id	sid	tid	token	lemma	pos
bracis-28408	1	1	optimization	optimization	NOUN
bracis-28408	1	2	strategies	strategy	NOUN
bracis-28408	1	3	for	for	ADP
bracis-28408	1	4	 	 	SPACE
bracis-28408	1	5	bert	bert	NOUN
bracis-28408	1	6	-	-	PUNCT
bracis-28408	1	7	based	base	VERB
bracis-28408	1	8	named	name	VERB
bracis-28408	1	9	entity	entity	NOUN
bracis-28408	1	10	recognition	recognition	NOUN
bracis-28408	1	11	|	|	NOUN
bracis-28408	1	12	springer	springer	NOUN
bracis-28408	1	13	nature	nature	PROPN
bracis-28408	1	14	link	link	PROPN
bracis-28408	1	15	(	(	PUNCT
bracis-28408	1	16	formerly	formerly	ADV
bracis-28408	1	17	springerlink	springerlink	NOUN
bracis-28408	1	18	)	)	PUNCT
bracis-28408	1	19	skip	skip	VERB
bracis-28408	1	20	to	to	ADP
bracis-28408	1	21	main	main	ADJ
bracis-28408	1	22	content	content	NOUN
bracis-28408	1	23	advertisement	advertisement	NOUN
bracis-28408	1	24	log	log	NOUN
bracis-28408	1	25	in	in	ADP
bracis-28408	1	26	menu	menu	NOUN
bracis-28408	1	27	find	find	VERB
bracis-28408	1	28	a	a	DET
bracis-28408	1	29	journal	journal	NOUN
bracis-28408	1	30	publish	publish	VERB
bracis-28408	1	31	with	with	ADP
bracis-28408	1	32	us	we	PRON
bracis-28408	1	33	track	track	VERB
bracis-28408	1	34	your	your	PRON
bracis-28408	1	35	research	research	NOUN
bracis-28408	1	36	search	search	NOUN
bracis-28408	1	37	cart	cart	NOUN
bracis-28408	1	38	home	home	NOUN
bracis-28408	1	39	intelligent	intelligent	ADJ
bracis-28408	1	40	systems	system	NOUN
bracis-28408	1	41	conference	conference	NOUN
bracis-28408	1	42	paper	paper	NOUN
bracis-28408	1	43	optimization	optimization	NOUN
bracis-28408	1	44	strategies	strategy	NOUN
bracis-28408	1	45	for	for	ADP
bracis-28408	1	46	 	 	SPACE
bracis-28408	1	47	bert	bert	NOUN
bracis-28408	1	48	-	-	PUNCT
bracis-28408	1	49	based	base	VERB
bracis-28408	1	50	named	name	VERB
bracis-28408	1	51	entity	entity	NOUN
bracis-28408	1	52	recognition	recognition	NOUN
bracis-28408	1	53	conference	conference	NOUN
bracis-28408	1	54	paper	paper	NOUN
bracis-28408	1	55	first	first	ADV
bracis-28408	1	56	online	online	ADV
bracis-28408	1	57	:	:	PUNCT
bracis-28408	1	58	12	12	NUM
bracis-28408	1	59	october	october	NOUN
bracis-28408	1	60	2023	2023	NUM
bracis-28408	1	61	pp	pp	ADP
bracis-28408	1	62	80–94	80–94	NUM
bracis-28408	1	63	cite	cite	VERB
bracis-28408	1	64	this	this	DET
bracis-28408	1	65	conference	conference	NOUN
bracis-28408	1	66	paper	paper	NOUN
bracis-28408	1	67	access	access	NOUN
bracis-28408	1	68	provided	provide	VERB
bracis-28408	1	69	by	by	ADP
bracis-28408	1	70	university	university	PROPN
bracis-28408	1	71	of	of	ADP
bracis-28408	1	72	notre	notre	PROPN
bracis-28408	1	73	dame	dame	PROPN
bracis-28408	1	74	hesburgh	hesburgh	PROPN
bracis-28408	1	75	library	library	PROPN
bracis-28408	1	76	download	download	PROPN
bracis-28408	1	77	book	book	NOUN
bracis-28408	1	78	pdf	pdf	PROPN
bracis-28408	1	79	download	download	NOUN
bracis-28408	1	80	book	book	NOUN
bracis-28408	1	81	epub	epub	PROPN
bracis-28408	1	82	intelligent	intelligent	ADJ
bracis-28408	1	83	systems	system	NOUN
bracis-28408	1	84	(	(	PUNCT
bracis-28408	1	85	bracis	bracis	NOUN
bracis-28408	1	86	2023	2023	NUM
bracis-28408	1	87	)	)	PUNCT
bracis-28408	1	88	optimization	optimization	NOUN
bracis-28408	1	89	strategies	strategy	NOUN
bracis-28408	1	90	for	for	ADP
bracis-28408	1	91	 	 	SPACE
bracis-28408	1	92	bert	bert	NOUN
bracis-28408	1	93	-	-	PUNCT
bracis-28408	1	94	based	base	VERB
bracis-28408	1	95	named	name	VERB
bracis-28408	1	96	entity	entity	NOUN
bracis-28408	1	97	recognition	recognition	NOUN
bracis-28408	1	98	download	download	NOUN
bracis-28408	1	99	book	book	NOUN
bracis-28408	1	100	pdf	pdf	PROPN
bracis-28408	1	101	download	download	NOUN
bracis-28408	1	102	book	book	PROPN
bracis-28408	1	103	epub	epub	PROPN
bracis-28408	1	104	monique	monique	PROPN
bracis-28408	1	105	monteiro9	monteiro9	PROPN
bracis-28408	1	106	&	&	CCONJ
bracis-28408	1	107	cleber	cleber	PROPN
bracis-28408	1	108	zanchettin9	zanchettin9	PROPN
bracis-28408	1	109	  	  	SPACE
bracis-28408	1	110	part	part	NOUN
bracis-28408	1	111	of	of	ADP
bracis-28408	1	112	the	the	DET
bracis-28408	1	113	book	book	NOUN
bracis-28408	1	114	series	series	NOUN
bracis-28408	1	115	:	:	PUNCT
bracis-28408	1	116	lecture	lecture	NOUN
bracis-28408	1	117	notes	note	NOUN
bracis-28408	1	118	in	in	ADP
bracis-28408	1	119	computer	computer	NOUN
bracis-28408	1	120	science	science	NOUN
bracis-28408	1	121	(	(	PUNCT
bracis-28408	1	122	(	(	PUNCT
bracis-28408	1	123	lnai	lnai	ADJ
bracis-28408	1	124	,	,	PUNCT
bracis-28408	1	125	volume	volume	NOUN
bracis-28408	1	126	14197	14197	NUM
bracis-28408	1	127	)	)	PUNCT
bracis-28408	1	128	)	)	PUNCT
bracis-28408	1	129	included	include	VERB
bracis-28408	1	130	in	in	ADP
bracis-28408	1	131	the	the	DET
bracis-28408	1	132	following	follow	VERB
bracis-28408	1	133	conference	conference	NOUN
bracis-28408	1	134	series	series	NOUN
bracis-28408	1	135	:	:	PUNCT
bracis-28408	1	136	brazilian	brazilian	ADJ
bracis-28408	1	137	conference	conference	NOUN
bracis-28408	1	138	on	on	ADP
bracis-28408	1	139	intelligent	intelligent	ADJ
bracis-28408	1	140	systems	system	NOUN
bracis-28408	1	141	676	676	NUM
bracis-28408	1	142	accesses	access	NOUN
bracis-28408	1	143	3	3	NUM
bracis-28408	1	144	citations	citation	NOUN
bracis-28408	1	145	abstract	abstract	ADJ
bracis-28408	1	146	transfer	transfer	NOUN
bracis-28408	1	147	learning	learn	VERB
bracis-28408	1	148	through	through	ADP
bracis-28408	1	149	language	language	NOUN
bracis-28408	1	150	modeling	modeling	NOUN
bracis-28408	1	151	achieved	achieve	VERB
bracis-28408	1	152	state	state	NOUN
bracis-28408	1	153	-	-	PUNCT
bracis-28408	1	154	of	of	ADP
bracis-28408	1	155	-	-	PUNCT
bracis-28408	1	156	the	the	DET
bracis-28408	1	157	-	-	PUNCT
bracis-28408	1	158	art	art	NOUN
bracis-28408	1	159	results	result	NOUN
bracis-28408	1	160	for	for	ADP
bracis-28408	1	161	several	several	ADJ
bracis-28408	1	162	natural	natural	ADJ
bracis-28408	1	163	language	language	NOUN
bracis-28408	1	164	processing	processing	NOUN
bracis-28408	1	165	tasks	task	NOUN
bracis-28408	1	166	such	such	ADJ
bracis-28408	1	167	as	as	ADP
bracis-28408	1	168	named	name	VERB
bracis-28408	1	169	entity	entity	NOUN
bracis-28408	1	170	recognition	recognition	NOUN
bracis-28408	1	171	,	,	PUNCT
bracis-28408	1	172	question	question	NOUN
bracis-28408	1	173	answering	answering	NOUN
bracis-28408	1	174	,	,	PUNCT
bracis-28408	1	175	and	and	CCONJ
bracis-28408	1	176	sentiment	sentiment	NOUN
bracis-28408	1	177	analysis	analysis	NOUN
bracis-28408	1	178	.	.	PUNCT
bracis-28408	2	1	however	however	ADV
bracis-28408	2	2	,	,	PUNCT
bracis-28408	2	3	despite	despite	SCONJ
bracis-28408	2	4	these	these	DET
bracis-28408	2	5	advancements	advancement	NOUN
bracis-28408	2	6	,	,	PUNCT
bracis-28408	2	7	some	some	DET
bracis-28408	2	8	tasks	task	NOUN
bracis-28408	2	9	still	still	ADV
bracis-28408	2	10	need	need	VERB
bracis-28408	2	11	more	more	ADV
bracis-28408	2	12	specific	specific	ADJ
bracis-28408	2	13	solutions	solution	NOUN
bracis-28408	2	14	.	.	PUNCT
bracis-28408	3	1	this	this	DET
bracis-28408	3	2	paper	paper	NOUN
bracis-28408	3	3	explores	explore	VERB
bracis-28408	3	4	different	different	ADJ
bracis-28408	3	5	approaches	approach	NOUN
bracis-28408	3	6	to	to	PART
bracis-28408	3	7	enhance	enhance	VERB
bracis-28408	3	8	the	the	DET
bracis-28408	3	9	performance	performance	NOUN
bracis-28408	3	10	of	of	ADP
bracis-28408	3	11	named	name	VERB
bracis-28408	3	12	entity	entity	NOUN
bracis-28408	3	13	recognition	recognition	NOUN
bracis-28408	3	14	(	(	PUNCT
bracis-28408	3	15	ner	ner	NOUN
bracis-28408	3	16	)	)	PUNCT
bracis-28408	3	17	in	in	ADP
bracis-28408	3	18	transformer	transformer	NOUN
bracis-28408	3	19	-	-	PUNCT
bracis-28408	3	20	based	base	VERB
bracis-28408	3	21	models	model	NOUN
bracis-28408	3	22	that	that	PRON
bracis-28408	3	23	have	have	AUX
bracis-28408	3	24	been	be	AUX
bracis-28408	3	25	pre	pre	VERB
bracis-28408	3	26	-	-	VERB
bracis-28408	3	27	trained	train	VERB
bracis-28408	3	28	for	for	ADP
bracis-28408	3	29	language	language	NOUN
bracis-28408	3	30	modeling	modeling	NOUN
bracis-28408	3	31	.	.	PUNCT
bracis-28408	4	1	we	we	PRON
bracis-28408	4	2	investigate	investigate	VERB
bracis-28408	4	3	model	model	NOUN
bracis-28408	4	4	soups	soup	NOUN
bracis-28408	4	5	and	and	CCONJ
bracis-28408	4	6	domain	domain	NOUN
bracis-28408	4	7	adaptation	adaptation	NOUN
bracis-28408	4	8	methods	method	NOUN
bracis-28408	4	9	for	for	ADP
bracis-28408	4	10	portuguese	portuguese	ADJ
bracis-28408	4	11	language	language	NOUN
bracis-28408	4	12	entity	entity	NOUN
bracis-28408	4	13	recognition	recognition	NOUN
bracis-28408	4	14	,	,	PUNCT
bracis-28408	4	15	providing	provide	VERB
bracis-28408	4	16	valuable	valuable	ADJ
bracis-28408	4	17	insights	insight	NOUN
bracis-28408	4	18	into	into	ADP
bracis-28408	4	19	the	the	DET
bracis-28408	4	20	effectiveness	effectiveness	NOUN
bracis-28408	4	21	of	of	ADP
bracis-28408	4	22	these	these	DET
bracis-28408	4	23	methods	method	NOUN
bracis-28408	4	24	in	in	ADP
bracis-28408	4	25	ner	ner	NOUN
bracis-28408	4	26	performance	performance	NOUN
bracis-28408	4	27	and	and	CCONJ
bracis-28408	4	28	contributing	contribute	VERB
bracis-28408	4	29	to	to	ADP
bracis-28408	4	30	the	the	DET
bracis-28408	4	31	development	development	NOUN
bracis-28408	4	32	of	of	ADP
bracis-28408	4	33	more	more	ADV
bracis-28408	4	34	accurate	accurate	ADJ
bracis-28408	4	35	models	model	NOUN
bracis-28408	4	36	.	.	PUNCT
bracis-28408	5	1	we	we	PRON
bracis-28408	5	2	also	also	ADV
bracis-28408	5	3	evaluate	evaluate	VERB
bracis-28408	5	4	ner	ner	NOUN
bracis-28408	5	5	performance	performance	NOUN
bracis-28408	5	6	in	in	ADP
bracis-28408	5	7	few	few	ADJ
bracis-28408	5	8	/	/	SYM
bracis-28408	5	9	zero	zero	NUM
bracis-28408	5	10	-	-	PUNCT
bracis-28408	5	11	shot	shot	NOUN
bracis-28408	5	12	learning	learning	NOUN
bracis-28408	5	13	settings	setting	NOUN
bracis-28408	5	14	with	with	ADP
bracis-28408	5	15	a	a	DET
bracis-28408	5	16	causal	causal	ADJ
bracis-28408	5	17	language	language	NOUN
bracis-28408	5	18	model	model	NOUN
bracis-28408	5	19	.	.	PUNCT
bracis-28408	6	1	in	in	ADP
bracis-28408	6	2	particular	particular	ADJ
bracis-28408	6	3	,	,	PUNCT
bracis-28408	6	4	we	we	PRON
bracis-28408	6	5	evaluate	evaluate	VERB
bracis-28408	6	6	diverse	diverse	ADJ
bracis-28408	6	7	bert	bert	NOUN
bracis-28408	6	8	-	-	PUNCT
bracis-28408	6	9	based	base	VERB
bracis-28408	6	10	models	model	NOUN
bracis-28408	6	11	trained	train	VERB
bracis-28408	6	12	on	on	ADP
bracis-28408	6	13	different	different	ADJ
bracis-28408	6	14	datasets	dataset	NOUN
bracis-28408	6	15	considering	consider	VERB
bracis-28408	6	16	general	general	ADJ
bracis-28408	6	17	and	and	CCONJ
bracis-28408	6	18	specific	specific	ADJ
bracis-28408	6	19	domains	domain	NOUN
bracis-28408	6	20	.	.	PUNCT
bracis-28408	7	1	our	our	PRON
bracis-28408	7	2	results	result	NOUN
bracis-28408	7	3	show	show	VERB
bracis-28408	7	4	significant	significant	ADJ
bracis-28408	7	5	improvements	improvement	NOUN
bracis-28408	7	6	when	when	SCONJ
bracis-28408	7	7	considering	consider	VERB
bracis-28408	7	8	model	model	NOUN
bracis-28408	7	9	soup	soup	NOUN
bracis-28408	7	10	techniques	technique	NOUN
bracis-28408	7	11	and	and	CCONJ
bracis-28408	7	12	in	in	ADP
bracis-28408	7	13	-	-	PUNCT
bracis-28408	7	14	domain	domain	NOUN
bracis-28408	7	15	pretraining	pretraine	VERB
bracis-28408	7	16	compared	compare	VERB
bracis-28408	7	17	to	to	ADP
bracis-28408	7	18	within	within	ADP
bracis-28408	7	19	-	-	PUNCT
bracis-28408	7	20	task	task	NOUN
bracis-28408	7	21	pretraining	pretraining	NOUN
bracis-28408	7	22	.	.	PUNCT
bracis-28408	8	1	access	access	NOUN
bracis-28408	8	2	provided	provide	VERB
bracis-28408	8	3	by	by	ADP
bracis-28408	8	4	university	university	PROPN
bracis-28408	8	5	of	of	ADP
bracis-28408	8	6	notre	notre	PROPN
bracis-28408	8	7	dame	dame	PROPN
bracis-28408	8	8	hesburgh	hesburgh	PROPN
bracis-28408	8	9	library	library	PROPN
bracis-28408	8	10	.	.	PUNCT
bracis-28408	9	1	download	download	PROPN
bracis-28408	9	2	conference	conference	NOUN
bracis-28408	9	3	paper	paper	NOUN
bracis-28408	9	4	pdf	pdf	NOUN
bracis-28408	9	5	similar	similar	ADJ
bracis-28408	9	6	content	content	NOUN
bracis-28408	9	7	being	be	AUX
bracis-28408	9	8	viewed	view	VERB
bracis-28408	9	9	by	by	ADP
bracis-28408	9	10	others	other	NOUN
bracis-28408	9	11	semantically	semantically	ADV
bracis-28408	9	12	-	-	PUNCT
bracis-28408	9	13	informed	inform	VERB
bracis-28408	9	14	domain	domain	NOUN
bracis-28408	9	15	adaptation	adaptation	NOUN
bracis-28408	9	16	for	for	ADP
bracis-28408	9	17	 	 	SPACE
bracis-28408	9	18	named	name	VERB
bracis-28408	9	19	entity	entity	NOUN
bracis-28408	9	20	recognition	recognition	NOUN
bracis-28408	9	21	chapter	chapter	NOUN
bracis-28408	9	22	©	©	PROPN
bracis-28408	9	23	2024	2024	NUM
bracis-28408	9	24	named	name	VERB
bracis-28408	9	25	entity	entity	NOUN
bracis-28408	9	26	extractors	extractor	NOUN
bracis-28408	9	27	for	for	ADP
bracis-28408	9	28	new	new	ADJ
bracis-28408	9	29	domains	domain	NOUN
bracis-28408	9	30	by	by	ADP
bracis-28408	9	31	transfer	transfer	NOUN
bracis-28408	9	32	learning	learning	NOUN
bracis-28408	9	33	with	with	ADP
bracis-28408	9	34	automatically	automatically	ADV
bracis-28408	9	35	annotated	annotate	VERB
bracis-28408	9	36	data	datum	NOUN
bracis-28408	9	37	chapter	chapter	NOUN
bracis-28408	9	38	©	©	PROPN
bracis-28408	9	39	2022	2022	NUM
bracis-28408	9	40	token	token	VERB
bracis-28408	9	41	is	be	AUX
bracis-28408	9	42	a	a	DET
bracis-28408	9	43	 	 	SPACE
bracis-28408	9	44	mask	mask	NOUN
bracis-28408	9	45	:	:	PUNCT
bracis-28408	9	46	few	few	ADJ
bracis-28408	9	47	-	-	PUNCT
bracis-28408	9	48	shot	shot	NOUN
bracis-28408	9	49	named	name	VERB
bracis-28408	9	50	entity	entity	NOUN
bracis-28408	9	51	recognition	recognition	NOUN
bracis-28408	9	52	with	with	ADP
bracis-28408	9	53	 	 	SPACE
bracis-28408	9	54	pre	pre	ADJ
bracis-28408	9	55	-	-	ADJ
bracis-28408	9	56	trained	train	VERB
bracis-28408	9	57	language	language	NOUN
bracis-28408	9	58	models	model	NOUN
bracis-28408	9	59	chapter	chapter	NOUN
bracis-28408	9	60	©	©	PROPN
bracis-28408	9	61	2022	2022	NUM
bracis-28408	9	62	explore	explore	VERB
bracis-28408	9	63	related	relate	VERB
bracis-28408	9	64	subjects	subject	NOUN
bracis-28408	9	65	discover	discover	VERB
bracis-28408	9	66	the	the	DET
bracis-28408	9	67	latest	late	ADJ
bracis-28408	9	68	articles	article	NOUN
bracis-28408	9	69	,	,	PUNCT
bracis-28408	9	70	books	book	NOUN
bracis-28408	9	71	and	and	CCONJ
bracis-28408	9	72	news	news	NOUN
bracis-28408	9	73	in	in	ADP
bracis-28408	9	74	related	related	ADJ
bracis-28408	9	75	subjects	subject	NOUN
bracis-28408	9	76	,	,	PUNCT
bracis-28408	9	77	suggested	suggest	VERB
bracis-28408	9	78	using	use	VERB
bracis-28408	9	79	machine	machine	NOUN
bracis-28408	9	80	learning	learning	NOUN
bracis-28408	9	81	.	.	PUNCT
bracis-28408	10	1	computational	computational	ADJ
bracis-28408	10	2	linguistics	linguistics	PROPN
bracis-28408	10	3	corpus	corpus	PROPN
bracis-28408	10	4	linguistics	linguistics	PROPN
bracis-28408	10	5	language	language	NOUN
bracis-28408	10	6	processing	processing	NOUN
bracis-28408	10	7	machine	machine	NOUN
bracis-28408	10	8	learning	learn	VERB
bracis-28408	10	9	natural	natural	ADJ
bracis-28408	10	10	language	language	NOUN
bracis-28408	10	11	processing	processing	NOUN
bracis-28408	10	12	(	(	PUNCT
bracis-28408	10	13	nlp	nlp	NOUN
bracis-28408	10	14	)	)	PUNCT
bracis-28408	10	15	research	research	NOUN
bracis-28408	10	16	methods	method	NOUN
bracis-28408	10	17	in	in	ADP
bracis-28408	10	18	language	language	NOUN
bracis-28408	10	19	and	and	CCONJ
bracis-28408	10	20	linguistics	linguistic	NOUN
bracis-28408	10	21	1	1	NUM
bracis-28408	10	22	introduction	introduction	NOUN
bracis-28408	10	23	named	name	VERB
bracis-28408	10	24	entity	entity	NOUN
bracis-28408	10	25	recognition	recognition	NOUN
bracis-28408	10	26	(	(	PUNCT
bracis-28408	10	27	ner	ner	NOUN
bracis-28408	10	28	)	)	PUNCT
bracis-28408	10	29	is	be	AUX
bracis-28408	10	30	an	an	DET
bracis-28408	10	31	important	important	ADJ
bracis-28408	10	32	task	task	NOUN
bracis-28408	10	33	for	for	ADP
bracis-28408	10	34	meaning	mean	VERB
bracis-28408	10	35	extraction	extraction	NOUN
bracis-28408	10	36	of	of	ADP
bracis-28408	10	37	textual	textual	ADJ
bracis-28408	10	38	content	content	NOUN
bracis-28408	10	39	.	.	PUNCT
bracis-28408	11	1	in	in	ADP
bracis-28408	11	2	recent	recent	ADJ
bracis-28408	11	3	years	year	NOUN
bracis-28408	11	4	,	,	PUNCT
bracis-28408	11	5	advances	advance	NOUN
bracis-28408	11	6	in	in	ADP
bracis-28408	11	7	transfer	transfer	NOUN
bracis-28408	11	8	learning	learning	NOUN
bracis-28408	11	9	with	with	ADP
bracis-28408	11	10	deep	deep	ADJ
bracis-28408	11	11	neural	neural	ADJ
bracis-28408	11	12	networks	network	NOUN
bracis-28408	11	13	based	base	VERB
bracis-28408	11	14	on	on	ADP
bracis-28408	11	15	transformers	transformer	NOUN
bracis-28408	11	16	[	[	X
bracis-28408	11	17	15	15	NUM
bracis-28408	11	18	]	]	PUNCT
bracis-28408	11	19	enabled	enable	VERB
bracis-28408	11	20	substantial	substantial	ADJ
bracis-28408	11	21	performance	performance	NOUN
bracis-28408	11	22	improvements	improvement	NOUN
bracis-28408	11	23	for	for	ADP
bracis-28408	11	24	nlp	nlp	NOUN
bracis-28408	11	25	models	model	NOUN
bracis-28408	11	26	,	,	PUNCT
bracis-28408	11	27	especially	especially	ADV
bracis-28408	11	28	in	in	ADP
bracis-28408	11	29	low	low	ADJ
bracis-28408	11	30	-	-	PUNCT
bracis-28408	11	31	resource	resource	NOUN
bracis-28408	11	32	languages	language	NOUN
bracis-28408	11	33	.	.	PUNCT
bracis-28408	12	1	in	in	ADP
bracis-28408	12	2	this	this	DET
bracis-28408	12	3	context	context	NOUN
bracis-28408	12	4	,	,	PUNCT
bracis-28408	12	5	transfer	transfer	NOUN
bracis-28408	12	6	learning	learning	NOUN
bracis-28408	12	7	enables	enable	VERB
bracis-28408	12	8	training	training	NOUN
bracis-28408	12	9	by	by	ADP
bracis-28408	12	10	leveraging	leverage	VERB
bracis-28408	12	11	previous	previous	ADJ
bracis-28408	12	12	knowledge	knowledge	NOUN
bracis-28408	12	13	of	of	ADP
bracis-28408	12	14	a	a	DET
bracis-28408	12	15	particular	particular	ADJ
bracis-28408	12	16	language	language	NOUN
bracis-28408	12	17	’s	’s	PART
bracis-28408	12	18	grammatical	grammatical	ADJ
bracis-28408	12	19	structure	structure	NOUN
bracis-28408	12	20	that	that	PRON
bracis-28408	12	21	knowledge	knowledge	NOUN
bracis-28408	12	22	is	be	AUX
bracis-28408	12	23	embedded	embed	VERB
bracis-28408	12	24	in	in	ADP
bracis-28408	12	25	models	model	NOUN
bracis-28408	12	26	previously	previously	ADV
bracis-28408	12	27	trained	train	VERB
bracis-28408	12	28	on	on	ADP
bracis-28408	12	29	unlabeled	unlabeled	ADJ
bracis-28408	12	30	data	datum	NOUN
bracis-28408	12	31	through	through	ADP
bracis-28408	12	32	self	self	NOUN
bracis-28408	12	33	-	-	PUNCT
bracis-28408	12	34	supervision	supervision	NOUN
bracis-28408	12	35	.	.	PUNCT
bracis-28408	13	1	language	language	NOUN
bracis-28408	13	2	models	model	NOUN
bracis-28408	13	3	are	be	AUX
bracis-28408	13	4	the	the	DET
bracis-28408	13	5	most	most	ADV
bracis-28408	13	6	classic	classic	ADJ
bracis-28408	13	7	examples	example	NOUN
bracis-28408	13	8	among	among	ADP
bracis-28408	13	9	these	these	DET
bracis-28408	13	10	pre	pre	ADJ
bracis-28408	13	11	-	-	ADJ
bracis-28408	13	12	trained	train	VERB
bracis-28408	13	13	models	model	NOUN
bracis-28408	13	14	.	.	PUNCT
bracis-28408	14	1	fig	fig	NOUN
bracis-28408	14	2	.	.	PUNCT
bracis-28408	15	1	1	1	X
bracis-28408	15	2	.	.	X
bracis-28408	15	3	model	model	PROPN
bracis-28408	15	4	soup	soup	PROPN
bracis-28408	15	5	model	model	PROPN
bracis-28408	15	6	creation	creation	NOUN
bracis-28408	15	7	by	by	ADP
bracis-28408	15	8	averaging	average	VERB
bracis-28408	15	9	weights	weight	NOUN
bracis-28408	15	10	of	of	ADP
bracis-28408	15	11	multiple	multiple	ADJ
bracis-28408	15	12	models	model	NOUN
bracis-28408	15	13	trained	train	VERB
bracis-28408	15	14	with	with	ADP
bracis-28408	15	15	different	different	ADJ
bracis-28408	15	16	hyperparameter	hyperparameter	NOUN
bracis-28408	15	17	sets	set	NOUN
bracis-28408	15	18	.	.	PUNCT
bracis-28408	16	1	here	here	ADV
bracis-28408	16	2	,	,	PUNCT
bracis-28408	16	3	two	two	NUM
bracis-28408	16	4	pre	pre	ADJ
bracis-28408	16	5	-	-	ADJ
bracis-28408	16	6	trained	train	VERB
bracis-28408	16	7	neural	neural	ADJ
bracis-28408	16	8	networks	network	NOUN
bracis-28408	16	9	with	with	ADP
bracis-28408	16	10	identical	identical	ADJ
bracis-28408	16	11	architecture	architecture	NOUN
bracis-28408	16	12	but	but	CCONJ
bracis-28408	16	13	different	different	ADJ
bracis-28408	16	14	parameters	parameter	NOUN
bracis-28408	16	15	are	be	AUX
bracis-28408	16	16	used	use	VERB
bracis-28408	16	17	to	to	PART
bracis-28408	16	18	create	create	VERB
bracis-28408	16	19	a	a	DET
bracis-28408	16	20	third	third	ADJ
bracis-28408	16	21	model	model	NOUN
bracis-28408	16	22	(	(	PUNCT
bracis-28408	16	23	“	"	PUNCT
bracis-28408	16	24	model	model	NOUN
bracis-28408	16	25	soup	soup	NOUN
bracis-28408	16	26	”	"	PUNCT
bracis-28408	16	27	)	)	PUNCT
bracis-28408	16	28	,	,	PUNCT
bracis-28408	16	29	whose	whose	DET
bracis-28408	16	30	weights	weight	NOUN
bracis-28408	16	31	are	be	AUX
bracis-28408	16	32	calculated	calculate	VERB
bracis-28408	16	33	by	by	ADP
bracis-28408	16	34	simply	simply	ADV
bracis-28408	16	35	averaging	average	VERB
bracis-28408	16	36	the	the	DET
bracis-28408	16	37	respective	respective	ADJ
bracis-28408	16	38	weights	weight	NOUN
bracis-28408	16	39	of	of	ADP
bracis-28408	16	40	model	model	NOUN
bracis-28408	16	41	1	1	NUM
bracis-28408	16	42	and	and	CCONJ
bracis-28408	16	43	model	model	NOUN
bracis-28408	16	44	2	2	NUM
bracis-28408	16	45	,	,	PUNCT
bracis-28408	16	46	without	without	ADP
bracis-28408	16	47	any	any	DET
bracis-28408	16	48	training	training	NOUN
bracis-28408	16	49	.	.	PUNCT
bracis-28408	17	1	full	full	ADJ
bracis-28408	17	2	size	size	NOUN
bracis-28408	17	3	image	image	NOUN
bracis-28408	17	4	in	in	ADP
bracis-28408	17	5	particular	particular	ADJ
bracis-28408	17	6	,	,	PUNCT
bracis-28408	17	7	for	for	ADP
bracis-28408	17	8	the	the	DET
bracis-28408	17	9	portuguese	portuguese	ADJ
bracis-28408	17	10	language	language	NOUN
bracis-28408	17	11	,	,	PUNCT
bracis-28408	17	12	the	the	DET
bracis-28408	17	13	most	most	ADV
bracis-28408	17	14	commonly	commonly	ADV
bracis-28408	17	15	used	use	VERB
bracis-28408	17	16	model	model	NOUN
bracis-28408	17	17	is	be	AUX
bracis-28408	17	18	bertimbau	bertimbau	NOUN
bracis-28408	17	19	[	[	X
bracis-28408	17	20	12	12	NUM
bracis-28408	17	21	]	]	X
bracis-28408	17	22	,	,	PUNCT
bracis-28408	17	23	a	a	DET
bracis-28408	17	24	neural	neural	ADJ
bracis-28408	17	25	network	network	NOUN
bracis-28408	17	26	that	that	PRON
bracis-28408	17	27	replicates	replicate	VERB
bracis-28408	17	28	with	with	ADP
bracis-28408	17	29	minor	minor	ADJ
bracis-28408	17	30	changes	change	NOUN
bracis-28408	17	31	the	the	DET
bracis-28408	17	32	architecture	architecture	NOUN
bracis-28408	17	33	and	and	CCONJ
bracis-28408	17	34	training	training	NOUN
bracis-28408	17	35	procedures	procedure	NOUN
bracis-28408	17	36	for	for	ADP
bracis-28408	17	37	bert	bert	NOUN
bracis-28408	17	38	[	[	X
bracis-28408	17	39	4	4	NUM
bracis-28408	17	40	]	]	PUNCT
bracis-28408	17	41	,	,	PUNCT
bracis-28408	17	42	by	by	ADP
bracis-28408	17	43	using	use	VERB
bracis-28408	17	44	brwac	brwac	PROPN
bracis-28408	17	45	[	[	X
bracis-28408	17	46	16	16	NUM
bracis-28408	17	47	]	]	PUNCT
bracis-28408	17	48	as	as	ADP
bracis-28408	17	49	training	training	NOUN
bracis-28408	17	50	corpus	corpus	NOUN
bracis-28408	17	51	.	.	PUNCT
bracis-28408	18	1	bertimbau	bertimbau	NOUN
bracis-28408	18	2	was	be	AUX
bracis-28408	18	3	validated	validate	VERB
bracis-28408	18	4	in	in	ADP
bracis-28408	18	5	specific	specific	ADJ
bracis-28408	18	6	tasks	task	NOUN
bracis-28408	18	7	such	such	ADJ
bracis-28408	18	8	as	as	ADP
bracis-28408	18	9	named	name	VERB
bracis-28408	18	10	entity	entity	NOUN
bracis-28408	18	11	recognition	recognition	NOUN
bracis-28408	18	12	,	,	PUNCT
bracis-28408	18	13	textual	textual	ADJ
bracis-28408	18	14	similarity	similarity	NOUN
bracis-28408	18	15	,	,	PUNCT
bracis-28408	18	16	and	and	CCONJ
bracis-28408	18	17	recognizing	recognize	VERB
bracis-28408	18	18	textual	textual	ADJ
bracis-28408	18	19	entailment	entailment	NOUN
bracis-28408	18	20	,	,	PUNCT
bracis-28408	18	21	surpassing	surpass	VERB
bracis-28408	18	22	previously	previously	ADV
bracis-28408	18	23	published	publish	VERB
bracis-28408	18	24	results	result	NOUN
bracis-28408	18	25	.	.	PUNCT
bracis-28408	19	1	currently	currently	ADV
bracis-28408	19	2	,	,	PUNCT
bracis-28408	19	3	a	a	DET
bracis-28408	19	4	classical	classical	ADJ
bracis-28408	19	5	solution	solution	NOUN
bracis-28408	19	6	for	for	ADP
bracis-28408	19	7	constructing	construct	VERB
bracis-28408	19	8	entity	entity	NOUN
bracis-28408	19	9	recognizers	recognizer	NOUN
bracis-28408	19	10	,	,	PUNCT
bracis-28408	19	11	classifiers	classifier	NOUN
bracis-28408	19	12	,	,	PUNCT
bracis-28408	19	13	and	and	CCONJ
bracis-28408	19	14	other	other	ADJ
bracis-28408	19	15	discriminative	discriminative	NOUN
bracis-28408	19	16	models	model	NOUN
bracis-28408	19	17	for	for	ADP
bracis-28408	19	18	low	low	ADJ
bracis-28408	19	19	-	-	PUNCT
bracis-28408	19	20	resource	resource	NOUN
bracis-28408	19	21	languages	language	NOUN
bracis-28408	19	22	requires	require	VERB
bracis-28408	19	23	fine	fine	ADV
bracis-28408	19	24	-	-	PUNCT
bracis-28408	19	25	tuning	tune	VERB
bracis-28408	19	26	a	a	DET
bracis-28408	19	27	pre	pre	ADJ
bracis-28408	19	28	-	-	ADJ
bracis-28408	19	29	trained	train	VERB
bracis-28408	19	30	language	language	NOUN
bracis-28408	19	31	model	model	NOUN
bracis-28408	19	32	plm	plm	PROPN
bracis-28408	19	33	(	(	PUNCT
bracis-28408	19	34	e.g.	e.g.	ADV
bracis-28408	19	35	,	,	PUNCT
bracis-28408	19	36	bertimbau	bertimbau	NOUN
bracis-28408	19	37	for	for	ADP
bracis-28408	19	38	portuguese	portuguese	NOUN
bracis-28408	19	39	)	)	PUNCT
bracis-28408	19	40	in	in	ADP
bracis-28408	19	41	the	the	DET
bracis-28408	19	42	target	target	NOUN
bracis-28408	19	43	task	task	NOUN
bracis-28408	19	44	by	by	ADP
bracis-28408	19	45	adding	add	VERB
bracis-28408	19	46	linear	linear	ADJ
bracis-28408	19	47	layers	layer	NOUN
bracis-28408	19	48	and	and	CCONJ
bracis-28408	19	49	adjusting	adjust	VERB
bracis-28408	19	50	the	the	DET
bracis-28408	19	51	network	network	NOUN
bracis-28408	19	52	weights	weight	NOUN
bracis-28408	19	53	by	by	ADP
bracis-28408	19	54	retraining	retrain	VERB
bracis-28408	19	55	with	with	ADP
bracis-28408	19	56	a	a	DET
bracis-28408	19	57	new	new	ADJ
bracis-28408	19	58	optimization	optimization	NOUN
bracis-28408	19	59	objective	objective	NOUN
bracis-28408	19	60	.	.	PUNCT
bracis-28408	20	1	such	such	DET
bracis-28408	20	2	an	an	DET
bracis-28408	20	3	approach	approach	NOUN
bracis-28408	20	4	has	have	AUX
bracis-28408	20	5	achieved	achieve	VERB
bracis-28408	20	6	satisfactory	satisfactory	ADJ
bracis-28408	20	7	results	result	NOUN
bracis-28408	20	8	for	for	ADP
bracis-28408	20	9	most	most	ADJ
bracis-28408	20	10	situations	situation	NOUN
bracis-28408	20	11	at	at	ADP
bracis-28408	20	12	a	a	DET
bracis-28408	20	13	low	low	ADJ
bracis-28408	20	14	training	training	NOUN
bracis-28408	20	15	cost	cost	NOUN
bracis-28408	20	16	[	[	X
bracis-28408	20	17	7	7	NUM
bracis-28408	20	18	,	,	PUNCT
bracis-28408	20	19	8	8	NUM
bracis-28408	20	20	,	,	PUNCT
bracis-28408	20	21	11	11	NUM
bracis-28408	20	22	]	]	PUNCT
bracis-28408	20	23	.	.	PUNCT
bracis-28408	21	1	however	however	ADV
bracis-28408	21	2	,	,	PUNCT
bracis-28408	21	3	there	there	PRON
bracis-28408	21	4	are	be	VERB
bracis-28408	21	5	still	still	ADV
bracis-28408	21	6	not	not	PART
bracis-28408	21	7	yet	yet	ADV
bracis-28408	21	8	explored	explore	VERB
bracis-28408	21	9	techniques	technique	NOUN
bracis-28408	21	10	,	,	PUNCT
bracis-28408	21	11	at	at	ADP
bracis-28408	21	12	least	least	ADJ
bracis-28408	21	13	for	for	ADP
bracis-28408	21	14	entity	entity	NOUN
bracis-28408	21	15	recognition	recognition	NOUN
bracis-28408	21	16	tasks	task	NOUN
bracis-28408	21	17	in	in	ADP
bracis-28408	21	18	the	the	DET
bracis-28408	21	19	portuguese	portuguese	ADJ
bracis-28408	21	20	language	language	NOUN
bracis-28408	21	21	:	:	PUNCT
bracis-28408	21	22	domain	domain	NOUN
bracis-28408	21	23	adaptation	adaptation	NOUN
bracis-28408	21	24	,	,	PUNCT
bracis-28408	21	25	one	one	NUM
bracis-28408	21	26	-	-	PUNCT
bracis-28408	21	27	shot	shoot	VERB
bracis-28408	21	28	/	/	SYM
bracis-28408	21	29	few	few	ADJ
bracis-28408	21	30	-	-	PUNCT
bracis-28408	21	31	shot	shot	NOUN
bracis-28408	21	32	learning	learning	NOUN
bracis-28408	21	33	,	,	PUNCT
bracis-28408	21	34	and	and	CCONJ
bracis-28408	21	35	recent	recent	ADJ
bracis-28408	21	36	techniques	technique	NOUN
bracis-28408	21	37	such	such	ADJ
bracis-28408	21	38	as	as	ADP
bracis-28408	21	39	model	model	NOUN
bracis-28408	21	40	soups	soup	NOUN
bracis-28408	21	41	[	[	X
bracis-28408	21	42	17	17	NUM
bracis-28408	21	43	]	]	PUNCT
bracis-28408	21	44	.	.	PUNCT
bracis-28408	22	1	this	this	DET
bracis-28408	22	2	paper	paper	NOUN
bracis-28408	22	3	applies	apply	VERB
bracis-28408	22	4	model	model	NOUN
bracis-28408	22	5	soups	soup	NOUN
bracis-28408	22	6	and	and	CCONJ
bracis-28408	22	7	domain	domain	NOUN
bracis-28408	22	8	adaptation	adaptation	NOUN
bracis-28408	22	9	techniques	technique	NOUN
bracis-28408	22	10	to	to	PART
bracis-28408	22	11	named	name	VERB
bracis-28408	22	12	entity	entity	NOUN
bracis-28408	22	13	recognition	recognition	NOUN
bracis-28408	22	14	(	(	PUNCT
bracis-28408	22	15	ner	ner	NOUN
bracis-28408	22	16	)	)	PUNCT
bracis-28408	22	17	task	task	NOUN
bracis-28408	22	18	for	for	ADP
bracis-28408	22	19	brazilian	brazilian	ADJ
bracis-28408	22	20	portuguese	portuguese	ADJ
bracis-28408	22	21	language	language	NOUN
bracis-28408	22	22	.	.	PUNCT
bracis-28408	23	1	we	we	PRON
bracis-28408	23	2	assess	assess	VERB
bracis-28408	23	3	the	the	DET
bracis-28408	23	4	pertinence	pertinence	NOUN
bracis-28408	23	5	of	of	ADP
bracis-28408	23	6	such	such	ADJ
bracis-28408	23	7	techniques	technique	NOUN
bracis-28408	23	8	for	for	ADP
bracis-28408	23	9	this	this	DET
bracis-28408	23	10	specific	specific	ADJ
bracis-28408	23	11	language	language	NOUN
bracis-28408	23	12	and	and	CCONJ
bracis-28408	23	13	evaluate	evaluate	VERB
bracis-28408	23	14	multiple	multiple	ADJ
bracis-28408	23	15	ways	way	NOUN
bracis-28408	23	16	of	of	ADP
bracis-28408	23	17	applying	apply	VERB
bracis-28408	23	18	them	they	PRON
bracis-28408	23	19	,	,	PUNCT
bracis-28408	23	20	finding	find	VERB
bracis-28408	23	21	,	,	PUNCT
bracis-28408	23	22	for	for	ADP
bracis-28408	23	23	example	example	NOUN
bracis-28408	23	24	,	,	PUNCT
bracis-28408	23	25	that	that	SCONJ
bracis-28408	23	26	certain	certain	ADJ
bracis-28408	23	27	configurations	configuration	NOUN
bracis-28408	23	28	of	of	ADP
bracis-28408	23	29	uniform	uniform	ADJ
bracis-28408	23	30	model	model	PROPN
bracis-28408	23	31	soups	soup	NOUN
bracis-28408	23	32	worked	work	VERB
bracis-28408	23	33	best	well	ADV
bracis-28408	23	34	.	.	PUNCT
bracis-28408	24	1	we	we	PRON
bracis-28408	24	2	present	present	VERB
bracis-28408	24	3	a	a	DET
bracis-28408	24	4	study	study	NOUN
bracis-28408	24	5	reusing	reuse	VERB
bracis-28408	24	6	existing	exist	VERB
bracis-28408	24	7	models	model	NOUN
bracis-28408	24	8	for	for	ADP
bracis-28408	24	9	a	a	DET
bracis-28408	24	10	relatively	relatively	ADV
bracis-28408	24	11	low	low	ADJ
bracis-28408	24	12	-	-	PUNCT
bracis-28408	24	13	resource	resource	NOUN
bracis-28408	24	14	language	language	NOUN
bracis-28408	24	15	,	,	PUNCT
bracis-28408	24	16	and	and	CCONJ
bracis-28408	24	17	we	we	PRON
bracis-28408	24	18	show	show	VERB
bracis-28408	24	19	that	that	SCONJ
bracis-28408	24	20	techniques	technique	NOUN
bracis-28408	24	21	proposed	propose	VERB
bracis-28408	24	22	for	for	ADP
bracis-28408	24	23	other	other	ADJ
bracis-28408	24	24	problems	problem	NOUN
bracis-28408	24	25	can	can	AUX
bracis-28408	24	26	effectively	effectively	ADV
bracis-28408	24	27	transfer	transfer	VERB
bracis-28408	24	28	to	to	ADP
bracis-28408	24	29	ner	ner	NOUN
bracis-28408	24	30	.	.	PUNCT
bracis-28408	25	1	so	so	ADV
bracis-28408	25	2	,	,	PUNCT
bracis-28408	25	3	from	from	ADP
bracis-28408	25	4	the	the	DET
bracis-28408	25	5	viewpoint	viewpoint	NOUN
bracis-28408	25	6	of	of	ADP
bracis-28408	25	7	practical	practical	ADJ
bracis-28408	25	8	applications	application	NOUN
bracis-28408	25	9	in	in	ADP
bracis-28408	25	10	natural	natural	ADJ
bracis-28408	25	11	language	language	NOUN
bracis-28408	25	12	understanding	understanding	NOUN
bracis-28408	25	13	,	,	PUNCT
bracis-28408	25	14	our	our	PRON
bracis-28408	25	15	main	main	ADJ
bracis-28408	25	16	contributions	contribution	NOUN
bracis-28408	25	17	can	can	AUX
bracis-28408	25	18	be	be	AUX
bracis-28408	25	19	summarized	summarize	VERB
bracis-28408	25	20	as	as	ADP
bracis-28408	25	21	1	1	NUM
bracis-28408	25	22	)	)	PUNCT
bracis-28408	25	23	experiments	experiment	NOUN
bracis-28408	25	24	on	on	ADP
bracis-28408	25	25	a	a	DET
bracis-28408	25	26	medium	medium	NOUN
bracis-28408	25	27	-	-	PUNCT
bracis-28408	25	28	to	to	ADP
bracis-28408	25	29	-	-	PUNCT
bracis-28408	25	30	low	low	ADJ
bracis-28408	25	31	resource	resource	NOUN
bracis-28408	25	32	language	language	NOUN
bracis-28408	25	33	(	(	PUNCT
bracis-28408	25	34	brazilian	brazilian	ADJ
bracis-28408	25	35	portuguese	portuguese	NOUN
bracis-28408	25	36	,	,	PUNCT
bracis-28408	25	37	as	as	ADP
bracis-28408	25	38	most	most	ADJ
bracis-28408	25	39	gold	gold	ADJ
bracis-28408	25	40	standard	standard	ADJ
bracis-28408	25	41	datasets	dataset	NOUN
bracis-28408	25	42	such	such	ADJ
bracis-28408	25	43	as	as	ADP
bracis-28408	25	44	harem	harem	PROPN
bracis-28408	25	45	[	[	X
bracis-28408	25	46	10	10	NUM
bracis-28408	25	47	]	]	PUNCT
bracis-28408	25	48	were	be	AUX
bracis-28408	25	49	conceived	conceive	VERB
bracis-28408	25	50	for	for	ADP
bracis-28408	25	51	the	the	DET
bracis-28408	25	52	portuguese	portuguese	ADJ
bracis-28408	25	53	variant	variant	NOUN
bracis-28408	25	54	)	)	PUNCT
bracis-28408	25	55	;	;	PUNCT
bracis-28408	25	56	2	2	X
bracis-28408	25	57	)	)	PUNCT
bracis-28408	25	58	further	further	ADJ
bracis-28408	25	59	investigation	investigation	NOUN
bracis-28408	25	60	on	on	ADP
bracis-28408	25	61	model	model	NOUN
bracis-28408	25	62	soups	soup	NOUN
bracis-28408	25	63	on	on	ADP
bracis-28408	25	64	nlp	nlp	NOUN
bracis-28408	25	65	,	,	PUNCT
bracis-28408	25	66	specifically	specifically	ADV
bracis-28408	25	67	for	for	ADP
bracis-28408	25	68	ner	ner	NOUN
bracis-28408	25	69	;	;	PUNCT
bracis-28408	25	70	3	3	X
bracis-28408	25	71	)	)	PUNCT
bracis-28408	25	72	further	further	ADJ
bracis-28408	25	73	investigation	investigation	NOUN
bracis-28408	25	74	on	on	ADP
bracis-28408	25	75	domain	domain	NOUN
bracis-28408	25	76	adaptation	adaptation	NOUN
bracis-28408	25	77	focused	focus	VERB
bracis-28408	25	78	on	on	ADP
bracis-28408	25	79	entity	entity	NOUN
bracis-28408	25	80	recognition	recognition	NOUN
bracis-28408	25	81	,	,	PUNCT
bracis-28408	25	82	while	while	SCONJ
bracis-28408	25	83	previous	previous	ADJ
bracis-28408	25	84	research	research	NOUN
bracis-28408	25	85	was	be	AUX
bracis-28408	25	86	more	more	ADV
bracis-28408	25	87	commonly	commonly	ADV
bracis-28408	25	88	conducted	conduct	VERB
bracis-28408	25	89	on	on	ADP
bracis-28408	25	90	document	document	NOUN
bracis-28408	25	91	classification	classification	NOUN
bracis-28408	25	92	;	;	PUNCT
bracis-28408	25	93	and	and	CCONJ
bracis-28408	25	94	4	4	X
bracis-28408	25	95	)	)	PUNCT
bracis-28408	25	96	evaluation	evaluation	NOUN
bracis-28408	25	97	of	of	ADP
bracis-28408	25	98	ner	ner	NOUN
bracis-28408	25	99	performance	performance	NOUN
bracis-28408	25	100	in	in	ADP
bracis-28408	25	101	few	few	ADJ
bracis-28408	25	102	/	/	SYM
bracis-28408	25	103	zero	zero	NUM
bracis-28408	25	104	-	-	PUNCT
bracis-28408	25	105	shot	shot	NOUN
bracis-28408	25	106	learning	learning	NOUN
bracis-28408	25	107	setups	setup	NOUN
bracis-28408	25	108	with	with	ADP
bracis-28408	25	109	a	a	DET
bracis-28408	25	110	causal	causal	ADJ
bracis-28408	25	111	large	large	ADJ
bracis-28408	25	112	language	language	NOUN
bracis-28408	25	113	model	model	NOUN
bracis-28408	25	114	(	(	PUNCT
bracis-28408	25	115	llm	llm	NOUN
bracis-28408	25	116	)	)	PUNCT
bracis-28408	25	117	.	.	PUNCT
bracis-28408	26	1	this	this	DET
bracis-28408	26	2	paper	paper	NOUN
bracis-28408	26	3	is	be	AUX
bracis-28408	26	4	organized	organize	VERB
bracis-28408	26	5	in	in	ADP
bracis-28408	26	6	the	the	DET
bracis-28408	26	7	following	following	ADJ
bracis-28408	26	8	way	way	NOUN
bracis-28408	26	9	:	:	PUNCT
bracis-28408	26	10	2	2	NUM
bracis-28408	26	11	introduces	introduce	VERB
bracis-28408	26	12	the	the	DET
bracis-28408	26	13	techniques	technique	NOUN
bracis-28408	26	14	to	to	PART
bracis-28408	26	15	be	be	AUX
bracis-28408	26	16	analyzed	analyze	VERB
bracis-28408	26	17	and	and	CCONJ
bracis-28408	26	18	other	other	ADJ
bracis-28408	26	19	related	related	ADJ
bracis-28408	26	20	works	work	NOUN
bracis-28408	26	21	,	,	PUNCT
bracis-28408	26	22	while	while	SCONJ
bracis-28408	26	23	3	3	NUM
bracis-28408	26	24	and	and	CCONJ
bracis-28408	26	25	4	4	NUM
bracis-28408	26	26	present	present	VERB
bracis-28408	26	27	the	the	DET
bracis-28408	26	28	detailed	detailed	ADJ
bracis-28408	26	29	experiments	experiment	NOUN
bracis-28408	26	30	and	and	CCONJ
bracis-28408	26	31	results	result	NOUN
bracis-28408	26	32	,	,	PUNCT
bracis-28408	26	33	respectively	respectively	ADV
bracis-28408	26	34	.	.	PUNCT
bracis-28408	27	1	source	source	NOUN
bracis-28408	27	2	code	code	NOUN
bracis-28408	27	3	is	be	AUX
bracis-28408	27	4	available	available	ADJ
bracis-28408	27	5	at	at	ADP
bracis-28408	27	6	https://github.com/monilouise/opt-bert-ner	https://github.com/monilouise/opt-bert-ner	PROPN
bracis-28408	27	7	.	.	PUNCT
bracis-28408	28	1	2	2	NUM
bracis-28408	28	2	related	relate	VERB
bracis-28408	28	3	work	work	NOUN
bracis-28408	28	4	wortsman	wortsman	NOUN
bracis-28408	28	5	et	et	PROPN
bracis-28408	28	6	al	al	PROPN
bracis-28408	28	7	.	.	PUNCT
bracis-28408	29	1	[	[	X
bracis-28408	29	2	17	17	NUM
bracis-28408	29	3	]	]	X
bracis-28408	29	4	propose	propose	VERB
bracis-28408	29	5	a	a	DET
bracis-28408	29	6	technique	technique	NOUN
bracis-28408	29	7	that	that	PRON
bracis-28408	29	8	consists	consist	VERB
bracis-28408	29	9	of	of	ADP
bracis-28408	29	10	generating	generate	VERB
bracis-28408	29	11	a	a	DET
bracis-28408	29	12	model	model	NOUN
bracis-28408	29	13	by	by	ADP
bracis-28408	29	14	averaging	average	VERB
bracis-28408	29	15	the	the	DET
bracis-28408	29	16	weights	weight	NOUN
bracis-28408	29	17	of	of	ADP
bracis-28408	29	18	two	two	NUM
bracis-28408	29	19	or	or	CCONJ
bracis-28408	29	20	more	more	ADV
bracis-28408	29	21	trained	train	VERB
bracis-28408	29	22	models	model	NOUN
bracis-28408	29	23	,	,	PUNCT
bracis-28408	29	24	in	in	ADP
bracis-28408	29	25	opposition	opposition	NOUN
bracis-28408	29	26	to	to	ADP
bracis-28408	29	27	the	the	DET
bracis-28408	29	28	traditional	traditional	ADJ
bracis-28408	29	29	approach	approach	NOUN
bracis-28408	29	30	,	,	PUNCT
bracis-28408	29	31	which	which	PRON
bracis-28408	29	32	is	be	AUX
bracis-28408	29	33	based	base	VERB
bracis-28408	29	34	on	on	ADP
bracis-28408	29	35	1	1	NUM
bracis-28408	29	36	)	)	PUNCT
bracis-28408	29	37	training	train	VERB
bracis-28408	29	38	multiple	multiple	ADJ
bracis-28408	29	39	models	model	NOUN
bracis-28408	29	40	with	with	ADP
bracis-28408	29	41	several	several	ADJ
bracis-28408	29	42	hyperparameters	hyperparameter	NOUN
bracis-28408	29	43	and	and	CCONJ
bracis-28408	29	44	2	2	X
bracis-28408	29	45	)	)	PUNCT
bracis-28408	29	46	choosing	choose	VERB
bracis-28408	29	47	the	the	DET
bracis-28408	29	48	model	model	NOUN
bracis-28408	29	49	with	with	ADP
bracis-28408	29	50	the	the	DET
bracis-28408	29	51	best	good	ADJ
bracis-28408	29	52	performance	performance	NOUN
bracis-28408	29	53	on	on	ADP
bracis-28408	29	54	a	a	DET
bracis-28408	29	55	validation	validation	NOUN
bracis-28408	29	56	set	set	NOUN
bracis-28408	29	57	.	.	PUNCT
bracis-28408	30	1	also	also	ADV
bracis-28408	30	2	,	,	PUNCT
bracis-28408	30	3	the	the	DET
bracis-28408	30	4	idea	idea	NOUN
bracis-28408	30	5	is	be	AUX
bracis-28408	30	6	to	to	PART
bracis-28408	30	7	combine	combine	VERB
bracis-28408	30	8	multiple	multiple	ADJ
bracis-28408	30	9	models	model	NOUN
bracis-28408	30	10	without	without	ADP
bracis-28408	30	11	the	the	DET
bracis-28408	30	12	additional	additional	ADJ
bracis-28408	30	13	inference	inference	NOUN
bracis-28408	30	14	and	and	CCONJ
bracis-28408	30	15	memory	memory	NOUN
bracis-28408	30	16	costs	cost	NOUN
bracis-28408	30	17	related	relate	VERB
bracis-28408	30	18	to	to	ADP
bracis-28408	30	19	traditional	traditional	ADJ
bracis-28408	30	20	ensemble	ensemble	ADJ
bracis-28408	30	21	learning	learning	NOUN
bracis-28408	30	22	.	.	PUNCT
bracis-28408	31	1	the	the	DET
bracis-28408	31	2	authors	author	NOUN
bracis-28408	31	3	refer	refer	VERB
bracis-28408	31	4	to	to	ADP
bracis-28408	31	5	the	the	DET
bracis-28408	31	6	technique	technique	NOUN
bracis-28408	31	7	as	as	ADP
bracis-28408	31	8	model	model	NOUN
bracis-28408	31	9	soups	soup	NOUN
bracis-28408	31	10	,	,	PUNCT
bracis-28408	31	11	illustrated	illustrate	VERB
bracis-28408	31	12	in	in	ADP
bracis-28408	31	13	fig	fig	NOUN
bracis-28408	31	14	.	.	PUNCT
bracis-28408	31	15	 	 	SPACE
bracis-28408	32	1	1	1	X
bracis-28408	32	2	.	.	PUNCT
bracis-28408	33	1	it	it	PRON
bracis-28408	33	2	supports	support	VERB
bracis-28408	33	3	three	three	NUM
bracis-28408	33	4	variations	variation	NOUN
bracis-28408	33	5	:	:	PUNCT
bracis-28408	33	6	1	1	X
bracis-28408	33	7	)	)	PUNCT
bracis-28408	33	8	construction	construction	NOUN
bracis-28408	33	9	of	of	ADP
bracis-28408	33	10	a	a	DET
bracis-28408	33	11	model	model	NOUN
bracis-28408	33	12	by	by	ADP
bracis-28408	33	13	averaging	average	VERB
bracis-28408	33	14	all	all	DET
bracis-28408	33	15	models	model	NOUN
bracis-28408	33	16	(	(	PUNCT
bracis-28408	33	17	uniform	uniform	NOUN
bracis-28408	33	18	soup	soup	NOUN
bracis-28408	33	19	)	)	PUNCT
bracis-28408	33	20	;	;	PUNCT
bracis-28408	33	21	2	2	X
bracis-28408	33	22	)	)	PUNCT
bracis-28408	33	23	greedy	greedy	ADJ
bracis-28408	33	24	soup	soup	NOUN
bracis-28408	33	25	,	,	PUNCT
bracis-28408	33	26	in	in	ADP
bracis-28408	33	27	which	which	PRON
bracis-28408	33	28	models	model	NOUN
bracis-28408	33	29	are	be	AUX
bracis-28408	33	30	added	add	VERB
bracis-28408	33	31	sequentially	sequentially	ADV
bracis-28408	33	32	to	to	ADP
bracis-28408	33	33	the	the	DET
bracis-28408	33	34	soup	soup	NOUN
bracis-28408	33	35	as	as	SCONJ
bracis-28408	33	36	they	they	PRON
bracis-28408	33	37	improve	improve	VERB
bracis-28408	33	38	the	the	DET
bracis-28408	33	39	model	model	NOUN
bracis-28408	33	40	accuracy	accuracy	NOUN
bracis-28408	33	41	in	in	ADP
bracis-28408	33	42	the	the	DET
bracis-28408	33	43	validation	validation	NOUN
bracis-28408	33	44	dataset	dataset	NOUN
bracis-28408	33	45	;	;	PUNCT
bracis-28408	33	46	and	and	CCONJ
bracis-28408	34	1	3	3	X
bracis-28408	34	2	)	)	PUNCT
bracis-28408	34	3	learned	learn	VERB
bracis-28408	34	4	soup	soup	NOUN
bracis-28408	34	5	,	,	PUNCT
bracis-28408	34	6	in	in	ADP
bracis-28408	34	7	which	which	PRON
bracis-28408	34	8	the	the	DET
bracis-28408	34	9	interpolation	interpolation	NOUN
bracis-28408	34	10	weights	weight	VERB
bracis-28408	34	11	for	for	ADP
bracis-28408	34	12	each	each	DET
bracis-28408	34	13	model	model	NOUN
bracis-28408	34	14	are	be	AUX
bracis-28408	34	15	optimized	optimize	VERB
bracis-28408	34	16	through	through	ADP
bracis-28408	34	17	gradient	gradient	ADJ
bracis-28408	34	18	descent	descent	NOUN
bracis-28408	34	19	.	.	PUNCT
bracis-28408	35	1	according	accord	VERB
bracis-28408	35	2	to	to	ADP
bracis-28408	35	3	the	the	DET
bracis-28408	35	4	authors	author	NOUN
bracis-28408	35	5	,	,	PUNCT
bracis-28408	35	6	the	the	DET
bracis-28408	35	7	greedy	greedy	ADJ
bracis-28408	35	8	strategy	strategy	NOUN
bracis-28408	35	9	showed	show	VERB
bracis-28408	35	10	the	the	DET
bracis-28408	35	11	best	good	ADJ
bracis-28408	35	12	results	result	NOUN
bracis-28408	35	13	.	.	PUNCT
bracis-28408	36	1	at	at	ADP
bracis-28408	36	2	the	the	DET
bracis-28408	36	3	same	same	ADJ
bracis-28408	36	4	time	time	NOUN
bracis-28408	36	5	,	,	PUNCT
bracis-28408	36	6	learned	learn	VERB
bracis-28408	36	7	soups	soup	NOUN
bracis-28408	36	8	require	require	VERB
bracis-28408	36	9	loading	loading	NOUN
bracis-28408	36	10	in	in	ADP
bracis-28408	36	11	memory	memory	NOUN
bracis-28408	36	12	all	all	DET
bracis-28408	36	13	the	the	DET
bracis-28408	36	14	models	model	NOUN
bracis-28408	36	15	simultaneously	simultaneously	ADV
bracis-28408	36	16	,	,	PUNCT
bracis-28408	36	17	generating	generate	VERB
bracis-28408	36	18	more	more	ADV
bracis-28408	36	19	extensive	extensive	ADJ
bracis-28408	36	20	networks	network	NOUN
bracis-28408	36	21	and	and	CCONJ
bracis-28408	36	22	leading	lead	VERB
bracis-28408	36	23	to	to	ADP
bracis-28408	36	24	little	little	ADJ
bracis-28408	36	25	gain	gain	NOUN
bracis-28408	36	26	in	in	ADP
bracis-28408	36	27	accuracy	accuracy	NOUN
bracis-28408	36	28	.	.	PUNCT
bracis-28408	37	1	their	their	PRON
bracis-28408	37	2	experiments	experiment	NOUN
bracis-28408	37	3	were	be	AUX
bracis-28408	37	4	conducted	conduct	VERB
bracis-28408	37	5	on	on	ADP
bracis-28408	37	6	image	image	NOUN
bracis-28408	37	7	and	and	CCONJ
bracis-28408	37	8	text	text	NOUN
bracis-28408	37	9	classification	classification	NOUN
bracis-28408	37	10	.	.	PUNCT
bracis-28408	38	1	in	in	ADP
bracis-28408	38	2	this	this	DET
bracis-28408	38	3	work	work	NOUN
bracis-28408	38	4	,	,	PUNCT
bracis-28408	38	5	we	we	PRON
bracis-28408	38	6	evaluate	evaluate	VERB
bracis-28408	38	7	the	the	DET
bracis-28408	38	8	application	application	NOUN
bracis-28408	38	9	of	of	ADP
bracis-28408	38	10	this	this	DET
bracis-28408	38	11	technique	technique	NOUN
bracis-28408	38	12	to	to	ADP
bracis-28408	38	13	the	the	DET
bracis-28408	38	14	ner	ner	NOUN
bracis-28408	38	15	task	task	PROPN
bracis-28408	38	16	.	.	PUNCT
bracis-28408	39	1	sun	sun	PROPN
bracis-28408	39	2	,	,	PUNCT
bracis-28408	39	3	qiu	qiu	PROPN
bracis-28408	39	4	,	,	PUNCT
bracis-28408	39	5	xu	xu	PROPN
bracis-28408	39	6	and	and	CCONJ
bracis-28408	39	7	huang	huang	PROPN
bracis-28408	40	1	[	[	X
bracis-28408	40	2	13	13	NUM
bracis-28408	40	3	]	]	PUNCT
bracis-28408	40	4	conducted	conduct	VERB
bracis-28408	40	5	experiments	experiment	NOUN
bracis-28408	40	6	on	on	ADP
bracis-28408	40	7	fine	fine	ADV
bracis-28408	40	8	-	-	PUNCT
bracis-28408	40	9	tuning	tune	VERB
bracis-28408	40	10	bert	bert	NOUN
bracis-28408	40	11	pre	pre	ADJ
bracis-28408	40	12	-	-	ADJ
bracis-28408	40	13	trained	train	VERB
bracis-28408	40	14	models	model	NOUN
bracis-28408	40	15	on	on	ADP
bracis-28408	40	16	document	document	NOUN
bracis-28408	40	17	classification	classification	NOUN
bracis-28408	40	18	.	.	PUNCT
bracis-28408	41	1	in	in	ADP
bracis-28408	41	2	particular	particular	ADJ
bracis-28408	41	3	,	,	PUNCT
bracis-28408	41	4	they	they	PRON
bracis-28408	41	5	analyzed	analyze	VERB
bracis-28408	41	6	domain	domain	NOUN
bracis-28408	41	7	adaptation	adaptation	NOUN
bracis-28408	41	8	a	a	DET
bracis-28408	41	9	training	training	NOUN
bracis-28408	41	10	approach	approach	NOUN
bracis-28408	41	11	with	with	ADP
bracis-28408	41	12	training	training	NOUN
bracis-28408	41	13	data	datum	NOUN
bracis-28408	41	14	from	from	ADP
bracis-28408	41	15	the	the	DET
bracis-28408	41	16	target	target	NOUN
bracis-28408	41	17	task	task	NOUN
bracis-28408	41	18	or	or	CCONJ
bracis-28408	41	19	the	the	DET
bracis-28408	41	20	same	same	ADJ
bracis-28408	41	21	domain	domain	NOUN
bracis-28408	41	22	.	.	PUNCT
bracis-28408	42	1	here	here	ADV
bracis-28408	42	2	,	,	PUNCT
bracis-28408	42	3	we	we	PRON
bracis-28408	42	4	apply	apply	VERB
bracis-28408	42	5	domain	domain	NOUN
bracis-28408	42	6	adaptation	adaptation	NOUN
bracis-28408	42	7	to	to	ADP
bracis-28408	42	8	the	the	DET
bracis-28408	42	9	ner	ner	NOUN
bracis-28408	42	10	task	task	PROPN
bracis-28408	42	11	.	.	PUNCT
bracis-28408	43	1	houlsby	houlsby	PROPN
bracis-28408	43	2	et	et	PROPN
bracis-28408	43	3	al	al	PROPN
bracis-28408	43	4	.	.	PUNCT
bracis-28408	44	1	[	[	X
bracis-28408	44	2	6	6	NUM
bracis-28408	44	3	]	]	PUNCT
bracis-28408	44	4	propose	propose	VERB
bracis-28408	44	5	transfer	transfer	NOUN
bracis-28408	44	6	learning	learning	NOUN
bracis-28408	44	7	with	with	ADP
bracis-28408	44	8	adapter	adapter	NOUN
bracis-28408	44	9	modules	module	NOUN
bracis-28408	44	10	.	.	PUNCT
bracis-28408	45	1	according	accord	VERB
bracis-28408	45	2	to	to	ADP
bracis-28408	45	3	the	the	DET
bracis-28408	45	4	authors	author	NOUN
bracis-28408	45	5	,	,	PUNCT
bracis-28408	45	6	adapter	adapter	NOUN
bracis-28408	45	7	modules	module	NOUN
bracis-28408	45	8	add	add	VERB
bracis-28408	45	9	only	only	ADV
bracis-28408	45	10	a	a	DET
bracis-28408	45	11	few	few	ADJ
bracis-28408	45	12	trainable	trainable	ADJ
bracis-28408	45	13	parameters	parameter	NOUN
bracis-28408	45	14	per	per	ADP
bracis-28408	45	15	task	task	NOUN
bracis-28408	45	16	.	.	PUNCT
bracis-28408	46	1	new	new	ADJ
bracis-28408	46	2	tasks	task	NOUN
bracis-28408	46	3	can	can	AUX
bracis-28408	46	4	be	be	AUX
bracis-28408	46	5	added	add	VERB
bracis-28408	46	6	without	without	ADP
bracis-28408	46	7	revisiting	revisit	VERB
bracis-28408	46	8	previous	previous	ADJ
bracis-28408	46	9	ones	one	NOUN
bracis-28408	46	10	,	,	PUNCT
bracis-28408	46	11	keeping	keep	VERB
bracis-28408	46	12	the	the	DET
bracis-28408	46	13	parameters	parameter	NOUN
bracis-28408	46	14	of	of	ADP
bracis-28408	46	15	the	the	DET
bracis-28408	46	16	original	original	ADJ
bracis-28408	46	17	network	network	NOUN
bracis-28408	46	18	fixed	fix	VERB
bracis-28408	46	19	,	,	PUNCT
bracis-28408	46	20	with	with	ADP
bracis-28408	46	21	a	a	DET
bracis-28408	46	22	high	high	ADJ
bracis-28408	46	23	degree	degree	NOUN
bracis-28408	46	24	of	of	ADP
bracis-28408	46	25	parameter	parameter	NOUN
bracis-28408	46	26	sharing	sharing	NOUN
bracis-28408	46	27	.	.	PUNCT
bracis-28408	47	1	they	they	PRON
bracis-28408	47	2	transferred	transfer	VERB
bracis-28408	47	3	bert	bert	PROPN
bracis-28408	47	4	transformer	transformer	NOUN
bracis-28408	47	5	model	model	NOUN
bracis-28408	47	6	to	to	ADP
bracis-28408	47	7	26	26	NUM
bracis-28408	47	8	text	text	NOUN
bracis-28408	47	9	classification	classification	NOUN
bracis-28408	47	10	tasks	task	NOUN
bracis-28408	47	11	(	(	PUNCT
bracis-28408	47	12	including	include	VERB
bracis-28408	47	13	the	the	DET
bracis-28408	47	14	glue	glue	NOUN
bracis-28408	47	15	benchmark	benchmark	NOUN
bracis-28408	47	16	)	)	PUNCT
bracis-28408	47	17	,	,	PUNCT
bracis-28408	47	18	attaining	attain	VERB
bracis-28408	47	19	near	near	ADP
bracis-28408	47	20	state	state	NOUN
bracis-28408	47	21	-	-	PUNCT
bracis-28408	47	22	of	of	ADP
bracis-28408	47	23	-	-	PUNCT
bracis-28408	47	24	the	the	DET
bracis-28408	47	25	-	-	PUNCT
bracis-28408	47	26	art	art	NOUN
bracis-28408	47	27	performance	performance	NOUN
bracis-28408	47	28	.	.	PUNCT
bracis-28408	48	1	the	the	DET
bracis-28408	48	2	following	follow	VERB
bracis-28408	48	3	tasks	task	NOUN
bracis-28408	48	4	were	be	AUX
bracis-28408	48	5	evaluated	evaluate	VERB
bracis-28408	48	6	:	:	PUNCT
bracis-28408	48	7	document	document	NOUN
bracis-28408	48	8	classification	classification	NOUN
bracis-28408	48	9	on	on	ADP
bracis-28408	48	10	several	several	ADJ
bracis-28408	48	11	datasets	dataset	NOUN
bracis-28408	48	12	,	,	PUNCT
bracis-28408	48	13	linguistic	linguistic	ADJ
bracis-28408	48	14	acceptability	acceptability	NOUN
bracis-28408	48	15	,	,	PUNCT
bracis-28408	48	16	sentiment	sentiment	NOUN
bracis-28408	48	17	analysis	analysis	NOUN
bracis-28408	48	18	,	,	PUNCT
bracis-28408	48	19	paraphrase	paraphrase	NOUN
bracis-28408	48	20	detection	detection	NOUN
bracis-28408	48	21	,	,	PUNCT
bracis-28408	48	22	semantic	semantic	ADJ
bracis-28408	48	23	textual	textual	ADJ
bracis-28408	48	24	similarity	similarity	NOUN
bracis-28408	48	25	,	,	PUNCT
bracis-28408	48	26	textual	textual	ADJ
bracis-28408	48	27	entailment	entailment	NOUN
bracis-28408	48	28	,	,	PUNCT
bracis-28408	48	29	and	and	CCONJ
bracis-28408	48	30	question	question	NOUN
bracis-28408	48	31	answering	answering	NOUN
bracis-28408	48	32	.	.	PUNCT
bracis-28408	49	1	only	only	ADV
bracis-28408	49	2	english	english	ADJ
bracis-28408	49	3	datasets	dataset	NOUN
bracis-28408	49	4	were	be	AUX
bracis-28408	49	5	used	use	VERB
bracis-28408	49	6	,	,	PUNCT
bracis-28408	49	7	and	and	CCONJ
bracis-28408	49	8	the	the	DET
bracis-28408	49	9	paper	paper	NOUN
bracis-28408	49	10	does	do	AUX
bracis-28408	49	11	not	not	PART
bracis-28408	49	12	report	report	VERB
bracis-28408	49	13	performance	performance	NOUN
bracis-28408	49	14	on	on	ADP
bracis-28408	49	15	the	the	DET
bracis-28408	49	16	named	name	VERB
bracis-28408	49	17	entity	entity	NOUN
bracis-28408	49	18	recognition	recognition	NOUN
bracis-28408	49	19	task	task	NOUN
bracis-28408	49	20	.	.	PUNCT
bracis-28408	50	1	compared	compare	VERB
bracis-28408	50	2	to	to	ADP
bracis-28408	50	3	our	our	PRON
bracis-28408	50	4	work	work	NOUN
bracis-28408	50	5	,	,	PUNCT
bracis-28408	50	6	they	they	PRON
bracis-28408	50	7	focus	focus	VERB
bracis-28408	50	8	on	on	ADP
bracis-28408	50	9	parameter	parameter	NOUN
bracis-28408	50	10	efficiency	efficiency	NOUN
bracis-28408	50	11	and	and	CCONJ
bracis-28408	50	12	flexibility	flexibility	NOUN
bracis-28408	50	13	for	for	ADP
bracis-28408	50	14	different	different	ADJ
bracis-28408	50	15	tasks	task	NOUN
bracis-28408	50	16	,	,	PUNCT
bracis-28408	50	17	while	while	SCONJ
bracis-28408	50	18	we	we	PRON
bracis-28408	50	19	focus	focus	VERB
bracis-28408	50	20	on	on	ADP
bracis-28408	50	21	entity	entity	NOUN
bracis-28408	50	22	recognition	recognition	NOUN
bracis-28408	50	23	performance	performance	NOUN
bracis-28408	50	24	in	in	ADP
bracis-28408	50	25	a	a	DET
bracis-28408	50	26	low	low	ADJ
bracis-28408	50	27	-	-	PUNCT
bracis-28408	50	28	resource	resource	NOUN
bracis-28408	50	29	language	language	NOUN
bracis-28408	50	30	.	.	PUNCT
bracis-28408	51	1	even	even	ADV
bracis-28408	51	2	so	so	ADV
bracis-28408	51	3	,	,	PUNCT
bracis-28408	51	4	we	we	PRON
bracis-28408	51	5	intend	intend	VERB
bracis-28408	51	6	to	to	PART
bracis-28408	51	7	investigate	investigate	VERB
bracis-28408	51	8	adapters	adapter	NOUN
bracis-28408	51	9	architecture	architecture	NOUN
bracis-28408	51	10	performance	performance	NOUN
bracis-28408	51	11	for	for	ADP
bracis-28408	51	12	ner	ner	NOUN
bracis-28408	51	13	tasks	task	NOUN
bracis-28408	51	14	in	in	ADP
bracis-28408	51	15	future	future	ADJ
bracis-28408	51	16	research	research	NOUN
bracis-28408	51	17	.	.	PUNCT
bracis-28408	52	1	regarding	regard	VERB
bracis-28408	52	2	portuguese	portuguese	ADJ
bracis-28408	52	3	language	language	NOUN
bracis-28408	52	4	,	,	PUNCT
bracis-28408	52	5	rodrigues	rodrigue	VERB
bracis-28408	52	6	et	et	PROPN
bracis-28408	52	7	al	al	PROPN
bracis-28408	52	8	.	.	PUNCT
bracis-28408	53	1	[	[	X
bracis-28408	53	2	9	9	NUM
bracis-28408	53	3	]	]	PUNCT
bracis-28408	53	4	introduced	introduce	VERB
bracis-28408	53	5	albertina	albertina	PROPN
bracis-28408	53	6	,	,	PUNCT
bracis-28408	53	7	a	a	DET
bracis-28408	53	8	transformer	transformer	NOUN
bracis-28408	53	9	-	-	PUNCT
bracis-28408	53	10	based	base	VERB
bracis-28408	53	11	foundation	foundation	NOUN
bracis-28408	53	12	model	model	NOUN
bracis-28408	53	13	both	both	PRON
bracis-28408	53	14	for	for	ADP
bracis-28408	53	15	european	european	PROPN
bracis-28408	53	16	(	(	PUNCT
bracis-28408	53	17	portugal	portugal	PROPN
bracis-28408	53	18	)	)	PUNCT
bracis-28408	53	19	and	and	CCONJ
bracis-28408	53	20	american	american	PROPN
bracis-28408	53	21	(	(	PUNCT
bracis-28408	53	22	brazil	brazil	PROPN
bracis-28408	53	23	)	)	PUNCT
bracis-28408	53	24	portuguese	portuguese	ADJ
bracis-28408	53	25	variants	variant	NOUN
bracis-28408	53	26	.	.	PUNCT
bracis-28408	54	1	compared	compare	VERB
bracis-28408	54	2	to	to	ADP
bracis-28408	54	3	bertimbau	bertimbau	NOUN
bracis-28408	54	4	,	,	PUNCT
bracis-28408	54	5	it	it	PRON
bracis-28408	54	6	uses	use	VERB
bracis-28408	54	7	128	128	NUM
bracis-28408	54	8	-	-	PUNCT
bracis-28408	54	9	token	token	VERB
bracis-28408	54	10	sequence	sequence	NOUN
bracis-28408	54	11	truncation	truncation	NOUN
bracis-28408	54	12	instead	instead	ADV
bracis-28408	54	13	of	of	ADP
bracis-28408	54	14	512	512	NUM
bracis-28408	54	15	.	.	PUNCT
bracis-28408	55	1	the	the	DET
bracis-28408	55	2	authors	author	NOUN
bracis-28408	55	3	report	report	VERB
bracis-28408	55	4	results	result	NOUN
bracis-28408	55	5	on	on	ADP
bracis-28408	55	6	tasks	task	NOUN
bracis-28408	55	7	such	such	ADJ
bracis-28408	55	8	as	as	ADP
bracis-28408	55	9	text	text	NOUN
bracis-28408	55	10	entailment	entailment	NOUN
bracis-28408	55	11	,	,	PUNCT
bracis-28408	55	12	semantic	semantic	ADJ
bracis-28408	55	13	textual	textual	ADJ
bracis-28408	55	14	similarity	similarity	NOUN
bracis-28408	55	15	and	and	CCONJ
bracis-28408	55	16	disambiguation	disambiguation	NOUN
bracis-28408	55	17	tasks	task	NOUN
bracis-28408	55	18	,	,	PUNCT
bracis-28408	55	19	but	but	CCONJ
bracis-28408	55	20	to	to	ADP
bracis-28408	55	21	our	our	PRON
bracis-28408	55	22	knowledge	knowledge	NOUN
bracis-28408	55	23	,	,	PUNCT
bracis-28408	55	24	they	they	PRON
bracis-28408	55	25	did	do	AUX
bracis-28408	55	26	not	not	PART
bracis-28408	55	27	evaluate	evaluate	VERB
bracis-28408	55	28	the	the	DET
bracis-28408	55	29	model	model	NOUN
bracis-28408	55	30	on	on	ADP
bracis-28408	55	31	entity	entity	NOUN
bracis-28408	55	32	recognition	recognition	NOUN
bracis-28408	55	33	.	.	PUNCT
bracis-28408	56	1	finally	finally	ADV
bracis-28408	56	2	,	,	PUNCT
bracis-28408	56	3	bert	bert	PROPN
bracis-28408	56	4	was	be	AUX
bracis-28408	56	5	one	one	NUM
bracis-28408	56	6	of	of	ADP
bracis-28408	56	7	the	the	DET
bracis-28408	56	8	first	first	ADJ
bracis-28408	56	9	transformer	transformer	NOUN
bracis-28408	56	10	-	-	PUNCT
bracis-28408	56	11	based	base	VERB
bracis-28408	56	12	models	model	NOUN
bracis-28408	56	13	;	;	PUNCT
bracis-28408	56	14	up	up	ADP
bracis-28408	56	15	to	to	ADP
bracis-28408	56	16	our	our	PRON
bracis-28408	56	17	knowledge	knowledge	NOUN
bracis-28408	56	18	,	,	PUNCT
bracis-28408	56	19	the	the	DET
bracis-28408	56	20	current	current	ADJ
bracis-28408	56	21	main	main	ADJ
bracis-28408	56	22	portuguese	portuguese	ADJ
bracis-28408	56	23	plms	plm	NOUN
bracis-28408	56	24	were	be	AUX
bracis-28408	56	25	based	base	VERB
bracis-28408	56	26	on	on	ADP
bracis-28408	56	27	it	it	PRON
bracis-28408	56	28	.	.	PUNCT
bracis-28408	57	1	it	it	PRON
bracis-28408	57	2	takes	take	VERB
bracis-28408	57	3	some	some	DET
bracis-28408	57	4	concerns	concern	NOUN
bracis-28408	57	5	about	about	ADP
bracis-28408	57	6	its	its	PRON
bracis-28408	57	7	potential	potential	NOUN
bracis-28408	57	8	compared	compare	VERB
bracis-28408	57	9	to	to	ADP
bracis-28408	57	10	more	more	ADV
bracis-28408	57	11	recent	recent	ADJ
bracis-28408	57	12	plms	plm	NOUN
bracis-28408	57	13	.	.	PUNCT
bracis-28408	58	1	however	however	ADV
bracis-28408	58	2	,	,	PUNCT
bracis-28408	58	3	experiments	experiment	NOUN
bracis-28408	58	4	conducted	conduct	VERB
bracis-28408	58	5	by	by	ADP
bracis-28408	58	6	tänzer	tänzer	NOUN
bracis-28408	58	7	et	et	PROPN
bracis-28408	58	8	al	al	PROPN
bracis-28408	58	9	.	.	PUNCT
bracis-28408	59	1	[	[	X
bracis-28408	59	2	14	14	NUM
bracis-28408	59	3	]	]	PUNCT
bracis-28408	59	4	show	show	VERB
bracis-28408	59	5	that	that	SCONJ
bracis-28408	59	6	bert	bert	PROPN
bracis-28408	59	7	can	can	AUX
bracis-28408	59	8	reach	reach	VERB
bracis-28408	59	9	near	near	ADV
bracis-28408	59	10	-	-	PUNCT
bracis-28408	59	11	optimal	optimal	ADJ
bracis-28408	59	12	performance	performance	NOUN
bracis-28408	59	13	even	even	ADV
bracis-28408	59	14	when	when	SCONJ
bracis-28408	59	15	many	many	ADJ
bracis-28408	59	16	of	of	ADP
bracis-28408	59	17	the	the	DET
bracis-28408	59	18	training	training	NOUN
bracis-28408	59	19	set	set	VERB
bracis-28408	59	20	labels	label	NOUN
bracis-28408	59	21	have	have	AUX
bracis-28408	59	22	been	be	AUX
bracis-28408	59	23	corrupted	corrupt	VERB
bracis-28408	59	24	.	.	PUNCT
bracis-28408	60	1	3	3	NUM
bracis-28408	60	2	methodology	methodology	NOUN
bracis-28408	60	3	and	and	CCONJ
bracis-28408	60	4	 	 	SPACE
bracis-28408	60	5	experiments	experiment	NOUN
bracis-28408	60	6	3.1	3.1	NUM
bracis-28408	60	7	model	model	NOUN
bracis-28408	60	8	soups	soup	NOUN
bracis-28408	60	9	experiments	experiment	NOUN
bracis-28408	60	10	creating	create	VERB
bracis-28408	60	11	a	a	DET
bracis-28408	60	12	model	model	NOUN
bracis-28408	60	13	by	by	ADP
bracis-28408	60	14	averaging	average	VERB
bracis-28408	60	15	other	other	ADJ
bracis-28408	60	16	models	model	NOUN
bracis-28408	60	17	’	'	PUNCT
bracis-28408	60	18	weights	weight	NOUN
bracis-28408	60	19	was	be	AUX
bracis-28408	60	20	validated	validate	VERB
bracis-28408	60	21	on	on	ADP
bracis-28408	60	22	image	image	NOUN
bracis-28408	60	23	and	and	CCONJ
bracis-28408	60	24	document	document	NOUN
bracis-28408	60	25	classification	classification	NOUN
bracis-28408	60	26	tasks	task	NOUN
bracis-28408	60	27	[	[	X
bracis-28408	60	28	17	17	NUM
bracis-28408	60	29	]	]	PUNCT
bracis-28408	60	30	.	.	PUNCT
bracis-28408	61	1	formally	formally	ADV
bracis-28408	61	2	,	,	PUNCT
bracis-28408	61	3	let	let	VERB
bracis-28408	61	4	\({\theta	\({\theta	NOUN
bracis-28408	61	5	}	}	PUNCT
bracis-28408	61	6	=	=	VERB
bracis-28408	62	1	finetune(\theta	finetune(\theta	ADJ
bracis-28408	62	2	_	_	PRON
bracis-28408	62	3	{	{	PUNCT
bracis-28408	62	4	0	0	NUM
bracis-28408	62	5	}	}	PUNCT
bracis-28408	62	6	,	,	PUNCT
bracis-28408	62	7	h)\	h)\	PROPN
bracis-28408	62	8	)	)	PUNCT
bracis-28408	62	9	the	the	DET
bracis-28408	62	10	set	set	NOUN
bracis-28408	62	11	of	of	ADP
bracis-28408	62	12	parameters	parameter	NOUN
bracis-28408	62	13	obtained	obtain	VERB
bracis-28408	62	14	by	by	ADP
bracis-28408	62	15	fine	fine	ADV
bracis-28408	62	16	-	-	PUNCT
bracis-28408	62	17	tuning	tune	VERB
bracis-28408	62	18	the	the	DET
bracis-28408	62	19	pre	pre	ADJ
bracis-28408	62	20	-	-	ADJ
bracis-28408	62	21	trained	train	VERB
bracis-28408	62	22	initialization	initialization	NOUN
bracis-28408	62	23	\({\theta	\({\theta	PROPN
bracis-28408	62	24	_	_	PROPN
bracis-28408	62	25	{	{	PUNCT
bracis-28408	62	26	0}}\	0}}\	NUM
bracis-28408	62	27	)	)	PUNCT
bracis-28408	62	28	with	with	ADP
bracis-28408	62	29	the	the	DET
bracis-28408	62	30	hyperparameters	hyperparameters	PROPN
bracis-28408	62	31	configuration	configuration	NOUN
bracis-28408	62	32	h.	h.	NOUN
bracis-28408	62	33	the	the	DET
bracis-28408	62	34	technique	technique	NOUN
bracis-28408	62	35	uses	use	VERB
bracis-28408	62	36	a	a	DET
bracis-28408	62	37	mean	mean	ADJ
bracis-28408	62	38	value	value	NOUN
bracis-28408	62	39	for	for	ADP
bracis-28408	62	40	\({\theta	\({\theta	PROPN
bracis-28408	62	41	_	_	PROPN
bracis-28408	62	42	i}\	i}\	NUM
bracis-28408	62	43	)	)	PUNCT
bracis-28408	62	44	,	,	PUNCT
bracis-28408	62	45	i.e.	i.e.	X
bracis-28408	62	46	,	,	PUNCT
bracis-28408	62	47	\({\theta	\({\theta	PROPN
bracis-28408	62	48	_	_	PROPN
bracis-28408	62	49	{	{	PUNCT
bracis-28408	62	50	s	s	NOUN
bracis-28408	62	51	}	}	PUNCT
bracis-28408	62	52	=	=	PUNCT
bracis-28408	62	53	\frac{1}{|s|}\sum	\frac{1}{|s|}\sum	PROPN
bracis-28408	62	54	_	_	PUNCT
bracis-28408	62	55	{	{	PUNCT
bracis-28408	62	56	i	i	PROPN
bracis-28408	62	57	\in	\in	PROPN
bracis-28408	62	58	s	s	PART
bracis-28408	62	59	}	}	PUNCT
bracis-28408	62	60	\theta	\theta	NOUN
bracis-28408	62	61	_	_	PUNCT
bracis-28408	62	62	{	{	PUNCT
bracis-28408	62	63	i}}\	i}}\	NOUN
bracis-28408	62	64	)	)	PUNCT
bracis-28408	62	65	,	,	PUNCT
bracis-28408	62	66	where	where	SCONJ
bracis-28408	62	67	\({s	\({s	PROPN
bracis-28408	62	68	\subset	\subset	PROPN
bracis-28408	62	69	\{1,	\{1,	ADV
bracis-28408	62	70	...	...	PUNCT
bracis-28408	62	71	,k\}}\	,k\}}\	PUNCT
bracis-28408	62	72	)	)	PUNCT
bracis-28408	62	73	and	and	CCONJ
bracis-28408	62	74	k	k	PROPN
bracis-28408	62	75	is	be	AUX
bracis-28408	62	76	the	the	DET
bracis-28408	62	77	number	number	NOUN
bracis-28408	62	78	of	of	ADP
bracis-28408	62	79	hyperparameter	hyperparameter	NOUN
bracis-28408	62	80	configurations	configuration	NOUN
bracis-28408	62	81	(	(	PUNCT
bracis-28408	62	82	or	or	CCONJ
bracis-28408	62	83	models	model	NOUN
bracis-28408	62	84	)	)	PUNCT
bracis-28408	62	85	to	to	PART
bracis-28408	62	86	be	be	AUX
bracis-28408	62	87	used	use	VERB
bracis-28408	62	88	.	.	PUNCT
bracis-28408	63	1	initially	initially	ADV
bracis-28408	63	2	,	,	PUNCT
bracis-28408	63	3	we	we	PRON
bracis-28408	63	4	reproduced	reproduce	VERB
bracis-28408	63	5	the	the	DET
bracis-28408	63	6	idea	idea	NOUN
bracis-28408	63	7	using	use	VERB
bracis-28408	63	8	a	a	DET
bracis-28408	63	9	uniform	uniform	ADJ
bracis-28408	63	10	average	average	NOUN
bracis-28408	63	11	.	.	PUNCT
bracis-28408	64	1	the	the	DET
bracis-28408	64	2	greedy	greedy	ADJ
bracis-28408	64	3	approach	approach	NOUN
bracis-28408	64	4	was	be	AUX
bracis-28408	64	5	not	not	PART
bracis-28408	64	6	analyzed	analyze	VERB
bracis-28408	64	7	due	due	ADP
bracis-28408	64	8	to	to	ADP
bracis-28408	64	9	our	our	PRON
bracis-28408	64	10	low	low	ADJ
bracis-28408	64	11	number	number	NOUN
bracis-28408	64	12	of	of	ADP
bracis-28408	64	13	available	available	ADJ
bracis-28408	64	14	candidate	candidate	NOUN
bracis-28408	64	15	models	model	NOUN
bracis-28408	64	16	.	.	PUNCT
bracis-28408	65	1	so	so	ADV
bracis-28408	65	2	,	,	PUNCT
bracis-28408	65	3	we	we	PRON
bracis-28408	65	4	created	create	VERB
bracis-28408	65	5	a	a	DET
bracis-28408	65	6	model	model	NOUN
bracis-28408	65	7	whose	whose	DET
bracis-28408	65	8	weights	weight	NOUN
bracis-28408	65	9	are	be	AUX
bracis-28408	65	10	the	the	DET
bracis-28408	65	11	average	average	NOUN
bracis-28408	65	12	of	of	ADP
bracis-28408	65	13	the	the	DET
bracis-28408	65	14	weights	weight	NOUN
bracis-28408	65	15	of	of	ADP
bracis-28408	65	16	different	different	ADJ
bracis-28408	65	17	models	model	NOUN
bracis-28408	65	18	:	:	PUNCT
bracis-28408	65	19	(	(	PUNCT
bracis-28408	65	20	a	a	X
bracis-28408	65	21	)	)	PUNCT
bracis-28408	65	22	the	the	DET
bracis-28408	65	23	entity	entity	NOUN
bracis-28408	65	24	recognition	recognition	NOUN
bracis-28408	65	25	model	model	NOUN
bracis-28408	65	26	developed	develop	VERB
bracis-28408	65	27	to	to	PART
bracis-28408	65	28	validate	validate	VERB
bracis-28408	65	29	bertimbau	bertimbau	NOUN
bracis-28408	65	30	[	[	X
bracis-28408	65	31	12	12	NUM
bracis-28408	65	32	]	]	PUNCT
bracis-28408	65	33	,	,	PUNCT
bracis-28408	65	34	trained	train	VERB
bracis-28408	65	35	on	on	ADP
bracis-28408	65	36	an	an	DET
bracis-28408	65	37	adapted	adapted	ADJ
bracis-28408	65	38	version	version	NOUN
bracis-28408	65	39	from	from	ADP
bracis-28408	65	40	the	the	DET
bracis-28408	65	41	first	first	ADJ
bracis-28408	65	42	haremfootnote	haremfootnote	NOUN
bracis-28408	65	43	1	1	NUM
bracis-28408	65	44	[	[	X
bracis-28408	65	45	10	10	NUM
bracis-28408	65	46	]	]	PUNCT
bracis-28408	65	47	;	;	PUNCT
bracis-28408	65	48	(	(	PUNCT
bracis-28408	65	49	b	b	X
bracis-28408	65	50	)	)	PUNCT
bracis-28408	65	51	model	model	NOUN
bracis-28408	65	52	analogous	analogous	ADJ
bracis-28408	65	53	to	to	ADP
bracis-28408	65	54	(	(	PUNCT
bracis-28408	65	55	a	a	NOUN
bracis-28408	65	56	)	)	PUNCT
bracis-28408	65	57	,	,	PUNCT
bracis-28408	65	58	but	but	CCONJ
bracis-28408	65	59	trained	train	VERB
bracis-28408	65	60	with	with	ADP
bracis-28408	65	61	data	datum	NOUN
bracis-28408	65	62	augmentationfootnote	augmentationfootnote	VERB
bracis-28408	65	63	2	2	NUM
bracis-28408	65	64	and	and	CCONJ
bracis-28408	65	65	;	;	PUNCT
bracis-28408	65	66	(	(	PUNCT
bracis-28408	65	67	c	c	X
bracis-28408	65	68	)	)	PUNCT
bracis-28408	65	69	model	model	NOUN
bracis-28408	65	70	adapted	adapt	VERB
bracis-28408	65	71	to	to	ADP
bracis-28408	65	72	the	the	DET
bracis-28408	65	73	same	same	ADJ
bracis-28408	65	74	corpus	corpus	NOUN
bracis-28408	65	75	for	for	ADP
bracis-28408	65	76	the	the	DET
bracis-28408	65	77	target	target	NOUN
bracis-28408	65	78	task	task	NOUN
bracis-28408	65	79	(	(	PUNCT
bracis-28408	65	80	first	first	ADJ
bracis-28408	65	81	harem	harem	PROPN
bracis-28408	65	82	)	)	PUNCT
bracis-28408	65	83	,	,	PUNCT
bracis-28408	65	84	as	as	SCONJ
bracis-28408	65	85	described	describe	VERB
bracis-28408	65	86	in	in	ADP
bracis-28408	65	87	sect	sect	NOUN
bracis-28408	65	88	.	.	PUNCT
bracis-28408	65	89	 	 	SPACE
bracis-28408	65	90	3.2	3.2	NUM
bracis-28408	65	91	.	.	PUNCT
bracis-28408	66	1	we	we	PRON
bracis-28408	66	2	denote	denote	VERB
bracis-28408	66	3	this	this	DET
bracis-28408	66	4	model	model	NOUN
bracis-28408	66	5	as	as	ADP
bracis-28408	66	6	the	the	DET
bracis-28408	66	7	average	average	ADJ
bracis-28408	66	8	model	model	NOUN
bracis-28408	66	9	or	or	CCONJ
bracis-28408	66	10	model	model	NOUN
bracis-28408	66	11	soup	soup	PROPN
bracis-28408	66	12	.	.	PUNCT
bracis-28408	67	1	for	for	ADP
bracis-28408	67	2	the	the	DET
bracis-28408	67	3	combinations	combination	NOUN
bracis-28408	67	4	cited	cite	VERB
bracis-28408	67	5	above	above	ADV
bracis-28408	67	6	,	,	PUNCT
bracis-28408	67	7	we	we	PRON
bracis-28408	67	8	evaluated	evaluate	VERB
bracis-28408	67	9	the	the	DET
bracis-28408	67	10	bert	bert	PROPN
bracis-28408	67	11	base	base	NOUN
bracis-28408	67	12	and	and	CCONJ
bracis-28408	67	13	large	large	ADJ
bracis-28408	67	14	variations	variation	NOUN
bracis-28408	67	15	,	,	PUNCT
bracis-28408	67	16	which	which	PRON
bracis-28408	67	17	differ	differ	VERB
bracis-28408	67	18	in	in	ADP
bracis-28408	67	19	the	the	DET
bracis-28408	67	20	number	number	NOUN
bracis-28408	67	21	of	of	ADP
bracis-28408	67	22	parameters	parameter	NOUN
bracis-28408	67	23	.	.	PUNCT
bracis-28408	68	1	also	also	ADV
bracis-28408	68	2	,	,	PUNCT
bracis-28408	68	3	we	we	PRON
bracis-28408	68	4	evaluated	evaluate	VERB
bracis-28408	68	5	settings	setting	NOUN
bracis-28408	68	6	with	with	ADP
bracis-28408	68	7	and	and	CCONJ
bracis-28408	68	8	without	without	ADP
bracis-28408	68	9	an	an	DET
bracis-28408	68	10	additional	additional	ADJ
bracis-28408	68	11	layer	layer	NOUN
bracis-28408	68	12	for	for	ADP
bracis-28408	68	13	conditional	conditional	ADJ
bracis-28408	68	14	random	random	ADJ
bracis-28408	68	15	fields	field	NOUN
bracis-28408	68	16	(	(	PUNCT
bracis-28408	68	17	crf	crf	NOUN
bracis-28408	68	18	)	)	PUNCT
bracis-28408	68	19	,	,	PUNCT
bracis-28408	68	20	which	which	PRON
bracis-28408	68	21	we	we	PRON
bracis-28408	68	22	used	use	VERB
bracis-28408	68	23	to	to	PART
bracis-28408	68	24	reduce	reduce	VERB
bracis-28408	68	25	the	the	DET
bracis-28408	68	26	probability	probability	NOUN
bracis-28408	68	27	of	of	ADP
bracis-28408	68	28	generating	generate	VERB
bracis-28408	68	29	invalid	invalid	ADJ
bracis-28408	68	30	label	label	NOUN
bracis-28408	68	31	sequences	sequence	NOUN
bracis-28408	68	32	.	.	PUNCT
bracis-28408	69	1	fig	fig	NOUN
bracis-28408	69	2	.	.	PUNCT
bracis-28408	70	1	2	2	X
bracis-28408	70	2	.	.	X
bracis-28408	70	3	model	model	NOUN
bracis-28408	70	4	soup	soup	NOUN
bracis-28408	70	5	the	the	DET
bracis-28408	70	6	original	original	ADJ
bracis-28408	70	7	idea	idea	NOUN
bracis-28408	70	8	(	(	PUNCT
bracis-28408	70	9	adapted	adapt	VERB
bracis-28408	70	10	to	to	ADP
bracis-28408	70	11	the	the	DET
bracis-28408	70	12	setting	setting	NOUN
bracis-28408	70	13	of	of	ADP
bracis-28408	70	14	two	two	NUM
bracis-28408	70	15	models	model	NOUN
bracis-28408	70	16	trained	train	VERB
bracis-28408	70	17	on	on	ADP
bracis-28408	70	18	a	a	DET
bracis-28408	70	19	ner	ner	NOUN
bracis-28408	70	20	task	task	NOUN
bracis-28408	70	21	from	from	ADP
bracis-28408	70	22	a	a	DET
bracis-28408	70	23	common	common	ADJ
bracis-28408	70	24	initialization	initialization	NOUN
bracis-28408	70	25	in	in	ADP
bracis-28408	70	26	this	this	DET
bracis-28408	70	27	case	case	NOUN
bracis-28408	70	28	,	,	PUNCT
bracis-28408	70	29	the	the	DET
bracis-28408	70	30	language	language	NOUN
bracis-28408	70	31	model	model	NOUN
bracis-28408	70	32	)	)	PUNCT
bracis-28408	70	33	.	.	PUNCT
bracis-28408	71	1	full	full	ADJ
bracis-28408	71	2	size	size	NOUN
bracis-28408	71	3	image	image	NOUN
bracis-28408	71	4	there	there	PRON
bracis-28408	71	5	is	be	VERB
bracis-28408	71	6	a	a	DET
bracis-28408	71	7	difference	difference	NOUN
bracis-28408	71	8	between	between	ADP
bracis-28408	71	9	our	our	PRON
bracis-28408	71	10	experiments	experiment	NOUN
bracis-28408	71	11	and	and	CCONJ
bracis-28408	71	12	the	the	DET
bracis-28408	71	13	original	original	ADJ
bracis-28408	71	14	proposal	proposal	NOUN
bracis-28408	71	15	by	by	ADP
bracis-28408	71	16	wortsman	wortsman	NOUN
bracis-28408	71	17	et	et	PROPN
bracis-28408	71	18	al	al	PROPN
bracis-28408	71	19	.	.	PROPN
bracis-28408	72	1	(	(	PUNCT
bracis-28408	72	2	2022	2022	NUM
bracis-28408	72	3	):	):	PUNCT
bracis-28408	72	4	the	the	DET
bracis-28408	72	5	authors	author	NOUN
bracis-28408	72	6	assume	assume	VERB
bracis-28408	72	7	that	that	SCONJ
bracis-28408	72	8	the	the	DET
bracis-28408	72	9	models	model	NOUN
bracis-28408	72	10	were	be	AUX
bracis-28408	72	11	independently	independently	ADV
bracis-28408	72	12	optimized	optimize	VERB
bracis-28408	72	13	from	from	ADP
bracis-28408	72	14	the	the	DET
bracis-28408	72	15	same	same	ADJ
bracis-28408	72	16	initialization	initialization	NOUN
bracis-28408	72	17	,	,	PUNCT
bracis-28408	72	18	which	which	PRON
bracis-28408	72	19	would	would	AUX
bracis-28408	72	20	lead	lead	VERB
bracis-28408	72	21	them	they	PRON
bracis-28408	72	22	to	to	ADP
bracis-28408	72	23	the	the	DET
bracis-28408	72	24	same	same	ADJ
bracis-28408	72	25	region	region	NOUN
bracis-28408	72	26	or	or	CCONJ
bracis-28408	72	27	valley	valley	NOUN
bracis-28408	72	28	on	on	ADP
bracis-28408	72	29	the	the	DET
bracis-28408	72	30	error	error	NOUN
bracis-28408	72	31	surface	surface	NOUN
bracis-28408	72	32	.	.	PUNCT
bracis-28408	73	1	such	such	ADJ
bracis-28408	73	2	strategy	strategy	NOUN
bracis-28408	73	3	is	be	AUX
bracis-28408	73	4	represented	represent	VERB
bracis-28408	73	5	in	in	ADP
bracis-28408	73	6	fig	fig	NOUN
bracis-28408	73	7	.	.	PUNCT
bracis-28408	73	8	 	 	SPACE
bracis-28408	74	1	2	2	NUM
bracis-28408	74	2	.	.	PUNCT
bracis-28408	75	1	but	but	CCONJ
bracis-28408	75	2	here	here	ADV
bracis-28408	75	3	,	,	PUNCT
bracis-28408	75	4	according	accord	VERB
bracis-28408	75	5	to	to	ADP
bracis-28408	75	6	fig	fig	NOUN
bracis-28408	75	7	.	.	PUNCT
bracis-28408	75	8	 	 	SPACE
bracis-28408	75	9	3	3	NUM
bracis-28408	75	10	,	,	PUNCT
bracis-28408	75	11	only	only	ADV
bracis-28408	75	12	models	model	NOUN
bracis-28408	75	13	a	a	DET
bracis-28408	75	14	and	and	CCONJ
bracis-28408	75	15	b	b	NOUN
bracis-28408	75	16	start	start	NOUN
bracis-28408	75	17	from	from	ADP
bracis-28408	75	18	the	the	DET
bracis-28408	75	19	same	same	ADJ
bracis-28408	75	20	initialization	initialization	NOUN
bracis-28408	75	21	(	(	PUNCT
bracis-28408	75	22	bertimbau	bertimbau	NOUN
bracis-28408	75	23	language	language	NOUN
bracis-28408	75	24	model	model	NOUN
bracis-28408	75	25	)	)	PUNCT
bracis-28408	75	26	.	.	PUNCT
bracis-28408	76	1	in	in	ADP
bracis-28408	76	2	contrast	contrast	NOUN
bracis-28408	76	3	,	,	PUNCT
bracis-28408	76	4	model	model	NOUN
bracis-28408	76	5	c	c	PROPN
bracis-28408	76	6	was	be	AUX
bracis-28408	76	7	finetuned	finetune	VERB
bracis-28408	76	8	on	on	ADP
bracis-28408	76	9	the	the	DET
bracis-28408	76	10	first	first	ADJ
bracis-28408	76	11	harem	harem	ADJ
bracis-28408	76	12	textual	textual	ADJ
bracis-28408	76	13	content	content	NOUN
bracis-28408	76	14	.	.	PUNCT
bracis-28408	77	1	the	the	DET
bracis-28408	77	2	experiments	experiment	NOUN
bracis-28408	77	3	’	'	PUNCT
bracis-28408	77	4	results	result	NOUN
bracis-28408	77	5	are	be	AUX
bracis-28408	77	6	shown	show	VERB
bracis-28408	77	7	in	in	ADP
bracis-28408	77	8	sect	sect	NOUN
bracis-28408	77	9	.	.	PUNCT
bracis-28408	77	10	 	 	SPACE
bracis-28408	78	1	4.1	4.1	NUM
bracis-28408	78	2	.	.	PUNCT
bracis-28408	78	3	3.2	3.2	NUM
bracis-28408	78	4	domain	domain	NOUN
bracis-28408	78	5	adaptation	adaptation	NOUN
bracis-28408	78	6	experiments	experiment	NOUN
bracis-28408	78	7	sun	sun	PROPN
bracis-28408	78	8	et	et	PROPN
bracis-28408	78	9	al	al	PROPN
bracis-28408	78	10	.	.	PUNCT
bracis-28408	79	1	[	[	X
bracis-28408	79	2	13	13	NUM
bracis-28408	79	3	]	]	PUNCT
bracis-28408	79	4	conducted	conduct	VERB
bracis-28408	79	5	experiments	experiment	NOUN
bracis-28408	79	6	on	on	ADP
bracis-28408	79	7	different	different	ADJ
bracis-28408	79	8	fine	fine	ADJ
bracis-28408	79	9	-	-	PUNCT
bracis-28408	79	10	tuning	tune	VERB
bracis-28408	79	11	options	option	NOUN
bracis-28408	79	12	,	,	PUNCT
bracis-28408	79	13	including	include	VERB
bracis-28408	79	14	multi	multi	ADJ
bracis-28408	79	15	-	-	ADJ
bracis-28408	79	16	task	task	ADJ
bracis-28408	79	17	learning	learning	NOUN
bracis-28408	79	18	.	.	PUNCT
bracis-28408	80	1	however	however	ADV
bracis-28408	80	2	,	,	PUNCT
bracis-28408	80	3	they	they	PRON
bracis-28408	80	4	concluded	conclude	VERB
bracis-28408	80	5	that	that	SCONJ
bracis-28408	80	6	the	the	DET
bracis-28408	80	7	benefits	benefit	NOUN
bracis-28408	80	8	from	from	ADP
bracis-28408	80	9	multi	multi	ADJ
bracis-28408	80	10	-	-	NOUN
bracis-28408	80	11	task	task	ADJ
bracis-28408	80	12	learning	learning	NOUN
bracis-28408	80	13	tend	tend	VERB
bracis-28408	80	14	to	to	PART
bracis-28408	80	15	be	be	AUX
bracis-28408	80	16	inferior	inferior	ADJ
bracis-28408	80	17	to	to	ADP
bracis-28408	80	18	those	those	PRON
bracis-28408	80	19	obtained	obtain	VERB
bracis-28408	80	20	from	from	ADP
bracis-28408	80	21	additional	additional	ADJ
bracis-28408	80	22	pretraining	pretraining	NOUN
bracis-28408	80	23	.	.	PUNCT
bracis-28408	81	1	so	so	ADV
bracis-28408	81	2	,	,	PUNCT
bracis-28408	81	3	we	we	PRON
bracis-28408	81	4	did	do	AUX
bracis-28408	81	5	not	not	PART
bracis-28408	81	6	experiment	experiment	VERB
bracis-28408	81	7	with	with	ADP
bracis-28408	81	8	multi	multi	ADJ
bracis-28408	81	9	-	-	ADJ
bracis-28408	81	10	task	task	ADJ
bracis-28408	81	11	learning	learning	NOUN
bracis-28408	81	12	.	.	PUNCT
bracis-28408	82	1	to	to	PART
bracis-28408	82	2	conduct	conduct	VERB
bracis-28408	82	3	the	the	DET
bracis-28408	82	4	experiments	experiment	NOUN
bracis-28408	82	5	on	on	ADP
bracis-28408	82	6	domain	domain	NOUN
bracis-28408	82	7	adaptation	adaptation	NOUN
bracis-28408	82	8	,	,	PUNCT
bracis-28408	82	9	we	we	PRON
bracis-28408	82	10	use	use	VERB
bracis-28408	82	11	as	as	ADP
bracis-28408	82	12	start	start	NOUN
bracis-28408	82	13	points	point	NOUN
bracis-28408	82	14	:	:	PUNCT
bracis-28408	82	15	(	(	PUNCT
bracis-28408	82	16	a	a	X
bracis-28408	82	17	)	)	PUNCT
bracis-28408	82	18	a	a	DET
bracis-28408	82	19	ner	ner	NOUN
bracis-28408	82	20	model	model	NOUN
bracis-28408	82	21	for	for	ADP
bracis-28408	82	22	(	(	PUNCT
bracis-28408	82	23	long	long	ADJ
bracis-28408	82	24	)	)	PUNCT
bracis-28408	82	25	documents	document	NOUN
bracis-28408	82	26	related	relate	VERB
bracis-28408	82	27	to	to	ADP
bracis-28408	82	28	public	public	ADJ
bracis-28408	82	29	accounts	account	NOUN
bracis-28408	82	30	auditingfootnote	auditingfootnote	VERB
bracis-28408	82	31	3	3	NUM
bracis-28408	82	32	footnote	footnote	NOUN
bracis-28408	82	33	4	4	NUM
bracis-28408	82	34	;	;	PUNCT
bracis-28408	82	35	(	(	PUNCT
bracis-28408	82	36	b	b	X
bracis-28408	82	37	)	)	PUNCT
bracis-28408	82	38	the	the	DET
bracis-28408	82	39	ner	ner	NOUN
bracis-28408	82	40	model	model	NOUN
bracis-28408	82	41	trained	train	VERB
bracis-28408	82	42	for	for	ADP
bracis-28408	82	43	bertimbau	bertimbau	ADJ
bracis-28408	82	44	evaluation	evaluation	NOUN
bracis-28408	83	1	[	[	X
bracis-28408	83	2	12	12	NUM
bracis-28408	83	3	]	]	X
bracis-28408	83	4	;	;	PUNCT
bracis-28408	83	5	(	(	PUNCT
bracis-28408	83	6	c	c	X
bracis-28408	83	7	)	)	PUNCT
bracis-28408	83	8	an	an	DET
bracis-28408	83	9	entity	entity	NOUN
bracis-28408	83	10	recognition	recognition	NOUN
bracis-28408	83	11	model	model	NOUN
bracis-28408	84	1	[	[	X
bracis-28408	84	2	11	11	NUM
bracis-28408	84	3	]	]	PUNCT
bracis-28408	84	4	trained	train	VERB
bracis-28408	84	5	on	on	ADP
bracis-28408	84	6	a	a	DET
bracis-28408	84	7	public	public	ADJ
bracis-28408	84	8	news	news	NOUN
bracis-28408	84	9	dataset	dataset	NOUN
bracis-28408	84	10	[	[	X
bracis-28408	84	11	7	7	NUM
bracis-28408	84	12	]	]	PUNCT
bracis-28408	84	13	.	.	PUNCT
bracis-28408	85	1	in	in	ADP
bracis-28408	85	2	(	(	PUNCT
bracis-28408	85	3	a	a	X
bracis-28408	85	4	)	)	PUNCT
bracis-28408	85	5	,	,	PUNCT
bracis-28408	85	6	during	during	ADP
bracis-28408	85	7	domain	domain	NOUN
bracis-28408	85	8	adaptation	adaptation	NOUN
bracis-28408	85	9	,	,	PUNCT
bracis-28408	85	10	the	the	DET
bracis-28408	85	11	original	original	ADJ
bracis-28408	85	12	language	language	NOUN
bracis-28408	85	13	model	model	NOUN
bracis-28408	85	14	bertimbau	bertimbau	NOUN
bracis-28408	85	15	received	receive	VERB
bracis-28408	85	16	additional	additional	ADJ
bracis-28408	85	17	training	training	NOUN
bracis-28408	85	18	on	on	ADP
bracis-28408	85	19	a	a	DET
bracis-28408	85	20	dataset	dataset	NOUN
bracis-28408	85	21	different	different	ADJ
bracis-28408	85	22	from	from	ADP
bracis-28408	85	23	the	the	DET
bracis-28408	85	24	one	one	NOUN
bracis-28408	85	25	used	use	VERB
bracis-28408	85	26	to	to	PART
bracis-28408	85	27	train	train	VERB
bracis-28408	85	28	the	the	DET
bracis-28408	85	29	target	target	NOUN
bracis-28408	85	30	ner	ner	NOUN
bracis-28408	85	31	model	model	NOUN
bracis-28408	85	32	.	.	PUNCT
bracis-28408	86	1	however	however	ADV
bracis-28408	86	2	,	,	PUNCT
bracis-28408	86	3	this	this	DET
bracis-28408	86	4	dataset	dataset	NOUN
bracis-28408	86	5	came	come	VERB
bracis-28408	86	6	from	from	ADP
bracis-28408	86	7	the	the	DET
bracis-28408	86	8	same	same	ADJ
bracis-28408	86	9	domain	domain	NOUN
bracis-28408	86	10	and	and	CCONJ
bracis-28408	86	11	origin	origin	NOUN
bracis-28408	86	12	(	(	PUNCT
bracis-28408	86	13	documents	document	NOUN
bracis-28408	86	14	related	relate	VERB
bracis-28408	86	15	to	to	ADP
bracis-28408	86	16	public	public	ADJ
bracis-28408	86	17	accounts	account	NOUN
bracis-28408	86	18	auditing	audit	VERB
bracis-28408	86	19	)	)	PUNCT
bracis-28408	86	20	,	,	PUNCT
bracis-28408	86	21	leading	lead	VERB
bracis-28408	86	22	to	to	ADP
bracis-28408	86	23	an	an	DET
bracis-28408	86	24	intermediary	intermediary	ADJ
bracis-28408	86	25	and	and	CCONJ
bracis-28408	86	26	domain	domain	NOUN
bracis-28408	86	27	-	-	PUNCT
bracis-28408	86	28	optimized	optimize	VERB
bracis-28408	86	29	language	language	NOUN
bracis-28408	86	30	model	model	NOUN
bracis-28408	86	31	.	.	PUNCT
bracis-28408	87	1	as	as	SCONJ
bracis-28408	87	2	the	the	DET
bracis-28408	87	3	training	training	NOUN
bracis-28408	87	4	task	task	NOUN
bracis-28408	87	5	was	be	AUX
bracis-28408	87	6	masked	mask	VERB
bracis-28408	87	7	language	language	NOUN
bracis-28408	87	8	model	model	NOUN
bracis-28408	87	9	(	(	PUNCT
bracis-28408	87	10	mlm	mlm	PROPN
bracis-28408	87	11	)	)	PUNCT
bracis-28408	87	12	,	,	PUNCT
bracis-28408	87	13	such	such	ADJ
bracis-28408	87	14	dataset	dataset	NOUN
bracis-28408	87	15	does	do	AUX
bracis-28408	87	16	not	not	PART
bracis-28408	87	17	contain	contain	VERB
bracis-28408	87	18	any	any	DET
bracis-28408	87	19	label	label	NOUN
bracis-28408	87	20	and	and	CCONJ
bracis-28408	87	21	can	can	AUX
bracis-28408	87	22	be	be	AUX
bracis-28408	87	23	considered	consider	VERB
bracis-28408	87	24	a	a	DET
bracis-28408	87	25	kind	kind	NOUN
bracis-28408	87	26	of	of	ADP
bracis-28408	87	27	“	"	PUNCT
bracis-28408	87	28	superset	superset	NOUN
bracis-28408	87	29	”	"	PUNCT
bracis-28408	87	30	for	for	ADP
bracis-28408	87	31	the	the	DET
bracis-28408	87	32	entity	entity	NOUN
bracis-28408	87	33	recognition	recognition	NOUN
bracis-28408	87	34	dataset	dataset	VERB
bracis-28408	87	35	:	:	PUNCT
bracis-28408	87	36	for	for	ADP
bracis-28408	87	37	example	example	NOUN
bracis-28408	87	38	,	,	PUNCT
bracis-28408	87	39	the	the	DET
bracis-28408	87	40	dataset	dataset	NOUN
bracis-28408	87	41	for	for	ADP
bracis-28408	87	42	training	train	VERB
bracis-28408	87	43	the	the	DET
bracis-28408	87	44	domain	domain	NOUN
bracis-28408	87	45	-	-	PUNCT
bracis-28408	87	46	adapted	adapt	VERB
bracis-28408	87	47	language	language	NOUN
bracis-28408	87	48	model	model	NOUN
bracis-28408	87	49	has	have	VERB
bracis-28408	87	50	52,912	52,912	NUM
bracis-28408	87	51	documents	document	NOUN
bracis-28408	87	52	,	,	PUNCT
bracis-28408	87	53	against	against	ADP
bracis-28408	87	54	431	431	NUM
bracis-28408	87	55	documents	document	NOUN
bracis-28408	87	56	for	for	ADP
bracis-28408	87	57	the	the	DET
bracis-28408	87	58	labeled	label	VERB
bracis-28408	87	59	dataset	dataset	NOUN
bracis-28408	87	60	used	use	VERB
bracis-28408	87	61	during	during	ADP
bracis-28408	87	62	entity	entity	NOUN
bracis-28408	87	63	recognition	recognition	NOUN
bracis-28408	87	64	model	model	NOUN
bracis-28408	87	65	training	training	NOUN
bracis-28408	87	66	.	.	PUNCT
bracis-28408	88	1	the	the	DET
bracis-28408	88	2	complete	complete	ADJ
bracis-28408	88	3	flow	flow	NOUN
bracis-28408	88	4	is	be	AUX
bracis-28408	88	5	described	describe	VERB
bracis-28408	88	6	in	in	ADP
bracis-28408	88	7	fig	fig	NOUN
bracis-28408	88	8	.	.	PUNCT
bracis-28408	88	9	 	 	SPACE
bracis-28408	89	1	4	4	NUM
bracis-28408	89	2	.	.	X
bracis-28408	89	3	fig	fig	NOUN
bracis-28408	89	4	.	.	PUNCT
bracis-28408	90	1	3	3	X
bracis-28408	90	2	.	.	X
bracis-28408	90	3	model	model	PROPN
bracis-28408	90	4	soup	soup	PROPN
bracis-28408	90	5	alternative	alternative	PROPN
bracis-28408	90	6	version	version	NOUN
bracis-28408	90	7	using	use	VERB
bracis-28408	90	8	two	two	NUM
bracis-28408	90	9	models	model	NOUN
bracis-28408	90	10	trained	train	VERB
bracis-28408	90	11	from	from	ADP
bracis-28408	90	12	a	a	DET
bracis-28408	90	13	common	common	ADJ
bracis-28408	90	14	parameter	parameter	NOUN
bracis-28408	90	15	set	set	NOUN
bracis-28408	90	16	(	(	PUNCT
bracis-28408	90	17	bertimbau	bertimbau	NOUN
bracis-28408	90	18	language	language	NOUN
bracis-28408	90	19	model	model	NOUN
bracis-28408	90	20	)	)	PUNCT
bracis-28408	90	21	and	and	CCONJ
bracis-28408	90	22	a	a	DET
bracis-28408	90	23	third	third	ADJ
bracis-28408	90	24	model	model	NOUN
bracis-28408	90	25	trained	train	VERB
bracis-28408	90	26	on	on	ADP
bracis-28408	90	27	an	an	DET
bracis-28408	90	28	intermediary	intermediary	ADJ
bracis-28408	90	29	language	language	NOUN
bracis-28408	90	30	model	model	NOUN
bracis-28408	90	31	.	.	PUNCT
bracis-28408	91	1	full	full	ADJ
bracis-28408	91	2	size	size	NOUN
bracis-28408	91	3	image	image	NOUN
bracis-28408	91	4	for	for	ADP
bracis-28408	91	5	(	(	PUNCT
bracis-28408	91	6	b	b	NOUN
bracis-28408	91	7	)	)	PUNCT
bracis-28408	91	8	and	and	CCONJ
bracis-28408	91	9	(	(	PUNCT
bracis-28408	91	10	c	c	NOUN
bracis-28408	91	11	)	)	PUNCT
bracis-28408	91	12	,	,	PUNCT
bracis-28408	91	13	during	during	ADP
bracis-28408	91	14	the	the	DET
bracis-28408	91	15	construction	construction	NOUN
bracis-28408	91	16	of	of	ADP
bracis-28408	91	17	the	the	DET
bracis-28408	91	18	intermediary	intermediary	ADJ
bracis-28408	91	19	language	language	NOUN
bracis-28408	91	20	models	model	NOUN
bracis-28408	91	21	,	,	PUNCT
bracis-28408	91	22	the	the	DET
bracis-28408	91	23	respective	respective	ADJ
bracis-28408	91	24	datasets	dataset	NOUN
bracis-28408	91	25	were	be	AUX
bracis-28408	91	26	used	use	VERB
bracis-28408	91	27	:	:	PUNCT
bracis-28408	91	28	first	first	ADJ
bracis-28408	91	29	harem	harem	PROPN
bracis-28408	91	30	(	(	PUNCT
bracis-28408	91	31	the	the	DET
bracis-28408	91	32	same	same	ADJ
bracis-28408	91	33	train	train	NOUN
bracis-28408	91	34	split	split	NOUN
bracis-28408	91	35	used	use	VERB
bracis-28408	91	36	by	by	ADP
bracis-28408	91	37	souza	souza	PROPN
bracis-28408	91	38	et	et	PROPN
bracis-28408	91	39	al	al	PROPN
bracis-28408	91	40	.	.	PUNCT
bracis-28408	92	1	[	[	X
bracis-28408	92	2	12	12	NUM
bracis-28408	92	3	]	]	PUNCT
bracis-28408	92	4	)	)	PUNCT
bracis-28408	92	5	and	and	CCONJ
bracis-28408	92	6	the	the	DET
bracis-28408	92	7	media	medium	NOUN
bracis-28408	92	8	news	news	NOUN
bracis-28408	92	9	dataset	dataset	NOUN
bracis-28408	92	10	(	(	PUNCT
bracis-28408	92	11	the	the	DET
bracis-28408	92	12	same	same	ADJ
bracis-28408	92	13	train	train	NOUN
bracis-28408	92	14	split	split	NOUN
bracis-28408	92	15	as	as	ADP
bracis-28408	92	16	the	the	DET
bracis-28408	92	17	original	original	ADJ
bracis-28408	92	18	dataset	dataset	NOUN
bracis-28408	93	1	[	[	X
bracis-28408	93	2	7	7	NUM
bracis-28408	93	3	]	]	NUM
bracis-28408	93	4	)	)	PUNCT
bracis-28408	93	5	.	.	PUNCT
bracis-28408	94	1	the	the	DET
bracis-28408	94	2	labels	label	NOUN
bracis-28408	94	3	were	be	AUX
bracis-28408	94	4	discarded	discard	VERB
bracis-28408	94	5	for	for	ADP
bracis-28408	94	6	both	both	DET
bracis-28408	94	7	datasets	dataset	NOUN
bracis-28408	94	8	in	in	ADP
bracis-28408	94	9	the	the	DET
bracis-28408	94	10	phase	phase	NOUN
bracis-28408	94	11	of	of	ADP
bracis-28408	94	12	mlm	mlm	PROPN
bracis-28408	94	13	training	training	NOUN
bracis-28408	94	14	.	.	PUNCT
bracis-28408	95	1	fig	fig	NOUN
bracis-28408	95	2	.	.	PUNCT
bracis-28408	96	1	4	4	X
bracis-28408	96	2	.	.	X
bracis-28408	96	3	training	training	NOUN
bracis-28408	96	4	flow	flow	NOUN
bracis-28408	96	5	for	for	ADP
bracis-28408	96	6	a	a	DET
bracis-28408	96	7	ner	ner	NOUN
bracis-28408	96	8	specific	specific	ADJ
bracis-28408	96	9	to	to	ADP
bracis-28408	96	10	public	public	ADJ
bracis-28408	96	11	accounts	account	NOUN
bracis-28408	96	12	audit	audit	NOUN
bracis-28408	96	13	domain	domain	NOUN
bracis-28408	96	14	.	.	PUNCT
bracis-28408	97	1	full	full	ADJ
bracis-28408	97	2	size	size	NOUN
bracis-28408	97	3	image	image	NOUN
bracis-28408	97	4	the	the	DET
bracis-28408	97	5	three	three	NUM
bracis-28408	97	6	resulting	result	VERB
bracis-28408	97	7	language	language	NOUN
bracis-28408	97	8	models	model	NOUN
bracis-28408	97	9	were	be	AUX
bracis-28408	97	10	used	use	VERB
bracis-28408	97	11	as	as	ADP
bracis-28408	97	12	base	base	NOUN
bracis-28408	97	13	models	model	NOUN
bracis-28408	97	14	for	for	ADP
bracis-28408	97	15	retraining	retrain	VERB
bracis-28408	97	16	the	the	DET
bracis-28408	97	17	three	three	NUM
bracis-28408	97	18	cited	cite	VERB
bracis-28408	97	19	entity	entity	NOUN
bracis-28408	97	20	recognizers	recognizer	NOUN
bracis-28408	97	21	to	to	PART
bracis-28408	97	22	measure	measure	VERB
bracis-28408	97	23	domain	domain	NOUN
bracis-28408	97	24	adaptation	adaptation	NOUN
bracis-28408	97	25	impact	impact	NOUN
bracis-28408	97	26	.	.	PUNCT
bracis-28408	98	1	learning	learn	VERB
bracis-28408	98	2	rate	rate	NOUN
bracis-28408	98	3	and	and	CCONJ
bracis-28408	98	4	batch	batch	VERB
bracis-28408	98	5	size	size	NOUN
bracis-28408	98	6	hyperparameters	hyperparameter	NOUN
bracis-28408	98	7	for	for	ADP
bracis-28408	98	8	all	all	DET
bracis-28408	98	9	intermediary	intermediary	ADJ
bracis-28408	98	10	language	language	NOUN
bracis-28408	98	11	models	model	NOUN
bracis-28408	98	12	training	training	NOUN
bracis-28408	98	13	were	be	AUX
bracis-28408	98	14	the	the	DET
bracis-28408	98	15	same	same	ADJ
bracis-28408	98	16	as	as	SCONJ
bracis-28408	98	17	reported	report	VERB
bracis-28408	98	18	by	by	ADP
bracis-28408	98	19	souza	souza	PROPN
bracis-28408	98	20	et	et	PROPN
bracis-28408	98	21	al	al	PROPN
bracis-28408	98	22	.	.	PUNCT
bracis-28408	99	1	[	[	X
bracis-28408	99	2	12	12	NUM
bracis-28408	99	3	]	]	PUNCT
bracis-28408	99	4	.	.	PUNCT
bracis-28408	100	1	section	section	NOUN
bracis-28408	100	2	 	 	SPACE
bracis-28408	100	3	4.2	4.2	NUM
bracis-28408	100	4	shows	show	VERB
bracis-28408	100	5	the	the	DET
bracis-28408	100	6	experiments	experiment	NOUN
bracis-28408	100	7	’	'	PUNCT
bracis-28408	100	8	results	result	NOUN
bracis-28408	100	9	.	.	PUNCT
bracis-28408	101	1	3.3	3.3	NUM
bracis-28408	101	2	causal	causal	ADJ
bracis-28408	101	3	language	language	NOUN
bracis-28408	101	4	modeling	model	VERB
bracis-28408	101	5	few	few	ADJ
bracis-28408	101	6	/	/	SYM
bracis-28408	101	7	zero	zero	NUM
bracis-28408	101	8	-	-	PUNCT
bracis-28408	101	9	shot	shot	NOUN
bracis-28408	101	10	learning	learning	NOUN
bracis-28408	101	11	we	we	PRON
bracis-28408	101	12	also	also	ADV
bracis-28408	101	13	conducted	conduct	VERB
bracis-28408	101	14	experiments	experiment	NOUN
bracis-28408	101	15	on	on	ADP
bracis-28408	101	16	entity	entity	NOUN
bracis-28408	101	17	recognition	recognition	NOUN
bracis-28408	101	18	with	with	ADP
bracis-28408	101	19	few	few	ADJ
bracis-28408	101	20	and	and	CCONJ
bracis-28408	101	21	zero	zero	NUM
bracis-28408	101	22	-	-	PUNCT
bracis-28408	101	23	shot	shot	NOUN
bracis-28408	101	24	learning	learning	NOUN
bracis-28408	101	25	by	by	ADP
bracis-28408	101	26	using	use	VERB
bracis-28408	101	27	a	a	DET
bracis-28408	101	28	large	large	ADJ
bracis-28408	101	29	language	language	NOUN
bracis-28408	101	30	model	model	NOUN
bracis-28408	101	31	(	(	PUNCT
bracis-28408	101	32	llm	llm	NOUN
bracis-28408	101	33	)	)	PUNCT
bracis-28408	101	34	based	base	VERB
bracis-28408	101	35	on	on	ADP
bracis-28408	101	36	gpt-3.5	gpt-3.5	ADJ
bracis-28408	101	37	,	,	PUNCT
bracis-28408	101	38	an	an	DET
bracis-28408	101	39	improved	improved	ADJ
bracis-28408	101	40	version	version	NOUN
bracis-28408	101	41	of	of	ADP
bracis-28408	101	42	gpt-3	gpt-3	NOUN
bracis-28408	101	43	[	[	X
bracis-28408	101	44	1	1	NUM
bracis-28408	101	45	]	]	PUNCT
bracis-28408	101	46	,	,	PUNCT
bracis-28408	101	47	a	a	DET
bracis-28408	101	48	language	language	NOUN
bracis-28408	101	49	model	model	NOUN
bracis-28408	101	50	pre	pre	VERB
bracis-28408	101	51	-	-	VERB
bracis-28408	101	52	trained	train	VERB
bracis-28408	101	53	with	with	ADP
bracis-28408	101	54	causal	causal	ADJ
bracis-28408	101	55	language	language	NOUN
bracis-28408	101	56	modeling	modeling	NOUN
bracis-28408	101	57	objective	objective	NOUN
bracis-28408	101	58	.	.	PUNCT
bracis-28408	102	1	we	we	PRON
bracis-28408	102	2	used	use	VERB
bracis-28408	102	3	the	the	DET
bracis-28408	102	4	same	same	ADJ
bracis-28408	102	5	brazilian	brazilian	ADJ
bracis-28408	102	6	public	public	ADJ
bracis-28408	102	7	news	news	NOUN
bracis-28408	102	8	dataset	dataset	VERB
bracis-28408	102	9	already	already	ADV
bracis-28408	102	10	described	describe	VERB
bracis-28408	102	11	[	[	X
bracis-28408	102	12	7	7	NUM
bracis-28408	102	13	]	]	PUNCT
bracis-28408	102	14	and	and	CCONJ
bracis-28408	102	15	compared	compare	VERB
bracis-28408	102	16	the	the	DET
bracis-28408	102	17	following	follow	VERB
bracis-28408	102	18	settings	setting	NOUN
bracis-28408	102	19	:	:	PUNCT
bracis-28408	102	20	(	(	PUNCT
bracis-28408	102	21	a	a	X
bracis-28408	102	22	)	)	PUNCT
bracis-28408	102	23	a	a	DET
bracis-28408	102	24	ner	ner	NOUN
bracis-28408	102	25	model	model	NOUN
bracis-28408	103	1	[	[	X
bracis-28408	103	2	8	8	NUM
bracis-28408	103	3	]	]	PUNCT
bracis-28408	103	4	based	base	VERB
bracis-28408	103	5	on	on	ADP
bracis-28408	103	6	finetuning	finetune	VERB
bracis-28408	103	7	bertimbau	bertimbau	NOUN
bracis-28408	103	8	to	to	ADP
bracis-28408	103	9	the	the	DET
bracis-28408	103	10	news	news	NOUN
bracis-28408	103	11	dataset	dataset	NOUN
bracis-28408	103	12	(	(	PUNCT
bracis-28408	103	13	b	b	NOUN
bracis-28408	103	14	)	)	PUNCT
bracis-28408	103	15	gpt	gpt	NOUN
bracis-28408	103	16	3.5	3.5	NUM
bracis-28408	103	17	few	few	ADJ
bracis-28408	103	18	-	-	PUNCT
bracis-28408	103	19	shot	shot	NOUN
bracis-28408	103	20	learning	learning	NOUN
bracis-28408	103	21	with	with	ADP
bracis-28408	103	22	instruction	instruction	NOUN
bracis-28408	103	23	prompt	prompt	NOUN
bracis-28408	103	24	and	and	CCONJ
bracis-28408	103	25	examples	example	NOUN
bracis-28408	103	26	(	(	PUNCT
bracis-28408	103	27	c	c	NOUN
bracis-28408	103	28	)	)	PUNCT
bracis-28408	103	29	gpt	gpt	NOUN
bracis-28408	103	30	3.5	3.5	NUM
bracis-28408	103	31	few	few	ADJ
bracis-28408	103	32	-	-	PUNCT
bracis-28408	103	33	shot	shot	NOUN
bracis-28408	103	34	learning	learning	NOUN
bracis-28408	103	35	with	with	ADP
bracis-28408	103	36	no	no	DET
bracis-28408	103	37	instruction	instruction	NOUN
bracis-28408	103	38	prompt	prompt	NOUN
bracis-28408	103	39	(	(	PUNCT
bracis-28408	103	40	only	only	ADJ
bracis-28408	103	41	examples	example	NOUN
bracis-28408	103	42	)	)	PUNCT
bracis-28408	103	43	(	(	PUNCT
bracis-28408	103	44	d	d	X
bracis-28408	103	45	)	)	PUNCT
bracis-28408	103	46	gpt	gpt	NOUN
bracis-28408	103	47	3.5	3.5	NUM
bracis-28408	103	48	zero	zero	NUM
bracis-28408	103	49	-	-	PUNCT
bracis-28408	103	50	shot	shot	NOUN
bracis-28408	103	51	learning	learn	VERB
bracis-28408	103	52	the	the	DET
bracis-28408	103	53	results	result	NOUN
bracis-28408	103	54	are	be	AUX
bracis-28408	103	55	shown	show	VERB
bracis-28408	103	56	in	in	ADP
bracis-28408	103	57	sect	sect	NOUN
bracis-28408	103	58	.	.	PUNCT
bracis-28408	103	59	 	 	SPACE
bracis-28408	104	1	4.3	4.3	NUM
bracis-28408	104	2	.	.	NOUN
bracis-28408	104	3	4	4	NUM
bracis-28408	104	4	results	result	NOUN
bracis-28408	104	5	and	and	CCONJ
bracis-28408	104	6	 	 	SPACE
bracis-28408	104	7	discussions	discussion	NOUN
bracis-28408	104	8	4.1	4.1	NUM
bracis-28408	104	9	model	model	NOUN
bracis-28408	104	10	soup	soup	NOUN
bracis-28408	104	11	results	result	VERB
bracis-28408	104	12	analysis	analysis	NOUN
bracis-28408	104	13	table	table	NOUN
bracis-28408	104	14	 	 	SPACE
bracis-28408	104	15	1	1	NUM
bracis-28408	104	16	summarizes	summarize	NOUN
bracis-28408	104	17	the	the	DET
bracis-28408	104	18	results	result	NOUN
bracis-28408	104	19	from	from	ADP
bracis-28408	104	20	the	the	DET
bracis-28408	104	21	main	main	ADJ
bracis-28408	104	22	experiments	experiment	NOUN
bracis-28408	104	23	on	on	ADP
bracis-28408	104	24	the	the	DET
bracis-28408	104	25	model	model	NOUN
bracis-28408	104	26	soup	soup	NOUN
bracis-28408	104	27	technique	technique	NOUN
bracis-28408	104	28	.	.	PUNCT
bracis-28408	105	1	the	the	DET
bracis-28408	105	2	bolded	bolde	VERB
bracis-28408	105	3	rows	row	NOUN
bracis-28408	105	4	refer	refer	VERB
bracis-28408	105	5	to	to	ADP
bracis-28408	105	6	the	the	DET
bracis-28408	105	7	baseline	baseline	NOUN
bracis-28408	105	8	(	(	PUNCT
bracis-28408	105	9	original	original	ADJ
bracis-28408	105	10	)	)	PUNCT
bracis-28408	105	11	models	model	NOUN
bracis-28408	105	12	,	,	PUNCT
bracis-28408	105	13	with	with	ADP
bracis-28408	105	14	mean	mean	NOUN
bracis-28408	105	15	and	and	CCONJ
bracis-28408	105	16	standard	standard	ADJ
bracis-28408	105	17	deviation	deviation	NOUN
bracis-28408	105	18	from	from	ADP
bracis-28408	105	19	5	5	NUM
bracis-28408	105	20	training	training	NOUN
bracis-28408	105	21	executions	execution	NOUN
bracis-28408	105	22	.	.	PUNCT
bracis-28408	106	1	rows	row	NOUN
bracis-28408	106	2	prefixed	prefix	VERB
bracis-28408	106	3	as	as	ADP
bracis-28408	106	4	“	"	PUNCT
bracis-28408	106	5	m1	m1	NOUN
bracis-28408	106	6	:	:	PUNCT
bracis-28408	106	7	”	"	PUNCT
bracis-28408	106	8	,	,	PUNCT
bracis-28408	106	9	“	"	PUNCT
bracis-28408	106	10	m2	m2	PROPN
bracis-28408	106	11	:	:	PUNCT
bracis-28408	106	12	”	"	PUNCT
bracis-28408	106	13	,	,	PUNCT
bracis-28408	106	14	...	...	PUNCT
bracis-28408	106	15	,	,	PUNCT
bracis-28408	106	16	and	and	CCONJ
bracis-28408	106	17	“	"	PUNCT
bracis-28408	106	18	m12	m12	NOUN
bracis-28408	106	19	:	:	PUNCT
bracis-28408	106	20	”	"	PUNCT
bracis-28408	106	21	are	be	AUX
bracis-28408	106	22	the	the	DET
bracis-28408	106	23	respective	respective	ADJ
bracis-28408	106	24	“	"	PUNCT
bracis-28408	106	25	best	good	ADJ
bracis-28408	106	26	”	"	PUNCT
bracis-28408	106	27	models	model	NOUN
bracis-28408	106	28	for	for	ADP
bracis-28408	106	29	each	each	DET
bracis-28408	106	30	variant	variant	NOUN
bracis-28408	106	31	among	among	ADP
bracis-28408	106	32	five	five	NUM
bracis-28408	106	33	training	training	NOUN
bracis-28408	106	34	runs	run	NOUN
bracis-28408	106	35	.	.	PUNCT
bracis-28408	107	1	these	these	DET
bracis-28408	107	2	models	model	NOUN
bracis-28408	107	3	are	be	AUX
bracis-28408	107	4	the	the	DET
bracis-28408	107	5	model	model	ADJ
bracis-28408	107	6	soups	soup	NOUN
bracis-28408	107	7	components	component	NOUN
bracis-28408	107	8	.	.	PUNCT
bracis-28408	108	1	finally	finally	ADV
bracis-28408	108	2	,	,	PUNCT
bracis-28408	108	3	rows	row	NOUN
bracis-28408	108	4	related	relate	VERB
bracis-28408	108	5	to	to	ADP
bracis-28408	108	6	the	the	DET
bracis-28408	108	7	model	model	NOUN
bracis-28408	108	8	soups	soup	NOUN
bracis-28408	108	9	labeled	label	VERB
bracis-28408	108	10	with	with	ADP
bracis-28408	108	11	+	+	CCONJ
bracis-28408	108	12	(	(	PUNCT
bracis-28408	108	13	plus	plus	CCONJ
bracis-28408	108	14	)	)	PUNCT
bracis-28408	108	15	signs	sign	NOUN
bracis-28408	108	16	do	do	AUX
bracis-28408	108	17	not	not	PART
bracis-28408	108	18	involve	involve	VERB
bracis-28408	108	19	training	training	NOUN
bracis-28408	108	20	(	(	PUNCT
bracis-28408	108	21	only	only	ADV
bracis-28408	108	22	two	two	NUM
bracis-28408	108	23	or	or	CCONJ
bracis-28408	108	24	three	three	NUM
bracis-28408	108	25	models	model	NOUN
bracis-28408	108	26	averaging	average	VERB
bracis-28408	108	27	)	)	PUNCT
bracis-28408	108	28	,	,	PUNCT
bracis-28408	108	29	so	so	ADV
bracis-28408	108	30	they	they	PRON
bracis-28408	108	31	were	be	AUX
bracis-28408	108	32	not	not	PART
bracis-28408	108	33	randomized	randomize	VERB
bracis-28408	108	34	(	(	PUNCT
bracis-28408	108	35	this	this	PRON
bracis-28408	108	36	is	be	AUX
bracis-28408	108	37	why	why	SCONJ
bracis-28408	108	38	standard	standard	ADJ
bracis-28408	108	39	deviation	deviation	NOUN
bracis-28408	108	40	values	value	NOUN
bracis-28408	108	41	are	be	AUX
bracis-28408	108	42	not	not	PART
bracis-28408	108	43	shown	show	VERB
bracis-28408	108	44	in	in	ADP
bracis-28408	108	45	these	these	DET
bracis-28408	108	46	rows	row	NOUN
bracis-28408	108	47	,	,	PUNCT
bracis-28408	108	48	except	except	SCONJ
bracis-28408	108	49	for	for	ADP
bracis-28408	108	50	the	the	DET
bracis-28408	108	51	setup	setup	NOUN
bracis-28408	108	52	with	with	ADP
bracis-28408	108	53	additional	additional	ADJ
bracis-28408	108	54	fine	fine	ADJ
bracis-28408	108	55	-	-	PUNCT
bracis-28408	108	56	tuning	tuning	NOUN
bracis-28408	108	57	,	,	PUNCT
bracis-28408	108	58	as	as	SCONJ
bracis-28408	108	59	explained	explain	VERB
bracis-28408	108	60	below	below	ADV
bracis-28408	108	61	)	)	PUNCT
bracis-28408	108	62	.	.	PUNCT
bracis-28408	109	1	we	we	PRON
bracis-28408	109	2	report	report	VERB
bracis-28408	109	3	precision	precision	NOUN
bracis-28408	109	4	,	,	PUNCT
bracis-28408	109	5	recall	recall	NOUN
bracis-28408	109	6	,	,	PUNCT
bracis-28408	109	7	and	and	CCONJ
bracis-28408	109	8	f1	f1	NOUN
bracis-28408	109	9	metrics	metric	NOUN
bracis-28408	109	10	for	for	ADP
bracis-28408	109	11	all	all	DET
bracis-28408	109	12	the	the	DET
bracis-28408	109	13	experiments	experiment	NOUN
bracis-28408	109	14	.	.	PUNCT
bracis-28408	110	1	in	in	ADP
bracis-28408	110	2	the	the	DET
bracis-28408	110	3	first	first	ADJ
bracis-28408	110	4	experiment	experiment	NOUN
bracis-28408	110	5	,	,	PUNCT
bracis-28408	110	6	we	we	PRON
bracis-28408	110	7	evaluate	evaluate	VERB
bracis-28408	110	8	the	the	DET
bracis-28408	110	9	direct	direct	ADJ
bracis-28408	110	10	application	application	NOUN
bracis-28408	110	11	of	of	ADP
bracis-28408	110	12	the	the	DET
bracis-28408	110	13	model	model	NOUN
bracis-28408	110	14	soup	soup	NOUN
bracis-28408	110	15	technique	technique	NOUN
bracis-28408	110	16	.	.	PUNCT
bracis-28408	111	1	we	we	PRON
bracis-28408	111	2	used	use	VERB
bracis-28408	111	3	a	a	DET
bracis-28408	111	4	uniform	uniform	ADJ
bracis-28408	111	5	average	average	NOUN
bracis-28408	111	6	from	from	ADP
bracis-28408	111	7	a	a	DET
bracis-28408	111	8	set	set	NOUN
bracis-28408	111	9	composed	compose	VERB
bracis-28408	111	10	of	of	ADP
bracis-28408	111	11	the	the	DET
bracis-28408	111	12	respective	respective	ADJ
bracis-28408	111	13	best	good	ADJ
bracis-28408	111	14	models	model	NOUN
bracis-28408	111	15	(	(	PUNCT
bracis-28408	111	16	i.e.	i.e.	X
bracis-28408	111	17	,	,	PUNCT
bracis-28408	111	18	best	good	ADJ
bracis-28408	111	19	training	training	NOUN
bracis-28408	111	20	)	)	PUNCT
bracis-28408	111	21	among	among	ADP
bracis-28408	111	22	the	the	DET
bracis-28408	111	23	variations	variation	NOUN
bracis-28408	111	24	described	describe	VERB
bracis-28408	111	25	in	in	ADP
bracis-28408	111	26	3.1	3.1	NUM
bracis-28408	111	27	.	.	PUNCT
bracis-28408	112	1	later	later	ADV
bracis-28408	112	2	,	,	PUNCT
bracis-28408	112	3	we	we	PRON
bracis-28408	112	4	evaluated	evaluate	VERB
bracis-28408	112	5	the	the	DET
bracis-28408	112	6	second	second	ADJ
bracis-28408	112	7	setup	setup	NOUN
bracis-28408	112	8	,	,	PUNCT
bracis-28408	112	9	in	in	ADP
bracis-28408	112	10	which	which	PRON
bracis-28408	112	11	the	the	DET
bracis-28408	112	12	model	model	NOUN
bracis-28408	112	13	soup	soup	NOUN
bracis-28408	112	14	received	receive	VERB
bracis-28408	112	15	additional	additional	ADJ
bracis-28408	112	16	fine	fine	ADV
bracis-28408	112	17	-	-	PUNCT
bracis-28408	112	18	tuning	tuning	NOUN
bracis-28408	112	19	for	for	ADP
bracis-28408	112	20	the	the	DET
bracis-28408	112	21	ner	ner	NOUN
bracis-28408	112	22	task	task	NOUN
bracis-28408	112	23	.	.	PUNCT
bracis-28408	113	1	as	as	SCONJ
bracis-28408	113	2	shown	show	VERB
bracis-28408	113	3	in	in	ADP
bracis-28408	113	4	table	table	NOUN
bracis-28408	113	5	 	 	SPACE
bracis-28408	113	6	1	1	NUM
bracis-28408	113	7	,	,	PUNCT
bracis-28408	113	8	for	for	ADP
bracis-28408	113	9	the	the	DET
bracis-28408	113	10	smaller	small	ADJ
bracis-28408	113	11	variant	variant	NOUN
bracis-28408	113	12	in	in	ADP
bracis-28408	113	13	model	model	NOUN
bracis-28408	113	14	size	size	NOUN
bracis-28408	113	15	(	(	PUNCT
bracis-28408	113	16	base	base	NOUN
bracis-28408	113	17	)	)	PUNCT
bracis-28408	113	18	,	,	PUNCT
bracis-28408	113	19	the	the	DET
bracis-28408	113	20	first	first	ADJ
bracis-28408	113	21	model	model	NOUN
bracis-28408	113	22	,	,	PUNCT
bracis-28408	113	23	without	without	ADP
bracis-28408	113	24	additional	additional	ADJ
bracis-28408	113	25	fine	fine	ADJ
bracis-28408	113	26	-	-	PUNCT
bracis-28408	113	27	tuning	tuning	NOUN
bracis-28408	113	28	,	,	PUNCT
bracis-28408	113	29	shows	show	VERB
bracis-28408	113	30	better	well	ADJ
bracis-28408	113	31	results	result	NOUN
bracis-28408	113	32	for	for	ADP
bracis-28408	113	33	precision	precision	NOUN
bracis-28408	113	34	and	and	CCONJ
bracis-28408	113	35	f1	f1	NOUN
bracis-28408	113	36	metrics	metric	NOUN
bracis-28408	113	37	.	.	PUNCT
bracis-28408	114	1	table	table	NOUN
bracis-28408	114	2	1	1	NUM
bracis-28408	114	3	.	.	PUNCT
bracis-28408	115	1	experiments	experiment	NOUN
bracis-28408	115	2	with	with	ADP
bracis-28408	115	3	model	model	NOUN
bracis-28408	115	4	soups	soup	NOUN
bracis-28408	115	5	for	for	ADP
bracis-28408	115	6	ner	ner	NOUN
bracis-28408	115	7	bertimbau	bertimbau	NOUN
bracis-28408	115	8	(	(	PUNCT
bracis-28408	115	9	“	"	PUNCT
bracis-28408	115	10	\(\textrm{bert}_\textrm{base}\	\(\textrm{bert}_\textrm{base}\	ADJ
bracis-28408	115	11	)	)	PUNCT
bracis-28408	115	12	"	"	PUNCT
bracis-28408	115	13	or	or	CCONJ
bracis-28408	115	14	“	"	PUNCT
bracis-28408	115	15	\(\textrm{bert}_\textrm{large}\	\(\textrm{bert}_\textrm{large}\	ADJ
bracis-28408	115	16	)	)	PUNCT
bracis-28408	115	17	"	"	PUNCT
bracis-28408	115	18	)	)	PUNCT
bracis-28408	115	19	trained	train	VERB
bracis-28408	115	20	on	on	ADP
bracis-28408	115	21	first	first	ADJ
bracis-28408	115	22	haremfull	haremfull	ADJ
bracis-28408	115	23	size	size	NOUN
bracis-28408	115	24	table	table	NOUN
bracis-28408	115	25	as	as	SCONJ
bracis-28408	115	26	already	already	ADV
bracis-28408	115	27	described	describe	VERB
bracis-28408	115	28	in	in	ADP
bracis-28408	115	29	3.1	3.1	NUM
bracis-28408	115	30	,	,	PUNCT
bracis-28408	115	31	for	for	ADP
bracis-28408	115	32	each	each	DET
bracis-28408	115	33	model	model	NOUN
bracis-28408	115	34	size	size	NOUN
bracis-28408	115	35	(	(	PUNCT
bracis-28408	115	36	base	base	NOUN
bracis-28408	115	37	/	/	SYM
bracis-28408	115	38	large	large	ADJ
bracis-28408	115	39	)	)	PUNCT
bracis-28408	116	1	,	,	PUNCT
bracis-28408	116	2	we	we	PRON
bracis-28408	116	3	added	add	VERB
bracis-28408	116	4	the	the	DET
bracis-28408	116	5	following	follow	VERB
bracis-28408	116	6	components	component	NOUN
bracis-28408	116	7	to	to	ADP
bracis-28408	116	8	each	each	DET
bracis-28408	116	9	combination	combination	NOUN
bracis-28408	116	10	:	:	PUNCT
bracis-28408	116	11	(	(	PUNCT
bracis-28408	116	12	a	a	X
bracis-28408	116	13	)	)	PUNCT
bracis-28408	116	14	original	original	ADJ
bracis-28408	116	15	bertimbau	bertimbau	NOUN
bracis-28408	116	16	ner	ner	NOUN
bracis-28408	116	17	;	;	PUNCT
bracis-28408	116	18	(	(	PUNCT
bracis-28408	116	19	b	b	X
bracis-28408	116	20	)	)	PUNCT
bracis-28408	116	21	bertimbau	bertimbau	NOUN
bracis-28408	116	22	ner	ner	NOUN
bracis-28408	116	23	retrained	retrain	VERB
bracis-28408	116	24	with	with	ADP
bracis-28408	116	25	data	datum	NOUN
bracis-28408	116	26	augmentation	augmentation	NOUN
bracis-28408	116	27	;	;	PUNCT
bracis-28408	116	28	and	and	CCONJ
bracis-28408	116	29	(	(	PUNCT
bracis-28408	116	30	c	c	X
bracis-28408	116	31	)	)	PUNCT
bracis-28408	116	32	bertimbau	bertimbau	NOUN
bracis-28408	116	33	ner	ner	NOUN
bracis-28408	116	34	retrained	retrain	VERB
bracis-28408	116	35	after	after	ADP
bracis-28408	116	36	domain	domain	NOUN
bracis-28408	116	37	adaptation	adaptation	NOUN
bracis-28408	116	38	to	to	ADP
bracis-28408	116	39	first	first	PROPN
bracis-28408	116	40	harem	harem	PROPN
bracis-28408	116	41	(	(	PUNCT
bracis-28408	116	42	original	original	ADJ
bracis-28408	116	43	bertimbau	bertimbau	NOUN
bracis-28408	116	44	language	language	NOUN
bracis-28408	116	45	model	model	NOUN
bracis-28408	116	46	fine	fine	ADV
bracis-28408	116	47	-	-	PUNCT
bracis-28408	116	48	tuned	tune	VERB
bracis-28408	116	49	to	to	ADP
bracis-28408	116	50	first	first	ADJ
bracis-28408	116	51	harem	harem	PROPN
bracis-28408	116	52	text	text	NOUN
bracis-28408	116	53	set	set	NOUN
bracis-28408	116	54	)	)	PUNCT
bracis-28408	116	55	,	,	PUNCT
bracis-28408	116	56	as	as	SCONJ
bracis-28408	116	57	described	describe	VERB
bracis-28408	116	58	in	in	ADP
bracis-28408	116	59	3.2	3.2	NUM
bracis-28408	116	60	)	)	PUNCT
bracis-28408	116	61	.	.	PUNCT
bracis-28408	117	1	table	table	NOUN
bracis-28408	117	2	2	2	NUM
bracis-28408	117	3	.	.	PUNCT
bracis-28408	117	4	domain	domain	NOUN
bracis-28408	117	5	adaptation	adaptation	NOUN
bracis-28408	117	6	for	for	ADP
bracis-28408	117	7	documents	document	NOUN
bracis-28408	117	8	related	relate	VERB
bracis-28408	117	9	to	to	ADP
bracis-28408	117	10	public	public	ADJ
bracis-28408	117	11	accounts	account	NOUN
bracis-28408	117	12	audit.full	audit.full	NOUN
bracis-28408	117	13	size	size	NOUN
bracis-28408	117	14	table	table	NOUN
bracis-28408	117	15	later	later	ADV
bracis-28408	117	16	,	,	PUNCT
bracis-28408	117	17	the	the	DET
bracis-28408	117	18	third	third	ADJ
bracis-28408	117	19	variant	variant	NOUN
bracis-28408	117	20	(	(	PUNCT
bracis-28408	117	21	c	c	NOUN
bracis-28408	117	22	)	)	PUNCT
bracis-28408	117	23	was	be	AUX
bracis-28408	117	24	removed	remove	VERB
bracis-28408	117	25	from	from	ADP
bracis-28408	117	26	each	each	DET
bracis-28408	117	27	combination	combination	NOUN
bracis-28408	117	28	,	,	PUNCT
bracis-28408	117	29	leading	lead	VERB
bracis-28408	117	30	to	to	ADP
bracis-28408	117	31	the	the	DET
bracis-28408	117	32	original	original	ADJ
bracis-28408	117	33	schema	schema	NOUN
bracis-28408	117	34	shown	show	VERB
bracis-28408	117	35	in	in	ADP
bracis-28408	117	36	fig	fig	NOUN
bracis-28408	117	37	.	.	PUNCT
bracis-28408	117	38	 	 	SPACE
bracis-28408	118	1	2	2	X
bracis-28408	118	2	.	.	PUNCT
bracis-28408	118	3	finally	finally	ADV
bracis-28408	118	4	,	,	PUNCT
bracis-28408	118	5	we	we	PRON
bracis-28408	118	6	observed	observe	VERB
bracis-28408	118	7	that	that	SCONJ
bracis-28408	118	8	the	the	DET
bracis-28408	118	9	combinations	combination	NOUN
bracis-28408	118	10	based	base	VERB
bracis-28408	118	11	only	only	ADV
bracis-28408	118	12	on	on	ADP
bracis-28408	118	13	(	(	PUNCT
bracis-28408	118	14	a	a	X
bracis-28408	118	15	)	)	PUNCT
bracis-28408	118	16	(	(	PUNCT
bracis-28408	118	17	original	original	ADJ
bracis-28408	118	18	ner	ner	NOUN
bracis-28408	118	19	)	)	PUNCT
bracis-28408	118	20	and	and	CCONJ
bracis-28408	118	21	(	(	PUNCT
bracis-28408	118	22	b	b	X
bracis-28408	118	23	)	)	PUNCT
bracis-28408	118	24	(	(	PUNCT
bracis-28408	118	25	data	datum	NOUN
bracis-28408	118	26	augmented	augment	VERB
bracis-28408	118	27	ner	ner	NOUN
bracis-28408	118	28	)	)	PUNCT
bracis-28408	118	29	led	lead	VERB
bracis-28408	118	30	to	to	ADP
bracis-28408	118	31	better	well	ADJ
bracis-28408	118	32	values	value	NOUN
bracis-28408	118	33	for	for	ADP
bracis-28408	118	34	precision	precision	NOUN
bracis-28408	118	35	and	and	CCONJ
bracis-28408	118	36	f1	f1	NOUN
bracis-28408	118	37	metrics	metric	NOUN
bracis-28408	118	38	,	,	PUNCT
bracis-28408	118	39	confirming	confirm	VERB
bracis-28408	118	40	wortsman	wortsman	NOUN
bracis-28408	118	41	’s	’s	PART
bracis-28408	118	42	(	(	PUNCT
bracis-28408	118	43	2022	2022	NUM
bracis-28408	118	44	)	)	PUNCT
bracis-28408	118	45	original	original	ADJ
bracis-28408	118	46	hypothesis	hypothesis	NOUN
bracis-28408	118	47	of	of	ADP
bracis-28408	118	48	using	use	VERB
bracis-28408	118	49	independently	independently	ADV
bracis-28408	118	50	optimized	optimize	VERB
bracis-28408	118	51	models	model	NOUN
bracis-28408	118	52	from	from	ADP
bracis-28408	118	53	the	the	DET
bracis-28408	118	54	same	same	ADJ
bracis-28408	118	55	initialization	initialization	NOUN
bracis-28408	118	56	.	.	PUNCT
bracis-28408	119	1	when	when	SCONJ
bracis-28408	119	2	we	we	PRON
bracis-28408	119	3	compare	compare	VERB
bracis-28408	119	4	our	our	PRON
bracis-28408	119	5	methodology	methodology	NOUN
bracis-28408	119	6	with	with	ADP
bracis-28408	119	7	the	the	DET
bracis-28408	119	8	one	one	NOUN
bracis-28408	119	9	used	use	VERB
bracis-28408	119	10	by	by	ADP
bracis-28408	119	11	the	the	DET
bracis-28408	119	12	authors	author	NOUN
bracis-28408	119	13	[	[	X
bracis-28408	119	14	17	17	NUM
bracis-28408	119	15	]	]	PUNCT
bracis-28408	119	16	,	,	PUNCT
bracis-28408	119	17	they	they	PRON
bracis-28408	119	18	use	use	VERB
bracis-28408	119	19	accuracy	accuracy	NOUN
bracis-28408	119	20	in	in	ADP
bracis-28408	119	21	most	most	ADJ
bracis-28408	119	22	image	image	NOUN
bracis-28408	119	23	and	and	CCONJ
bracis-28408	119	24	text	text	NOUN
bracis-28408	119	25	classification	classification	NOUN
bracis-28408	119	26	.	.	PUNCT
bracis-28408	120	1	for	for	ADP
bracis-28408	120	2	example	example	NOUN
bracis-28408	120	3	,	,	PUNCT
bracis-28408	120	4	the	the	DET
bracis-28408	120	5	authors	author	NOUN
bracis-28408	120	6	do	do	AUX
bracis-28408	120	7	not	not	PART
bracis-28408	120	8	refer	refer	VERB
bracis-28408	120	9	explicitly	explicitly	ADV
bracis-28408	120	10	to	to	PART
bracis-28408	120	11	recall	recall	VERB
bracis-28408	120	12	,	,	PUNCT
bracis-28408	120	13	which	which	PRON
bracis-28408	120	14	shows	show	VERB
bracis-28408	120	15	worse	bad	ADJ
bracis-28408	120	16	results	result	NOUN
bracis-28408	120	17	in	in	ADP
bracis-28408	120	18	our	our	PRON
bracis-28408	120	19	experiments	experiment	NOUN
bracis-28408	120	20	.	.	PUNCT
bracis-28408	121	1	so	so	ADV
bracis-28408	121	2	,	,	PUNCT
bracis-28408	121	3	further	further	ADJ
bracis-28408	121	4	investigation	investigation	NOUN
bracis-28408	121	5	is	be	AUX
bracis-28408	121	6	needed	need	VERB
bracis-28408	121	7	about	about	ADP
bracis-28408	121	8	the	the	DET
bracis-28408	121	9	reason	reason	NOUN
bracis-28408	121	10	recall	recall	NOUN
bracis-28408	121	11	is	be	AUX
bracis-28408	121	12	worsening	worsen	VERB
bracis-28408	121	13	by	by	ADP
bracis-28408	121	14	the	the	DET
bracis-28408	121	15	use	use	NOUN
bracis-28408	121	16	of	of	ADP
bracis-28408	121	17	the	the	DET
bracis-28408	121	18	model	model	NOUN
bracis-28408	121	19	soup	soup	NOUN
bracis-28408	121	20	technique	technique	NOUN
bracis-28408	121	21	,	,	PUNCT
bracis-28408	121	22	which	which	PRON
bracis-28408	121	23	at	at	ADP
bracis-28408	121	24	the	the	DET
bracis-28408	121	25	moment	moment	NOUN
bracis-28408	121	26	makes	make	VERB
bracis-28408	121	27	us	we	PRON
bracis-28408	121	28	believe	believe	VERB
bracis-28408	121	29	that	that	SCONJ
bracis-28408	121	30	such	such	DET
bracis-28408	121	31	a	a	DET
bracis-28408	121	32	method	method	NOUN
bracis-28408	121	33	could	could	AUX
bracis-28408	121	34	be	be	AUX
bracis-28408	121	35	more	more	ADV
bracis-28408	121	36	suitable	suitable	ADJ
bracis-28408	121	37	to	to	ADP
bracis-28408	121	38	situations	situation	NOUN
bracis-28408	121	39	in	in	ADP
bracis-28408	121	40	which	which	PRON
bracis-28408	121	41	precision	precision	NOUN
bracis-28408	121	42	is	be	AUX
bracis-28408	121	43	more	more	ADV
bracis-28408	121	44	important	important	ADJ
bracis-28408	121	45	than	than	ADP
bracis-28408	121	46	getting	get	VERB
bracis-28408	121	47	a	a	DET
bracis-28408	121	48	high	high	ADJ
bracis-28408	121	49	number	number	NOUN
bracis-28408	121	50	of	of	ADP
bracis-28408	121	51	entities	entity	NOUN
bracis-28408	121	52	or	or	CCONJ
bracis-28408	121	53	false	false	ADJ
bracis-28408	121	54	positive	positive	ADJ
bracis-28408	121	55	cases	case	NOUN
bracis-28408	121	56	.	.	PUNCT
bracis-28408	122	1	on	on	ADP
bracis-28408	122	2	the	the	DET
bracis-28408	122	3	other	other	ADJ
bracis-28408	122	4	hand	hand	NOUN
bracis-28408	122	5	,	,	PUNCT
bracis-28408	122	6	given	give	VERB
bracis-28408	122	7	known	know	VERB
bracis-28408	122	8	limitations	limitation	NOUN
bracis-28408	122	9	in	in	ADP
bracis-28408	122	10	using	use	VERB
bracis-28408	122	11	precision	precision	NOUN
bracis-28408	122	12	-	-	PUNCT
bracis-28408	122	13	recall	recall	NOUN
bracis-28408	122	14	-	-	PUNCT
bracis-28408	122	15	f1	f1	NOUN
bracis-28408	122	16	for	for	ADP
bracis-28408	122	17	entity	entity	NOUN
bracis-28408	122	18	recognition	recognition	NOUN
bracis-28408	122	19	,	,	PUNCT
bracis-28408	122	20	better	well	ADJ
bracis-28408	122	21	and	and	CCONJ
bracis-28408	122	22	more	more	ADV
bracis-28408	122	23	interpretable	interpretable	ADJ
bracis-28408	122	24	metrics	metric	NOUN
bracis-28408	122	25	for	for	ADP
bracis-28408	122	26	this	this	DET
bracis-28408	122	27	task	task	NOUN
bracis-28408	122	28	are	be	AUX
bracis-28408	122	29	a	a	DET
bracis-28408	122	30	current	current	ADJ
bracis-28408	122	31	research	research	NOUN
bracis-28408	122	32	topic	topic	NOUN
bracis-28408	122	33	[	[	X
bracis-28408	122	34	5	5	NUM
bracis-28408	122	35	]	]	PUNCT
bracis-28408	122	36	.	.	PUNCT
bracis-28408	123	1	finally	finally	ADV
bracis-28408	123	2	,	,	PUNCT
bracis-28408	123	3	according	accord	VERB
bracis-28408	123	4	to	to	ADP
bracis-28408	123	5	wortsman	wortsman	NOUN
bracis-28408	123	6	et	et	PROPN
bracis-28408	123	7	al	al	PROPN
bracis-28408	123	8	.	.	PUNCT
bracis-28408	124	1	[	[	X
bracis-28408	124	2	17	17	NUM
bracis-28408	124	3	]	]	PUNCT
bracis-28408	124	4	,	,	PUNCT
bracis-28408	124	5	preliminary	preliminary	ADJ
bracis-28408	124	6	experiments	experiment	NOUN
bracis-28408	124	7	show	show	VERB
bracis-28408	124	8	that	that	SCONJ
bracis-28408	124	9	improvement	improvement	NOUN
bracis-28408	124	10	in	in	ADP
bracis-28408	124	11	the	the	DET
bracis-28408	124	12	textual	textual	ADJ
bracis-28408	124	13	corpus	corpus	NOUN
bracis-28408	124	14	,	,	PUNCT
bracis-28408	124	15	although	although	SCONJ
bracis-28408	124	16	present	present	ADJ
bracis-28408	124	17	,	,	PUNCT
bracis-28408	124	18	is	be	AUX
bracis-28408	124	19	less	less	ADV
bracis-28408	124	20	profound	profound	ADJ
bracis-28408	124	21	than	than	ADP
bracis-28408	124	22	in	in	ADP
bracis-28408	124	23	image	image	NOUN
bracis-28408	124	24	classification	classification	NOUN
bracis-28408	124	25	.	.	PUNCT
bracis-28408	125	1	the	the	DET
bracis-28408	125	2	authors	author	NOUN
bracis-28408	125	3	stress	stress	VERB
bracis-28408	125	4	the	the	DET
bracis-28408	125	5	need	need	NOUN
bracis-28408	125	6	for	for	ADP
bracis-28408	125	7	additional	additional	ADJ
bracis-28408	125	8	investigation	investigation	NOUN
bracis-28408	125	9	into	into	ADP
bracis-28408	125	10	this	this	DET
bracis-28408	125	11	subject	subject	NOUN
bracis-28408	125	12	.	.	PUNCT
bracis-28408	126	1	they	they	PRON
bracis-28408	126	2	used	use	VERB
bracis-28408	126	3	imagenet	imagenet	NOUN
bracis-28408	126	4	and	and	CCONJ
bracis-28408	126	5	several	several	ADJ
bracis-28408	126	6	variations	variation	NOUN
bracis-28408	126	7	,	,	PUNCT
bracis-28408	126	8	including	include	VERB
bracis-28408	126	9	illustrations	illustration	NOUN
bracis-28408	126	10	and	and	CCONJ
bracis-28408	126	11	other	other	ADJ
bracis-28408	126	12	representations	representation	NOUN
bracis-28408	126	13	beyond	beyond	ADP
bracis-28408	126	14	real	real	ADJ
bracis-28408	126	15	photos	photo	NOUN
bracis-28408	126	16	(	(	PUNCT
bracis-28408	126	17	e.g.	e.g.	ADV
bracis-28408	126	18	,	,	PUNCT
bracis-28408	126	19	drawings	drawing	NOUN
bracis-28408	126	20	,	,	PUNCT
bracis-28408	126	21	arts	art	NOUN
bracis-28408	126	22	,	,	PUNCT
bracis-28408	126	23	cartoons	cartoon	NOUN
bracis-28408	126	24	,	,	PUNCT
bracis-28408	126	25	tattoos	tattoo	NOUN
bracis-28408	126	26	,	,	PUNCT
bracis-28408	126	27	origami	origami	NOUN
bracis-28408	126	28	,	,	PUNCT
bracis-28408	126	29	sculptures	sculpture	NOUN
bracis-28408	126	30	,	,	PUNCT
bracis-28408	126	31	etc	etc	X
bracis-28408	126	32	.	.	X
bracis-28408	126	33	)	)	PUNCT
bracis-28408	126	34	.	.	PUNCT
bracis-28408	127	1	but	but	CCONJ
bracis-28408	127	2	for	for	ADP
bracis-28408	127	3	textual	textual	ADJ
bracis-28408	127	4	classification	classification	NOUN
bracis-28408	127	5	,	,	PUNCT
bracis-28408	127	6	they	they	PRON
bracis-28408	127	7	used	use	VERB
bracis-28408	127	8	general	general	ADJ
bracis-28408	127	9	domain	domain	NOUN
bracis-28408	127	10	datasets	dataset	NOUN
bracis-28408	127	11	for	for	ADP
bracis-28408	127	12	paraphrase	paraphrase	NOUN
bracis-28408	127	13	detection	detection	NOUN
bracis-28408	127	14	,	,	PUNCT
bracis-28408	127	15	coherence	coherence	NOUN
bracis-28408	127	16	vs.	vs.	ADP
bracis-28408	127	17	contradiction	contradiction	NOUN
bracis-28408	127	18	,	,	PUNCT
bracis-28408	127	19	linguistic	linguistic	ADJ
bracis-28408	127	20	acceptability	acceptability	NOUN
bracis-28408	127	21	,	,	PUNCT
bracis-28408	127	22	and	and	CCONJ
bracis-28408	127	23	sentiment	sentiment	NOUN
bracis-28408	127	24	analysis	analysis	NOUN
bracis-28408	127	25	.	.	PUNCT
bracis-28408	128	1	preliminary	preliminary	ADJ
bracis-28408	128	2	and	and	CCONJ
bracis-28408	128	3	qualitative	qualitative	ADJ
bracis-28408	128	4	analysis	analysis	NOUN
bracis-28408	128	5	of	of	ADP
bracis-28408	128	6	the	the	DET
bracis-28408	128	7	different	different	ADJ
bracis-28408	128	8	data	datum	NOUN
bracis-28408	128	9	for	for	ADP
bracis-28408	128	10	images	image	NOUN
bracis-28408	128	11	vs.	vs.	SCONJ
bracis-28408	128	12	texts	text	NOUN
bracis-28408	128	13	shows	show	VERB
bracis-28408	128	14	more	more	ADJ
bracis-28408	128	15	variability	variability	NOUN
bracis-28408	128	16	and	and	CCONJ
bracis-28408	128	17	larger	large	ADJ
bracis-28408	128	18	data	datum	NOUN
bracis-28408	128	19	size	size	NOUN
bracis-28408	128	20	for	for	ADP
bracis-28408	128	21	the	the	DET
bracis-28408	128	22	first	first	ADJ
bracis-28408	128	23	case	case	NOUN
bracis-28408	128	24	(	(	PUNCT
bracis-28408	128	25	e.g.	e.g.	ADV
bracis-28408	128	26	,	,	PUNCT
bracis-28408	128	27	imagenet	imagenet	NOUN
bracis-28408	128	28	contains	contain	VERB
bracis-28408	128	29	millions	million	NOUN
bracis-28408	128	30	of	of	ADP
bracis-28408	128	31	images	image	NOUN
bracis-28408	128	32	)	)	PUNCT
bracis-28408	128	33	,	,	PUNCT
bracis-28408	128	34	which	which	PRON
bracis-28408	128	35	could	could	AUX
bracis-28408	128	36	have	have	AUX
bracis-28408	128	37	led	lead	VERB
bracis-28408	128	38	to	to	ADP
bracis-28408	128	39	a	a	DET
bracis-28408	128	40	more	more	ADV
bracis-28408	128	41	significant	significant	ADJ
bracis-28408	128	42	impact	impact	NOUN
bracis-28408	128	43	on	on	ADP
bracis-28408	128	44	image	image	NOUN
bracis-28408	128	45	classification	classification	NOUN
bracis-28408	128	46	.	.	PUNCT
bracis-28408	129	1	4.2	4.2	NUM
bracis-28408	129	2	domain	domain	NOUN
bracis-28408	129	3	adaptation	adaptation	NOUN
bracis-28408	129	4	results	result	VERB
bracis-28408	129	5	analysis	analysis	NOUN
bracis-28408	129	6	in	in	ADP
bracis-28408	129	7	this	this	DET
bracis-28408	129	8	subsection	subsection	NOUN
bracis-28408	129	9	,	,	PUNCT
bracis-28408	129	10	we	we	PRON
bracis-28408	129	11	report	report	VERB
bracis-28408	129	12	results	result	NOUN
bracis-28408	129	13	achieved	achieve	VERB
bracis-28408	129	14	by	by	ADP
bracis-28408	129	15	ner	ner	NOUN
bracis-28408	129	16	models	model	NOUN
bracis-28408	129	17	when	when	SCONJ
bracis-28408	129	18	trained	train	VERB
bracis-28408	129	19	over	over	ADP
bracis-28408	129	20	intermediary	intermediary	ADJ
bracis-28408	129	21	language	language	NOUN
bracis-28408	129	22	models	model	NOUN
bracis-28408	129	23	,	,	PUNCT
bracis-28408	129	24	as	as	SCONJ
bracis-28408	129	25	described	describe	VERB
bracis-28408	129	26	in	in	ADP
bracis-28408	129	27	3.2	3.2	NUM
bracis-28408	129	28	.	.	PUNCT
bracis-28408	130	1	the	the	DET
bracis-28408	130	2	results	result	NOUN
bracis-28408	130	3	of	of	ADP
bracis-28408	130	4	the	the	DET
bracis-28408	130	5	experiment	experiment	NOUN
bracis-28408	130	6	with	with	ADP
bracis-28408	130	7	the	the	DET
bracis-28408	130	8	ner	ner	NOUN
bracis-28408	130	9	model	model	NOUN
bracis-28408	130	10	trained	train	VERB
bracis-28408	130	11	on	on	ADP
bracis-28408	130	12	documents	document	NOUN
bracis-28408	130	13	related	relate	VERB
bracis-28408	130	14	to	to	ADP
bracis-28408	130	15	public	public	ADJ
bracis-28408	130	16	accounts	account	NOUN
bracis-28408	130	17	auditing	auditing	NOUN
bracis-28408	130	18	are	be	AUX
bracis-28408	130	19	shown	show	VERB
bracis-28408	130	20	in	in	ADP
bracis-28408	130	21	table	table	NOUN
bracis-28408	130	22	 	 	SPACE
bracis-28408	130	23	2	2	NUM
bracis-28408	130	24	.	.	PUNCT
bracis-28408	131	1	as	as	ADP
bracis-28408	131	2	a	a	DET
bracis-28408	131	3	comparison	comparison	NOUN
bracis-28408	131	4	metric	metric	ADJ
bracis-28408	131	5	,	,	PUNCT
bracis-28408	131	6	masked	mask	VERB
bracis-28408	131	7	f1	f1	NOUN
bracis-28408	131	8	[	[	X
bracis-28408	131	9	11	11	NUM
bracis-28408	131	10	]	]	PUNCT
bracis-28408	131	11	was	be	AUX
bracis-28408	131	12	used	use	VERB
bracis-28408	131	13	.	.	PUNCT
bracis-28408	132	1	this	this	DET
bracis-28408	132	2	metric	metric	NOUN
bracis-28408	132	3	is	be	AUX
bracis-28408	132	4	f1	f1	NOUN
bracis-28408	132	5	calculated	calculate	VERB
bracis-28408	132	6	over	over	ADP
bracis-28408	132	7	post	post	ADJ
bracis-28408	132	8	-	-	ADJ
bracis-28408	132	9	processed	processed	ADJ
bracis-28408	132	10	output	output	NOUN
bracis-28408	132	11	,	,	PUNCT
bracis-28408	132	12	correcting	correct	VERB
bracis-28408	132	13	invalid	invalid	ADJ
bracis-28408	132	14	transitions	transition	NOUN
bracis-28408	132	15	according	accord	VERB
bracis-28408	132	16	to	to	ADP
bracis-28408	132	17	the	the	DET
bracis-28408	132	18	iob2	iob2	NOUN
bracis-28408	132	19	schema	schema	NOUN
bracis-28408	132	20	instead	instead	ADV
bracis-28408	132	21	of	of	ADP
bracis-28408	132	22	using	use	VERB
bracis-28408	132	23	the	the	DET
bracis-28408	132	24	raw	raw	ADJ
bracis-28408	132	25	output	output	NOUN
bracis-28408	132	26	directly	directly	ADV
bracis-28408	132	27	.	.	PUNCT
bracis-28408	133	1	based	base	VERB
bracis-28408	133	2	on	on	ADP
bracis-28408	133	3	in	in	ADP
bracis-28408	133	4	-	-	PUNCT
bracis-28408	133	5	domain	domain	NOUN
bracis-28408	133	6	adaptation	adaptation	NOUN
bracis-28408	133	7	,	,	PUNCT
bracis-28408	133	8	this	this	DET
bracis-28408	133	9	setup	setup	NOUN
bracis-28408	133	10	led	lead	VERB
bracis-28408	133	11	to	to	ADP
bracis-28408	133	12	the	the	DET
bracis-28408	133	13	most	most	ADV
bracis-28408	133	14	pronounced	pronounce	VERB
bracis-28408	133	15	improvements	improvement	NOUN
bracis-28408	133	16	.	.	PUNCT
bracis-28408	134	1	in	in	ADP
bracis-28408	134	2	the	the	DET
bracis-28408	134	3	experiment	experiment	NOUN
bracis-28408	134	4	conducted	conduct	VERB
bracis-28408	134	5	on	on	ADP
bracis-28408	134	6	the	the	DET
bracis-28408	134	7	ner	ner	NOUN
bracis-28408	134	8	model	model	NOUN
bracis-28408	134	9	for	for	ADP
bracis-28408	134	10	media	medium	NOUN
bracis-28408	134	11	news	news	NOUN
bracis-28408	134	12	[	[	X
bracis-28408	134	13	7	7	NUM
bracis-28408	134	14	,	,	PUNCT
bracis-28408	134	15	8	8	NUM
bracis-28408	134	16	,	,	PUNCT
bracis-28408	134	17	11	11	NUM
bracis-28408	134	18	]	]	PUNCT
bracis-28408	134	19	,	,	PUNCT
bracis-28408	134	20	the	the	DET
bracis-28408	134	21	results	result	NOUN
bracis-28408	134	22	are	be	AUX
bracis-28408	134	23	shown	show	VERB
bracis-28408	134	24	in	in	ADP
bracis-28408	134	25	table	table	NOUN
bracis-28408	134	26	 	 	SPACE
bracis-28408	134	27	3	3	NUM
bracis-28408	134	28	.	.	PUNCT
bracis-28408	134	29	table	table	NOUN
bracis-28408	134	30	3	3	NUM
bracis-28408	134	31	.	.	PUNCT
bracis-28408	134	32	domain	domain	NOUN
bracis-28408	134	33	adaptation	adaptation	NOUN
bracis-28408	134	34	for	for	ADP
bracis-28408	134	35	media	medium	NOUN
bracis-28408	134	36	news.full	news.full	NUM
bracis-28408	134	37	size	size	NOUN
bracis-28408	134	38	table	table	NOUN
bracis-28408	134	39	table	table	NOUN
bracis-28408	134	40	4	4	NUM
bracis-28408	134	41	.	.	PUNCT
bracis-28408	134	42	domain	domain	NOUN
bracis-28408	134	43	adaptation	adaptation	NOUN
bracis-28408	134	44	for	for	ADP
bracis-28408	134	45	first	first	ADJ
bracis-28408	134	46	harem.full	harem.full	NUM
bracis-28408	134	47	size	size	NOUN
bracis-28408	134	48	table	table	NOUN
bracis-28408	134	49	the	the	DET
bracis-28408	134	50	experiment	experiment	NOUN
bracis-28408	134	51	was	be	AUX
bracis-28408	134	52	conducted	conduct	VERB
bracis-28408	134	53	only	only	ADV
bracis-28408	134	54	with	with	ADP
bracis-28408	134	55	variants	variant	NOUN
bracis-28408	134	56	based	base	VERB
bracis-28408	134	57	on	on	ADP
bracis-28408	134	58	a	a	DET
bracis-28408	134	59	pre	pre	ADJ
bracis-28408	134	60	-	-	ADJ
bracis-28408	134	61	trained	trained	ADJ
bracis-28408	134	62	brazilian	brazilian	ADJ
bracis-28408	134	63	portuguese	portuguese	ADJ
bracis-28408	134	64	language	language	NOUN
bracis-28408	134	65	model	model	NOUN
bracis-28408	134	66	(	(	PUNCT
bracis-28408	134	67	bertimbau	bertimbau	PROPN
bracis-28408	134	68	)	)	PUNCT
bracis-28408	134	69	because	because	SCONJ
bracis-28408	134	70	multi	multi	ADJ
bracis-28408	134	71	-	-	ADJ
bracis-28408	134	72	language	language	NOUN
bracis-28408	134	73	models	model	NOUN
bracis-28408	134	74	gave	give	VERB
bracis-28408	134	75	an	an	DET
bracis-28408	134	76	inferior	inferior	ADJ
bracis-28408	134	77	performance	performance	NOUN
bracis-28408	134	78	,	,	PUNCT
bracis-28408	134	79	according	accord	VERB
bracis-28408	134	80	to	to	ADP
bracis-28408	134	81	silva	silva	PROPN
bracis-28408	134	82	et	et	PROPN
bracis-28408	134	83	al	al	PROPN
bracis-28408	134	84	.	.	PUNCT
bracis-28408	135	1	[	[	X
bracis-28408	135	2	11	11	NUM
bracis-28408	135	3	]	]	PUNCT
bracis-28408	135	4	and	and	CCONJ
bracis-28408	135	5	chen	chen	PROPN
bracis-28408	135	6	et	et	PROPN
bracis-28408	135	7	al	al	PROPN
bracis-28408	135	8	.	.	PUNCT
bracis-28408	136	1	[	[	X
bracis-28408	136	2	2	2	NUM
bracis-28408	136	3	]	]	PUNCT
bracis-28408	136	4	.	.	PUNCT
bracis-28408	136	5	masked	mask	VERB
bracis-28408	136	6	f1	f1	PROPN
bracis-28408	136	7	was	be	AUX
bracis-28408	136	8	also	also	ADV
bracis-28408	136	9	used	use	VERB
bracis-28408	136	10	as	as	ADP
bracis-28408	136	11	the	the	DET
bracis-28408	136	12	main	main	ADJ
bracis-28408	136	13	comparison	comparison	NOUN
bracis-28408	136	14	metric	metric	ADJ
bracis-28408	136	15	.	.	PUNCT
bracis-28408	137	1	table	table	NOUN
bracis-28408	137	2	 	 	SPACE
bracis-28408	137	3	4	4	NUM
bracis-28408	137	4	shows	show	VERB
bracis-28408	137	5	the	the	DET
bracis-28408	137	6	results	result	NOUN
bracis-28408	137	7	achieved	achieve	VERB
bracis-28408	137	8	with	with	ADP
bracis-28408	137	9	the	the	DET
bracis-28408	137	10	ner	ner	NOUN
bracis-28408	137	11	model	model	NOUN
bracis-28408	137	12	used	use	VERB
bracis-28408	137	13	in	in	ADP
bracis-28408	137	14	bertimbau	bertimbau	ADJ
bracis-28408	137	15	evaluation	evaluation	NOUN
bracis-28408	138	1	[	[	X
bracis-28408	138	2	12	12	NUM
bracis-28408	138	3	]	]	PUNCT
bracis-28408	138	4	.	.	PUNCT
bracis-28408	139	1	table	table	NOUN
bracis-28408	139	2	5	5	NUM
bracis-28408	139	3	.	.	PUNCT
bracis-28408	139	4	domain	domain	NOUN
bracis-28408	139	5	adaptation	adaptation	NOUN
bracis-28408	139	6	for	for	ADP
bracis-28408	139	7	first	first	ADJ
bracis-28408	139	8	harem	harem	PROPN
bracis-28408	139	9	qualitative	qualitative	VERB
bracis-28408	139	10	analysis.full	analysis.full	PROPN
bracis-28408	139	11	size	size	NOUN
bracis-28408	139	12	table	table	NOUN
bracis-28408	139	13	the	the	DET
bracis-28408	139	14	second	second	ADJ
bracis-28408	139	15	column	column	NOUN
bracis-28408	139	16	shows	show	VERB
bracis-28408	139	17	outputs	output	NOUN
bracis-28408	139	18	generated	generate	VERB
bracis-28408	139	19	by	by	ADP
bracis-28408	139	20	the	the	DET
bracis-28408	139	21	baseline	baseline	PROPN
bracis-28408	139	22	ner	ner	PROPN
bracis-28408	139	23	,	,	PUNCT
bracis-28408	139	24	while	while	SCONJ
bracis-28408	139	25	the	the	DET
bracis-28408	139	26	third	third	ADJ
bracis-28408	139	27	column	column	NOUN
bracis-28408	139	28	shown	show	VERB
bracis-28408	139	29	outputs	output	NOUN
bracis-28408	139	30	from	from	ADP
bracis-28408	139	31	the	the	DET
bracis-28408	139	32	ner	ner	NOUN
bracis-28408	139	33	trained	train	VERB
bracis-28408	139	34	on	on	ADP
bracis-28408	139	35	the	the	DET
bracis-28408	139	36	intermediary	intermediary	ADJ
bracis-28408	139	37	language	language	NOUN
bracis-28408	139	38	model	model	NOUN
bracis-28408	139	39	(	(	PUNCT
bracis-28408	139	40	domain	domain	NOUN
bracis-28408	139	41	-	-	PUNCT
bracis-28408	139	42	adapted	adapt	VERB
bracis-28408	139	43	ner	ner	NOUN
bracis-28408	139	44	)	)	PUNCT
bracis-28408	139	45	.	.	PUNCT
bracis-28408	140	1	while	while	SCONJ
bracis-28408	140	2	the	the	DET
bracis-28408	140	3	first	first	ADJ
bracis-28408	140	4	one	one	NUM
bracis-28408	140	5	misclassifies	misclassifie	NOUN
bracis-28408	140	6	portuguese	portuguese	ADJ
bracis-28408	140	7	expressions	expression	NOUN
bracis-28408	140	8	,	,	PUNCT
bracis-28408	140	9	the	the	DET
bracis-28408	140	10	second	second	ADJ
bracis-28408	140	11	one	one	NUM
bracis-28408	140	12	labels	label	VERB
bracis-28408	140	13	them	they	PRON
bracis-28408	140	14	correctly	correctly	ADV
bracis-28408	140	15	.	.	PUNCT
bracis-28408	141	1	all	all	DET
bracis-28408	141	2	the	the	DET
bracis-28408	141	3	examples	example	NOUN
bracis-28408	141	4	belong	belong	VERB
bracis-28408	141	5	to	to	ADP
bracis-28408	141	6	first	first	ADJ
bracis-28408	141	7	harem	harem	PROPN
bracis-28408	141	8	test	test	NOUN
bracis-28408	141	9	dataset	dataset	NOUN
bracis-28408	141	10	.	.	PUNCT
bracis-28408	142	1	as	as	SCONJ
bracis-28408	142	2	can	can	AUX
bracis-28408	142	3	be	be	AUX
bracis-28408	142	4	noted	note	VERB
bracis-28408	142	5	in	in	ADP
bracis-28408	142	6	tables	table	NOUN
bracis-28408	142	7	 	 	SPACE
bracis-28408	142	8	3	3	NUM
bracis-28408	142	9	and	and	CCONJ
bracis-28408	142	10	4	4	NUM
bracis-28408	142	11	,	,	PUNCT
bracis-28408	142	12	experiments	experiment	NOUN
bracis-28408	142	13	conducted	conduct	VERB
bracis-28408	142	14	with	with	ADP
bracis-28408	142	15	the	the	DET
bracis-28408	142	16	media	medium	NOUN
bracis-28408	142	17	news	news	NOUN
bracis-28408	142	18	ner	ner	NOUN
bracis-28408	142	19	and	and	CCONJ
bracis-28408	142	20	bertimbau	bertimbau	NOUN
bracis-28408	142	21	ner	ner	NOUN
bracis-28408	142	22	did	do	AUX
bracis-28408	142	23	not	not	PART
bracis-28408	142	24	reveal	reveal	VERB
bracis-28408	142	25	significant	significant	ADJ
bracis-28408	142	26	differences	difference	NOUN
bracis-28408	142	27	after	after	ADP
bracis-28408	142	28	domain	domain	NOUN
bracis-28408	142	29	adaptation	adaptation	NOUN
bracis-28408	142	30	.	.	PUNCT
bracis-28408	143	1	such	such	ADJ
bracis-28408	143	2	results	result	NOUN
bracis-28408	143	3	confirm	confirm	VERB
bracis-28408	143	4	observations	observation	NOUN
bracis-28408	143	5	by	by	ADP
bracis-28408	143	6	sun	sun	PROPN
bracis-28408	143	7	et	et	PROPN
bracis-28408	143	8	al	al	PROPN
bracis-28408	143	9	.	.	PUNCT
bracis-28408	144	1	[	[	X
bracis-28408	144	2	13	13	NUM
bracis-28408	144	3	]	]	PUNCT
bracis-28408	144	4	:	:	PUNCT
bracis-28408	144	5	the	the	DET
bracis-28408	144	6	domain	domain	NOUN
bracis-28408	144	7	adaptation	adaptation	NOUN
bracis-28408	144	8	made	make	VERB
bracis-28408	144	9	on	on	ADP
bracis-28408	144	10	media	medium	NOUN
bracis-28408	144	11	news	news	NOUN
bracis-28408	144	12	and	and	CCONJ
bracis-28408	144	13	first	first	ADJ
bracis-28408	144	14	harem	harem	PROPN
bracis-28408	144	15	is	be	AUX
bracis-28408	144	16	“	"	PUNCT
bracis-28408	144	17	within	within	ADP
bracis-28408	144	18	-	-	PUNCT
bracis-28408	144	19	task	task	NOUN
bracis-28408	144	20	"	"	PUNCT
bracis-28408	144	21	(	(	PUNCT
bracis-28408	144	22	the	the	DET
bracis-28408	144	23	texts	text	NOUN
bracis-28408	144	24	used	use	VERB
bracis-28408	144	25	are	be	AUX
bracis-28408	144	26	the	the	DET
bracis-28408	144	27	same	same	ADJ
bracis-28408	144	28	as	as	ADP
bracis-28408	144	29	the	the	DET
bracis-28408	144	30	training	training	NOUN
bracis-28408	144	31	texts	text	NOUN
bracis-28408	144	32	for	for	ADP
bracis-28408	144	33	the	the	DET
bracis-28408	144	34	target	target	NOUN
bracis-28408	144	35	task	task	NOUN
bracis-28408	144	36	)	)	PUNCT
bracis-28408	144	37	.	.	PUNCT
bracis-28408	145	1	in	in	ADP
bracis-28408	145	2	general	general	ADJ
bracis-28408	145	3	,	,	PUNCT
bracis-28408	145	4	“	"	PUNCT
bracis-28408	145	5	in	in	ADP
bracis-28408	145	6	-	-	PUNCT
bracis-28408	145	7	domain	domain	NOUN
bracis-28408	145	8	"	"	PUNCT
bracis-28408	145	9	pretraining	pretraine	VERB
bracis-28408	145	10	using	use	VERB
bracis-28408	145	11	texts	text	NOUN
bracis-28408	145	12	from	from	ADP
bracis-28408	145	13	the	the	DET
bracis-28408	145	14	same	same	ADJ
bracis-28408	145	15	domain	domain	NOUN
bracis-28408	145	16	which	which	PRON
bracis-28408	145	17	are	be	AUX
bracis-28408	145	18	different	different	ADJ
bracis-28408	145	19	from	from	ADP
bracis-28408	145	20	the	the	DET
bracis-28408	145	21	texts	text	NOUN
bracis-28408	145	22	in	in	ADP
bracis-28408	145	23	the	the	DET
bracis-28408	145	24	training	training	NOUN
bracis-28408	145	25	dataset	dataset	NOUN
bracis-28408	145	26	for	for	ADP
bracis-28408	145	27	the	the	DET
bracis-28408	145	28	target	target	NOUN
bracis-28408	145	29	task	task	NOUN
bracis-28408	145	30	gives	give	VERB
bracis-28408	145	31	superior	superior	ADJ
bracis-28408	145	32	results	result	NOUN
bracis-28408	145	33	.	.	PUNCT
bracis-28408	146	1	we	we	PRON
bracis-28408	146	2	suspect	suspect	VERB
bracis-28408	146	3	that	that	SCONJ
bracis-28408	146	4	within	within	ADP
bracis-28408	146	5	-	-	PUNCT
bracis-28408	146	6	task	task	NOUN
bracis-28408	146	7	pretraining	pretraine	VERB
bracis-28408	146	8	could	could	AUX
bracis-28408	146	9	lead	lead	VERB
bracis-28408	146	10	to	to	ADP
bracis-28408	146	11	overfitting	overfitte	VERB
bracis-28408	146	12	because	because	SCONJ
bracis-28408	146	13	it	it	PRON
bracis-28408	146	14	uses	use	VERB
bracis-28408	146	15	the	the	DET
bracis-28408	146	16	same	same	ADJ
bracis-28408	146	17	texts	text	NOUN
bracis-28408	146	18	from	from	ADP
bracis-28408	146	19	the	the	DET
bracis-28408	146	20	target	target	NOUN
bracis-28408	146	21	task	task	NOUN
bracis-28408	146	22	dataset	dataset	NOUN
bracis-28408	146	23	.	.	PUNCT
bracis-28408	147	1	however	however	ADV
bracis-28408	147	2	,	,	PUNCT
bracis-28408	147	3	after	after	ADP
bracis-28408	147	4	error	error	NOUN
bracis-28408	147	5	analysis	analysis	NOUN
bracis-28408	147	6	,	,	PUNCT
bracis-28408	147	7	we	we	PRON
bracis-28408	147	8	realized	realize	VERB
bracis-28408	147	9	that	that	SCONJ
bracis-28408	147	10	some	some	DET
bracis-28408	147	11	european	european	ADJ
bracis-28408	147	12	expressions	expression	NOUN
bracis-28408	147	13	,	,	PUNCT
bracis-28408	147	14	organizations	organization	NOUN
bracis-28408	147	15	,	,	PUNCT
bracis-28408	147	16	and	and	CCONJ
bracis-28408	147	17	local	local	ADJ
bracis-28408	147	18	names	name	NOUN
bracis-28408	147	19	could	could	AUX
bracis-28408	147	20	be	be	AUX
bracis-28408	147	21	correctly	correctly	ADV
bracis-28408	147	22	classified	classify	VERB
bracis-28408	147	23	only	only	ADV
bracis-28408	147	24	after	after	ADP
bracis-28408	147	25	bertimbau	bertimbau	NOUN
bracis-28408	147	26	brazilian	brazilian	ADJ
bracis-28408	147	27	language	language	NOUN
bracis-28408	147	28	model	model	NOUN
bracis-28408	147	29	domain	domain	NOUN
bracis-28408	147	30	adaptation	adaptation	NOUN
bracis-28408	147	31	on	on	ADP
bracis-28408	147	32	(	(	PUNCT
bracis-28408	147	33	european	european	ADJ
bracis-28408	147	34	)	)	PUNCT
bracis-28408	147	35	harem	harem	PROPN
bracis-28408	147	36	.	.	PUNCT
bracis-28408	148	1	at	at	ADP
bracis-28408	148	2	the	the	DET
bracis-28408	148	3	same	same	ADJ
bracis-28408	148	4	time	time	NOUN
bracis-28408	148	5	,	,	PUNCT
bracis-28408	148	6	they	they	PRON
bracis-28408	148	7	were	be	AUX
bracis-28408	148	8	misclassified	misclassifie	VERB
bracis-28408	148	9	when	when	SCONJ
bracis-28408	148	10	ner	ner	NOUN
bracis-28408	148	11	was	be	AUX
bracis-28408	148	12	trained	train	VERB
bracis-28408	148	13	directly	directly	ADV
bracis-28408	148	14	from	from	ADP
bracis-28408	148	15	the	the	DET
bracis-28408	148	16	raw	raw	ADJ
bracis-28408	148	17	bertimbau	bertimbau	NOUN
bracis-28408	148	18	language	language	NOUN
bracis-28408	148	19	model	model	NOUN
bracis-28408	148	20	.	.	PUNCT
bracis-28408	149	1	the	the	DET
bracis-28408	149	2	results	result	NOUN
bracis-28408	149	3	are	be	AUX
bracis-28408	149	4	shown	show	VERB
bracis-28408	149	5	in	in	ADP
bracis-28408	149	6	table	table	NOUN
bracis-28408	149	7	 	 	SPACE
bracis-28408	149	8	5	5	NUM
bracis-28408	149	9	,	,	PUNCT
bracis-28408	149	10	where	where	SCONJ
bracis-28408	149	11	we	we	PRON
bracis-28408	149	12	have	have	VERB
bracis-28408	149	13	the	the	DET
bracis-28408	149	14	following	follow	VERB
bracis-28408	149	15	examples	example	NOUN
bracis-28408	149	16	:	:	PUNCT
bracis-28408	149	17	table	table	NOUN
bracis-28408	149	18	6	6	NUM
bracis-28408	149	19	.	.	PUNCT
bracis-28408	150	1	sample	sample	NOUN
bracis-28408	150	2	outputs	output	NOUN
bracis-28408	150	3	by	by	ADP
bracis-28408	150	4	a	a	DET
bracis-28408	150	5	generic	generic	ADJ
bracis-28408	150	6	domain	domain	NOUN
bracis-28408	150	7	lm	lm	INTJ
bracis-28408	150	8	vs.	vs.	ADP
bracis-28408	150	9	specific	specific	ADJ
bracis-28408	150	10	domain	domain	NOUN
bracis-28408	150	11	lm.full	lm.full	NOUN
bracis-28408	150	12	size	size	NOUN
bracis-28408	150	13	table	table	NOUN
bracis-28408	150	14	table	table	NOUN
bracis-28408	150	15	7	7	NUM
bracis-28408	150	16	.	.	X
bracis-28408	151	1	few	few	ADJ
bracis-28408	151	2	/	/	SYM
bracis-28408	151	3	zero	zero	NUM
bracis-28408	151	4	-	-	PUNCT
bracis-28408	151	5	shot	shot	NOUN
bracis-28408	151	6	learningfull	learningfull	NOUN
bracis-28408	151	7	size	size	NOUN
bracis-28408	151	8	table	table	NOUN
bracis-28408	151	9	1st	1st	NOUN
bracis-28408	151	10	row	row	NOUN
bracis-28408	151	11	:	:	PUNCT
bracis-28408	151	12	in	in	ADP
bracis-28408	151	13	portugal	portugal	PROPN
bracis-28408	151	14	,	,	PUNCT
bracis-28408	151	15	“	"	PUNCT
bracis-28408	151	16	consoada	consoada	NOUN
bracis-28408	151	17	"	"	PUNCT
bracis-28408	151	18	refers	refer	VERB
bracis-28408	151	19	to	to	ADP
bracis-28408	151	20	christmas	christmas	PROPN
bracis-28408	151	21	night	night	NOUN
bracis-28408	151	22	,	,	PUNCT
bracis-28408	151	23	which	which	PRON
bracis-28408	151	24	should	should	AUX
bracis-28408	151	25	be	be	AUX
bracis-28408	151	26	classified	classify	VERB
bracis-28408	151	27	as	as	ADP
bracis-28408	151	28	a	a	DET
bracis-28408	151	29	temporal	temporal	ADJ
bracis-28408	151	30	(	(	PUNCT
bracis-28408	151	31	time	time	NOUN
bracis-28408	151	32	)	)	PUNCT
bracis-28408	151	33	mention	mention	NOUN
bracis-28408	151	34	.	.	PUNCT
bracis-28408	152	1	2nd	2nd	ADJ
bracis-28408	152	2	row	row	NOUN
bracis-28408	152	3	:	:	PUNCT
bracis-28408	152	4	“	"	PUNCT
bracis-28408	152	5	soajo	soajo	NOUN
bracis-28408	152	6	"	"	PUNCT
bracis-28408	152	7	is	be	AUX
bracis-28408	152	8	the	the	DET
bracis-28408	152	9	name	name	NOUN
bracis-28408	152	10	of	of	ADP
bracis-28408	152	11	a	a	DET
bracis-28408	152	12	portuguese	portuguese	ADJ
bracis-28408	152	13	village	village	NOUN
bracis-28408	152	14	.	.	PUNCT
bracis-28408	153	1	3rd	3rd	ADJ
bracis-28408	153	2	row	row	NOUN
bracis-28408	153	3	:	:	PUNCT
bracis-28408	153	4	“	"	PUNCT
bracis-28408	153	5	abade	abade	VERB
bracis-28408	153	6	da	da	PROPN
bracis-28408	153	7	loureira	loureira	PROPN
bracis-28408	153	8	"	"	PUNCT
bracis-28408	153	9	refers	refer	VERB
bracis-28408	153	10	to	to	ADP
bracis-28408	153	11	both	both	DET
bracis-28408	153	12	an	an	DET
bracis-28408	153	13	organization	organization	NOUN
bracis-28408	153	14	(	(	PUNCT
bracis-28408	153	15	org	org	NOUN
bracis-28408	153	16	)	)	PUNCT
bracis-28408	153	17	and	and	CCONJ
bracis-28408	153	18	a	a	DET
bracis-28408	153	19	street	street	NOUN
bracis-28408	153	20	(	(	PUNCT
bracis-28408	153	21	loc	loc	NOUN
bracis-28408	153	22	)	)	PUNCT
bracis-28408	153	23	.	.	PUNCT
bracis-28408	154	1	but	but	CCONJ
bracis-28408	154	2	given	give	VERB
bracis-28408	154	3	the	the	DET
bracis-28408	154	4	specific	specific	ADJ
bracis-28408	154	5	context	context	NOUN
bracis-28408	154	6	in	in	ADP
bracis-28408	154	7	the	the	DET
bracis-28408	154	8	sentence	sentence	NOUN
bracis-28408	154	9	,	,	PUNCT
bracis-28408	154	10	it	it	PRON
bracis-28408	154	11	should	should	AUX
bracis-28408	154	12	be	be	AUX
bracis-28408	154	13	classified	classify	VERB
bracis-28408	154	14	as	as	ADP
bracis-28408	154	15	an	an	DET
bracis-28408	154	16	organization	organization	NOUN
bracis-28408	154	17	(	(	PUNCT
bracis-28408	154	18	org	org	NOUN
bracis-28408	154	19	)	)	PUNCT
bracis-28408	154	20	.	.	PUNCT
bracis-28408	155	1	4th	4th	ADJ
bracis-28408	155	2	row	row	NOUN
bracis-28408	155	3	:	:	PUNCT
bracis-28408	155	4	“	"	PUNCT
bracis-28408	155	5	centro	centro	X
bracis-28408	155	6	de	de	X
bracis-28408	155	7	formação	formação	PROPN
bracis-28408	155	8	de	de	PROPN
bracis-28408	155	9	informática	informática	PROPN
bracis-28408	155	10	do	do	PROPN
bracis-28408	155	11	minho	minho	PROPN
bracis-28408	155	12	"	"	PUNCT
bracis-28408	155	13	is	be	AUX
bracis-28408	155	14	a	a	DET
bracis-28408	155	15	local	local	ADJ
bracis-28408	155	16	educational	educational	ADJ
bracis-28408	155	17	institution	institution	NOUN
bracis-28408	155	18	.	.	PUNCT
bracis-28408	156	1	5th	5th	ADJ
bracis-28408	156	2	row	row	NOUN
bracis-28408	156	3	:	:	PUNCT
bracis-28408	156	4	“	"	PUNCT
bracis-28408	156	5	são	são	PROPN
bracis-28408	156	6	joão	joão	PROPN
bracis-28408	156	7	do	do	AUX
bracis-28408	156	8	souto	souto	PROPN
bracis-28408	156	9	"	"	PUNCT
bracis-28408	156	10	refers	refer	VERB
bracis-28408	156	11	to	to	ADP
bracis-28408	156	12	an	an	DET
bracis-28408	156	13	extinct	extinct	ADJ
bracis-28408	156	14	portuguese	portuguese	ADJ
bracis-28408	156	15	parish	parish	PROPN
bracis-28408	156	16	.	.	PUNCT
bracis-28408	157	1	it	it	PRON
bracis-28408	157	2	makes	make	VERB
bracis-28408	157	3	sense	sense	NOUN
bracis-28408	157	4	because	because	SCONJ
bracis-28408	157	5	first	first	ADJ
bracis-28408	157	6	harem	harem	PROPN
bracis-28408	157	7	is	be	AUX
bracis-28408	157	8	a	a	DET
bracis-28408	157	9	portuguese	portuguese	ADJ
bracis-28408	157	10	corpus	corpus	NOUN
bracis-28408	157	11	,	,	PUNCT
bracis-28408	157	12	different	different	ADJ
bracis-28408	157	13	from	from	ADP
bracis-28408	157	14	the	the	DET
bracis-28408	157	15	brazilian	brazilian	ADJ
bracis-28408	157	16	corpus	corpus	NOUN
bracis-28408	157	17	used	use	VERB
bracis-28408	157	18	to	to	PART
bracis-28408	157	19	train	train	VERB
bracis-28408	157	20	bertimbau	bertimbau	NOUN
bracis-28408	157	21	.	.	PUNCT
bracis-28408	158	1	these	these	DET
bracis-28408	158	2	results	result	NOUN
bracis-28408	158	3	show	show	VERB
bracis-28408	158	4	semantic	semantic	ADJ
bracis-28408	158	5	gains	gain	NOUN
bracis-28408	158	6	from	from	ADP
bracis-28408	158	7	domain	domain	NOUN
bracis-28408	158	8	adaptation	adaptation	NOUN
bracis-28408	158	9	,	,	PUNCT
bracis-28408	158	10	although	although	SCONJ
bracis-28408	158	11	quantitative	quantitative	ADJ
bracis-28408	158	12	performance	performance	NOUN
bracis-28408	158	13	differences	difference	NOUN
bracis-28408	158	14	are	be	AUX
bracis-28408	158	15	not	not	PART
bracis-28408	158	16	statistically	statistically	ADV
bracis-28408	158	17	significant	significant	ADJ
bracis-28408	158	18	.	.	PUNCT
bracis-28408	159	1	further	far	ADV
bracis-28408	159	2	,	,	PUNCT
bracis-28408	159	3	the	the	DET
bracis-28408	159	4	results	result	NOUN
bracis-28408	159	5	shown	show	VERB
bracis-28408	159	6	here	here	ADV
bracis-28408	159	7	were	be	AUX
bracis-28408	159	8	obtained	obtain	VERB
bracis-28408	159	9	in	in	ADP
bracis-28408	159	10	the	the	DET
bracis-28408	159	11	ner	ner	NOUN
bracis-28408	159	12	task	task	NOUN
bracis-28408	159	13	context	context	NOUN
bracis-28408	159	14	.	.	PUNCT
bracis-28408	160	1	for	for	ADP
bracis-28408	160	2	document	document	NOUN
bracis-28408	160	3	classification	classification	NOUN
bracis-28408	160	4	,	,	PUNCT
bracis-28408	160	5	within	within	ADP
bracis-28408	160	6	-	-	PUNCT
bracis-28408	160	7	task	task	NOUN
bracis-28408	160	8	pretraining	pretraine	VERB
bracis-28408	160	9	has	have	AUX
bracis-28408	160	10	been	be	AUX
bracis-28408	160	11	commonly	commonly	ADV
bracis-28408	160	12	used	use	VERB
bracis-28408	160	13	.	.	PUNCT
bracis-28408	161	1	finally	finally	ADV
bracis-28408	161	2	,	,	PUNCT
bracis-28408	161	3	we	we	PRON
bracis-28408	161	4	showed	show	VERB
bracis-28408	161	5	that	that	SCONJ
bracis-28408	161	6	domain	domain	NOUN
bracis-28408	161	7	adaptation	adaptation	NOUN
bracis-28408	161	8	in	in	ADP
bracis-28408	161	9	experiment	experiment	NOUN
bracis-28408	161	10	(	(	PUNCT
bracis-28408	161	11	a	a	NOUN
bracis-28408	161	12	)	)	PUNCT
bracis-28408	161	13	by	by	ADP
bracis-28408	161	14	training	train	VERB
bracis-28408	161	15	an	an	DET
bracis-28408	161	16	intermediary	intermediary	ADJ
bracis-28408	161	17	language	language	NOUN
bracis-28408	161	18	model	model	NOUN
bracis-28408	161	19	with	with	ADP
bracis-28408	161	20	a	a	DET
bracis-28408	161	21	larger	large	ADJ
bracis-28408	161	22	,	,	PUNCT
bracis-28408	161	23	same	same	ADJ
bracis-28408	161	24	-	-	PUNCT
bracis-28408	161	25	domain	domain	NOUN
bracis-28408	161	26	dataset	dataset	NOUN
bracis-28408	161	27	led	lead	VERB
bracis-28408	161	28	to	to	ADP
bracis-28408	161	29	a	a	DET
bracis-28408	161	30	higher	high	ADJ
bracis-28408	161	31	impact	impact	NOUN
bracis-28408	161	32	on	on	ADP
bracis-28408	161	33	f1	f1	NOUN
bracis-28408	161	34	metrics	metric	NOUN
bracis-28408	161	35	when	when	SCONJ
bracis-28408	161	36	compared	compare	VERB
bracis-28408	161	37	to	to	ADP
bracis-28408	161	38	the	the	DET
bracis-28408	161	39	experiments	experiment	NOUN
bracis-28408	161	40	with	with	ADP
bracis-28408	161	41	within	within	ADP
bracis-28408	161	42	-	-	PUNCT
bracis-28408	161	43	task	task	NOUN
bracis-28408	161	44	domain	domain	NOUN
bracis-28408	161	45	adaptation	adaptation	NOUN
bracis-28408	161	46	(	(	PUNCT
bracis-28408	161	47	(	(	PUNCT
bracis-28408	161	48	b	b	NOUN
bracis-28408	161	49	)	)	PUNCT
bracis-28408	161	50	and	and	CCONJ
bracis-28408	161	51	(	(	PUNCT
bracis-28408	161	52	c	c	NOUN
bracis-28408	161	53	)	)	PUNCT
bracis-28408	161	54	)	)	PUNCT
bracis-28408	161	55	.	.	PUNCT
bracis-28408	162	1	furthermore	furthermore	ADV
bracis-28408	162	2	,	,	PUNCT
bracis-28408	162	3	qualitative	qualitative	VERB
bracis-28408	162	4	analysis	analysis	NOUN
bracis-28408	162	5	for	for	ADP
bracis-28408	162	6	the	the	DET
bracis-28408	162	7	intermediary	intermediary	ADJ
bracis-28408	162	8	language	language	NOUN
bracis-28408	162	9	model	model	NOUN
bracis-28408	162	10	shows	show	VERB
bracis-28408	162	11	example	example	NOUN
bracis-28408	162	12	outputs	output	NOUN
bracis-28408	162	13	for	for	ADP
bracis-28408	162	14	predicting	predict	VERB
bracis-28408	162	15	masked	mask	VERB
bracis-28408	162	16	term	term	NOUN
bracis-28408	162	17	tasks	task	NOUN
bracis-28408	162	18	,	,	PUNCT
bracis-28408	162	19	i.e.	i.e.	X
bracis-28408	162	20	,	,	PUNCT
bracis-28408	162	21	the	the	DET
bracis-28408	162	22	public	public	ADJ
bracis-28408	162	23	accounts	account	NOUN
bracis-28408	162	24	auditing	auditing	NOUN
bracis-28408	162	25	language	language	NOUN
bracis-28408	162	26	model	model	NOUN
bracis-28408	162	27	can	can	AUX
bracis-28408	162	28	generate	generate	VERB
bracis-28408	162	29	texts	text	NOUN
bracis-28408	162	30	related	relate	VERB
bracis-28408	162	31	to	to	ADP
bracis-28408	162	32	themes	theme	NOUN
bracis-28408	162	33	such	such	ADJ
bracis-28408	162	34	as	as	ADP
bracis-28408	162	35	contracts	contract	NOUN
bracis-28408	162	36	and	and	CCONJ
bracis-28408	162	37	biddings	bidding	NOUN
bracis-28408	162	38	,	,	PUNCT
bracis-28408	162	39	as	as	SCONJ
bracis-28408	162	40	seen	see	VERB
bracis-28408	162	41	in	in	ADP
bracis-28408	162	42	table	table	NOUN
bracis-28408	162	43	 	 	SPACE
bracis-28408	162	44	6	6	NUM
bracis-28408	162	45	.	.	NUM
bracis-28408	162	46	4.3	4.3	NUM
bracis-28408	162	47	causal	causal	ADJ
bracis-28408	162	48	language	language	NOUN
bracis-28408	162	49	modeling	model	VERB
bracis-28408	162	50	few	few	ADJ
bracis-28408	162	51	/	/	SYM
bracis-28408	162	52	zero	zero	NUM
bracis-28408	162	53	-	-	PUNCT
bracis-28408	162	54	shot	shot	NOUN
bracis-28408	162	55	learning	learn	VERB
bracis-28408	162	56	this	this	DET
bracis-28408	162	57	subsection	subsection	NOUN
bracis-28408	162	58	summarizes	summarize	NOUN
bracis-28408	162	59	experiments	experiment	NOUN
bracis-28408	162	60	conducted	conduct	VERB
bracis-28408	162	61	on	on	ADP
bracis-28408	162	62	gpt	gpt	NOUN
bracis-28408	162	63	3.5	3.5	NUM
bracis-28408	162	64	,	,	PUNCT
bracis-28408	162	65	a	a	DET
bracis-28408	162	66	large	large	ADJ
bracis-28408	162	67	language	language	NOUN
bracis-28408	162	68	model	model	NOUN
bracis-28408	162	69	pre	pre	VERB
bracis-28408	162	70	-	-	VERB
bracis-28408	162	71	trained	train	VERB
bracis-28408	162	72	with	with	ADP
bracis-28408	162	73	a	a	DET
bracis-28408	162	74	causal	causal	ADJ
bracis-28408	162	75	language	language	NOUN
bracis-28408	162	76	modeling	modeling	NOUN
bracis-28408	162	77	objective	objective	NOUN
bracis-28408	162	78	.	.	PUNCT
bracis-28408	163	1	the	the	DET
bracis-28408	163	2	results	result	NOUN
bracis-28408	163	3	are	be	AUX
bracis-28408	163	4	shown	show	VERB
bracis-28408	163	5	in	in	ADP
bracis-28408	163	6	table	table	NOUN
bracis-28408	163	7	 	 	SPACE
bracis-28408	163	8	7	7	NUM
bracis-28408	163	9	.	.	PUNCT
bracis-28408	164	1	in	in	ADP
bracis-28408	164	2	the	the	DET
bracis-28408	164	3	few	few	ADJ
bracis-28408	164	4	-	-	PUNCT
bracis-28408	164	5	shot	shot	NOUN
bracis-28408	164	6	setting	setting	NOUN
bracis-28408	164	7	,	,	PUNCT
bracis-28408	164	8	we	we	PRON
bracis-28408	164	9	gave	give	VERB
bracis-28408	164	10	the	the	DET
bracis-28408	164	11	model	model	NOUN
bracis-28408	164	12	some	some	DET
bracis-28408	164	13	examples	example	NOUN
bracis-28408	164	14	.	.	PUNCT
bracis-28408	165	1	these	these	DET
bracis-28408	165	2	examples	example	NOUN
bracis-28408	165	3	could	could	AUX
bracis-28408	165	4	be	be	AUX
bracis-28408	165	5	accompanied	accompany	VERB
bracis-28408	165	6	by	by	ADP
bracis-28408	165	7	an	an	DET
bracis-28408	165	8	instruction	instruction	NOUN
bracis-28408	165	9	prompt	prompt	NOUN
bracis-28408	165	10	telling	tell	VERB
bracis-28408	165	11	the	the	DET
bracis-28408	165	12	model	model	NOUN
bracis-28408	165	13	the	the	DET
bracis-28408	165	14	kinds	kind	NOUN
bracis-28408	165	15	of	of	ADP
bracis-28408	165	16	entities	entity	NOUN
bracis-28408	165	17	expected	expect	VERB
bracis-28408	165	18	.	.	PUNCT
bracis-28408	166	1	we	we	PRON
bracis-28408	166	2	also	also	ADV
bracis-28408	166	3	tested	test	VERB
bracis-28408	166	4	sending	send	VERB
bracis-28408	166	5	only	only	ADV
bracis-28408	166	6	the	the	DET
bracis-28408	166	7	examples	example	NOUN
bracis-28408	166	8	without	without	ADP
bracis-28408	166	9	any	any	DET
bracis-28408	166	10	further	further	ADJ
bracis-28408	166	11	instruction	instruction	NOUN
bracis-28408	166	12	.	.	PUNCT
bracis-28408	167	1	in	in	ADP
bracis-28408	167	2	the	the	DET
bracis-28408	167	3	zero	zero	NUM
bracis-28408	167	4	-	-	PUNCT
bracis-28408	167	5	shot	shot	NOUN
bracis-28408	167	6	setting	setting	NOUN
bracis-28408	167	7	,	,	PUNCT
bracis-28408	167	8	we	we	PRON
bracis-28408	167	9	only	only	ADV
bracis-28408	167	10	asked	ask	VERB
bracis-28408	167	11	the	the	DET
bracis-28408	167	12	question	question	NOUN
bracis-28408	167	13	and	and	CCONJ
bracis-28408	167	14	let	let	VERB
bracis-28408	167	15	the	the	DET
bracis-28408	167	16	model	model	NOUN
bracis-28408	167	17	be	be	AUX
bracis-28408	167	18	free	free	ADJ
bracis-28408	167	19	to	to	PART
bracis-28408	167	20	return	return	VERB
bracis-28408	167	21	the	the	DET
bracis-28408	167	22	information	information	NOUN
bracis-28408	167	23	in	in	ADP
bracis-28408	167	24	any	any	DET
bracis-28408	167	25	format	format	NOUN
bracis-28408	167	26	,	,	PUNCT
bracis-28408	167	27	giving	give	VERB
bracis-28408	167	28	no	no	DET
bracis-28408	167	29	examples	example	NOUN
bracis-28408	167	30	.	.	PUNCT
bracis-28408	168	1	so	so	ADV
bracis-28408	168	2	it	it	PRON
bracis-28408	168	3	returned	return	VERB
bracis-28408	168	4	the	the	DET
bracis-28408	168	5	results	result	NOUN
bracis-28408	168	6	in	in	ADP
bracis-28408	168	7	a	a	DET
bracis-28408	168	8	conversational	conversational	ADJ
bracis-28408	168	9	unstructured	unstructured	ADJ
bracis-28408	168	10	format	format	NOUN
bracis-28408	168	11	,	,	PUNCT
bracis-28408	168	12	making	make	VERB
bracis-28408	168	13	it	it	PRON
bracis-28408	168	14	difficult	difficult	ADJ
bracis-28408	168	15	to	to	PART
bracis-28408	168	16	measure	measure	VERB
bracis-28408	168	17	the	the	DET
bracis-28408	168	18	output	output	NOUN
bracis-28408	168	19	precision	precision	NOUN
bracis-28408	168	20	and	and	CCONJ
bracis-28408	168	21	f1	f1	NOUN
bracis-28408	168	22	.	.	PUNCT
bracis-28408	169	1	therefore	therefore	ADV
bracis-28408	169	2	,	,	PUNCT
bracis-28408	169	3	we	we	PRON
bracis-28408	169	4	only	only	ADV
bracis-28408	169	5	show	show	VERB
bracis-28408	169	6	recall	recall	NOUN
bracis-28408	169	7	.	.	PUNCT
bracis-28408	170	1	despite	despite	SCONJ
bracis-28408	170	2	the	the	DET
bracis-28408	170	3	recent	recent	ADJ
bracis-28408	170	4	impressive	impressive	ADJ
bracis-28408	170	5	reasoning	reasoning	NOUN
bracis-28408	170	6	skills	skill	NOUN
bracis-28408	170	7	shown	show	VERB
bracis-28408	170	8	by	by	ADP
bracis-28408	170	9	gpt	gpt	NOUN
bracis-28408	170	10	3.5	3.5	NUM
bracis-28408	170	11	and	and	CCONJ
bracis-28408	170	12	“	"	PUNCT
bracis-28408	170	13	chatgpt	chatgpt	NOUN
bracis-28408	170	14	”	"	PUNCT
bracis-28408	170	15	models	model	NOUN
bracis-28408	170	16	,	,	PUNCT
bracis-28408	170	17	it	it	PRON
bracis-28408	170	18	is	be	AUX
bracis-28408	170	19	interesting	interesting	ADJ
bracis-28408	170	20	to	to	PART
bracis-28408	170	21	note	note	VERB
bracis-28408	170	22	its	its	PRON
bracis-28408	170	23	quantitative	quantitative	ADJ
bracis-28408	170	24	performance	performance	NOUN
bracis-28408	170	25	still	still	ADV
bracis-28408	170	26	lags	lag	VERB
bracis-28408	170	27	behind	behind	ADP
bracis-28408	170	28	traditionally	traditionally	ADV
bracis-28408	170	29	fine	fine	ADV
bracis-28408	170	30	-	-	PUNCT
bracis-28408	170	31	tuned	tune	VERB
bracis-28408	170	32	models	model	NOUN
bracis-28408	170	33	.	.	PUNCT
bracis-28408	171	1	we	we	PRON
bracis-28408	171	2	hypothesize	hypothesize	VERB
bracis-28408	171	3	that	that	SCONJ
bracis-28408	171	4	bert	bert	PROPN
bracis-28408	171	5	bidirectional	bidirectional	PROPN
bracis-28408	171	6	masked	mask	VERB
bracis-28408	171	7	language	language	NOUN
bracis-28408	171	8	model	model	NOUN
bracis-28408	171	9	objective	objective	NOUN
bracis-28408	171	10	may	may	AUX
bracis-28408	171	11	be	be	AUX
bracis-28408	171	12	more	more	ADV
bracis-28408	171	13	suitable	suitable	ADJ
bracis-28408	171	14	to	to	ADP
bracis-28408	171	15	discriminative	discriminative	NOUN
bracis-28408	171	16	tasks	task	NOUN
bracis-28408	171	17	,	,	PUNCT
bracis-28408	171	18	while	while	SCONJ
bracis-28408	171	19	causal	causal	ADJ
bracis-28408	171	20	language	language	NOUN
bracis-28408	171	21	models	model	NOUN
bracis-28408	171	22	concerned	concern	VERB
bracis-28408	171	23	only	only	ADV
bracis-28408	171	24	with	with	ADP
bracis-28408	171	25	predicting	predict	VERB
bracis-28408	171	26	the	the	DET
bracis-28408	171	27	future	future	ADJ
bracis-28408	171	28	words	word	NOUN
bracis-28408	171	29	may	may	AUX
bracis-28408	171	30	lose	lose	VERB
bracis-28408	171	31	information	information	NOUN
bracis-28408	171	32	from	from	ADP
bracis-28408	171	33	past	past	ADJ
bracis-28408	171	34	tokens	token	NOUN
bracis-28408	171	35	.	.	PUNCT
bracis-28408	172	1	on	on	ADP
bracis-28408	172	2	the	the	DET
bracis-28408	172	3	other	other	ADJ
bracis-28408	172	4	hand	hand	NOUN
bracis-28408	172	5	,	,	PUNCT
bracis-28408	172	6	we	we	PRON
bracis-28408	172	7	believe	believe	VERB
bracis-28408	172	8	that	that	SCONJ
bracis-28408	172	9	more	more	ADJ
bracis-28408	172	10	research	research	NOUN
bracis-28408	172	11	is	be	AUX
bracis-28408	172	12	necessary	necessary	ADJ
bracis-28408	172	13	to	to	PART
bracis-28408	172	14	investigate	investigate	VERB
bracis-28408	172	15	prompt	prompt	ADJ
bracis-28408	172	16	engineering	engineering	NOUN
bracis-28408	172	17	practices	practice	NOUN
bracis-28408	172	18	more	more	ADV
bracis-28408	172	19	suitable	suitable	ADJ
bracis-28408	172	20	to	to	ADP
bracis-28408	172	21	ner	ner	NOUN
bracis-28408	172	22	and	and	CCONJ
bracis-28408	172	23	similar	similar	ADJ
bracis-28408	172	24	tasks	task	NOUN
bracis-28408	172	25	.	.	PUNCT
bracis-28408	173	1	finally	finally	ADV
bracis-28408	173	2	,	,	PUNCT
bracis-28408	173	3	we	we	PRON
bracis-28408	173	4	realized	realize	VERB
bracis-28408	173	5	impressive	impressive	ADJ
bracis-28408	173	6	qualitative	qualitative	ADJ
bracis-28408	173	7	results	result	NOUN
bracis-28408	173	8	on	on	ADP
bracis-28408	173	9	gpt	gpt	NOUN
bracis-28408	173	10	3.5	3.5	NUM
bracis-28408	173	11	zero	zero	NUM
bracis-28408	173	12	-	-	PUNCT
bracis-28408	173	13	shot	shot	NOUN
bracis-28408	173	14	learning	learning	NOUN
bracis-28408	173	15	:	:	PUNCT
bracis-28408	173	16	although	although	SCONJ
bracis-28408	173	17	its	its	PRON
bracis-28408	173	18	recall	recall	NOUN
bracis-28408	173	19	is	be	AUX
bracis-28408	173	20	considerably	considerably	ADV
bracis-28408	173	21	worse	bad	ADJ
bracis-28408	173	22	than	than	ADP
bracis-28408	173	23	the	the	DET
bracis-28408	173	24	bert	bert	NOUN
bracis-28408	173	25	-	-	PUNCT
bracis-28408	173	26	based	base	VERB
bracis-28408	173	27	baseline	baseline	NOUN
bracis-28408	173	28	,	,	PUNCT
bracis-28408	173	29	it	it	PRON
bracis-28408	173	30	returns	return	VERB
bracis-28408	173	31	the	the	DET
bracis-28408	173	32	entities	entity	NOUN
bracis-28408	173	33	and	and	CCONJ
bracis-28408	173	34	the	the	DET
bracis-28408	173	35	relationships	relationship	NOUN
bracis-28408	173	36	between	between	ADP
bracis-28408	173	37	them	they	PRON
bracis-28408	173	38	.	.	PUNCT
bracis-28408	174	1	5	5	NUM
bracis-28408	174	2	conclusions	conclusion	NOUN
bracis-28408	174	3	among	among	ADP
bracis-28408	174	4	the	the	DET
bracis-28408	174	5	analyzed	analyze	VERB
bracis-28408	174	6	techniques	technique	NOUN
bracis-28408	174	7	,	,	PUNCT
bracis-28408	174	8	model	model	NOUN
bracis-28408	174	9	soups	soup	NOUN
bracis-28408	174	10	achieved	achieve	VERB
bracis-28408	174	11	the	the	DET
bracis-28408	174	12	best	good	ADJ
bracis-28408	174	13	results	result	NOUN
bracis-28408	174	14	for	for	ADP
bracis-28408	174	15	the	the	DET
bracis-28408	174	16	ner	ner	NOUN
bracis-28408	174	17	task	task	NOUN
bracis-28408	174	18	.	.	PUNCT
bracis-28408	175	1	in	in	ADP
bracis-28408	175	2	the	the	DET
bracis-28408	175	3	experiments	experiment	NOUN
bracis-28408	175	4	conducted	conduct	VERB
bracis-28408	175	5	on	on	ADP
bracis-28408	175	6	domain	domain	NOUN
bracis-28408	175	7	adaptation	adaptation	NOUN
bracis-28408	175	8	,	,	PUNCT
bracis-28408	175	9	the	the	DET
bracis-28408	175	10	best	good	ADJ
bracis-28408	175	11	results	result	NOUN
bracis-28408	175	12	were	be	AUX
bracis-28408	175	13	achieved	achieve	VERB
bracis-28408	175	14	with	with	ADP
bracis-28408	175	15	in	in	ADP
bracis-28408	175	16	-	-	PUNCT
bracis-28408	175	17	domain	domain	NOUN
bracis-28408	175	18	adaptation	adaptation	NOUN
bracis-28408	175	19	.	.	PUNCT
bracis-28408	176	1	we	we	PRON
bracis-28408	176	2	did	do	AUX
bracis-28408	176	3	not	not	PART
bracis-28408	176	4	observe	observe	VERB
bracis-28408	176	5	significant	significant	ADJ
bracis-28408	176	6	improvements	improvement	NOUN
bracis-28408	176	7	in	in	ADP
bracis-28408	176	8	within	within	ADP
bracis-28408	176	9	-	-	PUNCT
bracis-28408	176	10	task	task	NOUN
bracis-28408	176	11	domain	domain	NOUN
bracis-28408	176	12	adaptation	adaptation	NOUN
bracis-28408	176	13	.	.	PUNCT
bracis-28408	177	1	however	however	ADV
bracis-28408	177	2	,	,	PUNCT
bracis-28408	177	3	we	we	PRON
bracis-28408	177	4	realized	realize	VERB
bracis-28408	177	5	the	the	DET
bracis-28408	177	6	model	model	NOUN
bracis-28408	177	7	could	could	AUX
bracis-28408	177	8	learn	learn	VERB
bracis-28408	177	9	domain	domain	NOUN
bracis-28408	177	10	-	-	PUNCT
bracis-28408	177	11	specific	specific	ADJ
bracis-28408	177	12	terms	term	NOUN
bracis-28408	177	13	with	with	ADP
bracis-28408	177	14	the	the	DET
bracis-28408	177	15	first	first	ADJ
bracis-28408	177	16	harem	harem	PROPN
bracis-28408	177	17	corpus	corpus	PROPN
bracis-28408	177	18	.	.	PUNCT
bracis-28408	178	1	the	the	DET
bracis-28408	178	2	lack	lack	NOUN
bracis-28408	178	3	of	of	ADP
bracis-28408	178	4	both	both	DET
bracis-28408	178	5	quantity	quantity	NOUN
bracis-28408	178	6	and	and	CCONJ
bracis-28408	178	7	diversity	diversity	NOUN
bracis-28408	178	8	of	of	ADP
bracis-28408	178	9	“	"	PUNCT
bracis-28408	178	10	golden	golden	ADJ
bracis-28408	178	11	”	"	PUNCT
bracis-28408	178	12	labeled	label	VERB
bracis-28408	178	13	datasets	dataset	NOUN
bracis-28408	178	14	for	for	ADP
bracis-28408	178	15	portuguese	portuguese	NOUN
bracis-28408	178	16	when	when	SCONJ
bracis-28408	178	17	compared	compare	VERB
bracis-28408	178	18	to	to	ADP
bracis-28408	178	19	english	english	PROPN
bracis-28408	178	20	or	or	CCONJ
bracis-28408	178	21	chinese	chinese	PROPN
bracis-28408	178	22	is	be	AUX
bracis-28408	178	23	a	a	DET
bracis-28408	178	24	substantial	substantial	ADJ
bracis-28408	178	25	limitation	limitation	NOUN
bracis-28408	178	26	to	to	PART
bracis-28408	178	27	research	research	VERB
bracis-28408	178	28	on	on	ADP
bracis-28408	178	29	several	several	ADJ
bracis-28408	178	30	tasks	task	NOUN
bracis-28408	178	31	or	or	CCONJ
bracis-28408	178	32	multitask	multitask	ADJ
bracis-28408	178	33	learning	learning	NOUN
bracis-28408	178	34	,	,	PUNCT
bracis-28408	178	35	as	as	SCONJ
bracis-28408	178	36	done	do	VERB
bracis-28408	178	37	,	,	PUNCT
bracis-28408	178	38	for	for	ADP
bracis-28408	178	39	example	example	NOUN
bracis-28408	178	40	,	,	PUNCT
bracis-28408	178	41	by	by	ADP
bracis-28408	178	42	houlsby	houlsby	NOUN
bracis-28408	178	43	at	at	ADP
bracis-28408	178	44	al	al	PROPN
bracis-28408	178	45	.	.	PUNCT
bracis-28408	179	1	[	[	X
bracis-28408	179	2	6	6	NUM
bracis-28408	179	3	]	]	PUNCT
bracis-28408	179	4	.	.	PUNCT
bracis-28408	180	1	we	we	PRON
bracis-28408	180	2	believe	believe	VERB
bracis-28408	180	3	advances	advance	NOUN
bracis-28408	180	4	in	in	ADP
bracis-28408	180	5	few	few	ADJ
bracis-28408	180	6	-	-	PUNCT
bracis-28408	180	7	shot	shot	NOUN
bracis-28408	180	8	learning	learning	NOUN
bracis-28408	180	9	and	and	CCONJ
bracis-28408	180	10	prompt	prompt	ADJ
bracis-28408	180	11	engineering	engineering	NOUN
bracis-28408	180	12	could	could	AUX
bracis-28408	180	13	solve	solve	VERB
bracis-28408	180	14	this	this	DET
bracis-28408	180	15	limitation	limitation	NOUN
bracis-28408	180	16	through	through	ADP
bracis-28408	180	17	synthetic	synthetic	ADJ
bracis-28408	180	18	data	data	NOUN
bracis-28408	180	19	generation	generation	NOUN
bracis-28408	180	20	.	.	PUNCT
bracis-28408	181	1	so	so	ADV
bracis-28408	181	2	,	,	PUNCT
bracis-28408	181	3	besides	besides	SCONJ
bracis-28408	181	4	investigating	investigate	VERB
bracis-28408	181	5	fine	fine	ADV
bracis-28408	181	6	-	-	PUNCT
bracis-28408	181	7	tuning	tuning	NOUN
bracis-28408	181	8	with	with	ADP
bracis-28408	181	9	adapters	adapter	NOUN
bracis-28408	181	10	,	,	PUNCT
bracis-28408	181	11	we	we	PRON
bracis-28408	181	12	expect	expect	VERB
bracis-28408	181	13	to	to	PART
bracis-28408	181	14	conduct	conduct	VERB
bracis-28408	181	15	further	further	ADJ
bracis-28408	181	16	experiments	experiment	NOUN
bracis-28408	181	17	on	on	ADP
bracis-28408	181	18	few	few	ADJ
bracis-28408	181	19	-	-	PUNCT
bracis-28408	181	20	shot	shot	NOUN
bracis-28408	181	21	learning	learning	NOUN
bracis-28408	181	22	.	.	PUNCT
bracis-28408	182	1	finally	finally	ADV
bracis-28408	182	2	,	,	PUNCT
bracis-28408	182	3	we	we	PRON
bracis-28408	182	4	intend	intend	VERB
bracis-28408	182	5	to	to	PART
bracis-28408	182	6	investigate	investigate	VERB
bracis-28408	182	7	the	the	DET
bracis-28408	182	8	fine	fine	ADV
bracis-28408	182	9	-	-	PUNCT
bracis-28408	182	10	tuning	tuning	NOUN
bracis-28408	182	11	of	of	ADP
bracis-28408	182	12	the	the	DET
bracis-28408	182	13	recent	recent	ADJ
bracis-28408	182	14	albertina	albertina	PROPN
bracis-28408	182	15	llm	llm	PROPN
bracis-28408	182	16	to	to	ADP
bracis-28408	182	17	the	the	DET
bracis-28408	182	18	ner	ner	NOUN
bracis-28408	182	19	task	task	NOUN
bracis-28408	182	20	and	and	CCONJ
bracis-28408	182	21	check	check	VERB
bracis-28408	182	22	if	if	SCONJ
bracis-28408	182	23	its	its	PRON
bracis-28408	182	24	larger	large	ADJ
bracis-28408	182	25	capacity	capacity	NOUN
bracis-28408	182	26	can	can	AUX
bracis-28408	182	27	compensate	compensate	VERB
bracis-28408	182	28	for	for	ADP
bracis-28408	182	29	its	its	PRON
bracis-28408	182	30	smaller	small	ADJ
bracis-28408	182	31	context	context	NOUN
bracis-28408	182	32	window	window	NOUN
bracis-28408	182	33	(	(	PUNCT
bracis-28408	182	34	128	128	NUM
bracis-28408	182	35	tokens	token	NOUN
bracis-28408	182	36	)	)	PUNCT
bracis-28408	182	37	compared	compare	VERB
bracis-28408	182	38	to	to	ADP
bracis-28408	182	39	bertimbau	bertimbau	NOUN
bracis-28408	182	40	.	.	PUNCT
bracis-28408	183	1	notes	note	NOUN
bracis-28408	183	2	1.the	1.the	DET
bracis-28408	183	3	adapted	adapted	ADJ
bracis-28408	183	4	version	version	NOUN
bracis-28408	183	5	refers	refer	VERB
bracis-28408	183	6	to	to	ADP
bracis-28408	183	7	a	a	DET
bracis-28408	183	8	setting	setting	NOUN
bracis-28408	183	9	called	call	VERB
bracis-28408	183	10	“	"	PUNCT
bracis-28408	183	11	selective	selective	NOUN
bracis-28408	183	12	"	"	PUNCT
bracis-28408	183	13	by	by	ADP
bracis-28408	183	14	the	the	DET
bracis-28408	183	15	authors	author	NOUN
bracis-28408	183	16	,	,	PUNCT
bracis-28408	183	17	in	in	ADP
bracis-28408	183	18	which	which	PRON
bracis-28408	183	19	only	only	ADV
bracis-28408	183	20	5	5	NUM
bracis-28408	183	21	classes	class	NOUN
bracis-28408	183	22	are	be	AUX
bracis-28408	183	23	used	use	VERB
bracis-28408	183	24	(	(	PUNCT
bracis-28408	183	25	person	person	NOUN
bracis-28408	183	26	,	,	PUNCT
bracis-28408	183	27	organization	organization	NOUN
bracis-28408	183	28	,	,	PUNCT
bracis-28408	183	29	local	local	ADJ
bracis-28408	183	30	,	,	PUNCT
bracis-28408	183	31	value	value	NOUN
bracis-28408	183	32	and	and	CCONJ
bracis-28408	183	33	date	date	NOUN
bracis-28408	183	34	)	)	PUNCT
bracis-28408	183	35	.	.	PUNCT
bracis-28408	184	1	2.here	2.here	NUM
bracis-28408	184	2	,	,	PUNCT
bracis-28408	184	3	we	we	PRON
bracis-28408	184	4	used	use	VERB
bracis-28408	184	5	label	label	NOUN
bracis-28408	184	6	-	-	PUNCT
bracis-28408	184	7	wise	wise	ADJ
bracis-28408	184	8	token	token	ADJ
bracis-28408	184	9	replacement	replacement	NOUN
bracis-28408	184	10	(	(	PUNCT
bracis-28408	184	11	lwtr	lwtr	PROPN
bracis-28408	184	12	)	)	PUNCT
bracis-28408	185	1	[	[	X
bracis-28408	185	2	3	3	NUM
bracis-28408	185	3	]	]	PUNCT
bracis-28408	185	4	.	.	PUNCT
bracis-28408	186	1	3.we	3.we	NUM
bracis-28408	186	2	used	use	VERB
bracis-28408	186	3	the	the	DET
bracis-28408	186	4	hyperparameters	hyperparameter	NOUN
bracis-28408	186	5	for	for	ADP
bracis-28408	186	6	learning	learn	VERB
bracis-28408	186	7	rate	rate	NOUN
bracis-28408	186	8	and	and	CCONJ
bracis-28408	186	9	batch	batch	NOUN
bracis-28408	186	10	size	size	NOUN
bracis-28408	186	11	suggested	suggest	VERB
bracis-28408	186	12	by	by	ADP
bracis-28408	186	13	silva	silva	PROPN
bracis-28408	186	14	et	et	PROPN
bracis-28408	186	15	al	al	PROPN
bracis-28408	186	16	.	.	PUNCT
bracis-28408	187	1	[	[	X
bracis-28408	187	2	11	11	NUM
bracis-28408	187	3	]	]	PUNCT
bracis-28408	187	4	.	.	PUNCT
bracis-28408	188	1	4.this	4.this	DET
bracis-28408	188	2	dataset	dataset	NOUN
bracis-28408	188	3	contains	contain	VERB
bracis-28408	188	4	non	non	ADJ
bracis-28408	188	5	-	-	ADJ
bracis-28408	188	6	public	public	ADJ
bracis-28408	188	7	data	datum	NOUN
bracis-28408	188	8	and	and	CCONJ
bracis-28408	188	9	can	can	AUX
bracis-28408	188	10	not	not	PART
bracis-28408	188	11	be	be	AUX
bracis-28408	188	12	made	make	VERB
bracis-28408	188	13	publicly	publicly	ADV
bracis-28408	188	14	available	available	ADJ
bracis-28408	188	15	.	.	PUNCT
bracis-28408	189	1	references	reference	NOUN
bracis-28408	189	2	brown	brown	PROPN
bracis-28408	189	3	,	,	PUNCT
bracis-28408	189	4	t.	t.	PROPN
bracis-28408	189	5	,	,	PUNCT
bracis-28408	189	6	et	et	PROPN
bracis-28408	189	7	al	al	PROPN
bracis-28408	189	8	.	.	PUNCT
bracis-28408	189	9	:	:	PUNCT
bracis-28408	190	1	language	language	NOUN
bracis-28408	190	2	models	model	NOUN
bracis-28408	190	3	are	be	AUX
bracis-28408	190	4	few	few	ADJ
bracis-28408	190	5	-	-	PUNCT
bracis-28408	190	6	shot	shot	NOUN
bracis-28408	190	7	learners	learner	NOUN
bracis-28408	190	8	.	.	PUNCT
bracis-28408	191	1	in	in	ADP
bracis-28408	191	2	:	:	PUNCT
bracis-28408	191	3	larochelle	larochelle	PROPN
bracis-28408	191	4	,	,	PUNCT
bracis-28408	191	5	h.	h.	PROPN
bracis-28408	191	6	,	,	PUNCT
bracis-28408	191	7	ranzato	ranzato	NOUN
bracis-28408	191	8	,	,	PUNCT
bracis-28408	191	9	m.	m.	NOUN
bracis-28408	191	10	,	,	PUNCT
bracis-28408	191	11	hadsell	hadsell	PROPN
bracis-28408	191	12	,	,	PUNCT
bracis-28408	191	13	r.	r.	PROPN
bracis-28408	191	14	,	,	PUNCT
bracis-28408	191	15	balcan	balcan	PROPN
bracis-28408	191	16	,	,	PUNCT
bracis-28408	191	17	m.	m.	NOUN
bracis-28408	191	18	,	,	PUNCT
bracis-28408	191	19	lin	lin	PROPN
bracis-28408	191	20	,	,	PUNCT
bracis-28408	191	21	h.	h.	PROPN
bracis-28408	191	22	(	(	PUNCT
bracis-28408	191	23	eds	eds	PROPN
bracis-28408	191	24	.	.	PUNCT
bracis-28408	191	25	)	)	PUNCT
bracis-28408	192	1	advances	advance	NOUN
bracis-28408	192	2	in	in	ADP
bracis-28408	192	3	neural	neural	ADJ
bracis-28408	192	4	information	information	NOUN
bracis-28408	192	5	processing	processing	NOUN
bracis-28408	192	6	systems	system	NOUN
bracis-28408	192	7	,	,	PUNCT
bracis-28408	192	8	vol	vol	NOUN
bracis-28408	192	9	.	.	PUNCT
bracis-28408	192	10	 	 	SPACE
bracis-28408	193	1	33	33	NUM
bracis-28408	193	2	,	,	PUNCT
bracis-28408	193	3	pp	pp	ADJ
bracis-28408	193	4	.	.	PUNCT
bracis-28408	193	5	1877–1901	1877–1901	NUM
bracis-28408	193	6	.	.	PUNCT
bracis-28408	194	1	curran	curran	PROPN
bracis-28408	194	2	associates	associates	PROPN
bracis-28408	194	3	,	,	PUNCT
bracis-28408	194	4	inc	inc	PROPN
bracis-28408	194	5	.	.	PROPN
bracis-28408	194	6	(	(	PUNCT
bracis-28408	194	7	2020	2020	NUM
bracis-28408	194	8	)	)	PUNCT
bracis-28408	194	9	,	,	PUNCT
bracis-28408	194	10	https://proceedings.neurips.cc/paper_files/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-paper.pdf	https://proceedings.neurips.cc/paper_files/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-paper.pdf	PROPN
bracis-28408	194	11	chen	chen	PROPN
bracis-28408	194	12	,	,	PUNCT
bracis-28408	194	13	y.	y.	PROPN
bracis-28408	194	14	,	,	PUNCT
bracis-28408	194	15	mikkelsen	mikkelsen	PROPN
bracis-28408	194	16	,	,	PUNCT
bracis-28408	194	17	j.	j.	PROPN
bracis-28408	194	18	,	,	PUNCT
bracis-28408	194	19	binder	binder	NOUN
bracis-28408	194	20	,	,	PUNCT
bracis-28408	194	21	a.	a.	NOUN
bracis-28408	194	22	,	,	PUNCT
bracis-28408	194	23	alt	alt	ADJ
bracis-28408	194	24	,	,	PUNCT
bracis-28408	194	25	c.	c.	PROPN
bracis-28408	194	26	,	,	PUNCT
bracis-28408	194	27	hennig	hennig	PROPN
bracis-28408	194	28	,	,	PUNCT
bracis-28408	194	29	l.	l.	PROPN
bracis-28408	194	30	:	:	PUNCT
bracis-28408	194	31	a	a	DET
bracis-28408	194	32	comparative	comparative	ADJ
bracis-28408	194	33	study	study	NOUN
bracis-28408	194	34	of	of	ADP
bracis-28408	194	35	pre	pre	ADJ
bracis-28408	194	36	-	-	ADJ
bracis-28408	194	37	trained	train	VERB
bracis-28408	194	38	encoders	encoder	NOUN
bracis-28408	194	39	for	for	ADP
bracis-28408	194	40	low	low	ADJ
bracis-28408	194	41	-	-	PUNCT
bracis-28408	194	42	resource	resource	NOUN
bracis-28408	194	43	named	name	VERB
bracis-28408	194	44	entity	entity	NOUN
bracis-28408	194	45	recognition	recognition	NOUN
bracis-28408	194	46	.	.	PUNCT
bracis-28408	195	1	in	in	ADP
bracis-28408	195	2	:	:	PUNCT
bracis-28408	195	3	gella	gella	PROPN
bracis-28408	195	4	,	,	PUNCT
bracis-28408	195	5	s.	s.	PROPN
bracis-28408	195	6	,	,	PUNCT
bracis-28408	195	7	et	et	PROPN
bracis-28408	195	8	al	al	PROPN
bracis-28408	195	9	(	(	PUNCT
bracis-28408	195	10	eds	eds	PROPN
bracis-28408	195	11	.	.	PUNCT
bracis-28408	195	12	)	)	PUNCT
bracis-28408	196	1	proceedings	proceeding	NOUN
bracis-28408	196	2	of	of	ADP
bracis-28408	196	3	the	the	DET
bracis-28408	196	4	7th	7th	ADJ
bracis-28408	196	5	workshop	workshop	NOUN
bracis-28408	196	6	on	on	ADP
bracis-28408	196	7	representation	representation	NOUN
bracis-28408	196	8	learning	learning	NOUN
bracis-28408	196	9	for	for	ADP
bracis-28408	196	10	nlp	nlp	NOUN
bracis-28408	196	11	,	,	PUNCT
bracis-28408	196	12	repl4nlp@acl	repl4nlp@acl	NOUN
bracis-28408	196	13	2022	2022	NUM
bracis-28408	196	14	,	,	PUNCT
bracis-28408	196	15	dublin	dublin	PROPN
bracis-28408	196	16	,	,	PUNCT
bracis-28408	196	17	ireland	ireland	PROPN
bracis-28408	196	18	,	,	PUNCT
bracis-28408	196	19	26	26	NUM
bracis-28408	196	20	may	may	PROPN
bracis-28408	196	21	2022	2022	NUM
bracis-28408	196	22	,	,	PUNCT
bracis-28408	196	23	pp	pp	ADV
bracis-28408	196	24	.	.	PUNCT
bracis-28408	197	1	46–59	46–59	PROPN
bracis-28408	197	2	.	.	PUNCT
bracis-28408	198	1	association	association	PROPN
bracis-28408	198	2	for	for	ADP
bracis-28408	198	3	computational	computational	ADJ
bracis-28408	198	4	linguistics	linguistic	NOUN
bracis-28408	198	5	(	(	PUNCT
bracis-28408	198	6	2022	2022	NUM
bracis-28408	198	7	)	)	PUNCT
bracis-28408	198	8	.	.	PUNCT
bracis-28408	199	1	https://doi.org/10.18653/v1/2022.repl4nlp-1.6	https://doi.org/10.18653/v1/2022.repl4nlp-1.6	PROPN
bracis-28408	200	1	dai	dai	PROPN
bracis-28408	200	2	,	,	PUNCT
bracis-28408	200	3	x.	x.	PROPN
bracis-28408	200	4	,	,	PUNCT
bracis-28408	200	5	adel	adel	PROPN
bracis-28408	200	6	,	,	PUNCT
bracis-28408	200	7	h.	h.	PROPN
bracis-28408	200	8	:	:	PUNCT
bracis-28408	200	9	an	an	DET
bracis-28408	200	10	analysis	analysis	NOUN
bracis-28408	200	11	of	of	ADP
bracis-28408	200	12	simple	simple	ADJ
bracis-28408	200	13	data	datum	NOUN
bracis-28408	200	14	augmentation	augmentation	NOUN
bracis-28408	200	15	for	for	ADP
bracis-28408	200	16	named	name	VERB
bracis-28408	200	17	entity	entity	NOUN
bracis-28408	200	18	recognition	recognition	NOUN
bracis-28408	200	19	.	.	PUNCT
bracis-28408	201	1	in	in	ADP
bracis-28408	201	2	:	:	PUNCT
bracis-28408	201	3	scott	scott	PROPN
bracis-28408	201	4	,	,	PUNCT
bracis-28408	201	5	d.	d.	PROPN
bracis-28408	201	6	,	,	PUNCT
bracis-28408	201	7	bel	bel	PROPN
bracis-28408	201	8	,	,	PUNCT
bracis-28408	201	9	n.	n.	PROPN
bracis-28408	201	10	,	,	PUNCT
bracis-28408	201	11	zong	zong	PROPN
bracis-28408	201	12	,	,	PUNCT
bracis-28408	201	13	c.	c.	PROPN
bracis-28408	201	14	(	(	PUNCT
bracis-28408	201	15	eds	eds	PROPN
bracis-28408	201	16	.	.	PUNCT
bracis-28408	201	17	)	)	PUNCT
bracis-28408	201	18	proceedings	proceeding	NOUN
bracis-28408	201	19	of	of	ADP
bracis-28408	201	20	the	the	DET
bracis-28408	201	21	28th	28th	ADJ
bracis-28408	201	22	international	international	ADJ
bracis-28408	201	23	conference	conference	NOUN
bracis-28408	201	24	on	on	ADP
bracis-28408	201	25	computational	computational	ADJ
bracis-28408	201	26	linguistics	linguistic	NOUN
bracis-28408	201	27	,	,	PUNCT
bracis-28408	201	28	coling	cole	VERB
bracis-28408	201	29	2020	2020	NUM
bracis-28408	201	30	,	,	PUNCT
bracis-28408	201	31	barcelona	barcelona	PROPN
bracis-28408	201	32	,	,	PUNCT
bracis-28408	201	33	spain	spain	PROPN
bracis-28408	201	34	(	(	PUNCT
bracis-28408	201	35	online	online	ADJ
bracis-28408	201	36	)	)	PUNCT
bracis-28408	201	37	,	,	PUNCT
bracis-28408	201	38	8	8	NUM
bracis-28408	201	39	-	-	SYM
bracis-28408	201	40	13	13	NUM
bracis-28408	201	41	december	december	PROPN
bracis-28408	201	42	2020	2020	NUM
bracis-28408	201	43	,	,	PUNCT
bracis-28408	201	44	pp	pp	ADP
bracis-28408	201	45	.	.	PUNCT
bracis-28408	202	1	3861–3867	3861–3867	NOUN
bracis-28408	202	2	.	.	PUNCT
bracis-28408	203	1	international	international	ADJ
bracis-28408	203	2	committee	committee	PROPN
bracis-28408	203	3	on	on	ADP
bracis-28408	203	4	computational	computational	ADJ
bracis-28408	203	5	linguistics	linguistic	NOUN
bracis-28408	203	6	(	(	PUNCT
bracis-28408	203	7	2020	2020	NUM
bracis-28408	203	8	)	)	PUNCT
bracis-28408	203	9	.	.	PUNCT
bracis-28408	204	1	https://doi.org/10.18653/v1/2020.coling-main.343	https://doi.org/10.18653/v1/2020.coling-main.343	PROPN
bracis-28408	205	1	devlin	devlin	PROPN
bracis-28408	205	2	,	,	PUNCT
bracis-28408	205	3	j.	j.	PROPN
bracis-28408	205	4	,	,	PUNCT
bracis-28408	205	5	chang	chang	PROPN
bracis-28408	205	6	,	,	PUNCT
bracis-28408	205	7	m.	m.	PROPN
bracis-28408	205	8	,	,	PUNCT
bracis-28408	205	9	lee	lee	PROPN
bracis-28408	205	10	,	,	PUNCT
bracis-28408	205	11	k.	k.	PROPN
bracis-28408	205	12	,	,	PUNCT
bracis-28408	205	13	toutanova	toutanova	PROPN
bracis-28408	205	14	,	,	PUNCT
bracis-28408	205	15	k.	k.	PROPN
bracis-28408	205	16	:	:	PUNCT
bracis-28408	205	17	bert	bert	PROPN
bracis-28408	205	18	:	:	PUNCT
bracis-28408	205	19	pre	pre	ADJ
bracis-28408	205	20	-	-	NOUN
bracis-28408	205	21	training	training	NOUN
bracis-28408	205	22	of	of	ADP
bracis-28408	205	23	deep	deep	ADJ
bracis-28408	205	24	bidirectional	bidirectional	ADJ
bracis-28408	205	25	transformers	transformer	NOUN
bracis-28408	205	26	for	for	ADP
bracis-28408	205	27	language	language	NOUN
bracis-28408	205	28	understanding	understanding	NOUN
bracis-28408	205	29	.	.	PUNCT
bracis-28408	206	1	corr	corr	PROPN
bracis-28408	206	2	arxiv	arxiv	PROPN
bracis-28408	206	3	:	:	PUNCT
bracis-28408	206	4	1810.04805	1810.04805	NUM
bracis-28408	206	5	fu	fu	PROPN
bracis-28408	206	6	,	,	PUNCT
bracis-28408	206	7	j.	j.	PROPN
bracis-28408	206	8	,	,	PUNCT
bracis-28408	206	9	liu	liu	PROPN
bracis-28408	206	10	,	,	PUNCT
bracis-28408	206	11	p.	p.	PROPN
bracis-28408	206	12	,	,	PUNCT
bracis-28408	206	13	neubig	neubig	ADJ
bracis-28408	206	14	,	,	PUNCT
bracis-28408	206	15	g.	g.	PROPN
bracis-28408	206	16	:	:	PUNCT
bracis-28408	206	17	interpretable	interpretable	ADJ
bracis-28408	206	18	multi	multi	ADJ
bracis-28408	206	19	-	-	ADJ
bracis-28408	206	20	dataset	dataset	ADJ
bracis-28408	206	21	evaluation	evaluation	NOUN
bracis-28408	206	22	for	for	ADP
bracis-28408	206	23	named	name	VERB
bracis-28408	206	24	entity	entity	NOUN
bracis-28408	206	25	recognition	recognition	NOUN
bracis-28408	206	26	.	.	PUNCT
bracis-28408	207	1	in	in	ADP
bracis-28408	207	2	:	:	PUNCT
bracis-28408	207	3	webber	webber	PROPN
bracis-28408	207	4	,	,	PUNCT
bracis-28408	207	5	b.	b.	PROPN
bracis-28408	207	6	,	,	PUNCT
bracis-28408	207	7	cohn	cohn	PROPN
bracis-28408	207	8	,	,	PUNCT
bracis-28408	207	9	t.	t.	PROPN
bracis-28408	207	10	,	,	PUNCT
bracis-28408	207	11	he	he	PRON
bracis-28408	207	12	,	,	PUNCT
bracis-28408	207	13	y.	y.	PROPN
bracis-28408	207	14	,	,	PUNCT
bracis-28408	207	15	liu	liu	PROPN
bracis-28408	207	16	,	,	PUNCT
bracis-28408	207	17	y.	y.	PROPN
bracis-28408	207	18	(	(	PUNCT
bracis-28408	207	19	eds	eds	PROPN
bracis-28408	207	20	.	.	PUNCT
bracis-28408	207	21	)	)	PUNCT
bracis-28408	207	22	proceedings	proceeding	NOUN
bracis-28408	207	23	of	of	ADP
bracis-28408	207	24	the	the	DET
bracis-28408	207	25	2020	2020	NUM
bracis-28408	207	26	conference	conference	NOUN
bracis-28408	207	27	on	on	ADP
bracis-28408	207	28	empirical	empirical	ADJ
bracis-28408	207	29	methods	method	NOUN
bracis-28408	207	30	in	in	ADP
bracis-28408	207	31	natural	natural	ADJ
bracis-28408	207	32	language	language	NOUN
bracis-28408	207	33	processing	processing	NOUN
bracis-28408	207	34	,	,	PUNCT
bracis-28408	207	35	emnlp	emnlp	ADP
bracis-28408	207	36	2020	2020	NUM
bracis-28408	207	37	,	,	PUNCT
bracis-28408	207	38	online	online	INTJ
bracis-28408	207	39	,	,	PUNCT
bracis-28408	207	40	16	16	NUM
bracis-28408	207	41	-	-	SYM
bracis-28408	207	42	20	20	NUM
bracis-28408	207	43	november	november	PROPN
bracis-28408	207	44	2020	2020	NUM
bracis-28408	207	45	,	,	PUNCT
bracis-28408	207	46	pp	pp	ADV
bracis-28408	207	47	.	.	PUNCT
bracis-28408	207	48	6058–6069	6058–6069	NUM
bracis-28408	207	49	.	.	PUNCT
bracis-28408	207	50	association	association	NOUN
bracis-28408	207	51	for	for	ADP
bracis-28408	207	52	computational	computational	ADJ
bracis-28408	207	53	linguistics	linguistic	NOUN
bracis-28408	207	54	(	(	PUNCT
bracis-28408	207	55	2020	2020	NUM
bracis-28408	207	56	)	)	PUNCT
bracis-28408	207	57	.	.	PUNCT
bracis-28408	208	1	https://doi.org/10.18653/v1/2020.emnlp-main.489	https://doi.org/10.18653/v1/2020.emnlp-main.489	ADV
bracis-28408	208	2	houlsby	houlsby	ADJ
bracis-28408	208	3	,	,	PUNCT
bracis-28408	208	4	n.	n.	NOUN
bracis-28408	208	5	,	,	PUNCT
bracis-28408	208	6	et	et	PROPN
bracis-28408	208	7	al	al	PROPN
bracis-28408	208	8	.	.	PUNCT
bracis-28408	208	9	:	:	PUNCT
bracis-28408	209	1	parameter	parameter	NOUN
bracis-28408	209	2	-	-	PUNCT
bracis-28408	209	3	efficient	efficient	ADJ
bracis-28408	209	4	transfer	transfer	NOUN
bracis-28408	209	5	learning	learning	NOUN
bracis-28408	209	6	for	for	ADP
bracis-28408	209	7	nlp	nlp	NOUN
bracis-28408	209	8	.	.	PUNCT
bracis-28408	210	1	in	in	ADP
bracis-28408	210	2	:	:	PUNCT
bracis-28408	210	3	chaudhuri	chaudhuri	PROPN
bracis-28408	210	4	,	,	PUNCT
bracis-28408	210	5	k.	k.	PROPN
bracis-28408	210	6	,	,	PUNCT
bracis-28408	210	7	salakhutdinov	salakhutdinov	PROPN
bracis-28408	210	8	,	,	PUNCT
bracis-28408	210	9	r.	r.	PROPN
bracis-28408	210	10	(	(	PUNCT
bracis-28408	210	11	eds	eds	PROPN
bracis-28408	210	12	.	.	PUNCT
bracis-28408	210	13	)	)	PUNCT
bracis-28408	211	1	proceedings	proceeding	NOUN
bracis-28408	211	2	of	of	ADP
bracis-28408	211	3	the	the	DET
bracis-28408	211	4	36th	36th	ADJ
bracis-28408	211	5	international	international	ADJ
bracis-28408	211	6	conference	conference	NOUN
bracis-28408	211	7	on	on	ADP
bracis-28408	211	8	machine	machine	NOUN
bracis-28408	211	9	learning	learning	NOUN
bracis-28408	211	10	,	,	PUNCT
bracis-28408	211	11	icml	icml	VERB
bracis-28408	211	12	2019	2019	NUM
bracis-28408	211	13	,	,	PUNCT
bracis-28408	211	14	9	9	NUM
bracis-28408	211	15	-	-	SYM
bracis-28408	211	16	15	15	NUM
bracis-28408	211	17	june	june	PROPN
bracis-28408	211	18	2019	2019	NUM
bracis-28408	211	19	,	,	PUNCT
bracis-28408	211	20	long	long	ADJ
bracis-28408	211	21	beach	beach	PROPN
bracis-28408	211	22	,	,	PUNCT
bracis-28408	211	23	california	california	PROPN
bracis-28408	211	24	,	,	PUNCT
bracis-28408	211	25	usa	usa	PROPN
bracis-28408	211	26	.	.	PROPN
bracis-28408	211	27	proceedings	proceeding	NOUN
bracis-28408	211	28	of	of	ADP
bracis-28408	211	29	machine	machine	NOUN
bracis-28408	211	30	learning	learn	VERB
bracis-28408	211	31	research	research	NOUN
bracis-28408	211	32	,	,	PUNCT
bracis-28408	211	33	vol	vol	NOUN
bracis-28408	211	34	.	.	PUNCT
bracis-28408	211	35	 	 	SPACE
bracis-28408	211	36	97	97	NUM
bracis-28408	211	37	,	,	PUNCT
bracis-28408	211	38	pp	pp	ADJ
bracis-28408	211	39	.	.	PUNCT
bracis-28408	212	1	2790–2799	2790–2799	NUM
bracis-28408	212	2	.	.	PUNCT
bracis-28408	213	1	pmlr	pmlr	NOUN
bracis-28408	213	2	(	(	PUNCT
bracis-28408	213	3	2019	2019	NUM
bracis-28408	213	4	)	)	PUNCT
bracis-28408	213	5	,	,	PUNCT
bracis-28408	213	6	http://proceedings.mlr.press/v97/houlsby19a.html	http://proceedings.mlr.press/v97/houlsby19a.html	PROPN
bracis-28408	213	7	monteiro	monteiro	PROPN
bracis-28408	213	8	,	,	PUNCT
bracis-28408	213	9	m.	m.	NOUN
bracis-28408	213	10	:	:	PUNCT
bracis-28408	213	11	extrator	extrator	PROPN
bracis-28408	213	12	de	de	PROPN
bracis-28408	213	13	entidades	entidades	PROPN
bracis-28408	213	14	mencionadas	mencionada	VERB
bracis-28408	213	15	em	em	PROPN
bracis-28408	213	16	notícias	notícias	PROPN
bracis-28408	213	17	da	da	PROPN
bracis-28408	213	18	mídia	mídia	PROPN
bracis-28408	213	19	.	.	PROPN
bracis-28408	213	20	https://github.com/secexsaudetcu/noticias_ner	https://github.com/secexsaudetcu/noticias_ner	X
bracis-28408	213	21	(	(	PUNCT
bracis-28408	213	22	2021	2021	NUM
bracis-28408	213	23	)	)	PUNCT
bracis-28408	213	24	,	,	PUNCT
bracis-28408	213	25	(	(	PUNCT
bracis-28408	213	26	accessed	access	VERB
bracis-28408	213	27	21	21	NUM
bracis-28408	213	28	may	may	NOUN
bracis-28408	213	29	2022	2022	NUM
bracis-28408	213	30	)	)	PUNCT
bracis-28408	213	31	monteiro	monteiro	PROPN
bracis-28408	213	32	,	,	PUNCT
bracis-28408	213	33	m.	m.	NOUN
bracis-28408	213	34	:	:	PUNCT
bracis-28408	213	35	riskdata	riskdata	NOUN
bracis-28408	213	36	brazilian	brazilian	ADJ
bracis-28408	213	37	portuguese	portuguese	PROPN
bracis-28408	213	38	ner	ner	PROPN
bracis-28408	213	39	.	.	PUNCT
bracis-28408	214	1	https://huggingface.co/monilouise/ner_news_portuguese	https://huggingface.co/monilouise/ner_news_portuguese	PROPN
bracis-28408	214	2	(	(	PUNCT
bracis-28408	214	3	2021	2021	NUM
bracis-28408	214	4	)	)	PUNCT
bracis-28408	214	5	,	,	PUNCT
bracis-28408	214	6	(	(	PUNCT
bracis-28408	214	7	accessed	access	VERB
bracis-28408	214	8	21	21	NUM
bracis-28408	214	9	may	may	NOUN
bracis-28408	214	10	2022	2022	NUM
bracis-28408	214	11	)	)	PUNCT
bracis-28408	214	12	rodrigues	rodrigues	PROPN
bracis-28408	214	13	,	,	PUNCT
bracis-28408	214	14	j.	j.	PROPN
bracis-28408	214	15	,	,	PUNCT
bracis-28408	214	16	et	et	PROPN
bracis-28408	214	17	al	al	PROPN
bracis-28408	214	18	.	.	PROPN
bracis-28408	214	19	:	:	PUNCT
bracis-28408	214	20	advancing	advance	VERB
bracis-28408	214	21	neural	neural	ADJ
bracis-28408	214	22	encoding	encoding	NOUN
bracis-28408	214	23	of	of	ADP
bracis-28408	214	24	portuguese	portuguese	PROPN
bracis-28408	214	25	with	with	ADP
bracis-28408	214	26	transformer	transformer	NOUN
bracis-28408	214	27	albertina	albertina	PROPN
bracis-28408	214	28	pt-	pt-	PROPN
bracis-28408	214	29	.	.	PUNCT
bracis-28408	215	1	corr	corr	PROPN
bracis-28408	215	2	https://doi.org/10.48550/arxiv.2305.06721	https://doi.org/10.48550/arxiv.2305.06721	PROPN
bracis-28408	215	3	,	,	PUNCT
bracis-28408	215	4	https://doi.org/10.48550/arxiv.2305.06721	https://doi.org/10.48550/arxiv.2305.06721	PROPN
bracis-28408	215	5	(	(	PUNCT
bracis-28408	215	6	2023	2023	NUM
bracis-28408	215	7	)	)	PUNCT
bracis-28408	215	8	santos	santo	NOUN
bracis-28408	215	9	,	,	PUNCT
bracis-28408	215	10	d.	d.	PROPN
bracis-28408	215	11	,	,	PUNCT
bracis-28408	215	12	seco	seco	PROPN
bracis-28408	215	13	,	,	PUNCT
bracis-28408	215	14	n.	n.	NOUN
bracis-28408	215	15	,	,	PUNCT
bracis-28408	215	16	cardoso	cardoso	PROPN
bracis-28408	215	17	,	,	PUNCT
bracis-28408	215	18	n.	n.	NOUN
bracis-28408	215	19	,	,	PUNCT
bracis-28408	215	20	vilela	vilela	PROPN
bracis-28408	215	21	,	,	PUNCT
bracis-28408	215	22	r.	r.	PROPN
bracis-28408	215	23	:	:	PUNCT
bracis-28408	216	1	harem	harem	PROPN
bracis-28408	216	2	:	:	PUNCT
bracis-28408	216	3	an	an	DET
bracis-28408	216	4	advanced	advanced	ADJ
bracis-28408	216	5	ner	ner	NOUN
bracis-28408	216	6	evaluation	evaluation	NOUN
bracis-28408	216	7	contest	contest	NOUN
bracis-28408	216	8	for	for	ADP
bracis-28408	216	9	portuguese	portuguese	PROPN
bracis-28408	216	10	.	.	PUNCT
bracis-28408	217	1	in	in	ADP
bracis-28408	217	2	:	:	PUNCT
bracis-28408	217	3	calzolari	calzolari	PROPN
bracis-28408	217	4	,	,	PUNCT
bracis-28408	217	5	n.	n.	PROPN
bracis-28408	217	6	,	,	PUNCT
bracis-28408	217	7	et	et	PROPN
bracis-28408	217	8	al	al	PROPN
bracis-28408	217	9	.	.	PUNCT
bracis-28408	218	1	(	(	PUNCT
bracis-28408	218	2	eds	ed	NOUN
bracis-28408	218	3	.	.	PUNCT
bracis-28408	218	4	)	)	PUNCT
bracis-28408	218	5	proceedings	proceeding	NOUN
bracis-28408	218	6	of	of	ADP
bracis-28408	218	7	the	the	DET
bracis-28408	218	8	fifth	fifth	ADJ
bracis-28408	218	9	international	international	ADJ
bracis-28408	218	10	conference	conference	NOUN
bracis-28408	218	11	on	on	ADP
bracis-28408	218	12	language	language	NOUN
bracis-28408	218	13	resources	resource	NOUN
bracis-28408	218	14	and	and	CCONJ
bracis-28408	218	15	evaluation	evaluation	NOUN
bracis-28408	218	16	,	,	PUNCT
bracis-28408	218	17	lrec	lrec	PROPN
bracis-28408	218	18	2006	2006	NUM
bracis-28408	218	19	,	,	PUNCT
bracis-28408	218	20	genoa	genoa	PROPN
bracis-28408	218	21	,	,	PUNCT
bracis-28408	218	22	italy	italy	PROPN
bracis-28408	218	23	,	,	PUNCT
bracis-28408	218	24	22	22	NUM
bracis-28408	218	25	-	-	SYM
bracis-28408	218	26	28	28	NUM
bracis-28408	218	27	may	may	PROPN
bracis-28408	218	28	2006	2006	NUM
bracis-28408	218	29	,	,	PUNCT
bracis-28408	218	30	pp	pp	ADV
bracis-28408	218	31	.	.	PUNCT
bracis-28408	219	1	1986–1991	1986–1991	NUM
bracis-28408	219	2	.	.	PUNCT
bracis-28408	220	1	european	european	ADJ
bracis-28408	220	2	language	language	PROPN
bracis-28408	220	3	resources	resource	NOUN
bracis-28408	220	4	association	association	NOUN
bracis-28408	220	5	(	(	PUNCT
bracis-28408	220	6	elra	elra	ADV
bracis-28408	220	7	)	)	PUNCT
bracis-28408	220	8	(	(	PUNCT
bracis-28408	220	9	2006	2006	NUM
bracis-28408	220	10	)	)	PUNCT
bracis-28408	220	11	,	,	PUNCT
bracis-28408	220	12	http://www.lrec-conf.org/proceedings/lrec2006/summaries/59.html	http://www.lrec-conf.org/proceedings/lrec2006/summaries/59.html	PROPN
bracis-28408	220	13	silva	silva	PROPN
bracis-28408	220	14	,	,	PUNCT
bracis-28408	220	15	e.h.m.d	e.h.m.d	PROPN
bracis-28408	220	16	.	.	PROPN
bracis-28408	220	17	,	,	PUNCT
bracis-28408	220	18	laterza	laterza	PROPN
bracis-28408	220	19	,	,	PUNCT
bracis-28408	220	20	j.	j.	PROPN
bracis-28408	220	21	,	,	PUNCT
bracis-28408	220	22	silva	silva	PROPN
bracis-28408	220	23	,	,	PUNCT
bracis-28408	220	24	m.p.p.d	m.p.p.d	PROPN
bracis-28408	220	25	.	.	PROPN
bracis-28408	220	26	,	,	PUNCT
bracis-28408	220	27	ladeira	ladeira	PROPN
bracis-28408	220	28	,	,	PUNCT
bracis-28408	220	29	m.	m.	NOUN
bracis-28408	220	30	:	:	PUNCT
bracis-28408	220	31	a	a	DET
bracis-28408	220	32	proposal	proposal	NOUN
bracis-28408	220	33	to	to	PART
bracis-28408	220	34	identify	identify	VERB
bracis-28408	220	35	stakeholders	stakeholder	NOUN
bracis-28408	220	36	from	from	ADP
bracis-28408	220	37	news	news	NOUN
bracis-28408	220	38	for	for	ADP
bracis-28408	220	39	the	the	DET
bracis-28408	220	40	institutional	institutional	ADJ
bracis-28408	220	41	relationship	relationship	NOUN
bracis-28408	220	42	management	management	NOUN
bracis-28408	220	43	activities	activity	NOUN
bracis-28408	220	44	of	of	ADP
bracis-28408	220	45	an	an	DET
bracis-28408	220	46	institution	institution	NOUN
bracis-28408	220	47	based	base	VERB
bracis-28408	220	48	on	on	ADP
bracis-28408	220	49	named	name	VERB
bracis-28408	220	50	entity	entity	NOUN
bracis-28408	220	51	recognition	recognition	NOUN
bracis-28408	220	52	using	use	VERB
bracis-28408	220	53	bert	bert	PROPN
bracis-28408	220	54	.	.	PUNCT
bracis-28408	221	1	in	in	ADP
bracis-28408	221	2	:	:	PUNCT
bracis-28408	221	3	wani	wani	PROPN
bracis-28408	221	4	,	,	PUNCT
bracis-28408	221	5	m.a	m.a	PROPN
bracis-28408	221	6	.	.	PROPN
bracis-28408	221	7	,	,	PUNCT
bracis-28408	221	8	sethi	sethi	PROPN
bracis-28408	221	9	,	,	PUNCT
bracis-28408	221	10	i.k	i.k	PROPN
bracis-28408	221	11	.	.	PROPN
bracis-28408	221	12	,	,	PUNCT
bracis-28408	221	13	shi	shi	PROPN
bracis-28408	221	14	,	,	PUNCT
bracis-28408	221	15	w.	w.	PROPN
bracis-28408	221	16	,	,	PUNCT
bracis-28408	221	17	qu	qu	PROPN
bracis-28408	221	18	,	,	PUNCT
bracis-28408	221	19	g.	g.	PROPN
bracis-28408	221	20	,	,	PUNCT
bracis-28408	221	21	raicu	raicu	NOUN
bracis-28408	221	22	,	,	PUNCT
bracis-28408	221	23	d.s	d.s	PROPN
bracis-28408	221	24	.	.	PROPN
bracis-28408	221	25	,	,	PUNCT
bracis-28408	221	26	jin	jin	PROPN
bracis-28408	221	27	,	,	PUNCT
bracis-28408	221	28	r.	r.	PROPN
bracis-28408	221	29	(	(	PUNCT
bracis-28408	221	30	eds	eds	PROPN
bracis-28408	221	31	.	.	PUNCT
bracis-28408	221	32	)	)	PUNCT
bracis-28408	222	1	20th	20th	ADJ
bracis-28408	222	2	ieee	ieee	NOUN
bracis-28408	222	3	international	international	ADJ
bracis-28408	222	4	conference	conference	NOUN
bracis-28408	222	5	on	on	ADP
bracis-28408	222	6	machine	machine	NOUN
bracis-28408	222	7	learning	learning	NOUN
bracis-28408	222	8	and	and	CCONJ
bracis-28408	222	9	applications	application	NOUN
bracis-28408	222	10	,	,	PUNCT
bracis-28408	222	11	icmla	icmla	NOUN
bracis-28408	222	12	2021	2021	NUM
bracis-28408	222	13	,	,	PUNCT
bracis-28408	222	14	pasadena	pasadena	PROPN
bracis-28408	222	15	,	,	PUNCT
bracis-28408	222	16	ca	ca	PROPN
bracis-28408	222	17	,	,	PUNCT
bracis-28408	222	18	usa	usa	PROPN
bracis-28408	222	19	,	,	PUNCT
bracis-28408	222	20	13–16	13–16	NUM
bracis-28408	222	21	december	december	PROPN
bracis-28408	222	22	2021	2021	NUM
bracis-28408	222	23	,	,	PUNCT
bracis-28408	222	24	pp	pp	ADJ
bracis-28408	222	25	.	.	PUNCT
bracis-28408	223	1	1569–1575	1569–1575	NUM
bracis-28408	223	2	.	.	PUNCT
bracis-28408	224	1	ieee	ieee	NOUN
bracis-28408	224	2	(	(	PUNCT
bracis-28408	224	3	2021	2021	NUM
bracis-28408	224	4	)	)	PUNCT
bracis-28408	224	5	.	.	PUNCT
bracis-28408	225	1	https://doi.org/10.1109/icmla52953.2021.00251	https://doi.org/10.1109/icmla52953.2021.00251	PROPN
bracis-28408	225	2	souza	souza	PROPN
bracis-28408	225	3	,	,	PUNCT
bracis-28408	225	4	f.	f.	PROPN
bracis-28408	225	5	,	,	PUNCT
bracis-28408	225	6	nogueira	nogueira	PROPN
bracis-28408	225	7	,	,	PUNCT
bracis-28408	225	8	r.	r.	PROPN
bracis-28408	225	9	,	,	PUNCT
bracis-28408	225	10	lotufo	lotufo	PROPN
bracis-28408	225	11	,	,	PUNCT
bracis-28408	225	12	r.	r.	PROPN
bracis-28408	225	13	:	:	PUNCT
bracis-28408	225	14	bertimbau	bertimbau	PROPN
bracis-28408	225	15	:	:	PUNCT
bracis-28408	225	16	pretrained	pretraine	VERB
bracis-28408	225	17	bert	bert	NOUN
bracis-28408	225	18	models	model	NOUN
bracis-28408	225	19	for	for	ADP
bracis-28408	225	20	brazilian	brazilian	ADJ
bracis-28408	225	21	portuguese	portuguese	NOUN
bracis-28408	225	22	.	.	PUNCT
bracis-28408	226	1	in	in	ADP
bracis-28408	226	2	:	:	PUNCT
bracis-28408	226	3	cerri	cerri	PROPN
bracis-28408	226	4	,	,	PUNCT
bracis-28408	226	5	r.	r.	PROPN
bracis-28408	226	6	,	,	PUNCT
bracis-28408	226	7	prati	prati	PROPN
bracis-28408	226	8	,	,	PUNCT
bracis-28408	226	9	r.c	r.c	PROPN
bracis-28408	226	10	.	.	PROPN
bracis-28408	226	11	(	(	PUNCT
bracis-28408	226	12	eds	ed	NOUN
bracis-28408	226	13	.	.	PUNCT
bracis-28408	226	14	)	)	PUNCT
bracis-28408	226	15	bracis	bracis	PROPN
bracis-28408	226	16	2020	2020	NUM
bracis-28408	226	17	.	.	PUNCT
bracis-28408	227	1	lncs	lncs	PROPN
bracis-28408	227	2	(	(	PUNCT
bracis-28408	227	3	lnai	lnai	ADJ
bracis-28408	227	4	)	)	PUNCT
bracis-28408	227	5	,	,	PUNCT
bracis-28408	227	6	vol	vol	NOUN
bracis-28408	227	7	.	.	PUNCT
bracis-28408	227	8	12319	12319	NUM
bracis-28408	227	9	,	,	PUNCT
bracis-28408	227	10	pp	pp	ADP
bracis-28408	227	11	.	.	PUNCT
bracis-28408	228	1	403–417	403–417	NUM
bracis-28408	228	2	.	.	PUNCT
bracis-28408	228	3	springer	springer	NOUN
bracis-28408	228	4	,	,	PUNCT
bracis-28408	228	5	cham	cham	PROPN
bracis-28408	228	6	(	(	PUNCT
bracis-28408	228	7	2020	2020	NUM
bracis-28408	228	8	)	)	PUNCT
bracis-28408	228	9	.	.	PUNCT
bracis-28408	229	1	https://doi.org/10.1007/978-3-030-61377-8_28	https://doi.org/10.1007/978-3-030-61377-8_28	PROPN
bracis-28408	229	2	chapter	chapter	NOUN
bracis-28408	229	3	  	  	SPACE
bracis-28408	229	4	google	google	PROPN
bracis-28408	229	5	scholar	scholar	NOUN
bracis-28408	229	6	  	  	SPACE
bracis-28408	229	7	sun	sun	NOUN
bracis-28408	229	8	,	,	PUNCT
bracis-28408	229	9	c.	c.	PROPN
bracis-28408	229	10	,	,	PUNCT
bracis-28408	229	11	qiu	qiu	PROPN
bracis-28408	229	12	,	,	PUNCT
bracis-28408	229	13	x.	x.	PROPN
bracis-28408	229	14	,	,	PUNCT
bracis-28408	229	15	xu	xu	PROPN
bracis-28408	229	16	,	,	PUNCT
bracis-28408	229	17	y.	y.	PROPN
bracis-28408	229	18	,	,	PUNCT
bracis-28408	229	19	huang	huang	PROPN
bracis-28408	229	20	,	,	PUNCT
bracis-28408	229	21	x.	x.	NOUN
bracis-28408	229	22	:	:	PUNCT
bracis-28408	229	23	how	how	SCONJ
bracis-28408	229	24	to	to	ADP
bracis-28408	229	25	fine	fine	ADJ
bracis-28408	229	26	-	-	PUNCT
bracis-28408	229	27	tune	tune	NOUN
bracis-28408	229	28	bert	bert	NOUN
bracis-28408	229	29	for	for	ADP
bracis-28408	229	30	text	text	NOUN
bracis-28408	229	31	classification	classification	NOUN
bracis-28408	229	32	?	?	PUNCT
bracis-28408	230	1	in	in	ADP
bracis-28408	230	2	:	:	PUNCT
bracis-28408	230	3	sun	sun	NOUN
bracis-28408	230	4	,	,	PUNCT
bracis-28408	230	5	m.	m.	NOUN
bracis-28408	230	6	,	,	PUNCT
bracis-28408	230	7	huang	huang	PROPN
bracis-28408	230	8	,	,	PUNCT
bracis-28408	230	9	x.	x.	PROPN
bracis-28408	230	10	,	,	PUNCT
bracis-28408	230	11	ji	ji	PROPN
bracis-28408	230	12	,	,	PUNCT
bracis-28408	230	13	h.	h.	PROPN
bracis-28408	230	14	,	,	PUNCT
bracis-28408	230	15	liu	liu	PROPN
bracis-28408	230	16	,	,	PUNCT
bracis-28408	230	17	z.	z.	PROPN
bracis-28408	230	18	,	,	PUNCT
bracis-28408	230	19	liu	liu	PROPN
bracis-28408	230	20	,	,	PUNCT
bracis-28408	230	21	y.	y.	PROPN
bracis-28408	230	22	(	(	PUNCT
bracis-28408	230	23	eds	eds	PROPN
bracis-28408	230	24	.	.	PUNCT
bracis-28408	230	25	)	)	PUNCT
bracis-28408	230	26	ccl	ccl	PROPN
bracis-28408	230	27	2019	2019	NUM
bracis-28408	230	28	.	.	PUNCT
bracis-28408	231	1	lncs	lncs	PROPN
bracis-28408	231	2	(	(	PUNCT
bracis-28408	231	3	lnai	lnai	ADJ
bracis-28408	231	4	)	)	PUNCT
bracis-28408	231	5	,	,	PUNCT
bracis-28408	231	6	vol	vol	NOUN
bracis-28408	231	7	.	.	PROPN
bracis-28408	231	8	11856	11856	NUM
bracis-28408	231	9	,	,	PUNCT
bracis-28408	231	10	pp	pp	ADJ
bracis-28408	231	11	.	.	PUNCT
bracis-28408	232	1	194–206	194–206	NUM
bracis-28408	232	2	.	.	PUNCT
bracis-28408	232	3	springer	springer	NOUN
bracis-28408	232	4	,	,	PUNCT
bracis-28408	232	5	cham	cham	PROPN
bracis-28408	232	6	(	(	PUNCT
bracis-28408	232	7	2019	2019	NUM
bracis-28408	232	8	)	)	PUNCT
bracis-28408	232	9	.	.	PUNCT
bracis-28408	233	1	https://doi.org/10.1007/978-3-030-32381-3_16	https://doi.org/10.1007/978-3-030-32381-3_16	NOUN
bracis-28408	233	2	chapter	chapter	NOUN
bracis-28408	233	3	  	  	SPACE
bracis-28408	233	4	google	google	PROPN
bracis-28408	233	5	scholar	scholar	NOUN
bracis-28408	233	6	  	  	SPACE
bracis-28408	233	7	tänzer	tänzer	NOUN
bracis-28408	233	8	,	,	PUNCT
bracis-28408	233	9	m.	m.	NOUN
bracis-28408	233	10	,	,	PUNCT
bracis-28408	233	11	ruder	ruder	PROPN
bracis-28408	233	12	,	,	PUNCT
bracis-28408	233	13	s.	s.	PROPN
bracis-28408	233	14	,	,	PUNCT
bracis-28408	233	15	rei	rei	PROPN
bracis-28408	233	16	,	,	PUNCT
bracis-28408	233	17	m.	m.	NOUN
bracis-28408	233	18	:	:	PUNCT
bracis-28408	233	19	memorisation	memorisation	NOUN
bracis-28408	233	20	versus	versus	ADP
bracis-28408	233	21	generalisation	generalisation	NOUN
bracis-28408	233	22	in	in	ADP
bracis-28408	233	23	pre	pre	ADJ
bracis-28408	233	24	-	-	ADJ
bracis-28408	233	25	trained	train	VERB
bracis-28408	233	26	language	language	NOUN
bracis-28408	233	27	models	model	NOUN
bracis-28408	233	28	.	.	PUNCT
bracis-28408	234	1	in	in	ADP
bracis-28408	234	2	:	:	PUNCT
bracis-28408	234	3	proceedings	proceeding	NOUN
bracis-28408	234	4	of	of	ADP
bracis-28408	234	5	the	the	DET
bracis-28408	234	6	60th	60th	ADJ
bracis-28408	234	7	annual	annual	ADJ
bracis-28408	234	8	meeting	meeting	NOUN
bracis-28408	234	9	of	of	ADP
bracis-28408	234	10	the	the	DET
bracis-28408	234	11	association	association	NOUN
bracis-28408	234	12	for	for	ADP
bracis-28408	234	13	computational	computational	ADJ
bracis-28408	234	14	linguistics	linguistic	NOUN
bracis-28408	234	15	(	(	PUNCT
bracis-28408	234	16	volume	volume	NOUN
bracis-28408	234	17	1	1	NUM
bracis-28408	234	18	:	:	PUNCT
bracis-28408	234	19	long	long	ADJ
bracis-28408	234	20	papers	paper	NOUN
bracis-28408	234	21	)	)	PUNCT
bracis-28408	234	22	,	,	PUNCT
bracis-28408	234	23	pp	pp	ADJ
bracis-28408	234	24	.	.	PUNCT
bracis-28408	235	1	7564–7578	7564–7578	NUM
bracis-28408	235	2	.	.	PUNCT
bracis-28408	236	1	association	association	NOUN
bracis-28408	236	2	for	for	ADP
bracis-28408	236	3	computational	computational	ADJ
bracis-28408	236	4	linguistics	linguistic	NOUN
bracis-28408	236	5	,	,	PUNCT
bracis-28408	236	6	dublin	dublin	PROPN
bracis-28408	236	7	,	,	PUNCT
bracis-28408	236	8	ireland	ireland	PROPN
bracis-28408	236	9	(	(	PUNCT
bracis-28408	236	10	may	may	PROPN
bracis-28408	236	11	2022	2022	NUM
bracis-28408	236	12	)	)	PUNCT
bracis-28408	236	13	.	.	PUNCT
bracis-28408	237	1	https://doi.org/10.18653/v1/2022.acl-long.521	https://doi.org/10.18653/v1/2022.acl-long.521	NOUN
bracis-28408	237	2	vaswani	vaswani	PROPN
bracis-28408	237	3	,	,	PUNCT
bracis-28408	237	4	a.	a.	NOUN
bracis-28408	237	5	,	,	PUNCT
bracis-28408	237	6	shazeer	shazeer	NOUN
bracis-28408	237	7	,	,	PUNCT
bracis-28408	237	8	n.	n.	NOUN
bracis-28408	237	9	,	,	PUNCT
bracis-28408	237	10	parmar	parmar	PROPN
bracis-28408	237	11	,	,	PUNCT
bracis-28408	237	12	n.	n.	NOUN
bracis-28408	237	13	,	,	PUNCT
bracis-28408	237	14	uszkoreit	uszkoreit	PROPN
bracis-28408	237	15	,	,	PUNCT
bracis-28408	237	16	j.	j.	PROPN
bracis-28408	237	17	,	,	PUNCT
bracis-28408	237	18	jones	jones	PROPN
bracis-28408	237	19	,	,	PUNCT
bracis-28408	237	20	l.	l.	PROPN
bracis-28408	237	21	,	,	PUNCT
bracis-28408	237	22	gomez	gomez	PROPN
bracis-28408	237	23	,	,	PUNCT
bracis-28408	237	24	a.n	a.n	PROPN
bracis-28408	237	25	.	.	PROPN
bracis-28408	237	26	,	,	PUNCT
bracis-28408	237	27	kaiser	kaiser	PROPN
bracis-28408	237	28	,	,	PUNCT
bracis-28408	237	29	l.u	l.u	PROPN
bracis-28408	237	30	.	.	PROPN
bracis-28408	237	31	,	,	PUNCT
bracis-28408	237	32	polosukhin	polosukhin	PROPN
bracis-28408	237	33	,	,	PUNCT
bracis-28408	237	34	i.	i.	NOUN
bracis-28408	237	35	:	:	PUNCT
bracis-28408	237	36	attention	attention	NOUN
bracis-28408	237	37	is	be	AUX
bracis-28408	237	38	all	all	PRON
bracis-28408	237	39	you	you	PRON
bracis-28408	237	40	need	need	VERB
bracis-28408	237	41	.	.	PUNCT
bracis-28408	238	1	in	in	ADP
bracis-28408	238	2	:	:	PUNCT
bracis-28408	238	3	guyon	guyon	NOUN
bracis-28408	238	4	,	,	PUNCT
bracis-28408	238	5	i.	i.	PROPN
bracis-28408	238	6	,	,	PUNCT
bracis-28408	238	7	et	et	PROPN
bracis-28408	238	8	al	al	PROPN
bracis-28408	238	9	.	.	PUNCT
bracis-28408	238	10	(	(	PUNCT
bracis-28408	238	11	eds	ed	NOUN
bracis-28408	238	12	.	.	PUNCT
bracis-28408	238	13	)	)	PUNCT
bracis-28408	238	14	advances	advance	NOUN
bracis-28408	238	15	in	in	ADP
bracis-28408	238	16	neural	neural	ADJ
bracis-28408	238	17	information	information	NOUN
bracis-28408	238	18	processing	processing	NOUN
bracis-28408	238	19	systems	system	NOUN
bracis-28408	238	20	,	,	PUNCT
bracis-28408	238	21	vol	vol	NOUN
bracis-28408	238	22	.	.	PUNCT
bracis-28408	238	23	 	 	SPACE
bracis-28408	238	24	30	30	NUM
bracis-28408	238	25	.	.	PUNCT
bracis-28408	239	1	curran	curran	PROPN
bracis-28408	239	2	associates	associates	PROPN
bracis-28408	239	3	,	,	PUNCT
bracis-28408	239	4	inc	inc	PROPN
bracis-28408	239	5	.	.	PROPN
bracis-28408	239	6	(	(	PUNCT
bracis-28408	239	7	2017	2017	NUM
bracis-28408	239	8	)	)	PUNCT
bracis-28408	239	9	.	.	PUNCT
bracis-28408	240	1	https://proceedings.neurips.cc/paper_files/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-paper.pdf	https://proceedings.neurips.cc/paper_files/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-paper.pdf	PROPN
bracis-28408	240	2	wagner	wagner	PROPN
bracis-28408	240	3	 	 	SPACE
bracis-28408	240	4	filho	filho	PROPN
bracis-28408	240	5	,	,	PUNCT
bracis-28408	240	6	j.a	j.a	PROPN
bracis-28408	240	7	.	.	PROPN
bracis-28408	240	8	,	,	PUNCT
bracis-28408	240	9	wilkens	wilkens	PROPN
bracis-28408	240	10	,	,	PUNCT
bracis-28408	240	11	r.	r.	PROPN
bracis-28408	240	12	,	,	PUNCT
bracis-28408	240	13	idiart	idiart	NOUN
bracis-28408	240	14	,	,	PUNCT
bracis-28408	240	15	m.	m.	NOUN
bracis-28408	240	16	,	,	PUNCT
bracis-28408	240	17	villavicencio	villavicencio	NOUN
bracis-28408	240	18	,	,	PUNCT
bracis-28408	240	19	a.	a.	NOUN
bracis-28408	240	20	:	:	PUNCT
bracis-28408	240	21	the	the	DET
bracis-28408	240	22	brwac	brwac	PROPN
bracis-28408	240	23	corpus	corpus	PROPN
bracis-28408	240	24	:	:	PUNCT
bracis-28408	240	25	a	a	DET
bracis-28408	240	26	new	new	ADJ
bracis-28408	240	27	open	open	ADJ
bracis-28408	240	28	resource	resource	NOUN
bracis-28408	240	29	for	for	ADP
bracis-28408	240	30	brazilian	brazilian	ADJ
bracis-28408	240	31	portuguese	portuguese	NOUN
bracis-28408	240	32	.	.	PUNCT
bracis-28408	241	1	in	in	ADP
bracis-28408	241	2	:	:	PUNCT
bracis-28408	241	3	proceedings	proceeding	NOUN
bracis-28408	241	4	of	of	ADP
bracis-28408	241	5	the	the	DET
bracis-28408	241	6	eleventh	eleventh	ADJ
bracis-28408	241	7	international	international	ADJ
bracis-28408	241	8	conference	conference	NOUN
bracis-28408	241	9	on	on	ADP
bracis-28408	241	10	language	language	NOUN
bracis-28408	241	11	resources	resource	NOUN
bracis-28408	241	12	and	and	CCONJ
bracis-28408	241	13	evaluation	evaluation	NOUN
bracis-28408	241	14	(	(	PUNCT
bracis-28408	241	15	lrec	lrec	PROPN
bracis-28408	241	16	2018	2018	NUM
bracis-28408	241	17	)	)	PUNCT
bracis-28408	241	18	.	.	PUNCT
bracis-28408	242	1	european	european	ADJ
bracis-28408	242	2	language	language	PROPN
bracis-28408	242	3	resources	resource	NOUN
bracis-28408	242	4	association	association	NOUN
bracis-28408	242	5	(	(	PUNCT
bracis-28408	242	6	elra	elra	ADV
bracis-28408	242	7	)	)	PUNCT
bracis-28408	242	8	,	,	PUNCT
bracis-28408	242	9	miyazaki	miyazaki	PROPN
bracis-28408	242	10	,	,	PUNCT
bracis-28408	242	11	japan	japan	PROPN
bracis-28408	242	12	(	(	PUNCT
bracis-28408	242	13	may	may	PROPN
bracis-28408	242	14	2018	2018	NUM
bracis-28408	242	15	)	)	PUNCT
bracis-28408	242	16	.	.	PUNCT
bracis-28408	243	1	https://aclanthology.org/l18-1686	https://aclanthology.org/l18-1686	PROPN
bracis-28408	243	2	wortsman	wortsman	NOUN
bracis-28408	243	3	,	,	PUNCT
bracis-28408	243	4	m.	m.	NOUN
bracis-28408	243	5	,	,	PUNCT
bracis-28408	243	6	et	et	PROPN
bracis-28408	243	7	al	al	PROPN
bracis-28408	243	8	.	.	PUNCT
bracis-28408	243	9	:	:	PUNCT
bracis-28408	244	1	model	model	NOUN
bracis-28408	244	2	soups	soup	NOUN
bracis-28408	244	3	:	:	PUNCT
bracis-28408	244	4	averaging	average	VERB
bracis-28408	244	5	weights	weight	NOUN
bracis-28408	244	6	of	of	ADP
bracis-28408	244	7	multiple	multiple	ADJ
bracis-28408	244	8	fine	fine	ADV
bracis-28408	244	9	-	-	PUNCT
bracis-28408	244	10	tuned	tune	VERB
bracis-28408	244	11	models	model	NOUN
bracis-28408	244	12	improves	improve	VERB
bracis-28408	244	13	accuracy	accuracy	NOUN
bracis-28408	244	14	without	without	ADP
bracis-28408	244	15	increasing	increase	VERB
bracis-28408	244	16	inference	inference	NOUN
bracis-28408	244	17	time	time	NOUN
bracis-28408	244	18	.	.	PUNCT
bracis-28408	245	1	corr	corr	PROPN
bracis-28408	245	2	abs/2203.05482	abs/2203.05482	PROPN
bracis-28408	245	3	(	(	PUNCT
bracis-28408	245	4	2022	2022	NUM
bracis-28408	245	5	)	)	PUNCT
bracis-28408	245	6	google	google	NOUN
bracis-28408	245	7	scholar	scholar	NOUN
bracis-28408	245	8	  	  	SPACE
bracis-28408	245	9	download	download	NOUN
bracis-28408	245	10	references	reference	NOUN
bracis-28408	245	11	author	author	NOUN
bracis-28408	245	12	information	information	NOUN
bracis-28408	245	13	authors	author	NOUN
bracis-28408	245	14	and	and	CCONJ
bracis-28408	245	15	affiliations	affiliation	NOUN
bracis-28408	245	16	informatics	informatics	PROPN
bracis-28408	245	17	center	center	PROPN
bracis-28408	245	18	federal	federal	PROPN
bracis-28408	245	19	university	university	PROPN
bracis-28408	245	20	of	of	ADP
bracis-28408	245	21	pernambuco	pernambuco	PROPN
bracis-28408	245	22	(	(	PUNCT
bracis-28408	245	23	ufpe	ufpe	PROPN
bracis-28408	245	24	)	)	PUNCT
bracis-28408	245	25	,	,	PUNCT
bracis-28408	245	26	recife	recife	PROPN
bracis-28408	245	27	,	,	PUNCT
bracis-28408	245	28	brazil	brazil	PROPN
bracis-28408	245	29	monique	monique	PROPN
bracis-28408	245	30	monteiro	monteiro	PROPN
bracis-28408	245	31	 	 	SPACE
bracis-28408	245	32	&	&	CCONJ
bracis-28408	245	33	 	 	SPACE
bracis-28408	245	34	cleber	cleber	PROPN
bracis-28408	245	35	zanchettin	zanchettin	PROPN
bracis-28408	245	36	authors	authors	PROPN
bracis-28408	245	37	monique	monique	PROPN
bracis-28408	245	38	monteiroview	monteiroview	PROPN
bracis-28408	245	39	author	author	NOUN
bracis-28408	245	40	publications	publication	NOUN
bracis-28408	245	41	search	search	NOUN
bracis-28408	245	42	author	author	NOUN
bracis-28408	245	43	on	on	ADP
bracis-28408	245	44	:	:	PUNCT
bracis-28408	245	45	pubmed	pubmed	PROPN
bracis-28408	245	46	 	 	SPACE
bracis-28408	245	47	google	google	PROPN
bracis-28408	245	48	scholar	scholar	NOUN
bracis-28408	245	49	cleber	cleber	ADJ
bracis-28408	245	50	zanchettinview	zanchettinview	NOUN
bracis-28408	245	51	author	author	NOUN
bracis-28408	245	52	publications	publication	NOUN
bracis-28408	245	53	search	search	NOUN
bracis-28408	245	54	author	author	NOUN
bracis-28408	245	55	on	on	ADP
bracis-28408	245	56	:	:	PUNCT
bracis-28408	245	57	pubmed	pubmed	PROPN
bracis-28408	245	58	 	 	SPACE
bracis-28408	245	59	google	google	PROPN
bracis-28408	245	60	scholar	scholar	NOUN
bracis-28408	245	61	corresponding	correspond	VERB
bracis-28408	245	62	author	author	NOUN
bracis-28408	245	63	correspondence	correspondence	NOUN
bracis-28408	245	64	to	to	ADP
bracis-28408	245	65	monique	monique	PROPN
bracis-28408	245	66	monteiro	monteiro	PROPN
bracis-28408	245	67	.	.	PUNCT
bracis-28408	246	1	editor	editor	NOUN
bracis-28408	246	2	information	information	NOUN
bracis-28408	246	3	editors	editor	NOUN
bracis-28408	246	4	and	and	CCONJ
bracis-28408	246	5	affiliations	affiliation	NOUN
bracis-28408	246	6	federal	federal	PROPN
bracis-28408	246	7	university	university	PROPN
bracis-28408	246	8	of	of	ADP
bracis-28408	246	9	são	são	PROPN
bracis-28408	246	10	carlos	carlos	PROPN
bracis-28408	246	11	,	,	PUNCT
bracis-28408	246	12	são	são	PROPN
bracis-28408	246	13	carlos	carlos	PROPN
bracis-28408	246	14	,	,	PUNCT
bracis-28408	246	15	brazil	brazil	PROPN
bracis-28408	246	16	murilo	murilo	PROPN
bracis-28408	246	17	c.	c.	PROPN
bracis-28408	246	18	naldi	naldi	PROPN
bracis-28408	246	19	centro	centro	PROPN
bracis-28408	246	20	universitario	universitario	PROPN
bracis-28408	246	21	da	da	PROPN
bracis-28408	246	22	fei	fei	PROPN
bracis-28408	246	23	,	,	PUNCT
bracis-28408	246	24	são	são	PROPN
bracis-28408	246	25	bernardo	bernardo	PROPN
bracis-28408	246	26	do	do	AUX
bracis-28408	246	27	campo	campo	PROPN
bracis-28408	246	28	,	,	PUNCT
bracis-28408	246	29	brazil	brazil	PROPN
bracis-28408	246	30	reinaldo	reinaldo	PROPN
bracis-28408	246	31	a.	a.	PROPN
bracis-28408	246	32	c.	c.	PROPN
bracis-28408	246	33	bianchi	bianchi	PROPN
bracis-28408	246	34	rights	right	NOUN
bracis-28408	246	35	and	and	CCONJ
bracis-28408	246	36	permissions	permission	NOUN
bracis-28408	246	37	reprints	reprint	NOUN
bracis-28408	246	38	and	and	CCONJ
bracis-28408	246	39	permissions	permission	VERB
bracis-28408	246	40	copyright	copyright	NOUN
bracis-28408	246	41	information	information	NOUN
bracis-28408	246	42	©	©	ADP
bracis-28408	246	43	2023	2023	NUM
bracis-28408	246	44	the	the	DET
bracis-28408	246	45	author(s	author(s	NOUN
bracis-28408	246	46	)	)	PUNCT
bracis-28408	246	47	,	,	PUNCT
bracis-28408	246	48	under	under	ADP
bracis-28408	246	49	exclusive	exclusive	ADJ
bracis-28408	246	50	license	license	NOUN
bracis-28408	246	51	to	to	ADP
bracis-28408	246	52	springer	springer	NOUN
bracis-28408	246	53	nature	nature	PROPN
bracis-28408	246	54	switzerland	switzerland	PROPN
bracis-28408	246	55	ag	ag	PROPN
bracis-28408	246	56	about	about	ADP
bracis-28408	246	57	this	this	DET
bracis-28408	246	58	paper	paper	NOUN
bracis-28408	246	59	cite	cite	VERB
bracis-28408	246	60	this	this	DET
bracis-28408	246	61	paper	paper	NOUN
bracis-28408	246	62	monteiro	monteiro	PROPN
bracis-28408	246	63	,	,	PUNCT
bracis-28408	246	64	m.	m.	NOUN
bracis-28408	246	65	,	,	PUNCT
bracis-28408	246	66	zanchettin	zanchettin	ADV
bracis-28408	246	67	,	,	PUNCT
bracis-28408	246	68	c.	c.	PROPN
bracis-28408	246	69	(	(	PUNCT
bracis-28408	246	70	2023	2023	NUM
bracis-28408	246	71	)	)	PUNCT
bracis-28408	246	72	.	.	PUNCT
bracis-28408	247	1	optimization	optimization	NOUN
bracis-28408	247	2	strategies	strategy	NOUN
bracis-28408	247	3	for	for	ADP
bracis-28408	247	4	 	 	SPACE
bracis-28408	247	5	bert	bert	NOUN
bracis-28408	247	6	-	-	PUNCT
bracis-28408	247	7	based	base	VERB
bracis-28408	247	8	named	name	VERB
bracis-28408	247	9	entity	entity	NOUN
bracis-28408	247	10	recognition	recognition	NOUN
bracis-28408	247	11	.	.	PUNCT
bracis-28408	248	1	in	in	ADP
bracis-28408	248	2	:	:	PUNCT
bracis-28408	248	3	naldi	naldi	PROPN
bracis-28408	248	4	,	,	PUNCT
bracis-28408	248	5	m.c	m.c	PROPN
bracis-28408	248	6	.	.	PROPN
bracis-28408	248	7	,	,	PUNCT
bracis-28408	248	8	bianchi	bianchi	PROPN
bracis-28408	248	9	,	,	PUNCT
bracis-28408	248	10	r.a.c	r.a.c	ADP
bracis-28408	248	11	.	.	PUNCT
bracis-28408	248	12	(	(	PUNCT
bracis-28408	248	13	eds	ed	NOUN
bracis-28408	248	14	)	)	PUNCT
bracis-28408	248	15	intelligent	intelligent	ADJ
bracis-28408	248	16	systems	system	NOUN
bracis-28408	248	17	.	.	PUNCT
bracis-28408	249	1	bracis	bracis	PROPN
bracis-28408	249	2	2023	2023	NUM
bracis-28408	249	3	.	.	PUNCT
bracis-28408	250	1	lecture	lecture	NOUN
bracis-28408	250	2	notes	note	NOUN
bracis-28408	250	3	in	in	ADP
bracis-28408	250	4	computer	computer	NOUN
bracis-28408	250	5	science	science	NOUN
bracis-28408	250	6	(	(	PUNCT
bracis-28408	250	7	)	)	PUNCT
bracis-28408	250	8	,	,	PUNCT
bracis-28408	250	9	vol	vol	NOUN
bracis-28408	250	10	14197	14197	NUM
bracis-28408	250	11	.	.	PUNCT
bracis-28408	251	1	springer	springer	NOUN
bracis-28408	251	2	,	,	PUNCT
bracis-28408	251	3	cham	cham	PROPN
bracis-28408	251	4	.	.	PUNCT
bracis-28408	252	1	https://doi.org/10.1007/978-3-031-45392-2_6	https://doi.org/10.1007/978-3-031-45392-2_6	PROPN
bracis-28408	252	2	download	download	PROPN
bracis-28408	252	3	citation	citation	PROPN
bracis-28408	252	4	.ris	.ris	PUNCT
bracis-28408	252	5	.enw	.enw	PROPN
bracis-28408	252	6	.bib	.bib	PUNCT
bracis-28408	253	1	doi	doi	PROPN
bracis-28408	253	2	:	:	PUNCT
bracis-28408	253	3	https://doi.org/10.1007/978-3-031-45392-2_6	https://doi.org/10.1007/978-3-031-45392-2_6	PROPN
bracis-28408	253	4	published	publish	VERB
bracis-28408	253	5	:	:	PUNCT
bracis-28408	253	6	12	12	NUM
bracis-28408	253	7	october	october	PROPN
bracis-28408	253	8	2023	2023	NUM
bracis-28408	253	9	publisher	publisher	NOUN
bracis-28408	253	10	name	name	NOUN
bracis-28408	253	11	:	:	PUNCT
bracis-28408	253	12	springer	springer	NOUN
bracis-28408	253	13	,	,	PUNCT
bracis-28408	253	14	cham	cham	PROPN
bracis-28408	253	15	print	print	PROPN
bracis-28408	253	16	isbn	isbn	PROPN
bracis-28408	253	17	:	:	PUNCT
bracis-28408	253	18	978	978	NUM
bracis-28408	253	19	-	-	SYM
bracis-28408	253	20	3	3	NUM
bracis-28408	253	21	-	-	PUNCT
bracis-28408	253	22	031	031	NUM
bracis-28408	253	23	-	-	PUNCT
bracis-28408	253	24	45391	45391	NUM
bracis-28408	253	25	-	-	SYM
bracis-28408	253	26	5	5	NUM
bracis-28408	253	27	online	online	ADJ
bracis-28408	253	28	isbn	isbn	NOUN
bracis-28408	253	29	:	:	PUNCT
bracis-28408	253	30	978	978	NUM
bracis-28408	253	31	-	-	SYM
bracis-28408	253	32	3	3	NUM
bracis-28408	253	33	-	-	PUNCT
bracis-28408	253	34	031	031	NUM
bracis-28408	253	35	-	-	PUNCT
bracis-28408	253	36	45392	45392	NUM
bracis-28408	253	37	-	-	SYM
bracis-28408	253	38	2	2	NUM
bracis-28408	253	39	ebook	ebook	NOUN
bracis-28408	253	40	packages	package	NOUN
bracis-28408	253	41	:	:	PUNCT
bracis-28408	253	42	computer	computer	NOUN
bracis-28408	253	43	sciencecomputer	sciencecomputer	NOUN
bracis-28408	253	44	science	science	NOUN
bracis-28408	253	45	(	(	PUNCT
bracis-28408	253	46	r0	r0	NOUN
bracis-28408	253	47	)	)	PUNCT
bracis-28408	253	48	share	share	VERB
bracis-28408	253	49	this	this	DET
bracis-28408	253	50	paper	paper	NOUN
bracis-28408	253	51	anyone	anyone	PRON
bracis-28408	253	52	you	you	PRON
bracis-28408	253	53	share	share	VERB
bracis-28408	253	54	the	the	DET
bracis-28408	253	55	following	follow	VERB
bracis-28408	253	56	link	link	NOUN
bracis-28408	253	57	with	with	ADP
bracis-28408	253	58	will	will	AUX
bracis-28408	253	59	be	be	AUX
bracis-28408	253	60	able	able	ADJ
bracis-28408	253	61	to	to	PART
bracis-28408	253	62	read	read	VERB
bracis-28408	253	63	this	this	DET
bracis-28408	253	64	content	content	NOUN
bracis-28408	253	65	:	:	PUNCT
bracis-28408	253	66	get	get	VERB
bracis-28408	253	67	shareable	shareable	ADJ
bracis-28408	253	68	linksorry	linksorry	NOUN
bracis-28408	253	69	,	,	PUNCT
bracis-28408	253	70	a	a	DET
bracis-28408	253	71	shareable	shareable	ADJ
bracis-28408	253	72	link	link	NOUN
bracis-28408	253	73	is	be	AUX
bracis-28408	253	74	not	not	PART
bracis-28408	253	75	currently	currently	ADV
bracis-28408	253	76	available	available	ADJ
bracis-28408	253	77	for	for	ADP
bracis-28408	253	78	this	this	DET
bracis-28408	253	79	article	article	NOUN
bracis-28408	253	80	.	.	PUNCT
bracis-28408	254	1	copy	copy	VERB
bracis-28408	254	2	shareable	shareable	ADJ
bracis-28408	254	3	link	link	NOUN
bracis-28408	254	4	to	to	PART
bracis-28408	254	5	clipboard	clipboard	NOUN
bracis-28408	254	6	provided	provide	VERB
bracis-28408	254	7	by	by	ADP
bracis-28408	254	8	the	the	DET
bracis-28408	254	9	springer	springer	NOUN
bracis-28408	254	10	nature	nature	PROPN
bracis-28408	254	11	sharedit	sharedit	PROPN
bracis-28408	254	12	content	content	NOUN
bracis-28408	254	13	-	-	PUNCT
bracis-28408	254	14	sharing	share	VERB
bracis-28408	254	15	initiative	initiative	NOUN
bracis-28408	254	16	keywords	keyword	NOUN
bracis-28408	254	17	ner	ner	NOUN
bracis-28408	254	18	bert	bert	PROPN
bracis-28408	254	19	transfer	transfer	NOUN
bracis-28408	254	20	learning	learn	VERB
bracis-28408	254	21	model	model	NOUN
bracis-28408	254	22	soups	soup	NOUN
bracis-28408	254	23	publish	publish	VERB
bracis-28408	254	24	with	with	ADP
bracis-28408	254	25	us	us	PROPN
bracis-28408	254	26	policies	policy	NOUN
bracis-28408	254	27	and	and	CCONJ
bracis-28408	254	28	ethics	ethic	NOUN
bracis-28408	254	29	search	search	NOUN
bracis-28408	254	30	search	search	NOUN
bracis-28408	254	31	by	by	ADP
bracis-28408	254	32	keyword	keyword	NOUN
bracis-28408	254	33	or	or	CCONJ
bracis-28408	254	34	author	author	NOUN
bracis-28408	254	35	search	search	NOUN
bracis-28408	254	36	navigation	navigation	NOUN
bracis-28408	254	37	find	find	VERB
bracis-28408	254	38	a	a	DET
bracis-28408	254	39	journal	journal	NOUN
bracis-28408	254	40	publish	publish	VERB
bracis-28408	254	41	with	with	ADP
bracis-28408	254	42	us	we	PRON
bracis-28408	254	43	track	track	VERB
bracis-28408	254	44	your	your	PRON
bracis-28408	254	45	research	research	NOUN
bracis-28408	254	46	discover	discover	VERB
bracis-28408	254	47	content	content	NOUN
bracis-28408	254	48	journals	journal	NOUN
bracis-28408	254	49	a	a	DET
bracis-28408	254	50	-	-	PUNCT
bracis-28408	254	51	z	z	NOUN
bracis-28408	254	52	books	book	NOUN
bracis-28408	254	53	a	a	DET
bracis-28408	254	54	-	-	PUNCT
bracis-28408	254	55	z	z	NOUN
bracis-28408	254	56	publish	publish	NOUN
bracis-28408	254	57	with	with	ADP
bracis-28408	254	58	us	us	PROPN
bracis-28408	254	59	journal	journal	PROPN
bracis-28408	254	60	finder	finder	PROPN
bracis-28408	254	61	publish	publish	VERB
bracis-28408	254	62	your	your	PRON
bracis-28408	254	63	research	research	NOUN
bracis-28408	254	64	language	language	NOUN
bracis-28408	254	65	editing	edit	VERB
bracis-28408	254	66	open	open	ADJ
bracis-28408	254	67	access	access	NOUN
bracis-28408	254	68	publishing	publishing	NOUN
bracis-28408	254	69	products	product	NOUN
bracis-28408	254	70	and	and	CCONJ
bracis-28408	254	71	services	service	NOUN
bracis-28408	254	72	our	our	PRON
bracis-28408	254	73	products	product	NOUN
bracis-28408	254	74	librarians	librarian	VERB
bracis-28408	254	75	societies	society	NOUN
bracis-28408	254	76	partners	partner	NOUN
bracis-28408	254	77	and	and	CCONJ
bracis-28408	254	78	advertisers	advertiser	NOUN
bracis-28408	254	79	our	our	PRON
bracis-28408	254	80	brands	brand	NOUN
bracis-28408	254	81	springer	springer	NOUN
bracis-28408	254	82	nature	nature	PROPN
bracis-28408	254	83	portfolio	portfolio	PROPN
bracis-28408	254	84	bmc	bmc	PROPN
bracis-28408	254	85	palgrave	palgrave	PROPN
bracis-28408	254	86	macmillan	macmillan	PROPN
bracis-28408	254	87	apress	apress	PROPN
bracis-28408	254	88	discover	discover	VERB
bracis-28408	254	89	your	your	PRON
bracis-28408	254	90	privacy	privacy	NOUN
bracis-28408	254	91	choices	choice	NOUN
bracis-28408	254	92	/	/	SYM
bracis-28408	254	93	manage	manage	NOUN
bracis-28408	254	94	cookies	cookie	NOUN
bracis-28408	254	95	your	your	PRON
bracis-28408	254	96	us	us	PROPN
bracis-28408	255	1	state	state	NOUN
bracis-28408	255	2	privacy	privacy	NOUN
bracis-28408	255	3	rights	right	NOUN
bracis-28408	255	4	accessibility	accessibility	NOUN
bracis-28408	255	5	statement	statement	NOUN
bracis-28408	255	6	terms	term	NOUN
bracis-28408	255	7	and	and	CCONJ
bracis-28408	255	8	conditions	condition	NOUN
bracis-28408	255	9	privacy	privacy	NOUN
bracis-28408	255	10	policy	policy	NOUN
bracis-28408	255	11	help	help	NOUN
bracis-28408	255	12	and	and	CCONJ
bracis-28408	255	13	support	support	VERB
bracis-28408	255	14	legal	legal	ADJ
bracis-28408	255	15	notice	notice	NOUN
bracis-28408	255	16	cancel	cancel	VERB
bracis-28408	255	17	contracts	contract	NOUN
bracis-28408	255	18	here	here	ADV
bracis-28408	255	19	129.74.145.123	129.74.145.123	NUM
bracis-28408	255	20	hesburgh	hesburgh	PROPN
bracis-28408	255	21	library	library	PROPN
bracis-28408	255	22	er	er	INTJ
bracis-28408	255	23	unit	unit	NOUN
bracis-28408	255	24	(	(	PUNCT
bracis-28408	255	25	3005732405	3005732405	NUM
bracis-28408	255	26	)	)	PUNCT
bracis-28408	255	27	northeast	northeast	ADJ
bracis-28408	255	28	research	research	NOUN
bracis-28408	255	29	libraries	library	NOUN
bracis-28408	255	30	(	(	PUNCT
bracis-28408	255	31	nerl	nerl	PROPN
bracis-28408	255	32	)	)	PUNCT
bracis-28408	255	33	(	(	PUNCT
bracis-28408	255	34	8200828607	8200828607	NUM
bracis-28408	255	35	)	)	PUNCT
bracis-28408	255	36	nerl	nerl	VERB
bracis-28408	255	37	ta	ta	X
bracis-28408	255	38	account	account	NOUN
bracis-28408	255	39	(	(	PUNCT
bracis-28408	255	40	3006206169	3006206169	NUM
bracis-28408	255	41	)	)	PUNCT
bracis-28408	255	42	university	university	NOUN
bracis-28408	255	43	of	of	ADP
bracis-28408	255	44	notre	notre	PROPN
bracis-28408	255	45	dame	dame	PROPN
bracis-28408	255	46	hesburgh	hesburgh	PROPN
bracis-28408	255	47	library	library	NOUN
bracis-28408	255	48	(	(	PUNCT
bracis-28408	255	49	3000184373	3000184373	NUM
bracis-28408	255	50	)	)	PUNCT
bracis-28408	256	1	©	©	ADP
bracis-28408	256	2	2025	2025	NUM
bracis-28408	256	3	springer	springer	NOUN
bracis-28408	256	4	nature	nature	NOUN