id	sid	tid	token	lemma	pos
bracis-19083	1	1	enriching	enrich	VERB
bracis-19083	1	2	portuguese	portuguese	ADJ
bracis-19083	1	3	word	word	NOUN
bracis-19083	1	4	embeddings	embedding	NOUN
bracis-19083	1	5	with	with	ADP
bracis-19083	1	6	visual	visual	ADJ
bracis-19083	1	7	information	information	NOUN
bracis-19083	1	8	|	|	ADV
bracis-19083	1	9	springer	springer	NOUN
bracis-19083	1	10	nature	nature	PROPN
bracis-19083	1	11	link	link	PROPN
bracis-19083	1	12	(	(	PUNCT
bracis-19083	1	13	formerly	formerly	ADV
bracis-19083	1	14	springerlink	springerlink	NOUN
bracis-19083	1	15	)	)	PUNCT
bracis-19083	1	16	skip	skip	VERB
bracis-19083	1	17	to	to	ADP
bracis-19083	1	18	main	main	ADJ
bracis-19083	1	19	content	content	NOUN
bracis-19083	1	20	advertisement	advertisement	NOUN
bracis-19083	1	21	log	log	NOUN
bracis-19083	1	22	in	in	ADP
bracis-19083	1	23	menu	menu	NOUN
bracis-19083	1	24	find	find	VERB
bracis-19083	1	25	a	a	DET
bracis-19083	1	26	journal	journal	NOUN
bracis-19083	1	27	publish	publish	VERB
bracis-19083	1	28	with	with	ADP
bracis-19083	1	29	us	we	PRON
bracis-19083	1	30	track	track	VERB
bracis-19083	1	31	your	your	PRON
bracis-19083	1	32	research	research	NOUN
bracis-19083	1	33	search	search	NOUN
bracis-19083	1	34	cart	cart	NOUN
bracis-19083	1	35	home	home	NOUN
bracis-19083	1	36	intelligent	intelligent	ADJ
bracis-19083	1	37	systems	system	NOUN
bracis-19083	1	38	conference	conference	NOUN
bracis-19083	1	39	paper	paper	NOUN
bracis-19083	1	40	enriching	enrich	VERB
bracis-19083	1	41	portuguese	portuguese	ADJ
bracis-19083	1	42	word	word	NOUN
bracis-19083	1	43	embeddings	embedding	NOUN
bracis-19083	1	44	with	with	ADP
bracis-19083	1	45	visual	visual	ADJ
bracis-19083	1	46	information	information	NOUN
bracis-19083	1	47	conference	conference	NOUN
bracis-19083	1	48	paper	paper	NOUN
bracis-19083	1	49	first	first	ADV
bracis-19083	1	50	online	online	ADV
bracis-19083	1	51	:	:	PUNCT
bracis-19083	1	52	28	28	NUM
bracis-19083	1	53	november	november	NOUN
bracis-19083	1	54	2021	2021	NUM
bracis-19083	1	55	pp	pp	CCONJ
bracis-19083	1	56	434–448	434–448	NUM
bracis-19083	1	57	cite	cite	VERB
bracis-19083	1	58	this	this	DET
bracis-19083	1	59	conference	conference	NOUN
bracis-19083	1	60	paper	paper	NOUN
bracis-19083	1	61	access	access	NOUN
bracis-19083	1	62	provided	provide	VERB
bracis-19083	1	63	by	by	ADP
bracis-19083	1	64	university	university	PROPN
bracis-19083	1	65	of	of	ADP
bracis-19083	1	66	notre	notre	PROPN
bracis-19083	1	67	dame	dame	PROPN
bracis-19083	1	68	hesburgh	hesburgh	PROPN
bracis-19083	1	69	library	library	PROPN
bracis-19083	1	70	download	download	PROPN
bracis-19083	1	71	book	book	NOUN
bracis-19083	1	72	pdf	pdf	PROPN
bracis-19083	1	73	download	download	NOUN
bracis-19083	1	74	book	book	NOUN
bracis-19083	1	75	epub	epub	PROPN
bracis-19083	1	76	intelligent	intelligent	ADJ
bracis-19083	1	77	systems	system	NOUN
bracis-19083	1	78	(	(	PUNCT
bracis-19083	1	79	bracis	bracis	NOUN
bracis-19083	1	80	2021	2021	NUM
bracis-19083	1	81	)	)	PUNCT
bracis-19083	1	82	enriching	enrich	VERB
bracis-19083	1	83	portuguese	portuguese	ADJ
bracis-19083	1	84	word	word	NOUN
bracis-19083	1	85	embeddings	embedding	NOUN
bracis-19083	1	86	with	with	ADP
bracis-19083	1	87	visual	visual	ADJ
bracis-19083	1	88	information	information	NOUN
bracis-19083	1	89	download	download	NOUN
bracis-19083	1	90	book	book	NOUN
bracis-19083	1	91	pdf	pdf	PROPN
bracis-19083	1	92	download	download	NOUN
bracis-19083	1	93	book	book	PROPN
bracis-19083	1	94	epub	epub	PROPN
bracis-19083	1	95	bernardo	bernardo	PROPN
bracis-19083	1	96	scapini	scapini	PROPN
bracis-19083	1	97	consoli	consoli	PROPN
bracis-19083	1	98	  	  	SPACE
bracis-19083	1	99	orcid	orcid	NOUN
bracis-19083	1	100	:	:	PUNCT
bracis-19083	1	101	orcid.org/0000-0003-0656-511x10	orcid.org/0000-0003-0656-511x10	PROPN
bracis-19083	1	102	&	&	CCONJ
bracis-19083	1	103	renata	renata	PROPN
bracis-19083	1	104	vieira	vieira	PROPN
bracis-19083	1	105	  	  	SPACE
bracis-19083	1	106	orcid	orcid	NOUN
bracis-19083	1	107	:	:	PUNCT
bracis-19083	1	108	orcid.org/0000-0003-2449-547711	orcid.org/0000-0003-2449-547711	VERB
bracis-19083	1	109	  	  	SPACE
bracis-19083	1	110	part	part	NOUN
bracis-19083	1	111	of	of	ADP
bracis-19083	1	112	the	the	DET
bracis-19083	1	113	book	book	NOUN
bracis-19083	1	114	series	series	NOUN
bracis-19083	1	115	:	:	PUNCT
bracis-19083	1	116	lecture	lecture	NOUN
bracis-19083	1	117	notes	note	NOUN
bracis-19083	1	118	in	in	ADP
bracis-19083	1	119	computer	computer	NOUN
bracis-19083	1	120	science	science	NOUN
bracis-19083	1	121	(	(	PUNCT
bracis-19083	1	122	(	(	PUNCT
bracis-19083	1	123	lnai	lnai	ADJ
bracis-19083	1	124	,	,	PUNCT
bracis-19083	1	125	volume	volume	NOUN
bracis-19083	1	126	13074	13074	NUM
bracis-19083	1	127	)	)	PUNCT
bracis-19083	1	128	)	)	PUNCT
bracis-19083	1	129	included	include	VERB
bracis-19083	1	130	in	in	ADP
bracis-19083	1	131	the	the	DET
bracis-19083	1	132	following	follow	VERB
bracis-19083	1	133	conference	conference	NOUN
bracis-19083	1	134	series	series	NOUN
bracis-19083	1	135	:	:	PUNCT
bracis-19083	1	136	brazilian	brazilian	ADJ
bracis-19083	1	137	conference	conference	NOUN
bracis-19083	1	138	on	on	ADP
bracis-19083	1	139	intelligent	intelligent	ADJ
bracis-19083	1	140	systems	system	NOUN
bracis-19083	1	141	1202	1202	NUM
bracis-19083	1	142	accesses	access	VERB
bracis-19083	1	143	1	1	NUM
bracis-19083	1	144	citation	citation	NOUN
bracis-19083	1	145	abstract	abstract	NOUN
bracis-19083	1	146	this	this	DET
bracis-19083	1	147	work	work	NOUN
bracis-19083	1	148	focuses	focus	VERB
bracis-19083	1	149	on	on	ADP
bracis-19083	1	150	the	the	DET
bracis-19083	1	151	enrichment	enrichment	NOUN
bracis-19083	1	152	of	of	ADP
bracis-19083	1	153	existing	exist	VERB
bracis-19083	1	154	portuguese	portuguese	ADJ
bracis-19083	1	155	word	word	NOUN
bracis-19083	1	156	embeddings	embedding	NOUN
bracis-19083	1	157	with	with	ADP
bracis-19083	1	158	visual	visual	ADJ
bracis-19083	1	159	information	information	NOUN
bracis-19083	1	160	in	in	ADP
bracis-19083	1	161	the	the	DET
bracis-19083	1	162	form	form	NOUN
bracis-19083	1	163	of	of	ADP
bracis-19083	1	164	visual	visual	ADJ
bracis-19083	1	165	embeddings	embedding	NOUN
bracis-19083	1	166	.	.	PUNCT
bracis-19083	2	1	this	this	DET
bracis-19083	2	2	information	information	NOUN
bracis-19083	2	3	was	be	AUX
bracis-19083	2	4	extracted	extract	VERB
bracis-19083	2	5	from	from	ADP
bracis-19083	2	6	images	image	NOUN
bracis-19083	2	7	portraying	portray	VERB
bracis-19083	2	8	given	give	VERB
bracis-19083	2	9	vocabulary	vocabulary	ADJ
bracis-19083	2	10	terms	term	NOUN
bracis-19083	2	11	and	and	CCONJ
bracis-19083	2	12	imagined	imagine	VERB
bracis-19083	2	13	visual	visual	ADJ
bracis-19083	2	14	embeddings	embedding	NOUN
bracis-19083	2	15	learned	learn	VERB
bracis-19083	2	16	for	for	ADP
bracis-19083	2	17	terms	term	NOUN
bracis-19083	2	18	with	with	ADP
bracis-19083	2	19	no	no	DET
bracis-19083	2	20	image	image	NOUN
bracis-19083	2	21	data	datum	NOUN
bracis-19083	2	22	.	.	PUNCT
bracis-19083	3	1	these	these	DET
bracis-19083	3	2	enriched	enrich	VERB
bracis-19083	3	3	embeddings	embedding	NOUN
bracis-19083	3	4	were	be	AUX
bracis-19083	3	5	tested	test	VERB
bracis-19083	3	6	against	against	ADP
bracis-19083	3	7	their	their	PRON
bracis-19083	3	8	text	text	NOUN
bracis-19083	3	9	-	-	PUNCT
bracis-19083	3	10	only	only	ADV
bracis-19083	3	11	counterparts	counterpart	NOUN
bracis-19083	3	12	in	in	ADP
bracis-19083	3	13	common	common	ADJ
bracis-19083	3	14	nlp	nlp	NOUN
bracis-19083	3	15	tasks	task	NOUN
bracis-19083	3	16	.	.	PUNCT
bracis-19083	4	1	the	the	DET
bracis-19083	4	2	results	result	NOUN
bracis-19083	4	3	show	show	VERB
bracis-19083	4	4	an	an	DET
bracis-19083	4	5	increase	increase	NOUN
bracis-19083	4	6	in	in	ADP
bracis-19083	4	7	performance	performance	NOUN
bracis-19083	4	8	for	for	ADP
bracis-19083	4	9	several	several	ADJ
bracis-19083	4	10	tasks	task	NOUN
bracis-19083	4	11	,	,	PUNCT
bracis-19083	4	12	which	which	PRON
bracis-19083	4	13	indicates	indicate	VERB
bracis-19083	4	14	that	that	SCONJ
bracis-19083	4	15	visual	visual	ADJ
bracis-19083	4	16	information	information	NOUN
bracis-19083	4	17	fusion	fusion	NOUN
bracis-19083	4	18	for	for	ADP
bracis-19083	4	19	word	word	NOUN
bracis-19083	4	20	embeddings	embedding	NOUN
bracis-19083	4	21	can	can	AUX
bracis-19083	4	22	be	be	AUX
bracis-19083	4	23	useful	useful	ADJ
bracis-19083	4	24	for	for	ADP
bracis-19083	4	25	word	word	NOUN
bracis-19083	4	26	embedding	embed	VERB
bracis-19083	4	27	based	base	VERB
bracis-19083	4	28	nlp	nlp	NOUN
bracis-19083	4	29	tasks	task	NOUN
bracis-19083	4	30	.	.	PUNCT
bracis-19083	5	1	financially	financially	ADV
bracis-19083	5	2	supported	support	VERB
bracis-19083	5	3	by	by	ADP
bracis-19083	5	4	the	the	DET
bracis-19083	5	5	brazilian	brazilian	ADJ
bracis-19083	5	6	national	national	PROPN
bracis-19083	5	7	council	council	PROPN
bracis-19083	5	8	for	for	ADP
bracis-19083	5	9	scientific	scientific	ADJ
bracis-19083	5	10	and	and	CCONJ
bracis-19083	5	11	technological	technological	ADJ
bracis-19083	5	12	development	development	NOUN
bracis-19083	5	13	(	(	PUNCT
bracis-19083	5	14	cnpq	cnpq	NOUN
bracis-19083	5	15	)	)	PUNCT
bracis-19083	5	16	and	and	CCONJ
bracis-19083	5	17	by	by	ADP
bracis-19083	5	18	the	the	DET
bracis-19083	5	19	portuguese	portuguese	PROPN
bracis-19083	5	20	foundation	foundation	PROPN
bracis-19083	5	21	for	for	ADP
bracis-19083	5	22	science	science	NOUN
bracis-19083	5	23	and	and	CCONJ
bracis-19083	5	24	technology	technology	NOUN
bracis-19083	5	25	(	(	PUNCT
bracis-19083	5	26	fct	fct	NOUN
bracis-19083	5	27	)	)	PUNCT
bracis-19083	5	28	under	under	ADP
bracis-19083	5	29	the	the	DET
bracis-19083	5	30	projects	project	NOUN
bracis-19083	5	31	ceecind/01997/2017	ceecind/01997/2017	NOUN
bracis-19083	5	32	,	,	PUNCT
bracis-19083	5	33	uidb/00057/2020	uidb/00057/2020	NOUN
bracis-19083	5	34	.	.	PUNCT
bracis-19083	6	1	access	access	NOUN
bracis-19083	6	2	provided	provide	VERB
bracis-19083	6	3	by	by	ADP
bracis-19083	6	4	university	university	PROPN
bracis-19083	6	5	of	of	ADP
bracis-19083	6	6	notre	notre	PROPN
bracis-19083	6	7	dame	dame	PROPN
bracis-19083	6	8	hesburgh	hesburgh	PROPN
bracis-19083	6	9	library	library	PROPN
bracis-19083	6	10	.	.	PUNCT
bracis-19083	7	1	download	download	PROPN
bracis-19083	7	2	conference	conference	NOUN
bracis-19083	7	3	paper	paper	NOUN
bracis-19083	7	4	pdf	pdf	NOUN
bracis-19083	7	5	similar	similar	ADJ
bracis-19083	7	6	content	content	NOUN
bracis-19083	7	7	being	be	AUX
bracis-19083	7	8	viewed	view	VERB
bracis-19083	7	9	by	by	ADP
bracis-19083	7	10	others	other	NOUN
bracis-19083	7	11	enriching	enrich	VERB
bracis-19083	7	12	portuguese	portuguese	ADJ
bracis-19083	7	13	word	word	NOUN
bracis-19083	7	14	embeddings	embedding	NOUN
bracis-19083	7	15	with	with	ADP
bracis-19083	7	16	visual	visual	ADJ
bracis-19083	7	17	information	information	NOUN
bracis-19083	7	18	chapter	chapter	NOUN
bracis-19083	7	19	©	©	PROPN
bracis-19083	7	20	2022	2022	NUM
bracis-19083	7	21	visual	visual	ADJ
bracis-19083	7	22	word	word	NOUN
bracis-19083	7	23	embedding	embed	VERB
bracis-19083	7	24	for	for	ADP
bracis-19083	7	25	text	text	NOUN
bracis-19083	7	26	classification	classification	NOUN
bracis-19083	7	27	chapter	chapter	NOUN
bracis-19083	7	28	©	©	NOUN
bracis-19083	7	29	2021	2021	NUM
bracis-19083	7	30	learning	learning	NOUN
bracis-19083	7	31	word	word	NOUN
bracis-19083	7	32	sense	sense	NOUN
bracis-19083	7	33	embeddings	embedding	NOUN
bracis-19083	7	34	from	from	ADP
bracis-19083	7	35	word	word	NOUN
bracis-19083	7	36	sense	sense	NOUN
bracis-19083	7	37	definitions	definition	NOUN
bracis-19083	7	38	chapter	chapter	NOUN
bracis-19083	7	39	©	©	PROPN
bracis-19083	7	40	2016	2016	NUM
bracis-19083	7	41	explore	explore	VERB
bracis-19083	7	42	related	relate	VERB
bracis-19083	7	43	subjects	subject	NOUN
bracis-19083	7	44	discover	discover	VERB
bracis-19083	7	45	the	the	DET
bracis-19083	7	46	latest	late	ADJ
bracis-19083	7	47	articles	article	NOUN
bracis-19083	7	48	,	,	PUNCT
bracis-19083	7	49	books	book	NOUN
bracis-19083	7	50	and	and	CCONJ
bracis-19083	7	51	news	news	NOUN
bracis-19083	7	52	in	in	ADP
bracis-19083	7	53	related	related	ADJ
bracis-19083	7	54	subjects	subject	NOUN
bracis-19083	7	55	,	,	PUNCT
bracis-19083	7	56	suggested	suggest	VERB
bracis-19083	7	57	using	use	VERB
bracis-19083	7	58	machine	machine	NOUN
bracis-19083	7	59	learning	learning	NOUN
bracis-19083	7	60	.	.	PUNCT
bracis-19083	8	1	embodiment	embodiment	ADJ
bracis-19083	8	2	instructional	instructional	ADJ
bracis-19083	8	3	design	design	NOUN
bracis-19083	8	4	language	language	NOUN
bracis-19083	8	5	processing	processing	NOUN
bracis-19083	8	6	natural	natural	ADJ
bracis-19083	8	7	language	language	NOUN
bracis-19083	8	8	processing	processing	NOUN
bracis-19083	8	9	(	(	PUNCT
bracis-19083	8	10	nlp	nlp	ADJ
bracis-19083	8	11	)	)	PUNCT
bracis-19083	8	12	portuguese	portuguese	ADJ
bracis-19083	8	13	data	datum	NOUN
bracis-19083	8	14	and	and	CCONJ
bracis-19083	8	15	information	information	NOUN
bracis-19083	8	16	visualization	visualization	NOUN
bracis-19083	8	17	1	1	NUM
bracis-19083	8	18	introduction	introduction	NOUN
bracis-19083	8	19	language	language	NOUN
bracis-19083	8	20	modelling	modelling	NOUN
bracis-19083	8	21	technologies	technology	NOUN
bracis-19083	8	22	have	have	AUX
bracis-19083	8	23	been	be	AUX
bracis-19083	8	24	dominated	dominate	VERB
bracis-19083	8	25	by	by	ADP
bracis-19083	8	26	semantic	semantic	ADJ
bracis-19083	8	27	embedding	embed	VERB
bracis-19083	8	28	models	model	NOUN
bracis-19083	8	29	ever	ever	ADV
bracis-19083	8	30	since	since	SCONJ
bracis-19083	8	31	mikolov	mikolov	PROPN
bracis-19083	8	32	et	et	PROPN
bracis-19083	8	33	al	al	PROPN
bracis-19083	8	34	.	.	PUNCT
bracis-19083	9	1	(	(	PUNCT
bracis-19083	9	2	2013b	2013b	NUM
bracis-19083	9	3	)	)	PUNCT
bracis-19083	9	4	and	and	CCONJ
bracis-19083	9	5	mikolov	mikolov	PROPN
bracis-19083	9	6	et	et	PROPN
bracis-19083	9	7	al	al	PROPN
bracis-19083	9	8	.	.	PROPN
bracis-19083	9	9	’s	’s	PART
bracis-19083	9	10	(	(	PUNCT
bracis-19083	9	11	2013a	2013a	NUM
bracis-19083	9	12	)	)	PUNCT
bracis-19083	9	13	 	 	SPACE
bracis-19083	10	1	[	[	X
bracis-19083	10	2	11	11	NUM
bracis-19083	10	3	,	,	PUNCT
bracis-19083	10	4	12	12	NUM
bracis-19083	10	5	]	]	PUNCT
bracis-19083	10	6	popularization	popularization	NOUN
bracis-19083	10	7	of	of	ADP
bracis-19083	10	8	word	word	NOUN
bracis-19083	10	9	embeddings	embedding	NOUN
bracis-19083	10	10	,	,	PUNCT
bracis-19083	10	11	a	a	DET
bracis-19083	10	12	concept	concept	NOUN
bracis-19083	10	13	which	which	PRON
bracis-19083	10	14	revolutionized	revolutionize	VERB
bracis-19083	10	15	the	the	DET
bracis-19083	10	16	field	field	NOUN
bracis-19083	10	17	of	of	ADP
bracis-19083	10	18	natural	natural	ADJ
bracis-19083	10	19	language	language	NOUN
bracis-19083	10	20	processing	processing	NOUN
bracis-19083	10	21	(	(	PUNCT
bracis-19083	10	22	nlp	nlp	NOUN
bracis-19083	10	23	)	)	PUNCT
bracis-19083	10	24	.	.	PUNCT
bracis-19083	11	1	the	the	DET
bracis-19083	11	2	architecture	architecture	NOUN
bracis-19083	11	3	presented	present	VERB
bracis-19083	11	4	by	by	ADP
bracis-19083	11	5	the	the	DET
bracis-19083	11	6	authors	author	NOUN
bracis-19083	11	7	,	,	PUNCT
bracis-19083	11	8	word2vec	word2vec	PROPN
bracis-19083	11	9	,	,	PUNCT
bracis-19083	11	10	has	have	AUX
bracis-19083	11	11	been	be	AUX
bracis-19083	11	12	used	use	VERB
bracis-19083	11	13	as	as	ADP
bracis-19083	11	14	basis	basis	NOUN
bracis-19083	11	15	for	for	ADP
bracis-19083	11	16	many	many	ADJ
bracis-19083	11	17	works	work	NOUN
bracis-19083	11	18	across	across	ADP
bracis-19083	11	19	the	the	DET
bracis-19083	11	20	spectrum	spectrum	NOUN
bracis-19083	11	21	of	of	ADP
bracis-19083	11	22	nlp	nlp	NOUN
bracis-19083	11	23	tasks	task	NOUN
bracis-19083	11	24	,	,	PUNCT
bracis-19083	11	25	as	as	SCONJ
bracis-19083	11	26	attested	attest	VERB
bracis-19083	11	27	by	by	ADP
bracis-19083	11	28	nearly	nearly	ADV
bracis-19083	11	29	45,000	45,000	NUM
bracis-19083	11	30	citations	citation	NOUN
bracis-19083	11	31	when	when	SCONJ
bracis-19083	11	32	accounting	account	VERB
bracis-19083	11	33	both	both	PRON
bracis-19083	11	34	of	of	ADP
bracis-19083	11	35	the	the	DET
bracis-19083	11	36	aforementioned	aforementioned	ADJ
bracis-19083	11	37	papers	paper	NOUN
bracis-19083	11	38	(	(	PUNCT
bracis-19083	11	39	as	as	SCONJ
bracis-19083	11	40	recorded	record	VERB
bracis-19083	11	41	by	by	ADP
bracis-19083	11	42	google	google	PROPN
bracis-19083	11	43	scholar	scholar	NOUN
bracis-19083	11	44	)	)	PUNCT
bracis-19083	11	45	,	,	PUNCT
bracis-19083	11	46	mainly	mainly	ADV
bracis-19083	11	47	because	because	SCONJ
bracis-19083	11	48	of	of	ADP
bracis-19083	11	49	the	the	DET
bracis-19083	11	50	fact	fact	NOUN
bracis-19083	11	51	that	that	SCONJ
bracis-19083	11	52	training	train	VERB
bracis-19083	11	53	this	this	DET
bracis-19083	11	54	architecture	architecture	NOUN
bracis-19083	11	55	only	only	ADV
bracis-19083	11	56	requires	require	VERB
bracis-19083	11	57	raw	raw	ADJ
bracis-19083	11	58	text	text	NOUN
bracis-19083	11	59	,	,	PUNCT
bracis-19083	11	60	and	and	CCONJ
bracis-19083	11	61	no	no	DET
bracis-19083	11	62	human	human	NOUN
bracis-19083	11	63	-	-	PUNCT
bracis-19083	11	64	made	make	VERB
bracis-19083	11	65	annotation	annotation	NOUN
bracis-19083	11	66	(	(	PUNCT
bracis-19083	11	67	the	the	DET
bracis-19083	11	68	main	main	ADJ
bracis-19083	11	69	obstacle	obstacle	NOUN
bracis-19083	11	70	in	in	ADP
bracis-19083	11	71	training	training	NOUN
bracis-19083	11	72	machine	machine	NOUN
bracis-19083	11	73	learning	learning	NOUN
bracis-19083	11	74	models	model	NOUN
bracis-19083	11	75	)	)	PUNCT
bracis-19083	11	76	.	.	PUNCT
bracis-19083	12	1	many	many	ADJ
bracis-19083	12	2	architectures	architecture	NOUN
bracis-19083	12	3	based	base	VERB
bracis-19083	12	4	on	on	ADP
bracis-19083	12	5	the	the	DET
bracis-19083	12	6	original	original	ADJ
bracis-19083	12	7	intuition	intuition	NOUN
bracis-19083	12	8	behind	behind	ADV
bracis-19083	12	9	word2vec	word2vec	PRON
bracis-19083	12	10	have	have	AUX
bracis-19083	12	11	become	become	VERB
bracis-19083	12	12	popular	popular	ADJ
bracis-19083	12	13	since	since	SCONJ
bracis-19083	12	14	2013	2013	NUM
bracis-19083	12	15	.	.	PUNCT
bracis-19083	13	1	the	the	DET
bracis-19083	13	2	most	most	ADV
bracis-19083	13	3	prevalent	prevalent	ADJ
bracis-19083	13	4	,	,	PUNCT
bracis-19083	13	5	besides	besides	SCONJ
bracis-19083	13	6	the	the	DET
bracis-19083	13	7	original	original	ADJ
bracis-19083	13	8	word2vec	word2vec	X
bracis-19083	13	9	,	,	PUNCT
bracis-19083	13	10	are	be	AUX
bracis-19083	13	11	fasttext	fasttext	PROPN
bracis-19083	13	12	 	 	SPACE
bracis-19083	14	1	[	[	X
bracis-19083	14	2	7	7	NUM
bracis-19083	14	3	]	]	PUNCT
bracis-19083	14	4	and	and	CCONJ
bracis-19083	14	5	glove	glove	NOUN
bracis-19083	14	6	 	 	SPACE
bracis-19083	14	7	[	[	X
bracis-19083	14	8	14	14	NUM
bracis-19083	14	9	]	]	PUNCT
bracis-19083	14	10	.	.	PUNCT
bracis-19083	15	1	an	an	DET
bracis-19083	15	2	evolution	evolution	NOUN
bracis-19083	15	3	upon	upon	SCONJ
bracis-19083	15	4	the	the	DET
bracis-19083	15	5	concept	concept	NOUN
bracis-19083	15	6	,	,	PUNCT
bracis-19083	15	7	taking	take	VERB
bracis-19083	15	8	into	into	ADP
bracis-19083	15	9	account	account	NOUN
bracis-19083	15	10	the	the	DET
bracis-19083	15	11	current	current	ADJ
bracis-19083	15	12	context	context	NOUN
bracis-19083	15	13	of	of	ADP
bracis-19083	15	14	a	a	DET
bracis-19083	15	15	word	word	NOUN
bracis-19083	15	16	,	,	PUNCT
bracis-19083	15	17	not	not	PART
bracis-19083	15	18	just	just	ADV
bracis-19083	15	19	an	an	DET
bracis-19083	15	20	amalgamation	amalgamation	NOUN
bracis-19083	15	21	of	of	ADP
bracis-19083	15	22	all	all	DET
bracis-19083	15	23	contexts	context	NOUN
bracis-19083	15	24	with	with	ADP
bracis-19083	15	25	which	which	PRON
bracis-19083	15	26	it	it	PRON
bracis-19083	15	27	was	be	AUX
bracis-19083	15	28	trained	train	VERB
bracis-19083	15	29	,	,	PUNCT
bracis-19083	15	30	was	be	AUX
bracis-19083	15	31	introduced	introduce	VERB
bracis-19083	15	32	by	by	ADP
bracis-19083	15	33	peters	peters	PROPN
bracis-19083	15	34	et	et	PROPN
bracis-19083	15	35	al	al	PROPN
bracis-19083	15	36	.	.	PROPN
bracis-19083	16	1	(	(	PUNCT
bracis-19083	16	2	2018	2018	NUM
bracis-19083	16	3	)	)	PUNCT
bracis-19083	16	4	 	 	SPACE
bracis-19083	17	1	[	[	X
bracis-19083	17	2	15	15	NUM
bracis-19083	17	3	]	]	PUNCT
bracis-19083	17	4	,	,	PUNCT
bracis-19083	17	5	with	with	ADP
bracis-19083	17	6	their	their	PRON
bracis-19083	17	7	elmo	elmo	ADJ
bracis-19083	17	8	architecture	architecture	NOUN
bracis-19083	17	9	,	,	PUNCT
bracis-19083	17	10	and	and	CCONJ
bracis-19083	17	11	popularized	popularize	VERB
bracis-19083	17	12	by	by	ADP
bracis-19083	17	13	devlin	devlin	PROPN
bracis-19083	17	14	et	et	PROPN
bracis-19083	17	15	al	al	PROPN
bracis-19083	17	16	.	.	PROPN
bracis-19083	17	17	’s	’s	PART
bracis-19083	17	18	(	(	PUNCT
bracis-19083	17	19	2019	2019	NUM
bracis-19083	17	20	)	)	PUNCT
bracis-19083	17	21	 	 	SPACE
bracis-19083	18	1	[	[	X
bracis-19083	18	2	4	4	NUM
bracis-19083	18	3	]	]	PUNCT
bracis-19083	18	4	bert	bert	NOUN
bracis-19083	18	5	architecture	architecture	NOUN
bracis-19083	18	6	.	.	PUNCT
bracis-19083	19	1	all	all	PRON
bracis-19083	19	2	of	of	ADP
bracis-19083	19	3	the	the	DET
bracis-19083	19	4	mentioned	mention	VERB
bracis-19083	19	5	embedding	embed	VERB
bracis-19083	19	6	architectures	architecture	NOUN
bracis-19083	19	7	have	have	VERB
bracis-19083	19	8	at	at	ADV
bracis-19083	19	9	least	least	ADV
bracis-19083	19	10	one	one	NUM
bracis-19083	19	11	model	model	NOUN
bracis-19083	19	12	trained	train	VERB
bracis-19083	19	13	on	on	ADP
bracis-19083	19	14	portuguese	portuguese	ADJ
bracis-19083	19	15	language	language	NOUN
bracis-19083	19	16	corpora	corpora	PROPN
bracis-19083	19	17	.	.	PUNCT
bracis-19083	20	1	the	the	DET
bracis-19083	20	2	núcleo	núcleo	PROPN
bracis-19083	20	3	interinstitucional	interinstitucional	PROPN
bracis-19083	20	4	de	de	PROPN
bracis-19083	20	5	linguística	linguística	PROPN
bracis-19083	20	6	computacional	computacional	PROPN
bracis-19083	20	7	(	(	PUNCT
bracis-19083	20	8	nilc	nilc	PROPN
bracis-19083	20	9	)	)	PUNCT
bracis-19083	20	10	,	,	PUNCT
bracis-19083	20	11	from	from	ADP
bracis-19083	20	12	the	the	DET
bracis-19083	20	13	universidade	universidade	PROPN
bracis-19083	20	14	de	de	PROPN
bracis-19083	20	15	são	são	PROPN
bracis-19083	20	16	paulo	paulo	PROPN
bracis-19083	20	17	(	(	PUNCT
bracis-19083	20	18	usp	usp	NOUN
bracis-19083	20	19	)	)	PUNCT
bracis-19083	20	20	,	,	PUNCT
bracis-19083	20	21	for	for	ADP
bracis-19083	20	22	example	example	NOUN
bracis-19083	20	23	,	,	PUNCT
bracis-19083	20	24	has	have	VERB
bracis-19083	20	25	several	several	ADJ
bracis-19083	20	26	word2vec	word2vec	ADJ
bracis-19083	20	27	,	,	PUNCT
bracis-19083	20	28	fasttext	fasttext	NOUN
bracis-19083	20	29	and	and	CCONJ
bracis-19083	20	30	glove	glove	NOUN
bracis-19083	20	31	models	model	NOUN
bracis-19083	20	32	for	for	ADP
bracis-19083	20	33	the	the	DET
bracis-19083	20	34	portuguese	portuguese	ADJ
bracis-19083	20	35	language	language	NOUN
bracis-19083	20	36	available	available	ADJ
bracis-19083	20	37	within	within	ADP
bracis-19083	20	38	their	their	PRON
bracis-19083	20	39	word	word	NOUN
bracis-19083	20	40	embedding	embed	VERB
bracis-19083	20	41	repositoryfootnote	repositoryfootnote	NOUN
bracis-19083	20	42	1	1	NUM
bracis-19083	20	43	.	.	PUNCT
bracis-19083	21	1	the	the	DET
bracis-19083	21	2	allen	allen	PROPN
bracis-19083	21	3	institute	institute	PROPN
bracis-19083	21	4	for	for	ADP
bracis-19083	21	5	ai	ai	PROPN
bracis-19083	21	6	maintains	maintain	NOUN
bracis-19083	21	7	an	an	DET
bracis-19083	21	8	elmo	elmo	PROPN
bracis-19083	21	9	model	model	NOUN
bracis-19083	21	10	repository	repository	NOUN
bracis-19083	21	11	which	which	PRON
bracis-19083	21	12	includes	include	VERB
bracis-19083	21	13	a	a	DET
bracis-19083	21	14	portuguese	portuguese	ADJ
bracis-19083	21	15	language	language	NOUN
bracis-19083	21	16	modelfootnote	modelfootnote	NOUN
bracis-19083	21	17	2	2	NUM
bracis-19083	21	18	.	.	PUNCT
bracis-19083	22	1	bertimbau	bertimbau	NOUN
bracis-19083	22	2	[	[	X
bracis-19083	22	3	19	19	NUM
bracis-19083	22	4	]	]	PUNCT
bracis-19083	22	5	,	,	PUNCT
bracis-19083	22	6	a	a	DET
bracis-19083	22	7	portuguese	portuguese	ADJ
bracis-19083	22	8	language	language	NOUN
bracis-19083	22	9	bert	bert	PROPN
bracis-19083	22	10	model	model	PROPN
bracis-19083	22	11	,	,	PUNCT
bracis-19083	22	12	was	be	AUX
bracis-19083	22	13	recently	recently	ADV
bracis-19083	22	14	developed	develop	VERB
bracis-19083	22	15	and	and	CCONJ
bracis-19083	22	16	added	add	VERB
bracis-19083	22	17	to	to	ADP
bracis-19083	22	18	the	the	DET
bracis-19083	22	19	hugging	hugging	ADJ
bracis-19083	22	20	facefootnote	facefootnote	NOUN
bracis-19083	22	21	3	3	NUM
bracis-19083	22	22	library	library	NOUN
bracis-19083	22	23	.	.	PUNCT
bracis-19083	23	1	these	these	DET
bracis-19083	23	2	models	model	NOUN
bracis-19083	23	3	,	,	PUNCT
bracis-19083	23	4	and	and	CCONJ
bracis-19083	23	5	others	other	NOUN
bracis-19083	23	6	,	,	PUNCT
bracis-19083	23	7	have	have	AUX
bracis-19083	23	8	been	be	AUX
bracis-19083	23	9	used	use	VERB
bracis-19083	23	10	to	to	PART
bracis-19083	23	11	advance	advance	VERB
bracis-19083	23	12	the	the	DET
bracis-19083	23	13	state	state	NOUN
bracis-19083	23	14	-	-	PUNCT
bracis-19083	23	15	of	of	ADP
bracis-19083	23	16	-	-	PUNCT
bracis-19083	23	17	the	the	DET
bracis-19083	23	18	-	-	PUNCT
bracis-19083	23	19	art	art	NOUN
bracis-19083	23	20	in	in	ADP
bracis-19083	23	21	several	several	ADJ
bracis-19083	23	22	portuguese	portuguese	ADJ
bracis-19083	23	23	language	language	NOUN
bracis-19083	23	24	nlp	nlp	NOUN
bracis-19083	23	25	tasks	task	NOUN
bracis-19083	23	26	 	 	SPACE
bracis-19083	24	1	[	[	X
bracis-19083	24	2	6	6	NUM
bracis-19083	24	3	,	,	PUNCT
bracis-19083	24	4	9	9	NUM
bracis-19083	24	5	,	,	PUNCT
bracis-19083	24	6	17	17	NUM
bracis-19083	24	7	]	]	PUNCT
bracis-19083	24	8	.	.	PUNCT
bracis-19083	25	1	beyond	beyond	ADP
bracis-19083	25	2	these	these	DET
bracis-19083	25	3	efforts	effort	NOUN
bracis-19083	25	4	to	to	PART
bracis-19083	25	5	further	far	ADV
bracis-19083	25	6	enhance	enhance	VERB
bracis-19083	25	7	the	the	DET
bracis-19083	25	8	usage	usage	NOUN
bracis-19083	25	9	of	of	ADP
bracis-19083	25	10	text	text	NOUN
bracis-19083	25	11	in	in	ADP
bracis-19083	25	12	the	the	DET
bracis-19083	25	13	training	training	NOUN
bracis-19083	25	14	of	of	ADP
bracis-19083	25	15	word	word	NOUN
bracis-19083	25	16	embedding	embed	VERB
bracis-19083	25	17	models	model	NOUN
bracis-19083	25	18	,	,	PUNCT
bracis-19083	25	19	be	be	AUX
bracis-19083	25	20	it	it	PRON
bracis-19083	25	21	portuguese	portuguese	ADJ
bracis-19083	25	22	language	language	NOUN
bracis-19083	25	23	text	text	NOUN
bracis-19083	25	24	or	or	CCONJ
bracis-19083	25	25	otherwise	otherwise	ADV
bracis-19083	25	26	,	,	PUNCT
bracis-19083	25	27	an	an	DET
bracis-19083	25	28	effort	effort	NOUN
bracis-19083	25	29	to	to	PART
bracis-19083	25	30	enrich	enrich	VERB
bracis-19083	25	31	these	these	DET
bracis-19083	25	32	embeddings	embedding	NOUN
bracis-19083	25	33	with	with	ADP
bracis-19083	25	34	other	other	ADJ
bracis-19083	25	35	modes	mode	NOUN
bracis-19083	25	36	of	of	ADP
bracis-19083	25	37	information	information	NOUN
bracis-19083	25	38	also	also	ADV
bracis-19083	25	39	arose	arise	VERB
bracis-19083	25	40	.	.	PUNCT
bracis-19083	26	1	the	the	DET
bracis-19083	26	2	most	most	ADV
bracis-19083	26	3	studied	study	VERB
bracis-19083	26	4	modes	mode	NOUN
bracis-19083	26	5	of	of	ADP
bracis-19083	26	6	information	information	NOUN
bracis-19083	26	7	used	use	VERB
bracis-19083	26	8	to	to	PART
bracis-19083	26	9	enhance	enhance	VERB
bracis-19083	26	10	word	word	NOUN
bracis-19083	26	11	embeddings	embedding	NOUN
bracis-19083	26	12	are	be	AUX
bracis-19083	26	13	the	the	DET
bracis-19083	26	14	visual	visual	ADJ
bracis-19083	26	15	mode	mode	NOUN
bracis-19083	26	16	(	(	PUNCT
bracis-19083	26	17	composed	compose	VERB
bracis-19083	26	18	of	of	ADP
bracis-19083	26	19	images	image	NOUN
bracis-19083	26	20	and	and	CCONJ
bracis-19083	26	21	video	video	NOUN
bracis-19083	26	22	)	)	PUNCT
bracis-19083	26	23	,	,	PUNCT
bracis-19083	26	24	and	and	CCONJ
bracis-19083	26	25	the	the	DET
bracis-19083	26	26	aural	aural	ADJ
bracis-19083	26	27	mode	mode	NOUN
bracis-19083	26	28	(	(	PUNCT
bracis-19083	26	29	composed	compose	VERB
bracis-19083	26	30	of	of	ADP
bracis-19083	26	31	sounds	sound	NOUN
bracis-19083	26	32	,	,	PUNCT
bracis-19083	26	33	spoken	spoken	ADJ
bracis-19083	26	34	language	language	NOUN
bracis-19083	26	35	,	,	PUNCT
bracis-19083	26	36	music	music	NOUN
bracis-19083	26	37	,	,	PUNCT
bracis-19083	26	38	etc	etc	X
bracis-19083	26	39	.	.	X
bracis-19083	26	40	)	)	PUNCT
bracis-19083	26	41	.	.	PUNCT
bracis-19083	27	1	these	these	DET
bracis-19083	27	2	efforts	effort	NOUN
bracis-19083	27	3	spurred	spur	VERB
bracis-19083	27	4	the	the	DET
bracis-19083	27	5	creation	creation	NOUN
bracis-19083	27	6	of	of	ADP
bracis-19083	27	7	multimodal	multimodal	NOUN
bracis-19083	27	8	embedding	embed	VERB
bracis-19083	27	9	fusion	fusion	NOUN
bracis-19083	27	10	architectures	architecture	NOUN
bracis-19083	27	11	,	,	PUNCT
bracis-19083	27	12	used	use	VERB
bracis-19083	27	13	to	to	PART
bracis-19083	27	14	join	join	VERB
bracis-19083	27	15	embeddings	embedding	NOUN
bracis-19083	27	16	of	of	ADP
bracis-19083	27	17	disparate	disparate	ADJ
bracis-19083	27	18	modes	mode	NOUN
bracis-19083	27	19	into	into	ADP
bracis-19083	27	20	a	a	DET
bracis-19083	27	21	single	single	ADJ
bracis-19083	27	22	embedding	embedding	NOUN
bracis-19083	27	23	representing	represent	VERB
bracis-19083	27	24	all	all	DET
bracis-19083	27	25	fused	fused	ADJ
bracis-19083	27	26	knowledge	knowledge	NOUN
bracis-19083	27	27	.	.	PUNCT
bracis-19083	28	1	an	an	DET
bracis-19083	28	2	example	example	NOUN
bracis-19083	28	3	of	of	ADP
bracis-19083	28	4	this	this	PRON
bracis-19083	28	5	is	be	AUX
bracis-19083	28	6	the	the	DET
bracis-19083	28	7	concatenation	concatenation	NOUN
bracis-19083	28	8	based	base	VERB
bracis-19083	28	9	architecture	architecture	NOUN
bracis-19083	28	10	of	of	ADP
bracis-19083	28	11	bruni	bruni	PROPN
bracis-19083	28	12	et	et	PROPN
bracis-19083	28	13	al	al	PROPN
bracis-19083	28	14	.	.	PROPN
bracis-19083	29	1	(	(	PUNCT
bracis-19083	29	2	2014	2014	NUM
bracis-19083	29	3	)	)	PUNCT
bracis-19083	29	4	 	 	SPACE
bracis-19083	30	1	[	[	X
bracis-19083	30	2	1	1	NUM
bracis-19083	30	3	]	]	PUNCT
bracis-19083	30	4	,	,	PUNCT
bracis-19083	30	5	which	which	PRON
bracis-19083	30	6	arrived	arrive	VERB
bracis-19083	30	7	at	at	ADP
bracis-19083	30	8	promising	promise	VERB
bracis-19083	30	9	results	result	NOUN
bracis-19083	30	10	after	after	ADP
bracis-19083	30	11	proposing	propose	VERB
bracis-19083	30	12	that	that	SCONJ
bracis-19083	30	13	multiple	multiple	ADJ
bracis-19083	30	14	embeddings	embedding	NOUN
bracis-19083	30	15	of	of	ADP
bracis-19083	30	16	different	different	ADJ
bracis-19083	30	17	modes	mode	NOUN
bracis-19083	30	18	could	could	AUX
bracis-19083	30	19	be	be	AUX
bracis-19083	30	20	concatenated	concatenate	VERB
bracis-19083	30	21	,	,	PUNCT
bracis-19083	30	22	resulting	result	VERB
bracis-19083	30	23	in	in	ADP
bracis-19083	30	24	a	a	DET
bracis-19083	30	25	higher	higher	ADV
bracis-19083	30	26	-	-	PUNCT
bracis-19083	30	27	dimensional	dimensional	ADJ
bracis-19083	30	28	space	space	NOUN
bracis-19083	30	29	,	,	PUNCT
bracis-19083	30	30	for	for	SCONJ
bracis-19083	30	31	them	they	PRON
bracis-19083	30	32	to	to	PART
bracis-19083	30	33	be	be	AUX
bracis-19083	30	34	enhanced	enhance	VERB
bracis-19083	30	35	for	for	ADP
bracis-19083	30	36	better	well	ADJ
bracis-19083	30	37	use	use	NOUN
bracis-19083	30	38	in	in	ADP
bracis-19083	30	39	nlp	nlp	ADJ
bracis-19083	30	40	tasks	task	NOUN
bracis-19083	30	41	.	.	PUNCT
bracis-19083	31	1	the	the	DET
bracis-19083	31	2	goal	goal	NOUN
bracis-19083	31	3	of	of	ADP
bracis-19083	31	4	this	this	DET
bracis-19083	31	5	work	work	NOUN
bracis-19083	31	6	is	be	AUX
bracis-19083	31	7	to	to	PART
bracis-19083	31	8	study	study	VERB
bracis-19083	31	9	the	the	DET
bracis-19083	31	10	usage	usage	NOUN
bracis-19083	31	11	of	of	ADP
bracis-19083	31	12	visual	visual	ADJ
bracis-19083	31	13	data	datum	NOUN
bracis-19083	31	14	to	to	PART
bracis-19083	31	15	enrich	enrich	VERB
bracis-19083	31	16	textual	textual	ADJ
bracis-19083	31	17	data	datum	NOUN
bracis-19083	31	18	within	within	ADP
bracis-19083	31	19	word	word	NOUN
bracis-19083	31	20	embeddings	embedding	NOUN
bracis-19083	31	21	for	for	ADP
bracis-19083	31	22	nlp	nlp	ADJ
bracis-19083	31	23	tasks	task	NOUN
bracis-19083	31	24	in	in	ADP
bracis-19083	31	25	the	the	DET
bracis-19083	31	26	portuguese	portuguese	ADJ
bracis-19083	31	27	language	language	NOUN
bracis-19083	31	28	.	.	PUNCT
bracis-19083	32	1	the	the	DET
bracis-19083	32	2	main	main	ADJ
bracis-19083	32	3	hypothesis	hypothesis	NOUN
bracis-19083	32	4	is	be	AUX
bracis-19083	32	5	that	that	SCONJ
bracis-19083	32	6	fusing	fuse	VERB
bracis-19083	32	7	textual	textual	ADJ
bracis-19083	32	8	information	information	NOUN
bracis-19083	32	9	with	with	ADP
bracis-19083	32	10	visual	visual	ADJ
bracis-19083	32	11	information	information	NOUN
bracis-19083	32	12	will	will	AUX
bracis-19083	32	13	enhance	enhance	VERB
bracis-19083	32	14	results	result	NOUN
bracis-19083	32	15	for	for	ADP
bracis-19083	32	16	text	text	NOUN
bracis-19083	32	17	-	-	PUNCT
bracis-19083	32	18	only	only	ADJ
bracis-19083	32	19	tasks	task	NOUN
bracis-19083	32	20	.	.	PUNCT
bracis-19083	33	1	to	to	PART
bracis-19083	33	2	test	test	VERB
bracis-19083	33	3	it	it	PRON
bracis-19083	33	4	,	,	PUNCT
bracis-19083	33	5	experiments	experiment	NOUN
bracis-19083	33	6	in	in	ADP
bracis-19083	33	7	four	four	NUM
bracis-19083	33	8	nlp	nlp	NOUN
bracis-19083	33	9	tasks	task	NOUN
bracis-19083	33	10	were	be	AUX
bracis-19083	33	11	performed	perform	VERB
bracis-19083	33	12	using	use	VERB
bracis-19083	33	13	text	text	NOUN
bracis-19083	33	14	-	-	PUNCT
bracis-19083	33	15	only	only	ADV
bracis-19083	33	16	and	and	CCONJ
bracis-19083	33	17	multimodal	multimodal	ADJ
bracis-19083	33	18	embedding	embed	VERB
bracis-19083	33	19	models	model	NOUN
bracis-19083	33	20	.	.	PUNCT
bracis-19083	34	1	these	these	DET
bracis-19083	34	2	tasks	task	NOUN
bracis-19083	34	3	were	be	AUX
bracis-19083	34	4	:	:	PUNCT
bracis-19083	34	5	word	word	NOUN
bracis-19083	34	6	relatedness	relatedness	NOUN
bracis-19083	34	7	,	,	PUNCT
bracis-19083	34	8	analogy	analogy	NOUN
bracis-19083	34	9	prediction	prediction	NOUN
bracis-19083	34	10	,	,	PUNCT
bracis-19083	34	11	semantic	semantic	ADJ
bracis-19083	34	12	similarity	similarity	NOUN
bracis-19083	34	13	in	in	ADP
bracis-19083	34	14	short	short	ADJ
bracis-19083	34	15	sentences	sentence	NOUN
bracis-19083	34	16	,	,	PUNCT
bracis-19083	34	17	and	and	CCONJ
bracis-19083	34	18	named	name	VERB
bracis-19083	34	19	entity	entity	NOUN
bracis-19083	34	20	recognition	recognition	NOUN
bracis-19083	34	21	.	.	PUNCT
bracis-19083	35	1	the	the	DET
bracis-19083	35	2	following	follow	VERB
bracis-19083	35	3	sections	section	NOUN
bracis-19083	35	4	are	be	AUX
bracis-19083	35	5	arranged	arrange	VERB
bracis-19083	35	6	in	in	ADP
bracis-19083	35	7	the	the	DET
bracis-19083	35	8	following	following	ADJ
bracis-19083	35	9	manner	manner	NOUN
bracis-19083	35	10	:	:	PUNCT
bracis-19083	35	11	sect	sect	NOUN
bracis-19083	35	12	.	.	PUNCT
bracis-19083	35	13	 	 	SPACE
bracis-19083	36	1	2	2	NUM
bracis-19083	36	2	delves	delf	NOUN
bracis-19083	36	3	into	into	ADP
bracis-19083	36	4	related	related	ADJ
bracis-19083	36	5	work	work	NOUN
bracis-19083	36	6	within	within	ADP
bracis-19083	36	7	the	the	DET
bracis-19083	36	8	literature	literature	NOUN
bracis-19083	36	9	;	;	PUNCT
bracis-19083	36	10	sect	sect	NOUN
bracis-19083	36	11	.	.	PUNCT
bracis-19083	36	12	 	 	SPACE
bracis-19083	36	13	3	3	NUM
bracis-19083	36	14	explains	explain	VERB
bracis-19083	36	15	the	the	DET
bracis-19083	36	16	methodology	methodology	NOUN
bracis-19083	36	17	used	use	VERB
bracis-19083	36	18	in	in	ADP
bracis-19083	36	19	creating	create	VERB
bracis-19083	36	20	the	the	DET
bracis-19083	36	21	multimodal	multimodal	NOUN
bracis-19083	36	22	embeddings	embedding	NOUN
bracis-19083	36	23	;	;	PUNCT
bracis-19083	36	24	sect	sect	NOUN
bracis-19083	36	25	.	.	PUNCT
bracis-19083	36	26	 	 	SPACE
bracis-19083	37	1	4	4	NUM
bracis-19083	37	2	explains	explain	VERB
bracis-19083	37	3	the	the	DET
bracis-19083	37	4	testing	testing	NOUN
bracis-19083	37	5	methodology	methodology	NOUN
bracis-19083	37	6	and	and	CCONJ
bracis-19083	37	7	presents	present	VERB
bracis-19083	37	8	the	the	DET
bracis-19083	37	9	results	result	NOUN
bracis-19083	37	10	for	for	ADP
bracis-19083	37	11	these	these	DET
bracis-19083	37	12	tests	test	NOUN
bracis-19083	37	13	;	;	PUNCT
bracis-19083	37	14	sect	sect	NOUN
bracis-19083	37	15	.	.	PUNCT
bracis-19083	37	16	 	 	SPACE
bracis-19083	38	1	5	5	NUM
bracis-19083	38	2	presents	present	VERB
bracis-19083	38	3	the	the	DET
bracis-19083	38	4	conclusions	conclusion	NOUN
bracis-19083	38	5	and	and	CCONJ
bracis-19083	38	6	future	future	ADJ
bracis-19083	38	7	work	work	NOUN
bracis-19083	38	8	that	that	PRON
bracis-19083	38	9	can	can	AUX
bracis-19083	38	10	be	be	AUX
bracis-19083	38	11	done	do	VERB
bracis-19083	38	12	to	to	PART
bracis-19083	38	13	expand	expand	VERB
bracis-19083	38	14	upon	upon	SCONJ
bracis-19083	38	15	this	this	DET
bracis-19083	38	16	topic	topic	NOUN
bracis-19083	38	17	.	.	PUNCT
bracis-19083	38	18	2	2	NUM
bracis-19083	38	19	related	related	ADJ
bracis-19083	38	20	work	work	NOUN
bracis-19083	38	21	the	the	DET
bracis-19083	38	22	literature	literature	NOUN
bracis-19083	38	23	reveals	reveal	VERB
bracis-19083	38	24	two	two	NUM
bracis-19083	38	25	main	main	ADJ
bracis-19083	38	26	ways	way	NOUN
bracis-19083	38	27	in	in	ADP
bracis-19083	38	28	which	which	PRON
bracis-19083	38	29	multimodal	multimodal	NOUN
bracis-19083	38	30	embeddings	embedding	NOUN
bracis-19083	38	31	are	be	AUX
bracis-19083	38	32	constructed	construct	VERB
bracis-19083	38	33	:	:	PUNCT
bracis-19083	38	34	individually	individually	ADV
bracis-19083	38	35	and	and	CCONJ
bracis-19083	38	36	simultaneously	simultaneously	ADV
bracis-19083	38	37	.	.	PUNCT
bracis-19083	39	1	that	that	PRON
bracis-19083	39	2	is	is	ADV
bracis-19083	39	3	,	,	PUNCT
bracis-19083	39	4	either	either	CCONJ
bracis-19083	39	5	learning	learn	VERB
bracis-19083	39	6	is	be	AUX
bracis-19083	39	7	performed	perform	VERB
bracis-19083	39	8	individually	individually	ADV
bracis-19083	39	9	(	(	PUNCT
bracis-19083	39	10	an	an	DET
bracis-19083	39	11	embedding	embedding	NOUN
bracis-19083	39	12	is	be	AUX
bracis-19083	39	13	learned	learn	VERB
bracis-19083	39	14	for	for	ADP
bracis-19083	39	15	each	each	DET
bracis-19083	39	16	modality	modality	NOUN
bracis-19083	39	17	,	,	PUNCT
bracis-19083	39	18	and	and	CCONJ
bracis-19083	39	19	then	then	ADV
bracis-19083	39	20	these	these	PRON
bracis-19083	39	21	are	be	AUX
bracis-19083	39	22	fused	fuse	VERB
bracis-19083	39	23	)	)	PUNCT
bracis-19083	39	24	 	 	SPACE
bracis-19083	40	1	[	[	X
bracis-19083	40	2	3	3	NUM
bracis-19083	40	3	]	]	PUNCT
bracis-19083	40	4	,	,	PUNCT
bracis-19083	40	5	or	or	CCONJ
bracis-19083	40	6	simultaneously	simultaneously	ADV
bracis-19083	40	7	(	(	PUNCT
bracis-19083	40	8	all	all	DET
bracis-19083	40	9	modalities	modality	NOUN
bracis-19083	40	10	are	be	AUX
bracis-19083	40	11	learned	learn	VERB
bracis-19083	40	12	at	at	ADP
bracis-19083	40	13	the	the	DET
bracis-19083	40	14	same	same	ADJ
bracis-19083	40	15	time	time	NOUN
bracis-19083	40	16	in	in	ADP
bracis-19083	40	17	the	the	DET
bracis-19083	40	18	same	same	ADJ
bracis-19083	40	19	space	space	NOUN
bracis-19083	40	20	)	)	PUNCT
bracis-19083	40	21	.	.	PUNCT
bracis-19083	41	1	henceforth	henceforth	ADV
bracis-19083	41	2	,	,	PUNCT
bracis-19083	41	3	the	the	DET
bracis-19083	41	4	former	former	ADJ
bracis-19083	41	5	method	method	NOUN
bracis-19083	41	6	will	will	AUX
bracis-19083	41	7	be	be	AUX
bracis-19083	41	8	referred	refer	VERB
bracis-19083	41	9	to	to	ADP
bracis-19083	41	10	as	as	ADP
bracis-19083	41	11	post	post	ADJ
bracis-19083	41	12	-	-	ADJ
bracis-19083	41	13	learning	learning	ADJ
bracis-19083	41	14	fusion	fusion	NOUN
bracis-19083	41	15	,	,	PUNCT
bracis-19083	41	16	while	while	SCONJ
bracis-19083	41	17	the	the	DET
bracis-19083	41	18	latter	latter	ADJ
bracis-19083	41	19	method	method	NOUN
bracis-19083	41	20	will	will	AUX
bracis-19083	41	21	be	be	AUX
bracis-19083	41	22	referred	refer	VERB
bracis-19083	41	23	to	to	ADP
bracis-19083	41	24	as	as	ADP
bracis-19083	41	25	simultaneous	simultaneous	ADJ
bracis-19083	41	26	learning	learning	NOUN
bracis-19083	41	27	.	.	PUNCT
bracis-19083	42	1	post	post	ADJ
bracis-19083	42	2	-	-	ADJ
bracis-19083	42	3	learning	learning	ADJ
bracis-19083	42	4	fusion	fusion	NOUN
bracis-19083	42	5	is	be	AUX
bracis-19083	42	6	divided	divide	VERB
bracis-19083	42	7	into	into	ADP
bracis-19083	42	8	two	two	NUM
bracis-19083	42	9	further	further	ADJ
bracis-19083	42	10	methods	method	NOUN
bracis-19083	42	11	:	:	PUNCT
bracis-19083	42	12	early	early	ADJ
bracis-19083	42	13	fusion	fusion	NOUN
bracis-19083	42	14	and	and	CCONJ
bracis-19083	42	15	late	late	ADJ
bracis-19083	42	16	fusion	fusion	NOUN
bracis-19083	42	17	.	.	PUNCT
bracis-19083	43	1	early	early	ADJ
bracis-19083	43	2	fusion	fusion	NOUN
bracis-19083	43	3	is	be	AUX
bracis-19083	43	4	performed	perform	VERB
bracis-19083	43	5	at	at	ADP
bracis-19083	43	6	the	the	DET
bracis-19083	43	7	representation	representation	NOUN
bracis-19083	43	8	level	level	NOUN
bracis-19083	43	9	,	,	PUNCT
bracis-19083	43	10	and	and	CCONJ
bracis-19083	43	11	three	three	NUM
bracis-19083	43	12	methods	method	NOUN
bracis-19083	43	13	of	of	ADP
bracis-19083	43	14	early	early	ADJ
bracis-19083	43	15	fusion	fusion	NOUN
bracis-19083	43	16	were	be	AUX
bracis-19083	43	17	found	find	VERB
bracis-19083	43	18	in	in	ADP
bracis-19083	43	19	the	the	DET
bracis-19083	43	20	literature	literature	NOUN
bracis-19083	43	21	:	:	PUNCT
bracis-19083	43	22	feature	feature	NOUN
bracis-19083	43	23	concatenation	concatenation	NOUN
bracis-19083	43	24	,	,	PUNCT
bracis-19083	43	25	auto	auto	NOUN
bracis-19083	43	26	-	-	PUNCT
bracis-19083	43	27	encoder	encoder	NOUN
bracis-19083	43	28	fusion	fusion	NOUN
bracis-19083	43	29	,	,	PUNCT
bracis-19083	43	30	and	and	CCONJ
bracis-19083	43	31	cross	cross	ADJ
bracis-19083	43	32	-	-	ADJ
bracis-19083	43	33	modal	modal	ADJ
bracis-19083	43	34	mapping	mapping	NOUN
bracis-19083	43	35	.	.	PUNCT
bracis-19083	44	1	feature	feature	NOUN
bracis-19083	44	2	concatenation	concatenation	NOUN
bracis-19083	44	3	is	be	AUX
bracis-19083	44	4	performed	perform	VERB
bracis-19083	44	5	through	through	ADP
bracis-19083	44	6	the	the	DET
bracis-19083	44	7	concatenation	concatenation	NOUN
bracis-19083	44	8	of	of	ADP
bracis-19083	44	9	all	all	DET
bracis-19083	44	10	single	single	ADJ
bracis-19083	44	11	modality	modality	NOUN
bracis-19083	44	12	fusion	fusion	NOUN
bracis-19083	44	13	embedding	embed	VERB
bracis-19083	44	14	vector	vector	NOUN
bracis-19083	44	15	pairs	pair	NOUN
bracis-19083	44	16	(	(	PUNCT
bracis-19083	44	17	that	that	PRON
bracis-19083	44	18	is	is	ADV
bracis-19083	44	19	,	,	PUNCT
bracis-19083	44	20	a	a	DET
bracis-19083	44	21	textual	textual	ADJ
bracis-19083	44	22	feature	feature	NOUN
bracis-19083	44	23	vector	vector	NOUN
bracis-19083	44	24	representing	represent	VERB
bracis-19083	44	25	a	a	DET
bracis-19083	44	26	concept	concept	NOUN
bracis-19083	44	27	will	will	AUX
bracis-19083	44	28	be	be	AUX
bracis-19083	44	29	concatenated	concatenate	VERB
bracis-19083	44	30	with	with	ADP
bracis-19083	44	31	a	a	DET
bracis-19083	44	32	visual	visual	ADJ
bracis-19083	44	33	feature	feature	NOUN
bracis-19083	44	34	vector	vector	NOUN
bracis-19083	44	35	representing	represent	VERB
bracis-19083	44	36	that	that	DET
bracis-19083	44	37	same	same	ADJ
bracis-19083	44	38	context	context	NOUN
bracis-19083	44	39	)	)	PUNCT
bracis-19083	44	40	into	into	ADP
bracis-19083	44	41	a	a	DET
bracis-19083	44	42	single	single	ADJ
bracis-19083	44	43	,	,	PUNCT
bracis-19083	44	44	longer	long	ADV
bracis-19083	44	45	,	,	PUNCT
bracis-19083	44	46	multimodal	multimodal	ADJ
bracis-19083	44	47	feature	feature	NOUN
bracis-19083	44	48	vector	vector	NOUN
bracis-19083	44	49	 	 	SPACE
bracis-19083	45	1	[	[	X
bracis-19083	45	2	8	8	NUM
bracis-19083	45	3	]	]	PUNCT
bracis-19083	45	4	.	.	PUNCT
bracis-19083	46	1	auto	auto	NOUN
bracis-19083	46	2	-	-	PUNCT
bracis-19083	46	3	encoder	encoder	NOUN
bracis-19083	46	4	fusion	fusion	NOUN
bracis-19083	46	5	is	be	AUX
bracis-19083	46	6	performed	perform	VERB
bracis-19083	46	7	through	through	ADP
bracis-19083	46	8	the	the	DET
bracis-19083	46	9	use	use	NOUN
bracis-19083	46	10	of	of	ADP
bracis-19083	46	11	auto	auto	NOUN
bracis-19083	46	12	-	-	PUNCT
bracis-19083	46	13	encoders	encoder	NOUN
bracis-19083	46	14	fed	feed	VERB
bracis-19083	46	15	with	with	ADP
bracis-19083	46	16	pre	pre	ADJ
bracis-19083	46	17	-	-	ADJ
bracis-19083	46	18	trained	train	VERB
bracis-19083	46	19	single	single	ADJ
bracis-19083	46	20	modality	modality	NOUN
bracis-19083	46	21	embeddings	embedding	NOUN
bracis-19083	46	22	,	,	PUNCT
bracis-19083	46	23	thus	thus	ADV
bracis-19083	46	24	generating	generate	VERB
bracis-19083	46	25	a	a	DET
bracis-19083	46	26	single	single	ADJ
bracis-19083	46	27	feature	feature	NOUN
bracis-19083	46	28	vector	vector	NOUN
bracis-19083	46	29	which	which	PRON
bracis-19083	46	30	can	can	AUX
bracis-19083	46	31	then	then	ADV
bracis-19083	46	32	be	be	AUX
bracis-19083	46	33	extracted	extract	VERB
bracis-19083	46	34	from	from	ADP
bracis-19083	46	35	the	the	DET
bracis-19083	46	36	auto	auto	NOUN
bracis-19083	46	37	-	-	PUNCT
bracis-19083	46	38	encoder	encoder	NOUN
bracis-19083	46	39	’s	’s	PART
bracis-19083	46	40	last	last	ADJ
bracis-19083	46	41	hidden	hide	VERB
bracis-19083	46	42	layer	layer	NOUN
bracis-19083	46	43	 	 	SPACE
bracis-19083	47	1	[	[	X
bracis-19083	47	2	18	18	NUM
bracis-19083	47	3	]	]	PUNCT
bracis-19083	47	4	.	.	PUNCT
bracis-19083	48	1	cross	cross	ADJ
bracis-19083	48	2	-	-	ADJ
bracis-19083	48	3	modal	modal	ADJ
bracis-19083	48	4	mapping	mapping	NOUN
bracis-19083	48	5	is	be	AUX
bracis-19083	48	6	performed	perform	VERB
bracis-19083	48	7	through	through	ADP
bracis-19083	48	8	the	the	DET
bracis-19083	48	9	learning	learning	NOUN
bracis-19083	48	10	of	of	ADP
bracis-19083	48	11	a	a	DET
bracis-19083	48	12	certain	certain	ADJ
bracis-19083	48	13	amount	amount	NOUN
bracis-19083	48	14	of	of	ADP
bracis-19083	48	15	pre	pre	ADJ
bracis-19083	48	16	-	-	ADJ
bracis-19083	48	17	mapped	map	VERB
bracis-19083	48	18	multimodal	multimodal	NOUN
bracis-19083	48	19	inputs	input	NOUN
bracis-19083	48	20	and	and	CCONJ
bracis-19083	48	21	predicting	predict	VERB
bracis-19083	48	22	those	those	PRON
bracis-19083	48	23	that	that	PRON
bracis-19083	48	24	do	do	AUX
bracis-19083	48	25	not	not	PART
bracis-19083	48	26	have	have	VERB
bracis-19083	48	27	examples	example	NOUN
bracis-19083	48	28	in	in	ADP
bracis-19083	48	29	both	both	DET
bracis-19083	48	30	modalities	modality	NOUN
bracis-19083	48	31	 	 	SPACE
bracis-19083	49	1	[	[	X
bracis-19083	49	2	3	3	NUM
bracis-19083	49	3	]	]	PUNCT
bracis-19083	49	4	.	.	PUNCT
bracis-19083	50	1	late	late	ADJ
bracis-19083	50	2	fusion	fusion	NOUN
bracis-19083	50	3	is	be	AUX
bracis-19083	50	4	performed	perform	VERB
bracis-19083	50	5	at	at	ADP
bracis-19083	50	6	the	the	DET
bracis-19083	50	7	level	level	NOUN
bracis-19083	50	8	of	of	ADP
bracis-19083	50	9	prediction	prediction	NOUN
bracis-19083	50	10	scores	score	NOUN
bracis-19083	50	11	,	,	PUNCT
bracis-19083	50	12	and	and	CCONJ
bracis-19083	50	13	it	it	PRON
bracis-19083	50	14	is	be	AUX
bracis-19083	50	15	performed	perform	VERB
bracis-19083	50	16	through	through	ADP
bracis-19083	50	17	an	an	DET
bracis-19083	50	18	averaging	averaging	NOUN
bracis-19083	50	19	of	of	ADP
bracis-19083	50	20	single	single	ADJ
bracis-19083	50	21	modality	modality	NOUN
bracis-19083	50	22	predictions	prediction	NOUN
bracis-19083	50	23	 	 	SPACE
bracis-19083	51	1	[	[	X
bracis-19083	51	2	8	8	NUM
bracis-19083	51	3	]	]	PUNCT
bracis-19083	51	4	.	.	PUNCT
bracis-19083	52	1	lazaridous	lazaridous	ADJ
bracis-19083	52	2	et	et	PROPN
bracis-19083	52	3	al	al	PROPN
bracis-19083	52	4	.	.	PROPN
bracis-19083	53	1	(	(	PUNCT
bracis-19083	53	2	2015	2015	NUM
bracis-19083	53	3	)	)	PUNCT
bracis-19083	53	4	 	 	SPACE
bracis-19083	54	1	[	[	X
bracis-19083	54	2	10	10	NUM
bracis-19083	54	3	]	]	PUNCT
bracis-19083	54	4	introduced	introduce	VERB
bracis-19083	54	5	the	the	DET
bracis-19083	54	6	first	first	ADJ
bracis-19083	54	7	instance	instance	NOUN
bracis-19083	54	8	found	find	VERB
bracis-19083	54	9	during	during	ADP
bracis-19083	54	10	the	the	DET
bracis-19083	54	11	review	review	NOUN
bracis-19083	54	12	of	of	ADP
bracis-19083	54	13	simultaneous	simultaneous	ADJ
bracis-19083	54	14	learning	learning	NOUN
bracis-19083	54	15	semantic	semantic	ADJ
bracis-19083	54	16	embedding	embed	VERB
bracis-19083	54	17	model	model	NOUN
bracis-19083	54	18	,	,	PUNCT
bracis-19083	54	19	based	base	VERB
bracis-19083	54	20	on	on	ADP
bracis-19083	54	21	mikolov	mikolov	PROPN
bracis-19083	54	22	et	et	PROPN
bracis-19083	54	23	al	al	PROPN
bracis-19083	54	24	.	.	PROPN
bracis-19083	54	25	’s	’s	PART
bracis-19083	54	26	(	(	PUNCT
bracis-19083	54	27	2013	2013	NUM
bracis-19083	54	28	)	)	PUNCT
bracis-19083	54	29	 	 	SPACE
bracis-19083	55	1	[	[	X
bracis-19083	55	2	12	12	NUM
bracis-19083	55	3	]	]	X
bracis-19083	55	4	skip	skip	VERB
bracis-19083	55	5	-	-	PUNCT
bracis-19083	55	6	gram	gram	NOUN
bracis-19083	55	7	architecture	architecture	NOUN
bracis-19083	55	8	.	.	PUNCT
bracis-19083	56	1	they	they	PRON
bracis-19083	56	2	extended	extend	VERB
bracis-19083	56	3	mikolov	mikolov	NOUN
bracis-19083	56	4	et	et	PROPN
bracis-19083	56	5	al	al	PROPN
bracis-19083	56	6	.	.	PROPN
bracis-19083	56	7	’s	’s	PART
bracis-19083	57	1	(	(	PUNCT
bracis-19083	57	2	2013	2013	NUM
bracis-19083	57	3	)	)	PUNCT
bracis-19083	57	4	models	model	NOUN
bracis-19083	57	5	to	to	PART
bracis-19083	57	6	present	present	VERB
bracis-19083	57	7	relevant	relevant	ADJ
bracis-19083	57	8	visual	visual	ADJ
bracis-19083	57	9	feature	feature	NOUN
bracis-19083	57	10	vectors	vector	NOUN
bracis-19083	57	11	alongside	alongside	ADP
bracis-19083	57	12	textual	textual	ADJ
bracis-19083	57	13	data	datum	NOUN
bracis-19083	57	14	during	during	ADP
bracis-19083	57	15	training	training	NOUN
bracis-19083	57	16	for	for	ADP
bracis-19083	57	17	a	a	DET
bracis-19083	57	18	subset	subset	NOUN
bracis-19083	57	19	of	of	ADP
bracis-19083	57	20	target	target	NOUN
bracis-19083	57	21	words	word	NOUN
bracis-19083	57	22	.	.	PUNCT
bracis-19083	58	1	this	this	DET
bracis-19083	58	2	model	model	NOUN
bracis-19083	58	3	has	have	AUX
bracis-19083	58	4	been	be	AUX
bracis-19083	58	5	shown	show	VERB
bracis-19083	58	6	to	to	PART
bracis-19083	58	7	further	far	ADV
bracis-19083	58	8	propagate	propagate	VERB
bracis-19083	58	9	visual	visual	ADJ
bracis-19083	58	10	information	information	NOUN
bracis-19083	58	11	to	to	ADP
bracis-19083	58	12	representations	representation	NOUN
bracis-19083	58	13	of	of	ADP
bracis-19083	58	14	words	word	NOUN
bracis-19083	58	15	which	which	PRON
bracis-19083	58	16	were	be	AUX
bracis-19083	58	17	not	not	PART
bracis-19083	58	18	trained	train	VERB
bracis-19083	58	19	with	with	ADP
bracis-19083	58	20	visual	visual	ADJ
bracis-19083	58	21	features	feature	NOUN
bracis-19083	58	22	.	.	PUNCT
bracis-19083	59	1	as	as	ADP
bracis-19083	59	2	for	for	ADP
bracis-19083	59	3	evaluation	evaluation	NOUN
bracis-19083	59	4	methodologies	methodology	NOUN
bracis-19083	59	5	,	,	PUNCT
bracis-19083	59	6	most	most	ADJ
bracis-19083	59	7	of	of	ADP
bracis-19083	59	8	the	the	DET
bracis-19083	59	9	literature	literature	NOUN
bracis-19083	59	10	consisted	consist	VERB
bracis-19083	59	11	of	of	ADP
bracis-19083	59	12	using	use	VERB
bracis-19083	59	13	multimodality	multimodality	NOUN
bracis-19083	59	14	to	to	PART
bracis-19083	59	15	improve	improve	VERB
bracis-19083	59	16	the	the	DET
bracis-19083	59	17	performance	performance	NOUN
bracis-19083	59	18	of	of	ADP
bracis-19083	59	19	downstream	downstream	ADJ
bracis-19083	59	20	tasks	task	NOUN
bracis-19083	59	21	.	.	PUNCT
bracis-19083	60	1	as	as	ADP
bracis-19083	60	2	such	such	ADJ
bracis-19083	60	3	,	,	PUNCT
bracis-19083	60	4	the	the	DET
bracis-19083	60	5	evaluation	evaluation	NOUN
bracis-19083	60	6	of	of	ADP
bracis-19083	60	7	the	the	DET
bracis-19083	60	8	embeddings	embedding	NOUN
bracis-19083	60	9	was	be	AUX
bracis-19083	60	10	extrinsic	extrinsic	ADJ
bracis-19083	60	11	.	.	PUNCT
bracis-19083	61	1	that	that	PRON
bracis-19083	61	2	is	is	ADV
bracis-19083	61	3	,	,	PUNCT
bracis-19083	61	4	the	the	DET
bracis-19083	61	5	evaluation	evaluation	NOUN
bracis-19083	61	6	metric	metric	NOUN
bracis-19083	61	7	was	be	AUX
bracis-19083	61	8	whether	whether	SCONJ
bracis-19083	61	9	or	or	CCONJ
bracis-19083	61	10	not	not	PART
bracis-19083	61	11	its	its	PRON
bracis-19083	61	12	addition	addition	NOUN
bracis-19083	61	13	to	to	ADP
bracis-19083	61	14	the	the	DET
bracis-19083	61	15	systems	system	NOUN
bracis-19083	61	16	performing	perform	VERB
bracis-19083	61	17	the	the	DET
bracis-19083	61	18	downstream	downstream	ADJ
bracis-19083	61	19	task	task	NOUN
bracis-19083	61	20	affected	affect	VERB
bracis-19083	61	21	their	their	PRON
bracis-19083	61	22	performance	performance	NOUN
bracis-19083	61	23	.	.	PUNCT
bracis-19083	62	1	lazaridou	lazaridou	PROPN
bracis-19083	62	2	et	et	PROPN
bracis-19083	62	3	al	al	PROPN
bracis-19083	62	4	.	.	PROPN
bracis-19083	63	1	(	(	PUNCT
bracis-19083	63	2	2015	2015	NUM
bracis-19083	63	3	)	)	PUNCT
bracis-19083	63	4	 	 	SPACE
bracis-19083	64	1	[	[	X
bracis-19083	64	2	10	10	NUM
bracis-19083	64	3	]	]	PUNCT
bracis-19083	64	4	were	be	AUX
bracis-19083	64	5	the	the	DET
bracis-19083	64	6	only	only	ADJ
bracis-19083	64	7	ones	one	NOUN
bracis-19083	64	8	to	to	PART
bracis-19083	64	9	perform	perform	VERB
bracis-19083	64	10	intrinsic	intrinsic	ADJ
bracis-19083	64	11	tests	test	NOUN
bracis-19083	64	12	,	,	PUNCT
bracis-19083	64	13	using	use	VERB
bracis-19083	64	14	general	general	ADJ
bracis-19083	64	15	semantic	semantic	ADJ
bracis-19083	64	16	benchmarks	benchmark	NOUN
bracis-19083	64	17	such	such	ADJ
bracis-19083	64	18	as	as	ADP
bracis-19083	64	19	concept	concept	NOUN
bracis-19083	64	20	relatedness	relatedness	NOUN
bracis-19083	64	21	(	(	PUNCT
bracis-19083	64	22	also	also	ADV
bracis-19083	64	23	known	know	VERB
bracis-19083	64	24	as	as	ADP
bracis-19083	64	25	semantic	semantic	ADJ
bracis-19083	64	26	relatedness	relatedness	NOUN
bracis-19083	64	27	)	)	PUNCT
bracis-19083	64	28	 	 	SPACE
bracis-19083	65	1	[	[	X
bracis-19083	65	2	1	1	X
bracis-19083	65	3	]	]	PUNCT
bracis-19083	65	4	or	or	CCONJ
bracis-19083	65	5	semantic	semantic	ADJ
bracis-19083	65	6	similarity	similarity	NOUN
bracis-19083	65	7	.	.	PUNCT
bracis-19083	66	1	these	these	PRON
bracis-19083	66	2	are	be	AUX
bracis-19083	66	3	usually	usually	ADV
bracis-19083	66	4	used	use	VERB
bracis-19083	66	5	to	to	PART
bracis-19083	66	6	evaluate	evaluate	VERB
bracis-19083	66	7	word	word	NOUN
bracis-19083	66	8	embeddings	embedding	NOUN
bracis-19083	66	9	,	,	PUNCT
bracis-19083	66	10	but	but	CCONJ
bracis-19083	66	11	multimodal	multimodal	NOUN
bracis-19083	66	12	embeddings	embedding	NOUN
bracis-19083	66	13	were	be	AUX
bracis-19083	66	14	shown	show	VERB
bracis-19083	66	15	by	by	ADP
bracis-19083	66	16	lazaridou	lazaridou	PROPN
bracis-19083	66	17	et	et	PROPN
bracis-19083	66	18	al	al	PROPN
bracis-19083	66	19	.	.	PROPN
bracis-19083	67	1	(	(	PUNCT
bracis-19083	67	2	2015	2015	NUM
bracis-19083	67	3	)	)	PUNCT
bracis-19083	68	1	to	to	PART
bracis-19083	68	2	outperform	outperform	VERB
bracis-19083	68	3	word	word	NOUN
bracis-19083	68	4	embeddings	embedding	NOUN
bracis-19083	68	5	on	on	ADP
bracis-19083	68	6	these	these	DET
bracis-19083	68	7	tasks	task	NOUN
bracis-19083	68	8	.	.	PUNCT
bracis-19083	69	1	3	3	NUM
bracis-19083	69	2	resources	resource	NOUN
bracis-19083	69	3	and	and	CCONJ
bracis-19083	69	4	methodology	methodology	NOUN
bracis-19083	69	5	several	several	ADJ
bracis-19083	69	6	choices	choice	NOUN
bracis-19083	69	7	had	have	VERB
bracis-19083	69	8	to	to	PART
bracis-19083	69	9	be	be	AUX
bracis-19083	69	10	made	make	VERB
bracis-19083	69	11	prior	prior	ADV
bracis-19083	69	12	to	to	ADP
bracis-19083	69	13	developing	develop	VERB
bracis-19083	69	14	this	this	DET
bracis-19083	69	15	work	work	NOUN
bracis-19083	69	16	’s	’s	PART
bracis-19083	69	17	methodology	methodology	NOUN
bracis-19083	69	18	.	.	PUNCT
bracis-19083	70	1	it	it	PRON
bracis-19083	70	2	was	be	AUX
bracis-19083	70	3	decided	decide	VERB
bracis-19083	70	4	that	that	SCONJ
bracis-19083	70	5	these	these	DET
bracis-19083	70	6	first	first	ADJ
bracis-19083	70	7	tests	test	NOUN
bracis-19083	70	8	would	would	AUX
bracis-19083	70	9	use	use	VERB
bracis-19083	70	10	static	static	ADJ
bracis-19083	70	11	word	word	NOUN
bracis-19083	70	12	embeddings	embedding	NOUN
bracis-19083	70	13	based	base	VERB
bracis-19083	70	14	on	on	ADP
bracis-19083	70	15	the	the	DET
bracis-19083	70	16	word2vec	word2vec	NOUN
bracis-19083	70	17	and	and	CCONJ
bracis-19083	70	18	fasttext	fasttext	PROPN
bracis-19083	70	19	architectures	architecture	NOUN
bracis-19083	70	20	,	,	PUNCT
bracis-19083	70	21	and	and	CCONJ
bracis-19083	70	22	use	use	VERB
bracis-19083	70	23	a	a	DET
bracis-19083	70	24	translated	translate	VERB
bracis-19083	70	25	version	version	NOUN
bracis-19083	70	26	of	of	ADP
bracis-19083	70	27	the	the	DET
bracis-19083	70	28	image	image	NOUN
bracis-19083	70	29	embeddings	embedding	NOUN
bracis-19083	70	30	released	release	VERB
bracis-19083	70	31	by	by	ADP
bracis-19083	70	32	collell	collell	PROPN
bracis-19083	70	33	et	et	PROPN
bracis-19083	70	34	al	al	PROPN
bracis-19083	70	35	.	.	PROPN
bracis-19083	71	1	(	(	PUNCT
bracis-19083	71	2	2017	2017	NUM
bracis-19083	71	3	)	)	PUNCT
bracis-19083	71	4	 	 	SPACE
bracis-19083	72	1	[	[	X
bracis-19083	72	2	3	3	NUM
bracis-19083	72	3	]	]	PUNCT
bracis-19083	72	4	.	.	PUNCT
bracis-19083	73	1	these	these	DET
bracis-19083	73	2	readily	readily	ADV
bracis-19083	73	3	available	available	ADJ
bracis-19083	73	4	resources	resource	NOUN
bracis-19083	73	5	made	make	VERB
bracis-19083	73	6	post	post	ADJ
bracis-19083	73	7	-	-	ADJ
bracis-19083	73	8	learning	learning	ADJ
bracis-19083	73	9	fusion	fusion	NOUN
bracis-19083	73	10	methods	method	NOUN
bracis-19083	73	11	an	an	DET
bracis-19083	73	12	obvious	obvious	ADJ
bracis-19083	73	13	choice	choice	NOUN
bracis-19083	73	14	for	for	ADP
bracis-19083	73	15	developing	develop	VERB
bracis-19083	73	16	our	our	PRON
bracis-19083	73	17	own	own	ADJ
bracis-19083	73	18	fusion	fusion	NOUN
bracis-19083	73	19	architectures	architecture	NOUN
bracis-19083	73	20	.	.	PUNCT
bracis-19083	74	1	since	since	SCONJ
bracis-19083	74	2	the	the	DET
bracis-19083	74	3	tasks	task	NOUN
bracis-19083	74	4	we	we	PRON
bracis-19083	74	5	intended	intend	VERB
bracis-19083	74	6	to	to	PART
bracis-19083	74	7	use	use	VERB
bracis-19083	74	8	these	these	DET
bracis-19083	74	9	models	model	NOUN
bracis-19083	74	10	for	for	ADP
bracis-19083	74	11	were	be	AUX
bracis-19083	74	12	strictly	strictly	ADV
bracis-19083	74	13	textual	textual	ADJ
bracis-19083	74	14	,	,	PUNCT
bracis-19083	74	15	late	late	ADJ
bracis-19083	74	16	post	post	ADJ
bracis-19083	74	17	-	-	ADJ
bracis-19083	74	18	learning	learning	ADJ
bracis-19083	74	19	fusion	fusion	NOUN
bracis-19083	74	20	was	be	AUX
bracis-19083	74	21	not	not	PART
bracis-19083	74	22	an	an	DET
bracis-19083	74	23	option	option	NOUN
bracis-19083	74	24	,	,	PUNCT
bracis-19083	74	25	as	as	SCONJ
bracis-19083	74	26	there	there	PRON
bracis-19083	74	27	would	would	AUX
bracis-19083	74	28	be	be	AUX
bracis-19083	74	29	no	no	DET
bracis-19083	74	30	visual	visual	ADJ
bracis-19083	74	31	data	datum	NOUN
bracis-19083	74	32	to	to	PART
bracis-19083	74	33	input	input	NOUN
bracis-19083	74	34	into	into	ADP
bracis-19083	74	35	the	the	DET
bracis-19083	74	36	system	system	NOUN
bracis-19083	74	37	during	during	ADP
bracis-19083	74	38	tests	test	NOUN
bracis-19083	74	39	,	,	PUNCT
bracis-19083	74	40	which	which	PRON
bracis-19083	74	41	left	leave	VERB
bracis-19083	74	42	early	early	ADJ
bracis-19083	74	43	post	post	ADJ
bracis-19083	74	44	-	-	ADJ
bracis-19083	74	45	learning	learning	ADJ
bracis-19083	74	46	fusion	fusion	NOUN
bracis-19083	74	47	techniques	technique	NOUN
bracis-19083	74	48	.	.	PUNCT
bracis-19083	75	1	the	the	DET
bracis-19083	75	2	resources	resource	NOUN
bracis-19083	75	3	and	and	CCONJ
bracis-19083	75	4	architectures	architecture	NOUN
bracis-19083	75	5	mentioned	mention	VERB
bracis-19083	75	6	in	in	ADP
bracis-19083	75	7	the	the	DET
bracis-19083	75	8	above	above	ADJ
bracis-19083	75	9	paragraph	paragraph	NOUN
bracis-19083	75	10	are	be	AUX
bracis-19083	75	11	elaborated	elaborate	VERB
bracis-19083	75	12	upon	upon	SCONJ
bracis-19083	75	13	in	in	ADP
bracis-19083	75	14	the	the	DET
bracis-19083	75	15	following	follow	VERB
bracis-19083	75	16	subsections	subsection	NOUN
bracis-19083	75	17	.	.	PUNCT
bracis-19083	76	1	this	this	DET
bracis-19083	76	2	section	section	NOUN
bracis-19083	76	3	also	also	ADV
bracis-19083	76	4	explains	explain	VERB
bracis-19083	76	5	the	the	DET
bracis-19083	76	6	multimodal	multimodal	ADJ
bracis-19083	76	7	model	model	NOUN
bracis-19083	76	8	development	development	NOUN
bracis-19083	76	9	methodology	methodology	NOUN
bracis-19083	76	10	.	.	PUNCT
bracis-19083	77	1	3.1	3.1	NUM
bracis-19083	77	2	unimodal	unimodal	ADJ
bracis-19083	77	3	embeddings	embedding	NOUN
bracis-19083	77	4	the	the	DET
bracis-19083	77	5	text	text	NOUN
bracis-19083	77	6	embeddings	embedding	NOUN
bracis-19083	77	7	used	use	VERB
bracis-19083	77	8	for	for	ADP
bracis-19083	77	9	this	this	DET
bracis-19083	77	10	work	work	NOUN
bracis-19083	77	11	were	be	AUX
bracis-19083	77	12	nilc	nilc	PROPN
bracis-19083	77	13	’s	’s	PART
bracis-19083	77	14	word	word	NOUN
bracis-19083	77	15	embeddingsfootnote	embeddingsfootnote	VERB
bracis-19083	77	16	4	4	NUM
bracis-19083	77	17	 	 	SPACE
bracis-19083	77	18	[	[	PUNCT
bracis-19083	77	19	9	9	NUM
bracis-19083	77	20	]	]	PUNCT
bracis-19083	77	21	and	and	CCONJ
bracis-19083	77	22	bbp	bbp	PROPN
bracis-19083	77	23	corpus	corpus	PROPN
bracis-19083	77	24	word	word	NOUN
bracis-19083	77	25	embeddingsfootnote	embeddingsfootnote	VERB
bracis-19083	77	26	5	5	NUM
bracis-19083	77	27	 	 	SPACE
bracis-19083	77	28	[	[	PUNCT
bracis-19083	77	29	17	17	NUM
bracis-19083	77	30	]	]	PUNCT
bracis-19083	77	31	.	.	PUNCT
bracis-19083	78	1	three	three	NUM
bracis-19083	78	2	versions	version	NOUN
bracis-19083	78	3	of	of	ADP
bracis-19083	78	4	nilc	nilc	NOUN
bracis-19083	78	5	’s	’s	PART
bracis-19083	78	6	embeddings	embedding	NOUN
bracis-19083	78	7	were	be	AUX
bracis-19083	78	8	used	use	VERB
bracis-19083	78	9	:	:	PUNCT
bracis-19083	78	10	the	the	DET
bracis-19083	78	11	100	100	NUM
bracis-19083	78	12	feature	feature	NOUN
bracis-19083	78	13	word2vec	word2vec	X
bracis-19083	78	14	version	version	NOUN
bracis-19083	78	15	and	and	CCONJ
bracis-19083	78	16	the	the	DET
bracis-19083	78	17	100	100	NUM
bracis-19083	78	18	and	and	CCONJ
bracis-19083	78	19	300	300	NUM
bracis-19083	78	20	feature	feature	NOUN
bracis-19083	78	21	fasttext	fasttext	NOUN
bracis-19083	78	22	versions	version	NOUN
bracis-19083	78	23	.	.	PUNCT
bracis-19083	79	1	these	these	DET
bracis-19083	79	2	three	three	NUM
bracis-19083	79	3	were	be	AUX
bracis-19083	79	4	deemed	deem	VERB
bracis-19083	79	5	to	to	PART
bracis-19083	79	6	be	be	AUX
bracis-19083	79	7	adequate	adequate	ADJ
bracis-19083	79	8	for	for	ADP
bracis-19083	79	9	studying	study	VERB
bracis-19083	79	10	the	the	DET
bracis-19083	79	11	effect	effect	NOUN
bracis-19083	79	12	of	of	ADP
bracis-19083	79	13	different	different	ADJ
bracis-19083	79	14	parameters	parameter	NOUN
bracis-19083	79	15	when	when	SCONJ
bracis-19083	79	16	adding	add	VERB
bracis-19083	79	17	multimodality	multimodality	NOUN
bracis-19083	79	18	to	to	ADP
bracis-19083	79	19	textual	textual	ADJ
bracis-19083	79	20	models	model	NOUN
bracis-19083	79	21	.	.	PUNCT
bracis-19083	80	1	only	only	ADV
bracis-19083	80	2	the	the	DET
bracis-19083	80	3	300	300	NUM
bracis-19083	80	4	feature	feature	NOUN
bracis-19083	80	5	fasttext	fasttext	PROPN
bracis-19083	80	6	version	version	NOUN
bracis-19083	80	7	of	of	ADP
bracis-19083	80	8	bbp	bbp	NOUN
bracis-19083	80	9	was	be	AUX
bracis-19083	80	10	used	use	VERB
bracis-19083	80	11	,	,	PUNCT
bracis-19083	80	12	as	as	SCONJ
bracis-19083	80	13	it	it	PRON
bracis-19083	80	14	was	be	AUX
bracis-19083	80	15	the	the	DET
bracis-19083	80	16	only	only	ADJ
bracis-19083	80	17	one	one	NUM
bracis-19083	80	18	readily	readily	ADV
bracis-19083	80	19	available	available	ADJ
bracis-19083	80	20	for	for	ADP
bracis-19083	80	21	download	download	NOUN
bracis-19083	80	22	.	.	PUNCT
bracis-19083	81	1	this	this	DET
bracis-19083	81	2	final	final	ADJ
bracis-19083	81	3	bbp	bbp	NOUN
bracis-19083	81	4	model	model	NOUN
bracis-19083	81	5	was	be	AUX
bracis-19083	81	6	chosen	choose	VERB
bracis-19083	81	7	as	as	ADP
bracis-19083	81	8	a	a	DET
bracis-19083	81	9	means	means	NOUN
bracis-19083	81	10	to	to	PART
bracis-19083	81	11	study	study	VERB
bracis-19083	81	12	how	how	SCONJ
bracis-19083	81	13	different	different	ADJ
bracis-19083	81	14	text	text	NOUN
bracis-19083	81	15	embedding	embed	VERB
bracis-19083	81	16	training	training	NOUN
bracis-19083	81	17	corpora	corpora	NOUN
bracis-19083	81	18	within	within	ADP
bracis-19083	81	19	the	the	DET
bracis-19083	81	20	same	same	ADJ
bracis-19083	81	21	domain	domain	NOUN
bracis-19083	81	22	affected	affect	VERB
bracis-19083	81	23	multimodal	multimodal	NOUN
bracis-19083	81	24	fusion	fusion	NOUN
bracis-19083	81	25	.	.	PUNCT
bracis-19083	82	1	table	table	NOUN
bracis-19083	82	2	1	1	NUM
bracis-19083	82	3	.	.	PUNCT
bracis-19083	83	1	corpora	corpora	VERB
bracis-19083	83	2	and	and	CCONJ
bracis-19083	83	3	token	token	ADJ
bracis-19083	83	4	totals	total	NOUN
bracis-19083	83	5	for	for	ADP
bracis-19083	83	6	each	each	PRON
bracis-19083	83	7	of	of	ADP
bracis-19083	83	8	the	the	DET
bracis-19083	83	9	text	text	NOUN
bracis-19083	83	10	corpora	corpora	NOUN
bracis-19083	83	11	used	use	VERB
bracis-19083	83	12	for	for	ADP
bracis-19083	83	13	training	training	NOUN
bracis-19083	83	14	text	text	NOUN
bracis-19083	83	15	embedding	embed	VERB
bracis-19083	83	16	models.full	models.full	ADJ
bracis-19083	83	17	size	size	NOUN
bracis-19083	83	18	table	table	NOUN
bracis-19083	83	19	the	the	DET
bracis-19083	83	20	visual	visual	ADJ
bracis-19083	83	21	embedding	embed	VERB
bracis-19083	83	22	,	,	PUNCT
bracis-19083	83	23	henceforth	henceforth	ADV
bracis-19083	83	24	referred	refer	VERB
bracis-19083	83	25	to	to	ADP
bracis-19083	83	26	as	as	ADP
bracis-19083	83	27	the	the	DET
bracis-19083	83	28	imagenet	imagenet	NOUN
bracis-19083	83	29	embedding	embed	VERB
bracis-19083	83	30	,	,	PUNCT
bracis-19083	83	31	is	be	AUX
bracis-19083	83	32	derived	derive	VERB
bracis-19083	83	33	from	from	ADP
bracis-19083	83	34	collell	collell	PROPN
bracis-19083	83	35	et	et	PROPN
bracis-19083	83	36	al	al	PROPN
bracis-19083	83	37	.	.	PROPN
bracis-19083	83	38	’s	’s	PART
bracis-19083	83	39	(	(	PUNCT
bracis-19083	83	40	2017	2017	NUM
bracis-19083	83	41	)	)	PUNCT
bracis-19083	83	42	 	 	SPACE
bracis-19083	84	1	[	[	X
bracis-19083	84	2	3	3	NUM
bracis-19083	84	3	]	]	X
bracis-19083	84	4	work	work	NOUN
bracis-19083	84	5	,	,	PUNCT
bracis-19083	84	6	as	as	SCONJ
bracis-19083	84	7	they	they	PRON
bracis-19083	84	8	made	make	VERB
bracis-19083	84	9	their	their	PRON
bracis-19083	84	10	original	original	ADJ
bracis-19083	84	11	visual	visual	ADJ
bracis-19083	84	12	embeddings	embedding	NOUN
bracis-19083	84	13	created	create	VERB
bracis-19083	84	14	using	use	VERB
bracis-19083	84	15	imagenet	imagenet	NOUN
bracis-19083	84	16	freely	freely	ADV
bracis-19083	84	17	availablefootnote	availablefootnote	VERB
bracis-19083	84	18	6	6	NUM
bracis-19083	84	19	.	.	PUNCT
bracis-19083	85	1	the	the	DET
bracis-19083	85	2	individual	individual	ADJ
bracis-19083	85	3	embeddings	embedding	NOUN
bracis-19083	85	4	were	be	AUX
bracis-19083	85	5	paired	pair	VERB
bracis-19083	85	6	with	with	ADP
bracis-19083	85	7	english	english	ADJ
bracis-19083	85	8	language	language	NOUN
bracis-19083	85	9	terms	term	NOUN
bracis-19083	85	10	from	from	ADP
bracis-19083	85	11	the	the	DET
bracis-19083	85	12	english	english	PROPN
bracis-19083	85	13	language	language	PROPN
bracis-19083	85	14	wordnet	wordnet	NOUN
bracis-19083	85	15	,	,	PUNCT
bracis-19083	85	16	however	however	ADV
bracis-19083	85	17	,	,	PUNCT
bracis-19083	85	18	and	and	CCONJ
bracis-19083	85	19	so	so	ADV
bracis-19083	85	20	needed	need	VERB
bracis-19083	85	21	to	to	PART
bracis-19083	85	22	be	be	AUX
bracis-19083	85	23	translated	translate	VERB
bracis-19083	85	24	before	before	ADP
bracis-19083	85	25	use	use	NOUN
bracis-19083	85	26	with	with	ADP
bracis-19083	85	27	portuguese	portuguese	ADJ
bracis-19083	85	28	language	language	NOUN
bracis-19083	85	29	textual	textual	ADJ
bracis-19083	85	30	embeddings	embedding	NOUN
bracis-19083	85	31	.	.	PUNCT
bracis-19083	86	1	in	in	ADP
bracis-19083	86	2	order	order	NOUN
bracis-19083	86	3	to	to	PART
bracis-19083	86	4	translate	translate	VERB
bracis-19083	86	5	the	the	DET
bracis-19083	86	6	english	english	PROPN
bracis-19083	86	7	terms	term	NOUN
bracis-19083	86	8	,	,	PUNCT
bracis-19083	86	9	openwordnet	openwordnet	NOUN
bracis-19083	86	10	-	-	PUNCT
bracis-19083	86	11	pt	pt	NOUN
bracis-19083	86	12	 	 	SPACE
bracis-19083	86	13	[	[	NOUN
bracis-19083	86	14	13	13	NUM
bracis-19083	86	15	]	]	PUNCT
bracis-19083	86	16	,	,	PUNCT
bracis-19083	86	17	an	an	DET
bracis-19083	86	18	open	open	ADJ
bracis-19083	86	19	brazilian	brazilian	ADJ
bracis-19083	86	20	wordnet	wordnet	NOUN
bracis-19083	86	21	available	available	ADJ
bracis-19083	86	22	onlinefootnote	onlinefootnote	ADJ
bracis-19083	86	23	7	7	NUM
bracis-19083	86	24	,	,	PUNCT
bracis-19083	86	25	was	be	AUX
bracis-19083	86	26	used	use	VERB
bracis-19083	86	27	.	.	PUNCT
bracis-19083	87	1	since	since	SCONJ
bracis-19083	87	2	the	the	DET
bracis-19083	87	3	codes	code	NOUN
bracis-19083	87	4	used	use	VERB
bracis-19083	87	5	to	to	PART
bracis-19083	87	6	refer	refer	VERB
bracis-19083	87	7	to	to	ADP
bracis-19083	87	8	each	each	DET
bracis-19083	87	9	term	term	NOUN
bracis-19083	87	10	in	in	ADP
bracis-19083	87	11	both	both	DET
bracis-19083	87	12	wordnets	wordnet	NOUN
bracis-19083	87	13	were	be	AUX
bracis-19083	87	14	the	the	DET
bracis-19083	87	15	same	same	ADJ
bracis-19083	87	16	,	,	PUNCT
bracis-19083	87	17	and	and	CCONJ
bracis-19083	87	18	collell	collell	VERB
bracis-19083	87	19	et	et	PROPN
bracis-19083	87	20	al	al	PROPN
bracis-19083	87	21	.	.	PROPN
bracis-19083	88	1	(	(	PUNCT
bracis-19083	88	2	2017	2017	NUM
bracis-19083	88	3	)	)	PUNCT
bracis-19083	88	4	also	also	ADV
bracis-19083	88	5	shared	share	VERB
bracis-19083	88	6	the	the	DET
bracis-19083	88	7	wordnet	wordnet	NOUN
bracis-19083	88	8	code	code	NOUN
bracis-19083	88	9	for	for	ADP
bracis-19083	88	10	each	each	DET
bracis-19083	88	11	term	term	NOUN
bracis-19083	88	12	,	,	PUNCT
bracis-19083	88	13	about	about	ADP
bracis-19083	88	14	5000	5000	NUM
bracis-19083	88	15	of	of	ADP
bracis-19083	88	16	the	the	DET
bracis-19083	88	17	 	 	SPACE
bracis-19083	88	18	18000	18000	NUM
bracis-19083	88	19	original	original	ADJ
bracis-19083	88	20	text	text	NOUN
bracis-19083	88	21	-	-	PUNCT
bracis-19083	88	22	visual	visual	ADJ
bracis-19083	88	23	embedding	embed	VERB
bracis-19083	88	24	pairs	pair	NOUN
bracis-19083	88	25	were	be	AUX
bracis-19083	88	26	successfully	successfully	ADV
bracis-19083	88	27	translated	translate	VERB
bracis-19083	88	28	into	into	ADP
bracis-19083	88	29	brazilian	brazilian	ADJ
bracis-19083	88	30	portuguese	portuguese	ADJ
bracis-19083	88	31	unigrams	unigram	NOUN
bracis-19083	88	32	.	.	PUNCT
bracis-19083	89	1	this	this	PRON
bracis-19083	89	2	resulted	result	VERB
bracis-19083	89	3	in	in	ADP
bracis-19083	89	4	what	what	PRON
bracis-19083	89	5	we	we	PRON
bracis-19083	89	6	believe	believe	VERB
bracis-19083	89	7	to	to	PART
bracis-19083	89	8	be	be	AUX
bracis-19083	89	9	the	the	DET
bracis-19083	89	10	first	first	ADJ
bracis-19083	89	11	visual	visual	ADJ
bracis-19083	89	12	embedding	embed	VERB
bracis-19083	89	13	dataset	dataset	NOUN
bracis-19083	89	14	paired	pair	VERB
bracis-19083	89	15	with	with	ADP
bracis-19083	89	16	brazilian	brazilian	ADJ
bracis-19083	89	17	portuguese	portuguese	ADJ
bracis-19083	89	18	terms	term	NOUN
bracis-19083	89	19	,	,	PUNCT
bracis-19083	89	20	made	make	VERB
bracis-19083	89	21	available	available	ADJ
bracis-19083	89	22	through	through	ADP
bracis-19083	89	23	our	our	PRON
bracis-19083	89	24	github	github	PROPN
bracis-19083	89	25	pagefootnote	pagefootnote	NOUN
bracis-19083	89	26	8	8	NUM
bracis-19083	89	27	.	.	NOUN
bracis-19083	89	28	3.2	3.2	NUM
bracis-19083	89	29	dealing	deal	VERB
bracis-19083	89	30	with	with	ADP
bracis-19083	89	31	the	the	DET
bracis-19083	89	32	information	information	NOUN
bracis-19083	89	33	gap	gap	NOUN
bracis-19083	89	34	the	the	DET
bracis-19083	89	35	great	great	ADJ
bracis-19083	89	36	imbalance	imbalance	NOUN
bracis-19083	89	37	between	between	ADP
bracis-19083	89	38	visual	visual	ADJ
bracis-19083	89	39	embeddings	embedding	NOUN
bracis-19083	89	40	and	and	CCONJ
bracis-19083	89	41	text	text	NOUN
bracis-19083	89	42	embeddings	embedding	NOUN
bracis-19083	89	43	becomes	become	VERB
bracis-19083	89	44	clear	clear	ADJ
bracis-19083	89	45	when	when	SCONJ
bracis-19083	89	46	comparing	compare	VERB
bracis-19083	89	47	the	the	DET
bracis-19083	89	48	roughly	roughly	ADV
bracis-19083	89	49	5000	5000	NUM
bracis-19083	89	50	terms	term	NOUN
bracis-19083	89	51	of	of	ADP
bracis-19083	89	52	the	the	DET
bracis-19083	89	53	imagenet	imagenet	NOUN
bracis-19083	89	54	embedding	embed	VERB
bracis-19083	89	55	to	to	ADP
bracis-19083	89	56	the	the	DET
bracis-19083	89	57	textual	textual	ADJ
bracis-19083	89	58	embedding	embed	VERB
bracis-19083	89	59	vocabularies	vocabulary	NOUN
bracis-19083	89	60	shown	show	VERB
bracis-19083	89	61	in	in	ADP
bracis-19083	89	62	table	table	NOUN
bracis-19083	89	63	 	 	SPACE
bracis-19083	89	64	1	1	NUM
bracis-19083	89	65	.	.	PUNCT
bracis-19083	90	1	in	in	ADP
bracis-19083	90	2	order	order	NOUN
bracis-19083	90	3	to	to	PART
bracis-19083	90	4	ameliorate	ameliorate	VERB
bracis-19083	90	5	this	this	DET
bracis-19083	90	6	problem	problem	NOUN
bracis-19083	90	7	,	,	PUNCT
bracis-19083	90	8	the	the	DET
bracis-19083	90	9	“	"	PUNCT
bracis-19083	90	10	imagined	imagined	ADJ
bracis-19083	90	11	embeddings	embedding	NOUN
bracis-19083	90	12	”	"	PUNCT
bracis-19083	90	13	architecture	architecture	NOUN
bracis-19083	90	14	described	describe	VERB
bracis-19083	90	15	in	in	ADP
bracis-19083	90	16	collell	collell	PROPN
bracis-19083	90	17	et	et	PROPN
bracis-19083	90	18	al	al	PROPN
bracis-19083	90	19	.	.	PROPN
bracis-19083	91	1	(	(	PUNCT
bracis-19083	91	2	2017	2017	NUM
bracis-19083	91	3	)	)	PUNCT
bracis-19083	91	4	 	 	SPACE
bracis-19083	92	1	[	[	X
bracis-19083	92	2	3	3	X
bracis-19083	92	3	]	]	PUNCT
bracis-19083	92	4	was	be	AUX
bracis-19083	92	5	used	use	VERB
bracis-19083	92	6	.	.	PUNCT
bracis-19083	93	1	as	as	SCONJ
bracis-19083	93	2	exemplified	exemplify	VERB
bracis-19083	93	3	in	in	ADP
bracis-19083	93	4	fig	fig	NOUN
bracis-19083	93	5	.	.	PUNCT
bracis-19083	93	6	 	 	SPACE
bracis-19083	94	1	1	1	NUM
bracis-19083	94	2	,	,	PUNCT
bracis-19083	94	3	textual	textual	ADJ
bracis-19083	94	4	embedding	embed	VERB
bracis-19083	94	5	-	-	ADJ
bracis-19083	94	6	visual	visual	ADJ
bracis-19083	94	7	embedding	embed	VERB
bracis-19083	94	8	pairs	pair	NOUN
bracis-19083	94	9	are	be	AUX
bracis-19083	94	10	created	create	VERB
bracis-19083	94	11	for	for	ADP
bracis-19083	94	12	the	the	DET
bracis-19083	94	13	terms	term	NOUN
bracis-19083	94	14	present	present	ADJ
bracis-19083	94	15	in	in	ADP
bracis-19083	94	16	the	the	DET
bracis-19083	94	17	visual	visual	ADJ
bracis-19083	94	18	embedding	embed	VERB
bracis-19083	94	19	vocabulary	vocabulary	NOUN
bracis-19083	94	20	,	,	PUNCT
bracis-19083	94	21	w	w	NOUN
bracis-19083	94	22	,	,	PUNCT
bracis-19083	94	23	and	and	CCONJ
bracis-19083	94	24	used	use	VERB
bracis-19083	94	25	to	to	PART
bracis-19083	94	26	train	train	VERB
bracis-19083	94	27	a	a	DET
bracis-19083	94	28	feed	feed	NOUN
bracis-19083	94	29	-	-	PUNCT
bracis-19083	94	30	forward	forward	ADV
bracis-19083	94	31	neural	neural	ADJ
bracis-19083	94	32	network	network	NOUN
bracis-19083	94	33	.	.	PUNCT
bracis-19083	95	1	it	it	PRON
bracis-19083	95	2	does	do	VERB
bracis-19083	95	3	this	this	PRON
bracis-19083	95	4	by	by	ADP
bracis-19083	95	5	inputting	inputte	VERB
bracis-19083	95	6	the	the	DET
bracis-19083	95	7	textual	textual	ADJ
bracis-19083	95	8	embedding	embed	VERB
bracis-19083	95	9	\(\overrightarrow{l_x}\	\(\overrightarrow{l_x}\	NOUN
bracis-19083	95	10	)	)	PUNCT
bracis-19083	95	11	into	into	ADP
bracis-19083	95	12	the	the	DET
bracis-19083	95	13	nn	nn	NOUN
bracis-19083	95	14	,	,	PUNCT
bracis-19083	95	15	and	and	CCONJ
bracis-19083	95	16	expecting	expect	VERB
bracis-19083	95	17	the	the	DET
bracis-19083	95	18	visual	visual	ADJ
bracis-19083	95	19	embedding	embed	VERB
bracis-19083	95	20	\(\overrightarrow{v_x}\	\(\overrightarrow{v_x}\	PROPN
bracis-19083	95	21	)	)	PUNCT
bracis-19083	95	22	as	as	ADP
bracis-19083	95	23	an	an	DET
bracis-19083	95	24	output	output	NOUN
bracis-19083	95	25	,	,	PUNCT
bracis-19083	95	26	where	where	SCONJ
bracis-19083	95	27	the	the	DET
bracis-19083	95	28	\(w_x\	\(w_x\	NOUN
bracis-19083	95	29	)	)	PUNCT
bracis-19083	95	30	is	be	AUX
bracis-19083	95	31	the	the	DET
bracis-19083	95	32	term	term	NOUN
bracis-19083	95	33	being	be	AUX
bracis-19083	95	34	learned	learn	VERB
bracis-19083	95	35	.	.	PUNCT
bracis-19083	96	1	once	once	ADV
bracis-19083	96	2	this	this	DET
bracis-19083	96	3	textual	textual	ADJ
bracis-19083	96	4	-	-	PUNCT
bracis-19083	96	5	visual	visual	ADJ
bracis-19083	96	6	translation	translation	NOUN
bracis-19083	96	7	,	,	PUNCT
bracis-19083	96	8	f	f	AUX
bracis-19083	96	9	,	,	PUNCT
bracis-19083	96	10	is	be	AUX
bracis-19083	96	11	learned	learn	VERB
bracis-19083	96	12	by	by	ADP
bracis-19083	96	13	the	the	DET
bracis-19083	96	14	network	network	NOUN
bracis-19083	96	15	,	,	PUNCT
bracis-19083	96	16	it	it	PRON
bracis-19083	96	17	can	can	AUX
bracis-19083	96	18	be	be	AUX
bracis-19083	96	19	extrapolated	extrapolate	VERB
bracis-19083	96	20	into	into	ADP
bracis-19083	96	21	terms	term	NOUN
bracis-19083	96	22	without	without	ADP
bracis-19083	96	23	visual	visual	ADJ
bracis-19083	96	24	counterparts	counterpart	NOUN
bracis-19083	96	25	,	,	PUNCT
bracis-19083	96	26	creating	create	VERB
bracis-19083	96	27	“	"	PUNCT
bracis-19083	96	28	imagined	imagine	VERB
bracis-19083	96	29	”	"	PUNCT
bracis-19083	96	30	visual	visual	ADJ
bracis-19083	96	31	embeddings	embedding	NOUN
bracis-19083	96	32	for	for	ADP
bracis-19083	96	33	the	the	DET
bracis-19083	96	34	entire	entire	ADJ
bracis-19083	96	35	vocabulary	vocabulary	NOUN
bracis-19083	96	36	represented	represent	VERB
bracis-19083	96	37	by	by	ADP
bracis-19083	96	38	the	the	DET
bracis-19083	96	39	textual	textual	NOUN
bracis-19083	96	40	embedding	embed	VERB
bracis-19083	96	41	that	that	PRON
bracis-19083	96	42	was	be	AUX
bracis-19083	96	43	translated	translate	VERB
bracis-19083	96	44	.	.	PUNCT
bracis-19083	97	1	fig	fig	NOUN
bracis-19083	97	2	.	.	PUNCT
bracis-19083	98	1	1	1	NUM
bracis-19083	98	2	.	.	X
bracis-19083	98	3	example	example	NOUN
bracis-19083	98	4	of	of	ADP
bracis-19083	98	5	the	the	DET
bracis-19083	98	6	architecture	architecture	NOUN
bracis-19083	98	7	used	use	VERB
bracis-19083	98	8	by	by	ADP
bracis-19083	98	9	collell	collell	PROPN
bracis-19083	98	10	et	et	PROPN
bracis-19083	98	11	al	al	PROPN
bracis-19083	98	12	.	.	PROPN
bracis-19083	99	1	(	(	PUNCT
bracis-19083	99	2	2017	2017	NUM
bracis-19083	99	3	)	)	PUNCT
bracis-19083	99	4	.	.	PUNCT
bracis-19083	100	1	the	the	DET
bracis-19083	100	2	imagined	imagine	VERB
bracis-19083	100	3	representations	representation	NOUN
bracis-19083	100	4	are	be	AUX
bracis-19083	100	5	the	the	DET
bracis-19083	100	6	outputs	output	NOUN
bracis-19083	100	7	of	of	ADP
bracis-19083	100	8	a	a	DET
bracis-19083	100	9	text	text	NOUN
bracis-19083	100	10	-	-	PUNCT
bracis-19083	100	11	to	to	ADP
bracis-19083	100	12	-	-	PUNCT
bracis-19083	100	13	vision	vision	NOUN
bracis-19083	100	14	mapping	mapping	NOUN
bracis-19083	100	15	,	,	PUNCT
bracis-19083	100	16	f.	f.	PROPN
bracis-19083	100	17	image	image	PROPN
bracis-19083	100	18	created	create	VERB
bracis-19083	100	19	by	by	ADP
bracis-19083	100	20	collell	collell	PROPN
bracis-19083	100	21	et	et	PROPN
bracis-19083	100	22	 	 	SPACE
bracis-19083	100	23	al	al	PROPN
bracis-19083	100	24	.	.	PROPN
bracis-19083	101	1	(	(	PUNCT
bracis-19083	101	2	2017	2017	NUM
bracis-19083	101	3	)	)	PUNCT
bracis-19083	101	4	 	 	SPACE
bracis-19083	102	1	[	[	X
bracis-19083	102	2	3	3	X
bracis-19083	102	3	]	]	X
bracis-19083	102	4	full	full	ADJ
bracis-19083	102	5	size	size	NOUN
bracis-19083	102	6	image	image	NOUN
bracis-19083	102	7	our	our	PRON
bracis-19083	102	8	imagined	imagine	VERB
bracis-19083	102	9	embedding	embed	VERB
bracis-19083	102	10	networks	network	NOUN
bracis-19083	102	11	used	use	VERB
bracis-19083	102	12	the	the	DET
bracis-19083	102	13	following	follow	VERB
bracis-19083	102	14	parameters	parameter	NOUN
bracis-19083	102	15	:	:	PUNCT
bracis-19083	102	16	0.25	0.25	NUM
bracis-19083	102	17	dropout	dropout	NOUN
bracis-19083	102	18	;	;	PUNCT
bracis-19083	102	19	0.1	0.1	NUM
bracis-19083	102	20	learning	learning	NOUN
bracis-19083	102	21	rate	rate	NOUN
bracis-19083	102	22	,	,	PUNCT
bracis-19083	102	23	sgd	sgd	PROPN
bracis-19083	102	24	optimization	optimization	NOUN
bracis-19083	102	25	;	;	PUNCT
bracis-19083	102	26	mse	mse	PROPN
bracis-19083	102	27	based	base	VERB
bracis-19083	102	28	loss	loss	NOUN
bracis-19083	102	29	;	;	PUNCT
bracis-19083	102	30	1	1	NUM
bracis-19083	102	31	hidden	hide	VERB
bracis-19083	102	32	layer	layer	NOUN
bracis-19083	102	33	with	with	ADP
bracis-19083	102	34	200	200	NUM
bracis-19083	102	35	nodes	node	NOUN
bracis-19083	102	36	;	;	PUNCT
bracis-19083	102	37	and	and	CCONJ
bracis-19083	102	38	a	a	DET
bracis-19083	102	39	tanh	tanh	NOUN
bracis-19083	102	40	activation	activation	NOUN
bracis-19083	102	41	function	function	NOUN
bracis-19083	102	42	.	.	PUNCT
bracis-19083	103	1	as	as	SCONJ
bracis-19083	103	2	was	be	AUX
bracis-19083	103	3	done	do	VERB
bracis-19083	103	4	in	in	ADP
bracis-19083	103	5	collell	collell	PROPN
bracis-19083	103	6	et	et	PROPN
bracis-19083	103	7	al	al	PROPN
bracis-19083	103	8	.	.	PROPN
bracis-19083	104	1	(	(	PUNCT
bracis-19083	104	2	2017	2017	NUM
bracis-19083	104	3	)	)	PUNCT
bracis-19083	104	4	,	,	PUNCT
bracis-19083	104	5	we	we	PRON
bracis-19083	104	6	chose	choose	VERB
bracis-19083	104	7	certain	certain	ADJ
bracis-19083	104	8	epoch	epoch	NOUN
bracis-19083	104	9	thresholds	threshold	NOUN
bracis-19083	104	10	to	to	PART
bracis-19083	104	11	test	test	VERB
bracis-19083	104	12	.	.	PUNCT
bracis-19083	105	1	these	these	PRON
bracis-19083	105	2	were	be	AUX
bracis-19083	105	3	25	25	NUM
bracis-19083	105	4	,	,	PUNCT
bracis-19083	105	5	50	50	NUM
bracis-19083	105	6	,	,	PUNCT
bracis-19083	105	7	100	100	NUM
bracis-19083	105	8	,	,	PUNCT
bracis-19083	105	9	and	and	CCONJ
bracis-19083	105	10	150	150	NUM
bracis-19083	105	11	epochs	epoch	NOUN
bracis-19083	105	12	for	for	ADP
bracis-19083	105	13	each	each	DET
bracis-19083	105	14	model	model	NOUN
bracis-19083	105	15	.	.	PUNCT
bracis-19083	106	1	the	the	DET
bracis-19083	106	2	translated	translate	VERB
bracis-19083	106	3	imagenet	imagenet	NOUN
bracis-19083	106	4	embeddings	embedding	NOUN
bracis-19083	106	5	were	be	AUX
bracis-19083	106	6	used	use	VERB
bracis-19083	106	7	to	to	PART
bracis-19083	106	8	train	train	VERB
bracis-19083	106	9	these	these	DET
bracis-19083	106	10	imagined	imagine	VERB
bracis-19083	106	11	embeddings	embedding	NOUN
bracis-19083	106	12	for	for	ADP
bracis-19083	106	13	each	each	DET
bracis-19083	106	14	text	text	NOUN
bracis-19083	106	15	model	model	NOUN
bracis-19083	106	16	.	.	PUNCT
bracis-19083	107	1	notably	notably	ADV
bracis-19083	107	2	,	,	PUNCT
bracis-19083	107	3	the	the	DET
bracis-19083	107	4	work	work	NOUN
bracis-19083	107	5	discusses	discuss	VERB
bracis-19083	107	6	that	that	SCONJ
bracis-19083	107	7	while	while	SCONJ
bracis-19083	107	8	these	these	DET
bracis-19083	107	9	imagined	imagine	VERB
bracis-19083	107	10	embeddings	embedding	NOUN
bracis-19083	107	11	are	be	AUX
bracis-19083	107	12	valuable	valuable	ADJ
bracis-19083	107	13	aggregates	aggregate	NOUN
bracis-19083	107	14	to	to	ADP
bracis-19083	107	15	common	common	ADJ
bracis-19083	107	16	embeddings	embedding	NOUN
bracis-19083	107	17	,	,	PUNCT
bracis-19083	107	18	substituting	substitute	VERB
bracis-19083	107	19	the	the	DET
bracis-19083	107	20	textual	textual	ADJ
bracis-19083	107	21	embeddings	embedding	NOUN
bracis-19083	107	22	completely	completely	ADV
bracis-19083	107	23	with	with	ADP
bracis-19083	107	24	these	these	DET
bracis-19083	107	25	“	"	PUNCT
bracis-19083	107	26	imagined	imagined	ADJ
bracis-19083	107	27	embeddings	embedding	NOUN
bracis-19083	107	28	”	"	PUNCT
bracis-19083	107	29	yields	yield	NOUN
bracis-19083	107	30	worse	bad	ADJ
bracis-19083	107	31	results	result	NOUN
bracis-19083	107	32	.	.	PUNCT
bracis-19083	108	1	additionally	additionally	ADV
bracis-19083	108	2	,	,	PUNCT
bracis-19083	108	3	in	in	ADP
bracis-19083	108	4	a	a	DET
bracis-19083	108	5	follow	follow	VERB
bracis-19083	108	6	-	-	PUNCT
bracis-19083	108	7	up	up	ADP
bracis-19083	108	8	paper	paper	NOUN
bracis-19083	108	9	,	,	PUNCT
bracis-19083	108	10	collell	collell	VERB
bracis-19083	108	11	et	et	NOUN
bracis-19083	108	12	al	al	PROPN
bracis-19083	108	13	.	.	PUNCT
bracis-19083	109	1	(	(	PUNCT
bracis-19083	109	2	2018	2018	NUM
bracis-19083	109	3	)	)	PUNCT
bracis-19083	109	4	 	 	SPACE
bracis-19083	110	1	[	[	X
bracis-19083	110	2	2	2	X
bracis-19083	110	3	]	]	PUNCT
bracis-19083	110	4	highlighted	highlight	VERB
bracis-19083	110	5	several	several	ADJ
bracis-19083	110	6	problems	problem	NOUN
bracis-19083	110	7	with	with	ADP
bracis-19083	110	8	this	this	DET
bracis-19083	110	9	architecture	architecture	NOUN
bracis-19083	110	10	,	,	PUNCT
bracis-19083	110	11	such	such	ADJ
bracis-19083	110	12	as	as	ADP
bracis-19083	110	13	the	the	DET
bracis-19083	110	14	fact	fact	NOUN
bracis-19083	110	15	that	that	SCONJ
bracis-19083	110	16	they	they	PRON
bracis-19083	110	17	do	do	AUX
bracis-19083	110	18	not	not	PART
bracis-19083	110	19	fully	fully	ADV
bracis-19083	110	20	mimic	mimic	VERB
bracis-19083	110	21	the	the	DET
bracis-19083	110	22	behaviour	behaviour	NOUN
bracis-19083	110	23	of	of	ADP
bracis-19083	110	24	proper	proper	ADJ
bracis-19083	110	25	visual	visual	ADJ
bracis-19083	110	26	embeddings	embedding	NOUN
bracis-19083	110	27	to	to	ADP
bracis-19083	110	28	the	the	DET
bracis-19083	110	29	desired	desire	VERB
bracis-19083	110	30	degree	degree	NOUN
bracis-19083	110	31	.	.	PUNCT
bracis-19083	111	1	it	it	PRON
bracis-19083	111	2	remains	remain	VERB
bracis-19083	111	3	,	,	PUNCT
bracis-19083	111	4	however	however	ADV
bracis-19083	111	5	,	,	PUNCT
bracis-19083	111	6	that	that	SCONJ
bracis-19083	111	7	when	when	SCONJ
bracis-19083	111	8	combined	combine	VERB
bracis-19083	111	9	with	with	ADP
bracis-19083	111	10	the	the	DET
bracis-19083	111	11	original	original	ADJ
bracis-19083	111	12	textual	textual	ADJ
bracis-19083	111	13	embeddings	embedding	NOUN
bracis-19083	111	14	,	,	PUNCT
bracis-19083	111	15	these	these	DET
bracis-19083	111	16	“	"	PUNCT
bracis-19083	111	17	imagined	imagined	ADJ
bracis-19083	111	18	embeddings	embedding	NOUN
bracis-19083	111	19	”	"	PUNCT
bracis-19083	111	20	do	do	AUX
bracis-19083	111	21	positively	positively	ADV
bracis-19083	111	22	affect	affect	VERB
bracis-19083	111	23	results	result	NOUN
bracis-19083	111	24	in	in	ADP
bracis-19083	111	25	intrinsic	intrinsic	ADJ
bracis-19083	111	26	tasks	task	NOUN
bracis-19083	111	27	such	such	ADJ
bracis-19083	111	28	as	as	ADP
bracis-19083	111	29	word	word	NOUN
bracis-19083	111	30	relatedness	relatedness	NOUN
bracis-19083	111	31	.	.	PUNCT
bracis-19083	112	1	3.3	3.3	NUM
bracis-19083	112	2	fusion	fusion	NOUN
bracis-19083	112	3	techniques	technique	NOUN
bracis-19083	112	4	two	two	NUM
bracis-19083	112	5	fusion	fusion	NOUN
bracis-19083	112	6	techniques	technique	NOUN
bracis-19083	112	7	were	be	AUX
bracis-19083	112	8	tested	test	VERB
bracis-19083	112	9	in	in	ADP
bracis-19083	112	10	this	this	DET
bracis-19083	112	11	work	work	NOUN
bracis-19083	112	12	:	:	PUNCT
bracis-19083	112	13	concatenation	concatenation	NOUN
bracis-19083	112	14	and	and	CCONJ
bracis-19083	112	15	auto	auto	NOUN
bracis-19083	112	16	-	-	PUNCT
bracis-19083	112	17	encoding	encoding	NOUN
bracis-19083	112	18	.	.	PUNCT
bracis-19083	113	1	concatenation	concatenation	PROPN
bracis-19083	113	2	was	be	AUX
bracis-19083	113	3	performed	perform	VERB
bracis-19083	113	4	as	as	ADP
bracis-19083	113	5	detailed	detailed	ADJ
bracis-19083	113	6	in	in	ADP
bracis-19083	113	7	collell	collell	PROPN
bracis-19083	113	8	et	et	PROPN
bracis-19083	113	9	al	al	PROPN
bracis-19083	113	10	.	.	PROPN
bracis-19083	114	1	(	(	PUNCT
bracis-19083	114	2	2017	2017	NUM
bracis-19083	114	3	)	)	PUNCT
bracis-19083	114	4	,	,	PUNCT
bracis-19083	114	5	but	but	CCONJ
bracis-19083	114	6	for	for	ADP
bracis-19083	114	7	the	the	DET
bracis-19083	114	8	portuguese	portuguese	ADJ
bracis-19083	114	9	language	language	NOUN
bracis-19083	114	10	,	,	PUNCT
bracis-19083	115	1	while	while	SCONJ
bracis-19083	115	2	auto	auto	NOUN
bracis-19083	115	3	-	-	PUNCT
bracis-19083	115	4	encoding	encoding	NOUN
bracis-19083	115	5	was	be	AUX
bracis-19083	115	6	inspired	inspire	VERB
bracis-19083	115	7	by	by	ADP
bracis-19083	115	8	the	the	DET
bracis-19083	115	9	work	work	NOUN
bracis-19083	115	10	of	of	ADP
bracis-19083	115	11	silberer	silberer	NOUN
bracis-19083	115	12	and	and	CCONJ
bracis-19083	115	13	lapata	lapata	ADJ
bracis-19083	115	14	(	(	PUNCT
bracis-19083	115	15	2014	2014	NUM
bracis-19083	115	16	)	)	PUNCT
bracis-19083	115	17	 	 	SPACE
bracis-19083	116	1	[	[	X
bracis-19083	116	2	18	18	NUM
bracis-19083	116	3	]	]	PUNCT
bracis-19083	116	4	and	and	CCONJ
bracis-19083	116	5	adapted	adapt	VERB
bracis-19083	116	6	to	to	PART
bracis-19083	116	7	work	work	VERB
bracis-19083	116	8	with	with	ADP
bracis-19083	116	9	our	our	PRON
bracis-19083	116	10	resources	resource	NOUN
bracis-19083	116	11	.	.	PUNCT
bracis-19083	117	1	furthermore	furthermore	ADV
bracis-19083	117	2	,	,	PUNCT
bracis-19083	117	3	in	in	ADP
bracis-19083	117	4	order	order	NOUN
bracis-19083	117	5	to	to	PART
bracis-19083	117	6	perform	perform	VERB
bracis-19083	117	7	this	this	DET
bracis-19083	117	8	kind	kind	NOUN
bracis-19083	117	9	of	of	ADP
bracis-19083	117	10	fusion	fusion	NOUN
bracis-19083	117	11	,	,	PUNCT
bracis-19083	117	12	it	it	PRON
bracis-19083	117	13	is	be	AUX
bracis-19083	117	14	helpful	helpful	ADJ
bracis-19083	117	15	to	to	PART
bracis-19083	117	16	ensure	ensure	VERB
bracis-19083	117	17	that	that	SCONJ
bracis-19083	117	18	all	all	DET
bracis-19083	117	19	fused	fuse	VERB
bracis-19083	117	20	embeddings	embedding	NOUN
bracis-19083	117	21	are	be	AUX
bracis-19083	117	22	in	in	ADP
bracis-19083	117	23	the	the	DET
bracis-19083	117	24	same	same	ADJ
bracis-19083	117	25	scale	scale	NOUN
bracis-19083	117	26	,	,	PUNCT
bracis-19083	117	27	so	so	SCONJ
bracis-19083	117	28	that	that	SCONJ
bracis-19083	117	29	none	none	NOUN
bracis-19083	117	30	can	can	AUX
bracis-19083	117	31	overly	overly	ADV
bracis-19083	117	32	influence	influence	VERB
bracis-19083	117	33	the	the	DET
bracis-19083	117	34	result	result	NOUN
bracis-19083	117	35	simple	simple	ADJ
bracis-19083	117	36	because	because	SCONJ
bracis-19083	117	37	it	it	PRON
bracis-19083	117	38	is	be	AUX
bracis-19083	117	39	presented	present	VERB
bracis-19083	117	40	in	in	ADP
bracis-19083	117	41	a	a	DET
bracis-19083	117	42	larger	large	ADJ
bracis-19083	117	43	scale	scale	NOUN
bracis-19083	117	44	than	than	ADP
bracis-19083	117	45	another	another	PRON
bracis-19083	117	46	.	.	PUNCT
bracis-19083	118	1	to	to	PART
bracis-19083	118	2	do	do	VERB
bracis-19083	118	3	this	this	PRON
bracis-19083	118	4	,	,	PUNCT
bracis-19083	118	5	a	a	DET
bracis-19083	118	6	mathematical	mathematical	ADJ
bracis-19083	118	7	process	process	NOUN
bracis-19083	118	8	called	call	VERB
bracis-19083	118	9	standardization	standardization	NOUN
bracis-19083	118	10	was	be	AUX
bracis-19083	118	11	performed	perform	VERB
bracis-19083	118	12	on	on	ADP
bracis-19083	118	13	the	the	DET
bracis-19083	118	14	embeddings	embedding	NOUN
bracis-19083	118	15	,	,	PUNCT
bracis-19083	118	16	making	make	VERB
bracis-19083	118	17	it	it	PRON
bracis-19083	118	18	so	so	ADV
bracis-19083	118	19	all	all	DET
bracis-19083	118	20	features	feature	NOUN
bracis-19083	118	21	were	be	AUX
bracis-19083	118	22	scaled	scale	VERB
bracis-19083	118	23	according	accord	VERB
bracis-19083	118	24	to	to	ADP
bracis-19083	118	25	a	a	DET
bracis-19083	118	26	standard	standard	ADJ
bracis-19083	118	27	deviation	deviation	NOUN
bracis-19083	118	28	of	of	ADP
bracis-19083	118	29	1	1	NUM
bracis-19083	118	30	and	and	CCONJ
bracis-19083	118	31	had	have	VERB
bracis-19083	118	32	a	a	DET
bracis-19083	118	33	mean	mean	NOUN
bracis-19083	118	34	of	of	ADP
bracis-19083	118	35	0	0	NUM
bracis-19083	118	36	.	.	PUNCT
bracis-19083	119	1	concatenation	concatenation	NOUN
bracis-19083	119	2	fusion	fusion	NOUN
bracis-19083	119	3	.	.	PUNCT
bracis-19083	120	1	this	this	DET
bracis-19083	120	2	technique	technique	NOUN
bracis-19083	120	3	is	be	AUX
bracis-19083	120	4	simple	simple	ADJ
bracis-19083	120	5	:	:	PUNCT
bracis-19083	120	6	concatenate	concatenate	VERB
bracis-19083	120	7	one	one	NUM
bracis-19083	120	8	mode	mode	NOUN
bracis-19083	120	9	’s	’s	PART
bracis-19083	120	10	embeddings	embedding	NOUN
bracis-19083	120	11	to	to	ADP
bracis-19083	120	12	the	the	DET
bracis-19083	120	13	end	end	NOUN
bracis-19083	120	14	of	of	ADP
bracis-19083	120	15	another	another	DET
bracis-19083	120	16	mode	mode	NOUN
bracis-19083	120	17	’s	’s	PART
bracis-19083	120	18	embeddings	embedding	NOUN
bracis-19083	120	19	.	.	PUNCT
bracis-19083	121	1	this	this	PRON
bracis-19083	121	2	effectively	effectively	ADV
bracis-19083	121	3	packages	package	VERB
bracis-19083	121	4	all	all	DET
bracis-19083	121	5	necessary	necessary	ADJ
bracis-19083	121	6	data	datum	NOUN
bracis-19083	121	7	into	into	ADP
bracis-19083	121	8	a	a	DET
bracis-19083	121	9	single	single	ADJ
bracis-19083	121	10	vector	vector	NOUN
bracis-19083	121	11	space	space	NOUN
bracis-19083	121	12	by	by	ADP
bracis-19083	121	13	expanding	expand	VERB
bracis-19083	121	14	the	the	DET
bracis-19083	121	15	dimensionality	dimensionality	NOUN
bracis-19083	121	16	of	of	ADP
bracis-19083	121	17	that	that	DET
bracis-19083	121	18	space	space	NOUN
bracis-19083	121	19	.	.	PUNCT
bracis-19083	122	1	this	this	DET
bracis-19083	122	2	fusion	fusion	NOUN
bracis-19083	122	3	technique	technique	NOUN
bracis-19083	122	4	’s	’s	PART
bracis-19083	122	5	greatest	great	ADJ
bracis-19083	122	6	weakness	weakness	NOUN
bracis-19083	122	7	is	be	AUX
bracis-19083	122	8	the	the	DET
bracis-19083	122	9	fact	fact	NOUN
bracis-19083	122	10	that	that	SCONJ
bracis-19083	122	11	should	should	AUX
bracis-19083	122	12	one	one	NUM
bracis-19083	122	13	embedding	embed	VERB
bracis-19083	122	14	in	in	ADP
bracis-19083	122	15	a	a	DET
bracis-19083	122	16	certain	certain	ADJ
bracis-19083	122	17	mode	mode	NOUN
bracis-19083	122	18	not	not	PART
bracis-19083	122	19	have	have	AUX
bracis-19083	122	20	a	a	DET
bracis-19083	122	21	counterpart	counterpart	NOUN
bracis-19083	122	22	in	in	ADP
bracis-19083	122	23	another	another	DET
bracis-19083	122	24	mode	mode	NOUN
bracis-19083	122	25	(	(	PUNCT
bracis-19083	122	26	as	as	ADV
bracis-19083	122	27	often	often	ADV
bracis-19083	122	28	happens	happen	VERB
bracis-19083	122	29	with	with	ADP
bracis-19083	122	30	text	text	NOUN
bracis-19083	122	31	-	-	PUNCT
bracis-19083	122	32	image	image	NOUN
bracis-19083	122	33	multimodality	multimodality	NOUN
bracis-19083	122	34	,	,	PUNCT
bracis-19083	122	35	e.g.	e.g.	ADV
bracis-19083	122	36	the	the	DET
bracis-19083	122	37	presence	presence	NOUN
bracis-19083	122	38	of	of	ADP
bracis-19083	122	39	a	a	DET
bracis-19083	122	40	textual	textual	NOUN
bracis-19083	122	41	embedding	embed	VERB
bracis-19083	122	42	with	with	ADP
bracis-19083	122	43	no	no	DET
bracis-19083	122	44	counterpart	counterpart	ADJ
bracis-19083	122	45	visual	visual	ADJ
bracis-19083	122	46	embedding	embed	VERB
bracis-19083	122	47	)	)	PUNCT
bracis-19083	122	48	it	it	PRON
bracis-19083	122	49	is	be	AUX
bracis-19083	122	50	not	not	PART
bracis-19083	122	51	possible	possible	ADJ
bracis-19083	122	52	to	to	PART
bracis-19083	122	53	create	create	VERB
bracis-19083	122	54	the	the	DET
bracis-19083	122	55	multimodal	multimodal	NOUN
bracis-19083	122	56	embedding	embed	VERB
bracis-19083	122	57	.	.	PUNCT
bracis-19083	123	1	this	this	DET
bracis-19083	123	2	problem	problem	NOUN
bracis-19083	123	3	is	be	AUX
bracis-19083	123	4	solved	solve	VERB
bracis-19083	123	5	with	with	ADP
bracis-19083	123	6	the	the	DET
bracis-19083	123	7	use	use	NOUN
bracis-19083	123	8	of	of	ADP
bracis-19083	123	9	imagined	imagine	VERB
bracis-19083	123	10	embeddings	embedding	NOUN
bracis-19083	123	11	,	,	PUNCT
bracis-19083	123	12	which	which	PRON
bracis-19083	123	13	,	,	PUNCT
bracis-19083	123	14	though	though	SCONJ
bracis-19083	123	15	not	not	PART
bracis-19083	123	16	perfectly	perfectly	ADV
bracis-19083	123	17	representative	representative	ADJ
bracis-19083	123	18	of	of	ADP
bracis-19083	123	19	an	an	DET
bracis-19083	123	20	actual	actual	ADJ
bracis-19083	123	21	image	image	NOUN
bracis-19083	123	22	embedding	embed	VERB
bracis-19083	123	23	,	,	PUNCT
bracis-19083	123	24	allows	allow	VERB
bracis-19083	123	25	for	for	ADP
bracis-19083	123	26	the	the	DET
bracis-19083	123	27	concatenation	concatenation	NOUN
bracis-19083	123	28	of	of	ADP
bracis-19083	123	29	the	the	DET
bracis-19083	123	30	entire	entire	ADJ
bracis-19083	123	31	vocabulary	vocabulary	NOUN
bracis-19083	123	32	.	.	PUNCT
bracis-19083	124	1	as	as	ADP
bracis-19083	124	2	such	such	ADJ
bracis-19083	124	3	,	,	PUNCT
bracis-19083	124	4	the	the	DET
bracis-19083	124	5	development	development	NOUN
bracis-19083	124	6	of	of	ADP
bracis-19083	124	7	this	this	PRON
bracis-19083	124	8	embedding	embed	VERB
bracis-19083	124	9	required	require	VERB
bracis-19083	124	10	the	the	DET
bracis-19083	124	11	prediction	prediction	NOUN
bracis-19083	124	12	of	of	ADP
bracis-19083	124	13	an	an	DET
bracis-19083	124	14	imagined	imagine	VERB
bracis-19083	124	15	visual	visual	ADJ
bracis-19083	124	16	embedding	embed	VERB
bracis-19083	124	17	for	for	ADP
bracis-19083	124	18	each	each	DET
bracis-19083	124	19	word	word	NOUN
bracis-19083	124	20	in	in	ADP
bracis-19083	124	21	the	the	DET
bracis-19083	124	22	vocabulary	vocabulary	NOUN
bracis-19083	124	23	,	,	PUNCT
bracis-19083	124	24	which	which	PRON
bracis-19083	124	25	was	be	AUX
bracis-19083	124	26	then	then	ADV
bracis-19083	124	27	concatenated	concatenate	VERB
bracis-19083	124	28	with	with	ADP
bracis-19083	124	29	its	its	PRON
bracis-19083	124	30	originating	originating	NOUN
bracis-19083	124	31	word	word	NOUN
bracis-19083	124	32	embedding	embed	VERB
bracis-19083	124	33	.	.	PUNCT
bracis-19083	125	1	this	this	PRON
bracis-19083	125	2	resulted	result	VERB
bracis-19083	125	3	in	in	ADP
bracis-19083	125	4	multimodal	multimodal	NOUN
bracis-19083	125	5	embeddings	embedding	NOUN
bracis-19083	125	6	with	with	ADP
bracis-19083	125	7	larger	large	ADJ
bracis-19083	125	8	feature	feature	NOUN
bracis-19083	125	9	pools	pool	NOUN
bracis-19083	125	10	with	with	ADP
bracis-19083	125	11	which	which	PRON
bracis-19083	125	12	to	to	PART
bracis-19083	125	13	draw	draw	VERB
bracis-19083	125	14	from	from	ADP
bracis-19083	125	15	.	.	PUNCT
bracis-19083	126	1	figure	figure	NOUN
bracis-19083	126	2	 	 	SPACE
bracis-19083	126	3	2	2	NUM
bracis-19083	126	4	presents	present	VERB
bracis-19083	126	5	the	the	DET
bracis-19083	126	6	architecture	architecture	NOUN
bracis-19083	126	7	of	of	ADP
bracis-19083	126	8	the	the	DET
bracis-19083	126	9	concatenated	concatenate	VERB
bracis-19083	126	10	fusion	fusion	NOUN
bracis-19083	126	11	used	use	VERB
bracis-19083	126	12	for	for	ADP
bracis-19083	126	13	every	every	DET
bracis-19083	126	14	word	word	NOUN
bracis-19083	126	15	embedding	embed	VERB
bracis-19083	126	16	in	in	ADP
bracis-19083	126	17	this	this	DET
bracis-19083	126	18	work	work	NOUN
bracis-19083	126	19	.	.	PUNCT
bracis-19083	127	1	fig	fig	NOUN
bracis-19083	127	2	.	.	PUNCT
bracis-19083	128	1	2	2	X
bracis-19083	128	2	.	.	X
bracis-19083	128	3	simplified	simplify	VERB
bracis-19083	128	4	concatenation	concatenation	NOUN
bracis-19083	128	5	fusion	fusion	NOUN
bracis-19083	128	6	architecture	architecture	NOUN
bracis-19083	128	7	.	.	PUNCT
bracis-19083	129	1	full	full	ADJ
bracis-19083	129	2	size	size	NOUN
bracis-19083	129	3	image	image	NOUN
bracis-19083	129	4	auto	auto	NOUN
bracis-19083	129	5	-	-	PUNCT
bracis-19083	129	6	encoding	encoding	NOUN
bracis-19083	129	7	fusion	fusion	NOUN
bracis-19083	129	8	.	.	PUNCT
bracis-19083	130	1	this	this	DET
bracis-19083	130	2	technique	technique	NOUN
bracis-19083	130	3	is	be	AUX
bracis-19083	130	4	performed	perform	VERB
bracis-19083	130	5	by	by	ADP
bracis-19083	130	6	a	a	DET
bracis-19083	130	7	neural	neural	ADJ
bracis-19083	130	8	network	network	NOUN
bracis-19083	130	9	trained	train	VERB
bracis-19083	130	10	to	to	PART
bracis-19083	130	11	predict	predict	VERB
bracis-19083	130	12	an	an	DET
bracis-19083	130	13	output	output	NOUN
bracis-19083	130	14	by	by	ADP
bracis-19083	130	15	using	use	VERB
bracis-19083	130	16	the	the	DET
bracis-19083	130	17	output	output	NOUN
bracis-19083	130	18	itself	itself	PRON
bracis-19083	130	19	as	as	ADP
bracis-19083	130	20	an	an	DET
bracis-19083	130	21	input	input	NOUN
bracis-19083	130	22	.	.	PUNCT
bracis-19083	131	1	once	once	ADV
bracis-19083	131	2	this	this	PRON
bracis-19083	131	3	is	be	AUX
bracis-19083	131	4	done	do	VERB
bracis-19083	131	5	,	,	PUNCT
bracis-19083	131	6	one	one	NUM
bracis-19083	131	7	of	of	ADP
bracis-19083	131	8	the	the	DET
bracis-19083	131	9	hidden	hidden	ADJ
bracis-19083	131	10	layers	layer	NOUN
bracis-19083	131	11	of	of	ADP
bracis-19083	131	12	this	this	DET
bracis-19083	131	13	network	network	NOUN
bracis-19083	131	14	with	with	ADP
bracis-19083	131	15	less	less	ADJ
bracis-19083	131	16	features	feature	NOUN
bracis-19083	131	17	than	than	SCONJ
bracis-19083	131	18	the	the	DET
bracis-19083	131	19	original	original	ADJ
bracis-19083	131	20	input	input	NOUN
bracis-19083	131	21	is	be	AUX
bracis-19083	131	22	extracted	extract	VERB
bracis-19083	131	23	to	to	PART
bracis-19083	131	24	serve	serve	VERB
bracis-19083	131	25	as	as	ADP
bracis-19083	131	26	an	an	DET
bracis-19083	131	27	embedded	embed	VERB
bracis-19083	131	28	version	version	NOUN
bracis-19083	131	29	of	of	ADP
bracis-19083	131	30	the	the	DET
bracis-19083	131	31	input	input	NOUN
bracis-19083	131	32	.	.	PUNCT
bracis-19083	132	1	this	this	PRON
bracis-19083	132	2	serves	serve	VERB
bracis-19083	132	3	to	to	ADP
bracis-19083	132	4	both	both	PRON
bracis-19083	132	5	shorten	shorten	VERB
bracis-19083	132	6	the	the	DET
bracis-19083	132	7	final	final	ADJ
bracis-19083	132	8	embedding	embedding	NOUN
bracis-19083	132	9	,	,	PUNCT
bracis-19083	132	10	and	and	CCONJ
bracis-19083	132	11	to	to	PART
bracis-19083	132	12	fuse	fuse	VERB
bracis-19083	132	13	several	several	ADJ
bracis-19083	132	14	embeddings	embedding	NOUN
bracis-19083	132	15	together	together	ADV
bracis-19083	132	16	.	.	PUNCT
bracis-19083	133	1	this	this	DET
bracis-19083	133	2	fusion	fusion	NOUN
bracis-19083	133	3	,	,	PUNCT
bracis-19083	133	4	in	in	ADP
bracis-19083	133	5	theory	theory	NOUN
bracis-19083	133	6	,	,	PUNCT
bracis-19083	133	7	keeps	keep	VERB
bracis-19083	133	8	the	the	DET
bracis-19083	133	9	most	most	ADV
bracis-19083	133	10	important	important	ADJ
bracis-19083	133	11	features	feature	NOUN
bracis-19083	133	12	and	and	CCONJ
bracis-19083	133	13	fuses	fuse	NOUN
bracis-19083	133	14	less	less	ADV
bracis-19083	133	15	important	important	ADJ
bracis-19083	133	16	features	feature	NOUN
bracis-19083	133	17	together	together	ADV
bracis-19083	133	18	to	to	PART
bracis-19083	133	19	make	make	VERB
bracis-19083	133	20	them	they	PRON
bracis-19083	133	21	more	more	ADV
bracis-19083	133	22	impactful	impactful	ADJ
bracis-19083	133	23	.	.	PUNCT
bracis-19083	134	1	this	this	DET
bracis-19083	134	2	architecture	architecture	NOUN
bracis-19083	134	3	has	have	AUX
bracis-19083	134	4	been	be	AUX
bracis-19083	134	5	used	use	VERB
bracis-19083	134	6	to	to	PART
bracis-19083	134	7	lessen	lessen	VERB
bracis-19083	134	8	the	the	DET
bracis-19083	134	9	impact	impact	NOUN
bracis-19083	134	10	of	of	ADP
bracis-19083	134	11	the	the	DET
bracis-19083	134	12	gap	gap	NOUN
bracis-19083	134	13	between	between	ADP
bracis-19083	134	14	textual	textual	ADJ
bracis-19083	134	15	and	and	CCONJ
bracis-19083	134	16	visual	visual	ADJ
bracis-19083	134	17	information	information	NOUN
bracis-19083	134	18	in	in	ADP
bracis-19083	134	19	the	the	DET
bracis-19083	134	20	literature	literature	NOUN
bracis-19083	134	21	 	 	SPACE
bracis-19083	135	1	[	[	X
bracis-19083	135	2	18	18	NUM
bracis-19083	135	3	]	]	PUNCT
bracis-19083	135	4	.	.	PUNCT
bracis-19083	136	1	in	in	ADP
bracis-19083	136	2	this	this	DET
bracis-19083	136	3	instance	instance	NOUN
bracis-19083	136	4	,	,	PUNCT
bracis-19083	136	5	whenever	whenever	SCONJ
bracis-19083	136	6	there	there	PRON
bracis-19083	136	7	was	be	VERB
bracis-19083	136	8	no	no	DET
bracis-19083	136	9	visual	visual	ADJ
bracis-19083	136	10	pair	pair	NOUN
bracis-19083	136	11	for	for	ADP
bracis-19083	136	12	the	the	DET
bracis-19083	136	13	textual	textual	ADJ
bracis-19083	136	14	embedding	embedding	NOUN
bracis-19083	136	15	,	,	PUNCT
bracis-19083	136	16	a	a	DET
bracis-19083	136	17	zeroed	zero	VERB
bracis-19083	136	18	vector	vector	NOUN
bracis-19083	136	19	was	be	AUX
bracis-19083	136	20	appended	append	VERB
bracis-19083	136	21	to	to	ADP
bracis-19083	136	22	the	the	DET
bracis-19083	136	23	textual	textual	NOUN
bracis-19083	136	24	embedding	embed	VERB
bracis-19083	136	25	for	for	ADP
bracis-19083	136	26	the	the	DET
bracis-19083	136	27	purposes	purpose	NOUN
bracis-19083	136	28	of	of	ADP
bracis-19083	136	29	auto	auto	NOUN
bracis-19083	136	30	-	-	PUNCT
bracis-19083	136	31	encoding	encoding	NOUN
bracis-19083	136	32	.	.	PUNCT
bracis-19083	137	1	the	the	DET
bracis-19083	137	2	architecture	architecture	NOUN
bracis-19083	137	3	presented	present	VERB
bracis-19083	137	4	below	below	ADV
bracis-19083	137	5	is	be	AUX
bracis-19083	137	6	a	a	DET
bracis-19083	137	7	bit	bit	NOUN
bracis-19083	137	8	different	different	ADJ
bracis-19083	137	9	,	,	PUNCT
bracis-19083	137	10	as	as	SCONJ
bracis-19083	137	11	it	it	PRON
bracis-19083	137	12	offers	offer	VERB
bracis-19083	137	13	a	a	DET
bracis-19083	137	14	new	new	ADJ
bracis-19083	137	15	possibility	possibility	NOUN
bracis-19083	137	16	:	:	PUNCT
bracis-19083	137	17	using	use	VERB
bracis-19083	137	18	imagined	imagine	VERB
bracis-19083	137	19	embeddings	embedding	NOUN
bracis-19083	137	20	to	to	PART
bracis-19083	137	21	fill	fill	VERB
bracis-19083	137	22	the	the	DET
bracis-19083	137	23	knowledge	knowledge	NOUN
bracis-19083	137	24	gap	gap	NOUN
bracis-19083	137	25	and	and	CCONJ
bracis-19083	137	26	offer	offer	VERB
bracis-19083	137	27	complete	complete	ADJ
bracis-19083	137	28	feature	feature	NOUN
bracis-19083	137	29	vectors	vector	NOUN
bracis-19083	137	30	for	for	ADP
bracis-19083	137	31	auto	auto	NOUN
bracis-19083	137	32	-	-	PUNCT
bracis-19083	137	33	encoding	encoding	NOUN
bracis-19083	137	34	.	.	PUNCT
bracis-19083	138	1	figure	figure	NOUN
bracis-19083	138	2	 	 	SPACE
bracis-19083	138	3	3	3	NUM
bracis-19083	138	4	presents	present	VERB
bracis-19083	138	5	the	the	DET
bracis-19083	138	6	architecture	architecture	NOUN
bracis-19083	138	7	of	of	ADP
bracis-19083	138	8	the	the	DET
bracis-19083	138	9	auto	auto	NOUN
bracis-19083	138	10	-	-	PUNCT
bracis-19083	138	11	encoded	encode	VERB
bracis-19083	138	12	fusion	fusion	NOUN
bracis-19083	138	13	used	use	VERB
bracis-19083	138	14	for	for	ADP
bracis-19083	138	15	every	every	DET
bracis-19083	138	16	multimodal	multimodal	ADJ
bracis-19083	138	17	word	word	NOUN
bracis-19083	138	18	embedding	embed	VERB
bracis-19083	138	19	in	in	ADP
bracis-19083	138	20	this	this	DET
bracis-19083	138	21	work	work	NOUN
bracis-19083	138	22	fig	fig	NOUN
bracis-19083	138	23	.	.	PUNCT
bracis-19083	139	1	3	3	X
bracis-19083	139	2	.	.	X
bracis-19083	139	3	simplified	simplify	VERB
bracis-19083	139	4	auto	auto	NOUN
bracis-19083	139	5	-	-	PUNCT
bracis-19083	139	6	encoding	encoding	NOUN
bracis-19083	139	7	fusion	fusion	NOUN
bracis-19083	139	8	architecture	architecture	NOUN
bracis-19083	139	9	.	.	PUNCT
bracis-19083	140	1	full	full	ADJ
bracis-19083	140	2	size	size	NOUN
bracis-19083	140	3	image	image	NOUN
bracis-19083	140	4	the	the	DET
bracis-19083	140	5	hidden	hidden	ADJ
bracis-19083	140	6	layers	layer	NOUN
bracis-19083	140	7	are	be	AUX
bracis-19083	140	8	divided	divide	VERB
bracis-19083	140	9	into	into	ADP
bracis-19083	140	10	two	two	NUM
bracis-19083	140	11	encoding	encoding	NOUN
bracis-19083	140	12	layers	layer	NOUN
bracis-19083	140	13	and	and	CCONJ
bracis-19083	140	14	two	two	NUM
bracis-19083	140	15	decoding	decode	VERB
bracis-19083	140	16	layers	layer	NOUN
bracis-19083	140	17	.	.	PUNCT
bracis-19083	141	1	the	the	DET
bracis-19083	141	2	first	first	ADJ
bracis-19083	141	3	encoding	encoding	NOUN
bracis-19083	141	4	layer	layer	NOUN
bracis-19083	141	5	has	have	VERB
bracis-19083	141	6	the	the	DET
bracis-19083	141	7	initial	initial	ADJ
bracis-19083	141	8	input	input	NOUN
bracis-19083	141	9	node	node	ADJ
bracis-19083	141	10	size	size	NOUN
bracis-19083	141	11	of	of	ADP
bracis-19083	141	12	the	the	DET
bracis-19083	141	13	concatenated	concatenate	VERB
bracis-19083	141	14	textual	textual	ADJ
bracis-19083	141	15	-	-	PUNCT
bracis-19083	141	16	visual	visual	ADJ
bracis-19083	141	17	feature	feature	NOUN
bracis-19083	141	18	vector	vector	NOUN
bracis-19083	141	19	and	and	CCONJ
bracis-19083	141	20	an	an	DET
bracis-19083	141	21	output	output	NOUN
bracis-19083	141	22	node	node	NOUN
bracis-19083	141	23	size	size	NOUN
bracis-19083	141	24	of	of	ADP
bracis-19083	141	25	the	the	DET
bracis-19083	141	26	feature	feature	NOUN
bracis-19083	141	27	vector	vector	NOUN
bracis-19083	141	28	of	of	ADP
bracis-19083	141	29	the	the	DET
bracis-19083	141	30	textual	textual	ADJ
bracis-19083	141	31	model	model	NOUN
bracis-19083	141	32	plus	plus	CCONJ
bracis-19083	141	33	half	half	DET
bracis-19083	141	34	the	the	DET
bracis-19083	141	35	feature	feature	NOUN
bracis-19083	141	36	vector	vector	NOUN
bracis-19083	141	37	of	of	ADP
bracis-19083	141	38	the	the	DET
bracis-19083	141	39	visual	visual	ADJ
bracis-19083	141	40	model	model	NOUN
bracis-19083	141	41	.	.	PUNCT
bracis-19083	142	1	the	the	DET
bracis-19083	142	2	second	second	ADJ
bracis-19083	142	3	layer	layer	NOUN
bracis-19083	142	4	has	have	VERB
bracis-19083	142	5	the	the	DET
bracis-19083	142	6	input	input	NOUN
bracis-19083	142	7	node	node	ADJ
bracis-19083	142	8	size	size	NOUN
bracis-19083	142	9	of	of	ADP
bracis-19083	142	10	the	the	DET
bracis-19083	142	11	previous	previous	ADJ
bracis-19083	142	12	output	output	NOUN
bracis-19083	142	13	,	,	PUNCT
bracis-19083	142	14	and	and	CCONJ
bracis-19083	142	15	an	an	DET
bracis-19083	142	16	output	output	NOUN
bracis-19083	142	17	the	the	DET
bracis-19083	142	18	size	size	NOUN
bracis-19083	142	19	of	of	ADP
bracis-19083	142	20	the	the	DET
bracis-19083	142	21	feature	feature	NOUN
bracis-19083	142	22	vector	vector	NOUN
bracis-19083	142	23	of	of	ADP
bracis-19083	142	24	the	the	DET
bracis-19083	142	25	textual	textual	ADJ
bracis-19083	142	26	embedding	embedding	NOUN
bracis-19083	142	27	.	.	PUNCT
bracis-19083	143	1	the	the	DET
bracis-19083	143	2	output	output	NOUN
bracis-19083	143	3	of	of	ADP
bracis-19083	143	4	this	this	DET
bracis-19083	143	5	second	second	ADJ
bracis-19083	143	6	layer	layer	NOUN
bracis-19083	143	7	is	be	AUX
bracis-19083	143	8	extracted	extract	VERB
bracis-19083	143	9	and	and	CCONJ
bracis-19083	143	10	used	use	VERB
bracis-19083	143	11	as	as	ADP
bracis-19083	143	12	the	the	DET
bracis-19083	143	13	auto	auto	NOUN
bracis-19083	143	14	-	-	PUNCT
bracis-19083	143	15	encoded	encode	VERB
bracis-19083	143	16	textual	textual	ADJ
bracis-19083	143	17	-	-	PUNCT
bracis-19083	143	18	visual	visual	ADJ
bracis-19083	143	19	embedding	embedding	NOUN
bracis-19083	143	20	.	.	PUNCT
bracis-19083	144	1	the	the	DET
bracis-19083	144	2	decoder	decoder	NOUN
bracis-19083	144	3	is	be	AUX
bracis-19083	144	4	used	use	VERB
bracis-19083	144	5	only	only	ADV
bracis-19083	144	6	during	during	ADP
bracis-19083	144	7	training	training	NOUN
bracis-19083	144	8	,	,	PUNCT
bracis-19083	144	9	and	and	CCONJ
bracis-19083	144	10	its	its	PRON
bracis-19083	144	11	two	two	NUM
bracis-19083	144	12	hidden	hidden	ADJ
bracis-19083	144	13	layers	layer	NOUN
bracis-19083	144	14	are	be	AUX
bracis-19083	144	15	the	the	DET
bracis-19083	144	16	same	same	ADJ
bracis-19083	144	17	as	as	ADP
bracis-19083	144	18	the	the	DET
bracis-19083	144	19	encoder	encoder	NOUN
bracis-19083	144	20	’s	’s	PART
bracis-19083	144	21	,	,	PUNCT
bracis-19083	144	22	but	but	CCONJ
bracis-19083	144	23	in	in	ADP
bracis-19083	144	24	reverse	reverse	ADJ
bracis-19083	144	25	order	order	NOUN
bracis-19083	144	26	.	.	PUNCT
bracis-19083	145	1	the	the	DET
bracis-19083	145	2	auto	auto	NOUN
bracis-19083	145	3	-	-	PUNCT
bracis-19083	145	4	encoding	encoding	NOUN
bracis-19083	145	5	networks	network	NOUN
bracis-19083	145	6	used	use	VERB
bracis-19083	145	7	the	the	DET
bracis-19083	145	8	following	follow	VERB
bracis-19083	145	9	parameters	parameter	NOUN
bracis-19083	145	10	:	:	PUNCT
bracis-19083	145	11	0.001	0.001	NUM
bracis-19083	145	12	learning	learning	NOUN
bracis-19083	145	13	rate	rate	NOUN
bracis-19083	145	14	;	;	PUNCT
bracis-19083	145	15	adam	adam	PROPN
bracis-19083	145	16	optimization	optimization	NOUN
bracis-19083	145	17	;	;	PUNCT
bracis-19083	145	18	mse	mse	PROPN
bracis-19083	145	19	based	base	VERB
bracis-19083	145	20	loss	loss	NOUN
bracis-19083	145	21	;	;	PUNCT
bracis-19083	145	22	four	four	NUM
bracis-19083	145	23	hidden	hidden	ADJ
bracis-19083	145	24	layers	layer	NOUN
bracis-19083	145	25	,	,	PUNCT
bracis-19083	145	26	as	as	SCONJ
bracis-19083	145	27	explained	explain	VERB
bracis-19083	145	28	above	above	ADV
bracis-19083	145	29	;	;	PUNCT
bracis-19083	145	30	and	and	CCONJ
bracis-19083	145	31	relu	relu	NOUN
bracis-19083	145	32	activation	activation	NOUN
bracis-19083	145	33	funtions	funtion	NOUN
bracis-19083	145	34	between	between	ADP
bracis-19083	145	35	layers	layer	NOUN
bracis-19083	145	36	with	with	ADP
bracis-19083	145	37	a	a	DET
bracis-19083	145	38	tanh	tanh	NOUN
bracis-19083	145	39	function	function	NOUN
bracis-19083	145	40	as	as	ADP
bracis-19083	145	41	a	a	DET
bracis-19083	145	42	final	final	ADJ
bracis-19083	145	43	output	output	NOUN
bracis-19083	145	44	.	.	PUNCT
bracis-19083	146	1	3.4	3.4	NUM
bracis-19083	146	2	multimodal	multimodal	NOUN
bracis-19083	146	3	embeddings	embedding	NOUN
bracis-19083	146	4	several	several	ADJ
bracis-19083	146	5	different	different	ADJ
bracis-19083	146	6	textual	textual	ADJ
bracis-19083	146	7	-	-	PUNCT
bracis-19083	146	8	visual	visual	ADJ
bracis-19083	146	9	multimodal	multimodal	NOUN
bracis-19083	146	10	embeddings	embedding	NOUN
bracis-19083	146	11	were	be	AUX
bracis-19083	146	12	created	create	VERB
bracis-19083	146	13	using	use	VERB
bracis-19083	146	14	the	the	DET
bracis-19083	146	15	unimodal	unimodal	ADJ
bracis-19083	146	16	embeddings	embedding	NOUN
bracis-19083	146	17	and	and	CCONJ
bracis-19083	146	18	multimodal	multimodal	ADJ
bracis-19083	146	19	fusion	fusion	NOUN
bracis-19083	146	20	techniques	technique	NOUN
bracis-19083	146	21	explained	explain	VERB
bracis-19083	146	22	above	above	ADV
bracis-19083	146	23	.	.	PUNCT
bracis-19083	147	1	four	four	NUM
bracis-19083	147	2	text	text	NOUN
bracis-19083	147	3	corpora	corpora	NOUN
bracis-19083	147	4	were	be	AUX
bracis-19083	147	5	used	use	VERB
bracis-19083	147	6	for	for	ADP
bracis-19083	147	7	training	training	NOUN
bracis-19083	147	8	:	:	PUNCT
bracis-19083	147	9	a	a	DET
bracis-19083	147	10	300	300	NUM
bracis-19083	147	11	-	-	PUNCT
bracis-19083	147	12	dimensional	dimensional	ADJ
bracis-19083	147	13	fasttext	fasttext	NOUN
bracis-19083	147	14	model	model	NOUN
bracis-19083	147	15	using	use	VERB
bracis-19083	147	16	the	the	DET
bracis-19083	147	17	bbp	bbp	NOUN
bracis-19083	147	18	text	text	NOUN
bracis-19083	147	19	corpus	corpus	NOUN
bracis-19083	147	20	(	(	PUNCT
bracis-19083	147	21	bbpft300	bbpft300	PROPN
bracis-19083	147	22	)	)	PUNCT
bracis-19083	147	23	;	;	PUNCT
bracis-19083	147	24	a	a	DET
bracis-19083	147	25	300	300	NUM
bracis-19083	147	26	-	-	PUNCT
bracis-19083	147	27	dimensional	dimensional	ADJ
bracis-19083	147	28	fasttext	fasttext	NOUN
bracis-19083	147	29	model	model	NOUN
bracis-19083	147	30	using	use	VERB
bracis-19083	147	31	the	the	DET
bracis-19083	147	32	nilc	nilc	NOUN
bracis-19083	147	33	text	text	NOUN
bracis-19083	147	34	corpus	corpus	NOUN
bracis-19083	147	35	(	(	PUNCT
bracis-19083	147	36	nilcft300	nilcft300	PROPN
bracis-19083	147	37	)	)	PUNCT
bracis-19083	147	38	;	;	PUNCT
bracis-19083	147	39	a	a	DET
bracis-19083	147	40	100	100	NUM
bracis-19083	147	41	-	-	PUNCT
bracis-19083	147	42	dimensional	dimensional	ADJ
bracis-19083	147	43	fasttext	fasttext	NOUN
bracis-19083	147	44	model	model	NOUN
bracis-19083	147	45	using	use	VERB
bracis-19083	147	46	the	the	DET
bracis-19083	147	47	nilc	nilc	NOUN
bracis-19083	147	48	text	text	NOUN
bracis-19083	147	49	corpus	corpus	NOUN
bracis-19083	147	50	(	(	PUNCT
bracis-19083	147	51	nilcft100	nilcft100	PROPN
bracis-19083	147	52	)	)	PUNCT
bracis-19083	147	53	;	;	PUNCT
bracis-19083	147	54	and	and	CCONJ
bracis-19083	147	55	a	a	DET
bracis-19083	147	56	100	100	NUM
bracis-19083	147	57	-	-	PUNCT
bracis-19083	147	58	dimensional	dimensional	ADJ
bracis-19083	147	59	word2vec	word2vec	NOUN
bracis-19083	147	60	model	model	NOUN
bracis-19083	147	61	using	use	VERB
bracis-19083	147	62	the	the	DET
bracis-19083	147	63	nilc	nilc	NOUN
bracis-19083	147	64	text	text	NOUN
bracis-19083	147	65	corpus	corpus	NOUN
bracis-19083	147	66	(	(	PUNCT
bracis-19083	147	67	nilcft100	nilcft100	PROPN
bracis-19083	147	68	)	)	PUNCT
bracis-19083	147	69	.	.	PUNCT
bracis-19083	148	1	the	the	DET
bracis-19083	148	2	imagined	imagine	VERB
bracis-19083	148	3	embeddings	embedding	NOUN
bracis-19083	148	4	were	be	AUX
bracis-19083	148	5	trained	train	VERB
bracis-19083	148	6	from	from	ADP
bracis-19083	148	7	the	the	DET
bracis-19083	148	8	 	 	SPACE
bracis-19083	148	9	5000	5000	NUM
bracis-19083	148	10	available	available	ADJ
bracis-19083	148	11	word	word	NOUN
bracis-19083	148	12	-	-	PUNCT
bracis-19083	148	13	image	image	NOUN
bracis-19083	148	14	pairs	pair	NOUN
bracis-19083	148	15	to	to	ADP
bracis-19083	148	16	four	four	NUM
bracis-19083	148	17	epoch	epoch	NOUN
bracis-19083	148	18	thresholds	threshold	NOUN
bracis-19083	148	19	:	:	PUNCT
bracis-19083	148	20	25	25	NUM
bracis-19083	148	21	,	,	PUNCT
bracis-19083	148	22	50	50	NUM
bracis-19083	148	23	,	,	PUNCT
bracis-19083	148	24	100	100	NUM
bracis-19083	148	25	,	,	PUNCT
bracis-19083	148	26	and	and	CCONJ
bracis-19083	148	27	150	150	NUM
bracis-19083	148	28	.	.	PUNCT
bracis-19083	149	1	finally	finally	ADV
bracis-19083	149	2	,	,	PUNCT
bracis-19083	149	3	each	each	PRON
bracis-19083	149	4	of	of	ADP
bracis-19083	149	5	the	the	DET
bracis-19083	149	6	four	four	NUM
bracis-19083	149	7	text	text	NOUN
bracis-19083	149	8	corpora	corpora	NOUN
bracis-19083	149	9	were	be	AUX
bracis-19083	149	10	fused	fuse	VERB
bracis-19083	149	11	with	with	ADP
bracis-19083	149	12	all	all	PRON
bracis-19083	149	13	imagined	imagine	VERB
bracis-19083	149	14	embedding	embed	VERB
bracis-19083	149	15	epoch	epoch	NOUN
bracis-19083	149	16	threshold	threshold	NOUN
bracis-19083	149	17	models	model	NOUN
bracis-19083	149	18	,	,	PUNCT
bracis-19083	149	19	meaning	mean	VERB
bracis-19083	149	20	a	a	DET
bracis-19083	149	21	total	total	NOUN
bracis-19083	149	22	of	of	ADP
bracis-19083	149	23	16	16	NUM
bracis-19083	149	24	models	model	NOUN
bracis-19083	149	25	,	,	PUNCT
bracis-19083	149	26	four	four	NUM
bracis-19083	149	27	for	for	ADP
bracis-19083	149	28	each	each	DET
bracis-19083	149	29	text	text	NOUN
bracis-19083	149	30	corpus	corpus	NOUN
bracis-19083	149	31	.	.	PUNCT
bracis-19083	150	1	since	since	SCONJ
bracis-19083	150	2	we	we	PRON
bracis-19083	150	3	used	use	VERB
bracis-19083	150	4	two	two	NUM
bracis-19083	150	5	different	different	ADJ
bracis-19083	150	6	fusion	fusion	NOUN
bracis-19083	150	7	architectures	architecture	NOUN
bracis-19083	150	8	,	,	PUNCT
bracis-19083	150	9	this	this	DET
bracis-19083	150	10	total	total	NOUN
bracis-19083	150	11	is	be	AUX
bracis-19083	150	12	doubled	double	VERB
bracis-19083	150	13	to	to	ADP
bracis-19083	150	14	a	a	DET
bracis-19083	150	15	final	final	ADJ
bracis-19083	150	16	roster	roster	NOUN
bracis-19083	150	17	of	of	ADP
bracis-19083	150	18	32	32	NUM
bracis-19083	150	19	tested	test	VERB
bracis-19083	150	20	models	model	NOUN
bracis-19083	150	21	,	,	PUNCT
bracis-19083	150	22	with	with	ADP
bracis-19083	150	23	16	16	NUM
bracis-19083	150	24	for	for	ADP
bracis-19083	150	25	the	the	DET
bracis-19083	150	26	concatenation	concatenation	NOUN
bracis-19083	150	27	fusion	fusion	NOUN
bracis-19083	150	28	architecture	architecture	NOUN
bracis-19083	150	29	and	and	CCONJ
bracis-19083	150	30	16	16	NUM
bracis-19083	150	31	for	for	ADP
bracis-19083	150	32	the	the	DET
bracis-19083	150	33	auto	auto	NOUN
bracis-19083	150	34	-	-	PUNCT
bracis-19083	150	35	encoding	encoding	NOUN
bracis-19083	150	36	fusion	fusion	NOUN
bracis-19083	150	37	architecture	architecture	NOUN
bracis-19083	150	38	.	.	PUNCT
bracis-19083	151	1	note	note	VERB
bracis-19083	151	2	that	that	SCONJ
bracis-19083	151	3	the	the	DET
bracis-19083	151	4	act	act	NOUN
bracis-19083	151	5	of	of	ADP
bracis-19083	151	6	training	training	NOUN
bracis-19083	151	7	to	to	ADP
bracis-19083	151	8	different	different	ADJ
bracis-19083	151	9	epochs	epoch	NOUN
bracis-19083	151	10	was	be	AUX
bracis-19083	151	11	simply	simply	ADV
bracis-19083	151	12	due	due	ADJ
bracis-19083	151	13	to	to	ADP
bracis-19083	151	14	a	a	DET
bracis-19083	151	15	lack	lack	NOUN
bracis-19083	151	16	of	of	ADP
bracis-19083	151	17	time	time	NOUN
bracis-19083	151	18	and	and	CCONJ
bracis-19083	151	19	computational	computational	ADJ
bracis-19083	151	20	resources	resource	NOUN
bracis-19083	151	21	that	that	PRON
bracis-19083	151	22	would	would	AUX
bracis-19083	151	23	be	be	AUX
bracis-19083	151	24	required	require	VERB
bracis-19083	151	25	to	to	PART
bracis-19083	151	26	train	train	VERB
bracis-19083	151	27	the	the	DET
bracis-19083	151	28	best	good	ADJ
bracis-19083	151	29	model	model	NOUN
bracis-19083	151	30	for	for	ADP
bracis-19083	151	31	each	each	DET
bracis-19083	151	32	individual	individual	ADJ
bracis-19083	151	33	task	task	NOUN
bracis-19083	151	34	.	.	PUNCT
bracis-19083	152	1	as	as	SCONJ
bracis-19083	152	2	such	such	ADJ
bracis-19083	152	3	,	,	PUNCT
bracis-19083	152	4	the	the	DET
bracis-19083	152	5	best	well	ADV
bracis-19083	152	6	performing	performing	NOUN
bracis-19083	152	7	model	model	NOUN
bracis-19083	152	8	out	out	ADP
bracis-19083	152	9	of	of	ADP
bracis-19083	152	10	each	each	DET
bracis-19083	152	11	group	group	NOUN
bracis-19083	152	12	can	can	AUX
bracis-19083	152	13	be	be	AUX
bracis-19083	152	14	taken	take	VERB
bracis-19083	152	15	to	to	PART
bracis-19083	152	16	best	well	ADV
bracis-19083	152	17	represent	represent	VERB
bracis-19083	152	18	the	the	DET
bracis-19083	152	19	capabilities	capability	NOUN
bracis-19083	152	20	of	of	ADP
bracis-19083	152	21	the	the	DET
bracis-19083	152	22	multimodal	multimodal	NOUN
bracis-19083	152	23	embedding	embed	VERB
bracis-19083	152	24	fusion	fusion	NOUN
bracis-19083	152	25	in	in	ADP
bracis-19083	152	26	question	question	NOUN
bracis-19083	152	27	.	.	PUNCT
bracis-19083	153	1	4	4	NUM
bracis-19083	153	2	tests	test	NOUN
bracis-19083	153	3	and	and	CCONJ
bracis-19083	153	4	results	result	VERB
bracis-19083	153	5	four	four	NUM
bracis-19083	153	6	tests	test	NOUN
bracis-19083	153	7	were	be	AUX
bracis-19083	153	8	performed	perform	VERB
bracis-19083	153	9	on	on	ADP
bracis-19083	153	10	the	the	DET
bracis-19083	153	11	32	32	NUM
bracis-19083	153	12	models	model	NOUN
bracis-19083	153	13	created	create	VERB
bracis-19083	153	14	for	for	ADP
bracis-19083	153	15	his	his	PRON
bracis-19083	153	16	work	work	NOUN
bracis-19083	153	17	.	.	PUNCT
bracis-19083	154	1	these	these	PRON
bracis-19083	154	2	were	be	AUX
bracis-19083	154	3	word	word	NOUN
bracis-19083	154	4	relatedness	relatedness	NOUN
bracis-19083	154	5	,	,	PUNCT
bracis-19083	154	6	analogy	analogy	NOUN
bracis-19083	154	7	prediction	prediction	NOUN
bracis-19083	154	8	,	,	PUNCT
bracis-19083	154	9	semantic	semantic	ADJ
bracis-19083	154	10	similarity	similarity	NOUN
bracis-19083	154	11	in	in	ADP
bracis-19083	154	12	short	short	ADJ
bracis-19083	154	13	sentences	sentence	NOUN
bracis-19083	154	14	,	,	PUNCT
bracis-19083	154	15	and	and	CCONJ
bracis-19083	154	16	named	name	VERB
bracis-19083	154	17	entity	entity	NOUN
bracis-19083	154	18	recognition	recognition	NOUN
bracis-19083	154	19	.	.	PUNCT
bracis-19083	155	1	these	these	DET
bracis-19083	155	2	tests	test	NOUN
bracis-19083	155	3	and	and	CCONJ
bracis-19083	155	4	their	their	PRON
bracis-19083	155	5	results	result	NOUN
bracis-19083	155	6	are	be	AUX
bracis-19083	155	7	presented	present	VERB
bracis-19083	155	8	in	in	ADP
bracis-19083	155	9	that	that	DET
bracis-19083	155	10	order	order	NOUN
bracis-19083	155	11	within	within	ADP
bracis-19083	155	12	this	this	DET
bracis-19083	155	13	section	section	NOUN
bracis-19083	155	14	.	.	PUNCT
bracis-19083	156	1	note	note	VERB
bracis-19083	156	2	that	that	SCONJ
bracis-19083	156	3	for	for	ADP
bracis-19083	156	4	each	each	DET
bracis-19083	156	5	model	model	NOUN
bracis-19083	156	6	,	,	PUNCT
bracis-19083	156	7	all	all	DET
bracis-19083	156	8	four	four	NUM
bracis-19083	156	9	training	training	NOUN
bracis-19083	156	10	epochs	epoch	NOUN
bracis-19083	156	11	were	be	AUX
bracis-19083	156	12	tested	test	VERB
bracis-19083	156	13	for	for	ADP
bracis-19083	156	14	each	each	DET
bracis-19083	156	15	fusion	fusion	NOUN
bracis-19083	156	16	architecture	architecture	NOUN
bracis-19083	156	17	of	of	ADP
bracis-19083	156	18	each	each	DET
bracis-19083	156	19	model	model	NOUN
bracis-19083	156	20	,	,	PUNCT
bracis-19083	156	21	but	but	CCONJ
bracis-19083	156	22	only	only	ADV
bracis-19083	156	23	the	the	DET
bracis-19083	156	24	results	result	NOUN
bracis-19083	156	25	for	for	ADP
bracis-19083	156	26	the	the	DET
bracis-19083	156	27	best	good	ADJ
bracis-19083	156	28	performing	performing	NOUN
bracis-19083	156	29	training	training	NOUN
bracis-19083	156	30	epoch	epoch	NOUN
bracis-19083	156	31	for	for	ADP
bracis-19083	156	32	each	each	DET
bracis-19083	156	33	model	model	NOUN
bracis-19083	156	34	are	be	AUX
bracis-19083	156	35	displayed	display	VERB
bracis-19083	156	36	for	for	ADP
bracis-19083	156	37	comparison	comparison	NOUN
bracis-19083	156	38	in	in	ADP
bracis-19083	156	39	the	the	DET
bracis-19083	156	40	below	below	ADJ
bracis-19083	156	41	tables	table	NOUN
bracis-19083	156	42	.	.	PUNCT
bracis-19083	157	1	4.1	4.1	NUM
bracis-19083	157	2	word	word	NOUN
bracis-19083	157	3	relatedness	relatedness	NOUN
bracis-19083	157	4	word	word	NOUN
bracis-19083	157	5	relatedness	relatedness	NOUN
bracis-19083	157	6	is	be	AUX
bracis-19083	157	7	the	the	DET
bracis-19083	157	8	intrinsic	intrinsic	ADJ
bracis-19083	157	9	task	task	NOUN
bracis-19083	157	10	of	of	ADP
bracis-19083	157	11	giving	give	VERB
bracis-19083	157	12	a	a	DET
bracis-19083	157	13	score	score	NOUN
bracis-19083	157	14	to	to	ADP
bracis-19083	157	15	how	how	SCONJ
bracis-19083	157	16	closely	closely	ADV
bracis-19083	157	17	related	relate	VERB
bracis-19083	157	18	two	two	NUM
bracis-19083	157	19	terms	term	NOUN
bracis-19083	157	20	are	be	AUX
bracis-19083	157	21	.	.	PUNCT
bracis-19083	158	1	these	these	DET
bracis-19083	158	2	tasks	task	NOUN
bracis-19083	158	3	are	be	AUX
bracis-19083	158	4	usually	usually	ADV
bracis-19083	158	5	scored	score	VERB
bracis-19083	158	6	via	via	ADP
bracis-19083	158	7	spearman	spearman	NOUN
bracis-19083	158	8	correlation	correlation	NOUN
bracis-19083	158	9	,	,	PUNCT
bracis-19083	158	10	which	which	PRON
bracis-19083	158	11	assigns	assign	VERB
bracis-19083	158	12	a	a	DET
bracis-19083	158	13	real	real	ADJ
bracis-19083	158	14	number	number	NOUN
bracis-19083	158	15	score	score	NOUN
bracis-19083	158	16	between	between	ADP
bracis-19083	158	17	−1	−1	NOUN
bracis-19083	158	18	and	and	CCONJ
bracis-19083	158	19	1	1	NUM
bracis-19083	158	20	.	.	PUNCT
bracis-19083	159	1	the	the	DET
bracis-19083	159	2	score	score	NOUN
bracis-19083	159	3	approaches	approach	VERB
bracis-19083	159	4	-1	-1	ADP
bracis-19083	159	5	the	the	DET
bracis-19083	159	6	more	more	ADV
bracis-19083	159	7	inversely	inversely	ADV
bracis-19083	159	8	correlated	correlate	VERB
bracis-19083	159	9	the	the	DET
bracis-19083	159	10	predictions	prediction	NOUN
bracis-19083	159	11	are	be	AUX
bracis-19083	159	12	to	to	ADP
bracis-19083	159	13	the	the	DET
bracis-19083	159	14	annotation	annotation	NOUN
bracis-19083	159	15	;	;	PUNCT
bracis-19083	159	16	it	it	PRON
bracis-19083	159	17	approaches	approach	VERB
bracis-19083	159	18	0	0	NUM
bracis-19083	159	19	the	the	PRON
bracis-19083	159	20	more	more	ADV
bracis-19083	159	21	unrelated	unrelated	ADJ
bracis-19083	159	22	the	the	DET
bracis-19083	159	23	predictions	prediction	NOUN
bracis-19083	159	24	are	be	AUX
bracis-19083	159	25	to	to	ADP
bracis-19083	159	26	the	the	DET
bracis-19083	159	27	annotation	annotation	NOUN
bracis-19083	159	28	;	;	PUNCT
bracis-19083	159	29	and	and	CCONJ
bracis-19083	159	30	it	it	PRON
bracis-19083	159	31	approaches	approach	VERB
bracis-19083	159	32	1	1	NUM
bracis-19083	159	33	the	the	DET
bracis-19083	159	34	more	more	ADV
bracis-19083	159	35	directly	directly	ADV
bracis-19083	159	36	correlated	correlate	VERB
bracis-19083	159	37	the	the	DET
bracis-19083	159	38	predictions	prediction	NOUN
bracis-19083	159	39	are	be	AUX
bracis-19083	159	40	to	to	ADP
bracis-19083	159	41	the	the	DET
bracis-19083	159	42	annotation	annotation	NOUN
bracis-19083	159	43	.	.	PUNCT
bracis-19083	160	1	the	the	DET
bracis-19083	160	2	more	more	ADV
bracis-19083	160	3	representative	representative	NOUN
bracis-19083	160	4	of	of	ADP
bracis-19083	160	5	human	human	ADJ
bracis-19083	160	6	understanding	understanding	NOUN
bracis-19083	160	7	of	of	ADP
bracis-19083	160	8	the	the	DET
bracis-19083	160	9	terms	term	NOUN
bracis-19083	160	10	an	an	DET
bracis-19083	160	11	embedding	embedding	NOUN
bracis-19083	160	12	is	be	AUX
bracis-19083	160	13	,	,	PUNCT
bracis-19083	160	14	the	the	PRON
bracis-19083	160	15	closer	close	ADV
bracis-19083	160	16	the	the	DET
bracis-19083	160	17	spearman	spearman	NOUN
bracis-19083	160	18	score	score	NOUN
bracis-19083	160	19	comes	come	VERB
bracis-19083	160	20	to	to	ADP
bracis-19083	160	21	1	1	NUM
bracis-19083	160	22	.	.	PUNCT
bracis-19083	161	1	a	a	DET
bracis-19083	161	2	custom	custom	NOUN
bracis-19083	161	3	code	code	NOUN
bracis-19083	161	4	was	be	AUX
bracis-19083	161	5	written	write	VERB
bracis-19083	161	6	for	for	ADP
bracis-19083	161	7	this	this	DET
bracis-19083	161	8	task	task	NOUN
bracis-19083	161	9	.	.	PUNCT
bracis-19083	162	1	it	it	PRON
bracis-19083	162	2	uses	use	VERB
bracis-19083	162	3	the	the	DET
bracis-19083	162	4	gensim	gensim	PROPN
bracis-19083	162	5	python	python	NOUN
bracis-19083	162	6	library	library	NOUN
bracis-19083	162	7	to	to	PART
bracis-19083	162	8	extract	extract	VERB
bracis-19083	162	9	the	the	DET
bracis-19083	162	10	cosine	cosine	NOUN
bracis-19083	162	11	distance	distance	NOUN
bracis-19083	162	12	between	between	ADP
bracis-19083	162	13	each	each	DET
bracis-19083	162	14	word	word	NOUN
bracis-19083	162	15	pair	pair	NOUN
bracis-19083	162	16	as	as	ADP
bracis-19083	162	17	a	a	DET
bracis-19083	162	18	relatedness	relatedness	NOUN
bracis-19083	162	19	measurement	measurement	NOUN
bracis-19083	162	20	,	,	PUNCT
bracis-19083	162	21	and	and	CCONJ
bracis-19083	162	22	compares	compare	VERB
bracis-19083	162	23	them	they	PRON
bracis-19083	162	24	to	to	ADP
bracis-19083	162	25	their	their	PRON
bracis-19083	162	26	respective	respective	ADJ
bracis-19083	162	27	annotated	annotate	VERB
bracis-19083	162	28	relatedness	relatedness	NOUN
bracis-19083	162	29	scores	score	NOUN
bracis-19083	162	30	using	use	VERB
bracis-19083	162	31	the	the	DET
bracis-19083	162	32	spearman	spearman	NOUN
bracis-19083	162	33	correlation	correlation	NOUN
bracis-19083	162	34	method	method	NOUN
bracis-19083	162	35	.	.	PUNCT
bracis-19083	163	1	the	the	DET
bracis-19083	163	2	code	code	NOUN
bracis-19083	163	3	can	can	AUX
bracis-19083	163	4	be	be	AUX
bracis-19083	163	5	accessed	access	VERB
bracis-19083	163	6	in	in	ADP
bracis-19083	163	7	the	the	DET
bracis-19083	163	8	github	github	PROPN
bracis-19083	163	9	page	page	NOUN
bracis-19083	163	10	for	for	ADP
bracis-19083	163	11	this	this	DET
bracis-19083	163	12	projectfootnote	projectfootnote	NOUN
bracis-19083	163	13	9	9	NUM
bracis-19083	163	14	.	.	PUNCT
bracis-19083	164	1	the	the	DET
bracis-19083	164	2	test	test	NOUN
bracis-19083	164	3	set	set	VERB
bracis-19083	164	4	is	be	AUX
bracis-19083	164	5	a	a	DET
bracis-19083	164	6	collection	collection	NOUN
bracis-19083	164	7	of	of	ADP
bracis-19083	164	8	3000	3000	NUM
bracis-19083	164	9	word	word	NOUN
bracis-19083	164	10	pairs	pair	NOUN
bracis-19083	164	11	annotated	annotate	VERB
bracis-19083	164	12	with	with	ADP
bracis-19083	164	13	a	a	DET
bracis-19083	164	14	relatedness	relatedness	NOUN
bracis-19083	164	15	score	score	NOUN
bracis-19083	164	16	from	from	ADP
bracis-19083	164	17	50	50	NUM
bracis-19083	164	18	(	(	PUNCT
bracis-19083	164	19	most	most	ADV
bracis-19083	164	20	related	relate	VERB
bracis-19083	164	21	)	)	PUNCT
bracis-19083	164	22	to	to	ADP
bracis-19083	164	23	0	0	NUM
bracis-19083	164	24	(	(	PUNCT
bracis-19083	164	25	least	least	ADV
bracis-19083	164	26	related	related	ADJ
bracis-19083	164	27	)	)	PUNCT
bracis-19083	164	28	.	.	PUNCT
bracis-19083	165	1	the	the	DET
bracis-19083	165	2	objective	objective	NOUN
bracis-19083	165	3	of	of	ADP
bracis-19083	165	4	the	the	DET
bracis-19083	165	5	semantic	semantic	ADJ
bracis-19083	165	6	models	model	NOUN
bracis-19083	165	7	is	be	AUX
bracis-19083	165	8	to	to	PART
bracis-19083	165	9	score	score	VERB
bracis-19083	165	10	each	each	DET
bracis-19083	165	11	word	word	NOUN
bracis-19083	165	12	pair	pair	NOUN
bracis-19083	165	13	in	in	ADP
bracis-19083	165	14	order	order	NOUN
bracis-19083	165	15	to	to	PART
bracis-19083	165	16	rank	rank	VERB
bracis-19083	165	17	them	they	PRON
bracis-19083	165	18	from	from	ADP
bracis-19083	165	19	most	most	ADV
bracis-19083	165	20	related	related	ADJ
bracis-19083	165	21	to	to	AUX
bracis-19083	165	22	least	least	ADV
bracis-19083	165	23	related	relate	VERB
bracis-19083	165	24	.	.	PUNCT
bracis-19083	166	1	the	the	PRON
bracis-19083	166	2	closer	close	ADJ
bracis-19083	166	3	to	to	ADP
bracis-19083	166	4	the	the	DET
bracis-19083	166	5	original	original	ADJ
bracis-19083	166	6	ranking	ranking	NOUN
bracis-19083	166	7	the	the	DET
bracis-19083	166	8	model	model	NOUN
bracis-19083	166	9	gets	get	VERB
bracis-19083	166	10	,	,	PUNCT
bracis-19083	166	11	the	the	PRON
bracis-19083	166	12	higher	high	ADJ
bracis-19083	166	13	its	its	PRON
bracis-19083	166	14	spearman	spearman	NOUN
bracis-19083	166	15	correlation	correlation	NOUN
bracis-19083	166	16	,	,	PUNCT
bracis-19083	166	17	the	the	DET
bracis-19083	166	18	chosen	choose	VERB
bracis-19083	166	19	method	method	NOUN
bracis-19083	166	20	for	for	ADP
bracis-19083	166	21	scoring	score	VERB
bracis-19083	166	22	these	these	DET
bracis-19083	166	23	kinds	kind	NOUN
bracis-19083	166	24	of	of	ADP
bracis-19083	166	25	tests	test	NOUN
bracis-19083	166	26	.	.	PUNCT
bracis-19083	167	1	table	table	NOUN
bracis-19083	167	2	 	 	SPACE
bracis-19083	167	3	2	2	NUM
bracis-19083	167	4	presents	present	VERB
bracis-19083	167	5	some	some	DET
bracis-19083	167	6	examples	example	NOUN
bracis-19083	167	7	from	from	ADP
bracis-19083	167	8	this	this	DET
bracis-19083	167	9	test	test	NOUN
bracis-19083	167	10	set	set	VERB
bracis-19083	167	11	.	.	PUNCT
bracis-19083	167	12	table	table	NOUN
bracis-19083	168	1	2	2	NUM
bracis-19083	168	2	.	.	NOUN
bracis-19083	168	3	four	four	NUM
bracis-19083	168	4	examples	example	NOUN
bracis-19083	168	5	of	of	ADP
bracis-19083	168	6	word	word	NOUN
bracis-19083	168	7	pairs	pair	NOUN
bracis-19083	168	8	from	from	ADP
bracis-19083	168	9	the	the	DET
bracis-19083	168	10	translated	translate	VERB
bracis-19083	168	11	men	man	NOUN
bracis-19083	168	12	corpus.full	corpus.full	ADJ
bracis-19083	168	13	size	size	NOUN
bracis-19083	168	14	table	table	NOUN
bracis-19083	168	15	table	table	NOUN
bracis-19083	168	16	3	3	NUM
bracis-19083	168	17	.	.	PUNCT
bracis-19083	169	1	the	the	DET
bracis-19083	169	2	best	good	ADJ
bracis-19083	169	3	spearman	spearman	NOUN
bracis-19083	169	4	correlation	correlation	NOUN
bracis-19083	169	5	results	result	NOUN
bracis-19083	169	6	for	for	ADP
bracis-19083	169	7	each	each	DET
bracis-19083	169	8	multimodal	multimodal	NOUN
bracis-19083	169	9	model	model	NOUN
bracis-19083	169	10	and	and	CCONJ
bracis-19083	169	11	the	the	DET
bracis-19083	169	12	results	result	NOUN
bracis-19083	169	13	for	for	ADP
bracis-19083	169	14	their	their	PRON
bracis-19083	169	15	text	text	NOUN
bracis-19083	169	16	-	-	PUNCT
bracis-19083	169	17	only	only	ADV
bracis-19083	169	18	counterparts	counterpart	NOUN
bracis-19083	169	19	for	for	ADP
bracis-19083	169	20	the	the	DET
bracis-19083	169	21	men	man	NOUN
bracis-19083	169	22	test	test	NOUN
bracis-19083	169	23	set.full	set.full	NOUN
bracis-19083	169	24	size	size	NOUN
bracis-19083	169	25	table	table	NOUN
bracis-19083	169	26	the	the	DET
bracis-19083	169	27	test	test	NOUN
bracis-19083	169	28	corpus	corpus	NOUN
bracis-19083	169	29	used	use	VERB
bracis-19083	169	30	for	for	ADP
bracis-19083	169	31	word	word	NOUN
bracis-19083	169	32	relatedness	relatedness	NOUN
bracis-19083	169	33	testing	testing	NOUN
bracis-19083	169	34	,	,	PUNCT
bracis-19083	169	35	men	man	NOUN
bracis-19083	169	36	 	 	SPACE
bracis-19083	170	1	[	[	X
bracis-19083	170	2	1	1	NUM
bracis-19083	170	3	]	]	PUNCT
bracis-19083	170	4	,	,	PUNCT
bracis-19083	170	5	was	be	AUX
bracis-19083	170	6	translated	translate	VERB
bracis-19083	170	7	from	from	ADP
bracis-19083	170	8	the	the	DET
bracis-19083	170	9	english	english	ADJ
bracis-19083	170	10	language	language	NOUN
bracis-19083	170	11	to	to	ADP
bracis-19083	170	12	the	the	DET
bracis-19083	170	13	portuguese	portuguese	ADJ
bracis-19083	170	14	language	language	NOUN
bracis-19083	170	15	with	with	ADP
bracis-19083	170	16	the	the	DET
bracis-19083	170	17	help	help	NOUN
bracis-19083	170	18	of	of	ADP
bracis-19083	170	19	deepl	deepl	PROPN
bracis-19083	170	20	translatefootnote	translatefootnote	PROPN
bracis-19083	170	21	10	10	NUM
bracis-19083	170	22	.	.	PUNCT
bracis-19083	171	1	the	the	DET
bracis-19083	171	2	machine	machine	NOUN
bracis-19083	171	3	translations	translation	NOUN
bracis-19083	171	4	were	be	AUX
bracis-19083	171	5	checked	check	VERB
bracis-19083	171	6	individually	individually	ADV
bracis-19083	171	7	to	to	PART
bracis-19083	171	8	ensure	ensure	VERB
bracis-19083	171	9	some	some	DET
bracis-19083	171	10	degree	degree	NOUN
bracis-19083	171	11	of	of	ADP
bracis-19083	171	12	uniformity	uniformity	NOUN
bracis-19083	171	13	,	,	PUNCT
bracis-19083	171	14	but	but	CCONJ
bracis-19083	171	15	the	the	DET
bracis-19083	171	16	corpora	corpora	NOUN
bracis-19083	171	17	should	should	AUX
bracis-19083	171	18	be	be	AUX
bracis-19083	171	19	considered	consider	VERB
bracis-19083	171	20	silver	silver	ADJ
bracis-19083	171	21	standard	standard	NOUN
bracis-19083	171	22	nonetheless	nonetheless	ADV
bracis-19083	171	23	.	.	PUNCT
bracis-19083	172	1	table	table	NOUN
bracis-19083	172	2	 	 	SPACE
bracis-19083	172	3	3	3	NUM
bracis-19083	172	4	shows	show	VERB
bracis-19083	172	5	the	the	DET
bracis-19083	172	6	results	result	NOUN
bracis-19083	172	7	of	of	ADP
bracis-19083	172	8	this	this	DET
bracis-19083	172	9	test	test	NOUN
bracis-19083	172	10	,	,	PUNCT
bracis-19083	172	11	with	with	ADP
bracis-19083	172	12	the	the	DET
bracis-19083	172	13	best	good	ADJ
bracis-19083	172	14	overall	overall	ADJ
bracis-19083	172	15	model	model	NOUN
bracis-19083	172	16	and	and	CCONJ
bracis-19083	172	17	the	the	DET
bracis-19083	172	18	best	good	ADJ
bracis-19083	172	19	architecture	architecture	NOUN
bracis-19083	172	20	for	for	ADP
bracis-19083	172	21	each	each	DET
bracis-19083	172	22	model	model	NOUN
bracis-19083	172	23	marked	mark	VERB
bracis-19083	172	24	in	in	ADP
bracis-19083	172	25	bold	bold	ADJ
bracis-19083	172	26	.	.	PUNCT
bracis-19083	173	1	this	this	DET
bracis-19083	173	2	table	table	NOUN
bracis-19083	173	3	shows	show	VERB
bracis-19083	173	4	that	that	SCONJ
bracis-19083	173	5	multimodal	multimodal	NOUN
bracis-19083	173	6	fusion	fusion	NOUN
bracis-19083	173	7	enhances	enhance	VERB
bracis-19083	173	8	model	model	NOUN
bracis-19083	173	9	performance	performance	NOUN
bracis-19083	173	10	for	for	ADP
bracis-19083	173	11	this	this	DET
bracis-19083	173	12	task	task	NOUN
bracis-19083	173	13	by	by	ADP
bracis-19083	173	14	an	an	DET
bracis-19083	173	15	average	average	NOUN
bracis-19083	173	16	of	of	ADP
bracis-19083	173	17	3	3	NUM
bracis-19083	173	18	%	%	NOUN
bracis-19083	173	19	points	point	NOUN
bracis-19083	173	20	,	,	PUNCT
bracis-19083	173	21	and	and	CCONJ
bracis-19083	173	22	that	that	SCONJ
bracis-19083	173	23	the	the	DET
bracis-19083	173	24	best	good	ADJ
bracis-19083	173	25	overall	overall	ADJ
bracis-19083	173	26	architecture	architecture	NOUN
bracis-19083	173	27	is	be	AUX
bracis-19083	173	28	the	the	DET
bracis-19083	173	29	auto	auto	NOUN
bracis-19083	173	30	-	-	PUNCT
bracis-19083	173	31	encoded	encode	VERB
bracis-19083	173	32	architecture	architecture	NOUN
bracis-19083	173	33	.	.	PUNCT
bracis-19083	174	1	it	it	PRON
bracis-19083	174	2	should	should	AUX
bracis-19083	174	3	be	be	AUX
bracis-19083	174	4	said	say	VERB
bracis-19083	174	5	,	,	PUNCT
bracis-19083	174	6	however	however	ADV
bracis-19083	174	7	,	,	PUNCT
bracis-19083	174	8	that	that	SCONJ
bracis-19083	174	9	between	between	ADP
bracis-19083	174	10	the	the	DET
bracis-19083	174	11	multimodal	multimodal	NOUN
bracis-19083	174	12	models	model	NOUN
bracis-19083	174	13	,	,	PUNCT
bracis-19083	174	14	the	the	DET
bracis-19083	174	15	average	average	ADJ
bracis-19083	174	16	difference	difference	NOUN
bracis-19083	174	17	is	be	AUX
bracis-19083	174	18	0.5	0.5	NUM
bracis-19083	174	19	%	%	NOUN
bracis-19083	174	20	point	point	NOUN
bracis-19083	174	21	in	in	ADP
bracis-19083	174	22	favor	favor	NOUN
bracis-19083	174	23	of	of	ADP
bracis-19083	174	24	the	the	DET
bracis-19083	174	25	auto	auto	NOUN
bracis-19083	174	26	-	-	PUNCT
bracis-19083	174	27	encoded	encode	VERB
bracis-19083	174	28	architecture	architecture	NOUN
bracis-19083	174	29	,	,	PUNCT
bracis-19083	174	30	so	so	SCONJ
bracis-19083	174	31	neither	neither	DET
bracis-19083	174	32	fusion	fusion	NOUN
bracis-19083	174	33	architecture	architecture	NOUN
bracis-19083	174	34	has	have	VERB
bracis-19083	174	35	an	an	DET
bracis-19083	174	36	overwhelming	overwhelming	ADJ
bracis-19083	174	37	advantage	advantage	NOUN
bracis-19083	174	38	over	over	ADP
bracis-19083	174	39	the	the	DET
bracis-19083	174	40	other	other	ADJ
bracis-19083	174	41	in	in	ADP
bracis-19083	174	42	this	this	DET
bracis-19083	174	43	task	task	NOUN
bracis-19083	174	44	.	.	PUNCT
bracis-19083	175	1	4.2	4.2	NUM
bracis-19083	175	2	analogy	analogy	NOUN
bracis-19083	175	3	prediction	prediction	NOUN
bracis-19083	175	4	hartmann	hartmann	PROPN
bracis-19083	175	5	et	et	PROPN
bracis-19083	175	6	al	al	PROPN
bracis-19083	175	7	.	.	PROPN
bracis-19083	175	8	(	(	PUNCT
bracis-19083	175	9	2017	2017	NUM
bracis-19083	175	10	)	)	PUNCT
bracis-19083	175	11	 	 	SPACE
bracis-19083	176	1	[	[	X
bracis-19083	176	2	9	9	NUM
bracis-19083	176	3	]	]	PUNCT
bracis-19083	176	4	published	publish	VERB
bracis-19083	176	5	an	an	DET
bracis-19083	176	6	analogy	analogy	NOUN
bracis-19083	176	7	prediction	prediction	NOUN
bracis-19083	176	8	test	test	NOUN
bracis-19083	176	9	set	set	NOUN
bracis-19083	176	10	,	,	PUNCT
bracis-19083	176	11	divided	divide	VERB
bracis-19083	176	12	into	into	ADP
bracis-19083	176	13	brazilian	brazilian	ADJ
bracis-19083	176	14	portuguese	portuguese	PROPN
bracis-19083	176	15	and	and	CCONJ
bracis-19083	176	16	european	european	ADJ
bracis-19083	176	17	portuguese	portuguese	ADJ
bracis-19083	176	18	halves	half	NOUN
bracis-19083	176	19	,	,	PUNCT
bracis-19083	176	20	alongside	alongside	ADP
bracis-19083	176	21	their	their	PRON
bracis-19083	176	22	initial	initial	ADJ
bracis-19083	176	23	publication	publication	NOUN
bracis-19083	176	24	of	of	ADP
bracis-19083	176	25	their	their	PRON
bracis-19083	176	26	nilc	nilc	NOUN
bracis-19083	176	27	word	word	NOUN
bracis-19083	176	28	embeddings	embedding	NOUN
bracis-19083	176	29	.	.	PUNCT
bracis-19083	177	1	the	the	DET
bracis-19083	177	2	test	test	NOUN
bracis-19083	177	3	gives	give	VERB
bracis-19083	177	4	a	a	DET
bracis-19083	177	5	related	relate	VERB
bracis-19083	177	6	word	word	NOUN
bracis-19083	177	7	pair	pair	NOUN
bracis-19083	177	8	and	and	CCONJ
bracis-19083	177	9	a	a	DET
bracis-19083	177	10	single	single	ADJ
bracis-19083	177	11	word	word	NOUN
bracis-19083	177	12	from	from	ADP
bracis-19083	177	13	which	which	PRON
bracis-19083	177	14	it	it	PRON
bracis-19083	177	15	must	must	AUX
bracis-19083	177	16	predict	predict	VERB
bracis-19083	177	17	a	a	DET
bracis-19083	177	18	pair	pair	NOUN
bracis-19083	177	19	analogous	analogous	ADJ
bracis-19083	177	20	to	to	ADP
bracis-19083	177	21	the	the	DET
bracis-19083	177	22	first	first	ADJ
bracis-19083	177	23	.	.	PUNCT
bracis-19083	178	1	the	the	DET
bracis-19083	178	2	code	code	NOUN
bracis-19083	178	3	used	use	VERB
bracis-19083	178	4	to	to	PART
bracis-19083	178	5	run	run	VERB
bracis-19083	178	6	these	these	DET
bracis-19083	178	7	tests	test	NOUN
bracis-19083	178	8	was	be	AUX
bracis-19083	178	9	made	make	VERB
bracis-19083	178	10	available	available	ADJ
bracis-19083	178	11	alongside	alongside	ADP
bracis-19083	178	12	the	the	DET
bracis-19083	178	13	test	test	NOUN
bracis-19083	178	14	set	set	VERB
bracis-19083	178	15	itself	itself	PRON
bracis-19083	178	16	.	.	PUNCT
bracis-19083	179	1	it	it	PRON
bracis-19083	179	2	can	can	AUX
bracis-19083	179	3	be	be	AUX
bracis-19083	179	4	found	find	VERB
bracis-19083	179	5	in	in	ADP
bracis-19083	179	6	the	the	DET
bracis-19083	179	7	associated	associated	PROPN
bracis-19083	179	8	paper	paper	NOUN
bracis-19083	179	9	’s	’s	PART
bracis-19083	179	10	github	github	PROPN
bracis-19083	179	11	pagefootnote	pagefootnote	NOUN
bracis-19083	179	12	11	11	NUM
bracis-19083	179	13	.	.	PUNCT
bracis-19083	180	1	it	it	PRON
bracis-19083	180	2	measures	measure	VERB
bracis-19083	180	3	accuracy	accuracy	NOUN
bracis-19083	180	4	by	by	ADP
bracis-19083	180	5	counting	count	VERB
bracis-19083	180	6	how	how	SCONJ
bracis-19083	180	7	many	many	ADJ
bracis-19083	180	8	correct	correct	ADJ
bracis-19083	180	9	predictions	prediction	NOUN
bracis-19083	180	10	were	be	AUX
bracis-19083	180	11	achieved	achieve	VERB
bracis-19083	180	12	by	by	ADP
bracis-19083	180	13	the	the	DET
bracis-19083	180	14	model	model	NOUN
bracis-19083	180	15	against	against	ADP
bracis-19083	180	16	the	the	DET
bracis-19083	180	17	total	total	ADJ
bracis-19083	180	18	number	number	NOUN
bracis-19083	180	19	of	of	ADP
bracis-19083	180	20	predictions	prediction	NOUN
bracis-19083	180	21	.	.	PUNCT
bracis-19083	181	1	this	this	DET
bracis-19083	181	2	test	test	NOUN
bracis-19083	181	3	focuses	focus	VERB
bracis-19083	181	4	on	on	ADP
bracis-19083	181	5	two	two	NUM
bracis-19083	181	6	kinds	kind	NOUN
bracis-19083	181	7	of	of	ADP
bracis-19083	181	8	analogies	analogy	NOUN
bracis-19083	181	9	:	:	PUNCT
bracis-19083	181	10	semantic	semantic	ADJ
bracis-19083	181	11	and	and	CCONJ
bracis-19083	181	12	syntactic	syntactic	ADJ
bracis-19083	181	13	.	.	PUNCT
bracis-19083	182	1	these	these	PRON
bracis-19083	182	2	are	be	AUX
bracis-19083	182	3	each	each	PRON
bracis-19083	182	4	divided	divide	VERB
bracis-19083	182	5	into	into	ADP
bracis-19083	182	6	a	a	DET
bracis-19083	182	7	brazilian	brazilian	ADJ
bracis-19083	182	8	portuguese	portuguese	NOUN
bracis-19083	182	9	set	set	VERB
bracis-19083	182	10	and	and	CCONJ
bracis-19083	182	11	an	an	DET
bracis-19083	182	12	european	european	ADJ
bracis-19083	182	13	portuguese	portuguese	PROPN
bracis-19083	182	14	set	set	NOUN
bracis-19083	182	15	.	.	PUNCT
bracis-19083	183	1	to	to	PART
bracis-19083	183	2	reiterate	reiterate	VERB
bracis-19083	183	3	,	,	PUNCT
bracis-19083	183	4	the	the	DET
bracis-19083	183	5	objective	objective	NOUN
bracis-19083	183	6	of	of	ADP
bracis-19083	183	7	this	this	DET
bracis-19083	183	8	task	task	NOUN
bracis-19083	183	9	is	be	AUX
bracis-19083	183	10	to	to	PART
bracis-19083	183	11	accurately	accurately	ADV
bracis-19083	183	12	predict	predict	VERB
bracis-19083	183	13	the	the	DET
bracis-19083	183	14	second	second	ADJ
bracis-19083	183	15	word	word	NOUN
bracis-19083	183	16	of	of	ADP
bracis-19083	183	17	a	a	DET
bracis-19083	183	18	pair	pair	NOUN
bracis-19083	183	19	,	,	PUNCT
bracis-19083	183	20	when	when	SCONJ
bracis-19083	183	21	given	give	VERB
bracis-19083	183	22	an	an	DET
bracis-19083	183	23	example	example	NOUN
bracis-19083	183	24	pair	pair	NOUN
bracis-19083	183	25	and	and	CCONJ
bracis-19083	183	26	the	the	DET
bracis-19083	183	27	first	first	ADJ
bracis-19083	183	28	word	word	NOUN
bracis-19083	183	29	of	of	ADP
bracis-19083	183	30	the	the	DET
bracis-19083	183	31	prediction	prediction	NOUN
bracis-19083	183	32	pair	pair	NOUN
bracis-19083	183	33	(	(	PUNCT
bracis-19083	183	34	e.g.	e.g.	ADV
bracis-19083	183	35	berlin	berlin	PROPN
bracis-19083	183	36	/	/	SYM
bracis-19083	183	37	germany	germany	PROPN
bracis-19083	183	38	,	,	PUNCT
bracis-19083	183	39	prediction	prediction	NOUN
bracis-19083	183	40	:	:	PUNCT
bracis-19083	183	41	paris/	paris/	NUM
bracis-19083	183	42	?	?	PUNCT
bracis-19083	183	43	)	)	PUNCT
bracis-19083	183	44	.	.	PUNCT
bracis-19083	184	1	the	the	DET
bracis-19083	184	2	accuracy	accuracy	NOUN
bracis-19083	184	3	of	of	ADP
bracis-19083	184	4	the	the	DET
bracis-19083	184	5	model	model	NOUN
bracis-19083	184	6	is	be	AUX
bracis-19083	184	7	then	then	ADV
bracis-19083	184	8	measured	measure	VERB
bracis-19083	184	9	in	in	ADP
bracis-19083	184	10	a	a	DET
bracis-19083	184	11	percentage	percentage	NOUN
bracis-19083	184	12	,	,	PUNCT
bracis-19083	184	13	from	from	ADP
bracis-19083	184	14	0	0	NUM
bracis-19083	184	15	(	(	PUNCT
bracis-19083	184	16	completely	completely	ADV
bracis-19083	184	17	inaccurate	inaccurate	ADJ
bracis-19083	184	18	)	)	PUNCT
bracis-19083	184	19	to	to	ADP
bracis-19083	184	20	100	100	NUM
bracis-19083	184	21	(	(	PUNCT
bracis-19083	184	22	completely	completely	ADV
bracis-19083	184	23	accurate	accurate	ADJ
bracis-19083	184	24	)	)	PUNCT
bracis-19083	184	25	.	.	PUNCT
bracis-19083	185	1	table	table	NOUN
bracis-19083	185	2	 	 	SPACE
bracis-19083	185	3	5	5	NUM
bracis-19083	185	4	shows	show	VERB
bracis-19083	185	5	the	the	DET
bracis-19083	185	6	results	result	NOUN
bracis-19083	185	7	of	of	ADP
bracis-19083	185	8	this	this	DET
bracis-19083	185	9	test	test	NOUN
bracis-19083	185	10	,	,	PUNCT
bracis-19083	185	11	with	with	ADP
bracis-19083	185	12	the	the	DET
bracis-19083	185	13	best	good	ADJ
bracis-19083	185	14	overall	overall	ADJ
bracis-19083	185	15	model	model	NOUN
bracis-19083	185	16	and	and	CCONJ
bracis-19083	185	17	the	the	DET
bracis-19083	185	18	best	good	ADJ
bracis-19083	185	19	architecture	architecture	NOUN
bracis-19083	185	20	for	for	ADP
bracis-19083	185	21	each	each	DET
bracis-19083	185	22	model	model	NOUN
bracis-19083	185	23	marked	mark	VERB
bracis-19083	185	24	in	in	ADP
bracis-19083	185	25	bold	bold	ADJ
bracis-19083	185	26	.	.	PUNCT
bracis-19083	186	1	table	table	NOUN
bracis-19083	186	2	 	 	SPACE
bracis-19083	186	3	4	4	NUM
bracis-19083	186	4	presents	present	VERB
bracis-19083	186	5	some	some	DET
bracis-19083	186	6	examples	example	NOUN
bracis-19083	186	7	for	for	ADP
bracis-19083	186	8	this	this	DET
bracis-19083	186	9	test	test	NOUN
bracis-19083	186	10	set	set	VERB
bracis-19083	186	11	.	.	PUNCT
bracis-19083	187	1	table	table	NOUN
bracis-19083	187	2	4	4	NUM
bracis-19083	187	3	.	.	NOUN
bracis-19083	187	4	four	four	NUM
bracis-19083	187	5	examples	example	NOUN
bracis-19083	187	6	,	,	PUNCT
bracis-19083	187	7	two	two	NUM
bracis-19083	187	8	semantic	semantic	ADJ
bracis-19083	187	9	and	and	CCONJ
bracis-19083	187	10	two	two	NUM
bracis-19083	187	11	syntactic	syntactic	ADJ
bracis-19083	187	12	,	,	PUNCT
bracis-19083	187	13	of	of	ADP
bracis-19083	187	14	word	word	NOUN
bracis-19083	187	15	pairs	pair	NOUN
bracis-19083	187	16	from	from	ADP
bracis-19083	187	17	the	the	DET
bracis-19083	187	18	analogy	analogy	NOUN
bracis-19083	187	19	prediction	prediction	NOUN
bracis-19083	187	20	corpus	corpus	NOUN
bracis-19083	187	21	,	,	PUNCT
bracis-19083	187	22	translated	translate	VERB
bracis-19083	187	23	to	to	ADP
bracis-19083	187	24	english.full	english.full	NUM
bracis-19083	187	25	size	size	NOUN
bracis-19083	187	26	table	table	NOUN
bracis-19083	187	27	the	the	DET
bracis-19083	187	28	results	result	NOUN
bracis-19083	187	29	,	,	PUNCT
bracis-19083	187	30	presented	present	VERB
bracis-19083	187	31	in	in	ADP
bracis-19083	187	32	table	table	NOUN
bracis-19083	187	33	 	 	SPACE
bracis-19083	187	34	5	5	NUM
bracis-19083	187	35	,	,	PUNCT
bracis-19083	187	36	show	show	VERB
bracis-19083	187	37	that	that	SCONJ
bracis-19083	187	38	the	the	DET
bracis-19083	187	39	two	two	NUM
bracis-19083	187	40	language	language	NOUN
bracis-19083	187	41	-	-	PUNCT
bracis-19083	187	42	specific	specific	ADJ
bracis-19083	187	43	test	test	NOUN
bracis-19083	187	44	sets	set	NOUN
bracis-19083	187	45	were	be	AUX
bracis-19083	187	46	corroborative	corroborative	ADJ
bracis-19083	187	47	,	,	PUNCT
bracis-19083	187	48	with	with	ADP
bracis-19083	187	49	similar	similar	ADJ
bracis-19083	187	50	results	result	NOUN
bracis-19083	187	51	being	be	AUX
bracis-19083	187	52	achieved	achieve	VERB
bracis-19083	187	53	in	in	ADP
bracis-19083	187	54	all	all	DET
bracis-19083	187	55	test	test	NOUN
bracis-19083	187	56	set	set	VERB
bracis-19083	187	57	pairs	pair	NOUN
bracis-19083	187	58	.	.	PUNCT
bracis-19083	188	1	on	on	ADP
bracis-19083	188	2	average	average	ADJ
bracis-19083	188	3	,	,	PUNCT
bracis-19083	188	4	there	there	PRON
bracis-19083	188	5	was	be	VERB
bracis-19083	188	6	a	a	DET
bracis-19083	188	7	0.01	0.01	NUM
bracis-19083	188	8	%	%	NOUN
bracis-19083	188	9	point	point	NOUN
bracis-19083	188	10	difference	difference	NOUN
bracis-19083	188	11	between	between	ADP
bracis-19083	188	12	text	text	NOUN
bracis-19083	188	13	-	-	PUNCT
bracis-19083	188	14	only	only	ADV
bracis-19083	188	15	and	and	CCONJ
bracis-19083	188	16	the	the	DET
bracis-19083	188	17	best	good	ADJ
bracis-19083	188	18	multimodal	multimodal	ADJ
bracis-19083	188	19	results	result	NOUN
bracis-19083	188	20	,	,	PUNCT
bracis-19083	188	21	which	which	PRON
bracis-19083	188	22	leads	lead	VERB
bracis-19083	188	23	to	to	ADP
bracis-19083	188	24	the	the	DET
bracis-19083	188	25	conclusion	conclusion	NOUN
bracis-19083	188	26	that	that	SCONJ
bracis-19083	188	27	the	the	DET
bracis-19083	188	28	task	task	NOUN
bracis-19083	188	29	of	of	ADP
bracis-19083	188	30	analogy	analogy	NOUN
bracis-19083	188	31	prediction	prediction	NOUN
bracis-19083	188	32	was	be	AUX
bracis-19083	188	33	mostly	mostly	ADV
bracis-19083	188	34	unaffected	unaffected	ADJ
bracis-19083	188	35	by	by	ADP
bracis-19083	188	36	the	the	DET
bracis-19083	188	37	addition	addition	NOUN
bracis-19083	188	38	of	of	ADP
bracis-19083	188	39	visual	visual	ADJ
bracis-19083	188	40	information	information	NOUN
bracis-19083	188	41	through	through	ADP
bracis-19083	188	42	the	the	DET
bracis-19083	188	43	multimodal	multimodal	ADJ
bracis-19083	188	44	fusion	fusion	NOUN
bracis-19083	188	45	methods	method	NOUN
bracis-19083	188	46	tested	test	VERB
bracis-19083	188	47	herein	herein	NOUN
bracis-19083	188	48	.	.	PUNCT
bracis-19083	189	1	that	that	PRON
bracis-19083	189	2	said	say	VERB
bracis-19083	189	3	,	,	PUNCT
bracis-19083	189	4	the	the	DET
bracis-19083	189	5	auto	auto	NOUN
bracis-19083	189	6	-	-	PUNCT
bracis-19083	189	7	encoding	encode	VERB
bracis-19083	189	8	architecture	architecture	NOUN
bracis-19083	189	9	tended	tend	VERB
bracis-19083	189	10	to	to	PART
bracis-19083	189	11	underperform	underperform	VERB
bracis-19083	189	12	when	when	SCONJ
bracis-19083	189	13	compared	compare	VERB
bracis-19083	189	14	to	to	ADP
bracis-19083	189	15	the	the	DET
bracis-19083	189	16	concatenated	concatenate	VERB
bracis-19083	189	17	architecture	architecture	NOUN
bracis-19083	189	18	in	in	ADP
bracis-19083	189	19	all	all	DET
bracis-19083	189	20	cases	case	NOUN
bracis-19083	189	21	but	but	CCONJ
bracis-19083	189	22	those	those	PRON
bracis-19083	189	23	in	in	ADP
bracis-19083	189	24	which	which	PRON
bracis-19083	189	25	the	the	DET
bracis-19083	189	26	nilcft100	nilcft100	PROPN
bracis-19083	189	27	semantic	semantic	ADJ
bracis-19083	189	28	model	model	NOUN
bracis-19083	189	29	was	be	AUX
bracis-19083	189	30	used	use	VERB
bracis-19083	189	31	.	.	PUNCT
bracis-19083	190	1	these	these	DET
bracis-19083	190	2	results	result	NOUN
bracis-19083	190	3	were	be	AUX
bracis-19083	190	4	not	not	PART
bracis-19083	190	5	outside	outside	ADJ
bracis-19083	190	6	expectations	expectation	NOUN
bracis-19083	190	7	,	,	PUNCT
bracis-19083	190	8	as	as	SCONJ
bracis-19083	190	9	the	the	DET
bracis-19083	190	10	image	image	NOUN
bracis-19083	190	11	data	datum	NOUN
bracis-19083	190	12	used	use	VERB
bracis-19083	190	13	for	for	ADP
bracis-19083	190	14	the	the	DET
bracis-19083	190	15	visual	visual	ADJ
bracis-19083	190	16	embeddings	embedding	NOUN
bracis-19083	190	17	focused	focus	VERB
bracis-19083	190	18	mostly	mostly	ADV
bracis-19083	190	19	on	on	ADP
bracis-19083	190	20	objects	object	NOUN
bracis-19083	190	21	,	,	PUNCT
bracis-19083	190	22	while	while	SCONJ
bracis-19083	190	23	the	the	DET
bracis-19083	190	24	analogy	analogy	NOUN
bracis-19083	190	25	prediction	prediction	NOUN
bracis-19083	190	26	tests	test	NOUN
bracis-19083	190	27	focused	focus	VERB
bracis-19083	190	28	on	on	ADP
bracis-19083	190	29	abstracts	abstract	NOUN
bracis-19083	190	30	such	such	ADJ
bracis-19083	190	31	as	as	ADP
bracis-19083	190	32	parentage	parentage	NOUN
bracis-19083	190	33	,	,	PUNCT
bracis-19083	190	34	countries	country	NOUN
bracis-19083	190	35	,	,	PUNCT
bracis-19083	190	36	currency	currency	NOUN
bracis-19083	190	37	and	and	CCONJ
bracis-19083	190	38	word	word	NOUN
bracis-19083	190	39	forms	form	NOUN
bracis-19083	190	40	.	.	PUNCT
bracis-19083	191	1	it	it	PRON
bracis-19083	191	2	is	be	AUX
bracis-19083	191	3	promising	promise	VERB
bracis-19083	191	4	,	,	PUNCT
bracis-19083	191	5	however	however	ADV
bracis-19083	191	6	,	,	PUNCT
bracis-19083	191	7	that	that	SCONJ
bracis-19083	191	8	the	the	DET
bracis-19083	191	9	previously	previously	ADV
bracis-19083	191	10	mentioned	mention	VERB
bracis-19083	191	11	best	good	ADJ
bracis-19083	191	12	overall	overall	ADJ
bracis-19083	191	13	model	model	NOUN
bracis-19083	191	14	achieved	achieve	VERB
bracis-19083	191	15	the	the	DET
bracis-19083	191	16	best	good	ADJ
bracis-19083	191	17	multimodality	multimodality	NOUN
bracis-19083	191	18	results	result	NOUN
bracis-19083	191	19	when	when	SCONJ
bracis-19083	191	20	compared	compare	VERB
bracis-19083	191	21	to	to	ADP
bracis-19083	191	22	their	their	PRON
bracis-19083	191	23	text	text	NOUN
bracis-19083	191	24	-	-	PUNCT
bracis-19083	191	25	only	only	ADV
bracis-19083	191	26	counterpart	counterpart	NOUN
bracis-19083	191	27	.	.	PUNCT
bracis-19083	192	1	perhaps	perhaps	ADV
bracis-19083	192	2	with	with	ADP
bracis-19083	192	3	further	further	ADJ
bracis-19083	192	4	testing	testing	NOUN
bracis-19083	192	5	,	,	PUNCT
bracis-19083	192	6	it	it	PRON
bracis-19083	192	7	might	might	AUX
bracis-19083	192	8	be	be	AUX
bracis-19083	192	9	ascertained	ascertain	VERB
bracis-19083	192	10	that	that	SCONJ
bracis-19083	192	11	the	the	PRON
bracis-19083	192	12	better	well	ADJ
bracis-19083	192	13	the	the	DET
bracis-19083	192	14	original	original	ADJ
bracis-19083	192	15	text	text	NOUN
bracis-19083	192	16	-	-	PUNCT
bracis-19083	192	17	embedding	embed	VERB
bracis-19083	192	18	,	,	PUNCT
bracis-19083	192	19	the	the	DET
bracis-19083	192	20	more	more	ADV
bracis-19083	192	21	effective	effective	ADJ
bracis-19083	192	22	the	the	DET
bracis-19083	192	23	imagined	imagine	VERB
bracis-19083	192	24	visual	visual	ADJ
bracis-19083	192	25	embedding	embed	VERB
bracis-19083	192	26	fusion	fusion	NOUN
bracis-19083	192	27	is	be	AUX
bracis-19083	192	28	.	.	PUNCT
bracis-19083	192	29	table	table	NOUN
bracis-19083	192	30	5	5	NUM
bracis-19083	192	31	.	.	PUNCT
bracis-19083	193	1	the	the	DET
bracis-19083	193	2	best	good	ADJ
bracis-19083	193	3	accuracy	accuracy	NOUN
bracis-19083	193	4	results	result	NOUN
bracis-19083	193	5	for	for	ADP
bracis-19083	193	6	each	each	DET
bracis-19083	193	7	multimodal	multimodal	NOUN
bracis-19083	193	8	model	model	NOUN
bracis-19083	193	9	and	and	CCONJ
bracis-19083	193	10	the	the	DET
bracis-19083	193	11	results	result	NOUN
bracis-19083	193	12	for	for	ADP
bracis-19083	193	13	their	their	PRON
bracis-19083	193	14	text	text	NOUN
bracis-19083	193	15	-	-	PUNCT
bracis-19083	193	16	only	only	ADV
bracis-19083	193	17	counterparts	counterpart	NOUN
bracis-19083	193	18	for	for	ADP
bracis-19083	193	19	the	the	DET
bracis-19083	193	20	brazilian	brazilian	ADJ
bracis-19083	193	21	portuguese	portuguese	NOUN
bracis-19083	193	22	and	and	CCONJ
bracis-19083	193	23	european	european	ADJ
bracis-19083	193	24	portuguese	portuguese	ADJ
bracis-19083	193	25	analogy	analogy	NOUN
bracis-19083	193	26	prediction	prediction	NOUN
bracis-19083	193	27	test	test	NOUN
bracis-19083	193	28	sets.full	sets.full	NUM
bracis-19083	193	29	size	size	NOUN
bracis-19083	193	30	table	table	NOUN
bracis-19083	193	31	4.3	4.3	NUM
bracis-19083	193	32	semantic	semantic	ADJ
bracis-19083	193	33	similarity	similarity	NOUN
bracis-19083	193	34	in	in	ADP
bracis-19083	193	35	short	short	ADJ
bracis-19083	193	36	sentences	sentence	NOUN
bracis-19083	193	37	semantic	semantic	ADJ
bracis-19083	193	38	similarity	similarity	NOUN
bracis-19083	193	39	requires	require	VERB
bracis-19083	193	40	that	that	SCONJ
bracis-19083	193	41	a	a	DET
bracis-19083	193	42	model	model	NOUN
bracis-19083	193	43	give	give	VERB
bracis-19083	193	44	a	a	DET
bracis-19083	193	45	numerical	numerical	ADJ
bracis-19083	193	46	value	value	NOUN
bracis-19083	193	47	to	to	ADP
bracis-19083	193	48	how	how	SCONJ
bracis-19083	193	49	semantically	semantically	ADV
bracis-19083	193	50	similar	similar	ADJ
bracis-19083	193	51	two	two	NUM
bracis-19083	193	52	sentences	sentence	NOUN
bracis-19083	193	53	are	be	AUX
bracis-19083	193	54	,	,	PUNCT
bracis-19083	193	55	with	with	ADP
bracis-19083	193	56	the	the	DET
bracis-19083	193	57	lower	low	ADJ
bracis-19083	193	58	similarity	similarity	NOUN
bracis-19083	193	59	extreme	extreme	ADJ
bracis-19083	193	60	being	being	NOUN
bracis-19083	193	61	that	that	SCONJ
bracis-19083	193	62	the	the	DET
bracis-19083	193	63	sentences	sentence	NOUN
bracis-19083	193	64	are	be	AUX
bracis-19083	193	65	completely	completely	ADV
bracis-19083	193	66	different	different	ADJ
bracis-19083	193	67	,	,	PUNCT
bracis-19083	193	68	and	and	CCONJ
bracis-19083	193	69	the	the	DET
bracis-19083	193	70	higher	high	ADJ
bracis-19083	193	71	similarity	similarity	NOUN
bracis-19083	193	72	extreme	extreme	NOUN
bracis-19083	193	73	being	being	NOUN
bracis-19083	193	74	that	that	SCONJ
bracis-19083	193	75	the	the	DET
bracis-19083	193	76	sentences	sentence	NOUN
bracis-19083	193	77	are	be	AUX
bracis-19083	193	78	paraphrases	paraphrase	NOUN
bracis-19083	193	79	.	.	PUNCT
bracis-19083	194	1	the	the	DET
bracis-19083	194	2	assin	assin	PROPN
bracis-19083	194	3	 	 	SPACE
bracis-19083	194	4	[	[	X
bracis-19083	194	5	5	5	NUM
bracis-19083	194	6	]	]	PUNCT
bracis-19083	194	7	sentence	sentence	NOUN
bracis-19083	194	8	similarity	similarity	NOUN
bracis-19083	194	9	corpus	corpus	NOUN
bracis-19083	194	10	was	be	AUX
bracis-19083	194	11	used	use	VERB
bracis-19083	194	12	for	for	ADP
bracis-19083	194	13	this	this	DET
bracis-19083	194	14	task	task	NOUN
bracis-19083	194	15	in	in	ADP
bracis-19083	194	16	this	this	DET
bracis-19083	194	17	work	work	NOUN
bracis-19083	194	18	.	.	PUNCT
bracis-19083	195	1	the	the	DET
bracis-19083	195	2	code	code	NOUN
bracis-19083	195	3	used	use	VERB
bracis-19083	195	4	for	for	ADP
bracis-19083	195	5	the	the	DET
bracis-19083	195	6	tests	test	NOUN
bracis-19083	195	7	is	be	AUX
bracis-19083	195	8	the	the	DET
bracis-19083	195	9	same	same	ADJ
bracis-19083	195	10	as	as	SCONJ
bracis-19083	195	11	was	be	AUX
bracis-19083	195	12	used	use	VERB
bracis-19083	195	13	by	by	ADP
bracis-19083	195	14	hartmann	hartmann	PROPN
bracis-19083	195	15	et	et	PROPN
bracis-19083	195	16	al	al	PROPN
bracis-19083	195	17	.	.	PROPN
bracis-19083	196	1	(	(	PUNCT
bracis-19083	196	2	2017	2017	NUM
bracis-19083	196	3	)	)	PUNCT
bracis-19083	196	4	 	 	SPACE
bracis-19083	197	1	[	[	X
bracis-19083	197	2	9	9	NUM
bracis-19083	197	3	]	]	PUNCT
bracis-19083	197	4	,	,	PUNCT
bracis-19083	197	5	available	available	ADJ
bracis-19083	197	6	in	in	ADP
bracis-19083	197	7	the	the	DET
bracis-19083	197	8	publication	publication	NOUN
bracis-19083	197	9	’s	’s	PART
bracis-19083	197	10	github	github	PROPN
bracis-19083	197	11	pagefootnote	pagefootnote	PROPN
bracis-19083	197	12	12	12	NUM
bracis-19083	197	13	.	.	PUNCT
bracis-19083	198	1	the	the	DET
bracis-19083	198	2	architecture	architecture	NOUN
bracis-19083	198	3	uses	use	VERB
bracis-19083	198	4	a	a	DET
bracis-19083	198	5	linear	linear	ADJ
bracis-19083	198	6	regression	regression	NOUN
bracis-19083	198	7	algorithm	algorithm	NOUN
bracis-19083	198	8	trained	train	VERB
bracis-19083	198	9	on	on	ADP
bracis-19083	198	10	two	two	NUM
bracis-19083	198	11	features	feature	NOUN
bracis-19083	198	12	:	:	PUNCT
bracis-19083	198	13	the	the	DET
bracis-19083	198	14	cosine	cosine	NOUN
bracis-19083	198	15	similarity	similarity	NOUN
bracis-19083	198	16	of	of	ADP
bracis-19083	198	17	the	the	DET
bracis-19083	198	18	tf	tf	PROPN
bracis-19083	198	19	-	-	PUNCT
bracis-19083	198	20	idf	idf	PROPN
bracis-19083	198	21	of	of	ADP
bracis-19083	198	22	each	each	DET
bracis-19083	198	23	sentence	sentence	NOUN
bracis-19083	198	24	and	and	CCONJ
bracis-19083	198	25	the	the	DET
bracis-19083	198	26	cosine	cosine	NOUN
bracis-19083	198	27	similarity	similarity	NOUN
bracis-19083	198	28	between	between	ADP
bracis-19083	198	29	the	the	DET
bracis-19083	198	30	sum	sum	NOUN
bracis-19083	198	31	of	of	ADP
bracis-19083	198	32	each	each	DET
bracis-19083	198	33	sentence	sentence	NOUN
bracis-19083	198	34	’s	’s	PART
bracis-19083	198	35	word	word	NOUN
bracis-19083	198	36	embeddings	embedding	NOUN
bracis-19083	198	37	.	.	PUNCT
bracis-19083	199	1	the	the	DET
bracis-19083	199	2	assin	assin	PROPN
bracis-19083	199	3	semantic	semantic	PROPN
bracis-19083	199	4	similarity	similarity	NOUN
bracis-19083	199	5	dataset	dataset	NOUN
bracis-19083	199	6	is	be	AUX
bracis-19083	199	7	divided	divide	VERB
bracis-19083	199	8	into	into	ADP
bracis-19083	199	9	two	two	NUM
bracis-19083	199	10	tracks	track	NOUN
bracis-19083	199	11	,	,	PUNCT
bracis-19083	199	12	european	european	ADJ
bracis-19083	199	13	portuguese	portuguese	PROPN
bracis-19083	199	14	and	and	CCONJ
bracis-19083	199	15	brazilian	brazilian	ADJ
bracis-19083	199	16	portuguese	portuguese	PROPN
bracis-19083	199	17	.	.	PUNCT
bracis-19083	200	1	the	the	DET
bracis-19083	200	2	objective	objective	NOUN
bracis-19083	200	3	of	of	ADP
bracis-19083	200	4	the	the	DET
bracis-19083	200	5	task	task	NOUN
bracis-19083	200	6	is	be	AUX
bracis-19083	200	7	to	to	PART
bracis-19083	200	8	predict	predict	VERB
bracis-19083	200	9	a	a	DET
bracis-19083	200	10	number	number	NOUN
bracis-19083	200	11	between	between	ADP
bracis-19083	200	12	1	1	NUM
bracis-19083	200	13	(	(	PUNCT
bracis-19083	200	14	unrelated	unrelated	ADJ
bracis-19083	200	15	sentences	sentence	NOUN
bracis-19083	200	16	)	)	PUNCT
bracis-19083	200	17	and	and	CCONJ
bracis-19083	200	18	5	5	NUM
bracis-19083	200	19	(	(	PUNCT
bracis-19083	200	20	paraphrasing	paraphrasing	NOUN
bracis-19083	200	21	sentences	sentence	NOUN
bracis-19083	200	22	)	)	PUNCT
bracis-19083	200	23	to	to	PART
bracis-19083	200	24	represent	represent	VERB
bracis-19083	200	25	the	the	DET
bracis-19083	200	26	similarity	similarity	NOUN
bracis-19083	200	27	between	between	ADP
bracis-19083	200	28	two	two	NUM
bracis-19083	200	29	short	short	ADJ
bracis-19083	200	30	sentences	sentence	NOUN
bracis-19083	200	31	.	.	PUNCT
bracis-19083	201	1	the	the	DET
bracis-19083	201	2	task	task	NOUN
bracis-19083	201	3	was	be	AUX
bracis-19083	201	4	evaluated	evaluate	VERB
bracis-19083	201	5	using	use	VERB
bracis-19083	201	6	pearson	pearson	PROPN
bracis-19083	201	7	’s	’s	PART
bracis-19083	201	8	correlation	correlation	NOUN
bracis-19083	201	9	and	and	CCONJ
bracis-19083	201	10	mean	mean	VERB
bracis-19083	201	11	standard	standard	ADJ
bracis-19083	201	12	error	error	NOUN
bracis-19083	201	13	(	(	PUNCT
bracis-19083	201	14	mse	mse	NOUN
bracis-19083	201	15	)	)	PUNCT
bracis-19083	201	16	,	,	PUNCT
bracis-19083	201	17	as	as	SCONJ
bracis-19083	201	18	it	it	PRON
bracis-19083	201	19	was	be	AUX
bracis-19083	201	20	during	during	ADP
bracis-19083	201	21	the	the	DET
bracis-19083	201	22	original	original	ADJ
bracis-19083	201	23	assin	assin	PROPN
bracis-19083	201	24	task	task	PROPN
bracis-19083	201	25	.	.	PUNCT
bracis-19083	202	1	table	table	NOUN
bracis-19083	202	2	 	 	SPACE
bracis-19083	202	3	6	6	NUM
bracis-19083	202	4	shows	show	VERB
bracis-19083	202	5	the	the	DET
bracis-19083	202	6	results	result	NOUN
bracis-19083	202	7	of	of	ADP
bracis-19083	202	8	this	this	DET
bracis-19083	202	9	test	test	NOUN
bracis-19083	202	10	,	,	PUNCT
bracis-19083	202	11	with	with	ADP
bracis-19083	202	12	the	the	DET
bracis-19083	202	13	best	good	ADJ
bracis-19083	202	14	overall	overall	ADJ
bracis-19083	202	15	model	model	NOUN
bracis-19083	202	16	and	and	CCONJ
bracis-19083	202	17	the	the	DET
bracis-19083	202	18	best	good	ADJ
bracis-19083	202	19	architecture	architecture	NOUN
bracis-19083	202	20	for	for	ADP
bracis-19083	202	21	each	each	DET
bracis-19083	202	22	model	model	NOUN
bracis-19083	202	23	marked	mark	VERB
bracis-19083	202	24	in	in	ADP
bracis-19083	202	25	bold	bold	ADJ
bracis-19083	202	26	.	.	PUNCT
bracis-19083	203	1	figure	figure	VERB
bracis-19083	203	2	 	 	SPACE
bracis-19083	203	3	4	4	NUM
bracis-19083	203	4	presents	present	VERB
bracis-19083	203	5	some	some	DET
bracis-19083	203	6	examples	example	NOUN
bracis-19083	203	7	for	for	ADP
bracis-19083	203	8	this	this	DET
bracis-19083	203	9	test	test	NOUN
bracis-19083	203	10	set	set	VERB
bracis-19083	203	11	.	.	PUNCT
bracis-19083	204	1	fig	fig	NOUN
bracis-19083	204	2	.	.	PUNCT
bracis-19083	205	1	4	4	X
bracis-19083	205	2	.	.	NOUN
bracis-19083	205	3	example	example	NOUN
bracis-19083	205	4	of	of	ADP
bracis-19083	205	5	sentence	sentence	NOUN
bracis-19083	205	6	pairs	pair	NOUN
bracis-19083	205	7	from	from	ADP
bracis-19083	205	8	the	the	DET
bracis-19083	205	9	assin	assin	PROPN
bracis-19083	205	10	corpus	corpus	PROPN
bracis-19083	205	11	.	.	PUNCT
bracis-19083	206	1	full	full	ADJ
bracis-19083	206	2	size	size	NOUN
bracis-19083	206	3	image	image	NOUN
bracis-19083	206	4	the	the	DET
bracis-19083	206	5	results	result	NOUN
bracis-19083	206	6	found	find	VERB
bracis-19083	206	7	with	with	ADP
bracis-19083	206	8	these	these	DET
bracis-19083	206	9	semantic	semantic	ADJ
bracis-19083	206	10	similarity	similarity	NOUN
bracis-19083	206	11	tests	test	NOUN
bracis-19083	206	12	are	be	AUX
bracis-19083	206	13	very	very	ADV
bracis-19083	206	14	similar	similar	ADJ
bracis-19083	206	15	to	to	ADP
bracis-19083	206	16	those	those	PRON
bracis-19083	206	17	found	find	VERB
bracis-19083	206	18	during	during	ADP
bracis-19083	206	19	the	the	DET
bracis-19083	206	20	word	word	NOUN
bracis-19083	206	21	relatedness	relatedness	NOUN
bracis-19083	206	22	tests	test	NOUN
bracis-19083	206	23	presented	present	VERB
bracis-19083	206	24	previously	previously	ADV
bracis-19083	206	25	in	in	ADP
bracis-19083	206	26	this	this	DET
bracis-19083	206	27	section	section	NOUN
bracis-19083	206	28	.	.	PUNCT
bracis-19083	207	1	these	these	DET
bracis-19083	207	2	tests	test	NOUN
bracis-19083	207	3	found	find	VERB
bracis-19083	207	4	that	that	SCONJ
bracis-19083	207	5	multimodal	multimodal	NOUN
bracis-19083	207	6	models	model	NOUN
bracis-19083	207	7	outperform	outperform	VERB
bracis-19083	207	8	text	text	NOUN
bracis-19083	207	9	-	-	PUNCT
bracis-19083	207	10	only	only	ADJ
bracis-19083	207	11	models	model	NOUN
bracis-19083	207	12	by	by	ADP
bracis-19083	207	13	an	an	DET
bracis-19083	207	14	average	average	NOUN
bracis-19083	207	15	of	of	ADP
bracis-19083	207	16	2	2	NUM
bracis-19083	207	17	%	%	NOUN
bracis-19083	207	18	points	point	NOUN
bracis-19083	207	19	and	and	CCONJ
bracis-19083	207	20	that	that	SCONJ
bracis-19083	207	21	the	the	DET
bracis-19083	207	22	auto	auto	NOUN
bracis-19083	207	23	-	-	PUNCT
bracis-19083	207	24	encoding	encoding	NOUN
bracis-19083	207	25	architecture	architecture	NOUN
bracis-19083	207	26	is	be	AUX
bracis-19083	207	27	generally	generally	ADV
bracis-19083	207	28	superior	superior	ADJ
bracis-19083	207	29	to	to	ADP
bracis-19083	207	30	the	the	DET
bracis-19083	207	31	concatenation	concatenation	NOUN
bracis-19083	207	32	architecture	architecture	NOUN
bracis-19083	207	33	within	within	ADP
bracis-19083	207	34	these	these	DET
bracis-19083	207	35	test	test	NOUN
bracis-19083	207	36	conditions	condition	NOUN
bracis-19083	207	37	.	.	PUNCT
bracis-19083	208	1	table	table	NOUN
bracis-19083	208	2	6	6	NUM
bracis-19083	208	3	.	.	PUNCT
bracis-19083	209	1	the	the	DET
bracis-19083	209	2	best	good	ADJ
bracis-19083	209	3	results	result	NOUN
bracis-19083	209	4	for	for	ADP
bracis-19083	209	5	the	the	DET
bracis-19083	209	6	brazilian	brazilian	ADJ
bracis-19083	209	7	portuguese	portuguese	NOUN
bracis-19083	209	8	and	and	CCONJ
bracis-19083	209	9	european	european	ADJ
bracis-19083	209	10	portuguese	portuguese	ADJ
bracis-19083	209	11	tracks	track	NOUN
bracis-19083	209	12	of	of	ADP
bracis-19083	209	13	the	the	DET
bracis-19083	209	14	assin	assin	PROPN
bracis-19083	209	15	semantic	semantic	PROPN
bracis-19083	209	16	similarity	similarity	NOUN
bracis-19083	209	17	task.full	task.full	NUM
bracis-19083	209	18	size	size	NOUN
bracis-19083	209	19	table	table	NOUN
bracis-19083	209	20	4.4	4.4	NUM
bracis-19083	209	21	named	name	VERB
bracis-19083	209	22	entity	entity	NOUN
bracis-19083	209	23	recognition	recognition	NOUN
bracis-19083	209	24	named	name	VERB
bracis-19083	209	25	entity	entity	NOUN
bracis-19083	209	26	recognition	recognition	NOUN
bracis-19083	209	27	(	(	PUNCT
bracis-19083	209	28	ner	ner	NOUN
bracis-19083	209	29	)	)	PUNCT
bracis-19083	209	30	requires	require	VERB
bracis-19083	209	31	that	that	SCONJ
bracis-19083	209	32	,	,	PUNCT
bracis-19083	209	33	given	give	VERB
bracis-19083	209	34	a	a	DET
bracis-19083	209	35	set	set	NOUN
bracis-19083	209	36	of	of	ADP
bracis-19083	209	37	classes	class	NOUN
bracis-19083	209	38	for	for	ADP
bracis-19083	209	39	named	name	VERB
bracis-19083	209	40	entities	entity	NOUN
bracis-19083	209	41	,	,	PUNCT
bracis-19083	209	42	a	a	DET
bracis-19083	209	43	model	model	NOUN
bracis-19083	209	44	recognize	recognize	VERB
bracis-19083	209	45	and	and	CCONJ
bracis-19083	209	46	classify	classify	VERB
bracis-19083	209	47	these	these	DET
bracis-19083	209	48	entities	entity	NOUN
bracis-19083	209	49	within	within	ADP
bracis-19083	209	50	raw	raw	ADJ
bracis-19083	209	51	text	text	NOUN
bracis-19083	209	52	,	,	PUNCT
bracis-19083	209	53	usually	usually	ADV
bracis-19083	209	54	by	by	ADP
bracis-19083	209	55	use	use	NOUN
bracis-19083	209	56	of	of	ADP
bracis-19083	209	57	tags	tag	NOUN
bracis-19083	209	58	.	.	PUNCT
bracis-19083	210	1	word	word	NOUN
bracis-19083	210	2	embeddings	embedding	NOUN
bracis-19083	210	3	can	can	AUX
bracis-19083	210	4	be	be	AUX
bracis-19083	210	5	used	use	VERB
bracis-19083	210	6	to	to	PART
bracis-19083	210	7	parse	parse	VERB
bracis-19083	210	8	the	the	DET
bracis-19083	210	9	text	text	NOUN
bracis-19083	210	10	input	input	NOUN
bracis-19083	210	11	into	into	ADP
bracis-19083	210	12	the	the	DET
bracis-19083	210	13	model	model	NOUN
bracis-19083	210	14	,	,	PUNCT
bracis-19083	210	15	using	use	VERB
bracis-19083	210	16	the	the	DET
bracis-19083	210	17	feature	feature	NOUN
bracis-19083	210	18	vectors	vector	NOUN
bracis-19083	210	19	in	in	ADP
bracis-19083	210	20	its	its	PRON
bracis-19083	210	21	tagging	tagging	NOUN
bracis-19083	210	22	predictions	prediction	NOUN
bracis-19083	210	23	.	.	PUNCT
bracis-19083	211	1	the	the	DET
bracis-19083	211	2	harem	harem	PROPN
bracis-19083	211	3	 	 	SPACE
bracis-19083	211	4	[	[	X
bracis-19083	211	5	16	16	NUM
bracis-19083	211	6	]	]	X
bracis-19083	211	7	ner	ner	NOUN
bracis-19083	211	8	corpus	corpus	NOUN
bracis-19083	211	9	was	be	AUX
bracis-19083	211	10	used	use	VERB
bracis-19083	211	11	to	to	PART
bracis-19083	211	12	test	test	VERB
bracis-19083	211	13	the	the	DET
bracis-19083	211	14	models	model	NOUN
bracis-19083	211	15	.	.	PUNCT
bracis-19083	212	1	the	the	DET
bracis-19083	212	2	code	code	NOUN
bracis-19083	212	3	used	use	VERB
bracis-19083	212	4	for	for	ADP
bracis-19083	212	5	the	the	DET
bracis-19083	212	6	ner	ner	NOUN
bracis-19083	212	7	tests	test	NOUN
bracis-19083	212	8	was	be	AUX
bracis-19083	212	9	developed	develop	VERB
bracis-19083	212	10	by	by	ADP
bracis-19083	212	11	santos	santos	PROPN
bracis-19083	212	12	et	et	PROPN
bracis-19083	212	13	al	al	PROPN
bracis-19083	212	14	.	.	PROPN
bracis-19083	213	1	(	(	PUNCT
bracis-19083	213	2	2019	2019	NUM
bracis-19083	213	3	)	)	PUNCT
bracis-19083	213	4	 	 	SPACE
bracis-19083	214	1	[	[	X
bracis-19083	214	2	17	17	NUM
bracis-19083	214	3	]	]	PUNCT
bracis-19083	214	4	,	,	PUNCT
bracis-19083	214	5	available	available	ADJ
bracis-19083	214	6	in	in	ADP
bracis-19083	214	7	the	the	DET
bracis-19083	214	8	paper	paper	NOUN
bracis-19083	214	9	’s	’s	PART
bracis-19083	214	10	github	github	PROPN
bracis-19083	214	11	pagefootnote	pagefootnote	NOUN
bracis-19083	214	12	13	13	NUM
bracis-19083	214	13	.	.	PUNCT
bracis-19083	215	1	it	it	PRON
bracis-19083	215	2	uses	use	VERB
bracis-19083	215	3	an	an	DET
bracis-19083	215	4	lstm	lstm	PROPN
bracis-19083	215	5	-	-	PUNCT
bracis-19083	215	6	crf	crf	NOUN
bracis-19083	215	7	neural	neural	ADJ
bracis-19083	215	8	network	network	NOUN
bracis-19083	215	9	architecture	architecture	NOUN
bracis-19083	215	10	to	to	PART
bracis-19083	215	11	train	train	VERB
bracis-19083	215	12	a	a	DET
bracis-19083	215	13	sequence	sequence	NOUN
bracis-19083	215	14	tagger	tagger	NOUN
bracis-19083	215	15	using	use	VERB
bracis-19083	215	16	the	the	DET
bracis-19083	215	17	flair	flair	NOUN
bracis-19083	215	18	toolkit	toolkit	NOUN
bracis-19083	215	19	to	to	PART
bracis-19083	215	20	perform	perform	VERB
bracis-19083	215	21	a	a	DET
bracis-19083	215	22	ner	ner	NOUN
bracis-19083	215	23	task	task	NOUN
bracis-19083	215	24	based	base	VERB
bracis-19083	215	25	on	on	ADP
bracis-19083	215	26	the	the	DET
bracis-19083	215	27	supplied	supply	VERB
bracis-19083	215	28	training	training	NOUN
bracis-19083	215	29	and	and	CCONJ
bracis-19083	215	30	test	test	NOUN
bracis-19083	215	31	corpora	corpora	VERB
bracis-19083	215	32	.	.	PUNCT
bracis-19083	216	1	the	the	DET
bracis-19083	216	2	harem	harem	PROPN
bracis-19083	216	3	test	test	NOUN
bracis-19083	216	4	set	set	NOUN
bracis-19083	216	5	is	be	AUX
bracis-19083	216	6	composed	compose	VERB
bracis-19083	216	7	of	of	ADP
bracis-19083	216	8	two	two	NUM
bracis-19083	216	9	tracks	track	NOUN
bracis-19083	216	10	:	:	PUNCT
bracis-19083	216	11	the	the	DET
bracis-19083	216	12	selective	selective	ADJ
bracis-19083	216	13	track	track	NOUN
bracis-19083	216	14	;	;	PUNCT
bracis-19083	216	15	and	and	CCONJ
bracis-19083	216	16	the	the	DET
bracis-19083	216	17	total	total	ADJ
bracis-19083	216	18	track	track	NOUN
bracis-19083	216	19	.	.	PUNCT
bracis-19083	217	1	the	the	DET
bracis-19083	217	2	selective	selective	ADJ
bracis-19083	217	3	track	track	NOUN
bracis-19083	217	4	is	be	AUX
bracis-19083	217	5	the	the	DET
bracis-19083	217	6	smaller	small	ADJ
bracis-19083	217	7	of	of	ADP
bracis-19083	217	8	the	the	DET
bracis-19083	217	9	two	two	NUM
bracis-19083	217	10	,	,	PUNCT
bracis-19083	217	11	including	include	VERB
bracis-19083	217	12	only	only	ADV
bracis-19083	217	13	the	the	DET
bracis-19083	217	14	five	five	NUM
bracis-19083	217	15	most	most	ADV
bracis-19083	217	16	populated	populated	ADJ
bracis-19083	217	17	named	name	VERB
bracis-19083	217	18	entity	entity	NOUN
bracis-19083	217	19	categories	category	NOUN
bracis-19083	217	20	within	within	ADP
bracis-19083	217	21	the	the	DET
bracis-19083	217	22	test	test	NOUN
bracis-19083	217	23	set	set	NOUN
bracis-19083	217	24	.	.	PUNCT
bracis-19083	218	1	the	the	DET
bracis-19083	218	2	total	total	ADJ
bracis-19083	218	3	track	track	NOUN
bracis-19083	218	4	is	be	AUX
bracis-19083	218	5	the	the	DET
bracis-19083	218	6	larger	large	ADJ
bracis-19083	218	7	of	of	ADP
bracis-19083	218	8	the	the	DET
bracis-19083	218	9	two	two	NUM
bracis-19083	218	10	,	,	PUNCT
bracis-19083	218	11	including	include	VERB
bracis-19083	218	12	all	all	PRON
bracis-19083	218	13	ten	ten	NUM
bracis-19083	218	14	named	name	VERB
bracis-19083	218	15	entity	entity	NOUN
bracis-19083	218	16	categories	category	NOUN
bracis-19083	218	17	present	present	ADJ
bracis-19083	218	18	in	in	ADP
bracis-19083	218	19	the	the	DET
bracis-19083	218	20	first	first	ADJ
bracis-19083	218	21	harem	harem	PROPN
bracis-19083	218	22	test	test	NOUN
bracis-19083	218	23	set	set	VERB
bracis-19083	218	24	.	.	PUNCT
bracis-19083	219	1	table	table	NOUN
bracis-19083	219	2	 	 	SPACE
bracis-19083	219	3	7	7	NUM
bracis-19083	219	4	shows	show	VERB
bracis-19083	219	5	the	the	DET
bracis-19083	219	6	results	result	NOUN
bracis-19083	219	7	of	of	ADP
bracis-19083	219	8	this	this	DET
bracis-19083	219	9	test	test	NOUN
bracis-19083	219	10	,	,	PUNCT
bracis-19083	219	11	with	with	ADP
bracis-19083	219	12	the	the	DET
bracis-19083	219	13	best	good	ADJ
bracis-19083	219	14	overall	overall	ADJ
bracis-19083	219	15	model	model	NOUN
bracis-19083	219	16	and	and	CCONJ
bracis-19083	219	17	the	the	DET
bracis-19083	219	18	best	good	ADJ
bracis-19083	219	19	architecture	architecture	NOUN
bracis-19083	219	20	for	for	ADP
bracis-19083	219	21	each	each	DET
bracis-19083	219	22	model	model	NOUN
bracis-19083	219	23	highlighted	highlight	VERB
bracis-19083	219	24	in	in	ADP
bracis-19083	219	25	bold	bold	ADJ
bracis-19083	219	26	.	.	PUNCT
bracis-19083	220	1	figure	figure	VERB
bracis-19083	220	2	 	 	SPACE
bracis-19083	220	3	5	5	NUM
bracis-19083	220	4	presents	present	VERB
bracis-19083	220	5	some	some	DET
bracis-19083	220	6	examples	example	NOUN
bracis-19083	220	7	for	for	ADP
bracis-19083	220	8	this	this	DET
bracis-19083	220	9	test	test	NOUN
bracis-19083	220	10	set	set	VERB
bracis-19083	220	11	.	.	PUNCT
bracis-19083	221	1	fig	fig	NOUN
bracis-19083	221	2	.	.	PUNCT
bracis-19083	222	1	5	5	NUM
bracis-19083	222	2	.	.	X
bracis-19083	222	3	a	a	DET
bracis-19083	222	4	snippet	snippet	NOUN
bracis-19083	222	5	of	of	ADP
bracis-19083	222	6	a	a	DET
bracis-19083	222	7	sentence	sentence	NOUN
bracis-19083	222	8	from	from	ADP
bracis-19083	222	9	the	the	DET
bracis-19083	222	10	first	first	ADJ
bracis-19083	222	11	harem	harem	PROPN
bracis-19083	222	12	,	,	PUNCT
bracis-19083	222	13	to	to	PART
bracis-19083	222	14	exemplify	exemplify	VERB
bracis-19083	222	15	its	its	PRON
bracis-19083	222	16	annotation	annotation	NOUN
bracis-19083	222	17	.	.	PUNCT
bracis-19083	223	1	full	full	ADJ
bracis-19083	223	2	size	size	NOUN
bracis-19083	223	3	image	image	NOUN
bracis-19083	223	4	table	table	NOUN
bracis-19083	223	5	7	7	NUM
bracis-19083	223	6	.	.	PUNCT
bracis-19083	224	1	the	the	DET
bracis-19083	224	2	best	good	ADJ
bracis-19083	224	3	results	result	NOUN
bracis-19083	224	4	for	for	ADP
bracis-19083	224	5	the	the	DET
bracis-19083	224	6	selective	selective	ADJ
bracis-19083	224	7	and	and	CCONJ
bracis-19083	224	8	total	total	ADJ
bracis-19083	224	9	tracks	track	NOUN
bracis-19083	224	10	of	of	ADP
bracis-19083	224	11	the	the	DET
bracis-19083	224	12	harem	harem	PROPN
bracis-19083	224	13	task.full	task.full	NUM
bracis-19083	224	14	size	size	NOUN
bracis-19083	224	15	table	table	NOUN
bracis-19083	224	16	on	on	ADP
bracis-19083	224	17	average	average	ADJ
bracis-19083	224	18	,	,	PUNCT
bracis-19083	224	19	the	the	DET
bracis-19083	224	20	multimodal	multimodal	NOUN
bracis-19083	224	21	models	model	NOUN
bracis-19083	224	22	outperform	outperform	VERB
bracis-19083	224	23	text	text	NOUN
bracis-19083	224	24	-	-	PUNCT
bracis-19083	224	25	only	only	ADJ
bracis-19083	224	26	models	model	NOUN
bracis-19083	224	27	by	by	ADP
bracis-19083	224	28	0.25	0.25	NUM
bracis-19083	224	29	%	%	NOUN
bracis-19083	224	30	point	point	NOUN
bracis-19083	224	31	in	in	ADP
bracis-19083	224	32	the	the	DET
bracis-19083	224	33	selective	selective	ADJ
bracis-19083	224	34	track	track	NOUN
bracis-19083	224	35	,	,	PUNCT
bracis-19083	224	36	and	and	CCONJ
bracis-19083	224	37	are	be	AUX
bracis-19083	224	38	outperformed	outperform	VERB
bracis-19083	224	39	by	by	ADP
bracis-19083	224	40	the	the	DET
bracis-19083	224	41	text	text	NOUN
bracis-19083	224	42	-	-	PUNCT
bracis-19083	224	43	only	only	ADJ
bracis-19083	224	44	models	model	NOUN
bracis-19083	224	45	by	by	ADP
bracis-19083	224	46	0.08	0.08	NUM
bracis-19083	224	47	%	%	NOUN
bracis-19083	224	48	point	point	NOUN
bracis-19083	224	49	in	in	ADP
bracis-19083	224	50	the	the	DET
bracis-19083	224	51	total	total	ADJ
bracis-19083	224	52	track	track	NOUN
bracis-19083	224	53	.	.	PUNCT
bracis-19083	225	1	these	these	DET
bracis-19083	225	2	results	result	NOUN
bracis-19083	225	3	show	show	VERB
bracis-19083	225	4	that	that	SCONJ
bracis-19083	225	5	the	the	DET
bracis-19083	225	6	addition	addition	NOUN
bracis-19083	225	7	of	of	ADP
bracis-19083	225	8	visual	visual	ADJ
bracis-19083	225	9	information	information	NOUN
bracis-19083	225	10	through	through	ADP
bracis-19083	225	11	multimodal	multimodal	NOUN
bracis-19083	225	12	fusion	fusion	NOUN
bracis-19083	225	13	does	do	AUX
bracis-19083	225	14	not	not	PART
bracis-19083	225	15	have	have	VERB
bracis-19083	225	16	much	much	ADJ
bracis-19083	225	17	effect	effect	NOUN
bracis-19083	225	18	on	on	ADP
bracis-19083	225	19	the	the	DET
bracis-19083	225	20	results	result	NOUN
bracis-19083	225	21	for	for	ADP
bracis-19083	225	22	our	our	PRON
bracis-19083	225	23	models	model	NOUN
bracis-19083	225	24	in	in	ADP
bracis-19083	225	25	this	this	DET
bracis-19083	225	26	test	test	NOUN
bracis-19083	225	27	set	set	VERB
bracis-19083	225	28	.	.	PUNCT
bracis-19083	226	1	5	5	NUM
bracis-19083	226	2	conclusion	conclusion	NOUN
bracis-19083	226	3	and	and	CCONJ
bracis-19083	226	4	future	future	ADJ
bracis-19083	226	5	work	work	NOUN
bracis-19083	226	6	this	this	DET
bracis-19083	226	7	work	work	NOUN
bracis-19083	226	8	presented	present	VERB
bracis-19083	226	9	the	the	DET
bracis-19083	226	10	results	result	NOUN
bracis-19083	226	11	of	of	ADP
bracis-19083	226	12	a	a	DET
bracis-19083	226	13	study	study	NOUN
bracis-19083	226	14	into	into	ADP
bracis-19083	226	15	the	the	DET
bracis-19083	226	16	usefulness	usefulness	NOUN
bracis-19083	226	17	of	of	ADP
bracis-19083	226	18	visual	visual	ADJ
bracis-19083	226	19	data	datum	NOUN
bracis-19083	226	20	when	when	SCONJ
bracis-19083	226	21	used	use	VERB
bracis-19083	226	22	in	in	ADP
bracis-19083	226	23	conjunction	conjunction	NOUN
bracis-19083	226	24	with	with	ADP
bracis-19083	226	25	textual	textual	ADJ
bracis-19083	226	26	data	datum	NOUN
bracis-19083	226	27	for	for	ADP
bracis-19083	226	28	nlp	nlp	ADJ
bracis-19083	226	29	tasks	task	NOUN
bracis-19083	226	30	in	in	ADP
bracis-19083	226	31	a	a	DET
bracis-19083	226	32	general	general	ADJ
bracis-19083	226	33	news	news	NOUN
bracis-19083	226	34	domain	domain	NOUN
bracis-19083	226	35	.	.	PUNCT
bracis-19083	227	1	it	it	PRON
bracis-19083	227	2	involved	involve	VERB
bracis-19083	227	3	the	the	DET
bracis-19083	227	4	development	development	NOUN
bracis-19083	227	5	of	of	ADP
bracis-19083	227	6	word	word	NOUN
bracis-19083	227	7	embedding	embed	VERB
bracis-19083	227	8	models	model	NOUN
bracis-19083	227	9	which	which	PRON
bracis-19083	227	10	were	be	AUX
bracis-19083	227	11	then	then	ADV
bracis-19083	227	12	put	put	VERB
bracis-19083	227	13	through	through	ADP
bracis-19083	227	14	a	a	DET
bracis-19083	227	15	test	test	NOUN
bracis-19083	227	16	battery	battery	NOUN
bracis-19083	227	17	for	for	ADP
bracis-19083	227	18	multimodal	multimodal	NOUN
bracis-19083	227	19	word	word	NOUN
bracis-19083	227	20	embedding	embed	VERB
bracis-19083	227	21	models	model	NOUN
bracis-19083	227	22	which	which	PRON
bracis-19083	227	23	included	include	VERB
bracis-19083	227	24	the	the	DET
bracis-19083	227	25	following	following	ADJ
bracis-19083	227	26	tasks	task	NOUN
bracis-19083	227	27	:	:	PUNCT
bracis-19083	227	28	word	word	NOUN
bracis-19083	227	29	relatedness	relatedness	NOUN
bracis-19083	227	30	,	,	PUNCT
bracis-19083	227	31	sentence	sentence	NOUN
bracis-19083	227	32	similarity	similarity	NOUN
bracis-19083	227	33	,	,	PUNCT
bracis-19083	227	34	analogy	analogy	NOUN
bracis-19083	227	35	prediction	prediction	NOUN
bracis-19083	227	36	and	and	CCONJ
bracis-19083	227	37	named	name	VERB
bracis-19083	227	38	entity	entity	NOUN
bracis-19083	227	39	recognition	recognition	NOUN
bracis-19083	227	40	.	.	PUNCT
bracis-19083	228	1	these	these	DET
bracis-19083	228	2	results	result	NOUN
bracis-19083	228	3	revealed	reveal	VERB
bracis-19083	228	4	some	some	DET
bracis-19083	228	5	aspects	aspect	NOUN
bracis-19083	228	6	of	of	ADP
bracis-19083	228	7	textual	textual	ADJ
bracis-19083	228	8	-	-	PUNCT
bracis-19083	228	9	visual	visual	ADJ
bracis-19083	228	10	multimodal	multimodal	NOUN
bracis-19083	228	11	fusion	fusion	NOUN
bracis-19083	228	12	for	for	ADP
bracis-19083	228	13	word	word	NOUN
bracis-19083	228	14	embeddings	embedding	NOUN
bracis-19083	228	15	within	within	ADP
bracis-19083	228	16	nlp	nlp	ADJ
bracis-19083	228	17	tasks	task	NOUN
bracis-19083	228	18	for	for	ADP
bracis-19083	228	19	the	the	DET
bracis-19083	228	20	portuguese	portuguese	ADJ
bracis-19083	228	21	language	language	NOUN
bracis-19083	228	22	,	,	PUNCT
bracis-19083	228	23	a	a	DET
bracis-19083	228	24	field	field	NOUN
bracis-19083	228	25	in	in	ADP
bracis-19083	228	26	which	which	PRON
bracis-19083	228	27	it	it	PRON
bracis-19083	228	28	is	be	AUX
bracis-19083	228	29	most	most	ADV
bracis-19083	228	30	common	common	ADJ
bracis-19083	228	31	to	to	PART
bracis-19083	228	32	study	study	VERB
bracis-19083	228	33	purely	purely	ADV
bracis-19083	228	34	textual	textual	ADJ
bracis-19083	228	35	word	word	NOUN
bracis-19083	228	36	embedding	embed	VERB
bracis-19083	228	37	models	model	NOUN
bracis-19083	228	38	.	.	PUNCT
bracis-19083	229	1	it	it	PRON
bracis-19083	229	2	took	take	VERB
bracis-19083	229	3	inspiration	inspiration	NOUN
bracis-19083	229	4	from	from	ADP
bracis-19083	229	5	the	the	DET
bracis-19083	229	6	works	work	NOUN
bracis-19083	229	7	of	of	ADP
bracis-19083	229	8	bruni	bruni	PROPN
bracis-19083	229	9	et	et	PROPN
bracis-19083	229	10	al	al	PROPN
bracis-19083	229	11	.	.	PROPN
bracis-19083	230	1	(	(	PUNCT
bracis-19083	230	2	2014	2014	NUM
bracis-19083	230	3	)	)	PUNCT
bracis-19083	230	4	 	 	SPACE
bracis-19083	231	1	[	[	X
bracis-19083	231	2	1	1	NUM
bracis-19083	231	3	]	]	PUNCT
bracis-19083	231	4	,	,	PUNCT
bracis-19083	231	5	and	and	CCONJ
bracis-19083	231	6	their	their	PRON
bracis-19083	231	7	concatenation	concatenation	NOUN
bracis-19083	231	8	based	base	VERB
bracis-19083	231	9	multimodal	multimodal	NOUN
bracis-19083	231	10	fusion	fusion	NOUN
bracis-19083	231	11	architecture	architecture	NOUN
bracis-19083	231	12	;	;	PUNCT
bracis-19083	231	13	silberer	silberer	NOUN
bracis-19083	231	14	et	et	PROPN
bracis-19083	231	15	al	al	PROPN
bracis-19083	231	16	.	.	PROPN
bracis-19083	232	1	(	(	PUNCT
bracis-19083	232	2	2014	2014	NUM
bracis-19083	232	3	)	)	PUNCT
bracis-19083	232	4	 	 	SPACE
bracis-19083	233	1	[	[	X
bracis-19083	233	2	18	18	NUM
bracis-19083	233	3	]	]	PUNCT
bracis-19083	233	4	,	,	PUNCT
bracis-19083	233	5	and	and	CCONJ
bracis-19083	233	6	their	their	PRON
bracis-19083	233	7	auto	auto	NOUN
bracis-19083	233	8	-	-	PUNCT
bracis-19083	233	9	encoding	encode	VERB
bracis-19083	233	10	multimodal	multimodal	NOUN
bracis-19083	233	11	fusion	fusion	NOUN
bracis-19083	233	12	architecture	architecture	NOUN
bracis-19083	233	13	;	;	PUNCT
bracis-19083	233	14	and	and	CCONJ
bracis-19083	233	15	collell	collell	VERB
bracis-19083	233	16	et	et	PROPN
bracis-19083	233	17	al	al	PROPN
bracis-19083	233	18	.	.	PROPN
bracis-19083	234	1	(	(	PUNCT
bracis-19083	234	2	2017	2017	NUM
bracis-19083	234	3	)	)	PUNCT
bracis-19083	234	4	 	 	SPACE
bracis-19083	235	1	[	[	X
bracis-19083	235	2	3	3	NUM
bracis-19083	235	3	]	]	PUNCT
bracis-19083	235	4	,	,	PUNCT
bracis-19083	235	5	and	and	CCONJ
bracis-19083	235	6	their	their	PRON
bracis-19083	235	7	imagined	imagine	VERB
bracis-19083	235	8	embeddings	embedding	NOUN
bracis-19083	235	9	cross	cross	ADJ
bracis-19083	235	10	-	-	ADJ
bracis-19083	235	11	modal	modal	ADJ
bracis-19083	235	12	mapping	mapping	NOUN
bracis-19083	235	13	neural	neural	ADJ
bracis-19083	235	14	network	network	NOUN
bracis-19083	235	15	,	,	PUNCT
bracis-19083	235	16	for	for	ADP
bracis-19083	235	17	visual	visual	ADJ
bracis-19083	235	18	vocabulary	vocabulary	ADJ
bracis-19083	235	19	expansion	expansion	NOUN
bracis-19083	235	20	.	.	PUNCT
bracis-19083	236	1	it	it	PRON
bracis-19083	236	2	took	take	VERB
bracis-19083	236	3	a	a	DET
bracis-19083	236	4	different	different	ADJ
bracis-19083	236	5	tack	tack	NOUN
bracis-19083	236	6	from	from	ADP
bracis-19083	236	7	previous	previous	ADJ
bracis-19083	236	8	work	work	NOUN
bracis-19083	236	9	by	by	ADP
bracis-19083	236	10	exploring	explore	VERB
bracis-19083	236	11	the	the	DET
bracis-19083	236	12	possibility	possibility	NOUN
bracis-19083	236	13	of	of	ADP
bracis-19083	236	14	use	use	NOUN
bracis-19083	236	15	of	of	ADP
bracis-19083	236	16	this	this	DET
bracis-19083	236	17	technology	technology	NOUN
bracis-19083	236	18	beyond	beyond	ADP
bracis-19083	236	19	the	the	DET
bracis-19083	236	20	english	english	ADJ
bracis-19083	236	21	language	language	NOUN
bracis-19083	236	22	,	,	PUNCT
bracis-19083	236	23	using	use	VERB
bracis-19083	236	24	resources	resource	NOUN
bracis-19083	236	25	for	for	ADP
bracis-19083	236	26	the	the	DET
bracis-19083	236	27	portuguese	portuguese	ADJ
bracis-19083	236	28	language	language	NOUN
bracis-19083	236	29	and	and	CCONJ
bracis-19083	236	30	in	in	ADP
bracis-19083	236	31	previously	previously	ADV
bracis-19083	236	32	unexplored	unexplored	ADJ
bracis-19083	236	33	combinations	combination	NOUN
bracis-19083	236	34	.	.	PUNCT
bracis-19083	237	1	testing	testing	NOUN
bracis-19083	237	2	revealed	reveal	VERB
bracis-19083	237	3	that	that	SCONJ
bracis-19083	237	4	in	in	ADP
bracis-19083	237	5	tasks	task	NOUN
bracis-19083	237	6	which	which	PRON
bracis-19083	237	7	require	require	VERB
bracis-19083	237	8	broader	broad	ADJ
bracis-19083	237	9	semantic	semantic	ADJ
bracis-19083	237	10	meaning	meaning	NOUN
bracis-19083	237	11	judgements	judgement	NOUN
bracis-19083	237	12	,	,	PUNCT
bracis-19083	237	13	such	such	ADJ
bracis-19083	237	14	as	as	ADP
bracis-19083	237	15	word	word	NOUN
bracis-19083	237	16	relatedness	relatedness	NOUN
bracis-19083	237	17	and	and	CCONJ
bracis-19083	237	18	semantic	semantic	ADJ
bracis-19083	237	19	similarity	similarity	NOUN
bracis-19083	237	20	,	,	PUNCT
bracis-19083	237	21	multimodal	multimodal	ADJ
bracis-19083	237	22	fusion	fusion	NOUN
bracis-19083	237	23	with	with	ADP
bracis-19083	237	24	visual	visual	ADJ
bracis-19083	237	25	information	information	NOUN
bracis-19083	237	26	enhances	enhance	VERB
bracis-19083	237	27	results	result	NOUN
bracis-19083	237	28	.	.	PUNCT
bracis-19083	238	1	for	for	ADP
bracis-19083	238	2	the	the	DET
bracis-19083	238	3	specific	specific	ADJ
bracis-19083	238	4	test	test	NOUN
bracis-19083	238	5	sets	set	NOUN
bracis-19083	238	6	within	within	ADP
bracis-19083	238	7	these	these	DET
bracis-19083	238	8	tasks	task	NOUN
bracis-19083	238	9	explored	explore	VERB
bracis-19083	238	10	in	in	ADP
bracis-19083	238	11	this	this	DET
bracis-19083	238	12	work	work	NOUN
bracis-19083	238	13	,	,	PUNCT
bracis-19083	238	14	the	the	DET
bracis-19083	238	15	average	average	ADJ
bracis-19083	238	16	increase	increase	NOUN
bracis-19083	238	17	in	in	ADP
bracis-19083	238	18	correlation	correlation	NOUN
bracis-19083	238	19	with	with	ADP
bracis-19083	238	20	human	human	ADJ
bracis-19083	238	21	scoring	scoring	NOUN
bracis-19083	238	22	was	be	AUX
bracis-19083	238	23	of	of	ADP
bracis-19083	238	24	2	2	NUM
bracis-19083	238	25	%	%	NOUN
bracis-19083	238	26	points	point	NOUN
bracis-19083	238	27	.	.	PUNCT
bracis-19083	239	1	for	for	ADP
bracis-19083	239	2	the	the	DET
bracis-19083	239	3	tasks	task	NOUN
bracis-19083	239	4	of	of	ADP
bracis-19083	239	5	analogy	analogy	NOUN
bracis-19083	239	6	prediction	prediction	NOUN
bracis-19083	239	7	and	and	CCONJ
bracis-19083	239	8	named	name	VERB
bracis-19083	239	9	entity	entity	NOUN
bracis-19083	239	10	recognition	recognition	NOUN
bracis-19083	239	11	,	,	PUNCT
bracis-19083	239	12	however	however	ADV
bracis-19083	239	13	,	,	PUNCT
bracis-19083	239	14	the	the	DET
bracis-19083	239	15	fusion	fusion	NOUN
bracis-19083	239	16	resulted	result	VERB
bracis-19083	239	17	in	in	ADP
bracis-19083	239	18	little	little	ADJ
bracis-19083	239	19	to	to	ADP
bracis-19083	239	20	no	no	DET
bracis-19083	239	21	impact	impact	NOUN
bracis-19083	239	22	in	in	ADP
bracis-19083	239	23	the	the	DET
bracis-19083	239	24	final	final	ADJ
bracis-19083	239	25	results	result	NOUN
bracis-19083	239	26	.	.	PUNCT
bracis-19083	240	1	this	this	PRON
bracis-19083	240	2	might	might	AUX
bracis-19083	240	3	be	be	AUX
bracis-19083	240	4	explained	explain	VERB
bracis-19083	240	5	by	by	ADP
bracis-19083	240	6	the	the	DET
bracis-19083	240	7	fact	fact	NOUN
bracis-19083	240	8	that	that	SCONJ
bracis-19083	240	9	these	these	DET
bracis-19083	240	10	annotations	annotation	NOUN
bracis-19083	240	11	in	in	ADP
bracis-19083	240	12	particular	particular	ADJ
bracis-19083	240	13	make	make	VERB
bracis-19083	240	14	use	use	NOUN
bracis-19083	240	15	of	of	ADP
bracis-19083	240	16	knowledge	knowledge	NOUN
bracis-19083	240	17	that	that	PRON
bracis-19083	240	18	is	be	AUX
bracis-19083	240	19	not	not	PART
bracis-19083	240	20	present	present	ADJ
bracis-19083	240	21	within	within	ADP
bracis-19083	240	22	the	the	DET
bracis-19083	240	23	visual	visual	ADJ
bracis-19083	240	24	modality	modality	NOUN
bracis-19083	240	25	,	,	PUNCT
bracis-19083	240	26	and	and	CCONJ
bracis-19083	240	27	thus	thus	ADV
bracis-19083	240	28	were	be	AUX
bracis-19083	240	29	not	not	PART
bracis-19083	240	30	enhanced	enhance	VERB
bracis-19083	240	31	by	by	ADP
bracis-19083	240	32	its	its	PRON
bracis-19083	240	33	addition	addition	NOUN
bracis-19083	240	34	.	.	PUNCT
bracis-19083	241	1	as	as	ADP
bracis-19083	241	2	future	future	ADJ
bracis-19083	241	3	work	work	NOUN
bracis-19083	241	4	,	,	PUNCT
bracis-19083	241	5	we	we	PRON
bracis-19083	241	6	have	have	AUX
bracis-19083	241	7	planned	plan	VERB
bracis-19083	241	8	testing	testing	NOUN
bracis-19083	241	9	multimodal	multimodal	NOUN
bracis-19083	241	10	fusion	fusion	NOUN
bracis-19083	241	11	techniques	technique	NOUN
bracis-19083	241	12	on	on	ADP
bracis-19083	241	13	contextual	contextual	ADJ
bracis-19083	241	14	embeddings	embedding	NOUN
bracis-19083	241	15	such	such	ADJ
bracis-19083	241	16	as	as	ADP
bracis-19083	241	17	bert	bert	PROPN
bracis-19083	241	18	and	and	CCONJ
bracis-19083	241	19	elmo	elmo	PROPN
bracis-19083	241	20	.	.	PUNCT
bracis-19083	242	1	we	we	PRON
bracis-19083	242	2	also	also	ADV
bracis-19083	242	3	plan	plan	VERB
bracis-19083	242	4	to	to	PART
bracis-19083	242	5	expand	expand	VERB
bracis-19083	242	6	testing	testing	NOUN
bracis-19083	242	7	into	into	ADP
bracis-19083	242	8	inherently	inherently	ADV
bracis-19083	242	9	multimodal	multimodal	ADJ
bracis-19083	242	10	tasks	task	NOUN
bracis-19083	242	11	such	such	ADJ
bracis-19083	242	12	as	as	ADP
bracis-19083	242	13	text	text	NOUN
bracis-19083	242	14	-	-	PUNCT
bracis-19083	242	15	image	image	NOUN
bracis-19083	242	16	pairing	pairing	NOUN
bracis-19083	242	17	and	and	CCONJ
bracis-19083	242	18	cross	cross	ADJ
bracis-19083	242	19	-	-	ADJ
bracis-19083	242	20	modal	modal	ADJ
bracis-19083	242	21	retrieval	retrieval	NOUN
bracis-19083	242	22	,	,	PUNCT
bracis-19083	242	23	both	both	PRON
bracis-19083	242	24	for	for	ADP
bracis-19083	242	25	the	the	DET
bracis-19083	242	26	portuguese	portuguese	ADJ
bracis-19083	242	27	language	language	NOUN
bracis-19083	242	28	.	.	PUNCT
bracis-19083	243	1	notes	note	VERB
bracis-19083	243	2	1.http://www.nilc.icmc.usp.br/embeddings	1.http://www.nilc.icmc.usp.br/embedding	NOUN
bracis-19083	243	3	.	.	PUNCT
bracis-19083	244	1	2.https://allennlp.org/elmo	2.https://allennlp.org/elmo	NUM
bracis-19083	244	2	.	.	PUNCT
bracis-19083	245	1	3.https://huggingface.co/.	3.https://huggingface.co/.	NUM
bracis-19083	245	2	4.http://www.nilc.icmc.usp.br/embeddings	4.http://www.nilc.icmc.usp.br/embedding	NOUN
bracis-19083	245	3	.	.	PUNCT
bracis-19083	245	4	5.https://github.com/jneto04/ner-pt	5.https://github.com/jneto04/ner-pt	NUM
bracis-19083	245	5	.	.	PUNCT
bracis-19083	246	1	6.https://liir.cs.kuleuven.be/software_pages/imagined_representation_aaai.php	6.https://liir.cs.kuleuven.be/software_pages/imagined_representation_aaai.php	NUM
bracis-19083	246	2	.	.	PUNCT
bracis-19083	247	1	7.http://wn.mybluemix.net/.	7.http://wn.mybluemix.net/.	NUM
bracis-19083	247	2	8.https://github.com/bsconsoli/enriching-portuguese-word-embeddings-with-visual-information	8.https://github.com/bsconsoli/enriching-portuguese-word-embeddings-with-visual-information	NOUN
bracis-19083	247	3	.	.	PUNCT
bracis-19083	248	1	9.https://github.com/bsconsoli/enriching-portuguese-word-embeddings-with-visual-information	9.https://github.com/bsconsoli/enriching-portuguese-word-embeddings-with-visual-information	NOUN
bracis-19083	248	2	.	.	PUNCT
bracis-19083	249	1	10.https://www.deepl.com/translator	10.https://www.deepl.com/translator	NUM
bracis-19083	249	2	.	.	PUNCT
bracis-19083	249	3	11.https://github.com/nathanshartmann/portuguese_word_embeddings	11.https://github.com/nathanshartmann/portuguese_word_embedding	NOUN
bracis-19083	249	4	.	.	PUNCT
bracis-19083	250	1	12.https://github.com/nathanshartmann/portuguese_word_embeddings	12.https://github.com/nathanshartmann/portuguese_word_embedding	NOUN
bracis-19083	250	2	.	.	PUNCT
bracis-19083	251	1	13.https://github.com/jneto04/ner-pt	13.https://github.com/jneto04/ner-pt	NUM
bracis-19083	251	2	.	.	NOUN
bracis-19083	251	3	references	reference	NOUN
bracis-19083	251	4	bruni	bruni	PROPN
bracis-19083	251	5	,	,	PUNCT
bracis-19083	251	6	e.	e.	PROPN
bracis-19083	251	7	,	,	PUNCT
bracis-19083	251	8	tran	tran	PROPN
bracis-19083	251	9	,	,	PUNCT
bracis-19083	251	10	n.	n.	PROPN
bracis-19083	251	11	,	,	PUNCT
bracis-19083	251	12	baroni	baroni	PROPN
bracis-19083	251	13	,	,	PUNCT
bracis-19083	251	14	m.	m.	NOUN
bracis-19083	251	15	:	:	PUNCT
bracis-19083	251	16	multimodal	multimodal	ADJ
bracis-19083	251	17	distributional	distributional	ADJ
bracis-19083	251	18	semantics	semantic	NOUN
bracis-19083	251	19	.	.	PUNCT
bracis-19083	252	1	j.	j.	PROPN
bracis-19083	252	2	artif	artif	PROPN
bracis-19083	252	3	.	.	PUNCT
bracis-19083	253	1	intell	intell	PROPN
bracis-19083	253	2	.	.	PUNCT
bracis-19083	254	1	res	re	NOUN
bracis-19083	254	2	.	.	PROPN
bracis-19083	254	3	49	49	NUM
bracis-19083	254	4	,	,	PUNCT
bracis-19083	254	5	1–47	1–47	NUM
bracis-19083	254	6	(	(	PUNCT
bracis-19083	254	7	2014	2014	NUM
bracis-19083	254	8	)	)	PUNCT
bracis-19083	254	9	article	article	NOUN
bracis-19083	254	10	  	  	SPACE
bracis-19083	254	11	mathscinet	mathscinet	NOUN
bracis-19083	254	12	  	  	SPACE
bracis-19083	254	13	google	google	PROPN
bracis-19083	254	14	scholar	scholar	NOUN
bracis-19083	254	15	  	  	SPACE
bracis-19083	254	16	collell	collell	PROPN
bracis-19083	254	17	,	,	PUNCT
bracis-19083	254	18	g.	g.	PROPN
bracis-19083	254	19	,	,	PUNCT
bracis-19083	254	20	moens	moen	NOUN
bracis-19083	254	21	,	,	PUNCT
bracis-19083	254	22	m.	m.	NOUN
bracis-19083	254	23	:	:	PUNCT
bracis-19083	254	24	do	do	VERB
bracis-19083	254	25	neural	neural	ADJ
bracis-19083	254	26	network	network	NOUN
bracis-19083	254	27	cross	cross	ADJ
bracis-19083	254	28	-	-	ADJ
bracis-19083	254	29	modal	modal	ADJ
bracis-19083	254	30	mappings	mapping	NOUN
bracis-19083	254	31	really	really	ADV
bracis-19083	254	32	bridge	bridge	NOUN
bracis-19083	254	33	modalities	modality	NOUN
bracis-19083	254	34	?	?	PUNCT
bracis-19083	255	1	in	in	ADP
bracis-19083	255	2	:	:	PUNCT
bracis-19083	255	3	proceedings	proceeding	NOUN
bracis-19083	255	4	of	of	ADP
bracis-19083	255	5	the	the	DET
bracis-19083	255	6	56th	56th	ADJ
bracis-19083	255	7	annual	annual	ADJ
bracis-19083	255	8	meeting	meeting	NOUN
bracis-19083	255	9	of	of	ADP
bracis-19083	255	10	the	the	DET
bracis-19083	255	11	association	association	NOUN
bracis-19083	255	12	for	for	ADP
bracis-19083	255	13	computational	computational	ADJ
bracis-19083	255	14	linguistics	linguistic	NOUN
bracis-19083	255	15	,	,	PUNCT
bracis-19083	255	16	pp	pp	ADJ
bracis-19083	255	17	.	.	PUNCT
bracis-19083	256	1	462–468	462–468	NUM
bracis-19083	256	2	(	(	PUNCT
bracis-19083	256	3	2018	2018	NUM
bracis-19083	256	4	)	)	PUNCT
bracis-19083	256	5	google	google	PROPN
bracis-19083	256	6	scholar	scholar	NOUN
bracis-19083	256	7	  	  	SPACE
bracis-19083	256	8	collell	collell	PROPN
bracis-19083	256	9	,	,	PUNCT
bracis-19083	256	10	g.	g.	PROPN
bracis-19083	256	11	,	,	PUNCT
bracis-19083	256	12	zhang	zhang	PROPN
bracis-19083	256	13	,	,	PUNCT
bracis-19083	256	14	t.	t.	PROPN
bracis-19083	256	15	,	,	PUNCT
bracis-19083	256	16	moens	moens	PROPN
bracis-19083	256	17	,	,	PUNCT
bracis-19083	256	18	m.	m.	NOUN
bracis-19083	256	19	:	:	PUNCT
bracis-19083	256	20	imagined	imagine	VERB
bracis-19083	256	21	visual	visual	ADJ
bracis-19083	256	22	representations	representation	NOUN
bracis-19083	256	23	as	as	ADP
bracis-19083	256	24	multimodal	multimodal	NOUN
bracis-19083	256	25	embeddings	embedding	NOUN
bracis-19083	256	26	.	.	PUNCT
bracis-19083	257	1	in	in	ADP
bracis-19083	257	2	:	:	PUNCT
bracis-19083	257	3	proceedings	proceeding	NOUN
bracis-19083	257	4	of	of	ADP
bracis-19083	257	5	the	the	DET
bracis-19083	257	6	31st	31st	ADJ
bracis-19083	257	7	aaai	aaai	PROPN
bracis-19083	257	8	conference	conference	NOUN
bracis-19083	257	9	on	on	ADP
bracis-19083	257	10	artificial	artificial	ADJ
bracis-19083	257	11	intelligence	intelligence	NOUN
bracis-19083	257	12	,	,	PUNCT
bracis-19083	257	13	pp	pp	ADV
bracis-19083	257	14	.	.	PUNCT
bracis-19083	258	1	4378–4384	4378–4384	NUM
bracis-19083	258	2	(	(	PUNCT
bracis-19083	258	3	2017	2017	NUM
bracis-19083	258	4	)	)	PUNCT
bracis-19083	258	5	google	google	PROPN
bracis-19083	258	6	scholar	scholar	NOUN
bracis-19083	258	7	  	  	SPACE
bracis-19083	258	8	devlin	devlin	PROPN
bracis-19083	258	9	,	,	PUNCT
bracis-19083	258	10	j.	j.	PROPN
bracis-19083	258	11	,	,	PUNCT
bracis-19083	258	12	chang	chang	PROPN
bracis-19083	258	13	,	,	PUNCT
bracis-19083	258	14	m.	m.	PROPN
bracis-19083	258	15	,	,	PUNCT
bracis-19083	258	16	lee	lee	PROPN
bracis-19083	258	17	,	,	PUNCT
bracis-19083	258	18	k.	k.	PROPN
bracis-19083	258	19	,	,	PUNCT
bracis-19083	258	20	toutanova	toutanova	PROPN
bracis-19083	258	21	,	,	PUNCT
bracis-19083	258	22	k.	k.	PROPN
bracis-19083	258	23	:	:	PUNCT
bracis-19083	259	1	bert	bert	PROPN
bracis-19083	259	2	:	:	PUNCT
bracis-19083	259	3	pre	pre	ADJ
bracis-19083	259	4	-	-	NOUN
bracis-19083	259	5	training	training	NOUN
bracis-19083	259	6	of	of	ADP
bracis-19083	259	7	deep	deep	ADJ
bracis-19083	259	8	bidirectional	bidirectional	ADJ
bracis-19083	259	9	transformers	transformer	NOUN
bracis-19083	259	10	for	for	ADP
bracis-19083	259	11	language	language	NOUN
bracis-19083	259	12	understanding	understanding	NOUN
bracis-19083	259	13	.	.	PUNCT
bracis-19083	260	1	in	in	ADP
bracis-19083	260	2	:	:	PUNCT
bracis-19083	260	3	proceedings	proceeding	NOUN
bracis-19083	260	4	of	of	ADP
bracis-19083	260	5	the	the	DET
bracis-19083	260	6	17th	17th	ADJ
bracis-19083	260	7	conference	conference	NOUN
bracis-19083	260	8	of	of	ADP
bracis-19083	260	9	the	the	DET
bracis-19083	260	10	north	north	ADJ
bracis-19083	260	11	american	american	ADJ
bracis-19083	260	12	chapter	chapter	NOUN
bracis-19083	260	13	of	of	ADP
bracis-19083	260	14	the	the	DET
bracis-19083	260	15	association	association	NOUN
bracis-19083	260	16	for	for	ADP
bracis-19083	260	17	computational	computational	ADJ
bracis-19083	260	18	linguistics	linguistic	NOUN
bracis-19083	260	19	on	on	ADP
bracis-19083	260	20	human	human	ADJ
bracis-19083	260	21	language	language	NOUN
bracis-19083	260	22	technologies	technology	NOUN
bracis-19083	260	23	,	,	PUNCT
bracis-19083	260	24	pp	pp	ADV
bracis-19083	260	25	.	.	PUNCT
bracis-19083	261	1	4171–4186	4171–4186	NUM
bracis-19083	261	2	(	(	PUNCT
bracis-19083	261	3	2019	2019	NUM
bracis-19083	261	4	)	)	PUNCT
bracis-19083	261	5	google	google	PROPN
bracis-19083	261	6	scholar	scholar	NOUN
bracis-19083	261	7	  	  	SPACE
bracis-19083	261	8	fonseca	fonseca	PROPN
bracis-19083	261	9	,	,	PUNCT
bracis-19083	261	10	e.r	e.r	PROPN
bracis-19083	261	11	.	.	PROPN
bracis-19083	261	12	,	,	PUNCT
bracis-19083	261	13	santos	santos	PROPN
bracis-19083	261	14	,	,	PUNCT
bracis-19083	261	15	l.b	l.b	PROPN
bracis-19083	261	16	.	.	PROPN
bracis-19083	261	17	,	,	PUNCT
bracis-19083	261	18	criscuolo	criscuolo	PROPN
bracis-19083	261	19	,	,	PUNCT
bracis-19083	261	20	m.	m.	NOUN
bracis-19083	261	21	,	,	PUNCT
bracis-19083	261	22	aluísio	aluísio	NOUN
bracis-19083	261	23	,	,	PUNCT
bracis-19083	261	24	s.m	s.m	PROPN
bracis-19083	261	25	.	.	PROPN
bracis-19083	261	26	:	:	PUNCT
bracis-19083	261	27	visão	visão	PROPN
bracis-19083	261	28	geral	geral	PROPN
bracis-19083	261	29	da	da	PROPN
bracis-19083	261	30	avaliação	avaliação	PROPN
bracis-19083	261	31	de	de	PROPN
bracis-19083	261	32	similaridade	similaridade	PROPN
bracis-19083	261	33	semântica	semântica	PROPN
bracis-19083	261	34	e	e	PROPN
bracis-19083	261	35	inferência	inferência	PROPN
bracis-19083	261	36	textual	textual	ADJ
bracis-19083	261	37	.	.	PUNCT
bracis-19083	262	1	linguamática	linguamática	NOUN
bracis-19083	262	2	8	8	NUM
bracis-19083	262	3	,	,	PUNCT
bracis-19083	262	4	3–13	3–13	NUM
bracis-19083	262	5	(	(	PUNCT
bracis-19083	262	6	2016	2016	NUM
bracis-19083	262	7	)	)	PUNCT
bracis-19083	262	8	google	google	PROPN
bracis-19083	262	9	scholar	scholar	NOUN
bracis-19083	262	10	  	  	SPACE
bracis-19083	262	11	gomes	gome	NOUN
bracis-19083	262	12	,	,	PUNCT
bracis-19083	262	13	d.s.m	d.s.m	PROPN
bracis-19083	262	14	.	.	PROPN
bracis-19083	262	15	,	,	PUNCT
bracis-19083	262	16	et	et	PROPN
bracis-19083	262	17	al	al	PROPN
bracis-19083	262	18	.	.	PUNCT
bracis-19083	262	19	:	:	PUNCT
bracis-19083	263	1	portuguese	portuguese	ADJ
bracis-19083	263	2	word	word	NOUN
bracis-19083	263	3	embeddings	embedding	NOUN
bracis-19083	263	4	for	for	ADP
bracis-19083	263	5	the	the	DET
bracis-19083	263	6	oil	oil	NOUN
bracis-19083	263	7	and	and	CCONJ
bracis-19083	263	8	gas	gas	NOUN
bracis-19083	263	9	industry	industry	NOUN
bracis-19083	263	10	:	:	PUNCT
bracis-19083	263	11	development	development	NOUN
bracis-19083	263	12	and	and	CCONJ
bracis-19083	263	13	evaluation	evaluation	NOUN
bracis-19083	263	14	.	.	PUNCT
bracis-19083	264	1	comput	comput	NOUN
bracis-19083	264	2	.	.	PUNCT
bracis-19083	265	1	ind	ind	NOUN
bracis-19083	265	2	.	.	PUNCT
bracis-19083	266	1	124	124	NUM
bracis-19083	266	2	,	,	PUNCT
bracis-19083	266	3	1–44	1–44	NUM
bracis-19083	266	4	(	(	PUNCT
bracis-19083	266	5	2021	2021	NUM
bracis-19083	266	6	)	)	PUNCT
bracis-19083	266	7	article	article	NOUN
bracis-19083	266	8	  	  	SPACE
bracis-19083	266	9	google	google	PROPN
bracis-19083	266	10	scholar	scholar	NOUN
bracis-19083	266	11	  	  	SPACE
bracis-19083	266	12	grave	grave	NOUN
bracis-19083	266	13	,	,	PUNCT
bracis-19083	266	14	e.	e.	PROPN
bracis-19083	266	15	,	,	PUNCT
bracis-19083	266	16	mikolov	mikolov	PROPN
bracis-19083	266	17	,	,	PUNCT
bracis-19083	266	18	t.	t.	PROPN
bracis-19083	266	19	,	,	PUNCT
bracis-19083	266	20	joulin	joulin	PROPN
bracis-19083	266	21	,	,	PUNCT
bracis-19083	266	22	a.	a.	NOUN
bracis-19083	266	23	,	,	PUNCT
bracis-19083	266	24	bojanowski	bojanowski	VERB
bracis-19083	266	25	,	,	PUNCT
bracis-19083	266	26	p.	p.	NOUN
bracis-19083	266	27	:	:	PUNCT
bracis-19083	266	28	bag	bag	NOUN
bracis-19083	266	29	of	of	ADP
bracis-19083	266	30	tricks	trick	NOUN
bracis-19083	266	31	for	for	ADP
bracis-19083	266	32	efficient	efficient	ADJ
bracis-19083	266	33	text	text	NOUN
bracis-19083	266	34	classification	classification	NOUN
bracis-19083	266	35	.	.	PUNCT
bracis-19083	267	1	in	in	ADP
bracis-19083	267	2	:	:	PUNCT
bracis-19083	267	3	proceedings	proceeding	NOUN
bracis-19083	267	4	of	of	ADP
bracis-19083	267	5	the	the	DET
bracis-19083	267	6	15th	15th	ADJ
bracis-19083	267	7	conference	conference	NOUN
bracis-19083	267	8	of	of	ADP
bracis-19083	267	9	the	the	DET
bracis-19083	267	10	european	european	ADJ
bracis-19083	267	11	chapter	chapter	NOUN
bracis-19083	267	12	of	of	ADP
bracis-19083	267	13	the	the	DET
bracis-19083	267	14	association	association	NOUN
bracis-19083	267	15	for	for	ADP
bracis-19083	267	16	computational	computational	ADJ
bracis-19083	267	17	linguistics	linguistic	NOUN
bracis-19083	267	18	,	,	PUNCT
bracis-19083	267	19	pp	pp	ADJ
bracis-19083	267	20	.	.	PUNCT
bracis-19083	268	1	427–431	427–431	NUM
bracis-19083	268	2	(	(	PUNCT
bracis-19083	268	3	2017	2017	NUM
bracis-19083	268	4	)	)	PUNCT
bracis-19083	268	5	google	google	PROPN
bracis-19083	268	6	scholar	scholar	NOUN
bracis-19083	268	7	  	  	SPACE
bracis-19083	268	8	habibian	habibian	NOUN
bracis-19083	268	9	,	,	PUNCT
bracis-19083	268	10	a.	a.	NOUN
bracis-19083	268	11	,	,	PUNCT
bracis-19083	268	12	mensink	mensink	NOUN
bracis-19083	268	13	,	,	PUNCT
bracis-19083	268	14	t.	t.	PROPN
bracis-19083	268	15	,	,	PUNCT
bracis-19083	268	16	m.	m.	NOUN
bracis-19083	268	17	,	,	PUNCT
bracis-19083	268	18	s.c.g	s.c.g	PROPN
bracis-19083	268	19	.	.	PUNCT
bracis-19083	268	20	:	:	PUNCT
bracis-19083	269	1	video2vec	video2vec	X
bracis-19083	269	2	embeddings	embedding	NOUN
bracis-19083	269	3	recognize	recognize	VERB
bracis-19083	269	4	events	event	NOUN
bracis-19083	269	5	when	when	SCONJ
bracis-19083	269	6	examples	example	NOUN
bracis-19083	269	7	are	be	AUX
bracis-19083	269	8	scarce	scarce	ADJ
bracis-19083	269	9	.	.	PUNCT
bracis-19083	270	1	ieee	ieee	PROPN
bracis-19083	270	2	trans	trans	PROPN
bracis-19083	270	3	.	.	PUNCT
bracis-19083	270	4	pattern	pattern	PROPN
bracis-19083	270	5	anal	anal	PROPN
bracis-19083	270	6	.	.	PUNCT
bracis-19083	271	1	mach	mach	PROPN
bracis-19083	271	2	.	.	PUNCT
bracis-19083	272	1	intell	intell	PROPN
bracis-19083	272	2	.	.	PUNCT
bracis-19083	273	1	39	39	NUM
bracis-19083	273	2	,	,	PUNCT
bracis-19083	273	3	2089–2103	2089–2103	NUM
bracis-19083	273	4	(	(	PUNCT
bracis-19083	273	5	2017	2017	NUM
bracis-19083	273	6	)	)	PUNCT
bracis-19083	273	7	google	google	PROPN
bracis-19083	273	8	scholar	scholar	NOUN
bracis-19083	273	9	  	  	SPACE
bracis-19083	273	10	hartmann	hartmann	PROPN
bracis-19083	273	11	,	,	PUNCT
bracis-19083	273	12	n.	n.	PROPN
bracis-19083	273	13	,	,	PUNCT
bracis-19083	273	14	fonseca	fonseca	PROPN
bracis-19083	273	15	,	,	PUNCT
bracis-19083	273	16	e.r	e.r	PROPN
bracis-19083	273	17	.	.	PROPN
bracis-19083	273	18	,	,	PUNCT
bracis-19083	273	19	shulby	shulby	PROPN
bracis-19083	273	20	,	,	PUNCT
bracis-19083	273	21	c.	c.	PROPN
bracis-19083	273	22	,	,	PUNCT
bracis-19083	273	23	treviso	treviso	PROPN
bracis-19083	273	24	,	,	PUNCT
bracis-19083	273	25	m.v	m.v	PROPN
bracis-19083	273	26	.	.	PROPN
bracis-19083	273	27	,	,	PUNCT
bracis-19083	273	28	rodrigues	rodrigues	PROPN
bracis-19083	273	29	,	,	PUNCT
bracis-19083	273	30	j.s	j.s	PROPN
bracis-19083	273	31	.	.	PROPN
bracis-19083	273	32	,	,	PUNCT
bracis-19083	273	33	aluísio	aluísio	PROPN
bracis-19083	273	34	,	,	PUNCT
bracis-19083	273	35	s.m	s.m	PROPN
bracis-19083	273	36	.	.	PROPN
bracis-19083	273	37	:	:	PUNCT
bracis-19083	274	1	portuguese	portuguese	ADJ
bracis-19083	274	2	word	word	NOUN
bracis-19083	274	3	embeddings	embedding	NOUN
bracis-19083	274	4	:	:	PUNCT
bracis-19083	274	5	evaluating	evaluate	VERB
bracis-19083	274	6	on	on	ADP
bracis-19083	274	7	word	word	NOUN
bracis-19083	274	8	analogies	analogy	NOUN
bracis-19083	274	9	and	and	CCONJ
bracis-19083	274	10	natural	natural	ADJ
bracis-19083	274	11	language	language	NOUN
bracis-19083	274	12	tasks	task	NOUN
bracis-19083	274	13	.	.	PUNCT
bracis-19083	275	1	in	in	ADP
bracis-19083	275	2	:	:	PUNCT
bracis-19083	275	3	proceedings	proceeding	NOUN
bracis-19083	275	4	of	of	ADP
bracis-19083	275	5	the	the	DET
bracis-19083	275	6	11th	11th	ADJ
bracis-19083	275	7	brazilian	brazilian	ADJ
bracis-19083	275	8	symposium	symposium	NOUN
bracis-19083	275	9	in	in	ADP
bracis-19083	275	10	information	information	NOUN
bracis-19083	275	11	and	and	CCONJ
bracis-19083	275	12	human	human	ADJ
bracis-19083	275	13	language	language	NOUN
bracis-19083	275	14	technology	technology	NOUN
bracis-19083	275	15	,	,	PUNCT
bracis-19083	275	16	pp	pp	ADV
bracis-19083	275	17	.	.	PUNCT
bracis-19083	276	1	122–131	122–131	NUM
bracis-19083	276	2	(	(	PUNCT
bracis-19083	276	3	2017	2017	NUM
bracis-19083	276	4	)	)	PUNCT
bracis-19083	276	5	google	google	NOUN
bracis-19083	276	6	scholar	scholar	NOUN
bracis-19083	276	7	  	  	SPACE
bracis-19083	276	8	lazaridou	lazaridou	NOUN
bracis-19083	276	9	,	,	PUNCT
bracis-19083	276	10	a.	a.	PROPN
bracis-19083	276	11	,	,	PUNCT
bracis-19083	276	12	pham	pham	PROPN
bracis-19083	276	13	,	,	PUNCT
bracis-19083	276	14	n.t	n.t	PROPN
bracis-19083	276	15	.	.	PROPN
bracis-19083	276	16	,	,	PUNCT
bracis-19083	276	17	baroni	baroni	PROPN
bracis-19083	276	18	,	,	PUNCT
bracis-19083	276	19	m.	m.	NOUN
bracis-19083	276	20	:	:	PUNCT
bracis-19083	276	21	combining	combine	VERB
bracis-19083	276	22	language	language	NOUN
bracis-19083	276	23	and	and	CCONJ
bracis-19083	276	24	vision	vision	NOUN
bracis-19083	276	25	with	with	ADP
bracis-19083	276	26	a	a	DET
bracis-19083	276	27	multimodal	multimodal	ADJ
bracis-19083	276	28	skip	skip	NOUN
bracis-19083	276	29	-	-	PUNCT
bracis-19083	276	30	gram	gram	NOUN
bracis-19083	276	31	model	model	NOUN
bracis-19083	276	32	.	.	PUNCT
bracis-19083	277	1	in	in	ADP
bracis-19083	277	2	:	:	PUNCT
bracis-19083	277	3	proceedings	proceeding	NOUN
bracis-19083	277	4	of	of	ADP
bracis-19083	277	5	the	the	DET
bracis-19083	277	6	13th	13th	ADJ
bracis-19083	277	7	conference	conference	NOUN
bracis-19083	277	8	of	of	ADP
bracis-19083	277	9	the	the	DET
bracis-19083	277	10	north	north	ADJ
bracis-19083	277	11	american	american	ADJ
bracis-19083	277	12	chapter	chapter	NOUN
bracis-19083	277	13	of	of	ADP
bracis-19083	277	14	the	the	DET
bracis-19083	277	15	association	association	NOUN
bracis-19083	277	16	of	of	ADP
bracis-19083	277	17	computational	computational	ADJ
bracis-19083	277	18	linguistics	linguistic	NOUN
bracis-19083	277	19	on	on	ADP
bracis-19083	277	20	human	human	ADJ
bracis-19083	277	21	language	language	NOUN
bracis-19083	277	22	technologies	technology	NOUN
bracis-19083	277	23	,	,	PUNCT
bracis-19083	277	24	pp	pp	ADV
bracis-19083	277	25	.	.	PUNCT
bracis-19083	278	1	153–163	153–163	NUM
bracis-19083	278	2	(	(	PUNCT
bracis-19083	278	3	2015	2015	NUM
bracis-19083	278	4	)	)	PUNCT
bracis-19083	278	5	google	google	PROPN
bracis-19083	278	6	scholar	scholar	NOUN
bracis-19083	278	7	  	  	SPACE
bracis-19083	278	8	mikolov	mikolov	NOUN
bracis-19083	278	9	,	,	PUNCT
bracis-19083	278	10	t.	t.	PROPN
bracis-19083	278	11	,	,	PUNCT
bracis-19083	278	12	chen	chen	PROPN
bracis-19083	278	13	,	,	PUNCT
bracis-19083	278	14	k.	k.	PROPN
bracis-19083	278	15	,	,	PUNCT
bracis-19083	278	16	corrado	corrado	PROPN
bracis-19083	278	17	,	,	PUNCT
bracis-19083	278	18	g.	g.	PROPN
bracis-19083	278	19	,	,	PUNCT
bracis-19083	278	20	dean	dean	PROPN
bracis-19083	278	21	,	,	PUNCT
bracis-19083	278	22	j.	j.	PROPN
bracis-19083	278	23	:	:	PUNCT
bracis-19083	278	24	efficient	efficient	ADJ
bracis-19083	278	25	estimation	estimation	NOUN
bracis-19083	278	26	of	of	ADP
bracis-19083	278	27	word	word	NOUN
bracis-19083	278	28	representations	representation	NOUN
bracis-19083	278	29	in	in	ADP
bracis-19083	278	30	vector	vector	NOUN
bracis-19083	278	31	space	space	NOUN
bracis-19083	278	32	.	.	PUNCT
bracis-19083	279	1	in	in	ADP
bracis-19083	279	2	:	:	PUNCT
bracis-19083	279	3	proceedings	proceeding	NOUN
bracis-19083	279	4	of	of	ADP
bracis-19083	279	5	the	the	DET
bracis-19083	279	6	1st	1st	ADJ
bracis-19083	279	7	international	international	ADJ
bracis-19083	279	8	conference	conference	NOUN
bracis-19083	279	9	on	on	ADP
bracis-19083	279	10	learning	learn	VERB
bracis-19083	279	11	representations	representation	NOUN
bracis-19083	279	12	,	,	PUNCT
bracis-19083	279	13	p.	p.	NOUN
bracis-19083	279	14	12	12	NUM
bracis-19083	279	15	(	(	PUNCT
bracis-19083	279	16	2013	2013	NUM
bracis-19083	279	17	)	)	PUNCT
bracis-19083	279	18	google	google	PROPN
bracis-19083	279	19	scholar	scholar	NOUN
bracis-19083	279	20	  	  	SPACE
bracis-19083	279	21	mikolov	mikolov	NOUN
bracis-19083	279	22	,	,	PUNCT
bracis-19083	279	23	t.	t.	PROPN
bracis-19083	279	24	,	,	PUNCT
bracis-19083	279	25	sutskever	sutskever	PROPN
bracis-19083	279	26	,	,	PUNCT
bracis-19083	279	27	i.	i.	PROPN
bracis-19083	279	28	,	,	PUNCT
bracis-19083	279	29	chen	chen	PROPN
bracis-19083	279	30	,	,	PUNCT
bracis-19083	279	31	k.	k.	PROPN
bracis-19083	279	32	,	,	PUNCT
bracis-19083	279	33	corrado	corrado	PROPN
bracis-19083	279	34	,	,	PUNCT
bracis-19083	279	35	g.s	g.s	PROPN
bracis-19083	279	36	.	.	PROPN
bracis-19083	279	37	,	,	PUNCT
bracis-19083	279	38	dean	dean	PROPN
bracis-19083	279	39	,	,	PUNCT
bracis-19083	279	40	j.	j.	PROPN
bracis-19083	279	41	:	:	PUNCT
bracis-19083	279	42	distributed	distribute	VERB
bracis-19083	279	43	representations	representation	NOUN
bracis-19083	279	44	of	of	ADP
bracis-19083	279	45	words	word	NOUN
bracis-19083	279	46	and	and	CCONJ
bracis-19083	279	47	phrases	phrase	NOUN
bracis-19083	279	48	and	and	CCONJ
bracis-19083	279	49	their	their	PRON
bracis-19083	279	50	compositionality	compositionality	NOUN
bracis-19083	279	51	.	.	PUNCT
bracis-19083	280	1	in	in	ADP
bracis-19083	280	2	:	:	PUNCT
bracis-19083	280	3	proceedings	proceeding	NOUN
bracis-19083	280	4	of	of	ADP
bracis-19083	280	5	the	the	DET
bracis-19083	280	6	27th	27th	ADJ
bracis-19083	280	7	annual	annual	ADJ
bracis-19083	280	8	conference	conference	NOUN
bracis-19083	280	9	on	on	ADP
bracis-19083	280	10	neural	neural	ADJ
bracis-19083	280	11	information	information	NOUN
bracis-19083	280	12	processing	processing	NOUN
bracis-19083	280	13	systems	system	NOUN
bracis-19083	280	14	,	,	PUNCT
bracis-19083	280	15	pp	pp	ADJ
bracis-19083	280	16	.	.	PUNCT
bracis-19083	281	1	3111–3119	3111–3119	NUM
bracis-19083	281	2	(	(	PUNCT
bracis-19083	281	3	2013	2013	NUM
bracis-19083	281	4	)	)	PUNCT
bracis-19083	281	5	google	google	PROPN
bracis-19083	281	6	scholar	scholar	NOUN
bracis-19083	281	7	  	  	SPACE
bracis-19083	281	8	paiva	paiva	NOUN
bracis-19083	281	9	,	,	PUNCT
bracis-19083	281	10	v.	v.	PROPN
bracis-19083	281	11	,	,	PUNCT
bracis-19083	281	12	rademaker	rademaker	PROPN
bracis-19083	281	13	,	,	PUNCT
bracis-19083	281	14	a.	a.	PROPN
bracis-19083	281	15	,	,	PUNCT
bracis-19083	281	16	melo	melo	PROPN
bracis-19083	281	17	,	,	PUNCT
bracis-19083	281	18	g.	g.	PROPN
bracis-19083	281	19	:	:	PUNCT
bracis-19083	281	20	openwordnet	openwordnet	NOUN
bracis-19083	281	21	-	-	PUNCT
bracis-19083	281	22	pt	pt	NOUN
bracis-19083	281	23	:	:	PUNCT
bracis-19083	281	24	an	an	DET
bracis-19083	281	25	open	open	ADJ
bracis-19083	281	26	brazilian	brazilian	ADJ
bracis-19083	281	27	wordnet	wordnet	NOUN
bracis-19083	281	28	for	for	ADP
bracis-19083	281	29	reasoning	reasoning	NOUN
bracis-19083	281	30	.	.	PUNCT
bracis-19083	282	1	in	in	ADP
bracis-19083	282	2	:	:	PUNCT
bracis-19083	282	3	proceedings	proceeding	NOUN
bracis-19083	282	4	of	of	ADP
bracis-19083	282	5	the	the	DET
bracis-19083	282	6	24th	24th	ADJ
bracis-19083	282	7	international	international	ADJ
bracis-19083	282	8	conference	conference	NOUN
bracis-19083	282	9	on	on	ADP
bracis-19083	282	10	computational	computational	ADJ
bracis-19083	282	11	linguistics	linguistic	NOUN
bracis-19083	282	12	,	,	PUNCT
bracis-19083	282	13	pp	pp	ADJ
bracis-19083	282	14	.	.	PUNCT
bracis-19083	283	1	353–360	353–360	NUM
bracis-19083	283	2	(	(	PUNCT
bracis-19083	283	3	2012	2012	NUM
bracis-19083	283	4	)	)	PUNCT
bracis-19083	283	5	google	google	PROPN
bracis-19083	283	6	scholar	scholar	NOUN
bracis-19083	283	7	  	  	SPACE
bracis-19083	283	8	pennington	pennington	PROPN
bracis-19083	283	9	,	,	PUNCT
bracis-19083	283	10	j.	j.	PROPN
bracis-19083	283	11	,	,	PUNCT
bracis-19083	283	12	socher	socher	PROPN
bracis-19083	283	13	,	,	PUNCT
bracis-19083	283	14	r.	r.	PROPN
bracis-19083	283	15	,	,	PUNCT
bracis-19083	283	16	manning	manning	NOUN
bracis-19083	283	17	,	,	PUNCT
bracis-19083	283	18	c.d	c.d	PROPN
bracis-19083	283	19	.	.	PROPN
bracis-19083	283	20	:	:	PUNCT
bracis-19083	283	21	glove	glove	NOUN
bracis-19083	283	22	:	:	PUNCT
bracis-19083	283	23	global	global	ADJ
bracis-19083	283	24	vectors	vector	NOUN
bracis-19083	283	25	for	for	ADP
bracis-19083	283	26	word	word	NOUN
bracis-19083	283	27	representation	representation	NOUN
bracis-19083	283	28	.	.	PUNCT
bracis-19083	284	1	in	in	ADP
bracis-19083	284	2	:	:	PUNCT
bracis-19083	284	3	proceedings	proceeding	NOUN
bracis-19083	284	4	of	of	ADP
bracis-19083	284	5	the	the	DET
bracis-19083	284	6	19th	19th	ADJ
bracis-19083	284	7	conference	conference	NOUN
bracis-19083	284	8	on	on	ADP
bracis-19083	284	9	empirical	empirical	ADJ
bracis-19083	284	10	methods	method	NOUN
bracis-19083	284	11	in	in	ADP
bracis-19083	284	12	natural	natural	ADJ
bracis-19083	284	13	language	language	NOUN
bracis-19083	284	14	processing	processing	NOUN
bracis-19083	284	15	,	,	PUNCT
bracis-19083	284	16	pp	pp	ADJ
bracis-19083	284	17	.	.	PUNCT
bracis-19083	285	1	1532–1543	1532–1543	NUM
bracis-19083	285	2	(	(	PUNCT
bracis-19083	285	3	2014	2014	NUM
bracis-19083	285	4	)	)	PUNCT
bracis-19083	285	5	google	google	PROPN
bracis-19083	285	6	scholar	scholar	NOUN
bracis-19083	285	7	  	  	SPACE
bracis-19083	285	8	peters	peters	PROPN
bracis-19083	285	9	,	,	PUNCT
bracis-19083	285	10	m.e	m.e	PROPN
bracis-19083	285	11	.	.	PROPN
bracis-19083	285	12	,	,	PUNCT
bracis-19083	285	13	neumann	neumann	PROPN
bracis-19083	285	14	,	,	PUNCT
bracis-19083	285	15	m.	m.	NOUN
bracis-19083	285	16	,	,	PUNCT
bracis-19083	285	17	iyyer	iyyer	NOUN
bracis-19083	285	18	,	,	PUNCT
bracis-19083	285	19	m.	m.	NOUN
bracis-19083	285	20	,	,	PUNCT
bracis-19083	285	21	gardner	gardner	NOUN
bracis-19083	285	22	,	,	PUNCT
bracis-19083	285	23	m.	m.	NOUN
bracis-19083	285	24	,	,	PUNCT
bracis-19083	285	25	clark	clark	PROPN
bracis-19083	285	26	,	,	PUNCT
bracis-19083	285	27	c.	c.	PROPN
bracis-19083	285	28	,	,	PUNCT
bracis-19083	285	29	lee	lee	PROPN
bracis-19083	285	30	,	,	PUNCT
bracis-19083	285	31	k.	k.	PROPN
bracis-19083	285	32	,	,	PUNCT
bracis-19083	285	33	zettlemoyer	zettlemoyer	NOUN
bracis-19083	285	34	,	,	PUNCT
bracis-19083	285	35	l.	l.	PROPN
bracis-19083	285	36	:	:	PUNCT
bracis-19083	285	37	deep	deep	ADJ
bracis-19083	285	38	contextualized	contextualized	ADJ
bracis-19083	285	39	word	word	NOUN
bracis-19083	285	40	representations	representation	NOUN
bracis-19083	285	41	.	.	PUNCT
bracis-19083	286	1	in	in	ADP
bracis-19083	286	2	:	:	PUNCT
bracis-19083	286	3	proceedings	proceeding	NOUN
bracis-19083	286	4	of	of	ADP
bracis-19083	286	5	the	the	DET
bracis-19083	286	6	16th	16th	ADJ
bracis-19083	286	7	conference	conference	NOUN
bracis-19083	286	8	of	of	ADP
bracis-19083	286	9	the	the	DET
bracis-19083	286	10	north	north	ADJ
bracis-19083	286	11	american	american	ADJ
bracis-19083	286	12	chapter	chapter	NOUN
bracis-19083	286	13	of	of	ADP
bracis-19083	286	14	the	the	DET
bracis-19083	286	15	association	association	NOUN
bracis-19083	286	16	for	for	ADP
bracis-19083	286	17	computational	computational	ADJ
bracis-19083	286	18	linguistics	linguistic	NOUN
bracis-19083	286	19	on	on	ADP
bracis-19083	286	20	human	human	ADJ
bracis-19083	286	21	language	language	NOUN
bracis-19083	286	22	technologies	technology	NOUN
bracis-19083	286	23	,	,	PUNCT
bracis-19083	286	24	pp	pp	ADV
bracis-19083	286	25	.	.	PUNCT
bracis-19083	287	1	2227–2237	2227–2237	NUM
bracis-19083	287	2	(	(	PUNCT
bracis-19083	287	3	2018	2018	NUM
bracis-19083	287	4	)	)	PUNCT
bracis-19083	287	5	google	google	PROPN
bracis-19083	287	6	scholar	scholar	NOUN
bracis-19083	287	7	  	  	SPACE
bracis-19083	287	8	santos	santo	NOUN
bracis-19083	287	9	,	,	PUNCT
bracis-19083	287	10	d.	d.	PROPN
bracis-19083	287	11	,	,	PUNCT
bracis-19083	287	12	cardoso	cardoso	PROPN
bracis-19083	287	13	,	,	PUNCT
bracis-19083	287	14	n.	n.	NOUN
bracis-19083	287	15	:	:	PUNCT
bracis-19083	287	16	a	a	DET
bracis-19083	287	17	golden	golden	ADJ
bracis-19083	287	18	resource	resource	NOUN
bracis-19083	287	19	for	for	ADP
bracis-19083	287	20	named	name	VERB
bracis-19083	287	21	entity	entity	NOUN
bracis-19083	287	22	recognition	recognition	NOUN
bracis-19083	287	23	in	in	ADP
bracis-19083	287	24	portuguese	portuguese	PROPN
bracis-19083	287	25	.	.	PUNCT
bracis-19083	288	1	in	in	ADP
bracis-19083	288	2	:	:	PUNCT
bracis-19083	288	3	proceeding	proceeding	NOUN
bracis-19083	288	4	of	of	ADP
bracis-19083	288	5	the	the	DET
bracis-19083	288	6	7th	7th	ADJ
bracis-19083	288	7	international	international	ADJ
bracis-19083	288	8	conference	conference	NOUN
bracis-19083	288	9	on	on	ADP
bracis-19083	288	10	the	the	DET
bracis-19083	288	11	computational	computational	ADJ
bracis-19083	288	12	processing	processing	NOUN
bracis-19083	288	13	of	of	ADP
bracis-19083	288	14	portuguese	portuguese	PROPN
bracis-19083	288	15	,	,	PUNCT
bracis-19083	288	16	pp	pp	ADV
bracis-19083	288	17	.	.	PUNCT
bracis-19083	289	1	69–79	69–79	ADV
bracis-19083	289	2	(	(	PUNCT
bracis-19083	289	3	2007	2007	NUM
bracis-19083	289	4	)	)	PUNCT
bracis-19083	289	5	google	google	PROPN
bracis-19083	289	6	scholar	scholar	NOUN
bracis-19083	289	7	  	  	SPACE
bracis-19083	289	8	santos	santo	NOUN
bracis-19083	289	9	,	,	PUNCT
bracis-19083	289	10	j.	j.	PROPN
bracis-19083	289	11	,	,	PUNCT
bracis-19083	289	12	consoli	consoli	PROPN
bracis-19083	289	13	,	,	PUNCT
bracis-19083	289	14	b.s	b.s	PROPN
bracis-19083	289	15	.	.	PROPN
bracis-19083	289	16	,	,	PUNCT
bracis-19083	289	17	santos	santos	PROPN
bracis-19083	289	18	,	,	PUNCT
bracis-19083	289	19	c.n	c.n	PROPN
bracis-19083	289	20	.	.	PROPN
bracis-19083	289	21	,	,	PUNCT
bracis-19083	289	22	terra	terra	PROPN
bracis-19083	289	23	,	,	PUNCT
bracis-19083	289	24	j.	j.	PROPN
bracis-19083	289	25	,	,	PUNCT
bracis-19083	289	26	collovini	collovini	PROPN
bracis-19083	289	27	,	,	PUNCT
bracis-19083	289	28	s.	s.	PROPN
bracis-19083	289	29	,	,	PUNCT
bracis-19083	289	30	vieira	vieira	PROPN
bracis-19083	289	31	,	,	PUNCT
bracis-19083	289	32	r.	r.	PROPN
bracis-19083	289	33	:	:	PUNCT
bracis-19083	289	34	assessing	assess	VERB
bracis-19083	289	35	the	the	DET
bracis-19083	289	36	impact	impact	NOUN
bracis-19083	289	37	of	of	ADP
bracis-19083	289	38	contextual	contextual	ADJ
bracis-19083	289	39	embeddings	embedding	NOUN
bracis-19083	289	40	for	for	ADP
bracis-19083	289	41	portuguese	portuguese	NOUN
bracis-19083	289	42	named	name	VERB
bracis-19083	289	43	entity	entity	NOUN
bracis-19083	289	44	recognition	recognition	NOUN
bracis-19083	289	45	.	.	PUNCT
bracis-19083	290	1	in	in	ADP
bracis-19083	290	2	:	:	PUNCT
bracis-19083	290	3	proceedings	proceeding	NOUN
bracis-19083	290	4	of	of	ADP
bracis-19083	290	5	the	the	DET
bracis-19083	290	6	8th	8th	ADJ
bracis-19083	290	7	brazilian	brazilian	ADJ
bracis-19083	290	8	conference	conference	NOUN
bracis-19083	290	9	on	on	ADP
bracis-19083	290	10	intelligent	intelligent	ADJ
bracis-19083	290	11	systems	system	NOUN
bracis-19083	290	12	,	,	PUNCT
bracis-19083	290	13	pp	pp	ADJ
bracis-19083	290	14	.	.	PUNCT
bracis-19083	291	1	437–442	437–442	NUM
bracis-19083	291	2	(	(	PUNCT
bracis-19083	291	3	2019	2019	NUM
bracis-19083	291	4	)	)	PUNCT
bracis-19083	291	5	google	google	NOUN
bracis-19083	291	6	scholar	scholar	NOUN
bracis-19083	291	7	  	  	SPACE
bracis-19083	291	8	silberer	silberer	NOUN
bracis-19083	291	9	,	,	PUNCT
bracis-19083	291	10	c.	c.	NOUN
bracis-19083	291	11	,	,	PUNCT
bracis-19083	291	12	lapata	lapata	ADJ
bracis-19083	291	13	,	,	PUNCT
bracis-19083	291	14	m.	m.	NOUN
bracis-19083	291	15	:	:	PUNCT
bracis-19083	291	16	learning	learn	VERB
bracis-19083	291	17	grounded	ground	VERB
bracis-19083	291	18	meaning	mean	VERB
bracis-19083	291	19	representations	representation	NOUN
bracis-19083	291	20	with	with	ADP
bracis-19083	291	21	autoencoders	autoencoder	NOUN
bracis-19083	291	22	.	.	PUNCT
bracis-19083	292	1	in	in	ADP
bracis-19083	292	2	:	:	PUNCT
bracis-19083	292	3	proceedings	proceeding	NOUN
bracis-19083	292	4	of	of	ADP
bracis-19083	292	5	the	the	DET
bracis-19083	292	6	52nd	52nd	ADJ
bracis-19083	292	7	annual	annual	ADJ
bracis-19083	292	8	meeting	meeting	NOUN
bracis-19083	292	9	of	of	ADP
bracis-19083	292	10	the	the	DET
bracis-19083	292	11	association	association	NOUN
bracis-19083	292	12	for	for	ADP
bracis-19083	292	13	computational	computational	ADJ
bracis-19083	292	14	linguistics	linguistic	NOUN
bracis-19083	292	15	,	,	PUNCT
bracis-19083	292	16	pp	pp	ADJ
bracis-19083	292	17	.	.	PUNCT
bracis-19083	293	1	721–732	721–732	NUM
bracis-19083	293	2	(	(	PUNCT
bracis-19083	293	3	2014	2014	NUM
bracis-19083	293	4	)	)	PUNCT
bracis-19083	293	5	google	google	PROPN
bracis-19083	293	6	scholar	scholar	NOUN
bracis-19083	293	7	  	  	SPACE
bracis-19083	293	8	souza	souza	PROPN
bracis-19083	293	9	,	,	PUNCT
bracis-19083	293	10	f.	f.	PROPN
bracis-19083	293	11	,	,	PUNCT
bracis-19083	293	12	nogueira	nogueira	PROPN
bracis-19083	293	13	,	,	PUNCT
bracis-19083	293	14	r.	r.	PROPN
bracis-19083	293	15	,	,	PUNCT
bracis-19083	293	16	lotufo	lotufo	PROPN
bracis-19083	293	17	,	,	PUNCT
bracis-19083	293	18	r.	r.	PROPN
bracis-19083	293	19	:	:	PUNCT
bracis-19083	293	20	bertimbau	bertimbau	PROPN
bracis-19083	293	21	:	:	PUNCT
bracis-19083	293	22	pretrained	pretraine	VERB
bracis-19083	293	23	bert	bert	NOUN
bracis-19083	293	24	models	model	NOUN
bracis-19083	293	25	for	for	ADP
bracis-19083	293	26	brazilian	brazilian	ADJ
bracis-19083	293	27	portuguese	portuguese	NOUN
bracis-19083	293	28	.	.	PUNCT
bracis-19083	294	1	in	in	ADP
bracis-19083	294	2	:	:	PUNCT
bracis-19083	294	3	proceedings	proceeding	NOUN
bracis-19083	294	4	of	of	ADP
bracis-19083	294	5	the	the	DET
bracis-19083	294	6	9th	9th	ADJ
bracis-19083	294	7	brazilian	brazilian	ADJ
bracis-19083	294	8	conference	conference	NOUN
bracis-19083	294	9	on	on	ADP
bracis-19083	294	10	intelligent	intelligent	ADJ
bracis-19083	294	11	systems	system	NOUN
bracis-19083	294	12	,	,	PUNCT
bracis-19083	294	13	pp	pp	ADP
bracis-19083	294	14	.	.	PUNCT
bracis-19083	295	1	403–417	403–417	NUM
bracis-19083	295	2	(	(	PUNCT
bracis-19083	295	3	2020	2020	NUM
bracis-19083	295	4	)	)	PUNCT
bracis-19083	295	5	google	google	PROPN
bracis-19083	295	6	scholar	scholar	NOUN
bracis-19083	295	7	  	  	SPACE
bracis-19083	295	8	download	download	NOUN
bracis-19083	295	9	references	reference	NOUN
bracis-19083	295	10	author	author	NOUN
bracis-19083	295	11	information	information	NOUN
bracis-19083	295	12	authors	author	NOUN
bracis-19083	295	13	and	and	CCONJ
bracis-19083	295	14	affiliations	affiliation	NOUN
bracis-19083	295	15	pontifical	pontifical	ADJ
bracis-19083	295	16	catholic	catholic	PROPN
bracis-19083	295	17	university	university	PROPN
bracis-19083	295	18	of	of	ADP
bracis-19083	295	19	rio	rio	PROPN
bracis-19083	295	20	grande	grande	PROPN
bracis-19083	295	21	do	do	VERB
bracis-19083	295	22	sul	sul	PROPN
bracis-19083	295	23	,	,	PUNCT
bracis-19083	295	24	pucrs	pucrs	NOUN
bracis-19083	295	25	.	.	PUNCT
bracis-19083	296	1	school	school	NOUN
bracis-19083	296	2	of	of	ADP
bracis-19083	296	3	technology	technology	NOUN
bracis-19083	296	4	,	,	PUNCT
bracis-19083	296	5	porto	porto	PROPN
bracis-19083	296	6	alegre	alegre	PROPN
bracis-19083	296	7	,	,	PUNCT
bracis-19083	296	8	brazil	brazil	PROPN
bracis-19083	296	9	bernardo	bernardo	PROPN
bracis-19083	296	10	scapini	scapini	PROPN
bracis-19083	296	11	consoli	consoli	PROPN
bracis-19083	296	12	cidehus	cidehus	PROPN
bracis-19083	296	13	,	,	PUNCT
bracis-19083	296	14	university	university	PROPN
bracis-19083	296	15	of	of	ADP
bracis-19083	296	16	évora	évora	PROPN
bracis-19083	296	17	,	,	PUNCT
bracis-19083	296	18	évora	évora	PROPN
bracis-19083	296	19	,	,	PUNCT
bracis-19083	296	20	portugal	portugal	PROPN
bracis-19083	296	21	renata	renata	PROPN
bracis-19083	296	22	vieira	vieira	PROPN
bracis-19083	296	23	authors	authors	PROPN
bracis-19083	296	24	bernardo	bernardo	PROPN
bracis-19083	296	25	scapini	scapini	PROPN
bracis-19083	296	26	consoliview	consoliview	PROPN
bracis-19083	296	27	author	author	NOUN
bracis-19083	296	28	publications	publication	VERB
bracis-19083	296	29	search	search	NOUN
bracis-19083	296	30	author	author	NOUN
bracis-19083	296	31	on	on	ADP
bracis-19083	296	32	:	:	PUNCT
bracis-19083	296	33	pubmed	pubmed	PROPN
bracis-19083	296	34	 	 	SPACE
bracis-19083	296	35	google	google	PROPN
bracis-19083	296	36	scholar	scholar	NOUN
bracis-19083	296	37	renata	renata	PROPN
bracis-19083	296	38	vieiraview	vieiraview	NOUN
bracis-19083	296	39	author	author	NOUN
bracis-19083	296	40	publications	publication	NOUN
bracis-19083	296	41	search	search	NOUN
bracis-19083	296	42	author	author	NOUN
bracis-19083	296	43	on	on	ADP
bracis-19083	296	44	:	:	PUNCT
bracis-19083	296	45	pubmed	pubmed	PROPN
bracis-19083	296	46	 	 	SPACE
bracis-19083	296	47	google	google	PROPN
bracis-19083	296	48	scholar	scholar	NOUN
bracis-19083	296	49	corresponding	correspond	VERB
bracis-19083	296	50	author	author	NOUN
bracis-19083	296	51	correspondence	correspondence	NOUN
bracis-19083	296	52	to	to	ADP
bracis-19083	296	53	bernardo	bernardo	PROPN
bracis-19083	296	54	scapini	scapini	PROPN
bracis-19083	296	55	consoli	consoli	PROPN
bracis-19083	296	56	.	.	PUNCT
bracis-19083	297	1	editor	editor	NOUN
bracis-19083	297	2	information	information	NOUN
bracis-19083	297	3	editors	editor	NOUN
bracis-19083	297	4	and	and	CCONJ
bracis-19083	297	5	affiliations	affiliation	NOUN
bracis-19083	297	6	universidade	universidade	PROPN
bracis-19083	297	7	federal	federal	PROPN
bracis-19083	297	8	de	de	X
bracis-19083	297	9	sergipe	sergipe	PROPN
bracis-19083	297	10	,	,	PUNCT
bracis-19083	297	11	são	são	NOUN
bracis-19083	297	12	cristóvão	cristóvão	PROPN
bracis-19083	297	13	,	,	PUNCT
bracis-19083	297	14	brazil	brazil	PROPN
bracis-19083	297	15	andré	andré	PROPN
bracis-19083	297	16	britto	britto	PROPN
bracis-19083	297	17	universidade	universidade	PROPN
bracis-19083	297	18	de	de	PROPN
bracis-19083	297	19	são	são	PROPN
bracis-19083	297	20	paulo	paulo	PROPN
bracis-19083	297	21	,	,	PUNCT
bracis-19083	297	22	são	são	PROPN
bracis-19083	297	23	paulo	paulo	PROPN
bracis-19083	297	24	,	,	PUNCT
bracis-19083	297	25	brazil	brazil	PROPN
bracis-19083	297	26	karina	karina	PROPN
bracis-19083	297	27	valdivia	valdivia	PROPN
bracis-19083	297	28	delgado	delgado	VERB
bracis-19083	297	29	rights	right	NOUN
bracis-19083	297	30	and	and	CCONJ
bracis-19083	297	31	permissions	permission	NOUN
bracis-19083	297	32	reprints	reprint	NOUN
bracis-19083	297	33	and	and	CCONJ
bracis-19083	297	34	permissions	permission	VERB
bracis-19083	297	35	copyright	copyright	NOUN
bracis-19083	297	36	information	information	NOUN
bracis-19083	297	37	©	©	PROPN
bracis-19083	297	38	2021	2021	NUM
bracis-19083	297	39	springer	springer	NOUN
bracis-19083	297	40	nature	nature	NOUN
bracis-19083	297	41	switzerland	switzerland	PROPN
bracis-19083	297	42	ag	ag	PROPN
bracis-19083	297	43	about	about	ADP
bracis-19083	297	44	this	this	DET
bracis-19083	297	45	paper	paper	NOUN
bracis-19083	297	46	cite	cite	VERB
bracis-19083	297	47	this	this	DET
bracis-19083	297	48	paper	paper	NOUN
bracis-19083	297	49	consoli	consoli	NOUN
bracis-19083	297	50	,	,	PUNCT
bracis-19083	297	51	b.s	b.s	PROPN
bracis-19083	297	52	.	.	PROPN
bracis-19083	297	53	,	,	PUNCT
bracis-19083	297	54	vieira	vieira	PROPN
bracis-19083	297	55	,	,	PUNCT
bracis-19083	297	56	r.	r.	PROPN
bracis-19083	297	57	(	(	PUNCT
bracis-19083	297	58	2021	2021	NUM
bracis-19083	297	59	)	)	PUNCT
bracis-19083	297	60	.	.	PUNCT
bracis-19083	298	1	enriching	enrich	VERB
bracis-19083	298	2	portuguese	portuguese	ADJ
bracis-19083	298	3	word	word	NOUN
bracis-19083	298	4	embeddings	embedding	NOUN
bracis-19083	298	5	with	with	ADP
bracis-19083	298	6	visual	visual	ADJ
bracis-19083	298	7	information	information	NOUN
bracis-19083	298	8	.	.	PUNCT
bracis-19083	299	1	in	in	ADP
bracis-19083	299	2	:	:	PUNCT
bracis-19083	299	3	britto	britto	PROPN
bracis-19083	299	4	,	,	PUNCT
bracis-19083	299	5	a.	a.	PROPN
bracis-19083	299	6	,	,	PUNCT
bracis-19083	299	7	valdivia	valdivia	PROPN
bracis-19083	299	8	delgado	delgado	PROPN
bracis-19083	299	9	,	,	PUNCT
bracis-19083	299	10	k.	k.	PROPN
bracis-19083	299	11	(	(	PUNCT
bracis-19083	299	12	eds	eds	PROPN
bracis-19083	299	13	)	)	PUNCT
bracis-19083	299	14	intelligent	intelligent	ADJ
bracis-19083	299	15	systems	system	NOUN
bracis-19083	299	16	.	.	PUNCT
bracis-19083	300	1	bracis	bracis	PROPN
bracis-19083	300	2	2021	2021	NUM
bracis-19083	300	3	.	.	PUNCT
bracis-19083	301	1	lecture	lecture	NOUN
bracis-19083	301	2	notes	note	NOUN
bracis-19083	301	3	in	in	ADP
bracis-19083	301	4	computer	computer	NOUN
bracis-19083	301	5	science	science	NOUN
bracis-19083	301	6	(	(	PUNCT
bracis-19083	301	7	)	)	PUNCT
bracis-19083	301	8	,	,	PUNCT
bracis-19083	301	9	vol	vol	NOUN
bracis-19083	301	10	13074	13074	NUM
bracis-19083	301	11	.	.	PUNCT
bracis-19083	302	1	springer	springer	NOUN
bracis-19083	302	2	,	,	PUNCT
bracis-19083	302	3	cham	cham	PROPN
bracis-19083	302	4	.	.	PUNCT
bracis-19083	303	1	https://doi.org/10.1007/978-3-030-91699-2_30	https://doi.org/10.1007/978-3-030-91699-2_30	PROPN
bracis-19083	303	2	download	download	NOUN
bracis-19083	303	3	citation	citation	NOUN
bracis-19083	303	4	.ris	.ris	PUNCT
bracis-19083	303	5	.enw	.enw	PROPN
bracis-19083	303	6	.bib	.bib	PUNCT
bracis-19083	304	1	doi	doi	PROPN
bracis-19083	304	2	:	:	PUNCT
bracis-19083	304	3	https://doi.org/10.1007/978-3-030-91699-2_30	https://doi.org/10.1007/978-3-030-91699-2_30	PROPN
bracis-19083	304	4	published	publish	VERB
bracis-19083	304	5	:	:	PUNCT
bracis-19083	304	6	28	28	NUM
bracis-19083	304	7	november	november	PROPN
bracis-19083	304	8	2021	2021	NUM
bracis-19083	304	9	publisher	publisher	NOUN
bracis-19083	304	10	name	name	NOUN
bracis-19083	304	11	:	:	PUNCT
bracis-19083	304	12	springer	springer	NOUN
bracis-19083	304	13	,	,	PUNCT
bracis-19083	304	14	cham	cham	PROPN
bracis-19083	304	15	print	print	PROPN
bracis-19083	304	16	isbn	isbn	PROPN
bracis-19083	304	17	:	:	PUNCT
bracis-19083	304	18	978	978	NUM
bracis-19083	304	19	-	-	SYM
bracis-19083	304	20	3	3	NUM
bracis-19083	304	21	-	-	PUNCT
bracis-19083	304	22	030	030	NUM
bracis-19083	304	23	-	-	PUNCT
bracis-19083	304	24	91698	91698	NUM
bracis-19083	304	25	-	-	SYM
bracis-19083	304	26	5	5	NUM
bracis-19083	304	27	online	online	ADJ
bracis-19083	304	28	isbn	isbn	NOUN
bracis-19083	304	29	:	:	PUNCT
bracis-19083	304	30	978	978	NUM
bracis-19083	304	31	-	-	SYM
bracis-19083	304	32	3	3	NUM
bracis-19083	304	33	-	-	PUNCT
bracis-19083	304	34	030	030	NUM
bracis-19083	304	35	-	-	PUNCT
bracis-19083	304	36	91699	91699	NUM
bracis-19083	304	37	-	-	SYM
bracis-19083	304	38	2	2	NUM
bracis-19083	304	39	ebook	ebook	NOUN
bracis-19083	304	40	packages	package	NOUN
bracis-19083	304	41	:	:	PUNCT
bracis-19083	304	42	computer	computer	NOUN
bracis-19083	304	43	sciencecomputer	sciencecomputer	NOUN
bracis-19083	304	44	science	science	NOUN
bracis-19083	304	45	(	(	PUNCT
bracis-19083	304	46	r0	r0	NOUN
bracis-19083	304	47	)	)	PUNCT
bracis-19083	304	48	share	share	VERB
bracis-19083	304	49	this	this	DET
bracis-19083	304	50	paper	paper	NOUN
bracis-19083	304	51	anyone	anyone	PRON
bracis-19083	304	52	you	you	PRON
bracis-19083	304	53	share	share	VERB
bracis-19083	304	54	the	the	DET
bracis-19083	304	55	following	follow	VERB
bracis-19083	304	56	link	link	NOUN
bracis-19083	304	57	with	with	ADP
bracis-19083	304	58	will	will	AUX
bracis-19083	304	59	be	be	AUX
bracis-19083	304	60	able	able	ADJ
bracis-19083	304	61	to	to	PART
bracis-19083	304	62	read	read	VERB
bracis-19083	304	63	this	this	DET
bracis-19083	304	64	content	content	NOUN
bracis-19083	304	65	:	:	PUNCT
bracis-19083	304	66	get	get	VERB
bracis-19083	304	67	shareable	shareable	ADJ
bracis-19083	304	68	linksorry	linksorry	NOUN
bracis-19083	304	69	,	,	PUNCT
bracis-19083	304	70	a	a	DET
bracis-19083	304	71	shareable	shareable	ADJ
bracis-19083	304	72	link	link	NOUN
bracis-19083	304	73	is	be	AUX
bracis-19083	304	74	not	not	PART
bracis-19083	304	75	currently	currently	ADV
bracis-19083	304	76	available	available	ADJ
bracis-19083	304	77	for	for	ADP
bracis-19083	304	78	this	this	DET
bracis-19083	304	79	article	article	NOUN
bracis-19083	304	80	.	.	PUNCT
bracis-19083	305	1	copy	copy	VERB
bracis-19083	305	2	shareable	shareable	ADJ
bracis-19083	305	3	link	link	NOUN
bracis-19083	305	4	to	to	PART
bracis-19083	305	5	clipboard	clipboard	NOUN
bracis-19083	305	6	provided	provide	VERB
bracis-19083	305	7	by	by	ADP
bracis-19083	305	8	the	the	DET
bracis-19083	305	9	springer	springer	NOUN
bracis-19083	305	10	nature	nature	PROPN
bracis-19083	305	11	sharedit	sharedit	PROPN
bracis-19083	305	12	content	content	NOUN
bracis-19083	305	13	-	-	PUNCT
bracis-19083	305	14	sharing	share	VERB
bracis-19083	305	15	initiative	initiative	NOUN
bracis-19083	305	16	keywords	keyword	NOUN
bracis-19083	305	17	word	word	NOUN
bracis-19083	305	18	embedding	embed	VERB
bracis-19083	305	19	models	model	NOUN
bracis-19083	305	20	multimodality	multimodality	NOUN
bracis-19083	305	21	portuguese	portuguese	ADJ
bracis-19083	305	22	language	language	NOUN
bracis-19083	305	23	publish	publish	VERB
bracis-19083	305	24	with	with	ADP
bracis-19083	305	25	us	us	PROPN
bracis-19083	305	26	policies	policy	NOUN
bracis-19083	305	27	and	and	CCONJ
bracis-19083	305	28	ethics	ethic	NOUN
bracis-19083	305	29	profiles	profile	NOUN
bracis-19083	305	30	renata	renata	PROPN
bracis-19083	305	31	vieira	vieira	PROPN
bracis-19083	305	32	view	view	PROPN
bracis-19083	305	33	author	author	NOUN
bracis-19083	305	34	profile	profile	NOUN
bracis-19083	305	35	search	search	NOUN
bracis-19083	305	36	search	search	NOUN
bracis-19083	305	37	by	by	ADP
bracis-19083	305	38	keyword	keyword	NOUN
bracis-19083	305	39	or	or	CCONJ
bracis-19083	305	40	author	author	NOUN
bracis-19083	305	41	search	search	NOUN
bracis-19083	305	42	navigation	navigation	NOUN
bracis-19083	305	43	find	find	VERB
bracis-19083	305	44	a	a	DET
bracis-19083	305	45	journal	journal	NOUN
bracis-19083	305	46	publish	publish	VERB
bracis-19083	305	47	with	with	ADP
bracis-19083	305	48	us	we	PRON
bracis-19083	305	49	track	track	VERB
bracis-19083	305	50	your	your	PRON
bracis-19083	305	51	research	research	NOUN
bracis-19083	305	52	discover	discover	VERB
bracis-19083	305	53	content	content	NOUN
bracis-19083	305	54	journals	journal	NOUN
bracis-19083	305	55	a	a	DET
bracis-19083	305	56	-	-	PUNCT
bracis-19083	305	57	z	z	NOUN
bracis-19083	305	58	books	book	NOUN
bracis-19083	305	59	a	a	DET
bracis-19083	305	60	-	-	PUNCT
bracis-19083	305	61	z	z	NOUN
bracis-19083	305	62	publish	publish	NOUN
bracis-19083	305	63	with	with	ADP
bracis-19083	305	64	us	us	PROPN
bracis-19083	305	65	journal	journal	PROPN
bracis-19083	305	66	finder	finder	PROPN
bracis-19083	305	67	publish	publish	VERB
bracis-19083	305	68	your	your	PRON
bracis-19083	305	69	research	research	NOUN
bracis-19083	305	70	language	language	NOUN
bracis-19083	305	71	editing	edit	VERB
bracis-19083	305	72	open	open	ADJ
bracis-19083	305	73	access	access	NOUN
bracis-19083	305	74	publishing	publishing	NOUN
bracis-19083	305	75	products	product	NOUN
bracis-19083	305	76	and	and	CCONJ
bracis-19083	305	77	services	service	NOUN
bracis-19083	305	78	our	our	PRON
bracis-19083	305	79	products	product	NOUN
bracis-19083	305	80	librarians	librarian	VERB
bracis-19083	305	81	societies	society	NOUN
bracis-19083	305	82	partners	partner	NOUN
bracis-19083	305	83	and	and	CCONJ
bracis-19083	305	84	advertisers	advertiser	NOUN
bracis-19083	305	85	our	our	PRON
bracis-19083	305	86	brands	brand	NOUN
bracis-19083	305	87	springer	springer	NOUN
bracis-19083	305	88	nature	nature	PROPN
bracis-19083	305	89	portfolio	portfolio	PROPN
bracis-19083	305	90	bmc	bmc	PROPN
bracis-19083	305	91	palgrave	palgrave	PROPN
bracis-19083	305	92	macmillan	macmillan	PROPN
bracis-19083	305	93	apress	apress	PROPN
bracis-19083	305	94	discover	discover	VERB
bracis-19083	305	95	your	your	PRON
bracis-19083	305	96	privacy	privacy	NOUN
bracis-19083	305	97	choices	choice	NOUN
bracis-19083	305	98	/	/	SYM
bracis-19083	305	99	manage	manage	NOUN
bracis-19083	305	100	cookies	cookie	NOUN
bracis-19083	305	101	your	your	PRON
bracis-19083	305	102	us	us	PROPN
bracis-19083	306	1	state	state	NOUN
bracis-19083	306	2	privacy	privacy	NOUN
bracis-19083	306	3	rights	right	NOUN
bracis-19083	306	4	accessibility	accessibility	NOUN
bracis-19083	306	5	statement	statement	NOUN
bracis-19083	306	6	terms	term	NOUN
bracis-19083	306	7	and	and	CCONJ
bracis-19083	306	8	conditions	condition	NOUN
bracis-19083	306	9	privacy	privacy	NOUN
bracis-19083	306	10	policy	policy	NOUN
bracis-19083	306	11	help	help	NOUN
bracis-19083	306	12	and	and	CCONJ
bracis-19083	306	13	support	support	VERB
bracis-19083	306	14	legal	legal	ADJ
bracis-19083	306	15	notice	notice	NOUN
bracis-19083	306	16	cancel	cancel	VERB
bracis-19083	306	17	contracts	contract	NOUN
bracis-19083	306	18	here	here	ADV
bracis-19083	306	19	129.74.145.123	129.74.145.123	NUM
bracis-19083	306	20	hesburgh	hesburgh	PROPN
bracis-19083	306	21	library	library	PROPN
bracis-19083	306	22	er	er	INTJ
bracis-19083	306	23	unit	unit	NOUN
bracis-19083	306	24	(	(	PUNCT
bracis-19083	306	25	3005732405	3005732405	NUM
bracis-19083	306	26	)	)	PUNCT
bracis-19083	306	27	northeast	northeast	ADJ
bracis-19083	306	28	research	research	NOUN
bracis-19083	306	29	libraries	library	NOUN
bracis-19083	306	30	(	(	PUNCT
bracis-19083	306	31	nerl	nerl	PROPN
bracis-19083	306	32	)	)	PUNCT
bracis-19083	306	33	(	(	PUNCT
bracis-19083	306	34	8200828607	8200828607	NUM
bracis-19083	306	35	)	)	PUNCT
bracis-19083	306	36	nerl	nerl	VERB
bracis-19083	306	37	ta	ta	X
bracis-19083	306	38	account	account	NOUN
bracis-19083	306	39	(	(	PUNCT
bracis-19083	306	40	3006206169	3006206169	NUM
bracis-19083	306	41	)	)	PUNCT
bracis-19083	306	42	university	university	NOUN
bracis-19083	306	43	of	of	ADP
bracis-19083	306	44	notre	notre	PROPN
bracis-19083	306	45	dame	dame	PROPN
bracis-19083	306	46	hesburgh	hesburgh	PROPN
bracis-19083	306	47	library	library	NOUN
bracis-19083	306	48	(	(	PUNCT
bracis-19083	306	49	3000184373	3000184373	NUM
bracis-19083	306	50	)	)	PUNCT
bracis-19083	307	1	©	©	ADP
bracis-19083	307	2	2025	2025	NUM
bracis-19083	307	3	springer	springer	NOUN
bracis-19083	307	4	nature	nature	NOUN