id	sid	tid	token	lemma	pos
bracis-19087	1	1	joint	joint	ADJ
bracis-19087	1	2	event	event	NOUN
bracis-19087	1	3	extraction	extraction	NOUN
bracis-19087	1	4	with	with	ADP
bracis-19087	1	5	contextualized	contextualized	ADJ
bracis-19087	1	6	word	word	NOUN
bracis-19087	1	7	embeddings	embedding	NOUN
bracis-19087	1	8	for	for	SCONJ
bracis-19087	1	9	the	the	DET
bracis-19087	1	10	portuguese	portuguese	ADJ
bracis-19087	1	11	language	language	NOUN
bracis-19087	1	12	|	|	NOUN
bracis-19087	1	13	springer	springer	NOUN
bracis-19087	1	14	nature	nature	PROPN
bracis-19087	1	15	link	link	PROPN
bracis-19087	1	16	(	(	PUNCT
bracis-19087	1	17	formerly	formerly	ADV
bracis-19087	1	18	springerlink	springerlink	NOUN
bracis-19087	1	19	)	)	PUNCT
bracis-19087	1	20	skip	skip	VERB
bracis-19087	1	21	to	to	ADP
bracis-19087	1	22	main	main	ADJ
bracis-19087	1	23	content	content	NOUN
bracis-19087	1	24	advertisement	advertisement	NOUN
bracis-19087	1	25	log	log	NOUN
bracis-19087	1	26	in	in	ADP
bracis-19087	1	27	menu	menu	NOUN
bracis-19087	1	28	find	find	VERB
bracis-19087	1	29	a	a	DET
bracis-19087	1	30	journal	journal	NOUN
bracis-19087	1	31	publish	publish	VERB
bracis-19087	1	32	with	with	ADP
bracis-19087	1	33	us	we	PRON
bracis-19087	1	34	track	track	VERB
bracis-19087	1	35	your	your	PRON
bracis-19087	1	36	research	research	NOUN
bracis-19087	1	37	search	search	NOUN
bracis-19087	1	38	cart	cart	NOUN
bracis-19087	1	39	home	home	NOUN
bracis-19087	1	40	intelligent	intelligent	ADJ
bracis-19087	1	41	systems	system	NOUN
bracis-19087	1	42	conference	conference	NOUN
bracis-19087	1	43	paper	paper	NOUN
bracis-19087	1	44	joint	joint	ADJ
bracis-19087	1	45	event	event	NOUN
bracis-19087	1	46	extraction	extraction	NOUN
bracis-19087	1	47	with	with	ADP
bracis-19087	1	48	contextualized	contextualized	ADJ
bracis-19087	1	49	word	word	NOUN
bracis-19087	1	50	embeddings	embedding	NOUN
bracis-19087	1	51	for	for	ADP
bracis-19087	1	52	the	the	DET
bracis-19087	1	53	portuguese	portuguese	ADJ
bracis-19087	1	54	language	language	NOUN
bracis-19087	1	55	conference	conference	NOUN
bracis-19087	1	56	paper	paper	NOUN
bracis-19087	1	57	first	first	ADV
bracis-19087	1	58	online	online	ADV
bracis-19087	1	59	:	:	PUNCT
bracis-19087	1	60	28	28	NUM
bracis-19087	1	61	november	november	NOUN
bracis-19087	1	62	2021	2021	NUM
bracis-19087	2	1	pp	pp	PRON
bracis-19087	2	2	496–510	496–510	NUM
bracis-19087	2	3	cite	cite	VERB
bracis-19087	2	4	this	this	DET
bracis-19087	2	5	conference	conference	NOUN
bracis-19087	2	6	paper	paper	NOUN
bracis-19087	2	7	access	access	NOUN
bracis-19087	2	8	provided	provide	VERB
bracis-19087	2	9	by	by	ADP
bracis-19087	2	10	university	university	PROPN
bracis-19087	2	11	of	of	ADP
bracis-19087	2	12	notre	notre	PROPN
bracis-19087	2	13	dame	dame	PROPN
bracis-19087	2	14	hesburgh	hesburgh	PROPN
bracis-19087	2	15	library	library	PROPN
bracis-19087	2	16	download	download	PROPN
bracis-19087	2	17	book	book	NOUN
bracis-19087	2	18	pdf	pdf	PROPN
bracis-19087	2	19	download	download	NOUN
bracis-19087	2	20	book	book	NOUN
bracis-19087	2	21	epub	epub	PROPN
bracis-19087	2	22	intelligent	intelligent	ADJ
bracis-19087	2	23	systems	system	NOUN
bracis-19087	2	24	(	(	PUNCT
bracis-19087	2	25	bracis	bracis	NOUN
bracis-19087	2	26	2021	2021	NUM
bracis-19087	2	27	)	)	PUNCT
bracis-19087	2	28	joint	joint	ADJ
bracis-19087	2	29	event	event	NOUN
bracis-19087	2	30	extraction	extraction	NOUN
bracis-19087	2	31	with	with	ADP
bracis-19087	2	32	contextualized	contextualized	ADJ
bracis-19087	2	33	word	word	NOUN
bracis-19087	2	34	embeddings	embedding	NOUN
bracis-19087	2	35	for	for	ADP
bracis-19087	2	36	the	the	DET
bracis-19087	2	37	portuguese	portuguese	ADJ
bracis-19087	2	38	language	language	NOUN
bracis-19087	2	39	download	download	NOUN
bracis-19087	2	40	book	book	NOUN
bracis-19087	2	41	pdf	pdf	PROPN
bracis-19087	2	42	download	download	NOUN
bracis-19087	2	43	book	book	PROPN
bracis-19087	2	44	epub	epub	PROPN
bracis-19087	2	45	anderson	anderson	PROPN
bracis-19087	2	46	da	da	PROPN
bracis-19087	2	47	silva	silva	PROPN
bracis-19087	2	48	brito	brito	PROPN
bracis-19087	2	49	sacramento	sacramento	PROPN
bracis-19087	2	50	  	  	SPACE
bracis-19087	2	51	orcid	orcid	NOUN
bracis-19087	2	52	:	:	PUNCT
bracis-19087	2	53	orcid.org/0000-0002-2288-689910	orcid.org/0000-0002-2288-689910	NOUN
bracis-19087	2	54	&	&	CCONJ
bracis-19087	2	55	marlo	marlo	PROPN
bracis-19087	2	56	souza	souza	PROPN
bracis-19087	2	57	  	  	SPACE
bracis-19087	2	58	orcid	orcid	PROPN
bracis-19087	2	59	:	:	PUNCT
bracis-19087	2	60	orcid.org/0000-0002-5373-727110	orcid.org/0000-0002-5373-727110	NOUN
bracis-19087	2	61	  	  	SPACE
bracis-19087	2	62	part	part	NOUN
bracis-19087	2	63	of	of	ADP
bracis-19087	2	64	the	the	DET
bracis-19087	2	65	book	book	NOUN
bracis-19087	2	66	series	series	NOUN
bracis-19087	2	67	:	:	PUNCT
bracis-19087	2	68	lecture	lecture	NOUN
bracis-19087	2	69	notes	note	NOUN
bracis-19087	2	70	in	in	ADP
bracis-19087	2	71	computer	computer	NOUN
bracis-19087	2	72	science	science	NOUN
bracis-19087	2	73	(	(	PUNCT
bracis-19087	2	74	(	(	PUNCT
bracis-19087	2	75	lnai	lnai	ADJ
bracis-19087	2	76	,	,	PUNCT
bracis-19087	2	77	volume	volume	NOUN
bracis-19087	2	78	13074	13074	NUM
bracis-19087	2	79	)	)	PUNCT
bracis-19087	2	80	)	)	PUNCT
bracis-19087	2	81	included	include	VERB
bracis-19087	2	82	in	in	ADP
bracis-19087	2	83	the	the	DET
bracis-19087	2	84	following	follow	VERB
bracis-19087	2	85	conference	conference	NOUN
bracis-19087	2	86	series	series	NOUN
bracis-19087	2	87	:	:	PUNCT
bracis-19087	2	88	brazilian	brazilian	ADJ
bracis-19087	2	89	conference	conference	NOUN
bracis-19087	2	90	on	on	ADP
bracis-19087	2	91	intelligent	intelligent	ADJ
bracis-19087	2	92	systems	system	NOUN
bracis-19087	2	93	1279	1279	NUM
bracis-19087	2	94	accesses	access	VERB
bracis-19087	2	95	2	2	NUM
bracis-19087	2	96	citations	citation	NOUN
bracis-19087	2	97	abstract	abstract	ADJ
bracis-19087	2	98	event	event	NOUN
bracis-19087	2	99	extraction	extraction	NOUN
bracis-19087	2	100	(	(	PUNCT
bracis-19087	2	101	ee	ee	PROPN
bracis-19087	2	102	)	)	PUNCT
bracis-19087	2	103	is	be	AUX
bracis-19087	2	104	the	the	DET
bracis-19087	2	105	task	task	NOUN
bracis-19087	2	106	of	of	ADP
bracis-19087	2	107	identifying	identify	VERB
bracis-19087	2	108	mentions	mention	NOUN
bracis-19087	2	109	of	of	ADP
bracis-19087	2	110	particular	particular	ADJ
bracis-19087	2	111	event	event	NOUN
bracis-19087	2	112	types	type	NOUN
bracis-19087	2	113	and	and	CCONJ
bracis-19087	2	114	their	their	PRON
bracis-19087	2	115	arguments	argument	NOUN
bracis-19087	2	116	in	in	ADP
bracis-19087	2	117	text	text	NOUN
bracis-19087	2	118	,	,	PUNCT
bracis-19087	2	119	and	and	CCONJ
bracis-19087	2	120	it	it	PRON
bracis-19087	2	121	constitutes	constitute	VERB
bracis-19087	2	122	an	an	DET
bracis-19087	2	123	important	important	ADJ
bracis-19087	2	124	and	and	CCONJ
bracis-19087	2	125	challenging	challenging	ADJ
bracis-19087	2	126	task	task	NOUN
bracis-19087	2	127	within	within	ADP
bracis-19087	2	128	the	the	DET
bracis-19087	2	129	area	area	NOUN
bracis-19087	2	130	of	of	ADP
bracis-19087	2	131	information	information	NOUN
bracis-19087	2	132	extraction	extraction	NOUN
bracis-19087	2	133	(	(	PUNCT
bracis-19087	2	134	ie	ie	X
bracis-19087	2	135	)	)	PUNCT
bracis-19087	2	136	.	.	PUNCT
bracis-19087	3	1	however	however	ADV
bracis-19087	3	2	,	,	PUNCT
bracis-19087	3	3	in	in	ADP
bracis-19087	3	4	the	the	DET
bracis-19087	3	5	context	context	NOUN
bracis-19087	3	6	of	of	ADP
bracis-19087	3	7	the	the	DET
bracis-19087	3	8	portuguese	portuguese	ADJ
bracis-19087	3	9	language	language	NOUN
bracis-19087	3	10	,	,	PUNCT
bracis-19087	3	11	very	very	ADV
bracis-19087	3	12	little	little	ADJ
bracis-19087	3	13	work	work	NOUN
bracis-19087	3	14	has	have	AUX
bracis-19087	3	15	been	be	AUX
bracis-19087	3	16	conducted	conduct	VERB
bracis-19087	3	17	on	on	ADP
bracis-19087	3	18	this	this	DET
bracis-19087	3	19	topic	topic	NOUN
bracis-19087	3	20	.	.	PUNCT
bracis-19087	4	1	in	in	ADP
bracis-19087	4	2	this	this	DET
bracis-19087	4	3	paper	paper	NOUN
bracis-19087	4	4	,	,	PUNCT
bracis-19087	4	5	we	we	PRON
bracis-19087	4	6	propose	propose	VERB
bracis-19087	4	7	a	a	DET
bracis-19087	4	8	neural	neural	ADV
bracis-19087	4	9	-	-	PUNCT
bracis-19087	4	10	based	base	VERB
bracis-19087	4	11	method	method	NOUN
bracis-19087	4	12	for	for	ADP
bracis-19087	4	13	ee	ee	PROPN
bracis-19087	4	14	,	,	PUNCT
bracis-19087	4	15	as	as	ADV
bracis-19087	4	16	well	well	ADV
bracis-19087	4	17	as	as	ADP
bracis-19087	4	18	a	a	DET
bracis-19087	4	19	data	data	NOUN
bracis-19087	4	20	resource	resource	NOUN
bracis-19087	4	21	to	to	PART
bracis-19087	4	22	mitigate	mitigate	VERB
bracis-19087	4	23	this	this	DET
bracis-19087	4	24	research	research	NOUN
bracis-19087	4	25	gap	gap	NOUN
bracis-19087	4	26	.	.	PUNCT
bracis-19087	5	1	we	we	PRON
bracis-19087	5	2	also	also	ADV
bracis-19087	5	3	present	present	VERB
bracis-19087	5	4	a	a	DET
bracis-19087	5	5	data	data	NOUN
bracis-19087	5	6	augmentation	augmentation	NOUN
bracis-19087	5	7	strategy	strategy	NOUN
bracis-19087	5	8	for	for	ADP
bracis-19087	5	9	ee	ee	PROPN
bracis-19087	5	10	,	,	PUNCT
bracis-19087	5	11	employing	employ	VERB
bracis-19087	5	12	an	an	DET
bracis-19087	5	13	open	open	ADJ
bracis-19087	5	14	information	information	NOUN
bracis-19087	5	15	extraction	extraction	NOUN
bracis-19087	5	16	(	(	PUNCT
bracis-19087	5	17	oie	oie	NOUN
bracis-19087	5	18	)	)	PUNCT
bracis-19087	5	19	system	system	NOUN
bracis-19087	5	20	,	,	PUNCT
bracis-19087	5	21	aiming	aim	VERB
bracis-19087	5	22	to	to	PART
bracis-19087	5	23	overcome	overcome	VERB
bracis-19087	5	24	the	the	DET
bracis-19087	5	25	shortage	shortage	NOUN
bracis-19087	5	26	in	in	ADP
bracis-19087	5	27	annotated	annotated	ADJ
bracis-19087	5	28	data	datum	NOUN
bracis-19087	5	29	for	for	ADP
bracis-19087	5	30	the	the	DET
bracis-19087	5	31	problem	problem	NOUN
bracis-19087	5	32	in	in	ADP
bracis-19087	5	33	the	the	DET
bracis-19087	5	34	portuguese	portuguese	ADJ
bracis-19087	5	35	language	language	NOUN
bracis-19087	5	36	.	.	PUNCT
bracis-19087	6	1	our	our	PRON
bracis-19087	6	2	experimental	experimental	ADJ
bracis-19087	6	3	results	result	NOUN
bracis-19087	6	4	show	show	VERB
bracis-19087	6	5	that	that	SCONJ
bracis-19087	6	6	our	our	PRON
bracis-19087	6	7	method	method	NOUN
bracis-19087	6	8	is	be	AUX
bracis-19087	6	9	able	able	ADJ
bracis-19087	6	10	to	to	PART
bracis-19087	6	11	predict	predict	VERB
bracis-19087	6	12	event	event	NOUN
bracis-19087	6	13	types	type	NOUN
bracis-19087	6	14	and	and	CCONJ
bracis-19087	6	15	arguments	argument	NOUN
bracis-19087	6	16	automatically	automatically	ADV
bracis-19087	6	17	,	,	PUNCT
bracis-19087	6	18	and	and	CCONJ
bracis-19087	6	19	the	the	DET
bracis-19087	6	20	proposed	propose	VERB
bracis-19087	6	21	method	method	NOUN
bracis-19087	6	22	of	of	ADP
bracis-19087	6	23	data	datum	NOUN
bracis-19087	6	24	augmentation	augmentation	NOUN
bracis-19087	6	25	,	,	PUNCT
bracis-19087	6	26	in	in	ADP
bracis-19087	6	27	one	one	NUM
bracis-19087	6	28	of	of	ADP
bracis-19087	6	29	the	the	DET
bracis-19087	6	30	two	two	NUM
bracis-19087	6	31	evaluated	evaluated	ADJ
bracis-19087	6	32	samples	sample	NOUN
bracis-19087	6	33	,	,	PUNCT
bracis-19087	6	34	contributes	contribute	VERB
bracis-19087	6	35	to	to	ADP
bracis-19087	6	36	the	the	DET
bracis-19087	6	37	performance	performance	NOUN
bracis-19087	6	38	of	of	ADP
bracis-19087	6	39	the	the	DET
bracis-19087	6	40	tested	test	VERB
bracis-19087	6	41	models	model	NOUN
bracis-19087	6	42	in	in	ADP
bracis-19087	6	43	the	the	DET
bracis-19087	6	44	subtask	subtask	NOUN
bracis-19087	6	45	of	of	ADP
bracis-19087	6	46	argument	argument	NOUN
bracis-19087	6	47	role	role	NOUN
bracis-19087	6	48	prediction	prediction	NOUN
bracis-19087	6	49	.	.	PUNCT
bracis-19087	7	1	further	far	ADV
bracis-19087	7	2	,	,	PUNCT
bracis-19087	7	3	an	an	DET
bracis-19087	7	4	implementation	implementation	NOUN
bracis-19087	7	5	of	of	ADP
bracis-19087	7	6	our	our	PRON
bracis-19087	7	7	method	method	NOUN
bracis-19087	7	8	is	be	AUX
bracis-19087	7	9	available	available	ADJ
bracis-19087	7	10	to	to	ADP
bracis-19087	7	11	the	the	DET
bracis-19087	7	12	community	community	NOUN
bracis-19087	7	13	,	,	PUNCT
bracis-19087	7	14	as	as	ADP
bracis-19087	7	15	the	the	DET
bracis-19087	7	16	models	model	NOUN
bracis-19087	7	17	trained	train	VERB
bracis-19087	7	18	in	in	ADP
bracis-19087	7	19	our	our	PRON
bracis-19087	7	20	experiments	experiment	NOUN
bracis-19087	7	21	(	(	PUNCT
bracis-19087	7	22	https://github.com/formas/tefe	https://github.com/formas/tefe	NOUN
bracis-19087	7	23	)	)	PUNCT
bracis-19087	7	24	.	.	PUNCT
bracis-19087	8	1	access	access	NOUN
bracis-19087	8	2	provided	provide	VERB
bracis-19087	8	3	by	by	ADP
bracis-19087	8	4	university	university	PROPN
bracis-19087	8	5	of	of	ADP
bracis-19087	8	6	notre	notre	PROPN
bracis-19087	8	7	dame	dame	PROPN
bracis-19087	8	8	hesburgh	hesburgh	PROPN
bracis-19087	8	9	library	library	PROPN
bracis-19087	8	10	.	.	PUNCT
bracis-19087	9	1	download	download	PROPN
bracis-19087	9	2	conference	conference	NOUN
bracis-19087	9	3	paper	paper	NOUN
bracis-19087	9	4	pdf	pdf	NOUN
bracis-19087	9	5	similar	similar	ADJ
bracis-19087	9	6	content	content	NOUN
bracis-19087	9	7	being	be	AUX
bracis-19087	9	8	viewed	view	VERB
bracis-19087	9	9	by	by	ADP
bracis-19087	9	10	others	other	NOUN
bracis-19087	9	11	event	event	NOUN
bracis-19087	9	12	extraction	extraction	NOUN
bracis-19087	9	13	for	for	ADP
bracis-19087	9	14	portuguese	portuguese	NOUN
bracis-19087	9	15	:	:	PUNCT
bracis-19087	9	16	a	a	DET
bracis-19087	9	17	qa	qa	NOUN
bracis-19087	9	18	-	-	PUNCT
bracis-19087	9	19	driven	drive	VERB
bracis-19087	9	20	approach	approach	NOUN
bracis-19087	9	21	using	use	VERB
bracis-19087	9	22	ace-2005	ace-2005	NOUN
bracis-19087	9	23	chapter	chapter	NOUN
bracis-19087	9	24	©	©	PROPN
bracis-19087	9	25	2023	2023	NUM
bracis-19087	9	26	dptoie	dptoie	NOUN
bracis-19087	9	27	:	:	PUNCT
bracis-19087	9	28	a	a	DET
bracis-19087	9	29	portuguese	portuguese	ADJ
bracis-19087	9	30	open	open	ADJ
bracis-19087	9	31	information	information	NOUN
bracis-19087	9	32	extraction	extraction	NOUN
bracis-19087	9	33	based	base	VERB
bracis-19087	9	34	on	on	ADP
bracis-19087	9	35	dependency	dependency	NOUN
bracis-19087	9	36	analysis	analysis	NOUN
bracis-19087	9	37	article	article	NOUN
bracis-19087	9	38	05	05	NUM
bracis-19087	9	39	december	december	PROPN
bracis-19087	9	40	2022	2022	NUM
bracis-19087	9	41	a	a	DET
bracis-19087	9	42	new	new	ADJ
bracis-19087	9	43	entity	entity	NOUN
bracis-19087	9	44	extraction	extraction	NOUN
bracis-19087	9	45	model	model	NOUN
bracis-19087	9	46	based	base	VERB
bracis-19087	9	47	on	on	ADP
bracis-19087	9	48	 	 	SPACE
bracis-19087	9	49	journalistic	journalistic	ADJ
bracis-19087	9	50	brazilian	brazilian	ADJ
bracis-19087	9	51	portuguese	portuguese	ADJ
bracis-19087	9	52	language	language	NOUN
bracis-19087	9	53	to	to	PART
bracis-19087	9	54	enhance	enhance	VERB
bracis-19087	9	55	named	name	VERB
bracis-19087	9	56	entity	entity	NOUN
bracis-19087	9	57	recognition	recognition	NOUN
bracis-19087	9	58	chapter	chapter	NOUN
bracis-19087	9	59	©	©	PROPN
bracis-19087	9	60	2020	2020	NUM
bracis-19087	9	61	explore	explore	VERB
bracis-19087	9	62	related	relate	VERB
bracis-19087	9	63	subjects	subject	NOUN
bracis-19087	9	64	discover	discover	VERB
bracis-19087	9	65	the	the	DET
bracis-19087	9	66	latest	late	ADJ
bracis-19087	9	67	articles	article	NOUN
bracis-19087	9	68	,	,	PUNCT
bracis-19087	9	69	books	book	NOUN
bracis-19087	9	70	and	and	CCONJ
bracis-19087	9	71	news	news	NOUN
bracis-19087	9	72	in	in	ADP
bracis-19087	9	73	related	related	ADJ
bracis-19087	9	74	subjects	subject	NOUN
bracis-19087	9	75	,	,	PUNCT
bracis-19087	9	76	suggested	suggest	VERB
bracis-19087	9	77	using	use	VERB
bracis-19087	9	78	machine	machine	NOUN
bracis-19087	9	79	learning	learning	NOUN
bracis-19087	9	80	.	.	PUNCT
bracis-19087	10	1	computational	computational	ADJ
bracis-19087	10	2	linguistics	linguistics	PROPN
bracis-19087	10	3	corpus	corpus	PROPN
bracis-19087	10	4	linguistics	linguistics	PROPN
bracis-19087	10	5	language	language	NOUN
bracis-19087	10	6	processing	processing	NOUN
bracis-19087	10	7	machine	machine	NOUN
bracis-19087	10	8	translation	translation	NOUN
bracis-19087	10	9	natural	natural	ADJ
bracis-19087	10	10	language	language	NOUN
bracis-19087	10	11	processing	processing	NOUN
bracis-19087	10	12	(	(	PUNCT
bracis-19087	10	13	nlp	nlp	NOUN
bracis-19087	10	14	)	)	PUNCT
bracis-19087	10	15	sequence	sequence	NOUN
bracis-19087	10	16	annotation	annotation	NOUN
bracis-19087	10	17	1	1	NUM
bracis-19087	10	18	introduction	introduction	NOUN
bracis-19087	10	19	event	event	NOUN
bracis-19087	10	20	extraction	extraction	NOUN
bracis-19087	10	21	(	(	PUNCT
bracis-19087	10	22	ee	ee	NOUN
bracis-19087	10	23	)	)	PUNCT
bracis-19087	10	24	is	be	AUX
bracis-19087	10	25	an	an	DET
bracis-19087	10	26	important	important	ADJ
bracis-19087	10	27	and	and	CCONJ
bracis-19087	10	28	challenging	challenging	ADJ
bracis-19087	10	29	task	task	NOUN
bracis-19087	10	30	of	of	ADP
bracis-19087	10	31	information	information	NOUN
bracis-19087	10	32	extraction	extraction	NOUN
bracis-19087	10	33	(	(	PUNCT
bracis-19087	10	34	ie	ie	X
bracis-19087	10	35	)	)	PUNCT
bracis-19087	10	36	in	in	ADP
bracis-19087	10	37	the	the	DET
bracis-19087	10	38	field	field	NOUN
bracis-19087	10	39	of	of	ADP
bracis-19087	10	40	natural	natural	ADJ
bracis-19087	10	41	language	language	NOUN
bracis-19087	10	42	processing	processing	NOUN
bracis-19087	10	43	(	(	PUNCT
bracis-19087	10	44	nlp	nlp	NOUN
bracis-19087	10	45	)	)	PUNCT
bracis-19087	10	46	.	.	PUNCT
bracis-19087	11	1	the	the	DET
bracis-19087	11	2	task	task	NOUN
bracis-19087	11	3	comprises	comprise	VERB
bracis-19087	11	4	identifying	identify	VERB
bracis-19087	11	5	the	the	DET
bracis-19087	11	6	mentions	mention	NOUN
bracis-19087	11	7	of	of	ADP
bracis-19087	11	8	particular	particular	ADJ
bracis-19087	11	9	event	event	NOUN
bracis-19087	11	10	types	type	NOUN
bracis-19087	11	11	and	and	CCONJ
bracis-19087	11	12	their	their	PRON
bracis-19087	11	13	arguments	argument	NOUN
bracis-19087	11	14	,	,	PUNCT
bracis-19087	11	15	i.e.	i.e.	X
bracis-19087	11	16	mentions	mention	NOUN
bracis-19087	11	17	to	to	ADP
bracis-19087	11	18	entities	entity	NOUN
bracis-19087	11	19	participating	participate	VERB
bracis-19087	11	20	in	in	ADP
bracis-19087	11	21	the	the	DET
bracis-19087	11	22	event	event	NOUN
bracis-19087	11	23	,	,	PUNCT
bracis-19087	11	24	and	and	CCONJ
bracis-19087	11	25	the	the	DET
bracis-19087	11	26	roles	role	NOUN
bracis-19087	11	27	of	of	ADP
bracis-19087	11	28	these	these	DET
bracis-19087	11	29	arguments	argument	NOUN
bracis-19087	11	30	in	in	ADP
bracis-19087	11	31	relation	relation	NOUN
bracis-19087	11	32	to	to	ADP
bracis-19087	11	33	an	an	DET
bracis-19087	11	34	event	event	NOUN
bracis-19087	11	35	type	type	NOUN
bracis-19087	11	36	.	.	PUNCT
bracis-19087	12	1	the	the	DET
bracis-19087	12	2	term	term	NOUN
bracis-19087	12	3	event	event	NOUN
bracis-19087	12	4	has	have	VERB
bracis-19087	12	5	different	different	ADJ
bracis-19087	12	6	,	,	PUNCT
bracis-19087	12	7	definitions	definition	NOUN
bracis-19087	12	8	in	in	ADP
bracis-19087	12	9	the	the	DET
bracis-19087	12	10	literature	literature	NOUN
bracis-19087	12	11	[	[	X
bracis-19087	12	12	6	6	NUM
bracis-19087	12	13	,	,	PUNCT
bracis-19087	12	14	23	23	NUM
bracis-19087	12	15	]	]	PUNCT
bracis-19087	12	16	.	.	PUNCT
bracis-19087	13	1	while	while	SCONJ
bracis-19087	13	2	events	event	NOUN
bracis-19087	13	3	are	be	AUX
bracis-19087	13	4	undeniably	undeniably	ADV
bracis-19087	13	5	temporal	temporal	ADJ
bracis-19087	13	6	entities	entity	NOUN
bracis-19087	13	7	,	,	PUNCT
bracis-19087	13	8	they	they	PRON
bracis-19087	13	9	also	also	ADV
bracis-19087	13	10	may	may	AUX
bracis-19087	13	11	possess	possess	VERB
bracis-19087	13	12	a	a	DET
bracis-19087	13	13	rich	rich	ADJ
bracis-19087	13	14	non	non	ADJ
bracis-19087	13	15	-	-	ADJ
bracis-19087	13	16	temporal	temporal	ADJ
bracis-19087	13	17	structure	structure	NOUN
bracis-19087	13	18	that	that	PRON
bracis-19087	13	19	is	be	AUX
bracis-19087	13	20	important	important	ADJ
bracis-19087	13	21	for	for	ADP
bracis-19087	13	22	intelligent	intelligent	ADJ
bracis-19087	13	23	information	information	NOUN
bracis-19087	13	24	access	access	NOUN
bracis-19087	13	25	systems	system	NOUN
bracis-19087	13	26	[	[	X
bracis-19087	13	27	1	1	NUM
bracis-19087	13	28	]	]	PUNCT
bracis-19087	13	29	.	.	PUNCT
bracis-19087	14	1	in	in	ADP
bracis-19087	14	2	this	this	DET
bracis-19087	14	3	work	work	NOUN
bracis-19087	14	4	,	,	PUNCT
bracis-19087	14	5	we	we	PRON
bracis-19087	14	6	consider	consider	VERB
bracis-19087	14	7	events	event	NOUN
bracis-19087	14	8	as	as	ADP
bracis-19087	14	9	things	thing	NOUN
bracis-19087	14	10	that	that	PRON
bracis-19087	14	11	happen	happen	VERB
bracis-19087	14	12	or	or	CCONJ
bracis-19087	14	13	occur	occur	VERB
bracis-19087	14	14	involving	involve	VERB
bracis-19087	14	15	participants	participant	NOUN
bracis-19087	14	16	and	and	CCONJ
bracis-19087	14	17	attributes	attribute	VERB
bracis-19087	14	18	,	,	PUNCT
bracis-19087	14	19	most	most	ADV
bracis-19087	14	20	notably	notably	ADV
bracis-19087	14	21	spatio	spatio	ADJ
bracis-19087	14	22	-	-	PUNCT
bracis-19087	14	23	temporal	temporal	ADJ
bracis-19087	14	24	attributes	attribute	NOUN
bracis-19087	14	25	.	.	PUNCT
bracis-19087	15	1	to	to	PART
bracis-19087	15	2	be	be	AUX
bracis-19087	15	3	more	more	ADV
bracis-19087	15	4	precise	precise	ADJ
bracis-19087	15	5	,	,	PUNCT
bracis-19087	15	6	we	we	PRON
bracis-19087	15	7	adopt	adopt	VERB
bracis-19087	15	8	the	the	DET
bracis-19087	15	9	definition	definition	NOUN
bracis-19087	15	10	presented	present	VERB
bracis-19087	15	11	in	in	ADP
bracis-19087	15	12	the	the	DET
bracis-19087	15	13	ace	ace	ADJ
bracis-19087	15	14	2005	2005	NUM
bracis-19087	15	15	annotation	annotation	NOUN
bracis-19087	15	16	guidelines	guideline	NOUN
bracis-19087	15	17	[	[	X
bracis-19087	15	18	6	6	NUM
bracis-19087	15	19	]	]	X
bracis-19087	15	20	:	:	PUNCT
bracis-19087	15	21	an	an	DET
bracis-19087	15	22	event	event	NOUN
bracis-19087	15	23	is	be	AUX
bracis-19087	15	24	a	a	DET
bracis-19087	15	25	specific	specific	ADJ
bracis-19087	15	26	occurrence	occurrence	NOUN
bracis-19087	15	27	involving	involve	VERB
bracis-19087	15	28	participants	participant	NOUN
bracis-19087	15	29	;	;	PUNCT
bracis-19087	15	30	it	it	PRON
bracis-19087	15	31	is	be	AUX
bracis-19087	15	32	something	something	PRON
bracis-19087	15	33	that	that	PRON
bracis-19087	15	34	happens	happen	VERB
bracis-19087	15	35	and	and	CCONJ
bracis-19087	15	36	can	can	AUX
bracis-19087	15	37	frequently	frequently	ADV
bracis-19087	15	38	be	be	AUX
bracis-19087	15	39	described	describe	VERB
bracis-19087	15	40	as	as	ADP
bracis-19087	15	41	a	a	DET
bracis-19087	15	42	change	change	NOUN
bracis-19087	15	43	of	of	ADP
bracis-19087	15	44	state	state	NOUN
bracis-19087	15	45	.	.	PUNCT
bracis-19087	16	1	based	base	VERB
bracis-19087	16	2	on	on	ADP
bracis-19087	16	3	the	the	DET
bracis-19087	16	4	event	event	NOUN
bracis-19087	16	5	annotation	annotation	NOUN
bracis-19087	16	6	guideline	guideline	NOUN
bracis-19087	16	7	ace	ace	VERB
bracis-19087	16	8	2005	2005	NUM
bracis-19087	17	1	[	[	X
bracis-19087	17	2	6	6	NUM
bracis-19087	17	3	]	]	PUNCT
bracis-19087	17	4	,	,	PUNCT
bracis-19087	17	5	and	and	CCONJ
bracis-19087	17	6	related	related	ADJ
bracis-19087	17	7	literature	literature	NOUN
bracis-19087	17	8	on	on	ADP
bracis-19087	17	9	ee	ee	PROPN
bracis-19087	18	1	[	[	X
bracis-19087	18	2	18	18	NUM
bracis-19087	18	3	,	,	PUNCT
bracis-19087	18	4	20	20	NUM
bracis-19087	18	5	]	]	PUNCT
bracis-19087	18	6	,	,	PUNCT
bracis-19087	18	7	ee	ee	PROPN
bracis-19087	18	8	can	can	AUX
bracis-19087	18	9	be	be	AUX
bracis-19087	18	10	divided	divide	VERB
bracis-19087	18	11	into	into	ADP
bracis-19087	18	12	two	two	NUM
bracis-19087	18	13	main	main	ADJ
bracis-19087	18	14	subtasks	subtask	NOUN
bracis-19087	18	15	:	:	PUNCT
bracis-19087	18	16	event	event	NOUN
bracis-19087	18	17	detection	detection	NOUN
bracis-19087	18	18	(	(	PUNCT
bracis-19087	18	19	ed	ed	NOUN
bracis-19087	18	20	)	)	PUNCT
bracis-19087	18	21	,	,	PUNCT
bracis-19087	18	22	i.e.	i.e.	X
bracis-19087	18	23	the	the	DET
bracis-19087	18	24	task	task	NOUN
bracis-19087	18	25	of	of	ADP
bracis-19087	18	26	identifying	identify	VERB
bracis-19087	18	27	and	and	CCONJ
bracis-19087	18	28	classifying	classify	VERB
bracis-19087	18	29	event	event	NOUN
bracis-19087	18	30	triggers	trigger	NOUN
bracis-19087	18	31	,	,	PUNCT
bracis-19087	18	32	and	and	CCONJ
bracis-19087	18	33	argument	argument	VERB
bracis-19087	18	34	role	role	NOUN
bracis-19087	18	35	prediction	prediction	NOUN
bracis-19087	18	36	(	(	PUNCT
bracis-19087	18	37	arp	arp	NOUN
bracis-19087	18	38	)	)	PUNCT
bracis-19087	18	39	,	,	PUNCT
bracis-19087	18	40	i.e.	i.e.	X
bracis-19087	18	41	the	the	DET
bracis-19087	18	42	task	task	NOUN
bracis-19087	18	43	of	of	ADP
bracis-19087	18	44	identifying	identify	VERB
bracis-19087	18	45	the	the	DET
bracis-19087	18	46	arguments	argument	NOUN
bracis-19087	18	47	of	of	ADP
bracis-19087	18	48	an	an	PRON
bracis-19087	18	49	even	even	ADV
bracis-19087	18	50	and	and	CCONJ
bracis-19087	18	51	labeling	label	VERB
bracis-19087	18	52	their	their	PRON
bracis-19087	18	53	roles	role	NOUN
bracis-19087	18	54	.	.	PUNCT
bracis-19087	19	1	in	in	ADP
bracis-19087	19	2	this	this	DET
bracis-19087	19	3	context	context	NOUN
bracis-19087	19	4	,	,	PUNCT
bracis-19087	19	5	an	an	DET
bracis-19087	19	6	event	event	NOUN
bracis-19087	19	7	trigger	trigger	NOUN
bracis-19087	19	8	consists	consist	VERB
bracis-19087	19	9	of	of	ADP
bracis-19087	19	10	an	an	DET
bracis-19087	19	11	expression	expression	NOUN
bracis-19087	19	12	denoting	denote	VERB
bracis-19087	19	13	the	the	DET
bracis-19087	19	14	occurrence	occurrence	NOUN
bracis-19087	19	15	of	of	ADP
bracis-19087	19	16	the	the	DET
bracis-19087	19	17	event	event	NOUN
bracis-19087	19	18	and	and	CCONJ
bracis-19087	19	19	each	each	DET
bracis-19087	19	20	event	event	NOUN
bracis-19087	19	21	mention	mention	VERB
bracis-19087	19	22	in	in	ADP
bracis-19087	19	23	a	a	DET
bracis-19087	19	24	sentence	sentence	NOUN
bracis-19087	19	25	is	be	AUX
bracis-19087	19	26	identified	identify	VERB
bracis-19087	19	27	by	by	ADP
bracis-19087	19	28	a	a	DET
bracis-19087	19	29	trigger	trigger	NOUN
bracis-19087	19	30	term	term	NOUN
bracis-19087	19	31	.	.	PUNCT
bracis-19087	20	1	an	an	DET
bracis-19087	20	2	event	event	NOUN
bracis-19087	20	3	trigger	trigger	NOUN
bracis-19087	20	4	may	may	AUX
bracis-19087	20	5	be	be	AUX
bracis-19087	20	6	expressed	express	VERB
bracis-19087	20	7	primarily	primarily	ADV
bracis-19087	20	8	through	through	ADP
bracis-19087	20	9	verbs	verbs	PROPN
bracis-19087	20	10	and	and	CCONJ
bracis-19087	20	11	nominalizations	nominalization	NOUN
bracis-19087	20	12	but	but	CCONJ
bracis-19087	20	13	also	also	ADV
bracis-19087	20	14	by	by	ADP
bracis-19087	20	15	other	other	ADJ
bracis-19087	20	16	word	word	NOUN
bracis-19087	20	17	classes	class	NOUN
bracis-19087	20	18	such	such	ADJ
bracis-19087	20	19	as	as	ADP
bracis-19087	20	20	adjectives	adjective	NOUN
bracis-19087	20	21	and	and	CCONJ
bracis-19087	20	22	prepositions	preposition	NOUN
bracis-19087	20	23	.	.	PUNCT
bracis-19087	21	1	as	as	ADP
bracis-19087	21	2	such	such	ADJ
bracis-19087	21	3	,	,	PUNCT
bracis-19087	21	4	one	one	NUM
bracis-19087	21	5	of	of	ADP
bracis-19087	21	6	the	the	DET
bracis-19087	21	7	challenging	challenging	ADJ
bracis-19087	21	8	aspects	aspect	NOUN
bracis-19087	21	9	of	of	ADP
bracis-19087	21	10	the	the	DET
bracis-19087	21	11	ee	ee	PROPN
bracis-19087	21	12	task	task	NOUN
bracis-19087	21	13	is	be	AUX
bracis-19087	21	14	that	that	SCONJ
bracis-19087	21	15	the	the	DET
bracis-19087	21	16	same	same	ADJ
bracis-19087	21	17	trigger	trigger	NOUN
bracis-19087	21	18	term	term	NOUN
bracis-19087	21	19	can	can	AUX
bracis-19087	21	20	express	express	VERB
bracis-19087	21	21	different	different	ADJ
bracis-19087	21	22	events	event	NOUN
bracis-19087	21	23	in	in	ADP
bracis-19087	21	24	different	different	ADJ
bracis-19087	21	25	contexts	contexts	NOUN
bracis-19087	21	26	.	.	PUNCT
bracis-19087	22	1	that	that	PRON
bracis-19087	22	2	is	is	ADV
bracis-19087	22	3	,	,	PUNCT
bracis-19087	22	4	trigger	trigger	NOUN
bracis-19087	22	5	words	word	NOUN
bracis-19087	22	6	may	may	AUX
bracis-19087	22	7	be	be	AUX
bracis-19087	22	8	ambiguous	ambiguous	ADJ
bracis-19087	22	9	.	.	PUNCT
bracis-19087	23	1	to	to	PART
bracis-19087	23	2	illustrate	illustrate	VERB
bracis-19087	23	3	,	,	PUNCT
bracis-19087	23	4	consider	consider	VERB
bracis-19087	23	5	the	the	DET
bracis-19087	23	6	following	follow	VERB
bracis-19087	23	7	sentences	sentence	NOUN
bracis-19087	23	8	:	:	PUNCT
bracis-19087	23	9	\(s_1\	\(s_1\	NOUN
bracis-19087	23	10	):	):	PUNCT
bracis-19087	23	11	“	"	PUNCT
bracis-19087	23	12	...	...	PUNCT
bracis-19087	24	1	os	os	INTJ
bracis-19087	24	2	árabes	árabe	NOUN
bracis-19087	24	3	teriam	teriam	PROPN
bracis-19087	24	4	de	de	PROPN
bracis-19087	24	5	apoiar	apoiar	PROPN
bracis-19087	24	6	o	o	PROPN
bracis-19087	24	7	iraque	iraque	PROPN
bracis-19087	24	8	numa	numa	PROPN
bracis-19087	24	9	luta	luta	PROPN
bracis-19087	24	10	contra	contra	PROPN
bracis-19087	24	11	o	o	PROPN
bracis-19087	24	12	seu	seu	PROPN
bracis-19087	24	13	inimigo	inimigo	PROPN
bracis-19087	24	14	comum	comum	PROPN
bracis-19087	24	15	israelita	israelita	PROPN
bracis-19087	24	16	.	.	PUNCT
bracis-19087	25	1	”footnote	”footnote	VERB
bracis-19087	25	2	1	1	NUM
bracis-19087	25	3	\(s_2\	\(s_2\	NOUN
bracis-19087	25	4	):	):	PUNCT
bracis-19087	25	5	“	"	PUNCT
bracis-19087	25	6	ambas	ambas	X
bracis-19087	25	7	as	as	ADP
bracis-19087	25	8	empresas	empresas	PROPN
bracis-19087	25	9	são	são	PROPN
bracis-19087	25	10	aliadas	aliadas	PROPN
bracis-19087	25	11	da	da	PROPN
bracis-19087	25	12	navigation	navigation	PROPN
bracis-19087	25	13	mixte	mixte	PROPN
bracis-19087	25	14	na	na	PROPN
bracis-19087	25	15	luta	luta	PROPN
bracis-19087	25	16	contra	contra	PROPN
bracis-19087	25	17	uma	uma	PROPN
bracis-19087	25	18	opa	opa	PROPN
bracis-19087	25	19	hostil	hostil	PROPN
bracis-19087	25	20	...	...	PUNCT
bracis-19087	25	21	”	"	PUNCT
bracis-19087	25	22	footnote	footnote	VERB
bracis-19087	25	23	2	2	NUM
bracis-19087	25	24	both	both	PRON
bracis-19087	25	25	of	of	ADP
bracis-19087	25	26	\(s_1\	\(s_1\	NOUN
bracis-19087	25	27	)	)	PUNCT
bracis-19087	25	28	and	and	CCONJ
bracis-19087	25	29	\(s_2\	\(s_2\	PROPN
bracis-19087	25	30	)	)	PUNCT
bracis-19087	25	31	contain	contain	VERB
bracis-19087	25	32	a	a	DET
bracis-19087	25	33	word	word	NOUN
bracis-19087	25	34	,	,	PUNCT
bracis-19087	25	35	“	"	PUNCT
bracis-19087	25	36	luta	luta	ADJ
bracis-19087	25	37	”	"	PUNCT
bracis-19087	25	38	(	(	PUNCT
bracis-19087	25	39	fight	fight	NOUN
bracis-19087	25	40	)	)	PUNCT
bracis-19087	25	41	,	,	PUNCT
bracis-19087	25	42	functioning	function	VERB
bracis-19087	25	43	as	as	ADP
bracis-19087	25	44	an	an	DET
bracis-19087	25	45	event	event	NOUN
bracis-19087	25	46	trigger	trigger	NOUN
bracis-19087	25	47	.	.	PUNCT
bracis-19087	26	1	however	however	ADV
bracis-19087	26	2	,	,	PUNCT
bracis-19087	26	3	in	in	ADP
bracis-19087	26	4	s1	s1	NOUN
bracis-19087	26	5	,	,	PUNCT
bracis-19087	26	6	“	"	PUNCT
bracis-19087	26	7	luta	luta	ADJ
bracis-19087	26	8	”	"	PUNCT
bracis-19087	26	9	means	mean	VERB
bracis-19087	26	10	a	a	DET
bracis-19087	26	11	hostile	hostile	ADJ
bracis-19087	26	12	encounter	encounter	NOUN
bracis-19087	26	13	between	between	ADP
bracis-19087	26	14	opposing	oppose	VERB
bracis-19087	26	15	forces	force	NOUN
bracis-19087	26	16	,	,	PUNCT
bracis-19087	26	17	which	which	PRON
bracis-19087	26	18	denotes	denote	VERB
bracis-19087	26	19	a	a	DET
bracis-19087	26	20	hostile	hostile	ADJ
bracis-19087	26	21	encounter	encounter	NOUN
bracis-19087	26	22	event	event	NOUN
bracis-19087	26	23	.	.	PUNCT
bracis-19087	27	1	in	in	ADP
bracis-19087	27	2	s2	s2	PROPN
bracis-19087	27	3	,	,	PUNCT
bracis-19087	27	4	“	"	PUNCT
bracis-19087	27	5	luta	luta	ADJ
bracis-19087	27	6	”	"	PUNCT
bracis-19087	27	7	means	mean	VERB
bracis-19087	27	8	a	a	DET
bracis-19087	27	9	dispute	dispute	NOUN
bracis-19087	27	10	between	between	ADP
bracis-19087	27	11	parties	party	NOUN
bracis-19087	27	12	with	with	ADP
bracis-19087	27	13	incompatible	incompatible	ADJ
bracis-19087	27	14	opinions	opinion	NOUN
bracis-19087	27	15	,	,	PUNCT
bracis-19087	27	16	and	and	CCONJ
bracis-19087	27	17	denotes	denote	VERB
bracis-19087	27	18	an	an	DET
bracis-19087	27	19	event	event	NOUN
bracis-19087	27	20	of	of	ADP
bracis-19087	27	21	type	type	NOUN
bracis-19087	27	22	quarreling	quarrel	VERB
bracis-19087	27	23	[	[	X
bracis-19087	27	24	2	2	NUM
bracis-19087	27	25	]	]	PUNCT
bracis-19087	27	26	.	.	PUNCT
bracis-19087	28	1	on	on	ADP
bracis-19087	28	2	the	the	DET
bracis-19087	28	3	other	other	ADJ
bracis-19087	28	4	hand	hand	NOUN
bracis-19087	28	5	,	,	PUNCT
bracis-19087	28	6	the	the	DET
bracis-19087	28	7	same	same	ADJ
bracis-19087	28	8	event	event	NOUN
bracis-19087	28	9	can	can	AUX
bracis-19087	28	10	be	be	AUX
bracis-19087	28	11	described	describe	VERB
bracis-19087	28	12	by	by	ADP
bracis-19087	28	13	various	various	ADJ
bracis-19087	28	14	different	different	ADJ
bracis-19087	28	15	expressions	expression	NOUN
bracis-19087	28	16	,	,	PUNCT
bracis-19087	28	17	by	by	ADP
bracis-19087	28	18	means	mean	NOUN
bracis-19087	28	19	of	of	ADP
bracis-19087	28	20	different	different	ADJ
bracis-19087	28	21	trigger	trigger	NOUN
bracis-19087	28	22	words	word	NOUN
bracis-19087	28	23	.	.	PUNCT
bracis-19087	29	1	for	for	ADP
bracis-19087	29	2	example	example	NOUN
bracis-19087	29	3	,	,	PUNCT
bracis-19087	29	4	we	we	PRON
bracis-19087	29	5	observe	observe	VERB
bracis-19087	29	6	in	in	ADP
bracis-19087	29	7	the	the	DET
bracis-19087	29	8	annotated	annotate	VERB
bracis-19087	29	9	timebankpt	timebankpt	NOUN
bracis-19087	29	10	event	event	NOUN
bracis-19087	29	11	frame	frame	NOUN
bracis-19087	29	12	annotation	annotation	NOUN
bracis-19087	29	13	(	(	PUNCT
bracis-19087	29	14	tefa	tefa	PROPN
bracis-19087	29	15	)	)	PUNCT
bracis-19087	29	16	corpus	corpus	NOUN
bracis-19087	29	17	that	that	SCONJ
bracis-19087	29	18	the	the	DET
bracis-19087	29	19	following	follow	VERB
bracis-19087	29	20	trigger	trigger	NOUN
bracis-19087	29	21	words	word	NOUN
bracis-19087	29	22	denote	denote	VERB
bracis-19087	29	23	an	an	DET
bracis-19087	29	24	occurrence	occurrence	NOUN
bracis-19087	29	25	of	of	ADP
bracis-19087	29	26	an	an	DET
bracis-19087	29	27	event	event	NOUN
bracis-19087	29	28	of	of	ADP
bracis-19087	29	29	type	type	NOUN
bracis-19087	29	30	statement	statement	NOUN
bracis-19087	29	31	:	:	PUNCT
bracis-19087	29	32	“	"	PUNCT
bracis-19087	29	33	dito	dito	PROPN
bracis-19087	29	34	”	"	PUNCT
bracis-19087	29	35	,	,	PUNCT
bracis-19087	29	36	“	"	PUNCT
bracis-19087	29	37	disse	disse	PROPN
bracis-19087	29	38	”	"	PUNCT
bracis-19087	29	39	,	,	PUNCT
bracis-19087	29	40	“	"	PUNCT
bracis-19087	29	41	referiu	referiu	ADJ
bracis-19087	29	42	”	"	PUNCT
bracis-19087	29	43	,	,	PUNCT
bracis-19087	29	44	“	"	PUNCT
bracis-19087	29	45	anunciado	anunciado	PROPN
bracis-19087	29	46	”	"	PUNCT
bracis-19087	29	47	,	,	PUNCT
bracis-19087	29	48	“	"	PUNCT
bracis-19087	29	49	acrescentou	acrescentou	NOUN
bracis-19087	29	50	”	"	PUNCT
bracis-19087	29	51	,	,	PUNCT
bracis-19087	29	52	etc.footnote	etc.footnote	VERB
bracis-19087	29	53	3	3	NUM
bracis-19087	29	54	furthermore	furthermore	ADV
bracis-19087	29	55	,	,	PUNCT
bracis-19087	29	56	when	when	SCONJ
bracis-19087	29	57	dealing	deal	VERB
bracis-19087	29	58	with	with	ADP
bracis-19087	29	59	multiple	multiple	ADJ
bracis-19087	29	60	event	event	NOUN
bracis-19087	29	61	mentions	mention	VERB
bracis-19087	29	62	in	in	ADP
bracis-19087	29	63	the	the	DET
bracis-19087	29	64	same	same	ADJ
bracis-19087	29	65	sentence	sentence	NOUN
bracis-19087	29	66	,	,	PUNCT
bracis-19087	29	67	it	it	PRON
bracis-19087	29	68	is	be	AUX
bracis-19087	29	69	possible	possible	ADJ
bracis-19087	29	70	that	that	SCONJ
bracis-19087	29	71	different	different	ADJ
bracis-19087	29	72	events	event	NOUN
bracis-19087	29	73	share	share	VERB
bracis-19087	29	74	arguments	argument	NOUN
bracis-19087	29	75	with	with	ADP
bracis-19087	29	76	different	different	ADJ
bracis-19087	29	77	roles	role	NOUN
bracis-19087	29	78	.	.	PUNCT
bracis-19087	30	1	consider	consider	VERB
bracis-19087	30	2	the	the	DET
bracis-19087	30	3	following	follow	VERB
bracis-19087	30	4	sentence	sentence	NOUN
bracis-19087	30	5	:	:	PUNCT
bracis-19087	30	6	“	"	PUNCT
bracis-19087	30	7	a	a	DET
bracis-19087	30	8	meridian	meridian	PROPN
bracis-19087	30	9	national	national	PROPN
bracis-19087	30	10	corp	corp	PROPN
bracis-19087	30	11	.	.	PROPN
bracis-19087	30	12	disse	disse	PROPN
bracis-19087	30	13	que	que	PROPN
bracis-19087	30	14	vendeu	vendeu	PROPN
bracis-19087	30	15	750.00	750.00	NUM
bracis-19087	30	16	ações	ações	NOUN
bracis-19087	30	17	oridinárias	oridinária	NOUN
bracis-19087	30	18	ao	ao	PROPN
bracis-19087	30	19	grupo	grupo	PROPN
bracis-19087	30	20	da	da	PROPN
bracis-19087	30	21	família	família	PROPN
bracis-19087	30	22	mcalpine	mcalpine	PROPN
bracis-19087	30	23	,	,	PUNCT
bracis-19087	30	24	por	por	VERB
bracis-19087	30	25	1	1	NUM
bracis-19087	30	26	milhão	milhão	PROPN
bracis-19087	30	27	de	de	PROPN
bracis-19087	30	28	dólares	dólares	PROPN
bracis-19087	30	29	,	,	PUNCT
bracis-19087	30	30	ou	ou	PROPN
bracis-19087	30	31	1,35	1,35	PROPN
bracis-19087	30	32	dólares	dólares	PROPN
bracis-19087	30	33	por	por	PROPN
bracis-19087	30	34	ação	ação	NOUN
bracis-19087	30	35	.	.	PROPN
bracis-19087	30	36	”footnote	”footnote	VERB
bracis-19087	30	37	4	4	NUM
bracis-19087	30	38	the	the	DET
bracis-19087	30	39	entity	entity	NOUN
bracis-19087	30	40	mention	mention	NOUN
bracis-19087	30	41	“	"	PUNCT
bracis-19087	30	42	meridian	meridian	PROPN
bracis-19087	30	43	national	national	PROPN
bracis-19087	30	44	corp	corp	PROPN
bracis-19087	30	45	.	.	PROPN
bracis-19087	30	46	”	"	PUNCT
bracis-19087	30	47	takes	take	VERB
bracis-19087	30	48	two	two	NUM
bracis-19087	30	49	different	different	ADJ
bracis-19087	30	50	(	(	PUNCT
bracis-19087	30	51	and	and	CCONJ
bracis-19087	30	52	not	not	PART
bracis-19087	30	53	related	relate	VERB
bracis-19087	30	54	)	)	PUNCT
bracis-19087	30	55	argument	argument	NOUN
bracis-19087	30	56	roles	role	NOUN
bracis-19087	30	57	:	:	PUNCT
bracis-19087	30	58	speaker	speaker	NOUN
bracis-19087	30	59	and	and	CCONJ
bracis-19087	30	60	seller	seller	NOUN
bracis-19087	30	61	,	,	PUNCT
bracis-19087	30	62	respectively	respectively	ADV
bracis-19087	30	63	,	,	PUNCT
bracis-19087	30	64	in	in	ADP
bracis-19087	30	65	the	the	DET
bracis-19087	30	66	events	event	NOUN
bracis-19087	30	67	statement	statement	NOUN
bracis-19087	30	68	and	and	CCONJ
bracis-19087	30	69	commerce_sell	commerce_sell	ADV
bracis-19087	30	70	denoted	denote	VERB
bracis-19087	30	71	by	by	ADP
bracis-19087	30	72	the	the	DET
bracis-19087	30	73	event	event	NOUN
bracis-19087	30	74	triggers	trigger	VERB
bracis-19087	30	75	“	"	PUNCT
bracis-19087	30	76	disse	disse	PROPN
bracis-19087	30	77	”	"	PUNCT
bracis-19087	30	78	(	(	PUNCT
bracis-19087	30	79	said	say	VERB
bracis-19087	30	80	)	)	PUNCT
bracis-19087	30	81	and	and	CCONJ
bracis-19087	30	82	“	"	PUNCT
bracis-19087	30	83	vendeu	vendeu	NOUN
bracis-19087	30	84	”	"	PUNCT
bracis-19087	30	85	(	(	PUNCT
bracis-19087	30	86	sold	sell	VERB
bracis-19087	30	87	)	)	PUNCT
bracis-19087	30	88	.	.	PUNCT
bracis-19087	31	1	event	event	NOUN
bracis-19087	31	2	mentions	mention	VERB
bracis-19087	31	3	in	in	ADP
bracis-19087	31	4	natural	natural	ADJ
bracis-19087	31	5	language	language	NOUN
bracis-19087	31	6	text	text	NOUN
bracis-19087	31	7	are	be	AUX
bracis-19087	31	8	ubiquitously	ubiquitously	ADV
bracis-19087	31	9	present	present	ADJ
bracis-19087	31	10	in	in	ADP
bracis-19087	31	11	different	different	ADJ
bracis-19087	31	12	domains	domain	NOUN
bracis-19087	31	13	and	and	CCONJ
bracis-19087	31	14	genres	genre	NOUN
bracis-19087	31	15	and	and	CCONJ
bracis-19087	31	16	encompass	encompass	VERB
bracis-19087	31	17	a	a	DET
bracis-19087	31	18	great	great	ADJ
bracis-19087	31	19	amount	amount	NOUN
bracis-19087	31	20	of	of	ADP
bracis-19087	31	21	information	information	NOUN
bracis-19087	31	22	encoded	encode	VERB
bracis-19087	31	23	in	in	ADP
bracis-19087	31	24	a	a	DET
bracis-19087	31	25	sentence	sentence	NOUN
bracis-19087	31	26	.	.	PUNCT
bracis-19087	32	1	as	as	SCONJ
bracis-19087	32	2	noted	note	VERB
bracis-19087	32	3	by	by	ADP
bracis-19087	32	4	ahn	ahn	PROPN
bracis-19087	33	1	[	[	X
bracis-19087	33	2	1	1	NUM
bracis-19087	33	3	]	]	PUNCT
bracis-19087	33	4	,	,	PUNCT
bracis-19087	33	5	solutions	solution	NOUN
bracis-19087	33	6	for	for	ADP
bracis-19087	33	7	ee	ee	PROPN
bracis-19087	33	8	can	can	AUX
bracis-19087	33	9	benefit	benefit	VERB
bracis-19087	33	10	the	the	DET
bracis-19087	33	11	development	development	NOUN
bracis-19087	33	12	of	of	ADP
bracis-19087	33	13	other	other	ADJ
bracis-19087	33	14	nlp	nlp	NOUN
bracis-19087	33	15	applications	application	NOUN
bracis-19087	33	16	,	,	PUNCT
bracis-19087	33	17	such	such	ADJ
bracis-19087	33	18	as	as	ADP
bracis-19087	33	19	text	text	NOUN
bracis-19087	33	20	summarization	summarization	NOUN
bracis-19087	33	21	,	,	PUNCT
bracis-19087	33	22	question	question	NOUN
bracis-19087	33	23	answering	answering	NOUN
bracis-19087	33	24	and	and	CCONJ
bracis-19087	33	25	information	information	NOUN
bracis-19087	33	26	retrieval	retrieval	NOUN
bracis-19087	33	27	.	.	PUNCT
bracis-19087	34	1	notably	notably	ADV
bracis-19087	34	2	,	,	PUNCT
bracis-19087	34	3	there	there	PRON
bracis-19087	34	4	are	be	VERB
bracis-19087	34	5	two	two	NUM
bracis-19087	34	6	variations	variation	NOUN
bracis-19087	34	7	of	of	ADP
bracis-19087	34	8	the	the	DET
bracis-19087	34	9	task	task	NOUN
bracis-19087	34	10	of	of	ADP
bracis-19087	34	11	ee	ee	NOUN
bracis-19087	34	12	regarding	regard	VERB
bracis-19087	34	13	the	the	DET
bracis-19087	34	14	types	type	NOUN
bracis-19087	34	15	of	of	ADP
bracis-19087	34	16	target	target	NOUN
bracis-19087	34	17	event	event	NOUN
bracis-19087	34	18	that	that	PRON
bracis-19087	34	19	are	be	AUX
bracis-19087	34	20	considered	consider	VERB
bracis-19087	34	21	[	[	PUNCT
bracis-19087	34	22	30	30	NUM
bracis-19087	34	23	]	]	SYM
bracis-19087	34	24	:	:	PUNCT
bracis-19087	34	25	open	open	ADJ
bracis-19087	34	26	domain	domain	NOUN
bracis-19087	34	27	,	,	PUNCT
bracis-19087	34	28	when	when	SCONJ
bracis-19087	34	29	no	no	DET
bracis-19087	34	30	schema	schema	NOUN
bracis-19087	34	31	and	and	CCONJ
bracis-19087	34	32	list	list	NOUN
bracis-19087	34	33	of	of	ADP
bracis-19087	34	34	target	target	NOUN
bracis-19087	34	35	event	event	NOUN
bracis-19087	34	36	types	type	NOUN
bracis-19087	34	37	are	be	AUX
bracis-19087	34	38	defined	define	VERB
bracis-19087	34	39	for	for	ADP
bracis-19087	34	40	the	the	DET
bracis-19087	34	41	task	task	NOUN
bracis-19087	34	42	;	;	PUNCT
bracis-19087	34	43	and	and	CCONJ
bracis-19087	34	44	closed	closed	ADJ
bracis-19087	34	45	domain	domain	NOUN
bracis-19087	34	46	,	,	PUNCT
bracis-19087	34	47	when	when	SCONJ
bracis-19087	34	48	the	the	DET
bracis-19087	34	49	set	set	NOUN
bracis-19087	34	50	of	of	ADP
bracis-19087	34	51	target	target	NOUN
bracis-19087	34	52	event	event	NOUN
bracis-19087	34	53	types	type	NOUN
bracis-19087	34	54	and	and	CCONJ
bracis-19087	34	55	their	their	PRON
bracis-19087	34	56	respective	respective	ADJ
bracis-19087	34	57	schemata	schemata	NOUN
bracis-19087	34	58	are	be	AUX
bracis-19087	34	59	pre	pre	ADJ
bracis-19087	34	60	-	-	VERB
bracis-19087	34	61	defined	define	VERB
bracis-19087	34	62	.	.	PUNCT
bracis-19087	35	1	in	in	ADP
bracis-19087	35	2	this	this	DET
bracis-19087	35	3	paper	paper	NOUN
bracis-19087	35	4	,	,	PUNCT
bracis-19087	35	5	we	we	PRON
bracis-19087	35	6	will	will	AUX
bracis-19087	35	7	discuss	discuss	VERB
bracis-19087	35	8	a	a	DET
bracis-19087	35	9	method	method	NOUN
bracis-19087	35	10	for	for	ADP
bracis-19087	35	11	closed	closed	ADJ
bracis-19087	35	12	domain	domain	NOUN
bracis-19087	35	13	ee	ee	NOUN
bracis-19087	35	14	for	for	ADP
bracis-19087	35	15	the	the	DET
bracis-19087	35	16	portuguese	portuguese	ADJ
bracis-19087	35	17	language	language	NOUN
bracis-19087	35	18	.	.	PUNCT
bracis-19087	36	1	we	we	PRON
bracis-19087	36	2	developed	develop	VERB
bracis-19087	36	3	a	a	DET
bracis-19087	36	4	method	method	NOUN
bracis-19087	36	5	to	to	PART
bracis-19087	36	6	identify	identify	VERB
bracis-19087	36	7	and	and	CCONJ
bracis-19087	36	8	classify	classify	VERB
bracis-19087	36	9	a	a	DET
bracis-19087	36	10	closed	closed	ADJ
bracis-19087	36	11	set	set	NOUN
bracis-19087	36	12	of	of	ADP
bracis-19087	36	13	event	event	NOUN
bracis-19087	36	14	types	type	NOUN
bracis-19087	36	15	whose	whose	DET
bracis-19087	36	16	arguments	argument	NOUN
bracis-19087	36	17	and	and	CCONJ
bracis-19087	36	18	their	their	PRON
bracis-19087	36	19	roles	role	NOUN
bracis-19087	36	20	were	be	AUX
bracis-19087	36	21	previously	previously	ADV
bracis-19087	36	22	specified	specify	VERB
bracis-19087	36	23	based	base	VERB
bracis-19087	36	24	on	on	ADP
bracis-19087	36	25	machine	machine	NOUN
bracis-19087	36	26	learning	learning	NOUN
bracis-19087	36	27	.	.	PUNCT
bracis-19087	37	1	as	as	SCONJ
bracis-19087	37	2	there	there	PRON
bracis-19087	37	3	is	be	VERB
bracis-19087	37	4	no	no	DET
bracis-19087	37	5	publicly	publicly	ADV
bracis-19087	37	6	available	available	ADJ
bracis-19087	37	7	dataset	dataset	NOUN
bracis-19087	37	8	and	and	CCONJ
bracis-19087	37	9	corpus	corpus	NOUN
bracis-19087	37	10	for	for	ADP
bracis-19087	37	11	the	the	DET
bracis-19087	37	12	task	task	NOUN
bracis-19087	37	13	of	of	ADP
bracis-19087	37	14	closed	closed	ADJ
bracis-19087	37	15	domain	domain	NOUN
bracis-19087	37	16	ee	ee	NOUN
bracis-19087	37	17	for	for	ADP
bracis-19087	37	18	the	the	DET
bracis-19087	37	19	portuguese	portuguese	ADJ
bracis-19087	37	20	language	language	NOUN
bracis-19087	37	21	that	that	PRON
bracis-19087	37	22	we	we	PRON
bracis-19087	37	23	are	be	AUX
bracis-19087	37	24	aware	aware	ADJ
bracis-19087	37	25	,	,	PUNCT
bracis-19087	37	26	we	we	PRON
bracis-19087	37	27	built	build	VERB
bracis-19087	37	28	a	a	DET
bracis-19087	37	29	dataset	dataset	NOUN
bracis-19087	37	30	by	by	ADP
bracis-19087	37	31	enriching	enrich	VERB
bracis-19087	37	32	the	the	DET
bracis-19087	37	33	timebankpt	timebankpt	NOUN
bracis-19087	37	34	[	[	X
bracis-19087	37	35	8	8	NUM
bracis-19087	37	36	]	]	X
bracis-19087	37	37	corpus	corpus	NOUN
bracis-19087	37	38	with	with	ADP
bracis-19087	37	39	event	event	NOUN
bracis-19087	37	40	annotation	annotation	NOUN
bracis-19087	37	41	schemata	schemata	NOUN
bracis-19087	37	42	from	from	ADP
bracis-19087	37	43	the	the	DET
bracis-19087	37	44	framenet	framenet	ADJ
bracis-19087	37	45	project	project	NOUN
bracis-19087	37	46	[	[	X
bracis-19087	37	47	2	2	NUM
bracis-19087	37	48	]	]	PUNCT
bracis-19087	37	49	.	.	PUNCT
bracis-19087	38	1	timebankpt	timebankpt	NOUN
bracis-19087	38	2	is	be	AUX
bracis-19087	38	3	the	the	DET
bracis-19087	38	4	first	first	ADJ
bracis-19087	38	5	corpus	corpus	NOUN
bracis-19087	38	6	of	of	ADP
bracis-19087	38	7	portuguese	portuguese	PROPN
bracis-19087	38	8	with	with	ADP
bracis-19087	38	9	rich	rich	ADJ
bracis-19087	38	10	temporal	temporal	ADJ
bracis-19087	38	11	annotations	annotation	NOUN
bracis-19087	38	12	,	,	PUNCT
bracis-19087	38	13	i.e.	i.e.	X
bracis-19087	38	14	it	it	PRON
bracis-19087	38	15	includes	include	VERB
bracis-19087	38	16	annotations	annotation	NOUN
bracis-19087	38	17	not	not	PART
bracis-19087	38	18	only	only	ADV
bracis-19087	38	19	of	of	ADP
bracis-19087	38	20	temporal	temporal	ADJ
bracis-19087	38	21	expressions	expression	NOUN
bracis-19087	38	22	but	but	CCONJ
bracis-19087	38	23	also	also	ADV
bracis-19087	38	24	about	about	ADP
bracis-19087	38	25	events	event	NOUN
bracis-19087	38	26	and	and	CCONJ
bracis-19087	38	27	temporal	temporal	ADJ
bracis-19087	38	28	relations	relation	NOUN
bracis-19087	38	29	[	[	X
bracis-19087	38	30	8	8	NUM
bracis-19087	38	31	]	]	PUNCT
bracis-19087	38	32	.	.	PUNCT
bracis-19087	39	1	in	in	ADP
bracis-19087	39	2	this	this	DET
bracis-19087	39	3	work	work	NOUN
bracis-19087	39	4	,	,	PUNCT
bracis-19087	39	5	we	we	PRON
bracis-19087	39	6	propose	propose	VERB
bracis-19087	39	7	a	a	DET
bracis-19087	39	8	method	method	NOUN
bracis-19087	39	9	to	to	ADP
bracis-19087	39	10	the	the	DET
bracis-19087	39	11	task	task	NOUN
bracis-19087	39	12	of	of	ADP
bracis-19087	39	13	ee	ee	PROPN
bracis-19087	39	14	developed	develop	VERB
bracis-19087	39	15	and	and	CCONJ
bracis-19087	39	16	evaluated	evaluate	VERB
bracis-19087	39	17	over	over	ADP
bracis-19087	39	18	a	a	DET
bracis-19087	39	19	newly	newly	ADV
bracis-19087	39	20	created	create	VERB
bracis-19087	39	21	data	datum	NOUN
bracis-19087	39	22	set	set	VERB
bracis-19087	39	23	with	with	ADP
bracis-19087	39	24	event	event	NOUN
bracis-19087	39	25	types	type	NOUN
bracis-19087	39	26	and	and	CCONJ
bracis-19087	39	27	argument	argument	NOUN
bracis-19087	39	28	roles	role	NOUN
bracis-19087	39	29	annotations	annotation	NOUN
bracis-19087	39	30	,	,	PUNCT
bracis-19087	39	31	labeled	label	VERB
bracis-19087	39	32	over	over	ADP
bracis-19087	39	33	the	the	DET
bracis-19087	39	34	timebankpt	timebankpt	NOUN
bracis-19087	39	35	corpus	corpus	NOUN
bracis-19087	39	36	,	,	PUNCT
bracis-19087	39	37	from	from	ADP
bracis-19087	39	38	which	which	PRON
bracis-19087	39	39	we	we	PRON
bracis-19087	39	40	maintain	maintain	VERB
bracis-19087	39	41	only	only	ADV
bracis-19087	39	42	the	the	DET
bracis-19087	39	43	event	event	NOUN
bracis-19087	39	44	trigger	trigger	NOUN
bracis-19087	39	45	annotations	annotation	NOUN
bracis-19087	39	46	.	.	PUNCT
bracis-19087	40	1	our	our	PRON
bracis-19087	40	2	method	method	NOUN
bracis-19087	40	3	jointly	jointly	ADV
bracis-19087	40	4	performs	perform	VERB
bracis-19087	40	5	ed	ed	NOUN
bracis-19087	40	6	and	and	CCONJ
bracis-19087	40	7	arp	arp	VERB
bracis-19087	40	8	by	by	ADP
bracis-19087	40	9	learning	learn	VERB
bracis-19087	40	10	a	a	DET
bracis-19087	40	11	shared	share	VERB
bracis-19087	40	12	intermediary	intermediary	ADJ
bracis-19087	40	13	representation	representation	NOUN
bracis-19087	40	14	for	for	ADP
bracis-19087	40	15	the	the	DET
bracis-19087	40	16	ed	ed	NOUN
bracis-19087	40	17	and	and	CCONJ
bracis-19087	40	18	arp	arp	ADJ
bracis-19087	40	19	subtasks	subtask	NOUN
bracis-19087	40	20	.	.	PUNCT
bracis-19087	41	1	our	our	PRON
bracis-19087	41	2	main	main	ADJ
bracis-19087	41	3	contributions	contribution	NOUN
bracis-19087	41	4	are	be	AUX
bracis-19087	41	5	:	:	PUNCT
bracis-19087	41	6	(	(	PUNCT
bracis-19087	41	7	1	1	X
bracis-19087	41	8	)	)	PUNCT
bracis-19087	41	9	we	we	PRON
bracis-19087	41	10	propose	propose	VERB
bracis-19087	41	11	a	a	DET
bracis-19087	41	12	novel	novel	ADJ
bracis-19087	41	13	method	method	NOUN
bracis-19087	41	14	for	for	ADP
bracis-19087	41	15	the	the	DET
bracis-19087	41	16	ee	ee	PROPN
bracis-19087	41	17	task	task	NOUN
bracis-19087	41	18	,	,	PUNCT
bracis-19087	41	19	simultaneously	simultaneously	ADV
bracis-19087	41	20	tackles	tackle	VERB
bracis-19087	41	21	the	the	DET
bracis-19087	41	22	ed	ed	NOUN
bracis-19087	41	23	and	and	CCONJ
bracis-19087	41	24	arp	arp	ADJ
bracis-19087	41	25	subtasks	subtask	NOUN
bracis-19087	41	26	.	.	PUNCT
bracis-19087	42	1	(	(	PUNCT
bracis-19087	42	2	2	2	X
bracis-19087	42	3	)	)	PUNCT
bracis-19087	42	4	we	we	PRON
bracis-19087	42	5	demonstrate	demonstrate	VERB
bracis-19087	42	6	the	the	DET
bracis-19087	42	7	usefulness	usefulness	NOUN
bracis-19087	42	8	of	of	ADP
bracis-19087	42	9	the	the	DET
bracis-19087	42	10	application	application	NOUN
bracis-19087	42	11	of	of	ADP
bracis-19087	42	12	oie	oie	PROPN
bracis-19087	42	13	systems	system	NOUN
bracis-19087	42	14	as	as	ADP
bracis-19087	42	15	a	a	DET
bracis-19087	42	16	strategy	strategy	NOUN
bracis-19087	42	17	to	to	ADP
bracis-19087	42	18	data	datum	NOUN
bracis-19087	42	19	augmentation	augmentation	NOUN
bracis-19087	42	20	for	for	ADP
bracis-19087	42	21	ee	ee	PROPN
bracis-19087	42	22	annotated	annotate	VERB
bracis-19087	42	23	sentences	sentence	NOUN
bracis-19087	42	24	.	.	PUNCT
bracis-19087	43	1	(	(	PUNCT
bracis-19087	43	2	3	3	X
bracis-19087	43	3	)	)	PUNCT
bracis-19087	43	4	we	we	PRON
bracis-19087	43	5	have	have	AUX
bracis-19087	43	6	conducted	conduct	VERB
bracis-19087	43	7	experiments	experiment	NOUN
bracis-19087	43	8	on	on	ADP
bracis-19087	43	9	a	a	DET
bracis-19087	43	10	proposed	propose	VERB
bracis-19087	43	11	enriched	enrich	VERB
bracis-19087	43	12	timebankpt	timebankpt	NOUN
bracis-19087	43	13	corpus	corpus	NOUN
bracis-19087	43	14	,	,	PUNCT
bracis-19087	43	15	achieving	achieve	VERB
bracis-19087	43	16	modest	modest	ADJ
bracis-19087	43	17	performance	performance	NOUN
bracis-19087	43	18	with	with	ADP
bracis-19087	43	19	low	low	ADJ
bracis-19087	43	20	feature	feature	NOUN
bracis-19087	43	21	engineering	engineering	NOUN
bracis-19087	43	22	effort	effort	NOUN
bracis-19087	43	23	.	.	PUNCT
bracis-19087	44	1	2	2	NUM
bracis-19087	44	2	related	relate	VERB
bracis-19087	44	3	work	work	NOUN
bracis-19087	44	4	most	most	ADJ
bracis-19087	44	5	work	work	VERB
bracis-19087	44	6	on	on	ADP
bracis-19087	44	7	the	the	DET
bracis-19087	44	8	literature	literature	NOUN
bracis-19087	44	9	on	on	ADP
bracis-19087	44	10	ee	ee	PROPN
bracis-19087	44	11	have	have	AUX
bracis-19087	44	12	focused	focus	VERB
bracis-19087	44	13	on	on	ADP
bracis-19087	44	14	languages	language	NOUN
bracis-19087	44	15	such	such	ADJ
bracis-19087	44	16	as	as	ADP
bracis-19087	44	17	english	english	PROPN
bracis-19087	44	18	and	and	CCONJ
bracis-19087	44	19	chinese	chinese	PROPN
bracis-19087	44	20	,	,	PUNCT
bracis-19087	44	21	for	for	ADP
bracis-19087	44	22	which	which	PRON
bracis-19087	44	23	there	there	PRON
bracis-19087	44	24	are	be	VERB
bracis-19087	44	25	standard	standard	ADJ
bracis-19087	44	26	corpora	corpora	NOUN
bracis-19087	44	27	for	for	ADP
bracis-19087	44	28	the	the	DET
bracis-19087	44	29	task	task	NOUN
bracis-19087	44	30	[	[	X
bracis-19087	44	31	30	30	NUM
bracis-19087	44	32	]	]	X
bracis-19087	44	33	,	,	PUNCT
bracis-19087	44	34	such	such	ADJ
bracis-19087	44	35	as	as	ADP
bracis-19087	44	36	the	the	DET
bracis-19087	44	37	ace	ace	NOUN
bracis-19087	44	38	2005	2005	NUM
bracis-19087	44	39	corpus	corpus	NOUN
bracis-19087	44	40	[	[	X
bracis-19087	44	41	27	27	NUM
bracis-19087	44	42	]	]	PUNCT
bracis-19087	44	43	.	.	PUNCT
bracis-19087	45	1	regarding	regard	VERB
bracis-19087	45	2	the	the	DET
bracis-19087	45	3	approaches	approach	NOUN
bracis-19087	45	4	adopted	adopt	VERB
bracis-19087	45	5	in	in	ADP
bracis-19087	45	6	the	the	DET
bracis-19087	45	7	literature	literature	NOUN
bracis-19087	45	8	,	,	PUNCT
bracis-19087	45	9	there	there	PRON
bracis-19087	45	10	are	be	VERB
bracis-19087	45	11	two	two	NUM
bracis-19087	45	12	main	main	ADJ
bracis-19087	45	13	categorizations	categorization	NOUN
bracis-19087	45	14	with	with	ADP
bracis-19087	45	15	respect	respect	NOUN
bracis-19087	45	16	to	to	ADP
bracis-19087	45	17	the	the	DET
bracis-19087	45	18	input	input	NOUN
bracis-19087	45	19	features	feature	NOUN
bracis-19087	45	20	and	and	CCONJ
bracis-19087	45	21	the	the	DET
bracis-19087	45	22	modularization	modularization	NOUN
bracis-19087	45	23	of	of	ADP
bracis-19087	45	24	the	the	DET
bracis-19087	45	25	methods	method	NOUN
bracis-19087	45	26	,	,	PUNCT
bracis-19087	45	27	respectively	respectively	ADV
bracis-19087	45	28	divided	divide	VERB
bracis-19087	45	29	between	between	ADP
bracis-19087	45	30	discriminative	discriminative	NOUN
bracis-19087	45	31	featured	feature	VERB
bracis-19087	45	32	-	-	PUNCT
bracis-19087	45	33	based	base	VERB
bracis-19087	45	34	[	[	X
bracis-19087	45	35	1	1	NUM
bracis-19087	45	36	,	,	PUNCT
bracis-19087	45	37	15	15	NUM
bracis-19087	45	38	]	]	PUNCT
bracis-19087	45	39	and	and	CCONJ
bracis-19087	45	40	representation	representation	NOUN
bracis-19087	45	41	learning	learning	NOUN
bracis-19087	45	42	-	-	PUNCT
bracis-19087	45	43	based	base	VERB
bracis-19087	45	44	methods	method	NOUN
bracis-19087	45	45	[	[	X
bracis-19087	45	46	10	10	NUM
bracis-19087	45	47	,	,	PUNCT
bracis-19087	45	48	17	17	NUM
bracis-19087	45	49	]	]	PUNCT
bracis-19087	45	50	,	,	PUNCT
bracis-19087	45	51	and	and	CCONJ
bracis-19087	45	52	the	the	DET
bracis-19087	45	53	pipeline	pipeline	NOUN
bracis-19087	45	54	[	[	X
bracis-19087	45	55	15	15	NUM
bracis-19087	45	56	]	]	PUNCT
bracis-19087	45	57	versus	versus	ADP
bracis-19087	45	58	the	the	DET
bracis-19087	45	59	joint	joint	ADJ
bracis-19087	45	60	approach	approach	NOUN
bracis-19087	45	61	[	[	X
bracis-19087	45	62	20	20	NUM
bracis-19087	45	63	]	]	PUNCT
bracis-19087	45	64	.	.	PUNCT
bracis-19087	46	1	recently	recently	ADV
bracis-19087	46	2	,	,	PUNCT
bracis-19087	46	3	however	however	ADV
bracis-19087	46	4	,	,	PUNCT
bracis-19087	46	5	methods	method	NOUN
bracis-19087	46	6	based	base	VERB
bracis-19087	46	7	on	on	ADP
bracis-19087	46	8	the	the	DET
bracis-19087	46	9	application	application	NOUN
bracis-19087	46	10	of	of	ADP
bracis-19087	46	11	deep	deep	ADJ
bracis-19087	46	12	neural	neural	ADJ
bracis-19087	46	13	networks	network	NOUN
bracis-19087	46	14	,	,	PUNCT
bracis-19087	46	15	more	more	ADV
bracis-19087	46	16	specifically	specifically	ADV
bracis-19087	46	17	,	,	PUNCT
bracis-19087	46	18	the	the	DET
bracis-19087	46	19	use	use	NOUN
bracis-19087	46	20	of	of	ADP
bracis-19087	46	21	representation	representation	NOUN
bracis-19087	46	22	learning	learn	VERB
bracis-19087	46	23	to	to	PART
bracis-19087	46	24	address	address	VERB
bracis-19087	46	25	the	the	DET
bracis-19087	46	26	task	task	NOUN
bracis-19087	46	27	of	of	ADP
bracis-19087	46	28	ee	ee	PROPN
bracis-19087	47	1	[	[	X
bracis-19087	47	2	4	4	NUM
bracis-19087	47	3	,	,	PUNCT
bracis-19087	47	4	19	19	NUM
bracis-19087	47	5	]	]	PUNCT
bracis-19087	47	6	,	,	PUNCT
bracis-19087	47	7	have	have	AUX
bracis-19087	47	8	achieved	achieve	VERB
bracis-19087	47	9	good	good	ADJ
bracis-19087	47	10	performance	performance	NOUN
bracis-19087	47	11	improvement	improvement	NOUN
bracis-19087	47	12	for	for	ADP
bracis-19087	47	13	the	the	DET
bracis-19087	47	14	task	task	NOUN
bracis-19087	47	15	compared	compare	VERB
bracis-19087	47	16	to	to	ADP
bracis-19087	47	17	earlier	early	ADJ
bracis-19087	47	18	feature	feature	NOUN
bracis-19087	47	19	-	-	PUNCT
bracis-19087	47	20	based	base	VERB
bracis-19087	47	21	approaches	approach	NOUN
bracis-19087	47	22	and	and	CCONJ
bracis-19087	47	23	,	,	PUNCT
bracis-19087	47	24	as	as	ADP
bracis-19087	47	25	such	such	ADJ
bracis-19087	47	26	,	,	PUNCT
bracis-19087	47	27	we	we	PRON
bracis-19087	47	28	will	will	AUX
bracis-19087	47	29	focus	focus	VERB
bracis-19087	47	30	on	on	ADP
bracis-19087	47	31	a	a	DET
bracis-19087	47	32	neural	neural	ADV
bracis-19087	47	33	-	-	PUNCT
bracis-19087	47	34	based	base	VERB
bracis-19087	47	35	approach	approach	NOUN
bracis-19087	47	36	in	in	ADP
bracis-19087	47	37	this	this	DET
bracis-19087	47	38	work	work	NOUN
bracis-19087	47	39	.	.	PUNCT
bracis-19087	48	1	while	while	SCONJ
bracis-19087	48	2	ed	ed	NOUN
bracis-19087	48	3	is	be	AUX
bracis-19087	48	4	a	a	DET
bracis-19087	48	5	much	much	ADV
bracis-19087	48	6	well	well	ADV
bracis-19087	48	7	-	-	PUNCT
bracis-19087	48	8	established	establish	VERB
bracis-19087	48	9	task	task	NOUN
bracis-19087	48	10	,	,	PUNCT
bracis-19087	48	11	if	if	SCONJ
bracis-19087	48	12	we	we	PRON
bracis-19087	48	13	consider	consider	VERB
bracis-19087	48	14	the	the	DET
bracis-19087	48	15	arp	arp	ADJ
bracis-19087	48	16	subtask	subtask	NOUN
bracis-19087	48	17	,	,	PUNCT
bracis-19087	48	18	very	very	ADV
bracis-19087	48	19	few	few	ADJ
bracis-19087	48	20	works	work	NOUN
bracis-19087	48	21	on	on	ADP
bracis-19087	48	22	the	the	DET
bracis-19087	48	23	literature	literature	NOUN
bracis-19087	48	24	focused	focus	VERB
bracis-19087	48	25	on	on	ADP
bracis-19087	48	26	both	both	PRON
bracis-19087	48	27	argument	argument	NOUN
bracis-19087	48	28	identification	identification	NOUN
bracis-19087	48	29	and	and	CCONJ
bracis-19087	48	30	argument	argument	NOUN
bracis-19087	48	31	role	role	NOUN
bracis-19087	48	32	labeling	labeling	NOUN
bracis-19087	48	33	[	[	X
bracis-19087	48	34	20	20	NUM
bracis-19087	48	35	]	]	PUNCT
bracis-19087	48	36	.	.	PUNCT
bracis-19087	49	1	most	most	ADJ
bracis-19087	49	2	of	of	ADP
bracis-19087	49	3	the	the	DET
bracis-19087	49	4	related	relate	VERB
bracis-19087	49	5	work	work	NOUN
bracis-19087	49	6	assumes	assume	VERB
bracis-19087	49	7	that	that	SCONJ
bracis-19087	49	8	argument	argument	NOUN
bracis-19087	49	9	identification	identification	NOUN
bracis-19087	49	10	is	be	AUX
bracis-19087	49	11	a	a	DET
bracis-19087	49	12	previously	previously	ADV
bracis-19087	49	13	resolved	resolve	VERB
bracis-19087	49	14	problem	problem	NOUN
bracis-19087	49	15	and	and	CCONJ
bracis-19087	49	16	focus	focus	VERB
bracis-19087	49	17	only	only	ADV
bracis-19087	49	18	on	on	ADP
bracis-19087	49	19	the	the	DET
bracis-19087	49	20	task	task	NOUN
bracis-19087	49	21	role	role	NOUN
bracis-19087	49	22	classification	classification	NOUN
bracis-19087	49	23	.	.	PUNCT
bracis-19087	50	1	among	among	ADP
bracis-19087	50	2	the	the	DET
bracis-19087	50	3	work	work	NOUN
bracis-19087	50	4	on	on	ADP
bracis-19087	50	5	argument	argument	NOUN
bracis-19087	50	6	identification	identification	NOUN
bracis-19087	50	7	and	and	CCONJ
bracis-19087	50	8	role	role	NOUN
bracis-19087	50	9	labeling	labeling	NOUN
bracis-19087	50	10	,	,	PUNCT
bracis-19087	50	11	the	the	DET
bracis-19087	50	12	works	work	NOUN
bracis-19087	50	13	of	of	ADP
bracis-19087	50	14	nguyen	nguyen	NOUN
bracis-19087	50	15	et	et	PROPN
bracis-19087	50	16	al	al	PROPN
bracis-19087	50	17	.	.	PUNCT
bracis-19087	50	18	 	 	SPACE
bracis-19087	51	1	[	[	X
bracis-19087	51	2	18	18	NUM
bracis-19087	51	3	,	,	PUNCT
bracis-19087	51	4	20	20	NUM
bracis-19087	51	5	]	]	PUNCT
bracis-19087	51	6	propose	propose	VERB
bracis-19087	51	7	the	the	DET
bracis-19087	51	8	use	use	NOUN
bracis-19087	51	9	of	of	ADP
bracis-19087	51	10	recurrent	recurrent	ADJ
bracis-19087	51	11	neural	neural	ADJ
bracis-19087	51	12	networks	network	NOUN
bracis-19087	51	13	(	(	PUNCT
bracis-19087	51	14	rnns	rnns	PROPN
bracis-19087	51	15	)	)	PUNCT
bracis-19087	51	16	for	for	ADP
bracis-19087	51	17	the	the	DET
bracis-19087	51	18	arp	arp	NOUN
bracis-19087	51	19	,	,	PUNCT
bracis-19087	51	20	achieving	achieve	VERB
bracis-19087	51	21	good	good	ADJ
bracis-19087	51	22	performance	performance	NOUN
bracis-19087	51	23	for	for	ADP
bracis-19087	51	24	the	the	DET
bracis-19087	51	25	task	task	NOUN
bracis-19087	51	26	.	.	PUNCT
bracis-19087	52	1	these	these	DET
bracis-19087	52	2	works	work	NOUN
bracis-19087	52	3	will	will	AUX
bracis-19087	52	4	be	be	AUX
bracis-19087	52	5	the	the	DET
bracis-19087	52	6	main	main	ADJ
bracis-19087	52	7	inspiration	inspiration	NOUN
bracis-19087	52	8	for	for	ADP
bracis-19087	52	9	our	our	PRON
bracis-19087	52	10	method	method	NOUN
bracis-19087	52	11	.	.	PUNCT
bracis-19087	53	1	it	it	PRON
bracis-19087	53	2	is	be	AUX
bracis-19087	53	3	also	also	ADV
bracis-19087	53	4	important	important	ADJ
bracis-19087	53	5	to	to	PART
bracis-19087	53	6	notice	notice	VERB
bracis-19087	53	7	that	that	SCONJ
bracis-19087	53	8	the	the	DET
bracis-19087	53	9	use	use	NOUN
bracis-19087	53	10	of	of	ADP
bracis-19087	53	11	contextualized	contextualized	ADJ
bracis-19087	53	12	word	word	NOUN
bracis-19087	53	13	embeddings	embedding	NOUN
bracis-19087	53	14	is	be	AUX
bracis-19087	53	15	also	also	ADV
bracis-19087	53	16	a	a	DET
bracis-19087	53	17	recent	recent	ADJ
bracis-19087	53	18	development	development	NOUN
bracis-19087	53	19	[	[	X
bracis-19087	53	20	26	26	NUM
bracis-19087	53	21	]	]	PUNCT
bracis-19087	53	22	.	.	PUNCT
bracis-19087	54	1	to	to	ADP
bracis-19087	54	2	our	our	PRON
bracis-19087	54	3	knowledge	knowledge	NOUN
bracis-19087	54	4	,	,	PUNCT
bracis-19087	54	5	very	very	ADV
bracis-19087	54	6	little	little	ADJ
bracis-19087	54	7	work	work	NOUN
bracis-19087	54	8	has	have	AUX
bracis-19087	54	9	been	be	AUX
bracis-19087	54	10	done	do	VERB
bracis-19087	54	11	on	on	ADP
bracis-19087	54	12	event	event	NOUN
bracis-19087	54	13	extraction	extraction	NOUN
bracis-19087	54	14	for	for	ADP
bracis-19087	54	15	the	the	DET
bracis-19087	54	16	portuguese	portuguese	ADJ
bracis-19087	54	17	language	language	NOUN
bracis-19087	54	18	.	.	PUNCT
bracis-19087	55	1	notably	notably	ADV
bracis-19087	55	2	,	,	PUNCT
bracis-19087	55	3	this	this	DET
bracis-19087	55	4	task	task	NOUN
bracis-19087	55	5	has	have	AUX
bracis-19087	55	6	been	be	AUX
bracis-19087	55	7	addressed	address	VERB
bracis-19087	55	8	in	in	ADP
bracis-19087	55	9	a	a	DET
bracis-19087	55	10	limited	limited	ADJ
bracis-19087	55	11	scope	scope	NOUN
bracis-19087	55	12	in	in	ADP
bracis-19087	55	13	the	the	DET
bracis-19087	55	14	harem	harem	PROPN
bracis-19087	55	15	 	 	SPACE
bracis-19087	56	1	[	[	X
bracis-19087	56	2	3	3	NUM
bracis-19087	56	3	]	]	PUNCT
bracis-19087	56	4	named	name	VERB
bracis-19087	56	5	entity	entity	NOUN
bracis-19087	56	6	recognition	recognition	NOUN
bracis-19087	56	7	evaluation	evaluation	NOUN
bracis-19087	56	8	,	,	PUNCT
bracis-19087	56	9	which	which	PRON
bracis-19087	56	10	included	include	VERB
bracis-19087	56	11	temporal	temporal	ADJ
bracis-19087	56	12	named	name	VERB
bracis-19087	56	13	entities	entity	NOUN
bracis-19087	56	14	of	of	ADP
bracis-19087	56	15	the	the	DET
bracis-19087	56	16	type	type	NOUN
bracis-19087	56	17	event	event	NOUN
bracis-19087	56	18	.	.	PUNCT
bracis-19087	57	1	from	from	ADP
bracis-19087	57	2	a	a	DET
bracis-19087	57	3	more	more	ADV
bracis-19087	57	4	general	general	ADJ
bracis-19087	57	5	perspective	perspective	NOUN
bracis-19087	57	6	,	,	PUNCT
bracis-19087	57	7	the	the	DET
bracis-19087	57	8	work	work	NOUN
bracis-19087	57	9	of	of	ADP
bracis-19087	57	10	costa	costa	PROPN
bracis-19087	57	11	and	and	CCONJ
bracis-19087	57	12	branco	branco	PROPN
bracis-19087	57	13	 	 	SPACE
bracis-19087	58	1	[	[	X
bracis-19087	58	2	7	7	X
bracis-19087	58	3	]	]	PUNCT
bracis-19087	58	4	and	and	CCONJ
bracis-19087	58	5	quaresma	quaresma	PROPN
bracis-19087	58	6	 	 	SPACE
bracis-19087	58	7	[	[	X
bracis-19087	58	8	22	22	NUM
bracis-19087	58	9	]	]	PUNCT
bracis-19087	58	10	are	be	AUX
bracis-19087	58	11	some	some	PRON
bracis-19087	58	12	of	of	ADP
bracis-19087	58	13	the	the	DET
bracis-19087	58	14	only	only	ADJ
bracis-19087	58	15	works	work	NOUN
bracis-19087	58	16	on	on	ADP
bracis-19087	58	17	the	the	DET
bracis-19087	58	18	literature	literature	NOUN
bracis-19087	58	19	on	on	ADP
bracis-19087	58	20	this	this	DET
bracis-19087	58	21	problem	problem	NOUN
bracis-19087	58	22	for	for	ADP
bracis-19087	58	23	the	the	DET
bracis-19087	58	24	portuguese	portuguese	ADJ
bracis-19087	58	25	language	language	NOUN
bracis-19087	58	26	,	,	PUNCT
bracis-19087	58	27	to	to	ADP
bracis-19087	58	28	our	our	PRON
bracis-19087	58	29	knowledge	knowledge	NOUN
bracis-19087	58	30	.	.	PUNCT
bracis-19087	59	1	costa	costa	PROPN
bracis-19087	59	2	e	e	PROPN
bracis-19087	59	3	branco	branco	PROPN
bracis-19087	59	4	[	[	X
bracis-19087	59	5	7	7	NUM
bracis-19087	59	6	]	]	PUNCT
bracis-19087	59	7	proposed	propose	VERB
bracis-19087	59	8	a	a	DET
bracis-19087	59	9	method	method	NOUN
bracis-19087	59	10	for	for	ADP
bracis-19087	59	11	event	event	NOUN
bracis-19087	59	12	identification	identification	NOUN
bracis-19087	59	13	and	and	CCONJ
bracis-19087	59	14	classification	classification	NOUN
bracis-19087	59	15	using	use	VERB
bracis-19087	59	16	an	an	DET
bracis-19087	59	17	approach	approach	NOUN
bracis-19087	59	18	based	base	VERB
bracis-19087	59	19	on	on	ADP
bracis-19087	59	20	feature	feature	NOUN
bracis-19087	59	21	engineering	engineering	NOUN
bracis-19087	59	22	and	and	CCONJ
bracis-19087	59	23	a	a	DET
bracis-19087	59	24	decision	decision	NOUN
bracis-19087	59	25	tree	tree	NOUN
bracis-19087	59	26	trained	train	VERB
bracis-19087	59	27	over	over	ADP
bracis-19087	59	28	the	the	DET
bracis-19087	59	29	timebankpt	timebankpt	NOUN
bracis-19087	59	30	corpus	corpus	NOUN
bracis-19087	59	31	.	.	PUNCT
bracis-19087	60	1	the	the	DET
bracis-19087	60	2	corpus	corpus	NOUN
bracis-19087	60	3	,	,	PUNCT
bracis-19087	60	4	however	however	ADV
bracis-19087	60	5	,	,	PUNCT
bracis-19087	60	6	only	only	ADV
bracis-19087	60	7	contains	contain	VERB
bracis-19087	60	8	annotation	annotation	NOUN
bracis-19087	60	9	on	on	ADP
bracis-19087	60	10	a	a	DET
bracis-19087	60	11	very	very	ADV
bracis-19087	60	12	broad	broad	ADJ
bracis-19087	60	13	event	event	NOUN
bracis-19087	60	14	classification	classification	NOUN
bracis-19087	60	15	typology	typology	NOUN
bracis-19087	60	16	,	,	PUNCT
bracis-19087	60	17	e.g.	e.g.	ADV
bracis-19087	60	18	reporting	reporting	NOUN
bracis-19087	60	19	,	,	PUNCT
bracis-19087	60	20	occurrence	occurrence	NOUN
bracis-19087	60	21	,	,	PUNCT
bracis-19087	60	22	state	state	NOUN
bracis-19087	60	23	,	,	PUNCT
bracis-19087	60	24	i_state	i_state	ADJ
bracis-19087	60	25	,	,	PUNCT
bracis-19087	60	26	and	and	CCONJ
bracis-19087	60	27	i_action	i_action	NOUN
bracis-19087	60	28	,	,	PUNCT
bracis-19087	60	29	and	and	CCONJ
bracis-19087	60	30	does	do	AUX
bracis-19087	60	31	not	not	PART
bracis-19087	60	32	contain	contain	VERB
bracis-19087	60	33	annotation	annotation	NOUN
bracis-19087	60	34	on	on	ADP
bracis-19087	60	35	event	event	NOUN
bracis-19087	60	36	structure	structure	NOUN
bracis-19087	60	37	,	,	PUNCT
bracis-19087	60	38	i.e.	i.e.	X
bracis-19087	60	39	its	its	PRON
bracis-19087	60	40	arguments	argument	NOUN
bracis-19087	60	41	and	and	CCONJ
bracis-19087	60	42	their	their	PRON
bracis-19087	60	43	roles	role	NOUN
bracis-19087	60	44	in	in	ADP
bracis-19087	60	45	the	the	DET
bracis-19087	60	46	event	event	NOUN
bracis-19087	60	47	.	.	PUNCT
bracis-19087	61	1	quaresma	quaresma	PROPN
bracis-19087	61	2	et	et	PROPN
bracis-19087	61	3	al	al	PROPN
bracis-19087	61	4	.	.	PUNCT
bracis-19087	62	1	[	[	X
bracis-19087	62	2	22	22	NUM
bracis-19087	62	3	]	]	PUNCT
bracis-19087	62	4	focus	focus	NOUN
bracis-19087	62	5	on	on	ADP
bracis-19087	62	6	the	the	DET
bracis-19087	62	7	task	task	NOUN
bracis-19087	62	8	of	of	ADP
bracis-19087	62	9	event	event	NOUN
bracis-19087	62	10	extraction	extraction	NOUN
bracis-19087	62	11	proposing	propose	VERB
bracis-19087	62	12	an	an	DET
bracis-19087	62	13	algorithm	algorithm	NOUN
bracis-19087	62	14	that	that	PRON
bracis-19087	62	15	relies	rely	VERB
bracis-19087	62	16	on	on	ADP
bracis-19087	62	17	the	the	DET
bracis-19087	62	18	output	output	NOUN
bracis-19087	62	19	of	of	ADP
bracis-19087	62	20	a	a	DET
bracis-19087	62	21	semantic	semantic	ADJ
bracis-19087	62	22	role	role	NOUN
bracis-19087	62	23	labeling	labeling	NOUN
bracis-19087	62	24	(	(	PUNCT
bracis-19087	62	25	srl	srl	NOUN
bracis-19087	62	26	)	)	PUNCT
bracis-19087	62	27	system	system	NOUN
bracis-19087	62	28	.	.	PUNCT
bracis-19087	63	1	in	in	ADP
bracis-19087	63	2	doing	do	VERB
bracis-19087	63	3	so	so	ADV
bracis-19087	63	4	,	,	PUNCT
bracis-19087	63	5	the	the	DET
bracis-19087	63	6	authors	author	NOUN
bracis-19087	63	7	assumed	assume	VERB
bracis-19087	63	8	that	that	SCONJ
bracis-19087	63	9	only	only	ADJ
bracis-19087	63	10	predicates	predicate	NOUN
bracis-19087	63	11	are	be	AUX
bracis-19087	63	12	event	event	NOUN
bracis-19087	63	13	trigger	trigger	NOUN
bracis-19087	63	14	candidates	candidate	NOUN
bracis-19087	63	15	.	.	PUNCT
bracis-19087	64	1	in	in	ADP
bracis-19087	64	2	their	their	PRON
bracis-19087	64	3	work	work	NOUN
bracis-19087	64	4	,	,	PUNCT
bracis-19087	64	5	the	the	DET
bracis-19087	64	6	authors	author	NOUN
bracis-19087	64	7	did	do	AUX
bracis-19087	64	8	not	not	PART
bracis-19087	64	9	classify	classify	VERB
bracis-19087	64	10	events	event	NOUN
bracis-19087	64	11	by	by	ADP
bracis-19087	64	12	type	type	NOUN
bracis-19087	64	13	,	,	PUNCT
bracis-19087	64	14	and	and	CCONJ
bracis-19087	64	15	they	they	PRON
bracis-19087	64	16	also	also	ADV
bracis-19087	64	17	limited	limit	VERB
bracis-19087	64	18	the	the	DET
bracis-19087	64	19	classification	classification	NOUN
bracis-19087	64	20	of	of	ADP
bracis-19087	64	21	event	event	NOUN
bracis-19087	64	22	arguments	argument	NOUN
bracis-19087	64	23	,	,	PUNCT
bracis-19087	64	24	considering	consider	VERB
bracis-19087	64	25	only	only	ADV
bracis-19087	64	26	the	the	DET
bracis-19087	64	27	roles	role	NOUN
bracis-19087	64	28	provided	provide	VERB
bracis-19087	64	29	by	by	ADP
bracis-19087	64	30	srl	srl	PROPN
bracis-19087	64	31	schemas	schema	NOUN
bracis-19087	64	32	.	.	PUNCT
bracis-19087	65	1	unfortunately	unfortunately	ADV
bracis-19087	65	2	,	,	PUNCT
bracis-19087	65	3	the	the	DET
bracis-19087	65	4	data	datum	NOUN
bracis-19087	65	5	set	set	VERB
bracis-19087	65	6	provided	provide	VERB
bracis-19087	65	7	by	by	ADP
bracis-19087	65	8	the	the	DET
bracis-19087	65	9	authorsfootnote	authorsfootnote	NOUN
bracis-19087	65	10	5	5	NUM
bracis-19087	65	11	contains	contain	VERB
bracis-19087	65	12	only	only	ADV
bracis-19087	65	13	the	the	DET
bracis-19087	65	14	information	information	NOUN
bracis-19087	65	15	on	on	ADP
bracis-19087	65	16	trigger	trigger	NOUN
bracis-19087	65	17	output	output	NOUN
bracis-19087	65	18	predictions	prediction	NOUN
bracis-19087	65	19	of	of	ADP
bracis-19087	65	20	their	their	PRON
bracis-19087	65	21	systems	system	NOUN
bracis-19087	65	22	,	,	PUNCT
bracis-19087	65	23	without	without	ADP
bracis-19087	65	24	a	a	DET
bracis-19087	65	25	gold	gold	NOUN
bracis-19087	65	26	reference	reference	NOUN
bracis-19087	65	27	that	that	PRON
bracis-19087	65	28	would	would	AUX
bracis-19087	65	29	allow	allow	VERB
bracis-19087	65	30	comparison	comparison	NOUN
bracis-19087	65	31	at	at	ADP
bracis-19087	65	32	least	least	ADJ
bracis-19087	65	33	for	for	ADP
bracis-19087	65	34	event	event	NOUN
bracis-19087	65	35	identification	identification	NOUN
bracis-19087	65	36	.	.	PUNCT
bracis-19087	66	1	3	3	NUM
bracis-19087	66	2	task	task	NOUN
bracis-19087	66	3	definition	definition	NOUN
bracis-19087	66	4	in	in	ADP
bracis-19087	66	5	this	this	DET
bracis-19087	66	6	work	work	NOUN
bracis-19087	66	7	,	,	PUNCT
bracis-19087	66	8	we	we	PRON
bracis-19087	66	9	are	be	AUX
bracis-19087	66	10	concerned	concerned	ADJ
bracis-19087	66	11	with	with	ADP
bracis-19087	66	12	the	the	DET
bracis-19087	66	13	task	task	NOUN
bracis-19087	66	14	of	of	ADP
bracis-19087	66	15	event	event	NOUN
bracis-19087	66	16	extraction	extraction	NOUN
bracis-19087	66	17	for	for	ADP
bracis-19087	66	18	the	the	DET
bracis-19087	66	19	portuguese	portuguese	ADJ
bracis-19087	66	20	language	language	NOUN
bracis-19087	66	21	.	.	PUNCT
bracis-19087	67	1	throughout	throughout	ADP
bracis-19087	67	2	this	this	DET
bracis-19087	67	3	work	work	NOUN
bracis-19087	67	4	,	,	PUNCT
bracis-19087	67	5	we	we	PRON
bracis-19087	67	6	will	will	AUX
bracis-19087	67	7	employ	employ	VERB
bracis-19087	67	8	the	the	DET
bracis-19087	67	9	following	follow	VERB
bracis-19087	67	10	terminology	terminology	NOUN
bracis-19087	67	11	:	:	PUNCT
bracis-19087	67	12	event	event	NOUN
bracis-19087	67	13	mention	mention	VERB
bracis-19087	67	14	:	:	PUNCT
bracis-19087	67	15	a	a	DET
bracis-19087	67	16	phrase	phrase	NOUN
bracis-19087	67	17	or	or	CCONJ
bracis-19087	67	18	sentence	sentence	NOUN
bracis-19087	67	19	in	in	ADP
bracis-19087	67	20	which	which	PRON
bracis-19087	67	21	an	an	DET
bracis-19087	67	22	event	event	NOUN
bracis-19087	67	23	occurs	occur	VERB
bracis-19087	67	24	,	,	PUNCT
bracis-19087	67	25	including	include	VERB
bracis-19087	67	26	one	one	NUM
bracis-19087	67	27	trigger	trigger	NOUN
bracis-19087	67	28	and	and	CCONJ
bracis-19087	67	29	an	an	DET
bracis-19087	67	30	arbitrary	arbitrary	ADJ
bracis-19087	67	31	number	number	NOUN
bracis-19087	67	32	of	of	ADP
bracis-19087	67	33	arguments	argument	NOUN
bracis-19087	67	34	.	.	PUNCT
bracis-19087	68	1	event	event	NOUN
bracis-19087	68	2	trigger	trigger	NOUN
bracis-19087	68	3	:	:	PUNCT
bracis-19087	68	4	the	the	DET
bracis-19087	68	5	main	main	ADJ
bracis-19087	68	6	word	word	NOUN
bracis-19087	68	7	that	that	PRON
bracis-19087	68	8	most	most	ADV
bracis-19087	68	9	clearly	clearly	ADV
bracis-19087	68	10	expresses	express	VERB
bracis-19087	68	11	an	an	DET
bracis-19087	68	12	event	event	NOUN
bracis-19087	68	13	occurrence	occurrence	NOUN
bracis-19087	68	14	.	.	PUNCT
bracis-19087	69	1	event	event	NOUN
bracis-19087	69	2	argument	argument	NOUN
bracis-19087	69	3	:	:	PUNCT
bracis-19087	69	4	an	an	DET
bracis-19087	69	5	entity	entity	NOUN
bracis-19087	69	6	mention	mention	NOUN
bracis-19087	69	7	,	,	PUNCT
bracis-19087	69	8	temporal	temporal	ADJ
bracis-19087	69	9	expression	expression	NOUN
bracis-19087	69	10	or	or	CCONJ
bracis-19087	69	11	value	value	NOUN
bracis-19087	69	12	(	(	PUNCT
bracis-19087	69	13	e.g.	e.g.	ADV
bracis-19087	69	14	money	money	NOUN
bracis-19087	69	15	)	)	PUNCT
bracis-19087	69	16	that	that	PRON
bracis-19087	69	17	servers	server	VERB
bracis-19087	69	18	as	as	ADP
bracis-19087	69	19	a	a	DET
bracis-19087	69	20	participant	participant	NOUN
bracis-19087	69	21	or	or	CCONJ
bracis-19087	69	22	attribute	attribute	VERB
bracis-19087	69	23	with	with	ADP
bracis-19087	69	24	a	a	DET
bracis-19087	69	25	specific	specific	ADJ
bracis-19087	69	26	role	role	NOUN
bracis-19087	69	27	in	in	ADP
bracis-19087	69	28	an	an	DET
bracis-19087	69	29	event	event	NOUN
bracis-19087	69	30	mention	mention	NOUN
bracis-19087	69	31	.	.	PUNCT
bracis-19087	70	1	argument	argument	NOUN
bracis-19087	70	2	role	role	NOUN
bracis-19087	70	3	:	:	PUNCT
bracis-19087	70	4	the	the	DET
bracis-19087	70	5	relationship	relationship	NOUN
bracis-19087	70	6	between	between	ADP
bracis-19087	70	7	an	an	DET
bracis-19087	70	8	argument	argument	NOUN
bracis-19087	70	9	to	to	ADP
bracis-19087	70	10	the	the	DET
bracis-19087	70	11	event	event	NOUN
bracis-19087	70	12	in	in	ADP
bracis-19087	70	13	which	which	PRON
bracis-19087	70	14	it	it	PRON
bracis-19087	70	15	participates	participate	VERB
bracis-19087	70	16	.	.	PUNCT
bracis-19087	71	1	the	the	DET
bracis-19087	71	2	corpus	corpus	NOUN
bracis-19087	71	3	that	that	PRON
bracis-19087	71	4	we	we	PRON
bracis-19087	71	5	employ	employ	VERB
bracis-19087	71	6	in	in	ADP
bracis-19087	71	7	our	our	PRON
bracis-19087	71	8	experiments	experiment	NOUN
bracis-19087	71	9	contains	contain	VERB
bracis-19087	71	10	514	514	NUM
bracis-19087	71	11	event	event	NOUN
bracis-19087	71	12	types	type	NOUN
bracis-19087	71	13	(	(	PUNCT
bracis-19087	71	14	e.g.	e.g.	ADV
bracis-19087	71	15	,	,	PUNCT
bracis-19087	71	16	statement	statement	NOUN
bracis-19087	71	17	,	,	PUNCT
bracis-19087	71	18	commerce_buy	commerce_buy	NOUN
bracis-19087	71	19	,	,	PUNCT
bracis-19087	71	20	firing	firing	NOUN
bracis-19087	71	21	)	)	PUNCT
bracis-19087	71	22	that	that	PRON
bracis-19087	71	23	correspond	correspond	VERB
bracis-19087	71	24	to	to	ADP
bracis-19087	71	25	the	the	DET
bracis-19087	71	26	types	type	NOUN
bracis-19087	71	27	of	of	ADP
bracis-19087	71	28	event	event	NOUN
bracis-19087	71	29	triggers	trigger	NOUN
bracis-19087	71	30	associated	associate	VERB
bracis-19087	71	31	with	with	ADP
bracis-19087	71	32	each	each	DET
bracis-19087	71	33	event	event	NOUN
bracis-19087	71	34	mention	mention	VERB
bracis-19087	71	35	.	.	PUNCT
bracis-19087	72	1	each	each	DET
bracis-19087	72	2	event	event	NOUN
bracis-19087	72	3	type	type	NOUN
bracis-19087	72	4	has	have	VERB
bracis-19087	72	5	its	its	PRON
bracis-19087	72	6	own	own	ADJ
bracis-19087	72	7	set	set	NOUN
bracis-19087	72	8	of	of	ADP
bracis-19087	72	9	roles	role	NOUN
bracis-19087	72	10	that	that	PRON
bracis-19087	72	11	can	can	AUX
bracis-19087	72	12	be	be	AUX
bracis-19087	72	13	performed	perform	VERB
bracis-19087	72	14	by	by	ADP
bracis-19087	72	15	one	one	NUM
bracis-19087	72	16	of	of	ADP
bracis-19087	72	17	the	the	DET
bracis-19087	72	18	entities	entity	NOUN
bracis-19087	72	19	participating	participate	VERB
bracis-19087	72	20	in	in	ADP
bracis-19087	72	21	the	the	DET
bracis-19087	72	22	event	event	NOUN
bracis-19087	72	23	,	,	PUNCT
bracis-19087	72	24	i.e.	i.e.	X
bracis-19087	72	25	its	its	PRON
bracis-19087	72	26	arguments	argument	NOUN
bracis-19087	72	27	.	.	PUNCT
bracis-19087	73	1	for	for	ADP
bracis-19087	73	2	instance	instance	NOUN
bracis-19087	73	3	,	,	PUNCT
bracis-19087	73	4	some	some	PRON
bracis-19087	73	5	of	of	ADP
bracis-19087	73	6	the	the	DET
bracis-19087	73	7	roles	role	NOUN
bracis-19087	73	8	of	of	ADP
bracis-19087	73	9	the	the	DET
bracis-19087	73	10	event	event	NOUN
bracis-19087	73	11	type	type	NOUN
bracis-19087	73	12	statement	statement	NOUN
bracis-19087	73	13	are	be	AUX
bracis-19087	73	14	speaker	speaker	NOUN
bracis-19087	73	15	,	,	PUNCT
bracis-19087	73	16	message	message	NOUN
bracis-19087	73	17	,	,	PUNCT
bracis-19087	73	18	topic	topic	NOUN
bracis-19087	73	19	,	,	PUNCT
bracis-19087	73	20	addresse	addresse	NOUN
bracis-19087	73	21	and	and	CCONJ
bracis-19087	73	22	time	time	NOUN
bracis-19087	73	23	.	.	PUNCT
bracis-19087	74	1	the	the	DET
bracis-19087	74	2	total	total	ADJ
bracis-19087	74	3	number	number	NOUN
bracis-19087	74	4	of	of	ADP
bracis-19087	74	5	roles	role	NOUN
bracis-19087	74	6	for	for	ADP
bracis-19087	74	7	all	all	DET
bracis-19087	74	8	the	the	DET
bracis-19087	74	9	event	event	NOUN
bracis-19087	74	10	types	type	NOUN
bracis-19087	74	11	on	on	ADP
bracis-19087	74	12	the	the	DET
bracis-19087	74	13	annotated	annotate	VERB
bracis-19087	74	14	corpus	corpus	NOUN
bracis-19087	74	15	is	be	AUX
bracis-19087	74	16	1936	1936	NUM
bracis-19087	74	17	.	.	PUNCT
bracis-19087	75	1	following	follow	VERB
bracis-19087	75	2	this	this	DET
bracis-19087	75	3	terminology	terminology	NOUN
bracis-19087	75	4	,	,	PUNCT
bracis-19087	75	5	we	we	PRON
bracis-19087	75	6	explicitly	explicitly	ADV
bracis-19087	75	7	define	define	VERB
bracis-19087	75	8	the	the	DET
bracis-19087	75	9	standard	standard	ADJ
bracis-19087	75	10	evaluation	evaluation	NOUN
bracis-19087	75	11	procedures	procedure	NOUN
bracis-19087	75	12	as	as	SCONJ
bracis-19087	75	13	follows	follow	VERB
bracis-19087	75	14	,	,	PUNCT
bracis-19087	75	15	as	as	SCONJ
bracis-19087	75	16	presented	present	VERB
bracis-19087	75	17	by	by	ADP
bracis-19087	75	18	[	[	X
bracis-19087	75	19	30	30	NUM
bracis-19087	75	20	]	]	PUNCT
bracis-19087	75	21	:	:	PUNCT
bracis-19087	75	22	trigger	trigger	NOUN
bracis-19087	75	23	identification	identification	NOUN
bracis-19087	75	24	:	:	PUNCT
bracis-19087	75	25	a	a	DET
bracis-19087	75	26	trigger	trigger	NOUN
bracis-19087	75	27	is	be	AUX
bracis-19087	75	28	correctly	correctly	ADV
bracis-19087	75	29	detected	detect	VERB
bracis-19087	75	30	if	if	SCONJ
bracis-19087	75	31	its	its	PRON
bracis-19087	75	32	offsets	offset	NOUN
bracis-19087	75	33	(	(	PUNCT
bracis-19087	75	34	viz	viz	PROPN
bracis-19087	75	35	.	.	PROPN
bracis-19087	75	36	,	,	PUNCT
bracis-19087	75	37	the	the	DET
bracis-19087	75	38	position	position	NOUN
bracis-19087	75	39	of	of	ADP
bracis-19087	75	40	the	the	DET
bracis-19087	75	41	trigger	trigger	NOUN
bracis-19087	75	42	word	word	NOUN
bracis-19087	75	43	in	in	ADP
bracis-19087	75	44	the	the	DET
bracis-19087	75	45	text	text	NOUN
bracis-19087	75	46	)	)	PUNCT
bracis-19087	75	47	match	match	VERB
bracis-19087	75	48	a	a	DET
bracis-19087	75	49	reference	reference	NOUN
bracis-19087	75	50	trigger	trigger	NOUN
bracis-19087	75	51	trigger	trigger	NOUN
bracis-19087	75	52	classification	classification	NOUN
bracis-19087	75	53	:	:	PUNCT
bracis-19087	75	54	an	an	DET
bracis-19087	75	55	event	event	NOUN
bracis-19087	75	56	type	type	NOUN
bracis-19087	75	57	is	be	AUX
bracis-19087	75	58	correctly	correctly	ADV
bracis-19087	75	59	classified	classify	VERB
bracis-19087	75	60	if	if	SCONJ
bracis-19087	75	61	both	both	CCONJ
bracis-19087	75	62	the	the	DET
bracis-19087	75	63	trigger	trigger	NOUN
bracis-19087	75	64	’s	’s	PART
bracis-19087	75	65	offset	offset	NOUN
bracis-19087	75	66	and	and	CCONJ
bracis-19087	75	67	event	event	NOUN
bracis-19087	75	68	type	type	NOUN
bracis-19087	75	69	match	match	VERB
bracis-19087	75	70	a	a	DET
bracis-19087	75	71	reference	reference	NOUN
bracis-19087	75	72	trigger	trigger	NOUN
bracis-19087	75	73	and	and	CCONJ
bracis-19087	75	74	its	its	PRON
bracis-19087	75	75	event	event	NOUN
bracis-19087	75	76	type	type	NOUN
bracis-19087	75	77	.	.	PUNCT
bracis-19087	76	1	argument	argument	NOUN
bracis-19087	76	2	identification	identification	NOUN
bracis-19087	76	3	:	:	PUNCT
bracis-19087	76	4	an	an	DET
bracis-19087	76	5	argument	argument	NOUN
bracis-19087	76	6	is	be	AUX
bracis-19087	76	7	correctly	correctly	ADV
bracis-19087	76	8	identified	identify	VERB
bracis-19087	76	9	if	if	SCONJ
bracis-19087	76	10	its	its	PRON
bracis-19087	76	11	offsets	offset	NOUN
bracis-19087	76	12	match	match	VERB
bracis-19087	76	13	any	any	PRON
bracis-19087	76	14	of	of	ADP
bracis-19087	76	15	the	the	DET
bracis-19087	76	16	reference	reference	NOUN
bracis-19087	76	17	argument	argument	NOUN
bracis-19087	76	18	mentions	mention	VERB
bracis-19087	76	19	(	(	PUNCT
bracis-19087	76	20	viz	viz	PROPN
bracis-19087	76	21	.	.	PROPN
bracis-19087	76	22	,	,	PUNCT
bracis-19087	76	23	correctly	correctly	ADV
bracis-19087	76	24	recognizing	recognize	VERB
bracis-19087	76	25	participants	participant	NOUN
bracis-19087	76	26	in	in	ADP
bracis-19087	76	27	an	an	DET
bracis-19087	76	28	event	event	NOUN
bracis-19087	76	29	)	)	PUNCT
bracis-19087	76	30	argument	argument	NOUN
bracis-19087	76	31	role	role	NOUN
bracis-19087	76	32	classification	classification	NOUN
bracis-19087	76	33	:	:	PUNCT
bracis-19087	76	34	an	an	DET
bracis-19087	76	35	argument	argument	NOUN
bracis-19087	76	36	role	role	NOUN
bracis-19087	76	37	is	be	AUX
bracis-19087	76	38	correctly	correctly	ADV
bracis-19087	76	39	classified	classified	ADJ
bracis-19087	76	40	if	if	SCONJ
bracis-19087	76	41	its	its	PRON
bracis-19087	76	42	event	event	NOUN
bracis-19087	76	43	type	type	NOUN
bracis-19087	76	44	,	,	PUNCT
bracis-19087	76	45	offsets	offset	NOUN
bracis-19087	76	46	,	,	PUNCT
bracis-19087	76	47	and	and	CCONJ
bracis-19087	76	48	role	role	NOUN
bracis-19087	76	49	match	match	VERB
bracis-19087	76	50	any	any	PRON
bracis-19087	76	51	of	of	ADP
bracis-19087	76	52	the	the	DET
bracis-19087	76	53	reference	reference	NOUN
bracis-19087	76	54	argument	argument	NOUN
bracis-19087	76	55	mentions	mention	NOUN
bracis-19087	76	56	.	.	PUNCT
bracis-19087	77	1	4	4	NUM
bracis-19087	77	2	model	model	NOUN
bracis-19087	77	3	we	we	PRON
bracis-19087	77	4	propose	propose	VERB
bracis-19087	77	5	a	a	DET
bracis-19087	77	6	model	model	NOUN
bracis-19087	77	7	that	that	PRON
bracis-19087	77	8	jointly	jointly	ADV
bracis-19087	77	9	performs	perform	VERB
bracis-19087	77	10	ed	ed	NOUN
bracis-19087	77	11	and	and	CCONJ
bracis-19087	77	12	arp	arp	VERB
bracis-19087	77	13	at	at	ADP
bracis-19087	77	14	the	the	DET
bracis-19087	77	15	sentence	sentence	NOUN
bracis-19087	77	16	level	level	NOUN
bracis-19087	77	17	.	.	PUNCT
bracis-19087	78	1	as	as	ADP
bracis-19087	78	2	such	such	ADJ
bracis-19087	78	3	,	,	PUNCT
bracis-19087	78	4	let	let	VERB
bracis-19087	78	5	\(w	\(w	NUM
bracis-19087	78	6	=	=	SYM
bracis-19087	78	7	\langle	\langle	PROPN
bracis-19087	78	8	w_1	w_1	PROPN
bracis-19087	78	9	,	,	PUNCT
bracis-19087	78	10	w_2	w_2	PROPN
bracis-19087	78	11	,	,	PUNCT
bracis-19087	78	12	...	...	PUNCT
bracis-19087	78	13	,	,	PUNCT
bracis-19087	78	14	w_n	w_n	PUNCT
bracis-19087	79	1	\rangle	\rangle	NOUN
bracis-19087	79	2	\	\	NOUN
bracis-19087	79	3	)	)	PUNCT
bracis-19087	79	4	be	be	AUX
bracis-19087	79	5	a	a	DET
bracis-19087	79	6	sentence	sentence	NOUN
bracis-19087	79	7	,	,	PUNCT
bracis-19087	79	8	where	where	SCONJ
bracis-19087	79	9	n	n	X
bracis-19087	79	10	is	be	AUX
bracis-19087	79	11	the	the	DET
bracis-19087	79	12	number	number	NOUN
bracis-19087	79	13	of	of	ADP
bracis-19087	79	14	words	word	NOUN
bracis-19087	79	15	/	/	SYM
bracis-19087	79	16	tokens	token	NOUN
bracis-19087	79	17	and	and	CCONJ
bracis-19087	79	18	\(w_i\	\(w_i\	NOUN
bracis-19087	79	19	)	)	PUNCT
bracis-19087	79	20	is	be	AUX
bracis-19087	79	21	its	its	PRON
bracis-19087	79	22	i	i	NOUN
bracis-19087	79	23	-	-	PUNCT
bracis-19087	79	24	th	th	X
bracis-19087	79	25	token	token	VERB
bracis-19087	79	26	.	.	PUNCT
bracis-19087	80	1	we	we	PRON
bracis-19087	80	2	will	will	AUX
bracis-19087	80	3	model	model	VERB
bracis-19087	80	4	the	the	DET
bracis-19087	80	5	ed	ed	PROPN
bracis-19087	80	6	problem	problem	NOUN
bracis-19087	80	7	,	,	PUNCT
bracis-19087	80	8	as	as	ADP
bracis-19087	80	9	a	a	DET
bracis-19087	80	10	multi	multi	ADJ
bracis-19087	80	11	-	-	ADJ
bracis-19087	80	12	class	class	ADJ
bracis-19087	80	13	word	word	NOUN
bracis-19087	80	14	classification	classification	NOUN
bracis-19087	80	15	problem	problem	NOUN
bracis-19087	80	16	,	,	PUNCT
bracis-19087	80	17	following	follow	VERB
bracis-19087	80	18	prior	prior	ADJ
bracis-19087	80	19	works	work	NOUN
bracis-19087	80	20	[	[	X
bracis-19087	80	21	10	10	NUM
bracis-19087	80	22	,	,	PUNCT
bracis-19087	80	23	16	16	NUM
bracis-19087	80	24	,	,	PUNCT
bracis-19087	80	25	26	26	NUM
bracis-19087	80	26	]	]	PUNCT
bracis-19087	80	27	in	in	ADP
bracis-19087	80	28	assuming	assume	VERB
bracis-19087	80	29	that	that	SCONJ
bracis-19087	80	30	event	event	NOUN
bracis-19087	80	31	triggers	trigger	NOUN
bracis-19087	80	32	are	be	AUX
bracis-19087	80	33	single	single	ADJ
bracis-19087	80	34	words	word	NOUN
bracis-19087	80	35	/	/	SYM
bracis-19087	80	36	tokens	token	NOUN
bracis-19087	80	37	in	in	ADP
bracis-19087	80	38	the	the	DET
bracis-19087	80	39	sentences	sentence	NOUN
bracis-19087	80	40	.	.	PUNCT
bracis-19087	81	1	this	this	DET
bracis-19087	81	2	definition	definition	NOUN
bracis-19087	81	3	leads	lead	VERB
bracis-19087	81	4	to	to	ADP
bracis-19087	81	5	a	a	DET
bracis-19087	81	6	sequence	sequence	NOUN
bracis-19087	81	7	classification	classification	NOUN
bracis-19087	81	8	problem	problem	NOUN
bracis-19087	81	9	on	on	ADP
bracis-19087	81	10	the	the	DET
bracis-19087	81	11	input	input	NOUN
bracis-19087	81	12	sentence	sentence	NOUN
bracis-19087	81	13	w	w	PROPN
bracis-19087	81	14	,	,	PUNCT
bracis-19087	81	15	in	in	ADP
bracis-19087	81	16	which	which	PRON
bracis-19087	81	17	we	we	PRON
bracis-19087	81	18	predict	predict	VERB
bracis-19087	81	19	the	the	DET
bracis-19087	81	20	event	event	NOUN
bracis-19087	81	21	type	type	NOUN
bracis-19087	81	22	\(t_i\	\(t_i\	NOUN
bracis-19087	81	23	)	)	PUNCT
bracis-19087	81	24	for	for	ADP
bracis-19087	81	25	each	each	DET
bracis-19087	81	26	\(w_i	\(w_i	ADJ
bracis-19087	81	27	\in	\in	PROPN
bracis-19087	81	28	w\	w\	PROPN
bracis-19087	81	29	)	)	PUNCT
bracis-19087	81	30	where	where	SCONJ
bracis-19087	81	31	\(t_i\	\(t_i\	NOUN
bracis-19087	81	32	)	)	PUNCT
bracis-19087	81	33	can	can	AUX
bracis-19087	81	34	be	be	AUX
bracis-19087	81	35	“	"	PUNCT
bracis-19087	81	36	none	none	NOUN
bracis-19087	81	37	”	"	PUNCT
bracis-19087	81	38	to	to	PART
bracis-19087	81	39	indicate	indicate	VERB
bracis-19087	81	40	the	the	DET
bracis-19087	81	41	word	word	NOUN
bracis-19087	81	42	\(w_i\	\(w_i\	NOUN
bracis-19087	81	43	)	)	PUNCT
bracis-19087	81	44	is	be	AUX
bracis-19087	81	45	not	not	PART
bracis-19087	81	46	a	a	DET
bracis-19087	81	47	trigger	trigger	NOUN
bracis-19087	81	48	,	,	PUNCT
bracis-19087	81	49	or	or	CCONJ
bracis-19087	81	50	it	it	PRON
bracis-19087	81	51	is	be	AUX
bracis-19087	81	52	not	not	PART
bracis-19087	81	53	any	any	PRON
bracis-19087	81	54	of	of	ADP
bracis-19087	81	55	the	the	DET
bracis-19087	81	56	target	target	NOUN
bracis-19087	81	57	event	event	NOUN
bracis-19087	81	58	types	type	NOUN
bracis-19087	81	59	.	.	PUNCT
bracis-19087	82	1	it	it	PRON
bracis-19087	82	2	is	be	AUX
bracis-19087	82	3	assumed	assume	VERB
bracis-19087	82	4	that	that	SCONJ
bracis-19087	82	5	a	a	DET
bracis-19087	82	6	trigger	trigger	NOUN
bracis-19087	82	7	candidate	candidate	NOUN
bracis-19087	82	8	can	can	AUX
bracis-19087	82	9	not	not	PART
bracis-19087	82	10	refer	refer	VERB
bracis-19087	82	11	to	to	ADP
bracis-19087	82	12	more	more	ADJ
bracis-19087	82	13	than	than	ADP
bracis-19087	82	14	one	one	NUM
bracis-19087	82	15	event	event	NOUN
bracis-19087	82	16	mentioned	mention	VERB
bracis-19087	82	17	in	in	ADP
bracis-19087	82	18	the	the	DET
bracis-19087	82	19	same	same	ADJ
bracis-19087	82	20	sentence	sentence	NOUN
bracis-19087	82	21	.	.	PUNCT
bracis-19087	83	1	for	for	ADP
bracis-19087	83	2	event	event	NOUN
bracis-19087	83	3	argument	argument	NOUN
bracis-19087	83	4	identification	identification	NOUN
bracis-19087	83	5	and	and	CCONJ
bracis-19087	83	6	role	role	NOUN
bracis-19087	83	7	prediction	prediction	NOUN
bracis-19087	83	8	,	,	PUNCT
bracis-19087	83	9	we	we	PRON
bracis-19087	83	10	need	need	VERB
bracis-19087	83	11	to	to	PART
bracis-19087	83	12	recognize	recognize	VERB
bracis-19087	83	13	the	the	DET
bracis-19087	83	14	entity	entity	NOUN
bracis-19087	83	15	mentions	mention	NOUN
bracis-19087	83	16	that	that	PRON
bracis-19087	83	17	act	act	VERB
bracis-19087	83	18	as	as	ADP
bracis-19087	83	19	an	an	DET
bracis-19087	83	20	argument	argument	NOUN
bracis-19087	83	21	for	for	SCONJ
bracis-19087	83	22	each	each	PRON
bracis-19087	83	23	of	of	ADP
bracis-19087	83	24	the	the	DET
bracis-19087	83	25	event	event	NOUN
bracis-19087	83	26	mentions	mention	VERB
bracis-19087	83	27	occurring	occur	VERB
bracis-19087	83	28	in	in	ADP
bracis-19087	83	29	w	w	PROPN
bracis-19087	83	30	(	(	PUNCT
bracis-19087	83	31	argument	argument	NOUN
bracis-19087	83	32	identification	identification	NOUN
bracis-19087	83	33	)	)	PUNCT
bracis-19087	83	34	and	and	CCONJ
bracis-19087	83	35	classify	classify	VERB
bracis-19087	83	36	their	their	PRON
bracis-19087	83	37	associated	associated	ADJ
bracis-19087	83	38	role	role	NOUN
bracis-19087	83	39	.	.	PUNCT
bracis-19087	84	1	so	so	ADV
bracis-19087	84	2	,	,	PUNCT
bracis-19087	84	3	for	for	ADP
bracis-19087	84	4	the	the	DET
bracis-19087	84	5	sake	sake	NOUN
bracis-19087	84	6	of	of	ADP
bracis-19087	84	7	explanation	explanation	NOUN
bracis-19087	84	8	,	,	PUNCT
bracis-19087	84	9	considering	consider	VERB
bracis-19087	84	10	that	that	SCONJ
bracis-19087	84	11	each	each	DET
bracis-19087	84	12	sentence	sentence	NOUN
bracis-19087	84	13	has	have	VERB
bracis-19087	84	14	only	only	ADV
bracis-19087	84	15	one	one	NUM
bracis-19087	84	16	event	event	NOUN
bracis-19087	84	17	mention	mention	NOUN
bracis-19087	84	18	,	,	PUNCT
bracis-19087	84	19	this	this	DET
bracis-19087	84	20	task	task	NOUN
bracis-19087	84	21	is	be	AUX
bracis-19087	84	22	cast	cast	VERB
bracis-19087	84	23	as	as	ADP
bracis-19087	84	24	a	a	DET
bracis-19087	84	25	sequence	sequence	NOUN
bracis-19087	84	26	labeling	labeling	NOUN
bracis-19087	84	27	task	task	NOUN
bracis-19087	84	28	in	in	ADP
bracis-19087	84	29	which	which	PRON
bracis-19087	84	30	for	for	ADP
bracis-19087	84	31	each	each	DET
bracis-19087	84	32	word	word	NOUN
bracis-19087	84	33	/	/	SYM
bracis-19087	84	34	token	token	VERB
bracis-19087	84	35	in	in	ADP
bracis-19087	84	36	the	the	DET
bracis-19087	84	37	sentence	sentence	NOUN
bracis-19087	84	38	,	,	PUNCT
bracis-19087	84	39	we	we	PRON
bracis-19087	84	40	predict	predict	VERB
bracis-19087	84	41	a	a	DET
bracis-19087	84	42	sequence	sequence	NOUN
bracis-19087	84	43	of	of	ADP
bracis-19087	84	44	labels	label	NOUN
bracis-19087	84	45	\(e	\(e	X
bracis-19087	84	46	=	=	SYM
bracis-19087	84	47	e_1	e_1	PROPN
bracis-19087	84	48	,	,	PUNCT
bracis-19087	84	49	e_2	e_2	PROPN
bracis-19087	84	50	,	,	PUNCT
bracis-19087	84	51	...	...	PUNCT
bracis-19087	84	52	,	,	PUNCT
bracis-19087	84	53	e_n\	e_n\	PROPN
bracis-19087	84	54	)	)	PUNCT
bracis-19087	84	55	.	.	PUNCT
bracis-19087	85	1	in	in	ADP
bracis-19087	85	2	summary	summary	NOUN
bracis-19087	85	3	,	,	PUNCT
bracis-19087	85	4	for	for	ADP
bracis-19087	85	5	each	each	DET
bracis-19087	85	6	trigger	trigger	NOUN
bracis-19087	85	7	candidate	candidate	NOUN
bracis-19087	85	8	word	word	NOUN
bracis-19087	85	9	\(w_i\	\(w_i\	NOUN
bracis-19087	85	10	)	)	PUNCT
bracis-19087	85	11	we	we	PRON
bracis-19087	85	12	must	must	AUX
bracis-19087	85	13	predict	predict	VERB
bracis-19087	85	14	the	the	DET
bracis-19087	85	15	corresponding	corresponding	ADJ
bracis-19087	85	16	argument	argument	NOUN
bracis-19087	85	17	role	role	NOUN
bracis-19087	85	18	labels	label	NOUN
bracis-19087	85	19	for	for	ADP
bracis-19087	85	20	each	each	DET
bracis-19087	85	21	word	word	NOUN
bracis-19087	85	22	/	/	SYM
bracis-19087	85	23	token	token	VERB
bracis-19087	85	24	in	in	ADP
bracis-19087	85	25	w.	w.	PROPN
bracis-19087	85	26	an	an	DET
bracis-19087	85	27	illustration	illustration	NOUN
bracis-19087	85	28	of	of	ADP
bracis-19087	85	29	the	the	DET
bracis-19087	85	30	architecture	architecture	NOUN
bracis-19087	85	31	of	of	ADP
bracis-19087	85	32	our	our	PRON
bracis-19087	85	33	model	model	NOUN
bracis-19087	85	34	with	with	ADP
bracis-19087	85	35	the	the	DET
bracis-19087	85	36	joint	joint	ADJ
bracis-19087	85	37	prediction	prediction	NOUN
bracis-19087	85	38	of	of	ADP
bracis-19087	85	39	event	event	NOUN
bracis-19087	85	40	mentions	mention	NOUN
bracis-19087	85	41	and	and	CCONJ
bracis-19087	85	42	their	their	PRON
bracis-19087	85	43	arguments	argument	NOUN
bracis-19087	85	44	is	be	AUX
bracis-19087	85	45	depicted	depict	VERB
bracis-19087	85	46	in	in	ADP
bracis-19087	85	47	fig	fig	NOUN
bracis-19087	85	48	.	.	PUNCT
bracis-19087	85	49	 	 	SPACE
bracis-19087	86	1	1	1	NUM
bracis-19087	86	2	.	.	PUNCT
bracis-19087	86	3	fig	fig	NOUN
bracis-19087	86	4	.	.	PUNCT
bracis-19087	87	1	1	1	X
bracis-19087	87	2	.	.	X
bracis-19087	87	3	the	the	DET
bracis-19087	87	4	joint	joint	ADJ
bracis-19087	87	5	ee	ee	PROPN
bracis-19087	87	6	model	model	NOUN
bracis-19087	87	7	for	for	ADP
bracis-19087	87	8	the	the	DET
bracis-19087	87	9	two	two	NUM
bracis-19087	87	10	subtasks	subtask	NOUN
bracis-19087	87	11	with	with	ADP
bracis-19087	87	12	an	an	DET
bracis-19087	87	13	input	input	NOUN
bracis-19087	87	14	sentence	sentence	NOUN
bracis-19087	87	15	.	.	PUNCT
bracis-19087	88	1	“	"	PUNCT
bracis-19087	88	2	subiram	subiram	PROPN
bracis-19087	88	3	”	"	PUNCT
bracis-19087	88	4	(	(	PUNCT
bracis-19087	88	5	risen	rise	VERB
bracis-19087	88	6	)	)	PUNCT
bracis-19087	88	7	is	be	AUX
bracis-19087	88	8	the	the	DET
bracis-19087	88	9	current	current	ADJ
bracis-19087	88	10	trigger	trigger	NOUN
bracis-19087	88	11	word	word	NOUN
bracis-19087	88	12	candidate	candidate	NOUN
bracis-19087	88	13	,	,	PUNCT
bracis-19087	88	14	and	and	CCONJ
bracis-19087	88	15	all	all	DET
bracis-19087	88	16	the	the	DET
bracis-19087	88	17	other	other	ADJ
bracis-19087	88	18	word	word	NOUN
bracis-19087	88	19	tokens	token	NOUN
bracis-19087	88	20	are	be	AUX
bracis-19087	88	21	transformed	transform	VERB
bracis-19087	88	22	into	into	ADP
bracis-19087	88	23	vector	vector	NOUN
bracis-19087	88	24	representations	representation	NOUN
bracis-19087	88	25	to	to	PART
bracis-19087	88	26	predict	predict	VERB
bracis-19087	88	27	their	their	PRON
bracis-19087	88	28	roles	role	NOUN
bracis-19087	88	29	given	give	VERB
bracis-19087	88	30	the	the	DET
bracis-19087	88	31	current	current	ADJ
bracis-19087	88	32	trigger	trigger	NOUN
bracis-19087	88	33	candidate	candidate	NOUN
bracis-19087	88	34	.	.	PUNCT
bracis-19087	89	1	full	full	ADJ
bracis-19087	89	2	size	size	NOUN
bracis-19087	89	3	image	image	NOUN
bracis-19087	89	4	4.1	4.1	NUM
bracis-19087	89	5	trigger	trigger	NOUN
bracis-19087	89	6	and	and	CCONJ
bracis-19087	89	7	sentence	sentence	NOUN
bracis-19087	89	8	encoding	encoding	NOUN
bracis-19087	89	9	in	in	ADP
bracis-19087	89	10	the	the	DET
bracis-19087	89	11	component	component	NOUN
bracis-19087	89	12	of	of	ADP
bracis-19087	89	13	trigger	trigger	NOUN
bracis-19087	89	14	encoding	encoding	NOUN
bracis-19087	89	15	,	,	PUNCT
bracis-19087	89	16	every	every	DET
bracis-19087	89	17	trigger	trigger	NOUN
bracis-19087	89	18	candidate	candidate	NOUN
bracis-19087	89	19	word	word	NOUN
bracis-19087	89	20	\(w_i	\(w_i	VERB
bracis-19087	89	21	\in	\in	PROPN
bracis-19087	89	22	w\	w\	PROPN
bracis-19087	89	23	)	)	PUNCT
bracis-19087	89	24	is	be	AUX
bracis-19087	89	25	transformed	transform	VERB
bracis-19087	89	26	into	into	ADP
bracis-19087	89	27	a	a	DET
bracis-19087	89	28	word	word	NOUN
bracis-19087	89	29	vector	vector	NOUN
bracis-19087	89	30	\(c_i\	\(c_i\	NOUN
bracis-19087	89	31	)	)	PUNCT
bracis-19087	89	32	using	use	VERB
bracis-19087	89	33	the	the	DET
bracis-19087	89	34	pre	pre	ADJ
bracis-19087	89	35	-	-	ADJ
bracis-19087	89	36	trained	train	VERB
bracis-19087	89	37	word	word	NOUN
bracis-19087	89	38	embedding	embed	VERB
bracis-19087	89	39	\(d_i\	\(d_i\	NOUN
bracis-19087	89	40	)	)	PUNCT
bracis-19087	89	41	of	of	ADP
bracis-19087	89	42	\(w_i\	\(w_i\	NOUN
bracis-19087	89	43	)	)	PUNCT
bracis-19087	89	44	.	.	PUNCT
bracis-19087	90	1	we	we	PRON
bracis-19087	90	2	employ	employ	VERB
bracis-19087	90	3	the	the	DET
bracis-19087	90	4	bertimbau	bertimbau	NOUN
bracis-19087	90	5	model	model	NOUN
bracis-19087	90	6	 	 	SPACE
bracis-19087	91	1	[	[	X
bracis-19087	91	2	25	25	NUM
bracis-19087	91	3	]	]	PUNCT
bracis-19087	91	4	,	,	PUNCT
bracis-19087	91	5	a	a	DET
bracis-19087	91	6	transformer	transformer	NOUN
bracis-19087	91	7	model	model	NOUN
bracis-19087	91	8	trained	train	VERB
bracis-19087	91	9	over	over	ADP
bracis-19087	91	10	portuguese	portuguese	ADJ
bracis-19087	91	11	language	language	NOUN
bracis-19087	91	12	data	datum	NOUN
bracis-19087	91	13	,	,	PUNCT
bracis-19087	91	14	for	for	ADP
bracis-19087	91	15	obtaining	obtain	VERB
bracis-19087	91	16	these	these	DET
bracis-19087	91	17	representations	representation	NOUN
bracis-19087	91	18	.	.	PUNCT
bracis-19087	92	1	for	for	ADP
bracis-19087	92	2	the	the	DET
bracis-19087	92	3	sentence	sentence	NOUN
bracis-19087	92	4	encoding	encoding	NOUN
bracis-19087	92	5	step	step	NOUN
bracis-19087	92	6	,	,	PUNCT
bracis-19087	92	7	we	we	PRON
bracis-19087	92	8	only	only	ADV
bracis-19087	92	9	use	use	VERB
bracis-19087	92	10	the	the	DET
bracis-19087	92	11	respective	respective	ADJ
bracis-19087	92	12	word	word	NOUN
bracis-19087	92	13	embedding	embed	VERB
bracis-19087	92	14	for	for	ADP
bracis-19087	92	15	each	each	DET
bracis-19087	92	16	word	word	NOUN
bracis-19087	92	17	/	/	SYM
bracis-19087	92	18	token	token	VERB
bracis-19087	92	19	of	of	ADP
bracis-19087	92	20	the	the	DET
bracis-19087	92	21	sentence	sentence	NOUN
bracis-19087	92	22	.	.	PUNCT
bracis-19087	93	1	since	since	SCONJ
bracis-19087	93	2	bertimbau	bertimbau	PROPN
bracis-19087	93	3	applies	apply	VERB
bracis-19087	93	4	wordpiece	wordpiece	PROPN
bracis-19087	93	5	 	 	SPACE
bracis-19087	93	6	[	[	X
bracis-19087	93	7	28	28	NUM
bracis-19087	93	8	]	]	PUNCT
bracis-19087	93	9	tokenizations	tokenization	NOUN
bracis-19087	93	10	,	,	PUNCT
bracis-19087	93	11	possibly	possibly	ADV
bracis-19087	93	12	generating	generate	VERB
bracis-19087	93	13	subword	subword	PROPN
bracis-19087	93	14	units	unit	NOUN
bracis-19087	93	15	,	,	PUNCT
bracis-19087	93	16	we	we	PRON
bracis-19087	93	17	choose	choose	VERB
bracis-19087	93	18	to	to	PART
bracis-19087	93	19	compose	compose	VERB
bracis-19087	93	20	the	the	DET
bracis-19087	93	21	respective	respective	ADJ
bracis-19087	93	22	word	word	NOUN
bracis-19087	93	23	embeddings	embedding	NOUN
bracis-19087	93	24	by	by	ADP
bracis-19087	93	25	summing	sum	VERB
bracis-19087	93	26	the	the	DET
bracis-19087	93	27	vector	vector	NOUN
bracis-19087	93	28	representation	representation	NOUN
bracis-19087	93	29	of	of	ADP
bracis-19087	93	30	each	each	DET
bracis-19087	93	31	word	word	NOUN
bracis-19087	93	32	’s	’s	PART
bracis-19087	93	33	subword	subword	PROPN
bracis-19087	93	34	units	unit	NOUN
bracis-19087	93	35	.	.	PUNCT
bracis-19087	94	1	4.2	4.2	NUM
bracis-19087	94	2	sentence	sentence	NOUN
bracis-19087	94	3	representation	representation	NOUN
bracis-19087	94	4	after	after	ADP
bracis-19087	94	5	the	the	DET
bracis-19087	94	6	sentence	sentence	NOUN
bracis-19087	94	7	encoding	encoding	NOUN
bracis-19087	94	8	step	step	NOUN
bracis-19087	94	9	,	,	PUNCT
bracis-19087	94	10	the	the	DET
bracis-19087	94	11	input	input	NOUN
bracis-19087	94	12	sentence	sentence	NOUN
bracis-19087	94	13	w	w	NOUN
bracis-19087	94	14	is	be	AUX
bracis-19087	94	15	transformer	transformer	NOUN
bracis-19087	94	16	in	in	ADP
bracis-19087	94	17	a	a	DET
bracis-19087	94	18	sequence	sequence	NOUN
bracis-19087	94	19	of	of	ADP
bracis-19087	94	20	word	word	NOUN
bracis-19087	94	21	embedding	embed	VERB
bracis-19087	94	22	vectors	vector	NOUN
bracis-19087	94	23	\(x	\(x	NOUN
bracis-19087	94	24	=	=	SYM
bracis-19087	94	25	\langle	\langle	PROPN
bracis-19087	94	26	x_1	x_1	PROPN
bracis-19087	94	27	,	,	PUNCT
bracis-19087	94	28	x_2	x_2	PROPN
bracis-19087	94	29	,	,	PUNCT
bracis-19087	94	30	...	...	PUNCT
bracis-19087	94	31	,	,	PUNCT
bracis-19087	94	32	x_n\rangle	x_n\rangle	PROPN
bracis-19087	94	33	\	\	PROPN
bracis-19087	94	34	)	)	PUNCT
bracis-19087	94	35	.	.	PUNCT
bracis-19087	95	1	to	to	PART
bracis-19087	95	2	produce	produce	VERB
bracis-19087	95	3	the	the	DET
bracis-19087	95	4	sentence	sentence	NOUN
bracis-19087	95	5	representation	representation	NOUN
bracis-19087	95	6	,	,	PUNCT
bracis-19087	95	7	we	we	PRON
bracis-19087	95	8	feed	feed	VERB
bracis-19087	95	9	the	the	DET
bracis-19087	95	10	sequence	sequence	NOUN
bracis-19087	95	11	x	x	PUNCT
bracis-19087	95	12	into	into	ADP
bracis-19087	95	13	a	a	DET
bracis-19087	95	14	bidirecional	bidirecional	ADJ
bracis-19087	95	15	recurrent	recurrent	ADJ
bracis-19087	95	16	neural	neural	ADJ
bracis-19087	95	17	network	network	NOUN
bracis-19087	95	18	[	[	X
bracis-19087	95	19	24	24	NUM
bracis-19087	95	20	]	]	PUNCT
bracis-19087	95	21	,	,	PUNCT
bracis-19087	95	22	which	which	PRON
bracis-19087	95	23	produces	produce	VERB
bracis-19087	95	24	the	the	DET
bracis-19087	95	25	hidden	hide	VERB
bracis-19087	95	26	representation	representation	NOUN
bracis-19087	95	27	vector	vector	NOUN
bracis-19087	95	28	for	for	ADP
bracis-19087	95	29	each	each	DET
bracis-19087	95	30	input	input	NOUN
bracis-19087	95	31	vector	vector	NOUN
bracis-19087	95	32	\(x_t\	\(x_t\	NOUN
bracis-19087	95	33	)	)	PUNCT
bracis-19087	95	34	from	from	ADP
bracis-19087	95	35	x.	x.	NOUN
bracis-19087	95	36	we	we	PRON
bracis-19087	95	37	obtain	obtain	VERB
bracis-19087	95	38	the	the	DET
bracis-19087	95	39	sequence	sequence	NOUN
bracis-19087	95	40	\(h	\(h	NOUN
bracis-19087	95	41	=	=	PUNCT
bracis-19087	96	1	\langle	\langle	PROPN
bracis-19087	96	2	[	[	X
bracis-19087	96	3	\overrightarrow{h_1};\overleftarrow{h_1	\overrightarrow{h_1};\overleftarrow{h_1	PROPN
bracis-19087	96	4	}	}	PUNCT
bracis-19087	96	5	]	]	PUNCT
bracis-19087	96	6	,	,	PUNCT
bracis-19087	97	1	[	[	X
bracis-19087	97	2	\overrightarrow{h_2};\overleftarrow{h_2	\overrightarrow{h_2};\overleftarrow{h_2	ADJ
bracis-19087	97	3	}	}	PUNCT
bracis-19087	97	4	]	]	PUNCT
bracis-19087	97	5	,	,	PUNCT
bracis-19087	97	6	\cdots	\cdot	NOUN
bracis-19087	97	7	,	,	PUNCT
bracis-19087	97	8	[	[	X
bracis-19087	97	9	\overrightarrow{h_n};\overleftarrow{h_n}]\rangle	\overrightarrow{h_n};\overleftarrow{h_n}]\rangle	NOUN
bracis-19087	97	10	\	\	NOUN
bracis-19087	97	11	)	)	PUNCT
bracis-19087	97	12	of	of	ADP
bracis-19087	97	13	two	two	NUM
bracis-19087	97	14	hidden	hide	VERB
bracis-19087	97	15	states	state	NOUN
bracis-19087	97	16	at	at	ADP
bracis-19087	97	17	each	each	DET
bracis-19087	97	18	time	time	NOUN
bracis-19087	97	19	-	-	PUNCT
bracis-19087	97	20	step	step	NOUN
bracis-19087	97	21	t	t	NOUN
bracis-19087	97	22	,	,	PUNCT
bracis-19087	97	23	one	one	NUM
bracis-19087	97	24	for	for	ADP
bracis-19087	97	25	the	the	DET
bracis-19087	97	26	left	leave	VERB
bracis-19087	97	27	-	-	PUNCT
bracis-19087	97	28	to	to	ADP
bracis-19087	97	29	-	-	PUNCT
bracis-19087	97	30	right	right	NOUN
bracis-19087	97	31	propagation	propagation	NOUN
bracis-19087	97	32	\(\overrightarrow{h_t}\	\(\overrightarrow{h_t}\	PROPN
bracis-19087	97	33	)	)	PUNCT
bracis-19087	97	34	and	and	CCONJ
bracis-19087	97	35	another	another	PRON
bracis-19087	97	36	for	for	ADP
bracis-19087	97	37	the	the	DET
bracis-19087	97	38	right	right	NOUN
bracis-19087	97	39	-	-	PUNCT
bracis-19087	97	40	to	to	ADP
bracis-19087	97	41	-	-	PUNCT
bracis-19087	97	42	left	leave	VERB
bracis-19087	97	43	propagation	propagation	NOUN
bracis-19087	97	44	\(\overleftarrow{h_t}\	\(\overleftarrow{h_t}\	NOUN
bracis-19087	97	45	)	)	PUNCT
bracis-19087	97	46	.	.	PUNCT
bracis-19087	98	1	at	at	ADP
bracis-19087	98	2	each	each	DET
bracis-19087	98	3	step	step	NOUN
bracis-19087	98	4	t	t	PROPN
bracis-19087	98	5	,	,	PUNCT
bracis-19087	98	6	we	we	PRON
bracis-19087	98	7	employ	employ	VERB
bracis-19087	98	8	a	a	DET
bracis-19087	98	9	lstm	lstm	ADJ
bracis-19087	98	10	network	network	NOUN
bracis-19087	98	11	[	[	X
bracis-19087	98	12	13	13	NUM
bracis-19087	98	13	]	]	PUNCT
bracis-19087	98	14	that	that	PRON
bracis-19087	98	15	accepts	accept	VERB
bracis-19087	98	16	a	a	DET
bracis-19087	98	17	current	current	ADJ
bracis-19087	98	18	input	input	NOUN
bracis-19087	98	19	\(x_t\	\(x_t\	ADJ
bracis-19087	98	20	)	)	PUNCT
bracis-19087	98	21	and	and	CCONJ
bracis-19087	98	22	a	a	DET
bracis-19087	98	23	previous	previous	ADJ
bracis-19087	98	24	hidden	hidden	ADJ
bracis-19087	98	25	state	state	NOUN
bracis-19087	98	26	\(h_{t-1}\	\(h_{t-1}\	NOUN
bracis-19087	98	27	)	)	PUNCT
bracis-19087	98	28	to	to	PART
bracis-19087	98	29	compute	compute	VERB
bracis-19087	98	30	the	the	DET
bracis-19087	98	31	current	current	ADJ
bracis-19087	98	32	hidden	hide	VERB
bracis-19087	98	33	state	state	NOUN
bracis-19087	98	34	\(h_t	\(h_t	NOUN
bracis-19087	98	35	=	=	SYM
bracis-19087	98	36	lstm(x_t	lstm(x_t	PROPN
bracis-19087	98	37	,	,	PUNCT
bracis-19087	98	38	h_{t-1})\	h_{t-1})\	NOUN
bracis-19087	98	39	)	)	PUNCT
bracis-19087	98	40	.	.	PUNCT
bracis-19087	99	1	4.3	4.3	NUM
bracis-19087	99	2	trigger	trigger	NOUN
bracis-19087	99	3	representation	representation	NOUN
bracis-19087	99	4	for	for	ADP
bracis-19087	99	5	the	the	DET
bracis-19087	99	6	trigger	trigger	NOUN
bracis-19087	99	7	representation	representation	NOUN
bracis-19087	99	8	,	,	PUNCT
bracis-19087	99	9	we	we	PRON
bracis-19087	99	10	feed	feed	VERB
bracis-19087	99	11	the	the	DET
bracis-19087	99	12	word	word	NOUN
bracis-19087	99	13	embedding	embed	VERB
bracis-19087	99	14	vector	vector	NOUN
bracis-19087	99	15	of	of	ADP
bracis-19087	99	16	the	the	DET
bracis-19087	99	17	current	current	ADJ
bracis-19087	99	18	trigger	trigger	NOUN
bracis-19087	99	19	candidate	candidate	NOUN
bracis-19087	99	20	\(c_i\	\(c_i\	NOUN
bracis-19087	99	21	)	)	PUNCT
bracis-19087	99	22	into	into	ADP
bracis-19087	99	23	a	a	DET
bracis-19087	99	24	feed	feed	NOUN
bracis-19087	99	25	-	-	PUNCT
bracis-19087	99	26	forward	forward	NOUN
bracis-19087	99	27	layer	layer	NOUN
bracis-19087	99	28	\(ff(c_i)\	\(ff(c_i)\	NOUN
bracis-19087	99	29	)	)	PUNCT
bracis-19087	99	30	.	.	PUNCT
bracis-19087	100	1	the	the	DET
bracis-19087	100	2	feature	feature	NOUN
bracis-19087	100	3	representation	representation	NOUN
bracis-19087	100	4	from	from	ADP
bracis-19087	100	5	this	this	DET
bracis-19087	100	6	layer	layer	NOUN
bracis-19087	100	7	is	be	AUX
bracis-19087	100	8	shared	share	VERB
bracis-19087	100	9	between	between	ADP
bracis-19087	100	10	the	the	DET
bracis-19087	100	11	two	two	NUM
bracis-19087	100	12	next	next	ADJ
bracis-19087	100	13	prediction	prediction	NOUN
bracis-19087	100	14	states	state	NOUN
bracis-19087	100	15	to	to	PART
bracis-19087	100	16	perform	perform	VERB
bracis-19087	100	17	ed	ed	NOUN
bracis-19087	100	18	and	and	CCONJ
bracis-19087	100	19	arp	arp	VERB
bracis-19087	100	20	simultaneously	simultaneously	ADV
bracis-19087	100	21	.	.	PUNCT
bracis-19087	101	1	the	the	DET
bracis-19087	101	2	value	value	NOUN
bracis-19087	101	3	of	of	ADP
bracis-19087	101	4	this	this	DET
bracis-19087	101	5	layer	layer	NOUN
bracis-19087	101	6	activations	activation	NOUN
bracis-19087	101	7	is	be	AUX
bracis-19087	101	8	computed	compute	VERB
bracis-19087	101	9	as	as	ADP
bracis-19087	101	10	:	:	PUNCT
bracis-19087	101	11	\({r_i^{ed	\({r_i^{ed	NOUN
bracis-19087	101	12	}	}	PUNCT
bracis-19087	101	13	}	}	PUNCT
bracis-19087	101	14	=	=	SYM
bracis-19087	101	15	relu(w_{tr}c_i	relu(w_{tr}c_i	NOUN
bracis-19087	101	16	+	+	NUM
bracis-19087	101	17	b_{tr})\	b_{tr})\	NOUN
bracis-19087	101	18	)	)	PUNCT
bracis-19087	101	19	where	where	SCONJ
bracis-19087	101	20	\(w_{tr}\	\(w_{tr}\	NOUN
bracis-19087	101	21	)	)	PUNCT
bracis-19087	101	22	is	be	AUX
bracis-19087	101	23	a	a	DET
bracis-19087	101	24	weight	weight	NOUN
bracis-19087	101	25	matrix	matrix	NOUN
bracis-19087	101	26	and	and	CCONJ
bracis-19087	101	27	\(b_{tr}\	\(b_{tr}\	PROPN
bracis-19087	101	28	)	)	PUNCT
bracis-19087	101	29	a	a	DET
bracis-19087	101	30	bias	bias	NOUN
bracis-19087	101	31	term	term	NOUN
bracis-19087	101	32	.	.	PUNCT
bracis-19087	102	1	4.4	4.4	NUM
bracis-19087	102	2	event	event	NOUN
bracis-19087	102	3	detection	detection	NOUN
bracis-19087	102	4	and	and	CCONJ
bracis-19087	102	5	argument	argument	NOUN
bracis-19087	102	6	role	role	NOUN
bracis-19087	102	7	prediction	prediction	NOUN
bracis-19087	102	8	the	the	DET
bracis-19087	102	9	predictions	prediction	NOUN
bracis-19087	102	10	of	of	ADP
bracis-19087	102	11	the	the	DET
bracis-19087	102	12	event	event	NOUN
bracis-19087	102	13	trigger	trigger	NOUN
bracis-19087	102	14	classifier	classifier	NOUN
bracis-19087	102	15	and	and	CCONJ
bracis-19087	102	16	argument	argument	ADJ
bracis-19087	102	17	role	role	NOUN
bracis-19087	102	18	classifier	classifier	NOUN
bracis-19087	102	19	components	component	NOUN
bracis-19087	102	20	are	be	AUX
bracis-19087	102	21	done	do	VERB
bracis-19087	102	22	sequentially	sequentially	ADV
bracis-19087	102	23	over	over	ADP
bracis-19087	102	24	the	the	DET
bracis-19087	102	25	sentence	sentence	NOUN
bracis-19087	102	26	from	from	ADP
bracis-19087	102	27	left	left	ADJ
bracis-19087	102	28	to	to	ADP
bracis-19087	102	29	right	right	NOUN
bracis-19087	102	30	.	.	PUNCT
bracis-19087	103	1	at	at	ADP
bracis-19087	103	2	the	the	DET
bracis-19087	103	3	current	current	ADJ
bracis-19087	103	4	word	word	NOUN
bracis-19087	103	5	/	/	SYM
bracis-19087	103	6	step	step	NOUN
bracis-19087	103	7	i	i	PRON
bracis-19087	103	8	,	,	PUNCT
bracis-19087	103	9	we	we	PRON
bracis-19087	103	10	attempt	attempt	VERB
bracis-19087	103	11	to	to	PART
bracis-19087	103	12	compute	compute	VERB
bracis-19087	103	13	the	the	DET
bracis-19087	103	14	probability	probability	NOUN
bracis-19087	103	15	$	$	SYM
bracis-19087	103	16	$	$	SYM
bracis-19087	103	17	p(a_i	p(a_i	PROPN
bracis-19087	103	18	,	,	PUNCT
bracis-19087	103	19	t_i|	t_i|	PROPN
bracis-19087	103	20	\vargamma	\vargamma	PROPN
bracis-19087	103	21	)	)	PUNCT
bracis-19087	104	1	=	=	SYM
bracis-19087	104	2	p(t_i|\vargamma	p(t_i|\vargamma	PROPN
bracis-19087	104	3	)	)	PUNCT
bracis-19087	105	1	p(a_{i,1}|\vargamma	p(a_{i,1}|\vargamma	PROPN
bracis-19087	105	2	,	,	PUNCT
bracis-19087	105	3	t_i	t_i	NUM
bracis-19087	105	4	)	)	PUNCT
bracis-19087	105	5	p(a_{i,2}|\vargamma	p(a_{i,2}|\vargamma	PROPN
bracis-19087	105	6	,	,	PUNCT
bracis-19087	105	7	a_{i,<1},t_i	a_{i,<1},t_i	PROPN
bracis-19087	105	8	)	)	PUNCT
bracis-19087	105	9	\cdots	\cdot	NOUN
bracis-19087	105	10	p(a_{i	p(a_{i	VERB
bracis-19087	105	11	,	,	PUNCT
bracis-19087	105	12	n}|\vargamma	n}|\vargamma	NOUN
bracis-19087	105	13	,	,	PUNCT
bracis-19087	105	14	a_{i,<n},t_i),$$	a_{i,<n},t_i),$$	PROPN
bracis-19087	105	15	where	where	SCONJ
bracis-19087	105	16	\(\vargamma	\(\vargamma	NOUN
bracis-19087	105	17	=	=	PUNCT
bracis-19087	106	1	\langle	\langle	PROPN
bracis-19087	106	2	w	w	PROPN
bracis-19087	106	3	,	,	PUNCT
bracis-19087	106	4	a_{<i},t_{<i}\rangle	a_{<i},t_{<i}\rangle	PROPN
bracis-19087	106	5	\	\	NOUN
bracis-19087	106	6	)	)	PUNCT
bracis-19087	106	7	,	,	PUNCT
bracis-19087	106	8	and	and	CCONJ
bracis-19087	106	9	\(a_{i	\(a_{i	ADP
bracis-19087	106	10	<	<	PROPN
bracis-19087	106	11	j	j	NOUN
bracis-19087	106	12	}	}	PUNCT
bracis-19087	106	13	=	=	SYM
bracis-19087	106	14	a_{i,1},a_{i,2},\cdots	a_{i,1},a_{i,2},\cdot	NOUN
bracis-19087	106	15	,	,	PUNCT
bracis-19087	106	16	a_{i	a_{i	VERB
bracis-19087	106	17	,	,	PUNCT
bracis-19087	106	18	j-1}\	j-1}\	PROPN
bracis-19087	106	19	)	)	PUNCT
bracis-19087	106	20	.	.	PUNCT
bracis-19087	107	1	in	in	ADP
bracis-19087	107	2	the	the	DET
bracis-19087	107	3	argument	argument	NOUN
bracis-19087	107	4	role	role	NOUN
bracis-19087	107	5	prediction	prediction	NOUN
bracis-19087	107	6	classifier	classifier	NOUN
bracis-19087	107	7	,	,	PUNCT
bracis-19087	107	8	at	at	ADP
bracis-19087	107	9	each	each	DET
bracis-19087	107	10	time	time	NOUN
bracis-19087	107	11	step	step	NOUN
bracis-19087	107	12	j	j	PROPN
bracis-19087	107	13	,	,	PUNCT
bracis-19087	107	14	we	we	PRON
bracis-19087	107	15	generate	generate	VERB
bracis-19087	107	16	the	the	DET
bracis-19087	107	17	feature	feature	NOUN
bracis-19087	107	18	representation	representation	NOUN
bracis-19087	107	19	vector	vector	NOUN
bracis-19087	107	20	\(r_{i	\(r_{i	NOUN
bracis-19087	107	21	,	,	PUNCT
bracis-19087	107	22	j}^{arp}\	j}^{arp}\	NOUN
bracis-19087	107	23	)	)	PUNCT
bracis-19087	107	24	for	for	ADP
bracis-19087	107	25	the	the	DET
bracis-19087	107	26	word	word	NOUN
bracis-19087	107	27	/	/	SYM
bracis-19087	107	28	token	token	VERB
bracis-19087	107	29	\(w_j\	\(w_j\	PROPN
bracis-19087	107	30	)	)	PUNCT
bracis-19087	107	31	by	by	ADP
bracis-19087	107	32	concatenating	concatenate	VERB
bracis-19087	107	33	the	the	DET
bracis-19087	107	34	hidden	hide	VERB
bracis-19087	107	35	layer	layer	NOUN
bracis-19087	107	36	representation	representation	NOUN
bracis-19087	107	37	\(h_j\	\(h_j\	NOUN
bracis-19087	107	38	)	)	PUNCT
bracis-19087	107	39	of	of	ADP
bracis-19087	107	40	the	the	DET
bracis-19087	107	41	sentence	sentence	NOUN
bracis-19087	107	42	representation	representation	NOUN
bracis-19087	107	43	stage	stage	NOUN
bracis-19087	107	44	with	with	ADP
bracis-19087	107	45	the	the	DET
bracis-19087	107	46	shared	share	VERB
bracis-19087	107	47	vector	vector	NOUN
bracis-19087	107	48	of	of	ADP
bracis-19087	107	49	activations	activation	NOUN
bracis-19087	107	50	of	of	ADP
bracis-19087	107	51	the	the	DET
bracis-19087	107	52	current	current	ADJ
bracis-19087	107	53	trigger	trigger	NOUN
bracis-19087	107	54	candidate	candidate	NOUN
bracis-19087	107	55	,	,	PUNCT
bracis-19087	107	56	the	the	DET
bracis-19087	107	57	trigger	trigger	NOUN
bracis-19087	107	58	representation	representation	NOUN
bracis-19087	107	59	vector	vector	NOUN
bracis-19087	107	60	\(r_i^{ed}\	\(r_i^{ed}\	PROPN
bracis-19087	107	61	)	)	PUNCT
bracis-19087	107	62	,	,	PUNCT
bracis-19087	107	63	to	to	PART
bracis-19087	107	64	obtain	obtain	VERB
bracis-19087	107	65	:	:	PUNCT
bracis-19087	107	66	\(r_{i	\(r_{i	NOUN
bracis-19087	107	67	,	,	PUNCT
bracis-19087	107	68	j}^{arp	j}^{arp	ADJ
bracis-19087	107	69	}	}	PUNCT
bracis-19087	107	70	=	=	SYM
bracis-19087	108	1	[	[	X
bracis-19087	108	2	h_j	h_j	ADJ
bracis-19087	108	3	,	,	PUNCT
bracis-19087	108	4	r_i^{ed}]\	r_i^{ed}]\	NOUN
bracis-19087	108	5	)	)	PUNCT
bracis-19087	108	6	.	.	PUNCT
bracis-19087	109	1	in	in	ADP
bracis-19087	109	2	order	order	NOUN
bracis-19087	109	3	to	to	PART
bracis-19087	109	4	compute	compute	VERB
bracis-19087	109	5	the	the	DET
bracis-19087	109	6	probability	probability	NOUN
bracis-19087	109	7	\(p(t_i|w	\(p(t_i|w	NOUN
bracis-19087	109	8	,	,	PUNCT
bracis-19087	109	9	t_{<i})\	t_{<i})\	PROPN
bracis-19087	109	10	)	)	PUNCT
bracis-19087	109	11	,	,	PUNCT
bracis-19087	109	12	we	we	PRON
bracis-19087	109	13	feed	feed	VERB
bracis-19087	109	14	the	the	DET
bracis-19087	109	15	feature	feature	NOUN
bracis-19087	109	16	representation	representation	NOUN
bracis-19087	109	17	\(r_{i}^{ed}\	\(r_{i}^{ed}\	PROPN
bracis-19087	109	18	)	)	PUNCT
bracis-19087	109	19	into	into	ADP
bracis-19087	109	20	a	a	DET
bracis-19087	109	21	feed	feed	NOUN
bracis-19087	109	22	-	-	PUNCT
bracis-19087	109	23	forward	forward	NOUN
bracis-19087	109	24	neural	neural	ADJ
bracis-19087	109	25	network	network	NOUN
bracis-19087	109	26	with	with	ADP
bracis-19087	109	27	a	a	DET
bracis-19087	109	28	softmax	softmax	NOUN
bracis-19087	109	29	layer	layer	NOUN
bracis-19087	109	30	\(ff^{ed}\	\(ff^{ed}\	PROPN
bracis-19087	109	31	)	)	PUNCT
bracis-19087	109	32	,	,	PUNCT
bracis-19087	109	33	resulting	result	VERB
bracis-19087	109	34	in	in	ADP
bracis-19087	109	35	the	the	DET
bracis-19087	109	36	a	a	DET
bracis-19087	109	37	probability	probability	NOUN
bracis-19087	109	38	distribution	distribution	NOUN
bracis-19087	109	39	over	over	ADP
bracis-19087	109	40	the	the	DET
bracis-19087	109	41	possible	possible	ADJ
bracis-19087	109	42	event	event	NOUN
bracis-19087	109	43	types	type	NOUN
bracis-19087	109	44	:	:	PUNCT
bracis-19087	109	45	\(p(t_i|w	\(p(t_i|w	NOUN
bracis-19087	109	46	,	,	PUNCT
bracis-19087	109	47	t_{<i})\	t_{<i})\	PROPN
bracis-19087	109	48	)	)	PUNCT
bracis-19087	109	49	\(=\	\(=\	PUNCT
bracis-19087	109	50	)	)	PUNCT
bracis-19087	109	51	\(ff^{ed}(r_{i}^{ed})\	\(ff^{ed}(r_{i}^{ed})\	PROPN
bracis-19087	109	52	)	)	PUNCT
bracis-19087	109	53	.	.	PUNCT
bracis-19087	110	1	the	the	DET
bracis-19087	110	2	event	event	NOUN
bracis-19087	110	3	type	type	NOUN
bracis-19087	110	4	of	of	ADP
bracis-19087	110	5	the	the	DET
bracis-19087	110	6	trigger	trigger	NOUN
bracis-19087	110	7	candidate	candidate	NOUN
bracis-19087	110	8	i	i	PRON
bracis-19087	110	9	is	be	AUX
bracis-19087	110	10	selected	select	VERB
bracis-19087	110	11	by	by	ADP
bracis-19087	110	12	a	a	DET
bracis-19087	110	13	greedy	greedy	ADJ
bracis-19087	110	14	decoder	decoder	NOUN
bracis-19087	110	15	:	:	PUNCT
bracis-19087	110	16	\(t_{i}^{p	\(t_{i}^{p	NOUN
bracis-19087	110	17	}	}	PUNCT
bracis-19087	110	18	=	=	PUNCT
bracis-19087	110	19	argmax	argmax	PRON
bracis-19087	110	20	p(t_i|w	p(t_i|w	VERB
bracis-19087	110	21	,	,	PUNCT
bracis-19087	110	22	t_{<i})\	t_{<i})\	PROPN
bracis-19087	110	23	)	)	PUNCT
bracis-19087	110	24	.	.	PUNCT
bracis-19087	111	1	for	for	ADP
bracis-19087	111	2	the	the	DET
bracis-19087	111	3	argument	argument	NOUN
bracis-19087	111	4	role	role	NOUN
bracis-19087	111	5	distribution	distribution	NOUN
bracis-19087	111	6	\(p(a_{i	\(p(a_{i	NOUN
bracis-19087	111	7	,	,	PUNCT
bracis-19087	111	8	j}|w	j}|w	PROPN
bracis-19087	111	9	,	,	PUNCT
bracis-19087	111	10	a_{i,<j},t_{<i+1})\	a_{i,<j},t_{<i+1})\	ADV
bracis-19087	111	11	)	)	PUNCT
bracis-19087	111	12	,	,	PUNCT
bracis-19087	111	13	we	we	PRON
bracis-19087	111	14	follow	follow	VERB
bracis-19087	111	15	similar	similar	ADJ
bracis-19087	111	16	procedure	procedure	NOUN
bracis-19087	111	17	.	.	PUNCT
bracis-19087	112	1	we	we	PRON
bracis-19087	112	2	feed	feed	VERB
bracis-19087	112	3	the	the	DET
bracis-19087	112	4	feature	feature	NOUN
bracis-19087	112	5	representation	representation	NOUN
bracis-19087	112	6	\(r_{i	\(r_{i	NOUN
bracis-19087	112	7	,	,	PUNCT
bracis-19087	112	8	j}^{arp}\	j}^{arp}\	NOUN
bracis-19087	112	9	)	)	PUNCT
bracis-19087	112	10	into	into	ADP
bracis-19087	112	11	a	a	DET
bracis-19087	112	12	feed	feed	NOUN
bracis-19087	112	13	-	-	PUNCT
bracis-19087	112	14	forward	forward	NOUN
bracis-19087	112	15	neural	neural	ADJ
bracis-19087	112	16	network	network	NOUN
bracis-19087	112	17	with	with	ADP
bracis-19087	112	18	a	a	DET
bracis-19087	112	19	relu	relu	NOUN
bracis-19087	112	20	activation	activation	NOUN
bracis-19087	112	21	function	function	NOUN
bracis-19087	112	22	,	,	PUNCT
bracis-19087	112	23	followed	follow	VERB
bracis-19087	112	24	by	by	ADP
bracis-19087	112	25	a	a	DET
bracis-19087	112	26	softmax	softmax	NOUN
bracis-19087	112	27	layer	layer	NOUN
bracis-19087	112	28	:	:	PUNCT
bracis-19087	112	29	\(p(a_{i	\(p(a_{i	NOUN
bracis-19087	112	30	,	,	PUNCT
bracis-19087	112	31	j}|w	j}|w	PROPN
bracis-19087	112	32	,	,	PUNCT
bracis-19087	112	33	a_{i,<j},t_{<i+1})\	a_{i,<j},t_{<i+1})\	NOUN
bracis-19087	112	34	)	)	PUNCT
bracis-19087	112	35	\(=\	\(=\	PUNCT
bracis-19087	112	36	)	)	PUNCT
bracis-19087	112	37	\(ff^{arp}(relu(r_{i	\(ff^{arp}(relu(r_{i	PROPN
bracis-19087	112	38	,	,	PUNCT
bracis-19087	112	39	j}^{arp}))\	j}^{arp}))\	PROPN
bracis-19087	112	40	)	)	PUNCT
bracis-19087	112	41	.	.	PUNCT
bracis-19087	113	1	we	we	PRON
bracis-19087	113	2	apply	apply	VERB
bracis-19087	113	3	the	the	DET
bracis-19087	113	4	greedy	greedy	ADJ
bracis-19087	113	5	strategy	strategy	NOUN
bracis-19087	113	6	to	to	PART
bracis-19087	113	7	predict	predict	VERB
bracis-19087	113	8	the	the	DET
bracis-19087	113	9	argument	argument	NOUN
bracis-19087	113	10	role	role	NOUN
bracis-19087	113	11	:	:	PUNCT
bracis-19087	113	12	\(a_{i	\(a_{i	NOUN
bracis-19087	113	13	,	,	PUNCT
bracis-19087	113	14	j}^p\	j}^p\	NOUN
bracis-19087	113	15	)	)	PUNCT
bracis-19087	113	16	\(=\	\(=\	NUM
bracis-19087	113	17	)	)	PUNCT
bracis-19087	113	18	\(argmax	\(argmax	NOUN
bracis-19087	113	19	p(a_{i	p(a_{i	VERB
bracis-19087	113	20	,	,	PUNCT
bracis-19087	113	21	j}|w	j}|w	PROPN
bracis-19087	113	22	,	,	PUNCT
bracis-19087	113	23	a_{i,<j},t_{<i+1})\	a_{i,<j},t_{<i+1})\	ADV
bracis-19087	113	24	)	)	PUNCT
bracis-19087	113	25	.	.	PUNCT
bracis-19087	114	1	4.5	4.5	NUM
bracis-19087	114	2	training	training	NOUN
bracis-19087	114	3	we	we	PRON
bracis-19087	114	4	train	train	VERB
bracis-19087	114	5	the	the	DET
bracis-19087	114	6	network	network	NOUN
bracis-19087	114	7	by	by	ADP
bracis-19087	114	8	minimizing	minimize	VERB
bracis-19087	114	9	the	the	DET
bracis-19087	114	10	loss	loss	NOUN
bracis-19087	114	11	function	function	NOUN
bracis-19087	114	12	values	value	NOUN
bracis-19087	114	13	.	.	PUNCT
bracis-19087	115	1	the	the	DET
bracis-19087	115	2	optimization	optimization	NOUN
bracis-19087	115	3	objective	objective	ADJ
bracis-19087	115	4	function	function	NOUN
bracis-19087	115	5	is	be	AUX
bracis-19087	115	6	defined	define	VERB
bracis-19087	115	7	as	as	ADP
bracis-19087	115	8	multi	multi	ADJ
bracis-19087	115	9	-	-	ADJ
bracis-19087	115	10	class	class	ADJ
bracis-19087	115	11	cross	cross	ADJ
bracis-19087	115	12	-	-	ADJ
bracis-19087	115	13	entropy	entropy	ADJ
bracis-19087	115	14	loss	loss	NOUN
bracis-19087	115	15	:	:	PUNCT
bracis-19087	115	16	$	$	SYM
bracis-19087	115	17	$	$	SYM
bracis-19087	115	18	\begin{aligned	\begin{aligne	VERB
bracis-19087	115	19	}	}	PUNCT
bracis-19087	115	20	c(a	c(a	PROPN
bracis-19087	115	21	,	,	PUNCT
bracis-19087	115	22	t	t	PROPN
bracis-19087	115	23	,	,	PUNCT
bracis-19087	115	24	w	w	NOUN
bracis-19087	115	25	)	)	PUNCT
bracis-19087	115	26	=	=	VERB
bracis-19087	116	1	-\sum	-\sum	NOUN
bracis-19087	116	2	_	_	PUNCT
bracis-19087	116	3	{	{	PUNCT
bracis-19087	116	4	i=1}^{n}\log	i=1}^{n}\log	X
bracis-19087	116	5	p(t_i|w	p(t_i|w	VERB
bracis-19087	116	6	,	,	PUNCT
bracis-19087	116	7	t_{<i	t_{<i	ADJ
bracis-19087	116	8	}	}	PUNCT
bracis-19087	116	9	)	)	PUNCT
bracis-19087	116	10	\sum	\sum	NOUN
bracis-19087	117	1	_	_	PUNCT
bracis-19087	117	2	{	{	PUNCT
bracis-19087	117	3	i=1}^{n}\sum	i=1}^{n}\sum	VERB
bracis-19087	117	4	_	_	PRON
bracis-19087	117	5	{	{	PUNCT
bracis-19087	117	6	j=1}^{n}\log	j=1}^{n}\log	PROPN
bracis-19087	117	7	p(a_{i	p(a_{i	PROPN
bracis-19087	117	8	,	,	PUNCT
bracis-19087	117	9	j}|w	j}|w	PROPN
bracis-19087	117	10	,	,	PUNCT
bracis-19087	117	11	a_{i,<j},t_{<i+1	a_{i,<j},t_{<i+1	NOUN
bracis-19087	117	12	}	}	PUNCT
bracis-19087	117	13	)	)	PUNCT
bracis-19087	117	14	.	.	PUNCT
bracis-19087	118	1	\end{aligned}$$	\end{aligned}$$	VERB
bracis-19087	119	1	the	the	DET
bracis-19087	119	2	gradients	gradient	NOUN
bracis-19087	119	3	are	be	AUX
bracis-19087	119	4	computed	compute	VERB
bracis-19087	119	5	with	with	ADP
bracis-19087	119	6	backpropagation	backpropagation	NOUN
bracis-19087	119	7	with	with	ADP
bracis-19087	119	8	the	the	DET
bracis-19087	119	9	stochastic	stochastic	ADJ
bracis-19087	119	10	gradient	gradient	ADJ
bracis-19087	119	11	descent	descent	NOUN
bracis-19087	119	12	with	with	ADP
bracis-19087	119	13	mini	mini	NOUN
bracis-19087	119	14	-	-	NOUN
bracis-19087	119	15	batches	batch	NOUN
bracis-19087	119	16	applying	apply	VERB
bracis-19087	119	17	rmsprop	rmsprop	NOUN
bracis-19087	119	18	[	[	X
bracis-19087	119	19	12	12	NUM
bracis-19087	119	20	]	]	SYM
bracis-19087	119	21	weights	weight	NOUN
bracis-19087	119	22	-	-	PUNCT
bracis-19087	119	23	average	average	NOUN
bracis-19087	119	24	.	.	PUNCT
bracis-19087	120	1	5	5	NUM
bracis-19087	120	2	corpus	corpu	NOUN
bracis-19087	120	3	to	to	ADP
bracis-19087	120	4	our	our	PRON
bracis-19087	120	5	knowledge	knowledge	NOUN
bracis-19087	120	6	,	,	PUNCT
bracis-19087	120	7	there	there	PRON
bracis-19087	120	8	is	be	VERB
bracis-19087	120	9	no	no	DET
bracis-19087	120	10	currently	currently	ADV
bracis-19087	120	11	publicly	publicly	ADV
bracis-19087	120	12	available	available	ADJ
bracis-19087	120	13	dataset	dataset	NOUN
bracis-19087	120	14	for	for	ADP
bracis-19087	120	15	ee	ee	PROPN
bracis-19087	120	16	in	in	ADP
bracis-19087	120	17	the	the	DET
bracis-19087	120	18	portuguese	portuguese	ADJ
bracis-19087	120	19	language	language	NOUN
bracis-19087	120	20	that	that	PRON
bracis-19087	120	21	encompasses	encompass	VERB
bracis-19087	120	22	annotation	annotation	NOUN
bracis-19087	120	23	both	both	PRON
bracis-19087	120	24	on	on	ADP
bracis-19087	120	25	event	event	NOUN
bracis-19087	120	26	occurrences	occurrence	NOUN
bracis-19087	120	27	and	and	CCONJ
bracis-19087	120	28	their	their	PRON
bracis-19087	120	29	arguments	argument	NOUN
bracis-19087	120	30	,	,	PUNCT
bracis-19087	120	31	which	which	PRON
bracis-19087	120	32	include	include	VERB
bracis-19087	120	33	event	event	NOUN
bracis-19087	120	34	types	type	NOUN
bracis-19087	120	35	and	and	CCONJ
bracis-19087	120	36	argument	argument	NOUN
bracis-19087	120	37	roles	role	NOUN
bracis-19087	120	38	.	.	PUNCT
bracis-19087	121	1	between	between	ADP
bracis-19087	121	2	the	the	DET
bracis-19087	121	3	two	two	NUM
bracis-19087	121	4	public	public	ADJ
bracis-19087	121	5	available	available	ADJ
bracis-19087	121	6	corpora	corpora	PROPN
bracis-19087	121	7	found	find	VERB
bracis-19087	121	8	in	in	ADP
bracis-19087	121	9	the	the	DET
bracis-19087	121	10	literature	literature	NOUN
bracis-19087	121	11	[	[	X
bracis-19087	121	12	8	8	NUM
bracis-19087	121	13	,	,	PUNCT
bracis-19087	121	14	22	22	NUM
bracis-19087	121	15	]	]	PUNCT
bracis-19087	121	16	,	,	PUNCT
bracis-19087	121	17	the	the	DET
bracis-19087	121	18	timebankpt	timebankpt	NOUN
bracis-19087	121	19	meets	meet	VERB
bracis-19087	121	20	most	most	ADJ
bracis-19087	121	21	of	of	ADP
bracis-19087	121	22	our	our	PRON
bracis-19087	121	23	requirements	requirement	NOUN
bracis-19087	121	24	,	,	PUNCT
bracis-19087	121	25	as	as	SCONJ
bracis-19087	121	26	it	it	PRON
bracis-19087	121	27	was	be	AUX
bracis-19087	121	28	annotated	annotate	VERB
bracis-19087	121	29	following	follow	VERB
bracis-19087	121	30	a	a	DET
bracis-19087	121	31	well	well	ADV
bracis-19087	121	32	-	-	PUNCT
bracis-19087	121	33	defined	define	VERB
bracis-19087	121	34	guideline	guideline	NOUN
bracis-19087	121	35	,	,	PUNCT
bracis-19087	121	36	which	which	PRON
bracis-19087	121	37	is	be	AUX
bracis-19087	121	38	well	well	ADV
bracis-19087	121	39	-	-	PUNCT
bracis-19087	121	40	known	know	VERB
bracis-19087	121	41	and	and	CCONJ
bracis-19087	121	42	used	use	VERB
bracis-19087	121	43	to	to	PART
bracis-19087	121	44	guide	guide	VERB
bracis-19087	121	45	the	the	DET
bracis-19087	121	46	annotation	annotation	NOUN
bracis-19087	121	47	of	of	ADP
bracis-19087	121	48	corpora	corpora	PROPN
bracis-19087	121	49	in	in	ADP
bracis-19087	121	50	other	other	ADJ
bracis-19087	121	51	languages	language	NOUN
bracis-19087	121	52	[	[	X
bracis-19087	121	53	23	23	NUM
bracis-19087	121	54	]	]	PUNCT
bracis-19087	121	55	.	.	PUNCT
bracis-19087	122	1	also	also	ADV
bracis-19087	122	2	,	,	PUNCT
bracis-19087	122	3	it	it	PRON
bracis-19087	122	4	provides	provide	VERB
bracis-19087	122	5	others	other	NOUN
bracis-19087	122	6	annotation	annotation	NOUN
bracis-19087	122	7	information	information	NOUN
bracis-19087	122	8	,	,	PUNCT
bracis-19087	122	9	besides	besides	SCONJ
bracis-19087	122	10	event	event	NOUN
bracis-19087	122	11	mentions	mention	NOUN
bracis-19087	122	12	,	,	PUNCT
bracis-19087	122	13	that	that	PRON
bracis-19087	122	14	can	can	AUX
bracis-19087	122	15	be	be	AUX
bracis-19087	122	16	used	use	VERB
bracis-19087	122	17	to	to	PART
bracis-19087	122	18	perform	perform	VERB
bracis-19087	122	19	related	related	ADJ
bracis-19087	122	20	tasks	task	NOUN
bracis-19087	122	21	,	,	PUNCT
bracis-19087	122	22	such	such	ADJ
bracis-19087	122	23	as	as	ADP
bracis-19087	122	24	event	event	NOUN
bracis-19087	122	25	ordering	ordering	NOUN
bracis-19087	122	26	.	.	PUNCT
bracis-19087	123	1	it	it	PRON
bracis-19087	123	2	is	be	AUX
bracis-19087	123	3	important	important	ADJ
bracis-19087	123	4	to	to	PART
bracis-19087	123	5	notice	notice	VERB
bracis-19087	123	6	that	that	SCONJ
bracis-19087	123	7	the	the	DET
bracis-19087	123	8	notion	notion	NOUN
bracis-19087	123	9	event	event	NOUN
bracis-19087	123	10	in	in	ADP
bracis-19087	123	11	timebankpt	timebankpt	NOUN
bracis-19087	123	12	guidelines	guideline	NOUN
bracis-19087	123	13	agrees	agree	VERB
bracis-19087	123	14	with	with	ADP
bracis-19087	123	15	that	that	PRON
bracis-19087	123	16	of	of	ADP
bracis-19087	123	17	ace	ace	NOUN
bracis-19087	123	18	2005	2005	NUM
bracis-19087	123	19	guidelines	guideline	NOUN
bracis-19087	123	20	,	,	PUNCT
bracis-19087	123	21	which	which	PRON
bracis-19087	123	22	we	we	PRON
bracis-19087	123	23	adopt	adopt	VERB
bracis-19087	123	24	in	in	ADP
bracis-19087	123	25	this	this	DET
bracis-19087	123	26	work	work	NOUN
bracis-19087	123	27	.	.	PUNCT
bracis-19087	124	1	thus	thus	ADV
bracis-19087	124	2	,	,	PUNCT
bracis-19087	124	3	we	we	PRON
bracis-19087	124	4	consider	consider	VERB
bracis-19087	124	5	this	this	DET
bracis-19087	124	6	corpus	corpus	NOUN
bracis-19087	124	7	as	as	ADP
bracis-19087	124	8	an	an	DET
bracis-19087	124	9	interesting	interesting	ADJ
bracis-19087	124	10	resource	resource	NOUN
bracis-19087	124	11	to	to	PART
bracis-19087	124	12	base	base	VERB
bracis-19087	124	13	our	our	PRON
bracis-19087	124	14	work	work	NOUN
bracis-19087	124	15	.	.	PUNCT
bracis-19087	125	1	while	while	SCONJ
bracis-19087	125	2	timebankpt	timebankpt	NOUN
bracis-19087	125	3	describes	describe	VERB
bracis-19087	125	4	classes	class	NOUN
bracis-19087	125	5	attributes	attribute	VERB
bracis-19087	125	6	,	,	PUNCT
bracis-19087	125	7	it	it	PRON
bracis-19087	125	8	does	do	AUX
bracis-19087	125	9	not	not	PART
bracis-19087	125	10	provide	provide	VERB
bracis-19087	125	11	a	a	DET
bracis-19087	125	12	fine	fine	ADJ
bracis-19087	125	13	-	-	PUNCT
bracis-19087	125	14	grain	grain	NOUN
bracis-19087	125	15	distinction	distinction	NOUN
bracis-19087	125	16	of	of	ADP
bracis-19087	125	17	the	the	DET
bracis-19087	125	18	semantics	semantic	NOUN
bracis-19087	125	19	of	of	ADP
bracis-19087	125	20	events	event	NOUN
bracis-19087	125	21	by	by	ADP
bracis-19087	125	22	means	mean	NOUN
bracis-19087	125	23	of	of	ADP
bracis-19087	125	24	a	a	DET
bracis-19087	125	25	semantically	semantically	ADV
bracis-19087	125	26	relevant	relevant	ADJ
bracis-19087	125	27	typology	typology	NOUN
bracis-19087	125	28	of	of	ADP
bracis-19087	125	29	events	event	NOUN
bracis-19087	125	30	.	.	PUNCT
bracis-19087	126	1	more	more	ADV
bracis-19087	126	2	yet	yet	ADV
bracis-19087	126	3	,	,	PUNCT
bracis-19087	126	4	it	it	PRON
bracis-19087	126	5	does	do	AUX
bracis-19087	126	6	not	not	PART
bracis-19087	126	7	contain	contain	VERB
bracis-19087	126	8	annotations	annotation	NOUN
bracis-19087	126	9	of	of	ADP
bracis-19087	126	10	event	event	NOUN
bracis-19087	126	11	arguments	argument	NOUN
bracis-19087	126	12	and	and	CCONJ
bracis-19087	126	13	their	their	PRON
bracis-19087	126	14	roles	role	NOUN
bracis-19087	126	15	,	,	PUNCT
bracis-19087	126	16	which	which	PRON
bracis-19087	126	17	are	be	AUX
bracis-19087	126	18	necessary	necessary	ADJ
bracis-19087	126	19	for	for	ADP
bracis-19087	126	20	our	our	PRON
bracis-19087	126	21	problem	problem	NOUN
bracis-19087	126	22	.	.	PUNCT
bracis-19087	127	1	as	as	ADP
bracis-19087	127	2	such	such	ADJ
bracis-19087	127	3	,	,	PUNCT
bracis-19087	127	4	we	we	PRON
bracis-19087	127	5	enrich	enrich	VERB
bracis-19087	127	6	the	the	DET
bracis-19087	127	7	timebankpt	timebankpt	NOUN
bracis-19087	127	8	corpus	corpus	NOUN
bracis-19087	127	9	with	with	ADP
bracis-19087	127	10	annotation	annotation	NOUN
bracis-19087	127	11	about	about	ADP
bracis-19087	127	12	event	event	NOUN
bracis-19087	127	13	type	type	NOUN
bracis-19087	127	14	and	and	CCONJ
bracis-19087	127	15	argument	argument	NOUN
bracis-19087	127	16	roles	role	NOUN
bracis-19087	127	17	.	.	PUNCT
bracis-19087	128	1	in	in	ADP
bracis-19087	128	2	this	this	DET
bracis-19087	128	3	annotation	annotation	NOUN
bracis-19087	128	4	,	,	PUNCT
bracis-19087	128	5	we	we	PRON
bracis-19087	128	6	employ	employ	VERB
bracis-19087	128	7	the	the	DET
bracis-19087	128	8	event	event	NOUN
bracis-19087	128	9	type	type	NOUN
bracis-19087	128	10	schemata	schemata	NOUN
bracis-19087	128	11	from	from	ADP
bracis-19087	128	12	the	the	DET
bracis-19087	128	13	framenet	framenet	ADJ
bracis-19087	128	14	project	project	NOUN
bracis-19087	128	15	to	to	PART
bracis-19087	128	16	define	define	VERB
bracis-19087	128	17	event	event	NOUN
bracis-19087	128	18	types	type	NOUN
bracis-19087	128	19	and	and	CCONJ
bracis-19087	128	20	argument	argument	NOUN
bracis-19087	128	21	roles	role	NOUN
bracis-19087	128	22	.	.	PUNCT
bracis-19087	129	1	we	we	PRON
bracis-19087	129	2	adopted	adopt	VERB
bracis-19087	129	3	a	a	DET
bracis-19087	129	4	semi	semi	ADJ
bracis-19087	129	5	-	-	ADJ
bracis-19087	129	6	automatic	automatic	ADJ
bracis-19087	129	7	annotation	annotation	NOUN
bracis-19087	129	8	process	process	NOUN
bracis-19087	129	9	,	,	PUNCT
bracis-19087	129	10	in	in	ADP
bracis-19087	129	11	which	which	PRON
bracis-19087	129	12	firstly	firstly	ADV
bracis-19087	129	13	,	,	PUNCT
bracis-19087	129	14	the	the	DET
bracis-19087	129	15	lome	lome	NOUN
bracis-19087	129	16	[	[	X
bracis-19087	129	17	29	29	NUM
bracis-19087	129	18	]	]	PUNCT
bracis-19087	129	19	frame	frame	NOUN
bracis-19087	129	20	parser	parser	NOUN
bracis-19087	129	21	automatically	automatically	ADV
bracis-19087	129	22	annotated	annotate	VERB
bracis-19087	129	23	all	all	DET
bracis-19087	129	24	the	the	DET
bracis-19087	129	25	sentences	sentence	NOUN
bracis-19087	129	26	in	in	ADP
bracis-19087	129	27	the	the	DET
bracis-19087	129	28	corpus	corpus	NOUN
bracis-19087	129	29	,	,	PUNCT
bracis-19087	129	30	followed	follow	VERB
bracis-19087	129	31	by	by	ADP
bracis-19087	129	32	a	a	DET
bracis-19087	129	33	manual	manual	ADJ
bracis-19087	129	34	validation	validation	NOUN
bracis-19087	129	35	and	and	CCONJ
bracis-19087	129	36	correction	correction	NOUN
bracis-19087	129	37	by	by	ADP
bracis-19087	129	38	two	two	NUM
bracis-19087	129	39	human	human	ADJ
bracis-19087	129	40	annotators	annotator	NOUN
bracis-19087	129	41	.	.	PUNCT
bracis-19087	130	1	from	from	ADP
bracis-19087	130	2	the	the	DET
bracis-19087	130	3	7887	7887	NUM
bracis-19087	130	4	events	event	NOUN
bracis-19087	130	5	originally	originally	ADV
bracis-19087	130	6	annotated	annotate	VERB
bracis-19087	130	7	in	in	ADP
bracis-19087	130	8	timebankpt	timebankpt	NOUN
bracis-19087	130	9	,	,	PUNCT
bracis-19087	130	10	6220	6220	NUM
bracis-19087	130	11	(	(	PUNCT
bracis-19087	130	12	79	79	NUM
bracis-19087	130	13	%	%	NOUN
bracis-19087	130	14	)	)	PUNCT
bracis-19087	130	15	were	be	AUX
bracis-19087	130	16	automatically	automatically	ADV
bracis-19087	130	17	identified	identify	VERB
bracis-19087	130	18	by	by	ADP
bracis-19087	130	19	lome	lome	NOUN
bracis-19087	130	20	and	and	CCONJ
bracis-19087	130	21	analyzed	analyze	VERB
bracis-19087	130	22	by	by	ADP
bracis-19087	130	23	the	the	DET
bracis-19087	130	24	human	human	ADJ
bracis-19087	130	25	annotators	annotator	NOUN
bracis-19087	130	26	.	.	PUNCT
bracis-19087	131	1	we	we	PRON
bracis-19087	131	2	measured	measure	VERB
bracis-19087	131	3	the	the	DET
bracis-19087	131	4	inter	inter	NOUN
bracis-19087	131	5	-	-	NOUN
bracis-19087	131	6	annotator	annotator	ADJ
bracis-19087	131	7	over	over	ADP
bracis-19087	131	8	10	10	NUM
bracis-19087	131	9	%	%	NOUN
bracis-19087	131	10	of	of	ADP
bracis-19087	131	11	a	a	DET
bracis-19087	131	12	common	common	ADJ
bracis-19087	131	13	set	set	NOUN
bracis-19087	131	14	of	of	ADP
bracis-19087	131	15	event	event	NOUN
bracis-19087	131	16	type	type	NOUN
bracis-19087	131	17	annotations	annotation	NOUN
bracis-19087	131	18	to	to	PART
bracis-19087	131	19	assess	assess	VERB
bracis-19087	131	20	the	the	DET
bracis-19087	131	21	reliability	reliability	NOUN
bracis-19087	131	22	of	of	ADP
bracis-19087	131	23	the	the	DET
bracis-19087	131	24	annotation	annotation	NOUN
bracis-19087	131	25	process	process	NOUN
bracis-19087	131	26	.	.	PUNCT
bracis-19087	132	1	the	the	DET
bracis-19087	132	2	annotators	annotator	NOUN
bracis-19087	132	3	achieved	achieve	VERB
bracis-19087	132	4	an	an	DET
bracis-19087	132	5	inter	inter	ADJ
bracis-19087	132	6	-	-	ADJ
bracis-19087	132	7	annotator	annotator	ADJ
bracis-19087	132	8	agreement	agreement	NOUN
bracis-19087	132	9	of	of	ADP
bracis-19087	132	10	0.78	0.78	NUM
bracis-19087	132	11	as	as	SCONJ
bracis-19087	132	12	measured	measure	VERB
bracis-19087	132	13	by	by	ADP
bracis-19087	132	14	the	the	DET
bracis-19087	132	15	cohen	cohen	PROPN
bracis-19087	132	16	’s	’s	PART
bracis-19087	132	17	kappa	kappa	PROPN
bracis-19087	132	18	 	 	SPACE
bracis-19087	132	19	[	[	X
bracis-19087	132	20	5	5	NUM
bracis-19087	132	21	]	]	PUNCT
bracis-19087	132	22	coefficient	coefficient	NOUN
bracis-19087	132	23	,	,	PUNCT
bracis-19087	132	24	which	which	PRON
bracis-19087	132	25	is	be	AUX
bracis-19087	132	26	considered	consider	VERB
bracis-19087	132	27	a	a	DET
bracis-19087	132	28	good	good	ADJ
bracis-19087	132	29	value	value	NOUN
bracis-19087	132	30	.	.	PUNCT
bracis-19087	133	1	we	we	PRON
bracis-19087	133	2	evaluate	evaluate	VERB
bracis-19087	133	3	the	the	DET
bracis-19087	133	4	proposed	propose	VERB
bracis-19087	133	5	model	model	NOUN
bracis-19087	133	6	for	for	ADP
bracis-19087	133	7	ee	ee	PROPN
bracis-19087	133	8	on	on	ADP
bracis-19087	133	9	this	this	DET
bracis-19087	133	10	tefa	tefa	NOUN
bracis-19087	133	11	(	(	PUNCT
bracis-19087	133	12	timebankpt	timebankpt	NOUN
bracis-19087	133	13	event	event	NOUN
bracis-19087	133	14	frames	frame	VERB
bracis-19087	133	15	annotation	annotation	NOUN
bracis-19087	133	16	)	)	PUNCT
bracis-19087	133	17	dataset	dataset	NOUN
bracis-19087	133	18	obtained	obtain	VERB
bracis-19087	133	19	as	as	ADP
bracis-19087	133	20	a	a	DET
bracis-19087	133	21	result	result	NOUN
bracis-19087	133	22	of	of	ADP
bracis-19087	133	23	our	our	PRON
bracis-19087	133	24	annotation	annotation	NOUN
bracis-19087	133	25	process	process	NOUN
bracis-19087	133	26	.	.	PUNCT
bracis-19087	134	1	the	the	DET
bracis-19087	134	2	tefa	tefa	PROPN
bracis-19087	134	3	corpus	corpus	PROPN
bracis-19087	134	4	contains	contain	VERB
bracis-19087	134	5	annotation	annotation	NOUN
bracis-19087	134	6	of	of	ADP
bracis-19087	134	7	6620	6620	NUM
bracis-19087	134	8	event	event	NOUN
bracis-19087	134	9	mentions	mention	NOUN
bracis-19087	134	10	of	of	ADP
bracis-19087	134	11	514	514	NUM
bracis-19087	134	12	different	different	ADJ
bracis-19087	134	13	types	type	NOUN
bracis-19087	134	14	and	and	CCONJ
bracis-19087	134	15	1936	1936	NUM
bracis-19087	134	16	arguments	argument	NOUN
bracis-19087	134	17	.	.	PUNCT
bracis-19087	135	1	6	6	NUM
bracis-19087	135	2	experiments	experiment	NOUN
bracis-19087	135	3	in	in	ADP
bracis-19087	135	4	the	the	DET
bracis-19087	135	5	following	following	NOUN
bracis-19087	135	6	,	,	PUNCT
bracis-19087	135	7	we	we	PRON
bracis-19087	135	8	describe	describe	VERB
bracis-19087	135	9	our	our	PRON
bracis-19087	135	10	empirical	empirical	ADJ
bracis-19087	135	11	investigation	investigation	NOUN
bracis-19087	135	12	on	on	ADP
bracis-19087	135	13	ee	ee	PROPN
bracis-19087	135	14	for	for	ADP
bracis-19087	135	15	the	the	DET
bracis-19087	135	16	portuguese	portuguese	ADJ
bracis-19087	135	17	language	language	NOUN
bracis-19087	135	18	,	,	PUNCT
bracis-19087	135	19	based	base	VERB
bracis-19087	135	20	on	on	ADP
bracis-19087	135	21	the	the	DET
bracis-19087	135	22	joint	joint	ADJ
bracis-19087	135	23	identification	identification	NOUN
bracis-19087	135	24	and	and	CCONJ
bracis-19087	135	25	classification	classification	NOUN
bracis-19087	135	26	model	model	NOUN
bracis-19087	135	27	proposed	propose	VERB
bracis-19087	135	28	in	in	ADP
bracis-19087	135	29	sect	sect	NOUN
bracis-19087	135	30	.	.	PUNCT
bracis-19087	135	31	 	 	SPACE
bracis-19087	135	32	4	4	NUM
bracis-19087	135	33	and	and	CCONJ
bracis-19087	135	34	evaluated	evaluate	VERB
bracis-19087	135	35	on	on	ADP
bracis-19087	135	36	the	the	DET
bracis-19087	135	37	tefa	tefa	PROPN
bracis-19087	135	38	corpus	corpus	PROPN
bracis-19087	135	39	described	describe	VERB
bracis-19087	135	40	in	in	ADP
bracis-19087	135	41	the	the	DET
bracis-19087	135	42	previous	previous	ADJ
bracis-19087	135	43	section	section	NOUN
bracis-19087	135	44	.	.	PUNCT
bracis-19087	136	1	6.1	6.1	NUM
bracis-19087	136	2	dataset	dataset	NOUN
bracis-19087	136	3	,	,	PUNCT
bracis-19087	136	4	parameters	parameter	NOUN
bracis-19087	136	5	,	,	PUNCT
bracis-19087	136	6	and	and	CCONJ
bracis-19087	136	7	resources	resource	NOUN
bracis-19087	136	8	for	for	ADP
bracis-19087	136	9	all	all	DET
bracis-19087	136	10	the	the	DET
bracis-19087	136	11	experiments	experiment	NOUN
bracis-19087	136	12	,	,	PUNCT
bracis-19087	136	13	in	in	ADP
bracis-19087	136	14	the	the	DET
bracis-19087	136	15	trigger	trigger	NOUN
bracis-19087	136	16	and	and	CCONJ
bracis-19087	136	17	sentence	sentence	NOUN
bracis-19087	136	18	encoding	encoding	NOUN
bracis-19087	136	19	phase	phase	NOUN
bracis-19087	136	20	,	,	PUNCT
bracis-19087	136	21	we	we	PRON
bracis-19087	136	22	use	use	VERB
bracis-19087	136	23	768	768	NUM
bracis-19087	136	24	dimensions	dimension	NOUN
bracis-19087	136	25	for	for	ADP
bracis-19087	136	26	the	the	DET
bracis-19087	136	27	word	word	NOUN
bracis-19087	136	28	embeddings	embedding	NOUN
bracis-19087	136	29	.	.	PUNCT
bracis-19087	137	1	we	we	PRON
bracis-19087	137	2	extracted	extract	VERB
bracis-19087	137	3	these	these	DET
bracis-19087	137	4	embeddings	embedding	NOUN
bracis-19087	137	5	from	from	ADP
bracis-19087	137	6	the	the	DET
bracis-19087	137	7	bertimbau	bertimbau	ADJ
bracis-19087	137	8	base	base	NOUN
bracis-19087	137	9	model	model	NOUN
bracis-19087	137	10	,	,	PUNCT
bracis-19087	137	11	where	where	SCONJ
bracis-19087	137	12	we	we	PRON
bracis-19087	137	13	compose	compose	VERB
bracis-19087	137	14	the	the	DET
bracis-19087	137	15	resulting	result	VERB
bracis-19087	137	16	wordpiece	wordpiece	PROPN
bracis-19087	137	17	sub	sub	NOUN
bracis-19087	137	18	-	-	NOUN
bracis-19087	137	19	tokens	token	NOUN
bracis-19087	137	20	by	by	ADP
bracis-19087	137	21	adding	add	VERB
bracis-19087	137	22	them	they	PRON
bracis-19087	137	23	.	.	PUNCT
bracis-19087	138	1	we	we	PRON
bracis-19087	138	2	use	use	VERB
bracis-19087	138	3	350	350	NUM
bracis-19087	138	4	units	unit	NOUN
bracis-19087	138	5	in	in	ADP
bracis-19087	138	6	the	the	DET
bracis-19087	138	7	hidden	hidden	ADJ
bracis-19087	138	8	layers	layer	NOUN
bracis-19087	138	9	for	for	ADP
bracis-19087	138	10	the	the	DET
bracis-19087	138	11	lstms	lstms	NOUN
bracis-19087	138	12	.	.	PUNCT
bracis-19087	139	1	for	for	ADP
bracis-19087	139	2	the	the	DET
bracis-19087	139	3	trigger	trigger	NOUN
bracis-19087	139	4	representation	representation	NOUN
bracis-19087	139	5	,	,	PUNCT
bracis-19087	139	6	during	during	ADP
bracis-19087	139	7	training	training	NOUN
bracis-19087	139	8	,	,	PUNCT
bracis-19087	139	9	we	we	PRON
bracis-19087	139	10	use	use	VERB
bracis-19087	139	11	a	a	DET
bracis-19087	139	12	dropout	dropout	NOUN
bracis-19087	139	13	layer	layer	NOUN
bracis-19087	139	14	of	of	ADP
bracis-19087	139	15	25	25	NUM
bracis-19087	139	16	%	%	NOUN
bracis-19087	139	17	rate	rate	NOUN
bracis-19087	139	18	over	over	ADP
bracis-19087	139	19	the	the	DET
bracis-19087	139	20	input	input	NOUN
bracis-19087	139	21	word	word	NOUN
bracis-19087	139	22	embedding	embed	VERB
bracis-19087	139	23	followed	follow	VERB
bracis-19087	139	24	by	by	ADP
bracis-19087	139	25	a	a	DET
bracis-19087	139	26	feed	feed	NOUN
bracis-19087	139	27	-	-	PUNCT
bracis-19087	139	28	forward	forward	NOUN
bracis-19087	139	29	neural	neural	ADJ
bracis-19087	139	30	network	network	NOUN
bracis-19087	139	31	with	with	ADP
bracis-19087	139	32	700	700	NUM
bracis-19087	139	33	units	unit	NOUN
bracis-19087	139	34	with	with	ADP
bracis-19087	139	35	relu	relu	NOUN
bracis-19087	139	36	activation	activation	NOUN
bracis-19087	139	37	function	function	NOUN
bracis-19087	139	38	.	.	PUNCT
bracis-19087	140	1	after	after	ADP
bracis-19087	140	2	this	this	DET
bracis-19087	140	3	layer	layer	NOUN
bracis-19087	140	4	,	,	PUNCT
bracis-19087	140	5	we	we	PRON
bracis-19087	140	6	employed	employ	VERB
bracis-19087	140	7	a	a	DET
bracis-19087	140	8	batch	batch	NOUN
bracis-19087	140	9	normalization	normalization	NOUN
bracis-19087	140	10	layer	layer	NOUN
bracis-19087	141	1	[	[	X
bracis-19087	141	2	14	14	NUM
bracis-19087	141	3	]	]	PUNCT
bracis-19087	141	4	,	,	PUNCT
bracis-19087	141	5	and	and	CCONJ
bracis-19087	141	6	another	another	DET
bracis-19087	141	7	dropout	dropout	NOUN
bracis-19087	141	8	layer	layer	NOUN
bracis-19087	141	9	of	of	ADP
bracis-19087	141	10	50	50	NUM
bracis-19087	141	11	%	%	NOUN
bracis-19087	141	12	rate	rate	NOUN
bracis-19087	141	13	.	.	PUNCT
bracis-19087	142	1	regarding	regard	VERB
bracis-19087	142	2	the	the	DET
bracis-19087	142	3	argument	argument	NOUN
bracis-19087	142	4	prediction	prediction	NOUN
bracis-19087	142	5	phase	phase	NOUN
bracis-19087	142	6	,	,	PUNCT
bracis-19087	142	7	at	at	ADP
bracis-19087	142	8	each	each	DET
bracis-19087	142	9	time	time	NOUN
bracis-19087	142	10	step	step	NOUN
bracis-19087	142	11	of	of	ADP
bracis-19087	142	12	the	the	DET
bracis-19087	142	13	bilstm	bilstm	NOUN
bracis-19087	142	14	,	,	PUNCT
bracis-19087	142	15	of	of	ADP
bracis-19087	142	16	the	the	DET
bracis-19087	142	17	sentence	sentence	NOUN
bracis-19087	142	18	representation	representation	NOUN
bracis-19087	142	19	phase	phase	NOUN
bracis-19087	142	20	,	,	PUNCT
bracis-19087	142	21	we	we	PRON
bracis-19087	142	22	concatenate	concatenate	VERB
bracis-19087	142	23	the	the	DET
bracis-19087	142	24	trigger	trigger	NOUN
bracis-19087	142	25	representation	representation	NOUN
bracis-19087	142	26	with	with	ADP
bracis-19087	142	27	the	the	DET
bracis-19087	142	28	two	two	NUM
bracis-19087	142	29	hidden	hide	VERB
bracis-19087	142	30	unit	unit	NOUN
bracis-19087	142	31	vectors	vector	NOUN
bracis-19087	142	32	,	,	PUNCT
bracis-19087	142	33	constructing	construct	VERB
bracis-19087	142	34	a	a	DET
bracis-19087	142	35	vector	vector	NOUN
bracis-19087	142	36	representation	representation	NOUN
bracis-19087	142	37	of	of	ADP
bracis-19087	142	38	1400	1400	NUM
bracis-19087	142	39	activations	activation	NOUN
bracis-19087	142	40	,	,	PUNCT
bracis-19087	142	41	and	and	CCONJ
bracis-19087	142	42	applied	apply	VERB
bracis-19087	142	43	a	a	DET
bracis-19087	142	44	time	time	NOUN
bracis-19087	142	45	distributed	distribute	VERB
bracis-19087	142	46	feed	feed	NOUN
bracis-19087	142	47	-	-	PUNCT
bracis-19087	142	48	forward	forward	NOUN
bracis-19087	142	49	layer	layer	NOUN
bracis-19087	142	50	with	with	ADP
bracis-19087	142	51	700	700	NUM
bracis-19087	142	52	units	unit	NOUN
bracis-19087	142	53	with	with	ADP
bracis-19087	142	54	relu	relu	NOUN
bracis-19087	142	55	activation	activation	NOUN
bracis-19087	142	56	function	function	NOUN
bracis-19087	142	57	followed	follow	VERB
bracis-19087	142	58	by	by	ADP
bracis-19087	142	59	a	a	DET
bracis-19087	142	60	final	final	ADJ
bracis-19087	142	61	softmax	softmax	NOUN
bracis-19087	142	62	layer	layer	NOUN
bracis-19087	142	63	for	for	ADP
bracis-19087	142	64	probability	probability	NOUN
bracis-19087	142	65	distribution	distribution	NOUN
bracis-19087	142	66	prediction	prediction	NOUN
bracis-19087	142	67	for	for	ADP
bracis-19087	142	68	the	the	DET
bracis-19087	142	69	argument	argument	NOUN
bracis-19087	142	70	role	role	NOUN
bracis-19087	142	71	labels	label	NOUN
bracis-19087	142	72	.	.	PUNCT
bracis-19087	143	1	for	for	ADP
bracis-19087	143	2	the	the	DET
bracis-19087	143	3	ed	ed	NOUN
bracis-19087	143	4	part	part	NOUN
bracis-19087	143	5	of	of	ADP
bracis-19087	143	6	the	the	DET
bracis-19087	143	7	model	model	NOUN
bracis-19087	143	8	,	,	PUNCT
bracis-19087	143	9	we	we	PRON
bracis-19087	143	10	apply	apply	VERB
bracis-19087	143	11	a	a	DET
bracis-19087	143	12	softmax	softmax	NOUN
bracis-19087	143	13	dense	dense	ADJ
bracis-19087	143	14	layer	layer	NOUN
bracis-19087	143	15	over	over	ADP
bracis-19087	143	16	the	the	DET
bracis-19087	143	17	shared	share	VERB
bracis-19087	143	18	event	event	NOUN
bracis-19087	143	19	trigger	trigger	NOUN
bracis-19087	143	20	representation	representation	NOUN
bracis-19087	143	21	.	.	PUNCT
bracis-19087	144	1	finally	finally	ADV
bracis-19087	144	2	,	,	PUNCT
bracis-19087	144	3	during	during	ADP
bracis-19087	144	4	training	training	NOUN
bracis-19087	144	5	,	,	PUNCT
bracis-19087	144	6	we	we	PRON
bracis-19087	144	7	use	use	VERB
bracis-19087	144	8	a	a	DET
bracis-19087	144	9	mini	mini	NOUN
bracis-19087	144	10	-	-	NOUN
bracis-19087	144	11	batch	batch	NOUN
bracis-19087	144	12	of	of	ADP
bracis-19087	144	13	size	size	NOUN
bracis-19087	144	14	128	128	NUM
bracis-19087	144	15	.	.	PUNCT
bracis-19087	145	1	these	these	DET
bracis-19087	145	2	parameter	parameter	NOUN
bracis-19087	145	3	values	value	NOUN
bracis-19087	145	4	were	be	AUX
bracis-19087	145	5	selected	select	VERB
bracis-19087	145	6	according	accord	VERB
bracis-19087	145	7	to	to	ADP
bracis-19087	145	8	the	the	DET
bracis-19087	145	9	validation	validation	NOUN
bracis-19087	145	10	data	datum	NOUN
bracis-19087	145	11	.	.	PUNCT
bracis-19087	146	1	we	we	PRON
bracis-19087	146	2	applied	apply	VERB
bracis-19087	146	3	the	the	DET
bracis-19087	146	4	pre	pre	ADJ
bracis-19087	146	5	-	-	ADJ
bracis-19087	146	6	trained	train	VERB
bracis-19087	146	7	language	language	NOUN
bracis-19087	146	8	representations	representation	NOUN
bracis-19087	146	9	from	from	ADP
bracis-19087	146	10	bertimbau	bertimbau	NOUN
bracis-19087	146	11	-	-	PUNCT
bracis-19087	146	12	base	base	NOUN
bracis-19087	146	13	in	in	ADP
bracis-19087	146	14	a	a	DET
bracis-19087	146	15	feature	feature	NOUN
bracis-19087	146	16	-	-	PUNCT
bracis-19087	146	17	based	base	VERB
bracis-19087	146	18	approach	approach	NOUN
bracis-19087	146	19	.	.	PUNCT
bracis-19087	147	1	we	we	PRON
bracis-19087	147	2	follow	follow	VERB
bracis-19087	147	3	devlin	devlin	PROPN
bracis-19087	147	4	et	et	PROPN
bracis-19087	147	5	al	al	PROPN
bracis-19087	147	6	.	.	PUNCT
bracis-19087	147	7	 	 	SPACE
bracis-19087	148	1	[	[	X
bracis-19087	148	2	9	9	NUM
bracis-19087	148	3	]	]	PUNCT
bracis-19087	148	4	,	,	PUNCT
bracis-19087	148	5	applying	apply	VERB
bracis-19087	148	6	a	a	DET
bracis-19087	148	7	feature	feature	NOUN
bracis-19087	148	8	-	-	PUNCT
bracis-19087	148	9	based	base	VERB
bracis-19087	148	10	approach	approach	NOUN
bracis-19087	148	11	by	by	ADP
bracis-19087	148	12	extracting	extract	VERB
bracis-19087	148	13	the	the	DET
bracis-19087	148	14	activations	activation	NOUN
bracis-19087	148	15	from	from	ADP
bracis-19087	148	16	one	one	NUM
bracis-19087	148	17	or	or	CCONJ
bracis-19087	148	18	more	more	ADJ
bracis-19087	148	19	layers	layer	NOUN
bracis-19087	148	20	without	without	ADP
bracis-19087	148	21	fine	fine	ADV
bracis-19087	148	22	-	-	PUNCT
bracis-19087	148	23	tuning	tune	VERB
bracis-19087	148	24	any	any	DET
bracis-19087	148	25	parameters	parameter	NOUN
bracis-19087	148	26	of	of	ADP
bracis-19087	148	27	bertimbau	bertimbau	NOUN
bracis-19087	148	28	-	-	PUNCT
bracis-19087	148	29	base	base	NOUN
bracis-19087	148	30	.	.	PUNCT
bracis-19087	149	1	during	during	ADP
bracis-19087	149	2	the	the	DET
bracis-19087	149	3	model	model	NOUN
bracis-19087	149	4	development	development	NOUN
bracis-19087	149	5	,	,	PUNCT
bracis-19087	149	6	we	we	PRON
bracis-19087	149	7	evaluated	evaluate	VERB
bracis-19087	149	8	three	three	NUM
bracis-19087	149	9	different	different	ADJ
bracis-19087	149	10	strategies	strategy	NOUN
bracis-19087	149	11	:	:	PUNCT
bracis-19087	149	12	capturing	capture	VERB
bracis-19087	149	13	the	the	DET
bracis-19087	149	14	last	last	ADJ
bracis-19087	149	15	hidden	hide	VERB
bracis-19087	149	16	layer	layer	NOUN
bracis-19087	149	17	activations	activation	NOUN
bracis-19087	149	18	,	,	PUNCT
bracis-19087	149	19	summing	sum	VERB
bracis-19087	149	20	the	the	DET
bracis-19087	149	21	last	last	ADJ
bracis-19087	149	22	four	four	NUM
bracis-19087	149	23	,	,	PUNCT
bracis-19087	149	24	and	and	CCONJ
bracis-19087	149	25	summing	sum	VERB
bracis-19087	149	26	all	all	DET
bracis-19087	149	27	the	the	DET
bracis-19087	149	28	twelve	twelve	NOUN
bracis-19087	149	29	.	.	PUNCT
bracis-19087	150	1	from	from	ADP
bracis-19087	150	2	now	now	ADV
bracis-19087	150	3	on	on	ADV
bracis-19087	150	4	we	we	PRON
bracis-19087	150	5	will	will	AUX
bracis-19087	150	6	refer	refer	VERB
bracis-19087	150	7	to	to	ADP
bracis-19087	150	8	these	these	DET
bracis-19087	150	9	strategies	strategy	NOUN
bracis-19087	150	10	as	as	ADP
bracis-19087	150	11	last	last	ADJ
bracis-19087	150	12	hidden	hide	VERB
bracis-19087	150	13	,	,	PUNCT
bracis-19087	150	14	sum	sum	NOUN
bracis-19087	150	15	last	last	ADJ
bracis-19087	150	16	4	4	NUM
bracis-19087	150	17	,	,	PUNCT
bracis-19087	150	18	and	and	CCONJ
bracis-19087	150	19	sum	sum	VERB
bracis-19087	150	20	all	all	DET
bracis-19087	150	21	12	12	NUM
bracis-19087	150	22	,	,	PUNCT
bracis-19087	150	23	respectively	respectively	ADV
bracis-19087	150	24	.	.	PUNCT
bracis-19087	151	1	regarding	regard	VERB
bracis-19087	151	2	the	the	DET
bracis-19087	151	3	event	event	NOUN
bracis-19087	151	4	types	type	NOUN
bracis-19087	151	5	and	and	CCONJ
bracis-19087	151	6	argument	argument	NOUN
bracis-19087	151	7	roles	role	NOUN
bracis-19087	151	8	labels	label	NOUN
bracis-19087	151	9	,	,	PUNCT
bracis-19087	151	10	we	we	PRON
bracis-19087	151	11	consider	consider	VERB
bracis-19087	151	12	a	a	DET
bracis-19087	151	13	set	set	NOUN
bracis-19087	151	14	of	of	ADP
bracis-19087	151	15	514	514	NUM
bracis-19087	151	16	event	event	NOUN
bracis-19087	151	17	types	type	NOUN
bracis-19087	151	18	from	from	ADP
bracis-19087	151	19	framenet	framenet	NOUN
bracis-19087	151	20	[	[	X
bracis-19087	151	21	2	2	NUM
bracis-19087	151	22	]	]	PUNCT
bracis-19087	151	23	plus	plus	CCONJ
bracis-19087	151	24	the	the	DET
bracis-19087	151	25	none	none	NOUN
bracis-19087	151	26	type	type	NOUN
bracis-19087	151	27	,	,	PUNCT
bracis-19087	151	28	which	which	PRON
bracis-19087	151	29	identifies	identify	VERB
bracis-19087	151	30	a	a	DET
bracis-19087	151	31	word	word	NOUN
bracis-19087	151	32	as	as	ADP
bracis-19087	151	33	not	not	PART
bracis-19087	151	34	denoting	denote	VERB
bracis-19087	151	35	an	an	DET
bracis-19087	151	36	event	event	NOUN
bracis-19087	151	37	,	,	PUNCT
bracis-19087	151	38	and	and	CCONJ
bracis-19087	151	39	a	a	DET
bracis-19087	151	40	set	set	NOUN
bracis-19087	151	41	of	of	ADP
bracis-19087	151	42	1936	1936	NUM
bracis-19087	151	43	argument	argument	NOUN
bracis-19087	151	44	roles	role	VERB
bracis-19087	151	45	types	type	NOUN
bracis-19087	151	46	as	as	SCONJ
bracis-19087	151	47	defined	define	VERB
bracis-19087	151	48	in	in	ADP
bracis-19087	151	49	framenet	framenet	NOUN
bracis-19087	151	50	 	 	SPACE
bracis-19087	152	1	[	[	X
bracis-19087	152	2	2	2	NUM
bracis-19087	152	3	]	]	PUNCT
bracis-19087	152	4	.	.	PUNCT
bracis-19087	153	1	we	we	PRON
bracis-19087	153	2	adopted	adopt	VERB
bracis-19087	153	3	the	the	DET
bracis-19087	153	4	bio	bio	NOUN
bracis-19087	153	5	annotation	annotation	NOUN
bracis-19087	153	6	schema	schema	NOUN
bracis-19087	153	7	to	to	PART
bracis-19087	153	8	assign	assign	VERB
bracis-19087	153	9	argument	argument	NOUN
bracis-19087	153	10	role	role	NOUN
bracis-19087	153	11	labels	label	NOUN
bracis-19087	153	12	to	to	ADP
bracis-19087	153	13	each	each	DET
bracis-19087	153	14	token	token	VERB
bracis-19087	153	15	in	in	ADP
bracis-19087	153	16	the	the	DET
bracis-19087	153	17	sentence	sentence	NOUN
bracis-19087	153	18	,	,	PUNCT
bracis-19087	153	19	achieving	achieve	VERB
bracis-19087	153	20	a	a	DET
bracis-19087	153	21	total	total	NOUN
bracis-19087	153	22	of	of	ADP
bracis-19087	153	23	3873	3873	NUM
bracis-19087	153	24	labels	label	NOUN
bracis-19087	153	25	(	(	PUNCT
bracis-19087	153	26	two	two	NUM
bracis-19087	153	27	times	time	NOUN
bracis-19087	153	28	the	the	DET
bracis-19087	153	29	number	number	NOUN
bracis-19087	153	30	of	of	ADP
bracis-19087	153	31	argument	argument	NOUN
bracis-19087	153	32	role	role	NOUN
bracis-19087	153	33	types	type	NOUN
bracis-19087	153	34	,	,	PUNCT
bracis-19087	153	35	corresponding	correspond	VERB
bracis-19087	153	36	to	to	ADP
bracis-19087	153	37	the	the	DET
bracis-19087	153	38	labels	label	NOUN
bracis-19087	153	39	begin	begin	VERB
bracis-19087	153	40	and	and	CCONJ
bracis-19087	153	41	in	in	ADP
bracis-19087	153	42	for	for	ADP
bracis-19087	153	43	each	each	DET
bracis-19087	153	44	argument	argument	NOUN
bracis-19087	153	45	role	role	NOUN
bracis-19087	153	46	type	type	NOUN
bracis-19087	153	47	,	,	PUNCT
bracis-19087	153	48	plus	plus	CCONJ
bracis-19087	153	49	one	one	NUM
bracis-19087	153	50	outside	outside	ADJ
bracis-19087	153	51	label	label	NOUN
bracis-19087	153	52	)	)	PUNCT
bracis-19087	153	53	.	.	PUNCT
bracis-19087	154	1	to	to	PART
bracis-19087	154	2	evaluate	evaluate	VERB
bracis-19087	154	3	our	our	PRON
bracis-19087	154	4	method	method	NOUN
bracis-19087	154	5	,	,	PUNCT
bracis-19087	154	6	we	we	PRON
bracis-19087	154	7	defined	define	VERB
bracis-19087	154	8	two	two	NUM
bracis-19087	154	9	scenarios	scenario	NOUN
bracis-19087	154	10	considering	consider	VERB
bracis-19087	154	11	the	the	DET
bracis-19087	154	12	amount	amount	NOUN
bracis-19087	154	13	of	of	ADP
bracis-19087	154	14	annotated	annotate	VERB
bracis-19087	154	15	examples	example	NOUN
bracis-19087	154	16	for	for	ADP
bracis-19087	154	17	each	each	DET
bracis-19087	154	18	event	event	NOUN
bracis-19087	154	19	type	type	NOUN
bracis-19087	154	20	.	.	PUNCT
bracis-19087	155	1	the	the	DET
bracis-19087	155	2	first	first	ADJ
bracis-19087	155	3	consisted	consist	VERB
bracis-19087	155	4	only	only	ADV
bracis-19087	155	5	of	of	ADP
bracis-19087	155	6	event	event	NOUN
bracis-19087	155	7	mentions	mention	NOUN
bracis-19087	155	8	of	of	ADP
bracis-19087	155	9	target	target	NOUN
bracis-19087	155	10	types	type	NOUN
bracis-19087	155	11	containing	contain	VERB
bracis-19087	155	12	more	more	ADJ
bracis-19087	155	13	than	than	ADP
bracis-19087	155	14	100	100	NUM
bracis-19087	155	15	examples	example	NOUN
bracis-19087	155	16	in	in	ADP
bracis-19087	155	17	the	the	DET
bracis-19087	155	18	training	training	NOUN
bracis-19087	155	19	corpus	corpus	NOUN
bracis-19087	155	20	,	,	PUNCT
bracis-19087	155	21	consisting	consist	VERB
bracis-19087	155	22	of	of	ADP
bracis-19087	155	23	7	7	NUM
bracis-19087	155	24	event	event	NOUN
bracis-19087	155	25	types	type	NOUN
bracis-19087	155	26	with	with	ADP
bracis-19087	155	27	93	93	NUM
bracis-19087	155	28	argument	argument	NOUN
bracis-19087	155	29	roles	role	NOUN
bracis-19087	155	30	.	.	PUNCT
bracis-19087	156	1	the	the	DET
bracis-19087	156	2	second	second	ADJ
bracis-19087	156	3	consisted	consist	VERB
bracis-19087	156	4	of	of	ADP
bracis-19087	156	5	all	all	DET
bracis-19087	156	6	event	event	NOUN
bracis-19087	156	7	types	type	NOUN
bracis-19087	156	8	annotated	annotate	VERB
bracis-19087	156	9	in	in	ADP
bracis-19087	156	10	the	the	DET
bracis-19087	156	11	corpus	corpus	NOUN
bracis-19087	156	12	,	,	PUNCT
bracis-19087	156	13	containing	contain	VERB
bracis-19087	156	14	514	514	NUM
bracis-19087	156	15	event	event	NOUN
bracis-19087	156	16	types	type	NOUN
bracis-19087	156	17	with	with	ADP
bracis-19087	156	18	1936	1936	NUM
bracis-19087	156	19	argument	argument	NOUN
bracis-19087	156	20	roles	role	NOUN
bracis-19087	156	21	.	.	PUNCT
bracis-19087	157	1	the	the	DET
bracis-19087	157	2	purpose	purpose	NOUN
bracis-19087	157	3	of	of	ADP
bracis-19087	157	4	this	this	DET
bracis-19087	157	5	procedure	procedure	NOUN
bracis-19087	157	6	was	be	AUX
bracis-19087	157	7	to	to	PART
bracis-19087	157	8	investigate	investigate	VERB
bracis-19087	157	9	the	the	DET
bracis-19087	157	10	influence	influence	NOUN
bracis-19087	157	11	of	of	ADP
bracis-19087	157	12	the	the	DET
bracis-19087	157	13	number	number	NOUN
bracis-19087	157	14	of	of	ADP
bracis-19087	157	15	training	training	NOUN
bracis-19087	157	16	examples	example	NOUN
bracis-19087	157	17	in	in	ADP
bracis-19087	157	18	the	the	DET
bracis-19087	157	19	performance	performance	NOUN
bracis-19087	157	20	of	of	ADP
bracis-19087	157	21	the	the	DET
bracis-19087	157	22	method	method	NOUN
bracis-19087	157	23	and	and	CCONJ
bracis-19087	157	24	possibly	possibly	ADV
bracis-19087	157	25	infer	infer	VERB
bracis-19087	157	26	the	the	DET
bracis-19087	157	27	effort	effort	NOUN
bracis-19087	157	28	to	to	PART
bracis-19087	157	29	further	far	ADV
bracis-19087	157	30	support	support	VERB
bracis-19087	157	31	new	new	ADJ
bracis-19087	157	32	event	event	NOUN
bracis-19087	157	33	types	type	NOUN
bracis-19087	157	34	.	.	PUNCT
bracis-19087	158	1	we	we	PRON
bracis-19087	158	2	use	use	VERB
bracis-19087	158	3	the	the	DET
bracis-19087	158	4	criteria	criterion	NOUN
bracis-19087	158	5	for	for	ADP
bracis-19087	158	6	evaluation	evaluation	NOUN
bracis-19087	158	7	described	describe	VERB
bracis-19087	158	8	on	on	ADP
bracis-19087	158	9	sect	sect	NOUN
bracis-19087	158	10	.	.	PUNCT
bracis-19087	158	11	 	 	SPACE
bracis-19087	159	1	3	3	X
bracis-19087	159	2	.	.	PUNCT
bracis-19087	159	3	to	to	PART
bracis-19087	159	4	provide	provide	VERB
bracis-19087	159	5	a	a	DET
bracis-19087	159	6	meaningful	meaningful	ADJ
bracis-19087	159	7	comparison	comparison	NOUN
bracis-19087	159	8	with	with	ADP
bracis-19087	159	9	possible	possible	ADJ
bracis-19087	159	10	future	future	ADJ
bracis-19087	159	11	work	work	NOUN
bracis-19087	159	12	,	,	PUNCT
bracis-19087	159	13	we	we	PRON
bracis-19087	159	14	employ	employ	VERB
bracis-19087	159	15	the	the	DET
bracis-19087	159	16	precision	precision	NOUN
bracis-19087	159	17	(	(	PUNCT
bracis-19087	159	18	p	p	NOUN
bracis-19087	159	19	)	)	PUNCT
bracis-19087	159	20	,	,	PUNCT
bracis-19087	159	21	recall	recall	INTJ
bracis-19087	159	22	(	(	PUNCT
bracis-19087	159	23	r	r	NOUN
bracis-19087	159	24	)	)	PUNCT
bracis-19087	159	25	,	,	PUNCT
bracis-19087	159	26	and	and	CCONJ
bracis-19087	159	27	\(f_1\	\(f_1\	PROPN
bracis-19087	159	28	)	)	PUNCT
bracis-19087	159	29	score	score	NOUN
bracis-19087	159	30	(	(	PUNCT
bracis-19087	159	31	\(f_1\	\(f_1\	NOUN
bracis-19087	159	32	)	)	PUNCT
bracis-19087	159	33	)	)	PUNCT
bracis-19087	159	34	evaluation	evaluation	NOUN
bracis-19087	159	35	metrics	metric	NOUN
bracis-19087	159	36	.	.	PUNCT
bracis-19087	160	1	we	we	PRON
bracis-19087	160	2	report	report	VERB
bracis-19087	160	3	the	the	DET
bracis-19087	160	4	micro	micro	NOUN
bracis-19087	160	5	-	-	NOUN
bracis-19087	160	6	average	average	ADJ
bracis-19087	160	7	scores	score	NOUN
bracis-19087	160	8	for	for	ADP
bracis-19087	160	9	event	event	NOUN
bracis-19087	160	10	type	type	NOUN
bracis-19087	160	11	classification	classification	NOUN
bracis-19087	160	12	and	and	CCONJ
bracis-19087	160	13	argument	argument	NOUN
bracis-19087	160	14	role	role	NOUN
bracis-19087	160	15	prediction	prediction	NOUN
bracis-19087	160	16	as	as	ADP
bracis-19087	160	17	in	in	ADP
bracis-19087	160	18	previous	previous	ADJ
bracis-19087	160	19	work	work	NOUN
bracis-19087	160	20	[	[	X
bracis-19087	160	21	18	18	NUM
bracis-19087	160	22	]	]	PUNCT
bracis-19087	160	23	.	.	PUNCT
bracis-19087	161	1	we	we	PRON
bracis-19087	161	2	also	also	ADV
bracis-19087	161	3	show	show	VERB
bracis-19087	161	4	the	the	DET
bracis-19087	161	5	\(f_1\	\(f_1\	PROPN
bracis-19087	161	6	)	)	PUNCT
bracis-19087	161	7	micro	micro	NOUN
bracis-19087	161	8	-	-	NOUN
bracis-19087	161	9	average	average	ADJ
bracis-19087	161	10	score	score	NOUN
bracis-19087	161	11	for	for	ADP
bracis-19087	161	12	argument	argument	NOUN
bracis-19087	161	13	role	role	NOUN
bracis-19087	161	14	label	label	NOUN
bracis-19087	161	15	prediction	prediction	NOUN
bracis-19087	161	16	on	on	ADP
bracis-19087	161	17	the	the	DET
bracis-19087	161	18	test	test	NOUN
bracis-19087	161	19	set	set	VERB
bracis-19087	161	20	.	.	PUNCT
bracis-19087	162	1	6.2	6.2	NUM
bracis-19087	162	2	data	datum	NOUN
bracis-19087	162	3	augmentation	augmentation	NOUN
bracis-19087	162	4	via	via	ADP
bracis-19087	162	5	oie	oie	PROPN
bracis-19087	162	6	in	in	ADP
bracis-19087	162	7	order	order	NOUN
bracis-19087	162	8	to	to	PART
bracis-19087	162	9	obtain	obtain	VERB
bracis-19087	162	10	more	more	ADV
bracis-19087	162	11	annotated	annotated	ADJ
bracis-19087	162	12	data	datum	NOUN
bracis-19087	162	13	and	and	CCONJ
bracis-19087	162	14	possibly	possibly	ADV
bracis-19087	162	15	increase	increase	VERB
bracis-19087	162	16	the	the	DET
bracis-19087	162	17	robustness	robustness	NOUN
bracis-19087	162	18	of	of	ADP
bracis-19087	162	19	our	our	PRON
bracis-19087	162	20	method	method	NOUN
bracis-19087	162	21	,	,	PUNCT
bracis-19087	162	22	we	we	PRON
bracis-19087	162	23	explore	explore	VERB
bracis-19087	162	24	the	the	DET
bracis-19087	162	25	use	use	NOUN
bracis-19087	162	26	of	of	ADP
bracis-19087	162	27	a	a	DET
bracis-19087	162	28	data	data	NOUN
bracis-19087	162	29	augmentation	augmentation	NOUN
bracis-19087	162	30	method	method	NOUN
bracis-19087	162	31	for	for	ADP
bracis-19087	162	32	the	the	DET
bracis-19087	162	33	task	task	NOUN
bracis-19087	162	34	of	of	ADP
bracis-19087	162	35	ee	ee	NOUN
bracis-19087	162	36	using	use	VERB
bracis-19087	162	37	new	new	ADJ
bracis-19087	162	38	sentences	sentence	NOUN
bracis-19087	162	39	formed	form	VERB
bracis-19087	162	40	by	by	ADP
bracis-19087	162	41	open	open	ADJ
bracis-19087	162	42	information	information	NOUN
bracis-19087	162	43	extraction	extraction	NOUN
bracis-19087	162	44	(	(	PUNCT
bracis-19087	162	45	oie	oie	NOUN
bracis-19087	162	46	)	)	PUNCT
bracis-19087	162	47	triples	triple	NOUN
bracis-19087	162	48	over	over	ADP
bracis-19087	162	49	the	the	DET
bracis-19087	162	50	event	event	NOUN
bracis-19087	162	51	annotated	annotate	VERB
bracis-19087	162	52	sentences	sentence	NOUN
bracis-19087	162	53	from	from	ADP
bracis-19087	162	54	the	the	DET
bracis-19087	162	55	original	original	ADJ
bracis-19087	162	56	corpus	corpus	NOUN
bracis-19087	162	57	.	.	PUNCT
bracis-19087	163	1	to	to	ADP
bracis-19087	163	2	the	the	DET
bracis-19087	163	3	best	good	ADJ
bracis-19087	163	4	of	of	ADP
bracis-19087	163	5	our	our	PRON
bracis-19087	163	6	knowledge	knowledge	NOUN
bracis-19087	163	7	,	,	PUNCT
bracis-19087	163	8	this	this	DET
bracis-19087	163	9	strategy	strategy	NOUN
bracis-19087	163	10	of	of	ADP
bracis-19087	163	11	data	datum	NOUN
bracis-19087	163	12	augmentation	augmentation	NOUN
bracis-19087	163	13	for	for	ADP
bracis-19087	163	14	the	the	DET
bracis-19087	163	15	task	task	NOUN
bracis-19087	163	16	of	of	ADP
bracis-19087	163	17	ee	ee	PROPN
bracis-19087	163	18	has	have	AUX
bracis-19087	163	19	not	not	PART
bracis-19087	163	20	been	be	AUX
bracis-19087	163	21	mentioned	mention	VERB
bracis-19087	163	22	in	in	ADP
bracis-19087	163	23	the	the	DET
bracis-19087	163	24	literature	literature	NOUN
bracis-19087	163	25	.	.	PUNCT
bracis-19087	164	1	oie	oie	PROPN
bracis-19087	164	2	is	be	AUX
bracis-19087	164	3	the	the	DET
bracis-19087	164	4	task	task	NOUN
bracis-19087	164	5	of	of	ADP
bracis-19087	164	6	extracting	extract	VERB
bracis-19087	164	7	facts	fact	NOUN
bracis-19087	164	8	,	,	PUNCT
bracis-19087	164	9	or	or	CCONJ
bracis-19087	164	10	simple	simple	ADJ
bracis-19087	164	11	propositions	proposition	NOUN
bracis-19087	164	12	,	,	PUNCT
bracis-19087	164	13	from	from	ADP
bracis-19087	164	14	text	text	NOUN
bracis-19087	164	15	without	without	ADP
bracis-19087	164	16	limiting	limit	VERB
bracis-19087	164	17	the	the	DET
bracis-19087	164	18	analysis	analysis	NOUN
bracis-19087	164	19	to	to	ADP
bracis-19087	164	20	a	a	DET
bracis-19087	164	21	predefined	predefine	VERB
bracis-19087	164	22	set	set	NOUN
bracis-19087	164	23	of	of	ADP
bracis-19087	164	24	relationships	relationship	NOUN
bracis-19087	164	25	or	or	CCONJ
bracis-19087	164	26	predicates	predicate	NOUN
bracis-19087	164	27	[	[	X
bracis-19087	164	28	11	11	NUM
bracis-19087	164	29	]	]	PUNCT
bracis-19087	164	30	.	.	PUNCT
bracis-19087	165	1	as	as	SCONJ
bracis-19087	165	2	described	describe	VERB
bracis-19087	165	3	by	by	ADP
bracis-19087	165	4	oliveira	oliveira	PROPN
bracis-19087	165	5	et	et	PROPN
bracis-19087	165	6	al	al	PROPN
bracis-19087	165	7	.	.	PUNCT
bracis-19087	165	8	 	 	SPACE
bracis-19087	166	1	[	[	X
bracis-19087	166	2	21	21	NUM
bracis-19087	166	3	]	]	PUNCT
bracis-19087	166	4	,	,	PUNCT
bracis-19087	166	5	oie	oie	PROPN
bracis-19087	166	6	systems	system	NOUN
bracis-19087	166	7	usually	usually	ADV
bracis-19087	166	8	extract	extract	VERB
bracis-19087	166	9	facts	fact	NOUN
bracis-19087	166	10	from	from	ADP
bracis-19087	166	11	a	a	DET
bracis-19087	166	12	sentence	sentence	NOUN
bracis-19087	166	13	in	in	ADP
bracis-19087	166	14	the	the	DET
bracis-19087	166	15	form	form	NOUN
bracis-19087	166	16	of	of	ADP
bracis-19087	166	17	triples	triple	NOUN
bracis-19087	166	18	\(t	\(t	NOUN
bracis-19087	166	19	=	=	SYM
bracis-19087	166	20	(	(	PUNCT
bracis-19087	166	21	arg1	arg1	PROPN
bracis-19087	166	22	,	,	PUNCT
bracis-19087	166	23	rel	rel	NOUN
bracis-19087	166	24	,	,	PUNCT
bracis-19087	166	25	arg2)\	arg2)\	NOUN
bracis-19087	166	26	)	)	PUNCT
bracis-19087	166	27	,	,	PUNCT
bracis-19087	166	28	where	where	SCONJ
bracis-19087	166	29	arg1	arg1	PROPN
bracis-19087	166	30	and	and	CCONJ
bracis-19087	166	31	arg2	arg2	PROPN
bracis-19087	166	32	are	be	AUX
bracis-19087	166	33	two	two	NUM
bracis-19087	166	34	arguments	argument	NOUN
bracis-19087	166	35	and	and	CCONJ
bracis-19087	166	36	rel	rel	NOUN
bracis-19087	166	37	describes	describe	VERB
bracis-19087	166	38	a	a	DET
bracis-19087	166	39	semantic	semantic	ADJ
bracis-19087	166	40	relationship	relationship	NOUN
bracis-19087	166	41	between	between	ADP
bracis-19087	166	42	arg1	arg1	PROPN
bracis-19087	166	43	and	and	CCONJ
bracis-19087	166	44	ag2	ag2	PROPN
bracis-19087	166	45	.	.	PUNCT
bracis-19087	167	1	we	we	PRON
bracis-19087	167	2	argue	argue	VERB
bracis-19087	167	3	that	that	SCONJ
bracis-19087	167	4	this	this	DET
bracis-19087	167	5	technique	technique	NOUN
bracis-19087	167	6	of	of	ADP
bracis-19087	167	7	ee	ee	PROPN
bracis-19087	167	8	data	datum	NOUN
bracis-19087	167	9	augmentation	augmentation	NOUN
bracis-19087	167	10	can	can	AUX
bracis-19087	167	11	boost	boost	VERB
bracis-19087	167	12	the	the	DET
bracis-19087	167	13	model	model	NOUN
bracis-19087	167	14	performance	performance	NOUN
bracis-19087	167	15	because	because	SCONJ
bracis-19087	167	16	it	it	PRON
bracis-19087	167	17	provides	provide	VERB
bracis-19087	167	18	simpler	simple	ADJ
bracis-19087	167	19	syntactic	syntactic	ADJ
bracis-19087	167	20	realizations	realization	NOUN
bracis-19087	167	21	of	of	ADP
bracis-19087	167	22	event	event	NOUN
bracis-19087	167	23	mentions	mention	VERB
bracis-19087	167	24	to	to	PART
bracis-19087	167	25	model	model	VERB
bracis-19087	167	26	the	the	DET
bracis-19087	167	27	relationship	relationship	NOUN
bracis-19087	167	28	between	between	ADP
bracis-19087	167	29	an	an	DET
bracis-19087	167	30	event	event	NOUN
bracis-19087	167	31	trigger	trigger	NOUN
bracis-19087	167	32	and	and	CCONJ
bracis-19087	167	33	their	their	PRON
bracis-19087	167	34	arguments	argument	NOUN
bracis-19087	167	35	.	.	PUNCT
bracis-19087	168	1	to	to	PART
bracis-19087	168	2	make	make	VERB
bracis-19087	168	3	sense	sense	NOUN
bracis-19087	168	4	of	of	ADP
bracis-19087	168	5	the	the	DET
bracis-19087	168	6	previous	previous	ADJ
bracis-19087	168	7	argument	argument	NOUN
bracis-19087	168	8	,	,	PUNCT
bracis-19087	168	9	consider	consider	VERB
bracis-19087	168	10	the	the	DET
bracis-19087	168	11	following	follow	VERB
bracis-19087	168	12	sentence	sentence	NOUN
bracis-19087	168	13	:	:	PUNCT
bracis-19087	168	14	“	"	PUNCT
bracis-19087	168	15	na	na	PART
bracis-19087	168	16	bolsa	bolsa	VERB
bracis-19087	168	17	de	de	X
bracis-19087	168	18	valores	valore	NOUN
bracis-19087	168	19	americana	americana	NOUN
bracis-19087	168	20	,	,	PUNCT
bracis-19087	168	21	as	as	ADP
bracis-19087	168	22	ações	ações	PROPN
bracis-19087	168	23	da	da	PROPN
bracis-19087	168	24	citadel	citadel	PROPN
bracis-19087	168	25	fecharam	fecharam	PROPN
bracis-19087	168	26	ontem	ontem	PROPN
bracis-19087	168	27	nos	nos	PROPN
bracis-19087	168	28	45,75	45,75	NOUN
bracis-19087	168	29	dólares	dólare	NOUN
bracis-19087	168	30	,	,	PUNCT
bracis-19087	168	31	descendo	descendo	VERB
bracis-19087	168	32	25	25	NUM
bracis-19087	168	33	cêntimos	cêntimos	ADJ
bracis-19087	168	34	.	.	PUNCT
bracis-19087	168	35	”footnote	”footnote	VERB
bracis-19087	168	36	6	6	NUM
bracis-19087	168	37	.	.	PUNCT
bracis-19087	169	1	one	one	NUM
bracis-19087	169	2	of	of	ADP
bracis-19087	169	3	the	the	DET
bracis-19087	169	4	triples	triple	NOUN
bracis-19087	169	5	obtained	obtain	VERB
bracis-19087	169	6	by	by	ADP
bracis-19087	169	7	the	the	DET
bracis-19087	169	8	execution	execution	NOUN
bracis-19087	169	9	of	of	ADP
bracis-19087	169	10	dptoie	dptoie	PROPN
bracis-19087	169	11	 	 	SPACE
bracis-19087	170	1	[	[	X
bracis-19087	170	2	21]footnote	21]footnote	NUM
bracis-19087	170	3	7	7	NUM
bracis-19087	170	4	,	,	PUNCT
bracis-19087	170	5	an	an	DET
bracis-19087	170	6	oie	oie	NOUN
bracis-19087	170	7	system	system	NOUN
bracis-19087	170	8	for	for	ADP
bracis-19087	170	9	the	the	DET
bracis-19087	170	10	portuguese	portuguese	ADJ
bracis-19087	170	11	language	language	NOUN
bracis-19087	170	12	,	,	PUNCT
bracis-19087	170	13	over	over	ADP
bracis-19087	170	14	the	the	DET
bracis-19087	170	15	previous	previous	ADJ
bracis-19087	170	16	sentence	sentence	NOUN
bracis-19087	170	17	was	be	AUX
bracis-19087	170	18	:	:	PUNCT
bracis-19087	170	19	(	(	PUNCT
bracis-19087	170	20	“	"	PUNCT
bracis-19087	170	21	as	as	ADP
bracis-19087	170	22	ações	ações	PROPN
bracis-19087	170	23	da	da	PROPN
bracis-19087	170	24	citadel	citadel	PROPN
bracis-19087	170	25	”	"	PUNCT
bracis-19087	170	26	,	,	PUNCT
bracis-19087	170	27	“	"	PUNCT
bracis-19087	170	28	fecharam	fecharam	NOUN
bracis-19087	170	29	”	"	PUNCT
bracis-19087	170	30	,	,	PUNCT
bracis-19087	170	31	“	"	PUNCT
bracis-19087	170	32	nos	nos	PROPN
bracis-19087	170	33	45,74	45,74	PROPN
bracis-19087	170	34	dólares	dólare	NOUN
bracis-19087	170	35	”	"	PUNCT
bracis-19087	170	36	)	)	PUNCT
bracis-19087	170	37	.	.	PUNCT
bracis-19087	171	1	if	if	SCONJ
bracis-19087	171	2	we	we	PRON
bracis-19087	171	3	consider	consider	VERB
bracis-19087	171	4	as	as	ADP
bracis-19087	171	5	a	a	DET
bracis-19087	171	6	new	new	ADJ
bracis-19087	171	7	sentence	sentence	NOUN
bracis-19087	171	8	,	,	PUNCT
bracis-19087	171	9	which	which	PRON
bracis-19087	171	10	we	we	PRON
bracis-19087	171	11	refer	refer	VERB
bracis-19087	171	12	to	to	ADP
bracis-19087	171	13	as	as	ADP
bracis-19087	171	14	a	a	DET
bracis-19087	171	15	synthetic	synthetic	ADJ
bracis-19087	171	16	sentence	sentence	NOUN
bracis-19087	171	17	,	,	PUNCT
bracis-19087	171	18	simply	simply	ADV
bracis-19087	171	19	the	the	DET
bracis-19087	171	20	concatenation	concatenation	NOUN
bracis-19087	171	21	of	of	ADP
bracis-19087	171	22	arg1	arg1	PROPN
bracis-19087	171	23	,	,	PUNCT
bracis-19087	171	24	 	 	SPACE
bracis-19087	171	25	rel	rel	NOUN
bracis-19087	171	26	and	and	CCONJ
bracis-19087	171	27	arg2	arg2	NOUN
bracis-19087	171	28	from	from	ADP
bracis-19087	171	29	the	the	DET
bracis-19087	171	30	extracted	extract	VERB
bracis-19087	171	31	triple	triple	ADJ
bracis-19087	171	32	,	,	PUNCT
bracis-19087	171	33	we	we	PRON
bracis-19087	171	34	obtain	obtain	VERB
bracis-19087	171	35	the	the	DET
bracis-19087	171	36	sentence	sentence	NOUN
bracis-19087	171	37	:	:	PUNCT
bracis-19087	171	38	“	"	PUNCT
bracis-19087	171	39	as	as	ADP
bracis-19087	171	40	ações	ações	PROPN
bracis-19087	171	41	da	da	PROPN
bracis-19087	171	42	citadel	citadel	PROPN
bracis-19087	171	43	fecharam	fecharam	PROPN
bracis-19087	171	44	nos	nos	PROPN
bracis-19087	171	45	45,74	45,74	PROPN
bracis-19087	171	46	dólares”footnote	dólares”footnote	NOUN
bracis-19087	171	47	8	8	NUM
bracis-19087	171	48	.	.	PUNCT
bracis-19087	172	1	in	in	ADP
bracis-19087	172	2	most	most	ADJ
bracis-19087	172	3	cases	case	NOUN
bracis-19087	172	4	,	,	PUNCT
bracis-19087	172	5	this	this	DET
bracis-19087	172	6	simple	simple	ADJ
bracis-19087	172	7	approach	approach	NOUN
bracis-19087	172	8	produces	produce	VERB
bracis-19087	172	9	grammatical	grammatical	ADJ
bracis-19087	172	10	and	and	CCONJ
bracis-19087	172	11	semantic	semantic	ADJ
bracis-19087	172	12	correct	correct	ADJ
bracis-19087	172	13	sentences	sentence	NOUN
bracis-19087	172	14	.	.	PUNCT
bracis-19087	173	1	the	the	DET
bracis-19087	173	2	synthetic	synthetic	ADJ
bracis-19087	173	3	sentences	sentence	NOUN
bracis-19087	173	4	obtained	obtain	VERB
bracis-19087	173	5	from	from	ADP
bracis-19087	173	6	the	the	DET
bracis-19087	173	7	triples	triple	NOUN
bracis-19087	173	8	are	be	AUX
bracis-19087	173	9	at	at	ADP
bracis-19087	173	10	most	most	ADV
bracis-19087	173	11	the	the	DET
bracis-19087	173	12	same	same	ADJ
bracis-19087	173	13	length	length	NOUN
bracis-19087	173	14	that	that	PRON
bracis-19087	173	15	the	the	DET
bracis-19087	173	16	original	original	ADJ
bracis-19087	173	17	sentences	sentence	NOUN
bracis-19087	173	18	,	,	PUNCT
bracis-19087	173	19	and	and	CCONJ
bracis-19087	173	20	those	those	PRON
bracis-19087	173	21	that	that	PRON
bracis-19087	173	22	are	be	AUX
bracis-19087	173	23	equal	equal	ADJ
bracis-19087	173	24	we	we	PRON
bracis-19087	173	25	do	do	AUX
bracis-19087	173	26	not	not	PART
bracis-19087	173	27	count	count	VERB
bracis-19087	173	28	as	as	ADP
bracis-19087	173	29	new	new	ADJ
bracis-19087	173	30	ones	one	NOUN
bracis-19087	173	31	.	.	PUNCT
bracis-19087	174	1	our	our	PRON
bracis-19087	174	2	hypothesis	hypothesis	NOUN
bracis-19087	174	3	is	be	AUX
bracis-19087	174	4	that	that	SCONJ
bracis-19087	174	5	this	this	DET
bracis-19087	174	6	data	data	NOUN
bracis-19087	174	7	augmentation	augmentation	NOUN
bracis-19087	174	8	approach	approach	NOUN
bracis-19087	174	9	will	will	AUX
bracis-19087	174	10	be	be	AUX
bracis-19087	174	11	beneficial	beneficial	ADJ
bracis-19087	174	12	when	when	SCONJ
bracis-19087	174	13	dealing	deal	VERB
bracis-19087	174	14	with	with	ADP
bracis-19087	174	15	long	long	ADJ
bracis-19087	174	16	sentences	sentence	NOUN
bracis-19087	174	17	for	for	ADP
bracis-19087	174	18	which	which	PRON
bracis-19087	174	19	the	the	DET
bracis-19087	174	20	synthetic	synthetic	ADJ
bracis-19087	174	21	sentences	sentence	NOUN
bracis-19087	174	22	are	be	AUX
bracis-19087	174	23	shorter	short	ADJ
bracis-19087	174	24	and	and	CCONJ
bracis-19087	174	25	include	include	VERB
bracis-19087	174	26	the	the	DET
bracis-19087	174	27	relevant	relevant	ADJ
bracis-19087	174	28	arguments	argument	NOUN
bracis-19087	174	29	because	because	SCONJ
bracis-19087	174	30	the	the	DET
bracis-19087	174	31	new	new	ADJ
bracis-19087	174	32	sentence	sentence	NOUN
bracis-19087	174	33	will	will	AUX
bracis-19087	174	34	help	help	VERB
bracis-19087	174	35	reduce	reduce	VERB
bracis-19087	174	36	the	the	DET
bracis-19087	174	37	number	number	NOUN
bracis-19087	174	38	of	of	ADP
bracis-19087	174	39	long	long	ADJ
bracis-19087	174	40	-	-	PUNCT
bracis-19087	174	41	term	term	NOUN
bracis-19087	174	42	dependencies	dependency	NOUN
bracis-19087	174	43	in	in	ADP
bracis-19087	174	44	the	the	DET
bracis-19087	174	45	input	input	NOUN
bracis-19087	174	46	sequence	sequence	NOUN
bracis-19087	174	47	the	the	DET
bracis-19087	174	48	model	model	NOUN
bracis-19087	174	49	needs	need	VERB
bracis-19087	174	50	to	to	PART
bracis-19087	174	51	remember	remember	VERB
bracis-19087	174	52	.	.	PUNCT
bracis-19087	175	1	also	also	ADV
bracis-19087	175	2	,	,	PUNCT
bracis-19087	175	3	as	as	SCONJ
bracis-19087	175	4	we	we	PRON
bracis-19087	175	5	maintain	maintain	VERB
bracis-19087	175	6	the	the	DET
bracis-19087	175	7	original	original	ADJ
bracis-19087	175	8	sentence	sentence	NOUN
bracis-19087	175	9	it	it	PRON
bracis-19087	175	10	will	will	AUX
bracis-19087	175	11	not	not	PART
bracis-19087	175	12	prohibit	prohibit	VERB
bracis-19087	175	13	the	the	DET
bracis-19087	175	14	model	model	NOUN
bracis-19087	175	15	from	from	ADP
bracis-19087	175	16	learning	learn	VERB
bracis-19087	175	17	these	these	DET
bracis-19087	175	18	dependencies	dependency	NOUN
bracis-19087	175	19	from	from	ADP
bracis-19087	175	20	more	more	ADV
bracis-19087	175	21	complex	complex	ADJ
bracis-19087	175	22	and	and	CCONJ
bracis-19087	175	23	real	real	ADJ
bracis-19087	175	24	examples	example	NOUN
bracis-19087	175	25	.	.	PUNCT
bracis-19087	176	1	we	we	PRON
bracis-19087	176	2	create	create	VERB
bracis-19087	176	3	the	the	DET
bracis-19087	176	4	augmented	augment	VERB
bracis-19087	176	5	dataset	dataset	VERB
bracis-19087	176	6	by	by	ADP
bracis-19087	176	7	iterating	iterate	VERB
bracis-19087	176	8	into	into	ADP
bracis-19087	176	9	the	the	DET
bracis-19087	176	10	extractions	extraction	NOUN
bracis-19087	176	11	from	from	ADP
bracis-19087	176	12	the	the	DET
bracis-19087	176	13	oie	oie	PROPN
bracis-19087	176	14	system	system	NOUN
bracis-19087	176	15	,	,	PUNCT
bracis-19087	176	16	producing	produce	VERB
bracis-19087	176	17	the	the	DET
bracis-19087	176	18	synthetic	synthetic	ADJ
bracis-19087	176	19	sentences	sentence	NOUN
bracis-19087	176	20	and	and	CCONJ
bracis-19087	176	21	selecting	select	VERB
bracis-19087	176	22	the	the	DET
bracis-19087	176	23	one	one	NOUN
bracis-19087	176	24	where	where	SCONJ
bracis-19087	176	25	the	the	DET
bracis-19087	176	26	event	event	NOUN
bracis-19087	176	27	trigger	trigger	NOUN
bracis-19087	176	28	is	be	AUX
bracis-19087	176	29	part	part	NOUN
bracis-19087	176	30	of	of	ADP
bracis-19087	176	31	the	the	DET
bracis-19087	176	32	relation	relation	NOUN
bracis-19087	176	33	descriptor	descriptor	NOUN
bracis-19087	176	34	in	in	ADP
bracis-19087	176	35	the	the	DET
bracis-19087	176	36	obtained	obtain	VERB
bracis-19087	176	37	triple	triple	NOUN
bracis-19087	176	38	.	.	PUNCT
bracis-19087	177	1	following	follow	VERB
bracis-19087	177	2	that	that	PRON
bracis-19087	177	3	,	,	PUNCT
bracis-19087	177	4	we	we	PRON
bracis-19087	177	5	transfer	transfer	VERB
bracis-19087	177	6	the	the	DET
bracis-19087	177	7	annotations	annotation	NOUN
bracis-19087	177	8	of	of	ADP
bracis-19087	177	9	the	the	DET
bracis-19087	177	10	extracted	extract	VERB
bracis-19087	177	11	sentence	sentence	NOUN
bracis-19087	177	12	to	to	ADP
bracis-19087	177	13	the	the	DET
bracis-19087	177	14	synthetic	synthetic	ADJ
bracis-19087	177	15	one	one	NOUN
bracis-19087	177	16	.	.	PUNCT
bracis-19087	178	1	the	the	DET
bracis-19087	178	2	application	application	NOUN
bracis-19087	178	3	of	of	ADP
bracis-19087	178	4	this	this	DET
bracis-19087	178	5	data	datum	NOUN
bracis-19087	178	6	augmentation	augmentation	NOUN
bracis-19087	178	7	strategy	strategy	NOUN
bracis-19087	178	8	over	over	ADP
bracis-19087	178	9	the	the	DET
bracis-19087	178	10	original	original	ADJ
bracis-19087	178	11	dataset	dataset	NOUN
bracis-19087	178	12	produced	produce	VERB
bracis-19087	178	13	an	an	DET
bracis-19087	178	14	increase	increase	NOUN
bracis-19087	178	15	of	of	ADP
bracis-19087	178	16	192	192	NUM
bracis-19087	178	17	%	%	NOUN
bracis-19087	178	18	of	of	ADP
bracis-19087	178	19	annotated	annotate	VERB
bracis-19087	178	20	sentences	sentence	NOUN
bracis-19087	178	21	(	(	PUNCT
bracis-19087	178	22	i.e.	i.e.	X
bracis-19087	178	23	from	from	ADP
bracis-19087	178	24	1962	1962	NUM
bracis-19087	178	25	to	to	ADP
bracis-19087	178	26	5747	5747	NUM
bracis-19087	178	27	examples	example	NOUN
bracis-19087	178	28	)	)	PUNCT
bracis-19087	178	29	,	,	PUNCT
bracis-19087	178	30	70	70	NUM
bracis-19087	178	31	%	%	NOUN
bracis-19087	178	32	of	of	ADP
bracis-19087	178	33	event	event	NOUN
bracis-19087	178	34	triggers	trigger	NOUN
bracis-19087	178	35	,	,	PUNCT
bracis-19087	178	36	i.e.	i.e.	X
bracis-19087	178	37	from	from	ADP
bracis-19087	178	38	5345	5345	NUM
bracis-19087	178	39	to	to	ADP
bracis-19087	178	40	9130	9130	NUM
bracis-19087	178	41	examples	example	NOUN
bracis-19087	178	42	,	,	PUNCT
bracis-19087	178	43	and	and	CCONJ
bracis-19087	178	44	56	56	NUM
bracis-19087	178	45	%	%	NOUN
bracis-19087	178	46	of	of	ADP
bracis-19087	178	47	arguments	argument	NOUN
bracis-19087	178	48	,	,	PUNCT
bracis-19087	178	49	i.e.	i.e.	X
bracis-19087	178	50	from	from	ADP
bracis-19087	178	51	10727	10727	NUM
bracis-19087	178	52	to	to	ADP
bracis-19087	178	53	16779	16779	NUM
bracis-19087	178	54	examples	example	NOUN
bracis-19087	178	55	.	.	PUNCT
bracis-19087	179	1	6.3	6.3	NUM
bracis-19087	179	2	word	word	NOUN
bracis-19087	179	3	embedding	embed	VERB
bracis-19087	179	4	layers	layer	NOUN
bracis-19087	179	5	selection	selection	NOUN
bracis-19087	179	6	we	we	PRON
bracis-19087	179	7	evaluate	evaluate	VERB
bracis-19087	179	8	different	different	ADJ
bracis-19087	179	9	approaches	approach	NOUN
bracis-19087	179	10	to	to	PART
bracis-19087	179	11	extract	extract	VERB
bracis-19087	179	12	the	the	DET
bracis-19087	179	13	activations	activation	NOUN
bracis-19087	179	14	from	from	ADP
bracis-19087	179	15	layers	layer	NOUN
bracis-19087	179	16	of	of	ADP
bracis-19087	179	17	bertimbau	bertimbau	NOUN
bracis-19087	179	18	to	to	PART
bracis-19087	179	19	obtain	obtain	VERB
bracis-19087	179	20	the	the	DET
bracis-19087	179	21	pretrained	pretraine	VERB
bracis-19087	179	22	word	word	NOUN
bracis-19087	179	23	embeddings	embedding	NOUN
bracis-19087	179	24	,	,	PUNCT
bracis-19087	179	25	which	which	PRON
bracis-19087	179	26	we	we	PRON
bracis-19087	179	27	employ	employ	VERB
bracis-19087	179	28	as	as	SCONJ
bracis-19087	179	29	input	input	NOUN
bracis-19087	179	30	features	feature	NOUN
bracis-19087	179	31	to	to	ADP
bracis-19087	179	32	the	the	DET
bracis-19087	179	33	joint	joint	ADJ
bracis-19087	179	34	model	model	NOUN
bracis-19087	179	35	for	for	ADP
bracis-19087	179	36	ee	ee	PROPN
bracis-19087	179	37	.	.	PROPN
bracis-19087	179	38	table	table	NOUN
bracis-19087	179	39	 	 	SPACE
bracis-19087	179	40	1	1	NUM
bracis-19087	179	41	presents	present	VERB
bracis-19087	179	42	the	the	DET
bracis-19087	179	43	performance	performance	NOUN
bracis-19087	179	44	on	on	ADP
bracis-19087	179	45	the	the	DET
bracis-19087	179	46	development	development	NOUN
bracis-19087	179	47	set	set	NOUN
bracis-19087	179	48	of	of	ADP
bracis-19087	179	49	the	the	DET
bracis-19087	179	50	augmented	augment	VERB
bracis-19087	179	51	training	training	NOUN
bracis-19087	179	52	set	set	VERB
bracis-19087	179	53	when	when	SCONJ
bracis-19087	179	54	last	last	ADJ
bracis-19087	179	55	hidden	hide	VERB
bracis-19087	179	56	,	,	PUNCT
bracis-19087	179	57	sum	sum	NOUN
bracis-19087	179	58	last	last	ADJ
bracis-19087	179	59	4	4	NUM
bracis-19087	179	60	,	,	PUNCT
bracis-19087	179	61	and	and	CCONJ
bracis-19087	179	62	sum	sum	VERB
bracis-19087	179	63	all	all	DET
bracis-19087	179	64	12	12	NUM
bracis-19087	179	65	layers	layer	NOUN
bracis-19087	179	66	extractions	extraction	NOUN
bracis-19087	179	67	are	be	AUX
bracis-19087	179	68	used	use	VERB
bracis-19087	179	69	to	to	PART
bracis-19087	179	70	obtain	obtain	VERB
bracis-19087	179	71	the	the	DET
bracis-19087	179	72	word	word	NOUN
bracis-19087	179	73	embeddings	embedding	NOUN
bracis-19087	179	74	from	from	ADP
bracis-19087	179	75	the	the	DET
bracis-19087	179	76	same	same	ADJ
bracis-19087	179	77	corpus	corpus	NOUN
bracis-19087	179	78	over	over	ADP
bracis-19087	179	79	the	the	DET
bracis-19087	179	80	two	two	NUM
bracis-19087	179	81	different	different	ADJ
bracis-19087	179	82	scenarios	scenario	NOUN
bracis-19087	179	83	(	(	PUNCT
bracis-19087	179	84	more	more	ADJ
bracis-19087	179	85	than	than	ADP
bracis-19087	179	86	100	100	NUM
bracis-19087	179	87	examples	example	NOUN
bracis-19087	179	88	and	and	CCONJ
bracis-19087	179	89	more	more	ADJ
bracis-19087	179	90	than	than	ADP
bracis-19087	179	91	0	0	NUM
bracis-19087	179	92	examples	example	NOUN
bracis-19087	179	93	)	)	PUNCT
bracis-19087	179	94	.	.	PUNCT
bracis-19087	180	1	the	the	DET
bracis-19087	180	2	development	development	NOUN
bracis-19087	180	3	set	set	NOUN
bracis-19087	180	4	also	also	ADV
bracis-19087	180	5	contains	contain	VERB
bracis-19087	180	6	sentences	sentence	NOUN
bracis-19087	180	7	resulting	result	VERB
bracis-19087	180	8	from	from	ADP
bracis-19087	180	9	the	the	DET
bracis-19087	180	10	data	datum	NOUN
bracis-19087	180	11	augmentation	augmentation	NOUN
bracis-19087	180	12	via	via	ADP
bracis-19087	180	13	oie	oie	PROPN
bracis-19087	180	14	.	.	PROPN
bracis-19087	180	15	table	table	NOUN
bracis-19087	180	16	1	1	NUM
bracis-19087	180	17	.	.	PUNCT
bracis-19087	180	18	average	average	ADJ
bracis-19087	180	19	performance	performance	NOUN
bracis-19087	180	20	of	of	ADP
bracis-19087	180	21	models	model	NOUN
bracis-19087	180	22	over	over	ADP
bracis-19087	180	23	development	development	NOUN
bracis-19087	180	24	set	set	VERB
bracis-19087	180	25	with	with	ADP
bracis-19087	180	26	augmentation	augmentation	NOUN
bracis-19087	180	27	using	use	VERB
bracis-19087	180	28	10	10	NUM
bracis-19087	180	29	-	-	ADJ
bracis-19087	180	30	fold	fold	ADJ
bracis-19087	180	31	cross	cross	ADJ
bracis-19087	180	32	-	-	ADJ
bracis-19087	180	33	validation	validation	ADJ
bracis-19087	180	34	evaluation.full	evaluation.full	NUM
bracis-19087	180	35	size	size	NOUN
bracis-19087	180	36	table	table	NOUN
bracis-19087	180	37	we	we	PRON
bracis-19087	180	38	can	can	AUX
bracis-19087	180	39	observe	observe	VERB
bracis-19087	180	40	from	from	ADP
bracis-19087	180	41	the	the	DET
bracis-19087	180	42	results	result	NOUN
bracis-19087	180	43	depicted	depict	VERB
bracis-19087	180	44	in	in	ADP
bracis-19087	180	45	table	table	NOUN
bracis-19087	180	46	 	 	SPACE
bracis-19087	180	47	1	1	NUM
bracis-19087	180	48	,	,	PUNCT
bracis-19087	180	49	that	that	SCONJ
bracis-19087	180	50	the	the	DET
bracis-19087	180	51	last	last	ADJ
bracis-19087	180	52	hidden	hide	VERB
bracis-19087	180	53	input	input	NOUN
bracis-19087	180	54	word	word	NOUN
bracis-19087	180	55	embeddings	embedding	NOUN
bracis-19087	180	56	performs	perform	VERB
bracis-19087	180	57	best	good	ADJ
bracis-19087	180	58	for	for	ADP
bracis-19087	180	59	the	the	DET
bracis-19087	180	60	task	task	NOUN
bracis-19087	180	61	of	of	ADP
bracis-19087	180	62	arp	arp	PROPN
bracis-19087	180	63	,	,	PUNCT
bracis-19087	180	64	and	and	CCONJ
bracis-19087	180	65	the	the	DET
bracis-19087	180	66	sum	sum	NOUN
bracis-19087	180	67	all	all	PRON
bracis-19087	180	68	12	12	NUM
bracis-19087	180	69	performs	perform	NOUN
bracis-19087	180	70	best	good	ADJ
bracis-19087	180	71	for	for	ADP
bracis-19087	180	72	the	the	DET
bracis-19087	180	73	ed	ed	PROPN
bracis-19087	180	74	subtask	subtask	NOUN
bracis-19087	180	75	.	.	PUNCT
bracis-19087	181	1	we	we	PRON
bracis-19087	181	2	observe	observe	VERB
bracis-19087	181	3	the	the	DET
bracis-19087	181	4	same	same	ADJ
bracis-19087	181	5	pattern	pattern	NOUN
bracis-19087	181	6	on	on	ADP
bracis-19087	181	7	the	the	DET
bracis-19087	181	8	original	original	ADJ
bracis-19087	181	9	development	development	NOUN
bracis-19087	181	10	set	set	VERB
bracis-19087	181	11	evaluation	evaluation	NOUN
bracis-19087	181	12	,	,	PUNCT
bracis-19087	181	13	i.e.	i.e.	X
bracis-19087	181	14	without	without	ADP
bracis-19087	181	15	data	datum	NOUN
bracis-19087	181	16	augmentation	augmentation	NOUN
bracis-19087	181	17	.	.	PUNCT
bracis-19087	182	1	from	from	ADP
bracis-19087	182	2	these	these	DET
bracis-19087	182	3	results	result	NOUN
bracis-19087	182	4	,	,	PUNCT
bracis-19087	182	5	we	we	PRON
bracis-19087	182	6	chose	choose	VERB
bracis-19087	182	7	to	to	PART
bracis-19087	182	8	prioritize	prioritize	VERB
bracis-19087	182	9	the	the	DET
bracis-19087	182	10	arp	arp	ADJ
bracis-19087	182	11	subtask	subtask	NOUN
bracis-19087	182	12	by	by	ADP
bracis-19087	182	13	choosing	choose	VERB
bracis-19087	182	14	the	the	DET
bracis-19087	182	15	last	last	ADJ
bracis-19087	182	16	hidden	hide	VERB
bracis-19087	182	17	combination	combination	NOUN
bracis-19087	182	18	as	as	ADP
bracis-19087	182	19	the	the	DET
bracis-19087	182	20	input	input	NOUN
bracis-19087	182	21	word	word	NOUN
bracis-19087	182	22	embeddings	embedding	VERB
bracis-19087	182	23	to	to	PART
bracis-19087	182	24	produce	produce	VERB
bracis-19087	182	25	the	the	DET
bracis-19087	182	26	final	final	ADJ
bracis-19087	182	27	models	model	NOUN
bracis-19087	182	28	on	on	ADP
bracis-19087	182	29	both	both	CCONJ
bracis-19087	182	30	original	original	ADJ
bracis-19087	182	31	and	and	CCONJ
bracis-19087	182	32	augmented	augment	VERB
bracis-19087	182	33	datasets	dataset	NOUN
bracis-19087	182	34	.	.	PUNCT
bracis-19087	183	1	6.4	6.4	NUM
bracis-19087	183	2	test	test	NOUN
bracis-19087	183	3	evaluation	evaluation	NOUN
bracis-19087	183	4	table	table	NOUN
bracis-19087	183	5	 	 	SPACE
bracis-19087	183	6	2	2	NUM
bracis-19087	183	7	shows	show	VERB
bracis-19087	183	8	the	the	DET
bracis-19087	183	9	results	result	NOUN
bracis-19087	183	10	of	of	ADP
bracis-19087	183	11	the	the	DET
bracis-19087	183	12	comparison	comparison	NOUN
bracis-19087	183	13	between	between	ADP
bracis-19087	183	14	the	the	DET
bracis-19087	183	15	proposed	propose	VERB
bracis-19087	183	16	method	method	NOUN
bracis-19087	183	17	trained	train	VERB
bracis-19087	183	18	in	in	ADP
bracis-19087	183	19	four	four	NUM
bracis-19087	183	20	different	different	ADJ
bracis-19087	183	21	scenarios	scenario	NOUN
bracis-19087	183	22	,	,	PUNCT
bracis-19087	183	23	where	where	SCONJ
bracis-19087	183	24	we	we	PRON
bracis-19087	183	25	compare	compare	VERB
bracis-19087	183	26	the	the	DET
bracis-19087	183	27	performance	performance	NOUN
bracis-19087	183	28	of	of	ADP
bracis-19087	183	29	the	the	DET
bracis-19087	183	30	models	model	NOUN
bracis-19087	183	31	trained	train	VERB
bracis-19087	183	32	on	on	ADP
bracis-19087	183	33	the	the	DET
bracis-19087	183	34	original	original	ADJ
bracis-19087	183	35	tefa	tefa	NOUN
bracis-19087	183	36	data	datum	NOUN
bracis-19087	183	37	(	(	PUNCT
bracis-19087	183	38	blstme	blstme	NOUN
bracis-19087	183	39	)	)	PUNCT
bracis-19087	183	40	and	and	CCONJ
bracis-19087	183	41	over	over	ADP
bracis-19087	183	42	the	the	DET
bracis-19087	183	43	augmented	augment	VERB
bracis-19087	183	44	training	training	NOUN
bracis-19087	183	45	set	set	NOUN
bracis-19087	183	46	(	(	PUNCT
bracis-19087	183	47	blstmea	blstmea	VERB
bracis-19087	183	48	)	)	PUNCT
bracis-19087	183	49	.	.	PUNCT
bracis-19087	184	1	we	we	PRON
bracis-19087	184	2	notice	notice	VERB
bracis-19087	184	3	that	that	SCONJ
bracis-19087	184	4	data	datum	NOUN
bracis-19087	184	5	augmentation	augmentation	NOUN
bracis-19087	184	6	strategy	strategy	NOUN
bracis-19087	184	7	was	be	AUX
bracis-19087	184	8	beneficial	beneficial	ADJ
bracis-19087	184	9	to	to	ADP
bracis-19087	184	10	the	the	DET
bracis-19087	184	11	task	task	NOUN
bracis-19087	184	12	of	of	ADP
bracis-19087	184	13	arp	arp	PROPN
bracis-19087	184	14	when	when	SCONJ
bracis-19087	184	15	the	the	DET
bracis-19087	184	16	data	datum	NOUN
bracis-19087	184	17	per	per	ADP
bracis-19087	184	18	event	event	NOUN
bracis-19087	184	19	type	type	NOUN
bracis-19087	184	20	and	and	CCONJ
bracis-19087	184	21	argument	argument	NOUN
bracis-19087	184	22	role	role	NOUN
bracis-19087	184	23	were	be	AUX
bracis-19087	184	24	more	more	ADV
bracis-19087	184	25	scarce	scarce	ADJ
bracis-19087	184	26	,	,	PUNCT
bracis-19087	184	27	and	and	CCONJ
bracis-19087	184	28	the	the	DET
bracis-19087	184	29	bio	bio	NOUN
bracis-19087	184	30	tags	tag	NOUN
bracis-19087	184	31	labeling	labeling	NOUN
bracis-19087	184	32	task	task	NOUN
bracis-19087	184	33	performance	performance	NOUN
bracis-19087	184	34	does	do	AUX
bracis-19087	184	35	not	not	PART
bracis-19087	184	36	match	match	VERB
bracis-19087	184	37	the	the	DET
bracis-19087	184	38	performance	performance	NOUN
bracis-19087	184	39	on	on	ADP
bracis-19087	184	40	argument	argument	NOUN
bracis-19087	184	41	role	role	NOUN
bracis-19087	184	42	classification	classification	NOUN
bracis-19087	184	43	.	.	PUNCT
bracis-19087	185	1	however	however	ADV
bracis-19087	185	2	,	,	PUNCT
bracis-19087	185	3	we	we	PRON
bracis-19087	185	4	did	do	AUX
bracis-19087	185	5	not	not	PART
bracis-19087	185	6	notice	notice	VERB
bracis-19087	185	7	the	the	DET
bracis-19087	185	8	same	same	ADJ
bracis-19087	185	9	benefit	benefit	NOUN
bracis-19087	185	10	on	on	ADP
bracis-19087	185	11	event	event	NOUN
bracis-19087	185	12	types	type	NOUN
bracis-19087	185	13	and	and	CCONJ
bracis-19087	185	14	,	,	PUNCT
bracis-19087	185	15	consequently	consequently	ADV
bracis-19087	185	16	,	,	PUNCT
bracis-19087	185	17	arguments	argument	NOUN
bracis-19087	185	18	roles	role	VERB
bracis-19087	185	19	with	with	ADP
bracis-19087	185	20	a	a	DET
bracis-19087	185	21	greater	great	ADJ
bracis-19087	185	22	number	number	NOUN
bracis-19087	185	23	of	of	ADP
bracis-19087	185	24	examples	example	NOUN
bracis-19087	185	25	in	in	ADP
bracis-19087	185	26	the	the	DET
bracis-19087	185	27	corpus	corpus	NOUN
bracis-19087	185	28	.	.	PUNCT
bracis-19087	186	1	more	more	ADJ
bracis-19087	186	2	than	than	ADP
bracis-19087	186	3	that	that	PRON
bracis-19087	186	4	,	,	PUNCT
bracis-19087	186	5	the	the	DET
bracis-19087	186	6	augmentation	augmentation	NOUN
bracis-19087	186	7	appears	appear	VERB
bracis-19087	186	8	to	to	PART
bracis-19087	186	9	diminish	diminish	VERB
bracis-19087	186	10	the	the	DET
bracis-19087	186	11	\(f_1\	\(f_1\	PROPN
bracis-19087	186	12	)	)	PUNCT
bracis-19087	186	13	performance	performance	NOUN
bracis-19087	186	14	of	of	ADP
bracis-19087	186	15	the	the	DET
bracis-19087	186	16	model	model	NOUN
bracis-19087	186	17	,	,	PUNCT
bracis-19087	186	18	but	but	CCONJ
bracis-19087	186	19	in	in	ADP
bracis-19087	186	20	contrast	contrast	NOUN
bracis-19087	186	21	,	,	PUNCT
bracis-19087	186	22	it	it	PRON
bracis-19087	186	23	raises	raise	VERB
bracis-19087	186	24	the	the	DET
bracis-19087	186	25	arp	arp	ADJ
bracis-19087	186	26	individual	individual	ADJ
bracis-19087	186	27	labels	label	VERB
bracis-19087	186	28	classification	classification	NOUN
bracis-19087	186	29	.	.	PUNCT
bracis-19087	187	1	table	table	NOUN
bracis-19087	187	2	2	2	NUM
bracis-19087	187	3	.	.	PUNCT
bracis-19087	187	4	performance	performance	NOUN
bracis-19087	187	5	of	of	ADP
bracis-19087	187	6	the	the	DET
bracis-19087	187	7	four	four	NUM
bracis-19087	187	8	models	model	NOUN
bracis-19087	187	9	over	over	ADP
bracis-19087	187	10	test	test	NOUN
bracis-19087	187	11	set	set	NOUN
bracis-19087	187	12	of	of	ADP
bracis-19087	187	13	trained	train	VERB
bracis-19087	187	14	over	over	ADP
bracis-19087	187	15	the	the	DET
bracis-19087	187	16	original	original	ADJ
bracis-19087	187	17	(	(	PUNCT
bracis-19087	187	18	blstme	blstme	NOUN
bracis-19087	187	19	)	)	PUNCT
bracis-19087	187	20	and	and	CCONJ
bracis-19087	187	21	augmented	augment	VERB
bracis-19087	187	22	training	training	NOUN
bracis-19087	187	23	sets	set	NOUN
bracis-19087	187	24	(	(	PUNCT
bracis-19087	187	25	blstmea	blstmea	VERB
bracis-19087	187	26	)	)	PUNCT
bracis-19087	187	27	over	over	ADP
bracis-19087	187	28	two	two	NUM
bracis-19087	187	29	event	event	NOUN
bracis-19087	187	30	types	type	NOUN
bracis-19087	187	31	distributions.full	distributions.full	PRON
bracis-19087	187	32	size	size	NOUN
bracis-19087	187	33	table	table	NOUN
bracis-19087	187	34	7	7	NUM
bracis-19087	187	35	error	error	NOUN
bracis-19087	187	36	analysis	analysis	NOUN
bracis-19087	187	37	we	we	PRON
bracis-19087	187	38	examine	examine	VERB
bracis-19087	187	39	the	the	DET
bracis-19087	187	40	outputs	output	NOUN
bracis-19087	187	41	of	of	ADP
bracis-19087	187	42	blstme-0	blstme-0	NUM
bracis-19087	187	43	on	on	ADP
bracis-19087	187	44	the	the	DET
bracis-19087	187	45	test	test	NOUN
bracis-19087	187	46	set	set	VERB
bracis-19087	187	47	to	to	PART
bracis-19087	187	48	find	find	VERB
bracis-19087	187	49	out	out	ADP
bracis-19087	187	50	the	the	DET
bracis-19087	187	51	contributions	contribution	NOUN
bracis-19087	187	52	of	of	ADP
bracis-19087	187	53	each	each	DET
bracis-19087	187	54	event	event	NOUN
bracis-19087	187	55	type	type	NOUN
bracis-19087	187	56	to	to	ADP
bracis-19087	187	57	event	event	NOUN
bracis-19087	187	58	detection	detection	NOUN
bracis-19087	187	59	errors	error	NOUN
bracis-19087	187	60	.	.	PUNCT
bracis-19087	188	1	following	follow	VERB
bracis-19087	188	2	nguyen	nguyen	NOUN
bracis-19087	188	3	et	et	PROPN
bracis-19087	188	4	al	al	PROPN
bracis-19087	188	5	.	.	PUNCT
bracis-19087	189	1	[	[	X
bracis-19087	189	2	20	20	NUM
bracis-19087	189	3	]	]	PUNCT
bracis-19087	189	4	,	,	PUNCT
bracis-19087	189	5	we	we	PRON
bracis-19087	189	6	highlight	highlight	VERB
bracis-19087	189	7	two	two	NUM
bracis-19087	189	8	types	type	NOUN
bracis-19087	189	9	of	of	ADP
bracis-19087	189	10	errors	error	NOUN
bracis-19087	189	11	:	:	PUNCT
bracis-19087	189	12	(	(	PUNCT
bracis-19087	189	13	i	i	NOUN
bracis-19087	189	14	)	)	PUNCT
bracis-19087	189	15	missing	miss	VERB
bracis-19087	189	16	an	an	DET
bracis-19087	189	17	event	event	NOUN
bracis-19087	189	18	mention	mention	NOUN
bracis-19087	189	19	in	in	ADP
bracis-19087	189	20	the	the	DET
bracis-19087	189	21	test	test	NOUN
bracis-19087	189	22	set	set	NOUN
bracis-19087	189	23	(	(	PUNCT
bracis-19087	189	24	called	call	VERB
bracis-19087	189	25	missed	miss	VERB
bracis-19087	189	26	)	)	PUNCT
bracis-19087	189	27	,	,	PUNCT
bracis-19087	189	28	and	and	CCONJ
bracis-19087	189	29	(	(	PUNCT
bracis-19087	189	30	ii	ii	NOUN
bracis-19087	189	31	)	)	PUNCT
bracis-19087	189	32	incorrectly	incorrectly	ADV
bracis-19087	189	33	detecting	detect	VERB
bracis-19087	189	34	an	an	DET
bracis-19087	189	35	event	event	NOUN
bracis-19087	189	36	mention	mention	NOUN
bracis-19087	189	37	(	(	PUNCT
bracis-19087	189	38	called	call	VERB
bracis-19087	189	39	incorrect	incorrect	ADJ
bracis-19087	189	40	)	)	PUNCT
bracis-19087	189	41	.	.	PUNCT
bracis-19087	190	1	in	in	ADP
bracis-19087	190	2	table	table	NOUN
bracis-19087	190	3	 	 	SPACE
bracis-19087	190	4	3	3	NUM
bracis-19087	190	5	,	,	PUNCT
bracis-19087	190	6	we	we	PRON
bracis-19087	190	7	list	list	VERB
bracis-19087	190	8	the	the	DET
bracis-19087	190	9	top	top	ADJ
bracis-19087	190	10	five	five	NUM
bracis-19087	190	11	event	event	NOUN
bracis-19087	190	12	types	type	NOUN
bracis-19087	190	13	appearing	appear	VERB
bracis-19087	190	14	in	in	ADP
bracis-19087	190	15	these	these	DET
bracis-19087	190	16	two	two	NUM
bracis-19087	190	17	types	type	NOUN
bracis-19087	190	18	of	of	ADP
bracis-19087	190	19	errors	error	NOUN
bracis-19087	190	20	and	and	CCONJ
bracis-19087	190	21	their	their	PRON
bracis-19087	190	22	corresponding	correspond	VERB
bracis-19087	190	23	percents	percent	NOUN
bracis-19087	190	24	over	over	ADP
bracis-19087	190	25	the	the	DET
bracis-19087	190	26	total	total	ADJ
bracis-19087	190	27	number	number	NOUN
bracis-19087	190	28	of	of	ADP
bracis-19087	190	29	errors	error	NOUN
bracis-19087	190	30	,	,	PUNCT
bracis-19087	190	31	and	and	CCONJ
bracis-19087	190	32	the	the	DET
bracis-19087	190	33	number	number	NOUN
bracis-19087	190	34	of	of	ADP
bracis-19087	190	35	available	available	ADJ
bracis-19087	190	36	event	event	NOUN
bracis-19087	190	37	mentions	mention	VERB
bracis-19087	190	38	on	on	ADP
bracis-19087	190	39	the	the	DET
bracis-19087	190	40	training	training	NOUN
bracis-19087	190	41	and	and	CCONJ
bracis-19087	190	42	testing	testing	NOUN
bracis-19087	190	43	data	datum	NOUN
bracis-19087	190	44	sets	set	NOUN
bracis-19087	190	45	.	.	PUNCT
bracis-19087	191	1	the	the	DET
bracis-19087	191	2	total	total	ADJ
bracis-19087	191	3	number	number	NOUN
bracis-19087	191	4	of	of	ADP
bracis-19087	191	5	event	event	NOUN
bracis-19087	191	6	types	type	NOUN
bracis-19087	191	7	present	present	ADJ
bracis-19087	191	8	on	on	ADP
bracis-19087	191	9	the	the	DET
bracis-19087	191	10	test	test	NOUN
bracis-19087	191	11	set	set	NOUN
bracis-19087	191	12	amounts	amount	VERB
bracis-19087	191	13	to	to	ADP
bracis-19087	191	14	244	244	NUM
bracis-19087	191	15	.	.	PUNCT
bracis-19087	192	1	these	these	DET
bracis-19087	192	2	top	top	ADJ
bracis-19087	192	3	five	five	NUM
bracis-19087	192	4	event	event	NOUN
bracis-19087	192	5	types	type	NOUN
bracis-19087	192	6	amount	amount	VERB
bracis-19087	192	7	to	to	ADP
bracis-19087	192	8	8.1	8.1	NUM
bracis-19087	192	9	%	%	NOUN
bracis-19087	192	10	of	of	ADP
bracis-19087	192	11	the	the	DET
bracis-19087	192	12	missed	miss	VERB
bracis-19087	192	13	errors	error	NOUN
bracis-19087	192	14	and	and	CCONJ
bracis-19087	192	15	31.1	31.1	NUM
bracis-19087	192	16	%	%	NOUN
bracis-19087	192	17	of	of	ADP
bracis-19087	192	18	the	the	DET
bracis-19087	192	19	incorrect	incorrect	ADJ
bracis-19087	192	20	errors	error	NOUN
bracis-19087	192	21	.	.	PUNCT
bracis-19087	193	1	the	the	DET
bracis-19087	193	2	missed	miss	VERB
bracis-19087	193	3	errors	error	NOUN
bracis-19087	193	4	are	be	AUX
bracis-19087	193	5	more	more	ADV
bracis-19087	193	6	evenly	evenly	ADV
bracis-19087	193	7	distributed	distribute	VERB
bracis-19087	193	8	between	between	ADP
bracis-19087	193	9	the	the	DET
bracis-19087	193	10	event	event	NOUN
bracis-19087	193	11	types	type	NOUN
bracis-19087	193	12	than	than	ADP
bracis-19087	193	13	the	the	DET
bracis-19087	193	14	incorrect	incorrect	ADJ
bracis-19087	193	15	errors	error	NOUN
bracis-19087	193	16	.	.	PUNCT
bracis-19087	194	1	examples	example	NOUN
bracis-19087	194	2	from	from	ADP
bracis-19087	194	3	the	the	DET
bracis-19087	194	4	statement	statement	NOUN
bracis-19087	194	5	event	event	NOUN
bracis-19087	194	6	type	type	NOUN
bracis-19087	194	7	appears	appear	VERB
bracis-19087	194	8	in	in	ADP
bracis-19087	194	9	both	both	CCONJ
bracis-19087	194	10	top	top	ADJ
bracis-19087	194	11	five	five	NUM
bracis-19087	194	12	type	type	NOUN
bracis-19087	194	13	of	of	ADP
bracis-19087	194	14	errors	error	NOUN
bracis-19087	194	15	,	,	PUNCT
bracis-19087	194	16	and	and	CCONJ
bracis-19087	194	17	it	it	PRON
bracis-19087	194	18	is	be	AUX
bracis-19087	194	19	ranked	rank	VERB
bracis-19087	194	20	in	in	ADP
bracis-19087	194	21	the	the	DET
bracis-19087	194	22	first	first	ADJ
bracis-19087	194	23	place	place	NOUN
bracis-19087	194	24	primarily	primarily	ADV
bracis-19087	194	25	due	due	ADP
bracis-19087	194	26	to	to	ADP
bracis-19087	194	27	the	the	DET
bracis-19087	194	28	greater	great	ADJ
bracis-19087	194	29	amount	amount	NOUN
bracis-19087	194	30	of	of	ADP
bracis-19087	194	31	examples	example	NOUN
bracis-19087	194	32	on	on	ADP
bracis-19087	194	33	the	the	DET
bracis-19087	194	34	test	test	NOUN
bracis-19087	194	35	set	set	NOUN
bracis-19087	194	36	.	.	PUNCT
bracis-19087	195	1	when	when	SCONJ
bracis-19087	195	2	we	we	PRON
bracis-19087	195	3	observe	observe	VERB
bracis-19087	195	4	one	one	NUM
bracis-19087	195	5	of	of	ADP
bracis-19087	195	6	the	the	DET
bracis-19087	195	7	missed	miss	VERB
bracis-19087	195	8	errors	error	NOUN
bracis-19087	195	9	from	from	ADP
bracis-19087	195	10	the	the	DET
bracis-19087	195	11	statement	statement	NOUN
bracis-19087	195	12	event	event	NOUN
bracis-19087	195	13	type	type	NOUN
bracis-19087	195	14	,	,	PUNCT
bracis-19087	195	15	even	even	ADV
bracis-19087	195	16	the	the	DET
bracis-19087	195	17	trigger	trigger	NOUN
bracis-19087	195	18	word	word	NOUN
bracis-19087	195	19	“	"	PUNCT
bracis-19087	195	20	relata	relata	NOUN
bracis-19087	195	21	”	"	PUNCT
bracis-19087	195	22	being	be	AUX
bracis-19087	195	23	available	available	ADJ
bracis-19087	195	24	on	on	ADP
bracis-19087	195	25	the	the	DET
bracis-19087	195	26	training	training	NOUN
bracis-19087	195	27	set	set	NOUN
bracis-19087	195	28	,	,	PUNCT
bracis-19087	195	29	due	due	ADP
bracis-19087	195	30	to	to	ADP
bracis-19087	195	31	a	a	DET
bracis-19087	195	32	different	different	ADJ
bracis-19087	195	33	and	and	CCONJ
bracis-19087	195	34	somehow	somehow	ADV
bracis-19087	195	35	confusing	confusing	ADJ
bracis-19087	195	36	context	context	NOUN
bracis-19087	195	37	,	,	PUNCT
bracis-19087	195	38	the	the	DET
bracis-19087	195	39	model	model	NOUN
bracis-19087	195	40	failed	fail	VERB
bracis-19087	195	41	to	to	PART
bracis-19087	195	42	detect	detect	VERB
bracis-19087	195	43	the	the	DET
bracis-19087	195	44	event	event	NOUN
bracis-19087	195	45	mention	mention	NOUN
bracis-19087	195	46	in	in	ADP
bracis-19087	195	47	the	the	DET
bracis-19087	195	48	following	follow	VERB
bracis-19087	195	49	sentence	sentence	NOUN
bracis-19087	195	50	:	:	PUNCT
bracis-19087	195	51	“	"	PUNCT
bracis-19087	195	52	a	a	DET
bracis-19087	195	53	correspondente	correspondente	NOUN
bracis-19087	195	54	da	da	PROPN
bracis-19087	195	55	bbc	bbc	PROPN
bracis-19087	195	56	karyn	karyn	PROPN
bracis-19087	195	57	coleman	coleman	PROPN
bracis-19087	195	58	relata	relata	PROPN
bracis-19087	195	59	do	do	VERB
bracis-19087	195	60	kosovo	kosovo	PROPN
bracis-19087	195	61	.	.	PUNCT
bracis-19087	196	1	”footnote	”footnote	VERB
bracis-19087	196	2	9	9	NUM
bracis-19087	196	3	.	.	PUNCT
bracis-19087	197	1	when	when	SCONJ
bracis-19087	197	2	we	we	PRON
bracis-19087	197	3	change	change	VERB
bracis-19087	197	4	the	the	DET
bracis-19087	197	5	word	word	NOUN
bracis-19087	197	6	order	order	NOUN
bracis-19087	197	7	of	of	ADP
bracis-19087	197	8	this	this	DET
bracis-19087	197	9	sentence	sentence	NOUN
bracis-19087	197	10	:	:	PUNCT
bracis-19087	197	11	“	"	PUNCT
bracis-19087	197	12	do	do	VERB
bracis-19087	197	13	kosovo	kosovo	PROPN
bracis-19087	197	14	,	,	PUNCT
bracis-19087	197	15	a	a	DET
bracis-19087	197	16	correspondente	correspondente	NOUN
bracis-19087	197	17	da	da	PROPN
bracis-19087	197	18	bbc	bbc	PROPN
bracis-19087	197	19	karyn	karyn	PROPN
bracis-19087	197	20	coleman	coleman	PROPN
bracis-19087	197	21	relata	relata	PROPN
bracis-19087	197	22	.	.	PUNCT
bracis-19087	197	23	”	"	PUNCT
bracis-19087	198	1	the	the	DET
bracis-19087	198	2	model	model	NOUN
bracis-19087	198	3	was	be	AUX
bracis-19087	198	4	able	able	ADJ
bracis-19087	198	5	to	to	PART
bracis-19087	198	6	detect	detect	VERB
bracis-19087	198	7	the	the	DET
bracis-19087	198	8	statement	statement	NOUN
bracis-19087	198	9	event	event	NOUN
bracis-19087	198	10	mention	mention	VERB
bracis-19087	198	11	.	.	PUNCT
bracis-19087	199	1	despite	despite	SCONJ
bracis-19087	199	2	this	this	DET
bracis-19087	199	3	example	example	NOUN
bracis-19087	199	4	,	,	PUNCT
bracis-19087	199	5	the	the	DET
bracis-19087	199	6	missed	miss	VERB
bracis-19087	199	7	errors	error	NOUN
bracis-19087	199	8	were	be	AUX
bracis-19087	199	9	detected	detect	VERB
bracis-19087	199	10	more	more	ADV
bracis-19087	199	11	frequently	frequently	ADV
bracis-19087	199	12	in	in	ADP
bracis-19087	199	13	cases	case	NOUN
bracis-19087	199	14	where	where	SCONJ
bracis-19087	199	15	the	the	DET
bracis-19087	199	16	trigger	trigger	NOUN
bracis-19087	199	17	words	word	NOUN
bracis-19087	199	18	are	be	AUX
bracis-19087	199	19	not	not	PART
bracis-19087	199	20	present	present	ADJ
bracis-19087	199	21	in	in	ADP
bracis-19087	199	22	the	the	DET
bracis-19087	199	23	training	training	NOUN
bracis-19087	199	24	data	datum	NOUN
bracis-19087	199	25	.	.	PUNCT
bracis-19087	200	1	from	from	ADP
bracis-19087	200	2	the	the	DET
bracis-19087	200	3	analysis	analysis	NOUN
bracis-19087	200	4	of	of	ADP
bracis-19087	200	5	the	the	DET
bracis-19087	200	6	incorrect	incorrect	ADJ
bracis-19087	200	7	errors	error	NOUN
bracis-19087	200	8	,	,	PUNCT
bracis-19087	200	9	we	we	PRON
bracis-19087	200	10	notice	notice	VERB
bracis-19087	200	11	that	that	SCONJ
bracis-19087	200	12	similar	similar	ADJ
bracis-19087	200	13	context	context	NOUN
bracis-19087	200	14	,	,	PUNCT
bracis-19087	200	15	when	when	SCONJ
bracis-19087	200	16	the	the	DET
bracis-19087	200	17	sentence	sentence	NOUN
bracis-19087	200	18	contains	contain	VERB
bracis-19087	200	19	event	event	NOUN
bracis-19087	200	20	arguments	argument	NOUN
bracis-19087	200	21	common	common	ADJ
bracis-19087	200	22	to	to	ADP
bracis-19087	200	23	different	different	ADJ
bracis-19087	200	24	event	event	NOUN
bracis-19087	200	25	types	type	NOUN
bracis-19087	200	26	,	,	PUNCT
bracis-19087	200	27	the	the	DET
bracis-19087	200	28	most	most	ADV
bracis-19087	200	29	predominant	predominant	ADJ
bracis-19087	200	30	example	example	NOUN
bracis-19087	200	31	event	event	NOUN
bracis-19087	200	32	type	type	NOUN
bracis-19087	200	33	hinder	hinder	VERB
bracis-19087	200	34	the	the	DET
bracis-19087	200	35	performance	performance	NOUN
bracis-19087	200	36	of	of	ADP
bracis-19087	200	37	similar	similar	ADJ
bracis-19087	200	38	event	event	NOUN
bracis-19087	200	39	types	type	NOUN
bracis-19087	200	40	.	.	PUNCT
bracis-19087	201	1	as	as	ADP
bracis-19087	201	2	an	an	DET
bracis-19087	201	3	example	example	NOUN
bracis-19087	201	4	of	of	ADP
bracis-19087	201	5	such	such	DET
bracis-19087	201	6	a	a	DET
bracis-19087	201	7	case	case	NOUN
bracis-19087	201	8	,	,	PUNCT
bracis-19087	201	9	in	in	ADP
bracis-19087	201	10	the	the	DET
bracis-19087	201	11	sentence	sentence	NOUN
bracis-19087	201	12	:	:	PUNCT
bracis-19087	201	13	“	"	PUNCT
bracis-19087	201	14	os	os	NOUN
bracis-19087	201	15	funcionários	funcionários	PROPN
bracis-19087	201	16	americanos	americanos	PROPN
bracis-19087	201	17	afirmam	afirmam	PROPN
bracis-19087	201	18	que	que	X
bracis-19087	201	19	já	já	X
bracis-19087	201	20	veem	veem	PROPN
bracis-19087	201	21	sinais	sinais	PROPN
bracis-19087	201	22	de	de	PROPN
bracis-19087	201	23	que	que	PROPN
bracis-19087	201	24	saddam	saddam	PROPN
bracis-19087	201	25	hussein	hussein	PROPN
bracis-19087	201	26	está	está	PROPN
bracis-19087	201	27	a	a	DET
bracis-19087	201	28	ficar	ficar	PROPN
bracis-19087	201	29	nervoso	nervoso	PROPN
bracis-19087	201	30	.	.	PUNCT
bracis-19087	202	1	”footnote	”footnote	VERB
bracis-19087	202	2	10	10	NUM
bracis-19087	202	3	,	,	PUNCT
bracis-19087	202	4	the	the	DET
bracis-19087	202	5	model	model	NOUN
bracis-19087	202	6	detected	detect	VERB
bracis-19087	202	7	a	a	DET
bracis-19087	202	8	statement	statement	NOUN
bracis-19087	202	9	event	event	NOUN
bracis-19087	202	10	type	type	NOUN
bracis-19087	202	11	,	,	PUNCT
bracis-19087	202	12	instead	instead	ADV
bracis-19087	202	13	of	of	ADP
bracis-19087	202	14	affirm_or_deny	affirm_or_deny	PROPN
bracis-19087	202	15	event	event	NOUN
bracis-19087	202	16	type	type	NOUN
bracis-19087	202	17	,	,	PUNCT
bracis-19087	202	18	despite	despite	SCONJ
bracis-19087	202	19	a	a	DET
bracis-19087	202	20	very	very	ADV
bracis-19087	202	21	indicative	indicative	ADJ
bracis-19087	202	22	trigger	trigger	NOUN
bracis-19087	202	23	word	word	NOUN
bracis-19087	202	24	.	.	PUNCT
bracis-19087	203	1	this	this	PRON
bracis-19087	203	2	may	may	AUX
bracis-19087	203	3	indicate	indicate	VERB
bracis-19087	203	4	an	an	DET
bracis-19087	203	5	over	over	ADP
bracis-19087	203	6	-	-	PUNCT
bracis-19087	203	7	reliance	reliance	NOUN
bracis-19087	203	8	of	of	ADP
bracis-19087	203	9	the	the	DET
bracis-19087	203	10	model	model	NOUN
bracis-19087	203	11	on	on	ADP
bracis-19087	203	12	lexical	lexical	ADJ
bracis-19087	203	13	information	information	NOUN
bracis-19087	203	14	,	,	PUNCT
bracis-19087	203	15	as	as	SCONJ
bracis-19087	203	16	opposed	oppose	VERB
bracis-19087	203	17	to	to	ADP
bracis-19087	203	18	the	the	DET
bracis-19087	203	19	semantic	semantic	ADJ
bracis-19087	203	20	information	information	NOUN
bracis-19087	203	21	we	we	PRON
bracis-19087	203	22	expect	expect	VERB
bracis-19087	203	23	to	to	PART
bracis-19087	203	24	be	be	AUX
bracis-19087	203	25	encoded	encode	VERB
bracis-19087	203	26	in	in	ADP
bracis-19087	203	27	the	the	DET
bracis-19087	203	28	word	word	NOUN
bracis-19087	203	29	and	and	CCONJ
bracis-19087	203	30	sentence	sentence	NOUN
bracis-19087	203	31	representation	representation	NOUN
bracis-19087	203	32	stages	stage	NOUN
bracis-19087	203	33	of	of	ADP
bracis-19087	203	34	our	our	PRON
bracis-19087	203	35	architecture	architecture	NOUN
bracis-19087	203	36	.	.	PUNCT
bracis-19087	204	1	another	another	DET
bracis-19087	204	2	explanation	explanation	NOUN
bracis-19087	204	3	may	may	AUX
bracis-19087	204	4	reside	reside	VERB
bracis-19087	204	5	in	in	ADP
bracis-19087	204	6	the	the	DET
bracis-19087	204	7	much	much	ADJ
bracis-19087	204	8	fine	fine	ADV
bracis-19087	204	9	-	-	PUNCT
bracis-19087	204	10	grained	grain	VERB
bracis-19087	204	11	schemata	schemata	NOUN
bracis-19087	204	12	that	that	PRON
bracis-19087	204	13	we	we	PRON
bracis-19087	204	14	employed	employ	VERB
bracis-19087	204	15	and	and	CCONJ
bracis-19087	204	16	the	the	DET
bracis-19087	204	17	imbalance	imbalance	NOUN
bracis-19087	204	18	between	between	ADP
bracis-19087	204	19	these	these	DET
bracis-19087	204	20	two	two	NUM
bracis-19087	204	21	event	event	NOUN
bracis-19087	204	22	type	type	NOUN
bracis-19087	204	23	annotated	annotate	VERB
bracis-19087	204	24	examples	example	NOUN
bracis-19087	204	25	.	.	PUNCT
bracis-19087	205	1	table	table	NOUN
bracis-19087	205	2	3	3	NUM
bracis-19087	205	3	.	.	PUNCT
bracis-19087	205	4	top	top	ADJ
bracis-19087	205	5	five	five	NUM
bracis-19087	205	6	event	event	NOUN
bracis-19087	205	7	types	type	NOUN
bracis-19087	205	8	for	for	ADP
bracis-19087	205	9	ed	ed	NOUN
bracis-19087	205	10	errors.full	errors.full	PROPN
bracis-19087	205	11	size	size	NOUN
bracis-19087	205	12	table	table	NOUN
bracis-19087	205	13	8	8	NUM
bracis-19087	205	14	conclusion	conclusion	NOUN
bracis-19087	205	15	in	in	ADP
bracis-19087	205	16	this	this	DET
bracis-19087	205	17	paper	paper	NOUN
bracis-19087	205	18	,	,	PUNCT
bracis-19087	205	19	we	we	PRON
bracis-19087	205	20	have	have	AUX
bracis-19087	205	21	presented	present	VERB
bracis-19087	205	22	a	a	DET
bracis-19087	205	23	method	method	NOUN
bracis-19087	205	24	for	for	ADP
bracis-19087	205	25	event	event	NOUN
bracis-19087	205	26	extraction	extraction	NOUN
bracis-19087	205	27	in	in	ADP
bracis-19087	205	28	the	the	DET
bracis-19087	205	29	portuguese	portuguese	ADJ
bracis-19087	205	30	language	language	NOUN
bracis-19087	205	31	over	over	ADP
bracis-19087	205	32	an	an	DET
bracis-19087	205	33	enriched	enriched	ADJ
bracis-19087	205	34	event	event	NOUN
bracis-19087	205	35	frame	frame	NOUN
bracis-19087	205	36	annotated	annotated	ADJ
bracis-19087	205	37	corpus	corpus	NOUN
bracis-19087	205	38	constructed	construct	VERB
bracis-19087	205	39	from	from	ADP
bracis-19087	205	40	the	the	DET
bracis-19087	205	41	timebankpt	timebankpt	NOUN
bracis-19087	205	42	corpus	corpus	NOUN
bracis-19087	205	43	.	.	PUNCT
bracis-19087	206	1	our	our	PRON
bracis-19087	206	2	approach	approach	NOUN
bracis-19087	206	3	requires	require	VERB
bracis-19087	206	4	less	less	ADJ
bracis-19087	206	5	effort	effort	NOUN
bracis-19087	206	6	on	on	ADP
bracis-19087	206	7	feature	feature	NOUN
bracis-19087	206	8	engineering	engineering	NOUN
bracis-19087	206	9	,	,	PUNCT
bracis-19087	206	10	using	use	VERB
bracis-19087	206	11	as	as	ADP
bracis-19087	206	12	input	input	NOUN
bracis-19087	206	13	only	only	ADV
bracis-19087	206	14	contextualized	contextualized	ADJ
bracis-19087	206	15	word	word	NOUN
bracis-19087	206	16	embeddings	embedding	NOUN
bracis-19087	206	17	,	,	PUNCT
bracis-19087	206	18	and	and	CCONJ
bracis-19087	206	19	jointly	jointly	ADV
bracis-19087	206	20	performs	perform	VERB
bracis-19087	206	21	ed	ed	NOUN
bracis-19087	206	22	and	and	CCONJ
bracis-19087	206	23	arp	arp	ADJ
bracis-19087	206	24	.	.	PUNCT
bracis-19087	207	1	we	we	PRON
bracis-19087	207	2	also	also	ADV
bracis-19087	207	3	proposed	propose	VERB
bracis-19087	207	4	and	and	CCONJ
bracis-19087	207	5	evaluated	evaluate	VERB
bracis-19087	207	6	a	a	DET
bracis-19087	207	7	method	method	NOUN
bracis-19087	207	8	of	of	ADP
bracis-19087	207	9	data	datum	NOUN
bracis-19087	207	10	augmentation	augmentation	NOUN
bracis-19087	207	11	for	for	ADP
bracis-19087	207	12	the	the	DET
bracis-19087	207	13	ee	ee	PROPN
bracis-19087	207	14	task	task	NOUN
bracis-19087	207	15	using	use	VERB
bracis-19087	207	16	an	an	DET
bracis-19087	207	17	oie	oie	NOUN
bracis-19087	207	18	system	system	NOUN
bracis-19087	207	19	.	.	PUNCT
bracis-19087	208	1	the	the	DET
bracis-19087	208	2	annotation	annotation	NOUN
bracis-19087	208	3	process	process	NOUN
bracis-19087	208	4	required	require	VERB
bracis-19087	208	5	to	to	PART
bracis-19087	208	6	produce	produce	VERB
bracis-19087	208	7	the	the	DET
bracis-19087	208	8	corpus	corpus	NOUN
bracis-19087	208	9	turns	turn	VERB
bracis-19087	208	10	out	out	ADP
bracis-19087	208	11	to	to	PART
bracis-19087	208	12	be	be	AUX
bracis-19087	208	13	tested	test	VERB
bracis-19087	208	14	by	by	ADP
bracis-19087	208	15	this	this	DET
bracis-19087	208	16	experimentation	experimentation	NOUN
bracis-19087	208	17	evaluation	evaluation	NOUN
bracis-19087	208	18	,	,	PUNCT
bracis-19087	208	19	validating	validate	VERB
bracis-19087	208	20	the	the	DET
bracis-19087	208	21	process	process	NOUN
bracis-19087	208	22	of	of	ADP
bracis-19087	208	23	annotation	annotation	NOUN
bracis-19087	208	24	,	,	PUNCT
bracis-19087	208	25	using	use	VERB
bracis-19087	208	26	three	three	NUM
bracis-19087	208	27	language	language	NOUN
bracis-19087	208	28	resources	resource	NOUN
bracis-19087	208	29	already	already	ADV
bracis-19087	208	30	available	available	ADJ
bracis-19087	208	31	:	:	PUNCT
bracis-19087	208	32	the	the	DET
bracis-19087	208	33	timebankpt	timebankpt	NOUN
bracis-19087	208	34	corpus	corpus	PROPN
bracis-19087	208	35	,	,	PUNCT
bracis-19087	208	36	the	the	DET
bracis-19087	208	37	lome	lome	ADJ
bracis-19087	208	38	frame	frame	NOUN
bracis-19087	208	39	parser	parser	NOUN
bracis-19087	208	40	,	,	PUNCT
bracis-19087	208	41	and	and	CCONJ
bracis-19087	208	42	the	the	DET
bracis-19087	208	43	framenet	framenet	ADJ
bracis-19087	208	44	schemata	schemata	NOUN
bracis-19087	208	45	.	.	PUNCT
bracis-19087	209	1	our	our	PRON
bracis-19087	209	2	experimental	experimental	ADJ
bracis-19087	209	3	results	result	NOUN
bracis-19087	209	4	show	show	VERB
bracis-19087	209	5	that	that	SCONJ
bracis-19087	209	6	our	our	PRON
bracis-19087	209	7	method	method	NOUN
bracis-19087	209	8	is	be	AUX
bracis-19087	209	9	able	able	ADJ
bracis-19087	209	10	to	to	PART
bracis-19087	209	11	learn	learn	VERB
bracis-19087	209	12	and	and	CCONJ
bracis-19087	209	13	automatically	automatically	ADV
bracis-19087	209	14	predict	predict	VERB
bracis-19087	209	15	with	with	ADP
bracis-19087	209	16	good	good	ADJ
bracis-19087	209	17	precision	precision	NOUN
bracis-19087	209	18	some	some	DET
bracis-19087	209	19	event	event	NOUN
bracis-19087	209	20	types	type	NOUN
bracis-19087	209	21	and	and	CCONJ
bracis-19087	209	22	argument	argument	NOUN
bracis-19087	209	23	roles	role	NOUN
bracis-19087	209	24	over	over	ADP
bracis-19087	209	25	the	the	DET
bracis-19087	209	26	annotated	annotated	ADJ
bracis-19087	209	27	corpus	corpus	NOUN
bracis-19087	209	28	.	.	PUNCT
bracis-19087	210	1	also	also	ADV
bracis-19087	210	2	,	,	PUNCT
bracis-19087	210	3	we	we	PRON
bracis-19087	210	4	notice	notice	VERB
bracis-19087	210	5	an	an	DET
bracis-19087	210	6	improvement	improvement	NOUN
bracis-19087	210	7	in	in	ADP
bracis-19087	210	8	the	the	DET
bracis-19087	210	9	performance	performance	NOUN
bracis-19087	210	10	on	on	ADP
bracis-19087	210	11	the	the	DET
bracis-19087	210	12	argument	argument	NOUN
bracis-19087	210	13	role	role	NOUN
bracis-19087	210	14	prediction	prediction	NOUN
bracis-19087	210	15	for	for	ADP
bracis-19087	210	16	the	the	DET
bracis-19087	210	17	models	model	NOUN
bracis-19087	210	18	that	that	PRON
bracis-19087	210	19	used	use	VERB
bracis-19087	210	20	the	the	DET
bracis-19087	210	21	augmented	augment	VERB
bracis-19087	210	22	data	datum	NOUN
bracis-19087	210	23	from	from	ADP
bracis-19087	210	24	oie	oie	PROPN
bracis-19087	210	25	when	when	SCONJ
bracis-19087	210	26	dealing	deal	VERB
bracis-19087	210	27	with	with	ADP
bracis-19087	210	28	event	event	NOUN
bracis-19087	210	29	types	type	NOUN
bracis-19087	210	30	and	and	CCONJ
bracis-19087	210	31	argument	argument	NOUN
bracis-19087	210	32	roles	role	NOUN
bracis-19087	210	33	with	with	ADP
bracis-19087	210	34	scarce	scarce	ADJ
bracis-19087	210	35	annotated	annotate	VERB
bracis-19087	210	36	examples	example	NOUN
bracis-19087	210	37	,	,	PUNCT
bracis-19087	210	38	showing	show	VERB
bracis-19087	210	39	that	that	SCONJ
bracis-19087	210	40	this	this	DET
bracis-19087	210	41	strategy	strategy	NOUN
bracis-19087	210	42	may	may	AUX
bracis-19087	210	43	be	be	AUX
bracis-19087	210	44	valuable	valuable	ADJ
bracis-19087	210	45	to	to	PART
bracis-19087	210	46	improve	improve	VERB
bracis-19087	210	47	the	the	DET
bracis-19087	210	48	performance	performance	NOUN
bracis-19087	210	49	of	of	ADP
bracis-19087	210	50	ee	ee	PROPN
bracis-19087	210	51	systems	system	NOUN
bracis-19087	210	52	for	for	ADP
bracis-19087	210	53	languages	language	NOUN
bracis-19087	210	54	with	with	ADP
bracis-19087	210	55	little	little	ADJ
bracis-19087	210	56	training	training	NOUN
bracis-19087	210	57	data	datum	NOUN
bracis-19087	210	58	for	for	ADP
bracis-19087	210	59	the	the	DET
bracis-19087	210	60	task	task	NOUN
bracis-19087	210	61	,	,	PUNCT
bracis-19087	210	62	as	as	SCONJ
bracis-19087	210	63	is	be	AUX
bracis-19087	210	64	the	the	DET
bracis-19087	210	65	case	case	NOUN
bracis-19087	210	66	of	of	ADP
bracis-19087	210	67	the	the	DET
bracis-19087	210	68	portuguese	portuguese	ADJ
bracis-19087	210	69	language	language	NOUN
bracis-19087	210	70	.	.	PUNCT
bracis-19087	211	1	notes	note	NOUN
bracis-19087	211	2	1.s1	1.s1	NUM
bracis-19087	211	3	:	:	PUNCT
bracis-19087	211	4	“	"	PUNCT
bracis-19087	211	5	...	...	PUNCT
bracis-19087	211	6	the	the	DET
bracis-19087	211	7	arabs	arabs	PROPN
bracis-19087	211	8	would	would	AUX
bracis-19087	211	9	have	have	AUX
bracis-19087	211	10	to	to	PART
bracis-19087	211	11	support	support	VERB
bracis-19087	211	12	iraq	iraq	PROPN
bracis-19087	211	13	in	in	ADP
bracis-19087	211	14	a	a	DET
bracis-19087	211	15	fight	fight	NOUN
bracis-19087	211	16	against	against	ADP
bracis-19087	211	17	their	their	PRON
bracis-19087	211	18	common	common	ADJ
bracis-19087	211	19	israeli	israeli	ADJ
bracis-19087	211	20	enemy	enemy	NOUN
bracis-19087	211	21	.	.	PUNCT
bracis-19087	211	22	”	"	PUNCT
bracis-19087	211	23	.	.	PUNCT
bracis-19087	212	1	2.s2	2.s2	NOUN
bracis-19087	212	2	:	:	PUNCT
bracis-19087	212	3	“	"	PUNCT
bracis-19087	212	4	both	both	DET
bracis-19087	212	5	companies	company	NOUN
bracis-19087	212	6	are	be	AUX
bracis-19087	212	7	allies	ally	NOUN
bracis-19087	212	8	of	of	ADP
bracis-19087	212	9	navigation	navigation	NOUN
bracis-19087	212	10	mixte	mixte	PROPN
bracis-19087	212	11	in	in	ADP
bracis-19087	212	12	its	its	PRON
bracis-19087	212	13	fight	fight	NOUN
bracis-19087	212	14	against	against	ADP
bracis-19087	212	15	a	a	DET
bracis-19087	212	16	hostile	hostile	ADJ
bracis-19087	212	17	takeover	takeover	NOUN
bracis-19087	212	18	bid	bid	NOUN
bracis-19087	212	19	...	...	PUNCT
bracis-19087	212	20	”	"	PUNCT
bracis-19087	212	21	.	.	PUNCT
bracis-19087	213	1	3.“said	3.“said	NUM
bracis-19087	213	2	”	"	PUNCT
bracis-19087	213	3	,	,	PUNCT
bracis-19087	213	4	“	"	PUNCT
bracis-19087	213	5	referred	refer	VERB
bracis-19087	213	6	”	"	PUNCT
bracis-19087	213	7	,	,	PUNCT
bracis-19087	213	8	“	"	PUNCT
bracis-19087	213	9	announced	announce	VERB
bracis-19087	213	10	”	"	PUNCT
bracis-19087	213	11	,	,	PUNCT
bracis-19087	213	12	“	"	PUNCT
bracis-19087	213	13	added	add	VERB
bracis-19087	213	14	”	"	PUNCT
bracis-19087	213	15	.	.	PUNCT
bracis-19087	214	1	4.“meridian	4.“meridian	PROPN
bracis-19087	214	2	national	national	PROPN
bracis-19087	214	3	corp	corp	PROPN
bracis-19087	214	4	.	.	PROPN
bracis-19087	214	5	said	say	VERB
bracis-19087	214	6	it	it	PRON
bracis-19087	214	7	sold	sell	VERB
bracis-19087	214	8	750,000	750,000	NUM
bracis-19087	214	9	shares	share	NOUN
bracis-19087	214	10	of	of	ADP
bracis-19087	214	11	its	its	PRON
bracis-19087	214	12	common	common	ADJ
bracis-19087	214	13	stock	stock	NOUN
bracis-19087	214	14	to	to	ADP
bracis-19087	214	15	the	the	DET
bracis-19087	214	16	mcalpine	mcalpine	PROPN
bracis-19087	214	17	family	family	PROPN
bracis-19087	214	18	interests	interest	NOUN
bracis-19087	214	19	,	,	PUNCT
bracis-19087	214	20	for	for	ADP
bracis-19087	214	21	$	$	SYM
bracis-19087	214	22	1	1	NUM
bracis-19087	214	23	million	million	NUM
bracis-19087	214	24	,	,	PUNCT
bracis-19087	214	25	or	or	CCONJ
bracis-19087	214	26	$	$	SYM
bracis-19087	214	27	1.35	1.35	NUM
bracis-19087	214	28	a	a	DET
bracis-19087	214	29	share	share	NOUN
bracis-19087	214	30	.	.	PUNCT
bracis-19087	214	31	”	"	PUNCT
bracis-19087	215	1	5.https://github.com/kraiyani/automated-event-extraction-model-for-multiple-linked-portuguese-documents	5.https://github.com/kraiyani/automated-event-extraction-model-for-multiple-linked-portuguese-documents	NUM
bracis-19087	215	2	.	.	PUNCT
bracis-19087	216	1	6.“in	6.“in	ADJ
bracis-19087	216	2	american	american	ADJ
bracis-19087	216	3	stock	stock	PROPN
bracis-19087	216	4	exchange	exchange	PROPN
bracis-19087	216	5	composite	composite	ADJ
bracis-19087	216	6	trading	trading	NOUN
bracis-19087	216	7	,	,	PUNCT
bracis-19087	216	8	citadel	citadel	PROPN
bracis-19087	216	9	shares	share	NOUN
bracis-19087	216	10	closed	close	VERB
bracis-19087	216	11	yesterday	yesterday	NOUN
bracis-19087	216	12	at	at	ADP
bracis-19087	216	13	$	$	SYM
bracis-19087	216	14	45.75	45.75	NUM
bracis-19087	216	15	,	,	PUNCT
bracis-19087	216	16	down	down	ADV
bracis-19087	216	17	25	25	NUM
bracis-19087	216	18	cents	cent	NOUN
bracis-19087	216	19	”	"	PUNCT
bracis-19087	216	20	.	.	PUNCT
bracis-19087	217	1	7.available	7.available	NUM
bracis-19087	217	2	at	at	ADP
bracis-19087	217	3	:	:	PUNCT
bracis-19087	217	4	https://github.com/formas/dptoie	https://github.com/formas/dptoie	NOUN
bracis-19087	217	5	.	.	PUNCT
bracis-19087	218	1	8.“citadel	8.“citadel	NUM
bracis-19087	218	2	shares	share	NOUN
bracis-19087	218	3	closed	close	VERB
bracis-19087	218	4	at	at	ADP
bracis-19087	218	5	$	$	SYM
bracis-19087	218	6	45.75	45.75	NUM
bracis-19087	218	7	”	"	PUNCT
bracis-19087	218	8	.	.	PUNCT
bracis-19087	219	1	9.“bbc	9.“bbc	NUM
bracis-19087	219	2	correspondent	correspondent	NOUN
bracis-19087	219	3	karyn	karyn	PROPN
bracis-19087	219	4	coleman	coleman	PROPN
bracis-19087	219	5	reports	report	VERB
bracis-19087	219	6	from	from	ADP
bracis-19087	219	7	kosovo	kosovo	PROPN
bracis-19087	219	8	.	.	PUNCT
bracis-19087	219	9	”	"	PUNCT
bracis-19087	219	10	.	.	PUNCT
bracis-19087	220	1	10.“u.s	10.“u.s	NUM
bracis-19087	220	2	.	.	PUNCT
bracis-19087	220	3	officials	official	NOUN
bracis-19087	220	4	claim	claim	VERB
bracis-19087	220	5	they	they	PRON
bracis-19087	220	6	already	already	ADV
bracis-19087	220	7	see	see	VERB
bracis-19087	220	8	signs	sign	NOUN
bracis-19087	220	9	saddam	saddam	PROPN
bracis-19087	220	10	hussein	hussein	PROPN
bracis-19087	220	11	is	be	AUX
bracis-19087	220	12	getting	get	VERB
bracis-19087	220	13	nervous	nervous	ADJ
bracis-19087	220	14	.	.	PUNCT
bracis-19087	220	15	”	"	PUNCT
bracis-19087	220	16	.	.	PUNCT
bracis-19087	221	1	references	reference	NOUN
bracis-19087	221	2	ahn	ahn	PROPN
bracis-19087	221	3	,	,	PUNCT
bracis-19087	221	4	d.	d.	PROPN
bracis-19087	221	5	:	:	PUNCT
bracis-19087	221	6	the	the	DET
bracis-19087	221	7	stages	stage	NOUN
bracis-19087	221	8	of	of	ADP
bracis-19087	221	9	event	event	NOUN
bracis-19087	221	10	extraction	extraction	NOUN
bracis-19087	221	11	.	.	PUNCT
bracis-19087	222	1	in	in	ADP
bracis-19087	222	2	:	:	PUNCT
bracis-19087	222	3	proceedings	proceeding	NOUN
bracis-19087	222	4	of	of	ADP
bracis-19087	222	5	the	the	DET
bracis-19087	222	6	workshop	workshop	NOUN
bracis-19087	222	7	on	on	ADP
bracis-19087	222	8	annotating	annotate	VERB
bracis-19087	222	9	and	and	CCONJ
bracis-19087	222	10	reasoning	reasoning	NOUN
bracis-19087	222	11	about	about	ADP
bracis-19087	222	12	time	time	NOUN
bracis-19087	222	13	and	and	CCONJ
bracis-19087	222	14	events	event	NOUN
bracis-19087	222	15	,	,	PUNCT
bracis-19087	222	16	pp	pp	ADV
bracis-19087	222	17	.	.	PUNCT
bracis-19087	223	1	1–8	1–8	NUM
bracis-19087	223	2	(	(	PUNCT
bracis-19087	223	3	2006	2006	NUM
bracis-19087	223	4	)	)	PUNCT
bracis-19087	223	5	google	google	PROPN
bracis-19087	223	6	scholar	scholar	NOUN
bracis-19087	223	7	  	  	SPACE
bracis-19087	223	8	baker	baker	PROPN
bracis-19087	223	9	,	,	PUNCT
bracis-19087	223	10	c.f	c.f	PROPN
bracis-19087	223	11	.	.	PROPN
bracis-19087	223	12	,	,	PUNCT
bracis-19087	223	13	fillmore	fillmore	PROPN
bracis-19087	223	14	,	,	PUNCT
bracis-19087	223	15	c.j	c.j	PROPN
bracis-19087	223	16	.	.	PROPN
bracis-19087	223	17	,	,	PUNCT
bracis-19087	223	18	lowe	lowe	PROPN
bracis-19087	223	19	,	,	PUNCT
bracis-19087	223	20	j.b	j.b	PROPN
bracis-19087	223	21	.	.	PUNCT
bracis-19087	223	22	:	:	PUNCT
bracis-19087	224	1	the	the	DET
bracis-19087	224	2	berkeley	berkeley	PROPN
bracis-19087	224	3	framenet	framenet	NOUN
bracis-19087	224	4	project	project	NOUN
bracis-19087	224	5	.	.	PUNCT
bracis-19087	225	1	in	in	ADP
bracis-19087	225	2	:	:	PUNCT
bracis-19087	225	3	36th	36th	ADJ
bracis-19087	225	4	annual	annual	ADJ
bracis-19087	225	5	meeting	meeting	NOUN
bracis-19087	225	6	of	of	ADP
bracis-19087	225	7	the	the	DET
bracis-19087	225	8	association	association	NOUN
bracis-19087	225	9	for	for	ADP
bracis-19087	225	10	computational	computational	ADJ
bracis-19087	225	11	linguistics	linguistic	NOUN
bracis-19087	225	12	and	and	CCONJ
bracis-19087	225	13	17th	17th	ADJ
bracis-19087	225	14	international	international	ADJ
bracis-19087	225	15	conference	conference	NOUN
bracis-19087	225	16	on	on	ADP
bracis-19087	225	17	computational	computational	ADJ
bracis-19087	225	18	linguistics	linguistic	NOUN
bracis-19087	225	19	,	,	PUNCT
bracis-19087	225	20	vol	vol	NOUN
bracis-19087	225	21	.	.	PROPN
bracis-19087	225	22	1	1	NUM
bracis-19087	225	23	,	,	PUNCT
bracis-19087	225	24	pp	pp	ADJ
bracis-19087	225	25	.	.	PUNCT
bracis-19087	226	1	86–90	86–90	NUM
bracis-19087	226	2	(	(	PUNCT
bracis-19087	226	3	1998	1998	NUM
bracis-19087	226	4	)	)	PUNCT
bracis-19087	226	5	google	google	PROPN
bracis-19087	226	6	scholar	scholar	NOUN
bracis-19087	226	7	  	  	SPACE
bracis-19087	226	8	carvalho	carvalho	NOUN
bracis-19087	226	9	,	,	PUNCT
bracis-19087	226	10	p.	p.	PROPN
bracis-19087	226	11	,	,	PUNCT
bracis-19087	226	12	gonçalo	gonçalo	PROPN
bracis-19087	226	13	oliveira	oliveira	PROPN
bracis-19087	226	14	,	,	PUNCT
bracis-19087	226	15	h.	h.	PROPN
bracis-19087	226	16	,	,	PUNCT
bracis-19087	226	17	santos	santos	PROPN
bracis-19087	226	18	,	,	PUNCT
bracis-19087	226	19	d.	d.	PROPN
bracis-19087	226	20	,	,	PUNCT
bracis-19087	226	21	freitas	freitas	PROPN
bracis-19087	226	22	,	,	PUNCT
bracis-19087	226	23	c.	c.	NOUN
bracis-19087	226	24	,	,	PUNCT
bracis-19087	226	25	mota	mota	PROPN
bracis-19087	226	26	,	,	PUNCT
bracis-19087	226	27	c.	c.	PROPN
bracis-19087	226	28	:	:	PUNCT
bracis-19087	226	29	segundo	segundo	PROPN
bracis-19087	226	30	harem	harem	PROPN
bracis-19087	226	31	:	:	PUNCT
bracis-19087	226	32	modelo	modelo	PROPN
bracis-19087	226	33	geral	geral	PROPN
bracis-19087	226	34	,	,	PUNCT
bracis-19087	226	35	novidades	novidade	VERB
bracis-19087	226	36	e	e	ADP
bracis-19087	226	37	avaliaçao	avaliaçao	NOUN
bracis-19087	226	38	.	.	PUNCT
bracis-19087	227	1	quot	quot	PROPN
bracis-19087	227	2	;	;	PUNCT
bracis-19087	227	3	in	in	ADP
bracis-19087	227	4	cristina	cristina	PROPN
bracis-19087	227	5	mota	mota	PROPN
bracis-19087	227	6	;	;	PUNCT
bracis-19087	227	7	diana	diana	PROPN
bracis-19087	227	8	santos	santos	PROPN
bracis-19087	227	9	(	(	PUNCT
bracis-19087	227	10	ed	ed	NOUN
bracis-19087	227	11	)	)	PUNCT
bracis-19087	227	12	desafios	desafio	NOUN
bracis-19087	227	13	na	na	PROPN
bracis-19087	227	14	avaliação	avaliação	PROPN
bracis-19087	227	15	conjunta	conjunta	PROPN
bracis-19087	227	16	do	do	AUX
bracis-19087	227	17	reconhecimento	reconhecimento	PROPN
bracis-19087	227	18	de	de	X
bracis-19087	227	19	entidades	entidades	PROPN
bracis-19087	227	20	mencionadas	mencionadas	PROPN
bracis-19087	227	21	:	:	PUNCT
bracis-19087	227	22	o	o	PROPN
bracis-19087	227	23	segundo	segundo	PROPN
bracis-19087	227	24	harem	harem	PROPN
bracis-19087	227	25	linguateca	linguateca	PROPN
bracis-19087	227	26	2008	2008	NUM
bracis-19087	227	27	(	(	PUNCT
bracis-19087	227	28	2008	2008	NUM
bracis-19087	227	29	)	)	PUNCT
bracis-19087	227	30	google	google	PROPN
bracis-19087	227	31	scholar	scholar	NOUN
bracis-19087	227	32	  	  	SPACE
bracis-19087	227	33	chen	chen	PROPN
bracis-19087	227	34	,	,	PUNCT
bracis-19087	227	35	y.	y.	PROPN
bracis-19087	227	36	,	,	PUNCT
bracis-19087	227	37	xu	xu	PROPN
bracis-19087	227	38	,	,	PUNCT
bracis-19087	227	39	l.	l.	PROPN
bracis-19087	227	40	,	,	PUNCT
bracis-19087	227	41	liu	liu	PROPN
bracis-19087	227	42	,	,	PUNCT
bracis-19087	227	43	k.	k.	PROPN
bracis-19087	227	44	,	,	PUNCT
bracis-19087	227	45	zeng	zeng	PROPN
bracis-19087	227	46	,	,	PUNCT
bracis-19087	227	47	d.	d.	PROPN
bracis-19087	227	48	,	,	PUNCT
bracis-19087	227	49	zhao	zhao	PROPN
bracis-19087	227	50	,	,	PUNCT
bracis-19087	227	51	j.	j.	PROPN
bracis-19087	227	52	:	:	PUNCT
bracis-19087	227	53	event	event	NOUN
bracis-19087	227	54	extraction	extraction	NOUN
bracis-19087	227	55	via	via	ADP
bracis-19087	227	56	dynamic	dynamic	ADJ
bracis-19087	227	57	multi	multi	ADJ
bracis-19087	227	58	-	-	ADJ
bracis-19087	227	59	pooling	pool	VERB
bracis-19087	227	60	convolutional	convolutional	ADJ
bracis-19087	227	61	neural	neural	ADJ
bracis-19087	227	62	networks	network	NOUN
bracis-19087	227	63	.	.	PUNCT
bracis-19087	228	1	in	in	ADP
bracis-19087	228	2	:	:	PUNCT
bracis-19087	228	3	proceedings	proceeding	NOUN
bracis-19087	228	4	of	of	ADP
bracis-19087	228	5	the	the	DET
bracis-19087	228	6	53rd	53rd	ADJ
bracis-19087	228	7	annual	annual	ADJ
bracis-19087	228	8	meeting	meeting	NOUN
bracis-19087	228	9	of	of	ADP
bracis-19087	228	10	the	the	DET
bracis-19087	228	11	association	association	NOUN
bracis-19087	228	12	for	for	ADP
bracis-19087	228	13	computational	computational	ADJ
bracis-19087	228	14	linguistics	linguistic	NOUN
bracis-19087	228	15	and	and	CCONJ
bracis-19087	228	16	the	the	DET
bracis-19087	228	17	7th	7th	ADJ
bracis-19087	228	18	international	international	ADJ
bracis-19087	228	19	joint	joint	ADJ
bracis-19087	228	20	conference	conference	NOUN
bracis-19087	228	21	on	on	ADP
bracis-19087	228	22	natural	natural	ADJ
bracis-19087	228	23	language	language	NOUN
bracis-19087	228	24	processing	processing	NOUN
bracis-19087	228	25	(	(	PUNCT
bracis-19087	228	26	volume	volume	NOUN
bracis-19087	228	27	1	1	NUM
bracis-19087	228	28	:	:	PUNCT
bracis-19087	228	29	long	long	ADJ
bracis-19087	228	30	papers	paper	NOUN
bracis-19087	228	31	)	)	PUNCT
bracis-19087	228	32	,	,	PUNCT
bracis-19087	228	33	pp	pp	ADP
bracis-19087	228	34	.	.	PUNCT
bracis-19087	229	1	167–176	167–176	NUM
bracis-19087	229	2	(	(	PUNCT
bracis-19087	229	3	2015	2015	NUM
bracis-19087	229	4	)	)	PUNCT
bracis-19087	229	5	.	.	PUNCT
bracis-19087	230	1	https://doi.org/10.3115/v1/p15-1017	https://doi.org/10.3115/v1/p15-1017	PROPN
bracis-19087	230	2	cohen	cohen	PROPN
bracis-19087	230	3	,	,	PUNCT
bracis-19087	230	4	j.	j.	PROPN
bracis-19087	230	5	:	:	PUNCT
bracis-19087	230	6	a	a	DET
bracis-19087	230	7	coefficient	coefficient	NOUN
bracis-19087	230	8	of	of	ADP
bracis-19087	230	9	agreement	agreement	NOUN
bracis-19087	230	10	for	for	ADP
bracis-19087	230	11	nominal	nominal	ADJ
bracis-19087	230	12	scales	scale	NOUN
bracis-19087	230	13	.	.	PUNCT
bracis-19087	231	1	educ	educ	PROPN
bracis-19087	231	2	.	.	PUNCT
bracis-19087	232	1	psychol	psychol	NOUN
bracis-19087	232	2	.	.	PUNCT
bracis-19087	233	1	meas	meas	PROPN
bracis-19087	233	2	.	.	PUNCT
bracis-19087	234	1	20(1	20(1	NUM
bracis-19087	234	2	)	)	PUNCT
bracis-19087	234	3	,	,	PUNCT
bracis-19087	234	4	37–46	37–46	NUM
bracis-19087	234	5	(	(	PUNCT
bracis-19087	234	6	1960	1960	NUM
bracis-19087	234	7	)	)	PUNCT
bracis-19087	234	8	.	.	PUNCT
bracis-19087	235	1	https://doi.org/10.1177/001316446002000104	https://doi.org/10.1177/001316446002000104	PROPN
bracis-19087	235	2	article	article	PROPN
bracis-19087	235	3	  	  	SPACE
bracis-19087	235	4	google	google	PROPN
bracis-19087	235	5	scholar	scholar	NOUN
bracis-19087	235	6	  	  	SPACE
bracis-19087	235	7	consortium	consortium	NOUN
bracis-19087	235	8	,	,	PUNCT
bracis-19087	235	9	l.d	l.d	PROPN
bracis-19087	235	10	.	.	PROPN
bracis-19087	235	11	:	:	PUNCT
bracis-19087	236	1	ace	ace	VERB
bracis-19087	236	2	(	(	PUNCT
bracis-19087	236	3	automatic	automatic	ADJ
bracis-19087	236	4	content	content	NOUN
bracis-19087	236	5	extraction	extraction	NOUN
bracis-19087	236	6	)	)	PUNCT
bracis-19087	236	7	english	english	ADJ
bracis-19087	236	8	annotation	annotation	NOUN
bracis-19087	236	9	guidelines	guideline	NOUN
bracis-19087	236	10	for	for	ADP
bracis-19087	236	11	events	event	NOUN
bracis-19087	236	12	.	.	PUNCT
bracis-19087	237	1	version	version	NOUN
bracis-19087	237	2	(	(	PUNCT
bracis-19087	237	3	5.4.3	5.4.3	NOUN
bracis-19087	237	4	)	)	PUNCT
bracis-19087	237	5	(	(	PUNCT
bracis-19087	237	6	2005	2005	NUM
bracis-19087	237	7	)	)	PUNCT
bracis-19087	237	8	google	google	PROPN
bracis-19087	237	9	scholar	scholar	NOUN
bracis-19087	237	10	  	  	SPACE
bracis-19087	237	11	costa	costa	PROPN
bracis-19087	237	12	,	,	PUNCT
bracis-19087	237	13	f.	f.	PROPN
bracis-19087	237	14	,	,	PUNCT
bracis-19087	237	15	branco	branco	PROPN
bracis-19087	237	16	,	,	PUNCT
bracis-19087	237	17	a.	a.	NOUN
bracis-19087	237	18	:	:	PUNCT
bracis-19087	237	19	lx	lx	NOUN
bracis-19087	237	20	-	-	PUNCT
bracis-19087	237	21	timeanalyzer	timeanalyzer	NOUN
bracis-19087	237	22	:	:	PUNCT
bracis-19087	237	23	a	a	DET
bracis-19087	237	24	temporal	temporal	ADJ
bracis-19087	237	25	information	information	NOUN
bracis-19087	237	26	processing	processing	NOUN
bracis-19087	237	27	system	system	NOUN
bracis-19087	237	28	for	for	ADP
bracis-19087	237	29	portuguese	portuguese	NOUN
bracis-19087	237	30	(	(	PUNCT
bracis-19087	237	31	2012	2012	NUM
bracis-19087	237	32	)	)	PUNCT
bracis-19087	237	33	.	.	PUNCT
bracis-19087	238	1	http://hdl.handle.net/10451/14148	http://hdl.handle.net/10451/14148	PROPN
bracis-19087	238	2	costa	costa	PROPN
bracis-19087	238	3	,	,	PUNCT
bracis-19087	238	4	f.	f.	PROPN
bracis-19087	238	5	,	,	PUNCT
bracis-19087	238	6	branco	branco	PROPN
bracis-19087	238	7	,	,	PUNCT
bracis-19087	238	8	a.	a.	NOUN
bracis-19087	238	9	:	:	PUNCT
bracis-19087	238	10	timebankpt	timebankpt	NOUN
bracis-19087	238	11	:	:	PUNCT
bracis-19087	238	12	a	a	DET
bracis-19087	238	13	timeml	timeml	NOUN
bracis-19087	238	14	annotated	annotate	VERB
bracis-19087	238	15	corpus	corpus	NOUN
bracis-19087	238	16	of	of	ADP
bracis-19087	238	17	portuguese	portuguese	PROPN
bracis-19087	238	18	.	.	PUNCT
bracis-19087	239	1	in	in	ADP
bracis-19087	239	2	:	:	PUNCT
bracis-19087	239	3	lrec	lrec	PROPN
bracis-19087	239	4	,	,	PUNCT
bracis-19087	239	5	pp	pp	ADV
bracis-19087	239	6	.	.	PUNCT
bracis-19087	240	1	3727–3734	3727–3734	NUM
bracis-19087	240	2	(	(	PUNCT
bracis-19087	240	3	2012	2012	NUM
bracis-19087	240	4	)	)	PUNCT
bracis-19087	240	5	google	google	PROPN
bracis-19087	240	6	scholar	scholar	NOUN
bracis-19087	240	7	  	  	SPACE
bracis-19087	240	8	devlin	devlin	PROPN
bracis-19087	240	9	,	,	PUNCT
bracis-19087	240	10	j.	j.	PROPN
bracis-19087	240	11	,	,	PUNCT
bracis-19087	240	12	chang	chang	PROPN
bracis-19087	240	13	,	,	PUNCT
bracis-19087	240	14	m.w	m.w	PROPN
bracis-19087	240	15	.	.	PROPN
bracis-19087	240	16	,	,	PUNCT
bracis-19087	240	17	lee	lee	PROPN
bracis-19087	240	18	,	,	PUNCT
bracis-19087	240	19	k.	k.	PROPN
bracis-19087	240	20	,	,	PUNCT
bracis-19087	240	21	toutanova	toutanova	PROPN
bracis-19087	240	22	,	,	PUNCT
bracis-19087	240	23	k.	k.	PROPN
bracis-19087	240	24	:	:	PUNCT
bracis-19087	241	1	bert	bert	PROPN
bracis-19087	241	2	:	:	PUNCT
bracis-19087	241	3	pre	pre	ADJ
bracis-19087	241	4	-	-	NOUN
bracis-19087	241	5	training	training	NOUN
bracis-19087	241	6	of	of	ADP
bracis-19087	241	7	deep	deep	ADJ
bracis-19087	241	8	bidirectional	bidirectional	ADJ
bracis-19087	241	9	transformers	transformer	NOUN
bracis-19087	241	10	for	for	ADP
bracis-19087	241	11	language	language	NOUN
bracis-19087	241	12	understanding	understanding	NOUN
bracis-19087	241	13	(	(	PUNCT
bracis-19087	241	14	2018	2018	NUM
bracis-19087	241	15	)	)	PUNCT
bracis-19087	241	16	.	.	PUNCT
bracis-19087	242	1	https://doi.org/10.18653/v1/n19-1423	https://doi.org/10.18653/v1/n19-1423	PROPN
bracis-19087	242	2	ding	ding	PROPN
bracis-19087	242	3	,	,	PUNCT
bracis-19087	242	4	r.	r.	PROPN
bracis-19087	242	5	,	,	PUNCT
bracis-19087	242	6	li	li	PROPN
bracis-19087	242	7	,	,	PUNCT
bracis-19087	242	8	z.	z.	PROPN
bracis-19087	242	9	:	:	PUNCT
bracis-19087	242	10	event	event	NOUN
bracis-19087	242	11	extraction	extraction	NOUN
bracis-19087	242	12	with	with	ADP
bracis-19087	242	13	deep	deep	ADJ
bracis-19087	242	14	contextualized	contextualized	ADJ
bracis-19087	242	15	word	word	NOUN
bracis-19087	242	16	representation	representation	NOUN
bracis-19087	242	17	and	and	CCONJ
bracis-19087	242	18	multi	multi	ADJ
bracis-19087	242	19	-	-	ADJ
bracis-19087	242	20	attention	attention	ADJ
bracis-19087	242	21	layer	layer	NOUN
bracis-19087	242	22	.	.	PUNCT
bracis-19087	243	1	in	in	ADP
bracis-19087	243	2	:	:	PUNCT
bracis-19087	243	3	gan	gan	PROPN
bracis-19087	243	4	,	,	PUNCT
bracis-19087	243	5	g.	g.	PROPN
bracis-19087	243	6	,	,	PUNCT
bracis-19087	243	7	li	li	PROPN
bracis-19087	243	8	,	,	PUNCT
bracis-19087	243	9	b.	b.	PROPN
bracis-19087	243	10	,	,	PUNCT
bracis-19087	243	11	li	li	PROPN
bracis-19087	243	12	,	,	PUNCT
bracis-19087	243	13	x.	x.	PROPN
bracis-19087	243	14	,	,	PUNCT
bracis-19087	243	15	wang	wang	PROPN
bracis-19087	243	16	,	,	PUNCT
bracis-19087	243	17	s.	s.	PROPN
bracis-19087	243	18	(	(	PUNCT
bracis-19087	243	19	eds	eds	PROPN
bracis-19087	243	20	.	.	PUNCT
bracis-19087	243	21	)	)	PUNCT
bracis-19087	244	1	adma	adma	NOUN
bracis-19087	244	2	2018	2018	NUM
bracis-19087	244	3	.	.	PUNCT
bracis-19087	245	1	lncs	lncs	PROPN
bracis-19087	245	2	(	(	PUNCT
bracis-19087	245	3	lnai	lnai	ADJ
bracis-19087	245	4	)	)	PUNCT
bracis-19087	245	5	,	,	PUNCT
bracis-19087	245	6	vol	vol	NOUN
bracis-19087	245	7	.	.	PROPN
bracis-19087	245	8	11323	11323	NUM
bracis-19087	245	9	,	,	PUNCT
bracis-19087	245	10	pp	pp	ADV
bracis-19087	245	11	.	.	PUNCT
bracis-19087	246	1	189–201	189–201	NUM
bracis-19087	246	2	.	.	PUNCT
bracis-19087	246	3	springer	springer	NOUN
bracis-19087	246	4	,	,	PUNCT
bracis-19087	246	5	cham	cham	PROPN
bracis-19087	246	6	(	(	PUNCT
bracis-19087	246	7	2018	2018	NUM
bracis-19087	246	8	)	)	PUNCT
bracis-19087	246	9	.	.	PUNCT
bracis-19087	247	1	https://doi.org/10.1007/978-3-030-05090-0_17	https://doi.org/10.1007/978-3-030-05090-0_17	PROPN
bracis-19087	247	2	chapter	chapter	NOUN
bracis-19087	247	3	  	  	SPACE
bracis-19087	247	4	google	google	PROPN
bracis-19087	247	5	scholar	scholar	NOUN
bracis-19087	247	6	  	  	SPACE
bracis-19087	247	7	glauber	glauber	PROPN
bracis-19087	247	8	,	,	PUNCT
bracis-19087	247	9	r.	r.	PROPN
bracis-19087	247	10	,	,	PUNCT
bracis-19087	247	11	de	de	PROPN
bracis-19087	247	12	oliveira	oliveira	PROPN
bracis-19087	247	13	,	,	PUNCT
bracis-19087	247	14	l.s	l.s	PROPN
bracis-19087	247	15	.	.	PROPN
bracis-19087	247	16	,	,	PUNCT
bracis-19087	247	17	sena	sena	PROPN
bracis-19087	247	18	,	,	PUNCT
bracis-19087	247	19	c.f.l	c.f.l	NOUN
bracis-19087	247	20	.	.	PUNCT
bracis-19087	247	21	,	,	PUNCT
bracis-19087	247	22	claro	claro	PROPN
bracis-19087	247	23	,	,	PUNCT
bracis-19087	247	24	d.b	d.b	PROPN
bracis-19087	247	25	.	.	PROPN
bracis-19087	247	26	,	,	PUNCT
bracis-19087	247	27	souza	souza	PROPN
bracis-19087	247	28	,	,	PUNCT
bracis-19087	247	29	m.	m.	NOUN
bracis-19087	247	30	,	,	PUNCT
bracis-19087	247	31	et	et	PROPN
bracis-19087	247	32	al	al	PROPN
bracis-19087	247	33	.	.	PUNCT
bracis-19087	247	34	:	:	PUNCT
bracis-19087	248	1	challenges	challenge	NOUN
bracis-19087	248	2	of	of	ADP
bracis-19087	248	3	an	an	DET
bracis-19087	248	4	annotation	annotation	NOUN
bracis-19087	248	5	task	task	NOUN
bracis-19087	248	6	for	for	ADP
bracis-19087	248	7	open	open	ADJ
bracis-19087	248	8	information	information	NOUN
bracis-19087	248	9	extraction	extraction	NOUN
bracis-19087	248	10	in	in	ADP
bracis-19087	248	11	portuguese	portuguese	PROPN
bracis-19087	248	12	.	.	PUNCT
bracis-19087	249	1	in	in	ADP
bracis-19087	249	2	:	:	PUNCT
bracis-19087	249	3	villavicencio	villavicencio	NOUN
bracis-19087	249	4	,	,	PUNCT
bracis-19087	249	5	a.	a.	NOUN
bracis-19087	249	6	(	(	PUNCT
bracis-19087	249	7	ed	ed	NOUN
bracis-19087	249	8	.	.	PUNCT
bracis-19087	249	9	)	)	PUNCT
bracis-19087	249	10	propor	propor	ADJ
bracis-19087	249	11	2018	2018	NUM
bracis-19087	249	12	.	.	PUNCT
bracis-19087	250	1	lncs	lncs	PROPN
bracis-19087	250	2	(	(	PUNCT
bracis-19087	250	3	lnai	lnai	ADJ
bracis-19087	250	4	)	)	PUNCT
bracis-19087	250	5	,	,	PUNCT
bracis-19087	250	6	vol	vol	NOUN
bracis-19087	250	7	.	.	PROPN
bracis-19087	250	8	11122	11122	NUM
bracis-19087	250	9	,	,	PUNCT
bracis-19087	250	10	pp	pp	ADJ
bracis-19087	250	11	.	.	PUNCT
bracis-19087	251	1	66–76	66–76	NOUN
bracis-19087	251	2	.	.	PUNCT
bracis-19087	252	1	springer	springer	NOUN
bracis-19087	252	2	,	,	PUNCT
bracis-19087	252	3	cham	cham	PROPN
bracis-19087	252	4	(	(	PUNCT
bracis-19087	252	5	2018	2018	NUM
bracis-19087	252	6	)	)	PUNCT
bracis-19087	252	7	.	.	PUNCT
bracis-19087	253	1	https://doi.org/10.1007/978-3-319-99722-3_7	https://doi.org/10.1007/978-3-319-99722-3_7	NOUN
bracis-19087	253	2	chapter	chapter	NOUN
bracis-19087	253	3	  	  	SPACE
bracis-19087	253	4	google	google	PROPN
bracis-19087	253	5	scholar	scholar	NOUN
bracis-19087	253	6	  	  	SPACE
bracis-19087	253	7	hinton	hinton	PROPN
bracis-19087	253	8	,	,	PUNCT
bracis-19087	253	9	g.	g.	PROPN
bracis-19087	253	10	,	,	PUNCT
bracis-19087	253	11	srivastava	srivastava	PROPN
bracis-19087	253	12	,	,	PUNCT
bracis-19087	253	13	n.	n.	NOUN
bracis-19087	253	14	,	,	PUNCT
bracis-19087	253	15	swersky	swersky	NOUN
bracis-19087	253	16	,	,	PUNCT
bracis-19087	253	17	k.	k.	PROPN
bracis-19087	253	18	:	:	PUNCT
bracis-19087	253	19	neural	neural	ADJ
bracis-19087	253	20	networks	network	NOUN
bracis-19087	253	21	for	for	ADP
bracis-19087	253	22	machine	machine	NOUN
bracis-19087	253	23	learning	learn	VERB
bracis-19087	253	24	lecture	lecture	VERB
bracis-19087	253	25	6a	6a	NOUN
bracis-19087	253	26	overview	overview	NOUN
bracis-19087	253	27	of	of	ADP
bracis-19087	253	28	mini	mini	ADJ
bracis-19087	253	29	-	-	NOUN
bracis-19087	253	30	batch	batch	ADJ
bracis-19087	253	31	gradient	gradient	ADJ
bracis-19087	253	32	descent	descent	NOUN
bracis-19087	253	33	.	.	PUNCT
bracis-19087	254	1	cited	cite	VERB
bracis-19087	254	2	on	on	ADP
bracis-19087	254	3	14(8	14(8	NUM
bracis-19087	254	4	)	)	PUNCT
bracis-19087	254	5	,	,	PUNCT
bracis-19087	254	6	2	2	NUM
bracis-19087	254	7	(	(	PUNCT
bracis-19087	254	8	2012	2012	NUM
bracis-19087	254	9	)	)	PUNCT
bracis-19087	254	10	google	google	PROPN
bracis-19087	254	11	scholar	scholar	NOUN
bracis-19087	254	12	  	  	SPACE
bracis-19087	254	13	hochreiter	hochreiter	PROPN
bracis-19087	254	14	,	,	PUNCT
bracis-19087	254	15	s.	s.	PROPN
bracis-19087	254	16	,	,	PUNCT
bracis-19087	254	17	schmidhuber	schmidhuber	PROPN
bracis-19087	254	18	,	,	PUNCT
bracis-19087	254	19	j.	j.	PROPN
bracis-19087	254	20	:	:	PUNCT
bracis-19087	254	21	long	long	ADJ
bracis-19087	254	22	short	short	ADJ
bracis-19087	254	23	-	-	PUNCT
bracis-19087	254	24	term	term	NOUN
bracis-19087	254	25	memory	memory	NOUN
bracis-19087	254	26	.	.	PUNCT
bracis-19087	255	1	neural	neural	ADJ
bracis-19087	255	2	comput	comput	NOUN
bracis-19087	255	3	.	.	PUNCT
bracis-19087	256	1	9(8	9(8	NUM
bracis-19087	256	2	)	)	PUNCT
bracis-19087	256	3	,	,	PUNCT
bracis-19087	256	4	1735–1780	1735–1780	NUM
bracis-19087	256	5	(	(	PUNCT
bracis-19087	256	6	1997	1997	NUM
bracis-19087	256	7	)	)	PUNCT
bracis-19087	256	8	.	.	PUNCT
bracis-19087	257	1	https://doi.org/10.1162/neco.1997.9.8.1735	https://doi.org/10.1162/neco.1997.9.8.1735	NUM
bracis-19087	257	2	article	article	NOUN
bracis-19087	257	3	  	  	SPACE
bracis-19087	257	4	google	google	PROPN
bracis-19087	257	5	scholar	scholar	NOUN
bracis-19087	257	6	  	  	SPACE
bracis-19087	257	7	ioffe	ioffe	NOUN
bracis-19087	257	8	,	,	PUNCT
bracis-19087	257	9	s.	s.	PROPN
bracis-19087	257	10	,	,	PUNCT
bracis-19087	257	11	szegedy	szegedy	PROPN
bracis-19087	257	12	,	,	PUNCT
bracis-19087	257	13	c.	c.	NOUN
bracis-19087	257	14	:	:	PUNCT
bracis-19087	257	15	batch	batch	NOUN
bracis-19087	257	16	normalization	normalization	NOUN
bracis-19087	257	17	:	:	PUNCT
bracis-19087	257	18	accelerating	accelerate	VERB
bracis-19087	257	19	deep	deep	ADJ
bracis-19087	257	20	network	network	NOUN
bracis-19087	257	21	training	training	NOUN
bracis-19087	257	22	by	by	ADP
bracis-19087	257	23	reducing	reduce	VERB
bracis-19087	257	24	internal	internal	ADJ
bracis-19087	257	25	covariate	covariate	ADJ
bracis-19087	257	26	shift	shift	NOUN
bracis-19087	257	27	.	.	PUNCT
bracis-19087	258	1	in	in	ADP
bracis-19087	258	2	:	:	PUNCT
bracis-19087	258	3	international	international	ADJ
bracis-19087	258	4	conference	conference	NOUN
bracis-19087	258	5	on	on	ADP
bracis-19087	258	6	machine	machine	NOUN
bracis-19087	258	7	learning	learning	NOUN
bracis-19087	258	8	,	,	PUNCT
bracis-19087	258	9	pp	pp	ADJ
bracis-19087	258	10	.	.	PUNCT
bracis-19087	259	1	448–456	448–456	NUM
bracis-19087	259	2	.	.	PUNCT
bracis-19087	260	1	pmlr	pmlr	NOUN
bracis-19087	260	2	(	(	PUNCT
bracis-19087	260	3	2015	2015	NUM
bracis-19087	260	4	)	)	PUNCT
bracis-19087	260	5	google	google	PROPN
bracis-19087	260	6	scholar	scholar	NOUN
bracis-19087	260	7	  	  	SPACE
bracis-19087	260	8	ji	ji	PROPN
bracis-19087	260	9	,	,	PUNCT
bracis-19087	260	10	h.	h.	PROPN
bracis-19087	260	11	,	,	PUNCT
bracis-19087	260	12	grishman	grishman	PROPN
bracis-19087	260	13	,	,	PUNCT
bracis-19087	260	14	r.	r.	PROPN
bracis-19087	260	15	:	:	PUNCT
bracis-19087	260	16	refining	refining	NOUN
bracis-19087	260	17	event	event	NOUN
bracis-19087	260	18	extraction	extraction	NOUN
bracis-19087	260	19	through	through	ADP
bracis-19087	260	20	cross	cross	ADJ
bracis-19087	260	21	-	-	ADJ
bracis-19087	260	22	document	document	ADJ
bracis-19087	260	23	inference	inference	NOUN
bracis-19087	260	24	.	.	PUNCT
bracis-19087	261	1	in	in	ADP
bracis-19087	261	2	:	:	PUNCT
bracis-19087	261	3	proceedings	proceeding	NOUN
bracis-19087	261	4	of	of	ADP
bracis-19087	261	5	acl-08	acl-08	NOUN
bracis-19087	261	6	:	:	PUNCT
bracis-19087	261	7	hlt	hlt	NOUN
bracis-19087	261	8	,	,	PUNCT
bracis-19087	261	9	pp	pp	X
bracis-19087	261	10	.	.	PUNCT
bracis-19087	262	1	254–262	254–262	NUM
bracis-19087	262	2	(	(	PUNCT
bracis-19087	262	3	2008	2008	NUM
bracis-19087	262	4	)	)	PUNCT
bracis-19087	262	5	.	.	PUNCT
bracis-19087	263	1	https://aclanthology.org/p08-1030	https://aclanthology.org/p08-1030	PROPN
bracis-19087	263	2	li	li	PROPN
bracis-19087	263	3	,	,	PUNCT
bracis-19087	263	4	q.	q.	PROPN
bracis-19087	263	5	,	,	PUNCT
bracis-19087	263	6	ji	ji	PROPN
bracis-19087	263	7	,	,	PUNCT
bracis-19087	263	8	h.	h.	PROPN
bracis-19087	263	9	,	,	PUNCT
bracis-19087	263	10	huang	huang	PROPN
bracis-19087	263	11	,	,	PUNCT
bracis-19087	263	12	l.	l.	PROPN
bracis-19087	263	13	:	:	PUNCT
bracis-19087	263	14	joint	joint	ADJ
bracis-19087	263	15	event	event	NOUN
bracis-19087	263	16	extraction	extraction	NOUN
bracis-19087	263	17	via	via	ADP
bracis-19087	263	18	structured	structured	ADJ
bracis-19087	263	19	prediction	prediction	NOUN
bracis-19087	263	20	with	with	ADP
bracis-19087	263	21	global	global	ADJ
bracis-19087	263	22	features	feature	NOUN
bracis-19087	263	23	.	.	PUNCT
bracis-19087	264	1	in	in	ADP
bracis-19087	264	2	:	:	PUNCT
bracis-19087	264	3	proceedings	proceeding	NOUN
bracis-19087	264	4	of	of	ADP
bracis-19087	264	5	the	the	DET
bracis-19087	264	6	51st	51st	ADJ
bracis-19087	264	7	annual	annual	ADJ
bracis-19087	264	8	meeting	meeting	NOUN
bracis-19087	264	9	of	of	ADP
bracis-19087	264	10	the	the	DET
bracis-19087	264	11	association	association	NOUN
bracis-19087	264	12	for	for	ADP
bracis-19087	264	13	computational	computational	ADJ
bracis-19087	264	14	linguistics	linguistic	NOUN
bracis-19087	264	15	(	(	PUNCT
bracis-19087	264	16	volume	volume	NOUN
bracis-19087	264	17	1	1	NUM
bracis-19087	264	18	:	:	PUNCT
bracis-19087	264	19	long	long	ADJ
bracis-19087	264	20	papers	paper	NOUN
bracis-19087	264	21	)	)	PUNCT
bracis-19087	264	22	,	,	PUNCT
bracis-19087	264	23	pp	pp	ADJ
bracis-19087	264	24	.	.	PUNCT
bracis-19087	265	1	73–82	73–82	NUM
bracis-19087	265	2	.	.	X
bracis-19087	265	3	association	association	NOUN
bracis-19087	265	4	for	for	ADP
bracis-19087	265	5	computational	computational	ADJ
bracis-19087	265	6	linguistics	linguistic	NOUN
bracis-19087	265	7	(	(	PUNCT
bracis-19087	265	8	2013	2013	NUM
bracis-19087	265	9	)	)	PUNCT
bracis-19087	265	10	.	.	PUNCT
bracis-19087	266	1	https://www.aclweb.org/anthology/p13-1008	https://www.aclweb.org/anthology/p13-1008	PUNCT
bracis-19087	266	2	liu	liu	PROPN
bracis-19087	266	3	,	,	PUNCT
bracis-19087	266	4	j.	j.	PROPN
bracis-19087	266	5	,	,	PUNCT
bracis-19087	266	6	chen	chen	PROPN
bracis-19087	266	7	,	,	PUNCT
bracis-19087	266	8	y.	y.	PROPN
bracis-19087	266	9	,	,	PUNCT
bracis-19087	266	10	liu	liu	PROPN
bracis-19087	266	11	,	,	PUNCT
bracis-19087	266	12	k.	k.	PROPN
bracis-19087	266	13	,	,	PUNCT
bracis-19087	266	14	zhao	zhao	PROPN
bracis-19087	266	15	,	,	PUNCT
bracis-19087	266	16	j.	j.	PROPN
bracis-19087	266	17	:	:	PUNCT
bracis-19087	266	18	event	event	NOUN
bracis-19087	266	19	detection	detection	NOUN
bracis-19087	266	20	via	via	ADP
bracis-19087	266	21	gated	gate	VERB
bracis-19087	266	22	multilingual	multilingual	ADJ
bracis-19087	266	23	attention	attention	NOUN
bracis-19087	266	24	mechanism	mechanism	NOUN
bracis-19087	266	25	.	.	PUNCT
bracis-19087	267	1	in	in	ADP
bracis-19087	267	2	:	:	PUNCT
bracis-19087	267	3	proceedings	proceeding	NOUN
bracis-19087	267	4	of	of	ADP
bracis-19087	267	5	the	the	DET
bracis-19087	267	6	aaai	aaai	PROPN
bracis-19087	267	7	conference	conference	NOUN
bracis-19087	267	8	on	on	ADP
bracis-19087	267	9	artificial	artificial	ADJ
bracis-19087	267	10	intelligence	intelligence	NOUN
bracis-19087	267	11	,	,	PUNCT
bracis-19087	267	12	vol	vol	NOUN
bracis-19087	267	13	.	.	PROPN
bracis-19087	267	14	32	32	NUM
bracis-19087	267	15	(	(	PUNCT
bracis-19087	267	16	2018	2018	NUM
bracis-19087	267	17	)	)	PUNCT
bracis-19087	267	18	google	google	NOUN
bracis-19087	267	19	scholar	scholar	NOUN
bracis-19087	267	20	  	  	SPACE
bracis-19087	267	21	nguyen	nguyen	NOUN
bracis-19087	267	22	,	,	PUNCT
bracis-19087	267	23	t.h	t.h	PROPN
bracis-19087	267	24	.	.	PROPN
bracis-19087	267	25	,	,	PUNCT
bracis-19087	267	26	cho	cho	PROPN
bracis-19087	267	27	,	,	PUNCT
bracis-19087	267	28	k.	k.	PROPN
bracis-19087	267	29	,	,	PUNCT
bracis-19087	267	30	grishman	grishman	PROPN
bracis-19087	267	31	,	,	PUNCT
bracis-19087	267	32	r.	r.	PROPN
bracis-19087	267	33	:	:	PUNCT
bracis-19087	267	34	joint	joint	ADJ
bracis-19087	267	35	event	event	NOUN
bracis-19087	267	36	extraction	extraction	NOUN
bracis-19087	267	37	via	via	ADP
bracis-19087	267	38	recurrent	recurrent	ADJ
bracis-19087	267	39	neural	neural	ADJ
bracis-19087	267	40	networks	network	NOUN
bracis-19087	267	41	.	.	PUNCT
bracis-19087	268	1	in	in	ADP
bracis-19087	268	2	:	:	PUNCT
bracis-19087	268	3	proceedings	proceeding	NOUN
bracis-19087	268	4	of	of	ADP
bracis-19087	268	5	the	the	DET
bracis-19087	268	6	2016	2016	NUM
bracis-19087	268	7	conference	conference	NOUN
bracis-19087	268	8	of	of	ADP
bracis-19087	268	9	the	the	DET
bracis-19087	268	10	north	north	ADJ
bracis-19087	268	11	american	american	ADJ
bracis-19087	268	12	chapter	chapter	NOUN
bracis-19087	268	13	of	of	ADP
bracis-19087	268	14	the	the	DET
bracis-19087	268	15	association	association	NOUN
bracis-19087	268	16	for	for	ADP
bracis-19087	268	17	computational	computational	ADJ
bracis-19087	268	18	linguistics	linguistic	NOUN
bracis-19087	268	19	:	:	PUNCT
bracis-19087	268	20	human	human	ADJ
bracis-19087	268	21	language	language	NOUN
bracis-19087	268	22	technologies	technology	NOUN
bracis-19087	268	23	,	,	PUNCT
bracis-19087	268	24	pp	pp	ADJ
bracis-19087	268	25	.	.	PUNCT
bracis-19087	269	1	300–309	300–309	NUM
bracis-19087	269	2	.	.	PUNCT
bracis-19087	269	3	association	association	NOUN
bracis-19087	269	4	for	for	ADP
bracis-19087	269	5	computational	computational	ADJ
bracis-19087	269	6	linguistics	linguistic	NOUN
bracis-19087	269	7	(	(	PUNCT
bracis-19087	269	8	2016	2016	NUM
bracis-19087	269	9	)	)	PUNCT
bracis-19087	269	10	.	.	PUNCT
bracis-19087	270	1	https://doi.org/10.18653/v1/n16-1034	https://doi.org/10.18653/v1/n16-1034	NUM
bracis-19087	270	2	nguyen	nguyen	NOUN
bracis-19087	270	3	,	,	PUNCT
bracis-19087	270	4	t.h	t.h	PROPN
bracis-19087	270	5	.	.	PROPN
bracis-19087	270	6	,	,	PUNCT
bracis-19087	270	7	grishman	grishman	PROPN
bracis-19087	270	8	,	,	PUNCT
bracis-19087	270	9	r.	r.	PROPN
bracis-19087	270	10	:	:	PUNCT
bracis-19087	270	11	event	event	NOUN
bracis-19087	270	12	detection	detection	NOUN
bracis-19087	270	13	and	and	CCONJ
bracis-19087	270	14	domain	domain	NOUN
bracis-19087	270	15	adaptation	adaptation	NOUN
bracis-19087	270	16	with	with	ADP
bracis-19087	270	17	convolutional	convolutional	ADJ
bracis-19087	270	18	neural	neural	ADJ
bracis-19087	270	19	networks	network	NOUN
bracis-19087	270	20	.	.	PUNCT
bracis-19087	271	1	in	in	ADP
bracis-19087	271	2	:	:	PUNCT
bracis-19087	271	3	proceedings	proceeding	NOUN
bracis-19087	271	4	of	of	ADP
bracis-19087	271	5	the	the	DET
bracis-19087	271	6	53rd	53rd	ADJ
bracis-19087	271	7	annual	annual	ADJ
bracis-19087	271	8	meeting	meeting	NOUN
bracis-19087	271	9	of	of	ADP
bracis-19087	271	10	the	the	DET
bracis-19087	271	11	association	association	NOUN
bracis-19087	271	12	for	for	ADP
bracis-19087	271	13	computational	computational	ADJ
bracis-19087	271	14	linguistics	linguistic	NOUN
bracis-19087	271	15	and	and	CCONJ
bracis-19087	271	16	the	the	DET
bracis-19087	271	17	7th	7th	ADJ
bracis-19087	271	18	international	international	ADJ
bracis-19087	271	19	joint	joint	ADJ
bracis-19087	271	20	conference	conference	NOUN
bracis-19087	271	21	on	on	ADP
bracis-19087	271	22	natural	natural	ADJ
bracis-19087	271	23	language	language	NOUN
bracis-19087	271	24	processing	processing	NOUN
bracis-19087	271	25	(	(	PUNCT
bracis-19087	271	26	volume	volume	NOUN
bracis-19087	271	27	2	2	NUM
bracis-19087	271	28	:	:	PUNCT
bracis-19087	271	29	short	short	ADJ
bracis-19087	271	30	papers	paper	NOUN
bracis-19087	271	31	)	)	PUNCT
bracis-19087	271	32	,	,	PUNCT
bracis-19087	271	33	pp	pp	ADP
bracis-19087	271	34	.	.	PUNCT
bracis-19087	272	1	365–371	365–371	NUM
bracis-19087	272	2	.	.	PUNCT
bracis-19087	272	3	association	association	NOUN
bracis-19087	272	4	for	for	ADP
bracis-19087	272	5	computational	computational	ADJ
bracis-19087	272	6	linguistics	linguistic	NOUN
bracis-19087	272	7	(	(	PUNCT
bracis-19087	272	8	2015	2015	NUM
bracis-19087	272	9	)	)	PUNCT
bracis-19087	272	10	.	.	PUNCT
bracis-19087	273	1	https://doi.org/10.3115/v1/p15-2060	https://doi.org/10.3115/v1/p15-2060	NOUN
bracis-19087	273	2	nguyen	nguyen	NOUN
bracis-19087	273	3	,	,	PUNCT
bracis-19087	273	4	t.m	t.m	PROPN
bracis-19087	273	5	.	.	PROPN
bracis-19087	273	6	,	,	PUNCT
bracis-19087	273	7	nguyen	nguyen	PROPN
bracis-19087	273	8	,	,	PUNCT
bracis-19087	273	9	t.h	t.h	PROPN
bracis-19087	273	10	.	.	PUNCT
bracis-19087	273	11	:	:	PUNCT
bracis-19087	273	12	one	one	NUM
bracis-19087	273	13	for	for	ADP
bracis-19087	273	14	all	all	DET
bracis-19087	273	15	:	:	PUNCT
bracis-19087	273	16	neural	neural	ADJ
bracis-19087	273	17	joint	joint	ADJ
bracis-19087	273	18	modeling	modeling	NOUN
bracis-19087	273	19	of	of	ADP
bracis-19087	273	20	entities	entity	NOUN
bracis-19087	273	21	and	and	CCONJ
bracis-19087	273	22	events	event	NOUN
bracis-19087	273	23	.	.	PUNCT
bracis-19087	274	1	in	in	ADP
bracis-19087	274	2	:	:	PUNCT
bracis-19087	274	3	proceedings	proceeding	NOUN
bracis-19087	274	4	of	of	ADP
bracis-19087	274	5	the	the	DET
bracis-19087	274	6	aaai	aaai	PROPN
bracis-19087	274	7	conference	conference	NOUN
bracis-19087	274	8	on	on	ADP
bracis-19087	274	9	artificial	artificial	ADJ
bracis-19087	274	10	intelligence	intelligence	NOUN
bracis-19087	274	11	,	,	PUNCT
bracis-19087	274	12	vol	vol	NOUN
bracis-19087	274	13	.	.	PROPN
bracis-19087	275	1	33	33	NUM
bracis-19087	275	2	,	,	PUNCT
bracis-19087	275	3	pp	pp	ADJ
bracis-19087	275	4	.	.	PUNCT
bracis-19087	276	1	6851–6858	6851–6858	NUM
bracis-19087	276	2	(	(	PUNCT
bracis-19087	276	3	2019	2019	NUM
bracis-19087	276	4	)	)	PUNCT
bracis-19087	276	5	google	google	PROPN
bracis-19087	276	6	scholar	scholar	NOUN
bracis-19087	276	7	  	  	SPACE
bracis-19087	276	8	oliveira	oliveira	PROPN
bracis-19087	276	9	,	,	PUNCT
bracis-19087	276	10	l.d	l.d	PROPN
bracis-19087	276	11	.	.	PROPN
bracis-19087	276	12	,	,	PUNCT
bracis-19087	276	13	claro	claro	PROPN
bracis-19087	276	14	,	,	PUNCT
bracis-19087	276	15	d.b	d.b	PROPN
bracis-19087	276	16	.	.	PUNCT
bracis-19087	276	17	:	:	PUNCT
bracis-19087	277	1	dptoie	dptoie	PROPN
bracis-19087	277	2	:	:	PUNCT
bracis-19087	277	3	a	a	DET
bracis-19087	277	4	portuguese	portuguese	ADJ
bracis-19087	277	5	open	open	ADJ
bracis-19087	277	6	information	information	NOUN
bracis-19087	277	7	extraction	extraction	NOUN
bracis-19087	277	8	system	system	NOUN
bracis-19087	277	9	based	base	VERB
bracis-19087	277	10	on	on	ADP
bracis-19087	277	11	dependency	dependency	NOUN
bracis-19087	277	12	analysis	analysis	NOUN
bracis-19087	277	13	(	(	PUNCT
bracis-19087	277	14	2019	2019	NUM
bracis-19087	277	15	)	)	PUNCT
bracis-19087	277	16	google	google	PROPN
bracis-19087	277	17	scholar	scholar	NOUN
bracis-19087	277	18	  	  	SPACE
bracis-19087	277	19	quaresma	quaresma	NOUN
bracis-19087	277	20	,	,	PUNCT
bracis-19087	277	21	p.	p.	PROPN
bracis-19087	277	22	,	,	PUNCT
bracis-19087	277	23	nogueira	nogueira	PROPN
bracis-19087	277	24	,	,	PUNCT
bracis-19087	277	25	v.b	v.b	PROPN
bracis-19087	277	26	.	.	PROPN
bracis-19087	277	27	,	,	PUNCT
bracis-19087	277	28	raiyani	raiyani	PROPN
bracis-19087	277	29	,	,	PUNCT
bracis-19087	277	30	k.	k.	PROPN
bracis-19087	277	31	,	,	PUNCT
bracis-19087	277	32	bayot	bayot	PROPN
bracis-19087	277	33	,	,	PUNCT
bracis-19087	277	34	r.	r.	PROPN
bracis-19087	277	35	:	:	PUNCT
bracis-19087	277	36	event	event	NOUN
bracis-19087	277	37	extraction	extraction	NOUN
bracis-19087	277	38	and	and	CCONJ
bracis-19087	277	39	representation	representation	NOUN
bracis-19087	277	40	:	:	PUNCT
bracis-19087	277	41	a	a	DET
bracis-19087	277	42	case	case	NOUN
bracis-19087	277	43	study	study	NOUN
bracis-19087	277	44	for	for	ADP
bracis-19087	277	45	the	the	DET
bracis-19087	277	46	portuguese	portuguese	ADJ
bracis-19087	277	47	language	language	NOUN
bracis-19087	277	48	.	.	PUNCT
bracis-19087	278	1	information	information	NOUN
bracis-19087	278	2	10(6	10(6	PROPN
bracis-19087	278	3	)	)	PUNCT
bracis-19087	278	4	,	,	PUNCT
bracis-19087	278	5	205	205	NUM
bracis-19087	278	6	(	(	PUNCT
bracis-19087	278	7	2019	2019	NUM
bracis-19087	278	8	)	)	PUNCT
bracis-19087	278	9	.	.	PUNCT
bracis-19087	279	1	https://doi.org/10.3390/info10060205	https://doi.org/10.3390/info10060205	PROPN
bracis-19087	279	2	article	article	PROPN
bracis-19087	279	3	  	  	SPACE
bracis-19087	279	4	google	google	PROPN
bracis-19087	279	5	scholar	scholar	NOUN
bracis-19087	279	6	  	  	SPACE
bracis-19087	279	7	saurı	saurı	PROPN
bracis-19087	279	8	,	,	PUNCT
bracis-19087	279	9	r.	r.	PROPN
bracis-19087	279	10	,	,	PUNCT
bracis-19087	279	11	littman	littman	PROPN
bracis-19087	279	12	,	,	PUNCT
bracis-19087	279	13	j.	j.	PROPN
bracis-19087	279	14	,	,	PUNCT
bracis-19087	279	15	knippen	knippen	PROPN
bracis-19087	279	16	,	,	PUNCT
bracis-19087	279	17	b.	b.	PROPN
bracis-19087	279	18	,	,	PUNCT
bracis-19087	279	19	gaizauskas	gaizauskas	PROPN
bracis-19087	279	20	,	,	PUNCT
bracis-19087	279	21	r.	r.	PROPN
bracis-19087	279	22	,	,	PUNCT
bracis-19087	279	23	setzer	setzer	PROPN
bracis-19087	279	24	,	,	PUNCT
bracis-19087	279	25	a.	a.	NOUN
bracis-19087	279	26	,	,	PUNCT
bracis-19087	279	27	pustejovsky	pustejovsky	NOUN
bracis-19087	279	28	,	,	PUNCT
bracis-19087	279	29	j.	j.	PROPN
bracis-19087	279	30	:	:	PUNCT
bracis-19087	279	31	timeml	timeml	NOUN
bracis-19087	279	32	annotation	annotation	NOUN
bracis-19087	279	33	guidelines	guideline	VERB
bracis-19087	279	34	version	version	NOUN
bracis-19087	279	35	1.2	1.2	NUM
bracis-19087	279	36	.	.	NOUN
bracis-19087	279	37	1	1	NUM
bracis-19087	279	38	(	(	PUNCT
bracis-19087	279	39	2006	2006	NUM
bracis-19087	279	40	)	)	PUNCT
bracis-19087	279	41	google	google	PROPN
bracis-19087	279	42	scholar	scholar	NOUN
bracis-19087	279	43	  	  	SPACE
bracis-19087	279	44	schuster	schuster	NOUN
bracis-19087	279	45	,	,	PUNCT
bracis-19087	279	46	m.	m.	NOUN
bracis-19087	279	47	,	,	PUNCT
bracis-19087	279	48	paliwal	paliwal	NOUN
bracis-19087	279	49	,	,	PUNCT
bracis-19087	279	50	k.k	k.k	PROPN
bracis-19087	279	51	.	.	PROPN
bracis-19087	279	52	:	:	PUNCT
bracis-19087	280	1	bidirectional	bidirectional	ADJ
bracis-19087	280	2	recurrent	recurrent	ADJ
bracis-19087	280	3	neural	neural	ADJ
bracis-19087	280	4	networks	network	NOUN
bracis-19087	280	5	.	.	PUNCT
bracis-19087	281	1	ieee	ieee	PROPN
bracis-19087	281	2	trans	trans	PROPN
bracis-19087	281	3	.	.	PUNCT
bracis-19087	282	1	sig	sig	PROPN
bracis-19087	282	2	.	.	PUNCT
bracis-19087	282	3	process	process	NOUN
bracis-19087	282	4	.	.	PUNCT
bracis-19087	283	1	45(11	45(11	NUM
bracis-19087	283	2	)	)	PUNCT
bracis-19087	283	3	,	,	PUNCT
bracis-19087	283	4	2673–2681	2673–2681	NUM
bracis-19087	283	5	(	(	PUNCT
bracis-19087	283	6	1997	1997	NUM
bracis-19087	283	7	)	)	PUNCT
bracis-19087	283	8	.	.	PUNCT
bracis-19087	284	1	https://doi.org/10.1109/78.650093	https://doi.org/10.1109/78.650093	PROPN
bracis-19087	284	2	article	article	PROPN
bracis-19087	284	3	  	  	SPACE
bracis-19087	284	4	google	google	PROPN
bracis-19087	284	5	scholar	scholar	NOUN
bracis-19087	284	6	  	  	SPACE
bracis-19087	284	7	souza	souza	PROPN
bracis-19087	284	8	,	,	PUNCT
bracis-19087	284	9	f.	f.	PROPN
bracis-19087	284	10	,	,	PUNCT
bracis-19087	284	11	nogueira	nogueira	PROPN
bracis-19087	284	12	,	,	PUNCT
bracis-19087	284	13	r.	r.	PROPN
bracis-19087	284	14	,	,	PUNCT
bracis-19087	284	15	lotufo	lotufo	PROPN
bracis-19087	284	16	,	,	PUNCT
bracis-19087	284	17	r.	r.	PROPN
bracis-19087	284	18	:	:	PUNCT
bracis-19087	284	19	bertimbau	bertimbau	PROPN
bracis-19087	284	20	:	:	PUNCT
bracis-19087	284	21	pretrained	pretraine	VERB
bracis-19087	284	22	bert	bert	NOUN
bracis-19087	284	23	models	model	NOUN
bracis-19087	284	24	for	for	ADP
bracis-19087	284	25	brazilian	brazilian	ADJ
bracis-19087	284	26	portuguese	portuguese	NOUN
bracis-19087	284	27	.	.	PUNCT
bracis-19087	285	1	in	in	ADP
bracis-19087	285	2	:	:	PUNCT
bracis-19087	285	3	9th	9th	ADJ
bracis-19087	285	4	brazilian	brazilian	ADJ
bracis-19087	285	5	conference	conference	NOUN
bracis-19087	285	6	on	on	ADP
bracis-19087	285	7	intelligent	intelligent	ADJ
bracis-19087	285	8	systems	system	NOUN
bracis-19087	285	9	,	,	PUNCT
bracis-19087	285	10	bracis	bracis	PROPN
bracis-19087	285	11	,	,	PUNCT
bracis-19087	285	12	rio	rio	PROPN
bracis-19087	285	13	grande	grande	PROPN
bracis-19087	285	14	do	do	VERB
bracis-19087	285	15	sul	sul	PROPN
bracis-19087	285	16	,	,	PUNCT
bracis-19087	285	17	brazil	brazil	PROPN
bracis-19087	285	18	,	,	PUNCT
bracis-19087	285	19	october	october	PROPN
bracis-19087	285	20	20–23	20–23	NUM
bracis-19087	285	21	(	(	PUNCT
bracis-19087	285	22	2020	2020	NUM
bracis-19087	285	23	)	)	PUNCT
bracis-19087	285	24	.	.	PUNCT
bracis-19087	286	1	https://doi.org/10.1007/978-3-030-61377-8_28	https://doi.org/10.1007/978-3-030-61377-8_28	PROPN
bracis-19087	286	2	wadden	wadden	PROPN
bracis-19087	286	3	,	,	PUNCT
bracis-19087	286	4	d.	d.	PROPN
bracis-19087	286	5	,	,	PUNCT
bracis-19087	286	6	wennberg	wennberg	PROPN
bracis-19087	286	7	,	,	PUNCT
bracis-19087	286	8	u.	u.	PROPN
bracis-19087	286	9	,	,	PUNCT
bracis-19087	286	10	luan	luan	PROPN
bracis-19087	286	11	,	,	PUNCT
bracis-19087	286	12	y.	y.	PROPN
bracis-19087	286	13	,	,	PUNCT
bracis-19087	286	14	hajishirzi	hajishirzi	NOUN
bracis-19087	286	15	,	,	PUNCT
bracis-19087	286	16	h.	h.	NOUN
bracis-19087	286	17	:	:	PUNCT
bracis-19087	286	18	entity	entity	NOUN
bracis-19087	286	19	,	,	PUNCT
bracis-19087	286	20	relation	relation	NOUN
bracis-19087	286	21	,	,	PUNCT
bracis-19087	286	22	and	and	CCONJ
bracis-19087	286	23	event	event	NOUN
bracis-19087	286	24	extraction	extraction	NOUN
bracis-19087	286	25	with	with	ADP
bracis-19087	286	26	contextualized	contextualized	ADJ
bracis-19087	286	27	span	span	NOUN
bracis-19087	286	28	representations	representation	NOUN
bracis-19087	286	29	.	.	PUNCT
bracis-19087	287	1	in	in	ADP
bracis-19087	287	2	:	:	PUNCT
bracis-19087	287	3	proceedings	proceeding	NOUN
bracis-19087	287	4	of	of	ADP
bracis-19087	287	5	the	the	DET
bracis-19087	287	6	2019	2019	NUM
bracis-19087	287	7	conference	conference	NOUN
bracis-19087	287	8	on	on	ADP
bracis-19087	287	9	empirical	empirical	ADJ
bracis-19087	287	10	methods	method	NOUN
bracis-19087	287	11	in	in	ADP
bracis-19087	287	12	natural	natural	ADJ
bracis-19087	287	13	language	language	NOUN
bracis-19087	287	14	processing	processing	NOUN
bracis-19087	287	15	and	and	CCONJ
bracis-19087	287	16	the	the	DET
bracis-19087	287	17	9th	9th	ADJ
bracis-19087	287	18	international	international	ADJ
bracis-19087	287	19	joint	joint	ADJ
bracis-19087	287	20	conference	conference	NOUN
bracis-19087	287	21	on	on	ADP
bracis-19087	287	22	natural	natural	ADJ
bracis-19087	287	23	language	language	NOUN
bracis-19087	287	24	processing	processing	NOUN
bracis-19087	287	25	(	(	PUNCT
bracis-19087	287	26	emnlp	emnlp	NOUN
bracis-19087	287	27	-	-	PUNCT
bracis-19087	287	28	ijcnlp	ijcnlp	NOUN
bracis-19087	287	29	)	)	PUNCT
bracis-19087	287	30	,	,	PUNCT
bracis-19087	287	31	pp	pp	ADP
bracis-19087	287	32	.	.	PUNCT
bracis-19087	288	1	5788–5793	5788–5793	NUM
bracis-19087	288	2	(	(	PUNCT
bracis-19087	288	3	2019	2019	NUM
bracis-19087	288	4	)	)	PUNCT
bracis-19087	288	5	.	.	PUNCT
bracis-19087	289	1	https://doi.org/10.18653/v1/d19-1585	https://doi.org/10.18653/v1/d19-1585	PROPN
bracis-19087	289	2	walker	walker	PROPN
bracis-19087	289	3	,	,	PUNCT
bracis-19087	289	4	c.	c.	PROPN
bracis-19087	289	5	,	,	PUNCT
bracis-19087	289	6	strassel	strassel	PROPN
bracis-19087	289	7	,	,	PUNCT
bracis-19087	289	8	s.	s.	PROPN
bracis-19087	289	9	,	,	PUNCT
bracis-19087	289	10	medero	medero	PROPN
bracis-19087	289	11	,	,	PUNCT
bracis-19087	289	12	j.	j.	PROPN
bracis-19087	289	13	,	,	PUNCT
bracis-19087	289	14	maeda	maeda	PROPN
bracis-19087	289	15	,	,	PUNCT
bracis-19087	289	16	k.	k.	PROPN
bracis-19087	289	17	:	:	PUNCT
bracis-19087	289	18	ace	ace	VERB
bracis-19087	289	19	2005	2005	NUM
bracis-19087	289	20	multilingual	multilingual	ADJ
bracis-19087	289	21	training	training	NOUN
bracis-19087	289	22	corpus	corpus	NOUN
bracis-19087	289	23	.	.	PUNCT
bracis-19087	290	1	linguist	linguist	NOUN
bracis-19087	290	2	.	.	PUNCT
bracis-19087	291	1	data	data	PROPN
bracis-19087	291	2	consortium	consortium	PROPN
bracis-19087	291	3	philadelphia	philadelphia	PROPN
bracis-19087	291	4	57	57	NUM
bracis-19087	291	5	,	,	PUNCT
bracis-19087	291	6	45	45	NUM
bracis-19087	291	7	(	(	PUNCT
bracis-19087	291	8	2006	2006	NUM
bracis-19087	291	9	)	)	PUNCT
bracis-19087	291	10	google	google	PROPN
bracis-19087	291	11	scholar	scholar	NOUN
bracis-19087	291	12	  	  	SPACE
bracis-19087	291	13	wu	wu	PROPN
bracis-19087	291	14	,	,	PUNCT
bracis-19087	291	15	y.	y.	PROPN
bracis-19087	291	16	,	,	PUNCT
bracis-19087	291	17	et	et	PROPN
bracis-19087	291	18	al	al	PROPN
bracis-19087	291	19	.	.	PUNCT
bracis-19087	291	20	:	:	PUNCT
bracis-19087	292	1	google	google	PROPN
bracis-19087	292	2	’s	’s	PART
bracis-19087	292	3	neural	neural	ADJ
bracis-19087	292	4	machine	machine	NOUN
bracis-19087	292	5	translation	translation	NOUN
bracis-19087	292	6	system	system	NOUN
bracis-19087	292	7	:	:	PUNCT
bracis-19087	292	8	bridging	bridge	VERB
bracis-19087	292	9	the	the	DET
bracis-19087	292	10	gap	gap	NOUN
bracis-19087	292	11	between	between	ADP
bracis-19087	292	12	human	human	ADJ
bracis-19087	292	13	and	and	CCONJ
bracis-19087	292	14	machine	machine	NOUN
bracis-19087	292	15	translation	translation	NOUN
bracis-19087	292	16	.	.	PUNCT
bracis-19087	293	1	arxiv	arxiv	PROPN
bracis-19087	293	2	preprint	preprint	PROPN
bracis-19087	293	3	arxiv:1609.08144	arxiv:1609.08144	PROPN
bracis-19087	293	4	(	(	PUNCT
bracis-19087	293	5	2016	2016	NUM
bracis-19087	293	6	)	)	PUNCT
bracis-19087	293	7	xia	xia	PROPN
bracis-19087	293	8	,	,	PUNCT
bracis-19087	293	9	p.	p.	PROPN
bracis-19087	293	10	,	,	PUNCT
bracis-19087	293	11	et	et	PROPN
bracis-19087	293	12	al	al	PROPN
bracis-19087	293	13	.	.	PUNCT
bracis-19087	293	14	:	:	PUNCT
bracis-19087	294	1	lome	lome	NOUN
bracis-19087	294	2	:	:	PUNCT
bracis-19087	294	3	large	large	ADJ
bracis-19087	294	4	ontology	ontology	NOUN
bracis-19087	294	5	multilingual	multilingual	ADJ
bracis-19087	294	6	extraction	extraction	NOUN
bracis-19087	294	7	.	.	PUNCT
bracis-19087	295	1	in	in	ADP
bracis-19087	295	2	:	:	PUNCT
bracis-19087	295	3	proceedings	proceeding	NOUN
bracis-19087	295	4	of	of	ADP
bracis-19087	295	5	the	the	DET
bracis-19087	295	6	16th	16th	ADJ
bracis-19087	295	7	conference	conference	NOUN
bracis-19087	295	8	of	of	ADP
bracis-19087	295	9	the	the	DET
bracis-19087	295	10	european	european	ADJ
bracis-19087	295	11	chapter	chapter	NOUN
bracis-19087	295	12	of	of	ADP
bracis-19087	295	13	the	the	DET
bracis-19087	295	14	association	association	NOUN
bracis-19087	295	15	for	for	ADP
bracis-19087	295	16	computational	computational	ADJ
bracis-19087	295	17	linguistics	linguistic	NOUN
bracis-19087	295	18	:	:	PUNCT
bracis-19087	295	19	system	system	NOUN
bracis-19087	295	20	demonstrations	demonstration	NOUN
bracis-19087	295	21	,	,	PUNCT
bracis-19087	295	22	pp	pp	ADJ
bracis-19087	295	23	.	.	PUNCT
bracis-19087	296	1	149–159	149–159	NUM
bracis-19087	296	2	.	.	PUNCT
bracis-19087	296	3	association	association	NOUN
bracis-19087	296	4	for	for	ADP
bracis-19087	296	5	computational	computational	ADJ
bracis-19087	296	6	linguistics	linguistic	NOUN
bracis-19087	296	7	(	(	PUNCT
bracis-19087	296	8	2021	2021	NUM
bracis-19087	296	9	)	)	PUNCT
bracis-19087	296	10	.	.	PUNCT
bracis-19087	297	1	https://aclanthology.org/2021.eacl-demos.19	https://aclanthology.org/2021.eacl-demos.19	PROPN
bracis-19087	297	2	xiang	xiang	PROPN
bracis-19087	297	3	,	,	PUNCT
bracis-19087	297	4	w.	w.	PROPN
bracis-19087	297	5	,	,	PUNCT
bracis-19087	297	6	wang	wang	PROPN
bracis-19087	297	7	,	,	PUNCT
bracis-19087	297	8	b.	b.	PROPN
bracis-19087	297	9	:	:	PUNCT
bracis-19087	297	10	a	a	DET
bracis-19087	297	11	survey	survey	NOUN
bracis-19087	297	12	of	of	ADP
bracis-19087	297	13	event	event	NOUN
bracis-19087	297	14	extraction	extraction	NOUN
bracis-19087	297	15	from	from	ADP
bracis-19087	297	16	text	text	NOUN
bracis-19087	297	17	.	.	PUNCT
bracis-19087	298	1	ieee	ieee	NOUN
bracis-19087	298	2	access	access	NOUN
bracis-19087	298	3	7	7	NUM
bracis-19087	298	4	,	,	PUNCT
bracis-19087	298	5	173111–173137	173111–173137	NUM
bracis-19087	298	6	(	(	PUNCT
bracis-19087	298	7	2019	2019	NUM
bracis-19087	298	8	)	)	PUNCT
bracis-19087	298	9	article	article	NOUN
bracis-19087	298	10	  	  	SPACE
bracis-19087	298	11	google	google	PROPN
bracis-19087	298	12	scholar	scholar	NOUN
bracis-19087	298	13	  	  	SPACE
bracis-19087	298	14	download	download	NOUN
bracis-19087	298	15	references	reference	NOUN
bracis-19087	298	16	acknowledgments	acknowledgment	NOUN
bracis-19087	298	17	anderson	anderson	PROPN
bracis-19087	298	18	da	da	PROPN
bracis-19087	298	19	silva	silva	PROPN
bracis-19087	298	20	brito	brito	PROPN
bracis-19087	298	21	sacramento	sacramento	PROPN
bracis-19087	298	22	would	would	AUX
bracis-19087	298	23	like	like	VERB
bracis-19087	298	24	to	to	PART
bracis-19087	298	25	thank	thank	VERB
bracis-19087	298	26	coordenação	coordenação	PROPN
bracis-19087	298	27	de	de	PROPN
bracis-19087	298	28	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-19087	298	29	de	de	X
bracis-19087	298	30	pessoal	pessoal	PROPN
bracis-19087	298	31	de	de	PROPN
bracis-19087	298	32	nível	nível	PROPN
bracis-19087	298	33	superior	superior	PROPN
bracis-19087	298	34	capes	cape	NOUN
bracis-19087	298	35	for	for	ADP
bracis-19087	298	36	financial	financial	ADJ
bracis-19087	298	37	support	support	NOUN
bracis-19087	298	38	(	(	PUNCT
bracis-19087	298	39	88887	88887	NUM
bracis-19087	298	40	.	.	PUNCT
bracis-19087	299	1	467864/2019	467864/2019	NUM
bracis-19087	299	2	-	-	SYM
bracis-19087	299	3	00	00	NUM
bracis-19087	299	4	)	)	PUNCT
bracis-19087	299	5	.	.	PUNCT
bracis-19087	300	1	author	author	NOUN
bracis-19087	300	2	information	information	NOUN
bracis-19087	300	3	authors	author	NOUN
bracis-19087	300	4	and	and	CCONJ
bracis-19087	300	5	affiliations	affiliation	NOUN
bracis-19087	300	6	federal	federal	PROPN
bracis-19087	300	7	university	university	PROPN
bracis-19087	300	8	of	of	ADP
bracis-19087	300	9	bahia	bahia	PROPN
bracis-19087	300	10	ufba	ufba	PROPN
bracis-19087	300	11	,	,	PUNCT
bracis-19087	300	12	salvador	salvador	NOUN
bracis-19087	300	13	-	-	PUNCT
bracis-19087	300	14	bahia	bahia	NOUN
bracis-19087	300	15	,	,	PUNCT
bracis-19087	300	16	brazil	brazil	PROPN
bracis-19087	300	17	anderson	anderson	PROPN
bracis-19087	300	18	da	da	PROPN
bracis-19087	300	19	silva	silva	PROPN
bracis-19087	300	20	brito	brito	PROPN
bracis-19087	300	21	sacramento	sacramento	PROPN
bracis-19087	300	22	 	 	SPACE
bracis-19087	300	23	&	&	CCONJ
bracis-19087	300	24	 	 	SPACE
bracis-19087	300	25	marlo	marlo	PROPN
bracis-19087	300	26	souza	souza	PROPN
bracis-19087	300	27	authors	authors	PROPN
bracis-19087	300	28	anderson	anderson	PROPN
bracis-19087	300	29	da	da	PROPN
bracis-19087	300	30	silva	silva	PROPN
bracis-19087	300	31	brito	brito	PROPN
bracis-19087	300	32	sacramentoview	sacramentoview	PROPN
bracis-19087	300	33	author	author	NOUN
bracis-19087	300	34	publications	publication	NOUN
bracis-19087	300	35	search	search	NOUN
bracis-19087	300	36	author	author	NOUN
bracis-19087	300	37	on	on	ADP
bracis-19087	300	38	:	:	PUNCT
bracis-19087	300	39	pubmed	pubmed	PROPN
bracis-19087	300	40	 	 	SPACE
bracis-19087	300	41	google	google	PROPN
bracis-19087	300	42	scholar	scholar	PROPN
bracis-19087	300	43	marlo	marlo	PROPN
bracis-19087	300	44	souzaview	souzaview	PROPN
bracis-19087	300	45	author	author	NOUN
bracis-19087	300	46	publications	publication	VERB
bracis-19087	300	47	search	search	NOUN
bracis-19087	300	48	author	author	NOUN
bracis-19087	300	49	on	on	ADP
bracis-19087	300	50	:	:	PUNCT
bracis-19087	300	51	pubmed	pubmed	PROPN
bracis-19087	300	52	 	 	SPACE
bracis-19087	300	53	google	google	PROPN
bracis-19087	300	54	scholar	scholar	NOUN
bracis-19087	300	55	corresponding	correspond	VERB
bracis-19087	300	56	author	author	NOUN
bracis-19087	300	57	correspondence	correspondence	NOUN
bracis-19087	300	58	to	to	ADP
bracis-19087	300	59	marlo	marlo	PROPN
bracis-19087	300	60	souza	souza	PROPN
bracis-19087	300	61	.	.	PUNCT
bracis-19087	301	1	editor	editor	NOUN
bracis-19087	301	2	information	information	NOUN
bracis-19087	301	3	editors	editor	NOUN
bracis-19087	301	4	and	and	CCONJ
bracis-19087	301	5	affiliations	affiliation	NOUN
bracis-19087	301	6	universidade	universidade	PROPN
bracis-19087	301	7	federal	federal	PROPN
bracis-19087	301	8	de	de	X
bracis-19087	301	9	sergipe	sergipe	PROPN
bracis-19087	301	10	,	,	PUNCT
bracis-19087	301	11	são	são	NOUN
bracis-19087	301	12	cristóvão	cristóvão	PROPN
bracis-19087	301	13	,	,	PUNCT
bracis-19087	301	14	brazil	brazil	PROPN
bracis-19087	301	15	andré	andré	PROPN
bracis-19087	301	16	britto	britto	PROPN
bracis-19087	301	17	universidade	universidade	PROPN
bracis-19087	301	18	de	de	PROPN
bracis-19087	301	19	são	são	PROPN
bracis-19087	301	20	paulo	paulo	PROPN
bracis-19087	301	21	,	,	PUNCT
bracis-19087	301	22	são	são	PROPN
bracis-19087	301	23	paulo	paulo	PROPN
bracis-19087	301	24	,	,	PUNCT
bracis-19087	301	25	brazil	brazil	PROPN
bracis-19087	301	26	karina	karina	PROPN
bracis-19087	301	27	valdivia	valdivia	PROPN
bracis-19087	301	28	delgado	delgado	VERB
bracis-19087	301	29	rights	right	NOUN
bracis-19087	301	30	and	and	CCONJ
bracis-19087	301	31	permissions	permission	NOUN
bracis-19087	301	32	reprints	reprint	NOUN
bracis-19087	301	33	and	and	CCONJ
bracis-19087	301	34	permissions	permission	VERB
bracis-19087	301	35	copyright	copyright	NOUN
bracis-19087	301	36	information	information	NOUN
bracis-19087	301	37	©	©	PROPN
bracis-19087	301	38	2021	2021	NUM
bracis-19087	301	39	springer	springer	NOUN
bracis-19087	301	40	nature	nature	NOUN
bracis-19087	301	41	switzerland	switzerland	PROPN
bracis-19087	301	42	ag	ag	PROPN
bracis-19087	301	43	about	about	ADP
bracis-19087	301	44	this	this	DET
bracis-19087	301	45	paper	paper	NOUN
bracis-19087	301	46	cite	cite	VERB
bracis-19087	301	47	this	this	DET
bracis-19087	301	48	paper	paper	NOUN
bracis-19087	301	49	sacramento	sacramento	PROPN
bracis-19087	301	50	,	,	PUNCT
bracis-19087	301	51	a.d.s.b	a.d.s.b	PROPN
bracis-19087	301	52	.	.	PROPN
bracis-19087	301	53	,	,	PUNCT
bracis-19087	301	54	souza	souza	PROPN
bracis-19087	301	55	,	,	PUNCT
bracis-19087	301	56	m.	m.	NOUN
bracis-19087	301	57	(	(	PUNCT
bracis-19087	301	58	2021	2021	NUM
bracis-19087	301	59	)	)	PUNCT
bracis-19087	301	60	.	.	PUNCT
bracis-19087	302	1	joint	joint	ADJ
bracis-19087	302	2	event	event	NOUN
bracis-19087	302	3	extraction	extraction	NOUN
bracis-19087	302	4	with	with	ADP
bracis-19087	302	5	contextualized	contextualized	ADJ
bracis-19087	302	6	word	word	NOUN
bracis-19087	302	7	embeddings	embedding	NOUN
bracis-19087	302	8	for	for	ADP
bracis-19087	302	9	the	the	DET
bracis-19087	302	10	portuguese	portuguese	ADJ
bracis-19087	302	11	language	language	NOUN
bracis-19087	302	12	.	.	PUNCT
bracis-19087	303	1	in	in	ADP
bracis-19087	303	2	:	:	PUNCT
bracis-19087	303	3	britto	britto	PROPN
bracis-19087	303	4	,	,	PUNCT
bracis-19087	303	5	a.	a.	PROPN
bracis-19087	303	6	,	,	PUNCT
bracis-19087	303	7	valdivia	valdivia	PROPN
bracis-19087	303	8	delgado	delgado	PROPN
bracis-19087	303	9	,	,	PUNCT
bracis-19087	303	10	k.	k.	PROPN
bracis-19087	303	11	(	(	PUNCT
bracis-19087	303	12	eds	eds	PROPN
bracis-19087	303	13	)	)	PUNCT
bracis-19087	303	14	intelligent	intelligent	ADJ
bracis-19087	303	15	systems	system	NOUN
bracis-19087	303	16	.	.	PUNCT
bracis-19087	304	1	bracis	bracis	PROPN
bracis-19087	304	2	2021	2021	NUM
bracis-19087	304	3	.	.	PUNCT
bracis-19087	305	1	lecture	lecture	NOUN
bracis-19087	305	2	notes	note	NOUN
bracis-19087	305	3	in	in	ADP
bracis-19087	305	4	computer	computer	NOUN
bracis-19087	305	5	science	science	NOUN
bracis-19087	305	6	(	(	PUNCT
bracis-19087	305	7	)	)	PUNCT
bracis-19087	305	8	,	,	PUNCT
bracis-19087	305	9	vol	vol	NOUN
bracis-19087	305	10	13074	13074	NUM
bracis-19087	305	11	.	.	PUNCT
bracis-19087	306	1	springer	springer	NOUN
bracis-19087	306	2	,	,	PUNCT
bracis-19087	306	3	cham	cham	PROPN
bracis-19087	306	4	.	.	PUNCT
bracis-19087	307	1	https://doi.org/10.1007/978-3-030-91699-2_34	https://doi.org/10.1007/978-3-030-91699-2_34	NOUN
bracis-19087	307	2	download	download	VERB
bracis-19087	307	3	citation	citation	NOUN
bracis-19087	307	4	.ris	.ris	PUNCT
bracis-19087	307	5	.enw	.enw	PROPN
bracis-19087	307	6	.bib	.bib	PUNCT
bracis-19087	308	1	doi	doi	PROPN
bracis-19087	308	2	:	:	PUNCT
bracis-19087	308	3	https://doi.org/10.1007/978-3-030-91699-2_34	https://doi.org/10.1007/978-3-030-91699-2_34	NOUN
bracis-19087	308	4	published	publish	VERB
bracis-19087	308	5	:	:	PUNCT
bracis-19087	308	6	28	28	NUM
bracis-19087	308	7	november	november	PROPN
bracis-19087	308	8	2021	2021	NUM
bracis-19087	308	9	publisher	publisher	NOUN
bracis-19087	308	10	name	name	NOUN
bracis-19087	308	11	:	:	PUNCT
bracis-19087	308	12	springer	springer	NOUN
bracis-19087	308	13	,	,	PUNCT
bracis-19087	308	14	cham	cham	PROPN
bracis-19087	308	15	print	print	PROPN
bracis-19087	308	16	isbn	isbn	PROPN
bracis-19087	308	17	:	:	PUNCT
bracis-19087	308	18	978	978	NUM
bracis-19087	308	19	-	-	SYM
bracis-19087	308	20	3	3	NUM
bracis-19087	308	21	-	-	PUNCT
bracis-19087	308	22	030	030	NUM
bracis-19087	308	23	-	-	PUNCT
bracis-19087	308	24	91698	91698	NUM
bracis-19087	308	25	-	-	SYM
bracis-19087	308	26	5	5	NUM
bracis-19087	308	27	online	online	ADJ
bracis-19087	308	28	isbn	isbn	NOUN
bracis-19087	308	29	:	:	PUNCT
bracis-19087	308	30	978	978	NUM
bracis-19087	308	31	-	-	SYM
bracis-19087	308	32	3	3	NUM
bracis-19087	308	33	-	-	PUNCT
bracis-19087	308	34	030	030	NUM
bracis-19087	308	35	-	-	PUNCT
bracis-19087	308	36	91699	91699	NUM
bracis-19087	308	37	-	-	SYM
bracis-19087	308	38	2	2	NUM
bracis-19087	308	39	ebook	ebook	NOUN
bracis-19087	308	40	packages	package	NOUN
bracis-19087	308	41	:	:	PUNCT
bracis-19087	308	42	computer	computer	NOUN
bracis-19087	308	43	sciencecomputer	sciencecomputer	NOUN
bracis-19087	308	44	science	science	NOUN
bracis-19087	308	45	(	(	PUNCT
bracis-19087	308	46	r0	r0	NOUN
bracis-19087	308	47	)	)	PUNCT
bracis-19087	308	48	share	share	VERB
bracis-19087	308	49	this	this	DET
bracis-19087	308	50	paper	paper	NOUN
bracis-19087	308	51	anyone	anyone	PRON
bracis-19087	308	52	you	you	PRON
bracis-19087	308	53	share	share	VERB
bracis-19087	308	54	the	the	DET
bracis-19087	308	55	following	follow	VERB
bracis-19087	308	56	link	link	NOUN
bracis-19087	308	57	with	with	ADP
bracis-19087	308	58	will	will	AUX
bracis-19087	308	59	be	be	AUX
bracis-19087	308	60	able	able	ADJ
bracis-19087	308	61	to	to	PART
bracis-19087	308	62	read	read	VERB
bracis-19087	308	63	this	this	DET
bracis-19087	308	64	content	content	NOUN
bracis-19087	308	65	:	:	PUNCT
bracis-19087	308	66	get	get	VERB
bracis-19087	308	67	shareable	shareable	ADJ
bracis-19087	308	68	linksorry	linksorry	NOUN
bracis-19087	308	69	,	,	PUNCT
bracis-19087	308	70	a	a	DET
bracis-19087	308	71	shareable	shareable	ADJ
bracis-19087	308	72	link	link	NOUN
bracis-19087	308	73	is	be	AUX
bracis-19087	308	74	not	not	PART
bracis-19087	308	75	currently	currently	ADV
bracis-19087	308	76	available	available	ADJ
bracis-19087	308	77	for	for	ADP
bracis-19087	308	78	this	this	DET
bracis-19087	308	79	article	article	NOUN
bracis-19087	308	80	.	.	PUNCT
bracis-19087	309	1	copy	copy	VERB
bracis-19087	309	2	shareable	shareable	ADJ
bracis-19087	309	3	link	link	NOUN
bracis-19087	309	4	to	to	PART
bracis-19087	309	5	clipboard	clipboard	NOUN
bracis-19087	309	6	provided	provide	VERB
bracis-19087	309	7	by	by	ADP
bracis-19087	309	8	the	the	DET
bracis-19087	309	9	springer	springer	NOUN
bracis-19087	309	10	nature	nature	PROPN
bracis-19087	309	11	sharedit	sharedit	PROPN
bracis-19087	309	12	content	content	NOUN
bracis-19087	309	13	-	-	PUNCT
bracis-19087	309	14	sharing	share	VERB
bracis-19087	309	15	initiative	initiative	NOUN
bracis-19087	309	16	keywords	keyword	NOUN
bracis-19087	309	17	event	event	NOUN
bracis-19087	309	18	extraction	extraction	NOUN
bracis-19087	309	19	information	information	NOUN
bracis-19087	309	20	extraction	extraction	NOUN
bracis-19087	309	21	natural	natural	ADJ
bracis-19087	309	22	language	language	NOUN
bracis-19087	309	23	processing	processing	NOUN
bracis-19087	309	24	portuguese	portuguese	ADJ
bracis-19087	309	25	language	language	NOUN
bracis-19087	309	26	publish	publish	VERB
bracis-19087	309	27	with	with	ADP
bracis-19087	309	28	us	us	PROPN
bracis-19087	309	29	policies	policy	NOUN
bracis-19087	309	30	and	and	CCONJ
bracis-19087	309	31	ethics	ethic	NOUN
bracis-19087	309	32	search	search	NOUN
bracis-19087	309	33	search	search	NOUN
bracis-19087	309	34	by	by	ADP
bracis-19087	309	35	keyword	keyword	NOUN
bracis-19087	309	36	or	or	CCONJ
bracis-19087	309	37	author	author	NOUN
bracis-19087	309	38	search	search	NOUN
bracis-19087	309	39	navigation	navigation	NOUN
bracis-19087	309	40	find	find	VERB
bracis-19087	309	41	a	a	DET
bracis-19087	309	42	journal	journal	NOUN
bracis-19087	309	43	publish	publish	VERB
bracis-19087	309	44	with	with	ADP
bracis-19087	309	45	us	we	PRON
bracis-19087	309	46	track	track	VERB
bracis-19087	309	47	your	your	PRON
bracis-19087	309	48	research	research	NOUN
bracis-19087	309	49	discover	discover	VERB
bracis-19087	309	50	content	content	NOUN
bracis-19087	309	51	journals	journal	NOUN
bracis-19087	309	52	a	a	DET
bracis-19087	309	53	-	-	PUNCT
bracis-19087	309	54	z	z	NOUN
bracis-19087	309	55	books	book	NOUN
bracis-19087	309	56	a	a	DET
bracis-19087	309	57	-	-	PUNCT
bracis-19087	309	58	z	z	NOUN
bracis-19087	309	59	publish	publish	NOUN
bracis-19087	309	60	with	with	ADP
bracis-19087	309	61	us	us	PROPN
bracis-19087	309	62	journal	journal	PROPN
bracis-19087	309	63	finder	finder	PROPN
bracis-19087	309	64	publish	publish	VERB
bracis-19087	309	65	your	your	PRON
bracis-19087	309	66	research	research	NOUN
bracis-19087	309	67	language	language	NOUN
bracis-19087	309	68	editing	edit	VERB
bracis-19087	309	69	open	open	ADJ
bracis-19087	309	70	access	access	NOUN
bracis-19087	309	71	publishing	publishing	NOUN
bracis-19087	309	72	products	product	NOUN
bracis-19087	309	73	and	and	CCONJ
bracis-19087	309	74	services	service	NOUN
bracis-19087	309	75	our	our	PRON
bracis-19087	309	76	products	product	NOUN
bracis-19087	309	77	librarians	librarian	VERB
bracis-19087	309	78	societies	society	NOUN
bracis-19087	309	79	partners	partner	NOUN
bracis-19087	309	80	and	and	CCONJ
bracis-19087	309	81	advertisers	advertiser	NOUN
bracis-19087	309	82	our	our	PRON
bracis-19087	309	83	brands	brand	NOUN
bracis-19087	309	84	springer	springer	NOUN
bracis-19087	309	85	nature	nature	PROPN
bracis-19087	309	86	portfolio	portfolio	PROPN
bracis-19087	309	87	bmc	bmc	PROPN
bracis-19087	309	88	palgrave	palgrave	PROPN
bracis-19087	309	89	macmillan	macmillan	PROPN
bracis-19087	309	90	apress	apress	PROPN
bracis-19087	309	91	discover	discover	VERB
bracis-19087	309	92	your	your	PRON
bracis-19087	309	93	privacy	privacy	NOUN
bracis-19087	309	94	choices	choice	NOUN
bracis-19087	309	95	/	/	SYM
bracis-19087	309	96	manage	manage	NOUN
bracis-19087	309	97	cookies	cookie	NOUN
bracis-19087	309	98	your	your	PRON
bracis-19087	309	99	us	us	PROPN
bracis-19087	310	1	state	state	NOUN
bracis-19087	310	2	privacy	privacy	NOUN
bracis-19087	310	3	rights	right	NOUN
bracis-19087	310	4	accessibility	accessibility	NOUN
bracis-19087	310	5	statement	statement	NOUN
bracis-19087	310	6	terms	term	NOUN
bracis-19087	310	7	and	and	CCONJ
bracis-19087	310	8	conditions	condition	NOUN
bracis-19087	310	9	privacy	privacy	NOUN
bracis-19087	310	10	policy	policy	NOUN
bracis-19087	310	11	help	help	NOUN
bracis-19087	310	12	and	and	CCONJ
bracis-19087	310	13	support	support	VERB
bracis-19087	310	14	legal	legal	ADJ
bracis-19087	310	15	notice	notice	NOUN
bracis-19087	310	16	cancel	cancel	VERB
bracis-19087	310	17	contracts	contract	NOUN
bracis-19087	310	18	here	here	ADV
bracis-19087	310	19	129.74.145.123	129.74.145.123	NUM
bracis-19087	310	20	hesburgh	hesburgh	PROPN
bracis-19087	310	21	library	library	PROPN
bracis-19087	310	22	er	er	INTJ
bracis-19087	310	23	unit	unit	NOUN
bracis-19087	310	24	(	(	PUNCT
bracis-19087	310	25	3005732405	3005732405	NUM
bracis-19087	310	26	)	)	PUNCT
bracis-19087	310	27	northeast	northeast	ADJ
bracis-19087	310	28	research	research	NOUN
bracis-19087	310	29	libraries	library	NOUN
bracis-19087	310	30	(	(	PUNCT
bracis-19087	310	31	nerl	nerl	PROPN
bracis-19087	310	32	)	)	PUNCT
bracis-19087	310	33	(	(	PUNCT
bracis-19087	310	34	8200828607	8200828607	NUM
bracis-19087	310	35	)	)	PUNCT
bracis-19087	310	36	nerl	nerl	VERB
bracis-19087	310	37	ta	ta	X
bracis-19087	310	38	account	account	NOUN
bracis-19087	310	39	(	(	PUNCT
bracis-19087	310	40	3006206169	3006206169	NUM
bracis-19087	310	41	)	)	PUNCT
bracis-19087	310	42	university	university	NOUN
bracis-19087	310	43	of	of	ADP
bracis-19087	310	44	notre	notre	PROPN
bracis-19087	310	45	dame	dame	PROPN
bracis-19087	310	46	hesburgh	hesburgh	PROPN
bracis-19087	310	47	library	library	NOUN
bracis-19087	310	48	(	(	PUNCT
bracis-19087	310	49	3000184373	3000184373	NUM
bracis-19087	310	50	)	)	PUNCT
bracis-19087	311	1	©	©	ADP
bracis-19087	311	2	2025	2025	NUM
bracis-19087	311	3	springer	springer	NOUN
bracis-19087	311	4	nature	nature	NOUN