id	sid	tid	token	lemma	pos
bracis-28366	1	1	bluex	bluex	NOUN
bracis-28366	1	2	:	:	PUNCT
bracis-28366	1	3	a	a	DET
bracis-28366	1	4	benchmark	benchmark	NOUN
bracis-28366	1	5	based	base	VERB
bracis-28366	1	6	on	on	ADP
bracis-28366	1	7	 	 	SPACE
bracis-28366	1	8	brazilian	brazilian	NOUN
bracis-28366	1	9	leading	lead	VERB
bracis-28366	1	10	universities	university	NOUN
bracis-28366	1	11	entrance	entrance	NOUN
bracis-28366	1	12	exams	exam	NOUN
bracis-28366	1	13	|	|	ADV
bracis-28366	1	14	springer	springer	NOUN
bracis-28366	1	15	nature	nature	PROPN
bracis-28366	1	16	link	link	PROPN
bracis-28366	1	17	(	(	PUNCT
bracis-28366	1	18	formerly	formerly	ADV
bracis-28366	1	19	springerlink	springerlink	NOUN
bracis-28366	1	20	)	)	PUNCT
bracis-28366	1	21	skip	skip	VERB
bracis-28366	1	22	to	to	ADP
bracis-28366	1	23	main	main	ADJ
bracis-28366	1	24	content	content	NOUN
bracis-28366	1	25	advertisement	advertisement	NOUN
bracis-28366	1	26	log	log	NOUN
bracis-28366	1	27	in	in	ADP
bracis-28366	1	28	menu	menu	NOUN
bracis-28366	1	29	find	find	VERB
bracis-28366	1	30	a	a	DET
bracis-28366	1	31	journal	journal	NOUN
bracis-28366	1	32	publish	publish	VERB
bracis-28366	1	33	with	with	ADP
bracis-28366	1	34	us	we	PRON
bracis-28366	1	35	track	track	VERB
bracis-28366	1	36	your	your	PRON
bracis-28366	1	37	research	research	NOUN
bracis-28366	1	38	search	search	NOUN
bracis-28366	1	39	cart	cart	NOUN
bracis-28366	1	40	home	home	NOUN
bracis-28366	1	41	intelligent	intelligent	ADJ
bracis-28366	1	42	systems	system	NOUN
bracis-28366	1	43	conference	conference	NOUN
bracis-28366	1	44	paper	paper	NOUN
bracis-28366	1	45	bluex	bluex	PROPN
bracis-28366	1	46	:	:	PUNCT
bracis-28366	1	47	a	a	DET
bracis-28366	1	48	benchmark	benchmark	NOUN
bracis-28366	1	49	based	base	VERB
bracis-28366	1	50	on	on	ADP
bracis-28366	1	51	 	 	SPACE
bracis-28366	1	52	brazilian	brazilian	NOUN
bracis-28366	1	53	leading	lead	VERB
bracis-28366	1	54	universities	university	NOUN
bracis-28366	1	55	entrance	entrance	NOUN
bracis-28366	1	56	exams	exam	NOUN
bracis-28366	1	57	conference	conference	NOUN
bracis-28366	1	58	paper	paper	NOUN
bracis-28366	1	59	first	first	ADV
bracis-28366	1	60	online	online	ADV
bracis-28366	1	61	:	:	PUNCT
bracis-28366	1	62	12	12	NUM
bracis-28366	1	63	october	october	NOUN
bracis-28366	1	64	2023	2023	NUM
bracis-28366	1	65	pp	pp	PROPN
bracis-28366	2	1	337–347	337–347	NUM
bracis-28366	2	2	cite	cite	VERB
bracis-28366	2	3	this	this	DET
bracis-28366	2	4	conference	conference	NOUN
bracis-28366	2	5	paper	paper	NOUN
bracis-28366	2	6	access	access	NOUN
bracis-28366	2	7	provided	provide	VERB
bracis-28366	2	8	by	by	ADP
bracis-28366	2	9	university	university	PROPN
bracis-28366	2	10	of	of	ADP
bracis-28366	2	11	notre	notre	PROPN
bracis-28366	2	12	dame	dame	PROPN
bracis-28366	2	13	hesburgh	hesburgh	PROPN
bracis-28366	2	14	library	library	PROPN
bracis-28366	2	15	download	download	PROPN
bracis-28366	2	16	book	book	NOUN
bracis-28366	2	17	pdf	pdf	PROPN
bracis-28366	2	18	download	download	NOUN
bracis-28366	2	19	book	book	NOUN
bracis-28366	2	20	epub	epub	PROPN
bracis-28366	2	21	intelligent	intelligent	ADJ
bracis-28366	2	22	systems	system	NOUN
bracis-28366	2	23	(	(	PUNCT
bracis-28366	2	24	bracis	bracis	NOUN
bracis-28366	2	25	2023	2023	NUM
bracis-28366	2	26	)	)	PUNCT
bracis-28366	2	27	bluex	bluex	PROPN
bracis-28366	2	28	:	:	PUNCT
bracis-28366	2	29	a	a	DET
bracis-28366	2	30	benchmark	benchmark	NOUN
bracis-28366	2	31	based	base	VERB
bracis-28366	2	32	on	on	ADP
bracis-28366	2	33	 	 	SPACE
bracis-28366	2	34	brazilian	brazilian	NOUN
bracis-28366	2	35	leading	lead	VERB
bracis-28366	2	36	universities	university	NOUN
bracis-28366	2	37	entrance	entrance	NOUN
bracis-28366	2	38	exams	exam	NOUN
bracis-28366	3	1	download	download	VERB
bracis-28366	3	2	book	book	NOUN
bracis-28366	3	3	pdf	pdf	PROPN
bracis-28366	3	4	download	download	NOUN
bracis-28366	3	5	book	book	PROPN
bracis-28366	3	6	epub	epub	PROPN
bracis-28366	3	7	thales	thales	PROPN
bracis-28366	3	8	sales	sales	PROPN
bracis-28366	3	9	almeida	almeida	PROPN
bracis-28366	3	10	  	  	SPACE
bracis-28366	3	11	orcid	orcid	PROPN
bracis-28366	3	12	:	:	PUNCT
bracis-28366	4	1	orcid.org/0009-0006-9568-93319,10	orcid.org/0009-0006-9568-93319,10	PROPN
bracis-28366	4	2	,	,	PUNCT
bracis-28366	4	3	thiago	thiago	PROPN
bracis-28366	4	4	laitz	laitz	PROPN
bracis-28366	4	5	  	  	SPACE
bracis-28366	4	6	orcid	orcid	NOUN
bracis-28366	4	7	:	:	PUNCT
bracis-28366	4	8	orcid.org/0000-0001-7205-20949,11	orcid.org/0000-0001-7205-20949,11	PROPN
bracis-28366	4	9	,	,	PUNCT
bracis-28366	4	10	giovana	giovana	PROPN
bracis-28366	4	11	k.	k.	PROPN
bracis-28366	4	12	bonás	bonás	PROPN
bracis-28366	4	13	  	  	SPACE
bracis-28366	4	14	orcid	orcid	NOUN
bracis-28366	4	15	:	:	PUNCT
bracis-28366	4	16	orcid.org/0009-0001-9460-83539	orcid.org/0009-0001-9460-83539	PROPN
bracis-28366	4	17	&	&	CCONJ
bracis-28366	4	18	…	…	PUNCT
bracis-28366	4	19	rodrigo	rodrigo	PROPN
bracis-28366	4	20	nogueira	nogueira	PROPN
bracis-28366	4	21	  	  	SPACE
bracis-28366	4	22	orcid	orcid	NOUN
bracis-28366	4	23	:	:	PUNCT
bracis-28366	4	24	orcid.org/0000-0002-2600-60359,10	orcid.org/0000-0002-2600-60359,10	PROPN
bracis-28366	4	25	  	  	SPACE
bracis-28366	4	26	show	show	VERB
bracis-28366	4	27	authors	author	NOUN
bracis-28366	4	28	part	part	NOUN
bracis-28366	4	29	of	of	ADP
bracis-28366	4	30	the	the	DET
bracis-28366	4	31	book	book	NOUN
bracis-28366	4	32	series	series	NOUN
bracis-28366	4	33	:	:	PUNCT
bracis-28366	4	34	lecture	lecture	NOUN
bracis-28366	4	35	notes	note	NOUN
bracis-28366	4	36	in	in	ADP
bracis-28366	4	37	computer	computer	NOUN
bracis-28366	4	38	science	science	NOUN
bracis-28366	4	39	(	(	PUNCT
bracis-28366	4	40	(	(	PUNCT
bracis-28366	4	41	lnai	lnai	ADJ
bracis-28366	4	42	,	,	PUNCT
bracis-28366	4	43	volume	volume	NOUN
bracis-28366	4	44	14195	14195	NUM
bracis-28366	4	45	)	)	PUNCT
bracis-28366	4	46	)	)	PUNCT
bracis-28366	4	47	included	include	VERB
bracis-28366	4	48	in	in	ADP
bracis-28366	4	49	the	the	DET
bracis-28366	4	50	following	follow	VERB
bracis-28366	4	51	conference	conference	NOUN
bracis-28366	4	52	series	series	NOUN
bracis-28366	4	53	:	:	PUNCT
bracis-28366	4	54	brazilian	brazilian	ADJ
bracis-28366	4	55	conference	conference	NOUN
bracis-28366	4	56	on	on	ADP
bracis-28366	4	57	intelligent	intelligent	ADJ
bracis-28366	4	58	systems	system	NOUN
bracis-28366	4	59	536	536	NUM
bracis-28366	4	60	accesses	access	NOUN
bracis-28366	4	61	13	13	NUM
bracis-28366	4	62	citations	citation	NOUN
bracis-28366	4	63	abstract	abstract	ADJ
bracis-28366	4	64	one	one	NUM
bracis-28366	4	65	common	common	ADJ
bracis-28366	4	66	trend	trend	NOUN
bracis-28366	4	67	in	in	ADP
bracis-28366	4	68	recent	recent	ADJ
bracis-28366	4	69	studies	study	NOUN
bracis-28366	4	70	of	of	ADP
bracis-28366	4	71	language	language	NOUN
bracis-28366	4	72	models	model	NOUN
bracis-28366	4	73	(	(	PUNCT
bracis-28366	4	74	lms	lm	NOUN
bracis-28366	4	75	)	)	PUNCT
bracis-28366	4	76	is	be	AUX
bracis-28366	4	77	the	the	DET
bracis-28366	4	78	use	use	NOUN
bracis-28366	4	79	of	of	ADP
bracis-28366	4	80	standardized	standardized	ADJ
bracis-28366	4	81	tests	test	NOUN
bracis-28366	4	82	for	for	ADP
bracis-28366	4	83	evaluation	evaluation	NOUN
bracis-28366	4	84	.	.	PUNCT
bracis-28366	5	1	however	however	ADV
bracis-28366	5	2	,	,	PUNCT
bracis-28366	5	3	despite	despite	SCONJ
bracis-28366	5	4	being	be	AUX
bracis-28366	5	5	the	the	DET
bracis-28366	5	6	fifth	fifth	ADJ
bracis-28366	5	7	most	most	ADV
bracis-28366	5	8	spoken	spoken	ADJ
bracis-28366	5	9	language	language	NOUN
bracis-28366	5	10	worldwide	worldwide	ADV
bracis-28366	5	11	,	,	PUNCT
bracis-28366	5	12	few	few	ADJ
bracis-28366	5	13	such	such	ADJ
bracis-28366	5	14	evaluations	evaluation	NOUN
bracis-28366	5	15	have	have	AUX
bracis-28366	5	16	been	be	AUX
bracis-28366	5	17	conducted	conduct	VERB
bracis-28366	5	18	in	in	ADP
bracis-28366	5	19	portuguese	portuguese	PROPN
bracis-28366	5	20	.	.	PUNCT
bracis-28366	6	1	this	this	PRON
bracis-28366	6	2	is	be	AUX
bracis-28366	6	3	mainly	mainly	ADV
bracis-28366	6	4	due	due	ADJ
bracis-28366	6	5	to	to	ADP
bracis-28366	6	6	the	the	DET
bracis-28366	6	7	lack	lack	NOUN
bracis-28366	6	8	of	of	ADP
bracis-28366	6	9	high	high	ADJ
bracis-28366	6	10	-	-	PUNCT
bracis-28366	6	11	quality	quality	NOUN
bracis-28366	6	12	datasets	dataset	NOUN
bracis-28366	6	13	available	available	ADJ
bracis-28366	6	14	to	to	ADP
bracis-28366	6	15	the	the	DET
bracis-28366	6	16	community	community	NOUN
bracis-28366	6	17	for	for	ADP
bracis-28366	6	18	carrying	carry	VERB
bracis-28366	6	19	out	out	ADP
bracis-28366	6	20	evaluations	evaluation	NOUN
bracis-28366	6	21	in	in	ADP
bracis-28366	6	22	portuguese	portuguese	PROPN
bracis-28366	6	23	.	.	PUNCT
bracis-28366	7	1	to	to	PART
bracis-28366	7	2	address	address	VERB
bracis-28366	7	3	this	this	DET
bracis-28366	7	4	gap	gap	NOUN
bracis-28366	7	5	,	,	PUNCT
bracis-28366	7	6	we	we	PRON
bracis-28366	7	7	introduce	introduce	VERB
bracis-28366	7	8	the	the	DET
bracis-28366	7	9	brazilian	brazilian	ADJ
bracis-28366	7	10	leading	lead	VERB
bracis-28366	7	11	universities	university	NOUN
bracis-28366	7	12	entrance	entrance	NOUN
bracis-28366	7	13	exams	exam	NOUN
bracis-28366	7	14	(	(	PUNCT
bracis-28366	7	15	bluex	bluex	NOUN
bracis-28366	7	16	)	)	PUNCT
bracis-28366	7	17	,	,	PUNCT
bracis-28366	7	18	a	a	DET
bracis-28366	7	19	dataset	dataset	NOUN
bracis-28366	7	20	of	of	ADP
bracis-28366	7	21	entrance	entrance	NOUN
bracis-28366	7	22	exams	exam	NOUN
bracis-28366	7	23	from	from	ADP
bracis-28366	7	24	the	the	DET
bracis-28366	7	25	two	two	NUM
bracis-28366	7	26	leading	lead	VERB
bracis-28366	7	27	universities	university	NOUN
bracis-28366	7	28	in	in	ADP
bracis-28366	7	29	brazil	brazil	PROPN
bracis-28366	7	30	:	:	PUNCT
bracis-28366	7	31	unicamp	unicamp	PROPN
bracis-28366	7	32	and	and	CCONJ
bracis-28366	7	33	usp	usp	PROPN
bracis-28366	7	34	.	.	PUNCT
bracis-28366	8	1	the	the	DET
bracis-28366	8	2	dataset	dataset	NOUN
bracis-28366	8	3	includes	include	VERB
bracis-28366	8	4	annotated	annotate	VERB
bracis-28366	8	5	metadata	metadata	NOUN
bracis-28366	8	6	for	for	ADP
bracis-28366	8	7	evaluating	evaluate	VERB
bracis-28366	8	8	the	the	DET
bracis-28366	8	9	performance	performance	NOUN
bracis-28366	8	10	of	of	ADP
bracis-28366	8	11	nlp	nlp	NOUN
bracis-28366	8	12	models	model	NOUN
bracis-28366	8	13	on	on	ADP
bracis-28366	8	14	a	a	DET
bracis-28366	8	15	variety	variety	NOUN
bracis-28366	8	16	of	of	ADP
bracis-28366	8	17	subjects	subject	NOUN
bracis-28366	8	18	.	.	PUNCT
bracis-28366	9	1	furthermore	furthermore	ADV
bracis-28366	9	2	,	,	PUNCT
bracis-28366	9	3	bluex	bluex	PROPN
bracis-28366	9	4	includes	include	VERB
bracis-28366	9	5	a	a	DET
bracis-28366	9	6	collection	collection	NOUN
bracis-28366	9	7	of	of	ADP
bracis-28366	9	8	recently	recently	ADV
bracis-28366	9	9	administered	administer	VERB
bracis-28366	9	10	exams	exam	NOUN
bracis-28366	9	11	that	that	PRON
bracis-28366	9	12	are	be	AUX
bracis-28366	9	13	unlikely	unlikely	ADJ
bracis-28366	9	14	to	to	PART
bracis-28366	9	15	be	be	AUX
bracis-28366	9	16	included	include	VERB
bracis-28366	9	17	in	in	ADP
bracis-28366	9	18	the	the	DET
bracis-28366	9	19	training	training	NOUN
bracis-28366	9	20	data	datum	NOUN
bracis-28366	9	21	of	of	ADP
bracis-28366	9	22	many	many	ADJ
bracis-28366	9	23	popular	popular	ADJ
bracis-28366	9	24	lms	lm	NOUN
bracis-28366	9	25	as	as	ADP
bracis-28366	9	26	of	of	ADP
bracis-28366	9	27	2023	2023	NUM
bracis-28366	9	28	.	.	PUNCT
bracis-28366	10	1	the	the	DET
bracis-28366	10	2	dataset	dataset	NOUN
bracis-28366	10	3	is	be	AUX
bracis-28366	10	4	also	also	ADV
bracis-28366	10	5	annotated	annotate	VERB
bracis-28366	10	6	to	to	PART
bracis-28366	10	7	indicate	indicate	VERB
bracis-28366	10	8	the	the	DET
bracis-28366	10	9	position	position	NOUN
bracis-28366	10	10	of	of	ADP
bracis-28366	10	11	images	image	NOUN
bracis-28366	10	12	in	in	ADP
bracis-28366	10	13	each	each	DET
bracis-28366	10	14	question	question	NOUN
bracis-28366	10	15	,	,	PUNCT
bracis-28366	10	16	providing	provide	VERB
bracis-28366	10	17	a	a	DET
bracis-28366	10	18	valuable	valuable	ADJ
bracis-28366	10	19	resource	resource	NOUN
bracis-28366	10	20	for	for	ADP
bracis-28366	10	21	advancing	advance	VERB
bracis-28366	10	22	the	the	DET
bracis-28366	10	23	state	state	NOUN
bracis-28366	10	24	-	-	PUNCT
bracis-28366	10	25	of	of	ADP
bracis-28366	10	26	-	-	PUNCT
bracis-28366	10	27	the	the	DET
bracis-28366	10	28	-	-	PUNCT
bracis-28366	10	29	art	art	NOUN
bracis-28366	10	30	in	in	ADP
bracis-28366	10	31	multimodal	multimodal	NOUN
bracis-28366	10	32	language	language	NOUN
bracis-28366	10	33	understanding	understanding	NOUN
bracis-28366	10	34	and	and	CCONJ
bracis-28366	10	35	reasoning	reasoning	NOUN
bracis-28366	10	36	.	.	PUNCT
bracis-28366	11	1	we	we	PRON
bracis-28366	11	2	describe	describe	VERB
bracis-28366	11	3	the	the	DET
bracis-28366	11	4	creation	creation	NOUN
bracis-28366	11	5	and	and	CCONJ
bracis-28366	11	6	characteristics	characteristic	NOUN
bracis-28366	11	7	of	of	ADP
bracis-28366	11	8	bluex	bluex	NOUN
bracis-28366	11	9	and	and	CCONJ
bracis-28366	11	10	establish	establish	VERB
bracis-28366	11	11	a	a	DET
bracis-28366	11	12	benchmark	benchmark	NOUN
bracis-28366	11	13	through	through	ADP
bracis-28366	11	14	experiments	experiment	NOUN
bracis-28366	11	15	with	with	ADP
bracis-28366	11	16	state	state	NOUN
bracis-28366	11	17	-	-	PUNCT
bracis-28366	11	18	of	of	ADP
bracis-28366	11	19	-	-	PUNCT
bracis-28366	11	20	the	the	DET
bracis-28366	11	21	-	-	PUNCT
bracis-28366	11	22	art	art	NOUN
bracis-28366	11	23	lms	lm	NOUN
bracis-28366	11	24	,	,	PUNCT
bracis-28366	11	25	demonstrating	demonstrate	VERB
bracis-28366	11	26	its	its	PRON
bracis-28366	11	27	potential	potential	NOUN
bracis-28366	11	28	for	for	ADP
bracis-28366	11	29	advancing	advance	VERB
bracis-28366	11	30	the	the	DET
bracis-28366	11	31	state	state	NOUN
bracis-28366	11	32	-	-	PUNCT
bracis-28366	11	33	of	of	ADP
bracis-28366	11	34	-	-	PUNCT
bracis-28366	11	35	the	the	DET
bracis-28366	11	36	-	-	PUNCT
bracis-28366	11	37	art	art	NOUN
bracis-28366	11	38	in	in	ADP
bracis-28366	11	39	natural	natural	ADJ
bracis-28366	11	40	language	language	NOUN
bracis-28366	11	41	understanding	understanding	NOUN
bracis-28366	11	42	and	and	CCONJ
bracis-28366	11	43	reasoning	reasoning	NOUN
bracis-28366	11	44	in	in	ADP
bracis-28366	11	45	portuguese	portuguese	PROPN
bracis-28366	11	46	.	.	PUNCT
bracis-28366	12	1	the	the	DET
bracis-28366	12	2	data	datum	NOUN
bracis-28366	12	3	and	and	CCONJ
bracis-28366	12	4	relevant	relevant	ADJ
bracis-28366	12	5	code	code	NOUN
bracis-28366	12	6	can	can	AUX
bracis-28366	12	7	be	be	AUX
bracis-28366	12	8	found	find	VERB
bracis-28366	12	9	at	at	ADP
bracis-28366	12	10	https://github.com/portuguese-benchmark-datasets/bluex	https://github.com/portuguese-benchmark-datasets/bluex	PROPN
bracis-28366	12	11	.	.	PUNCT
bracis-28366	12	12	access	access	NOUN
bracis-28366	12	13	provided	provide	VERB
bracis-28366	12	14	by	by	ADP
bracis-28366	12	15	university	university	PROPN
bracis-28366	12	16	of	of	ADP
bracis-28366	12	17	notre	notre	PROPN
bracis-28366	12	18	dame	dame	PROPN
bracis-28366	12	19	hesburgh	hesburgh	PROPN
bracis-28366	12	20	library	library	PROPN
bracis-28366	12	21	.	.	PUNCT
bracis-28366	13	1	download	download	PROPN
bracis-28366	13	2	conference	conference	NOUN
bracis-28366	13	3	paper	paper	NOUN
bracis-28366	13	4	pdf	pdf	NOUN
bracis-28366	13	5	similar	similar	ADJ
bracis-28366	13	6	content	content	NOUN
bracis-28366	13	7	being	be	AUX
bracis-28366	13	8	viewed	view	VERB
bracis-28366	13	9	by	by	ADP
bracis-28366	13	10	others	other	NOUN
bracis-28366	13	11	where	where	SCONJ
bracis-28366	13	12	am	be	AUX
bracis-28366	13	13	i	i	PRON
bracis-28366	13	14	?	?	PUNCT
bracis-28366	14	1	where	where	SCONJ
bracis-28366	14	2	am	be	AUX
bracis-28366	14	3	i	i	PRON
bracis-28366	14	4	going	go	VERB
bracis-28366	14	5	,	,	PUNCT
bracis-28366	14	6	and	and	CCONJ
bracis-28366	14	7	how	how	SCONJ
bracis-28366	14	8	do	do	AUX
bracis-28366	14	9	i	i	PRON
bracis-28366	14	10	get	get	VERB
bracis-28366	14	11	there	there	ADV
bracis-28366	14	12	?	?	PUNCT
bracis-28366	14	13	:	:	PUNCT
bracis-28366	14	14	increasing	increase	VERB
bracis-28366	14	15	learner	learner	NOUN
bracis-28366	14	16	agency	agency	NOUN
bracis-28366	14	17	through	through	ADP
bracis-28366	14	18	large	large	ADJ
bracis-28366	14	19	-	-	PUNCT
bracis-28366	14	20	scale	scale	NOUN
bracis-28366	14	21	self	self	NOUN
bracis-28366	14	22	assessment	assessment	NOUN
bracis-28366	14	23	in	in	ADP
bracis-28366	14	24	language	language	NOUN
bracis-28366	14	25	learning	learn	VERB
bracis-28366	14	26	chapter	chapter	NOUN
bracis-28366	14	27	©	©	PROPN
bracis-28366	14	28	2019	2019	NUM
bracis-28366	14	29	designing	design	VERB
bracis-28366	14	30	llm	llm	ADV
bracis-28366	14	31	-	-	PUNCT
bracis-28366	14	32	based	base	VERB
bracis-28366	14	33	study	study	NOUN
bracis-28366	14	34	guides	guide	NOUN
bracis-28366	14	35	and	and	CCONJ
bracis-28366	14	36	personalized	personalized	ADJ
bracis-28366	14	37	feedback	feedback	NOUN
bracis-28366	14	38	in	in	ADP
bracis-28366	14	39	brazilian	brazilian	ADJ
bracis-28366	14	40	higher	high	ADJ
bracis-28366	14	41	education	education	NOUN
bracis-28366	14	42	:	:	PUNCT
bracis-28366	14	43	a	a	DET
bracis-28366	14	44	skill	skill	NOUN
bracis-28366	14	45	-	-	PUNCT
bracis-28366	14	46	focused	focus	VERB
bracis-28366	14	47	approach	approach	NOUN
bracis-28366	14	48	to	to	ADP
bracis-28366	14	49	learning	learning	NOUN
bracis-28366	14	50	and	and	CCONJ
bracis-28366	14	51	assessment	assessment	NOUN
bracis-28366	14	52	perceptions	perception	NOUN
bracis-28366	14	53	chapter	chapter	NOUN
bracis-28366	14	54	©	©	NOUN
bracis-28366	14	55	2025	2025	NUM
bracis-28366	14	56	case	case	NOUN
bracis-28366	14	57	study	study	NOUN
bracis-28366	14	58	involving	involve	VERB
bracis-28366	14	59	interdisciplinary	interdisciplinary	ADJ
bracis-28366	14	60	academic	academic	ADJ
bracis-28366	14	61	projects	project	NOUN
bracis-28366	14	62	for	for	ADP
bracis-28366	14	63	reading	read	VERB
bracis-28366	14	64	fluency	fluency	NOUN
bracis-28366	14	65	assessment	assessment	NOUN
bracis-28366	14	66	and	and	CCONJ
bracis-28366	14	67	analysis	analysis	NOUN
bracis-28366	14	68	chapter	chapter	NOUN
bracis-28366	14	69	©	©	PROPN
bracis-28366	14	70	2025	2025	NUM
bracis-28366	14	71	explore	explore	VERB
bracis-28366	14	72	related	relate	VERB
bracis-28366	14	73	subjects	subject	NOUN
bracis-28366	14	74	discover	discover	VERB
bracis-28366	14	75	the	the	DET
bracis-28366	14	76	latest	late	ADJ
bracis-28366	14	77	articles	article	NOUN
bracis-28366	14	78	,	,	PUNCT
bracis-28366	14	79	books	book	NOUN
bracis-28366	14	80	and	and	CCONJ
bracis-28366	14	81	news	news	NOUN
bracis-28366	14	82	in	in	ADP
bracis-28366	14	83	related	related	ADJ
bracis-28366	14	84	subjects	subject	NOUN
bracis-28366	14	85	,	,	PUNCT
bracis-28366	14	86	suggested	suggest	VERB
bracis-28366	14	87	using	use	VERB
bracis-28366	14	88	machine	machine	NOUN
bracis-28366	14	89	learning	learning	NOUN
bracis-28366	14	90	.	.	PUNCT
bracis-28366	15	1	computational	computational	ADJ
bracis-28366	15	2	linguistics	linguistic	NOUN
bracis-28366	15	3	languages	language	NOUN
bracis-28366	15	4	lisp	lisp	VERB
bracis-28366	15	5	machine	machine	NOUN
bracis-28366	15	6	translation	translation	NOUN
bracis-28366	15	7	machine	machine	NOUN
bracis-28366	15	8	learning	learn	VERB
bracis-28366	15	9	predictive	predictive	ADJ
bracis-28366	15	10	markers	marker	NOUN
bracis-28366	15	11	1	1	NUM
bracis-28366	15	12	introduction	introduction	NOUN
bracis-28366	15	13	recent	recent	ADJ
bracis-28366	15	14	advances	advance	NOUN
bracis-28366	15	15	in	in	ADP
bracis-28366	15	16	language	language	NOUN
bracis-28366	15	17	models	model	NOUN
bracis-28366	15	18	(	(	PUNCT
bracis-28366	15	19	lms	lm	NOUN
bracis-28366	15	20	)	)	PUNCT
bracis-28366	15	21	have	have	AUX
bracis-28366	15	22	generated	generate	VERB
bracis-28366	15	23	significant	significant	ADJ
bracis-28366	15	24	interest	interest	NOUN
bracis-28366	15	25	due	due	ADP
bracis-28366	15	26	to	to	ADP
bracis-28366	15	27	their	their	PRON
bracis-28366	15	28	demonstrated	demonstrate	VERB
bracis-28366	15	29	capabilities	capability	NOUN
bracis-28366	15	30	on	on	ADP
bracis-28366	15	31	a	a	DET
bracis-28366	15	32	wide	wide	ADJ
bracis-28366	15	33	range	range	NOUN
bracis-28366	15	34	of	of	ADP
bracis-28366	15	35	language	language	NOUN
bracis-28366	15	36	tasks	task	NOUN
bracis-28366	15	37	,	,	PUNCT
bracis-28366	15	38	including	include	VERB
bracis-28366	15	39	text	text	NOUN
bracis-28366	15	40	classification	classification	NOUN
bracis-28366	15	41	,	,	PUNCT
bracis-28366	15	42	language	language	NOUN
bracis-28366	15	43	translation	translation	NOUN
bracis-28366	15	44	,	,	PUNCT
bracis-28366	15	45	and	and	CCONJ
bracis-28366	15	46	text	text	NOUN
bracis-28366	15	47	generation	generation	NOUN
bracis-28366	15	48	 	 	SPACE
bracis-28366	16	1	[	[	X
bracis-28366	16	2	3	3	NUM
bracis-28366	16	3	,	,	PUNCT
bracis-28366	16	4	7	7	NUM
bracis-28366	16	5	]	]	PUNCT
bracis-28366	16	6	.	.	PUNCT
bracis-28366	17	1	lm	lm	PROPN
bracis-28366	17	2	performance	performance	NOUN
bracis-28366	17	3	has	have	AUX
bracis-28366	17	4	been	be	AUX
bracis-28366	17	5	particularly	particularly	ADV
bracis-28366	17	6	impressive	impressive	ADJ
bracis-28366	17	7	on	on	ADP
bracis-28366	17	8	standardized	standardized	ADJ
bracis-28366	17	9	tests	test	NOUN
bracis-28366	17	10	,	,	PUNCT
bracis-28366	17	11	which	which	PRON
bracis-28366	17	12	present	present	VERB
bracis-28366	17	13	challenging	challenging	ADJ
bracis-28366	17	14	questions	question	NOUN
bracis-28366	17	15	requiring	require	VERB
bracis-28366	17	16	high	high	ADJ
bracis-28366	17	17	levels	level	NOUN
bracis-28366	17	18	of	of	ADP
bracis-28366	17	19	domain	domain	NOUN
bracis-28366	17	20	-	-	PUNCT
bracis-28366	17	21	specific	specific	ADJ
bracis-28366	17	22	knowledge	knowledge	NOUN
bracis-28366	17	23	and	and	CCONJ
bracis-28366	17	24	reasoning	reasoning	NOUN
bracis-28366	17	25	.	.	PUNCT
bracis-28366	18	1	for	for	ADP
bracis-28366	18	2	instance	instance	NOUN
bracis-28366	18	3	,	,	PUNCT
bracis-28366	18	4	recent	recent	ADJ
bracis-28366	18	5	benchmarks	benchmark	NOUN
bracis-28366	18	6	on	on	ADP
bracis-28366	18	7	gpt-4	gpt-4	NOUN
bracis-28366	18	8	 	 	SPACE
bracis-28366	19	1	[	[	X
bracis-28366	19	2	16	16	NUM
bracis-28366	19	3	]	]	PUNCT
bracis-28366	19	4	showed	show	VERB
bracis-28366	19	5	that	that	SCONJ
bracis-28366	19	6	it	it	PRON
bracis-28366	19	7	can	can	AUX
bracis-28366	19	8	achieve	achieve	VERB
bracis-28366	19	9	human	human	ADJ
bracis-28366	19	10	-	-	PUNCT
bracis-28366	19	11	level	level	NOUN
bracis-28366	19	12	performance	performance	NOUN
bracis-28366	19	13	on	on	ADP
bracis-28366	19	14	a	a	DET
bracis-28366	19	15	variety	variety	NOUN
bracis-28366	19	16	of	of	ADP
bracis-28366	19	17	graduate	graduate	NOUN
bracis-28366	19	18	-	-	PUNCT
bracis-28366	19	19	level	level	NOUN
bracis-28366	19	20	benchmarks	benchmark	NOUN
bracis-28366	19	21	.	.	PUNCT
bracis-28366	20	1	despite	despite	SCONJ
bracis-28366	20	2	the	the	DET
bracis-28366	20	3	impressive	impressive	ADJ
bracis-28366	20	4	performance	performance	NOUN
bracis-28366	20	5	of	of	ADP
bracis-28366	20	6	lms	lm	NOUN
bracis-28366	20	7	on	on	ADP
bracis-28366	20	8	standardized	standardized	ADJ
bracis-28366	20	9	tests	test	NOUN
bracis-28366	20	10	,	,	PUNCT
bracis-28366	20	11	few	few	ADJ
bracis-28366	20	12	evaluations	evaluation	NOUN
bracis-28366	20	13	have	have	AUX
bracis-28366	20	14	been	be	AUX
bracis-28366	20	15	performed	perform	VERB
bracis-28366	20	16	in	in	ADP
bracis-28366	20	17	portuguese	portuguese	PROPN
bracis-28366	20	18	 	 	SPACE
bracis-28366	21	1	[	[	X
bracis-28366	21	2	15	15	NUM
bracis-28366	21	3	]	]	X
bracis-28366	21	4	,	,	PUNCT
bracis-28366	21	5	partially	partially	ADV
bracis-28366	21	6	due	due	ADP
bracis-28366	21	7	to	to	ADP
bracis-28366	21	8	the	the	DET
bracis-28366	21	9	lack	lack	NOUN
bracis-28366	21	10	of	of	ADP
bracis-28366	21	11	available	available	ADJ
bracis-28366	21	12	datasets	dataset	NOUN
bracis-28366	21	13	in	in	ADP
bracis-28366	21	14	the	the	DET
bracis-28366	21	15	language	language	NOUN
bracis-28366	21	16	.	.	PUNCT
bracis-28366	22	1	this	this	DET
bracis-28366	22	2	lack	lack	NOUN
bracis-28366	22	3	of	of	ADP
bracis-28366	22	4	high	high	ADJ
bracis-28366	22	5	-	-	PUNCT
bracis-28366	22	6	quality	quality	NOUN
bracis-28366	22	7	,	,	PUNCT
bracis-28366	22	8	standardized	standardized	ADJ
bracis-28366	22	9	datasets	dataset	NOUN
bracis-28366	22	10	presents	present	VERB
bracis-28366	22	11	a	a	DET
bracis-28366	22	12	significant	significant	ADJ
bracis-28366	22	13	challenge	challenge	NOUN
bracis-28366	22	14	for	for	ADP
bracis-28366	22	15	researchers	researcher	NOUN
bracis-28366	22	16	interested	interested	ADJ
bracis-28366	22	17	in	in	ADP
bracis-28366	22	18	developing	develop	VERB
bracis-28366	22	19	and	and	CCONJ
bracis-28366	22	20	evaluating	evaluate	VERB
bracis-28366	22	21	lms	lm	NOUN
bracis-28366	22	22	in	in	ADP
bracis-28366	22	23	portuguese	portuguese	PROPN
bracis-28366	22	24	.	.	PUNCT
bracis-28366	23	1	to	to	PART
bracis-28366	23	2	address	address	VERB
bracis-28366	23	3	this	this	DET
bracis-28366	23	4	gap	gap	NOUN
bracis-28366	23	5	for	for	ADP
bracis-28366	23	6	brazilian	brazilian	ADJ
bracis-28366	23	7	portuguese	portuguese	NOUN
bracis-28366	23	8	,	,	PUNCT
bracis-28366	23	9	we	we	PRON
bracis-28366	23	10	introduce	introduce	VERB
bracis-28366	23	11	bluex	bluex	PROPN
bracis-28366	23	12	,	,	PUNCT
bracis-28366	23	13	a	a	DET
bracis-28366	23	14	dataset	dataset	NOUN
bracis-28366	23	15	consisting	consist	VERB
bracis-28366	23	16	of	of	ADP
bracis-28366	23	17	entrance	entrance	NOUN
bracis-28366	23	18	exams	exam	NOUN
bracis-28366	23	19	for	for	ADP
bracis-28366	23	20	the	the	DET
bracis-28366	23	21	two	two	NUM
bracis-28366	23	22	leading	lead	VERB
bracis-28366	23	23	universities	university	NOUN
bracis-28366	23	24	in	in	ADP
bracis-28366	23	25	brazil	brazil	PROPN
bracis-28366	23	26	.	.	PUNCT
bracis-28366	24	1	our	our	PRON
bracis-28366	24	2	dataset	dataset	NOUN
bracis-28366	24	3	offers	offer	VERB
bracis-28366	24	4	a	a	DET
bracis-28366	24	5	rich	rich	ADJ
bracis-28366	24	6	source	source	NOUN
bracis-28366	24	7	of	of	ADP
bracis-28366	24	8	high	high	ADJ
bracis-28366	24	9	-	-	PUNCT
bracis-28366	24	10	quality	quality	NOUN
bracis-28366	24	11	high	high	ADJ
bracis-28366	24	12	school	school	NOUN
bracis-28366	24	13	-	-	PUNCT
bracis-28366	24	14	level	level	NOUN
bracis-28366	24	15	questions	question	NOUN
bracis-28366	24	16	annotated	annotate	VERB
bracis-28366	24	17	with	with	ADP
bracis-28366	24	18	their	their	PRON
bracis-28366	24	19	respective	respective	ADJ
bracis-28366	24	20	subjects	subject	NOUN
bracis-28366	24	21	,	,	PUNCT
bracis-28366	24	22	as	as	ADV
bracis-28366	24	23	well	well	ADV
bracis-28366	24	24	as	as	ADP
bracis-28366	24	25	flags	flag	NOUN
bracis-28366	24	26	indicating	indicate	VERB
bracis-28366	24	27	the	the	DET
bracis-28366	24	28	required	required	ADJ
bracis-28366	24	29	capabilities	capability	NOUN
bracis-28366	24	30	necessary	necessary	ADJ
bracis-28366	24	31	to	to	PART
bracis-28366	24	32	respond	respond	VERB
bracis-28366	24	33	accurately	accurately	ADV
bracis-28366	24	34	to	to	ADP
bracis-28366	24	35	the	the	DET
bracis-28366	24	36	questions	question	NOUN
bracis-28366	24	37	,	,	PUNCT
bracis-28366	24	38	such	such	ADJ
bracis-28366	24	39	as	as	ADP
bracis-28366	24	40	knowledge	knowledge	NOUN
bracis-28366	24	41	of	of	ADP
bracis-28366	24	42	brazilian	brazilian	ADJ
bracis-28366	24	43	culture	culture	NOUN
bracis-28366	24	44	and	and	CCONJ
bracis-28366	24	45	the	the	DET
bracis-28366	24	46	application	application	NOUN
bracis-28366	24	47	of	of	ADP
bracis-28366	24	48	mathematical	mathematical	ADJ
bracis-28366	24	49	reasoning	reasoning	NOUN
bracis-28366	24	50	.	.	PUNCT
bracis-28366	25	1	these	these	DET
bracis-28366	25	2	annotations	annotation	NOUN
bracis-28366	25	3	can	can	AUX
bracis-28366	25	4	be	be	AUX
bracis-28366	25	5	used	use	VERB
bracis-28366	25	6	to	to	PART
bracis-28366	25	7	evaluate	evaluate	VERB
bracis-28366	25	8	the	the	DET
bracis-28366	25	9	performance	performance	NOUN
bracis-28366	25	10	of	of	ADP
bracis-28366	25	11	lms	lm	NOUN
bracis-28366	25	12	on	on	ADP
bracis-28366	25	13	a	a	DET
bracis-28366	25	14	variety	variety	NOUN
bracis-28366	25	15	of	of	ADP
bracis-28366	25	16	subjects	subject	NOUN
bracis-28366	25	17	and	and	CCONJ
bracis-28366	25	18	capabilities	capability	NOUN
bracis-28366	25	19	such	such	ADJ
bracis-28366	25	20	as	as	ADP
bracis-28366	25	21	domain	domain	NOUN
bracis-28366	25	22	-	-	PUNCT
bracis-28366	25	23	specific	specific	ADJ
bracis-28366	25	24	knowledge	knowledge	NOUN
bracis-28366	25	25	and	and	CCONJ
bracis-28366	25	26	reasoning	reasoning	NOUN
bracis-28366	25	27	.	.	PUNCT
bracis-28366	26	1	additionally	additionally	ADV
bracis-28366	26	2	,	,	PUNCT
bracis-28366	26	3	bluex	bluex	PROPN
bracis-28366	26	4	includes	include	VERB
bracis-28366	26	5	a	a	DET
bracis-28366	26	6	collection	collection	NOUN
bracis-28366	26	7	of	of	ADP
bracis-28366	26	8	recently	recently	ADV
bracis-28366	26	9	administered	administer	VERB
bracis-28366	26	10	entrance	entrance	NOUN
bracis-28366	26	11	exams	exam	NOUN
bracis-28366	26	12	that	that	PRON
bracis-28366	26	13	are	be	AUX
bracis-28366	26	14	unlikely	unlikely	ADJ
bracis-28366	26	15	to	to	PART
bracis-28366	26	16	be	be	AUX
bracis-28366	26	17	included	include	VERB
bracis-28366	26	18	in	in	ADP
bracis-28366	26	19	the	the	DET
bracis-28366	26	20	training	training	NOUN
bracis-28366	26	21	data	datum	NOUN
bracis-28366	26	22	of	of	ADP
bracis-28366	26	23	many	many	ADJ
bracis-28366	26	24	currently	currently	ADV
bracis-28366	26	25	popular	popular	ADJ
bracis-28366	26	26	lms	lm	NOUN
bracis-28366	26	27	.	.	PUNCT
bracis-28366	27	1	in	in	ADP
bracis-28366	27	2	anticipation	anticipation	NOUN
bracis-28366	27	3	of	of	ADP
bracis-28366	27	4	the	the	DET
bracis-28366	27	5	emergence	emergence	NOUN
bracis-28366	27	6	of	of	ADP
bracis-28366	27	7	multimodal	multimodal	NOUN
bracis-28366	27	8	models	model	NOUN
bracis-28366	27	9	that	that	PRON
bracis-28366	27	10	combine	combine	VERB
bracis-28366	27	11	text	text	NOUN
bracis-28366	27	12	and	and	CCONJ
bracis-28366	27	13	image	image	NOUN
bracis-28366	27	14	understanding	understanding	NOUN
bracis-28366	27	15	,	,	PUNCT
bracis-28366	27	16	we	we	PRON
bracis-28366	27	17	have	have	AUX
bracis-28366	27	18	annotated	annotate	VERB
bracis-28366	27	19	bluex	bluex	PROPN
bracis-28366	27	20	to	to	PART
bracis-28366	27	21	indicate	indicate	VERB
bracis-28366	27	22	the	the	DET
bracis-28366	27	23	position	position	NOUN
bracis-28366	27	24	of	of	ADP
bracis-28366	27	25	images	image	NOUN
bracis-28366	27	26	in	in	ADP
bracis-28366	27	27	each	each	DET
bracis-28366	27	28	question	question	NOUN
bracis-28366	27	29	.	.	PUNCT
bracis-28366	28	1	additionally	additionally	ADV
bracis-28366	28	2	,	,	PUNCT
bracis-28366	28	3	we	we	PRON
bracis-28366	28	4	have	have	AUX
bracis-28366	28	5	included	include	VERB
bracis-28366	28	6	all	all	DET
bracis-28366	28	7	necessary	necessary	ADJ
bracis-28366	28	8	images	image	NOUN
bracis-28366	28	9	with	with	ADP
bracis-28366	28	10	the	the	DET
bracis-28366	28	11	dataset	dataset	NOUN
bracis-28366	28	12	to	to	PART
bracis-28366	28	13	facilitate	facilitate	VERB
bracis-28366	28	14	research	research	NOUN
bracis-28366	28	15	on	on	ADP
bracis-28366	28	16	multimodal	multimodal	NOUN
bracis-28366	28	17	language	language	NOUN
bracis-28366	28	18	tasks	task	NOUN
bracis-28366	28	19	.	.	PUNCT
bracis-28366	29	1	we	we	PRON
bracis-28366	29	2	believe	believe	VERB
bracis-28366	29	3	that	that	SCONJ
bracis-28366	29	4	this	this	DET
bracis-28366	29	5	resource	resource	NOUN
bracis-28366	29	6	will	will	AUX
bracis-28366	29	7	be	be	AUX
bracis-28366	29	8	essential	essential	ADJ
bracis-28366	29	9	in	in	ADP
bracis-28366	29	10	evaluating	evaluate	VERB
bracis-28366	29	11	the	the	DET
bracis-28366	29	12	performance	performance	NOUN
bracis-28366	29	13	of	of	ADP
bracis-28366	29	14	models	model	NOUN
bracis-28366	29	15	that	that	PRON
bracis-28366	29	16	reason	reason	NOUN
bracis-28366	29	17	with	with	ADP
bracis-28366	29	18	both	both	PRON
bracis-28366	29	19	text	text	NOUN
bracis-28366	29	20	and	and	CCONJ
bracis-28366	29	21	image	image	NOUN
bracis-28366	29	22	inputs	input	NOUN
bracis-28366	29	23	to	to	PART
bracis-28366	29	24	solve	solve	VERB
bracis-28366	29	25	complex	complex	ADJ
bracis-28366	29	26	problems	problem	NOUN
bracis-28366	29	27	.	.	PUNCT
bracis-28366	30	1	in	in	ADP
bracis-28366	30	2	this	this	DET
bracis-28366	30	3	paper	paper	NOUN
bracis-28366	30	4	,	,	PUNCT
bracis-28366	30	5	we	we	PRON
bracis-28366	30	6	describe	describe	VERB
bracis-28366	30	7	the	the	DET
bracis-28366	30	8	creation	creation	NOUN
bracis-28366	30	9	and	and	CCONJ
bracis-28366	30	10	characteristics	characteristic	NOUN
bracis-28366	30	11	of	of	ADP
bracis-28366	30	12	bluex	bluex	NOUN
bracis-28366	30	13	and	and	CCONJ
bracis-28366	30	14	establish	establish	VERB
bracis-28366	30	15	a	a	DET
bracis-28366	30	16	benchmark	benchmark	NOUN
bracis-28366	30	17	through	through	ADP
bracis-28366	30	18	experiments	experiment	NOUN
bracis-28366	30	19	with	with	ADP
bracis-28366	30	20	state	state	NOUN
bracis-28366	30	21	-	-	PUNCT
bracis-28366	30	22	of	of	ADP
bracis-28366	30	23	-	-	PUNCT
bracis-28366	30	24	the	the	DET
bracis-28366	30	25	-	-	PUNCT
bracis-28366	30	26	art	art	NOUN
bracis-28366	30	27	lms	lm	NOUN
bracis-28366	30	28	.	.	PUNCT
bracis-28366	31	1	our	our	PRON
bracis-28366	31	2	findings	finding	NOUN
bracis-28366	31	3	suggest	suggest	VERB
bracis-28366	31	4	that	that	SCONJ
bracis-28366	31	5	bluex	bluex	PROPN
bracis-28366	31	6	provides	provide	VERB
bracis-28366	31	7	a	a	DET
bracis-28366	31	8	valuable	valuable	ADJ
bracis-28366	31	9	resource	resource	NOUN
bracis-28366	31	10	for	for	ADP
bracis-28366	31	11	benchmarking	benchmarke	VERB
bracis-28366	31	12	and	and	CCONJ
bracis-28366	31	13	advancing	advance	VERB
bracis-28366	31	14	the	the	DET
bracis-28366	31	15	state	state	NOUN
bracis-28366	31	16	-	-	PUNCT
bracis-28366	31	17	of	of	ADP
bracis-28366	31	18	-	-	PUNCT
bracis-28366	31	19	the	the	DET
bracis-28366	31	20	-	-	PUNCT
bracis-28366	31	21	art	art	NOUN
bracis-28366	31	22	in	in	ADP
bracis-28366	31	23	natural	natural	ADJ
bracis-28366	31	24	language	language	NOUN
bracis-28366	31	25	understanding	understanding	NOUN
bracis-28366	31	26	and	and	CCONJ
bracis-28366	31	27	reasoning	reasoning	NOUN
bracis-28366	31	28	in	in	ADP
bracis-28366	31	29	portuguese	portuguese	PROPN
bracis-28366	31	30	.	.	PUNCT
bracis-28366	32	1	this	this	PRON
bracis-28366	32	2	is	be	AUX
bracis-28366	32	3	particularly	particularly	ADV
bracis-28366	32	4	relevant	relevant	ADJ
bracis-28366	32	5	since	since	SCONJ
bracis-28366	32	6	even	even	ADV
bracis-28366	32	7	the	the	DET
bracis-28366	32	8	current	current	ADJ
bracis-28366	32	9	state	state	NOUN
bracis-28366	32	10	-	-	PUNCT
bracis-28366	32	11	of	of	ADP
bracis-28366	32	12	-	-	PUNCT
bracis-28366	32	13	the	the	DET
bracis-28366	32	14	-	-	PUNCT
bracis-28366	32	15	art	art	NOUN
bracis-28366	32	16	models	model	NOUN
bracis-28366	32	17	,	,	PUNCT
bracis-28366	32	18	such	such	ADJ
bracis-28366	32	19	as	as	ADP
bracis-28366	32	20	gpt-4	gpt-4	NOUN
bracis-28366	32	21	,	,	PUNCT
bracis-28366	32	22	still	still	ADV
bracis-28366	32	23	have	have	VERB
bracis-28366	32	24	considerable	considerable	ADJ
bracis-28366	32	25	room	room	NOUN
bracis-28366	32	26	for	for	ADP
bracis-28366	32	27	improvement	improvement	NOUN
bracis-28366	32	28	and	and	CCONJ
bracis-28366	32	29	do	do	AUX
bracis-28366	32	30	not	not	PART
bracis-28366	32	31	achieve	achieve	VERB
bracis-28366	32	32	the	the	DET
bracis-28366	32	33	highest	high	ADJ
bracis-28366	32	34	cutoff	cutoff	NOUN
bracis-28366	32	35	grades	grade	NOUN
bracis-28366	32	36	for	for	ADP
bracis-28366	32	37	both	both	DET
bracis-28366	32	38	universities	university	NOUN
bracis-28366	32	39	.	.	PUNCT
bracis-28366	33	1	2	2	NUM
bracis-28366	33	2	related	relate	VERB
bracis-28366	33	3	work	work	NOUN
bracis-28366	33	4	in	in	ADP
bracis-28366	33	5	the	the	DET
bracis-28366	33	6	realm	realm	NOUN
bracis-28366	33	7	of	of	ADP
bracis-28366	33	8	portuguese	portuguese	ADJ
bracis-28366	33	9	natural	natural	ADJ
bracis-28366	33	10	language	language	NOUN
bracis-28366	33	11	processing	processing	NOUN
bracis-28366	33	12	(	(	PUNCT
bracis-28366	33	13	nlp	nlp	NOUN
bracis-28366	33	14	)	)	PUNCT
bracis-28366	33	15	datasets	dataset	NOUN
bracis-28366	33	16	,	,	PUNCT
bracis-28366	33	17	there	there	PRON
bracis-28366	33	18	appears	appear	VERB
bracis-28366	33	19	to	to	PART
bracis-28366	33	20	be	be	AUX
bracis-28366	33	21	a	a	DET
bracis-28366	33	22	limited	limited	ADJ
bracis-28366	33	23	availability	availability	NOUN
bracis-28366	33	24	.	.	PUNCT
bracis-28366	34	1	for	for	ADP
bracis-28366	34	2	question	question	NOUN
bracis-28366	34	3	-	-	PUNCT
bracis-28366	34	4	answering	answer	VERB
bracis-28366	34	5	tasks	task	NOUN
bracis-28366	34	6	,	,	PUNCT
bracis-28366	34	7	faquad	faquad	ADJ
bracis-28366	34	8	[	[	X
bracis-28366	34	9	21	21	NUM
bracis-28366	34	10	]	]	X
bracis-28366	34	11	is	be	AUX
bracis-28366	34	12	available	available	ADJ
bracis-28366	34	13	,	,	PUNCT
bracis-28366	34	14	which	which	PRON
bracis-28366	34	15	exhibits	exhibit	VERB
bracis-28366	34	16	an	an	DET
bracis-28366	34	17	extractive	extractive	ADJ
bracis-28366	34	18	style	style	NOUN
bracis-28366	34	19	akin	akin	ADJ
bracis-28366	34	20	to	to	AUX
bracis-28366	34	21	squad	squad	VERB
bracis-28366	34	22	 	 	SPACE
bracis-28366	35	1	[	[	X
bracis-28366	35	2	18	18	NUM
bracis-28366	35	3	]	]	PUNCT
bracis-28366	35	4	.	.	PUNCT
bracis-28366	36	1	it	it	PRON
bracis-28366	36	2	features	feature	VERB
bracis-28366	36	3	questions	question	NOUN
bracis-28366	36	4	concerning	concern	VERB
bracis-28366	36	5	brazilian	brazilian	ADJ
bracis-28366	36	6	higher	high	ADJ
bracis-28366	36	7	education	education	NOUN
bracis-28366	36	8	institutions	institution	NOUN
bracis-28366	36	9	,	,	PUNCT
bracis-28366	36	10	with	with	ADP
bracis-28366	36	11	documents	document	NOUN
bracis-28366	36	12	sourced	source	VERB
bracis-28366	36	13	from	from	ADP
bracis-28366	36	14	a	a	DET
bracis-28366	36	15	federal	federal	ADJ
bracis-28366	36	16	university	university	NOUN
bracis-28366	36	17	and	and	CCONJ
bracis-28366	36	18	supplemented	supplement	VERB
bracis-28366	36	19	by	by	ADP
bracis-28366	36	20	wikipedia	wikipedia	PROPN
bracis-28366	36	21	articles	article	NOUN
bracis-28366	36	22	.	.	PUNCT
bracis-28366	37	1	another	another	DET
bracis-28366	37	2	option	option	NOUN
bracis-28366	37	3	is	be	AUX
bracis-28366	37	4	the	the	DET
bracis-28366	37	5	multilingual	multilingual	ADJ
bracis-28366	37	6	knowledge	knowledge	NOUN
bracis-28366	37	7	questions	question	NOUN
bracis-28366	37	8	and	and	CCONJ
bracis-28366	37	9	answers	answer	NOUN
bracis-28366	37	10	(	(	PUNCT
bracis-28366	37	11	mkqa	mkqa	NOUN
bracis-28366	37	12	)	)	PUNCT
bracis-28366	37	13	dataset	dataset	NOUN
bracis-28366	37	14	,	,	PUNCT
bracis-28366	37	15	which	which	PRON
bracis-28366	37	16	covers	cover	VERB
bracis-28366	37	17	26	26	NUM
bracis-28366	37	18	languages	language	NOUN
bracis-28366	37	19	 	 	SPACE
bracis-28366	37	20	[	[	X
bracis-28366	37	21	12	12	NUM
bracis-28366	37	22	]	]	PUNCT
bracis-28366	37	23	.	.	PUNCT
bracis-28366	38	1	this	this	DET
bracis-28366	38	2	dataset	dataset	NOUN
bracis-28366	38	3	was	be	AUX
bracis-28366	38	4	generated	generate	VERB
bracis-28366	38	5	by	by	ADP
bracis-28366	38	6	selecting	select	VERB
bracis-28366	38	7	10,000	10,000	NUM
bracis-28366	38	8	queries	query	NOUN
bracis-28366	38	9	from	from	ADP
bracis-28366	38	10	the	the	DET
bracis-28366	38	11	natural	natural	ADJ
bracis-28366	38	12	questions	question	NOUN
bracis-28366	38	13	dataset	dataset	VERB
bracis-28366	38	14	 	 	SPACE
bracis-28366	39	1	[	[	X
bracis-28366	39	2	10	10	NUM
bracis-28366	39	3	]	]	PUNCT
bracis-28366	39	4	and	and	CCONJ
bracis-28366	39	5	acquiring	acquire	VERB
bracis-28366	39	6	new	new	ADJ
bracis-28366	39	7	passage	passage	NOUN
bracis-28366	39	8	-	-	PUNCT
bracis-28366	39	9	independent	independent	ADJ
bracis-28366	39	10	answers	answer	NOUN
bracis-28366	39	11	for	for	ADP
bracis-28366	39	12	each	each	DET
bracis-28366	39	13	question	question	NOUN
bracis-28366	39	14	.	.	PUNCT
bracis-28366	40	1	subsequently	subsequently	ADV
bracis-28366	40	2	,	,	PUNCT
bracis-28366	40	3	human	human	ADJ
bracis-28366	40	4	translators	translator	NOUN
bracis-28366	40	5	translated	translate	VERB
bracis-28366	40	6	the	the	DET
bracis-28366	40	7	questions	question	NOUN
bracis-28366	40	8	and	and	CCONJ
bracis-28366	40	9	answers	answer	NOUN
bracis-28366	40	10	into	into	ADP
bracis-28366	40	11	25	25	NUM
bracis-28366	40	12	non	non	ADJ
bracis-28366	40	13	-	-	ADJ
bracis-28366	40	14	english	english	ADJ
bracis-28366	40	15	,	,	PUNCT
bracis-28366	40	16	typologically	typologically	ADV
bracis-28366	40	17	diverse	diverse	ADJ
bracis-28366	40	18	languages	language	NOUN
bracis-28366	40	19	,	,	PUNCT
bracis-28366	40	20	including	include	VERB
bracis-28366	40	21	portuguese	portuguese	NOUN
bracis-28366	40	22	.	.	PUNCT
bracis-28366	41	1	regarding	regard	VERB
bracis-28366	41	2	sentence	sentence	NOUN
bracis-28366	41	3	entailment	entailment	PROPN
bracis-28366	41	4	tasks	task	NOUN
bracis-28366	41	5	,	,	PUNCT
bracis-28366	41	6	assin	assin	PROPN
bracis-28366	41	7	1	1	NUM
bracis-28366	41	8	and	and	CCONJ
bracis-28366	41	9	2	2	NUM
bracis-28366	41	10	 	 	SPACE
bracis-28366	41	11	[	[	X
bracis-28366	41	12	5	5	NUM
bracis-28366	41	13	,	,	PUNCT
bracis-28366	41	14	19	19	NUM
bracis-28366	41	15	]	]	PUNCT
bracis-28366	41	16	are	be	AUX
bracis-28366	41	17	available	available	ADJ
bracis-28366	41	18	.	.	PUNCT
bracis-28366	42	1	these	these	DET
bracis-28366	42	2	datasets	dataset	NOUN
bracis-28366	42	3	encompass	encompass	VERB
bracis-28366	42	4	recognizing	recognize	VERB
bracis-28366	42	5	textual	textual	ADJ
bracis-28366	42	6	entailment	entailment	NOUN
bracis-28366	42	7	(	(	PUNCT
bracis-28366	42	8	rte	rte	PROPN
bracis-28366	42	9	)	)	PUNCT
bracis-28366	42	10	,	,	PUNCT
bracis-28366	42	11	also	also	ADV
bracis-28366	42	12	referred	refer	VERB
bracis-28366	42	13	to	to	ADP
bracis-28366	42	14	as	as	ADP
bracis-28366	42	15	natural	natural	ADJ
bracis-28366	42	16	language	language	NOUN
bracis-28366	42	17	inference	inference	NOUN
bracis-28366	42	18	(	(	PUNCT
bracis-28366	42	19	nli	nli	PROPN
bracis-28366	42	20	)	)	PUNCT
bracis-28366	42	21	,	,	PUNCT
bracis-28366	42	22	and	and	CCONJ
bracis-28366	42	23	semantic	semantic	ADJ
bracis-28366	42	24	textual	textual	ADJ
bracis-28366	42	25	similarity	similarity	NOUN
bracis-28366	42	26	(	(	PUNCT
bracis-28366	42	27	sts	st	NOUN
bracis-28366	42	28	)	)	PUNCT
bracis-28366	42	29	tasks	task	NOUN
bracis-28366	42	30	.	.	PUNCT
bracis-28366	43	1	the	the	DET
bracis-28366	43	2	former	former	ADJ
bracis-28366	43	3	involves	involve	VERB
bracis-28366	43	4	predicting	predict	VERB
bracis-28366	43	5	if	if	SCONJ
bracis-28366	43	6	a	a	DET
bracis-28366	43	7	given	give	VERB
bracis-28366	43	8	text	text	NOUN
bracis-28366	43	9	(	(	PUNCT
bracis-28366	43	10	premise	premise	NOUN
bracis-28366	43	11	)	)	PUNCT
bracis-28366	43	12	implies	imply	VERB
bracis-28366	43	13	another	another	DET
bracis-28366	43	14	text	text	NOUN
bracis-28366	43	15	(	(	PUNCT
bracis-28366	43	16	hypothesis	hypothesis	NOUN
bracis-28366	43	17	)	)	PUNCT
bracis-28366	43	18	,	,	PUNCT
bracis-28366	43	19	while	while	SCONJ
bracis-28366	43	20	the	the	DET
bracis-28366	43	21	latter	latter	ADJ
bracis-28366	43	22	quantifies	quantify	VERB
bracis-28366	43	23	the	the	DET
bracis-28366	43	24	semantic	semantic	ADJ
bracis-28366	43	25	equivalence	equivalence	NOUN
bracis-28366	43	26	between	between	ADP
bracis-28366	43	27	two	two	NUM
bracis-28366	43	28	sentences	sentence	NOUN
bracis-28366	43	29	.	.	PUNCT
bracis-28366	44	1	the	the	DET
bracis-28366	44	2	portuguese	portuguese	ADJ
bracis-28366	44	3	language	language	NOUN
bracis-28366	44	4	understanding	understanding	NOUN
bracis-28366	44	5	evaluation	evaluation	NOUN
bracis-28366	44	6	(	(	PUNCT
bracis-28366	44	7	plue	plue	PROPN
bracis-28366	44	8	)	)	PUNCT
bracis-28366	44	9	benchmark	benchmark	NOUN
bracis-28366	44	10	 	 	SPACE
bracis-28366	45	1	[	[	X
bracis-28366	45	2	6	6	NUM
bracis-28366	45	3	]	]	PUNCT
bracis-28366	45	4	provides	provide	VERB
bracis-28366	45	5	portuguese	portuguese	ADJ
bracis-28366	45	6	translations	translation	NOUN
bracis-28366	45	7	of	of	ADP
bracis-28366	45	8	the	the	DET
bracis-28366	45	9	glue	glue	NOUN
bracis-28366	45	10	 	 	SPACE
bracis-28366	46	1	[	[	X
bracis-28366	46	2	26	26	NUM
bracis-28366	46	3	]	]	PUNCT
bracis-28366	46	4	,	,	PUNCT
bracis-28366	46	5	snli	snli	NOUN
bracis-28366	46	6	 	 	SPACE
bracis-28366	47	1	[	[	X
bracis-28366	47	2	1	1	NUM
bracis-28366	47	3	]	]	PUNCT
bracis-28366	47	4	,	,	PUNCT
bracis-28366	47	5	and	and	CCONJ
bracis-28366	47	6	scitail	scitail	NOUN
bracis-28366	47	7	 	 	SPACE
bracis-28366	48	1	[	[	X
bracis-28366	48	2	8	8	NUM
bracis-28366	48	3	]	]	PUNCT
bracis-28366	48	4	datasets	dataset	NOUN
bracis-28366	48	5	.	.	PUNCT
bracis-28366	49	1	these	these	DET
bracis-28366	49	2	translations	translation	NOUN
bracis-28366	49	3	have	have	AUX
bracis-28366	49	4	been	be	AUX
bracis-28366	49	5	generated	generate	VERB
bracis-28366	49	6	using	use	VERB
bracis-28366	49	7	automatic	automatic	ADJ
bracis-28366	49	8	translation	translation	NOUN
bracis-28366	49	9	tools	tool	NOUN
bracis-28366	49	10	including	include	VERB
bracis-28366	49	11	google	google	PROPN
bracis-28366	49	12	translate	translate	NOUN
bracis-28366	49	13	and	and	CCONJ
bracis-28366	49	14	opusmt	opusmt	NOUN
bracis-28366	49	15	 	 	SPACE
bracis-28366	50	1	[	[	X
bracis-28366	50	2	24	24	NUM
bracis-28366	50	3	]	]	PUNCT
bracis-28366	50	4	.	.	PUNCT
bracis-28366	51	1	the	the	DET
bracis-28366	51	2	winograd	winograd	ADJ
bracis-28366	51	3	schema	schema	NOUN
bracis-28366	51	4	challenge	challenge	NOUN
bracis-28366	51	5	(	(	PUNCT
bracis-28366	51	6	wsc	wsc	NOUN
bracis-28366	51	7	)	)	PUNCT
bracis-28366	51	8	dataset	dataset	NOUN
bracis-28366	51	9	 	 	SPACE
bracis-28366	52	1	[	[	X
bracis-28366	52	2	9	9	NUM
bracis-28366	52	3	]	]	PUNCT
bracis-28366	52	4	contains	contain	VERB
bracis-28366	52	5	pairs	pair	NOUN
bracis-28366	52	6	of	of	ADP
bracis-28366	52	7	sentences	sentence	NOUN
bracis-28366	52	8	with	with	ADP
bracis-28366	52	9	minimal	minimal	ADJ
bracis-28366	52	10	differences	difference	NOUN
bracis-28366	52	11	,	,	PUNCT
bracis-28366	52	12	featuring	feature	VERB
bracis-28366	52	13	an	an	DET
bracis-28366	52	14	ambiguous	ambiguous	ADJ
bracis-28366	52	15	pronoun	pronoun	NOUN
bracis-28366	52	16	that	that	PRON
bracis-28366	52	17	is	be	AUX
bracis-28366	52	18	resolved	resolve	VERB
bracis-28366	52	19	divergently	divergently	ADV
bracis-28366	52	20	between	between	ADP
bracis-28366	52	21	the	the	DET
bracis-28366	52	22	two	two	NUM
bracis-28366	52	23	sentences	sentence	NOUN
bracis-28366	52	24	.	.	PUNCT
bracis-28366	53	1	melo	melo	PROPN
bracis-28366	53	2	et	et	PROPN
bracis-28366	53	3	al	al	PROPN
bracis-28366	53	4	.	.	PUNCT
bracis-28366	53	5	 	 	SPACE
bracis-28366	54	1	[	[	X
bracis-28366	54	2	13	13	NUM
bracis-28366	54	3	]	]	PUNCT
bracis-28366	54	4	manually	manually	ADV
bracis-28366	54	5	translated	translate	VERB
bracis-28366	54	6	and	and	CCONJ
bracis-28366	54	7	adapted	adapt	VERB
bracis-28366	54	8	this	this	DET
bracis-28366	54	9	dataset	dataset	NOUN
bracis-28366	54	10	to	to	ADP
bracis-28366	54	11	portuguese	portuguese	PROPN
bracis-28366	54	12	.	.	PUNCT
bracis-28366	55	1	for	for	ADP
bracis-28366	55	2	sentiment	sentiment	NOUN
bracis-28366	55	3	analysis	analysis	NOUN
bracis-28366	55	4	tasks	task	NOUN
bracis-28366	55	5	,	,	PUNCT
bracis-28366	55	6	the	the	DET
bracis-28366	55	7	tweetsentbr	tweetsentbr	NOUN
bracis-28366	55	8	dataset	dataset	VERB
bracis-28366	55	9	[	[	PUNCT
bracis-28366	55	10	2	2	NUM
bracis-28366	55	11	]	]	PUNCT
bracis-28366	55	12	consists	consist	VERB
bracis-28366	55	13	of	of	ADP
bracis-28366	55	14	15,000	15,000	NUM
bracis-28366	55	15	tweets	tweet	NOUN
bracis-28366	55	16	related	relate	VERB
bracis-28366	55	17	to	to	ADP
bracis-28366	55	18	the	the	DET
bracis-28366	55	19	tv	tv	NOUN
bracis-28366	55	20	show	show	NOUN
bracis-28366	55	21	domain	domain	NOUN
bracis-28366	55	22	,	,	PUNCT
bracis-28366	55	23	collected	collect	VERB
bracis-28366	55	24	between	between	ADP
bracis-28366	55	25	january	january	PROPN
bracis-28366	55	26	and	and	CCONJ
bracis-28366	55	27	july	july	PROPN
bracis-28366	55	28	2017	2017	NUM
bracis-28366	55	29	.	.	PUNCT
bracis-28366	56	1	the	the	DET
bracis-28366	56	2	tweets	tweet	NOUN
bracis-28366	56	3	were	be	AUX
bracis-28366	56	4	manually	manually	ADV
bracis-28366	56	5	annotated	annotate	VERB
bracis-28366	56	6	by	by	ADP
bracis-28366	56	7	seven	seven	NUM
bracis-28366	56	8	annotators	annotator	NOUN
bracis-28366	56	9	into	into	ADP
bracis-28366	56	10	three	three	NUM
bracis-28366	56	11	classes	class	NOUN
bracis-28366	56	12	:	:	PUNCT
bracis-28366	56	13	positive	positive	ADJ
bracis-28366	56	14	,	,	PUNCT
bracis-28366	56	15	neutral	neutral	ADJ
bracis-28366	56	16	,	,	PUNCT
bracis-28366	56	17	and	and	CCONJ
bracis-28366	56	18	negative	negative	ADJ
bracis-28366	56	19	.	.	PUNCT
bracis-28366	57	1	the	the	DET
bracis-28366	57	2	multilingual	multilingual	ADJ
bracis-28366	57	3	amazon	amazon	NOUN
bracis-28366	57	4	slu	slu	NOUN
bracis-28366	57	5	resource	resource	NOUN
bracis-28366	57	6	package	package	NOUN
bracis-28366	57	7	(	(	PUNCT
bracis-28366	57	8	slurp	slurp	VERB
bracis-28366	57	9	)	)	PUNCT
bracis-28366	57	10	for	for	ADP
bracis-28366	57	11	slot	slot	NOUN
bracis-28366	57	12	-	-	PUNCT
bracis-28366	57	13	filling	filling	NOUN
bracis-28366	57	14	,	,	PUNCT
bracis-28366	57	15	intent	intent	ADJ
bracis-28366	57	16	classification	classification	NOUN
bracis-28366	57	17	,	,	PUNCT
bracis-28366	57	18	and	and	CCONJ
bracis-28366	57	19	virtual	virtual	ADJ
bracis-28366	57	20	assistant	assistant	NOUN
bracis-28366	57	21	evaluation	evaluation	NOUN
bracis-28366	57	22	(	(	PUNCT
bracis-28366	57	23	massive	massive	ADJ
bracis-28366	57	24	)	)	PUNCT
bracis-28366	57	25	 	 	SPACE
bracis-28366	58	1	[	[	X
bracis-28366	58	2	4	4	X
bracis-28366	58	3	]	]	PUNCT
bracis-28366	58	4	is	be	AUX
bracis-28366	58	5	a	a	DET
bracis-28366	58	6	1m	1m	NUM
bracis-28366	58	7	-	-	PUNCT
bracis-28366	58	8	example	example	NOUN
bracis-28366	58	9	dataset	dataset	NOUN
bracis-28366	58	10	containing	contain	VERB
bracis-28366	58	11	realistic	realistic	ADJ
bracis-28366	58	12	virtual	virtual	ADJ
bracis-28366	58	13	utterances	utterance	NOUN
bracis-28366	58	14	in	in	ADP
bracis-28366	58	15	51	51	NUM
bracis-28366	58	16	languages	language	NOUN
bracis-28366	58	17	,	,	PUNCT
bracis-28366	58	18	including	include	VERB
bracis-28366	58	19	portuguese	portuguese	PROPN
bracis-28366	58	20	.	.	PUNCT
bracis-28366	59	1	professional	professional	ADJ
bracis-28366	59	2	translators	translator	NOUN
bracis-28366	59	3	translated	translate	VERB
bracis-28366	59	4	the	the	DET
bracis-28366	59	5	dataset	dataset	NOUN
bracis-28366	59	6	from	from	ADP
bracis-28366	59	7	english	english	PROPN
bracis-28366	59	8	,	,	PUNCT
bracis-28366	59	9	and	and	CCONJ
bracis-28366	59	10	it	it	PRON
bracis-28366	59	11	is	be	AUX
bracis-28366	59	12	annotated	annotate	VERB
bracis-28366	59	13	for	for	ADP
bracis-28366	59	14	slot	slot	NOUN
bracis-28366	59	15	(	(	PUNCT
bracis-28366	59	16	55	55	NUM
bracis-28366	59	17	classes	class	NOUN
bracis-28366	59	18	)	)	PUNCT
bracis-28366	59	19	and	and	CCONJ
bracis-28366	59	20	intent	intent	NOUN
bracis-28366	59	21	(	(	PUNCT
bracis-28366	59	22	60	60	NUM
bracis-28366	59	23	classes	class	NOUN
bracis-28366	59	24	)	)	PUNCT
bracis-28366	59	25	prediction	prediction	NOUN
bracis-28366	59	26	tasks	task	NOUN
bracis-28366	59	27	.	.	PUNCT
bracis-28366	60	1	a	a	DET
bracis-28366	60	2	dataset	dataset	NOUN
bracis-28366	60	3	more	more	ADV
bracis-28366	60	4	closely	closely	ADV
bracis-28366	60	5	related	relate	VERB
bracis-28366	60	6	to	to	ADP
bracis-28366	60	7	bluex	bluex	PROPN
bracis-28366	60	8	is	be	AUX
bracis-28366	60	9	the	the	DET
bracis-28366	60	10	enem	enem	NOUN
bracis-28366	60	11	-	-	PUNCT
bracis-28366	60	12	challenge	challenge	NOUN
bracis-28366	60	13	dataset	dataset	NOUN
bracis-28366	61	1	[	[	X
bracis-28366	61	2	22	22	NUM
bracis-28366	61	3	]	]	PUNCT
bracis-28366	61	4	,	,	PUNCT
bracis-28366	61	5	which	which	PRON
bracis-28366	61	6	includes	include	VERB
bracis-28366	61	7	the	the	DET
bracis-28366	61	8	editions	edition	NOUN
bracis-28366	61	9	of	of	ADP
bracis-28366	61	10	the	the	DET
bracis-28366	61	11	brazilian	brazilian	ADJ
bracis-28366	61	12	national	national	ADJ
bracis-28366	61	13	exam	exam	NOUN
bracis-28366	61	14	,	,	PUNCT
bracis-28366	61	15	exame	exame	PROPN
bracis-28366	61	16	nacional	nacional	NOUN
bracis-28366	61	17	do	do	VERB
bracis-28366	61	18	ensino	ensino	PROPN
bracis-28366	61	19	medio	medio	PROPN
bracis-28366	61	20	(	(	PUNCT
bracis-28366	61	21	enem	enem	PROPN
bracis-28366	61	22	)	)	PUNCT
bracis-28366	61	23	,	,	PUNCT
bracis-28366	61	24	from	from	ADP
bracis-28366	61	25	2009	2009	NUM
bracis-28366	61	26	to	to	ADP
bracis-28366	61	27	2017	2017	NUM
bracis-28366	61	28	.	.	PUNCT
bracis-28366	62	1	additionally	additionally	ADV
bracis-28366	62	2	,	,	PUNCT
bracis-28366	62	3	nunes	nune	NOUN
bracis-28366	62	4	et	et	PROPN
bracis-28366	62	5	al	al	PROPN
bracis-28366	62	6	.	.	PUNCT
bracis-28366	62	7	 	 	SPACE
bracis-28366	63	1	[	[	X
bracis-28366	63	2	15	15	NUM
bracis-28366	63	3	]	]	PUNCT
bracis-28366	63	4	introduced	introduce	VERB
bracis-28366	63	5	a	a	DET
bracis-28366	63	6	dataset	dataset	NOUN
bracis-28366	63	7	containing	contain	VERB
bracis-28366	63	8	the	the	DET
bracis-28366	63	9	enem	enem	PROPN
bracis-28366	63	10	exam	exam	NOUN
bracis-28366	63	11	of	of	ADP
bracis-28366	63	12	2022	2022	NUM
bracis-28366	63	13	,	,	PUNCT
bracis-28366	63	14	the	the	DET
bracis-28366	63	15	same	same	ADJ
bracis-28366	63	16	paper	paper	NOUN
bracis-28366	63	17	evaluated	evaluate	VERB
bracis-28366	63	18	the	the	DET
bracis-28366	63	19	performance	performance	NOUN
bracis-28366	63	20	of	of	ADP
bracis-28366	63	21	lms	lm	NOUN
bracis-28366	63	22	such	such	ADJ
bracis-28366	63	23	as	as	ADP
bracis-28366	63	24	gpt-3.5	gpt-3.5	NOUN
bracis-28366	63	25	-	-	PUNCT
bracis-28366	63	26	turbo	turbo	NOUN
bracis-28366	63	27	and	and	CCONJ
bracis-28366	63	28	gpt-4	gpt-4	X
bracis-28366	63	29	on	on	ADP
bracis-28366	63	30	both	both	CCONJ
bracis-28366	63	31	the	the	DET
bracis-28366	63	32	enem	enem	NOUN
bracis-28366	63	33	-	-	PUNCT
bracis-28366	63	34	challenge	challenge	NOUN
bracis-28366	63	35	and	and	CCONJ
bracis-28366	63	36	the	the	DET
bracis-28366	63	37	enem	enem	PROPN
bracis-28366	63	38	2022	2022	NUM
bracis-28366	63	39	datasets	dataset	NOUN
bracis-28366	63	40	.	.	PUNCT
bracis-28366	64	1	3	3	NUM
bracis-28366	64	2	the	the	DET
bracis-28366	64	3	bluex	bluex	PROPN
bracis-28366	64	4	dataset	dataset	VERB
bracis-28366	64	5	3.1	3.1	NUM
bracis-28366	64	6	dataset	dataset	NOUN
bracis-28366	64	7	creation	creation	NOUN
bracis-28366	64	8	bluex	bluex	NOUN
bracis-28366	64	9	is	be	AUX
bracis-28366	64	10	a	a	DET
bracis-28366	64	11	dataset	dataset	NOUN
bracis-28366	64	12	comprising	comprising	NOUN
bracis-28366	64	13	more	more	ADJ
bracis-28366	64	14	than	than	ADP
bracis-28366	64	15	1,000	1,000	NUM
bracis-28366	64	16	multiple	multiple	ADJ
bracis-28366	64	17	choice	choice	NOUN
bracis-28366	64	18	questions	question	NOUN
bracis-28366	64	19	from	from	ADP
bracis-28366	64	20	the	the	DET
bracis-28366	64	21	entrance	entrance	NOUN
bracis-28366	64	22	exams	exam	NOUN
bracis-28366	64	23	of	of	ADP
bracis-28366	64	24	the	the	DET
bracis-28366	64	25	two	two	NUM
bracis-28366	64	26	leading	lead	VERB
bracis-28366	64	27	universities	university	NOUN
bracis-28366	64	28	in	in	ADP
bracis-28366	64	29	brazil	brazil	PROPN
bracis-28366	64	30	,	,	PUNCT
bracis-28366	64	31	unicamp	unicamp	NOUN
bracis-28366	64	32	and	and	CCONJ
bracis-28366	64	33	usp	usp	PROPN
bracis-28366	64	34	,	,	PUNCT
bracis-28366	64	35	administered	administer	VERB
bracis-28366	64	36	between	between	ADP
bracis-28366	64	37	2018	2018	NUM
bracis-28366	64	38	and	and	CCONJ
bracis-28366	64	39	2023	2023	NUM
bracis-28366	64	40	.	.	PUNCT
bracis-28366	65	1	the	the	DET
bracis-28366	65	2	dataset	dataset	NOUN
bracis-28366	65	3	was	be	AUX
bracis-28366	65	4	created	create	VERB
bracis-28366	65	5	by	by	ADP
bracis-28366	65	6	automatically	automatically	ADV
bracis-28366	65	7	extracting	extract	VERB
bracis-28366	65	8	each	each	DET
bracis-28366	65	9	question	question	NOUN
bracis-28366	65	10	text	text	NOUN
bracis-28366	65	11	,	,	PUNCT
bracis-28366	65	12	alternatives	alternative	NOUN
bracis-28366	65	13	,	,	PUNCT
bracis-28366	65	14	and	and	CCONJ
bracis-28366	65	15	related	relate	VERB
bracis-28366	65	16	images	image	NOUN
bracis-28366	65	17	using	use	VERB
bracis-28366	65	18	scripts	script	NOUN
bracis-28366	65	19	,	,	PUNCT
bracis-28366	65	20	and	and	CCONJ
bracis-28366	65	21	subsequently	subsequently	ADV
bracis-28366	65	22	each	each	DET
bracis-28366	65	23	example	example	NOUN
bracis-28366	65	24	was	be	AUX
bracis-28366	65	25	manually	manually	ADV
bracis-28366	65	26	annotated	annotate	VERB
bracis-28366	65	27	to	to	PART
bracis-28366	65	28	correct	correct	VERB
bracis-28366	65	29	extraction	extraction	NOUN
bracis-28366	65	30	errors	error	NOUN
bracis-28366	65	31	and	and	CCONJ
bracis-28366	65	32	provide	provide	VERB
bracis-28366	65	33	additional	additional	ADJ
bracis-28366	65	34	metadata	metadata	NOUN
bracis-28366	65	35	such	such	ADJ
bracis-28366	65	36	as	as	ADP
bracis-28366	65	37	image	image	NOUN
bracis-28366	65	38	positioning	positioning	NOUN
bracis-28366	65	39	.	.	PUNCT
bracis-28366	66	1	3.2	3.2	NUM
bracis-28366	66	2	annotated	annotate	VERB
bracis-28366	66	3	question	question	NOUN
bracis-28366	66	4	metadata	metadata	NOUN
bracis-28366	66	5	the	the	DET
bracis-28366	66	6	annotated	annotate	VERB
bracis-28366	66	7	metadata	metadata	NOUN
bracis-28366	66	8	is	be	AUX
bracis-28366	66	9	described	describe	VERB
bracis-28366	66	10	below	below	ADV
bracis-28366	66	11	.	.	PUNCT
bracis-28366	67	1	prior	prior	ADJ
bracis-28366	67	2	knowledge	knowledge	NOUN
bracis-28366	67	3	(	(	PUNCT
bracis-28366	67	4	prk	prk	NOUN
bracis-28366	67	5	)	)	PUNCT
bracis-28366	67	6	indicates	indicate	VERB
bracis-28366	67	7	whether	whether	SCONJ
bracis-28366	67	8	the	the	DET
bracis-28366	67	9	question	question	NOUN
bracis-28366	67	10	requires	require	VERB
bracis-28366	67	11	knowledge	knowledge	NOUN
bracis-28366	67	12	from	from	ADP
bracis-28366	67	13	outside	outside	ADP
bracis-28366	67	14	of	of	ADP
bracis-28366	67	15	what	what	PRON
bracis-28366	67	16	has	have	AUX
bracis-28366	67	17	been	be	AUX
bracis-28366	67	18	provided	provide	VERB
bracis-28366	67	19	in	in	ADP
bracis-28366	67	20	the	the	DET
bracis-28366	67	21	question	question	NOUN
bracis-28366	67	22	,	,	PUNCT
bracis-28366	67	23	such	such	ADJ
bracis-28366	67	24	as	as	ADP
bracis-28366	67	25	familiarity	familiarity	NOUN
bracis-28366	67	26	with	with	ADP
bracis-28366	67	27	a	a	DET
bracis-28366	67	28	particular	particular	ADJ
bracis-28366	67	29	author	author	NOUN
bracis-28366	67	30	’s	’s	PART
bracis-28366	67	31	work	work	NOUN
bracis-28366	67	32	or	or	CCONJ
bracis-28366	67	33	a	a	DET
bracis-28366	67	34	specific	specific	ADJ
bracis-28366	67	35	mathematical	mathematical	ADJ
bracis-28366	67	36	formula	formula	NOUN
bracis-28366	67	37	.	.	PUNCT
bracis-28366	68	1	text	text	NOUN
bracis-28366	68	2	understanding	understanding	NOUN
bracis-28366	68	3	(	(	PUNCT
bracis-28366	68	4	tu	tu	PROPN
bracis-28366	68	5	)	)	PUNCT
bracis-28366	68	6	indicates	indicate	VERB
bracis-28366	68	7	whether	whether	SCONJ
bracis-28366	68	8	the	the	DET
bracis-28366	68	9	question	question	NOUN
bracis-28366	68	10	requires	require	VERB
bracis-28366	68	11	understanding	understanding	NOUN
bracis-28366	68	12	of	of	ADP
bracis-28366	68	13	a	a	DET
bracis-28366	68	14	particular	particular	ADJ
bracis-28366	68	15	text	text	NOUN
bracis-28366	68	16	.	.	PUNCT
bracis-28366	69	1	image	image	NOUN
bracis-28366	69	2	understanding	understanding	NOUN
bracis-28366	69	3	(	(	PUNCT
bracis-28366	69	4	iu	iu	NOUN
bracis-28366	69	5	)	)	PUNCT
bracis-28366	69	6	indicates	indicate	VERB
bracis-28366	69	7	whether	whether	SCONJ
bracis-28366	69	8	the	the	DET
bracis-28366	69	9	question	question	NOUN
bracis-28366	69	10	requires	require	VERB
bracis-28366	69	11	understanding	understanding	NOUN
bracis-28366	69	12	of	of	ADP
bracis-28366	69	13	an	an	DET
bracis-28366	69	14	image	image	NOUN
bracis-28366	69	15	.	.	PUNCT
bracis-28366	70	1	it	it	PRON
bracis-28366	70	2	should	should	AUX
bracis-28366	70	3	be	be	AUX
bracis-28366	70	4	noted	note	VERB
bracis-28366	70	5	that	that	SCONJ
bracis-28366	70	6	not	not	PART
bracis-28366	70	7	all	all	DET
bracis-28366	70	8	questions	question	NOUN
bracis-28366	70	9	with	with	ADP
bracis-28366	70	10	images	image	NOUN
bracis-28366	70	11	require	require	VERB
bracis-28366	70	12	their	their	PRON
bracis-28366	70	13	understanding	understanding	NOUN
bracis-28366	70	14	to	to	PART
bracis-28366	70	15	answer	answer	VERB
bracis-28366	70	16	the	the	DET
bracis-28366	70	17	question	question	NOUN
bracis-28366	70	18	.	.	PUNCT
bracis-28366	71	1	mathematical	mathematical	ADJ
bracis-28366	71	2	reasoning	reasoning	NOUN
bracis-28366	71	3	(	(	PUNCT
bracis-28366	71	4	mr	mr	PROPN
bracis-28366	71	5	)	)	PUNCT
bracis-28366	71	6	indicates	indicate	VERB
bracis-28366	71	7	whether	whether	SCONJ
bracis-28366	71	8	the	the	DET
bracis-28366	71	9	question	question	NOUN
bracis-28366	71	10	requires	require	VERB
bracis-28366	71	11	mathematical	mathematical	ADJ
bracis-28366	71	12	reasoning	reasoning	NOUN
bracis-28366	71	13	,	,	PUNCT
bracis-28366	71	14	such	such	ADJ
bracis-28366	71	15	as	as	ADP
bracis-28366	71	16	the	the	DET
bracis-28366	71	17	ability	ability	NOUN
bracis-28366	71	18	to	to	PART
bracis-28366	71	19	perform	perform	VERB
bracis-28366	71	20	calculations	calculation	NOUN
bracis-28366	71	21	and	and	CCONJ
bracis-28366	71	22	symbolic	symbolic	ADJ
bracis-28366	71	23	manipulations	manipulation	NOUN
bracis-28366	71	24	.	.	PUNCT
bracis-28366	72	1	multilingual	multilingual	ADJ
bracis-28366	72	2	(	(	PUNCT
bracis-28366	72	3	ml	ml	NOUN
bracis-28366	72	4	)	)	PUNCT
bracis-28366	72	5	indicates	indicate	VERB
bracis-28366	72	6	whether	whether	SCONJ
bracis-28366	72	7	the	the	DET
bracis-28366	72	8	question	question	NOUN
bracis-28366	72	9	requires	require	VERB
bracis-28366	72	10	knowledge	knowledge	NOUN
bracis-28366	72	11	of	of	ADP
bracis-28366	72	12	two	two	NUM
bracis-28366	72	13	or	or	CCONJ
bracis-28366	72	14	more	more	ADJ
bracis-28366	72	15	languages	language	NOUN
bracis-28366	72	16	,	,	PUNCT
bracis-28366	72	17	such	such	ADJ
bracis-28366	72	18	as	as	ADP
bracis-28366	72	19	questions	question	NOUN
bracis-28366	72	20	designed	design	VERB
bracis-28366	72	21	to	to	PART
bracis-28366	72	22	test	test	VERB
bracis-28366	72	23	english	english	ADJ
bracis-28366	72	24	skills	skill	NOUN
bracis-28366	72	25	of	of	ADP
bracis-28366	72	26	portuguese	portuguese	ADJ
bracis-28366	72	27	speakers	speaker	NOUN
bracis-28366	72	28	.	.	PUNCT
bracis-28366	73	1	brazilian	brazilian	ADJ
bracis-28366	73	2	knowledge	knowledge	NOUN
bracis-28366	73	3	(	(	PUNCT
bracis-28366	73	4	bk	bk	NOUN
bracis-28366	73	5	)	)	PUNCT
bracis-28366	73	6	indicates	indicate	VERB
bracis-28366	73	7	whether	whether	SCONJ
bracis-28366	73	8	the	the	DET
bracis-28366	73	9	question	question	NOUN
bracis-28366	73	10	involves	involve	VERB
bracis-28366	73	11	knowledge	knowledge	NOUN
bracis-28366	73	12	specific	specific	ADJ
bracis-28366	73	13	to	to	ADP
bracis-28366	73	14	brazil	brazil	PROPN
bracis-28366	73	15	,	,	PUNCT
bracis-28366	73	16	such	such	ADJ
bracis-28366	73	17	as	as	ADP
bracis-28366	73	18	brazilian	brazilian	ADJ
bracis-28366	73	19	history	history	NOUN
bracis-28366	73	20	,	,	PUNCT
bracis-28366	73	21	literature	literature	NOUN
bracis-28366	73	22	,	,	PUNCT
bracis-28366	73	23	geography	geography	NOUN
bracis-28366	73	24	,	,	PUNCT
bracis-28366	73	25	or	or	CCONJ
bracis-28366	73	26	culture	culture	NOUN
bracis-28366	73	27	.	.	PUNCT
bracis-28366	74	1	subjects	subject	NOUN
bracis-28366	74	2	a	a	DET
bracis-28366	74	3	list	list	NOUN
bracis-28366	74	4	of	of	ADP
bracis-28366	74	5	subjects	subject	NOUN
bracis-28366	74	6	related	relate	VERB
bracis-28366	74	7	to	to	ADP
bracis-28366	74	8	the	the	DET
bracis-28366	74	9	question	question	NOUN
bracis-28366	74	10	,	,	PUNCT
bracis-28366	74	11	such	such	ADJ
bracis-28366	74	12	as	as	ADP
bracis-28366	74	13	geography	geography	NOUN
bracis-28366	74	14	,	,	PUNCT
bracis-28366	74	15	physics	physics	NOUN
bracis-28366	74	16	,	,	PUNCT
bracis-28366	74	17	etc	etc	X
bracis-28366	74	18	.	.	X
bracis-28366	74	19	related	relate	VERB
bracis-28366	74	20	images	image	NOUN
bracis-28366	74	21	a	a	DET
bracis-28366	74	22	list	list	NOUN
bracis-28366	74	23	of	of	ADP
bracis-28366	74	24	all	all	DET
bracis-28366	74	25	the	the	DET
bracis-28366	74	26	related	relate	VERB
bracis-28366	74	27	images	image	NOUN
bracis-28366	74	28	for	for	ADP
bracis-28366	74	29	the	the	DET
bracis-28366	74	30	question	question	NOUN
bracis-28366	74	31	.	.	PUNCT
bracis-28366	75	1	alternative	alternative	ADJ
bracis-28366	75	2	type	type	NOUN
bracis-28366	75	3	indicates	indicate	VERB
bracis-28366	75	4	whether	whether	SCONJ
bracis-28366	75	5	the	the	DET
bracis-28366	75	6	answer	answer	NOUN
bracis-28366	75	7	choices	choice	NOUN
bracis-28366	75	8	are	be	AUX
bracis-28366	75	9	presented	present	VERB
bracis-28366	75	10	as	as	ADP
bracis-28366	75	11	text	text	NOUN
bracis-28366	75	12	or	or	CCONJ
bracis-28366	75	13	as	as	ADP
bracis-28366	75	14	images	image	NOUN
bracis-28366	75	15	.	.	PUNCT
bracis-28366	76	1	this	this	PRON
bracis-28366	76	2	is	be	AUX
bracis-28366	76	3	important	important	ADJ
bracis-28366	76	4	because	because	SCONJ
bracis-28366	76	5	some	some	DET
bracis-28366	76	6	questions	question	NOUN
bracis-28366	76	7	may	may	AUX
bracis-28366	76	8	use	use	VERB
bracis-28366	76	9	images	image	NOUN
bracis-28366	76	10	as	as	ADP
bracis-28366	76	11	answer	answer	NOUN
bracis-28366	76	12	choices	choice	NOUN
bracis-28366	76	13	,	,	PUNCT
bracis-28366	76	14	which	which	PRON
bracis-28366	76	15	requires	require	VERB
bracis-28366	76	16	different	different	ADJ
bracis-28366	76	17	processing	processing	NOUN
bracis-28366	76	18	techniques	technique	NOUN
bracis-28366	76	19	than	than	ADP
bracis-28366	76	20	questions	question	NOUN
bracis-28366	76	21	with	with	ADP
bracis-28366	76	22	only	only	ADJ
bracis-28366	76	23	textual	textual	ADJ
bracis-28366	76	24	answers	answer	NOUN
bracis-28366	76	25	.	.	PUNCT
bracis-28366	77	1	by	by	ADP
bracis-28366	77	2	providing	provide	VERB
bracis-28366	77	3	such	such	ADJ
bracis-28366	77	4	annotations	annotation	NOUN
bracis-28366	77	5	along	along	ADP
bracis-28366	77	6	with	with	ADP
bracis-28366	77	7	the	the	DET
bracis-28366	77	8	questions	question	NOUN
bracis-28366	77	9	we	we	PRON
bracis-28366	77	10	aim	aim	VERB
bracis-28366	77	11	to	to	PART
bracis-28366	77	12	facilitate	facilitate	VERB
bracis-28366	77	13	research	research	NOUN
bracis-28366	77	14	into	into	ADP
bracis-28366	77	15	language	language	NOUN
bracis-28366	77	16	understanding	understanding	NOUN
bracis-28366	77	17	and	and	CCONJ
bracis-28366	77	18	reasoning	reasoning	NOUN
bracis-28366	77	19	in	in	ADP
bracis-28366	77	20	portuguese	portuguese	PROPN
bracis-28366	77	21	for	for	ADP
bracis-28366	77	22	both	both	CCONJ
bracis-28366	77	23	pure	pure	ADJ
bracis-28366	77	24	language	language	NOUN
bracis-28366	77	25	models	model	NOUN
bracis-28366	77	26	and	and	CCONJ
bracis-28366	77	27	multimodal	multimodal	NOUN
bracis-28366	77	28	models	model	NOUN
bracis-28366	77	29	.	.	PUNCT
bracis-28366	78	1	we	we	PRON
bracis-28366	78	2	believe	believe	VERB
bracis-28366	78	3	that	that	SCONJ
bracis-28366	78	4	bluex	bluex	PROPN
bracis-28366	78	5	will	will	AUX
bracis-28366	78	6	be	be	AUX
bracis-28366	78	7	a	a	DET
bracis-28366	78	8	valuable	valuable	ADJ
bracis-28366	78	9	resource	resource	NOUN
bracis-28366	78	10	for	for	SCONJ
bracis-28366	78	11	researchers	researcher	NOUN
bracis-28366	78	12	to	to	PART
bracis-28366	78	13	evaluate	evaluate	VERB
bracis-28366	78	14	and	and	CCONJ
bracis-28366	78	15	improve	improve	VERB
bracis-28366	78	16	the	the	DET
bracis-28366	78	17	performance	performance	NOUN
bracis-28366	78	18	of	of	ADP
bracis-28366	78	19	future	future	ADJ
bracis-28366	78	20	language	language	NOUN
bracis-28366	78	21	models	model	NOUN
bracis-28366	78	22	in	in	ADP
bracis-28366	78	23	the	the	DET
bracis-28366	78	24	context	context	NOUN
bracis-28366	78	25	of	of	ADP
bracis-28366	78	26	portuguese	portuguese	ADJ
bracis-28366	78	27	-	-	PUNCT
bracis-28366	78	28	language	language	NOUN
bracis-28366	78	29	standardized	standardized	ADJ
bracis-28366	78	30	tests	test	NOUN
bracis-28366	78	31	.	.	PUNCT
bracis-28366	79	1	3.3	3.3	NUM
bracis-28366	79	2	image	image	NOUN
bracis-28366	79	3	positioning	position	VERB
bracis-28366	79	4	many	many	ADJ
bracis-28366	79	5	of	of	ADP
bracis-28366	79	6	the	the	DET
bracis-28366	79	7	questions	question	NOUN
bracis-28366	79	8	in	in	ADP
bracis-28366	79	9	the	the	DET
bracis-28366	79	10	exams	exam	NOUN
bracis-28366	79	11	require	require	VERB
bracis-28366	79	12	a	a	DET
bracis-28366	79	13	contextual	contextual	ADJ
bracis-28366	79	14	or	or	CCONJ
bracis-28366	79	15	informational	informational	ADJ
bracis-28366	79	16	understanding	understanding	NOUN
bracis-28366	79	17	of	of	ADP
bracis-28366	79	18	images	image	NOUN
bracis-28366	79	19	.	.	PUNCT
bracis-28366	80	1	despite	despite	SCONJ
bracis-28366	80	2	active	active	ADJ
bracis-28366	80	3	research	research	NOUN
bracis-28366	80	4	in	in	ADP
bracis-28366	80	5	the	the	DET
bracis-28366	80	6	field	field	NOUN
bracis-28366	80	7	of	of	ADP
bracis-28366	80	8	multimodal	multimodal	NOUN
bracis-28366	80	9	models	model	NOUN
bracis-28366	80	10	,	,	PUNCT
bracis-28366	80	11	models	model	NOUN
bracis-28366	80	12	that	that	PRON
bracis-28366	80	13	can	can	AUX
bracis-28366	80	14	adeptly	adeptly	ADV
bracis-28366	80	15	process	process	VERB
bracis-28366	80	16	both	both	PRON
bracis-28366	80	17	text	text	NOUN
bracis-28366	80	18	and	and	CCONJ
bracis-28366	80	19	image	image	NOUN
bracis-28366	80	20	data	datum	NOUN
bracis-28366	80	21	and	and	CCONJ
bracis-28366	80	22	yield	yield	VERB
bracis-28366	80	23	satisfactory	satisfactory	ADJ
bracis-28366	80	24	results	result	NOUN
bracis-28366	80	25	remain	remain	VERB
bracis-28366	80	26	scarce	scarce	ADJ
bracis-28366	80	27	in	in	ADP
bracis-28366	80	28	the	the	DET
bracis-28366	80	29	public	public	ADJ
bracis-28366	80	30	domain	domain	NOUN
bracis-28366	80	31	.	.	PUNCT
bracis-28366	81	1	we	we	PRON
bracis-28366	81	2	believe	believe	VERB
bracis-28366	81	3	that	that	SCONJ
bracis-28366	81	4	bluex	bluex	PROPN
bracis-28366	81	5	can	can	AUX
bracis-28366	81	6	serve	serve	VERB
bracis-28366	81	7	as	as	ADP
bracis-28366	81	8	an	an	DET
bracis-28366	81	9	essential	essential	ADJ
bracis-28366	81	10	evaluation	evaluation	NOUN
bracis-28366	81	11	tool	tool	NOUN
bracis-28366	81	12	for	for	ADP
bracis-28366	81	13	such	such	ADJ
bracis-28366	81	14	models	model	NOUN
bracis-28366	81	15	.	.	PUNCT
bracis-28366	82	1	anticipating	anticipate	VERB
bracis-28366	82	2	the	the	DET
bracis-28366	82	3	use	use	NOUN
bracis-28366	82	4	of	of	ADP
bracis-28366	82	5	models	model	NOUN
bracis-28366	82	6	that	that	PRON
bracis-28366	82	7	will	will	AUX
bracis-28366	82	8	process	process	VERB
bracis-28366	82	9	images	image	NOUN
bracis-28366	82	10	and	and	CCONJ
bracis-28366	82	11	text	text	NOUN
bracis-28366	82	12	in	in	ADP
bracis-28366	82	13	an	an	DET
bracis-28366	82	14	interleaved	interleaved	ADJ
bracis-28366	82	15	manner	manner	NOUN
bracis-28366	82	16	,	,	PUNCT
bracis-28366	82	17	we	we	PRON
bracis-28366	82	18	also	also	ADV
bracis-28366	82	19	provide	provide	VERB
bracis-28366	82	20	precise	precise	ADJ
bracis-28366	82	21	information	information	NOUN
bracis-28366	82	22	regarding	regard	VERB
bracis-28366	82	23	the	the	DET
bracis-28366	82	24	placement	placement	NOUN
bracis-28366	82	25	of	of	ADP
bracis-28366	82	26	images	image	NOUN
bracis-28366	82	27	within	within	ADP
bracis-28366	82	28	the	the	DET
bracis-28366	82	29	question	question	NOUN
bracis-28366	82	30	,	,	PUNCT
bracis-28366	82	31	as	as	SCONJ
bracis-28366	82	32	illustrated	illustrate	VERB
bracis-28366	82	33	in	in	ADP
bracis-28366	82	34	fig	fig	NOUN
bracis-28366	82	35	.	.	PUNCT
bracis-28366	82	36	 	 	SPACE
bracis-28366	83	1	1	1	NUM
bracis-28366	83	2	.	.	PUNCT
bracis-28366	83	3	fig	fig	NOUN
bracis-28366	83	4	.	.	PUNCT
bracis-28366	84	1	1	1	NUM
bracis-28366	84	2	.	.	X
bracis-28366	84	3	example	example	NOUN
bracis-28366	84	4	of	of	ADP
bracis-28366	84	5	image	image	NOUN
bracis-28366	84	6	annotation	annotation	NOUN
bracis-28366	84	7	in	in	ADP
bracis-28366	84	8	bluex	bluex	PROPN
bracis-28366	84	9	.	.	PUNCT
bracis-28366	85	1	full	full	ADJ
bracis-28366	85	2	size	size	NOUN
bracis-28366	85	3	image	image	NOUN
bracis-28366	85	4	3.4	3.4	NUM
bracis-28366	85	5	dataset	dataset	NOUN
bracis-28366	85	6	distribution	distribution	NOUN
bracis-28366	85	7	the	the	DET
bracis-28366	85	8	bluex	bluex	PROPN
bracis-28366	85	9	dataset	dataset	NOUN
bracis-28366	85	10	covers	cover	VERB
bracis-28366	85	11	a	a	DET
bracis-28366	85	12	wide	wide	ADJ
bracis-28366	85	13	range	range	NOUN
bracis-28366	85	14	of	of	ADP
bracis-28366	85	15	high	high	ADJ
bracis-28366	85	16	school	school	NOUN
bracis-28366	85	17	subjects	subject	NOUN
bracis-28366	85	18	,	,	PUNCT
bracis-28366	85	19	including	include	VERB
bracis-28366	85	20	mathematics	mathematic	NOUN
bracis-28366	85	21	,	,	PUNCT
bracis-28366	85	22	physics	physics	NOUN
bracis-28366	85	23	,	,	PUNCT
bracis-28366	85	24	chemistry	chemistry	NOUN
bracis-28366	85	25	,	,	PUNCT
bracis-28366	85	26	biology	biology	NOUN
bracis-28366	85	27	,	,	PUNCT
bracis-28366	85	28	history	history	NOUN
bracis-28366	85	29	,	,	PUNCT
bracis-28366	85	30	geography	geography	NOUN
bracis-28366	85	31	,	,	PUNCT
bracis-28366	85	32	english	english	PROPN
bracis-28366	85	33	,	,	PUNCT
bracis-28366	85	34	philosophy	philosophy	NOUN
bracis-28366	85	35	and	and	CCONJ
bracis-28366	85	36	portuguese	portuguese	ADJ
bracis-28366	85	37	,	,	PUNCT
bracis-28366	85	38	as	as	ADV
bracis-28366	85	39	well	well	ADV
bracis-28366	85	40	as	as	ADP
bracis-28366	85	41	multidisciplinary	multidisciplinary	ADJ
bracis-28366	85	42	questions	question	NOUN
bracis-28366	85	43	that	that	PRON
bracis-28366	85	44	involve	involve	VERB
bracis-28366	85	45	two	two	NUM
bracis-28366	85	46	or	or	CCONJ
bracis-28366	85	47	more	more	ADJ
bracis-28366	85	48	subjects	subject	NOUN
bracis-28366	85	49	.	.	PUNCT
bracis-28366	86	1	the	the	DET
bracis-28366	86	2	distribution	distribution	NOUN
bracis-28366	86	3	of	of	ADP
bracis-28366	86	4	questions	question	NOUN
bracis-28366	86	5	is	be	AUX
bracis-28366	86	6	shown	show	VERB
bracis-28366	86	7	in	in	ADP
bracis-28366	86	8	table	table	NOUN
bracis-28366	86	9	 	 	SPACE
bracis-28366	86	10	1	1	NUM
bracis-28366	86	11	,	,	PUNCT
bracis-28366	86	12	where	where	SCONJ
bracis-28366	86	13	we	we	PRON
bracis-28366	86	14	also	also	ADV
bracis-28366	86	15	provide	provide	VERB
bracis-28366	86	16	the	the	DET
bracis-28366	86	17	distribution	distribution	NOUN
bracis-28366	86	18	for	for	ADP
bracis-28366	86	19	the	the	DET
bracis-28366	86	20	subset	subset	NOUN
bracis-28366	86	21	of	of	ADP
bracis-28366	86	22	questions	question	NOUN
bracis-28366	86	23	without	without	ADP
bracis-28366	86	24	images	image	NOUN
bracis-28366	86	25	,	,	PUNCT
bracis-28366	86	26	which	which	PRON
bracis-28366	86	27	accounts	account	VERB
bracis-28366	86	28	for	for	ADP
bracis-28366	86	29	approximately	approximately	ADV
bracis-28366	86	30	58	58	NUM
bracis-28366	86	31	%	%	NOUN
bracis-28366	86	32	of	of	ADP
bracis-28366	86	33	the	the	DET
bracis-28366	86	34	total	total	ADJ
bracis-28366	86	35	dataset	dataset	NOUN
bracis-28366	86	36	.	.	PUNCT
bracis-28366	87	1	furthermore	furthermore	ADV
bracis-28366	87	2	,	,	PUNCT
bracis-28366	87	3	table	table	NOUN
bracis-28366	87	4	 	 	SPACE
bracis-28366	87	5	2	2	NUM
bracis-28366	87	6	shows	show	VERB
bracis-28366	87	7	the	the	DET
bracis-28366	87	8	distribution	distribution	NOUN
bracis-28366	87	9	of	of	ADP
bracis-28366	87	10	the	the	DET
bracis-28366	87	11	dataset	dataset	NOUN
bracis-28366	87	12	across	across	ADP
bracis-28366	87	13	annotated	annotated	ADJ
bracis-28366	87	14	categories	category	NOUN
bracis-28366	87	15	,	,	PUNCT
bracis-28366	87	16	as	as	SCONJ
bracis-28366	87	17	explained	explain	VERB
bracis-28366	87	18	in	in	ADP
bracis-28366	87	19	sect	sect	NOUN
bracis-28366	87	20	.	.	PUNCT
bracis-28366	87	21	 	 	SPACE
bracis-28366	88	1	3.2	3.2	NUM
bracis-28366	88	2	.	.	PUNCT
bracis-28366	89	1	we	we	PRON
bracis-28366	89	2	observe	observe	VERB
bracis-28366	89	3	that	that	SCONJ
bracis-28366	89	4	the	the	DET
bracis-28366	89	5	majority	majority	NOUN
bracis-28366	89	6	of	of	ADP
bracis-28366	89	7	questions	question	NOUN
bracis-28366	89	8	require	require	VERB
bracis-28366	89	9	specific	specific	ADJ
bracis-28366	89	10	knowledge	knowledge	NOUN
bracis-28366	89	11	and	and	CCONJ
bracis-28366	89	12	the	the	DET
bracis-28366	89	13	ability	ability	NOUN
bracis-28366	89	14	to	to	PART
bracis-28366	89	15	comprehend	comprehend	VERB
bracis-28366	89	16	text	text	NOUN
bracis-28366	89	17	,	,	PUNCT
bracis-28366	89	18	two	two	NUM
bracis-28366	89	19	expected	expect	VERB
bracis-28366	89	20	capabilities	capability	NOUN
bracis-28366	89	21	in	in	ADP
bracis-28366	89	22	students	student	NOUN
bracis-28366	89	23	taking	take	VERB
bracis-28366	89	24	these	these	DET
bracis-28366	89	25	exams	exam	NOUN
bracis-28366	89	26	.	.	PUNCT
bracis-28366	90	1	note	note	VERB
bracis-28366	90	2	that	that	SCONJ
bracis-28366	90	3	any	any	DET
bracis-28366	90	4	given	give	VERB
bracis-28366	90	5	question	question	NOUN
bracis-28366	90	6	can	can	AUX
bracis-28366	90	7	be	be	AUX
bracis-28366	90	8	part	part	NOUN
bracis-28366	90	9	of	of	ADP
bracis-28366	90	10	multiple	multiple	ADJ
bracis-28366	90	11	categories	category	NOUN
bracis-28366	90	12	.	.	PUNCT
bracis-28366	91	1	table	table	NOUN
bracis-28366	91	2	1	1	NUM
bracis-28366	91	3	.	.	PUNCT
bracis-28366	91	4	distribution	distribution	NOUN
bracis-28366	91	5	over	over	ADP
bracis-28366	91	6	subjects.full	subjects.full	NUM
bracis-28366	91	7	size	size	NOUN
bracis-28366	91	8	table	table	NOUN
bracis-28366	91	9	table	table	NOUN
bracis-28366	91	10	2	2	NUM
bracis-28366	91	11	.	.	PUNCT
bracis-28366	91	12	distribution	distribution	NOUN
bracis-28366	91	13	over	over	ADP
bracis-28366	91	14	categories.full	categories.full	ADJ
bracis-28366	91	15	size	size	NOUN
bracis-28366	91	16	table	table	NOUN
bracis-28366	91	17	4	4	NUM
bracis-28366	91	18	results	result	NOUN
bracis-28366	91	19	to	to	PART
bracis-28366	91	20	enable	enable	VERB
bracis-28366	91	21	future	future	ADJ
bracis-28366	91	22	comparisons	comparison	NOUN
bracis-28366	91	23	,	,	PUNCT
bracis-28366	91	24	we	we	PRON
bracis-28366	91	25	evaluated	evaluate	VERB
bracis-28366	91	26	our	our	PRON
bracis-28366	91	27	dataset	dataset	NOUN
bracis-28366	91	28	using	use	VERB
bracis-28366	91	29	several	several	ADJ
bracis-28366	91	30	language	language	NOUN
bracis-28366	91	31	models	model	NOUN
bracis-28366	91	32	,	,	PUNCT
bracis-28366	91	33	ranging	range	VERB
bracis-28366	91	34	from	from	ADP
bracis-28366	91	35	6b	6b	NUM
bracis-28366	91	36	to	to	ADP
bracis-28366	91	37	66b	66b	NOUN
bracis-28366	91	38	parameters	parameter	NOUN
bracis-28366	91	39	,	,	PUNCT
bracis-28366	91	40	including	include	VERB
bracis-28366	91	41	openai	openai	PROPN
bracis-28366	91	42	’s	’s	PART
bracis-28366	91	43	gpt-4	gpt-4	ADJ
bracis-28366	91	44	and	and	CCONJ
bracis-28366	91	45	gpt-3.5	gpt-3.5	PUNCT
bracis-28366	91	46	-	-	PUNCT
bracis-28366	91	47	turbo	turbo	NOUN
bracis-28366	91	48	models	model	NOUN
bracis-28366	91	49	.	.	PUNCT
bracis-28366	92	1	our	our	PRON
bracis-28366	92	2	experiments	experiment	NOUN
bracis-28366	92	3	were	be	AUX
bracis-28366	92	4	conducted	conduct	VERB
bracis-28366	92	5	using	use	VERB
bracis-28366	92	6	large	large	ADJ
bracis-28366	92	7	language	language	NOUN
bracis-28366	92	8	models	model	NOUN
bracis-28366	92	9	with	with	ADP
bracis-28366	92	10	no	no	DET
bracis-28366	92	11	specific	specific	ADJ
bracis-28366	92	12	training	training	NOUN
bracis-28366	92	13	for	for	ADP
bracis-28366	92	14	this	this	DET
bracis-28366	92	15	task	task	NOUN
bracis-28366	92	16	.	.	PUNCT
bracis-28366	93	1	each	each	DET
bracis-28366	93	2	model	model	NOUN
bracis-28366	93	3	was	be	AUX
bracis-28366	93	4	provided	provide	VERB
bracis-28366	93	5	with	with	ADP
bracis-28366	93	6	one	one	NUM
bracis-28366	93	7	example	example	NOUN
bracis-28366	93	8	in	in	ADP
bracis-28366	93	9	the	the	DET
bracis-28366	93	10	input	input	NOUN
bracis-28366	93	11	and	and	CCONJ
bracis-28366	93	12	then	then	ADV
bracis-28366	93	13	asked	ask	VERB
bracis-28366	93	14	to	to	PART
bracis-28366	93	15	answer	answer	VERB
bracis-28366	93	16	a	a	DET
bracis-28366	93	17	question	question	NOUN
bracis-28366	93	18	from	from	ADP
bracis-28366	93	19	the	the	DET
bracis-28366	93	20	test	test	NOUN
bracis-28366	93	21	set	set	NOUN
bracis-28366	93	22	.	.	PUNCT
bracis-28366	94	1	the	the	DET
bracis-28366	94	2	example	example	NOUN
bracis-28366	94	3	was	be	AUX
bracis-28366	94	4	randomly	randomly	ADV
bracis-28366	94	5	selected	select	VERB
bracis-28366	94	6	from	from	ADP
bracis-28366	94	7	an	an	DET
bracis-28366	94	8	exam	exam	NOUN
bracis-28366	94	9	of	of	ADP
bracis-28366	94	10	the	the	DET
bracis-28366	94	11	same	same	ADJ
bracis-28366	94	12	university	university	NOUN
bracis-28366	94	13	as	as	ADP
bracis-28366	94	14	the	the	DET
bracis-28366	94	15	current	current	ADJ
bracis-28366	94	16	question	question	NOUN
bracis-28366	94	17	,	,	PUNCT
bracis-28366	94	18	but	but	CCONJ
bracis-28366	94	19	from	from	ADP
bracis-28366	94	20	a	a	DET
bracis-28366	94	21	different	different	ADJ
bracis-28366	94	22	year	year	NOUN
bracis-28366	94	23	.	.	PUNCT
bracis-28366	95	1	for	for	ADP
bracis-28366	95	2	example	example	NOUN
bracis-28366	95	3	,	,	PUNCT
bracis-28366	95	4	if	if	SCONJ
bracis-28366	95	5	the	the	DET
bracis-28366	95	6	current	current	ADJ
bracis-28366	95	7	question	question	NOUN
bracis-28366	95	8	is	be	AUX
bracis-28366	95	9	from	from	ADP
bracis-28366	95	10	unicamp	unicamp	PROPN
bracis-28366	95	11	2019	2019	NUM
bracis-28366	95	12	,	,	PUNCT
bracis-28366	95	13	the	the	DET
bracis-28366	95	14	example	example	NOUN
bracis-28366	95	15	provided	provide	VERB
bracis-28366	95	16	in	in	ADP
bracis-28366	95	17	the	the	DET
bracis-28366	95	18	prompt	prompt	NOUN
bracis-28366	95	19	would	would	AUX
bracis-28366	95	20	be	be	AUX
bracis-28366	95	21	a	a	DET
bracis-28366	95	22	question	question	NOUN
bracis-28366	95	23	from	from	ADP
bracis-28366	95	24	a	a	DET
bracis-28366	95	25	unicamp	unicamp	NOUN
bracis-28366	95	26	exam	exam	NOUN
bracis-28366	95	27	,	,	PUNCT
bracis-28366	95	28	but	but	CCONJ
bracis-28366	95	29	not	not	PART
bracis-28366	95	30	from	from	ADP
bracis-28366	95	31	2019	2019	NUM
bracis-28366	95	32	.	.	PUNCT
bracis-28366	96	1	we	we	PRON
bracis-28366	96	2	excluded	exclude	VERB
bracis-28366	96	3	all	all	DET
bracis-28366	96	4	questions	question	NOUN
bracis-28366	96	5	containing	contain	VERB
bracis-28366	96	6	images	image	NOUN
bracis-28366	96	7	from	from	ADP
bracis-28366	96	8	our	our	PRON
bracis-28366	96	9	experiments	experiment	NOUN
bracis-28366	96	10	since	since	SCONJ
bracis-28366	96	11	the	the	DET
bracis-28366	96	12	language	language	NOUN
bracis-28366	96	13	models	model	NOUN
bracis-28366	96	14	we	we	PRON
bracis-28366	96	15	used	use	VERB
bracis-28366	96	16	can	can	AUX
bracis-28366	96	17	only	only	ADV
bracis-28366	96	18	process	process	VERB
bracis-28366	96	19	text	text	NOUN
bracis-28366	96	20	.	.	PUNCT
bracis-28366	97	1	this	this	PRON
bracis-28366	97	2	resulted	result	VERB
bracis-28366	97	3	in	in	ADP
bracis-28366	97	4	a	a	DET
bracis-28366	97	5	total	total	NOUN
bracis-28366	97	6	of	of	ADP
bracis-28366	97	7	638	638	NUM
bracis-28366	97	8	questions	question	NOUN
bracis-28366	97	9	being	be	AUX
bracis-28366	97	10	used	use	VERB
bracis-28366	97	11	,	,	PUNCT
bracis-28366	97	12	which	which	PRON
bracis-28366	97	13	corresponds	correspond	VERB
bracis-28366	97	14	to	to	ADP
bracis-28366	97	15	approximately	approximately	ADV
bracis-28366	97	16	60	60	NUM
bracis-28366	97	17	%	%	NOUN
bracis-28366	97	18	of	of	ADP
bracis-28366	97	19	the	the	DET
bracis-28366	97	20	dataset	dataset	NOUN
bracis-28366	97	21	.	.	PUNCT
bracis-28366	98	1	table	table	NOUN
bracis-28366	98	2	3	3	NUM
bracis-28366	98	3	.	.	PUNCT
bracis-28366	98	4	accuracy	accuracy	NOUN
bracis-28366	98	5	in	in	ADP
bracis-28366	98	6	the	the	DET
bracis-28366	98	7	bluex	bluex	PROPN
bracis-28366	98	8	dataset.full	dataset.full	PROPN
bracis-28366	98	9	size	size	NOUN
bracis-28366	98	10	table	table	NOUN
bracis-28366	98	11	table	table	NOUN
bracis-28366	98	12	 	 	SPACE
bracis-28366	98	13	3	3	NUM
bracis-28366	98	14	summarizes	summarize	VERB
bracis-28366	98	15	our	our	PRON
bracis-28366	98	16	experimental	experimental	ADJ
bracis-28366	98	17	findings	finding	NOUN
bracis-28366	98	18	,	,	PUNCT
bracis-28366	98	19	including	include	VERB
bracis-28366	98	20	the	the	DET
bracis-28366	98	21	mean	mean	ADJ
bracis-28366	98	22	score	score	NOUN
bracis-28366	98	23	achieved	achieve	VERB
bracis-28366	98	24	by	by	ADP
bracis-28366	98	25	exam	exam	NOUN
bracis-28366	98	26	-	-	PUNCT
bracis-28366	98	27	taking	take	VERB
bracis-28366	98	28	students	student	NOUN
bracis-28366	98	29	,	,	PUNCT
bracis-28366	98	30	as	as	ADV
bracis-28366	98	31	well	well	ADV
bracis-28366	98	32	as	as	ADP
bracis-28366	98	33	the	the	DET
bracis-28366	98	34	mean	mean	ADJ
bracis-28366	98	35	cutoff	cutoff	NOUN
bracis-28366	98	36	score	score	NOUN
bracis-28366	98	37	of	of	ADP
bracis-28366	98	38	the	the	DET
bracis-28366	98	39	most	most	ADV
bracis-28366	98	40	competitive	competitive	ADJ
bracis-28366	98	41	major	major	NOUN
bracis-28366	98	42	,	,	PUNCT
bracis-28366	98	43	which	which	PRON
bracis-28366	98	44	is	be	AUX
bracis-28366	98	45	medicine	medicine	NOUN
bracis-28366	98	46	in	in	ADP
bracis-28366	98	47	both	both	CCONJ
bracis-28366	98	48	universities.footnote	universities.footnote	PRON
bracis-28366	98	49	1	1	NUM
bracis-28366	98	50	the	the	DET
bracis-28366	98	51	bluex	bluex	PROPN
bracis-28366	98	52	column	column	NOUN
bracis-28366	98	53	shows	show	VERB
bracis-28366	98	54	the	the	DET
bracis-28366	98	55	accuracy	accuracy	NOUN
bracis-28366	98	56	of	of	ADP
bracis-28366	98	57	the	the	DET
bracis-28366	98	58	whole	whole	ADJ
bracis-28366	98	59	subset	subset	NOUN
bracis-28366	98	60	used	use	VERB
bracis-28366	98	61	in	in	ADP
bracis-28366	98	62	the	the	DET
bracis-28366	98	63	evaluation	evaluation	NOUN
bracis-28366	98	64	,	,	PUNCT
bracis-28366	98	65	while	while	SCONJ
bracis-28366	98	66	the	the	DET
bracis-28366	98	67	unicamp	unicamp	NOUN
bracis-28366	98	68	and	and	CCONJ
bracis-28366	98	69	usp	usp	PROPN
bracis-28366	98	70	columns	column	NOUN
bracis-28366	98	71	account	account	VERB
bracis-28366	98	72	for	for	ADP
bracis-28366	98	73	only	only	ADV
bracis-28366	98	74	the	the	DET
bracis-28366	98	75	questions	question	NOUN
bracis-28366	98	76	from	from	ADP
bracis-28366	98	77	the	the	DET
bracis-28366	98	78	respective	respective	ADJ
bracis-28366	98	79	universities	university	NOUN
bracis-28366	98	80	.	.	PUNCT
bracis-28366	99	1	the	the	DET
bracis-28366	99	2	mr	mr	PROPN
bracis-28366	99	3	and	and	CCONJ
bracis-28366	99	4	bk	bk	PROPN
bracis-28366	99	5	columns	column	NOUN
bracis-28366	99	6	account	account	VERB
bracis-28366	99	7	only	only	ADV
bracis-28366	99	8	for	for	ADP
bracis-28366	99	9	questions	question	NOUN
bracis-28366	99	10	that	that	PRON
bracis-28366	99	11	include	include	VERB
bracis-28366	99	12	those	those	DET
bracis-28366	99	13	categories	category	NOUN
bracis-28366	99	14	.	.	PUNCT
bracis-28366	100	1	among	among	ADP
bracis-28366	100	2	the	the	DET
bracis-28366	100	3	language	language	NOUN
bracis-28366	100	4	models	model	NOUN
bracis-28366	100	5	tested	test	VERB
bracis-28366	100	6	in	in	ADP
bracis-28366	100	7	the	the	DET
bracis-28366	100	8	7b	7b	NUM
bracis-28366	100	9	-	-	PUNCT
bracis-28366	100	10	parameter	parameter	NOUN
bracis-28366	100	11	range	range	NOUN
bracis-28366	100	12	,	,	PUNCT
bracis-28366	100	13	sabiá	sabiá	PROPN
bracis-28366	100	14	 	 	SPACE
bracis-28366	101	1	[	[	X
bracis-28366	101	2	17	17	NUM
bracis-28366	101	3	]	]	PUNCT
bracis-28366	101	4	,	,	PUNCT
bracis-28366	101	5	a	a	DET
bracis-28366	101	6	model	model	NOUN
bracis-28366	101	7	further	far	ADV
bracis-28366	101	8	pre	pre	VERB
bracis-28366	101	9	-	-	VERB
bracis-28366	101	10	trained	train	VERB
bracis-28366	101	11	in	in	ADP
bracis-28366	101	12	portuguese	portuguese	PROPN
bracis-28366	101	13	,	,	PUNCT
bracis-28366	101	14	consistently	consistently	ADV
bracis-28366	101	15	outperformed	outperform	VERB
bracis-28366	101	16	all	all	DET
bracis-28366	101	17	other	other	ADJ
bracis-28366	101	18	models	model	NOUN
bracis-28366	101	19	,	,	PUNCT
bracis-28366	101	20	coming	come	VERB
bracis-28366	101	21	close	close	ADV
bracis-28366	101	22	to	to	ADP
bracis-28366	101	23	matching	match	VERB
bracis-28366	101	24	the	the	DET
bracis-28366	101	25	average	average	ADJ
bracis-28366	101	26	human	human	ADJ
bracis-28366	101	27	score	score	NOUN
bracis-28366	101	28	.	.	PUNCT
bracis-28366	102	1	among	among	ADP
bracis-28366	102	2	the	the	DET
bracis-28366	102	3	open	open	ADJ
bracis-28366	102	4	-	-	PUNCT
bracis-28366	102	5	source	source	NOUN
bracis-28366	102	6	models	model	NOUN
bracis-28366	102	7	in	in	ADP
bracis-28366	102	8	the	the	DET
bracis-28366	102	9	60b	60b	NOUN
bracis-28366	102	10	-	-	PUNCT
bracis-28366	102	11	parameter	parameter	NOUN
bracis-28366	102	12	range	range	NOUN
bracis-28366	102	13	,	,	PUNCT
bracis-28366	102	14	llama	llama	PROPN
bracis-28366	102	15	65b	65b	NUM
bracis-28366	102	16	 	 	SPACE
bracis-28366	102	17	[	[	X
bracis-28366	102	18	25	25	NUM
bracis-28366	102	19	]	]	PUNCT
bracis-28366	102	20	significantly	significantly	ADV
bracis-28366	102	21	outperformed	outperform	VERB
bracis-28366	102	22	opt	opt	PROPN
bracis-28366	102	23	66b	66b	NOUN
bracis-28366	102	24	 	 	SPACE
bracis-28366	102	25	[	[	X
bracis-28366	102	26	30	30	NUM
bracis-28366	102	27	]	]	PUNCT
bracis-28366	102	28	and	and	CCONJ
bracis-28366	102	29	achieved	achieve	VERB
bracis-28366	102	30	similar	similar	ADJ
bracis-28366	102	31	performance	performance	NOUN
bracis-28366	102	32	to	to	ADP
bracis-28366	102	33	gpt-3.5	gpt-3.5	NOUN
bracis-28366	102	34	-	-	PUNCT
bracis-28366	102	35	turbo	turbo	NOUN
bracis-28366	102	36	.	.	PUNCT
bracis-28366	103	1	sabiá	sabiá	PROPN
bracis-28366	103	2	65b	65b	PROPN
bracis-28366	103	3	achieved	achieve	VERB
bracis-28366	103	4	better	well	ADJ
bracis-28366	103	5	performance	performance	NOUN
bracis-28366	103	6	than	than	ADP
bracis-28366	103	7	gpt-3.5	gpt-3.5	NOUN
bracis-28366	103	8	-	-	PUNCT
bracis-28366	103	9	turbo	turbo	NOUN
bracis-28366	103	10	but	but	CCONJ
bracis-28366	103	11	still	still	ADV
bracis-28366	103	12	lagged	lag	VERB
bracis-28366	103	13	behind	behind	ADP
bracis-28366	103	14	gpt-4	gpt-4	NUM
bracis-28366	103	15	by	by	ADP
bracis-28366	103	16	ten	ten	NUM
bracis-28366	103	17	points	point	NOUN
bracis-28366	103	18	.	.	PUNCT
bracis-28366	104	1	gpt-4	gpt-4	PRON
bracis-28366	104	2	was	be	AUX
bracis-28366	104	3	by	by	ADP
bracis-28366	104	4	far	far	ADV
bracis-28366	104	5	the	the	DET
bracis-28366	104	6	best	good	ADJ
bracis-28366	104	7	model	model	NOUN
bracis-28366	104	8	in	in	ADP
bracis-28366	104	9	our	our	PRON
bracis-28366	104	10	evaluations	evaluation	NOUN
bracis-28366	104	11	but	but	CCONJ
bracis-28366	104	12	did	do	AUX
bracis-28366	104	13	not	not	PART
bracis-28366	104	14	achieve	achieve	VERB
bracis-28366	104	15	an	an	DET
bracis-28366	104	16	average	average	ADJ
bracis-28366	104	17	score	score	NOUN
bracis-28366	104	18	high	high	ADJ
bracis-28366	104	19	enough	enough	ADV
bracis-28366	104	20	to	to	PART
bracis-28366	104	21	pass	pass	VERB
bracis-28366	104	22	in	in	ADP
bracis-28366	104	23	medicine	medicine	NOUN
bracis-28366	104	24	,	,	PUNCT
bracis-28366	104	25	the	the	DET
bracis-28366	104	26	most	most	ADV
bracis-28366	104	27	competitive	competitive	ADJ
bracis-28366	104	28	major	major	ADJ
bracis-28366	104	29	.	.	PUNCT
bracis-28366	105	1	it	it	PRON
bracis-28366	105	2	is	be	AUX
bracis-28366	105	3	worth	worth	ADJ
bracis-28366	105	4	noting	note	VERB
bracis-28366	105	5	that	that	SCONJ
bracis-28366	105	6	the	the	DET
bracis-28366	105	7	average	average	ADJ
bracis-28366	105	8	and	and	CCONJ
bracis-28366	105	9	cutoff	cutoff	NOUN
bracis-28366	105	10	scores	score	NOUN
bracis-28366	105	11	provided	provide	VERB
bracis-28366	105	12	in	in	ADP
bracis-28366	105	13	table	table	NOUN
bracis-28366	105	14	 	 	SPACE
bracis-28366	105	15	3	3	NUM
bracis-28366	105	16	are	be	AUX
bracis-28366	105	17	computed	compute	VERB
bracis-28366	105	18	taking	take	VERB
bracis-28366	105	19	into	into	ADP
bracis-28366	105	20	account	account	NOUN
bracis-28366	105	21	the	the	DET
bracis-28366	105	22	whole	whole	ADJ
bracis-28366	105	23	exam	exam	NOUN
bracis-28366	105	24	,	,	PUNCT
bracis-28366	105	25	including	include	VERB
bracis-28366	105	26	questions	question	NOUN
bracis-28366	105	27	with	with	ADP
bracis-28366	105	28	images	image	NOUN
bracis-28366	105	29	,	,	PUNCT
bracis-28366	105	30	while	while	SCONJ
bracis-28366	105	31	the	the	DET
bracis-28366	105	32	scores	score	NOUN
bracis-28366	105	33	obtained	obtain	VERB
bracis-28366	105	34	by	by	ADP
bracis-28366	105	35	the	the	DET
bracis-28366	105	36	language	language	NOUN
bracis-28366	105	37	models	model	NOUN
bracis-28366	105	38	utilize	utilize	VERB
bracis-28366	105	39	only	only	ADV
bracis-28366	105	40	the	the	DET
bracis-28366	105	41	subset	subset	NOUN
bracis-28366	105	42	of	of	ADP
bracis-28366	105	43	questions	question	NOUN
bracis-28366	105	44	with	with	ADP
bracis-28366	105	45	no	no	DET
bracis-28366	105	46	images	image	NOUN
bracis-28366	105	47	.	.	PUNCT
bracis-28366	106	1	we	we	PRON
bracis-28366	106	2	also	also	ADV
bracis-28366	106	3	conducted	conduct	VERB
bracis-28366	106	4	a	a	DET
bracis-28366	106	5	more	more	ADV
bracis-28366	106	6	detailed	detailed	ADJ
bracis-28366	106	7	analysis	analysis	NOUN
bracis-28366	106	8	of	of	ADP
bracis-28366	106	9	the	the	DET
bracis-28366	106	10	models	model	NOUN
bracis-28366	106	11	’	'	PUNCT
bracis-28366	106	12	performance	performance	NOUN
bracis-28366	106	13	by	by	ADP
bracis-28366	106	14	examining	examine	VERB
bracis-28366	106	15	their	their	PRON
bracis-28366	106	16	ability	ability	NOUN
bracis-28366	106	17	to	to	PART
bracis-28366	106	18	handle	handle	VERB
bracis-28366	106	19	specific	specific	ADJ
bracis-28366	106	20	question	question	NOUN
bracis-28366	106	21	types	type	NOUN
bracis-28366	106	22	.	.	PUNCT
bracis-28366	107	1	table	table	NOUN
bracis-28366	107	2	 	 	SPACE
bracis-28366	107	3	3	3	NUM
bracis-28366	107	4	presents	present	VERB
bracis-28366	107	5	the	the	DET
bracis-28366	107	6	findings	finding	NOUN
bracis-28366	107	7	for	for	ADP
bracis-28366	107	8	questions	question	NOUN
bracis-28366	107	9	that	that	PRON
bracis-28366	107	10	required	require	VERB
bracis-28366	107	11	mathematical	mathematical	ADJ
bracis-28366	107	12	reasoning	reasoning	NOUN
bracis-28366	107	13	(	(	PUNCT
bracis-28366	107	14	mr	mr	PROPN
bracis-28366	107	15	)	)	PUNCT
bracis-28366	107	16	and	and	CCONJ
bracis-28366	107	17	brazilian	brazilian	ADJ
bracis-28366	107	18	knowledge	knowledge	NOUN
bracis-28366	107	19	(	(	PUNCT
bracis-28366	107	20	bk	bk	NOUN
bracis-28366	107	21	)	)	PUNCT
bracis-28366	107	22	.	.	PUNCT
bracis-28366	108	1	we	we	PRON
bracis-28366	108	2	observe	observe	VERB
bracis-28366	108	3	that	that	SCONJ
bracis-28366	108	4	,	,	PUNCT
bracis-28366	108	5	with	with	ADP
bracis-28366	108	6	the	the	DET
bracis-28366	108	7	exception	exception	NOUN
bracis-28366	108	8	of	of	ADP
bracis-28366	108	9	gpt-4	gpt-4	NOUN
bracis-28366	108	10	,	,	PUNCT
bracis-28366	108	11	all	all	DET
bracis-28366	108	12	models	model	NOUN
bracis-28366	108	13	struggled	struggle	VERB
bracis-28366	108	14	to	to	PART
bracis-28366	108	15	perform	perform	VERB
bracis-28366	108	16	significantly	significantly	ADV
bracis-28366	108	17	better	well	ADJ
bracis-28366	108	18	than	than	ADP
bracis-28366	108	19	random	random	ADJ
bracis-28366	108	20	chance	chance	NOUN
bracis-28366	108	21	in	in	ADP
bracis-28366	108	22	questions	question	NOUN
bracis-28366	108	23	that	that	PRON
bracis-28366	108	24	required	require	VERB
bracis-28366	108	25	mathematical	mathematical	ADJ
bracis-28366	108	26	reasoning	reasoning	NOUN
bracis-28366	108	27	.	.	PUNCT
bracis-28366	109	1	even	even	ADV
bracis-28366	109	2	gpt-4	gpt-4	PUNCT
bracis-28366	109	3	only	only	ADV
bracis-28366	109	4	achieved	achieve	VERB
bracis-28366	109	5	an	an	DET
bracis-28366	109	6	accuracy	accuracy	NOUN
bracis-28366	109	7	of	of	ADP
bracis-28366	109	8	44	44	NUM
bracis-28366	109	9	%	%	NOUN
bracis-28366	109	10	in	in	ADP
bracis-28366	109	11	mr	mr	PROPN
bracis-28366	109	12	questions	question	NOUN
bracis-28366	109	13	.	.	PUNCT
bracis-28366	110	1	on	on	ADP
bracis-28366	110	2	the	the	DET
bracis-28366	110	3	other	other	ADJ
bracis-28366	110	4	hand	hand	NOUN
bracis-28366	110	5	,	,	PUNCT
bracis-28366	110	6	when	when	SCONJ
bracis-28366	110	7	considering	consider	VERB
bracis-28366	110	8	questions	question	NOUN
bracis-28366	110	9	that	that	PRON
bracis-28366	110	10	require	require	VERB
bracis-28366	110	11	brazilian	brazilian	ADJ
bracis-28366	110	12	knowledge	knowledge	NOUN
bracis-28366	110	13	,	,	PUNCT
bracis-28366	110	14	sabiá	sabiá	PROPN
bracis-28366	110	15	greatly	greatly	ADV
bracis-28366	110	16	outperformed	outperform	VERB
bracis-28366	110	17	all	all	DET
bracis-28366	110	18	the	the	DET
bracis-28366	110	19	other	other	ADJ
bracis-28366	110	20	models	model	NOUN
bracis-28366	110	21	in	in	ADP
bracis-28366	110	22	the	the	DET
bracis-28366	110	23	7b	7b	NUM
bracis-28366	110	24	-	-	PUNCT
bracis-28366	110	25	parameter	parameter	NOUN
bracis-28366	110	26	range	range	NOUN
bracis-28366	110	27	,	,	PUNCT
bracis-28366	110	28	indicating	indicate	VERB
bracis-28366	110	29	that	that	SCONJ
bracis-28366	110	30	the	the	DET
bracis-28366	110	31	extra	extra	ADJ
bracis-28366	110	32	pretraining	pretraining	NOUN
bracis-28366	110	33	in	in	ADP
bracis-28366	110	34	portuguese	portuguese	PROPN
bracis-28366	110	35	provided	provide	VERB
bracis-28366	110	36	the	the	DET
bracis-28366	110	37	model	model	NOUN
bracis-28366	110	38	with	with	ADP
bracis-28366	110	39	additional	additional	ADJ
bracis-28366	110	40	regional	regional	ADJ
bracis-28366	110	41	knowledge	knowledge	NOUN
bracis-28366	110	42	.	.	PUNCT
bracis-28366	111	1	in	in	ADP
bracis-28366	111	2	the	the	DET
bracis-28366	111	3	60b	60b	NOUN
bracis-28366	111	4	-	-	PUNCT
bracis-28366	111	5	parameter	parameter	NOUN
bracis-28366	111	6	range	range	NOUN
bracis-28366	111	7	,	,	PUNCT
bracis-28366	111	8	sabiá	sabiá	PROPN
bracis-28366	111	9	also	also	ADV
bracis-28366	111	10	showed	show	VERB
bracis-28366	111	11	improvement	improvement	NOUN
bracis-28366	111	12	over	over	ADP
bracis-28366	111	13	llama	llama	NOUN
bracis-28366	111	14	,	,	PUNCT
bracis-28366	111	15	increasing	increase	VERB
bracis-28366	111	16	the	the	DET
bracis-28366	111	17	accuracy	accuracy	NOUN
bracis-28366	111	18	in	in	ADP
bracis-28366	111	19	these	these	DET
bracis-28366	111	20	questions	question	NOUN
bracis-28366	111	21	by	by	ADP
bracis-28366	111	22	10	10	NUM
bracis-28366	111	23	points	point	NOUN
bracis-28366	111	24	and	and	CCONJ
bracis-28366	111	25	slightly	slightly	ADV
bracis-28366	111	26	outperforming	outperform	VERB
bracis-28366	111	27	gpt-3.5	gpt-3.5	NOUN
bracis-28366	111	28	-	-	PUNCT
bracis-28366	111	29	turbo	turbo	NOUN
bracis-28366	111	30	.	.	PUNCT
bracis-28366	112	1	nevertheless	nevertheless	ADV
bracis-28366	112	2	,	,	PUNCT
bracis-28366	112	3	it	it	PRON
bracis-28366	112	4	could	could	AUX
bracis-28366	112	5	not	not	PART
bracis-28366	112	6	match	match	VERB
bracis-28366	112	7	the	the	DET
bracis-28366	112	8	remarkable	remarkable	ADJ
bracis-28366	112	9	performance	performance	NOUN
bracis-28366	112	10	of	of	ADP
bracis-28366	112	11	gpt-4	gpt-4	NOUN
bracis-28366	112	12	.	.	PUNCT
bracis-28366	113	1	fig	fig	NOUN
bracis-28366	113	2	.	.	PUNCT
bracis-28366	114	1	2	2	NUM
bracis-28366	114	2	.	.	X
bracis-28366	114	3	accuracy	accuracy	NOUN
bracis-28366	114	4	of	of	ADP
bracis-28366	114	5	the	the	DET
bracis-28366	114	6	best	good	ADJ
bracis-28366	114	7	models	model	NOUN
bracis-28366	114	8	over	over	ADP
bracis-28366	114	9	the	the	DET
bracis-28366	114	10	years	year	NOUN
bracis-28366	114	11	of	of	ADP
bracis-28366	114	12	the	the	DET
bracis-28366	114	13	exams	exam	NOUN
bracis-28366	114	14	.	.	PUNCT
bracis-28366	115	1	full	full	ADJ
bracis-28366	115	2	size	size	NOUN
bracis-28366	115	3	image	image	NOUN
bracis-28366	115	4	moreover	moreover	ADV
bracis-28366	115	5	,	,	PUNCT
bracis-28366	115	6	fig	fig	NOUN
bracis-28366	115	7	.	.	PUNCT
bracis-28366	115	8	 	 	SPACE
bracis-28366	115	9	2	2	NUM
bracis-28366	115	10	displays	display	VERB
bracis-28366	115	11	the	the	DET
bracis-28366	115	12	performance	performance	NOUN
bracis-28366	115	13	of	of	ADP
bracis-28366	115	14	the	the	DET
bracis-28366	115	15	top	top	ADJ
bracis-28366	115	16	four	four	NUM
bracis-28366	115	17	models	model	NOUN
bracis-28366	115	18	on	on	ADP
bracis-28366	115	19	the	the	DET
bracis-28366	115	20	exams	exam	NOUN
bracis-28366	115	21	conducted	conduct	VERB
bracis-28366	115	22	each	each	DET
bracis-28366	115	23	year	year	NOUN
bracis-28366	115	24	.	.	PUNCT
bracis-28366	116	1	it	it	PRON
bracis-28366	116	2	can	can	AUX
bracis-28366	116	3	be	be	AUX
bracis-28366	116	4	observed	observe	VERB
bracis-28366	116	5	that	that	SCONJ
bracis-28366	116	6	the	the	DET
bracis-28366	116	7	models	model	NOUN
bracis-28366	116	8	have	have	VERB
bracis-28366	116	9	a	a	DET
bracis-28366	116	10	small	small	ADJ
bracis-28366	116	11	variance	variance	NOUN
bracis-28366	116	12	between	between	ADP
bracis-28366	116	13	the	the	DET
bracis-28366	116	14	years	year	NOUN
bracis-28366	116	15	,	,	PUNCT
bracis-28366	116	16	which	which	PRON
bracis-28366	116	17	is	be	AUX
bracis-28366	116	18	expected	expect	VERB
bracis-28366	116	19	as	as	ADP
bracis-28366	116	20	the	the	DET
bracis-28366	116	21	difficulty	difficulty	NOUN
bracis-28366	116	22	of	of	ADP
bracis-28366	116	23	each	each	DET
bracis-28366	116	24	exam	exam	NOUN
bracis-28366	116	25	and	and	CCONJ
bracis-28366	116	26	the	the	DET
bracis-28366	116	27	number	number	NOUN
bracis-28366	116	28	of	of	ADP
bracis-28366	116	29	questions	question	NOUN
bracis-28366	116	30	in	in	ADP
bracis-28366	116	31	the	the	DET
bracis-28366	116	32	subset	subset	NOUN
bracis-28366	116	33	vary	vary	VERB
bracis-28366	116	34	across	across	ADP
bracis-28366	116	35	years	year	NOUN
bracis-28366	116	36	.	.	PUNCT
bracis-28366	117	1	a	a	DET
bracis-28366	117	2	surprising	surprising	ADJ
bracis-28366	117	3	result	result	NOUN
bracis-28366	117	4	,	,	PUNCT
bracis-28366	117	5	however	however	ADV
bracis-28366	117	6	,	,	PUNCT
bracis-28366	117	7	is	be	AUX
bracis-28366	117	8	the	the	DET
bracis-28366	117	9	increased	increase	VERB
bracis-28366	117	10	performance	performance	NOUN
bracis-28366	117	11	that	that	PRON
bracis-28366	117	12	all	all	DET
bracis-28366	117	13	models	model	NOUN
bracis-28366	117	14	seem	seem	VERB
bracis-28366	117	15	to	to	PART
bracis-28366	117	16	exhibit	exhibit	VERB
bracis-28366	117	17	in	in	ADP
bracis-28366	117	18	2023	2023	NUM
bracis-28366	117	19	.	.	PUNCT
bracis-28366	118	1	the	the	DET
bracis-28366	118	2	average	average	ADJ
bracis-28366	118	3	and	and	CCONJ
bracis-28366	118	4	highest	high	ADJ
bracis-28366	118	5	cutoff	cutoff	NOUN
bracis-28366	118	6	scores	score	NOUN
bracis-28366	118	7	also	also	ADV
bracis-28366	118	8	increased	increase	VERB
bracis-28366	118	9	slightly	slightly	ADV
bracis-28366	118	10	over	over	ADP
bracis-28366	118	11	the	the	DET
bracis-28366	118	12	years	year	NOUN
bracis-28366	118	13	,	,	PUNCT
bracis-28366	118	14	indicating	indicate	VERB
bracis-28366	118	15	that	that	SCONJ
bracis-28366	118	16	the	the	DET
bracis-28366	118	17	exams	exam	NOUN
bracis-28366	118	18	became	become	VERB
bracis-28366	118	19	slightly	slightly	ADV
bracis-28366	118	20	easier	easy	ADJ
bracis-28366	118	21	in	in	ADP
bracis-28366	118	22	recent	recent	ADJ
bracis-28366	118	23	years	year	NOUN
bracis-28366	118	24	.	.	PUNCT
bracis-28366	119	1	since	since	SCONJ
bracis-28366	119	2	the	the	DET
bracis-28366	119	3	2023	2023	NUM
bracis-28366	119	4	exams	exam	NOUN
bracis-28366	119	5	were	be	AUX
bracis-28366	119	6	very	very	ADV
bracis-28366	119	7	recently	recently	ADV
bracis-28366	119	8	administered	administer	VERB
bracis-28366	119	9	,	,	PUNCT
bracis-28366	119	10	it	it	PRON
bracis-28366	119	11	is	be	AUX
bracis-28366	119	12	unlikely	unlikely	ADJ
bracis-28366	119	13	that	that	SCONJ
bracis-28366	119	14	they	they	PRON
bracis-28366	119	15	are	be	AUX
bracis-28366	119	16	part	part	NOUN
bracis-28366	119	17	of	of	ADP
bracis-28366	119	18	any	any	PRON
bracis-28366	119	19	of	of	ADP
bracis-28366	119	20	the	the	DET
bracis-28366	119	21	studied	study	VERB
bracis-28366	119	22	models	model	NOUN
bracis-28366	119	23	’	'	PUNCT
bracis-28366	119	24	training	training	NOUN
bracis-28366	119	25	data	datum	NOUN
bracis-28366	119	26	.	.	PUNCT
bracis-28366	120	1	therefore	therefore	ADV
bracis-28366	120	2	,	,	PUNCT
bracis-28366	120	3	since	since	SCONJ
bracis-28366	120	4	the	the	DET
bracis-28366	120	5	models	model	NOUN
bracis-28366	120	6	’	'	PUNCT
bracis-28366	120	7	performance	performance	NOUN
bracis-28366	120	8	in	in	ADP
bracis-28366	120	9	the	the	DET
bracis-28366	120	10	most	most	ADV
bracis-28366	120	11	recent	recent	ADJ
bracis-28366	120	12	years	year	NOUN
bracis-28366	120	13	is	be	AUX
bracis-28366	120	14	comparable	comparable	ADJ
bracis-28366	120	15	to	to	ADP
bracis-28366	120	16	that	that	PRON
bracis-28366	120	17	in	in	ADP
bracis-28366	120	18	older	old	ADJ
bracis-28366	120	19	exams	exam	NOUN
bracis-28366	120	20	,	,	PUNCT
bracis-28366	120	21	it	it	PRON
bracis-28366	120	22	is	be	AUX
bracis-28366	120	23	reasonable	reasonable	ADJ
bracis-28366	120	24	to	to	PART
bracis-28366	120	25	assume	assume	VERB
bracis-28366	120	26	that	that	SCONJ
bracis-28366	120	27	the	the	DET
bracis-28366	120	28	models	model	NOUN
bracis-28366	120	29	are	be	AUX
bracis-28366	120	30	not	not	PART
bracis-28366	120	31	merely	merely	ADV
bracis-28366	120	32	memorizing	memorize	VERB
bracis-28366	120	33	the	the	DET
bracis-28366	120	34	answers	answer	NOUN
bracis-28366	120	35	for	for	ADP
bracis-28366	120	36	the	the	DET
bracis-28366	120	37	questions	question	NOUN
bracis-28366	120	38	in	in	ADP
bracis-28366	120	39	the	the	DET
bracis-28366	120	40	dataset	dataset	NOUN
bracis-28366	120	41	.	.	PUNCT
bracis-28366	121	1	5	5	NUM
bracis-28366	121	2	conclusion	conclusion	NOUN
bracis-28366	121	3	this	this	DET
bracis-28366	121	4	work	work	NOUN
bracis-28366	121	5	introduced	introduce	VERB
bracis-28366	121	6	bluex	bluex	PROPN
bracis-28366	121	7	,	,	PUNCT
bracis-28366	121	8	a	a	DET
bracis-28366	121	9	new	new	ADJ
bracis-28366	121	10	dataset	dataset	NOUN
bracis-28366	121	11	that	that	PRON
bracis-28366	121	12	consists	consist	VERB
bracis-28366	121	13	of	of	ADP
bracis-28366	121	14	13	13	NUM
bracis-28366	121	15	college	college	NOUN
bracis-28366	121	16	entrance	entrance	NOUN
bracis-28366	121	17	exams	exam	NOUN
bracis-28366	121	18	applied	apply	VERB
bracis-28366	121	19	between	between	ADP
bracis-28366	121	20	2018	2018	NUM
bracis-28366	121	21	and	and	CCONJ
bracis-28366	121	22	2023	2023	NUM
bracis-28366	121	23	from	from	ADP
bracis-28366	121	24	two	two	NUM
bracis-28366	121	25	of	of	ADP
bracis-28366	121	26	the	the	DET
bracis-28366	121	27	leading	lead	VERB
bracis-28366	121	28	brazilian	brazilian	ADJ
bracis-28366	121	29	universities	university	NOUN
bracis-28366	121	30	,	,	PUNCT
bracis-28366	121	31	unicamp	unicamp	NOUN
bracis-28366	121	32	and	and	CCONJ
bracis-28366	121	33	usp	usp	PROPN
bracis-28366	121	34	.	.	PUNCT
bracis-28366	122	1	each	each	DET
bracis-28366	122	2	question	question	NOUN
bracis-28366	122	3	of	of	ADP
bracis-28366	122	4	these	these	DET
bracis-28366	122	5	exams	exam	NOUN
bracis-28366	122	6	was	be	AUX
bracis-28366	122	7	extensively	extensively	ADV
bracis-28366	122	8	annotated	annotate	VERB
bracis-28366	122	9	to	to	PART
bracis-28366	122	10	help	help	VERB
bracis-28366	122	11	measure	measure	VERB
bracis-28366	122	12	different	different	ADJ
bracis-28366	122	13	abilities	ability	NOUN
bracis-28366	122	14	across	across	ADP
bracis-28366	122	15	multiple	multiple	ADJ
bracis-28366	122	16	subjects	subject	NOUN
bracis-28366	122	17	in	in	ADP
bracis-28366	122	18	portuguese	portuguese	PROPN
bracis-28366	122	19	.	.	PUNCT
bracis-28366	123	1	beyond	beyond	ADP
bracis-28366	123	2	that	that	PRON
bracis-28366	123	3	,	,	PUNCT
bracis-28366	123	4	by	by	ADP
bracis-28366	123	5	providing	provide	VERB
bracis-28366	123	6	images	image	NOUN
bracis-28366	123	7	and	and	CCONJ
bracis-28366	123	8	their	their	PRON
bracis-28366	123	9	corresponding	correspond	VERB
bracis-28366	123	10	positions	position	NOUN
bracis-28366	123	11	within	within	ADP
bracis-28366	123	12	the	the	DET
bracis-28366	123	13	text	text	NOUN
bracis-28366	123	14	,	,	PUNCT
bracis-28366	123	15	bluex	bluex	PROPN
bracis-28366	123	16	is	be	AUX
bracis-28366	123	17	one	one	NUM
bracis-28366	123	18	of	of	ADP
bracis-28366	123	19	the	the	DET
bracis-28366	123	20	few	few	ADJ
bracis-28366	123	21	portuguese	portuguese	ADJ
bracis-28366	123	22	datasets	dataset	NOUN
bracis-28366	123	23	that	that	PRON
bracis-28366	123	24	are	be	AUX
bracis-28366	123	25	ready	ready	ADJ
bracis-28366	123	26	to	to	PART
bracis-28366	123	27	evaluate	evaluate	VERB
bracis-28366	123	28	multimodal	multimodal	NOUN
bracis-28366	123	29	models	model	NOUN
bracis-28366	123	30	.	.	PUNCT
bracis-28366	124	1	we	we	PRON
bracis-28366	124	2	provide	provide	VERB
bracis-28366	124	3	results	result	NOUN
bracis-28366	124	4	from	from	ADP
bracis-28366	124	5	multiple	multiple	ADJ
bracis-28366	124	6	lms	lm	NOUN
bracis-28366	124	7	as	as	ADP
bracis-28366	124	8	baselines	baseline	NOUN
bracis-28366	124	9	and	and	CCONJ
bracis-28366	124	10	reference	reference	NOUN
bracis-28366	124	11	scores	score	NOUN
bracis-28366	124	12	based	base	VERB
bracis-28366	124	13	on	on	ADP
bracis-28366	124	14	students	student	NOUN
bracis-28366	124	15	performance	performance	NOUN
bracis-28366	124	16	to	to	PART
bracis-28366	124	17	facilitate	facilitate	VERB
bracis-28366	124	18	future	future	ADJ
bracis-28366	124	19	comparisons	comparison	NOUN
bracis-28366	124	20	.	.	PUNCT
bracis-28366	125	1	we	we	PRON
bracis-28366	125	2	believe	believe	VERB
bracis-28366	125	3	that	that	SCONJ
bracis-28366	125	4	bluex	bluex	PROPN
bracis-28366	125	5	will	will	AUX
bracis-28366	125	6	be	be	AUX
bracis-28366	125	7	a	a	DET
bracis-28366	125	8	important	important	ADJ
bracis-28366	125	9	benchmark	benchmark	NOUN
bracis-28366	125	10	in	in	ADP
bracis-28366	125	11	the	the	DET
bracis-28366	125	12	evaluation	evaluation	NOUN
bracis-28366	125	13	of	of	ADP
bracis-28366	125	14	the	the	DET
bracis-28366	125	15	portuguese	portuguese	ADJ
bracis-28366	125	16	capabilities	capability	NOUN
bracis-28366	125	17	of	of	ADP
bracis-28366	125	18	future	future	ADJ
bracis-28366	125	19	models	model	NOUN
bracis-28366	125	20	.	.	PUNCT
bracis-28366	126	1	6	6	NUM
bracis-28366	126	2	future	future	ADJ
bracis-28366	126	3	work	work	NOUN
bracis-28366	126	4	the	the	DET
bracis-28366	126	5	models	model	NOUN
bracis-28366	126	6	used	use	VERB
bracis-28366	126	7	in	in	ADP
bracis-28366	126	8	this	this	DET
bracis-28366	126	9	study	study	NOUN
bracis-28366	126	10	employed	employ	VERB
bracis-28366	126	11	a	a	DET
bracis-28366	126	12	single	single	ADJ
bracis-28366	126	13	in	in	ADP
bracis-28366	126	14	-	-	PUNCT
bracis-28366	126	15	context	context	NOUN
bracis-28366	126	16	example	example	NOUN
bracis-28366	126	17	.	.	PUNCT
bracis-28366	127	1	however	however	ADV
bracis-28366	127	2	,	,	PUNCT
bracis-28366	127	3	there	there	PRON
bracis-28366	127	4	’s	’	VERB
bracis-28366	127	5	room	room	NOUN
bracis-28366	127	6	for	for	ADP
bracis-28366	127	7	further	further	ADJ
bracis-28366	127	8	investigation	investigation	NOUN
bracis-28366	127	9	,	,	PUNCT
bracis-28366	127	10	such	such	ADJ
bracis-28366	127	11	as	as	ADP
bracis-28366	127	12	determining	determine	VERB
bracis-28366	127	13	whether	whether	SCONJ
bracis-28366	127	14	increasing	increase	VERB
bracis-28366	127	15	the	the	DET
bracis-28366	127	16	number	number	NOUN
bracis-28366	127	17	of	of	ADP
bracis-28366	127	18	few	few	ADJ
bracis-28366	127	19	-	-	PUNCT
bracis-28366	127	20	shot	shot	NOUN
bracis-28366	127	21	examples	example	NOUN
bracis-28366	127	22	could	could	AUX
bracis-28366	127	23	boost	boost	VERB
bracis-28366	127	24	the	the	DET
bracis-28366	127	25	performance	performance	NOUN
bracis-28366	127	26	of	of	ADP
bracis-28366	127	27	each	each	DET
bracis-28366	127	28	model	model	NOUN
bracis-28366	127	29	,	,	PUNCT
bracis-28366	127	30	as	as	ADV
bracis-28366	127	31	well	well	ADV
bracis-28366	127	32	as	as	ADP
bracis-28366	127	33	assessing	assess	VERB
bracis-28366	127	34	their	their	PRON
bracis-28366	127	35	zero	zero	NUM
bracis-28366	127	36	-	-	PUNCT
bracis-28366	127	37	shot	shot	NOUN
bracis-28366	127	38	performance	performance	NOUN
bracis-28366	127	39	.	.	PUNCT
bracis-28366	128	1	furthermore	furthermore	ADV
bracis-28366	128	2	,	,	PUNCT
bracis-28366	128	3	nunes	nune	NOUN
bracis-28366	128	4	et	et	PROPN
bracis-28366	128	5	al	al	PROPN
bracis-28366	128	6	.	.	PUNCT
bracis-28366	128	7	 	 	SPACE
bracis-28366	129	1	[	[	X
bracis-28366	129	2	15	15	NUM
bracis-28366	129	3	]	]	PUNCT
bracis-28366	129	4	showed	show	VERB
bracis-28366	129	5	that	that	SCONJ
bracis-28366	129	6	gpt-4	gpt-4	NOUN
bracis-28366	129	7	’s	’s	PART
bracis-28366	129	8	performance	performance	NOUN
bracis-28366	129	9	on	on	ADP
bracis-28366	129	10	enem	enem	PROPN
bracis-28366	129	11	questions	question	NOUN
bracis-28366	129	12	was	be	AUX
bracis-28366	129	13	significantly	significantly	ADV
bracis-28366	129	14	boosted	boost	VERB
bracis-28366	129	15	when	when	SCONJ
bracis-28366	129	16	chain	chain	NOUN
bracis-28366	129	17	-	-	PUNCT
bracis-28366	129	18	of	of	ADP
bracis-28366	129	19	-	-	PUNCT
bracis-28366	129	20	thought	thought	NOUN
bracis-28366	129	21	prompts	prompt	NOUN
bracis-28366	129	22	 	 	SPACE
bracis-28366	130	1	[	[	X
bracis-28366	130	2	28	28	NUM
bracis-28366	130	3	]	]	PUNCT
bracis-28366	130	4	were	be	AUX
bracis-28366	130	5	used	use	VERB
bracis-28366	130	6	.	.	PUNCT
bracis-28366	131	1	adopting	adopt	VERB
bracis-28366	131	2	a	a	DET
bracis-28366	131	3	similar	similar	ADJ
bracis-28366	131	4	approach	approach	NOUN
bracis-28366	131	5	here	here	ADV
bracis-28366	131	6	could	could	AUX
bracis-28366	131	7	potentially	potentially	ADV
bracis-28366	131	8	lead	lead	VERB
bracis-28366	131	9	to	to	ADP
bracis-28366	131	10	performance	performance	NOUN
bracis-28366	131	11	improvement	improvement	NOUN
bracis-28366	131	12	.	.	PUNCT
bracis-28366	132	1	finally	finally	ADV
bracis-28366	132	2	,	,	PUNCT
bracis-28366	132	3	regarding	regard	VERB
bracis-28366	132	4	multimodal	multimodal	NOUN
bracis-28366	132	5	models	model	NOUN
bracis-28366	132	6	,	,	PUNCT
bracis-28366	132	7	their	their	PRON
bracis-28366	132	8	performance	performance	NOUN
bracis-28366	132	9	can	can	AUX
bracis-28366	132	10	be	be	AUX
bracis-28366	132	11	assessed	assess	VERB
bracis-28366	132	12	utilizing	utilize	VERB
bracis-28366	132	13	the	the	DET
bracis-28366	132	14	bluex	bluex	NOUN
bracis-28366	132	15	dataset	dataset	NOUN
bracis-28366	132	16	.	.	PUNCT
bracis-28366	133	1	this	this	PRON
bracis-28366	133	2	provides	provide	VERB
bracis-28366	133	3	an	an	DET
bracis-28366	133	4	opportunity	opportunity	NOUN
bracis-28366	133	5	for	for	SCONJ
bracis-28366	133	6	researchers	researcher	NOUN
bracis-28366	133	7	to	to	PART
bracis-28366	133	8	investigate	investigate	VERB
bracis-28366	133	9	the	the	DET
bracis-28366	133	10	models	model	NOUN
bracis-28366	133	11	’	'	PUNCT
bracis-28366	133	12	capabilities	capability	NOUN
bracis-28366	133	13	in	in	ADP
bracis-28366	133	14	integrating	integrate	VERB
bracis-28366	133	15	visual	visual	ADJ
bracis-28366	133	16	and	and	CCONJ
bracis-28366	133	17	textual	textual	ADJ
bracis-28366	133	18	information	information	NOUN
bracis-28366	133	19	to	to	PART
bracis-28366	133	20	address	address	VERB
bracis-28366	133	21	high	high	ADJ
bracis-28366	133	22	school	school	NOUN
bracis-28366	133	23	level	level	NOUN
bracis-28366	133	24	questions	question	NOUN
bracis-28366	133	25	.	.	PUNCT
bracis-28366	134	1	notes	note	VERB
bracis-28366	134	2	1.the	1.the	DET
bracis-28366	134	3	average	average	ADJ
bracis-28366	134	4	and	and	CCONJ
bracis-28366	134	5	cutoff	cutoff	NOUN
bracis-28366	134	6	scores	score	NOUN
bracis-28366	134	7	are	be	AUX
bracis-28366	134	8	reported	report	VERB
bracis-28366	134	9	by	by	ADP
bracis-28366	134	10	the	the	DET
bracis-28366	134	11	entities	entity	NOUN
bracis-28366	134	12	responsible	responsible	ADJ
bracis-28366	134	13	for	for	ADP
bracis-28366	134	14	administering	administer	VERB
bracis-28366	134	15	the	the	DET
bracis-28366	134	16	exams	exam	NOUN
bracis-28366	134	17	.	.	PUNCT
bracis-28366	135	1	the	the	DET
bracis-28366	135	2	results	result	NOUN
bracis-28366	135	3	presented	present	VERB
bracis-28366	135	4	in	in	ADP
bracis-28366	135	5	table	table	NOUN
bracis-28366	135	6	 	 	SPACE
bracis-28366	135	7	3	3	NUM
bracis-28366	135	8	are	be	AUX
bracis-28366	135	9	the	the	DET
bracis-28366	135	10	average	average	NOUN
bracis-28366	135	11	of	of	ADP
bracis-28366	135	12	all	all	DET
bracis-28366	135	13	the	the	DET
bracis-28366	135	14	exams	exam	NOUN
bracis-28366	135	15	contained	contain	VERB
bracis-28366	135	16	in	in	ADP
bracis-28366	135	17	the	the	DET
bracis-28366	135	18	bluex	bluex	PROPN
bracis-28366	135	19	dataset	dataset	NOUN
bracis-28366	135	20	.	.	PUNCT
bracis-28366	136	1	references	reference	NOUN
bracis-28366	136	2	bowman	bowman	PROPN
bracis-28366	136	3	,	,	PUNCT
bracis-28366	136	4	s.	s.	PROPN
bracis-28366	136	5	,	,	PUNCT
bracis-28366	136	6	angeli	angeli	PROPN
bracis-28366	136	7	,	,	PUNCT
bracis-28366	136	8	g.	g.	PROPN
bracis-28366	136	9	,	,	PUNCT
bracis-28366	136	10	potts	potts	PROPN
bracis-28366	136	11	,	,	PUNCT
bracis-28366	136	12	c.	c.	PROPN
bracis-28366	136	13	,	,	PUNCT
bracis-28366	136	14	manning	manning	NOUN
bracis-28366	136	15	,	,	PUNCT
bracis-28366	136	16	c.d	c.d	PROPN
bracis-28366	136	17	.	.	PROPN
bracis-28366	136	18	:	:	PUNCT
bracis-28366	137	1	a	a	DET
bracis-28366	137	2	large	large	ADJ
bracis-28366	137	3	annotated	annotated	ADJ
bracis-28366	137	4	corpus	corpus	NOUN
bracis-28366	137	5	for	for	ADP
bracis-28366	137	6	learning	learn	VERB
bracis-28366	137	7	natural	natural	ADJ
bracis-28366	137	8	language	language	NOUN
bracis-28366	137	9	inference	inference	NOUN
bracis-28366	137	10	.	.	PUNCT
bracis-28366	138	1	in	in	ADP
bracis-28366	138	2	:	:	PUNCT
bracis-28366	138	3	proceedings	proceeding	NOUN
bracis-28366	138	4	of	of	ADP
bracis-28366	138	5	the	the	DET
bracis-28366	138	6	2015	2015	NUM
bracis-28366	138	7	conference	conference	NOUN
bracis-28366	138	8	on	on	ADP
bracis-28366	138	9	empirical	empirical	ADJ
bracis-28366	138	10	methods	method	NOUN
bracis-28366	138	11	in	in	ADP
bracis-28366	138	12	natural	natural	ADJ
bracis-28366	138	13	language	language	NOUN
bracis-28366	138	14	processing	processing	NOUN
bracis-28366	138	15	,	,	PUNCT
bracis-28366	138	16	pp	pp	X
bracis-28366	138	17	.	.	PUNCT
bracis-28366	139	1	632–642	632–642	NUM
bracis-28366	139	2	(	(	PUNCT
bracis-28366	139	3	2015	2015	NUM
bracis-28366	139	4	)	)	PUNCT
bracis-28366	139	5	google	google	NOUN
bracis-28366	139	6	scholar	scholar	NOUN
bracis-28366	139	7	  	  	SPACE
bracis-28366	139	8	brum	brum	NOUN
bracis-28366	139	9	,	,	PUNCT
bracis-28366	139	10	h.b	h.b	PROPN
bracis-28366	139	11	.	.	PROPN
bracis-28366	139	12	,	,	PUNCT
bracis-28366	139	13	das	das	PROPN
bracis-28366	139	14	graças	graças	PROPN
bracis-28366	139	15	volpe	volpe	PROPN
bracis-28366	139	16	nunes	nunes	PROPN
bracis-28366	139	17	,	,	PUNCT
bracis-28366	139	18	m.	m.	NOUN
bracis-28366	139	19	:	:	PUNCT
bracis-28366	139	20	building	build	VERB
bracis-28366	139	21	a	a	DET
bracis-28366	139	22	sentiment	sentiment	NOUN
bracis-28366	139	23	corpus	corpus	NOUN
bracis-28366	139	24	of	of	ADP
bracis-28366	139	25	tweets	tweet	NOUN
bracis-28366	139	26	in	in	ADP
bracis-28366	139	27	brazilian	brazilian	ADJ
bracis-28366	139	28	portuguese	portuguese	NOUN
bracis-28366	139	29	(	(	PUNCT
bracis-28366	139	30	2017	2017	NUM
bracis-28366	139	31	)	)	PUNCT
bracis-28366	139	32	google	google	NOUN
bracis-28366	139	33	scholar	scholar	NOUN
bracis-28366	139	34	  	  	SPACE
bracis-28366	139	35	chowdhery	chowdhery	NOUN
bracis-28366	139	36	,	,	PUNCT
bracis-28366	139	37	a.	a.	NOUN
bracis-28366	139	38	,	,	PUNCT
bracis-28366	139	39	et	et	PROPN
bracis-28366	139	40	al	al	PROPN
bracis-28366	139	41	.	.	PUNCT
bracis-28366	139	42	:	:	PUNCT
bracis-28366	140	1	palm	palm	NOUN
bracis-28366	140	2	:	:	PUNCT
bracis-28366	140	3	scaling	scale	VERB
bracis-28366	140	4	language	language	NOUN
bracis-28366	140	5	modeling	modeling	NOUN
bracis-28366	140	6	with	with	ADP
bracis-28366	140	7	pathways	pathway	NOUN
bracis-28366	140	8	(	(	PUNCT
bracis-28366	140	9	2022	2022	NUM
bracis-28366	140	10	)	)	PUNCT
bracis-28366	140	11	google	google	PROPN
bracis-28366	140	12	scholar	scholar	NOUN
bracis-28366	140	13	  	  	SPACE
bracis-28366	140	14	fitzgerald	fitzgerald	NOUN
bracis-28366	140	15	,	,	PUNCT
bracis-28366	140	16	j.	j.	PROPN
bracis-28366	140	17	,	,	PUNCT
bracis-28366	140	18	et	et	PROPN
bracis-28366	140	19	al	al	PROPN
bracis-28366	140	20	.	.	PUNCT
bracis-28366	140	21	:	:	PUNCT
bracis-28366	141	1	massive	massive	ADJ
bracis-28366	141	2	:	:	PUNCT
bracis-28366	141	3	a	a	DET
bracis-28366	141	4	1	1	NUM
bracis-28366	141	5	m	m	NOUN
bracis-28366	141	6	-	-	PUNCT
bracis-28366	141	7	example	example	NOUN
bracis-28366	141	8	multilingual	multilingual	ADJ
bracis-28366	141	9	natural	natural	ADJ
bracis-28366	141	10	language	language	NOUN
bracis-28366	141	11	understanding	understanding	NOUN
bracis-28366	141	12	dataset	dataset	VERB
bracis-28366	141	13	with	with	ADP
bracis-28366	141	14	51	51	NUM
bracis-28366	141	15	typologically	typologically	ADV
bracis-28366	141	16	-	-	PUNCT
bracis-28366	141	17	diverse	diverse	ADJ
bracis-28366	141	18	languages	language	NOUN
bracis-28366	141	19	(	(	PUNCT
bracis-28366	141	20	2022	2022	NUM
bracis-28366	141	21	)	)	PUNCT
bracis-28366	141	22	google	google	PROPN
bracis-28366	141	23	scholar	scholar	NOUN
bracis-28366	141	24	  	  	SPACE
bracis-28366	141	25	fonseca	fonseca	PROPN
bracis-28366	141	26	,	,	PUNCT
bracis-28366	141	27	e.	e.	PROPN
bracis-28366	141	28	,	,	PUNCT
bracis-28366	141	29	santos	santos	PROPN
bracis-28366	141	30	,	,	PUNCT
bracis-28366	141	31	l.	l.	PROPN
bracis-28366	141	32	,	,	PUNCT
bracis-28366	141	33	criscuolo	criscuolo	PROPN
bracis-28366	141	34	,	,	PUNCT
bracis-28366	141	35	m.	m.	NOUN
bracis-28366	141	36	,	,	PUNCT
bracis-28366	141	37	aluisio	aluisio	PROPN
bracis-28366	141	38	,	,	PUNCT
bracis-28366	141	39	s.	s.	PROPN
bracis-28366	141	40	:	:	PUNCT
bracis-28366	141	41	assin	assin	PROPN
bracis-28366	141	42	:	:	PUNCT
bracis-28366	141	43	avaliacao	avaliacao	PROPN
bracis-28366	141	44	de	de	PROPN
bracis-28366	141	45	similaridade	similaridade	PROPN
bracis-28366	141	46	semantica	semantica	PROPN
bracis-28366	141	47	e	e	PROPN
bracis-28366	141	48	inferencia	inferencia	NOUN
bracis-28366	141	49	textual	textual	ADJ
bracis-28366	141	50	.	.	PUNCT
bracis-28366	142	1	in	in	ADP
bracis-28366	142	2	:	:	PUNCT
bracis-28366	142	3	12th	12th	ADJ
bracis-28366	142	4	international	international	ADJ
bracis-28366	142	5	conference	conference	NOUN
bracis-28366	142	6	on	on	ADP
bracis-28366	142	7	computational	computational	ADJ
bracis-28366	142	8	processing	processing	NOUN
bracis-28366	142	9	of	of	ADP
bracis-28366	142	10	the	the	DET
bracis-28366	142	11	portuguese	portuguese	ADJ
bracis-28366	142	12	language	language	NOUN
bracis-28366	142	13	,	,	PUNCT
bracis-28366	142	14	tomar	tomar	NOUN
bracis-28366	142	15	,	,	PUNCT
bracis-28366	142	16	portugal	portugal	PROPN
bracis-28366	142	17	,	,	PUNCT
bracis-28366	142	18	pp	pp	X
bracis-28366	142	19	.	.	PUNCT
bracis-28366	143	1	13–15	13–15	NUM
bracis-28366	143	2	(	(	PUNCT
bracis-28366	143	3	2016	2016	NUM
bracis-28366	143	4	)	)	PUNCT
bracis-28366	143	5	google	google	PROPN
bracis-28366	143	6	scholar	scholar	NOUN
bracis-28366	143	7	  	  	SPACE
bracis-28366	143	8	gomes	gome	NOUN
bracis-28366	143	9	,	,	PUNCT
bracis-28366	143	10	j.r.s	j.r.s	PROPN
bracis-28366	143	11	.	.	PUNCT
bracis-28366	143	12	:	:	PUNCT
bracis-28366	144	1	plue	plue	NOUN
bracis-28366	144	2	:	:	PUNCT
bracis-28366	144	3	portuguese	portuguese	ADJ
bracis-28366	144	4	language	language	NOUN
bracis-28366	144	5	understanding	understanding	NOUN
bracis-28366	144	6	evaluation	evaluation	NOUN
bracis-28366	144	7	(	(	PUNCT
bracis-28366	144	8	2020	2020	NUM
bracis-28366	144	9	)	)	PUNCT
bracis-28366	144	10	.	.	PUNCT
bracis-28366	145	1	https://github.com/jubs12/plue	https://github.com/jubs12/plue	PROPN
bracis-28366	146	1	hoffmann	hoffmann	PROPN
bracis-28366	146	2	,	,	PUNCT
bracis-28366	146	3	j.	j.	PROPN
bracis-28366	146	4	,	,	PUNCT
bracis-28366	146	5	et	et	PROPN
bracis-28366	146	6	al	al	PROPN
bracis-28366	146	7	.	.	PROPN
bracis-28366	146	8	:	:	PUNCT
bracis-28366	147	1	training	train	VERB
bracis-28366	147	2	compute	compute	NOUN
bracis-28366	147	3	-	-	PUNCT
bracis-28366	147	4	optimal	optimal	ADJ
bracis-28366	147	5	large	large	ADJ
bracis-28366	147	6	language	language	NOUN
bracis-28366	147	7	models	model	NOUN
bracis-28366	147	8	(	(	PUNCT
bracis-28366	147	9	2022	2022	NUM
bracis-28366	147	10	)	)	PUNCT
bracis-28366	147	11	google	google	PROPN
bracis-28366	147	12	scholar	scholar	NOUN
bracis-28366	147	13	  	  	SPACE
bracis-28366	147	14	khot	khot	ADJ
bracis-28366	147	15	,	,	PUNCT
bracis-28366	147	16	t.	t.	PROPN
bracis-28366	147	17	,	,	PUNCT
bracis-28366	147	18	sabharwal	sabharwal	PROPN
bracis-28366	147	19	,	,	PUNCT
bracis-28366	147	20	a.	a.	NOUN
bracis-28366	147	21	,	,	PUNCT
bracis-28366	147	22	clark	clark	PROPN
bracis-28366	147	23	,	,	PUNCT
bracis-28366	147	24	p.	p.	NOUN
bracis-28366	147	25	:	:	PUNCT
bracis-28366	148	1	scitail	scitail	NOUN
bracis-28366	148	2	:	:	PUNCT
bracis-28366	148	3	a	a	DET
bracis-28366	148	4	textual	textual	ADJ
bracis-28366	148	5	entailment	entailment	NOUN
bracis-28366	148	6	dataset	dataset	VERB
bracis-28366	148	7	from	from	ADP
bracis-28366	148	8	science	science	NOUN
bracis-28366	148	9	question	question	NOUN
bracis-28366	148	10	answering	answering	NOUN
bracis-28366	148	11	.	.	PUNCT
bracis-28366	149	1	in	in	ADP
bracis-28366	149	2	:	:	PUNCT
bracis-28366	149	3	proceedings	proceeding	NOUN
bracis-28366	149	4	of	of	ADP
bracis-28366	149	5	the	the	DET
bracis-28366	149	6	aaai	aaai	PROPN
bracis-28366	149	7	conference	conference	NOUN
bracis-28366	149	8	on	on	ADP
bracis-28366	149	9	artificial	artificial	ADJ
bracis-28366	149	10	intelligence	intelligence	NOUN
bracis-28366	149	11	,	,	PUNCT
bracis-28366	149	12	vol	vol	NOUN
bracis-28366	149	13	.	.	PROPN
bracis-28366	149	14	32	32	NUM
bracis-28366	149	15	(	(	PUNCT
bracis-28366	149	16	2018	2018	NUM
bracis-28366	149	17	)	)	PUNCT
bracis-28366	149	18	google	google	PROPN
bracis-28366	149	19	scholar	scholar	NOUN
bracis-28366	149	20	  	  	SPACE
bracis-28366	149	21	kocijan	kocijan	NOUN
bracis-28366	149	22	,	,	PUNCT
bracis-28366	149	23	v.	v.	ADV
bracis-28366	149	24	,	,	PUNCT
bracis-28366	149	25	lukasiewicz	lukasiewicz	ADJ
bracis-28366	149	26	,	,	PUNCT
bracis-28366	149	27	t.	t.	PROPN
bracis-28366	149	28	,	,	PUNCT
bracis-28366	149	29	davis	davis	PROPN
bracis-28366	149	30	,	,	PUNCT
bracis-28366	149	31	e.	e.	PROPN
bracis-28366	149	32	,	,	PUNCT
bracis-28366	149	33	marcus	marcus	PROPN
bracis-28366	149	34	,	,	PUNCT
bracis-28366	149	35	g.	g.	PROPN
bracis-28366	149	36	,	,	PUNCT
bracis-28366	149	37	morgenstern	morgenstern	PROPN
bracis-28366	149	38	,	,	PUNCT
bracis-28366	149	39	l.	l.	PROPN
bracis-28366	149	40	:	:	PUNCT
bracis-28366	149	41	a	a	DET
bracis-28366	149	42	review	review	NOUN
bracis-28366	149	43	of	of	ADP
bracis-28366	149	44	winograd	winograd	ADJ
bracis-28366	149	45	schema	schema	NOUN
bracis-28366	149	46	challenge	challenge	NOUN
bracis-28366	149	47	datasets	dataset	NOUN
bracis-28366	149	48	and	and	CCONJ
bracis-28366	149	49	approaches	approach	NOUN
bracis-28366	149	50	.	.	PUNCT
bracis-28366	150	1	arxiv	arxiv	PROPN
bracis-28366	150	2	preprint	preprint	NOUN
bracis-28366	150	3	arxiv:2004.13831	arxiv:2004.13831	PUNCT
bracis-28366	150	4	(	(	PUNCT
bracis-28366	150	5	2020	2020	NUM
bracis-28366	150	6	)	)	PUNCT
bracis-28366	150	7	kwiatkowski	kwiatkowski	PROPN
bracis-28366	150	8	,	,	PUNCT
bracis-28366	150	9	t.	t.	PROPN
bracis-28366	150	10	,	,	PUNCT
bracis-28366	150	11	et	et	PROPN
bracis-28366	150	12	al	al	PROPN
bracis-28366	150	13	.	.	PROPN
bracis-28366	150	14	:	:	PUNCT
bracis-28366	150	15	natural	natural	ADJ
bracis-28366	150	16	questions	question	NOUN
bracis-28366	150	17	:	:	PUNCT
bracis-28366	150	18	a	a	DET
bracis-28366	150	19	benchmark	benchmark	NOUN
bracis-28366	150	20	for	for	ADP
bracis-28366	150	21	question	question	NOUN
bracis-28366	150	22	answering	answer	VERB
bracis-28366	150	23	research	research	NOUN
bracis-28366	150	24	.	.	PUNCT
bracis-28366	151	1	trans	trans	PROPN
bracis-28366	151	2	.	.	PUNCT
bracis-28366	152	1	assoc	assoc	PROPN
bracis-28366	152	2	.	.	PUNCT
bracis-28366	153	1	comput	comput	PROPN
bracis-28366	153	2	.	.	PUNCT
bracis-28366	154	1	linguist	linguist	NOUN
bracis-28366	154	2	.	.	PUNCT
bracis-28366	155	1	7	7	NUM
bracis-28366	155	2	,	,	PUNCT
bracis-28366	155	3	453–466	453–466	NUM
bracis-28366	155	4	(	(	PUNCT
bracis-28366	155	5	2019	2019	NUM
bracis-28366	155	6	)	)	PUNCT
bracis-28366	155	7	article	article	NOUN
bracis-28366	155	8	  	  	SPACE
bracis-28366	155	9	google	google	PROPN
bracis-28366	155	10	scholar	scholar	NOUN
bracis-28366	155	11	  	  	SPACE
bracis-28366	155	12	lin	lin	PROPN
bracis-28366	155	13	,	,	PUNCT
bracis-28366	155	14	x.v	x.v	PROPN
bracis-28366	155	15	.	.	PROPN
bracis-28366	155	16	,	,	PUNCT
bracis-28366	155	17	et	et	PROPN
bracis-28366	155	18	al	al	PROPN
bracis-28366	155	19	.	.	PUNCT
bracis-28366	155	20	:	:	PUNCT
bracis-28366	156	1	few	few	ADJ
bracis-28366	156	2	-	-	PUNCT
bracis-28366	156	3	shot	shot	NOUN
bracis-28366	156	4	learning	learning	NOUN
bracis-28366	156	5	with	with	ADP
bracis-28366	156	6	multilingual	multilingual	ADJ
bracis-28366	156	7	language	language	NOUN
bracis-28366	156	8	models	model	NOUN
bracis-28366	156	9	(	(	PUNCT
bracis-28366	156	10	2022	2022	NUM
bracis-28366	156	11	)	)	PUNCT
bracis-28366	156	12	google	google	PROPN
bracis-28366	156	13	scholar	scholar	NOUN
bracis-28366	156	14	  	  	SPACE
bracis-28366	156	15	longpre	longpre	PROPN
bracis-28366	156	16	,	,	PUNCT
bracis-28366	156	17	s.	s.	PROPN
bracis-28366	156	18	,	,	PUNCT
bracis-28366	156	19	lu	lu	PROPN
bracis-28366	156	20	,	,	PUNCT
bracis-28366	156	21	y.	y.	PROPN
bracis-28366	156	22	,	,	PUNCT
bracis-28366	156	23	daiber	daiber	PROPN
bracis-28366	156	24	,	,	PUNCT
bracis-28366	156	25	j.	j.	PROPN
bracis-28366	156	26	:	:	PUNCT
bracis-28366	156	27	mkqa	mkqa	PROPN
bracis-28366	156	28	:	:	PUNCT
bracis-28366	156	29	a	a	DET
bracis-28366	156	30	linguistically	linguistically	ADV
bracis-28366	156	31	diverse	diverse	ADJ
bracis-28366	156	32	benchmark	benchmark	NOUN
bracis-28366	156	33	for	for	ADP
bracis-28366	156	34	multilingual	multilingual	ADJ
bracis-28366	156	35	open	open	ADJ
bracis-28366	156	36	domain	domain	NOUN
bracis-28366	156	37	question	question	NOUN
bracis-28366	156	38	answering	answering	NOUN
bracis-28366	156	39	.	.	PUNCT
bracis-28366	157	1	trans	trans	PROPN
bracis-28366	157	2	.	.	PUNCT
bracis-28366	158	1	assoc	assoc	PROPN
bracis-28366	158	2	.	.	PUNCT
bracis-28366	158	3	computat	computat	PROPN
bracis-28366	158	4	.	.	PUNCT
bracis-28366	159	1	linguist	linguist	NOUN
bracis-28366	159	2	.	.	PUNCT
bracis-28366	160	1	9	9	NUM
bracis-28366	160	2	,	,	PUNCT
bracis-28366	160	3	1389–1406	1389–1406	NUM
bracis-28366	160	4	(	(	PUNCT
bracis-28366	160	5	2021	2021	NUM
bracis-28366	160	6	)	)	PUNCT
bracis-28366	160	7	article	article	NOUN
bracis-28366	160	8	  	  	SPACE
bracis-28366	160	9	google	google	PROPN
bracis-28366	160	10	scholar	scholar	NOUN
bracis-28366	160	11	  	  	SPACE
bracis-28366	160	12	de	de	X
bracis-28366	160	13	melo	melo	PROPN
bracis-28366	160	14	,	,	PUNCT
bracis-28366	160	15	g.	g.	PROPN
bracis-28366	160	16	,	,	PUNCT
bracis-28366	160	17	imaizumi	imaizumi	PROPN
bracis-28366	160	18	,	,	PUNCT
bracis-28366	160	19	v.	v.	PROPN
bracis-28366	160	20	,	,	PUNCT
bracis-28366	160	21	cozman	cozman	NOUN
bracis-28366	160	22	,	,	PUNCT
bracis-28366	160	23	f.	f.	PROPN
bracis-28366	160	24	:	:	PROPN
bracis-28366	160	25	winograd	winograd	PROPN
bracis-28366	160	26	schemas	schema	NOUN
bracis-28366	160	27	in	in	ADP
bracis-28366	160	28	portuguese	portuguese	PROPN
bracis-28366	160	29	.	.	PUNCT
bracis-28366	161	1	in	in	ADP
bracis-28366	161	2	:	:	PUNCT
bracis-28366	161	3	anais	anais	PROPN
bracis-28366	161	4	do	do	AUX
bracis-28366	161	5	xvi	xvi	NOUN
bracis-28366	161	6	encontro	encontro	VERB
bracis-28366	161	7	nacional	nacional	ADJ
bracis-28366	161	8	de	de	X
bracis-28366	161	9	inteligência	inteligência	PROPN
bracis-28366	161	10	artificial	artificial	PROPN
bracis-28366	161	11	e	e	NOUN
bracis-28366	161	12	computacional	computacional	NOUN
bracis-28366	161	13	,	,	PUNCT
bracis-28366	161	14	pp	pp	ADJ
bracis-28366	161	15	.	.	PUNCT
bracis-28366	162	1	787–798	787–798	NUM
bracis-28366	162	2	.	.	PUNCT
bracis-28366	163	1	sbc	sbc	NOUN
bracis-28366	163	2	(	(	PUNCT
bracis-28366	163	3	2019	2019	NUM
bracis-28366	163	4	)	)	PUNCT
bracis-28366	163	5	google	google	PROPN
bracis-28366	163	6	scholar	scholar	NOUN
bracis-28366	163	7	  	  	SPACE
bracis-28366	163	8	muennighoff	muennighoff	NOUN
bracis-28366	163	9	,	,	PUNCT
bracis-28366	163	10	n.	n.	PROPN
bracis-28366	163	11	,	,	PUNCT
bracis-28366	163	12	et	et	PROPN
bracis-28366	163	13	al	al	PROPN
bracis-28366	163	14	.	.	PROPN
bracis-28366	163	15	:	:	PUNCT
bracis-28366	163	16	crosslingual	crosslingual	ADJ
bracis-28366	163	17	generalization	generalization	NOUN
bracis-28366	163	18	through	through	ADP
bracis-28366	163	19	multitask	multitask	ADJ
bracis-28366	163	20	finetuning	finetuning	NOUN
bracis-28366	163	21	(	(	PUNCT
bracis-28366	163	22	2022	2022	NUM
bracis-28366	163	23	)	)	PUNCT
bracis-28366	163	24	google	google	PROPN
bracis-28366	163	25	scholar	scholar	NOUN
bracis-28366	163	26	  	  	SPACE
bracis-28366	163	27	nunes	nune	NOUN
bracis-28366	163	28	,	,	PUNCT
bracis-28366	163	29	d.	d.	PROPN
bracis-28366	163	30	,	,	PUNCT
bracis-28366	163	31	primi	primi	PROPN
bracis-28366	163	32	,	,	PUNCT
bracis-28366	163	33	r.	r.	PROPN
bracis-28366	163	34	,	,	PUNCT
bracis-28366	163	35	pires	pire	NOUN
bracis-28366	163	36	,	,	PUNCT
bracis-28366	163	37	r.	r.	PROPN
bracis-28366	163	38	,	,	PUNCT
bracis-28366	163	39	lotufo	lotufo	PROPN
bracis-28366	163	40	,	,	PUNCT
bracis-28366	163	41	r.	r.	PROPN
bracis-28366	163	42	,	,	PUNCT
bracis-28366	163	43	nogueira	nogueira	PROPN
bracis-28366	163	44	,	,	PUNCT
bracis-28366	163	45	r.	r.	PROPN
bracis-28366	163	46	:	:	PUNCT
bracis-28366	163	47	evaluating	evaluate	VERB
bracis-28366	163	48	gpt-3.5	gpt-3.5	PUNCT
bracis-28366	163	49	and	and	CCONJ
bracis-28366	163	50	gpt-4	gpt-4	NOUN
bracis-28366	163	51	models	model	NOUN
bracis-28366	163	52	on	on	ADP
bracis-28366	163	53	brazilian	brazilian	ADJ
bracis-28366	163	54	university	university	NOUN
bracis-28366	163	55	admission	admission	NOUN
bracis-28366	163	56	exams	exam	NOUN
bracis-28366	163	57	(	(	PUNCT
bracis-28366	163	58	2023	2023	NUM
bracis-28366	163	59	)	)	PUNCT
bracis-28366	163	60	google	google	NOUN
bracis-28366	163	61	scholar	scholar	NOUN
bracis-28366	163	62	  	  	SPACE
bracis-28366	163	63	openai	openai	PROPN
bracis-28366	163	64	:	:	PUNCT
bracis-28366	163	65	gpt-4	gpt-4	NUM
bracis-28366	163	66	technical	technical	ADJ
bracis-28366	163	67	report	report	NOUN
bracis-28366	163	68	(	(	PUNCT
bracis-28366	163	69	2023	2023	NUM
bracis-28366	163	70	)	)	PUNCT
bracis-28366	163	71	google	google	NOUN
bracis-28366	163	72	scholar	scholar	NOUN
bracis-28366	163	73	  	  	SPACE
bracis-28366	163	74	pires	pire	NOUN
bracis-28366	163	75	,	,	PUNCT
bracis-28366	163	76	r.	r.	PROPN
bracis-28366	163	77	,	,	PUNCT
bracis-28366	163	78	abonizio	abonizio	PROPN
bracis-28366	163	79	,	,	PUNCT
bracis-28366	163	80	h.	h.	PROPN
bracis-28366	163	81	,	,	PUNCT
bracis-28366	163	82	almeida	almeida	PROPN
bracis-28366	163	83	,	,	PUNCT
bracis-28366	163	84	t.s	t.s	PROPN
bracis-28366	163	85	.	.	PROPN
bracis-28366	163	86	,	,	PUNCT
bracis-28366	163	87	nogueira	nogueira	PROPN
bracis-28366	163	88	,	,	PUNCT
bracis-28366	163	89	r.	r.	PROPN
bracis-28366	163	90	:	:	PUNCT
bracis-28366	163	91	sabiá	sabiá	NOUN
bracis-28366	163	92	:	:	PUNCT
bracis-28366	163	93	portuguese	portuguese	VERB
bracis-28366	163	94	large	large	ADJ
bracis-28366	163	95	language	language	NOUN
bracis-28366	163	96	models	model	NOUN
bracis-28366	163	97	(	(	PUNCT
bracis-28366	163	98	2023	2023	NUM
bracis-28366	163	99	)	)	PUNCT
bracis-28366	163	100	google	google	NOUN
bracis-28366	163	101	scholar	scholar	NOUN
bracis-28366	163	102	  	  	SPACE
bracis-28366	163	103	rajpurkar	rajpurkar	NOUN
bracis-28366	163	104	,	,	PUNCT
bracis-28366	163	105	p.	p.	PROPN
bracis-28366	163	106	,	,	PUNCT
bracis-28366	163	107	zhang	zhang	PROPN
bracis-28366	163	108	,	,	PUNCT
bracis-28366	163	109	j.	j.	PROPN
bracis-28366	163	110	,	,	PUNCT
bracis-28366	163	111	lopyrev	lopyrev	PROPN
bracis-28366	163	112	,	,	PUNCT
bracis-28366	163	113	k.	k.	PROPN
bracis-28366	163	114	,	,	PUNCT
bracis-28366	163	115	liang	liang	PROPN
bracis-28366	163	116	,	,	PUNCT
bracis-28366	163	117	p.	p.	NOUN
bracis-28366	163	118	:	:	PUNCT
bracis-28366	164	1	squad	squad	NOUN
bracis-28366	164	2	:	:	PUNCT
bracis-28366	164	3	100,000	100,000	NUM
bracis-28366	164	4	+	+	NUM
bracis-28366	164	5	questions	question	NOUN
bracis-28366	164	6	for	for	ADP
bracis-28366	164	7	machine	machine	NOUN
bracis-28366	164	8	comprehension	comprehension	NOUN
bracis-28366	164	9	of	of	ADP
bracis-28366	164	10	text	text	NOUN
bracis-28366	164	11	.	.	PUNCT
bracis-28366	165	1	in	in	ADP
bracis-28366	165	2	:	:	PUNCT
bracis-28366	165	3	proceedings	proceeding	NOUN
bracis-28366	165	4	of	of	ADP
bracis-28366	165	5	the	the	DET
bracis-28366	165	6	2016	2016	NUM
bracis-28366	165	7	conference	conference	NOUN
bracis-28366	165	8	on	on	ADP
bracis-28366	165	9	empirical	empirical	ADJ
bracis-28366	165	10	methods	method	NOUN
bracis-28366	165	11	in	in	ADP
bracis-28366	165	12	natural	natural	ADJ
bracis-28366	165	13	language	language	NOUN
bracis-28366	165	14	processing	processing	NOUN
bracis-28366	165	15	,	,	PUNCT
bracis-28366	165	16	pp	pp	ADP
bracis-28366	165	17	.	.	PUNCT
bracis-28366	166	1	2383–2392	2383–2392	NUM
bracis-28366	166	2	(	(	PUNCT
bracis-28366	166	3	2016	2016	NUM
bracis-28366	166	4	)	)	PUNCT
bracis-28366	166	5	google	google	PROPN
bracis-28366	166	6	scholar	scholar	NOUN
bracis-28366	166	7	  	  	SPACE
bracis-28366	166	8	real	real	ADJ
bracis-28366	166	9	,	,	PUNCT
bracis-28366	166	10	l.	l.	PROPN
bracis-28366	166	11	,	,	PUNCT
bracis-28366	166	12	fonseca	fonseca	PROPN
bracis-28366	166	13	,	,	PUNCT
bracis-28366	166	14	e.	e.	PROPN
bracis-28366	166	15	,	,	PUNCT
bracis-28366	166	16	gonçalo	gonçalo	PROPN
bracis-28366	166	17	oliveira	oliveira	PROPN
bracis-28366	166	18	,	,	PUNCT
bracis-28366	166	19	h.	h.	PROPN
bracis-28366	166	20	:	:	PUNCT
bracis-28366	166	21	the	the	DET
bracis-28366	166	22	assin	assin	PROPN
bracis-28366	166	23	2	2	NUM
bracis-28366	166	24	shared	share	VERB
bracis-28366	166	25	task	task	NOUN
bracis-28366	166	26	:	:	PUNCT
bracis-28366	166	27	a	a	DET
bracis-28366	166	28	quick	quick	ADJ
bracis-28366	166	29	overview	overview	NOUN
bracis-28366	166	30	.	.	PUNCT
bracis-28366	167	1	in	in	ADP
bracis-28366	167	2	:	:	PUNCT
bracis-28366	167	3	quaresma	quaresma	PROPN
bracis-28366	167	4	,	,	PUNCT
bracis-28366	167	5	p.	p.	PROPN
bracis-28366	167	6	,	,	PUNCT
bracis-28366	167	7	vieira	vieira	PROPN
bracis-28366	167	8	,	,	PUNCT
bracis-28366	167	9	r.	r.	PROPN
bracis-28366	167	10	,	,	PUNCT
bracis-28366	167	11	aluísio	aluísio	NOUN
bracis-28366	167	12	,	,	PUNCT
bracis-28366	167	13	s.	s.	PROPN
bracis-28366	167	14	,	,	PUNCT
bracis-28366	167	15	moniz	moniz	PROPN
bracis-28366	167	16	,	,	PUNCT
bracis-28366	167	17	h.	h.	PROPN
bracis-28366	167	18	,	,	PUNCT
bracis-28366	167	19	batista	batista	PROPN
bracis-28366	167	20	,	,	PUNCT
bracis-28366	167	21	f.	f.	PROPN
bracis-28366	167	22	,	,	PUNCT
bracis-28366	167	23	gonçalves	gonçalves	PROPN
bracis-28366	167	24	,	,	PUNCT
bracis-28366	167	25	t.	t.	PROPN
bracis-28366	167	26	(	(	PUNCT
bracis-28366	167	27	eds	eds	PROPN
bracis-28366	167	28	.	.	PUNCT
bracis-28366	167	29	)	)	PUNCT
bracis-28366	167	30	propor	propor	ADJ
bracis-28366	167	31	2020	2020	NUM
bracis-28366	167	32	.	.	PUNCT
bracis-28366	168	1	lncs	lncs	PROPN
bracis-28366	168	2	(	(	PUNCT
bracis-28366	168	3	lnai	lnai	ADJ
bracis-28366	168	4	)	)	PUNCT
bracis-28366	168	5	,	,	PUNCT
bracis-28366	168	6	vol	vol	NOUN
bracis-28366	168	7	.	.	PROPN
bracis-28366	168	8	12037	12037	NUM
bracis-28366	168	9	,	,	PUNCT
bracis-28366	168	10	pp	pp	ADP
bracis-28366	168	11	.	.	PUNCT
bracis-28366	169	1	406–412	406–412	NUM
bracis-28366	169	2	.	.	PUNCT
bracis-28366	169	3	springer	springer	NOUN
bracis-28366	169	4	,	,	PUNCT
bracis-28366	169	5	cham	cham	PROPN
bracis-28366	169	6	(	(	PUNCT
bracis-28366	169	7	2020	2020	NUM
bracis-28366	169	8	)	)	PUNCT
bracis-28366	169	9	.	.	PUNCT
bracis-28366	170	1	https://doi.org/10.1007/978-3-030-41505-1_39	https://doi.org/10.1007/978-3-030-41505-1_39	PROPN
bracis-28366	170	2	chapter	chapter	NOUN
bracis-28366	170	3	  	  	SPACE
bracis-28366	170	4	google	google	PROPN
bracis-28366	170	5	scholar	scholar	NOUN
bracis-28366	170	6	  	  	SPACE
bracis-28366	170	7	de	de	X
bracis-28366	170	8	la	la	PROPN
bracis-28366	170	9	rosa	rosa	PROPN
bracis-28366	170	10	,	,	PUNCT
bracis-28366	170	11	j.	j.	PROPN
bracis-28366	170	12	,	,	PUNCT
bracis-28366	170	13	ponferrada	ponferrada	PROPN
bracis-28366	170	14	,	,	PUNCT
bracis-28366	170	15	e.g.	e.g.	ADV
bracis-28366	170	16	,	,	PUNCT
bracis-28366	170	17	villegas	villegas	PROPN
bracis-28366	170	18	,	,	PUNCT
bracis-28366	170	19	p.	p.	PROPN
bracis-28366	170	20	,	,	PUNCT
bracis-28366	170	21	de	de	PROPN
bracis-28366	170	22	prado	prado	PROPN
bracis-28366	170	23	salas	salas	PROPN
bracis-28366	170	24	,	,	PUNCT
bracis-28366	170	25	p.g	p.g	PROPN
bracis-28366	170	26	.	.	PROPN
bracis-28366	170	27	,	,	PUNCT
bracis-28366	170	28	romero	romero	PROPN
bracis-28366	170	29	,	,	PUNCT
bracis-28366	170	30	m.	m.	NOUN
bracis-28366	170	31	,	,	PUNCT
bracis-28366	170	32	grandury	grandury	NOUN
bracis-28366	170	33	,	,	PUNCT
bracis-28366	170	34	m.	m.	NOUN
bracis-28366	170	35	:	:	PUNCT
bracis-28366	170	36	bertin	bertin	PROPN
bracis-28366	170	37	:	:	PUNCT
bracis-28366	170	38	efficient	efficient	ADJ
bracis-28366	170	39	pre	pre	NOUN
bracis-28366	170	40	-	-	NOUN
bracis-28366	170	41	training	training	NOUN
bracis-28366	170	42	of	of	ADP
bracis-28366	170	43	a	a	DET
bracis-28366	170	44	spanish	spanish	ADJ
bracis-28366	170	45	language	language	NOUN
bracis-28366	170	46	model	model	NOUN
bracis-28366	170	47	using	use	VERB
bracis-28366	170	48	perplexity	perplexity	NOUN
bracis-28366	170	49	sampling	sample	VERB
bracis-28366	170	50	(	(	PUNCT
bracis-28366	170	51	2022	2022	NUM
bracis-28366	170	52	)	)	PUNCT
bracis-28366	170	53	google	google	NOUN
bracis-28366	170	54	scholar	scholar	NOUN
bracis-28366	170	55	  	  	SPACE
bracis-28366	170	56	sayama	sayama	NOUN
bracis-28366	170	57	,	,	PUNCT
bracis-28366	170	58	h.f	h.f	PROPN
bracis-28366	170	59	.	.	PROPN
bracis-28366	170	60	,	,	PUNCT
bracis-28366	170	61	araujo	araujo	PROPN
bracis-28366	170	62	,	,	PUNCT
bracis-28366	170	63	a.v	a.v	PROPN
bracis-28366	170	64	.	.	PROPN
bracis-28366	170	65	,	,	PUNCT
bracis-28366	170	66	fernandes	fernandes	PROPN
bracis-28366	170	67	,	,	PUNCT
bracis-28366	170	68	e.r	e.r	PROPN
bracis-28366	170	69	.	.	PROPN
bracis-28366	170	70	:	:	PUNCT
bracis-28366	171	1	faquad	faquad	ADJ
bracis-28366	171	2	:	:	PUNCT
bracis-28366	171	3	reading	read	VERB
bracis-28366	171	4	comprehension	comprehension	NOUN
bracis-28366	171	5	dataset	dataset	VERB
bracis-28366	171	6	in	in	ADP
bracis-28366	171	7	the	the	DET
bracis-28366	171	8	domain	domain	NOUN
bracis-28366	171	9	of	of	ADP
bracis-28366	171	10	brazilian	brazilian	ADJ
bracis-28366	171	11	higher	high	ADJ
bracis-28366	171	12	education	education	NOUN
bracis-28366	171	13	.	.	PUNCT
bracis-28366	172	1	in	in	ADP
bracis-28366	172	2	:	:	PUNCT
bracis-28366	172	3	2019	2019	NUM
bracis-28366	172	4	8th	8th	ADJ
bracis-28366	172	5	brazilian	brazilian	ADJ
bracis-28366	172	6	conference	conference	NOUN
bracis-28366	172	7	on	on	ADP
bracis-28366	172	8	intelligent	intelligent	ADJ
bracis-28366	172	9	systems	system	NOUN
bracis-28366	172	10	(	(	PUNCT
bracis-28366	172	11	bracis	bracis	NOUN
bracis-28366	172	12	)	)	PUNCT
bracis-28366	172	13	,	,	PUNCT
bracis-28366	172	14	pp	pp	ADP
bracis-28366	172	15	.	.	PUNCT
bracis-28366	173	1	443–448	443–448	X
bracis-28366	173	2	.	.	PUNCT
bracis-28366	174	1	ieee	ieee	NOUN
bracis-28366	174	2	(	(	PUNCT
bracis-28366	174	3	2019	2019	NUM
bracis-28366	174	4	)	)	PUNCT
bracis-28366	174	5	google	google	PROPN
bracis-28366	174	6	scholar	scholar	NOUN
bracis-28366	174	7	  	  	SPACE
bracis-28366	174	8	silveira	silveira	PROPN
bracis-28366	174	9	,	,	PUNCT
bracis-28366	174	10	i.c	i.c	PROPN
bracis-28366	174	11	.	.	PROPN
bracis-28366	174	12	,	,	PUNCT
bracis-28366	174	13	mauá	mauá	NOUN
bracis-28366	174	14	,	,	PUNCT
bracis-28366	174	15	d.d	d.d	PROPN
bracis-28366	174	16	.	.	PROPN
bracis-28366	174	17	:	:	PUNCT
bracis-28366	174	18	advances	advance	VERB
bracis-28366	174	19	in	in	ADP
bracis-28366	174	20	automatically	automatically	ADV
bracis-28366	174	21	solving	solve	VERB
bracis-28366	174	22	the	the	DET
bracis-28366	174	23	enem	enem	NOUN
bracis-28366	174	24	.	.	PUNCT
bracis-28366	175	1	in	in	ADP
bracis-28366	175	2	:	:	PUNCT
bracis-28366	175	3	2018	2018	NUM
bracis-28366	175	4	7th	7th	ADJ
bracis-28366	175	5	brazilian	brazilian	ADJ
bracis-28366	175	6	conference	conference	NOUN
bracis-28366	175	7	on	on	ADP
bracis-28366	175	8	intelligent	intelligent	ADJ
bracis-28366	175	9	systems	system	NOUN
bracis-28366	175	10	(	(	PUNCT
bracis-28366	175	11	bracis	bracis	NOUN
bracis-28366	175	12	)	)	PUNCT
bracis-28366	175	13	,	,	PUNCT
bracis-28366	175	14	pp	pp	PROPN
bracis-28366	175	15	.	.	PUNCT
bracis-28366	175	16	43–48	43–48	NUM
bracis-28366	175	17	.	.	PUNCT
bracis-28366	175	18	ieee	ieee	NOUN
bracis-28366	175	19	(	(	PUNCT
bracis-28366	175	20	2018	2018	NUM
bracis-28366	175	21	)	)	PUNCT
bracis-28366	175	22	google	google	PROPN
bracis-28366	175	23	scholar	scholar	NOUN
bracis-28366	175	24	  	  	SPACE
bracis-28366	175	25	taori	taori	PROPN
bracis-28366	175	26	,	,	PUNCT
bracis-28366	175	27	r.	r.	PROPN
bracis-28366	175	28	,	,	PUNCT
bracis-28366	175	29	et	et	PROPN
bracis-28366	175	30	al	al	PROPN
bracis-28366	175	31	.	.	PUNCT
bracis-28366	175	32	:	:	PUNCT
bracis-28366	175	33	stanford	stanford	PROPN
bracis-28366	175	34	alpaca	alpaca	PROPN
bracis-28366	175	35	:	:	PUNCT
bracis-28366	175	36	an	an	DET
bracis-28366	175	37	instruction	instruction	NOUN
bracis-28366	175	38	-	-	PUNCT
bracis-28366	175	39	following	follow	VERB
bracis-28366	175	40	llama	llama	NOUN
bracis-28366	175	41	model	model	NOUN
bracis-28366	175	42	(	(	PUNCT
bracis-28366	175	43	2023	2023	NUM
bracis-28366	175	44	)	)	PUNCT
bracis-28366	175	45	.	.	PUNCT
bracis-28366	176	1	https://github.com/tatsu-lab/stanford_alpaca	https://github.com/tatsu-lab/stanford_alpaca	PROPN
bracis-28366	176	2	tiedemann	tiedemann	PROPN
bracis-28366	176	3	,	,	PUNCT
bracis-28366	176	4	j.	j.	PROPN
bracis-28366	176	5	,	,	PUNCT
bracis-28366	176	6	thottingal	thottingal	PROPN
bracis-28366	176	7	,	,	PUNCT
bracis-28366	176	8	s.	s.	PROPN
bracis-28366	176	9	:	:	PUNCT
bracis-28366	176	10	opus	opus	PROPN
bracis-28366	176	11	-	-	PUNCT
bracis-28366	176	12	mt	mt	PROPN
bracis-28366	176	13	building	build	VERB
bracis-28366	176	14	open	open	ADJ
bracis-28366	176	15	translation	translation	NOUN
bracis-28366	176	16	services	service	NOUN
bracis-28366	176	17	for	for	ADP
bracis-28366	176	18	the	the	DET
bracis-28366	176	19	world	world	NOUN
bracis-28366	176	20	.	.	PUNCT
bracis-28366	177	1	in	in	ADP
bracis-28366	177	2	:	:	PUNCT
bracis-28366	177	3	proceedings	proceeding	NOUN
bracis-28366	177	4	of	of	ADP
bracis-28366	177	5	the	the	DET
bracis-28366	177	6	22nd	22nd	ADJ
bracis-28366	177	7	annual	annual	ADJ
bracis-28366	177	8	conference	conference	NOUN
bracis-28366	177	9	of	of	ADP
bracis-28366	177	10	the	the	DET
bracis-28366	177	11	european	european	PROPN
bracis-28366	177	12	association	association	PROPN
bracis-28366	177	13	for	for	ADP
bracis-28366	177	14	machine	machine	NOUN
bracis-28366	177	15	translation	translation	NOUN
bracis-28366	177	16	(	(	PUNCT
bracis-28366	177	17	eamt	eamt	NOUN
bracis-28366	177	18	)	)	PUNCT
bracis-28366	177	19	,	,	PUNCT
bracis-28366	177	20	lisbon	lisbon	PROPN
bracis-28366	177	21	,	,	PUNCT
bracis-28366	177	22	portugal	portugal	PROPN
bracis-28366	177	23	(	(	PUNCT
bracis-28366	177	24	2020	2020	NUM
bracis-28366	177	25	)	)	PUNCT
bracis-28366	177	26	google	google	PROPN
bracis-28366	177	27	scholar	scholar	NOUN
bracis-28366	177	28	  	  	SPACE
bracis-28366	177	29	touvron	touvron	ADJ
bracis-28366	177	30	,	,	PUNCT
bracis-28366	177	31	h.	h.	PROPN
bracis-28366	177	32	,	,	PUNCT
bracis-28366	177	33	et	et	PROPN
bracis-28366	177	34	al	al	PROPN
bracis-28366	177	35	.	.	PUNCT
bracis-28366	177	36	:	:	PUNCT
bracis-28366	178	1	llama	llama	NOUN
bracis-28366	178	2	:	:	PUNCT
bracis-28366	178	3	open	open	ADJ
bracis-28366	178	4	and	and	CCONJ
bracis-28366	178	5	efficient	efficient	ADJ
bracis-28366	178	6	foundation	foundation	NOUN
bracis-28366	178	7	language	language	NOUN
bracis-28366	178	8	models	model	NOUN
bracis-28366	178	9	(	(	PUNCT
bracis-28366	178	10	2023	2023	NUM
bracis-28366	178	11	)	)	PUNCT
bracis-28366	178	12	google	google	PROPN
bracis-28366	178	13	scholar	scholar	NOUN
bracis-28366	178	14	  	  	SPACE
bracis-28366	178	15	wang	wang	PROPN
bracis-28366	178	16	,	,	PUNCT
bracis-28366	178	17	a.	a.	PROPN
bracis-28366	178	18	,	,	PUNCT
bracis-28366	178	19	singh	singh	PROPN
bracis-28366	178	20	,	,	PUNCT
bracis-28366	178	21	a.	a.	PROPN
bracis-28366	178	22	,	,	PUNCT
bracis-28366	178	23	michael	michael	PROPN
bracis-28366	178	24	,	,	PUNCT
bracis-28366	178	25	j.	j.	PROPN
bracis-28366	178	26	,	,	PUNCT
bracis-28366	178	27	hill	hill	PROPN
bracis-28366	178	28	,	,	PUNCT
bracis-28366	178	29	f.	f.	PROPN
bracis-28366	178	30	,	,	PUNCT
bracis-28366	178	31	levy	levy	NOUN
bracis-28366	178	32	,	,	PUNCT
bracis-28366	178	33	o.	o.	PROPN
bracis-28366	178	34	,	,	PUNCT
bracis-28366	178	35	bowman	bowman	PROPN
bracis-28366	178	36	,	,	PUNCT
bracis-28366	178	37	s.r	s.r	PROPN
bracis-28366	178	38	.	.	PROPN
bracis-28366	178	39	:	:	PUNCT
bracis-28366	179	1	glue	glue	NOUN
bracis-28366	179	2	:	:	PUNCT
bracis-28366	179	3	a	a	DET
bracis-28366	179	4	multi	multi	ADJ
bracis-28366	179	5	-	-	ADJ
bracis-28366	179	6	task	task	ADJ
bracis-28366	179	7	benchmark	benchmark	NOUN
bracis-28366	179	8	and	and	CCONJ
bracis-28366	179	9	analysis	analysis	NOUN
bracis-28366	179	10	platform	platform	NOUN
bracis-28366	179	11	for	for	ADP
bracis-28366	179	12	natural	natural	ADJ
bracis-28366	179	13	language	language	NOUN
bracis-28366	179	14	understanding	understanding	NOUN
bracis-28366	179	15	.	.	PUNCT
bracis-28366	180	1	in	in	ADP
bracis-28366	180	2	:	:	PUNCT
bracis-28366	180	3	international	international	ADJ
bracis-28366	180	4	conference	conference	NOUN
bracis-28366	180	5	on	on	ADP
bracis-28366	180	6	learning	learn	VERB
bracis-28366	180	7	representations	representation	NOUN
bracis-28366	180	8	(	(	PUNCT
bracis-28366	180	9	2019	2019	NUM
bracis-28366	180	10	)	)	PUNCT
bracis-28366	180	11	.	.	PUNCT
bracis-28366	181	1	https://openreview.net/forum?id=rj4km2r5t7	https://openreview.net/forum?id=rj4km2r5t7	PROPN
bracis-28366	181	2	wang	wang	PROPN
bracis-28366	181	3	,	,	PUNCT
bracis-28366	181	4	b.	b.	PROPN
bracis-28366	181	5	,	,	PUNCT
bracis-28366	181	6	komatsuzaki	komatsuzaki	NOUN
bracis-28366	181	7	,	,	PUNCT
bracis-28366	181	8	a.	a.	NOUN
bracis-28366	181	9	:	:	PUNCT
bracis-28366	181	10	gpt	gpt	PROPN
bracis-28366	181	11	-	-	PUNCT
bracis-28366	181	12	j-6b	j-6b	PROPN
bracis-28366	181	13	:	:	PUNCT
bracis-28366	181	14	a	a	DET
bracis-28366	181	15	6	6	NUM
bracis-28366	181	16	billion	billion	NUM
bracis-28366	181	17	parameter	parameter	NOUN
bracis-28366	181	18	autoregressive	autoregressive	ADJ
bracis-28366	181	19	language	language	NOUN
bracis-28366	181	20	model	model	NOUN
bracis-28366	181	21	,	,	PUNCT
bracis-28366	181	22	may	may	AUX
bracis-28366	181	23	2021	2021	NUM
bracis-28366	181	24	.	.	PUNCT
bracis-28366	182	1	https://github.com/kingoflolz/mesh-transformer-jax	https://github.com/kingoflolz/mesh-transformer-jax	PROPN
bracis-28366	182	2	wei	wei	PROPN
bracis-28366	182	3	,	,	PUNCT
bracis-28366	182	4	j.	j.	PROPN
bracis-28366	182	5	,	,	PUNCT
bracis-28366	182	6	et	et	PROPN
bracis-28366	182	7	al	al	PROPN
bracis-28366	182	8	.	.	PROPN
bracis-28366	182	9	:	:	PUNCT
bracis-28366	183	1	chain	chain	NOUN
bracis-28366	183	2	of	of	ADP
bracis-28366	183	3	thought	thought	NOUN
bracis-28366	183	4	prompting	prompt	VERB
bracis-28366	183	5	elicits	elicit	NOUN
bracis-28366	183	6	reasoning	reasoning	NOUN
bracis-28366	183	7	in	in	ADP
bracis-28366	183	8	large	large	ADJ
bracis-28366	183	9	language	language	NOUN
bracis-28366	183	10	models	model	NOUN
bracis-28366	183	11	.	.	PUNCT
bracis-28366	184	1	in	in	ADP
bracis-28366	184	2	:	:	PUNCT
bracis-28366	184	3	oh	oh	INTJ
bracis-28366	184	4	,	,	PUNCT
bracis-28366	184	5	a.h	a.h	PROPN
bracis-28366	184	6	.	.	PROPN
bracis-28366	184	7	,	,	PUNCT
bracis-28366	184	8	agarwal	agarwal	PROPN
bracis-28366	184	9	,	,	PUNCT
bracis-28366	184	10	a.	a.	PROPN
bracis-28366	184	11	,	,	PUNCT
bracis-28366	184	12	belgrave	belgrave	PROPN
bracis-28366	184	13	,	,	PUNCT
bracis-28366	184	14	d.	d.	PROPN
bracis-28366	184	15	,	,	PUNCT
bracis-28366	184	16	cho	cho	PROPN
bracis-28366	184	17	,	,	PUNCT
bracis-28366	184	18	k.	k.	PROPN
bracis-28366	184	19	(	(	PUNCT
bracis-28366	184	20	eds	eds	PROPN
bracis-28366	184	21	.	.	PUNCT
bracis-28366	184	22	)	)	PUNCT
bracis-28366	184	23	advances	advance	NOUN
bracis-28366	184	24	in	in	ADP
bracis-28366	184	25	neural	neural	ADJ
bracis-28366	184	26	information	information	NOUN
bracis-28366	184	27	processing	processing	NOUN
bracis-28366	184	28	systems	system	NOUN
bracis-28366	184	29	(	(	PUNCT
bracis-28366	184	30	2022	2022	NUM
bracis-28366	184	31	)	)	PUNCT
bracis-28366	184	32	.	.	PUNCT
bracis-28366	185	1	https://openreview.net/forum?id=_vjqlmesb_j	https://openreview.net/forum?id=_vjqlmesb_j	NOUN
bracis-28366	185	2	le	le	PROPN
bracis-28366	185	3	scao	scao	PROPN
bracis-28366	185	4	,	,	PUNCT
bracis-28366	185	5	t.	t.	PROPN
bracis-28366	185	6	,	,	PUNCT
bracis-28366	185	7	et	et	PROPN
bracis-28366	185	8	al	al	PROPN
bracis-28366	185	9	.	.	PROPN
bracis-28366	185	10	:	:	PUNCT
bracis-28366	186	1	bloom	bloom	NOUN
bracis-28366	186	2	:	:	PUNCT
bracis-28366	186	3	a	a	DET
bracis-28366	186	4	176b	176b	ADJ
bracis-28366	186	5	-	-	PUNCT
bracis-28366	186	6	parameter	parameter	NOUN
bracis-28366	186	7	open	open	ADJ
bracis-28366	186	8	-	-	PUNCT
bracis-28366	186	9	access	access	NOUN
bracis-28366	186	10	multilingual	multilingual	ADJ
bracis-28366	186	11	language	language	NOUN
bracis-28366	186	12	model	model	NOUN
bracis-28366	186	13	(	(	PUNCT
bracis-28366	186	14	2023	2023	NUM
bracis-28366	186	15	)	)	PUNCT
bracis-28366	186	16	google	google	PROPN
bracis-28366	186	17	scholar	scholar	NOUN
bracis-28366	186	18	  	  	SPACE
bracis-28366	186	19	zhang	zhang	PROPN
bracis-28366	186	20	,	,	PUNCT
bracis-28366	186	21	s.	s.	PROPN
bracis-28366	186	22	,	,	PUNCT
bracis-28366	186	23	et	et	PROPN
bracis-28366	186	24	al	al	PROPN
bracis-28366	186	25	.	.	PROPN
bracis-28366	186	26	:	:	PUNCT
bracis-28366	187	1	opt	opt	PROPN
bracis-28366	187	2	:	:	PUNCT
bracis-28366	187	3	open	open	ADJ
bracis-28366	187	4	pre	pre	ADJ
bracis-28366	187	5	-	-	ADJ
bracis-28366	187	6	trained	train	VERB
bracis-28366	187	7	transformer	transformer	NOUN
bracis-28366	187	8	language	language	NOUN
bracis-28366	187	9	models	model	NOUN
bracis-28366	187	10	(	(	PUNCT
bracis-28366	187	11	2022	2022	NUM
bracis-28366	187	12	)	)	PUNCT
bracis-28366	187	13	google	google	NOUN
bracis-28366	187	14	scholar	scholar	NOUN
bracis-28366	187	15	  	  	SPACE
bracis-28366	187	16	download	download	NOUN
bracis-28366	187	17	references	reference	NOUN
bracis-28366	187	18	author	author	NOUN
bracis-28366	187	19	information	information	NOUN
bracis-28366	187	20	authors	author	NOUN
bracis-28366	187	21	and	and	CCONJ
bracis-28366	187	22	affiliations	affiliation	NOUN
bracis-28366	187	23	state	state	PROPN
bracis-28366	187	24	university	university	PROPN
bracis-28366	187	25	of	of	ADP
bracis-28366	187	26	campinas	campinas	PROPN
bracis-28366	187	27	(	(	PUNCT
bracis-28366	187	28	unicamp	unicamp	PROPN
bracis-28366	187	29	)	)	PUNCT
bracis-28366	187	30	,	,	PUNCT
bracis-28366	187	31	campinas	campinas	PROPN
bracis-28366	187	32	,	,	PUNCT
bracis-28366	187	33	brazil	brazil	PROPN
bracis-28366	187	34	thales	thales	PROPN
bracis-28366	187	35	sales	sales	PROPN
bracis-28366	187	36	almeida	almeida	PROPN
bracis-28366	187	37	,	,	PUNCT
bracis-28366	187	38	 	 	SPACE
bracis-28366	187	39	thiago	thiago	PROPN
bracis-28366	187	40	laitz	laitz	PROPN
bracis-28366	187	41	,	,	PUNCT
bracis-28366	187	42	 	 	SPACE
bracis-28366	187	43	giovana	giovana	PROPN
bracis-28366	187	44	k.	k.	PROPN
bracis-28366	187	45	bonás	bonás	PROPN
bracis-28366	187	46	 	 	SPACE
bracis-28366	187	47	&	&	CCONJ
bracis-28366	187	48	 	 	SPACE
bracis-28366	187	49	rodrigo	rodrigo	PROPN
bracis-28366	187	50	nogueira	nogueira	PROPN
bracis-28366	187	51	maritaca	maritaca	PROPN
bracis-28366	187	52	ai	ai	PROPN
bracis-28366	187	53	,	,	PUNCT
bracis-28366	187	54	campinas	campinas	PROPN
bracis-28366	187	55	,	,	PUNCT
bracis-28366	187	56	brazil	brazil	PROPN
bracis-28366	187	57	thales	thales	PROPN
bracis-28366	187	58	sales	sales	PROPN
bracis-28366	187	59	almeida	almeida	PROPN
bracis-28366	187	60	 	 	SPACE
bracis-28366	187	61	&	&	CCONJ
bracis-28366	187	62	 	 	SPACE
bracis-28366	187	63	rodrigo	rodrigo	PROPN
bracis-28366	187	64	nogueira	nogueira	PROPN
bracis-28366	187	65	neuralmind	neuralmind	PROPN
bracis-28366	187	66	ai	ai	VERB
bracis-28366	187	67	,	,	PUNCT
bracis-28366	187	68	campinas	campinas	PROPN
bracis-28366	187	69	,	,	PUNCT
bracis-28366	187	70	brazil	brazil	PROPN
bracis-28366	187	71	thiago	thiago	PROPN
bracis-28366	187	72	laitz	laitz	PROPN
bracis-28366	187	73	authors	author	NOUN
bracis-28366	187	74	thales	thale	VERB
bracis-28366	187	75	sales	sales	PROPN
bracis-28366	187	76	almeidaview	almeidaview	NOUN
bracis-28366	187	77	author	author	NOUN
bracis-28366	187	78	publications	publication	VERB
bracis-28366	187	79	search	search	NOUN
bracis-28366	187	80	author	author	NOUN
bracis-28366	187	81	on	on	ADP
bracis-28366	187	82	:	:	PUNCT
bracis-28366	187	83	pubmed	pubmed	PROPN
bracis-28366	187	84	 	 	SPACE
bracis-28366	187	85	google	google	PROPN
bracis-28366	187	86	scholar	scholar	PROPN
bracis-28366	187	87	thiago	thiago	PROPN
bracis-28366	187	88	laitzview	laitzview	NOUN
bracis-28366	187	89	author	author	NOUN
bracis-28366	187	90	publications	publication	NOUN
bracis-28366	187	91	search	search	NOUN
bracis-28366	187	92	author	author	NOUN
bracis-28366	187	93	on	on	ADP
bracis-28366	187	94	:	:	PUNCT
bracis-28366	187	95	pubmed	pubmed	PROPN
bracis-28366	187	96	 	 	SPACE
bracis-28366	187	97	google	google	PROPN
bracis-28366	187	98	scholar	scholar	PROPN
bracis-28366	187	99	giovana	giovana	PROPN
bracis-28366	187	100	k.	k.	PROPN
bracis-28366	187	101	bonásview	bonásview	PROPN
bracis-28366	187	102	author	author	NOUN
bracis-28366	187	103	publications	publication	VERB
bracis-28366	187	104	search	search	NOUN
bracis-28366	187	105	author	author	NOUN
bracis-28366	187	106	on	on	ADP
bracis-28366	187	107	:	:	PUNCT
bracis-28366	187	108	pubmed	pubmed	PROPN
bracis-28366	187	109	 	 	SPACE
bracis-28366	187	110	google	google	PROPN
bracis-28366	187	111	scholar	scholar	PROPN
bracis-28366	187	112	rodrigo	rodrigo	PROPN
bracis-28366	187	113	nogueiraview	nogueiraview	PROPN
bracis-28366	187	114	author	author	NOUN
bracis-28366	187	115	publications	publication	VERB
bracis-28366	187	116	search	search	NOUN
bracis-28366	187	117	author	author	NOUN
bracis-28366	187	118	on	on	ADP
bracis-28366	187	119	:	:	PUNCT
bracis-28366	187	120	pubmed	pubmed	PROPN
bracis-28366	187	121	 	 	SPACE
bracis-28366	187	122	google	google	PROPN
bracis-28366	187	123	scholar	scholar	NOUN
bracis-28366	187	124	corresponding	correspond	VERB
bracis-28366	187	125	author	author	NOUN
bracis-28366	187	126	correspondence	correspondence	NOUN
bracis-28366	187	127	to	to	ADP
bracis-28366	187	128	thales	thales	PROPN
bracis-28366	187	129	sales	sales	PROPN
bracis-28366	187	130	almeida	almeida	PROPN
bracis-28366	187	131	.	.	PUNCT
bracis-28366	188	1	editor	editor	NOUN
bracis-28366	188	2	information	information	NOUN
bracis-28366	188	3	editors	editor	NOUN
bracis-28366	188	4	and	and	CCONJ
bracis-28366	188	5	affiliations	affiliation	NOUN
bracis-28366	188	6	federal	federal	PROPN
bracis-28366	188	7	university	university	PROPN
bracis-28366	188	8	of	of	ADP
bracis-28366	188	9	são	são	PROPN
bracis-28366	188	10	carlos	carlos	PROPN
bracis-28366	188	11	,	,	PUNCT
bracis-28366	188	12	são	são	PROPN
bracis-28366	188	13	carlos	carlos	PROPN
bracis-28366	188	14	,	,	PUNCT
bracis-28366	188	15	brazil	brazil	PROPN
bracis-28366	188	16	murilo	murilo	PROPN
bracis-28366	188	17	c.	c.	PROPN
bracis-28366	188	18	naldi	naldi	PROPN
bracis-28366	188	19	centro	centro	PROPN
bracis-28366	188	20	universitario	universitario	PROPN
bracis-28366	188	21	da	da	PROPN
bracis-28366	188	22	fei	fei	PROPN
bracis-28366	188	23	,	,	PUNCT
bracis-28366	188	24	são	são	PROPN
bracis-28366	188	25	bernardo	bernardo	PROPN
bracis-28366	188	26	do	do	AUX
bracis-28366	188	27	campo	campo	PROPN
bracis-28366	188	28	,	,	PUNCT
bracis-28366	188	29	brazil	brazil	PROPN
bracis-28366	188	30	reinaldo	reinaldo	PROPN
bracis-28366	188	31	a.	a.	PROPN
bracis-28366	188	32	c.	c.	PROPN
bracis-28366	188	33	bianchi	bianchi	PROPN
bracis-28366	188	34	7	7	NUM
bracis-28366	188	35	appendix	appendix	NOUN
bracis-28366	188	36	7	7	NUM
bracis-28366	188	37	appendix	appendix	NOUN
bracis-28366	188	38	1.1	1.1	NUM
bracis-28366	188	39	7.1	7.1	NUM
bracis-28366	188	40	prompt	prompt	ADJ
bracis-28366	188	41	for	for	ADP
bracis-28366	188	42	 	 	SPACE
bracis-28366	188	43	evaluation	evaluation	NOUN
bracis-28366	188	44	the	the	DET
bracis-28366	188	45	prompt	prompt	NOUN
bracis-28366	188	46	used	use	VERB
bracis-28366	188	47	for	for	ADP
bracis-28366	188	48	all	all	DET
bracis-28366	188	49	the	the	DET
bracis-28366	188	50	experiments	experiment	NOUN
bracis-28366	188	51	in	in	ADP
bracis-28366	188	52	this	this	DET
bracis-28366	188	53	paper	paper	NOUN
bracis-28366	188	54	is	be	AUX
bracis-28366	188	55	shown	show	VERB
bracis-28366	188	56	in	in	ADP
bracis-28366	188	57	the	the	DET
bracis-28366	188	58	fig	fig	NOUN
bracis-28366	188	59	.	.	PUNCT
bracis-28366	188	60	 	 	SPACE
bracis-28366	189	1	3	3	NUM
bracis-28366	189	2	.	.	X
bracis-28366	189	3	fig	fig	NOUN
bracis-28366	189	4	.	.	PUNCT
bracis-28366	190	1	3	3	X
bracis-28366	190	2	.	.	NOUN
bracis-28366	190	3	example	example	NOUN
bracis-28366	190	4	of	of	ADP
bracis-28366	190	5	prompt	prompt	NOUN
bracis-28366	190	6	used	use	VERB
bracis-28366	190	7	in	in	ADP
bracis-28366	190	8	the	the	DET
bracis-28366	190	9	experiments	experiment	NOUN
bracis-28366	190	10	,	,	PUNCT
bracis-28366	190	11	the	the	DET
bracis-28366	190	12	question	question	NOUN
bracis-28366	190	13	was	be	AUX
bracis-28366	190	14	translated	translate	VERB
bracis-28366	190	15	into	into	ADP
bracis-28366	190	16	english	english	PROPN
bracis-28366	190	17	for	for	ADP
bracis-28366	190	18	the	the	DET
bracis-28366	190	19	convenience	convenience	NOUN
bracis-28366	190	20	of	of	ADP
bracis-28366	190	21	readers	reader	NOUN
bracis-28366	190	22	.	.	PUNCT
bracis-28366	191	1	the	the	DET
bracis-28366	191	2	text	text	NOUN
bracis-28366	191	3	in	in	ADP
bracis-28366	191	4	red	red	PROPN
bracis-28366	191	5	is	be	AUX
bracis-28366	191	6	the	the	DET
bracis-28366	191	7	expected	expect	VERB
bracis-28366	191	8	output	output	NOUN
bracis-28366	191	9	.	.	PUNCT
bracis-28366	192	1	(	(	PUNCT
bracis-28366	192	2	color	color	NOUN
bracis-28366	192	3	figure	figure	NOUN
bracis-28366	192	4	online	online	ADV
bracis-28366	192	5	)	)	PUNCT
bracis-28366	192	6	full	full	ADJ
bracis-28366	192	7	size	size	NOUN
bracis-28366	192	8	image	image	NOUN
bracis-28366	192	9	table	table	NOUN
bracis-28366	192	10	4	4	NUM
bracis-28366	192	11	.	.	PUNCT
bracis-28366	192	12	results	result	NOUN
bracis-28366	192	13	for	for	ADP
bracis-28366	192	14	each	each	DET
bracis-28366	192	15	model	model	NOUN
bracis-28366	192	16	by	by	ADP
bracis-28366	192	17	subject	subject	NOUN
bracis-28366	192	18	in	in	ADP
bracis-28366	192	19	bluex.full	bluex.full	NUM
bracis-28366	192	20	size	size	NOUN
bracis-28366	192	21	table	table	NOUN
bracis-28366	192	22	1.2	1.2	NUM
bracis-28366	192	23	7.2	7.2	NUM
bracis-28366	192	24	benchmark	benchmark	NOUN
bracis-28366	192	25	per	per	ADP
bracis-28366	192	26	 	 	SPACE
bracis-28366	192	27	subject	subject	NOUN
bracis-28366	192	28	table	table	NOUN
bracis-28366	192	29	 	 	SPACE
bracis-28366	192	30	4	4	NUM
bracis-28366	192	31	provides	provide	VERB
bracis-28366	192	32	a	a	DET
bracis-28366	192	33	detailed	detailed	ADJ
bracis-28366	192	34	report	report	NOUN
bracis-28366	192	35	of	of	ADP
bracis-28366	192	36	each	each	DET
bracis-28366	192	37	model	model	NOUN
bracis-28366	192	38	achieved	achieve	VERB
bracis-28366	192	39	accuracy	accuracy	NOUN
bracis-28366	192	40	by	by	ADP
bracis-28366	192	41	subject	subject	NOUN
bracis-28366	192	42	.	.	PUNCT
bracis-28366	193	1	questions	question	NOUN
bracis-28366	193	2	that	that	PRON
bracis-28366	193	3	were	be	AUX
bracis-28366	193	4	associated	associate	VERB
bracis-28366	193	5	with	with	ADP
bracis-28366	193	6	more	more	ADJ
bracis-28366	193	7	than	than	ADP
bracis-28366	193	8	one	one	NUM
bracis-28366	193	9	subject	subject	NOUN
bracis-28366	193	10	contributed	contribute	VERB
bracis-28366	193	11	to	to	ADP
bracis-28366	193	12	the	the	DET
bracis-28366	193	13	accuracy	accuracy	NOUN
bracis-28366	193	14	of	of	ADP
bracis-28366	193	15	both	both	DET
bracis-28366	193	16	scores	score	NOUN
bracis-28366	193	17	.	.	PUNCT
bracis-28366	194	1	for	for	ADP
bracis-28366	194	2	example	example	NOUN
bracis-28366	194	3	,	,	PUNCT
bracis-28366	194	4	a	a	DET
bracis-28366	194	5	question	question	NOUN
bracis-28366	194	6	related	relate	VERB
bracis-28366	194	7	to	to	ADP
bracis-28366	194	8	mathematics	mathematic	NOUN
bracis-28366	194	9	and	and	CCONJ
bracis-28366	194	10	english	english	PROPN
bracis-28366	194	11	will	will	AUX
bracis-28366	194	12	be	be	AUX
bracis-28366	194	13	taken	take	VERB
bracis-28366	194	14	into	into	ADP
bracis-28366	194	15	account	account	NOUN
bracis-28366	194	16	when	when	SCONJ
bracis-28366	194	17	calculating	calculate	VERB
bracis-28366	194	18	the	the	DET
bracis-28366	194	19	accuracy	accuracy	NOUN
bracis-28366	194	20	of	of	ADP
bracis-28366	194	21	both	both	DET
bracis-28366	194	22	mathematics	mathematic	NOUN
bracis-28366	194	23	and	and	CCONJ
bracis-28366	194	24	english	english	ADJ
bracis-28366	194	25	subjects	subject	NOUN
bracis-28366	194	26	.	.	PUNCT
bracis-28366	195	1	rights	right	NOUN
bracis-28366	195	2	and	and	CCONJ
bracis-28366	195	3	permissions	permission	NOUN
bracis-28366	195	4	reprints	reprint	NOUN
bracis-28366	195	5	and	and	CCONJ
bracis-28366	195	6	permissions	permission	VERB
bracis-28366	195	7	copyright	copyright	NOUN
bracis-28366	195	8	information	information	NOUN
bracis-28366	195	9	©	©	ADP
bracis-28366	195	10	2023	2023	NUM
bracis-28366	195	11	the	the	DET
bracis-28366	195	12	author(s	author(s	NOUN
bracis-28366	195	13	)	)	PUNCT
bracis-28366	195	14	,	,	PUNCT
bracis-28366	195	15	under	under	ADP
bracis-28366	195	16	exclusive	exclusive	ADJ
bracis-28366	195	17	license	license	NOUN
bracis-28366	195	18	to	to	ADP
bracis-28366	195	19	springer	springer	NOUN
bracis-28366	195	20	nature	nature	PROPN
bracis-28366	195	21	switzerland	switzerland	PROPN
bracis-28366	195	22	ag	ag	PROPN
bracis-28366	195	23	about	about	ADP
bracis-28366	195	24	this	this	DET
bracis-28366	195	25	paper	paper	NOUN
bracis-28366	195	26	cite	cite	VERB
bracis-28366	195	27	this	this	DET
bracis-28366	195	28	paper	paper	NOUN
bracis-28366	195	29	almeida	almeida	PROPN
bracis-28366	195	30	,	,	PUNCT
bracis-28366	195	31	t.s	t.s	PROPN
bracis-28366	195	32	.	.	PROPN
bracis-28366	195	33	,	,	PUNCT
bracis-28366	195	34	laitz	laitz	PROPN
bracis-28366	195	35	,	,	PUNCT
bracis-28366	195	36	t.	t.	PROPN
bracis-28366	195	37	,	,	PUNCT
bracis-28366	195	38	bonás	bonás	PROPN
bracis-28366	195	39	,	,	PUNCT
bracis-28366	195	40	g.k	g.k	PROPN
bracis-28366	195	41	.	.	PROPN
bracis-28366	195	42	,	,	PUNCT
bracis-28366	195	43	nogueira	nogueira	PROPN
bracis-28366	195	44	,	,	PUNCT
bracis-28366	195	45	r.	r.	PROPN
bracis-28366	195	46	(	(	PUNCT
bracis-28366	195	47	2023	2023	NUM
bracis-28366	195	48	)	)	PUNCT
bracis-28366	195	49	.	.	PUNCT
bracis-28366	196	1	bluex	bluex	PROPN
bracis-28366	196	2	:	:	PUNCT
bracis-28366	196	3	a	a	DET
bracis-28366	196	4	benchmark	benchmark	NOUN
bracis-28366	196	5	based	base	VERB
bracis-28366	196	6	on	on	ADP
bracis-28366	196	7	 	 	SPACE
bracis-28366	196	8	brazilian	brazilian	NOUN
bracis-28366	196	9	leading	lead	VERB
bracis-28366	196	10	universities	university	NOUN
bracis-28366	196	11	entrance	entrance	NOUN
bracis-28366	196	12	exams	exam	NOUN
bracis-28366	196	13	.	.	PUNCT
bracis-28366	197	1	in	in	ADP
bracis-28366	197	2	:	:	PUNCT
bracis-28366	197	3	naldi	naldi	PROPN
bracis-28366	197	4	,	,	PUNCT
bracis-28366	197	5	m.c	m.c	PROPN
bracis-28366	197	6	.	.	PROPN
bracis-28366	197	7	,	,	PUNCT
bracis-28366	197	8	bianchi	bianchi	PROPN
bracis-28366	197	9	,	,	PUNCT
bracis-28366	197	10	r.a.c	r.a.c	ADP
bracis-28366	197	11	.	.	PUNCT
bracis-28366	197	12	(	(	PUNCT
bracis-28366	197	13	eds	ed	NOUN
bracis-28366	197	14	)	)	PUNCT
bracis-28366	197	15	intelligent	intelligent	ADJ
bracis-28366	197	16	systems	system	NOUN
bracis-28366	197	17	.	.	PUNCT
bracis-28366	198	1	bracis	bracis	PROPN
bracis-28366	198	2	2023	2023	NUM
bracis-28366	198	3	.	.	PUNCT
bracis-28366	199	1	lecture	lecture	NOUN
bracis-28366	199	2	notes	note	NOUN
bracis-28366	199	3	in	in	ADP
bracis-28366	199	4	computer	computer	NOUN
bracis-28366	199	5	science	science	NOUN
bracis-28366	199	6	(	(	PUNCT
bracis-28366	199	7	)	)	PUNCT
bracis-28366	199	8	,	,	PUNCT
bracis-28366	199	9	vol	vol	NOUN
bracis-28366	199	10	14195	14195	NUM
bracis-28366	199	11	.	.	PUNCT
bracis-28366	200	1	springer	springer	NOUN
bracis-28366	200	2	,	,	PUNCT
bracis-28366	200	3	cham	cham	PROPN
bracis-28366	200	4	.	.	PUNCT
bracis-28366	201	1	https://doi.org/10.1007/978-3-031-45368-7_22	https://doi.org/10.1007/978-3-031-45368-7_22	PROPN
bracis-28366	201	2	download	download	NOUN
bracis-28366	201	3	citation	citation	NOUN
bracis-28366	201	4	.ris	.ris	PUNCT
bracis-28366	201	5	.enw	.enw	PROPN
bracis-28366	202	1	.bib	.bib	PUNCT
bracis-28366	203	1	doi	doi	PROPN
bracis-28366	203	2	:	:	PUNCT
bracis-28366	203	3	https://doi.org/10.1007/978-3-031-45368-7_22	https://doi.org/10.1007/978-3-031-45368-7_22	AUX
bracis-28366	203	4	published	publish	VERB
bracis-28366	203	5	:	:	PUNCT
bracis-28366	203	6	12	12	NUM
bracis-28366	203	7	october	october	PROPN
bracis-28366	203	8	2023	2023	NUM
bracis-28366	203	9	publisher	publisher	NOUN
bracis-28366	203	10	name	name	NOUN
bracis-28366	203	11	:	:	PUNCT
bracis-28366	203	12	springer	springer	NOUN
bracis-28366	203	13	,	,	PUNCT
bracis-28366	203	14	cham	cham	PROPN
bracis-28366	203	15	print	print	PROPN
bracis-28366	203	16	isbn	isbn	PROPN
bracis-28366	203	17	:	:	PUNCT
bracis-28366	203	18	978	978	NUM
bracis-28366	203	19	-	-	SYM
bracis-28366	203	20	3	3	NUM
bracis-28366	203	21	-	-	PUNCT
bracis-28366	203	22	031	031	NUM
bracis-28366	203	23	-	-	PUNCT
bracis-28366	203	24	45367	45367	NUM
bracis-28366	203	25	-	-	PUNCT
bracis-28366	203	26	0	0	NUM
bracis-28366	203	27	online	online	ADJ
bracis-28366	203	28	isbn	isbn	NOUN
bracis-28366	203	29	:	:	PUNCT
bracis-28366	203	30	978	978	NUM
bracis-28366	203	31	-	-	SYM
bracis-28366	203	32	3	3	NUM
bracis-28366	203	33	-	-	PUNCT
bracis-28366	203	34	031	031	NUM
bracis-28366	203	35	-	-	PUNCT
bracis-28366	203	36	45368	45368	NUM
bracis-28366	203	37	-	-	PUNCT
bracis-28366	203	38	7	7	NUM
bracis-28366	203	39	ebook	ebook	NOUN
bracis-28366	203	40	packages	package	NOUN
bracis-28366	203	41	:	:	PUNCT
bracis-28366	203	42	computer	computer	NOUN
bracis-28366	203	43	sciencecomputer	sciencecomputer	NOUN
bracis-28366	203	44	science	science	NOUN
bracis-28366	203	45	(	(	PUNCT
bracis-28366	203	46	r0	r0	NOUN
bracis-28366	203	47	)	)	PUNCT
bracis-28366	203	48	share	share	VERB
bracis-28366	203	49	this	this	DET
bracis-28366	203	50	paper	paper	NOUN
bracis-28366	203	51	anyone	anyone	PRON
bracis-28366	203	52	you	you	PRON
bracis-28366	203	53	share	share	VERB
bracis-28366	203	54	the	the	DET
bracis-28366	203	55	following	follow	VERB
bracis-28366	203	56	link	link	NOUN
bracis-28366	203	57	with	with	ADP
bracis-28366	203	58	will	will	AUX
bracis-28366	203	59	be	be	AUX
bracis-28366	203	60	able	able	ADJ
bracis-28366	203	61	to	to	PART
bracis-28366	203	62	read	read	VERB
bracis-28366	203	63	this	this	DET
bracis-28366	203	64	content	content	NOUN
bracis-28366	203	65	:	:	PUNCT
bracis-28366	203	66	get	get	VERB
bracis-28366	203	67	shareable	shareable	ADJ
bracis-28366	203	68	linksorry	linksorry	NOUN
bracis-28366	203	69	,	,	PUNCT
bracis-28366	203	70	a	a	DET
bracis-28366	203	71	shareable	shareable	ADJ
bracis-28366	203	72	link	link	NOUN
bracis-28366	203	73	is	be	AUX
bracis-28366	203	74	not	not	PART
bracis-28366	203	75	currently	currently	ADV
bracis-28366	203	76	available	available	ADJ
bracis-28366	203	77	for	for	ADP
bracis-28366	203	78	this	this	DET
bracis-28366	203	79	article	article	NOUN
bracis-28366	203	80	.	.	PUNCT
bracis-28366	204	1	copy	copy	VERB
bracis-28366	204	2	shareable	shareable	ADJ
bracis-28366	204	3	link	link	NOUN
bracis-28366	204	4	to	to	PART
bracis-28366	204	5	clipboard	clipboard	NOUN
bracis-28366	204	6	provided	provide	VERB
bracis-28366	204	7	by	by	ADP
bracis-28366	204	8	the	the	DET
bracis-28366	204	9	springer	springer	NOUN
bracis-28366	204	10	nature	nature	PROPN
bracis-28366	204	11	sharedit	sharedit	PROPN
bracis-28366	204	12	content	content	NOUN
bracis-28366	204	13	-	-	PUNCT
bracis-28366	204	14	sharing	share	VERB
bracis-28366	204	15	initiative	initiative	NOUN
bracis-28366	204	16	publish	publish	VERB
bracis-28366	204	17	with	with	ADP
bracis-28366	204	18	us	us	PROPN
bracis-28366	204	19	policies	policy	NOUN
bracis-28366	204	20	and	and	CCONJ
bracis-28366	204	21	ethics	ethic	NOUN
bracis-28366	204	22	search	search	NOUN
bracis-28366	204	23	search	search	NOUN
bracis-28366	204	24	by	by	ADP
bracis-28366	204	25	keyword	keyword	NOUN
bracis-28366	204	26	or	or	CCONJ
bracis-28366	204	27	author	author	NOUN
bracis-28366	204	28	search	search	NOUN
bracis-28366	204	29	navigation	navigation	NOUN
bracis-28366	204	30	find	find	VERB
bracis-28366	204	31	a	a	DET
bracis-28366	204	32	journal	journal	NOUN
bracis-28366	204	33	publish	publish	VERB
bracis-28366	204	34	with	with	ADP
bracis-28366	204	35	us	we	PRON
bracis-28366	204	36	track	track	VERB
bracis-28366	204	37	your	your	PRON
bracis-28366	204	38	research	research	NOUN
bracis-28366	204	39	discover	discover	VERB
bracis-28366	204	40	content	content	NOUN
bracis-28366	204	41	journals	journal	NOUN
bracis-28366	204	42	a	a	DET
bracis-28366	204	43	-	-	PUNCT
bracis-28366	204	44	z	z	NOUN
bracis-28366	204	45	books	book	NOUN
bracis-28366	204	46	a	a	DET
bracis-28366	204	47	-	-	PUNCT
bracis-28366	204	48	z	z	NOUN
bracis-28366	204	49	publish	publish	NOUN
bracis-28366	204	50	with	with	ADP
bracis-28366	204	51	us	us	PROPN
bracis-28366	204	52	journal	journal	PROPN
bracis-28366	204	53	finder	finder	PROPN
bracis-28366	204	54	publish	publish	VERB
bracis-28366	204	55	your	your	PRON
bracis-28366	204	56	research	research	NOUN
bracis-28366	204	57	language	language	NOUN
bracis-28366	204	58	editing	edit	VERB
bracis-28366	204	59	open	open	ADJ
bracis-28366	204	60	access	access	NOUN
bracis-28366	204	61	publishing	publishing	NOUN
bracis-28366	204	62	products	product	NOUN
bracis-28366	204	63	and	and	CCONJ
bracis-28366	204	64	services	service	NOUN
bracis-28366	204	65	our	our	PRON
bracis-28366	204	66	products	product	NOUN
bracis-28366	204	67	librarians	librarian	VERB
bracis-28366	204	68	societies	society	NOUN
bracis-28366	204	69	partners	partner	NOUN
bracis-28366	204	70	and	and	CCONJ
bracis-28366	204	71	advertisers	advertiser	NOUN
bracis-28366	204	72	our	our	PRON
bracis-28366	204	73	brands	brand	NOUN
bracis-28366	204	74	springer	springer	NOUN
bracis-28366	204	75	nature	nature	PROPN
bracis-28366	204	76	portfolio	portfolio	PROPN
bracis-28366	204	77	bmc	bmc	PROPN
bracis-28366	204	78	palgrave	palgrave	PROPN
bracis-28366	204	79	macmillan	macmillan	PROPN
bracis-28366	204	80	apress	apress	PROPN
bracis-28366	204	81	discover	discover	VERB
bracis-28366	204	82	your	your	PRON
bracis-28366	204	83	privacy	privacy	NOUN
bracis-28366	204	84	choices	choice	NOUN
bracis-28366	204	85	/	/	SYM
bracis-28366	204	86	manage	manage	NOUN
bracis-28366	204	87	cookies	cookie	NOUN
bracis-28366	204	88	your	your	PRON
bracis-28366	204	89	us	us	PROPN
bracis-28366	205	1	state	state	NOUN
bracis-28366	205	2	privacy	privacy	NOUN
bracis-28366	205	3	rights	right	NOUN
bracis-28366	205	4	accessibility	accessibility	NOUN
bracis-28366	205	5	statement	statement	NOUN
bracis-28366	205	6	terms	term	NOUN
bracis-28366	205	7	and	and	CCONJ
bracis-28366	205	8	conditions	condition	NOUN
bracis-28366	205	9	privacy	privacy	NOUN
bracis-28366	205	10	policy	policy	NOUN
bracis-28366	205	11	help	help	NOUN
bracis-28366	205	12	and	and	CCONJ
bracis-28366	205	13	support	support	VERB
bracis-28366	205	14	legal	legal	ADJ
bracis-28366	205	15	notice	notice	NOUN
bracis-28366	205	16	cancel	cancel	VERB
bracis-28366	205	17	contracts	contract	NOUN
bracis-28366	205	18	here	here	ADV
bracis-28366	205	19	129.74.145.123	129.74.145.123	NUM
bracis-28366	205	20	hesburgh	hesburgh	PROPN
bracis-28366	205	21	library	library	PROPN
bracis-28366	205	22	er	er	INTJ
bracis-28366	205	23	unit	unit	NOUN
bracis-28366	205	24	(	(	PUNCT
bracis-28366	205	25	3005732405	3005732405	NUM
bracis-28366	205	26	)	)	PUNCT
bracis-28366	205	27	northeast	northeast	ADJ
bracis-28366	205	28	research	research	NOUN
bracis-28366	205	29	libraries	library	NOUN
bracis-28366	205	30	(	(	PUNCT
bracis-28366	205	31	nerl	nerl	PROPN
bracis-28366	205	32	)	)	PUNCT
bracis-28366	205	33	(	(	PUNCT
bracis-28366	205	34	8200828607	8200828607	NUM
bracis-28366	205	35	)	)	PUNCT
bracis-28366	205	36	nerl	nerl	VERB
bracis-28366	205	37	ta	ta	X
bracis-28366	205	38	account	account	NOUN
bracis-28366	205	39	(	(	PUNCT
bracis-28366	205	40	3006206169	3006206169	NUM
bracis-28366	205	41	)	)	PUNCT
bracis-28366	205	42	university	university	NOUN
bracis-28366	205	43	of	of	ADP
bracis-28366	205	44	notre	notre	PROPN
bracis-28366	205	45	dame	dame	PROPN
bracis-28366	205	46	hesburgh	hesburgh	PROPN
bracis-28366	205	47	library	library	NOUN
bracis-28366	205	48	(	(	PUNCT
bracis-28366	205	49	3000184373	3000184373	NUM
bracis-28366	205	50	)	)	PUNCT
bracis-28366	206	1	©	©	ADP
bracis-28366	206	2	2025	2025	NUM
bracis-28366	206	3	springer	springer	NOUN
bracis-28366	206	4	nature	nature	NOUN