by	ADP
bracis-19089	176	20	a	a	DET
bracis-19089	176	21	little	little	ADJ
bracis-19089	176	22	difference	difference	NOUN
bracis-19089	176	23	,	,	PUNCT
bracis-19089	176	24	the	the	DET
bracis-19089	176	25	model	model	NOUN
bracis-19089	176	26	fine	fine	ADV
bracis-19089	176	27	-	-	PUNCT
bracis-19089	176	28	tuned	tune	VERB
bracis-19089	176	29	from	from	ADP
bracis-19089	176	30	the	the	DET
bracis-19089	176	31	bertimbau	bertimbau	NOUN
bracis-19089	176	32	-	-	PUNCT
bracis-19089	176	33	base	base	NOUN
bracis-19089	176	34	performed	perform	VERB
bracis-19089	176	35	better	well	ADV
bracis-19089	176	36	than	than	ADP
bracis-19089	176	37	the	the	DET
bracis-19089	176	38	one	one	NUM
bracis-19089	176	39	fine	fine	ADV
bracis-19089	176	40	-	-	PUNCT
bracis-19089	176	41	tuned	tune	VERB
bracis-19089	176	42	from	from	ADP
bracis-19089	176	43	a	a	DET
bracis-19089	176	44	version	version	NOUN
bracis-19089	176	45	trained	train	VERB
bracis-19089	176	46	for	for	ADP
bracis-19089	176	47	ner	ner	NOUN
bracis-19089	176	48	in	in	ADP
bracis-19089	176	49	harem	harem	PROPN
bracis-19089	176	50	dataset	dataset	PROPN
bracis-19089	176	51	.	.	PUNCT
bracis-19089	177	1	table	table	NOUN
bracis-19089	177	2	 	 	SPACE
bracis-19089	177	3	3	3	NUM
bracis-19089	177	4	provides	provide	VERB
bracis-19089	177	5	the	the	DET
bracis-19089	177	6	detailed	detailed	ADJ
bracis-19089	177	7	results	result	NOUN
bracis-19089	177	8	for	for	ADP
bracis-19089	177	9	the	the	DET
bracis-19089	177	10	best	good	ADJ
bracis-19089	177	11	scenario	scenario	NOUN
bracis-19089	177	12	:	:	PUNCT
bracis-19089	177	13	the	the	DET
bracis-19089	177	14	bertimbau	bertimbau	ADJ
bracis-19089	177	15	model	model	NOUN
bracis-19089	177	16	in	in	ADP
bracis-19089	177	17	the	the	DET
bracis-19089	177	18	test	test	NOUN
bracis-19089	177	19	set	set	NOUN
bracis-19089	177	20	of	of	ADP
bracis-19089	177	21	seed2	seed2	NOUN
bracis-19089	177	22	.	.	PUNCT
bracis-19089	178	1	the	the	DET
bracis-19089	178	2	“	"	PUNCT
bracis-19089	178	3	support	support	NOUN
bracis-19089	178	4	”	"	PUNCT
bracis-19089	178	5	column	column	NOUN
bracis-19089	178	6	indicates	indicate	VERB
bracis-19089	178	7	the	the	DET
bracis-19089	178	8	amount	amount	NOUN
bracis-19089	178	9	of	of	ADP
bracis-19089	178	10	evaluated	evaluated	ADJ
bracis-19089	178	11	instances	instance	NOUN
bracis-19089	178	12	in	in	ADP
bracis-19089	178	13	each	each	DET
bracis-19089	178	14	class	class	NOUN
bracis-19089	178	15	.	.	PUNCT
bracis-19089	179	1	the	the	DET
bracis-19089	179	2	classes	class	NOUN
bracis-19089	179	3	with	with	ADP
bracis-19089	179	4	the	the	DET
bracis-19089	179	5	worst	bad	ADJ
bracis-19089	179	6	f1	f1	NOUN
bracis-19089	179	7	scores	score	NOUN
bracis-19089	179	8	were	be	AUX
bracis-19089	179	9	model	model	NOUN
bracis-19089	179	10	and	and	CCONJ
bracis-19089	179	11	processor	processor	NOUN
bracis-19089	179	12	.	.	PUNCT
bracis-19089	180	1	the	the	DET
bracis-19089	180	2	former	former	ADJ
bracis-19089	180	3	one	one	NOUN
bracis-19089	180	4	,	,	PUNCT
bracis-19089	180	5	probably	probably	ADV
bracis-19089	180	6	due	due	ADJ
bracis-19089	180	7	to	to	ADP
bracis-19089	180	8	labelling	label	VERB
bracis-19089	180	9	errors	error	NOUN
bracis-19089	180	10	for	for	ADP
bracis-19089	180	11	the	the	DET
bracis-19089	180	12	boundaries	boundary	NOUN
bracis-19089	180	13	of	of	ADP
bracis-19089	180	14	the	the	DET
bracis-19089	180	15	entity	entity	NOUN
bracis-19089	180	16	and	and	CCONJ
bracis-19089	180	17	the	the	DET
bracis-19089	180	18	latter	latter	ADJ
bracis-19089	180	19	one	one	NOUN
bracis-19089	180	20	maybe	maybe	ADV
bracis-19089	180	21	due	due	ADP
bracis-19089	180	22	to	to	ADP
bracis-19089	180	23	the	the	DET
bracis-19089	180	24	small	small	ADJ
bracis-19089	180	25	amount	amount	NOUN
bracis-19089	180	26	of	of	ADP
bracis-19089	180	27	training	training	NOUN
bracis-19089	180	28	instances	instance	NOUN
bracis-19089	180	29	(	(	PUNCT
bracis-19089	180	30	less	less	ADJ
bracis-19089	180	31	than	than	ADP
bracis-19089	180	32	40	40	NUM
bracis-19089	180	33	)	)	PUNCT
bracis-19089	180	34	.	.	PUNCT
bracis-19089	181	1	mitie	mitie	PROPN
bracis-19089	181	2	results	result	NOUN
bracis-19089	181	3	.	.	PUNCT
bracis-19089	182	1	as	as	SCONJ
bracis-19089	182	2	described	describe	VERB
bracis-19089	182	3	in	in	ADP
bracis-19089	182	4	sect	sect	NOUN
bracis-19089	182	5	.	.	PUNCT
bracis-19089	182	6	 	 	SPACE
bracis-19089	183	1	4.2	4.2	NUM
bracis-19089	183	2	,	,	PUNCT
bracis-19089	183	3	ten	ten	NUM
bracis-19089	183	4	mitie	mitie	NOUN
bracis-19089	183	5	models	model	NOUN
bracis-19089	183	6	were	be	AUX
bracis-19089	183	7	trained	train	VERB
bracis-19089	183	8	using	use	VERB
bracis-19089	183	9	6	6	NUM
bracis-19089	183	10	different	different	ADJ
bracis-19089	183	11	word	word	NOUN
bracis-19089	183	12	representations	representation	NOUN
bracis-19089	183	13	:	:	PUNCT
bracis-19089	183	14	english	english	PROPN
bracis-19089	183	15	,	,	PUNCT
bracis-19089	183	16	spanish	spanish	ADJ
bracis-19089	183	17	,	,	PUNCT
bracis-19089	183	18	all	all	PRON
bracis-19089	183	19	,	,	PUNCT
bracis-19089	183	20	celular	celular	NOUN
bracis-19089	183	21	,	,	PUNCT
bracis-19089	183	22	cel	cel	PROPN
bracis-19089	183	23	/	/	SYM
bracis-19089	183	24	seed1	seed1	PROPN
bracis-19089	183	25	and	and	CCONJ
bracis-19089	183	26	cel	cel	PROPN
bracis-19089	183	27	/	/	SYM
bracis-19089	183	28	seed2	seed2	NOUN
bracis-19089	183	29	.	.	PUNCT
bracis-19089	184	1	table	table	NOUN
bracis-19089	184	2	 	 	SPACE
bracis-19089	184	3	4	4	NUM
bracis-19089	184	4	shows	show	VERB
bracis-19089	184	5	the	the	DET
bracis-19089	184	6	f1	f1	PROPN
bracis-19089	184	7	scores	score	NOUN
bracis-19089	184	8	for	for	ADP
bracis-19089	184	9	these	these	DET
bracis-19089	184	10	models	model	NOUN
bracis-19089	184	11	.	.	PUNCT
bracis-19089	185	1	table	table	NOUN
bracis-19089	185	2	3	3	NUM
bracis-19089	185	3	.	.	PUNCT
bracis-19089	185	4	detailed	detailed	ADJ
bracis-19089	185	5	evaluation	evaluation	NOUN
bracis-19089	185	6	of	of	ADP
bracis-19089	185	7	bertimbau	bertimbau	NOUN
bracis-19089	185	8	fine	fine	ADV
bracis-19089	185	9	-	-	PUNCT
bracis-19089	185	10	tuned	tune	VERB
bracis-19089	185	11	with	with	ADP
bracis-19089	185	12	seed2	seed2	NOUN
bracis-19089	185	13	in	in	ADP
bracis-19089	185	14	the	the	DET
bracis-19089	185	15	test	test	NOUN
bracis-19089	185	16	setfull	setfull	ADJ
bracis-19089	185	17	size	size	NOUN
bracis-19089	185	18	table	table	NOUN
bracis-19089	185	19	table	table	NOUN
bracis-19089	185	20	4	4	NUM
bracis-19089	185	21	.	.	PUNCT
bracis-19089	186	1	f1	f1	NOUN
bracis-19089	186	2	scores	score	NOUN
bracis-19089	186	3	for	for	ADP
bracis-19089	186	4	the	the	DET
bracis-19089	186	5	mitie	mitie	NOUN
bracis-19089	186	6	models	model	NOUN
bracis-19089	186	7	in	in	ADP
bracis-19089	186	8	test	test	NOUN
bracis-19089	186	9	setfull	setfull	ADJ
bracis-19089	186	10	size	size	NOUN
bracis-19089	186	11	table	table	NOUN
bracis-19089	186	12	from	from	ADP
bracis-19089	186	13	f1	f1	NOUN
bracis-19089	186	14	scores	score	NOUN
bracis-19089	186	15	we	we	PRON
bracis-19089	186	16	can	can	AUX
bracis-19089	186	17	see	see	VERB
bracis-19089	186	18	,	,	PUNCT
bracis-19089	186	19	again	again	ADV
bracis-19089	186	20	,	,	PUNCT
bracis-19089	186	21	that	that	SCONJ
bracis-19089	186	22	the	the	DET
bracis-19089	186	23	values	value	NOUN
bracis-19089	186	24	obtained	obtain	VERB
bracis-19089	186	25	for	for	ADP
bracis-19089	186	26	seed1	seed1	NOUN
bracis-19089	186	27	and	and	CCONJ
bracis-19089	186	28	seed2	seed2	NOUN
bracis-19089	186	29	are	be	AUX
bracis-19089	186	30	very	very	ADV
bracis-19089	186	31	close	close	ADJ
bracis-19089	186	32	–	–	PUNCT
bracis-19089	186	33	again	again	ADV
bracis-19089	186	34	around	around	ADP
bracis-19089	186	35	94–95	94–95	NUM
bracis-19089	186	36	%	%	NOUN
bracis-19089	186	37	.	.	PUNCT
bracis-19089	187	1	regarding	regard	VERB
bracis-19089	187	2	the	the	DET
bracis-19089	187	3	wordreps	wordrep	NOUN
bracis-19089	187	4	(	(	PUNCT
bracis-19089	187	5	word	word	NOUN
bracis-19089	187	6	embeddings	embedding	NOUN
bracis-19089	187	7	)	)	PUNCT
bracis-19089	187	8	,	,	PUNCT
bracis-19089	187	9	the	the	DET
bracis-19089	187	10	english	english	PROPN
bracis-19089	187	11	and	and	CCONJ
bracis-19089	187	12	celular	celular	NOUN
bracis-19089	187	13	were	be	AUX
bracis-19089	187	14	the	the	DET
bracis-19089	187	15	ones	one	NOUN
bracis-19089	187	16	with	with	ADP
bracis-19089	187	17	best	good	ADJ
bracis-19089	187	18	results	result	NOUN
bracis-19089	187	19	and	and	CCONJ
bracis-19089	187	20	removing	remove	VERB
bracis-19089	187	21	the	the	DET
bracis-19089	187	22	titles	title	NOUN
bracis-19089	187	23	from	from	ADP
bracis-19089	187	24	seed1	seed1	NOUN
bracis-19089	187	25	or	or	CCONJ
bracis-19089	187	26	seed2	seed2	NOUN
bracis-19089	187	27	did	do	AUX
bracis-19089	187	28	not	not	PART
bracis-19089	187	29	significantly	significantly	ADV
bracis-19089	187	30	impact	impact	VERB
bracis-19089	187	31	the	the	DET
bracis-19089	187	32	results	result	NOUN
bracis-19089	187	33	.	.	PUNCT
bracis-19089	188	1	thus	thus	ADV
bracis-19089	188	2	,	,	PUNCT
bracis-19089	188	3	it	it	PRON
bracis-19089	188	4	is	be	AUX
bracis-19089	188	5	possible	possible	ADJ
bracis-19089	188	6	to	to	PART
bracis-19089	188	7	conclude	conclude	VERB
bracis-19089	188	8	that	that	SCONJ
bracis-19089	188	9	having	have	VERB
bracis-19089	188	10	the	the	DET
bracis-19089	188	11	titles	title	NOUN
bracis-19089	188	12	used	use	VERB
bracis-19089	188	13	in	in	ADP
bracis-19089	188	14	training	training	NOUN
bracis-19089	188	15	for	for	ADP
bracis-19089	188	16	the	the	DET
bracis-19089	188	17	generation	generation	NOUN
bracis-19089	188	18	of	of	ADP
bracis-19089	188	19	the	the	DET
bracis-19089	188	20	word	word	NOUN
bracis-19089	188	21	representations	representation	NOUN
bracis-19089	188	22	did	do	AUX
bracis-19089	188	23	not	not	PART
bracis-19089	188	24	significantly	significantly	ADV
bracis-19089	188	25	bias	bias	VERB
bracis-19089	188	26	the	the	DET
bracis-19089	188	27	model	model	NOUN
bracis-19089	188	28	.	.	PUNCT
bracis-19089	189	1	therefore	therefore	ADV
bracis-19089	189	2	,	,	PUNCT
bracis-19089	189	3	the	the	DET
bracis-19089	189	4	model	model	NOUN
bracis-19089	189	5	trained	train	VERB
bracis-19089	189	6	with	with	ADP
bracis-19089	189	7	celular	celular	NOUN
bracis-19089	189	8	for	for	ADP
bracis-19089	189	9	seed2	seed2	NOUN
bracis-19089	189	10	was	be	AUX
bracis-19089	189	11	the	the	DET
bracis-19089	189	12	one	one	NOUN
bracis-19089	189	13	chosen	choose	VERB
bracis-19089	189	14	for	for	ADP
bracis-19089	189	15	further	further	ADJ
bracis-19089	189	16	analysis	analysis	NOUN
bracis-19089	189	17	.	.	PUNCT
bracis-19089	190	1	in	in	ADP
bracis-19089	190	2	order	order	NOUN
bracis-19089	190	3	to	to	PART
bracis-19089	190	4	do	do	AUX
bracis-19089	190	5	that	that	PRON
bracis-19089	190	6	,	,	PUNCT
bracis-19089	190	7	table	table	NOUN
bracis-19089	190	8	 	 	SPACE
bracis-19089	190	9	5	5	NUM
bracis-19089	190	10	presents	present	VERB
bracis-19089	190	11	the	the	DET
bracis-19089	190	12	detailed	detailed	ADJ
bracis-19089	190	13	results	result	NOUN
bracis-19089	190	14	for	for	ADP
bracis-19089	190	15	the	the	DET
bracis-19089	190	16	evaluation	evaluation	NOUN
bracis-19089	190	17	of	of	ADP
bracis-19089	190	18	the	the	DET
bracis-19089	190	19	mitie	mitie	NOUN
bracis-19089	190	20	model	model	NOUN
bracis-19089	190	21	trained	train	VERB
bracis-19089	190	22	with	with	ADP
bracis-19089	190	23	celular	celular	NOUN
bracis-19089	190	24	and	and	CCONJ
bracis-19089	190	25	seed2	seed2	NOUN
bracis-19089	190	26	in	in	ADP
bracis-19089	190	27	the	the	DET
bracis-19089	190	28	test	test	NOUN
bracis-19089	190	29	set	set	NOUN
bracis-19089	190	30	.	.	PUNCT
bracis-19089	191	1	it	it	PRON
bracis-19089	191	2	can	can	AUX
bracis-19089	191	3	be	be	AUX
bracis-19089	191	4	noticed	notice	VERB
bracis-19089	191	5	that	that	SCONJ
bracis-19089	191	6	,	,	PUNCT
bracis-19089	191	7	as	as	SCONJ
bracis-19089	191	8	happened	happen	VERB
bracis-19089	191	9	with	with	ADP
bracis-19089	191	10	the	the	DET
bracis-19089	191	11	bert	bert	PROPN
bracis-19089	191	12	models	model	NOUN
bracis-19089	191	13	,	,	PUNCT
bracis-19089	191	14	the	the	DET
bracis-19089	191	15	mitie	mitie	NOUN
bracis-19089	191	16	model	model	NOUN
bracis-19089	191	17	also	also	ADV
bracis-19089	191	18	performed	perform	VERB
bracis-19089	191	19	poorly	poorly	ADV
bracis-19089	191	20	in	in	ADP
bracis-19089	191	21	the	the	DET
bracis-19089	191	22	model	model	NOUN
bracis-19089	191	23	class	class	NOUN
bracis-19089	191	24	.	.	PUNCT
bracis-19089	192	1	again	again	ADV
bracis-19089	192	2	,	,	PUNCT
bracis-19089	192	3	we	we	PRON
bracis-19089	192	4	believe	believe	VERB
bracis-19089	192	5	that	that	SCONJ
bracis-19089	192	6	this	this	PRON
bracis-19089	192	7	is	be	AUX
bracis-19089	192	8	due	due	ADJ
bracis-19089	192	9	to	to	ADP
bracis-19089	192	10	entity	entity	NOUN
bracis-19089	192	11	labelling	labelling	NOUN
bracis-19089	192	12	errors	error	NOUN
bracis-19089	192	13	.	.	PUNCT
bracis-19089	193	1	example	example	NOUN
bracis-19089	193	2	.	.	PUNCT
bracis-19089	194	1	to	to	PART
bracis-19089	194	2	finish	finish	VERB
bracis-19089	194	3	our	our	PRON
bracis-19089	194	4	results	result	NOUN
bracis-19089	194	5	and	and	CCONJ
bracis-19089	194	6	discussion	discussion	NOUN
bracis-19089	194	7	section	section	NOUN
bracis-19089	194	8	,	,	PUNCT
bracis-19089	194	9	table	table	NOUN
bracis-19089	194	10	 	 	SPACE
bracis-19089	194	11	6	6	NUM
bracis-19089	194	12	shows	show	VERB
bracis-19089	194	13	the	the	DET
bracis-19089	194	14	mitie	mitie	NOUN
bracis-19089	194	15	’s	’s	PART
bracis-19089	194	16	predictions	prediction	NOUN
bracis-19089	194	17	output	output	NOUN
bracis-19089	194	18	by	by	ADP
bracis-19089	194	19	the	the	DET
bracis-19089	194	20	model	model	NOUN
bracis-19089	194	21	trained	train	VERB
bracis-19089	194	22	with	with	ADP
bracis-19089	194	23	celular	celular	NOUN
bracis-19089	194	24	and	and	CCONJ
bracis-19089	194	25	seed2	seed2	NOUN
bracis-19089	194	26	for	for	ADP
bracis-19089	194	27	the	the	DET
bracis-19089	194	28	three	three	NUM
bracis-19089	194	29	product	product	NOUN
bracis-19089	194	30	titles	title	NOUN
bracis-19089	194	31	:	:	PUNCT
bracis-19089	194	32	1	1	X
bracis-19089	194	33	.	.	X
bracis-19089	194	34	smartphone	smartphone	PROPN
bracis-19089	194	35	samsung	samsung	PROPN
bracis-19089	194	36	galaxy	galaxy	PROPN
bracis-19089	194	37	j6	j6	PROPN
bracis-19089	194	38	,	,	PUNCT
bracis-19089	194	39	32	32	NUM
bracis-19089	194	40	 	 	SPACE
bracis-19089	194	41	gb	gb	NOUN
bracis-19089	194	42	,	,	PUNCT
bracis-19089	194	43	dual	dual	ADJ
bracis-19089	194	44	chip	chip	NOUN
bracis-19089	194	45	,	,	PUNCT
bracis-19089	194	46	android	android	PROPN
bracis-19089	194	47	,	,	PUNCT
bracis-19089	194	48	tela	tela	PROPN
bracis-19089	194	49	5.6	5.6	NUM
bracis-19089	194	50	pol	pol	NOUN
bracis-19089	194	51	,	,	PUNCT
bracis-19089	194	52	octa	octa	PROPN
bracis-19089	194	53	core	core	PROPN
bracis-19089	194	54	,	,	PUNCT
bracis-19089	194	55	4	4	NUM
bracis-19089	194	56	g	g	NOUN
bracis-19089	194	57	,	,	PUNCT
bracis-19089	194	58	13mp	13mp	NUM
bracis-19089	194	59	,	,	PUNCT
bracis-19089	194	60	tv	tv	NOUN
bracis-19089	194	61	prat	prat	NOUN
bracis-19089	194	62	;	;	PUNCT
bracis-19089	194	63	2	2	X
bracis-19089	194	64	.	.	X
bracis-19089	194	65	iphone	iphone	NOUN
bracis-19089	194	66	7	7	NUM
bracis-19089	194	67	apple	apple	NOUN
bracis-19089	194	68	,	,	PUNCT
bracis-19089	194	69	ouro	ouro	PROPN
bracis-19089	194	70	rosa	rosa	PROPN
bracis-19089	194	71	,	,	PUNCT
bracis-19089	194	72	tela	tela	PROPN
bracis-19089	194	73	4.7\(^{\prime	4.7\(^{\prime	NOUN
bracis-19089	194	74	\prime	\prime	PROPN
bracis-19089	194	75	}	}	PUNCT
bracis-19089	194	76	\	\	PROPN
bracis-19089	194	77	)	)	PUNCT
bracis-19089	194	78	,	,	PUNCT
bracis-19089	194	79	4g+wifi	4g+wifi	PROPN
bracis-19089	194	80	,	,	PUNCT
bracis-19089	194	81	ios	ios	X
bracis-19089	194	82	11	11	NUM
bracis-19089	194	83	,	,	PUNCT
bracis-19089	194	84	12mp	12mp	NUM
bracis-19089	194	85	,	,	PUNCT
bracis-19089	194	86	32	32	NUM
bracis-19089	194	87	 	 	SPACE
bracis-19089	194	88	gb	gb	NOUN
bracis-19089	194	89	;	;	PUNCT
bracis-19089	194	90	3	3	X
bracis-19089	194	91	.	.	X
bracis-19089	194	92	celular	celular	VERB
bracis-19089	194	93	up	up	ADP
bracis-19089	194	94	3	3	NUM
bracis-19089	194	95	chip	chip	NOUN
bracis-19089	194	96	quad	quad	PRON
bracis-19089	194	97	cam	cam	VERB
bracis-19089	194	98	mp3	mp3	NOUN
bracis-19089	194	99	4	4	NUM
bracis-19089	194	100	fm	fm	NOUN
bracis-19089	194	101	preto	preto	VERB
bracis-19089	194	102	cinza	cinza	ADJ
bracis-19089	194	103	p3274	p3274	PROPN
bracis-19089	194	104	multilaser	multilaser	NOUN
bracis-19089	194	105	table	table	NOUN
bracis-19089	194	106	5	5	NUM
bracis-19089	194	107	.	.	PUNCT
bracis-19089	194	108	detailed	detailed	ADJ
bracis-19089	194	109	evaluation	evaluation	NOUN
bracis-19089	194	110	of	of	ADP
bracis-19089	194	111	the	the	DET
bracis-19089	194	112	mitie	mitie	NOUN
bracis-19089	194	113	using	use	VERB
bracis-19089	194	114	celular	celular	NOUN
bracis-19089	194	115	and	and	CCONJ
bracis-19089	194	116	seed2	seed2	NOUN
bracis-19089	194	117	in	in	ADP
bracis-19089	194	118	the	the	DET
bracis-19089	194	119	test	test	NOUN
bracis-19089	194	120	setfull	setfull	ADJ
bracis-19089	194	121	size	size	NOUN
bracis-19089	194	122	table	table	NOUN
bracis-19089	194	123	the	the	DET
bracis-19089	194	124	only	only	ADJ
bracis-19089	194	125	differences	difference	NOUN
bracis-19089	194	126	between	between	ADP
bracis-19089	194	127	bert	bert	PROPN
bracis-19089	194	128	and	and	CCONJ
bracis-19089	194	129	mitie	mitie	PROPN
bracis-19089	194	130	’s	’s	PART
bracis-19089	194	131	outputs	output	NOUN
bracis-19089	194	132	for	for	ADP
bracis-19089	194	133	these	these	DET
bracis-19089	194	134	examples	example	NOUN
bracis-19089	194	135	were	be	AUX
bracis-19089	194	136	:	:	PUNCT
bracis-19089	194	137	for	for	ADP
bracis-19089	194	138	title	title	NOUN
bracis-19089	194	139	1	1	NUM
bracis-19089	194	140	,	,	PUNCT
bracis-19089	194	141	bert	bert	PROPN
bracis-19089	194	142	did	do	AUX
bracis-19089	194	143	not	not	PART
bracis-19089	194	144	output	output	VERB
bracis-19089	194	145	a	a	DET
bracis-19089	194	146	value	value	NOUN
bracis-19089	194	147	for	for	ADP
bracis-19089	194	148	color	color	NOUN
bracis-19089	194	149	attribute	attribute	NOUN
bracis-19089	194	150	;	;	PUNCT
bracis-19089	194	151	for	for	ADP
bracis-19089	194	152	title	title	NOUN
bracis-19089	194	153	2	2	NUM
bracis-19089	194	154	,	,	PUNCT
bracis-19089	194	155	in	in	ADP
bracis-19089	194	156	the	the	DET
bracis-19089	194	157	internal	internal	ADJ
bracis-19089	194	158	memory	memory	NOUN
bracis-19089	194	159	,	,	PUNCT
bracis-19089	194	160	the	the	DET
bracis-19089	194	161	only	only	ADJ
bracis-19089	194	162	output	output	NOUN
bracis-19089	194	163	of	of	ADP
bracis-19089	194	164	bert	bert	PROPN
bracis-19089	194	165	was	be	AUX
bracis-19089	194	166	“	"	PUNCT
bracis-19089	194	167	32	32	NUM
bracis-19089	194	168	 	 	SPACE
bracis-19089	194	169	gb	gb	NOUN
bracis-19089	194	170	”	"	PUNCT
bracis-19089	194	171	and	and	CCONJ
bracis-19089	194	172	the	the	DET
bracis-19089	194	173	“	"	PUNCT
bracis-19089	194	174	ios	ios	PROPN
bracis-19089	194	175	11	11	NUM
bracis-19089	194	176	”	"	PUNCT
bracis-19089	194	177	was	be	AUX
bracis-19089	194	178	tagged	tag	VERB
bracis-19089	194	179	as	as	ADP
bracis-19089	194	180	operating	operating	NOUN
bracis-19089	194	181	system	system	NOUN
bracis-19089	194	182	.	.	PUNCT
bracis-19089	195	1	for	for	ADP
bracis-19089	195	2	title	title	NOUN
bracis-19089	195	3	3	3	NUM
bracis-19089	195	4	,	,	PUNCT
bracis-19089	195	5	“	"	PUNCT
bracis-19089	195	6	quad	quad	ADJ
bracis-19089	195	7	”	"	PUNCT
bracis-19089	195	8	token	token	PROPN
bracis-19089	195	9	was	be	AUX
bracis-19089	195	10	tagged	tag	VERB
bracis-19089	195	11	as	as	ADP
bracis-19089	195	12	brand	brand	NOUN
bracis-19089	195	13	,	,	PUNCT
bracis-19089	195	14	the	the	DET
bracis-19089	195	15	display	display	NOUN
bracis-19089	195	16	size	size	NOUN
bracis-19089	195	17	attribute	attribute	NOUN
bracis-19089	195	18	was	be	AUX
bracis-19089	195	19	left	leave	VERB
bracis-19089	195	20	empty	empty	ADJ
bracis-19089	195	21	,	,	PUNCT
bracis-19089	195	22	and	and	CCONJ
bracis-19089	195	23	the	the	DET
bracis-19089	195	24	model	model	NOUN
bracis-19089	195	25	attribute	attribute	NOUN
bracis-19089	195	26	values	value	NOUN
bracis-19089	195	27	were	be	AUX
bracis-19089	195	28	“	"	PUNCT
bracis-19089	195	29	up	up	ADV
bracis-19089	195	30	”	"	PUNCT
bracis-19089	195	31	and	and	CCONJ
bracis-19089	195	32	“	"	PUNCT
bracis-19089	195	33	p3274	p3274	PROPN
bracis-19089	195	34	”	"	PUNCT
bracis-19089	195	35	.	.	PUNCT
bracis-19089	196	1	table	table	NOUN
bracis-19089	196	2	6	6	NUM
bracis-19089	196	3	.	.	PUNCT
bracis-19089	197	1	examples	example	NOUN
bracis-19089	197	2	of	of	ADP
bracis-19089	197	3	mitie	mitie	PROPN
bracis-19089	197	4	’s	’s	PART
bracis-19089	197	5	predictions	prediction	NOUN
bracis-19089	197	6	using	use	VERB
bracis-19089	197	7	celular	celular	NOUN
bracis-19089	197	8	and	and	CCONJ
bracis-19089	197	9	seed2full	seed2full	NUM
bracis-19089	197	10	size	size	NOUN
bracis-19089	197	11	table	table	NOUN
bracis-19089	197	12	4.4	4.4	NUM
bracis-19089	197	13	comparison	comparison	NOUN
bracis-19089	197	14	between	between	ADP
bracis-19089	197	15	the	the	DET
bracis-19089	197	16	models	model	NOUN
bracis-19089	197	17	figure	figure	VERB
bracis-19089	197	18	 	 	SPACE
bracis-19089	197	19	2	2	NUM
bracis-19089	197	20	shows	show	VERB
bracis-19089	197	21	a	a	DET
bracis-19089	197	22	graph	graph	NOUN
bracis-19089	197	23	of	of	ADP
bracis-19089	197	24	f1	f1	NOUN
bracis-19089	197	25	scores	score	NOUN
bracis-19089	197	26	for	for	ADP
bracis-19089	197	27	the	the	DET
bracis-19089	197	28	best	good	ADJ
bracis-19089	197	29	bert	bert	NOUN
bracis-19089	197	30	(	(	PUNCT
bracis-19089	197	31	bertimbau	bertimbau	NOUN
bracis-19089	197	32	in	in	ADP
bracis-19089	197	33	seed2	seed2	NOUN
bracis-19089	197	34	)	)	PUNCT
bracis-19089	197	35	and	and	CCONJ
bracis-19089	197	36	mitie	mitie	NOUN
bracis-19089	197	37	(	(	PUNCT
bracis-19089	197	38	trained	train	VERB
bracis-19089	197	39	with	with	ADP
bracis-19089	197	40	celular	celular	NOUN
bracis-19089	197	41	and	and	CCONJ
bracis-19089	197	42	seed2	seed2	NOUN
bracis-19089	197	43	)	)	PUNCT
bracis-19089	197	44	models	model	NOUN
bracis-19089	197	45	.	.	PUNCT
bracis-19089	198	1	fig	fig	NOUN
bracis-19089	198	2	.	.	PUNCT
bracis-19089	199	1	2	2	X
bracis-19089	199	2	.	.	X
bracis-19089	199	3	comparison	comparison	NOUN
bracis-19089	199	4	of	of	ADP
bracis-19089	199	5	f1	f1	NOUN
bracis-19089	199	6	scores	score	NOUN
bracis-19089	199	7	for	for	ADP
bracis-19089	199	8	the	the	DET
bracis-19089	199	9	best	good	ADJ
bracis-19089	199	10	models	model	NOUN
bracis-19089	199	11	(	(	PUNCT
bracis-19089	199	12	bertimbau	bertimbau	NOUN
bracis-19089	199	13	and	and	CCONJ
bracis-19089	199	14	mitie	mitie	NOUN
bracis-19089	199	15	trained	train	VERB
bracis-19089	199	16	with	with	ADP
bracis-19089	199	17	celular	celular	NOUN
bracis-19089	199	18	)	)	PUNCT
bracis-19089	199	19	trained	train	VERB
bracis-19089	199	20	with	with	ADP
bracis-19089	199	21	seed2	seed2	NOUN
bracis-19089	199	22	in	in	ADP
bracis-19089	199	23	the	the	DET
bracis-19089	199	24	test	test	NOUN
bracis-19089	199	25	set	set	VERB
bracis-19089	199	26	full	full	ADJ
bracis-19089	199	27	size	size	NOUN
bracis-19089	199	28	image	image	NOUN
bracis-19089	199	29	as	as	SCONJ
bracis-19089	199	30	we	we	PRON
bracis-19089	199	31	can	can	AUX
bracis-19089	199	32	see	see	VERB
bracis-19089	199	33	from	from	ADP
bracis-19089	199	34	fig	fig	NOUN
bracis-19089	199	35	.	.	PUNCT
bracis-19089	199	36	 	 	SPACE
bracis-19089	200	1	2	2	NUM
bracis-19089	200	2	,	,	PUNCT
bracis-19089	200	3	the	the	DET
bracis-19089	200	4	performances	performance	NOUN
bracis-19089	200	5	are	be	AUX
bracis-19089	200	6	very	very	ADV
bracis-19089	200	7	close	close	ADJ
bracis-19089	200	8	with	with	ADP
bracis-19089	200	9	little	little	ADJ
bracis-19089	200	10	highlights	highlight	NOUN
bracis-19089	200	11	to	to	PART
bracis-19089	200	12	:	:	PUNCT
bracis-19089	200	13	bertimbau	bertimbau	VERB
bracis-19089	200	14	in	in	ADP
bracis-19089	200	15	color	color	NOUN
bracis-19089	200	16	class	class	NOUN
bracis-19089	200	17	and	and	CCONJ
bracis-19089	200	18	mitie	mitie	NOUN
bracis-19089	200	19	celular	celular	NOUN
bracis-19089	200	20	in	in	ADP
bracis-19089	200	21	processor	processor	NOUN
bracis-19089	200	22	class	class	NOUN
bracis-19089	200	23	.	.	PUNCT
bracis-19089	201	1	in	in	ADP
bracis-19089	201	2	fact	fact	NOUN
bracis-19089	201	3	,	,	PUNCT
bracis-19089	201	4	it	it	PRON
bracis-19089	201	5	is	be	AUX
bracis-19089	201	6	worth	worth	ADJ
bracis-19089	201	7	highlighting	highlight	VERB
bracis-19089	201	8	the	the	DET
bracis-19089	201	9	good	good	ADJ
bracis-19089	201	10	performance	performance	NOUN
bracis-19089	201	11	of	of	ADP
bracis-19089	201	12	the	the	DET
bracis-19089	201	13	mitie	mitie	NOUN
bracis-19089	201	14	model	model	NOUN
bracis-19089	201	15	in	in	ADP
bracis-19089	201	16	the	the	DET
bracis-19089	201	17	processor	processor	NOUN
bracis-19089	201	18	class	class	NOUN
bracis-19089	201	19	,	,	PUNCT
bracis-19089	201	20	which	which	PRON
bracis-19089	201	21	has	have	VERB
bracis-19089	201	22	only	only	ADV
bracis-19089	201	23	less	less	ADJ
bracis-19089	201	24	than	than	ADP
bracis-19089	201	25	40	40	NUM
bracis-19089	201	26	training	training	NOUN
bracis-19089	201	27	instances	instance	NOUN
bracis-19089	201	28	.	.	PUNCT
bracis-19089	202	1	regarding	regard	VERB
bracis-19089	202	2	the	the	DET
bracis-19089	202	3	training	training	NOUN
bracis-19089	202	4	time	time	NOUN
bracis-19089	202	5	,	,	PUNCT
bracis-19089	202	6	we	we	PRON
bracis-19089	202	7	can	can	AUX
bracis-19089	202	8	point	point	VERB
bracis-19089	202	9	out	out	ADP
bracis-19089	202	10	that	that	SCONJ
bracis-19089	202	11	,	,	PUNCT
bracis-19089	202	12	when	when	SCONJ
bracis-19089	202	13	using	use	VERB
bracis-19089	202	14	the	the	DET
bracis-19089	202	15	cpu	cpu	NOUN
bracis-19089	202	16	,	,	PUNCT
bracis-19089	202	17	both	both	CCONJ
bracis-19089	202	18	mitie	mitie	VERB
bracis-19089	202	19	and	and	CCONJ
bracis-19089	202	20	bert	bert	PROPN
bracis-19089	202	21	took	take	VERB
bracis-19089	202	22	a	a	DET
bracis-19089	202	23	considerable	considerable	ADJ
bracis-19089	202	24	amount	amount	NOUN
bracis-19089	202	25	of	of	ADP
bracis-19089	202	26	time	time	NOUN
bracis-19089	202	27	,	,	PUNCT
bracis-19089	202	28	however	however	SCONJ
bracis-19089	202	29	mitie	mitie	PROPN
bracis-19089	202	30	was	be	AUX
bracis-19089	202	31	still	still	ADV
bracis-19089	202	32	faster	fast	ADJ
bracis-19089	202	33	than	than	ADP
bracis-19089	202	34	bert	bert	PROPN
bracis-19089	202	35	.	.	PUNCT
bracis-19089	203	1	bert	bert	PROPN
bracis-19089	203	2	took	take	VERB
bracis-19089	203	3	around	around	ADV
bracis-19089	203	4	7	7	NUM
bracis-19089	203	5	 	 	SPACE
bracis-19089	203	6	h	h	NOUN
bracis-19089	203	7	against	against	ADP
bracis-19089	203	8	5	5	NUM
bracis-19089	203	9	 	 	SPACE
bracis-19089	203	10	h	h	NOUN
bracis-19089	203	11	from	from	ADP
bracis-19089	203	12	mitie	mitie	NOUN
bracis-19089	203	13	to	to	PART
bracis-19089	203	14	train	train	VERB
bracis-19089	203	15	each	each	DET
bracis-19089	203	16	model	model	NOUN
bracis-19089	203	17	.	.	PUNCT
bracis-19089	204	1	however	however	ADV
bracis-19089	204	2	,	,	PUNCT
bracis-19089	204	3	the	the	DET
bracis-19089	204	4	bert	bert	NOUN
bracis-19089	204	5	training	training	NOUN
bracis-19089	204	6	can	can	AUX
bracis-19089	204	7	be	be	AUX
bracis-19089	204	8	speed	speed	NOUN
bracis-19089	204	9	up	up	ADP
bracis-19089	204	10	using	use	VERB
bracis-19089	204	11	gpus	gpu	NOUN
bracis-19089	204	12	as	as	ADP
bracis-19089	204	13	accelerators	accelerator	NOUN
bracis-19089	204	14	:	:	PUNCT
bracis-19089	204	15	with	with	ADP
bracis-19089	204	16	a	a	DET
bracis-19089	204	17	median	median	PROPN
bracis-19089	204	18	gpu	gpu	PROPN
bracis-19089	204	19	,	,	PUNCT
bracis-19089	204	20	the	the	DET
bracis-19089	204	21	fine	fine	ADV
bracis-19089	204	22	-	-	PUNCT
bracis-19089	204	23	tuning	tuning	NOUN
bracis-19089	204	24	of	of	ADP
bracis-19089	204	25	bertimbau	bertimbau	NOUN
bracis-19089	204	26	took	take	VERB
bracis-19089	204	27	only	only	ADV
bracis-19089	204	28	28	28	NUM
bracis-19089	204	29	 	 	SPACE
bracis-19089	204	30	min	min	NOUN
bracis-19089	204	31	.	.	PROPN
bracis-19089	204	32	regarding	regard	VERB
bracis-19089	204	33	the	the	DET
bracis-19089	204	34	prediction	prediction	NOUN
bracis-19089	204	35	latency	latency	NOUN
bracis-19089	204	36	(	(	PUNCT
bracis-19089	204	37	that	that	PRON
bracis-19089	204	38	is	is	ADV
bracis-19089	204	39	,	,	PUNCT
bracis-19089	204	40	the	the	DET
bracis-19089	204	41	time	time	NOUN
bracis-19089	204	42	for	for	ADP
bracis-19089	204	43	inferring	infer	VERB
bracis-19089	204	44	new	new	ADJ
bracis-19089	204	45	entities	entity	NOUN
bracis-19089	204	46	)	)	PUNCT
bracis-19089	204	47	,	,	PUNCT
bracis-19089	204	48	the	the	DET
bracis-19089	204	49	bertimbau	bertimbau	NOUN
bracis-19089	204	50	model	model	NOUN
bracis-19089	204	51	took	take	VERB
bracis-19089	204	52	97	97	NUM
bracis-19089	204	53	 	 	SPACE
bracis-19089	204	54	min	min	NOUN
bracis-19089	204	55	and	and	CCONJ
bracis-19089	204	56	15	15	NUM
bracis-19089	204	57	 	 	SPACE
bracis-19089	204	58	s	s	NOUN
bracis-19089	204	59	to	to	PART
bracis-19089	204	60	infer	infer	VERB
bracis-19089	204	61	all	all	DET
bracis-19089	204	62	the	the	DET
bracis-19089	204	63	entities	entity	NOUN
bracis-19089	204	64	in	in	ADP
bracis-19089	204	65	the	the	DET
bracis-19089	204	66	dataset	dataset	NOUN
bracis-19089	204	67	containing	contain	VERB
bracis-19089	204	68	7,374	7,374	NUM
bracis-19089	204	69	titles	title	NOUN
bracis-19089	204	70	running	run	VERB
bracis-19089	204	71	(	(	PUNCT
bracis-19089	204	72	only	only	ADV
bracis-19089	204	73	on	on	ADP
bracis-19089	204	74	cpu	cpu	PROPN
bracis-19089	204	75	)	)	PUNCT
bracis-19089	204	76	in	in	ADP
bracis-19089	204	77	a	a	DET
bracis-19089	204	78	machine	machine	NOUN
bracis-19089	204	79	with	with	ADP
bracis-19089	204	80	a	a	DET
bracis-19089	204	81	intel(r	intel(r	NOUN
bracis-19089	204	82	)	)	PUNCT
bracis-19089	204	83	xeon(r	xeon(r	PROPN
bracis-19089	204	84	)	)	PUNCT
bracis-19089	204	85	silver	silver	NOUN
bracis-19089	204	86	4210	4210	NUM
bracis-19089	204	87	cpu	cpu	NOUN
bracis-19089	204	88	@	@	ADP
bracis-19089	204	89	2.20	2.20	NUM
bracis-19089	204	90	 	 	SPACE
bracis-19089	204	91	ghz	ghz	NOUN
bracis-19089	204	92	processor	processor	NOUN
bracis-19089	204	93	and	and	CCONJ
bracis-19089	204	94	40	40	NUM
bracis-19089	204	95	cores	core	NOUN
bracis-19089	204	96	.	.	PUNCT
bracis-19089	205	1	using	use	VERB
bracis-19089	205	2	a	a	DET
bracis-19089	205	3	gpu	gpu	NOUN
bracis-19089	205	4	gigabyte	gigabyte	NOUN
bracis-19089	205	5	nvidia	nvidia	PROPN
bracis-19089	205	6	geforce	geforce	NOUN
bracis-19089	205	7	rtx	rtx	PROPN
bracis-19089	205	8	2060	2060	NUM
bracis-19089	205	9	windforce	windforce	NOUN
bracis-19089	205	10	oc	oc	NOUN
bracis-19089	205	11	(	(	PUNCT
bracis-19089	205	12	6	6	NUM
bracis-19089	205	13	 	 	SPACE
bracis-19089	205	14	gb	gb	NOUN
bracis-19089	205	15	)	)	PUNCT
bracis-19089	205	16	,	,	PUNCT
bracis-19089	205	17	the	the	DET
bracis-19089	205	18	time	time	NOUN
bracis-19089	205	19	needed	need	VERB
bracis-19089	205	20	to	to	PART
bracis-19089	205	21	finish	finish	VERB
bracis-19089	205	22	all	all	DET
bracis-19089	205	23	inferences	inference	NOUN
bracis-19089	205	24	decreased	decrease	VERB
bracis-19089	205	25	considerably	considerably	ADV
bracis-19089	205	26	:	:	PUNCT
bracis-19089	205	27	the	the	DET
bracis-19089	205	28	model	model	NOUN
bracis-19089	205	29	took	take	VERB
bracis-19089	205	30	only	only	ADV
bracis-19089	205	31	11	11	NUM
bracis-19089	205	32	 	 	SPACE
bracis-19089	205	33	min	min	NOUN
bracis-19089	205	34	e	e	NOUN
bracis-19089	205	35	52	52	NUM
bracis-19089	205	36	 	 	SPACE
bracis-19089	205	37	s	s	NOUN
bracis-19089	205	38	to	to	PART
bracis-19089	205	39	complete	complete	VERB
bracis-19089	205	40	the	the	DET
bracis-19089	205	41	inference	inference	NOUN
bracis-19089	205	42	for	for	ADP
bracis-19089	205	43	the	the	DET
bracis-19089	205	44	same	same	ADJ
bracis-19089	205	45	set	set	NOUN
bracis-19089	205	46	of	of	ADP
bracis-19089	205	47	7,374	7,374	NUM
bracis-19089	205	48	instances	instance	NOUN
bracis-19089	205	49	.	.	PUNCT
bracis-19089	206	1	on	on	ADP
bracis-19089	206	2	the	the	DET
bracis-19089	206	3	other	other	ADJ
bracis-19089	206	4	hand	hand	NOUN
bracis-19089	206	5	,	,	PUNCT
bracis-19089	206	6	for	for	ADP
bracis-19089	206	7	the	the	DET
bracis-19089	206	8	same	same	ADJ
bracis-19089	206	9	dataset	dataset	NOUN
bracis-19089	206	10	and	and	CCONJ
bracis-19089	206	11	the	the	DET
bracis-19089	206	12	same	same	ADJ
bracis-19089	206	13	cpu	cpu	NOUN
bracis-19089	206	14	machine	machine	NOUN
bracis-19089	206	15	,	,	PUNCT
bracis-19089	206	16	the	the	DET
bracis-19089	206	17	mitie	mitie	NOUN
bracis-19089	206	18	model	model	NOUN
bracis-19089	206	19	trained	train	VERB
bracis-19089	206	20	with	with	ADP
bracis-19089	206	21	celular	celular	NOUN
bracis-19089	206	22	and	and	CCONJ
bracis-19089	206	23	seed2	seed2	NOUN
bracis-19089	206	24	took	take	VERB
bracis-19089	206	25	approximately	approximately	ADV
bracis-19089	206	26	3.64	3.64	NUM
bracis-19089	206	27	 	 	SPACE
bracis-19089	206	28	s	s	NOUN
bracis-19089	206	29	to	to	PART
bracis-19089	206	30	make	make	VERB
bracis-19089	206	31	all	all	DET
bracis-19089	206	32	the	the	DET
bracis-19089	206	33	inferences	inference	NOUN
bracis-19089	206	34	,	,	PUNCT
bracis-19089	206	35	showing	show	VERB
bracis-19089	206	36	an	an	DET
bracis-19089	206	37	extremely	extremely	ADV
bracis-19089	206	38	better	well	ADJ
bracis-19089	206	39	throughput	throughput	NOUN
bracis-19089	206	40	when	when	SCONJ
bracis-19089	206	41	compared	compare	VERB
bracis-19089	206	42	to	to	ADP
bracis-19089	206	43	bert	bert	PROPN
bracis-19089	206	44	model	model	PROPN
bracis-19089	206	45	.	.	PUNCT
bracis-19089	207	1	this	this	DET
bracis-19089	207	2	mean	mean	NOUN
bracis-19089	207	3	4	4	NUM
bracis-19089	207	4	 	 	SPACE
bracis-19089	207	5	s	s	NOUN
bracis-19089	207	6	from	from	ADP
bracis-19089	207	7	mitie	mitie	NOUN
bracis-19089	207	8	\(\times	\(\time	NOUN
bracis-19089	207	9	\	\	NOUN
bracis-19089	207	10	)	)	PUNCT
bracis-19089	207	11	11	11	NUM
bracis-19089	207	12	 	 	SPACE
bracis-19089	207	13	min	min	NOUN
bracis-19089	207	14	from	from	ADP
bracis-19089	207	15	bert	bert	PROPN
bracis-19089	207	16	.	.	PUNCT
bracis-19089	208	1	so	so	ADV
bracis-19089	208	2	,	,	PUNCT
bracis-19089	208	3	mitie	mitie	NOUN
bracis-19089	208	4	offers	offer	VERB
bracis-19089	208	5	not	not	PART
bracis-19089	208	6	only	only	ADV
bracis-19089	208	7	accuracy	accuracy	NOUN
bracis-19089	208	8	,	,	PUNCT
bracis-19089	208	9	but	but	CCONJ
bracis-19089	208	10	also	also	ADV
bracis-19089	208	11	efficiency	efficiency	NOUN
bracis-19089	208	12	as	as	SCONJ
bracis-19089	208	13	had	have	AUX
bracis-19089	208	14	already	already	ADV
bracis-19089	208	15	been	be	AUX
bracis-19089	208	16	pointed	point	VERB
bracis-19089	208	17	out	out	ADP
bracis-19089	208	18	as	as	ADP
bracis-19089	208	19	one	one	NUM
bracis-19089	208	20	of	of	ADP
bracis-19089	208	21	its	its	PRON
bracis-19089	208	22	great	great	ADJ
bracis-19089	208	23	advantages	advantage	NOUN
bracis-19089	208	24	by	by	ADP
bracis-19089	208	25	its	its	PRON
bracis-19089	208	26	developers	developer	NOUN
bracis-19089	208	27	.	.	PUNCT
bracis-19089	209	1	regarding	regard	VERB
bracis-19089	209	2	the	the	DET
bracis-19089	209	3	size	size	NOUN
bracis-19089	209	4	of	of	ADP
bracis-19089	209	5	the	the	DET
bracis-19089	209	6	model	model	NOUN
bracis-19089	209	7	when	when	SCONJ
bracis-19089	209	8	stored	store	VERB
bracis-19089	209	9	on	on	ADP
bracis-19089	209	10	disk	disk	NOUN
bracis-19089	209	11	,	,	PUNCT
bracis-19089	209	12	bert	bert	PROPN
bracis-19089	209	13	uses	use	VERB
bracis-19089	209	14	an	an	DET
bracis-19089	209	15	average	average	NOUN
bracis-19089	209	16	of	of	ADP
bracis-19089	209	17	1.3	1.3	NUM
bracis-19089	209	18	 	 	SPACE
bracis-19089	209	19	gb	gb	NOUN
bracis-19089	209	20	to	to	PART
bracis-19089	209	21	store	store	VERB
bracis-19089	209	22	the	the	DET
bracis-19089	209	23	model	model	NOUN
bracis-19089	209	24	as	as	ADP
bracis-19089	209	25	a	a	DET
bracis-19089	209	26	whole	whole	NOUN
bracis-19089	209	27	.	.	PUNCT
bracis-19089	210	1	for	for	ADP
bracis-19089	210	2	mitie	mitie	NOUN
bracis-19089	210	3	,	,	PUNCT
bracis-19089	210	4	the	the	DET
bracis-19089	210	5	storage	storage	NOUN
bracis-19089	210	6	size	size	NOUN
bracis-19089	210	7	of	of	ADP
bracis-19089	210	8	the	the	DET
bracis-19089	210	9	model	model	NOUN
bracis-19089	210	10	varies	vary	VERB
bracis-19089	210	11	a	a	DET
bracis-19089	210	12	lot	lot	NOUN
bracis-19089	210	13	and	and	CCONJ
bracis-19089	210	14	it	it	PRON
bracis-19089	210	15	is	be	AUX
bracis-19089	210	16	directly	directly	ADV
bracis-19089	210	17	proportional	proportional	ADJ
bracis-19089	210	18	to	to	ADP
bracis-19089	210	19	the	the	DET
bracis-19089	210	20	size	size	NOUN
bracis-19089	210	21	of	of	ADP
bracis-19089	210	22	the	the	DET
bracis-19089	210	23	word	word	NOUN
bracis-19089	210	24	representation	representation	NOUN
bracis-19089	210	25	used	use	VERB
bracis-19089	210	26	.	.	PUNCT
bracis-19089	211	1	for	for	ADP
bracis-19089	211	2	english	english	PROPN
bracis-19089	211	3	,	,	PUNCT
bracis-19089	211	4	spanish	spanish	ADJ
bracis-19089	211	5	and	and	CCONJ
bracis-19089	211	6	all	all	DET
bracis-19089	211	7	the	the	DET
bracis-19089	211	8	model	model	NOUN
bracis-19089	211	9	sizes	size	NOUN
bracis-19089	211	10	are	be	AUX
bracis-19089	211	11	around	around	ADV
bracis-19089	211	12	338	338	NUM
bracis-19089	211	13	mb	mb	NOUN
bracis-19089	211	14	,	,	PUNCT
bracis-19089	211	15	for	for	ADP
bracis-19089	211	16	celular	celular	NOUN
bracis-19089	211	17	,	,	PUNCT
bracis-19089	211	18	cel	cel	PROPN
bracis-19089	211	19	-	-	NOUN
bracis-19089	211	20	seed1	seed1	PROPN
bracis-19089	211	21	and	and	CCONJ
bracis-19089	211	22	cel	cel	PROPN
bracis-19089	211	23	-	-	PROPN
bracis-19089	211	24	seed2	seed2	NOUN
bracis-19089	211	25	,	,	PUNCT
bracis-19089	211	26	the	the	DET
bracis-19089	211	27	final	final	ADJ
bracis-19089	211	28	size	size	NOUN
bracis-19089	211	29	of	of	ADP
bracis-19089	211	30	the	the	DET
bracis-19089	211	31	models	model	NOUN
bracis-19089	211	32	is	be	AUX
bracis-19089	211	33	about	about	ADV
bracis-19089	211	34	29	29	NUM
bracis-19089	211	35	mb	mb	NOUN
bracis-19089	211	36	.	.	NOUN
bracis-19089	212	1	in	in	ADP
bracis-19089	212	2	light	light	NOUN
bracis-19089	212	3	of	of	ADP
bracis-19089	212	4	that	that	PRON
bracis-19089	212	5	,	,	PUNCT
bracis-19089	212	6	the	the	DET
bracis-19089	212	7	mitie	mitie	NOUN
bracis-19089	212	8	model	model	NOUN
bracis-19089	212	9	wins	win	VERB
bracis-19089	212	10	again	again	ADV
bracis-19089	212	11	when	when	SCONJ
bracis-19089	212	12	the	the	DET
bracis-19089	212	13	size	size	NOUN
bracis-19089	212	14	of	of	ADP
bracis-19089	212	15	the	the	DET
bracis-19089	212	16	model	model	NOUN
bracis-19089	212	17	is	be	AUX
bracis-19089	212	18	considered	consider	VERB
bracis-19089	212	19	.	.	PUNCT
bracis-19089	213	1	in	in	ADP
bracis-19089	213	2	general	general	ADJ
bracis-19089	213	3	,	,	PUNCT
bracis-19089	213	4	both	both	CCONJ
bracis-19089	213	5	bert	bert	PROPN
bracis-19089	213	6	and	and	CCONJ
bracis-19089	213	7	mitie	mitie	NOUN
bracis-19089	213	8	models	model	NOUN
bracis-19089	213	9	achieved	achieve	VERB
bracis-19089	213	10	satisfactory	satisfactory	ADJ
bracis-19089	213	11	results	result	NOUN
bracis-19089	213	12	on	on	ADP
bracis-19089	213	13	the	the	DET
bracis-19089	213	14	pursued	pursue	VERB
bracis-19089	213	15	task	task	NOUN
bracis-19089	213	16	.	.	PUNCT
bracis-19089	214	1	the	the	DET
bracis-19089	214	2	difference	difference	NOUN
bracis-19089	214	3	in	in	ADP
bracis-19089	214	4	f1	f1	ADJ
bracis-19089	214	5	score	score	NOUN
bracis-19089	214	6	between	between	ADP
bracis-19089	214	7	these	these	DET
bracis-19089	214	8	methods	method	NOUN
bracis-19089	214	9	is	be	AUX
bracis-19089	214	10	not	not	PART
bracis-19089	214	11	significant	significant	ADJ
bracis-19089	214	12	.	.	PUNCT
bracis-19089	215	1	however	however	ADV
bracis-19089	215	2	,	,	PUNCT
bracis-19089	215	3	a	a	DET
bracis-19089	215	4	few	few	ADJ
bracis-19089	215	5	points	point	NOUN
bracis-19089	215	6	need	need	VERB
bracis-19089	215	7	to	to	PART
bracis-19089	215	8	be	be	AUX
bracis-19089	215	9	considered	consider	VERB
bracis-19089	215	10	.	.	PUNCT
bracis-19089	216	1	first	first	ADV
bracis-19089	216	2	,	,	PUNCT
bracis-19089	216	3	mitie	mitie	NOUN
bracis-19089	216	4	performs	perform	VERB
bracis-19089	216	5	better	well	ADV
bracis-19089	216	6	where	where	SCONJ
bracis-19089	216	7	bert	bert	PROPN
bracis-19089	216	8	achieved	achieve	VERB
bracis-19089	216	9	the	the	DET
bracis-19089	216	10	worst	bad	ADJ
bracis-19089	216	11	scores	score	NOUN
bracis-19089	216	12	.	.	PUNCT
bracis-19089	217	1	specifically	specifically	ADV
bracis-19089	217	2	in	in	ADP
bracis-19089	217	3	the	the	DET
bracis-19089	217	4	processor	processor	NOUN
bracis-19089	217	5	and	and	CCONJ
bracis-19089	217	6	model	model	NOUN
bracis-19089	217	7	classes	class	NOUN
bracis-19089	217	8	.	.	PUNCT
bracis-19089	218	1	in	in	ADP
bracis-19089	218	2	the	the	DET
bracis-19089	218	3	classes	class	NOUN
bracis-19089	218	4	where	where	SCONJ
bracis-19089	218	5	bert	bert	PROPN
bracis-19089	218	6	performs	perform	VERB
bracis-19089	218	7	slightly	slightly	ADV
bracis-19089	218	8	better	well	ADJ
bracis-19089	218	9	than	than	ADP
bracis-19089	218	10	mitie	mitie	NOUN
bracis-19089	218	11	,	,	PUNCT
bracis-19089	218	12	the	the	DET
bracis-19089	218	13	differences	difference	NOUN
bracis-19089	218	14	are	be	AUX
bracis-19089	218	15	minor	minor	ADJ
bracis-19089	218	16	,	,	PUNCT
bracis-19089	218	17	and	and	CCONJ
bracis-19089	218	18	the	the	DET
bracis-19089	218	19	scores	score	NOUN
bracis-19089	218	20	obtained	obtain	VERB
bracis-19089	218	21	by	by	ADP
bracis-19089	218	22	mitie	mitie	NOUN
bracis-19089	218	23	were	be	AUX
bracis-19089	218	24	considered	consider	VERB
bracis-19089	218	25	adequate	adequate	ADJ
bracis-19089	218	26	.	.	PUNCT
bracis-19089	219	1	moreover	moreover	ADV
bracis-19089	219	2	,	,	PUNCT
bracis-19089	219	3	the	the	DET
bracis-19089	219	4	computational	computational	ADJ
bracis-19089	219	5	resources	resource	NOUN
bracis-19089	219	6	required	require	VERB
bracis-19089	219	7	by	by	ADP
bracis-19089	219	8	mitie	mitie	NOUN
bracis-19089	219	9	are	be	AUX
bracis-19089	219	10	notably	notably	ADV
bracis-19089	219	11	lower	low	ADJ
bracis-19089	219	12	than	than	ADP
bracis-19089	219	13	those	those	PRON
bracis-19089	219	14	demanded	demand	VERB
bracis-19089	219	15	by	by	ADP
bracis-19089	219	16	bert	bert	PROPN
bracis-19089	219	17	.	.	PUNCT
bracis-19089	220	1	considering	consider	VERB
bracis-19089	220	2	these	these	DET
bracis-19089	220	3	points	point	NOUN
bracis-19089	220	4	and	and	CCONJ
bracis-19089	220	5	,	,	PUNCT
bracis-19089	220	6	particularly	particularly	ADV
bracis-19089	220	7	,	,	PUNCT
bracis-19089	220	8	the	the	DET
bracis-19089	220	9	fact	fact	NOUN
bracis-19089	220	10	that	that	SCONJ
bracis-19089	220	11	the	the	DET
bracis-19089	220	12	prediction	prediction	NOUN
bracis-19089	220	13	latency	latency	NOUN
bracis-19089	220	14	is	be	AUX
bracis-19089	220	15	crucial	crucial	ADJ
bracis-19089	220	16	for	for	ADP
bracis-19089	220	17	the	the	DET
bracis-19089	220	18	application	application	NOUN
bracis-19089	220	19	,	,	PUNCT
bracis-19089	220	20	we	we	PRON
bracis-19089	220	21	considered	consider	VERB
bracis-19089	220	22	the	the	DET
bracis-19089	220	23	mitie	mitie	NOUN
bracis-19089	220	24	model	model	NOUN
bracis-19089	220	25	trained	train	VERB
bracis-19089	220	26	on	on	ADP
bracis-19089	220	27	celular	celular	NOUN
bracis-19089	220	28	and	and	CCONJ
bracis-19089	220	29	seed2	seed2	NOUN
bracis-19089	220	30	as	as	ADP
bracis-19089	220	31	the	the	DET
bracis-19089	220	32	most	most	ADV
bracis-19089	220	33	appropriate	appropriate	ADJ
bracis-19089	220	34	to	to	PART
bracis-19089	220	35	generate	generate	VERB
bracis-19089	220	36	the	the	DET
bracis-19089	220	37	standardization	standardization	NOUN
bracis-19089	220	38	dictionary	dictionary	NOUN
bracis-19089	220	39	that	that	PRON
bracis-19089	220	40	will	will	AUX
bracis-19089	220	41	give	give	VERB
bracis-19089	220	42	rise	rise	NOUN
bracis-19089	220	43	to	to	ADP
bracis-19089	220	44	search	search	NOUN
bracis-19089	220	45	filters	filter	NOUN
bracis-19089	220	46	for	for	ADP
bracis-19089	220	47	the	the	DET
bracis-19089	220	48	smartphone	smartphone	NOUN
bracis-19089	220	49	category	category	NOUN
bracis-19089	220	50	.	.	PUNCT
bracis-19089	221	1	5	5	NUM
bracis-19089	221	2	final	final	ADJ
bracis-19089	221	3	remarks	remark	NOUN
bracis-19089	221	4	this	this	DET
bracis-19089	221	5	paper	paper	NOUN
bracis-19089	221	6	addressed	address	VERB
bracis-19089	221	7	the	the	DET
bracis-19089	221	8	problem	problem	NOUN
bracis-19089	221	9	of	of	ADP
bracis-19089	221	10	attribute	attribute	NOUN
bracis-19089	221	11	-	-	PUNCT
bracis-19089	221	12	value	value	NOUN
bracis-19089	221	13	extraction	extraction	NOUN
bracis-19089	221	14	from	from	ADP
bracis-19089	221	15	product	product	NOUN
bracis-19089	221	16	titles	title	NOUN
bracis-19089	221	17	of	of	ADP
bracis-19089	221	18	the	the	DET
bracis-19089	221	19	smartphone	smartphone	NOUN
bracis-19089	221	20	category	category	NOUN
bracis-19089	221	21	in	in	ADP
bracis-19089	221	22	brazilian	brazilian	ADJ
bracis-19089	221	23	portuguese	portuguese	PROPN
bracis-19089	221	24	.	.	PUNCT
bracis-19089	222	1	by	by	ADP
bracis-19089	222	2	automating	automate	VERB
bracis-19089	222	3	this	this	DET
bracis-19089	222	4	process	process	NOUN
bracis-19089	222	5	,	,	PUNCT
bracis-19089	222	6	the	the	DET
bracis-19089	222	7	e	e	NOUN
bracis-19089	222	8	-	-	NOUN
bracis-19089	222	9	commerce	commerce	NOUN
bracis-19089	222	10	companies	company	NOUN
bracis-19089	222	11	are	be	AUX
bracis-19089	222	12	able	able	ADJ
bracis-19089	222	13	to	to	PART
bracis-19089	222	14	have	have	VERB
bracis-19089	222	15	a	a	DET
bracis-19089	222	16	unified	unified	ADJ
bracis-19089	222	17	treatment	treatment	NOUN
bracis-19089	222	18	to	to	ADP
bracis-19089	222	19	their	their	PRON
bracis-19089	222	20	product	product	NOUN
bracis-19089	222	21	assortment	assortment	NOUN
bracis-19089	222	22	,	,	PUNCT
bracis-19089	222	23	improving	improve	VERB
bracis-19089	222	24	query	query	NOUN
bracis-19089	222	25	matching	matching	NOUN
bracis-19089	222	26	,	,	PUNCT
bracis-19089	222	27	product	product	NOUN
bracis-19089	222	28	recommendation	recommendation	NOUN
bracis-19089	222	29	and	and	CCONJ
bracis-19089	222	30	the	the	DET
bracis-19089	222	31	use	use	NOUN
bracis-19089	222	32	of	of	ADP
bracis-19089	222	33	facets	facet	NOUN
bracis-19089	222	34	to	to	PART
bracis-19089	222	35	enhance	enhance	VERB
bracis-19089	222	36	product	product	NOUN
bracis-19089	222	37	discoverability	discoverability	NOUN
bracis-19089	222	38	.	.	PUNCT
bracis-19089	223	1	several	several	ADJ
bracis-19089	223	2	models	model	NOUN
bracis-19089	223	3	were	be	AUX
bracis-19089	223	4	investigated	investigate	VERB
bracis-19089	223	5	in	in	ADP
bracis-19089	223	6	this	this	DET
bracis-19089	223	7	paper	paper	NOUN
bracis-19089	223	8	based	base	VERB
bracis-19089	223	9	on	on	ADP
bracis-19089	223	10	bert	bert	PROPN
bracis-19089	223	11	and	and	CCONJ
bracis-19089	223	12	mitie	mitie	VERB
bracis-19089	223	13	approaches	approach	NOUN
bracis-19089	223	14	.	.	PUNCT
bracis-19089	224	1	after	after	ADP
bracis-19089	224	2	a	a	DET
bracis-19089	224	3	careful	careful	ADJ
bracis-19089	224	4	analysis	analysis	NOUN
bracis-19089	224	5	based	base	VERB
bracis-19089	224	6	on	on	ADP
bracis-19089	224	7	accuracy	accuracy	NOUN
bracis-19089	224	8	and	and	CCONJ
bracis-19089	224	9	efficiency	efficiency	NOUN
bracis-19089	224	10	,	,	PUNCT
bracis-19089	224	11	we	we	PRON
bracis-19089	224	12	concluded	conclude	VERB
bracis-19089	224	13	that	that	SCONJ
bracis-19089	224	14	,	,	PUNCT
bracis-19089	224	15	for	for	ADP
bracis-19089	224	16	our	our	PRON
bracis-19089	224	17	scenario	scenario	NOUN
bracis-19089	224	18	,	,	PUNCT
bracis-19089	224	19	a	a	DET
bracis-19089	224	20	solution	solution	NOUN
bracis-19089	224	21	based	base	VERB
bracis-19089	224	22	on	on	ADP
bracis-19089	224	23	mitie	mitie	NOUN
bracis-19089	224	24	is	be	AUX
bracis-19089	224	25	still	still	ADV
bracis-19089	224	26	more	more	ADV
bracis-19089	224	27	interesting	interesting	ADJ
bracis-19089	224	28	than	than	ADP
bracis-19089	224	29	one	one	NUM
bracis-19089	224	30	based	base	VERB
bracis-19089	224	31	on	on	ADP
bracis-19089	224	32	pre	pre	ADJ
bracis-19089	224	33	-	-	ADJ
bracis-19089	224	34	trained	train	VERB
bracis-19089	224	35	language	language	NOUN
bracis-19089	224	36	models	model	NOUN
bracis-19089	224	37	.	.	PUNCT
bracis-19089	225	1	as	as	ADP
bracis-19089	225	2	future	future	ADJ
bracis-19089	225	3	work	work	NOUN
bracis-19089	225	4	,	,	PUNCT
bracis-19089	225	5	we	we	PRON
bracis-19089	225	6	want	want	VERB
bracis-19089	225	7	to	to	PART
bracis-19089	225	8	investigate	investigate	VERB
bracis-19089	225	9	how	how	SCONJ
bracis-19089	225	10	scalable	scalable	ADJ
bracis-19089	225	11	our	our	PRON
bracis-19089	225	12	approach	approach	NOUN
bracis-19089	225	13	is	be	AUX
bracis-19089	225	14	:	:	PUNCT
bracis-19089	225	15	would	would	AUX
bracis-19089	225	16	a	a	DET
bracis-19089	225	17	mitie	mitie	NOUN
bracis-19089	225	18	-	-	PUNCT
bracis-19089	225	19	based	base	VERB
bracis-19089	225	20	model	model	NOUN
bracis-19089	225	21	still	still	ADV
bracis-19089	225	22	get	get	VERB
bracis-19089	225	23	competitive	competitive	ADJ
bracis-19089	225	24	accuracy	accuracy	NOUN
bracis-19089	225	25	when	when	SCONJ
bracis-19089	225	26	applied	apply	VERB
bracis-19089	225	27	to	to	ADP
bracis-19089	225	28	different	different	ADJ
bracis-19089	225	29	categories	category	NOUN
bracis-19089	225	30	?	?	PUNCT
bracis-19089	226	1	considering	consider	VERB
bracis-19089	226	2	a	a	DET
bracis-19089	226	3	sparsely	sparsely	ADV
bracis-19089	226	4	annotated	annotate	VERB
bracis-19089	226	5	data	datum	NOUN
bracis-19089	226	6	scenario	scenario	NOUN
bracis-19089	226	7	,	,	PUNCT
bracis-19089	226	8	which	which	DET
bracis-19089	226	9	approach	approach	NOUN
bracis-19089	226	10	would	would	AUX
bracis-19089	226	11	be	be	AUX
bracis-19089	226	12	quick	quick	ADJ
bracis-19089	226	13	to	to	PART
bracis-19089	226	14	deploy	deploy	VERB
bracis-19089	226	15	,	,	PUNCT
bracis-19089	226	16	keeping	keep	VERB
bracis-19089	226	17	high	high	ADJ
bracis-19089	226	18	-	-	PUNCT
bracis-19089	226	19	quality	quality	NOUN
bracis-19089	226	20	predictions	prediction	NOUN
bracis-19089	226	21	?	?	PUNCT
bracis-19089	227	1	all	all	PRON
bracis-19089	227	2	in	in	ADP
bracis-19089	227	3	all	all	PRON
bracis-19089	227	4	,	,	PUNCT
bracis-19089	227	5	a	a	DET
bracis-19089	227	6	question	question	NOUN
bracis-19089	227	7	that	that	PRON
bracis-19089	227	8	remains	remain	VERB
bracis-19089	227	9	is	be	AUX
bracis-19089	227	10	,	,	PUNCT
bracis-19089	227	11	across	across	ADP
bracis-19089	227	12	the	the	DET
bracis-19089	227	13	35mi	35mi	ADJ
bracis-19089	227	14	products	product	NOUN
bracis-19089	227	15	americanas	americanas	PROPN
bracis-19089	227	16	s.a	s.a	PROPN
bracis-19089	227	17	.	.	PROPN
bracis-19089	227	18	sells	sell	VERB
bracis-19089	227	19	now	now	ADV
bracis-19089	227	20	,	,	PUNCT
bracis-19089	227	21	will	will	AUX
bracis-19089	227	22	a	a	DET
bracis-19089	227	23	classical	classical	ADJ
bracis-19089	227	24	machine	machine	NOUN
bracis-19089	227	25	learning	learn	VERB
bracis-19089	227	26	approach	approach	NOUN
bracis-19089	227	27	still	still	ADV
bracis-19089	227	28	be	be	AUX
bracis-19089	227	29	competitive	competitive	ADJ
bracis-19089	227	30	with	with	ADP
bracis-19089	227	31	deep	deep	ADJ
bracis-19089	227	32	learning	learning	NOUN
bracis-19089	227	33	approaches	approach	NOUN
bracis-19089	227	34	?	?	PUNCT
bracis-19089	228	1	notes	note	VERB
bracis-19089	228	2	1.https://company.ebit.com.br/webshoppers/webshoppersfree	1.https://company.ebit.com.br/webshoppers/webshoppersfree	NUM
bracis-19089	228	3	.	.	PROPN
bracis-19089	229	1	2.in	2.in	NUM
bracis-19089	229	2	english	english	PROPN
bracis-19089	229	3	:	:	PUNCT
bracis-19089	229	4	samsung	samsung	PROPN
bracis-19089	229	5	galaxy	galaxy	PROPN
bracis-19089	229	6	a01	a01	VERB
bracis-19089	229	7	smartphone	smartphone	NOUN
bracis-19089	229	8	,	,	PUNCT
bracis-19089	229	9	32	32	NUM
bracis-19089	229	10	 	 	SPACE
bracis-19089	229	11	gb	gb	NOUN
bracis-19089	229	12	,	,	PUNCT
bracis-19089	229	13	2	2	NUM
bracis-19089	229	14	 	 	SPACE
bracis-19089	229	15	gb	gb	NOUN
bracis-19089	229	16	ram	ram	NOUN
bracis-19089	229	17	,	,	PUNCT
bracis-19089	229	18	5.7\(^{\prime	5.7\(^{\prime	NOUN
bracis-19089	229	19	\prime	\prime	PROPN
bracis-19089	229	20	}	}	PUNCT
bracis-19089	229	21	\	\	NOUN
bracis-19089	229	22	)	)	PUNCT
bracis-19089	229	23	infinite	infinite	ADJ
bracis-19089	229	24	screen	screen	NOUN
bracis-19089	229	25	,	,	PUNCT
bracis-19089	229	26	13mp	13mp	DET
bracis-19089	229	27	dual	dual	ADJ
bracis-19089	229	28	rear	rear	ADJ
bracis-19089	229	29	camera	camera	NOUN
bracis-19089	229	30	(	(	PUNCT
bracis-19089	229	31	main	main	ADJ
bracis-19089	229	32	)	)	PUNCT
bracis-19089	229	33	+	+	CCONJ
bracis-19089	229	34	2mp	2mp	ADJ
bracis-19089	229	35	(	(	PUNCT
bracis-19089	229	36	depth	depth	NOUN
bracis-19089	229	37	)	)	PUNCT
bracis-19089	229	38	,	,	PUNCT
bracis-19089	229	39	5mp	5mp	ADJ
bracis-19089	229	40	front	front	NOUN
bracis-19089	229	41	,	,	PUNCT
bracis-19089	229	42	3000	3000	NUM
bracis-19089	229	43	 	 	SPACE
bracis-19089	229	44	mah	mah	PROPN
bracis-19089	229	45	battery	battery	NOUN
bracis-19089	229	46	,	,	PUNCT
bracis-19089	229	47	dual	dual	ADJ
bracis-19089	229	48	chip	chip	NOUN
bracis-19089	229	49	,	,	PUNCT
bracis-19089	229	50	android	android	PROPN
bracis-19089	229	51	blue	blue	PROPN
bracis-19089	229	52	.	.	PUNCT
bracis-19089	230	1	3.in	3.in	NUM
bracis-19089	230	2	english	english	NOUN
bracis-19089	230	3	:	:	PUNCT
bracis-19089	230	4	moto	moto	PROPN
bracis-19089	230	5	g9	g9	PROPN
bracis-19089	230	6	play	play	VERB
bracis-19089	230	7	64	64	NUM
bracis-19089	230	8	 	 	SPACE
bracis-19089	230	9	gb	gb	NOUN
bracis-19089	230	10	smartphone	smartphone	NOUN
bracis-19089	230	11	dual	dual	ADJ
bracis-19089	230	12	chip	chip	NOUN
bracis-19089	230	13	android	android	PROPN
bracis-19089	230	14	10	10	NUM
bracis-19089	230	15	screen	screen	NOUN
bracis-19089	230	16	6.5\(^{\prime	6.5\(^{\prime	NUM
bracis-19089	230	17	\prime	\prime	PROPN
bracis-19089	230	18	}	}	PUNCT
bracis-19089	230	19	\	\	ADJ
bracis-19089	230	20	)	)	PUNCT
bracis-19089	230	21	qualcomm	qualcomm	NOUN
bracis-19089	230	22	snapdragon	snapdragon	VERB
bracis-19089	230	23	4	4	NUM
bracis-19089	230	24	g	g	NOUN
bracis-19089	230	25	camera	camera	NOUN
bracis-19089	230	26	48mp+2mp+2mp	48mp+2mp+2mp	NUM
bracis-19089	230	27	turquoise	turquoise	NOUN
bracis-19089	230	28	green	green	NOUN
bracis-19089	230	29	.	.	PUNCT
bracis-19089	231	1	4.in	4.in	NUM
bracis-19089	232	1	english	english	ADJ
bracis-19089	232	2	:	:	PUNCT
bracis-19089	232	3	iphone	iphone	PROPN
bracis-19089	232	4	se	se	PROPN
bracis-19089	232	5	128	128	NUM
bracis-19089	232	6	 	 	SPACE
bracis-19089	232	7	gb	gb	NOUN
bracis-19089	232	8	black	black	ADJ
bracis-19089	232	9	ios	io	NOUN
bracis-19089	232	10	4	4	NUM
bracis-19089	232	11	g	g	NOUN
bracis-19089	232	12	wi	wi	PROPN
bracis-19089	232	13	-	-	PUNCT
bracis-19089	232	14	fi	fi	NOUN
bracis-19089	232	15	screen	screen	NOUN
bracis-19089	232	16	4.7\(^{\prime	4.7\(^{\prime	NOUN
bracis-19089	232	17	\prime	\prime	PROPN
bracis-19089	232	18	}	}	PUNCT
bracis-19089	232	19	\	\	NOUN
bracis-19089	232	20	)	)	PUNCT
bracis-19089	233	1	12mp	12mp	ADJ
bracis-19089	234	1	+	+	CCONJ
bracis-19089	234	2	7mp	7mp	ADJ
bracis-19089	234	3	camera	camera	NOUN
bracis-19089	234	4	apple	apple	NOUN
bracis-19089	234	5	.	.	PUNCT
bracis-19089	235	1	5.wit	5.wit	X
bracis-19089	235	2	stands	stand	VERB
bracis-19089	235	3	for	for	ADP
bracis-19089	235	4	“	"	PUNCT
bracis-19089	235	5	what	what	PRON
bracis-19089	235	6	is	be	AUX
bracis-19089	235	7	this	this	PRON
bracis-19089	235	8	”	"	PUNCT
bracis-19089	235	9	and	and	CCONJ
bracis-19089	235	10	is	be	AUX
bracis-19089	235	11	used	use	VERB
bracis-19089	235	12	to	to	PART
bracis-19089	235	13	define	define	VERB
bracis-19089	235	14	the	the	DET
bracis-19089	235	15	product	product	NOUN
bracis-19089	235	16	being	be	AUX
bracis-19089	235	17	sold	sell	VERB
bracis-19089	235	18	.	.	PUNCT
bracis-19089	236	1	6.the	6.the	DET
bracis-19089	236	2	smartphone	smartphone	NOUN
bracis-19089	236	3	category	category	NOUN
bracis-19089	236	4	encompasses	encompass	VERB
bracis-19089	236	5	cell	cell	NOUN
bracis-19089	236	6	phones	phone	NOUN
bracis-19089	236	7	,	,	PUNCT
bracis-19089	236	8	smartphones	smartphone	NOUN
bracis-19089	236	9	and	and	CCONJ
bracis-19089	236	10	iphones	iphone	NOUN
bracis-19089	236	11	sold	sell	VERB
bracis-19089	236	12	by	by	ADP
bracis-19089	236	13	the	the	DET
bracis-19089	236	14	largest	large	ADJ
bracis-19089	236	15	brazilian	brazilian	ADJ
bracis-19089	236	16	e	e	NOUN
bracis-19089	236	17	-	-	NOUN
bracis-19089	236	18	commerce	commerce	NOUN
bracis-19089	236	19	marketplace	marketplace	NOUN
bracis-19089	236	20	,	,	PUNCT
bracis-19089	236	21	b2w	b2w	ADV
bracis-19089	236	22	digital	digital	ADJ
bracis-19089	236	23	.	.	PUNCT
bracis-19089	237	1	7.https://github.com/mit-nlp/mitie	7.https://github.com/mit-nlp/mitie	X
bracis-19089	237	2	.	.	PUNCT
bracis-19089	238	1	8.in	8.in	NUM
bracis-19089	238	2	this	this	DET
bracis-19089	238	3	paper	paper	NOUN
bracis-19089	238	4	,	,	PUNCT
bracis-19089	238	5	the	the	DET
bracis-19089	238	6	tags	tag	NOUN
bracis-19089	238	7	associated	associate	VERB
bracis-19089	238	8	with	with	ADP
bracis-19089	238	9	the	the	DET
bracis-19089	238	10	attributes	attribute	NOUN
bracis-19089	238	11	are	be	AUX
bracis-19089	238	12	presented	present	VERB
bracis-19089	238	13	between	between	ADP
bracis-19089	238	14	brackets	bracket	NOUN
bracis-19089	238	15	and	and	CCONJ
bracis-19089	238	16	the	the	DET
bracis-19089	238	17	values	value	NOUN
bracis-19089	238	18	associated	associate	VERB
bracis-19089	238	19	to	to	ADP
bracis-19089	238	20	them	they	PRON
bracis-19089	238	21	,	,	PUNCT
bracis-19089	238	22	in	in	ADP
bracis-19089	238	23	bold	bold	ADJ
bracis-19089	238	24	.	.	PUNCT
bracis-19089	239	1	9.stop	9.stop	NUM
bracis-19089	239	2	words	word	NOUN
bracis-19089	239	3	list	list	NOUN
bracis-19089	239	4	in	in	ADP
bracis-19089	239	5	portuguese	portuguese	PROPN
bracis-19089	239	6	:	:	PUNCT
bracis-19089	239	7	de	de	PROPN
bracis-19089	239	8	,	,	PUNCT
bracis-19089	239	9	a	a	DET
bracis-19089	239	10	,	,	PUNCT
bracis-19089	239	11	o	o	NOUN
bracis-19089	239	12	,	,	PUNCT
bracis-19089	239	13	que	que	X
bracis-19089	239	14	,	,	PUNCT
bracis-19089	239	15	e	e	NOUN
bracis-19089	239	16	,	,	PUNCT
bracis-19089	239	17	do	do	AUX
bracis-19089	239	18	,	,	PUNCT
bracis-19089	239	19	da	da	PROPN
bracis-19089	239	20	,	,	PUNCT
bracis-19089	239	21	em	em	PRON
bracis-19089	239	22	,	,	PUNCT
bracis-19089	239	23	os	os	INTJ
bracis-19089	239	24	,	,	PUNCT
bracis-19089	239	25	no	no	INTJ
bracis-19089	239	26	,	,	PUNCT
bracis-19089	239	27	na	na	NOUN
bracis-19089	239	28	,	,	PUNCT
bracis-19089	239	29	por	por	NOUN
bracis-19089	239	30	,	,	PUNCT
bracis-19089	239	31	as	as	ADP
bracis-19089	239	32	,	,	PUNCT
bracis-19089	239	33	dos	dos	PROPN
bracis-19089	239	34	,	,	PUNCT
bracis-19089	239	35	ao	ao	PROPN
bracis-19089	239	36	,	,	PUNCT
bracis-19089	239	37	das	das	PROPN
bracis-19089	239	38	,	,	PUNCT
bracis-19089	239	39	á	á	PROPN
bracis-19089	239	40	,	,	PUNCT
bracis-19089	239	41	ou	ou	PROPN
bracis-19089	239	42	,	,	PUNCT
bracis-19089	239	43	ás	ás	PROPN
bracis-19089	239	44	,	,	PUNCT
bracis-19089	239	45	com	com	NOUN
bracis-19089	239	46	.	.	PUNCT
bracis-19089	239	47	10.outliers	10.outliers	NUM
bracis-19089	239	48	refers	refer	VERB
bracis-19089	239	49	to	to	ADP
bracis-19089	239	50	those	those	DET
bracis-19089	239	51	product	product	NOUN
bracis-19089	239	52	titles	title	NOUN
bracis-19089	239	53	that	that	PRON
bracis-19089	239	54	do	do	AUX
bracis-19089	239	55	not	not	PART
bracis-19089	239	56	belong	belong	VERB
bracis-19089	239	57	to	to	ADP
bracis-19089	239	58	the	the	DET
bracis-19089	239	59	smartphone	smartphone	NOUN
bracis-19089	239	60	category	category	NOUN
bracis-19089	239	61	.	.	PUNCT
bracis-19089	240	1	11.examples	11.examples	NUM
bracis-19089	240	2	of	of	ADP
bracis-19089	240	3	removed	remove	VERB
bracis-19089	240	4	outliers	outlier	NOUN
bracis-19089	240	5	,	,	PUNCT
bracis-19089	240	6	in	in	ADP
bracis-19089	240	7	portuguese	portuguese	ADJ
bracis-19089	240	8	:	:	PUNCT
bracis-19089	240	9	“	"	PUNCT
bracis-19089	240	10	célula	célula	VERB
bracis-19089	240	11	vegetal	vegetal	ADJ
bracis-19089	240	12	ampliada	ampliada	NOUN
bracis-19089	240	13	aproximadamente	aproximadamente	VERB
bracis-19089	240	14	20	20	NUM
bracis-19089	240	15	mil	mil	NOUN
bracis-19089	240	16	vezes	vezes	NOUN
bracis-19089	240	17	”	"	PUNCT
bracis-19089	240	18	,	,	PUNCT
bracis-19089	240	19	“	"	PUNCT
bracis-19089	240	20	celula	celula	PROPN
bracis-19089	240	21	carga	carga	PROPN
bracis-19089	240	22	10	10	NUM
bracis-19089	240	23	 	 	SPACE
bracis-19089	240	24	kg	kg	PROPN
bracis-19089	240	25	sensor	sensor	NOUN
bracis-19089	240	26	peso	peso	NOUN
bracis-19089	240	27	arduino	arduino	NOUN
bracis-19089	240	28	”	"	PUNCT
bracis-19089	240	29	and	and	CCONJ
bracis-19089	240	30	“	"	PUNCT
bracis-19089	240	31	cédula	cédula	PROPN
bracis-19089	240	32	foleada	foleada	PROPN
bracis-19089	240	33	ouro	ouro	PROPN
bracis-19089	240	34	100	100	NUM
bracis-19089	240	35	euros	euro	NOUN
bracis-19089	240	36	coleção	coleção	PROPN
bracis-19089	240	37	notas	notas	PROPN
bracis-19089	240	38	moedas	moedas	PROPN
bracis-19089	240	39	euro	euro	PROPN
bracis-19089	240	40	”	"	PUNCT
bracis-19089	240	41	.	.	PUNCT
bracis-19089	241	1	12.we	12.we	NUM
bracis-19089	241	2	did	do	AUX
bracis-19089	241	3	n’t	not	PART
bracis-19089	241	4	remove	remove	VERB
bracis-19089	241	5	the	the	DET
bracis-19089	241	6	token“iphone	token“iphone	NOUN
bracis-19089	241	7	”	"	PUNCT
bracis-19089	241	8	and	and	CCONJ
bracis-19089	241	9	its	its	PRON
bracis-19089	241	10	spelling	spelling	NOUN
bracis-19089	241	11	variations	variation	NOUN
bracis-19089	241	12	since	since	SCONJ
bracis-19089	241	13	the	the	DET
bracis-19089	241	14	format	format	NOUN
bracis-19089	241	15	of	of	ADP
bracis-19089	241	16	iphone	iphone	NOUN
bracis-19089	241	17	titles	title	NOUN
bracis-19089	241	18	is	be	AUX
bracis-19089	241	19	very	very	ADV
bracis-19089	241	20	different	different	ADJ
bracis-19089	241	21	from	from	ADP
bracis-19089	241	22	the	the	DET
bracis-19089	241	23	other	other	ADJ
bracis-19089	241	24	items	item	NOUN
bracis-19089	241	25	in	in	ADP
bracis-19089	241	26	the	the	DET
bracis-19089	241	27	data	datum	NOUN
bracis-19089	241	28	set	set	VERB
bracis-19089	241	29	and	and	CCONJ
bracis-19089	241	30	the	the	DET
bracis-19089	241	31	experiments	experiment	NOUN
bracis-19089	241	32	removing	remove	VERB
bracis-19089	241	33	“	"	PUNCT
bracis-19089	241	34	iphone	iphone	NOUN
bracis-19089	241	35	”	"	PUNCT
bracis-19089	241	36	led	lead	VERB
bracis-19089	241	37	to	to	PART
bracis-19089	241	38	results	result	NOUN
bracis-19089	241	39	worse	bad	ADJ
bracis-19089	241	40	than	than	ADP
bracis-19089	241	41	those	those	PRON
bracis-19089	241	42	not	not	PART
bracis-19089	241	43	removing	remove	VERB
bracis-19089	241	44	it	it	PRON
bracis-19089	241	45	.	.	PUNCT
bracis-19089	242	1	13.since	13.since	NUM
bracis-19089	242	2	how	how	SCONJ
bracis-19089	242	3	to	to	PART
bracis-19089	242	4	measure	measure	VERB
bracis-19089	242	5	the	the	DET
bracis-19089	242	6	inter	inter	ADJ
bracis-19089	242	7	-	-	ADJ
bracis-19089	242	8	annotator	annotator	ADJ
bracis-19089	242	9	agreement	agreement	NOUN
bracis-19089	242	10	of	of	ADP
bracis-19089	242	11	named	name	VERB
bracis-19089	242	12	entities	entity	NOUN
bracis-19089	242	13	annotation	annotation	NOUN
bracis-19089	242	14	is	be	AUX
bracis-19089	242	15	a	a	DET
bracis-19089	242	16	debatable	debatable	ADJ
bracis-19089	242	17	task	task	NOUN
bracis-19089	242	18	[	[	X
bracis-19089	242	19	5	5	NUM
bracis-19089	242	20	]	]	PUNCT
bracis-19089	242	21	,	,	PUNCT
bracis-19089	242	22	we	we	PRON
bracis-19089	242	23	followed	follow	VERB
bracis-19089	242	24	[	[	X
bracis-19089	242	25	1	1	NUM
bracis-19089	242	26	]	]	PUNCT
bracis-19089	242	27	and	and	CCONJ
bracis-19089	242	28	considered	consider	VERB
bracis-19089	242	29	the	the	DET
bracis-19089	242	30	percentages	percentage	NOUN
bracis-19089	242	31	of	of	ADP
bracis-19089	242	32	agreement	agreement	NOUN
bracis-19089	242	33	as	as	ADP
bracis-19089	242	34	our	our	PRON
bracis-19089	242	35	main	main	ADJ
bracis-19089	242	36	metric	metric	NOUN
bracis-19089	242	37	.	.	PUNCT
bracis-19089	243	1	14.https://huggingface.co/bert-base-multilingual-cased/tree/main	14.https://huggingface.co/bert-base-multilingual-cased/tree/main	NUM
bracis-19089	243	2	.	.	PUNCT
bracis-19089	244	1	15.https://github.com/neuralmind-ai/portuguese-bert	15.https://github.com/neuralmind-ai/portuguese-bert	NOUN
bracis-19089	244	2	.	.	PUNCT
bracis-19089	245	1	16.https://www.linguateca.pt/harem/.	16.https://www.linguateca.pt/harem/.	PRON
bracis-19089	245	2	17.from	17.from	NUM
bracis-19089	245	3	previous	previous	ADJ
bracis-19089	245	4	experiments	experiment	NOUN
bracis-19089	245	5	,	,	PUNCT
bracis-19089	245	6	we	we	PRON
bracis-19089	245	7	concluded	conclude	VERB
bracis-19089	245	8	that	that	SCONJ
bracis-19089	245	9	the	the	DET
bracis-19089	245	10	feature	feature	NOUN
bracis-19089	245	11	-	-	PUNCT
bracis-19089	245	12	based	base	VERB
bracis-19089	245	13	models	model	NOUN
bracis-19089	245	14	as	as	ADV
bracis-19089	245	15	well	well	ADV
bracis-19089	245	16	as	as	ADP
bracis-19089	245	17	the	the	DET
bracis-19089	245	18	ones	one	NOUN
bracis-19089	245	19	trained	train	VERB
bracis-19089	245	20	with	with	ADP
bracis-19089	245	21	the	the	DET
bracis-19089	245	22	multilingual	multilingual	ADJ
bracis-19089	245	23	bert	bert	NOUN
bracis-19089	245	24	did	do	AUX
bracis-19089	245	25	not	not	PART
bracis-19089	245	26	reach	reach	VERB
bracis-19089	245	27	results	result	NOUN
bracis-19089	245	28	as	as	ADV
bracis-19089	245	29	good	good	ADJ
bracis-19089	245	30	as	as	ADP
bracis-19089	245	31	the	the	DET
bracis-19089	245	32	fine	fine	ADV
bracis-19089	245	33	-	-	PUNCT
bracis-19089	245	34	tuned	tune	VERB
bracis-19089	245	35	models	model	NOUN
bracis-19089	245	36	trained	train	VERB
bracis-19089	245	37	with	with	ADP
bracis-19089	245	38	bertimbau	bertimbau	NOUN
bracis-19089	245	39	-	-	PUNCT
bracis-19089	245	40	base	base	NOUN
bracis-19089	245	41	,	,	PUNCT
bracis-19089	245	42	so	so	SCONJ
bracis-19089	245	43	these	these	DET
bracis-19089	245	44	options	option	NOUN
bracis-19089	245	45	are	be	AUX
bracis-19089	245	46	not	not	PART
bracis-19089	245	47	described	describe	VERB
bracis-19089	245	48	here	here	ADV
bracis-19089	245	49	.	.	PUNCT
bracis-19089	246	1	18.these	18.these	DET
bracis-19089	246	2	two	two	NUM
bracis-19089	246	3	configurations	configuration	NOUN
bracis-19089	246	4	were	be	AUX
bracis-19089	246	5	the	the	DET
bracis-19089	246	6	ones	one	NOUN
bracis-19089	246	7	which	which	PRON
bracis-19089	246	8	achieved	achieve	VERB
bracis-19089	246	9	the	the	DET
bracis-19089	246	10	best	good	ADJ
bracis-19089	246	11	results	result	NOUN
bracis-19089	246	12	in	in	ADP
bracis-19089	246	13	previous	previous	ADJ
bracis-19089	246	14	experiments	experiment	NOUN
bracis-19089	246	15	with	with	ADP
bracis-19089	246	16	product	product	NOUN
bracis-19089	246	17	tiles	tile	NOUN
bracis-19089	246	18	from	from	ADP
bracis-19089	246	19	fashion	fashion	NOUN
bracis-19089	246	20	category	category	NOUN
bracis-19089	246	21	.	.	PUNCT
bracis-19089	247	1	19.https://github.com/mit-nlp/mitie	19.https://github.com/mit-nlp/mitie	NUM
bracis-19089	247	2	.	.	NOUN
bracis-19089	247	3	references	reference	NOUN
bracis-19089	247	4	harem	harem	PROPN
bracis-19089	247	5	linguateca	linguateca	NOUN
bracis-19089	247	6	datasets	dataset	NOUN
bracis-19089	247	7	.	.	PUNCT
bracis-19089	248	1	https://www.linguateca.pt/harem/.	https://www.linguateca.pt/harem/.	PROPN
bracis-19089	248	2	accessed	access	VERB
bracis-19089	248	3	08	08	NUM
bracis-19089	248	4	jan	jan	PROPN
bracis-19089	248	5	2021	2021	NUM
bracis-19089	248	6	repositório	repositório	NOUN
bracis-19089	248	7	oficial	oficial	ADJ
bracis-19089	248	8	mitie	mitie	PROPN
bracis-19089	248	9	.	.	PUNCT
bracis-19089	249	1	https://github.com/mit-nlp/mitie	https://github.com/mit-nlp/mitie	PROPN
bracis-19089	249	2	prodigy	prodigy	NOUN
bracis-19089	249	3	:	:	PUNCT
bracis-19089	249	4	an	an	DET
bracis-19089	249	5	annotation	annotation	NOUN
bracis-19089	249	6	tool	tool	NOUN
bracis-19089	249	7	for	for	ADP
bracis-19089	249	8	ai	ai	PROPN
bracis-19089	249	9	,	,	PUNCT
bracis-19089	249	10	machine	machine	NOUN
bracis-19089	249	11	learning	learning	NOUN
bracis-19089	249	12	,	,	PUNCT
bracis-19089	249	13	and	and	CCONJ
bracis-19089	249	14	nlp	nlp	NOUN
bracis-19089	249	15	(	(	PUNCT
bracis-19089	249	16	2017	2017	NUM
bracis-19089	249	17	)	)	PUNCT
bracis-19089	249	18	.	.	PUNCT
bracis-19089	250	1	https://prodi.gy	https://prodi.gy	PROPN
bracis-19089	250	2	.	.	PROPN
bracis-19089	251	1	accessed	access	VERB
bracis-19089	251	2	08	08	NUM
bracis-19089	251	3	jan	jan	PROPN
bracis-19089	251	4	2021	2021	NUM
bracis-19089	251	5	cheng	cheng	PROPN
bracis-19089	251	6	,	,	PUNCT
bracis-19089	251	7	x.	x.	PROPN
bracis-19089	251	8	,	,	PUNCT
bracis-19089	251	9	bowden	bowden	PROPN
bracis-19089	251	10	,	,	PUNCT
bracis-19089	251	11	m.	m.	NOUN
bracis-19089	251	12	,	,	PUNCT
bracis-19089	251	13	bhange	bhange	NOUN
bracis-19089	251	14	,	,	PUNCT
bracis-19089	251	15	b.r	b.r	PROPN
bracis-19089	251	16	.	.	PROPN
bracis-19089	251	17	,	,	PUNCT
bracis-19089	251	18	goyal	goyal	PROPN
bracis-19089	251	19	,	,	PUNCT
bracis-19089	251	20	p.	p.	PROPN
bracis-19089	251	21	,	,	PUNCT
bracis-19089	251	22	packer	packer	NOUN
bracis-19089	251	23	,	,	PUNCT
bracis-19089	251	24	t.	t.	PROPN
bracis-19089	251	25	,	,	PUNCT
bracis-19089	251	26	javed	javed	PROPN
bracis-19089	251	27	,	,	PUNCT
bracis-19089	251	28	f.	f.	PROPN
bracis-19089	251	29	:	:	PUNCT
bracis-19089	251	30	an	an	DET
bracis-19089	251	31	end	end	NOUN
bracis-19089	251	32	-	-	PUNCT
bracis-19089	251	33	to	to	ADP
bracis-19089	251	34	-	-	PUNCT
bracis-19089	251	35	end	end	NOUN
bracis-19089	251	36	solution	solution	NOUN
bracis-19089	251	37	for	for	ADP
bracis-19089	251	38	named	name	VERB
bracis-19089	251	39	entity	entity	NOUN
bracis-19089	251	40	recognition	recognition	NOUN
bracis-19089	251	41	in	in	ADP
bracis-19089	251	42	ecommerce	ecommerce	NOUN
bracis-19089	251	43	search	search	NOUN
bracis-19089	251	44	.	.	PUNCT
bracis-19089	252	1	arxiv	arxiv	PROPN
bracis-19089	252	2	preprint	preprint	VERB
bracis-19089	252	3	arxiv:2012.07553	arxiv:2012.07553	PROPN
bracis-19089	252	4	(	(	PUNCT
bracis-19089	252	5	2020	2020	NUM
bracis-19089	252	6	)	)	PUNCT
bracis-19089	252	7	deleger	deleger	NOUN
bracis-19089	252	8	,	,	PUNCT
bracis-19089	252	9	l.	l.	PROPN
bracis-19089	252	10	,	,	PUNCT
bracis-19089	252	11	et	et	PROPN
bracis-19089	252	12	al	al	PROPN
bracis-19089	252	13	.	.	PUNCT
bracis-19089	252	14	:	:	PUNCT
bracis-19089	253	1	building	build	VERB
bracis-19089	253	2	gold	gold	ADJ
bracis-19089	253	3	standard	standard	NOUN
bracis-19089	253	4	corpora	corpora	PROPN
bracis-19089	253	5	for	for	ADP
bracis-19089	253	6	medical	medical	ADJ
bracis-19089	253	7	natural	natural	ADJ
bracis-19089	253	8	language	language	NOUN
bracis-19089	253	9	processing	processing	NOUN
bracis-19089	253	10	tasks	task	NOUN
bracis-19089	253	11	.	.	PUNCT
bracis-19089	254	1	in	in	ADP
bracis-19089	254	2	:	:	PUNCT
bracis-19089	254	3	amia	amia	NOUN
bracis-19089	254	4	annual	annual	ADJ
bracis-19089	254	5	symposium	symposium	NOUN
bracis-19089	254	6	proceedings	proceeding	NOUN
bracis-19089	254	7	(	(	PUNCT
bracis-19089	254	8	2012	2012	NUM
bracis-19089	254	9	)	)	PUNCT
bracis-19089	254	10	google	google	PROPN
bracis-19089	254	11	scholar	scholar	NOUN
bracis-19089	254	12	  	  	SPACE
bracis-19089	254	13	devlin	devlin	PROPN
bracis-19089	254	14	,	,	PUNCT
bracis-19089	254	15	j.	j.	PROPN
bracis-19089	254	16	,	,	PUNCT
bracis-19089	254	17	chang	chang	PROPN
bracis-19089	254	18	,	,	PUNCT
bracis-19089	254	19	m.w	m.w	PROPN
bracis-19089	254	20	.	.	PROPN
bracis-19089	254	21	,	,	PUNCT
bracis-19089	254	22	lee	lee	PROPN
bracis-19089	254	23	,	,	PUNCT
bracis-19089	254	24	k.	k.	PROPN
bracis-19089	254	25	,	,	PUNCT
bracis-19089	254	26	toutanova	toutanova	PROPN
bracis-19089	254	27	,	,	PUNCT
bracis-19089	254	28	k.	k.	PROPN
bracis-19089	254	29	:	:	PUNCT
bracis-19089	254	30	bert	bert	PROPN
bracis-19089	254	31	:	:	PUNCT
bracis-19089	254	32	pre	pre	ADJ
bracis-19089	254	33	-	-	NOUN
bracis-19089	254	34	training	training	NOUN
bracis-19089	254	35	of	of	ADP
bracis-19089	254	36	deep	deep	ADJ
bracis-19089	254	37	bidirectional	bidirectional	ADJ
bracis-19089	254	38	transformers	transformer	NOUN
bracis-19089	254	39	for	for	ADP
bracis-19089	254	40	language	language	NOUN
bracis-19089	254	41	understanding	understanding	NOUN
bracis-19089	254	42	.	.	PUNCT
bracis-19089	255	1	in	in	ADP
bracis-19089	255	2	:	:	PUNCT
bracis-19089	255	3	conference	conference	NOUN
bracis-19089	255	4	of	of	ADP
bracis-19089	255	5	the	the	DET
bracis-19089	255	6	north	north	ADJ
bracis-19089	255	7	american	american	ADJ
bracis-19089	255	8	chapter	chapter	NOUN
bracis-19089	255	9	of	of	ADP
bracis-19089	255	10	the	the	DET
bracis-19089	255	11	association	association	NOUN
bracis-19089	255	12	for	for	ADP
bracis-19089	255	13	computational	computational	ADJ
bracis-19089	255	14	linguistics	linguistic	NOUN
bracis-19089	255	15	,	,	PUNCT
bracis-19089	255	16	pp	pp	ADJ
bracis-19089	255	17	.	.	PUNCT
bracis-19089	256	1	4171–4186	4171–4186	NUM
bracis-19089	256	2	(	(	PUNCT
bracis-19089	256	3	2019	2019	NUM
bracis-19089	256	4	)	)	PUNCT
bracis-19089	256	5	google	google	NOUN
bracis-19089	256	6	scholar	scholar	NOUN
bracis-19089	256	7	  	  	SPACE
bracis-19089	256	8	geyer	geyer	PROPN
bracis-19089	256	9	,	,	PUNCT
bracis-19089	256	10	k.	k.	PROPN
bracis-19089	256	11	,	,	PUNCT
bracis-19089	256	12	greenfield	greenfield	NOUN
bracis-19089	256	13	,	,	PUNCT
bracis-19089	256	14	k.	k.	PROPN
bracis-19089	256	15	,	,	PUNCT
bracis-19089	256	16	mensch	mensch	PROPN
bracis-19089	256	17	,	,	PUNCT
bracis-19089	256	18	a.c	a.c	PROPN
bracis-19089	256	19	.	.	PROPN
bracis-19089	256	20	,	,	PUNCT
bracis-19089	256	21	simek	simek	PROPN
bracis-19089	256	22	,	,	PUNCT
bracis-19089	256	23	o.	o.	PROPN
bracis-19089	256	24	:	:	PUNCT
bracis-19089	256	25	named	name	VERB
bracis-19089	256	26	entity	entity	NOUN
bracis-19089	256	27	recognition	recognition	NOUN
bracis-19089	256	28	in	in	ADP
bracis-19089	256	29	140	140	NUM
bracis-19089	256	30	characters	character	NOUN
bracis-19089	256	31	or	or	CCONJ
bracis-19089	256	32	less	less	ADJ
bracis-19089	256	33	(	(	PUNCT
bracis-19089	256	34	2016	2016	NUM
bracis-19089	256	35	)	)	PUNCT
bracis-19089	256	36	google	google	PROPN
bracis-19089	256	37	scholar	scholar	NOUN
bracis-19089	256	38	  	  	SPACE
bracis-19089	256	39	joachims	joachim	NOUN
bracis-19089	256	40	,	,	PUNCT
bracis-19089	256	41	t.	t.	PROPN
bracis-19089	256	42	,	,	PUNCT
bracis-19089	256	43	finley	finley	PROPN
bracis-19089	256	44	,	,	PUNCT
bracis-19089	256	45	t.	t.	PROPN
bracis-19089	256	46	,	,	PUNCT
bracis-19089	256	47	yu	yu	PROPN
bracis-19089	256	48	,	,	PUNCT
bracis-19089	256	49	c.j	c.j	PROPN
bracis-19089	256	50	.	.	PROPN
bracis-19089	256	51	:	:	PUNCT
bracis-19089	256	52	cutting	cut	VERB
bracis-19089	256	53	-	-	PUNCT
bracis-19089	256	54	plane	plane	NOUN
bracis-19089	256	55	training	training	NOUN
bracis-19089	256	56	of	of	ADP
bracis-19089	256	57	structural	structural	ADJ
bracis-19089	256	58	svms	svms	NOUN
bracis-19089	256	59	.	.	PUNCT
bracis-19089	257	1	mach	mach	NOUN
bracis-19089	257	2	.	.	PUNCT
bracis-19089	258	1	learn	learn	VERB
bracis-19089	258	2	.	.	PUNCT
bracis-19089	259	1	77	77	NUM
bracis-19089	259	2	,	,	PUNCT
bracis-19089	259	3	27–59	27–59	NUM
bracis-19089	259	4	(	(	PUNCT
bracis-19089	259	5	2009	2009	NUM
bracis-19089	259	6	)	)	PUNCT
bracis-19089	259	7	article	article	NOUN
bracis-19089	259	8	  	  	SPACE
bracis-19089	259	9	google	google	PROPN
bracis-19089	259	10	scholar	scholar	NOUN
bracis-19089	259	11	  	  	SPACE
bracis-19089	259	12	king	king	NOUN
bracis-19089	259	13	,	,	PUNCT
bracis-19089	259	14	d.e	d.e	PROPN
bracis-19089	259	15	.	.	PROPN
bracis-19089	259	16	:	:	PUNCT
bracis-19089	260	1	dlib	dlib	NOUN
bracis-19089	260	2	-	-	PUNCT
bracis-19089	260	3	ml	ml	NOUN
bracis-19089	260	4	:	:	PUNCT
bracis-19089	260	5	a	a	DET
bracis-19089	260	6	machine	machine	NOUN
bracis-19089	260	7	learning	learn	VERB
bracis-19089	260	8	toolkit	toolkit	NOUN
bracis-19089	260	9	.	.	PUNCT
bracis-19089	261	1	j.	j.	PROPN
bracis-19089	261	2	mach	mach	PROPN
bracis-19089	261	3	.	.	PUNCT
bracis-19089	262	1	learn	learn	VERB
bracis-19089	262	2	.	.	PUNCT
bracis-19089	263	1	res	re	NOUN
bracis-19089	263	2	.	.	PROPN
bracis-19089	264	1	10	10	NUM
bracis-19089	264	2	,	,	PUNCT
bracis-19089	264	3	1755–1758	1755–1758	NUM
bracis-19089	264	4	(	(	PUNCT
bracis-19089	264	5	2009	2009	NUM
bracis-19089	264	6	)	)	PUNCT
bracis-19089	264	7	google	google	PROPN
bracis-19089	264	8	scholar	scholar	NOUN
bracis-19089	264	9	  	  	SPACE
bracis-19089	264	10	mikolov	mikolov	NOUN
bracis-19089	264	11	,	,	PUNCT
bracis-19089	264	12	t.	t.	PROPN
bracis-19089	264	13	,	,	PUNCT
bracis-19089	264	14	sutskever	sutskever	PROPN
bracis-19089	264	15	,	,	PUNCT
bracis-19089	264	16	i.	i.	PROPN
bracis-19089	264	17	,	,	PUNCT
bracis-19089	264	18	chen	chen	PROPN
bracis-19089	264	19	,	,	PUNCT
bracis-19089	264	20	k.	k.	PROPN
bracis-19089	264	21	,	,	PUNCT
bracis-19089	264	22	corrado	corrado	PROPN
bracis-19089	264	23	,	,	PUNCT
bracis-19089	264	24	g.s	g.s	PROPN
bracis-19089	264	25	.	.	PROPN
bracis-19089	264	26	,	,	PUNCT
bracis-19089	264	27	dean	dean	PROPN
bracis-19089	264	28	,	,	PUNCT
bracis-19089	264	29	j.	j.	PROPN
bracis-19089	264	30	:	:	PUNCT
bracis-19089	264	31	distributed	distribute	VERB
bracis-19089	264	32	representations	representation	NOUN
bracis-19089	264	33	of	of	ADP
bracis-19089	264	34	words	word	NOUN
bracis-19089	264	35	and	and	CCONJ
bracis-19089	264	36	phrases	phrase	NOUN
bracis-19089	264	37	and	and	CCONJ
bracis-19089	264	38	their	their	PRON
bracis-19089	264	39	compositionality	compositionality	NOUN
bracis-19089	264	40	.	.	PUNCT
bracis-19089	265	1	in	in	ADP
bracis-19089	265	2	:	:	PUNCT
bracis-19089	265	3	burges	burge	NOUN
bracis-19089	265	4	,	,	PUNCT
bracis-19089	265	5	c.	c.	PROPN
bracis-19089	265	6	,	,	PUNCT
bracis-19089	265	7	bottou	bottou	PROPN
bracis-19089	265	8	,	,	PUNCT
bracis-19089	265	9	l.	l.	PROPN
bracis-19089	265	10	,	,	PUNCT
bracis-19089	265	11	welling	well	VERB
bracis-19089	265	12	,	,	PUNCT
bracis-19089	265	13	m.	m.	NOUN
bracis-19089	265	14	,	,	PUNCT
bracis-19089	265	15	ghahramani	ghahramani	PROPN
bracis-19089	265	16	,	,	PUNCT
bracis-19089	265	17	z.	z.	PROPN
bracis-19089	265	18	,	,	PUNCT
bracis-19089	265	19	weinberger	weinberger	PROPN
bracis-19089	265	20	,	,	PUNCT
bracis-19089	265	21	k.	k.	PROPN
bracis-19089	265	22	(	(	PUNCT
bracis-19089	265	23	eds	eds	PROPN
bracis-19089	265	24	.	.	PUNCT
bracis-19089	265	25	)	)	PUNCT
bracis-19089	265	26	advances	advance	NOUN
bracis-19089	265	27	in	in	ADP
bracis-19089	265	28	neural	neural	ADJ
bracis-19089	265	29	information	information	NOUN
bracis-19089	265	30	processing	processing	NOUN
bracis-19089	265	31	systems	system	NOUN
bracis-19089	265	32	26	26	NUM
bracis-19089	265	33	,	,	PUNCT
bracis-19089	265	34	pp	pp	ADJ
bracis-19089	265	35	.	.	PUNCT
bracis-19089	266	1	3111–3119	3111–3119	NUM
bracis-19089	266	2	(	(	PUNCT
bracis-19089	266	3	2013	2013	NUM
bracis-19089	266	4	)	)	PUNCT
bracis-19089	266	5	google	google	NOUN
bracis-19089	266	6	scholar	scholar	NOUN
bracis-19089	266	7	  	  	SPACE
bracis-19089	266	8	more	more	ADJ
bracis-19089	266	9	,	,	PUNCT
bracis-19089	266	10	a.	a.	NOUN
bracis-19089	266	11	:	:	PUNCT
bracis-19089	266	12	attribute	attribute	NOUN
bracis-19089	266	13	extraction	extraction	NOUN
bracis-19089	266	14	from	from	ADP
bracis-19089	266	15	product	product	NOUN
bracis-19089	266	16	titles	title	NOUN
bracis-19089	266	17	in	in	ADP
bracis-19089	266	18	ecommerce	ecommerce	PROPN
bracis-19089	266	19	.	.	PUNCT
bracis-19089	267	1	in	in	ADP
bracis-19089	267	2	:	:	PUNCT
bracis-19089	267	3	workshop	workshop	NOUN
bracis-19089	267	4	on	on	ADP
bracis-19089	267	5	enterprise	enterprise	NOUN
bracis-19089	267	6	intelligence	intelligence	NOUN
bracis-19089	267	7	acm	acm	NOUN
bracis-19089	267	8	sigkdd	sigkdd	NOUN
bracis-19089	267	9	conference	conference	NOUN
bracis-19089	267	10	on	on	ADP
bracis-19089	267	11	knowledge	knowledge	NOUN
bracis-19089	267	12	discovery	discovery	PROPN
bracis-19089	267	13	and	and	CCONJ
bracis-19089	267	14	data	datum	NOUN
bracis-19089	267	15	mining	mining	NOUN
bracis-19089	267	16	(	(	PUNCT
bracis-19089	267	17	2016	2016	NUM
bracis-19089	267	18	)	)	PUNCT
bracis-19089	267	19	google	google	PROPN
bracis-19089	267	20	scholar	scholar	NOUN
bracis-19089	267	21	  	  	SPACE
bracis-19089	267	22	pedregosa	pedregosa	PROPN
bracis-19089	267	23	,	,	PUNCT
bracis-19089	267	24	f.	f.	PROPN
bracis-19089	267	25	,	,	PUNCT
bracis-19089	267	26	et	et	PROPN
bracis-19089	267	27	al	al	PROPN
bracis-19089	267	28	.	.	PROPN
bracis-19089	267	29	:	:	PUNCT
bracis-19089	268	1	scikit	scikit	NOUN
bracis-19089	268	2	-	-	PUNCT
bracis-19089	268	3	learn	learn	VERB
bracis-19089	268	4	:	:	PUNCT
bracis-19089	268	5	machine	machine	NOUN
bracis-19089	268	6	learning	learning	NOUN
bracis-19089	268	7	in	in	ADP
bracis-19089	268	8	python	python	PROPN
bracis-19089	268	9	.	.	PUNCT
bracis-19089	269	1	j.	j.	PROPN
bracis-19089	269	2	mach	mach	PROPN
bracis-19089	269	3	.	.	PUNCT
bracis-19089	270	1	learn	learn	VERB
bracis-19089	270	2	.	.	PUNCT
bracis-19089	271	1	res	re	NOUN
bracis-19089	271	2	.	.	PROPN
bracis-19089	272	1	12	12	NUM
bracis-19089	272	2	,	,	PUNCT
bracis-19089	272	3	2825–2830	2825–2830	NUM
bracis-19089	272	4	(	(	PUNCT
bracis-19089	272	5	2011	2011	NUM
bracis-19089	272	6	)	)	PUNCT
bracis-19089	272	7	mathscinet	mathscinet	NOUN
bracis-19089	272	8	  	  	SPACE
bracis-19089	272	9	math	math	NOUN
bracis-19089	272	10	  	  	SPACE
bracis-19089	272	11	google	google	PROPN
bracis-19089	272	12	scholar	scholar	NOUN
bracis-19089	272	13	  	  	SPACE
bracis-19089	272	14	pennington	pennington	PROPN
bracis-19089	272	15	,	,	PUNCT
bracis-19089	272	16	j.	j.	PROPN
bracis-19089	272	17	,	,	PUNCT
bracis-19089	272	18	socher	socher	PROPN
bracis-19089	272	19	,	,	PUNCT
bracis-19089	272	20	r.	r.	PROPN
bracis-19089	272	21	,	,	PUNCT
bracis-19089	272	22	manning	manning	NOUN
bracis-19089	272	23	,	,	PUNCT
bracis-19089	272	24	c.d	c.d	PROPN
bracis-19089	272	25	.	.	PROPN
bracis-19089	272	26	:	:	PUNCT
bracis-19089	273	1	glove	glove	NOUN
bracis-19089	273	2	:	:	PUNCT
bracis-19089	273	3	global	global	ADJ
bracis-19089	273	4	vectors	vector	NOUN
bracis-19089	273	5	for	for	ADP
bracis-19089	273	6	word	word	NOUN
bracis-19089	273	7	representation	representation	NOUN
bracis-19089	273	8	.	.	PUNCT
bracis-19089	274	1	in	in	ADP
bracis-19089	274	2	:	:	PUNCT
bracis-19089	274	3	empirical	empirical	ADJ
bracis-19089	274	4	methods	method	NOUN
bracis-19089	274	5	in	in	ADP
bracis-19089	274	6	natural	natural	ADJ
bracis-19089	274	7	language	language	NOUN
bracis-19089	274	8	processing	processing	NOUN
bracis-19089	274	9	,	,	PUNCT
bracis-19089	274	10	vol	vol	NOUN
bracis-19089	274	11	.	.	PROPN
bracis-19089	274	12	14	14	NUM
bracis-19089	274	13	,	,	PUNCT
bracis-19089	274	14	pp	pp	ADJ
bracis-19089	274	15	.	.	PUNCT
bracis-19089	275	1	1532–1543	1532–1543	NUM
bracis-19089	275	2	(	(	PUNCT
bracis-19089	275	3	2014	2014	NUM
bracis-19089	275	4	)	)	PUNCT
bracis-19089	275	5	google	google	NOUN
bracis-19089	275	6	scholar	scholar	NOUN
bracis-19089	275	7	  	  	SPACE
bracis-19089	275	8	real	real	ADJ
bracis-19089	275	9	,	,	PUNCT
bracis-19089	275	10	l.	l.	PROPN
bracis-19089	275	11	,	,	PUNCT
bracis-19089	275	12	johansson	johansson	PROPN
bracis-19089	275	13	,	,	PUNCT
bracis-19089	275	14	k.	k.	PROPN
bracis-19089	275	15	,	,	PUNCT
bracis-19089	275	16	mendes	mende	NOUN
bracis-19089	275	17	,	,	PUNCT
bracis-19089	275	18	j.	j.	PROPN
bracis-19089	275	19	,	,	PUNCT
bracis-19089	275	20	lopes	lopes	PROPN
bracis-19089	275	21	,	,	PUNCT
bracis-19089	275	22	b.	b.	PROPN
bracis-19089	275	23	,	,	PUNCT
bracis-19089	275	24	oshiro	oshiro	PROPN
bracis-19089	275	25	,	,	PUNCT
bracis-19089	275	26	m.	m.	NOUN
bracis-19089	275	27	:	:	PUNCT
bracis-19089	275	28	generating	generate	VERB
bracis-19089	275	29	e	e	PROPN
bracis-19089	275	30	-	-	ADJ
bracis-19089	275	31	commerce	commerce	NOUN
bracis-19089	275	32	product	product	NOUN
bracis-19089	275	33	titles	title	NOUN
bracis-19089	275	34	in	in	ADP
bracis-19089	275	35	portuguese	portuguese	PROPN
bracis-19089	275	36	.	.	PUNCT
bracis-19089	276	1	in	in	ADP
bracis-19089	276	2	:	:	PUNCT
bracis-19089	276	3	anais	anais	PROPN
bracis-19089	276	4	do	do	AUX
bracis-19089	276	5	xlviii	xlviii	PROPN
bracis-19089	276	6	seminário	seminário	PROPN
bracis-19089	276	7	integrado	integrado	X
bracis-19089	276	8	de	de	X
bracis-19089	276	9	software	software	NOUN
bracis-19089	276	10	e	e	NOUN
bracis-19089	276	11	hardware	hardware	NOUN
bracis-19089	276	12	,	,	PUNCT
bracis-19089	276	13	pp	pp	ADJ
bracis-19089	276	14	.	.	PUNCT
bracis-19089	277	1	299–304	299–304	NUM
bracis-19089	277	2	.	.	PUNCT
bracis-19089	278	1	sbc	sbc	PROPN
bracis-19089	278	2	,	,	PUNCT
bracis-19089	278	3	porto	porto	PROPN
bracis-19089	278	4	alegre	alegre	PROPN
bracis-19089	278	5	,	,	PUNCT
bracis-19089	278	6	rs	rs	NOUN
bracis-19089	278	7	,	,	PUNCT
bracis-19089	278	8	brasil	brasil	NOUN
bracis-19089	278	9	(	(	PUNCT
bracis-19089	278	10	2021	2021	NUM
bracis-19089	278	11	)	)	PUNCT
bracis-19089	278	12	.	.	PUNCT
bracis-19089	279	1	https://doi.org/10.5753/semish.2021.15835	https://doi.org/10.5753/semish.2021.15835	PROPN
bracis-19089	279	2	.	.	PUNCT
bracis-19089	280	1	https://sol.sbc.org.br/index.php/semish/article/view/15835	https://sol.sbc.org.br/index.php/semish/article/view/15835	PROPN
bracis-19089	280	2	souza	souza	PROPN
bracis-19089	280	3	,	,	PUNCT
bracis-19089	280	4	f.	f.	PROPN
bracis-19089	280	5	,	,	PUNCT
bracis-19089	280	6	nogueira	nogueira	PROPN
bracis-19089	280	7	,	,	PUNCT
bracis-19089	280	8	r.	r.	PROPN
bracis-19089	280	9	,	,	PUNCT
bracis-19089	280	10	lotufo	lotufo	PROPN
bracis-19089	280	11	,	,	PUNCT
bracis-19089	280	12	r.	r.	PROPN
bracis-19089	280	13	:	:	PUNCT
bracis-19089	280	14	portuguese	portuguese	PROPN
bracis-19089	280	15	named	name	VERB
bracis-19089	280	16	entity	entity	NOUN
bracis-19089	280	17	recognition	recognition	NOUN
bracis-19089	280	18	using	use	VERB
bracis-19089	280	19	bert	bert	PROPN
bracis-19089	280	20	-	-	PUNCT
bracis-19089	280	21	crf	crf	PROPN
bracis-19089	280	22	.	.	PROPN
bracis-19089	280	23	arxiv	arxiv	PROPN
bracis-19089	280	24	preprint	preprint	VERB
bracis-19089	280	25	arxiv:1909.10649	arxiv:1909.10649	NOUN
bracis-19089	280	26	(	(	PUNCT
bracis-19089	280	27	2019	2019	NUM
bracis-19089	280	28	)	)	PUNCT
bracis-19089	280	29	.	.	PUNCT
bracis-19089	281	1	http://arxiv.org/abs/1909.10649	http://arxiv.org/abs/1909.10649	PROPN
bracis-19089	281	2	souza	souza	PROPN
bracis-19089	281	3	,	,	PUNCT
bracis-19089	281	4	f.	f.	PROPN
bracis-19089	281	5	,	,	PUNCT
bracis-19089	281	6	nogueira	nogueira	PROPN
bracis-19089	281	7	,	,	PUNCT
bracis-19089	281	8	r.	r.	PROPN
bracis-19089	281	9	,	,	PUNCT
bracis-19089	281	10	lotufo	lotufo	PROPN
bracis-19089	281	11	,	,	PUNCT
bracis-19089	281	12	r.	r.	PROPN
bracis-19089	281	13	:	:	PUNCT
bracis-19089	281	14	bertimbau	bertimbau	PROPN
bracis-19089	281	15	:	:	PUNCT
bracis-19089	281	16	pretrained	pretraine	VERB
bracis-19089	281	17	bert	bert	NOUN
bracis-19089	281	18	models	model	NOUN
bracis-19089	281	19	for	for	ADP
bracis-19089	281	20	brazilian	brazilian	ADJ
bracis-19089	281	21	portuguese	portuguese	NOUN
bracis-19089	281	22	.	.	PUNCT
bracis-19089	282	1	in	in	ADP
bracis-19089	282	2	:	:	PUNCT
bracis-19089	282	3	9th	9th	ADJ
bracis-19089	282	4	brazilian	brazilian	ADJ
bracis-19089	282	5	conference	conference	NOUN
bracis-19089	282	6	on	on	ADP
bracis-19089	282	7	intelligent	intelligent	ADJ
bracis-19089	282	8	systems	system	NOUN
bracis-19089	282	9	,	,	PUNCT
bracis-19089	282	10	bracis	bracis	PROPN
bracis-19089	282	11	,	,	PUNCT
bracis-19089	282	12	rio	rio	PROPN
bracis-19089	282	13	grande	grande	PROPN
bracis-19089	282	14	do	do	AUX
bracis-19089	282	15	sul	sul	PROPN
bracis-19089	282	16	,	,	PUNCT
bracis-19089	282	17	brazil	brazil	PROPN
bracis-19089	282	18	,	,	PUNCT
bracis-19089	282	19	october	october	PROPN
bracis-19089	282	20	20–23	20–23	NUM
bracis-19089	282	21	(	(	PUNCT
bracis-19089	282	22	2020	2020	NUM
bracis-19089	282	23	)	)	PUNCT
bracis-19089	282	24	google	google	PROPN
bracis-19089	282	25	scholar	scholar	NOUN
bracis-19089	282	26	  	  	SPACE
bracis-19089	282	27	wagner	wagner	PROPN
bracis-19089	282	28	,	,	PUNCT
bracis-19089	282	29	j.	j.	PROPN
bracis-19089	282	30	,	,	PUNCT
bracis-19089	282	31	wilkens	wilkens	PROPN
bracis-19089	282	32	,	,	PUNCT
bracis-19089	282	33	r.	r.	PROPN
bracis-19089	282	34	,	,	PUNCT
bracis-19089	282	35	idiart	idiart	NOUN
bracis-19089	282	36	,	,	PUNCT
bracis-19089	282	37	m.	m.	NOUN
bracis-19089	282	38	,	,	PUNCT
bracis-19089	282	39	villavicencio	villavicencio	NOUN
bracis-19089	282	40	,	,	PUNCT
bracis-19089	282	41	a.	a.	NOUN
bracis-19089	282	42	:	:	PUNCT
bracis-19089	282	43	the	the	DET
bracis-19089	282	44	brwac	brwac	PROPN
bracis-19089	282	45	corpus	corpus	PROPN
bracis-19089	282	46	:	:	PUNCT
bracis-19089	282	47	a	a	DET
bracis-19089	282	48	new	new	ADJ
bracis-19089	282	49	open	open	ADJ
bracis-19089	282	50	resource	resource	NOUN
bracis-19089	282	51	for	for	ADP
bracis-19089	282	52	brazilian	brazilian	ADJ
bracis-19089	282	53	portuguese	portuguese	NOUN
bracis-19089	282	54	.	.	PUNCT
bracis-19089	283	1	in	in	ADP
bracis-19089	283	2	:	:	PUNCT
bracis-19089	283	3	international	international	ADJ
bracis-19089	283	4	conference	conference	NOUN
bracis-19089	283	5	on	on	ADP
bracis-19089	283	6	language	language	NOUN
bracis-19089	283	7	resources	resource	NOUN
bracis-19089	283	8	and	and	CCONJ
bracis-19089	283	9	evaluation	evaluation	NOUN
bracis-19089	283	10	,	,	PUNCT
bracis-19089	283	11	pp	pp	ADP
bracis-19089	283	12	.	.	PUNCT
bracis-19089	284	1	4339–4344	4339–4344	NUM
bracis-19089	284	2	(	(	PUNCT
bracis-19089	284	3	2018	2018	NUM
bracis-19089	284	4	)	)	PUNCT
bracis-19089	284	5	google	google	PROPN
bracis-19089	284	6	scholar	scholar	NOUN
bracis-19089	284	7	  	  	SPACE
bracis-19089	284	8	xu	xu	PROPN
bracis-19089	284	9	,	,	PUNCT
bracis-19089	284	10	h.	h.	PROPN
bracis-19089	284	11	,	,	PUNCT
bracis-19089	284	12	wang	wang	PROPN
bracis-19089	284	13	,	,	PUNCT
bracis-19089	284	14	w.	w.	PROPN
bracis-19089	284	15	,	,	PUNCT
bracis-19089	284	16	mao	mao	PROPN
bracis-19089	284	17	,	,	PUNCT
bracis-19089	284	18	x.	x.	PROPN
bracis-19089	284	19	,	,	PUNCT
bracis-19089	284	20	jiang	jiang	PROPN
bracis-19089	284	21	,	,	PUNCT
bracis-19089	284	22	x.	x.	PROPN
bracis-19089	284	23	,	,	PUNCT
bracis-19089	284	24	lan	lan	PROPN
bracis-19089	284	25	,	,	PUNCT
bracis-19089	284	26	m.	m.	NOUN
bracis-19089	284	27	:	:	PUNCT
bracis-19089	284	28	scaling	scale	VERB
bracis-19089	284	29	up	up	ADP
bracis-19089	284	30	open	open	ADJ
bracis-19089	284	31	tagging	tagging	NOUN
bracis-19089	284	32	from	from	ADP
bracis-19089	284	33	tens	ten	NOUN
bracis-19089	284	34	to	to	PART
bracis-19089	284	35	thousands	thousand	NOUN
bracis-19089	284	36	:	:	PUNCT
bracis-19089	284	37	comprehension	comprehension	NOUN
bracis-19089	284	38	empowered	empower	VERB
bracis-19089	284	39	attribute	attribute	NOUN
bracis-19089	284	40	value	value	NOUN
bracis-19089	284	41	extraction	extraction	NOUN
bracis-19089	284	42	from	from	ADP
bracis-19089	284	43	product	product	NOUN
bracis-19089	284	44	title	title	NOUN
bracis-19089	284	45	.	.	PUNCT
bracis-19089	285	1	in	in	ADP
bracis-19089	285	2	:	:	PUNCT
bracis-19089	285	3	annual	annual	ADJ
bracis-19089	285	4	meeting	meeting	NOUN
bracis-19089	285	5	of	of	ADP
bracis-19089	285	6	the	the	DET
bracis-19089	285	7	association	association	NOUN
bracis-19089	285	8	for	for	ADP
bracis-19089	285	9	computational	computational	ADJ
bracis-19089	285	10	linguistics	linguistic	NOUN
bracis-19089	285	11	,	,	PUNCT
bracis-19089	285	12	pp	pp	ADJ
bracis-19089	285	13	.	.	PUNCT
bracis-19089	286	1	5214–5223	5214–5223	NUM
bracis-19089	286	2	(	(	PUNCT
bracis-19089	286	3	2019	2019	NUM
bracis-19089	286	4	)	)	PUNCT
bracis-19089	286	5	.	.	PUNCT
bracis-19089	287	1	https://doi.org/10.18653/v1/p19-1514	https://doi.org/10.18653/v1/p19-1514	NOUN
bracis-19089	287	2	download	download	VERB
bracis-19089	287	3	references	reference	NOUN
bracis-19089	287	4	acknowledgment	acknowledgment	VERB
bracis-19089	287	5	this	this	DET
bracis-19089	287	6	paper	paper	NOUN
bracis-19089	287	7	and	and	CCONJ
bracis-19089	287	8	the	the	DET
bracis-19089	287	9	research	research	NOUN
bracis-19089	287	10	behind	behind	ADP
bracis-19089	287	11	it	it	PRON
bracis-19089	287	12	would	would	AUX
bracis-19089	287	13	not	not	PART
bracis-19089	287	14	have	have	AUX
bracis-19089	287	15	been	be	AUX
bracis-19089	287	16	possible	possible	ADJ
bracis-19089	287	17	without	without	ADP
bracis-19089	287	18	the	the	DET
bracis-19089	287	19	support	support	NOUN
bracis-19089	287	20	of	of	ADP
bracis-19089	287	21	americanas	americanas	PROPN
bracis-19089	287	22	s.a	s.a	PROPN
bracis-19089	287	23	.	.	PROPN
bracis-19089	287	24	digital	digital	PROPN
bracis-19089	287	25	lab	lab	PROPN
bracis-19089	287	26	,	,	PUNCT
bracis-19089	288	1	specially	specially	ADV
bracis-19089	288	2	josé	josé	PROPN
bracis-19089	288	3	pizani	pizani	PROPN
bracis-19089	288	4	,	,	PUNCT
bracis-19089	288	5	ester	ester	NOUN
bracis-19089	288	6	campos	campos	PROPN
bracis-19089	288	7	and	and	CCONJ
bracis-19089	288	8	thiago	thiago	PROPN
bracis-19089	288	9	gouveia	gouveia	PROPN
bracis-19089	288	10	nunes	nunes	PROPN
bracis-19089	288	11	,	,	PUNCT
bracis-19089	288	12	who	who	PRON
bracis-19089	288	13	closely	closely	ADV
bracis-19089	288	14	followed	follow	VERB
bracis-19089	288	15	this	this	DET
bracis-19089	288	16	research	research	NOUN
bracis-19089	288	17	.	.	PUNCT
bracis-19089	289	1	this	this	DET
bracis-19089	289	2	work	work	NOUN
bracis-19089	289	3	is	be	AUX
bracis-19089	289	4	part	part	NOUN
bracis-19089	289	5	of	of	ADP
bracis-19089	289	6	the	the	DET
bracis-19089	289	7	project	project	NOUN
bracis-19089	289	8	“	"	PUNCT
bracis-19089	289	9	dos	do	VERB
bracis-19089	289	10	dados	dado	NOUN
bracis-19089	289	11	ao	ao	ADP
bracis-19089	289	12	conhecimento	conhecimento	PROPN
bracis-19089	289	13	:	:	PUNCT
bracis-19089	289	14	extração	extração	PROPN
bracis-19089	289	15	e	e	PROPN
bracis-19089	289	16	representação	representação	PROPN
bracis-19089	289	17	de	de	PROPN
bracis-19089	289	18	informação	informação	VERB
bracis-19089	289	19	no	no	DET
bracis-19089	289	20	domínio	domínio	NOUN
bracis-19089	289	21	do	do	AUX
bracis-19089	289	22	e	e	NOUN
bracis-19089	289	23	-	-	NOUN
bracis-19089	289	24	commerce	commerce	NOUN
bracis-19089	289	25	”	"	PUNCT
bracis-19089	289	26	(	(	PUNCT
bracis-19089	289	27	projeto	projeto	X
bracis-19089	289	28	de	de	PROPN
bracis-19089	289	29	extensão	extensão	NOUN
bracis-19089	289	30	ufscar	ufscar	VERB
bracis-19089	289	31	#	#	NOUN
bracis-19089	289	32	23112.000186/2020	23112.000186/2020	NOUN
bracis-19089	289	33	-	-	SYM
bracis-19089	289	34	97	97	NUM
bracis-19089	289	35	)	)	PUNCT
bracis-19089	289	36	.	.	PUNCT
bracis-19089	290	1	author	author	NOUN
bracis-19089	290	2	information	information	NOUN
bracis-19089	290	3	authors	author	NOUN
bracis-19089	290	4	and	and	CCONJ
bracis-19089	290	5	affiliations	affiliation	NOUN
bracis-19089	290	6	federal	federal	PROPN
bracis-19089	290	7	university	university	PROPN
bracis-19089	290	8	of	of	ADP
bracis-19089	290	9	são	são	PROPN
bracis-19089	290	10	carlos	carlos	PROPN
bracis-19089	290	11	,	,	PUNCT
bracis-19089	290	12	são	são	PROPN
bracis-19089	290	13	carlos	carlos	PROPN
bracis-19089	290	14	,	,	PUNCT
bracis-19089	290	15	sp	sp	PROPN
bracis-19089	290	16	,	,	PUNCT
bracis-19089	290	17	brazil	brazil	PROPN
bracis-19089	290	18	diego	diego	PROPN
bracis-19089	290	19	f.	f.	PROPN
bracis-19089	290	20	silva	silva	PROPN
bracis-19089	290	21	,	,	PUNCT
bracis-19089	290	22	 	 	SPACE
bracis-19089	290	23	alcides	alcides	PROPN
bracis-19089	290	24	m.	m.	PROPN
bracis-19089	290	25	e	e	PROPN
bracis-19089	290	26	silva	silva	PROPN
bracis-19089	290	27	,	,	PUNCT
bracis-19089	290	28	 	 	SPACE
bracis-19089	290	29	bianca	bianca	PROPN
bracis-19089	290	30	m.	m.	PROPN
bracis-19089	290	31	lopes	lopes	PROPN
bracis-19089	290	32	,	,	PUNCT
bracis-19089	290	33	 	 	SPACE
bracis-19089	290	34	karina	karina	PROPN
bracis-19089	290	35	m.	m.	PROPN
bracis-19089	290	36	johansson	johansson	PROPN
bracis-19089	290	37	,	,	PUNCT
bracis-19089	290	38	 	 	SPACE
bracis-19089	290	39	fernanda	fernanda	PROPN
bracis-19089	290	40	m.	m.	PROPN
bracis-19089	290	41	assi	assi	PROPN
bracis-19089	290	42	,	,	PUNCT
bracis-19089	290	43	 	 	SPACE
bracis-19089	290	44	júlia	júlia	PROPN
bracis-19089	290	45	t.	t.	PROPN
bracis-19089	290	46	c.	c.	PROPN
bracis-19089	290	47	de	de	PROPN
bracis-19089	290	48	jesus	jesus	PROPN
bracis-19089	290	49	,	,	PUNCT
bracis-19089	290	50	 	 	SPACE
bracis-19089	290	51	reynold	reynold	PROPN
bracis-19089	290	52	n.	n.	PROPN
bracis-19089	290	53	mazo	mazo	PROPN
bracis-19089	290	54	,	,	PUNCT
bracis-19089	290	55	 	 	SPACE
bracis-19089	290	56	daniel	daniel	PROPN
bracis-19089	290	57	lucrédio	lucrédio	PROPN
bracis-19089	290	58	 	 	SPACE
bracis-19089	290	59	&	&	CCONJ
bracis-19089	290	60	 	 	SPACE
bracis-19089	290	61	helena	helena	PROPN
bracis-19089	290	62	m.	m.	PROPN
bracis-19089	290	63	caseli	caseli	PROPN
bracis-19089	290	64	americanas	americanas	PROPN
bracis-19089	290	65	s.a	s.a	PROPN
bracis-19089	290	66	.	.	PROPN
bracis-19089	290	67	digital	digital	PROPN
bracis-19089	290	68	lab	lab	PROPN
bracis-19089	290	69	,	,	PUNCT
bracis-19089	290	70	são	são	PROPN
bracis-19089	290	71	paulo	paulo	PROPN
bracis-19089	290	72	,	,	PUNCT
bracis-19089	290	73	sp	sp	PROPN
bracis-19089	290	74	,	,	PUNCT
bracis-19089	290	75	brazil	brazil	PROPN
bracis-19089	290	76	livy	livy	PROPN
bracis-19089	290	77	real	real	ADJ
bracis-19089	290	78	authors	authors	PROPN
bracis-19089	290	79	diego	diego	PROPN
bracis-19089	290	80	f.	f.	PROPN
bracis-19089	290	81	silvaview	silvaview	PROPN
bracis-19089	290	82	author	author	NOUN
bracis-19089	290	83	publications	publication	NOUN
bracis-19089	290	84	search	search	NOUN
bracis-19089	290	85	author	author	NOUN
bracis-19089	290	86	on	on	ADP
bracis-19089	290	87	:	:	PUNCT
bracis-19089	290	88	pubmed	pubmed	PROPN
bracis-19089	290	89	 	 	SPACE
bracis-19089	290	90	google	google	PROPN
bracis-19089	290	91	scholar	scholar	NOUN
bracis-19089	290	92	alcides	alcides	PROPN
bracis-19089	290	93	m.	m.	NOUN
bracis-19089	290	94	e	e	PROPN
bracis-19089	290	95	silvaview	silvaview	PROPN
bracis-19089	290	96	author	author	NOUN
bracis-19089	290	97	publications	publication	NOUN
bracis-19089	290	98	search	search	NOUN
bracis-19089	290	99	author	author	NOUN
bracis-19089	290	100	on	on	ADP
bracis-19089	290	101	:	:	PUNCT
bracis-19089	290	102	pubmed	pubmed	PROPN
bracis-19089	290	103	 	 	SPACE
bracis-19089	290	104	google	google	PROPN
bracis-19089	290	105	scholar	scholar	PROPN
bracis-19089	290	106	bianca	bianca	PROPN
bracis-19089	290	107	m.	m.	PROPN
bracis-19089	290	108	lopesview	lopesview	PROPN
bracis-19089	290	109	author	author	NOUN
bracis-19089	290	110	publications	publication	NOUN
bracis-19089	290	111	search	search	NOUN
bracis-19089	290	112	author	author	NOUN
bracis-19089	290	113	on	on	ADP
bracis-19089	290	114	:	:	PUNCT
bracis-19089	290	115	pubmed	pubmed	PROPN
bracis-19089	290	116	 	 	SPACE
bracis-19089	290	117	google	google	PROPN
bracis-19089	290	118	scholar	scholar	PROPN
bracis-19089	290	119	karina	karina	PROPN
bracis-19089	290	120	m.	m.	PROPN
bracis-19089	290	121	johanssonview	johanssonview	PROPN
bracis-19089	290	122	author	author	NOUN
bracis-19089	290	123	publications	publication	NOUN
bracis-19089	290	124	search	search	NOUN
bracis-19089	290	125	author	author	NOUN
bracis-19089	290	126	on	on	ADP
bracis-19089	290	127	:	:	PUNCT
bracis-19089	290	128	pubmed	pubmed	PROPN
bracis-19089	290	129	 	 	SPACE
bracis-19089	290	130	google	google	PROPN
bracis-19089	290	131	scholar	scholar	NOUN
bracis-19089	290	132	fernanda	fernanda	PROPN
bracis-19089	290	133	m.	m.	PROPN
bracis-19089	290	134	assiview	assiview	NOUN
bracis-19089	290	135	author	author	NOUN
bracis-19089	290	136	publications	publication	NOUN
bracis-19089	290	137	search	search	NOUN
bracis-19089	290	138	author	author	NOUN
bracis-19089	290	139	on	on	ADP
bracis-19089	290	140	:	:	PUNCT
bracis-19089	290	141	pubmed	pubmed	PROPN
bracis-19089	290	142	 	 	SPACE
bracis-19089	290	143	google	google	PROPN
bracis-19089	290	144	scholar	scholar	NOUN
bracis-19089	290	145	júlia	júlia	PROPN
bracis-19089	290	146	t.	t.	PROPN
bracis-19089	290	147	c.	c.	PROPN
bracis-19089	290	148	de	de	PROPN
bracis-19089	290	149	jesusview	jesusview	PROPN
bracis-19089	290	150	author	author	NOUN
bracis-19089	290	151	publications	publication	NOUN
bracis-19089	290	152	search	search	NOUN
bracis-19089	290	153	author	author	NOUN
bracis-19089	290	154	on	on	ADP
bracis-19089	290	155	:	:	PUNCT
bracis-19089	290	156	pubmed	pubmed	PROPN
bracis-19089	290	157	 	 	SPACE
bracis-19089	290	158	google	google	PROPN
bracis-19089	290	159	scholar	scholar	NOUN
bracis-19089	290	160	reynold	reynold	PROPN
bracis-19089	290	161	n.	n.	PROPN
bracis-19089	290	162	mazoview	mazoview	PROPN
bracis-19089	290	163	author	author	NOUN
bracis-19089	290	164	publications	publication	NOUN
bracis-19089	290	165	search	search	NOUN
bracis-19089	290	166	author	author	NOUN
bracis-19089	290	167	on	on	ADP
bracis-19089	290	168	:	:	PUNCT
bracis-19089	290	169	pubmed	pubmed	PROPN
bracis-19089	290	170	 	 	SPACE
bracis-19089	290	171	google	google	PROPN
bracis-19089	290	172	scholar	scholar	NOUN
bracis-19089	290	173	daniel	daniel	PROPN
bracis-19089	290	174	lucrédioview	lucrédioview	PROPN
bracis-19089	290	175	author	author	NOUN
bracis-19089	290	176	publications	publication	NOUN
bracis-19089	290	177	search	search	NOUN
bracis-19089	290	178	author	author	NOUN
bracis-19089	290	179	on	on	ADP
bracis-19089	290	180	:	:	PUNCT
bracis-19089	290	181	pubmed	pubmed	PROPN
bracis-19089	290	182	 	 	SPACE
bracis-19089	290	183	google	google	PROPN
bracis-19089	290	184	scholar	scholar	PROPN
bracis-19089	290	185	helena	helena	PROPN
bracis-19089	290	186	m.	m.	PROPN
bracis-19089	290	187	caseliview	caseliview	PROPN
bracis-19089	290	188	author	author	NOUN
bracis-19089	290	189	publications	publication	NOUN
bracis-19089	290	190	search	search	NOUN
bracis-19089	290	191	author	author	NOUN
bracis-19089	290	192	on	on	ADP
bracis-19089	290	193	:	:	PUNCT
bracis-19089	290	194	pubmed	pubmed	PROPN
bracis-19089	290	195	 	 	SPACE
bracis-19089	290	196	google	google	PROPN
bracis-19089	290	197	scholar	scholar	PROPN
bracis-19089	290	198	livy	livy	PROPN
bracis-19089	290	199	realview	realview	PROPN
bracis-19089	290	200	author	author	NOUN
bracis-19089	290	201	publications	publication	NOUN
bracis-19089	290	202	search	search	NOUN
bracis-19089	290	203	author	author	NOUN
bracis-19089	290	204	on	on	ADP
bracis-19089	290	205	:	:	PUNCT
bracis-19089	290	206	pubmed	pubmed	PROPN
bracis-19089	290	207	 	 	SPACE
bracis-19089	290	208	google	google	PROPN
bracis-19089	290	209	scholar	scholar	NOUN
bracis-19089	290	210	corresponding	correspond	VERB
bracis-19089	290	211	author	author	NOUN
bracis-19089	290	212	correspondence	correspondence	NOUN
bracis-19089	290	213	to	to	ADP
bracis-19089	290	214	diego	diego	PROPN
bracis-19089	290	215	f.	f.	PROPN
bracis-19089	290	216	silva	silva	PROPN
bracis-19089	290	217	.	.	PUNCT
bracis-19089	291	1	editor	editor	NOUN
bracis-19089	291	2	information	information	NOUN
bracis-19089	291	3	editors	editor	NOUN
bracis-19089	291	4	and	and	CCONJ
bracis-19089	291	5	affiliations	affiliation	NOUN
bracis-19089	291	6	universidade	universidade	PROPN
bracis-19089	291	7	federal	federal	PROPN
bracis-19089	291	8	de	de	X
bracis-19089	291	9	sergipe	sergipe	PROPN
bracis-19089	291	10	,	,	PUNCT
bracis-19089	291	11	são	são	NOUN
bracis-19089	291	12	cristóvão	cristóvão	PROPN
bracis-19089	291	13	,	,	PUNCT
bracis-19089	291	14	brazil	brazil	PROPN
bracis-19089	291	15	andré	andré	PROPN
bracis-19089	291	16	britto	britto	PROPN
bracis-19089	291	17	universidade	universidade	PROPN
bracis-19089	291	18	de	de	PROPN
bracis-19089	291	19	são	são	PROPN
bracis-19089	291	20	paulo	paulo	PROPN
bracis-19089	291	21	,	,	PUNCT
bracis-19089	291	22	são	são	PROPN
bracis-19089	291	23	paulo	paulo	PROPN
bracis-19089	291	24	,	,	PUNCT
bracis-19089	291	25	brazil	brazil	PROPN
bracis-19089	291	26	karina	karina	PROPN
bracis-19089	291	27	valdivia	valdivia	PROPN
bracis-19089	291	28	delgado	delgado	VERB
bracis-19089	291	29	rights	right	NOUN
bracis-19089	291	30	and	and	CCONJ
bracis-19089	291	31	permissions	permission	NOUN
bracis-19089	291	32	reprints	reprint	NOUN
bracis-19089	291	33	and	and	CCONJ
bracis-19089	291	34	permissions	permission	VERB
bracis-19089	291	35	copyright	copyright	NOUN
bracis-19089	291	36	information	information	NOUN
bracis-19089	291	37	©	©	PROPN
bracis-19089	291	38	2021	2021	NUM
bracis-19089	291	39	springer	springer	NOUN
bracis-19089	291	40	nature	nature	NOUN
bracis-19089	291	41	switzerland	switzerland	PROPN
bracis-19089	291	42	ag	ag	PROPN
bracis-19089	291	43	about	about	ADP
bracis-19089	291	44	this	this	DET
bracis-19089	291	45	paper	paper	NOUN
bracis-19089	291	46	cite	cite	VERB
bracis-19089	291	47	this	this	DET
bracis-19089	291	48	paper	paper	NOUN
bracis-19089	291	49	silva	silva	NOUN
bracis-19089	291	50	,	,	PUNCT
bracis-19089	291	51	d.f	d.f	PROPN
bracis-19089	291	52	.	.	PROPN
bracis-19089	291	53	et	et	PROPN
bracis-19089	291	54	al	al	PROPN
bracis-19089	291	55	.	.	PROPN
bracis-19089	292	1	(	(	PUNCT
bracis-19089	292	2	2021	2021	NUM
bracis-19089	292	3	)	)	PUNCT
bracis-19089	292	4	.	.	PUNCT
bracis-19089	293	1	named	name	VERB
bracis-19089	293	2	entity	entity	NOUN
bracis-19089	293	3	recognition	recognition	NOUN
bracis-19089	293	4	for	for	ADP
bracis-19089	293	5	brazilian	brazilian	ADJ
bracis-19089	293	6	portuguese	portuguese	ADJ
bracis-19089	293	7	product	product	NOUN
bracis-19089	293	8	titles	title	NOUN
bracis-19089	293	9	.	.	PUNCT
bracis-19089	294	1	in	in	ADP
bracis-19089	294	2	:	:	PUNCT
bracis-19089	294	3	britto	britto	PROPN
bracis-19089	294	4	,	,	PUNCT
bracis-19089	294	5	a.	a.	PROPN
bracis-19089	294	6	,	,	PUNCT
bracis-19089	294	7	valdivia	valdivia	PROPN
bracis-19089	294	8	delgado	delgado	PROPN
bracis-19089	294	9	,	,	PUNCT
bracis-19089	294	10	k.	k.	PROPN
bracis-19089	294	11	(	(	PUNCT
bracis-19089	294	12	eds	eds	PROPN
bracis-19089	294	13	)	)	PUNCT
bracis-19089	294	14	intelligent	intelligent	ADJ
bracis-19089	294	15	systems	system	NOUN
bracis-19089	294	16	.	.	PUNCT
bracis-19089	295	1	bracis	bracis	PROPN
bracis-19089	295	2	2021	2021	NUM
bracis-19089	295	3	.	.	PUNCT
bracis-19089	296	1	lecture	lecture	NOUN
bracis-19089	296	2	notes	note	NOUN
bracis-19089	296	3	in	in	ADP
bracis-19089	296	4	computer	computer	NOUN
bracis-19089	296	5	science	science	NOUN
bracis-19089	296	6	(	(	PUNCT
bracis-19089	296	7	)	)	PUNCT
bracis-19089	296	8	,	,	PUNCT
bracis-19089	296	9	vol	vol	NOUN
bracis-19089	296	10	13074	13074	NUM
bracis-19089	296	11	.	.	PUNCT
bracis-19089	297	1	springer	springer	NOUN
bracis-19089	297	2	,	,	PUNCT
bracis-19089	297	3	cham	cham	PROPN
bracis-19089	297	4	.	.	PUNCT
bracis-19089	298	1	https://doi.org/10.1007/978-3-030-91699-2_36	https://doi.org/10.1007/978-3-030-91699-2_36	PROPN
bracis-19089	298	2	download	download	VERB
bracis-19089	298	3	citation	citation	NOUN
bracis-19089	298	4	.ris	.ris	PUNCT
bracis-19089	298	5	.enw	.enw	PROPN
bracis-19089	298	6	.bib	.bib	PUNCT
bracis-19089	299	1	doi	doi	PROPN
bracis-19089	299	2	:	:	PUNCT
bracis-19089	299	3	https://doi.org/10.1007/978-3-030-91699-2_36	https://doi.org/10.1007/978-3-030-91699-2_36	AUX
bracis-19089	299	4	published	publish	VERB
bracis-19089	299	5	:	:	PUNCT
bracis-19089	299	6	28	28	NUM
bracis-19089	299	7	november	november	PROPN
bracis-19089	299	8	2021	2021	NUM
bracis-19089	299	9	publisher	publisher	NOUN
bracis-19089	299	10	name	name	NOUN
bracis-19089	299	11	:	:	PUNCT
bracis-19089	299	12	springer	springer	NOUN
bracis-19089	299	13	,	,	PUNCT
bracis-19089	299	14	cham	cham	PROPN
bracis-19089	299	15	print	print	PROPN
bracis-19089	299	16	isbn	isbn	PROPN
bracis-19089	299	17	:	:	PUNCT
bracis-19089	299	18	978	978	NUM
bracis-19089	299	19	-	-	SYM
bracis-19089	299	20	3	3	NUM
bracis-19089	299	21	-	-	PUNCT
bracis-19089	299	22	030	030	NUM
bracis-19089	299	23	-	-	PUNCT
bracis-19089	299	24	91698	91698	NUM
bracis-19089	299	25	-	-	SYM
bracis-19089	299	26	5	5	NUM
bracis-19089	299	27	online	online	ADJ
bracis-19089	299	28	isbn	isbn	NOUN
bracis-19089	299	29	:	:	PUNCT
bracis-19089	299	30	978	978	NUM
bracis-19089	299	31	-	-	SYM
bracis-19089	299	32	3	3	NUM
bracis-19089	299	33	-	-	PUNCT
bracis-19089	299	34	030	030	NUM
bracis-19089	299	35	-	-	PUNCT
bracis-19089	299	36	91699	91699	NUM
bracis-19089	299	37	-	-	SYM
bracis-19089	299	38	2	2	NUM
bracis-19089	299	39	ebook	ebook	NOUN
bracis-19089	299	40	packages	package	NOUN
bracis-19089	299	41	:	:	PUNCT
bracis-19089	299	42	computer	computer	NOUN
bracis-19089	299	43	sciencecomputer	sciencecomputer	NOUN
bracis-19089	299	44	science	science	NOUN
bracis-19089	299	45	(	(	PUNCT
bracis-19089	299	46	r0	r0	NOUN
bracis-19089	299	47	)	)	PUNCT
bracis-19089	299	48	share	share	VERB
bracis-19089	299	49	this	this	DET
bracis-19089	299	50	paper	paper	NOUN
bracis-19089	299	51	anyone	anyone	PRON
bracis-19089	299	52	you	you	PRON
bracis-19089	299	53	share	share	VERB
bracis-19089	299	54	the	the	DET
bracis-19089	299	55	following	follow	VERB
bracis-19089	299	56	link	link	NOUN
bracis-19089	299	57	with	with	ADP
bracis-19089	299	58	will	will	AUX
bracis-19089	299	59	be	be	AUX
bracis-19089	299	60	able	able	ADJ
bracis-19089	299	61	to	to	PART
bracis-19089	299	62	read	read	VERB
bracis-19089	299	63	this	this	DET
bracis-19089	299	64	content	content	NOUN
bracis-19089	299	65	:	:	PUNCT
bracis-19089	299	66	get	get	VERB
bracis-19089	299	67	shareable	shareable	ADJ
bracis-19089	299	68	linksorry	linksorry	NOUN
bracis-19089	299	69	,	,	PUNCT
bracis-19089	299	70	a	a	DET
bracis-19089	299	71	shareable	shareable	ADJ
bracis-19089	299	72	link	link	NOUN
bracis-19089	299	73	is	be	AUX
bracis-19089	299	74	not	not	PART
bracis-19089	299	75	currently	currently	ADV
bracis-19089	299	76	available	available	ADJ
bracis-19089	299	77	for	for	ADP
bracis-19089	299	78	this	this	DET
bracis-19089	299	79	article	article	NOUN
bracis-19089	299	80	.	.	PUNCT
bracis-19089	300	1	copy	copy	VERB
bracis-19089	300	2	shareable	shareable	ADJ
bracis-19089	300	3	link	link	NOUN
bracis-19089	300	4	to	to	PART
bracis-19089	300	5	clipboard	clipboard	NOUN
bracis-19089	300	6	provided	provide	VERB
bracis-19089	300	7	by	by	ADP
bracis-19089	300	8	the	the	DET
bracis-19089	300	9	springer	springer	NOUN
bracis-19089	300	10	nature	nature	PROPN
bracis-19089	300	11	sharedit	sharedit	PROPN
bracis-19089	300	12	content	content	NOUN
bracis-19089	300	13	-	-	PUNCT
bracis-19089	300	14	sharing	share	VERB
bracis-19089	300	15	initiative	initiative	NOUN
bracis-19089	300	16	keywords	keyword	NOUN
bracis-19089	300	17	product	product	NOUN
bracis-19089	300	18	titles	title	NOUN
bracis-19089	300	19	named	name	VERB
bracis-19089	300	20	entity	entity	NOUN
bracis-19089	300	21	recognition	recognition	NOUN
bracis-19089	300	22	mitie	mitie	VERB
bracis-19089	300	23	bert	bert	PROPN
bracis-19089	300	24	portuguese	portuguese	PROPN
bracis-19089	300	25	publish	publish	VERB
bracis-19089	300	26	with	with	ADP
bracis-19089	300	27	us	us	PROPN
bracis-19089	300	28	policies	policy	NOUN
bracis-19089	300	29	and	and	CCONJ
bracis-19089	300	30	ethics	ethic	NOUN
bracis-19089	300	31	search	search	NOUN
bracis-19089	300	32	search	search	NOUN
bracis-19089	300	33	by	by	ADP
bracis-19089	300	34	keyword	keyword	NOUN
bracis-19089	300	35	or	or	CCONJ
bracis-19089	300	36	author	author	NOUN
bracis-19089	300	37	search	search	NOUN
bracis-19089	300	38	navigation	navigation	NOUN
bracis-19089	300	39	find	find	VERB
bracis-19089	300	40	a	a	DET
bracis-19089	300	41	journal	journal	NOUN
bracis-19089	300	42	publish	publish	VERB
bracis-19089	300	43	with	with	ADP
bracis-19089	300	44	us	we	PRON
bracis-19089	300	45	track	track	VERB
bracis-19089	300	46	your	your	PRON
bracis-19089	300	47	research	research	NOUN
bracis-19089	300	48	discover	discover	VERB
bracis-19089	300	49	content	content	NOUN
bracis-19089	300	50	journals	journal	NOUN
bracis-19089	300	51	a	a	DET
bracis-19089	300	52	-	-	PUNCT
bracis-19089	300	53	z	z	NOUN
bracis-19089	300	54	books	book	NOUN
bracis-19089	300	55	a	a	DET
bracis-19089	300	56	-	-	PUNCT
bracis-19089	300	57	z	z	NOUN
bracis-19089	300	58	publish	publish	NOUN
bracis-19089	300	59	with	with	ADP
bracis-19089	300	60	us	us	PROPN
bracis-19089	300	61	journal	journal	PROPN
bracis-19089	300	62	finder	finder	PROPN
bracis-19089	300	63	publish	publish	VERB
bracis-19089	300	64	your	your	PRON
bracis-19089	300	65	research	research	NOUN
bracis-19089	300	66	language	language	NOUN
bracis-19089	300	67	editing	edit	VERB
bracis-19089	300	68	open	open	ADJ
bracis-19089	300	69	access	access	NOUN
bracis-19089	300	70	publishing	publishing	NOUN
bracis-19089	300	71	products	product	NOUN
bracis-19089	300	72	and	and	CCONJ
bracis-19089	300	73	services	service	NOUN
bracis-19089	300	74	our	our	PRON
bracis-19089	300	75	products	product	NOUN
bracis-19089	300	76	librarians	librarian	VERB
bracis-19089	300	77	societies	society	NOUN
bracis-19089	300	78	partners	partner	NOUN
bracis-19089	300	79	and	and	CCONJ
bracis-19089	300	80	advertisers	advertiser	NOUN
bracis-19089	300	81	our	our	PRON
bracis-19089	300	82	brands	brand	NOUN
bracis-19089	300	83	springer	springer	NOUN
bracis-19089	300	84	nature	nature	PROPN
bracis-19089	300	85	portfolio	portfolio	PROPN
bracis-19089	300	86	bmc	bmc	PROPN
bracis-19089	300	87	palgrave	palgrave	PROPN
bracis-19089	300	88	macmillan	macmillan	PROPN
bracis-19089	300	89	apress	apress	PROPN
bracis-19089	300	90	discover	discover	VERB
bracis-19089	300	91	your	your	PRON
bracis-19089	300	92	privacy	privacy	NOUN
bracis-19089	300	93	choices	choice	NOUN
bracis-19089	300	94	/	/	SYM
bracis-19089	300	95	manage	manage	NOUN
bracis-19089	300	96	cookies	cookie	NOUN
bracis-19089	300	97	your	your	PRON
bracis-19089	300	98	us	us	PROPN
bracis-19089	301	1	state	state	NOUN
bracis-19089	301	2	privacy	privacy	NOUN
bracis-19089	301	3	rights	right	NOUN
bracis-19089	301	4	accessibility	accessibility	NOUN
bracis-19089	301	5	statement	statement	NOUN
bracis-19089	301	6	terms	term	NOUN
bracis-19089	301	7	and	and	CCONJ
bracis-19089	301	8	conditions	condition	NOUN
bracis-19089	301	9	privacy	privacy	NOUN
bracis-19089	301	10	policy	policy	NOUN
bracis-19089	301	11	help	help	NOUN
bracis-19089	301	12	and	and	CCONJ
bracis-19089	301	13	support	support	VERB
bracis-19089	301	14	legal	legal	ADJ
bracis-19089	301	15	notice	notice	NOUN
bracis-19089	301	16	cancel	cancel	VERB
bracis-19089	301	17	contracts	contract	NOUN
bracis-19089	301	18	here	here	ADV
bracis-19089	301	19	129.74.145.123	129.74.145.123	NUM
bracis-19089	301	20	hesburgh	hesburgh	PROPN
bracis-19089	301	21	library	library	PROPN
bracis-19089	301	22	er	er	INTJ
bracis-19089	301	23	unit	unit	NOUN
bracis-19089	301	24	(	(	PUNCT
bracis-19089	301	25	3005732405	3005732405	NUM
bracis-19089	301	26	)	)	PUNCT
bracis-19089	301	27	northeast	northeast	ADJ
bracis-19089	301	28	research	research	NOUN
bracis-19089	301	29	libraries	library	NOUN
bracis-19089	301	30	(	(	PUNCT
bracis-19089	301	31	nerl	nerl	PROPN
bracis-19089	301	32	)	)	PUNCT
bracis-19089	301	33	(	(	PUNCT
bracis-19089	301	34	8200828607	8200828607	NUM
bracis-19089	301	35	)	)	PUNCT
bracis-19089	301	36	nerl	nerl	VERB
bracis-19089	301	37	ta	ta	X
bracis-19089	301	38	account	account	NOUN
bracis-19089	301	39	(	(	PUNCT
bracis-19089	301	40	3006206169	3006206169	NUM
bracis-19089	301	41	)	)	PUNCT
bracis-19089	301	42	university	university	NOUN
bracis-19089	301	43	of	of	ADP
bracis-19089	301	44	notre	notre	PROPN
bracis-19089	301	45	dame	dame	PROPN
bracis-19089	301	46	hesburgh	hesburgh	PROPN
bracis-19089	301	47	library	library	NOUN
bracis-19089	301	48	(	(	PUNCT
bracis-19089	301	49	3000184373	3000184373	NUM
bracis-19089	301	50	)	)	PUNCT
bracis-19089	302	1	©	©	ADP
bracis-19089	302	2	2025	2025	NUM
bracis-19089	302	3	springer	springer	NOUN
bracis-19089	302	4	nature	nature	NOUN