id	sid	tid	token	lemma	pos
bracis-19095	1	1	when	when	SCONJ
bracis-19095	1	2	external	external	ADJ
bracis-19095	1	3	knowledge	knowledge	NOUN
bracis-19095	1	4	does	do	AUX
bracis-19095	1	5	not	not	PART
bracis-19095	1	6	aggregate	aggregate	VERB
bracis-19095	1	7	in	in	ADP
bracis-19095	1	8	named	name	VERB
bracis-19095	1	9	entity	entity	NOUN
bracis-19095	1	10	recognition	recognition	NOUN
bracis-19095	1	11	|	|	NOUN
bracis-19095	1	12	springer	springer	NOUN
bracis-19095	1	13	nature	nature	PROPN
bracis-19095	1	14	link	link	PROPN
bracis-19095	1	15	(	(	PUNCT
bracis-19095	1	16	formerly	formerly	ADV
bracis-19095	1	17	springerlink	springerlink	NOUN
bracis-19095	1	18	)	)	PUNCT
bracis-19095	1	19	skip	skip	VERB
bracis-19095	1	20	to	to	ADP
bracis-19095	1	21	main	main	ADJ
bracis-19095	1	22	content	content	NOUN
bracis-19095	1	23	advertisement	advertisement	NOUN
bracis-19095	1	24	log	log	NOUN
bracis-19095	1	25	in	in	ADP
bracis-19095	1	26	menu	menu	NOUN
bracis-19095	1	27	find	find	VERB
bracis-19095	1	28	a	a	DET
bracis-19095	1	29	journal	journal	NOUN
bracis-19095	1	30	publish	publish	VERB
bracis-19095	1	31	with	with	ADP
bracis-19095	1	32	us	we	PRON
bracis-19095	1	33	track	track	VERB
bracis-19095	1	34	your	your	PRON
bracis-19095	1	35	research	research	NOUN
bracis-19095	1	36	search	search	NOUN
bracis-19095	1	37	cart	cart	NOUN
bracis-19095	1	38	home	home	NOUN
bracis-19095	1	39	intelligent	intelligent	ADJ
bracis-19095	1	40	systems	system	NOUN
bracis-19095	1	41	conference	conference	NOUN
bracis-19095	1	42	paper	paper	NOUN
bracis-19095	1	43	when	when	SCONJ
bracis-19095	1	44	external	external	ADJ
bracis-19095	1	45	knowledge	knowledge	NOUN
bracis-19095	1	46	does	do	AUX
bracis-19095	1	47	not	not	PART
bracis-19095	1	48	aggregate	aggregate	VERB
bracis-19095	1	49	in	in	ADP
bracis-19095	1	50	named	name	VERB
bracis-19095	1	51	entity	entity	NOUN
bracis-19095	1	52	recognition	recognition	NOUN
bracis-19095	1	53	conference	conference	NOUN
bracis-19095	1	54	paper	paper	NOUN
bracis-19095	1	55	first	first	ADV
bracis-19095	1	56	online	online	ADV
bracis-19095	1	57	:	:	PUNCT
bracis-19095	1	58	28	28	NUM
bracis-19095	1	59	november	november	NOUN
bracis-19095	1	60	2021	2021	NUM
bracis-19095	2	1	pp	pp	CCONJ
bracis-19095	2	2	616–627	616–627	NUM
bracis-19095	2	3	cite	cite	VERB
bracis-19095	2	4	this	this	DET
bracis-19095	2	5	conference	conference	NOUN
bracis-19095	2	6	paper	paper	NOUN
bracis-19095	2	7	access	access	NOUN
bracis-19095	2	8	provided	provide	VERB
bracis-19095	2	9	by	by	ADP
bracis-19095	2	10	university	university	PROPN
bracis-19095	2	11	of	of	ADP
bracis-19095	2	12	notre	notre	PROPN
bracis-19095	2	13	dame	dame	PROPN
bracis-19095	2	14	hesburgh	hesburgh	PROPN
bracis-19095	2	15	library	library	PROPN
bracis-19095	2	16	download	download	PROPN
bracis-19095	2	17	book	book	NOUN
bracis-19095	2	18	pdf	pdf	PROPN
bracis-19095	2	19	download	download	NOUN
bracis-19095	2	20	book	book	NOUN
bracis-19095	2	21	epub	epub	PROPN
bracis-19095	2	22	intelligent	intelligent	ADJ
bracis-19095	2	23	systems	system	NOUN
bracis-19095	2	24	(	(	PUNCT
bracis-19095	2	25	bracis	bracis	NOUN
bracis-19095	2	26	2021	2021	NUM
bracis-19095	2	27	)	)	PUNCT
bracis-19095	2	28	when	when	SCONJ
bracis-19095	2	29	external	external	ADJ
bracis-19095	2	30	knowledge	knowledge	NOUN
bracis-19095	2	31	does	do	AUX
bracis-19095	2	32	not	not	PART
bracis-19095	2	33	aggregate	aggregate	VERB
bracis-19095	2	34	in	in	ADP
bracis-19095	2	35	named	name	VERB
bracis-19095	2	36	entity	entity	NOUN
bracis-19095	2	37	recognition	recognition	NOUN
bracis-19095	2	38	download	download	NOUN
bracis-19095	2	39	book	book	NOUN
bracis-19095	2	40	pdf	pdf	PROPN
bracis-19095	2	41	download	download	NOUN
bracis-19095	2	42	book	book	NOUN
bracis-19095	2	43	epub	epub	PROPN
bracis-19095	2	44	pedro	pedro	PROPN
bracis-19095	2	45	ivo	ivo	PROPN
bracis-19095	2	46	monteiro	monteiro	PROPN
bracis-19095	2	47	privatto10	privatto10	VERB
bracis-19095	2	48	&	&	CCONJ
bracis-19095	2	49	ivan	ivan	PROPN
bracis-19095	2	50	rizzo	rizzo	PROPN
bracis-19095	2	51	guilherme10	guilherme10	PROPN
bracis-19095	2	52	  	  	SPACE
bracis-19095	2	53	part	part	NOUN
bracis-19095	2	54	of	of	ADP
bracis-19095	2	55	the	the	DET
bracis-19095	2	56	book	book	NOUN
bracis-19095	2	57	series	series	NOUN
bracis-19095	2	58	:	:	PUNCT
bracis-19095	2	59	lecture	lecture	NOUN
bracis-19095	2	60	notes	note	NOUN
bracis-19095	2	61	in	in	ADP
bracis-19095	2	62	computer	computer	NOUN
bracis-19095	2	63	science	science	NOUN
bracis-19095	2	64	(	(	PUNCT
bracis-19095	2	65	(	(	PUNCT
bracis-19095	2	66	lnai	lnai	ADJ
bracis-19095	2	67	,	,	PUNCT
bracis-19095	2	68	volume	volume	NOUN
bracis-19095	2	69	13074	13074	NUM
bracis-19095	2	70	)	)	PUNCT
bracis-19095	2	71	)	)	PUNCT
bracis-19095	2	72	included	include	VERB
bracis-19095	2	73	in	in	ADP
bracis-19095	2	74	the	the	DET
bracis-19095	2	75	following	follow	VERB
bracis-19095	2	76	conference	conference	NOUN
bracis-19095	2	77	series	series	NOUN
bracis-19095	2	78	:	:	PUNCT
bracis-19095	2	79	brazilian	brazilian	ADJ
bracis-19095	2	80	conference	conference	NOUN
bracis-19095	2	81	on	on	ADP
bracis-19095	2	82	intelligent	intelligent	ADJ
bracis-19095	2	83	systems	system	NOUN
bracis-19095	2	84	1214	1214	NUM
bracis-19095	2	85	accesses	access	NOUN
bracis-19095	2	86	abstract	abstract	ADJ
bracis-19095	2	87	in	in	ADP
bracis-19095	2	88	the	the	DET
bracis-19095	2	89	different	different	ADJ
bracis-19095	2	90	areas	area	NOUN
bracis-19095	2	91	of	of	ADP
bracis-19095	2	92	knowledge	knowledge	NOUN
bracis-19095	2	93	,	,	PUNCT
bracis-19095	2	94	textual	textual	ADJ
bracis-19095	2	95	data	datum	NOUN
bracis-19095	2	96	are	be	AUX
bracis-19095	2	97	important	important	ADJ
bracis-19095	2	98	sources	source	NOUN
bracis-19095	2	99	of	of	ADP
bracis-19095	2	100	information	information	NOUN
bracis-19095	2	101	.	.	PUNCT
bracis-19095	3	1	this	this	DET
bracis-19095	3	2	way	way	NOUN
bracis-19095	3	3	,	,	PUNCT
bracis-19095	3	4	information	information	NOUN
bracis-19095	3	5	extraction	extraction	NOUN
bracis-19095	3	6	methods	method	NOUN
bracis-19095	3	7	have	have	AUX
bracis-19095	3	8	been	be	AUX
bracis-19095	3	9	developed	develop	VERB
bracis-19095	3	10	to	to	PART
bracis-19095	3	11	identify	identify	VERB
bracis-19095	3	12	and	and	CCONJ
bracis-19095	3	13	structure	structure	NOUN
bracis-19095	3	14	information	information	NOUN
bracis-19095	3	15	present	present	ADJ
bracis-19095	3	16	in	in	ADP
bracis-19095	3	17	textual	textual	ADJ
bracis-19095	3	18	documents	document	NOUN
bracis-19095	3	19	.	.	PUNCT
bracis-19095	4	1	in	in	ADP
bracis-19095	4	2	particular	particular	ADJ
bracis-19095	4	3	there	there	PRON
bracis-19095	4	4	is	be	VERB
bracis-19095	4	5	the	the	DET
bracis-19095	4	6	named	name	VERB
bracis-19095	4	7	entity	entity	NOUN
bracis-19095	4	8	recognition	recognition	NOUN
bracis-19095	4	9	(	(	PUNCT
bracis-19095	4	10	ner	ner	NOUN
bracis-19095	4	11	)	)	PUNCT
bracis-19095	4	12	task	task	NOUN
bracis-19095	4	13	,	,	PUNCT
bracis-19095	4	14	which	which	PRON
bracis-19095	4	15	consists	consist	VERB
bracis-19095	4	16	of	of	ADP
bracis-19095	4	17	using	use	VERB
bracis-19095	4	18	methods	method	NOUN
bracis-19095	4	19	to	to	PART
bracis-19095	4	20	identify	identify	VERB
bracis-19095	4	21	named	name	VERB
bracis-19095	4	22	entities	entity	NOUN
bracis-19095	4	23	,	,	PUNCT
bracis-19095	4	24	such	such	ADJ
bracis-19095	4	25	as	as	ADP
bracis-19095	4	26	person	person	NOUN
bracis-19095	4	27	,	,	PUNCT
bracis-19095	4	28	place	place	NOUN
bracis-19095	4	29	,	,	PUNCT
bracis-19095	4	30	among	among	ADP
bracis-19095	4	31	others	other	NOUN
bracis-19095	4	32	,	,	PUNCT
bracis-19095	4	33	in	in	ADP
bracis-19095	4	34	texts	text	NOUN
bracis-19095	4	35	,	,	PUNCT
bracis-19095	4	36	using	use	VERB
bracis-19095	4	37	techniques	technique	NOUN
bracis-19095	4	38	from	from	ADP
bracis-19095	4	39	natural	natural	ADJ
bracis-19095	4	40	language	language	NOUN
bracis-19095	4	41	processing	processing	NOUN
bracis-19095	4	42	and	and	CCONJ
bracis-19095	4	43	machine	machine	NOUN
bracis-19095	4	44	learning	learning	NOUN
bracis-19095	4	45	.	.	PUNCT
bracis-19095	5	1	recent	recent	ADJ
bracis-19095	5	2	works	work	NOUN
bracis-19095	5	3	explored	explore	VERB
bracis-19095	5	4	the	the	DET
bracis-19095	5	5	use	use	NOUN
bracis-19095	5	6	of	of	ADP
bracis-19095	5	7	external	external	ADJ
bracis-19095	5	8	sources	source	NOUN
bracis-19095	5	9	of	of	ADP
bracis-19095	5	10	knowledge	knowledge	NOUN
bracis-19095	5	11	to	to	PART
bracis-19095	5	12	boost	boost	VERB
bracis-19095	5	13	the	the	DET
bracis-19095	5	14	machine	machine	NOUN
bracis-19095	5	15	learning	learning	NOUN
bracis-19095	5	16	models	model	NOUN
bracis-19095	5	17	with	with	ADP
bracis-19095	5	18	sets	set	NOUN
bracis-19095	5	19	of	of	ADP
bracis-19095	5	20	domain	domain	NOUN
bracis-19095	5	21	specific	specific	ADJ
bracis-19095	5	22	relevant	relevant	ADJ
bracis-19095	5	23	information	information	NOUN
bracis-19095	5	24	for	for	ADP
bracis-19095	5	25	the	the	DET
bracis-19095	5	26	ner	ner	NOUN
bracis-19095	5	27	task	task	NOUN
bracis-19095	5	28	.	.	PUNCT
bracis-19095	6	1	this	this	DET
bracis-19095	6	2	work	work	NOUN
bracis-19095	6	3	aims	aim	VERB
bracis-19095	6	4	to	to	PART
bracis-19095	6	5	evaluate	evaluate	VERB
bracis-19095	6	6	the	the	DET
bracis-19095	6	7	aggregation	aggregation	NOUN
bracis-19095	6	8	of	of	ADP
bracis-19095	6	9	external	external	ADJ
bracis-19095	6	10	knowledge	knowledge	NOUN
bracis-19095	6	11	,	,	PUNCT
bracis-19095	6	12	in	in	ADP
bracis-19095	6	13	the	the	DET
bracis-19095	6	14	form	form	NOUN
bracis-19095	6	15	of	of	ADP
bracis-19095	6	16	gazetter	gazetter	NOUN
bracis-19095	6	17	and	and	CCONJ
bracis-19095	6	18	knowledge	knowledge	NOUN
bracis-19095	6	19	graphs	graph	NOUN
bracis-19095	6	20	,	,	PUNCT
bracis-19095	6	21	for	for	ADP
bracis-19095	6	22	ner	ner	NOUN
bracis-19095	6	23	task	task	NOUN
bracis-19095	6	24	.	.	PUNCT
bracis-19095	7	1	our	our	PRON
bracis-19095	7	2	approach	approach	NOUN
bracis-19095	7	3	is	be	AUX
bracis-19095	7	4	composed	compose	VERB
bracis-19095	7	5	of	of	ADP
bracis-19095	7	6	two	two	NUM
bracis-19095	7	7	steps	step	NOUN
bracis-19095	7	8	:	:	PUNCT
bracis-19095	7	9	i	i	NOUN
bracis-19095	7	10	)	)	PUNCT
bracis-19095	7	11	generation	generation	NOUN
bracis-19095	7	12	of	of	ADP
bracis-19095	7	13	embeddings	embedding	NOUN
bracis-19095	7	14	,	,	PUNCT
bracis-19095	7	15	ii	ii	NOUN
bracis-19095	7	16	)	)	PUNCT
bracis-19095	7	17	definition	definition	NOUN
bracis-19095	7	18	and	and	CCONJ
bracis-19095	7	19	training	training	NOUN
bracis-19095	7	20	of	of	ADP
bracis-19095	7	21	the	the	DET
bracis-19095	7	22	machine	machine	NOUN
bracis-19095	7	23	learning	learning	NOUN
bracis-19095	7	24	methods	method	NOUN
bracis-19095	7	25	.	.	PUNCT
bracis-19095	8	1	the	the	DET
bracis-19095	8	2	experiments	experiment	NOUN
bracis-19095	8	3	were	be	AUX
bracis-19095	8	4	conducted	conduct	VERB
bracis-19095	8	5	on	on	ADP
bracis-19095	8	6	four	four	NUM
bracis-19095	8	7	english	english	ADJ
bracis-19095	8	8	datasets	dataset	NOUN
bracis-19095	8	9	,	,	PUNCT
bracis-19095	8	10	and	and	CCONJ
bracis-19095	8	11	their	their	PRON
bracis-19095	8	12	results	result	NOUN
bracis-19095	8	13	show	show	VERB
bracis-19095	8	14	that	that	SCONJ
bracis-19095	8	15	the	the	DET
bracis-19095	8	16	applied	apply	VERB
bracis-19095	8	17	strategies	strategy	NOUN
bracis-19095	8	18	for	for	ADP
bracis-19095	8	19	external	external	ADJ
bracis-19095	8	20	knowledge	knowledge	NOUN
bracis-19095	8	21	integration	integration	NOUN
bracis-19095	8	22	did	do	AUX
bracis-19095	8	23	not	not	PART
bracis-19095	8	24	bring	bring	VERB
bracis-19095	8	25	great	great	ADJ
bracis-19095	8	26	gains	gain	NOUN
bracis-19095	8	27	to	to	ADP
bracis-19095	8	28	the	the	DET
bracis-19095	8	29	models	model	NOUN
bracis-19095	8	30	,	,	PUNCT
bracis-19095	8	31	as	as	SCONJ
bracis-19095	8	32	expressed	express	VERB
bracis-19095	8	33	by	by	ADP
bracis-19095	8	34	f1	f1	ADJ
bracis-19095	8	35	-	-	PUNCT
bracis-19095	8	36	score	score	NOUN
bracis-19095	8	37	metric	metric	NOUN
bracis-19095	8	38	.	.	PUNCT
bracis-19095	9	1	in	in	ADP
bracis-19095	9	2	the	the	DET
bracis-19095	9	3	performed	perform	VERB
bracis-19095	9	4	experiments	experiment	NOUN
bracis-19095	9	5	,	,	PUNCT
bracis-19095	9	6	there	there	PRON
bracis-19095	9	7	was	be	VERB
bracis-19095	9	8	an	an	DET
bracis-19095	9	9	f1	f1	ADJ
bracis-19095	9	10	-	-	PUNCT
bracis-19095	9	11	score	score	NOUN
bracis-19095	9	12	increase	increase	NOUN
bracis-19095	9	13	in	in	ADP
bracis-19095	9	14	17	17	NUM
bracis-19095	9	15	of	of	ADP
bracis-19095	9	16	the	the	DET
bracis-19095	9	17	32	32	NUM
bracis-19095	9	18	cases	case	NOUN
bracis-19095	9	19	where	where	SCONJ
bracis-19095	9	20	external	external	ADJ
bracis-19095	9	21	knowledge	knowledge	NOUN
bracis-19095	9	22	was	be	AUX
bracis-19095	9	23	used	use	VERB
bracis-19095	9	24	,	,	PUNCT
bracis-19095	9	25	but	but	CCONJ
bracis-19095	9	26	in	in	ADP
bracis-19095	9	27	most	most	ADJ
bracis-19095	9	28	cases	case	NOUN
bracis-19095	9	29	the	the	DET
bracis-19095	9	30	gains	gain	NOUN
bracis-19095	9	31	were	be	AUX
bracis-19095	9	32	lesser	less	ADJ
bracis-19095	9	33	than	than	ADP
bracis-19095	9	34	0.5	0.5	NUM
bracis-19095	9	35	%	%	NOUN
bracis-19095	9	36	in	in	ADP
bracis-19095	9	37	f1	f1	NOUN
bracis-19095	9	38	-	-	PUNCT
bracis-19095	9	39	score	score	NOUN
bracis-19095	9	40	.	.	PUNCT
bracis-19095	10	1	in	in	ADP
bracis-19095	10	2	some	some	DET
bracis-19095	10	3	scenarios	scenario	NOUN
bracis-19095	10	4	the	the	DET
bracis-19095	10	5	aggregated	aggregated	ADJ
bracis-19095	10	6	external	external	ADJ
bracis-19095	10	7	knowledge	knowledge	NOUN
bracis-19095	10	8	does	do	AUX
bracis-19095	10	9	not	not	PART
bracis-19095	10	10	capture	capture	VERB
bracis-19095	10	11	relevant	relevant	ADJ
bracis-19095	10	12	content	content	NOUN
bracis-19095	10	13	,	,	PUNCT
bracis-19095	10	14	thus	thus	ADV
bracis-19095	10	15	not	not	PART
bracis-19095	10	16	being	be	AUX
bracis-19095	10	17	necessarily	necessarily	ADV
bracis-19095	10	18	beneficial	beneficial	ADJ
bracis-19095	10	19	to	to	ADP
bracis-19095	10	20	the	the	DET
bracis-19095	10	21	methodology	methodology	NOUN
bracis-19095	10	22	.	.	PUNCT
bracis-19095	11	1	access	access	NOUN
bracis-19095	11	2	provided	provide	VERB
bracis-19095	11	3	by	by	ADP
bracis-19095	11	4	university	university	PROPN
bracis-19095	11	5	of	of	ADP
bracis-19095	11	6	notre	notre	PROPN
bracis-19095	11	7	dame	dame	PROPN
bracis-19095	11	8	hesburgh	hesburgh	PROPN
bracis-19095	11	9	library	library	PROPN
bracis-19095	11	10	.	.	PUNCT
bracis-19095	12	1	download	download	PROPN
bracis-19095	12	2	conference	conference	NOUN
bracis-19095	12	3	paper	paper	NOUN
bracis-19095	12	4	pdf	pdf	NOUN
bracis-19095	12	5	similar	similar	ADJ
bracis-19095	12	6	content	content	NOUN
bracis-19095	12	7	being	be	AUX
bracis-19095	12	8	viewed	view	VERB
bracis-19095	12	9	by	by	ADP
bracis-19095	12	10	others	other	NOUN
bracis-19095	12	11	prompt	prompt	ADJ
bracis-19095	12	12	-	-	PUNCT
bracis-19095	12	13	based	base	VERB
bracis-19095	12	14	data	data	NOUN
bracis-19095	12	15	augmentation	augmentation	NOUN
bracis-19095	12	16	framework	framework	NOUN
bracis-19095	12	17	for	for	ADP
bracis-19095	12	18	few	few	ADJ
bracis-19095	12	19	-	-	PUNCT
bracis-19095	12	20	shot	shot	NOUN
bracis-19095	12	21	named	name	VERB
bracis-19095	12	22	entity	entity	NOUN
bracis-19095	12	23	recognition	recognition	NOUN
bracis-19095	12	24	chapter	chapter	NOUN
bracis-19095	12	25	©	©	NOUN
bracis-19095	12	26	2024	2024	NUM
bracis-19095	12	27	robustness	robustness	NOUN
bracis-19095	12	28	of	of	ADP
bracis-19095	12	29	named	name	VERB
bracis-19095	12	30	entity	entity	NOUN
bracis-19095	12	31	recognition	recognition	NOUN
bracis-19095	12	32	:	:	PUNCT
bracis-19095	12	33	case	case	NOUN
bracis-19095	12	34	of	of	ADP
bracis-19095	12	35	latvian	latvian	ADJ
bracis-19095	12	36	chapter	chapter	NOUN
bracis-19095	12	37	©	©	PROPN
bracis-19095	12	38	2021	2021	NUM
bracis-19095	12	39	token	token	VERB
bracis-19095	12	40	is	be	AUX
bracis-19095	12	41	a	a	DET
bracis-19095	12	42	 	 	SPACE
bracis-19095	12	43	mask	mask	NOUN
bracis-19095	12	44	:	:	PUNCT
bracis-19095	12	45	few	few	ADJ
bracis-19095	12	46	-	-	PUNCT
bracis-19095	12	47	shot	shot	NOUN
bracis-19095	12	48	named	name	VERB
bracis-19095	12	49	entity	entity	NOUN
bracis-19095	12	50	recognition	recognition	NOUN
bracis-19095	12	51	with	with	ADP
bracis-19095	12	52	 	 	SPACE
bracis-19095	12	53	pre	pre	ADJ
bracis-19095	12	54	-	-	ADJ
bracis-19095	12	55	trained	train	VERB
bracis-19095	12	56	language	language	NOUN
bracis-19095	12	57	models	model	NOUN
bracis-19095	12	58	chapter	chapter	NOUN
bracis-19095	12	59	©	©	PROPN
bracis-19095	12	60	2022	2022	NUM
bracis-19095	12	61	explore	explore	VERB
bracis-19095	12	62	related	relate	VERB
bracis-19095	12	63	subjects	subject	NOUN
bracis-19095	12	64	discover	discover	VERB
bracis-19095	12	65	the	the	DET
bracis-19095	12	66	latest	late	ADJ
bracis-19095	12	67	articles	article	NOUN
bracis-19095	12	68	,	,	PUNCT
bracis-19095	12	69	books	book	NOUN
bracis-19095	12	70	and	and	CCONJ
bracis-19095	12	71	news	news	NOUN
bracis-19095	12	72	in	in	ADP
bracis-19095	12	73	related	related	ADJ
bracis-19095	12	74	subjects	subject	NOUN
bracis-19095	12	75	,	,	PUNCT
bracis-19095	12	76	suggested	suggest	VERB
bracis-19095	12	77	using	use	VERB
bracis-19095	12	78	machine	machine	NOUN
bracis-19095	12	79	learning	learning	NOUN
bracis-19095	12	80	.	.	PUNCT
bracis-19095	13	1	categorization	categorization	NOUN
bracis-19095	13	2	data	datum	NOUN
bracis-19095	13	3	mining	mining	NOUN
bracis-19095	13	4	and	and	CCONJ
bracis-19095	13	5	knowledge	knowledge	NOUN
bracis-19095	13	6	discovery	discovery	NOUN
bracis-19095	13	7	expertise	expertise	NOUN
bracis-19095	13	8	studies	study	NOUN
bracis-19095	13	9	ontology	ontology	NOUN
bracis-19095	13	10	knowledge	knowledge	NOUN
bracis-19095	13	11	management	management	NOUN
bracis-19095	13	12	knowledge	knowledge	NOUN
bracis-19095	13	13	based	base	VERB
bracis-19095	13	14	systems	system	NOUN
bracis-19095	13	15	1	1	NUM
bracis-19095	13	16	introduction	introduction	NOUN
bracis-19095	13	17	with	with	ADP
bracis-19095	13	18	the	the	DET
bracis-19095	13	19	evolution	evolution	NOUN
bracis-19095	13	20	of	of	ADP
bracis-19095	13	21	digital	digital	ADJ
bracis-19095	13	22	technologies	technology	NOUN
bracis-19095	13	23	and	and	CCONJ
bracis-19095	13	24	the	the	DET
bracis-19095	13	25	internet	internet	NOUN
bracis-19095	13	26	users	user	NOUN
bracis-19095	13	27	profile	profile	VERB
bracis-19095	13	28	,	,	PUNCT
bracis-19095	13	29	the	the	DET
bracis-19095	13	30	generation	generation	NOUN
bracis-19095	13	31	of	of	ADP
bracis-19095	13	32	unstructured	unstructured	ADJ
bracis-19095	13	33	data	datum	NOUN
bracis-19095	13	34	had	have	VERB
bracis-19095	13	35	a	a	DET
bracis-19095	13	36	huge	huge	ADJ
bracis-19095	13	37	increase	increase	NOUN
bracis-19095	13	38	.	.	PUNCT
bracis-19095	14	1	according	accord	VERB
bracis-19095	14	2	to	to	ADP
bracis-19095	14	3	[	[	X
bracis-19095	14	4	22	22	NUM
bracis-19095	14	5	]	]	PUNCT
bracis-19095	14	6	,	,	PUNCT
bracis-19095	14	7	unstructured	unstructured	ADJ
bracis-19095	14	8	data	datum	NOUN
bracis-19095	14	9	are	be	AUX
bracis-19095	14	10	those	those	PRON
bracis-19095	14	11	that	that	PRON
bracis-19095	14	12	do	do	AUX
bracis-19095	14	13	not	not	PART
bracis-19095	14	14	show	show	VERB
bracis-19095	14	15	a	a	DET
bracis-19095	14	16	clear	clear	ADJ
bracis-19095	14	17	syntactic	syntactic	ADJ
bracis-19095	14	18	and	and	CCONJ
bracis-19095	14	19	semantic	semantic	ADJ
bracis-19095	14	20	,	,	PUNCT
bracis-19095	14	21	machine	machine	NOUN
bracis-19095	14	22	-	-	PUNCT
bracis-19095	14	23	processable	processable	ADJ
bracis-19095	14	24	structure	structure	NOUN
bracis-19095	14	25	.	.	PUNCT
bracis-19095	15	1	this	this	DET
bracis-19095	15	2	way	way	NOUN
bracis-19095	15	3	,	,	PUNCT
bracis-19095	15	4	methods	method	NOUN
bracis-19095	15	5	have	have	AUX
bracis-19095	15	6	been	be	AUX
bracis-19095	15	7	developed	develop	VERB
bracis-19095	15	8	to	to	PART
bracis-19095	15	9	identify	identify	VERB
bracis-19095	15	10	and	and	CCONJ
bracis-19095	15	11	structure	structure	NOUN
bracis-19095	15	12	information	information	NOUN
bracis-19095	15	13	present	present	ADJ
bracis-19095	15	14	in	in	ADP
bracis-19095	15	15	textual	textual	ADJ
bracis-19095	15	16	documents	document	NOUN
bracis-19095	15	17	.	.	PUNCT
bracis-19095	16	1	in	in	ADP
bracis-19095	16	2	these	these	DET
bracis-19095	16	3	methods	method	NOUN
bracis-19095	16	4	,	,	PUNCT
bracis-19095	16	5	the	the	DET
bracis-19095	16	6	data	datum	NOUN
bracis-19095	16	7	structuring	structuring	NOUN
bracis-19095	16	8	process	process	NOUN
bracis-19095	16	9	make	make	VERB
bracis-19095	16	10	use	use	NOUN
bracis-19095	16	11	of	of	ADP
bracis-19095	16	12	natural	natural	ADJ
bracis-19095	16	13	language	language	NOUN
bracis-19095	16	14	processing	processing	NOUN
bracis-19095	16	15	,	,	PUNCT
bracis-19095	16	16	an	an	DET
bracis-19095	16	17	area	area	NOUN
bracis-19095	16	18	that	that	PRON
bracis-19095	16	19	uses	use	VERB
bracis-19095	16	20	concepts	concept	NOUN
bracis-19095	16	21	of	of	ADP
bracis-19095	16	22	linguistics	linguistic	NOUN
bracis-19095	16	23	and	and	CCONJ
bracis-19095	16	24	artificial	artificial	ADJ
bracis-19095	16	25	intelligence	intelligence	NOUN
bracis-19095	16	26	to	to	PART
bracis-19095	16	27	process	process	VERB
bracis-19095	16	28	data	datum	NOUN
bracis-19095	16	29	and	and	CCONJ
bracis-19095	16	30	automate	automate	ADJ
bracis-19095	16	31	language	language	NOUN
bracis-19095	16	32	related	relate	VERB
bracis-19095	16	33	tasks	task	NOUN
bracis-19095	16	34	.	.	PUNCT
bracis-19095	17	1	some	some	PRON
bracis-19095	17	2	of	of	ADP
bracis-19095	17	3	the	the	DET
bracis-19095	17	4	natural	natural	ADJ
bracis-19095	17	5	language	language	NOUN
bracis-19095	17	6	processing	processing	NOUN
bracis-19095	17	7	tasks	task	NOUN
bracis-19095	17	8	that	that	PRON
bracis-19095	17	9	we	we	PRON
bracis-19095	17	10	can	can	AUX
bracis-19095	17	11	mention	mention	VERB
bracis-19095	17	12	are	be	AUX
bracis-19095	17	13	machine	machine	NOUN
bracis-19095	17	14	translation	translation	NOUN
bracis-19095	17	15	,	,	PUNCT
bracis-19095	17	16	speech	speech	NOUN
bracis-19095	17	17	recognition	recognition	NOUN
bracis-19095	17	18	,	,	PUNCT
bracis-19095	17	19	automatic	automatic	ADJ
bracis-19095	17	20	text	text	NOUN
bracis-19095	17	21	summarization	summarization	NOUN
bracis-19095	17	22	,	,	PUNCT
bracis-19095	17	23	information	information	NOUN
bracis-19095	17	24	extraction	extraction	NOUN
bracis-19095	17	25	,	,	PUNCT
bracis-19095	17	26	among	among	ADP
bracis-19095	17	27	others	other	NOUN
bracis-19095	17	28	.	.	PUNCT
bracis-19095	18	1	information	information	NOUN
bracis-19095	18	2	extraction	extraction	NOUN
bracis-19095	18	3	methods	method	NOUN
bracis-19095	18	4	have	have	AUX
bracis-19095	18	5	been	be	AUX
bracis-19095	18	6	developed	develop	VERB
bracis-19095	18	7	to	to	PART
bracis-19095	18	8	identify	identify	VERB
bracis-19095	18	9	and	and	CCONJ
bracis-19095	18	10	structure	structure	NOUN
bracis-19095	18	11	information	information	NOUN
bracis-19095	18	12	present	present	ADJ
bracis-19095	18	13	in	in	ADP
bracis-19095	18	14	textual	textual	ADJ
bracis-19095	18	15	documents	document	NOUN
bracis-19095	18	16	.	.	PUNCT
bracis-19095	19	1	in	in	ADP
bracis-19095	19	2	particular	particular	ADJ
bracis-19095	19	3	there	there	PRON
bracis-19095	19	4	is	be	VERB
bracis-19095	19	5	the	the	DET
bracis-19095	19	6	named	name	VERB
bracis-19095	19	7	entity	entity	NOUN
bracis-19095	19	8	recognition	recognition	NOUN
bracis-19095	19	9	task	task	NOUN
bracis-19095	19	10	,	,	PUNCT
bracis-19095	19	11	which	which	PRON
bracis-19095	19	12	consists	consist	VERB
bracis-19095	19	13	of	of	ADP
bracis-19095	19	14	using	use	VERB
bracis-19095	19	15	methods	method	NOUN
bracis-19095	19	16	to	to	PART
bracis-19095	19	17	identify	identify	VERB
bracis-19095	19	18	named	name	VERB
bracis-19095	19	19	entities	entity	NOUN
bracis-19095	19	20	,	,	PUNCT
bracis-19095	19	21	such	such	ADJ
bracis-19095	19	22	as	as	ADP
bracis-19095	19	23	person	person	NOUN
bracis-19095	19	24	,	,	PUNCT
bracis-19095	19	25	place	place	NOUN
bracis-19095	19	26	,	,	PUNCT
bracis-19095	19	27	among	among	ADP
bracis-19095	19	28	others	other	NOUN
bracis-19095	19	29	,	,	PUNCT
bracis-19095	19	30	in	in	ADP
bracis-19095	19	31	texts	text	NOUN
bracis-19095	19	32	written	write	VERB
bracis-19095	19	33	in	in	ADP
bracis-19095	19	34	natural	natural	ADJ
bracis-19095	19	35	language	language	NOUN
bracis-19095	19	36	and	and	CCONJ
bracis-19095	19	37	categorize	categorize	VERB
bracis-19095	19	38	them	they	PRON
bracis-19095	19	39	according	accord	VERB
bracis-19095	19	40	to	to	ADP
bracis-19095	19	41	their	their	PRON
bracis-19095	19	42	nature	nature	NOUN
bracis-19095	19	43	.	.	PUNCT
bracis-19095	20	1	a	a	DET
bracis-19095	20	2	named	name	VERB
bracis-19095	20	3	entity	entity	NOUN
bracis-19095	20	4	is	be	AUX
bracis-19095	20	5	a	a	DET
bracis-19095	20	6	concept	concept	NOUN
bracis-19095	20	7	,	,	PUNCT
bracis-19095	20	8	formed	form	VERB
bracis-19095	20	9	by	by	ADP
bracis-19095	20	10	one	one	NUM
bracis-19095	20	11	or	or	CCONJ
bracis-19095	20	12	more	more	ADJ
bracis-19095	20	13	words	word	NOUN
bracis-19095	20	14	,	,	PUNCT
bracis-19095	20	15	that	that	PRON
bracis-19095	20	16	belongs	belong	VERB
bracis-19095	20	17	to	to	ADP
bracis-19095	20	18	a	a	DET
bracis-19095	20	19	previously	previously	ADV
bracis-19095	20	20	defined	define	VERB
bracis-19095	20	21	semantic	semantic	ADJ
bracis-19095	20	22	group	group	NOUN
bracis-19095	21	1	[	[	X
bracis-19095	21	2	9,10,11	9,10,11	NUM
bracis-19095	21	3	,	,	PUNCT
bracis-19095	21	4	25	25	NUM
bracis-19095	21	5	,	,	PUNCT
bracis-19095	21	6	28	28	NUM
bracis-19095	21	7	,	,	PUNCT
bracis-19095	21	8	33	33	NUM
bracis-19095	21	9	]	]	PUNCT
bracis-19095	21	10	.	.	PUNCT
bracis-19095	22	1	traditionally	traditionally	ADV
bracis-19095	22	2	,	,	PUNCT
bracis-19095	22	3	ner	ner	NOUN
bracis-19095	22	4	approaches	approach	NOUN
bracis-19095	22	5	have	have	AUX
bracis-19095	22	6	used	use	VERB
bracis-19095	22	7	many	many	ADJ
bracis-19095	22	8	techniques	technique	NOUN
bracis-19095	22	9	from	from	ADP
bracis-19095	22	10	linguistics	linguistic	NOUN
bracis-19095	22	11	,	,	PUNCT
bracis-19095	22	12	such	such	ADJ
bracis-19095	22	13	as	as	ADP
bracis-19095	22	14	syntactic	syntactic	ADJ
bracis-19095	22	15	labels	label	NOUN
bracis-19095	22	16	,	,	PUNCT
bracis-19095	22	17	word	word	NOUN
bracis-19095	22	18	lemmas	lemmas	ADJ
bracis-19095	22	19	,	,	PUNCT
bracis-19095	22	20	affixes	affix	NOUN
bracis-19095	22	21	,	,	PUNCT
bracis-19095	22	22	among	among	ADP
bracis-19095	22	23	others	other	NOUN
bracis-19095	22	24	,	,	PUNCT
bracis-19095	22	25	to	to	PART
bracis-19095	22	26	extract	extract	VERB
bracis-19095	22	27	information	information	NOUN
bracis-19095	22	28	present	present	ADJ
bracis-19095	22	29	in	in	ADP
bracis-19095	22	30	texts	text	NOUN
bracis-19095	22	31	.	.	PUNCT
bracis-19095	23	1	the	the	DET
bracis-19095	23	2	use	use	NOUN
bracis-19095	23	3	of	of	ADP
bracis-19095	23	4	traditional	traditional	ADJ
bracis-19095	23	5	techniques	technique	NOUN
bracis-19095	23	6	is	be	AUX
bracis-19095	23	7	quite	quite	ADV
bracis-19095	23	8	laborious	laborious	ADJ
bracis-19095	23	9	,	,	PUNCT
bracis-19095	23	10	as	as	SCONJ
bracis-19095	23	11	it	it	PRON
bracis-19095	23	12	involves	involve	VERB
bracis-19095	23	13	several	several	ADJ
bracis-19095	23	14	stages	stage	NOUN
bracis-19095	23	15	of	of	ADP
bracis-19095	23	16	data	datum	NOUN
bracis-19095	23	17	preparation	preparation	NOUN
bracis-19095	23	18	.	.	PUNCT
bracis-19095	24	1	in	in	ADP
bracis-19095	24	2	order	order	NOUN
bracis-19095	24	3	to	to	PART
bracis-19095	24	4	ease	ease	VERB
bracis-19095	24	5	the	the	DET
bracis-19095	24	6	work	work	NOUN
bracis-19095	24	7	of	of	ADP
bracis-19095	24	8	traditional	traditional	ADJ
bracis-19095	24	9	ner	ner	NOUN
bracis-19095	24	10	approaches	approach	NOUN
bracis-19095	24	11	,	,	PUNCT
bracis-19095	24	12	machine	machine	NOUN
bracis-19095	24	13	learning	learning	NOUN
bracis-19095	24	14	methods	method	NOUN
bracis-19095	24	15	have	have	AUX
bracis-19095	24	16	been	be	AUX
bracis-19095	24	17	developed	develop	VERB
bracis-19095	24	18	.	.	PUNCT
bracis-19095	25	1	recently	recently	ADV
bracis-19095	25	2	,	,	PUNCT
bracis-19095	25	3	numeric	numeric	ADP
bracis-19095	25	4	techniques	technique	NOUN
bracis-19095	25	5	that	that	PRON
bracis-19095	25	6	captures	capture	VERB
bracis-19095	25	7	syntactic	syntactic	ADJ
bracis-19095	25	8	and	and	CCONJ
bracis-19095	25	9	semantic	semantic	ADJ
bracis-19095	25	10	aspects	aspect	NOUN
bracis-19095	25	11	of	of	ADP
bracis-19095	25	12	words	word	NOUN
bracis-19095	25	13	has	have	AUX
bracis-19095	25	14	been	be	AUX
bracis-19095	25	15	gaining	gain	VERB
bracis-19095	25	16	space	space	NOUN
bracis-19095	25	17	for	for	ADP
bracis-19095	25	18	their	their	PRON
bracis-19095	25	19	similar	similar	ADJ
bracis-19095	25	20	results	result	NOUN
bracis-19095	25	21	,	,	PUNCT
bracis-19095	25	22	sometimes	sometimes	ADV
bracis-19095	25	23	even	even	ADV
bracis-19095	25	24	better	well	ADJ
bracis-19095	25	25	,	,	PUNCT
bracis-19095	25	26	when	when	SCONJ
bracis-19095	25	27	compared	compare	VERB
bracis-19095	25	28	to	to	ADP
bracis-19095	25	29	classical	classical	ADJ
bracis-19095	25	30	techniques	technique	NOUN
bracis-19095	25	31	,	,	PUNCT
bracis-19095	25	32	without	without	ADP
bracis-19095	25	33	requiring	require	VERB
bracis-19095	25	34	an	an	DET
bracis-19095	25	35	extensive	extensive	ADJ
bracis-19095	25	36	process	process	NOUN
bracis-19095	25	37	of	of	ADP
bracis-19095	25	38	feature	feature	NOUN
bracis-19095	25	39	engineering	engineering	NOUN
bracis-19095	25	40	.	.	PUNCT
bracis-19095	26	1	as	as	SCONJ
bracis-19095	26	2	examples	example	NOUN
bracis-19095	26	3	of	of	ADP
bracis-19095	26	4	machine	machine	NOUN
bracis-19095	26	5	learning	learn	VERB
bracis-19095	26	6	approaches	approach	NOUN
bracis-19095	26	7	to	to	ADP
bracis-19095	26	8	named	name	VERB
bracis-19095	26	9	entity	entity	NOUN
bracis-19095	26	10	recognition	recognition	NOUN
bracis-19095	26	11	task	task	NOUN
bracis-19095	26	12	we	we	PRON
bracis-19095	26	13	can	can	AUX
bracis-19095	26	14	cite	cite	VERB
bracis-19095	26	15	[	[	X
bracis-19095	26	16	5	5	NUM
bracis-19095	26	17	,	,	PUNCT
bracis-19095	26	18	6	6	NUM
bracis-19095	26	19	,	,	PUNCT
bracis-19095	26	20	12	12	NUM
bracis-19095	26	21	,	,	PUNCT
bracis-19095	26	22	14	14	NUM
bracis-19095	26	23	,	,	PUNCT
bracis-19095	26	24	15	15	NUM
bracis-19095	26	25	,	,	PUNCT
bracis-19095	26	26	26	26	NUM
bracis-19095	26	27	]	]	PUNCT
bracis-19095	26	28	,	,	PUNCT
bracis-19095	26	29	among	among	ADP
bracis-19095	26	30	many	many	ADJ
bracis-19095	26	31	others	other	NOUN
bracis-19095	26	32	.	.	PUNCT
bracis-19095	27	1	distributed	distribute	VERB
bracis-19095	27	2	representations	representation	NOUN
bracis-19095	27	3	for	for	ADP
bracis-19095	27	4	words	word	NOUN
bracis-19095	27	5	are	be	AUX
bracis-19095	27	6	some	some	PRON
bracis-19095	27	7	of	of	ADP
bracis-19095	27	8	the	the	DET
bracis-19095	27	9	reasons	reason	NOUN
bracis-19095	27	10	for	for	ADP
bracis-19095	27	11	the	the	DET
bracis-19095	27	12	popularization	popularization	NOUN
bracis-19095	27	13	of	of	ADP
bracis-19095	27	14	machine	machine	NOUN
bracis-19095	27	15	learning	learning	NOUN
bracis-19095	27	16	methods	method	NOUN
bracis-19095	27	17	in	in	ADP
bracis-19095	27	18	nlp	nlp	NOUN
bracis-19095	27	19	,	,	PUNCT
bracis-19095	27	20	and	and	CCONJ
bracis-19095	27	21	as	as	ADP
bracis-19095	27	22	example	example	NOUN
bracis-19095	27	23	of	of	ADP
bracis-19095	27	24	these	these	DET
bracis-19095	27	25	representations	representation	NOUN
bracis-19095	27	26	there	there	PRON
bracis-19095	27	27	are	be	VERB
bracis-19095	27	28	word2vec	word2vec	X
bracis-19095	27	29	[	[	X
bracis-19095	27	30	23	23	NUM
bracis-19095	27	31	,	,	PUNCT
bracis-19095	27	32	24	24	NUM
bracis-19095	27	33	]	]	PUNCT
bracis-19095	27	34	,	,	PUNCT
bracis-19095	27	35	glove	glove	NOUN
bracis-19095	27	36	[	[	X
bracis-19095	27	37	27	27	NUM
bracis-19095	27	38	]	]	PUNCT
bracis-19095	27	39	,	,	PUNCT
bracis-19095	27	40	fasttext	fasttext	PROPN
bracis-19095	28	1	[	[	X
bracis-19095	28	2	3	3	NUM
bracis-19095	28	3	]	]	PUNCT
bracis-19095	28	4	,	,	PUNCT
bracis-19095	28	5	flair	flair	NOUN
bracis-19095	29	1	[	[	X
bracis-19095	29	2	1	1	NUM
bracis-19095	29	3	]	]	PUNCT
bracis-19095	29	4	,	,	PUNCT
bracis-19095	29	5	bert	bert	PROPN
bracis-19095	30	1	[	[	X
bracis-19095	30	2	7	7	NUM
bracis-19095	30	3	]	]	PUNCT
bracis-19095	30	4	,	,	PUNCT
bracis-19095	30	5	and	and	CCONJ
bracis-19095	30	6	many	many	ADJ
bracis-19095	30	7	others	other	NOUN
bracis-19095	30	8	.	.	PUNCT
bracis-19095	31	1	as	as	SCONJ
bracis-19095	31	2	stated	state	VERB
bracis-19095	31	3	by	by	ADP
bracis-19095	31	4	ratinov	ratinov	NOUN
bracis-19095	31	5	and	and	CCONJ
bracis-19095	31	6	roth	roth	NOUN
bracis-19095	31	7	[	[	X
bracis-19095	31	8	29	29	NUM
bracis-19095	31	9	]	]	PUNCT
bracis-19095	31	10	,	,	PUNCT
bracis-19095	31	11	ner	ner	NOUN
bracis-19095	31	12	is	be	AUX
bracis-19095	31	13	knowledge	knowledge	NOUN
bracis-19095	31	14	-	-	PUNCT
bracis-19095	31	15	intensive	intensive	ADJ
bracis-19095	31	16	task	task	NOUN
bracis-19095	31	17	.	.	PUNCT
bracis-19095	32	1	therefore	therefore	ADV
bracis-19095	32	2	,	,	PUNCT
bracis-19095	32	3	there	there	PRON
bracis-19095	32	4	are	be	VERB
bracis-19095	32	5	approaches	approach	NOUN
bracis-19095	32	6	that	that	PRON
bracis-19095	32	7	still	still	ADV
bracis-19095	32	8	perform	perform	VERB
bracis-19095	32	9	feature	feature	NOUN
bracis-19095	32	10	engineering	engineering	NOUN
bracis-19095	32	11	with	with	ADP
bracis-19095	32	12	machine	machine	NOUN
bracis-19095	32	13	learning	learning	NOUN
bracis-19095	32	14	methods	method	NOUN
bracis-19095	32	15	in	in	ADP
bracis-19095	32	16	order	order	NOUN
bracis-19095	32	17	to	to	PART
bracis-19095	32	18	include	include	VERB
bracis-19095	32	19	features	feature	NOUN
bracis-19095	32	20	that	that	PRON
bracis-19095	32	21	can	can	AUX
bracis-19095	32	22	not	not	PART
bracis-19095	32	23	be	be	AUX
bracis-19095	32	24	captured	capture	VERB
bracis-19095	32	25	by	by	ADP
bracis-19095	32	26	word	word	NOUN
bracis-19095	32	27	vectors	vector	NOUN
bracis-19095	32	28	or	or	CCONJ
bracis-19095	32	29	texts	text	NOUN
bracis-19095	32	30	.	.	PUNCT
bracis-19095	33	1	even	even	ADV
bracis-19095	33	2	though	though	SCONJ
bracis-19095	33	3	part	part	NOUN
bracis-19095	33	4	of	of	ADP
bracis-19095	33	5	the	the	DET
bracis-19095	33	6	problems	problem	NOUN
bracis-19095	33	7	are	be	AUX
bracis-19095	33	8	solved	solve	VERB
bracis-19095	33	9	by	by	ADP
bracis-19095	33	10	feature	feature	NOUN
bracis-19095	33	11	engineering	engineering	NOUN
bracis-19095	33	12	,	,	PUNCT
bracis-19095	33	13	there	there	PRON
bracis-19095	33	14	is	be	VERB
bracis-19095	33	15	still	still	ADV
bracis-19095	33	16	a	a	DET
bracis-19095	33	17	semantic	semantic	ADJ
bracis-19095	33	18	gap	gap	NOUN
bracis-19095	33	19	that	that	PRON
bracis-19095	33	20	can	can	AUX
bracis-19095	33	21	not	not	PART
bracis-19095	33	22	be	be	AUX
bracis-19095	33	23	solved	solve	VERB
bracis-19095	33	24	with	with	ADP
bracis-19095	33	25	lexical	lexical	ADJ
bracis-19095	33	26	and	and	CCONJ
bracis-19095	33	27	syntactic	syntactic	ADJ
bracis-19095	33	28	attributes	attribute	NOUN
bracis-19095	33	29	alone	alone	ADV
bracis-19095	33	30	.	.	PUNCT
bracis-19095	34	1	in	in	ADP
bracis-19095	34	2	this	this	DET
bracis-19095	34	3	sense	sense	NOUN
bracis-19095	34	4	,	,	PUNCT
bracis-19095	34	5	semantic	semantic	ADJ
bracis-19095	34	6	repositories	repository	NOUN
bracis-19095	34	7	have	have	AUX
bracis-19095	34	8	been	be	AUX
bracis-19095	34	9	adopted	adopt	VERB
bracis-19095	34	10	.	.	PUNCT
bracis-19095	35	1	in	in	ADP
bracis-19095	35	2	[	[	X
bracis-19095	35	3	5	5	NUM
bracis-19095	35	4	]	]	X
bracis-19095	35	5	external	external	ADJ
bracis-19095	35	6	information	information	NOUN
bracis-19095	35	7	is	be	AUX
bracis-19095	35	8	added	add	VERB
bracis-19095	35	9	to	to	ADP
bracis-19095	35	10	the	the	DET
bracis-19095	35	11	cnn	cnn	PROPN
bracis-19095	35	12	-	-	PUNCT
bracis-19095	35	13	lstm	lstm	PROPN
bracis-19095	35	14	model	model	NOUN
bracis-19095	35	15	through	through	ADP
bracis-19095	35	16	the	the	DET
bracis-19095	35	17	use	use	NOUN
bracis-19095	35	18	of	of	ADP
bracis-19095	35	19	a	a	DET
bracis-19095	35	20	lexicon	lexicon	NOUN
bracis-19095	35	21	.	.	PUNCT
bracis-19095	36	1	this	this	DET
bracis-19095	36	2	lexicon	lexicon	NOUN
bracis-19095	36	3	is	be	AUX
bracis-19095	36	4	made	make	VERB
bracis-19095	36	5	of	of	ADP
bracis-19095	36	6	wikipedia	wikipedia	PROPN
bracis-19095	36	7	data	data	PROPN
bracis-19095	36	8	and	and	CCONJ
bracis-19095	36	9	is	be	AUX
bracis-19095	36	10	used	use	VERB
bracis-19095	36	11	to	to	PART
bracis-19095	36	12	add	add	VERB
bracis-19095	36	13	new	new	ADJ
bracis-19095	36	14	features	feature	NOUN
bracis-19095	36	15	in	in	ADP
bracis-19095	36	16	the	the	DET
bracis-19095	36	17	shape	shape	NOUN
bracis-19095	36	18	of	of	ADP
bracis-19095	36	19	inside	inside	ADP
bracis-19095	36	20	-	-	PUNCT
bracis-19095	36	21	outside	outside	NOUN
bracis-19095	36	22	-	-	PUNCT
bracis-19095	36	23	beginning	beginning	NOUN
bracis-19095	36	24	tags	tag	NOUN
bracis-19095	36	25	to	to	ADP
bracis-19095	36	26	the	the	DET
bracis-19095	36	27	input	input	NOUN
bracis-19095	36	28	vectors	vector	NOUN
bracis-19095	36	29	.	.	PUNCT
bracis-19095	37	1	a	a	DET
bracis-19095	37	2	work	work	NOUN
bracis-19095	37	3	using	use	VERB
bracis-19095	37	4	external	external	ADJ
bracis-19095	37	5	knowledge	knowledge	NOUN
bracis-19095	37	6	from	from	ADP
bracis-19095	37	7	ontology	ontology	NOUN
bracis-19095	37	8	is	be	AUX
bracis-19095	37	9	presented	present	VERB
bracis-19095	37	10	in	in	ADP
bracis-19095	37	11	[	[	X
bracis-19095	37	12	19	19	NUM
bracis-19095	37	13	]	]	PUNCT
bracis-19095	37	14	,	,	PUNCT
bracis-19095	37	15	where	where	SCONJ
bracis-19095	37	16	the	the	DET
bracis-19095	37	17	authors	author	NOUN
bracis-19095	37	18	perform	perform	VERB
bracis-19095	37	19	the	the	DET
bracis-19095	37	20	named	name	VERB
bracis-19095	37	21	entity	entity	NOUN
bracis-19095	37	22	recognition	recognition	NOUN
bracis-19095	37	23	on	on	ADP
bracis-19095	37	24	bridge	bridge	NOUN
bracis-19095	37	25	inspection	inspection	NOUN
bracis-19095	37	26	reports	report	NOUN
bracis-19095	37	27	.	.	PUNCT
bracis-19095	38	1	in	in	ADP
bracis-19095	38	2	order	order	NOUN
bracis-19095	38	3	to	to	PART
bracis-19095	38	4	do	do	AUX
bracis-19095	38	5	this	this	PRON
bracis-19095	38	6	,	,	PUNCT
bracis-19095	38	7	they	they	PRON
bracis-19095	38	8	use	use	VERB
bracis-19095	38	9	a	a	DET
bracis-19095	38	10	semi	semi	ADJ
bracis-19095	38	11	-	-	ADJ
bracis-19095	38	12	supervised	supervised	ADJ
bracis-19095	38	13	conditional	conditional	ADJ
bracis-19095	38	14	random	random	ADJ
bracis-19095	38	15	fields	field	NOUN
bracis-19095	38	16	(	(	PUNCT
bracis-19095	38	17	crf	crf	NOUN
bracis-19095	38	18	)	)	PUNCT
bracis-19095	38	19	whose	whose	DET
bracis-19095	38	20	inputs	input	NOUN
bracis-19095	38	21	consists	consist	VERB
bracis-19095	38	22	of	of	ADP
bracis-19095	38	23	syntactic	syntactic	ADJ
bracis-19095	38	24	features	feature	NOUN
bracis-19095	38	25	,	,	PUNCT
bracis-19095	38	26	like	like	ADP
bracis-19095	38	27	stems	stem	NOUN
bracis-19095	38	28	and	and	CCONJ
bracis-19095	38	29	part	part	NOUN
bracis-19095	38	30	of	of	ADP
bracis-19095	38	31	speech	speech	NOUN
bracis-19095	38	32	tags	tag	NOUN
bracis-19095	38	33	,	,	PUNCT
bracis-19095	38	34	and	and	CCONJ
bracis-19095	38	35	semantic	semantic	ADJ
bracis-19095	38	36	features	feature	NOUN
bracis-19095	38	37	from	from	ADP
bracis-19095	38	38	the	the	DET
bracis-19095	38	39	domain	domain	NOUN
bracis-19095	38	40	ontology	ontology	NOUN
bracis-19095	38	41	,	,	PUNCT
bracis-19095	38	42	named	name	VERB
bracis-19095	38	43	bridgeonto	bridgeonto	NOUN
bracis-19095	38	44	.	.	PUNCT
bracis-19095	39	1	liu	liu	PROPN
bracis-19095	39	2	et	et	PROPN
bracis-19095	39	3	al	al	PROPN
bracis-19095	39	4	.	.	PUNCT
bracis-19095	40	1	[	[	X
bracis-19095	40	2	20	20	NUM
bracis-19095	40	3	]	]	PUNCT
bracis-19095	40	4	add	add	VERB
bracis-19095	40	5	external	external	ADJ
bracis-19095	40	6	information	information	NOUN
bracis-19095	40	7	from	from	ADP
bracis-19095	40	8	gazetteers	gazetteer	NOUN
bracis-19095	40	9	,	,	PUNCT
bracis-19095	40	10	but	but	CCONJ
bracis-19095	40	11	instead	instead	ADV
bracis-19095	40	12	of	of	ADP
bracis-19095	40	13	using	use	VERB
bracis-19095	40	14	tags	tag	NOUN
bracis-19095	40	15	indicating	indicate	VERB
bracis-19095	40	16	the	the	DET
bracis-19095	40	17	pertinence	pertinence	NOUN
bracis-19095	40	18	of	of	ADP
bracis-19095	40	19	the	the	DET
bracis-19095	40	20	word	word	NOUN
bracis-19095	40	21	to	to	ADP
bracis-19095	40	22	one	one	NUM
bracis-19095	40	23	or	or	CCONJ
bracis-19095	40	24	more	more	ADJ
bracis-19095	40	25	gazetteers	gazetteer	NOUN
bracis-19095	40	26	,	,	PUNCT
bracis-19095	40	27	it	it	PRON
bracis-19095	40	28	uses	use	VERB
bracis-19095	40	29	hybrid	hybrid	ADJ
bracis-19095	40	30	semi	semi	ADJ
bracis-19095	40	31	-	-	ADJ
bracis-19095	40	32	markov	markov	ADJ
bracis-19095	40	33	crf	crf	NOUN
bracis-19095	40	34	to	to	PART
bracis-19095	40	35	generate	generate	VERB
bracis-19095	40	36	a	a	DET
bracis-19095	40	37	numeric	numeric	ADJ
bracis-19095	40	38	value	value	NOUN
bracis-19095	40	39	that	that	PRON
bracis-19095	40	40	express	express	VERB
bracis-19095	40	41	the	the	DET
bracis-19095	40	42	degree	degree	NOUN
bracis-19095	40	43	of	of	ADP
bracis-19095	40	44	pertinence	pertinence	NOUN
bracis-19095	40	45	of	of	ADP
bracis-19095	40	46	the	the	DET
bracis-19095	40	47	word	word	NOUN
bracis-19095	40	48	to	to	ADP
bracis-19095	40	49	a	a	DET
bracis-19095	40	50	gazetteer	gazetteer	NOUN
bracis-19095	40	51	.	.	PUNCT
bracis-19095	41	1	the	the	DET
bracis-19095	41	2	reason	reason	NOUN
bracis-19095	41	3	for	for	ADP
bracis-19095	41	4	this	this	PRON
bracis-19095	41	5	is	be	AUX
bracis-19095	41	6	to	to	PART
bracis-19095	41	7	find	find	VERB
bracis-19095	41	8	a	a	DET
bracis-19095	41	9	better	well	ADJ
bracis-19095	41	10	alternative	alternative	NOUN
bracis-19095	41	11	to	to	ADP
bracis-19095	41	12	the	the	DET
bracis-19095	41	13	hard	hard	ADJ
bracis-19095	41	14	match	match	NOUN
bracis-19095	41	15	representation	representation	NOUN
bracis-19095	41	16	,	,	PUNCT
bracis-19095	41	17	which	which	PRON
bracis-19095	41	18	is	be	AUX
bracis-19095	41	19	commonly	commonly	ADV
bracis-19095	41	20	used	use	VERB
bracis-19095	41	21	when	when	SCONJ
bracis-19095	41	22	gazetteers	gazetteer	NOUN
bracis-19095	41	23	use	use	VERB
bracis-19095	41	24	is	be	AUX
bracis-19095	41	25	adopted	adopt	VERB
bracis-19095	41	26	.	.	PUNCT
bracis-19095	42	1	in	in	ADP
bracis-19095	42	2	[	[	X
bracis-19095	42	3	18	18	NUM
bracis-19095	42	4	]	]	PUNCT
bracis-19095	42	5	the	the	DET
bracis-19095	42	6	authors	author	NOUN
bracis-19095	42	7	present	present	VERB
bracis-19095	42	8	an	an	DET
bracis-19095	42	9	approach	approach	NOUN
bracis-19095	42	10	using	use	VERB
bracis-19095	42	11	external	external	ADJ
bracis-19095	42	12	knowledge	knowledge	NOUN
bracis-19095	42	13	through	through	ADP
bracis-19095	42	14	use	use	NOUN
bracis-19095	42	15	of	of	ADP
bracis-19095	42	16	lexicons	lexicon	NOUN
bracis-19095	42	17	together	together	ADV
bracis-19095	42	18	with	with	ADP
bracis-19095	42	19	syntactic	syntactic	ADJ
bracis-19095	42	20	features	feature	NOUN
bracis-19095	42	21	like	like	ADP
bracis-19095	42	22	part	part	NOUN
bracis-19095	42	23	of	of	ADP
bracis-19095	42	24	speech	speech	NOUN
bracis-19095	42	25	tags	tag	NOUN
bracis-19095	42	26	and	and	CCONJ
bracis-19095	42	27	n	n	CCONJ
bracis-19095	42	28	-	-	PUNCT
bracis-19095	42	29	grams	gram	NOUN
bracis-19095	42	30	.	.	PUNCT
bracis-19095	43	1	ratinov	ratinov	NOUN
bracis-19095	43	2	and	and	CCONJ
bracis-19095	43	3	roth	roth	NOUN
bracis-19095	43	4	[	[	X
bracis-19095	43	5	29	29	NUM
bracis-19095	43	6	]	]	X
bracis-19095	43	7	enrich	enrich	VERB
bracis-19095	43	8	the	the	DET
bracis-19095	43	9	named	name	VERB
bracis-19095	43	10	entity	entity	NOUN
bracis-19095	43	11	recognition	recognition	NOUN
bracis-19095	43	12	task	task	NOUN
bracis-19095	43	13	by	by	ADP
bracis-19095	43	14	using	use	VERB
bracis-19095	43	15	a	a	DET
bracis-19095	43	16	external	external	ADJ
bracis-19095	43	17	knowledge	knowledge	NOUN
bracis-19095	43	18	in	in	ADP
bracis-19095	43	19	the	the	DET
bracis-19095	43	20	form	form	NOUN
bracis-19095	43	21	of	of	ADP
bracis-19095	43	22	gazetteers	gazetteer	NOUN
bracis-19095	43	23	on	on	ADP
bracis-19095	43	24	conll03	conll03	ADJ
bracis-19095	43	25	,	,	PUNCT
bracis-19095	43	26	muc7	muc7	PROPN
bracis-19095	43	27	,	,	PUNCT
bracis-19095	43	28	and	and	CCONJ
bracis-19095	43	29	a	a	DET
bracis-19095	43	30	smaller	small	ADJ
bracis-19095	43	31	dataset	dataset	NOUN
bracis-19095	43	32	of	of	ADP
bracis-19095	43	33	webpages	webpage	NOUN
bracis-19095	43	34	assembled	assemble	VERB
bracis-19095	43	35	and	and	CCONJ
bracis-19095	43	36	annotated	annotate	VERB
bracis-19095	43	37	by	by	ADP
bracis-19095	43	38	them	they	PRON
bracis-19095	43	39	.	.	PUNCT
bracis-19095	44	1	they	they	PRON
bracis-19095	44	2	also	also	ADV
bracis-19095	44	3	use	use	VERB
bracis-19095	44	4	other	other	ADJ
bracis-19095	44	5	features	feature	NOUN
bracis-19095	44	6	,	,	PUNCT
bracis-19095	44	7	such	such	ADJ
bracis-19095	44	8	as	as	ADP
bracis-19095	44	9	context	context	NOUN
bracis-19095	44	10	aggregation	aggregation	NOUN
bracis-19095	44	11	,	,	PUNCT
bracis-19095	44	12	extended	extend	VERB
bracis-19095	44	13	prediction	prediction	NOUN
bracis-19095	44	14	history	history	NOUN
bracis-19095	44	15	,	,	PUNCT
bracis-19095	44	16	among	among	ADP
bracis-19095	44	17	others	other	NOUN
bracis-19095	44	18	,	,	PUNCT
bracis-19095	44	19	to	to	PART
bracis-19095	44	20	boost	boost	VERB
bracis-19095	44	21	the	the	DET
bracis-19095	44	22	ner	ner	NOUN
bracis-19095	44	23	performance	performance	NOUN
bracis-19095	44	24	of	of	ADP
bracis-19095	44	25	their	their	PRON
bracis-19095	44	26	model	model	NOUN
bracis-19095	44	27	.	.	PUNCT
bracis-19095	45	1	seyler	seyler	PROPN
bracis-19095	45	2	et	et	PROPN
bracis-19095	45	3	al	al	PROPN
bracis-19095	45	4	.	.	PUNCT
bracis-19095	46	1	[	[	X
bracis-19095	46	2	30	30	NUM
bracis-19095	46	3	]	]	X
bracis-19095	46	4	divide	divide	VERB
bracis-19095	46	5	external	external	ADJ
bracis-19095	46	6	features	feature	NOUN
bracis-19095	46	7	in	in	ADP
bracis-19095	46	8	four	four	NUM
bracis-19095	46	9	categories	category	NOUN
bracis-19095	46	10	to	to	PART
bracis-19095	46	11	quantify	quantify	VERB
bracis-19095	46	12	the	the	DET
bracis-19095	46	13	impact	impact	NOUN
bracis-19095	46	14	of	of	ADP
bracis-19095	46	15	each	each	DET
bracis-19095	46	16	one	one	NUM
bracis-19095	46	17	in	in	ADP
bracis-19095	46	18	the	the	DET
bracis-19095	46	19	ner	ner	NOUN
bracis-19095	46	20	task	task	NOUN
bracis-19095	46	21	,	,	PUNCT
bracis-19095	46	22	using	use	VERB
bracis-19095	46	23	a	a	DET
bracis-19095	46	24	linear	linear	NOUN
bracis-19095	46	25	-	-	PUNCT
bracis-19095	46	26	chain	chain	NOUN
bracis-19095	46	27	crf	crf	NOUN
bracis-19095	46	28	on	on	ADP
bracis-19095	46	29	conll03	conll03	PROPN
bracis-19095	46	30	and	and	CCONJ
bracis-19095	46	31	muc7	muc7	PROPN
bracis-19095	46	32	datasets	dataset	NOUN
bracis-19095	46	33	.	.	PUNCT
bracis-19095	47	1	the	the	DET
bracis-19095	47	2	four	four	NUM
bracis-19095	47	3	categories	category	NOUN
bracis-19095	47	4	are	be	AUX
bracis-19095	47	5	:	:	PUNCT
bracis-19095	47	6	i	i	NOUN
bracis-19095	47	7	)	)	PUNCT
bracis-19095	47	8	knowledge	knowledge	NOUN
bracis-19095	47	9	agnostic	agnostic	ADJ
bracis-19095	47	10	using	use	VERB
bracis-19095	47	11	only	only	ADJ
bracis-19095	47	12	local	local	ADJ
bracis-19095	47	13	features	feature	NOUN
bracis-19095	47	14	;	;	PUNCT
bracis-19095	47	15	ii	ii	X
bracis-19095	47	16	)	)	PUNCT
bracis-19095	47	17	name	name	NOUN
bracis-19095	47	18	-	-	PUNCT
bracis-19095	47	19	based	base	VERB
bracis-19095	47	20	knowledge	knowledge	NOUN
bracis-19095	47	21	using	use	VERB
bracis-19095	47	22	a	a	DET
bracis-19095	47	23	list	list	NOUN
bracis-19095	47	24	of	of	ADP
bracis-19095	47	25	named	name	VERB
bracis-19095	47	26	entities	entity	NOUN
bracis-19095	47	27	;	;	PUNCT
bracis-19095	47	28	ii	ii	X
bracis-19095	47	29	)	)	PUNCT
bracis-19095	47	30	knowledge	knowledge	NOUN
bracis-19095	47	31	-	-	PUNCT
bracis-19095	47	32	base	base	NOUN
bracis-19095	47	33	-	-	PUNCT
bracis-19095	47	34	based	base	VERB
bracis-19095	47	35	knowledge	knowledge	NOUN
bracis-19095	47	36	using	use	VERB
bracis-19095	47	37	features	feature	NOUN
bracis-19095	47	38	extracted	extract	VERB
bracis-19095	47	39	from	from	ADP
bracis-19095	47	40	a	a	DET
bracis-19095	47	41	knowledge	knowledge	NOUN
bracis-19095	47	42	base	base	NOUN
bracis-19095	47	43	or	or	CCONJ
bracis-19095	47	44	an	an	DET
bracis-19095	47	45	annotated	annotated	ADJ
bracis-19095	47	46	corpus	corpus	NOUN
bracis-19095	47	47	;	;	PUNCT
bracis-19095	47	48	iv	iv	X
bracis-19095	47	49	)	)	PUNCT
bracis-19095	47	50	entity	entity	NOUN
bracis-19095	47	51	-	-	PUNCT
bracis-19095	47	52	based	base	VERB
bracis-19095	47	53	knowledge	knowledge	NOUN
bracis-19095	47	54	using	use	VERB
bracis-19095	47	55	the	the	DET
bracis-19095	47	56	results	result	NOUN
bracis-19095	47	57	of	of	ADP
bracis-19095	47	58	a	a	DET
bracis-19095	47	59	named	name	VERB
bracis-19095	47	60	entity	entity	NOUN
bracis-19095	47	61	disambiguation	disambiguation	NOUN
bracis-19095	47	62	.	.	PUNCT
bracis-19095	48	1	authors	author	NOUN
bracis-19095	48	2	show	show	VERB
bracis-19095	48	3	that	that	SCONJ
bracis-19095	48	4	incrementally	incrementally	ADV
bracis-19095	48	5	adding	add	VERB
bracis-19095	48	6	more	more	ADJ
bracis-19095	48	7	categories	category	NOUN
bracis-19095	48	8	of	of	ADP
bracis-19095	48	9	knowledge	knowledge	NOUN
bracis-19095	48	10	yields	yield	VERB
bracis-19095	48	11	better	well	ADJ
bracis-19095	48	12	effectiveness	effectiveness	NOUN
bracis-19095	48	13	,	,	PUNCT
bracis-19095	48	14	but	but	CCONJ
bracis-19095	48	15	sometimes	sometimes	ADV
bracis-19095	48	16	at	at	ADP
bracis-19095	48	17	the	the	DET
bracis-19095	48	18	cost	cost	NOUN
bracis-19095	48	19	of	of	ADP
bracis-19095	48	20	efficiency	efficiency	NOUN
bracis-19095	48	21	,	,	PUNCT
bracis-19095	48	22	stating	state	VERB
bracis-19095	48	23	that	that	SCONJ
bracis-19095	48	24	there	there	PRON
bracis-19095	48	25	is	be	VERB
bracis-19095	48	26	a	a	DET
bracis-19095	48	27	trade	trade	NOUN
bracis-19095	48	28	-	-	PUNCT
bracis-19095	48	29	off	off	NOUN
bracis-19095	48	30	between	between	ADP
bracis-19095	48	31	them	they	PRON
bracis-19095	48	32	.	.	PUNCT
bracis-19095	49	1	in	in	ADP
bracis-19095	49	2	order	order	NOUN
bracis-19095	49	3	to	to	PART
bracis-19095	49	4	add	add	VERB
bracis-19095	49	5	external	external	ADJ
bracis-19095	49	6	knowledge	knowledge	NOUN
bracis-19095	49	7	to	to	ADP
bracis-19095	49	8	a	a	DET
bracis-19095	49	9	neural	neural	ADJ
bracis-19095	49	10	model	model	NOUN
bracis-19095	49	11	,	,	PUNCT
bracis-19095	49	12	ding	de	VERB
bracis-19095	49	13	et	et	PROPN
bracis-19095	49	14	al	al	PROPN
bracis-19095	49	15	.	.	PUNCT
bracis-19095	50	1	[	[	X
bracis-19095	50	2	8	8	NUM
bracis-19095	50	3	]	]	X
bracis-19095	50	4	propose	propose	VERB
bracis-19095	50	5	the	the	DET
bracis-19095	50	6	use	use	NOUN
bracis-19095	50	7	of	of	ADP
bracis-19095	50	8	an	an	DET
bracis-19095	50	9	adapted	adapt	VERB
bracis-19095	50	10	gated	gate	VERB
bracis-19095	50	11	graph	graph	NOUN
bracis-19095	50	12	sequence	sequence	NOUN
bracis-19095	50	13	neural	neural	ADJ
bracis-19095	50	14	network	network	NOUN
bracis-19095	50	15	to	to	PART
bracis-19095	50	16	capture	capture	VERB
bracis-19095	50	17	the	the	DET
bracis-19095	50	18	information	information	NOUN
bracis-19095	50	19	contained	contain	VERB
bracis-19095	50	20	in	in	ADP
bracis-19095	50	21	multiple	multiple	ADJ
bracis-19095	50	22	gazetteers	gazetteer	NOUN
bracis-19095	50	23	.	.	PUNCT
bracis-19095	51	1	the	the	DET
bracis-19095	51	2	role	role	NOUN
bracis-19095	51	3	of	of	ADP
bracis-19095	51	4	the	the	DET
bracis-19095	51	5	gated	gate	VERB
bracis-19095	51	6	graph	graph	NOUN
bracis-19095	51	7	sequence	sequence	NOUN
bracis-19095	51	8	neural	neural	ADJ
bracis-19095	51	9	network	network	NOUN
bracis-19095	51	10	is	be	AUX
bracis-19095	51	11	to	to	PART
bracis-19095	51	12	serve	serve	VERB
bracis-19095	51	13	as	as	ADP
bracis-19095	51	14	a	a	DET
bracis-19095	51	15	embedding	embed	VERB
bracis-19095	51	16	layer	layer	NOUN
bracis-19095	51	17	that	that	PRON
bracis-19095	51	18	learn	learn	VERB
bracis-19095	51	19	how	how	SCONJ
bracis-19095	51	20	to	to	PART
bracis-19095	51	21	combine	combine	VERB
bracis-19095	51	22	the	the	DET
bracis-19095	51	23	knowledge	knowledge	NOUN
bracis-19095	51	24	present	present	ADJ
bracis-19095	51	25	in	in	ADP
bracis-19095	51	26	more	more	ADJ
bracis-19095	51	27	than	than	ADP
bracis-19095	51	28	one	one	NUM
bracis-19095	51	29	gazetteer	gazetteer	NOUN
bracis-19095	51	30	of	of	ADP
bracis-19095	51	31	the	the	DET
bracis-19095	51	32	same	same	ADJ
bracis-19095	51	33	or	or	CCONJ
bracis-19095	51	34	different	different	ADJ
bracis-19095	51	35	type	type	NOUN
bracis-19095	51	36	.	.	PUNCT
bracis-19095	52	1	the	the	DET
bracis-19095	52	2	resulting	result	VERB
bracis-19095	52	3	embeddings	embedding	NOUN
bracis-19095	52	4	are	be	AUX
bracis-19095	52	5	then	then	ADV
bracis-19095	52	6	fed	feed	VERB
bracis-19095	52	7	to	to	ADP
bracis-19095	52	8	a	a	DET
bracis-19095	52	9	standard	standard	ADJ
bracis-19095	52	10	bilstm	bilstm	NOUN
bracis-19095	52	11	-	-	PUNCT
bracis-19095	52	12	crf	crf	NOUN
bracis-19095	52	13	to	to	PART
bracis-19095	52	14	fulfill	fulfill	VERB
bracis-19095	52	15	the	the	DET
bracis-19095	52	16	ner	ner	NOUN
bracis-19095	52	17	task	task	NOUN
bracis-19095	52	18	on	on	ADP
bracis-19095	52	19	weibo	weibo	NOUN
bracis-19095	52	20	-	-	PUNCT
bracis-19095	52	21	ner	ner	NOUN
bracis-19095	52	22	and	and	CCONJ
bracis-19095	52	23	ontonotes	ontonote	NOUN
bracis-19095	52	24	4	4	NUM
bracis-19095	52	25	,	,	PUNCT
bracis-19095	52	26	both	both	PRON
bracis-19095	52	27	in	in	ADP
bracis-19095	52	28	chinese	chinese	PROPN
bracis-19095	52	29	.	.	PUNCT
bracis-19095	53	1	the	the	DET
bracis-19095	53	2	gazetteer	gazetteer	NOUN
bracis-19095	53	3	knowledge	knowledge	NOUN
bracis-19095	53	4	is	be	AUX
bracis-19095	53	5	aggregated	aggregate	VERB
bracis-19095	53	6	to	to	ADP
bracis-19095	53	7	an	an	DET
bracis-19095	53	8	attentive	attentive	ADJ
bracis-19095	53	9	neural	neural	ADJ
bracis-19095	53	10	network	network	NOUN
bracis-19095	53	11	by	by	ADP
bracis-19095	53	12	lin	lin	PROPN
bracis-19095	53	13	et	et	PROPN
bracis-19095	53	14	al	al	PROPN
bracis-19095	53	15	.	.	PUNCT
bracis-19095	54	1	[	[	X
bracis-19095	54	2	17	17	NUM
bracis-19095	54	3	]	]	PUNCT
bracis-19095	54	4	for	for	ADP
bracis-19095	54	5	the	the	DET
bracis-19095	54	6	nested	nested	ADJ
bracis-19095	54	7	named	name	VERB
bracis-19095	54	8	entity	entity	NOUN
bracis-19095	54	9	recognition	recognition	NOUN
bracis-19095	54	10	task	task	NOUN
bracis-19095	54	11	.	.	PUNCT
bracis-19095	55	1	they	they	PRON
bracis-19095	55	2	leverage	leverage	VERB
bracis-19095	55	3	the	the	DET
bracis-19095	55	4	knowledge	knowledge	NOUN
bracis-19095	55	5	contained	contain	VERB
bracis-19095	55	6	in	in	ADP
bracis-19095	55	7	gazetteers	gazetteer	NOUN
bracis-19095	55	8	by	by	ADP
bracis-19095	55	9	finding	find	VERB
bracis-19095	55	10	a	a	DET
bracis-19095	55	11	representation	representation	NOUN
bracis-19095	55	12	for	for	ADP
bracis-19095	55	13	entity	entity	NOUN
bracis-19095	55	14	candidates	candidate	NOUN
bracis-19095	55	15	through	through	ADP
bracis-19095	55	16	what	what	PRON
bracis-19095	55	17	they	they	PRON
bracis-19095	55	18	call	call	VERB
bracis-19095	55	19	a	a	DET
bracis-19095	55	20	gazetteer	gazetteer	NOUN
bracis-19095	55	21	network	network	NOUN
bracis-19095	55	22	,	,	PUNCT
bracis-19095	55	23	that	that	PRON
bracis-19095	55	24	is	be	AUX
bracis-19095	55	25	concatenated	concatenate	VERB
bracis-19095	55	26	with	with	ADP
bracis-19095	55	27	the	the	DET
bracis-19095	55	28	representation	representation	NOUN
bracis-19095	55	29	learned	learn	VERB
bracis-19095	55	30	by	by	ADP
bracis-19095	55	31	a	a	DET
bracis-19095	55	32	region	region	NOUN
bracis-19095	55	33	encoder	encoder	NOUN
bracis-19095	55	34	.	.	PUNCT
bracis-19095	56	1	the	the	DET
bracis-19095	56	2	experiments	experiment	NOUN
bracis-19095	56	3	show	show	VERB
bracis-19095	56	4	that	that	SCONJ
bracis-19095	56	5	this	this	DET
bracis-19095	56	6	strategy	strategy	NOUN
bracis-19095	56	7	improves	improve	VERB
bracis-19095	56	8	the	the	DET
bracis-19095	56	9	model	model	NOUN
bracis-19095	56	10	performance	performance	NOUN
bracis-19095	56	11	on	on	ADP
bracis-19095	56	12	ace2005	ace2005	VERB
bracis-19095	56	13	dataset	dataset	PROPN
bracis-19095	56	14	.	.	PUNCT
bracis-19095	57	1	xiaofeng	xiaofeng	PROPN
bracis-19095	57	2	et	et	PROPN
bracis-19095	57	3	al	al	PROPN
bracis-19095	57	4	.	.	PUNCT
bracis-19095	58	1	[	[	X
bracis-19095	58	2	32	32	NUM
bracis-19095	58	3	]	]	PUNCT
bracis-19095	58	4	propose	propose	VERB
bracis-19095	58	5	a	a	DET
bracis-19095	58	6	method	method	NOUN
bracis-19095	58	7	to	to	PART
bracis-19095	58	8	incorporate	incorporate	VERB
bracis-19095	58	9	dictionary	dictionary	ADJ
bracis-19095	58	10	features	feature	NOUN
bracis-19095	58	11	to	to	ADP
bracis-19095	58	12	a	a	DET
bracis-19095	58	13	bilstm	bilstm	NOUN
bracis-19095	58	14	-	-	PUNCT
bracis-19095	58	15	crf	crf	NOUN
bracis-19095	58	16	model	model	NOUN
bracis-19095	58	17	in	in	ADP
bracis-19095	58	18	order	order	NOUN
bracis-19095	58	19	to	to	PART
bracis-19095	58	20	evaluate	evaluate	VERB
bracis-19095	58	21	their	their	PRON
bracis-19095	58	22	impact	impact	NOUN
bracis-19095	58	23	.	.	PUNCT
bracis-19095	59	1	their	their	PRON
bracis-19095	59	2	differential	differential	NOUN
bracis-19095	59	3	is	be	AUX
bracis-19095	59	4	that	that	SCONJ
bracis-19095	59	5	the	the	DET
bracis-19095	59	6	dictionaries	dictionary	NOUN
bracis-19095	59	7	used	use	VERB
bracis-19095	59	8	during	during	ADP
bracis-19095	59	9	the	the	DET
bracis-19095	59	10	training	training	NOUN
bracis-19095	59	11	phase	phase	NOUN
bracis-19095	59	12	are	be	AUX
bracis-19095	59	13	obtained	obtain	VERB
bracis-19095	59	14	from	from	ADP
bracis-19095	59	15	the	the	DET
bracis-19095	59	16	train	train	NOUN
bracis-19095	59	17	split	split	NOUN
bracis-19095	59	18	data	datum	NOUN
bracis-19095	59	19	,	,	PUNCT
bracis-19095	59	20	whereas	whereas	SCONJ
bracis-19095	59	21	the	the	DET
bracis-19095	59	22	dictionaries	dictionary	NOUN
bracis-19095	59	23	used	use	VERB
bracis-19095	59	24	in	in	ADP
bracis-19095	59	25	the	the	DET
bracis-19095	59	26	testing	testing	NOUN
bracis-19095	59	27	phase	phase	NOUN
bracis-19095	59	28	are	be	AUX
bracis-19095	59	29	from	from	ADP
bracis-19095	59	30	senna	senna	NOUN
bracis-19095	59	31	.	.	PUNCT
bracis-19095	60	1	their	their	PRON
bracis-19095	60	2	experiments	experiment	NOUN
bracis-19095	60	3	are	be	AUX
bracis-19095	60	4	conducted	conduct	VERB
bracis-19095	60	5	on	on	ADP
bracis-19095	60	6	conll2003	conll2003	PROPN
bracis-19095	60	7	dataset	dataset	NOUN
bracis-19095	60	8	,	,	PUNCT
bracis-19095	60	9	and	and	CCONJ
bracis-19095	60	10	show	show	VERB
bracis-19095	60	11	that	that	SCONJ
bracis-19095	60	12	the	the	DET
bracis-19095	60	13	size	size	NOUN
bracis-19095	60	14	of	of	ADP
bracis-19095	60	15	the	the	DET
bracis-19095	60	16	dictionaries	dictionary	NOUN
bracis-19095	60	17	(	(	PUNCT
bracis-19095	60	18	partial	partial	ADJ
bracis-19095	60	19	or	or	CCONJ
bracis-19095	60	20	oversized	oversized	ADJ
bracis-19095	60	21	)	)	PUNCT
bracis-19095	60	22	may	may	AUX
bracis-19095	60	23	lead	lead	VERB
bracis-19095	60	24	to	to	ADP
bracis-19095	60	25	inferior	inferior	ADJ
bracis-19095	60	26	results	result	NOUN
bracis-19095	60	27	in	in	ADP
bracis-19095	60	28	some	some	DET
bracis-19095	60	29	cases	case	NOUN
bracis-19095	60	30	.	.	PUNCT
bracis-19095	61	1	the	the	DET
bracis-19095	61	2	purpose	purpose	NOUN
bracis-19095	61	3	of	of	ADP
bracis-19095	61	4	this	this	DET
bracis-19095	61	5	work	work	NOUN
bracis-19095	61	6	is	be	AUX
bracis-19095	61	7	to	to	PART
bracis-19095	61	8	evaluate	evaluate	VERB
bracis-19095	61	9	the	the	DET
bracis-19095	61	10	aggregation	aggregation	NOUN
bracis-19095	61	11	of	of	ADP
bracis-19095	61	12	external	external	ADJ
bracis-19095	61	13	knowledge	knowledge	NOUN
bracis-19095	61	14	,	,	PUNCT
bracis-19095	61	15	in	in	ADP
bracis-19095	61	16	form	form	NOUN
bracis-19095	61	17	of	of	ADP
bracis-19095	61	18	gazetter	gazetter	NOUN
bracis-19095	61	19	and	and	CCONJ
bracis-19095	61	20	knowledge	knowledge	NOUN
bracis-19095	61	21	graphs	graph	NOUN
bracis-19095	61	22	from	from	ADP
bracis-19095	61	23	yago	yago	PROPN
bracis-19095	61	24	and	and	CCONJ
bracis-19095	61	25	freebase	freebase	NOUN
bracis-19095	61	26	,	,	PUNCT
bracis-19095	61	27	for	for	ADP
bracis-19095	61	28	named	name	VERB
bracis-19095	61	29	entity	entity	NOUN
bracis-19095	61	30	recognition	recognition	NOUN
bracis-19095	61	31	task	task	NOUN
bracis-19095	61	32	using	use	VERB
bracis-19095	61	33	bilstm	bilstm	NOUN
bracis-19095	61	34	,	,	PUNCT
bracis-19095	61	35	bigru	bigru	NOUN
bracis-19095	61	36	and	and	CCONJ
bracis-19095	61	37	crf	crf	NOUN
bracis-19095	61	38	.	.	PUNCT
bracis-19095	62	1	the	the	DET
bracis-19095	62	2	paper	paper	NOUN
bracis-19095	62	3	is	be	AUX
bracis-19095	62	4	organized	organize	VERB
bracis-19095	62	5	as	as	SCONJ
bracis-19095	62	6	follows	follow	VERB
bracis-19095	62	7	:	:	PUNCT
bracis-19095	62	8	sect	sect	NOUN
bracis-19095	62	9	.	.	PUNCT
bracis-19095	62	10	 	 	SPACE
bracis-19095	63	1	2	2	NUM
bracis-19095	63	2	presents	present	VERB
bracis-19095	63	3	our	our	PRON
bracis-19095	63	4	approach	approach	NOUN
bracis-19095	63	5	,	,	PUNCT
bracis-19095	63	6	details	detail	NOUN
bracis-19095	63	7	of	of	ADP
bracis-19095	63	8	the	the	DET
bracis-19095	63	9	models	model	NOUN
bracis-19095	63	10	,	,	PUNCT
bracis-19095	63	11	the	the	DET
bracis-19095	63	12	input	input	NOUN
bracis-19095	63	13	vectors	vector	NOUN
bracis-19095	63	14	and	and	CCONJ
bracis-19095	63	15	the	the	DET
bracis-19095	63	16	external	external	ADJ
bracis-19095	63	17	knowledge	knowledge	NOUN
bracis-19095	63	18	used	use	VERB
bracis-19095	63	19	.	.	PUNCT
bracis-19095	64	1	in	in	ADP
bracis-19095	64	2	sect	sect	NOUN
bracis-19095	64	3	.	.	PUNCT
bracis-19095	64	4	 	 	SPACE
bracis-19095	64	5	3	3	NUM
bracis-19095	64	6	the	the	DET
bracis-19095	64	7	experimental	experimental	ADJ
bracis-19095	64	8	protocol	protocol	NOUN
bracis-19095	64	9	and	and	CCONJ
bracis-19095	64	10	the	the	DET
bracis-19095	64	11	datasets	dataset	NOUN
bracis-19095	64	12	are	be	AUX
bracis-19095	64	13	explained	explain	VERB
bracis-19095	64	14	,	,	PUNCT
bracis-19095	64	15	and	and	CCONJ
bracis-19095	64	16	the	the	DET
bracis-19095	64	17	results	result	NOUN
bracis-19095	64	18	are	be	AUX
bracis-19095	64	19	discussed	discuss	VERB
bracis-19095	64	20	.	.	PUNCT
bracis-19095	65	1	section	section	NOUN
bracis-19095	65	2	 	 	SPACE
bracis-19095	65	3	4	4	NUM
bracis-19095	65	4	presents	present	VERB
bracis-19095	65	5	conclusions	conclusion	NOUN
bracis-19095	65	6	and	and	CCONJ
bracis-19095	65	7	future	future	ADJ
bracis-19095	65	8	work	work	NOUN
bracis-19095	65	9	.	.	PUNCT
bracis-19095	66	1	2	2	NUM
bracis-19095	66	2	approach	approach	NOUN
bracis-19095	66	3	this	this	DET
bracis-19095	66	4	work	work	NOUN
bracis-19095	66	5	aims	aim	VERB
bracis-19095	66	6	to	to	PART
bracis-19095	66	7	investigate	investigate	VERB
bracis-19095	66	8	the	the	DET
bracis-19095	66	9	use	use	NOUN
bracis-19095	66	10	of	of	ADP
bracis-19095	66	11	external	external	ADJ
bracis-19095	66	12	knowledge	knowledge	NOUN
bracis-19095	66	13	in	in	ADP
bracis-19095	66	14	some	some	DET
bracis-19095	66	15	commonly	commonly	ADV
bracis-19095	66	16	used	use	VERB
bracis-19095	66	17	neural	neural	ADJ
bracis-19095	66	18	models	model	NOUN
bracis-19095	66	19	for	for	ADP
bracis-19095	66	20	ner	ner	NOUN
bracis-19095	66	21	.	.	PUNCT
bracis-19095	67	1	the	the	DET
bracis-19095	67	2	first	first	ADJ
bracis-19095	67	3	step	step	NOUN
bracis-19095	67	4	of	of	ADP
bracis-19095	67	5	our	our	PRON
bracis-19095	67	6	approach	approach	NOUN
bracis-19095	67	7	is	be	AUX
bracis-19095	67	8	to	to	PART
bracis-19095	67	9	generate	generate	VERB
bracis-19095	67	10	the	the	DET
bracis-19095	67	11	embeddings	embedding	NOUN
bracis-19095	67	12	for	for	ADP
bracis-19095	67	13	the	the	DET
bracis-19095	67	14	datasets	dataset	NOUN
bracis-19095	67	15	utilized	utilize	VERB
bracis-19095	67	16	by	by	ADP
bracis-19095	67	17	the	the	DET
bracis-19095	67	18	methods	method	NOUN
bracis-19095	67	19	,	,	PUNCT
bracis-19095	67	20	and	and	CCONJ
bracis-19095	67	21	add	add	VERB
bracis-19095	67	22	the	the	DET
bracis-19095	67	23	sources	source	NOUN
bracis-19095	67	24	of	of	ADP
bracis-19095	67	25	external	external	ADJ
bracis-19095	67	26	knowledge	knowledge	NOUN
bracis-19095	67	27	.	.	PUNCT
bracis-19095	68	1	after	after	ADP
bracis-19095	68	2	the	the	DET
bracis-19095	68	3	first	first	ADJ
bracis-19095	68	4	step	step	NOUN
bracis-19095	68	5	,	,	PUNCT
bracis-19095	68	6	the	the	DET
bracis-19095	68	7	next	next	ADJ
bracis-19095	68	8	one	one	NOUN
bracis-19095	68	9	is	be	AUX
bracis-19095	68	10	to	to	PART
bracis-19095	68	11	define	define	VERB
bracis-19095	68	12	the	the	DET
bracis-19095	68	13	neural	neural	ADJ
bracis-19095	68	14	networks	network	NOUN
bracis-19095	68	15	,	,	PUNCT
bracis-19095	68	16	with	with	ADP
bracis-19095	68	17	the	the	DET
bracis-19095	68	18	architecture	architecture	NOUN
bracis-19095	68	19	inspired	inspire	VERB
bracis-19095	68	20	by	by	ADP
bracis-19095	68	21	[	[	X
bracis-19095	68	22	5	5	NUM
bracis-19095	68	23	]	]	PUNCT
bracis-19095	68	24	.	.	PUNCT
bracis-19095	69	1	this	this	DET
bracis-19095	69	2	section	section	NOUN
bracis-19095	69	3	introduces	introduce	VERB
bracis-19095	69	4	the	the	DET
bracis-19095	69	5	neural	neural	ADJ
bracis-19095	69	6	models	model	NOUN
bracis-19095	69	7	used	use	VERB
bracis-19095	69	8	,	,	PUNCT
bracis-19095	69	9	as	as	ADV
bracis-19095	69	10	well	well	ADV
bracis-19095	69	11	as	as	ADP
bracis-19095	69	12	the	the	DET
bracis-19095	69	13	sources	source	NOUN
bracis-19095	69	14	of	of	ADP
bracis-19095	69	15	the	the	DET
bracis-19095	69	16	external	external	ADJ
bracis-19095	69	17	knowledge	knowledge	NOUN
bracis-19095	69	18	and	and	CCONJ
bracis-19095	69	19	how	how	SCONJ
bracis-19095	69	20	these	these	DET
bracis-19095	69	21	knowledge	knowledge	NOUN
bracis-19095	69	22	sources	source	NOUN
bracis-19095	69	23	are	be	AUX
bracis-19095	69	24	added	add	VERB
bracis-19095	69	25	to	to	ADP
bracis-19095	69	26	our	our	PRON
bracis-19095	69	27	model	model	NOUN
bracis-19095	69	28	.	.	PUNCT
bracis-19095	70	1	2.1	2.1	NUM
bracis-19095	70	2	neural	neural	ADJ
bracis-19095	70	3	models	model	NOUN
bracis-19095	70	4	in	in	ADP
bracis-19095	70	5	this	this	DET
bracis-19095	70	6	work	work	NOUN
bracis-19095	70	7	we	we	PRON
bracis-19095	70	8	used	use	VERB
bracis-19095	70	9	two	two	NUM
bracis-19095	70	10	neural	neural	ADJ
bracis-19095	70	11	models	model	NOUN
bracis-19095	70	12	:	:	PUNCT
bracis-19095	70	13	bidirectional	bidirectional	ADJ
bracis-19095	70	14	long	long	ADJ
bracis-19095	70	15	short	short	ADJ
bracis-19095	70	16	-	-	PUNCT
bracis-19095	70	17	term	term	NOUN
bracis-19095	70	18	memory	memory	NOUN
bracis-19095	70	19	(	(	PUNCT
bracis-19095	70	20	bilstm	bilstm	NOUN
bracis-19095	70	21	)	)	PUNCT
bracis-19095	70	22	combined	combine	VERB
bracis-19095	70	23	with	with	ADP
bracis-19095	70	24	conditional	conditional	ADJ
bracis-19095	70	25	random	random	ADJ
bracis-19095	70	26	fields	field	NOUN
bracis-19095	70	27	(	(	PUNCT
bracis-19095	70	28	crf	crf	NOUN
bracis-19095	70	29	)	)	PUNCT
bracis-19095	71	1	[	[	X
bracis-19095	71	2	6	6	NUM
bracis-19095	71	3	]	]	PUNCT
bracis-19095	71	4	,	,	PUNCT
bracis-19095	71	5	and	and	CCONJ
bracis-19095	71	6	bidirectional	bidirectional	ADJ
bracis-19095	71	7	gated	gate	VERB
bracis-19095	71	8	recurrent	recurrent	ADJ
bracis-19095	71	9	units	unit	NOUN
bracis-19095	71	10	(	(	PUNCT
bracis-19095	71	11	bigru	bigru	NOUN
bracis-19095	71	12	)	)	PUNCT
bracis-19095	71	13	combined	combine	VERB
bracis-19095	71	14	with	with	ADP
bracis-19095	71	15	crf	crf	PROPN
bracis-19095	71	16	.	.	PUNCT
bracis-19095	72	1	the	the	DET
bracis-19095	72	2	aim	aim	NOUN
bracis-19095	72	3	of	of	ADP
bracis-19095	72	4	the	the	DET
bracis-19095	72	5	models	model	NOUN
bracis-19095	72	6	is	be	AUX
bracis-19095	72	7	to	to	PART
bracis-19095	72	8	find	find	VERB
bracis-19095	72	9	a	a	DET
bracis-19095	72	10	sequence	sequence	NOUN
bracis-19095	72	11	of	of	ADP
bracis-19095	72	12	labels	label	NOUN
bracis-19095	72	13	\(\mathcal	\(\mathcal	ADJ
bracis-19095	72	14	{	{	PUNCT
bracis-19095	72	15	y}=\{\mathcal	y}=\{\mathcal	PROPN
bracis-19095	72	16	{	{	PUNCT
bracis-19095	72	17	y}_1,\mathcal	y}_1,\mathcal	PROPN
bracis-19095	72	18	{	{	PUNCT
bracis-19095	72	19	y}_2,	y}_2,	NOUN
bracis-19095	72	20	...	...	PUNCT
bracis-19095	72	21	,\mathcal	,\mathcal	PUNCT
bracis-19095	72	22	{	{	PUNCT
bracis-19095	72	23	y}_n\}\	y}_n\}\	NOUN
bracis-19095	72	24	)	)	PUNCT
bracis-19095	72	25	for	for	ADP
bracis-19095	72	26	a	a	DET
bracis-19095	72	27	given	give	VERB
bracis-19095	72	28	sequence	sequence	NOUN
bracis-19095	72	29	of	of	ADP
bracis-19095	72	30	inputs	input	NOUN
bracis-19095	72	31	\(\mathcal	\(\mathcal	ADJ
bracis-19095	72	32	{	{	PUNCT
bracis-19095	72	33	x}=\{\mathcal	x}=\{\mathcal	PROPN
bracis-19095	72	34	{	{	PUNCT
bracis-19095	72	35	x}_1,\mathcal	x}_1,\mathcal	PROPN
bracis-19095	72	36	{	{	PUNCT
bracis-19095	72	37	x}_2,	x}_2,	NUM
bracis-19095	72	38	...	...	PUNCT
bracis-19095	72	39	,\mathcal	,\mathcal	PUNCT
bracis-19095	72	40	{	{	PUNCT
bracis-19095	72	41	x}_n\}\	x}_n\}\	NOUN
bracis-19095	72	42	)	)	PUNCT
bracis-19095	72	43	of	of	ADP
bracis-19095	72	44	length	length	NOUN
bracis-19095	72	45	n.	n.	NOUN
bracis-19095	72	46	in	in	ADP
bracis-19095	72	47	this	this	DET
bracis-19095	72	48	work	work	NOUN
bracis-19095	72	49	,	,	PUNCT
bracis-19095	72	50	\(\mathcal	\(\mathcal	ADJ
bracis-19095	72	51	{	{	PUNCT
bracis-19095	72	52	x}_i\	x}_i\	NOUN
bracis-19095	72	53	)	)	PUNCT
bracis-19095	72	54	are	be	AUX
bracis-19095	72	55	vector	vector	NOUN
bracis-19095	72	56	representations	representation	NOUN
bracis-19095	72	57	of	of	ADP
bracis-19095	72	58	each	each	DET
bracis-19095	72	59	word	word	NOUN
bracis-19095	72	60	and	and	CCONJ
bracis-19095	72	61	its	its	PRON
bracis-19095	72	62	features	feature	NOUN
bracis-19095	72	63	in	in	ADP
bracis-19095	72	64	a	a	DET
bracis-19095	72	65	sentence	sentence	NOUN
bracis-19095	72	66	.	.	PUNCT
bracis-19095	73	1	these	these	DET
bracis-19095	73	2	vectors	vector	NOUN
bracis-19095	73	3	are	be	AUX
bracis-19095	73	4	used	use	VERB
bracis-19095	73	5	as	as	ADP
bracis-19095	73	6	input	input	NOUN
bracis-19095	73	7	to	to	ADP
bracis-19095	73	8	the	the	DET
bracis-19095	73	9	bilstm	bilstm	NOUN
bracis-19095	73	10	/	/	SYM
bracis-19095	73	11	bigru	bigru	NOUN
bracis-19095	73	12	layers	layer	NOUN
bracis-19095	73	13	,	,	PUNCT
bracis-19095	73	14	and	and	CCONJ
bracis-19095	73	15	the	the	DET
bracis-19095	73	16	purpose	purpose	NOUN
bracis-19095	73	17	of	of	ADP
bracis-19095	73	18	these	these	DET
bracis-19095	73	19	layers	layer	NOUN
bracis-19095	73	20	is	be	AUX
bracis-19095	73	21	to	to	PART
bracis-19095	73	22	extract	extract	VERB
bracis-19095	73	23	features	feature	NOUN
bracis-19095	73	24	and	and	CCONJ
bracis-19095	73	25	create	create	VERB
bracis-19095	73	26	a	a	DET
bracis-19095	73	27	new	new	ADJ
bracis-19095	73	28	feature	feature	NOUN
bracis-19095	73	29	vector	vector	NOUN
bracis-19095	73	30	for	for	ADP
bracis-19095	73	31	each	each	DET
bracis-19095	73	32	word	word	NOUN
bracis-19095	73	33	represented	represent	VERB
bracis-19095	73	34	by	by	ADP
bracis-19095	73	35	\(\mathcal	\(\mathcal	ADJ
bracis-19095	73	36	{	{	PUNCT
bracis-19095	73	37	x}_i\	x}_i\	NOUN
bracis-19095	73	38	)	)	PUNCT
bracis-19095	73	39	while	while	SCONJ
bracis-19095	73	40	considering	consider	VERB
bracis-19095	73	41	the	the	DET
bracis-19095	73	42	surrounding	surround	VERB
bracis-19095	73	43	words	word	NOUN
bracis-19095	73	44	present	present	ADJ
bracis-19095	73	45	in	in	ADP
bracis-19095	73	46	the	the	DET
bracis-19095	73	47	same	same	ADJ
bracis-19095	73	48	sentence	sentence	NOUN
bracis-19095	73	49	.	.	PUNCT
bracis-19095	74	1	the	the	DET
bracis-19095	74	2	idea	idea	NOUN
bracis-19095	74	3	of	of	ADP
bracis-19095	74	4	bidirectional	bidirectional	ADJ
bracis-19095	74	5	layers	layer	NOUN
bracis-19095	74	6	is	be	AUX
bracis-19095	74	7	to	to	PART
bracis-19095	74	8	use	use	VERB
bracis-19095	74	9	the	the	DET
bracis-19095	74	10	same	same	ADJ
bracis-19095	74	11	input	input	NOUN
bracis-19095	74	12	vectors	vector	NOUN
bracis-19095	74	13	for	for	ADP
bracis-19095	74	14	two	two	NUM
bracis-19095	74	15	lstm	lstm	PROPN
bracis-19095	74	16	/	/	SYM
bracis-19095	74	17	gru	gru	NOUN
bracis-19095	74	18	layers	layer	NOUN
bracis-19095	74	19	,	,	PUNCT
bracis-19095	74	20	one	one	NUM
bracis-19095	74	21	layer	layer	NOUN
bracis-19095	74	22	with	with	ADP
bracis-19095	74	23	the	the	DET
bracis-19095	74	24	word	word	NOUN
bracis-19095	74	25	sequence	sequence	NOUN
bracis-19095	74	26	from	from	ADP
bracis-19095	74	27	left	left	ADJ
bracis-19095	74	28	to	to	ADP
bracis-19095	74	29	right	right	NOUN
bracis-19095	74	30	,	,	PUNCT
bracis-19095	74	31	generating	generate	VERB
bracis-19095	74	32	\(\overrightarrow{h_i}\	\(\overrightarrow{h_i}\	PROPN
bracis-19095	74	33	)	)	PUNCT
bracis-19095	74	34	,	,	PUNCT
bracis-19095	74	35	and	and	CCONJ
bracis-19095	74	36	the	the	DET
bracis-19095	74	37	other	other	ADJ
bracis-19095	74	38	the	the	DET
bracis-19095	74	39	sequence	sequence	NOUN
bracis-19095	74	40	from	from	ADP
bracis-19095	74	41	right	right	ADJ
bracis-19095	74	42	to	to	AUX
bracis-19095	74	43	left	left	VERB
bracis-19095	74	44	,	,	PUNCT
bracis-19095	74	45	generating	generate	VERB
bracis-19095	74	46	\(\overleftarrow{h_i}\	\(\overleftarrow{h_i}\	PROPN
bracis-19095	74	47	)	)	PUNCT
bracis-19095	74	48	,	,	PUNCT
bracis-19095	74	49	which	which	PRON
bracis-19095	74	50	are	be	AUX
bracis-19095	74	51	concatenated	concatenate	VERB
bracis-19095	74	52	into	into	ADP
bracis-19095	74	53	one	one	NUM
bracis-19095	74	54	feature	feature	NOUN
bracis-19095	74	55	vector	vector	NOUN
bracis-19095	74	56	,	,	PUNCT
bracis-19095	74	57	\(h_i	\(h_i	NOUN
bracis-19095	74	58	=	=	PUNCT
bracis-19095	75	1	[	[	X
bracis-19095	75	2	\overrightarrow{h_i	\overrightarrow{h_i	ADJ
bracis-19095	75	3	}	}	PUNCT
bracis-19095	75	4	:	:	PUNCT
bracis-19095	75	5	\overleftarrow{h_i}]\	\overleftarrow{h_i}]\	PROPN
bracis-19095	75	6	)	)	PUNCT
bracis-19095	75	7	,	,	PUNCT
bracis-19095	75	8	that	that	PRON
bracis-19095	75	9	is	be	AUX
bracis-19095	75	10	used	use	VERB
bracis-19095	75	11	as	as	ADP
bracis-19095	75	12	input	input	NOUN
bracis-19095	75	13	by	by	ADP
bracis-19095	75	14	the	the	DET
bracis-19095	75	15	classification	classification	NOUN
bracis-19095	75	16	layer	layer	NOUN
bracis-19095	75	17	.	.	PUNCT
bracis-19095	76	1	following	follow	VERB
bracis-19095	76	2	[	[	X
bracis-19095	76	3	14	14	NUM
bracis-19095	76	4	]	]	PUNCT
bracis-19095	76	5	and	and	CCONJ
bracis-19095	76	6	other	other	ADJ
bracis-19095	76	7	works	work	NOUN
bracis-19095	76	8	,	,	PUNCT
bracis-19095	76	9	we	we	PRON
bracis-19095	76	10	chose	choose	VERB
bracis-19095	76	11	crf	crf	PROPN
bracis-19095	76	12	as	as	ADP
bracis-19095	76	13	the	the	DET
bracis-19095	76	14	classification	classification	NOUN
bracis-19095	76	15	layer	layer	NOUN
bracis-19095	76	16	of	of	ADP
bracis-19095	76	17	our	our	PRON
bracis-19095	76	18	models	model	NOUN
bracis-19095	76	19	because	because	SCONJ
bracis-19095	76	20	it	it	PRON
bracis-19095	76	21	takes	take	VERB
bracis-19095	76	22	into	into	ADP
bracis-19095	76	23	account	account	NOUN
bracis-19095	76	24	the	the	DET
bracis-19095	76	25	previously	previously	ADV
bracis-19095	76	26	assigned	assign	VERB
bracis-19095	76	27	labels	label	NOUN
bracis-19095	76	28	.	.	PUNCT
bracis-19095	77	1	this	this	DET
bracis-19095	77	2	way	way	NOUN
bracis-19095	77	3	,	,	PUNCT
bracis-19095	77	4	combining	combine	VERB
bracis-19095	77	5	bilstm	bilstm	NOUN
bracis-19095	77	6	/	/	SYM
bracis-19095	77	7	bigru	bigru	NOUN
bracis-19095	77	8	with	with	ADP
bracis-19095	77	9	crf	crf	PROPN
bracis-19095	77	10	,	,	PUNCT
bracis-19095	77	11	the	the	DET
bracis-19095	77	12	models	model	NOUN
bracis-19095	77	13	make	make	VERB
bracis-19095	77	14	good	good	ADJ
bracis-19095	77	15	use	use	NOUN
bracis-19095	77	16	of	of	ADP
bracis-19095	77	17	the	the	DET
bracis-19095	77	18	sequential	sequential	ADJ
bracis-19095	77	19	characteristic	characteristic	NOUN
bracis-19095	77	20	of	of	ADP
bracis-19095	77	21	texts	text	NOUN
bracis-19095	77	22	.	.	PUNCT
bracis-19095	78	1	2.2	2.2	NUM
bracis-19095	78	2	embeddings	embedding	NOUN
bracis-19095	78	3	inspired	inspire	VERB
bracis-19095	78	4	by	by	ADP
bracis-19095	78	5	[	[	X
bracis-19095	78	6	5	5	NUM
bracis-19095	78	7	]	]	PUNCT
bracis-19095	78	8	,	,	PUNCT
bracis-19095	78	9	this	this	DET
bracis-19095	78	10	work	work	NOUN
bracis-19095	78	11	make	make	VERB
bracis-19095	78	12	use	use	NOUN
bracis-19095	78	13	of	of	ADP
bracis-19095	78	14	common	common	ADJ
bracis-19095	78	15	embeddings	embedding	NOUN
bracis-19095	78	16	:	:	PUNCT
bracis-19095	78	17	character	character	NOUN
bracis-19095	78	18	embeddings	embedding	NOUN
bracis-19095	78	19	,	,	PUNCT
bracis-19095	78	20	casing	case	VERB
bracis-19095	78	21	embeddings	embedding	NOUN
bracis-19095	78	22	and	and	CCONJ
bracis-19095	78	23	word	word	NOUN
bracis-19095	78	24	embeddings	embedding	NOUN
bracis-19095	78	25	.	.	PUNCT
bracis-19095	79	1	further	far	ADV
bracis-19095	79	2	,	,	PUNCT
bracis-19095	79	3	we	we	PRON
bracis-19095	79	4	also	also	ADV
bracis-19095	79	5	aggregate	aggregate	VERB
bracis-19095	79	6	the	the	DET
bracis-19095	79	7	aim	aim	NOUN
bracis-19095	79	8	of	of	ADP
bracis-19095	79	9	validation	validation	NOUN
bracis-19095	79	10	:	:	PUNCT
bracis-19095	79	11	external	external	ADJ
bracis-19095	79	12	knowledge	knowledge	NOUN
bracis-19095	79	13	embeddings	embedding	NOUN
bracis-19095	79	14	.	.	PUNCT
bracis-19095	80	1	all	all	DET
bracis-19095	80	2	these	these	PRON
bracis-19095	80	3	embedding	embed	VERB
bracis-19095	80	4	techniques	technique	NOUN
bracis-19095	80	5	are	be	AUX
bracis-19095	80	6	explained	explain	VERB
bracis-19095	80	7	below	below	ADV
bracis-19095	80	8	,	,	PUNCT
bracis-19095	80	9	with	with	ADP
bracis-19095	80	10	exception	exception	NOUN
bracis-19095	80	11	of	of	ADP
bracis-19095	80	12	the	the	DET
bracis-19095	80	13	external	external	ADJ
bracis-19095	80	14	knowledge	knowledge	NOUN
bracis-19095	80	15	embedding	embed	VERB
bracis-19095	80	16	that	that	PRON
bracis-19095	80	17	is	be	AUX
bracis-19095	80	18	shown	show	VERB
bracis-19095	80	19	in	in	ADP
bracis-19095	80	20	the	the	DET
bracis-19095	80	21	next	next	ADJ
bracis-19095	80	22	subsection	subsection	NOUN
bracis-19095	80	23	.	.	PUNCT
bracis-19095	81	1	character	character	NOUN
bracis-19095	81	2	embeddings	embedding	NOUN
bracis-19095	81	3	:	:	PUNCT
bracis-19095	81	4	to	to	PART
bracis-19095	81	5	generate	generate	VERB
bracis-19095	81	6	the	the	DET
bracis-19095	81	7	character	character	NOUN
bracis-19095	81	8	embeddings	embedding	NOUN
bracis-19095	81	9	we	we	PRON
bracis-19095	81	10	first	first	ADV
bracis-19095	81	11	create	create	VERB
bracis-19095	81	12	a	a	DET
bracis-19095	81	13	vector	vector	NOUN
bracis-19095	81	14	,	,	PUNCT
bracis-19095	81	15	randomly	randomly	ADV
bracis-19095	81	16	initialized	initialize	VERB
bracis-19095	81	17	with	with	ADP
bracis-19095	81	18	\(u(-0.5,0.5)\	\(u(-0.5,0.5)\	NOUN
bracis-19095	81	19	)	)	PUNCT
bracis-19095	81	20	,	,	PUNCT
bracis-19095	81	21	for	for	ADP
bracis-19095	81	22	each	each	DET
bracis-19095	81	23	character	character	NOUN
bracis-19095	81	24	in	in	ADP
bracis-19095	81	25	a	a	DET
bracis-19095	81	26	set	set	NOUN
bracis-19095	81	27	of	of	ADP
bracis-19095	81	28	135	135	NUM
bracis-19095	81	29	characters	character	NOUN
bracis-19095	81	30	.	.	PUNCT
bracis-19095	82	1	after	after	ADP
bracis-19095	82	2	initialization	initialization	NOUN
bracis-19095	82	3	,	,	PUNCT
bracis-19095	82	4	these	these	DET
bracis-19095	82	5	vectors	vector	NOUN
bracis-19095	82	6	are	be	AUX
bracis-19095	82	7	then	then	ADV
bracis-19095	82	8	retrieved	retrieve	VERB
bracis-19095	82	9	for	for	ADP
bracis-19095	82	10	each	each	DET
bracis-19095	82	11	character	character	NOUN
bracis-19095	82	12	on	on	ADP
bracis-19095	82	13	each	each	DET
bracis-19095	82	14	word	word	NOUN
bracis-19095	82	15	and	and	CCONJ
bracis-19095	82	16	used	use	VERB
bracis-19095	82	17	as	as	ADP
bracis-19095	82	18	input	input	NOUN
bracis-19095	82	19	to	to	ADP
bracis-19095	82	20	a	a	DET
bracis-19095	82	21	convolutional	convolutional	ADJ
bracis-19095	82	22	neural	neural	ADJ
bracis-19095	82	23	network	network	NOUN
bracis-19095	82	24	with	with	ADP
bracis-19095	82	25	max	max	PROPN
bracis-19095	82	26	-	-	PUNCT
bracis-19095	82	27	pooling	pool	VERB
bracis-19095	82	28	layer	layer	NOUN
bracis-19095	82	29	to	to	PART
bracis-19095	82	30	generate	generate	VERB
bracis-19095	82	31	a	a	DET
bracis-19095	82	32	single	single	ADJ
bracis-19095	82	33	vector	vector	NOUN
bracis-19095	82	34	with	with	ADP
bracis-19095	82	35	information	information	NOUN
bracis-19095	82	36	from	from	ADP
bracis-19095	82	37	all	all	DET
bracis-19095	82	38	the	the	DET
bracis-19095	82	39	characters	character	NOUN
bracis-19095	82	40	of	of	ADP
bracis-19095	82	41	a	a	DET
bracis-19095	82	42	word	word	NOUN
bracis-19095	82	43	,	,	PUNCT
bracis-19095	82	44	named	name	VERB
bracis-19095	82	45	character	character	NOUN
bracis-19095	82	46	embedding	embed	VERB
bracis-19095	82	47	.	.	PUNCT
bracis-19095	83	1	to	to	PART
bracis-19095	83	2	better	well	ADV
bracis-19095	83	3	capture	capture	VERB
bracis-19095	83	4	character	character	NOUN
bracis-19095	83	5	features	feature	NOUN
bracis-19095	83	6	,	,	PUNCT
bracis-19095	83	7	character	character	NOUN
bracis-19095	83	8	vectors	vector	NOUN
bracis-19095	83	9	are	be	AUX
bracis-19095	83	10	trained	train	VERB
bracis-19095	83	11	with	with	ADP
bracis-19095	83	12	the	the	DET
bracis-19095	83	13	rest	rest	NOUN
bracis-19095	83	14	of	of	ADP
bracis-19095	83	15	the	the	DET
bracis-19095	83	16	model	model	NOUN
bracis-19095	83	17	,	,	PUNCT
bracis-19095	83	18	and	and	CCONJ
bracis-19095	83	19	we	we	PRON
bracis-19095	83	20	use	use	VERB
bracis-19095	83	21	a	a	DET
bracis-19095	83	22	dropout	dropout	NOUN
bracis-19095	83	23	layer	layer	NOUN
bracis-19095	83	24	to	to	PART
bracis-19095	83	25	avoid	avoid	VERB
bracis-19095	83	26	character	character	NOUN
bracis-19095	83	27	embeddings	embedding	NOUN
bracis-19095	83	28	overfitting	overfitte	VERB
bracis-19095	83	29	.	.	PUNCT
bracis-19095	84	1	casing	case	VERB
bracis-19095	84	2	embeddings	embedding	NOUN
bracis-19095	84	3	:	:	PUNCT
bracis-19095	84	4	for	for	ADP
bracis-19095	84	5	the	the	DET
bracis-19095	84	6	casing	casing	NOUN
bracis-19095	84	7	embeddings	embedding	NOUN
bracis-19095	84	8	generation	generation	NOUN
bracis-19095	84	9	,	,	PUNCT
bracis-19095	84	10	each	each	DET
bracis-19095	84	11	input	input	NOUN
bracis-19095	84	12	word	word	NOUN
bracis-19095	84	13	is	be	AUX
bracis-19095	84	14	categorized	categorize	VERB
bracis-19095	84	15	in	in	ADP
bracis-19095	84	16	one	one	NUM
bracis-19095	84	17	of	of	ADP
bracis-19095	84	18	eight	eight	NUM
bracis-19095	84	19	possible	possible	ADJ
bracis-19095	84	20	categories	category	NOUN
bracis-19095	84	21	according	accord	VERB
bracis-19095	84	22	to	to	ADP
bracis-19095	84	23	their	their	PRON
bracis-19095	84	24	composition	composition	NOUN
bracis-19095	84	25	,	,	PUNCT
bracis-19095	84	26	such	such	ADJ
bracis-19095	84	27	as	as	ADP
bracis-19095	84	28	their	their	PRON
bracis-19095	84	29	capitalisation	capitalisation	NOUN
bracis-19095	84	30	and	and	CCONJ
bracis-19095	84	31	presence	presence	NOUN
bracis-19095	84	32	of	of	ADP
bracis-19095	84	33	numbers	number	NOUN
bracis-19095	84	34	and	and	CCONJ
bracis-19095	84	35	special	special	ADJ
bracis-19095	84	36	characters	character	NOUN
bracis-19095	84	37	.	.	PUNCT
bracis-19095	85	1	then	then	ADV
bracis-19095	85	2	,	,	PUNCT
bracis-19095	85	3	each	each	DET
bracis-19095	85	4	category	category	NOUN
bracis-19095	85	5	is	be	AUX
bracis-19095	85	6	initialized	initialize	VERB
bracis-19095	85	7	as	as	ADP
bracis-19095	85	8	a	a	DET
bracis-19095	85	9	one	one	NUM
bracis-19095	85	10	-	-	PUNCT
bracis-19095	85	11	hot	hot	ADJ
bracis-19095	85	12	vector	vector	NOUN
bracis-19095	85	13	that	that	PRON
bracis-19095	85	14	is	be	AUX
bracis-19095	85	15	further	far	ADV
bracis-19095	85	16	trained	train	VERB
bracis-19095	85	17	with	with	ADP
bracis-19095	85	18	the	the	DET
bracis-19095	85	19	model	model	NOUN
bracis-19095	85	20	.	.	PUNCT
bracis-19095	86	1	word	word	NOUN
bracis-19095	86	2	embeddings	embedding	NOUN
bracis-19095	86	3	:	:	PUNCT
bracis-19095	86	4	as	as	ADP
bracis-19095	86	5	word	word	NOUN
bracis-19095	86	6	embeddings	embedding	NOUN
bracis-19095	86	7	we	we	PRON
bracis-19095	86	8	decided	decide	VERB
bracis-19095	86	9	to	to	PART
bracis-19095	86	10	use	use	VERB
bracis-19095	86	11	pre	pre	ADJ
bracis-19095	86	12	-	-	ADJ
bracis-19095	86	13	trained	train	VERB
bracis-19095	86	14	glove	glove	NOUN
bracis-19095	86	15	[	[	X
bracis-19095	86	16	27	27	NUM
bracis-19095	86	17	]	]	PUNCT
bracis-19095	86	18	word	word	NOUN
bracis-19095	86	19	embeddings	embedding	NOUN
bracis-19095	86	20	with	with	ADP
bracis-19095	86	21	50	50	NUM
bracis-19095	86	22	dimensions	dimension	NOUN
bracis-19095	86	23	.	.	PUNCT
bracis-19095	87	1	other	other	ADJ
bracis-19095	87	2	candidates	candidate	NOUN
bracis-19095	87	3	were	be	AUX
bracis-19095	87	4	word2vec	word2vec	X
bracis-19095	87	5	,	,	PUNCT
bracis-19095	87	6	fasttext	fasttext	NOUN
bracis-19095	87	7	,	,	PUNCT
bracis-19095	87	8	flair	flair	NOUN
bracis-19095	87	9	and	and	CCONJ
bracis-19095	87	10	bert	bert	NOUN
bracis-19095	87	11	.	.	PUNCT
bracis-19095	88	1	some	some	PRON
bracis-19095	88	2	of	of	ADP
bracis-19095	88	3	these	these	PRON
bracis-19095	88	4	maybe	maybe	ADV
bracis-19095	88	5	would	would	AUX
bracis-19095	88	6	yield	yield	VERB
bracis-19095	88	7	better	well	ADJ
bracis-19095	88	8	final	final	ADJ
bracis-19095	88	9	results	result	NOUN
bracis-19095	88	10	,	,	PUNCT
bracis-19095	88	11	but	but	CCONJ
bracis-19095	88	12	as	as	SCONJ
bracis-19095	88	13	the	the	DET
bracis-19095	88	14	objective	objective	NOUN
bracis-19095	88	15	of	of	ADP
bracis-19095	88	16	the	the	DET
bracis-19095	88	17	work	work	NOUN
bracis-19095	88	18	is	be	AUX
bracis-19095	88	19	to	to	PART
bracis-19095	88	20	analyze	analyze	VERB
bracis-19095	88	21	the	the	DET
bracis-19095	88	22	impact	impact	NOUN
bracis-19095	88	23	of	of	ADP
bracis-19095	88	24	external	external	ADJ
bracis-19095	88	25	knowledge	knowledge	NOUN
bracis-19095	88	26	in	in	ADP
bracis-19095	88	27	the	the	DET
bracis-19095	88	28	chosen	choose	VERB
bracis-19095	88	29	neural	neural	ADJ
bracis-19095	88	30	architecture	architecture	NOUN
bracis-19095	88	31	,	,	PUNCT
bracis-19095	88	32	results	result	VERB
bracis-19095	88	33	below	below	ADP
bracis-19095	88	34	the	the	DET
bracis-19095	88	35	state	state	NOUN
bracis-19095	88	36	of	of	ADP
bracis-19095	88	37	the	the	DET
bracis-19095	88	38	art	art	NOUN
bracis-19095	88	39	do	do	AUX
bracis-19095	88	40	not	not	PART
bracis-19095	88	41	invalidate	invalidate	VERB
bracis-19095	88	42	this	this	DET
bracis-19095	88	43	work	work	NOUN
bracis-19095	88	44	.	.	PUNCT
bracis-19095	89	1	2.3	2.3	NUM
bracis-19095	89	2	external	external	ADJ
bracis-19095	89	3	knowledge	knowledge	NOUN
bracis-19095	89	4	to	to	PART
bracis-19095	89	5	aggregate	aggregate	VERB
bracis-19095	89	6	external	external	ADJ
bracis-19095	89	7	information	information	NOUN
bracis-19095	89	8	to	to	ADP
bracis-19095	89	9	the	the	DET
bracis-19095	89	10	input	input	NOUN
bracis-19095	89	11	vectors	vector	NOUN
bracis-19095	89	12	,	,	PUNCT
bracis-19095	89	13	we	we	PRON
bracis-19095	89	14	chose	choose	VERB
bracis-19095	89	15	to	to	PART
bracis-19095	89	16	use	use	VERB
bracis-19095	89	17	two	two	NUM
bracis-19095	89	18	distinct	distinct	ADJ
bracis-19095	89	19	sources	source	NOUN
bracis-19095	89	20	:	:	PUNCT
bracis-19095	89	21	gazetteers	gazetteer	NOUN
bracis-19095	89	22	made	make	VERB
bracis-19095	89	23	from	from	ADP
bracis-19095	89	24	version	version	NOUN
bracis-19095	89	25	3.1	3.1	NUM
bracis-19095	89	26	of	of	ADP
bracis-19095	89	27	yet	yet	ADV
bracis-19095	89	28	another	another	DET
bracis-19095	89	29	great	great	ADJ
bracis-19095	89	30	ontology	ontology	NOUN
bracis-19095	89	31	(	(	PUNCT
bracis-19095	89	32	yago	yago	PROPN
bracis-19095	89	33	)	)	PUNCT
bracis-19095	90	1	[	[	X
bracis-19095	90	2	21	21	NUM
bracis-19095	90	3	]	]	X
bracis-19095	90	4	;	;	PUNCT
bracis-19095	90	5	and	and	CCONJ
bracis-19095	90	6	knowledge	knowledge	NOUN
bracis-19095	90	7	embeddings	embedding	NOUN
bracis-19095	90	8	from	from	ADP
bracis-19095	90	9	freebase	freebase	NOUN
bracis-19095	90	10	,	,	PUNCT
bracis-19095	90	11	generated	generate	VERB
bracis-19095	90	12	by	by	ADP
bracis-19095	90	13	transe	transe	NOUN
bracis-19095	90	14	method	method	NOUN
bracis-19095	90	15	[	[	X
bracis-19095	90	16	4	4	X
bracis-19095	90	17	]	]	PUNCT
bracis-19095	90	18	using	use	VERB
bracis-19095	90	19	openke	openke	ADJ
bracis-19095	90	20	framework	framework	NOUN
bracis-19095	90	21	[	[	X
bracis-19095	90	22	13	13	NUM
bracis-19095	90	23	]	]	PUNCT
bracis-19095	90	24	with	with	ADP
bracis-19095	90	25	the	the	DET
bracis-19095	90	26	latest	late	ADJ
bracis-19095	90	27	freebase	freebase	NOUN
bracis-19095	90	28	dumpfootnote	dumpfootnote	NOUN
bracis-19095	90	29	1	1	NUM
bracis-19095	90	30	.	.	PUNCT
bracis-19095	90	31	to	to	PART
bracis-19095	90	32	create	create	VERB
bracis-19095	90	33	the	the	DET
bracis-19095	90	34	gazetteers	gazetteer	NOUN
bracis-19095	90	35	we	we	PRON
bracis-19095	90	36	picked	pick	VERB
bracis-19095	90	37	all	all	DET
bracis-19095	90	38	entities	entity	NOUN
bracis-19095	90	39	referring	refer	VERB
bracis-19095	90	40	to	to	ADP
bracis-19095	90	41	four	four	NUM
bracis-19095	90	42	types	type	NOUN
bracis-19095	90	43	of	of	ADP
bracis-19095	90	44	entities	entity	NOUN
bracis-19095	90	45	in	in	ADP
bracis-19095	90	46	yago	yago	PROPN
bracis-19095	90	47	(	(	PUNCT
bracis-19095	90	48	person	person	NOUN
bracis-19095	90	49	,	,	PUNCT
bracis-19095	90	50	organization	organization	NOUN
bracis-19095	90	51	,	,	PUNCT
bracis-19095	90	52	foundation	foundation	NOUN
bracis-19095	90	53	,	,	PUNCT
bracis-19095	90	54	place	place	NOUN
bracis-19095	90	55	)	)	PUNCT
bracis-19095	90	56	,	,	PUNCT
bracis-19095	90	57	which	which	PRON
bracis-19095	90	58	correspond	correspond	VERB
bracis-19095	90	59	to	to	ADP
bracis-19095	90	60	three	three	NUM
bracis-19095	90	61	of	of	ADP
bracis-19095	90	62	conll2003	conll2003	PROPN
bracis-19095	90	63	types	type	NOUN
bracis-19095	90	64	(	(	PUNCT
bracis-19095	90	65	person	person	NOUN
bracis-19095	90	66	,	,	PUNCT
bracis-19095	90	67	organization	organization	NOUN
bracis-19095	90	68	,	,	PUNCT
bracis-19095	90	69	place	place	NOUN
bracis-19095	90	70	)	)	PUNCT
bracis-19095	90	71	.	.	PUNCT
bracis-19095	91	1	besides	besides	SCONJ
bracis-19095	91	2	the	the	DET
bracis-19095	91	3	chosen	choose	VERB
bracis-19095	91	4	types	type	NOUN
bracis-19095	91	5	,	,	PUNCT
bracis-19095	91	6	we	we	PRON
bracis-19095	91	7	also	also	ADV
bracis-19095	91	8	picked	pick	VERB
bracis-19095	91	9	their	their	PRON
bracis-19095	91	10	sub	sub	NOUN
bracis-19095	91	11	-	-	NOUN
bracis-19095	91	12	types	type	NOUN
bracis-19095	91	13	(	(	PUNCT
bracis-19095	91	14	e.g.	e.g.	ADV
bracis-19095	91	15	abstract	abstract	ADJ
bracis-19095	91	16	painters	painter	NOUN
bracis-19095	91	17	is	be	AUX
bracis-19095	91	18	a	a	DET
bracis-19095	91	19	sub	sub	NOUN
bracis-19095	91	20	-	-	NOUN
bracis-19095	91	21	type	type	NOUN
bracis-19095	91	22	of	of	ADP
bracis-19095	91	23	people	people	NOUN
bracis-19095	91	24	,	,	PUNCT
bracis-19095	91	25	presidents	president	NOUN
bracis-19095	91	26	is	be	AUX
bracis-19095	91	27	a	a	DET
bracis-19095	91	28	sub	sub	NOUN
bracis-19095	91	29	-	-	NOUN
bracis-19095	91	30	type	type	NOUN
bracis-19095	91	31	of	of	ADP
bracis-19095	91	32	people	people	NOUN
bracis-19095	91	33	)	)	PUNCT
bracis-19095	91	34	by	by	ADP
bracis-19095	91	35	the	the	DET
bracis-19095	91	36	end	end	NOUN
bracis-19095	91	37	of	of	ADP
bracis-19095	91	38	this	this	DET
bracis-19095	91	39	process	process	NOUN
bracis-19095	91	40	,	,	PUNCT
bracis-19095	91	41	we	we	PRON
bracis-19095	91	42	had	have	VERB
bracis-19095	91	43	three	three	NUM
bracis-19095	91	44	gazetteer	gazetteer	NOUN
bracis-19095	91	45	lists	list	NOUN
bracis-19095	91	46	whose	whose	DET
bracis-19095	91	47	number	number	NOUN
bracis-19095	91	48	of	of	ADP
bracis-19095	91	49	entities	entity	NOUN
bracis-19095	91	50	is	be	AUX
bracis-19095	91	51	shown	show	VERB
bracis-19095	91	52	in	in	ADP
bracis-19095	91	53	table	table	NOUN
bracis-19095	91	54	 	 	SPACE
bracis-19095	91	55	1	1	NUM
bracis-19095	91	56	.	.	PUNCT
bracis-19095	91	57	table	table	NOUN
bracis-19095	92	1	1	1	NUM
bracis-19095	92	2	.	.	PUNCT
bracis-19095	92	3	number	number	NOUN
bracis-19095	92	4	of	of	ADP
bracis-19095	92	5	entities	entity	NOUN
bracis-19095	92	6	in	in	ADP
bracis-19095	92	7	each	each	DET
bracis-19095	92	8	gazetteer	gazetteer	NOUN
bracis-19095	92	9	list.full	list.full	NUM
bracis-19095	92	10	size	size	NOUN
bracis-19095	92	11	table	table	NOUN
bracis-19095	92	12	with	with	ADP
bracis-19095	92	13	the	the	DET
bracis-19095	92	14	purpose	purpose	NOUN
bracis-19095	92	15	of	of	ADP
bracis-19095	92	16	adding	add	VERB
bracis-19095	92	17	gazetteer	gazetteer	NOUN
bracis-19095	92	18	information	information	NOUN
bracis-19095	92	19	to	to	ADP
bracis-19095	92	20	the	the	DET
bracis-19095	92	21	input	input	NOUN
bracis-19095	92	22	vectors	vector	NOUN
bracis-19095	92	23	,	,	PUNCT
bracis-19095	92	24	a	a	DET
bracis-19095	92	25	strategy	strategy	NOUN
bracis-19095	92	26	similar	similar	ADJ
bracis-19095	92	27	to	to	ADP
bracis-19095	92	28	the	the	DET
bracis-19095	92	29	casing	casing	NOUN
bracis-19095	92	30	embedding	embed	VERB
bracis-19095	92	31	was	be	AUX
bracis-19095	92	32	used	use	VERB
bracis-19095	92	33	,	,	PUNCT
bracis-19095	92	34	but	but	CCONJ
bracis-19095	92	35	instead	instead	ADV
bracis-19095	92	36	of	of	ADP
bracis-19095	92	37	the	the	DET
bracis-19095	92	38	eight	eight	NUM
bracis-19095	92	39	categories	category	NOUN
bracis-19095	92	40	related	relate	VERB
bracis-19095	92	41	to	to	ADP
bracis-19095	92	42	the	the	DET
bracis-19095	92	43	composition	composition	NOUN
bracis-19095	92	44	of	of	ADP
bracis-19095	92	45	the	the	DET
bracis-19095	92	46	word	word	NOUN
bracis-19095	92	47	,	,	PUNCT
bracis-19095	92	48	we	we	PRON
bracis-19095	92	49	used	use	VERB
bracis-19095	92	50	another	another	DET
bracis-19095	92	51	eight	eight	NUM
bracis-19095	92	52	categories	category	NOUN
bracis-19095	92	53	that	that	PRON
bracis-19095	92	54	express	express	VERB
bracis-19095	92	55	the	the	DET
bracis-19095	92	56	pertinence	pertinence	NOUN
bracis-19095	92	57	of	of	ADP
bracis-19095	92	58	the	the	DET
bracis-19095	92	59	word	word	NOUN
bracis-19095	92	60	in	in	ADP
bracis-19095	92	61	one	one	NUM
bracis-19095	92	62	or	or	CCONJ
bracis-19095	92	63	more	more	ADJ
bracis-19095	92	64	gazetteer	gazetteer	NOUN
bracis-19095	92	65	.	.	PUNCT
bracis-19095	93	1	to	to	PART
bracis-19095	93	2	do	do	VERB
bracis-19095	93	3	this	this	PRON
bracis-19095	93	4	,	,	PUNCT
bracis-19095	93	5	we	we	PRON
bracis-19095	93	6	did	do	VERB
bracis-19095	93	7	a	a	DET
bracis-19095	93	8	tagging	tagging	NOUN
bracis-19095	93	9	stage	stage	NOUN
bracis-19095	93	10	where	where	SCONJ
bracis-19095	93	11	each	each	DET
bracis-19095	93	12	word	word	NOUN
bracis-19095	93	13	of	of	ADP
bracis-19095	93	14	the	the	DET
bracis-19095	93	15	dataset	dataset	NOUN
bracis-19095	93	16	was	be	AUX
bracis-19095	93	17	tagged	tag	VERB
bracis-19095	93	18	according	accord	VERB
bracis-19095	93	19	to	to	ADP
bracis-19095	93	20	their	their	PRON
bracis-19095	93	21	pertinence	pertinence	NOUN
bracis-19095	93	22	to	to	ADP
bracis-19095	93	23	a	a	DET
bracis-19095	93	24	gazetteer	gazetteer	NOUN
bracis-19095	93	25	(	(	PUNCT
bracis-19095	93	26	e.g.	e.g.	ADV
bracis-19095	93	27	washington	washington	PROPN
bracis-19095	93	28	received	receive	VERB
bracis-19095	93	29	per	per	ADP
bracis-19095	93	30	/	/	SYM
bracis-19095	93	31	loc	loc	PROPN
bracis-19095	93	32	tag	tag	PROPN
bracis-19095	93	33	,	,	PUNCT
bracis-19095	93	34	kilimanjaro	kilimanjaro	PROPN
bracis-19095	93	35	received	receive	VERB
bracis-19095	93	36	only	only	ADV
bracis-19095	93	37	loc	loc	NOUN
bracis-19095	93	38	tag	tag	NOUN
bracis-19095	93	39	)	)	PUNCT
bracis-19095	93	40	.	.	PUNCT
bracis-19095	94	1	then	then	ADV
bracis-19095	94	2	one	one	NUM
bracis-19095	94	3	-	-	PUNCT
bracis-19095	94	4	hot	hot	ADJ
bracis-19095	94	5	vectors	vector	NOUN
bracis-19095	94	6	are	be	AUX
bracis-19095	94	7	generated	generate	VERB
bracis-19095	94	8	for	for	ADP
bracis-19095	94	9	each	each	PRON
bracis-19095	94	10	of	of	ADP
bracis-19095	94	11	the	the	DET
bracis-19095	94	12	categories	category	NOUN
bracis-19095	94	13	,	,	PUNCT
bracis-19095	94	14	which	which	PRON
bracis-19095	94	15	are	be	AUX
bracis-19095	94	16	then	then	ADV
bracis-19095	94	17	trained	train	VERB
bracis-19095	94	18	with	with	ADP
bracis-19095	94	19	the	the	DET
bracis-19095	94	20	model	model	NOUN
bracis-19095	94	21	,	,	PUNCT
bracis-19095	94	22	just	just	ADV
bracis-19095	94	23	as	as	SCONJ
bracis-19095	94	24	we	we	PRON
bracis-19095	94	25	did	do	VERB
bracis-19095	94	26	with	with	ADP
bracis-19095	94	27	casing	casing	NOUN
bracis-19095	94	28	embeddings	embedding	NOUN
bracis-19095	94	29	.	.	PUNCT
bracis-19095	95	1	as	as	ADP
bracis-19095	95	2	for	for	ADP
bracis-19095	95	3	the	the	DET
bracis-19095	95	4	knowledge	knowledge	NOUN
bracis-19095	95	5	embeddings	embedding	NOUN
bracis-19095	95	6	from	from	ADP
bracis-19095	95	7	freebase	freebase	NOUN
bracis-19095	95	8	,	,	PUNCT
bracis-19095	95	9	we	we	PRON
bracis-19095	95	10	chose	choose	VERB
bracis-19095	95	11	to	to	PART
bracis-19095	95	12	use	use	VERB
bracis-19095	95	13	only	only	ADJ
bracis-19095	95	14	single	single	ADJ
bracis-19095	95	15	-	-	PUNCT
bracis-19095	95	16	word	word	NOUN
bracis-19095	95	17	topics	topic	NOUN
bracis-19095	95	18	,	,	PUNCT
bracis-19095	95	19	but	but	CCONJ
bracis-19095	95	20	to	to	PART
bracis-19095	95	21	compensate	compensate	VERB
bracis-19095	95	22	it	it	PRON
bracis-19095	95	23	we	we	PRON
bracis-19095	95	24	did	do	AUX
bracis-19095	95	25	not	not	PART
bracis-19095	95	26	filter	filter	VERB
bracis-19095	95	27	the	the	DET
bracis-19095	95	28	topics	topic	NOUN
bracis-19095	95	29	by	by	ADP
bracis-19095	95	30	types	type	NOUN
bracis-19095	95	31	.	.	PUNCT
bracis-19095	96	1	this	this	DET
bracis-19095	96	2	way	way	NOUN
bracis-19095	96	3	we	we	PRON
bracis-19095	96	4	used	use	VERB
bracis-19095	96	5	the	the	DET
bracis-19095	96	6	knowledge	knowledge	NOUN
bracis-19095	96	7	embeddings	embedding	NOUN
bracis-19095	96	8	of	of	ADP
bracis-19095	96	9	all	all	DET
bracis-19095	96	10	words	word	NOUN
bracis-19095	96	11	in	in	ADP
bracis-19095	96	12	the	the	DET
bracis-19095	96	13	text	text	NOUN
bracis-19095	96	14	,	,	PUNCT
bracis-19095	96	15	and	and	CCONJ
bracis-19095	96	16	if	if	SCONJ
bracis-19095	96	17	the	the	DET
bracis-19095	96	18	word	word	NOUN
bracis-19095	96	19	does	do	AUX
bracis-19095	96	20	n’t	not	PART
bracis-19095	96	21	have	have	VERB
bracis-19095	96	22	a	a	DET
bracis-19095	96	23	knowledge	knowledge	NOUN
bracis-19095	96	24	embedding	embed	VERB
bracis-19095	96	25	we	we	PRON
bracis-19095	96	26	used	use	VERB
bracis-19095	96	27	a	a	DET
bracis-19095	96	28	vector	vector	NOUN
bracis-19095	96	29	full	full	ADJ
bracis-19095	96	30	of	of	ADP
bracis-19095	96	31	zeros	zero	NOUN
bracis-19095	96	32	.	.	PUNCT
bracis-19095	97	1	regardless	regardless	ADV
bracis-19095	97	2	of	of	ADP
bracis-19095	97	3	the	the	DET
bracis-19095	97	4	source	source	NOUN
bracis-19095	97	5	,	,	PUNCT
bracis-19095	97	6	the	the	DET
bracis-19095	97	7	addition	addition	NOUN
bracis-19095	97	8	of	of	ADP
bracis-19095	97	9	external	external	ADJ
bracis-19095	97	10	knowledge	knowledge	NOUN
bracis-19095	97	11	is	be	AUX
bracis-19095	97	12	done	do	VERB
bracis-19095	97	13	by	by	ADP
bracis-19095	97	14	concatenating	concatenate	VERB
bracis-19095	97	15	the	the	DET
bracis-19095	97	16	semantic	semantic	ADJ
bracis-19095	97	17	feature	feature	NOUN
bracis-19095	97	18	vector	vector	NOUN
bracis-19095	97	19	,	,	PUNCT
bracis-19095	97	20	that	that	PRON
bracis-19095	97	21	was	be	AUX
bracis-19095	97	22	generated	generate	VERB
bracis-19095	97	23	by	by	ADP
bracis-19095	97	24	one	one	NUM
bracis-19095	97	25	of	of	ADP
bracis-19095	97	26	the	the	DET
bracis-19095	97	27	method	method	NOUN
bracis-19095	97	28	described	describe	VERB
bracis-19095	97	29	above	above	ADV
bracis-19095	97	30	,	,	PUNCT
bracis-19095	97	31	to	to	ADP
bracis-19095	97	32	the	the	DET
bracis-19095	97	33	other	other	ADJ
bracis-19095	97	34	vectors	vector	NOUN
bracis-19095	97	35	(	(	PUNCT
bracis-19095	97	36	word	word	NOUN
bracis-19095	97	37	,	,	PUNCT
bracis-19095	97	38	casing	casing	NOUN
bracis-19095	97	39	,	,	PUNCT
bracis-19095	97	40	character	character	NOUN
bracis-19095	97	41	)	)	PUNCT
bracis-19095	97	42	in	in	ADP
bracis-19095	97	43	order	order	NOUN
bracis-19095	97	44	to	to	PART
bracis-19095	97	45	present	present	VERB
bracis-19095	97	46	the	the	DET
bracis-19095	97	47	resulting	result	VERB
bracis-19095	97	48	vector	vector	NOUN
bracis-19095	97	49	as	as	ADP
bracis-19095	97	50	input	input	NOUN
bracis-19095	97	51	to	to	ADP
bracis-19095	97	52	the	the	DET
bracis-19095	97	53	neural	neural	ADJ
bracis-19095	97	54	models	model	NOUN
bracis-19095	97	55	used	use	VERB
bracis-19095	97	56	.	.	PUNCT
bracis-19095	98	1	3	3	NUM
bracis-19095	98	2	experiments	experiment	NOUN
bracis-19095	98	3	we	we	PRON
bracis-19095	98	4	conducted	conduct	VERB
bracis-19095	98	5	experiments	experiment	NOUN
bracis-19095	98	6	on	on	ADP
bracis-19095	98	7	four	four	NUM
bracis-19095	98	8	datasets	dataset	NOUN
bracis-19095	98	9	in	in	ADP
bracis-19095	98	10	order	order	NOUN
bracis-19095	98	11	to	to	PART
bracis-19095	98	12	check	check	VERB
bracis-19095	98	13	the	the	DET
bracis-19095	98	14	impact	impact	NOUN
bracis-19095	98	15	of	of	ADP
bracis-19095	98	16	external	external	ADJ
bracis-19095	98	17	knowledge	knowledge	NOUN
bracis-19095	98	18	on	on	ADP
bracis-19095	98	19	chosen	choose	VERB
bracis-19095	98	20	neural	neural	ADJ
bracis-19095	98	21	model	model	NOUN
bracis-19095	98	22	for	for	ADP
bracis-19095	98	23	ner	ner	PROPN
bracis-19095	98	24	task	task	NOUN
bracis-19095	98	25	.	.	PUNCT
bracis-19095	99	1	we	we	PRON
bracis-19095	99	2	executed	execute	VERB
bracis-19095	99	3	each	each	DET
bracis-19095	99	4	experimental	experimental	ADJ
bracis-19095	99	5	setting	set	VERB
bracis-19095	99	6	a	a	DET
bracis-19095	99	7	total	total	NOUN
bracis-19095	99	8	of	of	ADP
bracis-19095	99	9	10	10	NUM
bracis-19095	99	10	times	time	NOUN
bracis-19095	99	11	due	due	ADP
bracis-19095	99	12	to	to	ADP
bracis-19095	99	13	the	the	DET
bracis-19095	99	14	stochastic	stochastic	ADJ
bracis-19095	99	15	elements	element	NOUN
bracis-19095	99	16	present	present	ADJ
bracis-19095	99	17	in	in	ADP
bracis-19095	99	18	each	each	DET
bracis-19095	99	19	model	model	NOUN
bracis-19095	99	20	initialization	initialization	NOUN
bracis-19095	99	21	.	.	PUNCT
bracis-19095	100	1	for	for	ADP
bracis-19095	100	2	evaluation	evaluation	NOUN
bracis-19095	100	3	we	we	PRON
bracis-19095	100	4	decided	decide	VERB
bracis-19095	100	5	to	to	PART
bracis-19095	100	6	adopt	adopt	VERB
bracis-19095	100	7	the	the	DET
bracis-19095	100	8	f1	f1	NOUN
bracis-19095	100	9	-	-	PUNCT
bracis-19095	100	10	score	score	NOUN
bracis-19095	100	11	metric	metric	NOUN
bracis-19095	100	12	,	,	PUNCT
bracis-19095	100	13	shown	show	VERB
bracis-19095	100	14	in	in	ADP
bracis-19095	100	15	eq	eq	PROPN
bracis-19095	100	16	.	.	PUNCT
bracis-19095	100	17	 	 	SPACE
bracis-19095	100	18	1	1	NUM
bracis-19095	100	19	that	that	PRON
bracis-19095	100	20	is	be	AUX
bracis-19095	100	21	the	the	DET
bracis-19095	100	22	harmonic	harmonic	ADJ
bracis-19095	100	23	mean	mean	NOUN
bracis-19095	100	24	of	of	ADP
bracis-19095	100	25	precision	precision	NOUN
bracis-19095	100	26	(	(	PUNCT
bracis-19095	100	27	p	p	NOUN
bracis-19095	100	28	)	)	PUNCT
bracis-19095	100	29	and	and	CCONJ
bracis-19095	100	30	recall	recall	NOUN
bracis-19095	100	31	(	(	PUNCT
bracis-19095	100	32	r	r	NOUN
bracis-19095	100	33	)	)	PUNCT
bracis-19095	100	34	,	,	PUNCT
bracis-19095	100	35	shown	show	VERB
bracis-19095	100	36	in	in	ADP
bracis-19095	100	37	eq	eq	PROPN
bracis-19095	100	38	.	.	PUNCT
bracis-19095	100	39	 	 	SPACE
bracis-19095	100	40	2	2	NUM
bracis-19095	100	41	and	and	CCONJ
bracis-19095	100	42	eq	eq	NOUN
bracis-19095	100	43	.	.	PUNCT
bracis-19095	100	44	 	 	SPACE
bracis-19095	100	45	3	3	NUM
bracis-19095	100	46	,	,	PUNCT
bracis-19095	100	47	where	where	SCONJ
bracis-19095	100	48	tp	tp	NOUN
bracis-19095	100	49	stands	stand	VERB
bracis-19095	100	50	for	for	ADP
bracis-19095	100	51	true	true	ADJ
bracis-19095	100	52	positive	positive	ADJ
bracis-19095	100	53	,	,	PUNCT
bracis-19095	100	54	fp	fp	INTJ
bracis-19095	100	55	for	for	ADP
bracis-19095	100	56	false	false	ADJ
bracis-19095	100	57	positive	positive	ADJ
bracis-19095	100	58	,	,	PUNCT
bracis-19095	100	59	and	and	CCONJ
bracis-19095	100	60	fn	fn	VERB
bracis-19095	100	61	for	for	ADP
bracis-19095	100	62	false	false	ADJ
bracis-19095	100	63	negative	negative	NOUN
bracis-19095	100	64	.	.	PUNCT
bracis-19095	101	1	$	$	SYM
bracis-19095	101	2	$	$	SYM
bracis-19095	101	3	\begin{aligned	\begin{aligne	VERB
bracis-19095	101	4	}	}	PUNCT
bracis-19095	101	5	f_1	f_1	NOUN
bracis-19095	101	6	-	-	PUNCT
bracis-19095	101	7	score	score	NOUN
bracis-19095	101	8	=	=	PUNCT
bracis-19095	101	9	\frac{2	\frac{2	NOUN
bracis-19095	101	10	*	*	PUNCT
bracis-19095	101	11	p	p	X
bracis-19095	101	12	*	*	PUNCT
bracis-19095	101	13	r}{(p	r}{(p	ADJ
bracis-19095	101	14	+	+	CCONJ
bracis-19095	101	15	r	r	NOUN
bracis-19095	101	16	)	)	PUNCT
bracis-19095	101	17	}	}	PUNCT
bracis-19095	101	18	\end{aligned}$$	\end{aligned}$$	X
bracis-19095	101	19	(	(	PUNCT
bracis-19095	101	20	1	1	NUM
bracis-19095	101	21	)	)	PUNCT
bracis-19095	101	22	$	$	SYM
bracis-19095	101	23	$	$	SYM
bracis-19095	101	24	\begin{aligned	\begin{aligne	VERB
bracis-19095	101	25	}	}	PUNCT
bracis-19095	101	26	p	p	X
bracis-19095	101	27	=	=	PUNCT
bracis-19095	101	28	\frac{tp}{tp	\frac{tp}{tp	PROPN
bracis-19095	101	29	+	+	NUM
bracis-19095	101	30	fp	fp	X
bracis-19095	101	31	}	}	PUNCT
bracis-19095	101	32	\end{aligned}$$	\end{aligned}$$	X
bracis-19095	101	33	(	(	PUNCT
bracis-19095	101	34	2	2	NUM
bracis-19095	101	35	)	)	PUNCT
bracis-19095	101	36	$	$	SYM
bracis-19095	101	37	$	$	SYM
bracis-19095	101	38	\begin{aligned	\begin{aligne	VERB
bracis-19095	101	39	}	}	PUNCT
bracis-19095	101	40	r	r	NOUN
bracis-19095	101	41	=	=	PUNCT
bracis-19095	101	42	\frac{tp}{tp	\frac{tp}{tp	PROPN
bracis-19095	102	1	+	+	PUNCT
bracis-19095	102	2	fn	fn	X
bracis-19095	102	3	}	}	PUNCT
bracis-19095	102	4	\end{aligned}$$	\end{aligned}$$	X
bracis-19095	102	5	(	(	PUNCT
bracis-19095	102	6	3	3	NUM
bracis-19095	102	7	)	)	PUNCT
bracis-19095	102	8	so	so	ADV
bracis-19095	102	9	,	,	PUNCT
bracis-19095	102	10	the	the	DET
bracis-19095	102	11	f1	f1	NOUN
bracis-19095	102	12	-	-	PUNCT
bracis-19095	102	13	score	score	NOUN
bracis-19095	102	14	results	result	NOUN
bracis-19095	102	15	presented	present	VERB
bracis-19095	102	16	in	in	ADP
bracis-19095	102	17	this	this	DET
bracis-19095	102	18	section	section	NOUN
bracis-19095	102	19	are	be	AUX
bracis-19095	102	20	the	the	DET
bracis-19095	102	21	mean	mean	NOUN
bracis-19095	102	22	of	of	ADP
bracis-19095	102	23	10	10	NUM
bracis-19095	102	24	executions	execution	NOUN
bracis-19095	102	25	for	for	ADP
bracis-19095	102	26	each	each	DET
bracis-19095	102	27	setting	setting	NOUN
bracis-19095	102	28	of	of	ADP
bracis-19095	102	29	the	the	DET
bracis-19095	102	30	model	model	NOUN
bracis-19095	102	31	.	.	PUNCT
bracis-19095	103	1	3.1	3.1	NUM
bracis-19095	103	2	datasets	dataset	NOUN
bracis-19095	103	3	in	in	ADP
bracis-19095	103	4	this	this	DET
bracis-19095	103	5	work	work	NOUN
bracis-19095	103	6	we	we	PRON
bracis-19095	103	7	chose	choose	VERB
bracis-19095	103	8	four	four	NUM
bracis-19095	103	9	distinct	distinct	ADJ
bracis-19095	103	10	datasets	dataset	NOUN
bracis-19095	103	11	,	,	PUNCT
bracis-19095	103	12	all	all	PRON
bracis-19095	103	13	of	of	ADP
bracis-19095	103	14	them	they	PRON
bracis-19095	103	15	in	in	ADP
bracis-19095	103	16	english	english	PROPN
bracis-19095	103	17	,	,	PUNCT
bracis-19095	103	18	with	with	ADP
bracis-19095	103	19	different	different	ADJ
bracis-19095	103	20	sizes	size	NOUN
bracis-19095	103	21	and	and	CCONJ
bracis-19095	103	22	types	type	NOUN
bracis-19095	103	23	of	of	ADP
bracis-19095	103	24	entities	entity	NOUN
bracis-19095	103	25	in	in	ADP
bracis-19095	103	26	order	order	NOUN
bracis-19095	103	27	to	to	PART
bracis-19095	103	28	validate	validate	VERB
bracis-19095	103	29	our	our	PRON
bracis-19095	103	30	approach	approach	NOUN
bracis-19095	103	31	on	on	ADP
bracis-19095	103	32	different	different	ADJ
bracis-19095	103	33	scenarios	scenario	NOUN
bracis-19095	103	34	.	.	PUNCT
bracis-19095	104	1	the	the	DET
bracis-19095	104	2	chosen	choose	VERB
bracis-19095	104	3	dataset	dataset	NOUN
bracis-19095	104	4	are	be	AUX
bracis-19095	104	5	conll2003	conll2003	PROPN
bracis-19095	104	6	[	[	X
bracis-19095	104	7	31	31	NUM
bracis-19095	104	8	]	]	PUNCT
bracis-19095	104	9	,	,	PUNCT
bracis-19095	104	10	ontonotes5	ontonotes5	PROPN
bracis-19095	104	11	,	,	PUNCT
bracis-19095	104	12	mit	mit	NOUN
bracis-19095	104	13	movies	movie	NOUN
bracis-19095	104	14	[	[	X
bracis-19095	104	15	18	18	NUM
bracis-19095	104	16	]	]	PUNCT
bracis-19095	104	17	,	,	PUNCT
bracis-19095	104	18	and	and	CCONJ
bracis-19095	104	19	mit	mit	VERB
bracis-19095	104	20	restaurants	restaurant	NOUN
bracis-19095	104	21	[	[	X
bracis-19095	104	22	18	18	NUM
bracis-19095	104	23	]	]	PUNCT
bracis-19095	104	24	.	.	PUNCT
bracis-19095	105	1	we	we	PRON
bracis-19095	105	2	only	only	ADV
bracis-19095	105	3	used	use	VERB
bracis-19095	105	4	train	train	NOUN
bracis-19095	105	5	/	/	SYM
bracis-19095	105	6	test	test	NOUN
bracis-19095	105	7	split	split	NOUN
bracis-19095	105	8	,	,	PUNCT
bracis-19095	105	9	leaving	leave	VERB
bracis-19095	105	10	validation	validation	NOUN
bracis-19095	105	11	sets	set	NOUN
bracis-19095	105	12	out	out	ADP
bracis-19095	105	13	of	of	ADP
bracis-19095	105	14	our	our	PRON
bracis-19095	105	15	experiments	experiment	NOUN
bracis-19095	105	16	,	,	PUNCT
bracis-19095	105	17	thus	thus	ADV
bracis-19095	105	18	not	not	PART
bracis-19095	105	19	conducting	conduct	VERB
bracis-19095	105	20	a	a	DET
bracis-19095	105	21	hyper	hyper	ADJ
bracis-19095	105	22	-	-	ADJ
bracis-19095	105	23	parameter	parameter	NOUN
bracis-19095	105	24	optimization	optimization	NOUN
bracis-19095	105	25	.	.	PUNCT
bracis-19095	106	1	all	all	PRON
bracis-19095	106	2	of	of	ADP
bracis-19095	106	3	the	the	DET
bracis-19095	106	4	datasets	dataset	NOUN
bracis-19095	106	5	use	use	VERB
bracis-19095	106	6	inside	inside	ADP
bracis-19095	106	7	-	-	PUNCT
bracis-19095	106	8	outside	outside	NOUN
bracis-19095	106	9	-	-	PUNCT
bracis-19095	106	10	beginning	beginning	NOUN
bracis-19095	106	11	as	as	ADP
bracis-19095	106	12	entity	entity	NOUN
bracis-19095	106	13	annotation	annotation	NOUN
bracis-19095	106	14	scheme	scheme	NOUN
bracis-19095	106	15	.	.	PUNCT
bracis-19095	107	1	table	table	NOUN
bracis-19095	107	2	 	 	SPACE
bracis-19095	107	3	2	2	NUM
bracis-19095	107	4	shows	show	NOUN
bracis-19095	107	5	in	in	ADP
bracis-19095	107	6	details	detail	NOUN
bracis-19095	107	7	the	the	DET
bracis-19095	107	8	number	number	NOUN
bracis-19095	107	9	of	of	ADP
bracis-19095	107	10	sentences	sentence	NOUN
bracis-19095	107	11	and	and	CCONJ
bracis-19095	107	12	entities	entity	NOUN
bracis-19095	107	13	contained	contain	VERB
bracis-19095	107	14	in	in	ADP
bracis-19095	107	15	datasets	dataset	NOUN
bracis-19095	107	16	.	.	PUNCT
bracis-19095	108	1	table	table	NOUN
bracis-19095	108	2	2	2	NUM
bracis-19095	108	3	.	.	PUNCT
bracis-19095	109	1	quantification	quantification	NOUN
bracis-19095	109	2	of	of	ADP
bracis-19095	109	3	datasets.full	datasets.full	NUM
bracis-19095	109	4	size	size	NOUN
bracis-19095	109	5	table	table	NOUN
bracis-19095	109	6	3.2	3.2	NUM
bracis-19095	109	7	experimental	experimental	ADJ
bracis-19095	109	8	settings	setting	NOUN
bracis-19095	109	9	the	the	DET
bracis-19095	109	10	experiments	experiment	NOUN
bracis-19095	109	11	consisted	consist	VERB
bracis-19095	109	12	in	in	ADP
bracis-19095	109	13	using	use	VERB
bracis-19095	109	14	external	external	ADJ
bracis-19095	109	15	embeddings	embedding	NOUN
bracis-19095	109	16	,	,	PUNCT
bracis-19095	109	17	described	describe	VERB
bracis-19095	109	18	on	on	ADP
bracis-19095	109	19	previous	previous	ADJ
bracis-19095	109	20	sections	section	NOUN
bracis-19095	109	21	,	,	PUNCT
bracis-19095	109	22	to	to	PART
bracis-19095	109	23	check	check	VERB
bracis-19095	109	24	their	their	PRON
bracis-19095	109	25	impact	impact	NOUN
bracis-19095	109	26	on	on	ADP
bracis-19095	109	27	the	the	DET
bracis-19095	109	28	results	result	NOUN
bracis-19095	109	29	of	of	ADP
bracis-19095	109	30	our	our	PRON
bracis-19095	109	31	models	model	NOUN
bracis-19095	109	32	.	.	PUNCT
bracis-19095	110	1	to	to	PART
bracis-19095	110	2	verify	verify	VERB
bracis-19095	110	3	this	this	PRON
bracis-19095	110	4	,	,	PUNCT
bracis-19095	110	5	we	we	PRON
bracis-19095	110	6	conducted	conduct	VERB
bracis-19095	110	7	experiments	experiment	NOUN
bracis-19095	110	8	in	in	ADP
bracis-19095	110	9	the	the	DET
bracis-19095	110	10	same	same	ADJ
bracis-19095	110	11	model	model	NOUN
bracis-19095	110	12	with	with	ADP
bracis-19095	110	13	and	and	CCONJ
bracis-19095	110	14	without	without	ADP
bracis-19095	110	15	the	the	DET
bracis-19095	110	16	external	external	ADJ
bracis-19095	110	17	knowledge	knowledge	NOUN
bracis-19095	110	18	.	.	PUNCT
bracis-19095	111	1	the	the	DET
bracis-19095	111	2	model	model	NOUN
bracis-19095	111	3	without	without	ADP
bracis-19095	111	4	the	the	DET
bracis-19095	111	5	external	external	ADJ
bracis-19095	111	6	knowledge	knowledge	NOUN
bracis-19095	111	7	was	be	AUX
bracis-19095	111	8	used	use	VERB
bracis-19095	111	9	as	as	ADP
bracis-19095	111	10	baseline	baseline	NOUN
bracis-19095	111	11	for	for	ADP
bracis-19095	111	12	our	our	PRON
bracis-19095	111	13	modifications	modification	NOUN
bracis-19095	111	14	,	,	PUNCT
bracis-19095	111	15	this	this	DET
bracis-19095	111	16	way	way	NOUN
bracis-19095	111	17	,	,	PUNCT
bracis-19095	111	18	we	we	PRON
bracis-19095	111	19	executed	execute	VERB
bracis-19095	111	20	both	both	DET
bracis-19095	111	21	network	network	NOUN
bracis-19095	111	22	models	model	NOUN
bracis-19095	111	23	,	,	PUNCT
bracis-19095	111	24	bilstm	bilstm	NOUN
bracis-19095	111	25	-	-	PUNCT
bracis-19095	111	26	crf	crf	NOUN
bracis-19095	111	27	and	and	CCONJ
bracis-19095	111	28	bigru	bigru	NOUN
bracis-19095	111	29	-	-	PUNCT
bracis-19095	111	30	crf	crf	NOUN
bracis-19095	111	31	,	,	PUNCT
bracis-19095	111	32	with	with	ADP
bracis-19095	111	33	and	and	CCONJ
bracis-19095	111	34	without	without	ADP
bracis-19095	111	35	the	the	DET
bracis-19095	111	36	addition	addition	NOUN
bracis-19095	111	37	of	of	ADP
bracis-19095	111	38	the	the	DET
bracis-19095	111	39	external	external	ADJ
bracis-19095	111	40	embeddings	embedding	NOUN
bracis-19095	111	41	and	and	CCONJ
bracis-19095	111	42	compared	compare	VERB
bracis-19095	111	43	their	their	PRON
bracis-19095	111	44	f1	f1	NOUN
bracis-19095	111	45	-	-	PUNCT
bracis-19095	111	46	score	score	NOUN
bracis-19095	111	47	.	.	PUNCT
bracis-19095	112	1	the	the	DET
bracis-19095	112	2	parameters	parameter	NOUN
bracis-19095	112	3	used	use	VERB
bracis-19095	112	4	are	be	AUX
bracis-19095	112	5	shown	show	VERB
bracis-19095	112	6	in	in	ADP
bracis-19095	112	7	table	table	NOUN
bracis-19095	112	8	 	 	SPACE
bracis-19095	112	9	3	3	NUM
bracis-19095	112	10	.	.	PUNCT
bracis-19095	113	1	the	the	DET
bracis-19095	113	2	parameters	parameter	NOUN
bracis-19095	113	3	are	be	AUX
bracis-19095	113	4	the	the	DET
bracis-19095	113	5	same	same	ADJ
bracis-19095	113	6	for	for	ADP
bracis-19095	113	7	all	all	DET
bracis-19095	113	8	datasets	dataset	NOUN
bracis-19095	113	9	,	,	PUNCT
bracis-19095	113	10	except	except	SCONJ
bracis-19095	113	11	for	for	ADP
bracis-19095	113	12	ontonotes	ontonote	NOUN
bracis-19095	113	13	5	5	NUM
bracis-19095	113	14	dataset	dataset	NOUN
bracis-19095	113	15	,	,	PUNCT
bracis-19095	113	16	which	which	PRON
bracis-19095	113	17	we	we	PRON
bracis-19095	113	18	decided	decide	VERB
bracis-19095	113	19	to	to	PART
bracis-19095	113	20	use	use	VERB
bracis-19095	113	21	a	a	DET
bracis-19095	113	22	lower	low	ADJ
bracis-19095	113	23	learning	learning	NOUN
bracis-19095	113	24	rate	rate	NOUN
bracis-19095	113	25	and	and	CCONJ
bracis-19095	113	26	fewer	few	ADJ
bracis-19095	113	27	epochs	epoch	NOUN
bracis-19095	113	28	due	due	ADJ
bracis-19095	113	29	its	its	PRON
bracis-19095	113	30	large	large	ADJ
bracis-19095	113	31	amount	amount	NOUN
bracis-19095	113	32	of	of	ADP
bracis-19095	113	33	data	datum	NOUN
bracis-19095	113	34	.	.	PUNCT
bracis-19095	114	1	table	table	NOUN
bracis-19095	114	2	3	3	NUM
bracis-19095	114	3	.	.	PUNCT
bracis-19095	115	1	parameters	parameter	NOUN
bracis-19095	115	2	values	value	NOUN
bracis-19095	115	3	.	.	PUNCT
bracis-19095	116	1	values	value	NOUN
bracis-19095	116	2	with	with	ADP
bracis-19095	116	3	\(*\	\(*\	NOUN
bracis-19095	116	4	)	)	PUNCT
bracis-19095	116	5	symbol	symbol	NOUN
bracis-19095	116	6	refer	refer	VERB
bracis-19095	116	7	to	to	ADP
bracis-19095	116	8	parameters	parameter	NOUN
bracis-19095	116	9	used	use	VERB
bracis-19095	116	10	only	only	ADV
bracis-19095	116	11	for	for	ADP
bracis-19095	116	12	ontonotes5.full	ontonotes5.full	PROPN
bracis-19095	116	13	size	size	NOUN
bracis-19095	116	14	table	table	NOUN
bracis-19095	116	15	3.3	3.3	NUM
bracis-19095	116	16	experimental	experimental	ADJ
bracis-19095	116	17	results	result	NOUN
bracis-19095	116	18	table	table	NOUN
bracis-19095	116	19	 	 	SPACE
bracis-19095	116	20	4	4	NUM
bracis-19095	116	21	shows	show	VERB
bracis-19095	116	22	the	the	DET
bracis-19095	116	23	results	result	NOUN
bracis-19095	116	24	of	of	ADP
bracis-19095	116	25	the	the	DET
bracis-19095	116	26	carried	carry	VERB
bracis-19095	116	27	out	out	ADP
bracis-19095	116	28	experiments	experiment	NOUN
bracis-19095	116	29	and	and	CCONJ
bracis-19095	116	30	the	the	DET
bracis-19095	116	31	state	state	NOUN
bracis-19095	116	32	-	-	PUNCT
bracis-19095	116	33	of	of	ADP
bracis-19095	116	34	-	-	PUNCT
bracis-19095	116	35	art	art	NOUN
bracis-19095	116	36	(	(	PUNCT
bracis-19095	116	37	as	as	SCONJ
bracis-19095	116	38	stated	state	VERB
bracis-19095	116	39	by	by	ADP
bracis-19095	116	40	the	the	DET
bracis-19095	116	41	authors	author	NOUN
bracis-19095	116	42	in	in	ADP
bracis-19095	116	43	their	their	PRON
bracis-19095	116	44	papers	paper	NOUN
bracis-19095	116	45	)	)	PUNCT
bracis-19095	116	46	f1	f1	NOUN
bracis-19095	116	47	-	-	PUNCT
bracis-19095	116	48	score	score	NOUN
bracis-19095	116	49	for	for	ADP
bracis-19095	116	50	the	the	DET
bracis-19095	116	51	given	give	VERB
bracis-19095	116	52	dataset	dataset	NOUN
bracis-19095	116	53	.	.	PUNCT
bracis-19095	117	1	the	the	DET
bracis-19095	117	2	results	result	NOUN
bracis-19095	117	3	show	show	VERB
bracis-19095	117	4	a	a	DET
bracis-19095	117	5	an	an	DET
bracis-19095	117	6	increase	increase	NOUN
bracis-19095	117	7	in	in	ADP
bracis-19095	117	8	all	all	DET
bracis-19095	117	9	cases	case	NOUN
bracis-19095	117	10	when	when	SCONJ
bracis-19095	117	11	we	we	PRON
bracis-19095	117	12	added	add	VERB
bracis-19095	117	13	gazetteer	gazetteer	NOUN
bracis-19095	117	14	information	information	NOUN
bracis-19095	117	15	to	to	ADP
bracis-19095	117	16	bilstm	bilstm	NOUN
bracis-19095	117	17	-	-	PUNCT
bracis-19095	117	18	crf	crf	NOUN
bracis-19095	117	19	.	.	PUNCT
bracis-19095	118	1	however	however	ADV
bracis-19095	118	2	,	,	PUNCT
bracis-19095	118	3	the	the	DET
bracis-19095	118	4	addition	addition	NOUN
bracis-19095	118	5	of	of	ADP
bracis-19095	118	6	knowledge	knowledge	NOUN
bracis-19095	118	7	embedding	embed	VERB
bracis-19095	118	8	to	to	ADP
bracis-19095	118	9	bilstm	bilstm	NOUN
bracis-19095	118	10	-	-	PUNCT
bracis-19095	118	11	crf	crf	NOUN
bracis-19095	118	12	decreased	decrease	VERB
bracis-19095	118	13	the	the	DET
bracis-19095	118	14	f1	f1	NOUN
bracis-19095	118	15	-	-	PUNCT
bracis-19095	118	16	score	score	NOUN
bracis-19095	118	17	on	on	ADP
bracis-19095	118	18	every	every	DET
bracis-19095	118	19	situation	situation	NOUN
bracis-19095	118	20	.	.	PUNCT
bracis-19095	119	1	on	on	ADP
bracis-19095	119	2	the	the	DET
bracis-19095	119	3	experimental	experimental	ADJ
bracis-19095	119	4	results	result	NOUN
bracis-19095	119	5	using	use	VERB
bracis-19095	119	6	bigru	bigru	NOUN
bracis-19095	119	7	there	there	PRON
bracis-19095	119	8	are	be	VERB
bracis-19095	119	9	two	two	NUM
bracis-19095	119	10	scenarios	scenario	NOUN
bracis-19095	119	11	of	of	ADP
bracis-19095	119	12	increase	increase	NOUN
bracis-19095	119	13	in	in	ADP
bracis-19095	119	14	f1	f1	NOUN
bracis-19095	119	15	-	-	PUNCT
bracis-19095	119	16	score	score	NOUN
bracis-19095	119	17	with	with	ADP
bracis-19095	119	18	the	the	DET
bracis-19095	119	19	addition	addition	NOUN
bracis-19095	119	20	of	of	ADP
bracis-19095	119	21	gazetteer	gazetteer	NOUN
bracis-19095	119	22	information	information	NOUN
bracis-19095	119	23	,	,	PUNCT
bracis-19095	119	24	and	and	CCONJ
bracis-19095	119	25	the	the	DET
bracis-19095	119	26	use	use	NOUN
bracis-19095	119	27	of	of	ADP
bracis-19095	119	28	knowledge	knowledge	NOUN
bracis-19095	119	29	embeddings	embedding	NOUN
bracis-19095	119	30	also	also	ADV
bracis-19095	119	31	increased	increase	VERB
bracis-19095	119	32	the	the	DET
bracis-19095	119	33	f1	f1	NOUN
bracis-19095	119	34	-	-	PUNCT
bracis-19095	119	35	score	score	NOUN
bracis-19095	119	36	in	in	ADP
bracis-19095	119	37	two	two	NUM
bracis-19095	119	38	scenarios	scenario	NOUN
bracis-19095	119	39	.	.	PUNCT
bracis-19095	120	1	regardless	regardless	ADV
bracis-19095	120	2	of	of	ADP
bracis-19095	120	3	whether	whether	SCONJ
bracis-19095	120	4	the	the	DET
bracis-19095	120	5	external	external	ADJ
bracis-19095	120	6	knowledge	knowledge	NOUN
bracis-19095	120	7	increase	increase	NOUN
bracis-19095	120	8	or	or	CCONJ
bracis-19095	120	9	decreased	decrease	VERB
bracis-19095	120	10	the	the	DET
bracis-19095	120	11	f1	f1	NOUN
bracis-19095	120	12	-	-	PUNCT
bracis-19095	120	13	score	score	NOUN
bracis-19095	120	14	,	,	PUNCT
bracis-19095	120	15	the	the	DET
bracis-19095	120	16	difference	difference	NOUN
bracis-19095	120	17	was	be	AUX
bracis-19095	120	18	not	not	PART
bracis-19095	120	19	significant	significant	ADJ
bracis-19095	120	20	,	,	PUNCT
bracis-19095	120	21	representing	represent	VERB
bracis-19095	120	22	on	on	ADP
bracis-19095	120	23	average	average	ADJ
bracis-19095	120	24	0,4	0,4	NUM
bracis-19095	120	25	%	%	NOUN
bracis-19095	120	26	,	,	PUNCT
bracis-19095	120	27	with	with	ADP
bracis-19095	120	28	exception	exception	NOUN
bracis-19095	120	29	of	of	ADP
bracis-19095	120	30	ontonotes	ontonote	NOUN
bracis-19095	120	31	5	5	NUM
bracis-19095	120	32	dataset	dataset	NOUN
bracis-19095	120	33	,	,	PUNCT
bracis-19095	120	34	where	where	SCONJ
bracis-19095	120	35	the	the	DET
bracis-19095	120	36	differences	difference	NOUN
bracis-19095	120	37	were	be	AUX
bracis-19095	120	38	very	very	ADV
bracis-19095	120	39	accentuated	accentuate	VERB
bracis-19095	120	40	,	,	PUNCT
bracis-19095	120	41	averaging	average	VERB
bracis-19095	120	42	6,76	6,76	NUM
bracis-19095	120	43	%	%	NOUN
bracis-19095	120	44	.	.	PUNCT
bracis-19095	121	1	even	even	ADV
bracis-19095	121	2	though	though	SCONJ
bracis-19095	121	3	other	other	ADJ
bracis-19095	121	4	works	work	NOUN
bracis-19095	121	5	show	show	VERB
bracis-19095	121	6	an	an	DET
bracis-19095	121	7	increase	increase	NOUN
bracis-19095	121	8	in	in	ADP
bracis-19095	121	9	f1	f1	NOUN
bracis-19095	121	10	-	-	PUNCT
bracis-19095	121	11	score	score	NOUN
bracis-19095	121	12	when	when	SCONJ
bracis-19095	121	13	adding	add	VERB
bracis-19095	121	14	external	external	ADJ
bracis-19095	121	15	knowledge	knowledge	NOUN
bracis-19095	121	16	to	to	ADP
bracis-19095	121	17	the	the	DET
bracis-19095	121	18	models	model	NOUN
bracis-19095	121	19	,	,	PUNCT
bracis-19095	121	20	our	our	PRON
bracis-19095	121	21	addition	addition	NOUN
bracis-19095	121	22	of	of	ADP
bracis-19095	121	23	external	external	ADJ
bracis-19095	121	24	knowledge	knowledge	NOUN
bracis-19095	121	25	does	do	AUX
bracis-19095	121	26	n’t	not	PART
bracis-19095	121	27	always	always	ADV
bracis-19095	121	28	brings	bring	VERB
bracis-19095	121	29	positive	positive	ADJ
bracis-19095	121	30	impacts	impact	NOUN
bracis-19095	121	31	on	on	ADP
bracis-19095	121	32	f1	f1	NOUN
bracis-19095	121	33	-	-	PUNCT
bracis-19095	121	34	score	score	NOUN
bracis-19095	121	35	,	,	PUNCT
bracis-19095	121	36	as	as	SCONJ
bracis-19095	121	37	shown	show	VERB
bracis-19095	121	38	by	by	ADP
bracis-19095	121	39	table	table	NOUN
bracis-19095	121	40	 	 	SPACE
bracis-19095	121	41	4	4	NUM
bracis-19095	121	42	,	,	PUNCT
bracis-19095	121	43	and	and	CCONJ
bracis-19095	121	44	even	even	ADV
bracis-19095	121	45	when	when	SCONJ
bracis-19095	121	46	it	it	PRON
bracis-19095	121	47	does	do	AUX
bracis-19095	121	48	it	it	PRON
bracis-19095	121	49	not	not	PART
bracis-19095	121	50	necessarily	necessarily	ADV
bracis-19095	121	51	achieve	achieve	VERB
bracis-19095	121	52	the	the	DET
bracis-19095	121	53	best	good	ADJ
bracis-19095	121	54	result	result	NOUN
bracis-19095	121	55	of	of	ADP
bracis-19095	121	56	our	our	PRON
bracis-19095	121	57	models	model	NOUN
bracis-19095	121	58	.	.	PUNCT
bracis-19095	122	1	furthermore	furthermore	ADV
bracis-19095	122	2	,	,	PUNCT
bracis-19095	122	3	even	even	ADV
bracis-19095	122	4	our	our	PRON
bracis-19095	122	5	best	good	ADJ
bracis-19095	122	6	results	result	NOUN
bracis-19095	122	7	are	be	AUX
bracis-19095	122	8	far	far	ADV
bracis-19095	122	9	from	from	ADP
bracis-19095	122	10	the	the	DET
bracis-19095	122	11	state	state	NOUN
bracis-19095	122	12	of	of	ADP
bracis-19095	122	13	the	the	DET
bracis-19095	122	14	art	art	NOUN
bracis-19095	122	15	in	in	ADP
bracis-19095	122	16	some	some	DET
bracis-19095	122	17	datasets	dataset	NOUN
bracis-19095	122	18	.	.	PUNCT
bracis-19095	123	1	table	table	NOUN
bracis-19095	123	2	4	4	NUM
bracis-19095	123	3	.	.	PUNCT
bracis-19095	123	4	comparison	comparison	NOUN
bracis-19095	123	5	of	of	ADP
bracis-19095	123	6	f1	f1	NOUN
bracis-19095	123	7	-	-	PUNCT
bracis-19095	123	8	score	score	NOUN
bracis-19095	123	9	between	between	ADP
bracis-19095	123	10	our	our	PRON
bracis-19095	123	11	models	model	NOUN
bracis-19095	123	12	and	and	CCONJ
bracis-19095	123	13	state	state	NOUN
bracis-19095	123	14	-	-	PUNCT
bracis-19095	123	15	of	of	ADP
bracis-19095	123	16	-	-	PUNCT
bracis-19095	123	17	art	art	NOUN
bracis-19095	123	18	models	model	NOUN
bracis-19095	123	19	,	,	PUNCT
bracis-19095	123	20	where	where	SCONJ
bracis-19095	123	21	gaz	gaz	PROPN
bracis-19095	123	22	stands	stand	VERB
bracis-19095	123	23	for	for	ADP
bracis-19095	123	24	gazetteer	gazetteer	NOUN
bracis-19095	123	25	,	,	PUNCT
bracis-19095	123	26	and	and	CCONJ
bracis-19095	123	27	ke	ke	NOUN
bracis-19095	123	28	stands	stand	VERB
bracis-19095	123	29	for	for	ADP
bracis-19095	123	30	knowledge	knowledge	NOUN
bracis-19095	123	31	embeddings	embedding	NOUN
bracis-19095	123	32	.	.	PUNCT
bracis-19095	124	1	each	each	DET
bracis-19095	124	2	column	column	NOUN
bracis-19095	124	3	represents	represent	VERB
bracis-19095	124	4	the	the	DET
bracis-19095	124	5	f1	f1	NOUN
bracis-19095	124	6	-	-	PUNCT
bracis-19095	124	7	score	score	NOUN
bracis-19095	124	8	for	for	ADP
bracis-19095	124	9	that	that	DET
bracis-19095	124	10	dataset	dataset	NOUN
bracis-19095	124	11	,	,	PUNCT
bracis-19095	124	12	and	and	CCONJ
bracis-19095	124	13	the	the	DET
bracis-19095	124	14	bold	bold	ADJ
bracis-19095	124	15	values	value	NOUN
bracis-19095	124	16	represent	represent	VERB
bracis-19095	124	17	the	the	DET
bracis-19095	124	18	best	good	ADJ
bracis-19095	124	19	result	result	NOUN
bracis-19095	124	20	for	for	ADP
bracis-19095	124	21	that	that	DET
bracis-19095	124	22	dataset.full	dataset.full	NOUN
bracis-19095	124	23	size	size	NOUN
bracis-19095	124	24	table	table	NOUN
bracis-19095	124	25	when	when	SCONJ
bracis-19095	124	26	compared	compare	VERB
bracis-19095	124	27	to	to	ADP
bracis-19095	124	28	the	the	DET
bracis-19095	124	29	results	result	NOUN
bracis-19095	124	30	of	of	ADP
bracis-19095	124	31	other	other	ADJ
bracis-19095	124	32	works	work	NOUN
bracis-19095	124	33	,	,	PUNCT
bracis-19095	124	34	such	such	ADJ
bracis-19095	124	35	as	as	ADP
bracis-19095	124	36	[	[	X
bracis-19095	124	37	29	29	NUM
bracis-19095	124	38	,	,	PUNCT
bracis-19095	124	39	30	30	NUM
bracis-19095	124	40	]	]	PUNCT
bracis-19095	124	41	our	our	PRON
bracis-19095	124	42	strategy	strategy	NOUN
bracis-19095	124	43	does	do	AUX
bracis-19095	124	44	n’t	not	PART
bracis-19095	124	45	seem	seem	VERB
bracis-19095	124	46	to	to	PART
bracis-19095	124	47	bring	bring	VERB
bracis-19095	124	48	gains	gain	NOUN
bracis-19095	124	49	,	,	PUNCT
bracis-19095	124	50	however	however	ADV
bracis-19095	124	51	it	it	PRON
bracis-19095	124	52	is	be	AUX
bracis-19095	124	53	worth	worth	ADJ
bracis-19095	124	54	noting	note	VERB
bracis-19095	124	55	that	that	SCONJ
bracis-19095	124	56	the	the	DET
bracis-19095	124	57	models	model	NOUN
bracis-19095	124	58	we	we	PRON
bracis-19095	124	59	chose	choose	VERB
bracis-19095	124	60	as	as	ADP
bracis-19095	124	61	baseline	baseline	NOUN
bracis-19095	124	62	achieve	achieve	VERB
bracis-19095	124	63	good	good	ADJ
bracis-19095	124	64	values	value	NOUN
bracis-19095	124	65	of	of	ADP
bracis-19095	124	66	f1	f1	NOUN
bracis-19095	124	67	-	-	PUNCT
bracis-19095	124	68	measure	measure	NOUN
bracis-19095	124	69	(	(	PUNCT
bracis-19095	124	70	88.57	88.57	NUM
bracis-19095	124	71	%	%	NOUN
bracis-19095	124	72	and	and	CCONJ
bracis-19095	124	73	88.15	88.15	NUM
bracis-19095	124	74	%	%	NOUN
bracis-19095	124	75	for	for	ADP
bracis-19095	124	76	conll2003	conll2003	PROPN
bracis-19095	124	77	using	use	VERB
bracis-19095	124	78	bilstm	bilstm	NOUN
bracis-19095	124	79	and	and	CCONJ
bracis-19095	124	80	bigru	bigru	NOUN
bracis-19095	124	81	,	,	PUNCT
bracis-19095	124	82	respectively	respectively	ADV
bracis-19095	124	83	)	)	PUNCT
bracis-19095	124	84	,	,	PUNCT
bracis-19095	124	85	which	which	PRON
bracis-19095	124	86	are	be	AUX
bracis-19095	124	87	very	very	ADV
bracis-19095	124	88	close	close	ADJ
bracis-19095	124	89	,	,	PUNCT
bracis-19095	124	90	respectively	respectively	ADV
bracis-19095	124	91	,	,	PUNCT
bracis-19095	124	92	to	to	ADP
bracis-19095	124	93	their	their	PRON
bracis-19095	124	94	best	good	ADJ
bracis-19095	124	95	and	and	CCONJ
bracis-19095	124	96	second	second	ADJ
bracis-19095	124	97	best	good	ADJ
bracis-19095	124	98	results	result	NOUN
bracis-19095	124	99	.	.	PUNCT
bracis-19095	125	1	this	this	DET
bracis-19095	125	2	choice	choice	NOUN
bracis-19095	125	3	of	of	ADP
bracis-19095	125	4	a	a	DET
bracis-19095	125	5	good	good	ADJ
bracis-19095	125	6	baseline	baseline	NOUN
bracis-19095	125	7	may	may	AUX
bracis-19095	125	8	be	be	AUX
bracis-19095	125	9	one	one	NUM
bracis-19095	125	10	of	of	ADP
bracis-19095	125	11	the	the	DET
bracis-19095	125	12	reasons	reason	NOUN
bracis-19095	125	13	behind	behind	ADP
bracis-19095	125	14	the	the	DET
bracis-19095	125	15	small	small	ADJ
bracis-19095	125	16	gains	gain	NOUN
bracis-19095	125	17	.	.	PUNCT
bracis-19095	126	1	4	4	NUM
bracis-19095	126	2	conclusion	conclusion	NOUN
bracis-19095	126	3	this	this	DET
bracis-19095	126	4	work	work	NOUN
bracis-19095	126	5	aimed	aim	VERB
bracis-19095	126	6	to	to	PART
bracis-19095	126	7	evaluate	evaluate	VERB
bracis-19095	126	8	the	the	DET
bracis-19095	126	9	use	use	NOUN
bracis-19095	126	10	of	of	ADP
bracis-19095	126	11	external	external	ADJ
bracis-19095	126	12	knowledge	knowledge	NOUN
bracis-19095	126	13	used	use	VERB
bracis-19095	126	14	in	in	ADP
bracis-19095	126	15	machine	machine	NOUN
bracis-19095	126	16	learning	learning	NOUN
bracis-19095	126	17	methods	method	NOUN
bracis-19095	126	18	for	for	ADP
bracis-19095	126	19	named	name	VERB
bracis-19095	126	20	entity	entity	NOUN
bracis-19095	126	21	recognition	recognition	NOUN
bracis-19095	126	22	.	.	PUNCT
bracis-19095	127	1	the	the	DET
bracis-19095	127	2	methodology	methodology	NOUN
bracis-19095	127	3	was	be	AUX
bracis-19095	127	4	composed	compose	VERB
bracis-19095	127	5	of	of	ADP
bracis-19095	127	6	two	two	NUM
bracis-19095	127	7	steps	step	NOUN
bracis-19095	127	8	:	:	PUNCT
bracis-19095	127	9	i	i	NOUN
bracis-19095	127	10	)	)	PUNCT
bracis-19095	127	11	generation	generation	NOUN
bracis-19095	127	12	of	of	ADP
bracis-19095	127	13	embeddings	embedding	NOUN
bracis-19095	127	14	,	,	PUNCT
bracis-19095	127	15	ii	ii	NOUN
bracis-19095	127	16	)	)	PUNCT
bracis-19095	127	17	definition	definition	NOUN
bracis-19095	127	18	and	and	CCONJ
bracis-19095	127	19	training	training	NOUN
bracis-19095	127	20	of	of	ADP
bracis-19095	127	21	machine	machine	NOUN
bracis-19095	127	22	learning	learning	NOUN
bracis-19095	127	23	methods	method	NOUN
bracis-19095	127	24	.	.	PUNCT
bracis-19095	128	1	the	the	DET
bracis-19095	128	2	defined	define	VERB
bracis-19095	128	3	models	model	NOUN
bracis-19095	128	4	were	be	AUX
bracis-19095	128	5	trained	train	VERB
bracis-19095	128	6	and	and	CCONJ
bracis-19095	128	7	tested	test	VERB
bracis-19095	128	8	in	in	ADP
bracis-19095	128	9	four	four	NUM
bracis-19095	128	10	english	english	ADJ
bracis-19095	128	11	dataset	dataset	NOUN
bracis-19095	128	12	of	of	ADP
bracis-19095	128	13	different	different	ADJ
bracis-19095	128	14	sizes	size	NOUN
bracis-19095	128	15	and	and	CCONJ
bracis-19095	128	16	different	different	ADJ
bracis-19095	128	17	types	type	NOUN
bracis-19095	128	18	of	of	ADP
bracis-19095	128	19	entities	entity	NOUN
bracis-19095	128	20	in	in	ADP
bracis-19095	128	21	order	order	NOUN
bracis-19095	128	22	to	to	PART
bracis-19095	128	23	evaluate	evaluate	VERB
bracis-19095	128	24	our	our	PRON
bracis-19095	128	25	methodology	methodology	NOUN
bracis-19095	128	26	.	.	PUNCT
bracis-19095	129	1	as	as	SCONJ
bracis-19095	129	2	our	our	PRON
bracis-19095	129	3	experiments	experiment	NOUN
bracis-19095	129	4	show	show	VERB
bracis-19095	129	5	,	,	PUNCT
bracis-19095	129	6	in	in	ADP
bracis-19095	129	7	spite	spite	NOUN
bracis-19095	129	8	of	of	ADP
bracis-19095	129	9	an	an	DET
bracis-19095	129	10	increase	increase	NOUN
bracis-19095	129	11	of	of	ADP
bracis-19095	129	12	f1	f1	NOUN
bracis-19095	129	13	-	-	PUNCT
bracis-19095	129	14	score	score	NOUN
bracis-19095	129	15	in	in	ADP
bracis-19095	129	16	17	17	NUM
bracis-19095	129	17	of	of	ADP
bracis-19095	129	18	the	the	DET
bracis-19095	129	19	32	32	NUM
bracis-19095	129	20	cases	case	NOUN
bracis-19095	129	21	,	,	PUNCT
bracis-19095	129	22	the	the	DET
bracis-19095	129	23	way	way	NOUN
bracis-19095	129	24	external	external	ADJ
bracis-19095	129	25	knowledge	knowledge	NOUN
bracis-19095	129	26	was	be	AUX
bracis-19095	129	27	integrated	integrate	VERB
bracis-19095	129	28	to	to	ADP
bracis-19095	129	29	the	the	DET
bracis-19095	129	30	model	model	NOUN
bracis-19095	129	31	did	do	AUX
bracis-19095	129	32	not	not	PART
bracis-19095	129	33	bring	bring	VERB
bracis-19095	129	34	much	much	ADJ
bracis-19095	129	35	gains	gain	NOUN
bracis-19095	129	36	,	,	PUNCT
bracis-19095	129	37	most	most	ADJ
bracis-19095	129	38	of	of	ADP
bracis-19095	129	39	them	they	PRON
bracis-19095	129	40	being	be	AUX
bracis-19095	129	41	lesser	less	ADJ
bracis-19095	129	42	than	than	ADP
bracis-19095	129	43	0.5	0.5	NUM
bracis-19095	129	44	%	%	NOUN
bracis-19095	129	45	,	,	PUNCT
bracis-19095	129	46	and	and	CCONJ
bracis-19095	129	47	in	in	ADP
bracis-19095	129	48	some	some	DET
bracis-19095	129	49	datasets	dataset	NOUN
bracis-19095	129	50	the	the	DET
bracis-19095	129	51	results	result	NOUN
bracis-19095	129	52	were	be	AUX
bracis-19095	129	53	a	a	DET
bracis-19095	129	54	way	way	NOUN
bracis-19095	129	55	below	below	ADP
bracis-19095	129	56	the	the	DET
bracis-19095	129	57	state	state	NOUN
bracis-19095	129	58	-	-	PUNCT
bracis-19095	129	59	of	of	ADP
bracis-19095	129	60	-	-	PUNCT
bracis-19095	129	61	art	art	NOUN
bracis-19095	129	62	methods	method	NOUN
bracis-19095	129	63	(	(	PUNCT
bracis-19095	129	64	for	for	ADP
bracis-19095	129	65	the	the	DET
bracis-19095	129	66	values	value	NOUN
bracis-19095	129	67	stated	state	VERB
bracis-19095	129	68	by	by	ADP
bracis-19095	129	69	the	the	DET
bracis-19095	129	70	authors	author	NOUN
bracis-19095	129	71	in	in	ADP
bracis-19095	129	72	their	their	PRON
bracis-19095	129	73	papers	paper	NOUN
bracis-19095	129	74	)	)	PUNCT
bracis-19095	129	75	.	.	PUNCT
bracis-19095	130	1	this	this	PRON
bracis-19095	130	2	may	may	AUX
bracis-19095	130	3	be	be	AUX
bracis-19095	130	4	explained	explain	VERB
bracis-19095	130	5	because	because	SCONJ
bracis-19095	130	6	we	we	PRON
bracis-19095	130	7	have	have	AUX
bracis-19095	130	8	n’t	not	PART
bracis-19095	130	9	made	make	VERB
bracis-19095	130	10	any	any	DET
bracis-19095	130	11	hyper	hyper	ADJ
bracis-19095	130	12	-	-	ADJ
bracis-19095	130	13	parameter	parameter	ADJ
bracis-19095	130	14	optimization	optimization	NOUN
bracis-19095	130	15	,	,	PUNCT
bracis-19095	130	16	which	which	PRON
bracis-19095	130	17	may	may	AUX
bracis-19095	130	18	have	have	AUX
bracis-19095	130	19	led	lead	VERB
bracis-19095	130	20	the	the	DET
bracis-19095	130	21	model	model	NOUN
bracis-19095	130	22	to	to	PART
bracis-19095	130	23	suffer	suffer	VERB
bracis-19095	130	24	from	from	ADP
bracis-19095	130	25	overfit	overfit	NOUN
bracis-19095	130	26	,	,	PUNCT
bracis-19095	130	27	and	and	CCONJ
bracis-19095	130	28	underfit	underfit	VERB
bracis-19095	130	29	in	in	ADP
bracis-19095	130	30	the	the	DET
bracis-19095	130	31	case	case	NOUN
bracis-19095	130	32	of	of	ADP
bracis-19095	130	33	ontonotes5	ontonotes5	PROPN
bracis-19095	130	34	,	,	PUNCT
bracis-19095	130	35	where	where	SCONJ
bracis-19095	130	36	there	there	PRON
bracis-19095	130	37	was	be	VERB
bracis-19095	130	38	an	an	DET
bracis-19095	130	39	increase	increase	NOUN
bracis-19095	130	40	of	of	ADP
bracis-19095	130	41	11.8	11.8	NUM
bracis-19095	130	42	%	%	NOUN
bracis-19095	130	43	in	in	ADP
bracis-19095	130	44	one	one	NUM
bracis-19095	130	45	scenario	scenario	NOUN
bracis-19095	130	46	.	.	PUNCT
bracis-19095	131	1	another	another	DET
bracis-19095	131	2	point	point	NOUN
bracis-19095	131	3	to	to	PART
bracis-19095	131	4	consider	consider	VERB
bracis-19095	131	5	in	in	ADP
bracis-19095	131	6	the	the	DET
bracis-19095	131	7	gap	gap	NOUN
bracis-19095	131	8	between	between	ADP
bracis-19095	131	9	our	our	PRON
bracis-19095	131	10	results	result	NOUN
bracis-19095	131	11	and	and	CCONJ
bracis-19095	131	12	the	the	DET
bracis-19095	131	13	state	state	NOUN
bracis-19095	131	14	-	-	PUNCT
bracis-19095	131	15	of	of	ADP
bracis-19095	131	16	-	-	PUNCT
bracis-19095	131	17	art	art	NOUN
bracis-19095	131	18	is	be	AUX
bracis-19095	131	19	the	the	DET
bracis-19095	131	20	choice	choice	NOUN
bracis-19095	131	21	of	of	ADP
bracis-19095	131	22	word	word	NOUN
bracis-19095	131	23	embeddings	embedding	NOUN
bracis-19095	131	24	:	:	PUNCT
bracis-19095	131	25	while	while	SCONJ
bracis-19095	131	26	our	our	PRON
bracis-19095	131	27	choice	choice	NOUN
bracis-19095	131	28	was	be	AUX
bracis-19095	131	29	to	to	PART
bracis-19095	131	30	use	use	VERB
bracis-19095	131	31	glove	glove	NOUN
bracis-19095	131	32	word	word	NOUN
bracis-19095	131	33	embeddings	embedding	NOUN
bracis-19095	131	34	,	,	PUNCT
bracis-19095	131	35	most	most	ADV
bracis-19095	131	36	recent	recent	ADJ
bracis-19095	131	37	works	work	NOUN
bracis-19095	131	38	use	use	VERB
bracis-19095	131	39	embeddings	embedding	NOUN
bracis-19095	131	40	that	that	PRON
bracis-19095	131	41	better	well	ADV
bracis-19095	131	42	capture	capture	VERB
bracis-19095	131	43	the	the	DET
bracis-19095	131	44	context	context	NOUN
bracis-19095	131	45	of	of	ADP
bracis-19095	131	46	words	word	NOUN
bracis-19095	131	47	.	.	PUNCT
bracis-19095	132	1	it	it	PRON
bracis-19095	132	2	is	be	AUX
bracis-19095	132	3	important	important	ADJ
bracis-19095	132	4	to	to	PART
bracis-19095	132	5	note	note	VERB
bracis-19095	132	6	that	that	SCONJ
bracis-19095	132	7	we	we	PRON
bracis-19095	132	8	have	have	AUX
bracis-19095	132	9	n’t	not	PART
bracis-19095	132	10	reproduced	reproduce	VERB
bracis-19095	132	11	the	the	DET
bracis-19095	132	12	state	state	NOUN
bracis-19095	132	13	-	-	PUNCT
bracis-19095	132	14	of	of	ADP
bracis-19095	132	15	-	-	PUNCT
bracis-19095	132	16	art	art	NOUN
bracis-19095	132	17	methods	method	NOUN
bracis-19095	132	18	.	.	PUNCT
bracis-19095	133	1	although	although	SCONJ
bracis-19095	133	2	we	we	PRON
bracis-19095	133	3	did	do	AUX
bracis-19095	133	4	not	not	PART
bracis-19095	133	5	achieve	achieve	VERB
bracis-19095	133	6	state	state	NOUN
bracis-19095	133	7	-	-	PUNCT
bracis-19095	133	8	of	of	ADP
bracis-19095	133	9	-	-	PUNCT
bracis-19095	133	10	art	art	NOUN
bracis-19095	133	11	results	result	NOUN
bracis-19095	133	12	,	,	PUNCT
bracis-19095	133	13	we	we	PRON
bracis-19095	133	14	were	be	AUX
bracis-19095	133	15	still	still	ADV
bracis-19095	133	16	able	able	ADJ
bracis-19095	133	17	to	to	PART
bracis-19095	133	18	check	check	VERB
bracis-19095	133	19	the	the	DET
bracis-19095	133	20	impact	impact	NOUN
bracis-19095	133	21	of	of	ADP
bracis-19095	133	22	the	the	DET
bracis-19095	133	23	addition	addition	NOUN
bracis-19095	133	24	of	of	ADP
bracis-19095	133	25	external	external	ADJ
bracis-19095	133	26	knowledge	knowledge	NOUN
bracis-19095	133	27	in	in	ADP
bracis-19095	133	28	the	the	DET
bracis-19095	133	29	used	use	VERB
bracis-19095	133	30	neural	neural	ADJ
bracis-19095	133	31	models	model	NOUN
bracis-19095	133	32	.	.	PUNCT
bracis-19095	134	1	the	the	DET
bracis-19095	134	2	results	result	NOUN
bracis-19095	134	3	and	and	CCONJ
bracis-19095	134	4	discussion	discussion	NOUN
bracis-19095	134	5	show	show	VERB
bracis-19095	134	6	that	that	SCONJ
bracis-19095	134	7	the	the	DET
bracis-19095	134	8	results	result	NOUN
bracis-19095	134	9	of	of	ADP
bracis-19095	134	10	adding	add	VERB
bracis-19095	134	11	external	external	ADJ
bracis-19095	134	12	knowledge	knowledge	NOUN
bracis-19095	134	13	are	be	AUX
bracis-19095	134	14	strongly	strongly	ADV
bracis-19095	134	15	linked	link	VERB
bracis-19095	134	16	to	to	ADP
bracis-19095	134	17	what	what	DET
bracis-19095	134	18	information	information	NOUN
bracis-19095	134	19	is	be	AUX
bracis-19095	134	20	used	use	VERB
bracis-19095	134	21	,	,	PUNCT
bracis-19095	134	22	as	as	ADV
bracis-19095	134	23	well	well	ADV
bracis-19095	134	24	as	as	ADP
bracis-19095	134	25	how	how	SCONJ
bracis-19095	134	26	it	it	PRON
bracis-19095	134	27	is	be	AUX
bracis-19095	134	28	used	use	VERB
bracis-19095	134	29	.	.	PUNCT
bracis-19095	135	1	we	we	PRON
bracis-19095	135	2	conjecture	conjecture	VERB
bracis-19095	135	3	that	that	SCONJ
bracis-19095	135	4	in	in	ADP
bracis-19095	135	5	some	some	DET
bracis-19095	135	6	cases	case	NOUN
bracis-19095	135	7	the	the	DET
bracis-19095	135	8	information	information	NOUN
bracis-19095	135	9	present	present	ADJ
bracis-19095	135	10	in	in	ADP
bracis-19095	135	11	external	external	ADJ
bracis-19095	135	12	bases	basis	NOUN
bracis-19095	135	13	may	may	AUX
bracis-19095	135	14	be	be	AUX
bracis-19095	135	15	already	already	ADV
bracis-19095	135	16	integrated	integrate	VERB
bracis-19095	135	17	on	on	ADP
bracis-19095	135	18	the	the	DET
bracis-19095	135	19	word	word	NOUN
bracis-19095	135	20	representations	representation	NOUN
bracis-19095	135	21	,	,	PUNCT
bracis-19095	135	22	especially	especially	ADV
bracis-19095	135	23	when	when	SCONJ
bracis-19095	135	24	the	the	DET
bracis-19095	135	25	embeddings	embedding	NOUN
bracis-19095	135	26	training	training	NOUN
bracis-19095	135	27	set	set	NOUN
bracis-19095	135	28	and	and	CCONJ
bracis-19095	135	29	the	the	DET
bracis-19095	135	30	knowledge	knowledge	NOUN
bracis-19095	135	31	base	base	PROPN
bracis-19095	135	32	share	share	VERB
bracis-19095	135	33	common	common	ADJ
bracis-19095	135	34	data	datum	NOUN
bracis-19095	135	35	.	.	PUNCT
bracis-19095	136	1	this	this	DET
bracis-19095	136	2	way	way	NOUN
bracis-19095	136	3	,	,	PUNCT
bracis-19095	136	4	adding	add	VERB
bracis-19095	136	5	external	external	ADJ
bracis-19095	136	6	knowledge	knowledge	NOUN
bracis-19095	136	7	to	to	ADP
bracis-19095	136	8	the	the	DET
bracis-19095	136	9	models	model	NOUN
bracis-19095	136	10	does	do	AUX
bracis-19095	136	11	not	not	PART
bracis-19095	136	12	always	always	ADV
bracis-19095	136	13	improve	improve	VERB
bracis-19095	136	14	the	the	DET
bracis-19095	136	15	results	result	NOUN
bracis-19095	136	16	,	,	PUNCT
bracis-19095	136	17	and	and	CCONJ
bracis-19095	136	18	can	can	AUX
bracis-19095	136	19	even	even	ADV
bracis-19095	136	20	lead	lead	VERB
bracis-19095	136	21	to	to	ADP
bracis-19095	136	22	performance	performance	NOUN
bracis-19095	136	23	decreases	decrease	NOUN
bracis-19095	136	24	.	.	PUNCT
bracis-19095	137	1	so	so	ADV
bracis-19095	137	2	,	,	PUNCT
bracis-19095	137	3	in	in	ADP
bracis-19095	137	4	order	order	NOUN
bracis-19095	137	5	to	to	PART
bracis-19095	137	6	integrate	integrate	VERB
bracis-19095	137	7	external	external	ADJ
bracis-19095	137	8	knowledge	knowledge	NOUN
bracis-19095	137	9	,	,	PUNCT
bracis-19095	137	10	a	a	DET
bracis-19095	137	11	deep	deep	ADJ
bracis-19095	137	12	analysis	analysis	NOUN
bracis-19095	137	13	is	be	AUX
bracis-19095	137	14	needed	need	VERB
bracis-19095	137	15	to	to	PART
bracis-19095	137	16	capture	capture	VERB
bracis-19095	137	17	all	all	DET
bracis-19095	137	18	the	the	DET
bracis-19095	137	19	semantic	semantic	ADJ
bracis-19095	137	20	present	present	NOUN
bracis-19095	137	21	in	in	ADP
bracis-19095	137	22	external	external	ADJ
bracis-19095	137	23	knowledge	knowledge	NOUN
bracis-19095	137	24	bases	basis	NOUN
bracis-19095	137	25	.	.	PUNCT
bracis-19095	138	1	notes	note	VERB
bracis-19095	138	2	1.https://developers.google.com/freebase/.	1.https://developers.google.com/freebase/.	NUM
bracis-19095	138	3	references	reference	NOUN
bracis-19095	138	4	akbik	akbik	PROPN
bracis-19095	138	5	,	,	PUNCT
bracis-19095	138	6	a.	a.	NOUN
bracis-19095	138	7	,	,	PUNCT
bracis-19095	138	8	blythe	blythe	PROPN
bracis-19095	138	9	,	,	PUNCT
bracis-19095	138	10	d.	d.	PROPN
bracis-19095	138	11	,	,	PUNCT
bracis-19095	138	12	vollgraf	vollgraf	PROPN
bracis-19095	138	13	,	,	PUNCT
bracis-19095	138	14	r.	r.	PROPN
bracis-19095	138	15	:	:	PUNCT
bracis-19095	138	16	contextual	contextual	ADJ
bracis-19095	138	17	string	string	NOUN
bracis-19095	138	18	embeddings	embedding	NOUN
bracis-19095	138	19	for	for	ADP
bracis-19095	138	20	sequence	sequence	NOUN
bracis-19095	138	21	labeling	labeling	NOUN
bracis-19095	138	22	.	.	PUNCT
bracis-19095	139	1	in	in	ADP
bracis-19095	139	2	:	:	PUNCT
bracis-19095	139	3	proceedings	proceeding	NOUN
bracis-19095	139	4	of	of	ADP
bracis-19095	139	5	the	the	DET
bracis-19095	139	6	27th	27th	ADJ
bracis-19095	139	7	international	international	ADJ
bracis-19095	139	8	conference	conference	NOUN
bracis-19095	139	9	on	on	ADP
bracis-19095	139	10	computational	computational	ADJ
bracis-19095	139	11	linguistics	linguistic	NOUN
bracis-19095	139	12	,	,	PUNCT
bracis-19095	139	13	santa	santa	PROPN
bracis-19095	139	14	fe	fe	PROPN
bracis-19095	139	15	,	,	PUNCT
bracis-19095	139	16	new	new	PROPN
bracis-19095	139	17	mexico	mexico	PROPN
bracis-19095	139	18	,	,	PUNCT
bracis-19095	139	19	usa	usa	PROPN
bracis-19095	139	20	,	,	PUNCT
bracis-19095	139	21	pp	pp	PROPN
bracis-19095	139	22	.	.	PUNCT
bracis-19095	139	23	1638–1649	1638–1649	NUM
bracis-19095	139	24	.	.	PUNCT
bracis-19095	139	25	association	association	NOUN
bracis-19095	139	26	for	for	ADP
bracis-19095	139	27	computational	computational	ADJ
bracis-19095	139	28	linguistics	linguistic	NOUN
bracis-19095	139	29	(	(	PUNCT
bracis-19095	139	30	august	august	PROPN
bracis-19095	139	31	2018	2018	NUM
bracis-19095	139	32	)	)	PUNCT
bracis-19095	139	33	.	.	PUNCT
bracis-19095	140	1	https://www.aclweb.org/anthology/c18-1139	https://www.aclweb.org/anthology/c18-1139	PUNCT
bracis-19095	140	2	baevski	baevski	NOUN
bracis-19095	140	3	,	,	PUNCT
bracis-19095	140	4	a.	a.	NOUN
bracis-19095	140	5	,	,	PUNCT
bracis-19095	140	6	edunov	edunov	PROPN
bracis-19095	140	7	,	,	PUNCT
bracis-19095	140	8	s.	s.	PROPN
bracis-19095	140	9	,	,	PUNCT
bracis-19095	140	10	liu	liu	PROPN
bracis-19095	140	11	,	,	PUNCT
bracis-19095	140	12	y.	y.	PROPN
bracis-19095	140	13	,	,	PUNCT
bracis-19095	140	14	zettlemoyer	zettlemoyer	NOUN
bracis-19095	140	15	,	,	PUNCT
bracis-19095	140	16	l.	l.	PROPN
bracis-19095	140	17	,	,	PUNCT
bracis-19095	140	18	auli	auli	PROPN
bracis-19095	140	19	,	,	PUNCT
bracis-19095	140	20	m.	m.	NOUN
bracis-19095	140	21	:	:	PUNCT
bracis-19095	140	22	cloze	cloze	NOUN
bracis-19095	140	23	-	-	PUNCT
bracis-19095	140	24	driven	drive	VERB
bracis-19095	140	25	pretraining	pretraining	NOUN
bracis-19095	140	26	of	of	ADP
bracis-19095	140	27	self	self	NOUN
bracis-19095	140	28	-	-	PUNCT
bracis-19095	140	29	attention	attention	NOUN
bracis-19095	140	30	networks	network	NOUN
bracis-19095	140	31	.	.	PUNCT
bracis-19095	141	1	in	in	ADP
bracis-19095	141	2	:	:	PUNCT
bracis-19095	141	3	proceedings	proceeding	NOUN
bracis-19095	141	4	of	of	ADP
bracis-19095	141	5	the	the	DET
bracis-19095	141	6	2019	2019	NUM
bracis-19095	141	7	conference	conference	NOUN
bracis-19095	141	8	on	on	ADP
bracis-19095	141	9	empirical	empirical	ADJ
bracis-19095	141	10	methods	method	NOUN
bracis-19095	141	11	in	in	ADP
bracis-19095	141	12	natural	natural	ADJ
bracis-19095	141	13	language	language	NOUN
bracis-19095	141	14	processing	processing	NOUN
bracis-19095	141	15	and	and	CCONJ
bracis-19095	141	16	the	the	DET
bracis-19095	141	17	9th	9th	ADJ
bracis-19095	141	18	international	international	ADJ
bracis-19095	141	19	joint	joint	ADJ
bracis-19095	141	20	conference	conference	NOUN
bracis-19095	141	21	on	on	ADP
bracis-19095	141	22	natural	natural	ADJ
bracis-19095	141	23	language	language	NOUN
bracis-19095	141	24	processing	processing	NOUN
bracis-19095	141	25	(	(	PUNCT
bracis-19095	141	26	emnlp	emnlp	NOUN
bracis-19095	141	27	-	-	PUNCT
bracis-19095	141	28	ijcnlp	ijcnlp	NOUN
bracis-19095	141	29	)	)	PUNCT
bracis-19095	141	30	,	,	PUNCT
bracis-19095	141	31	hong	hong	PROPN
bracis-19095	141	32	kong	kong	PROPN
bracis-19095	141	33	,	,	PUNCT
bracis-19095	141	34	china	china	PROPN
bracis-19095	141	35	,	,	PUNCT
bracis-19095	141	36	pp	pp	PROPN
bracis-19095	141	37	.	.	PUNCT
bracis-19095	141	38	5360–5369	5360–5369	NUM
bracis-19095	141	39	.	.	PUNCT
bracis-19095	142	1	association	association	NOUN
bracis-19095	142	2	for	for	ADP
bracis-19095	142	3	computational	computational	ADJ
bracis-19095	142	4	linguistics	linguistic	NOUN
bracis-19095	142	5	(	(	PUNCT
bracis-19095	142	6	november	november	PROPN
bracis-19095	142	7	2019	2019	NUM
bracis-19095	142	8	)	)	PUNCT
bracis-19095	142	9	.	.	PUNCT
bracis-19095	143	1	https://doi.org/10.18653/v1/d19-1539	https://doi.org/10.18653/v1/d19-1539	NOUN
bracis-19095	143	2	.	.	PUNCT
bracis-19095	144	1	https://www.aclweb.org/anthology/d19-1539	https://www.aclweb.org/anthology/d19-1539	NOUN
bracis-19095	144	2	bojanowski	bojanowski	VERB
bracis-19095	144	3	,	,	PUNCT
bracis-19095	144	4	p.	p.	NOUN
bracis-19095	144	5	,	,	PUNCT
bracis-19095	144	6	grave	grave	NOUN
bracis-19095	144	7	,	,	PUNCT
bracis-19095	144	8	e.	e.	PROPN
bracis-19095	144	9	,	,	PUNCT
bracis-19095	144	10	joulin	joulin	PROPN
bracis-19095	144	11	,	,	PUNCT
bracis-19095	144	12	a.	a.	NOUN
bracis-19095	144	13	,	,	PUNCT
bracis-19095	144	14	mikolov	mikolov	ADV
bracis-19095	144	15	,	,	PUNCT
bracis-19095	144	16	t.	t.	PROPN
bracis-19095	144	17	:	:	PUNCT
bracis-19095	144	18	enriching	enrich	VERB
bracis-19095	144	19	word	word	NOUN
bracis-19095	144	20	vectors	vector	NOUN
bracis-19095	144	21	with	with	ADP
bracis-19095	144	22	subword	subword	PROPN
bracis-19095	144	23	information	information	PROPN
bracis-19095	144	24	.	.	PUNCT
bracis-19095	145	1	trans	trans	PROPN
bracis-19095	145	2	.	.	PUNCT
bracis-19095	146	1	assoc	assoc	PROPN
bracis-19095	146	2	.	.	PUNCT
bracis-19095	146	3	computat	computat	PROPN
bracis-19095	146	4	.	.	PUNCT
bracis-19095	147	1	linguist	linguist	NOUN
bracis-19095	147	2	.	.	PUNCT
bracis-19095	148	1	5	5	NUM
bracis-19095	148	2	,	,	PUNCT
bracis-19095	148	3	135–146	135–146	NUM
bracis-19095	148	4	(	(	PUNCT
bracis-19095	148	5	2017	2017	NUM
bracis-19095	148	6	)	)	PUNCT
bracis-19095	148	7	.	.	PUNCT
bracis-19095	149	1	https://doi.org/10.1162/tacl_a_00051	https://doi.org/10.1162/tacl_a_00051	PROPN
bracis-19095	149	2	.	.	PUNCT
bracis-19095	150	1	https://www.aclweb.org/anthology/q17-1010	https://www.aclweb.org/anthology/q17-1010	X
bracis-19095	150	2	bordes	bordes	PROPN
bracis-19095	150	3	,	,	PUNCT
bracis-19095	150	4	a.	a.	NOUN
bracis-19095	150	5	,	,	PUNCT
bracis-19095	150	6	usunier	usunier	PROPN
bracis-19095	150	7	,	,	PUNCT
bracis-19095	150	8	n.	n.	NOUN
bracis-19095	150	9	,	,	PUNCT
bracis-19095	150	10	garcia	garcia	PROPN
bracis-19095	150	11	-	-	PUNCT
bracis-19095	150	12	durán	durán	PROPN
bracis-19095	150	13	,	,	PUNCT
bracis-19095	150	14	a.	a.	PROPN
bracis-19095	150	15	,	,	PUNCT
bracis-19095	150	16	weston	weston	PROPN
bracis-19095	150	17	,	,	PUNCT
bracis-19095	150	18	j.	j.	PROPN
bracis-19095	150	19	,	,	PUNCT
bracis-19095	150	20	yakhnenko	yakhnenko	PROPN
bracis-19095	150	21	,	,	PUNCT
bracis-19095	150	22	o.	o.	NOUN
bracis-19095	150	23	:	:	PUNCT
bracis-19095	150	24	translating	translate	VERB
bracis-19095	150	25	embeddings	embedding	NOUN
bracis-19095	150	26	for	for	ADP
bracis-19095	150	27	modeling	model	VERB
bracis-19095	150	28	multi	multi	ADJ
bracis-19095	150	29	-	-	ADJ
bracis-19095	150	30	relational	relational	ADJ
bracis-19095	150	31	data	datum	NOUN
bracis-19095	150	32	.	.	PUNCT
bracis-19095	151	1	in	in	ADP
bracis-19095	151	2	:	:	PUNCT
bracis-19095	151	3	proceedings	proceeding	NOUN
bracis-19095	151	4	of	of	ADP
bracis-19095	151	5	the	the	DET
bracis-19095	151	6	26th	26th	ADJ
bracis-19095	151	7	international	international	ADJ
bracis-19095	151	8	conference	conference	NOUN
bracis-19095	151	9	on	on	ADP
bracis-19095	151	10	neural	neural	ADJ
bracis-19095	151	11	information	information	NOUN
bracis-19095	151	12	processing	processing	NOUN
bracis-19095	151	13	systems	system	NOUN
bracis-19095	151	14	,	,	PUNCT
bracis-19095	151	15	nips	nip	NOUN
bracis-19095	151	16	2013	2013	NUM
bracis-19095	151	17	,	,	PUNCT
bracis-19095	151	18	vol	vol	NOUN
bracis-19095	151	19	.	.	PROPN
bracis-19095	151	20	2	2	NUM
bracis-19095	151	21	,	,	PUNCT
bracis-19095	151	22	pp	pp	ADJ
bracis-19095	151	23	.	.	PUNCT
bracis-19095	151	24	2787–2795	2787–2795	NUM
bracis-19095	151	25	.	.	PUNCT
bracis-19095	152	1	curran	curran	PROPN
bracis-19095	152	2	associates	associates	PROPN
bracis-19095	152	3	inc	inc	PROPN
bracis-19095	152	4	.	.	PROPN
bracis-19095	152	5	,	,	PUNCT
bracis-19095	152	6	red	red	ADJ
bracis-19095	152	7	hook	hook	NOUN
bracis-19095	152	8	(	(	PUNCT
bracis-19095	152	9	2013	2013	NUM
bracis-19095	152	10	)	)	PUNCT
bracis-19095	152	11	.	.	PUNCT
bracis-19095	153	1	https://doi.org/10.5555/2999792.2999923	https://doi.org/10.5555/2999792.2999923	PROPN
bracis-19095	154	1	chiu	chiu	PROPN
bracis-19095	154	2	,	,	PUNCT
bracis-19095	154	3	j.p	j.p	PROPN
bracis-19095	154	4	.	.	PROPN
bracis-19095	154	5	,	,	PUNCT
bracis-19095	154	6	nichols	nichols	PROPN
bracis-19095	154	7	,	,	PUNCT
bracis-19095	154	8	e.	e.	PROPN
bracis-19095	154	9	:	:	PUNCT
bracis-19095	154	10	named	name	VERB
bracis-19095	154	11	entity	entity	NOUN
bracis-19095	154	12	recognition	recognition	NOUN
bracis-19095	154	13	with	with	ADP
bracis-19095	154	14	bidirectional	bidirectional	ADJ
bracis-19095	154	15	lstm	lstm	NOUN
bracis-19095	154	16	-	-	PUNCT
bracis-19095	154	17	cnns	cnns	PROPN
bracis-19095	154	18	.	.	PUNCT
bracis-19095	155	1	trans	trans	PROPN
bracis-19095	155	2	.	.	PUNCT
bracis-19095	156	1	assoc	assoc	PROPN
bracis-19095	156	2	.	.	PUNCT
bracis-19095	157	1	comput	comput	PROPN
bracis-19095	157	2	.	.	PUNCT
bracis-19095	158	1	linguist	linguist	NOUN
bracis-19095	158	2	.	.	PUNCT
bracis-19095	159	1	4	4	NUM
bracis-19095	159	2	,	,	PUNCT
bracis-19095	159	3	357–370	357–370	NUM
bracis-19095	159	4	(	(	PUNCT
bracis-19095	159	5	2016	2016	NUM
bracis-19095	159	6	)	)	PUNCT
bracis-19095	159	7	.	.	PUNCT
bracis-19095	160	1	https://www.aclweb.org/anthology/q16-1026	https://www.aclweb.org/anthology/q16-1026	PROPN
bracis-19095	160	2	collobert	collobert	PROPN
bracis-19095	160	3	,	,	PUNCT
bracis-19095	160	4	r.	r.	PROPN
bracis-19095	160	5	,	,	PUNCT
bracis-19095	160	6	weston	weston	PROPN
bracis-19095	160	7	,	,	PUNCT
bracis-19095	160	8	j.	j.	PROPN
bracis-19095	160	9	,	,	PUNCT
bracis-19095	160	10	bottou	bottou	PROPN
bracis-19095	160	11	,	,	PUNCT
bracis-19095	160	12	l.	l.	PROPN
bracis-19095	160	13	,	,	PUNCT
bracis-19095	160	14	karlen	karlen	PROPN
bracis-19095	160	15	,	,	PUNCT
bracis-19095	160	16	m.	m.	NOUN
bracis-19095	160	17	,	,	PUNCT
bracis-19095	160	18	kavukcuoglu	kavukcuoglu	PROPN
bracis-19095	160	19	,	,	PUNCT
bracis-19095	160	20	k.	k.	PROPN
bracis-19095	160	21	,	,	PUNCT
bracis-19095	160	22	kuksa	kuksa	PROPN
bracis-19095	160	23	,	,	PUNCT
bracis-19095	160	24	p.	p.	NOUN
bracis-19095	160	25	:	:	PUNCT
bracis-19095	160	26	natural	natural	ADJ
bracis-19095	160	27	language	language	NOUN
bracis-19095	160	28	processing	processing	NOUN
bracis-19095	160	29	(	(	PUNCT
bracis-19095	160	30	almost	almost	ADV
bracis-19095	160	31	)	)	PUNCT
bracis-19095	160	32	from	from	ADP
bracis-19095	160	33	scratch	scratch	NOUN
bracis-19095	160	34	.	.	PUNCT
bracis-19095	161	1	j.	j.	PROPN
bracis-19095	161	2	mach	mach	PROPN
bracis-19095	161	3	.	.	PUNCT
bracis-19095	162	1	learn	learn	VERB
bracis-19095	162	2	.	.	PUNCT
bracis-19095	163	1	res	re	NOUN
bracis-19095	163	2	.	.	PROPN
bracis-19095	164	1	12	12	NUM
bracis-19095	164	2	,	,	PUNCT
bracis-19095	164	3	2493–2537	2493–2537	NUM
bracis-19095	164	4	(	(	PUNCT
bracis-19095	164	5	2011	2011	NUM
bracis-19095	164	6	)	)	PUNCT
bracis-19095	164	7	.	.	PUNCT
bracis-19095	165	1	https://doi.org/10.5555/1953048.2078186	https://doi.org/10.5555/1953048.2078186	PROPN
bracis-19095	165	2	devlin	devlin	PROPN
bracis-19095	165	3	,	,	PUNCT
bracis-19095	165	4	j.	j.	PROPN
bracis-19095	165	5	,	,	PUNCT
bracis-19095	165	6	chang	chang	PROPN
bracis-19095	165	7	,	,	PUNCT
bracis-19095	165	8	m.w	m.w	PROPN
bracis-19095	165	9	.	.	PROPN
bracis-19095	165	10	,	,	PUNCT
bracis-19095	165	11	lee	lee	PROPN
bracis-19095	165	12	,	,	PUNCT
bracis-19095	165	13	k.	k.	PROPN
bracis-19095	165	14	,	,	PUNCT
bracis-19095	165	15	toutanova	toutanova	PROPN
bracis-19095	165	16	,	,	PUNCT
bracis-19095	165	17	k.	k.	PROPN
bracis-19095	165	18	:	:	PUNCT
bracis-19095	166	1	bert	bert	PROPN
bracis-19095	166	2	:	:	PUNCT
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bracis-19095	166	4	-	-	NOUN
bracis-19095	166	5	training	training	NOUN
bracis-19095	166	6	of	of	ADP
bracis-19095	166	7	deep	deep	ADJ
bracis-19095	166	8	bidirectional	bidirectional	ADJ
bracis-19095	166	9	transformers	transformer	NOUN
bracis-19095	166	10	for	for	ADP
bracis-19095	166	11	language	language	NOUN
bracis-19095	166	12	understanding	understanding	NOUN
bracis-19095	166	13	.	.	PUNCT
bracis-19095	167	1	in	in	ADP
bracis-19095	167	2	:	:	PUNCT
bracis-19095	167	3	proceedings	proceeding	NOUN
bracis-19095	167	4	of	of	ADP
bracis-19095	167	5	the	the	DET
bracis-19095	167	6	2019	2019	NUM
bracis-19095	167	7	conference	conference	NOUN
bracis-19095	167	8	of	of	ADP
bracis-19095	167	9	the	the	DET
bracis-19095	167	10	north	north	ADJ
bracis-19095	167	11	american	american	ADJ
bracis-19095	167	12	chapter	chapter	NOUN
bracis-19095	167	13	of	of	ADP
bracis-19095	167	14	the	the	DET
bracis-19095	167	15	association	association	NOUN
bracis-19095	167	16	for	for	ADP
bracis-19095	167	17	computational	computational	ADJ
bracis-19095	167	18	linguistics	linguistic	NOUN
bracis-19095	167	19	:	:	PUNCT
bracis-19095	167	20	human	human	ADJ
bracis-19095	167	21	language	language	NOUN
bracis-19095	167	22	technologies	technology	NOUN
bracis-19095	167	23	,	,	PUNCT
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bracis-19095	167	25	,	,	PUNCT
bracis-19095	167	26	minnesota	minnesota	PROPN
bracis-19095	167	27	,	,	PUNCT
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bracis-19095	167	29	1	1	NUM
bracis-19095	167	30	(	(	PUNCT
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bracis-19095	167	32	and	and	CCONJ
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bracis-19095	167	38	.	.	PUNCT
bracis-19095	168	1	4171–4186	4171–4186	NUM
bracis-19095	168	2	.	.	PUNCT
bracis-19095	169	1	association	association	NOUN
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bracis-19095	169	3	computational	computational	ADJ
bracis-19095	169	4	linguistics	linguistic	NOUN
bracis-19095	169	5	(	(	PUNCT
bracis-19095	169	6	june	june	PROPN
bracis-19095	169	7	2019	2019	NUM
bracis-19095	169	8	)	)	PUNCT
bracis-19095	169	9	.	.	PUNCT
bracis-19095	170	1	https://doi.org/10.18653/v1/n19-1423	https://doi.org/10.18653/v1/n19-1423	PROPN
bracis-19095	170	2	.	.	PUNCT
bracis-19095	170	3	https://www.aclweb.org/anthology/n19-1423	https://www.aclweb.org/anthology/n19-1423	X
bracis-19095	170	4	ding	ding	PROPN
bracis-19095	170	5	,	,	PUNCT
bracis-19095	170	6	r.	r.	PROPN
bracis-19095	170	7	,	,	PUNCT
bracis-19095	170	8	xie	xie	PROPN
bracis-19095	170	9	,	,	PUNCT
bracis-19095	170	10	p.	p.	PROPN
bracis-19095	170	11	,	,	PUNCT
bracis-19095	170	12	zhang	zhang	PROPN
bracis-19095	170	13	,	,	PUNCT
bracis-19095	170	14	x.	x.	PROPN
bracis-19095	170	15	,	,	PUNCT
bracis-19095	170	16	lu	lu	PROPN
bracis-19095	170	17	,	,	PUNCT
bracis-19095	170	18	w.	w.	PROPN
bracis-19095	170	19	,	,	PUNCT
bracis-19095	170	20	li	li	PROPN
bracis-19095	170	21	,	,	PUNCT
bracis-19095	170	22	l.	l.	PROPN
bracis-19095	170	23	,	,	PUNCT
bracis-19095	170	24	si	si	PROPN
bracis-19095	170	25	,	,	PUNCT
bracis-19095	170	26	l.	l.	PROPN
bracis-19095	170	27	:	:	PUNCT
bracis-19095	170	28	a	a	DET
bracis-19095	170	29	neural	neural	ADJ
bracis-19095	170	30	multi	multi	ADJ
bracis-19095	170	31	-	-	ADJ
bracis-19095	170	32	digraph	digraph	ADJ
bracis-19095	170	33	model	model	NOUN
bracis-19095	170	34	for	for	ADP
bracis-19095	170	35	chinese	chinese	ADJ
bracis-19095	170	36	ner	ner	NOUN
bracis-19095	170	37	with	with	ADP
bracis-19095	170	38	gazetteers	gazetteer	NOUN
bracis-19095	170	39	.	.	PUNCT
bracis-19095	171	1	in	in	ADP
bracis-19095	171	2	:	:	PUNCT
bracis-19095	171	3	proceedings	proceeding	NOUN
bracis-19095	171	4	of	of	ADP
bracis-19095	171	5	the	the	DET
bracis-19095	171	6	57th	57th	ADJ
bracis-19095	171	7	annual	annual	ADJ
bracis-19095	171	8	meeting	meeting	NOUN
bracis-19095	171	9	of	of	ADP
bracis-19095	171	10	the	the	DET
bracis-19095	171	11	association	association	NOUN
bracis-19095	171	12	for	for	ADP
bracis-19095	171	13	computational	computational	ADJ
bracis-19095	171	14	linguistics	linguistic	NOUN
bracis-19095	171	15	,	,	PUNCT
bracis-19095	171	16	florence	florence	NOUN
bracis-19095	171	17	,	,	PUNCT
bracis-19095	171	18	italy	italy	PROPN
bracis-19095	171	19	,	,	PUNCT
bracis-19095	171	20	pp	pp	X
bracis-19095	171	21	.	.	PUNCT
bracis-19095	172	1	1462–1467	1462–1467	NUM
bracis-19095	172	2	.	.	PUNCT
bracis-19095	172	3	association	association	NOUN
bracis-19095	172	4	for	for	ADP
bracis-19095	172	5	computational	computational	ADJ
bracis-19095	172	6	linguistics	linguistic	NOUN
bracis-19095	172	7	(	(	PUNCT
bracis-19095	172	8	july	july	PROPN
bracis-19095	172	9	2019	2019	NUM
bracis-19095	172	10	)	)	PUNCT
bracis-19095	172	11	.	.	PUNCT
bracis-19095	173	1	https://doi.org/10.18653/v1/p19-1141	https://doi.org/10.18653/v1/p19-1141	NOUN
bracis-19095	173	2	.	.	PUNCT
bracis-19095	174	1	https://aclanthology.org/p19-1141	https://aclanthology.org/p19-1141	PROPN
bracis-19095	174	2	freire	freire	PROPN
bracis-19095	174	3	,	,	PUNCT
bracis-19095	174	4	n.	n.	NOUN
bracis-19095	174	5	,	,	PUNCT
bracis-19095	174	6	borbinha	borbinha	PROPN
bracis-19095	174	7	,	,	PUNCT
bracis-19095	174	8	j.	j.	PROPN
bracis-19095	174	9	,	,	PUNCT
bracis-19095	174	10	calado	calado	ADJ
bracis-19095	174	11	,	,	PUNCT
bracis-19095	174	12	p.	p.	NOUN
bracis-19095	174	13	:	:	PUNCT
bracis-19095	174	14	an	an	DET
bracis-19095	174	15	approach	approach	NOUN
bracis-19095	174	16	for	for	ADP
bracis-19095	174	17	named	name	VERB
bracis-19095	174	18	entity	entity	NOUN
bracis-19095	174	19	recognition	recognition	NOUN
bracis-19095	174	20	in	in	ADP
bracis-19095	174	21	poorly	poorly	ADV
bracis-19095	174	22	structured	structure	VERB
bracis-19095	174	23	data	datum	NOUN
bracis-19095	174	24	.	.	PUNCT
bracis-19095	175	1	in	in	ADP
bracis-19095	175	2	:	:	PUNCT
bracis-19095	175	3	simperl	simperl	NOUN
bracis-19095	175	4	,	,	PUNCT
bracis-19095	175	5	e.	e.	PROPN
bracis-19095	175	6	,	,	PUNCT
bracis-19095	175	7	cimiano	cimiano	PROPN
bracis-19095	175	8	,	,	PUNCT
bracis-19095	175	9	p.	p.	NOUN
bracis-19095	175	10	,	,	PUNCT
bracis-19095	175	11	polleres	pollere	NOUN
bracis-19095	175	12	,	,	PUNCT
bracis-19095	175	13	a.	a.	NOUN
bracis-19095	175	14	,	,	PUNCT
bracis-19095	175	15	corcho	corcho	NOUN
bracis-19095	175	16	,	,	PUNCT
bracis-19095	175	17	o.	o.	PROPN
bracis-19095	175	18	,	,	PUNCT
bracis-19095	175	19	presutti	presutti	VERB
bracis-19095	175	20	,	,	PUNCT
bracis-19095	175	21	v.	v.	PROPN
bracis-19095	175	22	(	(	PUNCT
bracis-19095	175	23	eds	ed	NOUN
bracis-19095	175	24	.	.	PUNCT
bracis-19095	175	25	)	)	PUNCT
bracis-19095	176	1	eswc	eswc	PROPN
bracis-19095	176	2	2012	2012	NUM
bracis-19095	176	3	.	.	PUNCT
bracis-19095	177	1	lncs	lncs	PROPN
bracis-19095	177	2	,	,	PUNCT
bracis-19095	177	3	vol	vol	NOUN
bracis-19095	177	4	.	.	PROPN
bracis-19095	177	5	7295	7295	NUM
bracis-19095	177	6	,	,	PUNCT
bracis-19095	177	7	pp	pp	ADJ
bracis-19095	177	8	.	.	PUNCT
bracis-19095	178	1	718–732	718–732	NUM
bracis-19095	178	2	.	.	PUNCT
bracis-19095	178	3	springer	springer	NOUN
bracis-19095	178	4	,	,	PUNCT
bracis-19095	178	5	heidelberg	heidelberg	PROPN
bracis-19095	178	6	(	(	PUNCT
bracis-19095	178	7	2012	2012	NUM
bracis-19095	178	8	)	)	PUNCT
bracis-19095	178	9	.	.	PUNCT
bracis-19095	179	1	https://doi.org/10.1007/978-3-642-30284-8_55	https://doi.org/10.1007/978-3-642-30284-8_55	PROPN
bracis-19095	179	2	chapter	chapter	NOUN
bracis-19095	179	3	  	  	SPACE
bracis-19095	179	4	google	google	PROPN
bracis-19095	179	5	scholar	scholar	NOUN
bracis-19095	179	6	  	  	SPACE
bracis-19095	179	7	gorinski	gorinski	NOUN
bracis-19095	179	8	,	,	PUNCT
bracis-19095	179	9	p.j	p.j	PROPN
bracis-19095	179	10	.	.	PROPN
bracis-19095	179	11	,	,	PUNCT
bracis-19095	179	12	et	et	PROPN
bracis-19095	179	13	al	al	PROPN
bracis-19095	179	14	.	.	PROPN
bracis-19095	179	15	:	:	PUNCT
bracis-19095	180	1	named	name	VERB
bracis-19095	180	2	entity	entity	NOUN
bracis-19095	180	3	recognition	recognition	NOUN
bracis-19095	180	4	for	for	ADP
bracis-19095	180	5	electronic	electronic	ADJ
bracis-19095	180	6	health	health	NOUN
bracis-19095	180	7	records	record	NOUN
bracis-19095	180	8	:	:	PUNCT
bracis-19095	180	9	a	a	DET
bracis-19095	180	10	comparison	comparison	NOUN
bracis-19095	180	11	of	of	ADP
bracis-19095	180	12	rule	rule	NOUN
bracis-19095	180	13	-	-	PUNCT
bracis-19095	180	14	based	base	VERB
bracis-19095	180	15	and	and	CCONJ
bracis-19095	180	16	machine	machine	NOUN
bracis-19095	180	17	learning	learning	NOUN
bracis-19095	180	18	approaches	approach	NOUN
bracis-19095	180	19	.	.	PUNCT
bracis-19095	181	1	corr	corr	PROPN
bracis-19095	181	2	abs/1903.03985	abs/1903.03985	PROPN
bracis-19095	181	3	.	.	PUNCT
bracis-19095	181	4	arxiv:1903.03985	arxiv:1903.03985	PROPN
bracis-19095	181	5	(	(	PUNCT
bracis-19095	181	6	2019	2019	NUM
bracis-19095	181	7	)	)	PUNCT
bracis-19095	181	8	goyal	goyal	PROPN
bracis-19095	181	9	,	,	PUNCT
bracis-19095	181	10	a.	a.	NOUN
bracis-19095	181	11	,	,	PUNCT
bracis-19095	181	12	gupta	gupta	PROPN
bracis-19095	181	13	,	,	PUNCT
bracis-19095	181	14	v.	v.	PROPN
bracis-19095	181	15	,	,	PUNCT
bracis-19095	181	16	kumar	kumar	PROPN
bracis-19095	181	17	,	,	PUNCT
bracis-19095	181	18	m.	m.	NOUN
bracis-19095	181	19	:	:	PUNCT
bracis-19095	181	20	recent	recent	ADJ
bracis-19095	181	21	named	name	VERB
bracis-19095	181	22	entity	entity	NOUN
bracis-19095	181	23	recognition	recognition	NOUN
bracis-19095	181	24	and	and	CCONJ
bracis-19095	181	25	classification	classification	NOUN
bracis-19095	181	26	techniques	technique	NOUN
bracis-19095	181	27	:	:	PUNCT
bracis-19095	181	28	a	a	DET
bracis-19095	181	29	systematic	systematic	ADJ
bracis-19095	181	30	review	review	NOUN
bracis-19095	181	31	.	.	PUNCT
bracis-19095	182	1	comput	comput	NOUN
bracis-19095	182	2	.	.	PUNCT
bracis-19095	183	1	sci	sci	PROPN
bracis-19095	183	2	.	.	PROPN
bracis-19095	184	1	rev	rev	PROPN
bracis-19095	184	2	.	.	PROPN
bracis-19095	184	3	29	29	NUM
bracis-19095	184	4	,	,	PUNCT
bracis-19095	184	5	21–43	21–43	NUM
bracis-19095	184	6	(	(	PUNCT
bracis-19095	184	7	2018	2018	NUM
bracis-19095	184	8	)	)	PUNCT
bracis-19095	184	9	.	.	PUNCT
bracis-19095	185	1	https://doi.org/10.1016/j.cosrev.2018.06.001	https://doi.org/10.1016/j.cosrev.2018.06.001	VERB
bracis-19095	185	2	habibi	habibi	PROPN
bracis-19095	185	3	,	,	PUNCT
bracis-19095	185	4	m.	m.	NOUN
bracis-19095	185	5	,	,	PUNCT
bracis-19095	185	6	weber	weber	PROPN
bracis-19095	185	7	,	,	PUNCT
bracis-19095	185	8	l.	l.	PROPN
bracis-19095	185	9	,	,	PUNCT
bracis-19095	185	10	neves	neve	NOUN
bracis-19095	185	11	,	,	PUNCT
bracis-19095	185	12	m.	m.	NOUN
bracis-19095	185	13	,	,	PUNCT
bracis-19095	185	14	wiegandt	wiegandt	NOUN
bracis-19095	185	15	,	,	PUNCT
bracis-19095	185	16	d.l	d.l	PROPN
bracis-19095	185	17	.	.	PROPN
bracis-19095	185	18	,	,	PUNCT
bracis-19095	185	19	leser	leser	PROPN
bracis-19095	185	20	,	,	PUNCT
bracis-19095	185	21	u.	u.	PROPN
bracis-19095	185	22	:	:	PUNCT
bracis-19095	185	23	deep	deep	ADJ
bracis-19095	185	24	learning	learn	VERB
bracis-19095	185	25	with	with	ADP
bracis-19095	185	26	word	word	NOUN
bracis-19095	185	27	embeddings	embedding	NOUN
bracis-19095	185	28	improves	improve	VERB
bracis-19095	185	29	biomedical	biomedical	ADJ
bracis-19095	185	30	named	name	VERB
bracis-19095	185	31	entity	entity	NOUN
bracis-19095	185	32	recognition	recognition	NOUN
bracis-19095	185	33	.	.	PUNCT
bracis-19095	186	1	bioinformatics	bioinformatics	NOUN
bracis-19095	186	2	33(14	33(14	PROPN
bracis-19095	186	3	)	)	PUNCT
bracis-19095	186	4	,	,	PUNCT
bracis-19095	186	5	i37	i37	NOUN
bracis-19095	186	6	–	–	PUNCT
bracis-19095	186	7	i48	i48	NOUN
bracis-19095	186	8	(	(	PUNCT
bracis-19095	186	9	2017	2017	NUM
bracis-19095	186	10	)	)	PUNCT
bracis-19095	186	11	.	.	PUNCT
bracis-19095	187	1	https://doi.org/10.1093/bioinformatics/btx228	https://doi.org/10.1093/bioinformatics/btx228	PROPN
bracis-19095	187	2	han	han	PROPN
bracis-19095	187	3	,	,	PUNCT
bracis-19095	187	4	x.	x.	PROPN
bracis-19095	187	5	,	,	PUNCT
bracis-19095	187	6	et	et	PROPN
bracis-19095	187	7	al	al	PROPN
bracis-19095	187	8	.	.	PROPN
bracis-19095	187	9	:	:	PUNCT
bracis-19095	188	1	openke	openke	ADJ
bracis-19095	188	2	:	:	PUNCT
bracis-19095	188	3	an	an	DET
bracis-19095	188	4	open	open	ADJ
bracis-19095	188	5	toolkit	toolkit	NOUN
bracis-19095	188	6	for	for	ADP
bracis-19095	188	7	knowledge	knowledge	NOUN
bracis-19095	188	8	embedding	embed	VERB
bracis-19095	188	9	.	.	PUNCT
bracis-19095	189	1	in	in	ADP
bracis-19095	189	2	:	:	PUNCT
bracis-19095	189	3	proceedings	proceeding	NOUN
bracis-19095	189	4	of	of	ADP
bracis-19095	189	5	the	the	DET
bracis-19095	189	6	2018	2018	NUM
bracis-19095	189	7	conference	conference	NOUN
bracis-19095	189	8	on	on	ADP
bracis-19095	189	9	empirical	empirical	ADJ
bracis-19095	189	10	methods	method	NOUN
bracis-19095	189	11	in	in	ADP
bracis-19095	189	12	natural	natural	ADJ
bracis-19095	189	13	language	language	NOUN
bracis-19095	189	14	processing	processing	NOUN
bracis-19095	189	15	:	:	PUNCT
bracis-19095	189	16	system	system	NOUN
bracis-19095	189	17	demonstrations	demonstration	NOUN
bracis-19095	189	18	,	,	PUNCT
bracis-19095	189	19	brussels	brussels	PROPN
bracis-19095	189	20	,	,	PUNCT
bracis-19095	189	21	belgium	belgium	PROPN
bracis-19095	189	22	,	,	PUNCT
bracis-19095	189	23	pp	pp	X
bracis-19095	189	24	.	.	PUNCT
bracis-19095	190	1	139–144	139–144	NUM
bracis-19095	190	2	.	.	PUNCT
bracis-19095	190	3	association	association	NOUN
bracis-19095	190	4	for	for	ADP
bracis-19095	190	5	computational	computational	ADJ
bracis-19095	190	6	linguistics	linguistic	NOUN
bracis-19095	190	7	(	(	PUNCT
bracis-19095	190	8	november	november	PROPN
bracis-19095	190	9	2018	2018	NUM
bracis-19095	190	10	)	)	PUNCT
bracis-19095	190	11	.	.	PUNCT
bracis-19095	191	1	https://doi.org/10.18653/v1/d18-2024	https://doi.org/10.18653/v1/d18-2024	NOUN
bracis-19095	191	2	.	.	PUNCT
bracis-19095	192	1	https://www.aclweb.org/anthology/d18-2024	https://www.aclweb.org/anthology/d18-2024	VERB
bracis-19095	192	2	lample	lample	PROPN
bracis-19095	192	3	,	,	PUNCT
bracis-19095	192	4	g.	g.	PROPN
bracis-19095	192	5	,	,	PUNCT
bracis-19095	192	6	ballesteros	ballesteros	PROPN
bracis-19095	192	7	,	,	PUNCT
bracis-19095	192	8	m.	m.	NOUN
bracis-19095	192	9	,	,	PUNCT
bracis-19095	192	10	subramanian	subramanian	PROPN
bracis-19095	192	11	,	,	PUNCT
bracis-19095	192	12	s.	s.	PROPN
bracis-19095	192	13	,	,	PUNCT
bracis-19095	192	14	kawakami	kawakami	PROPN
bracis-19095	192	15	,	,	PUNCT
bracis-19095	192	16	k.	k.	PROPN
bracis-19095	192	17	,	,	PUNCT
bracis-19095	192	18	dyer	dyer	PROPN
bracis-19095	192	19	,	,	PUNCT
bracis-19095	192	20	c.	c.	PROPN
bracis-19095	192	21	:	:	PUNCT
bracis-19095	192	22	neural	neural	ADJ
bracis-19095	192	23	architectures	architecture	NOUN
bracis-19095	192	24	for	for	ADP
bracis-19095	192	25	named	name	VERB
bracis-19095	192	26	entity	entity	NOUN
bracis-19095	192	27	recognition	recognition	NOUN
bracis-19095	192	28	.	.	PUNCT
bracis-19095	193	1	in	in	ADP
bracis-19095	193	2	:	:	PUNCT
bracis-19095	193	3	proceedings	proceeding	NOUN
bracis-19095	193	4	of	of	ADP
bracis-19095	193	5	the	the	DET
bracis-19095	193	6	2016	2016	NUM
bracis-19095	193	7	conference	conference	NOUN
bracis-19095	193	8	of	of	ADP
bracis-19095	193	9	the	the	DET
bracis-19095	193	10	north	north	ADJ
bracis-19095	193	11	american	american	ADJ
bracis-19095	193	12	chapter	chapter	NOUN
bracis-19095	193	13	of	of	ADP
bracis-19095	193	14	the	the	DET
bracis-19095	193	15	association	association	NOUN
bracis-19095	193	16	for	for	ADP
bracis-19095	193	17	computational	computational	ADJ
bracis-19095	193	18	linguistics	linguistic	NOUN
bracis-19095	193	19	:	:	PUNCT
bracis-19095	193	20	human	human	ADJ
bracis-19095	193	21	language	language	NOUN
bracis-19095	193	22	technologies	technology	NOUN
bracis-19095	193	23	,	,	PUNCT
bracis-19095	193	24	san	san	PROPN
bracis-19095	193	25	diego	diego	PROPN
bracis-19095	193	26	,	,	PUNCT
bracis-19095	193	27	california	california	PROPN
bracis-19095	193	28	,	,	PUNCT
bracis-19095	193	29	pp	pp	ADJ
bracis-19095	193	30	.	.	PUNCT
bracis-19095	194	1	260–270	260–270	NUM
bracis-19095	194	2	.	.	PUNCT
bracis-19095	194	3	association	association	NOUN
bracis-19095	194	4	for	for	ADP
bracis-19095	194	5	computational	computational	ADJ
bracis-19095	194	6	linguistics	linguistic	NOUN
bracis-19095	194	7	(	(	PUNCT
bracis-19095	194	8	june	june	PROPN
bracis-19095	194	9	2016	2016	NUM
bracis-19095	194	10	)	)	PUNCT
bracis-19095	194	11	.	.	PUNCT
bracis-19095	195	1	https://doi.org/10.18653/v1/n16-1030	https://doi.org/10.18653/v1/n16-1030	PROPN
bracis-19095	195	2	.	.	PUNCT
bracis-19095	196	1	https://www.aclweb.org/anthology/n16-1030	https://www.aclweb.org/anthology/n16-1030	X
bracis-19095	196	2	lange	lange	PROPN
bracis-19095	196	3	,	,	PUNCT
bracis-19095	196	4	d.	d.	PROPN
bracis-19095	196	5	,	,	PUNCT
bracis-19095	196	6	böhm	böhm	NOUN
bracis-19095	196	7	,	,	PUNCT
bracis-19095	196	8	c.	c.	NOUN
bracis-19095	196	9	,	,	PUNCT
bracis-19095	196	10	naumann	naumann	PROPN
bracis-19095	196	11	,	,	PUNCT
bracis-19095	196	12	f.	f.	PROPN
bracis-19095	196	13	:	:	PUNCT
bracis-19095	196	14	extracting	extract	VERB
bracis-19095	196	15	structured	structured	ADJ
bracis-19095	196	16	information	information	NOUN
bracis-19095	196	17	from	from	ADP
bracis-19095	196	18	wikipedia	wikipedia	PROPN
bracis-19095	196	19	articles	article	NOUN
bracis-19095	196	20	to	to	PART
bracis-19095	196	21	populate	populate	VERB
bracis-19095	196	22	infoboxes	infoboxe	NOUN
bracis-19095	196	23	.	.	PUNCT
bracis-19095	197	1	in	in	ADP
bracis-19095	197	2	:	:	PUNCT
bracis-19095	197	3	proceedings	proceeding	NOUN
bracis-19095	197	4	of	of	ADP
bracis-19095	197	5	the	the	DET
bracis-19095	197	6	19th	19th	ADJ
bracis-19095	197	7	acm	acm	PROPN
bracis-19095	197	8	international	international	ADJ
bracis-19095	197	9	conference	conference	NOUN
bracis-19095	197	10	on	on	ADP
bracis-19095	197	11	information	information	NOUN
bracis-19095	197	12	and	and	CCONJ
bracis-19095	197	13	knowledge	knowledge	NOUN
bracis-19095	197	14	management	management	NOUN
bracis-19095	197	15	,	,	PUNCT
bracis-19095	197	16	cikm	cikm	NOUN
bracis-19095	197	17	2010	2010	NUM
bracis-19095	197	18	,	,	PUNCT
bracis-19095	197	19	pp	pp	ADJ
bracis-19095	197	20	.	.	PUNCT
bracis-19095	198	1	1661–1664	1661–1664	NUM
bracis-19095	198	2	.	.	PUNCT
bracis-19095	198	3	association	association	NOUN
bracis-19095	198	4	for	for	ADP
bracis-19095	198	5	computing	compute	VERB
bracis-19095	198	6	machinery	machinery	NOUN
bracis-19095	198	7	,	,	PUNCT
bracis-19095	198	8	new	new	PROPN
bracis-19095	198	9	york	york	PROPN
bracis-19095	198	10	(	(	PUNCT
bracis-19095	198	11	2010	2010	NUM
bracis-19095	198	12	)	)	PUNCT
bracis-19095	198	13	.	.	PUNCT
bracis-19095	199	1	https://doi.org/10.1145/1871437.1871698	https://doi.org/10.1145/1871437.1871698	PROPN
bracis-19095	199	2	li	li	PROPN
bracis-19095	199	3	,	,	PUNCT
bracis-19095	199	4	x.	x.	PROPN
bracis-19095	199	5	,	,	PUNCT
bracis-19095	199	6	sun	sun	PROPN
bracis-19095	199	7	,	,	PUNCT
bracis-19095	199	8	x.	x.	PROPN
bracis-19095	199	9	,	,	PUNCT
bracis-19095	199	10	meng	meng	PROPN
bracis-19095	199	11	,	,	PUNCT
bracis-19095	199	12	y.	y.	PROPN
bracis-19095	199	13	,	,	PUNCT
bracis-19095	199	14	liang	liang	PROPN
bracis-19095	199	15	,	,	PUNCT
bracis-19095	199	16	j.	j.	PROPN
bracis-19095	199	17	,	,	PUNCT
bracis-19095	199	18	wu	wu	PROPN
bracis-19095	199	19	,	,	PUNCT
bracis-19095	199	20	f.	f.	PROPN
bracis-19095	199	21	,	,	PUNCT
bracis-19095	199	22	li	li	PROPN
bracis-19095	199	23	,	,	PUNCT
bracis-19095	199	24	j.	j.	PROPN
bracis-19095	199	25	:	:	PUNCT
bracis-19095	199	26	dice	dice	VERB
bracis-19095	199	27	loss	loss	NOUN
bracis-19095	199	28	for	for	ADP
bracis-19095	199	29	data	data	NOUN
bracis-19095	199	30	-	-	PUNCT
bracis-19095	199	31	imbalanced	imbalance	VERB
bracis-19095	199	32	nlp	nlp	NOUN
bracis-19095	199	33	tasks	task	NOUN
bracis-19095	199	34	.	.	PUNCT
bracis-19095	200	1	in	in	ADP
bracis-19095	200	2	:	:	PUNCT
bracis-19095	200	3	proceedings	proceeding	NOUN
bracis-19095	200	4	of	of	ADP
bracis-19095	200	5	the	the	DET
bracis-19095	200	6	58th	58th	ADJ
bracis-19095	200	7	annual	annual	ADJ
bracis-19095	200	8	meeting	meeting	NOUN
bracis-19095	200	9	of	of	ADP
bracis-19095	200	10	the	the	DET
bracis-19095	200	11	association	association	NOUN
bracis-19095	200	12	for	for	ADP
bracis-19095	200	13	computational	computational	ADJ
bracis-19095	200	14	linguistics	linguistic	NOUN
bracis-19095	200	15	,	,	PUNCT
bracis-19095	200	16	pp	pp	X
bracis-19095	200	17	.	.	PUNCT
bracis-19095	201	1	465–476	465–476	X
bracis-19095	201	2	.	.	PUNCT
bracis-19095	201	3	association	association	NOUN
bracis-19095	201	4	for	for	ADP
bracis-19095	201	5	computational	computational	ADJ
bracis-19095	201	6	linguistics	linguistic	NOUN
bracis-19095	201	7	(	(	PUNCT
bracis-19095	201	8	july	july	PROPN
bracis-19095	201	9	2020	2020	NUM
bracis-19095	201	10	)	)	PUNCT
bracis-19095	201	11	.	.	PUNCT
bracis-19095	202	1	https://doi.org/10.18653/v1/2020.acl-main.45	https://doi.org/10.18653/v1/2020.acl-main.45	PUNCT
bracis-19095	202	2	.	.	PUNCT
bracis-19095	203	1	https://www.aclweb.org/anthology/2020.acl-main.45	https://www.aclweb.org/anthology/2020.acl-main.45	PROPN
bracis-19095	203	2	lin	lin	PROPN
bracis-19095	203	3	,	,	PUNCT
bracis-19095	203	4	h.	h.	PROPN
bracis-19095	203	5	,	,	PUNCT
bracis-19095	203	6	lu	lu	PROPN
bracis-19095	203	7	,	,	PUNCT
bracis-19095	203	8	y.	y.	PROPN
bracis-19095	203	9	,	,	PUNCT
bracis-19095	203	10	han	han	PROPN
bracis-19095	203	11	,	,	PUNCT
bracis-19095	203	12	x.	x.	PROPN
bracis-19095	203	13	,	,	PUNCT
bracis-19095	203	14	sun	sun	PROPN
bracis-19095	203	15	,	,	PUNCT
bracis-19095	203	16	l.	l.	PROPN
bracis-19095	203	17	,	,	PUNCT
bracis-19095	203	18	dong	dong	PROPN
bracis-19095	203	19	,	,	PUNCT
bracis-19095	203	20	b.	b.	PROPN
bracis-19095	203	21	,	,	PUNCT
bracis-19095	203	22	jiang	jiang	PROPN
bracis-19095	203	23	,	,	PUNCT
bracis-19095	203	24	s.	s.	PROPN
bracis-19095	203	25	:	:	PUNCT
bracis-19095	203	26	gazetteer	gazetteer	NOUN
bracis-19095	203	27	-	-	PUNCT
bracis-19095	203	28	enhanced	enhance	VERB
bracis-19095	203	29	attentive	attentive	ADJ
bracis-19095	203	30	neural	neural	ADJ
bracis-19095	203	31	networks	network	NOUN
bracis-19095	203	32	for	for	ADP
bracis-19095	203	33	named	name	VERB
bracis-19095	203	34	entity	entity	NOUN
bracis-19095	203	35	recognition	recognition	NOUN
bracis-19095	203	36	.	.	PUNCT
bracis-19095	204	1	in	in	ADP
bracis-19095	204	2	:	:	PUNCT
bracis-19095	204	3	proceedings	proceeding	NOUN
bracis-19095	204	4	of	of	ADP
bracis-19095	204	5	the	the	DET
bracis-19095	204	6	2019	2019	NUM
bracis-19095	204	7	conference	conference	NOUN
bracis-19095	204	8	on	on	ADP
bracis-19095	204	9	empirical	empirical	ADJ
bracis-19095	204	10	methods	method	NOUN
bracis-19095	204	11	in	in	ADP
bracis-19095	204	12	natural	natural	ADJ
bracis-19095	204	13	language	language	NOUN
bracis-19095	204	14	processing	processing	NOUN
bracis-19095	204	15	and	and	CCONJ
bracis-19095	204	16	the	the	DET
bracis-19095	204	17	9th	9th	ADJ
bracis-19095	204	18	international	international	ADJ
bracis-19095	204	19	joint	joint	ADJ
bracis-19095	204	20	conference	conference	NOUN
bracis-19095	204	21	on	on	ADP
bracis-19095	204	22	natural	natural	ADJ
bracis-19095	204	23	language	language	NOUN
bracis-19095	204	24	processing	processing	NOUN
bracis-19095	204	25	(	(	PUNCT
bracis-19095	204	26	emnlp	emnlp	NOUN
bracis-19095	204	27	-	-	PUNCT
bracis-19095	204	28	ijcnlp	ijcnlp	NOUN
bracis-19095	204	29	)	)	PUNCT
bracis-19095	204	30	,	,	PUNCT
bracis-19095	204	31	hong	hong	PROPN
bracis-19095	204	32	kong	kong	PROPN
bracis-19095	204	33	,	,	PUNCT
bracis-19095	204	34	china	china	PROPN
bracis-19095	204	35	,	,	PUNCT
bracis-19095	204	36	pp	pp	ADJ
bracis-19095	204	37	.	.	PUNCT
bracis-19095	205	1	6232–6237	6232–6237	NUM
bracis-19095	205	2	.	.	PUNCT
bracis-19095	205	3	association	association	NOUN
bracis-19095	205	4	for	for	ADP
bracis-19095	205	5	computational	computational	ADJ
bracis-19095	205	6	linguistics	linguistic	NOUN
bracis-19095	205	7	(	(	PUNCT
bracis-19095	205	8	november	november	PROPN
bracis-19095	205	9	2019	2019	NUM
bracis-19095	205	10	)	)	PUNCT
bracis-19095	205	11	.	.	PUNCT
bracis-19095	206	1	https://doi.org/10.18653/v1/d19-1646	https://doi.org/10.18653/v1/d19-1646	PROPN
bracis-19095	206	2	.	.	PUNCT
bracis-19095	207	1	https://aclanthology.org/d19-1646	https://aclanthology.org/d19-1646	PROPN
bracis-19095	207	2	liu	liu	PROPN
bracis-19095	207	3	,	,	PUNCT
bracis-19095	207	4	j.	j.	PROPN
bracis-19095	207	5	,	,	PUNCT
bracis-19095	207	6	pasupat	pasupat	PROPN
bracis-19095	207	7	,	,	PUNCT
bracis-19095	207	8	p.	p.	NOUN
bracis-19095	207	9	,	,	PUNCT
bracis-19095	207	10	cyphers	cypher	NOUN
bracis-19095	207	11	,	,	PUNCT
bracis-19095	207	12	s.	s.	PROPN
bracis-19095	207	13	,	,	PUNCT
bracis-19095	207	14	glass	glass	NOUN
bracis-19095	207	15	,	,	PUNCT
bracis-19095	207	16	j.	j.	PROPN
bracis-19095	207	17	:	:	PUNCT
bracis-19095	207	18	asgard	asgard	PROPN
bracis-19095	207	19	:	:	PUNCT
bracis-19095	207	20	a	a	DET
bracis-19095	207	21	portable	portable	ADJ
bracis-19095	207	22	architecture	architecture	NOUN
bracis-19095	207	23	for	for	ADP
bracis-19095	207	24	multilingual	multilingual	ADJ
bracis-19095	207	25	dialogue	dialogue	NOUN
bracis-19095	207	26	systems	system	NOUN
bracis-19095	207	27	.	.	PUNCT
bracis-19095	208	1	in	in	ADP
bracis-19095	208	2	:	:	PUNCT
bracis-19095	208	3	2013	2013	NUM
bracis-19095	208	4	ieee	ieee	PROPN
bracis-19095	208	5	international	international	ADJ
bracis-19095	208	6	conference	conference	NOUN
bracis-19095	208	7	on	on	ADP
bracis-19095	208	8	acoustics	acoustic	NOUN
bracis-19095	208	9	,	,	PUNCT
bracis-19095	208	10	speech	speech	NOUN
bracis-19095	208	11	and	and	CCONJ
bracis-19095	208	12	signal	signal	NOUN
bracis-19095	208	13	processing	processing	NOUN
bracis-19095	208	14	,	,	PUNCT
bracis-19095	208	15	pp	pp	ADJ
bracis-19095	208	16	.	.	PUNCT
bracis-19095	209	1	8386–8390	8386–8390	NUM
bracis-19095	209	2	(	(	PUNCT
bracis-19095	209	3	2013	2013	NUM
bracis-19095	209	4	)	)	PUNCT
bracis-19095	209	5	.	.	PUNCT
bracis-19095	210	1	https://doi.org/10.1109/icassp.2013.6639301	https://doi.org/10.1109/icassp.2013.6639301	PROPN
bracis-19095	210	2	liu	liu	PROPN
bracis-19095	210	3	,	,	PUNCT
bracis-19095	210	4	k.	k.	PROPN
bracis-19095	210	5	,	,	PUNCT
bracis-19095	210	6	el	el	PROPN
bracis-19095	210	7	-	-	NOUN
bracis-19095	210	8	gohary	gohary	NOUN
bracis-19095	210	9	,	,	PUNCT
bracis-19095	210	10	n.	n.	NOUN
bracis-19095	210	11	:	:	PUNCT
bracis-19095	210	12	ontology	ontology	NOUN
bracis-19095	210	13	-	-	PUNCT
bracis-19095	210	14	based	base	VERB
bracis-19095	210	15	semi	semi	ADJ
bracis-19095	210	16	-	-	ADJ
bracis-19095	210	17	supervised	supervised	ADJ
bracis-19095	210	18	conditional	conditional	ADJ
bracis-19095	210	19	random	random	ADJ
bracis-19095	210	20	fields	field	NOUN
bracis-19095	210	21	for	for	ADP
bracis-19095	210	22	automated	automate	VERB
bracis-19095	210	23	information	information	NOUN
bracis-19095	210	24	extraction	extraction	NOUN
bracis-19095	210	25	from	from	ADP
bracis-19095	210	26	bridge	bridge	NOUN
bracis-19095	210	27	inspection	inspection	NOUN
bracis-19095	210	28	reports	report	NOUN
bracis-19095	210	29	.	.	PUNCT
bracis-19095	211	1	autom	autom	PROPN
bracis-19095	211	2	.	.	PUNCT
bracis-19095	212	1	constr	constr	PROPN
bracis-19095	212	2	.	.	PUNCT
bracis-19095	213	1	81	81	NUM
bracis-19095	213	2	(	(	PUNCT
bracis-19095	213	3	2017	2017	NUM
bracis-19095	213	4	)	)	PUNCT
bracis-19095	213	5	.	.	PUNCT
bracis-19095	214	1	https://doi.org/10.1016/j.autcon.2017.02.003	https://doi.org/10.1016/j.autcon.2017.02.003	PROPN
bracis-19095	214	2	liu	liu	PROPN
bracis-19095	214	3	,	,	PUNCT
bracis-19095	214	4	t.	t.	PROPN
bracis-19095	214	5	,	,	PUNCT
bracis-19095	214	6	yao	yao	PROPN
bracis-19095	214	7	,	,	PUNCT
bracis-19095	214	8	j.g	j.g	PROPN
bracis-19095	214	9	.	.	PROPN
bracis-19095	214	10	,	,	PUNCT
bracis-19095	214	11	lin	lin	PROPN
bracis-19095	214	12	,	,	PUNCT
bracis-19095	214	13	c.y	c.y	PROPN
bracis-19095	214	14	.	.	PROPN
bracis-19095	214	15	:	:	PUNCT
bracis-19095	214	16	towards	towards	ADP
bracis-19095	214	17	improving	improve	VERB
bracis-19095	214	18	neural	neural	ADJ
bracis-19095	214	19	named	name	VERB
bracis-19095	214	20	entity	entity	NOUN
bracis-19095	214	21	recognition	recognition	NOUN
bracis-19095	214	22	with	with	ADP
bracis-19095	214	23	gazetteers	gazetteer	NOUN
bracis-19095	214	24	.	.	PUNCT
bracis-19095	215	1	in	in	ADP
bracis-19095	215	2	:	:	PUNCT
bracis-19095	215	3	proceedings	proceeding	NOUN
bracis-19095	215	4	of	of	ADP
bracis-19095	215	5	the	the	DET
bracis-19095	215	6	57th	57th	ADJ
bracis-19095	215	7	annual	annual	ADJ
bracis-19095	215	8	meeting	meeting	NOUN
bracis-19095	215	9	of	of	ADP
bracis-19095	215	10	the	the	DET
bracis-19095	215	11	association	association	NOUN
bracis-19095	215	12	for	for	ADP
bracis-19095	215	13	computational	computational	ADJ
bracis-19095	215	14	linguistics	linguistic	NOUN
bracis-19095	215	15	,	,	PUNCT
bracis-19095	215	16	florence	florence	NOUN
bracis-19095	215	17	,	,	PUNCT
bracis-19095	215	18	italy	italy	PROPN
bracis-19095	215	19	,	,	PUNCT
bracis-19095	215	20	pp	pp	X
bracis-19095	215	21	.	.	PUNCT
bracis-19095	216	1	5301–5307	5301–5307	NUM
bracis-19095	216	2	.	.	PUNCT
bracis-19095	217	1	association	association	NOUN
bracis-19095	217	2	for	for	ADP
bracis-19095	217	3	computational	computational	ADJ
bracis-19095	217	4	linguistics	linguistic	NOUN
bracis-19095	217	5	(	(	PUNCT
bracis-19095	217	6	july	july	PROPN
bracis-19095	217	7	2019	2019	NUM
bracis-19095	217	8	)	)	PUNCT
bracis-19095	217	9	.	.	PUNCT
bracis-19095	218	1	https://doi.org/10.18653/v1/p19-1524	https://doi.org/10.18653/v1/p19-1524	PROPN
bracis-19095	218	2	.	.	PUNCT
bracis-19095	219	1	https://www.aclweb.org/anthology/p19-1524	https://www.aclweb.org/anthology/p19-1524	PROPN
bracis-19095	219	2	mahdisoltani	mahdisoltani	PROPN
bracis-19095	219	3	,	,	PUNCT
bracis-19095	219	4	f.	f.	PROPN
bracis-19095	219	5	,	,	PUNCT
bracis-19095	219	6	biega	biega	PROPN
bracis-19095	219	7	,	,	PUNCT
bracis-19095	219	8	j.	j.	PROPN
bracis-19095	219	9	,	,	PUNCT
bracis-19095	219	10	suchanek	suchanek	ADJ
bracis-19095	219	11	,	,	PUNCT
bracis-19095	219	12	f.m	f.m	PROPN
bracis-19095	219	13	.	.	PROPN
bracis-19095	219	14	:	:	PUNCT
bracis-19095	219	15	yago3	yago3	NOUN
bracis-19095	219	16	:	:	PUNCT
bracis-19095	219	17	a	a	DET
bracis-19095	219	18	knowledge	knowledge	NOUN
bracis-19095	219	19	base	base	NOUN
bracis-19095	219	20	from	from	ADP
bracis-19095	219	21	multilingual	multilingual	ADJ
bracis-19095	219	22	wikipedias	wikipedia	NOUN
bracis-19095	219	23	(	(	PUNCT
bracis-19095	219	24	2013	2013	NUM
bracis-19095	219	25	)	)	PUNCT
bracis-19095	219	26	.	.	PUNCT
bracis-19095	220	1	https://hal-imt.archives-ouvertes.fr/hal-01699874/	https://hal-imt.archives-ouvertes.fr/hal-01699874/	PROPN
bracis-19095	220	2	manning	manning	PROPN
bracis-19095	220	3	,	,	PUNCT
bracis-19095	220	4	c.d	c.d	PROPN
bracis-19095	220	5	.	.	PROPN
bracis-19095	220	6	,	,	PUNCT
bracis-19095	220	7	raghavan	raghavan	PROPN
bracis-19095	220	8	,	,	PUNCT
bracis-19095	220	9	p.	p.	PROPN
bracis-19095	220	10	,	,	PUNCT
bracis-19095	220	11	schütze	schütze	PROPN
bracis-19095	220	12	,	,	PUNCT
bracis-19095	220	13	h.	h.	NOUN
bracis-19095	220	14	:	:	PUNCT
bracis-19095	220	15	introduction	introduction	NOUN
bracis-19095	220	16	to	to	ADP
bracis-19095	220	17	information	information	NOUN
bracis-19095	220	18	retrieval	retrieval	NOUN
bracis-19095	220	19	.	.	PUNCT
bracis-19095	221	1	cambridge	cambridge	PROPN
bracis-19095	221	2	university	university	PROPN
bracis-19095	221	3	press	press	PROPN
bracis-19095	221	4	(	(	PUNCT
bracis-19095	221	5	2008	2008	NUM
bracis-19095	221	6	)	)	PUNCT
bracis-19095	221	7	.	.	PUNCT
bracis-19095	222	1	https://doi.org/10.1017/cbo9780511809071	https://doi.org/10.1017/cbo9780511809071	NOUN
bracis-19095	222	2	mikolov	mikolov	VERB
bracis-19095	222	3	,	,	PUNCT
bracis-19095	222	4	t.	t.	PROPN
bracis-19095	222	5	,	,	PUNCT
bracis-19095	222	6	chen	chen	PROPN
bracis-19095	222	7	,	,	PUNCT
bracis-19095	222	8	k.	k.	PROPN
bracis-19095	222	9	,	,	PUNCT
bracis-19095	222	10	corrado	corrado	PROPN
bracis-19095	222	11	,	,	PUNCT
bracis-19095	222	12	g.	g.	PROPN
bracis-19095	222	13	,	,	PUNCT
bracis-19095	222	14	dean	dean	PROPN
bracis-19095	222	15	,	,	PUNCT
bracis-19095	222	16	j.	j.	PROPN
bracis-19095	222	17	:	:	PUNCT
bracis-19095	222	18	efficient	efficient	ADJ
bracis-19095	222	19	estimation	estimation	NOUN
bracis-19095	222	20	of	of	ADP
bracis-19095	222	21	word	word	NOUN
bracis-19095	222	22	representations	representation	NOUN
bracis-19095	222	23	in	in	ADP
bracis-19095	222	24	vector	vector	NOUN
bracis-19095	222	25	space	space	NOUN
bracis-19095	222	26	.	.	PUNCT
bracis-19095	223	1	in	in	ADP
bracis-19095	223	2	:	:	PUNCT
bracis-19095	223	3	bengio	bengio	PROPN
bracis-19095	223	4	,	,	PUNCT
bracis-19095	223	5	y.	y.	PROPN
bracis-19095	223	6	,	,	PUNCT
bracis-19095	223	7	lecun	lecun	ADJ
bracis-19095	223	8	,	,	PUNCT
bracis-19095	223	9	y.	y.	PROPN
bracis-19095	223	10	(	(	PUNCT
bracis-19095	223	11	eds	ed	NOUN
bracis-19095	223	12	.	.	PUNCT
bracis-19095	223	13	)	)	PUNCT
bracis-19095	224	1	1st	1st	ADJ
bracis-19095	224	2	international	international	ADJ
bracis-19095	224	3	conference	conference	NOUN
bracis-19095	224	4	on	on	ADP
bracis-19095	224	5	learning	learn	VERB
bracis-19095	224	6	representations	representation	NOUN
bracis-19095	224	7	,	,	PUNCT
bracis-19095	224	8	workshop	workshop	NOUN
bracis-19095	224	9	track	track	NOUN
bracis-19095	224	10	proceedings	proceeding	NOUN
bracis-19095	224	11	,	,	PUNCT
bracis-19095	224	12	iclr	iclr	ADJ
bracis-19095	224	13	2013	2013	NUM
bracis-19095	224	14	,	,	PUNCT
bracis-19095	224	15	scottsdale	scottsdale	PROPN
bracis-19095	224	16	,	,	PUNCT
bracis-19095	224	17	arizona	arizona	PROPN
bracis-19095	224	18	,	,	PUNCT
bracis-19095	224	19	usa	usa	PROPN
bracis-19095	224	20	,	,	PUNCT
bracis-19095	224	21	2–4	2–4	PROPN
bracis-19095	224	22	may	may	PROPN
bracis-19095	224	23	2013	2013	NUM
bracis-19095	224	24	(	(	PUNCT
bracis-19095	224	25	2013	2013	NUM
bracis-19095	224	26	)	)	PUNCT
bracis-19095	224	27	.	.	PUNCT
bracis-19095	225	1	arxiv:1301.3781	arxiv:1301.3781	X
bracis-19095	225	2	mikolov	mikolov	NOUN
bracis-19095	225	3	,	,	PUNCT
bracis-19095	225	4	t.	t.	PROPN
bracis-19095	225	5	,	,	PUNCT
bracis-19095	225	6	sutskever	sutskever	PROPN
bracis-19095	225	7	,	,	PUNCT
bracis-19095	225	8	i.	i.	PROPN
bracis-19095	225	9	,	,	PUNCT
bracis-19095	225	10	chen	chen	PROPN
bracis-19095	225	11	,	,	PUNCT
bracis-19095	225	12	k.	k.	PROPN
bracis-19095	225	13	,	,	PUNCT
bracis-19095	225	14	corrado	corrado	PROPN
bracis-19095	225	15	,	,	PUNCT
bracis-19095	225	16	g.	g.	PROPN
bracis-19095	225	17	,	,	PUNCT
bracis-19095	225	18	dean	dean	PROPN
bracis-19095	225	19	,	,	PUNCT
bracis-19095	225	20	j.	j.	PROPN
bracis-19095	225	21	:	:	PUNCT
bracis-19095	225	22	distributed	distribute	VERB
bracis-19095	225	23	representations	representation	NOUN
bracis-19095	225	24	of	of	ADP
bracis-19095	225	25	words	word	NOUN
bracis-19095	225	26	and	and	CCONJ
bracis-19095	225	27	phrases	phrase	NOUN
bracis-19095	225	28	and	and	CCONJ
bracis-19095	225	29	their	their	PRON
bracis-19095	225	30	compositionality	compositionality	NOUN
bracis-19095	225	31	.	.	PUNCT
bracis-19095	226	1	corr	corr	PROPN
bracis-19095	226	2	abs/1310.4546	abs/1310.4546	PROPN
bracis-19095	226	3	.	.	PROPN
bracis-19095	227	1	arxiv:1310.4546	arxiv:1310.4546	NUM
bracis-19095	227	2	(	(	PUNCT
bracis-19095	227	3	2013	2013	NUM
bracis-19095	227	4	)	)	PUNCT
bracis-19095	227	5	nadeau	nadeau	PROPN
bracis-19095	227	6	,	,	PUNCT
bracis-19095	227	7	d.	d.	PROPN
bracis-19095	227	8	,	,	PUNCT
bracis-19095	227	9	sekine	sekine	PROPN
bracis-19095	227	10	,	,	PUNCT
bracis-19095	227	11	s.	s.	PROPN
bracis-19095	227	12	:	:	PUNCT
bracis-19095	227	13	a	a	DET
bracis-19095	227	14	survey	survey	NOUN
bracis-19095	227	15	of	of	ADP
bracis-19095	227	16	named	name	VERB
bracis-19095	227	17	entity	entity	NOUN
bracis-19095	227	18	recognition	recognition	NOUN
bracis-19095	227	19	and	and	CCONJ
bracis-19095	227	20	classification	classification	NOUN
bracis-19095	227	21	.	.	PUNCT
bracis-19095	228	1	lingvisticæ	lingvisticæ	NOUN
bracis-19095	228	2	investigationes	investigatione	VERB
bracis-19095	228	3	30(1	30(1	NUM
bracis-19095	228	4	)	)	PUNCT
bracis-19095	228	5	,	,	PUNCT
bracis-19095	228	6	3–26	3–26	NUM
bracis-19095	228	7	(	(	PUNCT
bracis-19095	228	8	2007	2007	NUM
bracis-19095	228	9	)	)	PUNCT
bracis-19095	228	10	.	.	PUNCT
bracis-19095	229	1	https://doi.org/10.1075/li.30.1.03nad	https://doi.org/10.1075/li.30.1.03nad	X
bracis-19095	229	2	.	.	PUNCT
bracis-19095	230	1	https://www.jbe-platform.com/content/journals/10.1075/li.30.1.03nad	https://www.jbe-platform.com/content/journals/10.1075/li.30.1.03nad	PROPN
bracis-19095	230	2	nurdin	nurdin	PROPN
bracis-19095	230	3	,	,	PUNCT
bracis-19095	230	4	a.	a.	NOUN
bracis-19095	230	5	,	,	PUNCT
bracis-19095	230	6	maulidevi	maulidevi	PROPN
bracis-19095	230	7	,	,	PUNCT
bracis-19095	230	8	n.u	n.u	PROPN
bracis-19095	230	9	.	.	PROPN
bracis-19095	230	10	:	:	PUNCT
bracis-19095	231	1	5w1h	5w1h	NOUN
bracis-19095	231	2	information	information	NOUN
bracis-19095	231	3	extraction	extraction	NOUN
bracis-19095	231	4	with	with	ADP
bracis-19095	231	5	cnn	cnn	PROPN
bracis-19095	231	6	-	-	PUNCT
bracis-19095	231	7	bidirectional	bidirectional	ADJ
bracis-19095	231	8	lstm	lstm	PROPN
bracis-19095	231	9	.	.	PUNCT
bracis-19095	232	1	j.	j.	PROPN
bracis-19095	232	2	phys	phys	PROPN
bracis-19095	232	3	.	.	PUNCT
bracis-19095	232	4	conf	conf	PROPN
bracis-19095	232	5	.	.	PUNCT
bracis-19095	233	1	ser	ser	PROPN
bracis-19095	233	2	.	.	PROPN
bracis-19095	233	3	978	978	NUM
bracis-19095	233	4	,	,	PUNCT
bracis-19095	233	5	012078	012078	NUM
bracis-19095	233	6	(	(	PUNCT
bracis-19095	233	7	2018	2018	NUM
bracis-19095	233	8	)	)	PUNCT
bracis-19095	233	9	.	.	PUNCT
bracis-19095	234	1	https://doi.org/10.1088/1742-6596/978/1/012078	https://doi.org/10.1088/1742-6596/978/1/012078	PROPN
bracis-19095	234	2	pennington	pennington	PROPN
bracis-19095	234	3	,	,	PUNCT
bracis-19095	234	4	j.	j.	PROPN
bracis-19095	234	5	,	,	PUNCT
bracis-19095	234	6	socher	socher	PROPN
bracis-19095	234	7	,	,	PUNCT
bracis-19095	234	8	r.	r.	PROPN
bracis-19095	234	9	,	,	PUNCT
bracis-19095	234	10	manning	manning	NOUN
bracis-19095	234	11	,	,	PUNCT
bracis-19095	234	12	c.	c.	NOUN
bracis-19095	234	13	:	:	PUNCT
bracis-19095	234	14	glove	glove	NOUN
bracis-19095	234	15	:	:	PUNCT
bracis-19095	234	16	global	global	ADJ
bracis-19095	234	17	vectors	vector	NOUN
bracis-19095	234	18	for	for	ADP
bracis-19095	234	19	word	word	NOUN
bracis-19095	234	20	representation	representation	NOUN
bracis-19095	234	21	.	.	PUNCT
bracis-19095	235	1	in	in	ADP
bracis-19095	235	2	:	:	PUNCT
bracis-19095	235	3	proceedings	proceeding	NOUN
bracis-19095	235	4	of	of	ADP
bracis-19095	235	5	the	the	DET
bracis-19095	235	6	2014	2014	NUM
bracis-19095	235	7	conference	conference	NOUN
bracis-19095	235	8	on	on	ADP
bracis-19095	235	9	empirical	empirical	ADJ
bracis-19095	235	10	methods	method	NOUN
bracis-19095	235	11	in	in	ADP
bracis-19095	235	12	natural	natural	ADJ
bracis-19095	235	13	language	language	NOUN
bracis-19095	235	14	processing	processing	NOUN
bracis-19095	235	15	(	(	PUNCT
bracis-19095	235	16	emnlp	emnlp	ADJ
bracis-19095	235	17	)	)	PUNCT
bracis-19095	235	18	,	,	PUNCT
bracis-19095	235	19	doha	doha	PROPN
bracis-19095	235	20	,	,	PUNCT
bracis-19095	235	21	qatar	qatar	PROPN
bracis-19095	235	22	,	,	PUNCT
bracis-19095	235	23	pp	pp	ADJ
bracis-19095	235	24	.	.	PUNCT
bracis-19095	235	25	1532–1543	1532–1543	NUM
bracis-19095	235	26	.	.	PUNCT
bracis-19095	235	27	association	association	NOUN
bracis-19095	235	28	for	for	ADP
bracis-19095	235	29	computational	computational	ADJ
bracis-19095	235	30	linguistics	linguistic	NOUN
bracis-19095	235	31	(	(	PUNCT
bracis-19095	235	32	october	october	PROPN
bracis-19095	235	33	2014	2014	NUM
bracis-19095	235	34	)	)	PUNCT
bracis-19095	235	35	.	.	PUNCT
bracis-19095	236	1	https://doi.org/10.3115/v1/d14-1162	https://doi.org/10.3115/v1/d14-1162	NOUN
bracis-19095	236	2	.	.	PUNCT
bracis-19095	236	3	https://www.aclweb.org/anthology/d14-1162	https://www.aclweb.org/anthology/d14-1162	PUNCT
bracis-19095	237	1	rais	rais	PROPN
bracis-19095	237	2	,	,	PUNCT
bracis-19095	237	3	m.	m.	NOUN
bracis-19095	237	4	,	,	PUNCT
bracis-19095	237	5	lachkar	lachkar	PROPN
bracis-19095	237	6	,	,	PUNCT
bracis-19095	237	7	a.	a.	NOUN
bracis-19095	237	8	,	,	PUNCT
bracis-19095	237	9	lachkar	lachkar	PROPN
bracis-19095	237	10	,	,	PUNCT
bracis-19095	237	11	a.	a.	NOUN
bracis-19095	237	12	,	,	PUNCT
bracis-19095	237	13	ouatik	ouatik	NOUN
bracis-19095	237	14	,	,	PUNCT
bracis-19095	237	15	s.e.a	s.e.a	NOUN
bracis-19095	237	16	.	.	PUNCT
bracis-19095	237	17	:	:	PUNCT
bracis-19095	238	1	a	a	DET
bracis-19095	238	2	comparative	comparative	ADJ
bracis-19095	238	3	study	study	NOUN
bracis-19095	238	4	of	of	ADP
bracis-19095	238	5	biomedical	biomedical	ADJ
bracis-19095	238	6	named	name	VERB
bracis-19095	238	7	entity	entity	NOUN
bracis-19095	238	8	recognition	recognition	NOUN
bracis-19095	238	9	methods	method	NOUN
bracis-19095	238	10	based	base	VERB
bracis-19095	238	11	machine	machine	NOUN
bracis-19095	238	12	learning	learning	NOUN
bracis-19095	238	13	approach	approach	NOUN
bracis-19095	238	14	.	.	PUNCT
bracis-19095	239	1	in	in	ADP
bracis-19095	239	2	:	:	PUNCT
bracis-19095	239	3	2014	2014	NUM
bracis-19095	239	4	3rd	3rd	ADJ
bracis-19095	239	5	ieee	ieee	NOUN
bracis-19095	239	6	international	international	ADJ
bracis-19095	239	7	colloquium	colloquium	NOUN
bracis-19095	239	8	in	in	ADP
bracis-19095	239	9	information	information	NOUN
bracis-19095	239	10	science	science	NOUN
bracis-19095	239	11	and	and	CCONJ
bracis-19095	239	12	technology	technology	NOUN
bracis-19095	239	13	(	(	PUNCT
bracis-19095	239	14	cist	cist	NOUN
bracis-19095	239	15	)	)	PUNCT
bracis-19095	239	16	,	,	PUNCT
bracis-19095	239	17	pp	pp	ADP
bracis-19095	239	18	.	.	PUNCT
bracis-19095	240	1	329–334	329–334	NUM
bracis-19095	240	2	(	(	PUNCT
bracis-19095	240	3	october	october	PROPN
bracis-19095	240	4	2014	2014	NUM
bracis-19095	240	5	)	)	PUNCT
bracis-19095	240	6	.	.	PUNCT
bracis-19095	241	1	https://doi.org/10.1109/cist.2014.7016641	https://doi.org/10.1109/cist.2014.7016641	PROPN
bracis-19095	241	2	ratinov	ratinov	PROPN
bracis-19095	241	3	,	,	PUNCT
bracis-19095	241	4	l.	l.	PROPN
bracis-19095	241	5	,	,	PUNCT
bracis-19095	241	6	roth	roth	PROPN
bracis-19095	241	7	,	,	PUNCT
bracis-19095	241	8	d.	d.	PROPN
bracis-19095	241	9	:	:	PUNCT
bracis-19095	241	10	design	design	NOUN
bracis-19095	241	11	challenges	challenge	NOUN
bracis-19095	241	12	and	and	CCONJ
bracis-19095	241	13	misconceptions	misconception	NOUN
bracis-19095	241	14	in	in	ADP
bracis-19095	241	15	named	name	VERB
bracis-19095	241	16	entity	entity	NOUN
bracis-19095	241	17	recognition	recognition	NOUN
bracis-19095	241	18	.	.	PUNCT
bracis-19095	242	1	in	in	ADP
bracis-19095	242	2	:	:	PUNCT
bracis-19095	242	3	proceedings	proceeding	NOUN
bracis-19095	242	4	of	of	ADP
bracis-19095	242	5	the	the	DET
bracis-19095	242	6	13th	13th	ADJ
bracis-19095	242	7	conference	conference	NOUN
bracis-19095	242	8	on	on	ADP
bracis-19095	242	9	computational	computational	ADJ
bracis-19095	242	10	natural	natural	ADJ
bracis-19095	242	11	language	language	NOUN
bracis-19095	242	12	learning	learning	NOUN
bracis-19095	242	13	,	,	PUNCT
bracis-19095	242	14	conll	conll	PROPN
bracis-19095	242	15	2009	2009	NUM
bracis-19095	242	16	,	,	PUNCT
bracis-19095	242	17	usa	usa	PROPN
bracis-19095	242	18	,	,	PUNCT
bracis-19095	242	19	pp	pp	X
bracis-19095	242	20	.	.	PUNCT
bracis-19095	243	1	147–155	147–155	NUM
bracis-19095	243	2	.	.	PUNCT
bracis-19095	243	3	association	association	NOUN
bracis-19095	243	4	for	for	ADP
bracis-19095	243	5	computational	computational	ADJ
bracis-19095	243	6	linguistics	linguistic	NOUN
bracis-19095	243	7	(	(	PUNCT
bracis-19095	243	8	2009	2009	NUM
bracis-19095	243	9	)	)	PUNCT
bracis-19095	243	10	google	google	PROPN
bracis-19095	243	11	scholar	scholar	NOUN
bracis-19095	243	12	  	  	SPACE
bracis-19095	243	13	seyler	seyler	NOUN
bracis-19095	243	14	,	,	PUNCT
bracis-19095	243	15	d.	d.	PROPN
bracis-19095	243	16	,	,	PUNCT
bracis-19095	243	17	dembelova	dembelova	PROPN
bracis-19095	243	18	,	,	PUNCT
bracis-19095	243	19	t.	t.	PROPN
bracis-19095	243	20	,	,	PUNCT
bracis-19095	243	21	del	del	PROPN
bracis-19095	243	22	corro	corro	PROPN
bracis-19095	243	23	,	,	PUNCT
bracis-19095	243	24	l.	l.	PROPN
bracis-19095	243	25	,	,	PUNCT
bracis-19095	243	26	hoffart	hoffart	PROPN
bracis-19095	243	27	,	,	PUNCT
bracis-19095	243	28	j.	j.	PROPN
bracis-19095	243	29	,	,	PUNCT
bracis-19095	243	30	weikum	weikum	NOUN
bracis-19095	243	31	,	,	PUNCT
bracis-19095	243	32	g.	g.	PROPN
bracis-19095	243	33	:	:	PUNCT
bracis-19095	243	34	a	a	DET
bracis-19095	243	35	study	study	NOUN
bracis-19095	243	36	of	of	ADP
bracis-19095	243	37	the	the	DET
bracis-19095	243	38	importance	importance	NOUN
bracis-19095	243	39	of	of	ADP
bracis-19095	243	40	external	external	ADJ
bracis-19095	243	41	knowledge	knowledge	NOUN
bracis-19095	243	42	in	in	ADP
bracis-19095	243	43	the	the	DET
bracis-19095	243	44	named	name	VERB
bracis-19095	243	45	entity	entity	NOUN
bracis-19095	243	46	recognition	recognition	NOUN
bracis-19095	243	47	task	task	NOUN
bracis-19095	243	48	.	.	PUNCT
bracis-19095	244	1	in	in	ADP
bracis-19095	244	2	:	:	PUNCT
bracis-19095	244	3	proceedings	proceeding	NOUN
bracis-19095	244	4	of	of	ADP
bracis-19095	244	5	the	the	DET
bracis-19095	244	6	56th	56th	ADJ
bracis-19095	244	7	annual	annual	ADJ
bracis-19095	244	8	meeting	meeting	NOUN
bracis-19095	244	9	of	of	ADP
bracis-19095	244	10	the	the	DET
bracis-19095	244	11	association	association	NOUN
bracis-19095	244	12	for	for	ADP
bracis-19095	244	13	computational	computational	ADJ
bracis-19095	244	14	linguistics	linguistic	NOUN
bracis-19095	244	15	(	(	PUNCT
bracis-19095	244	16	volume	volume	NOUN
bracis-19095	244	17	2	2	NUM
bracis-19095	244	18	:	:	PUNCT
bracis-19095	244	19	short	short	ADJ
bracis-19095	244	20	papers	paper	NOUN
bracis-19095	244	21	)	)	PUNCT
bracis-19095	244	22	,	,	PUNCT
bracis-19095	244	23	melbourne	melbourne	PROPN
bracis-19095	244	24	,	,	PUNCT
bracis-19095	244	25	australia	australia	PROPN
bracis-19095	244	26	,	,	PUNCT
bracis-19095	244	27	pp	pp	X
bracis-19095	244	28	.	.	PUNCT
bracis-19095	245	1	241–246	241–246	NUM
bracis-19095	245	2	.	.	PUNCT
bracis-19095	245	3	association	association	NOUN
bracis-19095	245	4	for	for	ADP
bracis-19095	245	5	computational	computational	ADJ
bracis-19095	245	6	linguistics	linguistic	NOUN
bracis-19095	245	7	(	(	PUNCT
bracis-19095	245	8	july	july	PROPN
bracis-19095	245	9	2018	2018	NUM
bracis-19095	245	10	)	)	PUNCT
bracis-19095	245	11	.	.	PUNCT
bracis-19095	246	1	https://doi.org/10.18653/v1/p18-2039	https://doi.org/10.18653/v1/p18-2039	PROPN
bracis-19095	246	2	.	.	PUNCT
bracis-19095	247	1	https://aclanthology.org/p18-2039	https://aclanthology.org/p18-2039	PROPN
bracis-19095	247	2	tjong	tjong	PROPN
bracis-19095	247	3	kim	kim	PROPN
bracis-19095	247	4	sang	sing	VERB
bracis-19095	247	5	,	,	PUNCT
bracis-19095	247	6	e.f	e.f	PROPN
bracis-19095	247	7	.	.	PROPN
bracis-19095	247	8	,	,	PUNCT
bracis-19095	247	9	de	de	X
bracis-19095	247	10	meulder	meulder	NOUN
bracis-19095	247	11	,	,	PUNCT
bracis-19095	247	12	f.	f.	PROPN
bracis-19095	247	13	:	:	PUNCT
bracis-19095	247	14	introduction	introduction	NOUN
bracis-19095	247	15	to	to	ADP
bracis-19095	247	16	the	the	DET
bracis-19095	247	17	conll-2003	conll-2003	NOUN
bracis-19095	247	18	shared	share	VERB
bracis-19095	247	19	task	task	NOUN
bracis-19095	247	20	:	:	PUNCT
bracis-19095	247	21	language	language	NOUN
bracis-19095	247	22	-	-	PUNCT
bracis-19095	247	23	independent	independent	NOUN
bracis-19095	247	24	named	name	VERB
bracis-19095	247	25	entity	entity	NOUN
bracis-19095	247	26	recognition	recognition	NOUN
bracis-19095	247	27	.	.	PUNCT
bracis-19095	248	1	in	in	ADP
bracis-19095	248	2	:	:	PUNCT
bracis-19095	248	3	proceedings	proceeding	NOUN
bracis-19095	248	4	of	of	ADP
bracis-19095	248	5	the	the	DET
bracis-19095	248	6	7th	7th	ADJ
bracis-19095	248	7	conference	conference	NOUN
bracis-19095	248	8	on	on	ADP
bracis-19095	248	9	natural	natural	ADJ
bracis-19095	248	10	language	language	NOUN
bracis-19095	248	11	learning	learning	NOUN
bracis-19095	248	12	at	at	ADP
bracis-19095	248	13	hlt	hlt	PROPN
bracis-19095	248	14	-	-	PUNCT
bracis-19095	248	15	naacl	naacl	PROPN
bracis-19095	248	16	2003	2003	NUM
bracis-19095	248	17	,	,	PUNCT
bracis-19095	248	18	conll	conll	NOUN
bracis-19095	248	19	2003	2003	NUM
bracis-19095	248	20	,	,	PUNCT
bracis-19095	248	21	usa	usa	PROPN
bracis-19095	248	22	,	,	PUNCT
bracis-19095	248	23	vol	vol	NOUN
bracis-19095	248	24	.	.	PROPN
bracis-19095	248	25	4	4	NUM
bracis-19095	248	26	,	,	PUNCT
bracis-19095	248	27	pp	pp	ADJ
bracis-19095	248	28	.	.	PUNCT
bracis-19095	249	1	142–147	142–147	NUM
bracis-19095	249	2	.	.	PUNCT
bracis-19095	249	3	association	association	NOUN
bracis-19095	249	4	for	for	ADP
bracis-19095	249	5	computational	computational	ADJ
bracis-19095	249	6	linguistics	linguistic	NOUN
bracis-19095	249	7	(	(	PUNCT
bracis-19095	249	8	2003	2003	NUM
bracis-19095	249	9	)	)	PUNCT
bracis-19095	249	10	.	.	PUNCT
bracis-19095	250	1	https://doi.org/10.3115/1119176.1119195	https://doi.org/10.3115/1119176.1119195	PROPN
bracis-19095	250	2	xiaofeng	xiaofeng	PROPN
bracis-19095	250	3	,	,	PUNCT
bracis-19095	250	4	m.	m.	NOUN
bracis-19095	250	5	,	,	PUNCT
bracis-19095	250	6	wei	wei	PROPN
bracis-19095	250	7	,	,	PUNCT
bracis-19095	250	8	w.	w.	PROPN
bracis-19095	250	9	,	,	PUNCT
bracis-19095	250	10	aiping	aiping	NOUN
bracis-19095	250	11	,	,	PUNCT
bracis-19095	250	12	x.	x.	NOUN
bracis-19095	250	13	:	:	PUNCT
bracis-19095	250	14	incorporating	incorporate	VERB
bracis-19095	250	15	token	token	VERB
bracis-19095	250	16	-	-	PUNCT
bracis-19095	250	17	level	level	NOUN
bracis-19095	250	18	dictionary	dictionary	ADJ
bracis-19095	250	19	feature	feature	NOUN
bracis-19095	250	20	into	into	ADP
bracis-19095	250	21	neural	neural	ADJ
bracis-19095	250	22	model	model	NOUN
bracis-19095	250	23	for	for	ADP
bracis-19095	250	24	named	name	VERB
bracis-19095	250	25	entity	entity	NOUN
bracis-19095	250	26	recognition	recognition	NOUN
bracis-19095	250	27	.	.	PUNCT
bracis-19095	251	1	neurocomputing	neurocompute	VERB
bracis-19095	251	2	375	375	NUM
bracis-19095	251	3	,	,	PUNCT
bracis-19095	251	4	43–50	43–50	NUM
bracis-19095	251	5	(	(	PUNCT
bracis-19095	251	6	2020	2020	NUM
bracis-19095	251	7	)	)	PUNCT
bracis-19095	251	8	.	.	PUNCT
bracis-19095	252	1	https://doi.org/10.1016/j.neucom.2019.09.005	https://doi.org/10.1016/j.neucom.2019.09.005	PROPN
bracis-19095	252	2	.	.	PUNCT
bracis-19095	253	1	https://www.sciencedirect.com/science/article/pii/s0925231219312652	https://www.sciencedirect.com/science/article/pii/s0925231219312652	PROPN
bracis-19095	253	2	yadav	yadav	PROPN
bracis-19095	253	3	,	,	PUNCT
bracis-19095	253	4	v.	v.	PROPN
bracis-19095	253	5	,	,	PUNCT
bracis-19095	253	6	bethard	bethard	NOUN
bracis-19095	253	7	,	,	PUNCT
bracis-19095	253	8	s.	s.	PROPN
bracis-19095	253	9	:	:	PUNCT
bracis-19095	253	10	a	a	DET
bracis-19095	253	11	survey	survey	NOUN
bracis-19095	253	12	on	on	ADP
bracis-19095	253	13	recent	recent	ADJ
bracis-19095	253	14	advances	advance	NOUN
bracis-19095	253	15	in	in	ADP
bracis-19095	253	16	named	name	VERB
bracis-19095	253	17	entity	entity	NOUN
bracis-19095	253	18	recognition	recognition	NOUN
bracis-19095	253	19	from	from	ADP
bracis-19095	253	20	deep	deep	ADJ
bracis-19095	253	21	learning	learning	NOUN
bracis-19095	253	22	models	model	NOUN
bracis-19095	253	23	.	.	PUNCT
bracis-19095	254	1	in	in	ADP
bracis-19095	254	2	:	:	PUNCT
bracis-19095	254	3	proceedings	proceeding	NOUN
bracis-19095	254	4	of	of	ADP
bracis-19095	254	5	the	the	DET
bracis-19095	254	6	27th	27th	ADJ
bracis-19095	254	7	international	international	ADJ
bracis-19095	254	8	conference	conference	NOUN
bracis-19095	254	9	on	on	ADP
bracis-19095	254	10	computational	computational	ADJ
bracis-19095	254	11	linguistics	linguistic	NOUN
bracis-19095	254	12	,	,	PUNCT
bracis-19095	254	13	santa	santa	PROPN
bracis-19095	254	14	fe	fe	PROPN
bracis-19095	254	15	,	,	PUNCT
bracis-19095	254	16	new	new	PROPN
bracis-19095	254	17	mexico	mexico	PROPN
bracis-19095	254	18	,	,	PUNCT
bracis-19095	254	19	usa	usa	PROPN
bracis-19095	254	20	,	,	PUNCT
bracis-19095	254	21	pp	pp	X
bracis-19095	254	22	.	.	PUNCT
bracis-19095	255	1	2145–2158	2145–2158	NUM
bracis-19095	255	2	.	.	PUNCT
bracis-19095	255	3	association	association	NOUN
bracis-19095	255	4	for	for	ADP
bracis-19095	255	5	computational	computational	ADJ
bracis-19095	255	6	linguistics	linguistic	NOUN
bracis-19095	255	7	(	(	PUNCT
bracis-19095	255	8	august	august	PROPN
bracis-19095	255	9	2018	2018	NUM
bracis-19095	255	10	)	)	PUNCT
bracis-19095	255	11	.	.	PUNCT
bracis-19095	256	1	https://www.aclweb.org/anthology/c18-1182	https://www.aclweb.org/anthology/c18-1182	PROPN
bracis-19095	256	2	download	download	PROPN
bracis-19095	256	3	references	reference	NOUN
bracis-19095	256	4	author	author	NOUN
bracis-19095	256	5	information	information	NOUN
bracis-19095	256	6	authors	author	NOUN
bracis-19095	256	7	and	and	CCONJ
bracis-19095	256	8	affiliations	affiliation	NOUN
bracis-19095	256	9	institute	institute	PROPN
bracis-19095	256	10	of	of	ADP
bracis-19095	256	11	geosciences	geoscience	NOUN
bracis-19095	256	12	and	and	CCONJ
bracis-19095	256	13	exact	exact	ADJ
bracis-19095	256	14	sciences	science	NOUN
bracis-19095	256	15	,	,	PUNCT
bracis-19095	256	16	unesp	unesp	ADJ
bracis-19095	256	17	são	são	PROPN
bracis-19095	256	18	paulo	paulo	PROPN
bracis-19095	256	19	state	state	PROPN
bracis-19095	256	20	university	university	PROPN
bracis-19095	256	21	,	,	PUNCT
bracis-19095	256	22	rio	rio	PROPN
bracis-19095	256	23	claro	claro	PROPN
bracis-19095	256	24	,	,	PUNCT
bracis-19095	256	25	sp	sp	PROPN
bracis-19095	256	26	,	,	PUNCT
bracis-19095	256	27	brazil	brazil	PROPN
bracis-19095	256	28	pedro	pedro	PROPN
bracis-19095	256	29	ivo	ivo	PROPN
bracis-19095	256	30	monteiro	monteiro	PROPN
bracis-19095	256	31	privatto	privatto	PROPN
bracis-19095	256	32	 	 	SPACE
bracis-19095	256	33	&	&	CCONJ
bracis-19095	256	34	 	 	SPACE
bracis-19095	256	35	ivan	ivan	PROPN
bracis-19095	256	36	rizzo	rizzo	PROPN
bracis-19095	256	37	guilherme	guilherme	PROPN
bracis-19095	256	38	authors	authors	PROPN
bracis-19095	256	39	pedro	pedro	PROPN
bracis-19095	256	40	ivo	ivo	PROPN
bracis-19095	256	41	monteiro	monteiro	PROPN
bracis-19095	256	42	privattoview	privattoview	PROPN
bracis-19095	256	43	author	author	NOUN
bracis-19095	256	44	publications	publication	NOUN
bracis-19095	256	45	search	search	NOUN
bracis-19095	256	46	author	author	NOUN
bracis-19095	256	47	on	on	ADP
bracis-19095	256	48	:	:	PUNCT
bracis-19095	256	49	pubmed	pubmed	PROPN
bracis-19095	256	50	 	 	SPACE
bracis-19095	256	51	google	google	PROPN
bracis-19095	256	52	scholar	scholar	PROPN
bracis-19095	256	53	ivan	ivan	PROPN
bracis-19095	256	54	rizzo	rizzo	PROPN
bracis-19095	256	55	guilhermeview	guilhermeview	PROPN
bracis-19095	256	56	author	author	NOUN
bracis-19095	256	57	publications	publication	NOUN
bracis-19095	256	58	search	search	NOUN
bracis-19095	256	59	author	author	NOUN
bracis-19095	256	60	on	on	ADP
bracis-19095	256	61	:	:	PUNCT
bracis-19095	256	62	pubmed	pubmed	PROPN
bracis-19095	256	63	 	 	SPACE
bracis-19095	256	64	google	google	PROPN
bracis-19095	256	65	scholar	scholar	NOUN
bracis-19095	256	66	editor	editor	NOUN
bracis-19095	256	67	information	information	NOUN
bracis-19095	256	68	editors	editor	NOUN
bracis-19095	256	69	and	and	CCONJ
bracis-19095	256	70	affiliations	affiliation	NOUN
bracis-19095	256	71	universidade	universidade	PROPN
bracis-19095	256	72	federal	federal	PROPN
bracis-19095	256	73	de	de	X
bracis-19095	256	74	sergipe	sergipe	PROPN
bracis-19095	256	75	,	,	PUNCT
bracis-19095	256	76	são	são	NOUN
bracis-19095	256	77	cristóvão	cristóvão	PROPN
bracis-19095	256	78	,	,	PUNCT
bracis-19095	256	79	brazil	brazil	PROPN
bracis-19095	256	80	andré	andré	PROPN
bracis-19095	256	81	britto	britto	PROPN
bracis-19095	256	82	universidade	universidade	PROPN
bracis-19095	256	83	de	de	PROPN
bracis-19095	256	84	são	são	PROPN
bracis-19095	256	85	paulo	paulo	PROPN
bracis-19095	256	86	,	,	PUNCT
bracis-19095	256	87	são	são	PROPN
bracis-19095	256	88	paulo	paulo	PROPN
bracis-19095	256	89	,	,	PUNCT
bracis-19095	256	90	brazil	brazil	PROPN
bracis-19095	256	91	karina	karina	PROPN
bracis-19095	256	92	valdivia	valdivia	PROPN
bracis-19095	256	93	delgado	delgado	VERB
bracis-19095	256	94	rights	right	NOUN
bracis-19095	256	95	and	and	CCONJ
bracis-19095	256	96	permissions	permission	NOUN
bracis-19095	256	97	reprints	reprint	NOUN
bracis-19095	256	98	and	and	CCONJ
bracis-19095	256	99	permissions	permission	VERB
bracis-19095	256	100	copyright	copyright	NOUN
bracis-19095	256	101	information	information	NOUN
bracis-19095	256	102	©	©	PROPN
bracis-19095	256	103	2021	2021	NUM
bracis-19095	256	104	springer	springer	NOUN
bracis-19095	256	105	nature	nature	NOUN
bracis-19095	256	106	switzerland	switzerland	PROPN
bracis-19095	256	107	ag	ag	PROPN
bracis-19095	256	108	about	about	ADP
bracis-19095	256	109	this	this	DET
bracis-19095	256	110	paper	paper	NOUN
bracis-19095	256	111	cite	cite	VERB
bracis-19095	256	112	this	this	DET
bracis-19095	256	113	paper	paper	NOUN
bracis-19095	256	114	privatto	privatto	NOUN
bracis-19095	256	115	,	,	PUNCT
bracis-19095	256	116	p.i.m	p.i.m	NOUN
bracis-19095	256	117	.	.	PUNCT
bracis-19095	256	118	,	,	PUNCT
bracis-19095	256	119	guilherme	guilherme	PROPN
bracis-19095	256	120	,	,	PUNCT
bracis-19095	256	121	i.r	i.r	PROPN
bracis-19095	256	122	.	.	PROPN
bracis-19095	256	123	(	(	PUNCT
bracis-19095	256	124	2021	2021	NUM
bracis-19095	256	125	)	)	PUNCT
bracis-19095	256	126	.	.	PUNCT
bracis-19095	257	1	when	when	SCONJ
bracis-19095	257	2	external	external	ADJ
bracis-19095	257	3	knowledge	knowledge	NOUN
bracis-19095	257	4	does	do	AUX
bracis-19095	257	5	not	not	PART
bracis-19095	257	6	aggregate	aggregate	VERB
bracis-19095	257	7	in	in	ADP
bracis-19095	257	8	named	name	VERB
bracis-19095	257	9	entity	entity	NOUN
bracis-19095	257	10	recognition	recognition	NOUN
bracis-19095	257	11	.	.	PUNCT
bracis-19095	258	1	in	in	ADP
bracis-19095	258	2	:	:	PUNCT
bracis-19095	258	3	britto	britto	PROPN
bracis-19095	258	4	,	,	PUNCT
bracis-19095	258	5	a.	a.	PROPN
bracis-19095	258	6	,	,	PUNCT
bracis-19095	258	7	valdivia	valdivia	PROPN
bracis-19095	258	8	delgado	delgado	PROPN
bracis-19095	258	9	,	,	PUNCT
bracis-19095	258	10	k.	k.	PROPN
bracis-19095	258	11	(	(	PUNCT
bracis-19095	258	12	eds	eds	PROPN
bracis-19095	258	13	)	)	PUNCT
bracis-19095	258	14	intelligent	intelligent	ADJ
bracis-19095	258	15	systems	system	NOUN
bracis-19095	258	16	.	.	PUNCT
bracis-19095	259	1	bracis	bracis	PROPN
bracis-19095	259	2	2021	2021	NUM
bracis-19095	259	3	.	.	PUNCT
bracis-19095	260	1	lecture	lecture	NOUN
bracis-19095	260	2	notes	note	NOUN
bracis-19095	260	3	in	in	ADP
bracis-19095	260	4	computer	computer	NOUN
bracis-19095	260	5	science	science	NOUN
bracis-19095	260	6	(	(	PUNCT
bracis-19095	260	7	)	)	PUNCT
bracis-19095	260	8	,	,	PUNCT
bracis-19095	260	9	vol	vol	NOUN
bracis-19095	260	10	13074	13074	NUM
bracis-19095	260	11	.	.	PUNCT
bracis-19095	261	1	springer	springer	NOUN
bracis-19095	261	2	,	,	PUNCT
bracis-19095	261	3	cham	cham	PROPN
bracis-19095	261	4	.	.	PUNCT
bracis-19095	262	1	https://doi.org/10.1007/978-3-030-91699-2_42	https://doi.org/10.1007/978-3-030-91699-2_42	PROPN
bracis-19095	262	2	download	download	NOUN
bracis-19095	262	3	citation	citation	NOUN
bracis-19095	262	4	.ris	.ris	PUNCT
bracis-19095	263	1	.enw	.enw	PROPN
bracis-19095	263	2	.bib	.bib	PUNCT
bracis-19095	264	1	doi	doi	PROPN
bracis-19095	264	2	:	:	PUNCT
bracis-19095	264	3	https://doi.org/10.1007/978-3-030-91699-2_42	https://doi.org/10.1007/978-3-030-91699-2_42	NOUN
bracis-19095	264	4	published	publish	VERB
bracis-19095	264	5	:	:	PUNCT
bracis-19095	264	6	28	28	NUM
bracis-19095	264	7	november	november	PROPN
bracis-19095	264	8	2021	2021	NUM
bracis-19095	264	9	publisher	publisher	NOUN
bracis-19095	264	10	name	name	NOUN
bracis-19095	264	11	:	:	PUNCT
bracis-19095	264	12	springer	springer	NOUN
bracis-19095	264	13	,	,	PUNCT
bracis-19095	264	14	cham	cham	PROPN
bracis-19095	264	15	print	print	PROPN
bracis-19095	264	16	isbn	isbn	PROPN
bracis-19095	264	17	:	:	PUNCT
bracis-19095	264	18	978	978	NUM
bracis-19095	264	19	-	-	SYM
bracis-19095	264	20	3	3	NUM
bracis-19095	264	21	-	-	PUNCT
bracis-19095	264	22	030	030	NUM
bracis-19095	264	23	-	-	PUNCT
bracis-19095	264	24	91698	91698	NUM
bracis-19095	264	25	-	-	SYM
bracis-19095	264	26	5	5	NUM
bracis-19095	264	27	online	online	ADJ
bracis-19095	264	28	isbn	isbn	NOUN
bracis-19095	264	29	:	:	PUNCT
bracis-19095	264	30	978	978	NUM
bracis-19095	264	31	-	-	SYM
bracis-19095	264	32	3	3	NUM
bracis-19095	264	33	-	-	PUNCT
bracis-19095	264	34	030	030	NUM
bracis-19095	264	35	-	-	PUNCT
bracis-19095	264	36	91699	91699	NUM
bracis-19095	264	37	-	-	SYM
bracis-19095	264	38	2	2	NUM
bracis-19095	264	39	ebook	ebook	NOUN
bracis-19095	264	40	packages	package	NOUN
bracis-19095	264	41	:	:	PUNCT
bracis-19095	264	42	computer	computer	NOUN
bracis-19095	264	43	sciencecomputer	sciencecomputer	NOUN
bracis-19095	264	44	science	science	NOUN
bracis-19095	264	45	(	(	PUNCT
bracis-19095	264	46	r0	r0	NOUN
bracis-19095	264	47	)	)	PUNCT
bracis-19095	264	48	share	share	VERB
bracis-19095	264	49	this	this	DET
bracis-19095	264	50	paper	paper	NOUN
bracis-19095	264	51	anyone	anyone	PRON
bracis-19095	264	52	you	you	PRON
bracis-19095	264	53	share	share	VERB
bracis-19095	264	54	the	the	DET
bracis-19095	264	55	following	follow	VERB
bracis-19095	264	56	link	link	NOUN
bracis-19095	264	57	with	with	ADP
bracis-19095	264	58	will	will	AUX
bracis-19095	264	59	be	be	AUX
bracis-19095	264	60	able	able	ADJ
bracis-19095	264	61	to	to	PART
bracis-19095	264	62	read	read	VERB
bracis-19095	264	63	this	this	DET
bracis-19095	264	64	content	content	NOUN
bracis-19095	264	65	:	:	PUNCT
bracis-19095	264	66	get	get	VERB
bracis-19095	264	67	shareable	shareable	ADJ
bracis-19095	264	68	linksorry	linksorry	NOUN
bracis-19095	264	69	,	,	PUNCT
bracis-19095	264	70	a	a	DET
bracis-19095	264	71	shareable	shareable	ADJ
bracis-19095	264	72	link	link	NOUN
bracis-19095	264	73	is	be	AUX
bracis-19095	264	74	not	not	PART
bracis-19095	264	75	currently	currently	ADV
bracis-19095	264	76	available	available	ADJ
bracis-19095	264	77	for	for	ADP
bracis-19095	264	78	this	this	DET
bracis-19095	264	79	article	article	NOUN
bracis-19095	264	80	.	.	PUNCT
bracis-19095	265	1	copy	copy	VERB
bracis-19095	265	2	shareable	shareable	ADJ
bracis-19095	265	3	link	link	NOUN
bracis-19095	265	4	to	to	PART
bracis-19095	265	5	clipboard	clipboard	NOUN
bracis-19095	265	6	provided	provide	VERB
bracis-19095	265	7	by	by	ADP
bracis-19095	265	8	the	the	DET
bracis-19095	265	9	springer	springer	NOUN
bracis-19095	265	10	nature	nature	PROPN
bracis-19095	265	11	sharedit	sharedit	PROPN
bracis-19095	265	12	content	content	NOUN
bracis-19095	265	13	-	-	PUNCT
bracis-19095	265	14	sharing	share	VERB
bracis-19095	265	15	initiative	initiative	NOUN
bracis-19095	265	16	keywords	keyword	NOUN
bracis-19095	265	17	named	name	VERB
bracis-19095	265	18	entity	entity	NOUN
bracis-19095	265	19	recognition	recognition	NOUN
bracis-19095	265	20	information	information	NOUN
bracis-19095	265	21	extraction	extraction	NOUN
bracis-19095	265	22	knowledge	knowledge	NOUN
bracis-19095	265	23	embeddings	embedding	NOUN
bracis-19095	265	24	publish	publish	VERB
bracis-19095	265	25	with	with	ADP
bracis-19095	265	26	us	us	PROPN
bracis-19095	265	27	policies	policy	NOUN
bracis-19095	265	28	and	and	CCONJ
bracis-19095	265	29	ethics	ethic	NOUN
bracis-19095	265	30	search	search	NOUN
bracis-19095	265	31	search	search	NOUN
bracis-19095	265	32	by	by	ADP
bracis-19095	265	33	keyword	keyword	NOUN
bracis-19095	265	34	or	or	CCONJ
bracis-19095	265	35	author	author	NOUN
bracis-19095	265	36	search	search	NOUN
bracis-19095	265	37	navigation	navigation	NOUN
bracis-19095	265	38	find	find	VERB
bracis-19095	265	39	a	a	DET
bracis-19095	265	40	journal	journal	NOUN
bracis-19095	265	41	publish	publish	VERB
bracis-19095	265	42	with	with	ADP
bracis-19095	265	43	us	we	PRON
bracis-19095	265	44	track	track	VERB
bracis-19095	265	45	your	your	PRON
bracis-19095	265	46	research	research	NOUN
bracis-19095	265	47	discover	discover	VERB
bracis-19095	265	48	content	content	NOUN
bracis-19095	265	49	journals	journal	NOUN
bracis-19095	265	50	a	a	DET
bracis-19095	265	51	-	-	PUNCT
bracis-19095	265	52	z	z	NOUN
bracis-19095	265	53	books	book	NOUN
bracis-19095	265	54	a	a	DET
bracis-19095	265	55	-	-	PUNCT
bracis-19095	265	56	z	z	NOUN
bracis-19095	265	57	publish	publish	NOUN
bracis-19095	265	58	with	with	ADP
bracis-19095	265	59	us	us	PROPN
bracis-19095	265	60	journal	journal	PROPN
bracis-19095	265	61	finder	finder	PROPN
bracis-19095	265	62	publish	publish	VERB
bracis-19095	265	63	your	your	PRON
bracis-19095	265	64	research	research	NOUN
bracis-19095	265	65	language	language	NOUN
bracis-19095	265	66	editing	edit	VERB
bracis-19095	265	67	open	open	ADJ
bracis-19095	265	68	access	access	NOUN
bracis-19095	265	69	publishing	publishing	NOUN
bracis-19095	265	70	products	product	NOUN
bracis-19095	265	71	and	and	CCONJ
bracis-19095	265	72	services	service	NOUN
bracis-19095	265	73	our	our	PRON
bracis-19095	265	74	products	product	NOUN
bracis-19095	265	75	librarians	librarian	VERB
bracis-19095	265	76	societies	society	NOUN
bracis-19095	265	77	partners	partner	NOUN
bracis-19095	265	78	and	and	CCONJ
bracis-19095	265	79	advertisers	advertiser	NOUN
bracis-19095	265	80	our	our	PRON
bracis-19095	265	81	brands	brand	NOUN
bracis-19095	265	82	springer	springer	NOUN
bracis-19095	265	83	nature	nature	PROPN
bracis-19095	265	84	portfolio	portfolio	PROPN
bracis-19095	265	85	bmc	bmc	PROPN
bracis-19095	265	86	palgrave	palgrave	PROPN
bracis-19095	265	87	macmillan	macmillan	PROPN
bracis-19095	265	88	apress	apress	PROPN
bracis-19095	265	89	discover	discover	VERB
bracis-19095	265	90	your	your	PRON
bracis-19095	265	91	privacy	privacy	NOUN
bracis-19095	265	92	choices	choice	NOUN
bracis-19095	265	93	/	/	SYM
bracis-19095	265	94	manage	manage	NOUN
bracis-19095	265	95	cookies	cookie	NOUN
bracis-19095	265	96	your	your	PRON
bracis-19095	265	97	us	us	PROPN
bracis-19095	266	1	state	state	NOUN
bracis-19095	266	2	privacy	privacy	NOUN
bracis-19095	266	3	rights	right	NOUN
bracis-19095	266	4	accessibility	accessibility	NOUN
bracis-19095	266	5	statement	statement	NOUN
bracis-19095	266	6	terms	term	NOUN
bracis-19095	266	7	and	and	CCONJ
bracis-19095	266	8	conditions	condition	NOUN
bracis-19095	266	9	privacy	privacy	NOUN
bracis-19095	266	10	policy	policy	NOUN
bracis-19095	266	11	help	help	NOUN
bracis-19095	266	12	and	and	CCONJ
bracis-19095	266	13	support	support	VERB
bracis-19095	266	14	legal	legal	ADJ
bracis-19095	266	15	notice	notice	NOUN
bracis-19095	266	16	cancel	cancel	VERB
bracis-19095	266	17	contracts	contract	NOUN
bracis-19095	266	18	here	here	ADV
bracis-19095	266	19	129.74.145.123	129.74.145.123	NUM
bracis-19095	266	20	hesburgh	hesburgh	PROPN
bracis-19095	266	21	library	library	PROPN
bracis-19095	266	22	er	er	INTJ
bracis-19095	266	23	unit	unit	NOUN
bracis-19095	266	24	(	(	PUNCT
bracis-19095	266	25	3005732405	3005732405	NUM
bracis-19095	266	26	)	)	PUNCT
bracis-19095	266	27	northeast	northeast	ADJ
bracis-19095	266	28	research	research	NOUN
bracis-19095	266	29	libraries	library	NOUN
bracis-19095	266	30	(	(	PUNCT
bracis-19095	266	31	nerl	nerl	PROPN
bracis-19095	266	32	)	)	PUNCT
bracis-19095	266	33	(	(	PUNCT
bracis-19095	266	34	8200828607	8200828607	NUM
bracis-19095	266	35	)	)	PUNCT
bracis-19095	266	36	nerl	nerl	VERB
bracis-19095	266	37	ta	ta	X
bracis-19095	266	38	account	account	NOUN
bracis-19095	266	39	(	(	PUNCT
bracis-19095	266	40	3006206169	3006206169	NUM
bracis-19095	266	41	)	)	PUNCT
bracis-19095	266	42	university	university	NOUN
bracis-19095	266	43	of	of	ADP
bracis-19095	266	44	notre	notre	PROPN
bracis-19095	266	45	dame	dame	PROPN
bracis-19095	266	46	hesburgh	hesburgh	PROPN
bracis-19095	266	47	library	library	NOUN
bracis-19095	266	48	(	(	PUNCT
bracis-19095	266	49	3000184373	3000184373	NUM
bracis-19095	266	50	)	)	PUNCT
bracis-19095	267	1	©	©	ADP
bracis-19095	267	2	2025	2025	NUM
bracis-19095	267	3	springer	springer	NOUN
bracis-19095	267	4	nature	nature	NOUN