id	sid	tid	token	lemma	pos
bracis-19056	1	1	de	de	NOUN
bracis-19056	1	2	-	-	NOUN
bracis-19056	1	3	identification	identification	NOUN
bracis-19056	1	4	of	of	ADP
bracis-19056	1	5	clinical	clinical	ADJ
bracis-19056	1	6	notes	note	NOUN
bracis-19056	1	7	using	use	VERB
bracis-19056	1	8	contextualized	contextualized	ADJ
bracis-19056	1	9	language	language	NOUN
bracis-19056	1	10	models	model	NOUN
bracis-19056	1	11	and	and	CCONJ
bracis-19056	1	12	a	a	DET
bracis-19056	1	13	token	token	ADJ
bracis-19056	1	14	classifier	classifier	NOUN
bracis-19056	1	15	|	|	NOUN
bracis-19056	1	16	springer	springer	NOUN
bracis-19056	1	17	nature	nature	PROPN
bracis-19056	1	18	link	link	PROPN
bracis-19056	1	19	(	(	PUNCT
bracis-19056	1	20	formerly	formerly	ADV
bracis-19056	1	21	springerlink	springerlink	NOUN
bracis-19056	1	22	)	)	PUNCT
bracis-19056	1	23	skip	skip	VERB
bracis-19056	1	24	to	to	ADP
bracis-19056	1	25	main	main	ADJ
bracis-19056	1	26	content	content	NOUN
bracis-19056	1	27	advertisement	advertisement	NOUN
bracis-19056	1	28	log	log	NOUN
bracis-19056	1	29	in	in	ADP
bracis-19056	1	30	menu	menu	NOUN
bracis-19056	1	31	find	find	VERB
bracis-19056	1	32	a	a	DET
bracis-19056	1	33	journal	journal	NOUN
bracis-19056	1	34	publish	publish	VERB
bracis-19056	1	35	with	with	ADP
bracis-19056	1	36	us	we	PRON
bracis-19056	1	37	track	track	VERB
bracis-19056	1	38	your	your	PRON
bracis-19056	1	39	research	research	NOUN
bracis-19056	1	40	search	search	NOUN
bracis-19056	1	41	cart	cart	NOUN
bracis-19056	1	42	home	home	NOUN
bracis-19056	1	43	intelligent	intelligent	ADJ
bracis-19056	1	44	systems	system	NOUN
bracis-19056	1	45	conference	conference	NOUN
bracis-19056	1	46	paper	paper	NOUN
bracis-19056	1	47	de	de	NOUN
bracis-19056	1	48	-	-	NOUN
bracis-19056	1	49	identification	identification	NOUN
bracis-19056	1	50	of	of	ADP
bracis-19056	1	51	clinical	clinical	ADJ
bracis-19056	1	52	notes	note	NOUN
bracis-19056	1	53	using	use	VERB
bracis-19056	1	54	contextualized	contextualized	ADJ
bracis-19056	1	55	language	language	NOUN
bracis-19056	1	56	models	model	NOUN
bracis-19056	1	57	and	and	CCONJ
bracis-19056	1	58	a	a	DET
bracis-19056	1	59	token	token	ADJ
bracis-19056	1	60	classifier	classifier	NOUN
bracis-19056	1	61	conference	conference	NOUN
bracis-19056	1	62	paper	paper	NOUN
bracis-19056	1	63	first	first	ADV
bracis-19056	1	64	online	online	ADV
bracis-19056	1	65	:	:	PUNCT
bracis-19056	1	66	28	28	NUM
bracis-19056	1	67	november	november	PROPN
bracis-19056	1	68	2021	2021	NUM
bracis-19056	2	1	pp	pp	ADP
bracis-19056	2	2	33–41	33–41	NUM
bracis-19056	2	3	cite	cite	VERB
bracis-19056	2	4	this	this	DET
bracis-19056	2	5	conference	conference	NOUN
bracis-19056	2	6	paper	paper	NOUN
bracis-19056	2	7	access	access	NOUN
bracis-19056	2	8	provided	provide	VERB
bracis-19056	2	9	by	by	ADP
bracis-19056	2	10	university	university	PROPN
bracis-19056	2	11	of	of	ADP
bracis-19056	2	12	notre	notre	PROPN
bracis-19056	2	13	dame	dame	PROPN
bracis-19056	2	14	hesburgh	hesburgh	PROPN
bracis-19056	2	15	library	library	PROPN
bracis-19056	2	16	download	download	PROPN
bracis-19056	2	17	book	book	NOUN
bracis-19056	2	18	pdf	pdf	PROPN
bracis-19056	2	19	download	download	NOUN
bracis-19056	2	20	book	book	NOUN
bracis-19056	2	21	epub	epub	PROPN
bracis-19056	2	22	intelligent	intelligent	ADJ
bracis-19056	2	23	systems	system	NOUN
bracis-19056	2	24	(	(	PUNCT
bracis-19056	2	25	bracis	bracis	NOUN
bracis-19056	2	26	2021	2021	NUM
bracis-19056	2	27	)	)	PUNCT
bracis-19056	2	28	de	de	NOUN
bracis-19056	2	29	-	-	NOUN
bracis-19056	2	30	identification	identification	NOUN
bracis-19056	2	31	of	of	ADP
bracis-19056	2	32	clinical	clinical	ADJ
bracis-19056	2	33	notes	note	NOUN
bracis-19056	2	34	using	use	VERB
bracis-19056	2	35	contextualized	contextualized	ADJ
bracis-19056	2	36	language	language	NOUN
bracis-19056	2	37	models	model	NOUN
bracis-19056	2	38	and	and	CCONJ
bracis-19056	2	39	a	a	DET
bracis-19056	2	40	token	token	ADJ
bracis-19056	2	41	classifier	classifier	NOUN
bracis-19056	2	42	download	download	NOUN
bracis-19056	2	43	book	book	PROPN
bracis-19056	2	44	pdf	pdf	PROPN
bracis-19056	2	45	download	download	NOUN
bracis-19056	2	46	book	book	PROPN
bracis-19056	2	47	epub	epub	PROPN
bracis-19056	2	48	joaquim	joaquim	PROPN
bracis-19056	2	49	santos	santos	PROPN
bracis-19056	2	50	  	  	SPACE
bracis-19056	2	51	orcid	orcid	NOUN
bracis-19056	2	52	:	:	PUNCT
bracis-19056	2	53	orcid.org/0000-0002-0581-409210	orcid.org/0000-0002-0581-409210	NOUN
bracis-19056	2	54	,	,	PUNCT
bracis-19056	2	55	henrique	henrique	PROPN
bracis-19056	2	56	d.	d.	PROPN
bracis-19056	2	57	p.	p.	PROPN
bracis-19056	2	58	dos	do	VERB
bracis-19056	2	59	santos	santos	PROPN
bracis-19056	2	60	  	  	SPACE
bracis-19056	2	61	orcid	orcid	NOUN
bracis-19056	2	62	:	:	PUNCT
bracis-19056	2	63	orcid.org/0000-0002-2410-353611	orcid.org/0000-0002-2410-353611	NOUN
bracis-19056	2	64	,	,	PUNCT
bracis-19056	2	65	fábio	fábio	NOUN
bracis-19056	2	66	tabalipa	tabalipa	NOUN
bracis-19056	2	67	  	  	SPACE
bracis-19056	2	68	orcid	orcid	NOUN
bracis-19056	2	69	:	:	PUNCT
bracis-19056	2	70	orcid.org/0000-0002-2060-953x12	orcid.org/0000-0002-2060-953x12	PROPN
bracis-19056	2	71	&	&	CCONJ
bracis-19056	2	72	…	…	PUNCT
bracis-19056	2	73	renata	renata	PROPN
bracis-19056	2	74	vieira	vieira	PROPN
bracis-19056	2	75	  	  	SPACE
bracis-19056	2	76	orcid	orcid	NOUN
bracis-19056	2	77	:	:	PUNCT
bracis-19056	2	78	orcid.org/0000-0003-2449-547710	orcid.org/0000-0003-2449-547710	ADJ
bracis-19056	2	79	  	  	SPACE
bracis-19056	2	80	show	show	VERB
bracis-19056	2	81	authors	author	NOUN
bracis-19056	2	82	part	part	NOUN
bracis-19056	2	83	of	of	ADP
bracis-19056	2	84	the	the	DET
bracis-19056	2	85	book	book	NOUN
bracis-19056	2	86	series	series	NOUN
bracis-19056	2	87	:	:	PUNCT
bracis-19056	2	88	lecture	lecture	NOUN
bracis-19056	2	89	notes	note	NOUN
bracis-19056	2	90	in	in	ADP
bracis-19056	2	91	computer	computer	NOUN
bracis-19056	2	92	science	science	NOUN
bracis-19056	2	93	(	(	PUNCT
bracis-19056	2	94	(	(	PUNCT
bracis-19056	2	95	lnai	lnai	ADJ
bracis-19056	2	96	,	,	PUNCT
bracis-19056	2	97	volume	volume	NOUN
bracis-19056	2	98	13074	13074	NUM
bracis-19056	2	99	)	)	PUNCT
bracis-19056	2	100	)	)	PUNCT
bracis-19056	2	101	included	include	VERB
bracis-19056	2	102	in	in	ADP
bracis-19056	2	103	the	the	DET
bracis-19056	2	104	following	follow	VERB
bracis-19056	2	105	conference	conference	NOUN
bracis-19056	2	106	series	series	NOUN
bracis-19056	2	107	:	:	PUNCT
bracis-19056	2	108	brazilian	brazilian	ADJ
bracis-19056	2	109	conference	conference	NOUN
bracis-19056	2	110	on	on	ADP
bracis-19056	2	111	intelligent	intelligent	ADJ
bracis-19056	2	112	systems	system	NOUN
bracis-19056	2	113	1270	1270	NUM
bracis-19056	2	114	accesses	access	VERB
bracis-19056	2	115	4	4	NUM
bracis-19056	2	116	citations	citation	NOUN
bracis-19056	2	117	abstract	abstract	ADJ
bracis-19056	2	118	the	the	DET
bracis-19056	2	119	de	de	NOUN
bracis-19056	2	120	-	-	NOUN
bracis-19056	2	121	identification	identification	NOUN
bracis-19056	2	122	of	of	ADP
bracis-19056	2	123	clinical	clinical	ADJ
bracis-19056	2	124	notes	note	NOUN
bracis-19056	2	125	is	be	AUX
bracis-19056	2	126	crucial	crucial	ADJ
bracis-19056	2	127	for	for	ADP
bracis-19056	2	128	the	the	DET
bracis-19056	2	129	reuse	reuse	NOUN
bracis-19056	2	130	of	of	ADP
bracis-19056	2	131	electronic	electronic	ADJ
bracis-19056	2	132	clinical	clinical	ADJ
bracis-19056	2	133	data	datum	NOUN
bracis-19056	2	134	and	and	CCONJ
bracis-19056	2	135	is	be	AUX
bracis-19056	2	136	a	a	DET
bracis-19056	2	137	common	common	ADJ
bracis-19056	2	138	named	name	VERB
bracis-19056	2	139	entity	entity	NOUN
bracis-19056	2	140	recognition	recognition	NOUN
bracis-19056	2	141	(	(	PUNCT
bracis-19056	2	142	ner	ner	NOUN
bracis-19056	2	143	)	)	PUNCT
bracis-19056	2	144	task	task	NOUN
bracis-19056	2	145	.	.	PUNCT
bracis-19056	3	1	neural	neural	ADJ
bracis-19056	3	2	language	language	NOUN
bracis-19056	3	3	models	model	NOUN
bracis-19056	3	4	provide	provide	VERB
bracis-19056	3	5	a	a	DET
bracis-19056	3	6	great	great	ADJ
bracis-19056	3	7	improvement	improvement	NOUN
bracis-19056	3	8	in	in	ADP
bracis-19056	3	9	natural	natural	ADJ
bracis-19056	3	10	language	language	NOUN
bracis-19056	3	11	processing	processing	NOUN
bracis-19056	3	12	(	(	PUNCT
bracis-19056	3	13	nlp	nlp	NOUN
bracis-19056	3	14	)	)	PUNCT
bracis-19056	3	15	tasks	task	NOUN
bracis-19056	3	16	,	,	PUNCT
bracis-19056	3	17	such	such	ADJ
bracis-19056	3	18	as	as	ADP
bracis-19056	3	19	ner	ner	NOUN
bracis-19056	3	20	,	,	PUNCT
bracis-19056	3	21	when	when	SCONJ
bracis-19056	3	22	they	they	PRON
bracis-19056	3	23	are	be	AUX
bracis-19056	3	24	integrated	integrate	VERB
bracis-19056	3	25	with	with	ADP
bracis-19056	3	26	neural	neural	ADJ
bracis-19056	3	27	network	network	NOUN
bracis-19056	3	28	methods	method	NOUN
bracis-19056	3	29	.	.	PUNCT
bracis-19056	4	1	this	this	DET
bracis-19056	4	2	paper	paper	NOUN
bracis-19056	4	3	evaluates	evaluate	VERB
bracis-19056	4	4	the	the	DET
bracis-19056	4	5	use	use	NOUN
bracis-19056	4	6	of	of	ADP
bracis-19056	4	7	current	current	ADJ
bracis-19056	4	8	state	state	NOUN
bracis-19056	4	9	-	-	PUNCT
bracis-19056	4	10	of	of	ADP
bracis-19056	4	11	-	-	PUNCT
bracis-19056	4	12	the	the	DET
bracis-19056	4	13	-	-	PUNCT
bracis-19056	4	14	art	art	NOUN
bracis-19056	4	15	deep	deep	ADJ
bracis-19056	4	16	learning	learning	NOUN
bracis-19056	4	17	methods	method	NOUN
bracis-19056	4	18	(	(	PUNCT
bracis-19056	4	19	bi	bi	ADJ
bracis-19056	4	20	-	-	ADJ
bracis-19056	4	21	lstm	lstm	ADJ
bracis-19056	4	22	-	-	PUNCT
bracis-19056	4	23	crf	crf	NOUN
bracis-19056	4	24	)	)	PUNCT
bracis-19056	4	25	in	in	ADP
bracis-19056	4	26	the	the	DET
bracis-19056	4	27	task	task	NOUN
bracis-19056	4	28	of	of	ADP
bracis-19056	4	29	identifying	identify	VERB
bracis-19056	4	30	patient	patient	ADJ
bracis-19056	4	31	names	name	NOUN
bracis-19056	4	32	in	in	ADP
bracis-19056	4	33	clinical	clinical	ADJ
bracis-19056	4	34	notes	note	NOUN
bracis-19056	4	35	,	,	PUNCT
bracis-19056	4	36	for	for	ADP
bracis-19056	4	37	de	de	NOUN
bracis-19056	4	38	-	-	NOUN
bracis-19056	4	39	identification	identification	NOUN
bracis-19056	4	40	purposes	purpose	NOUN
bracis-19056	4	41	.	.	PUNCT
bracis-19056	5	1	we	we	PRON
bracis-19056	5	2	used	use	VERB
bracis-19056	5	3	two	two	NUM
bracis-19056	5	4	corpora	corpora	NOUN
bracis-19056	5	5	and	and	CCONJ
bracis-19056	5	6	three	three	NUM
bracis-19056	5	7	language	language	NOUN
bracis-19056	5	8	models	model	NOUN
bracis-19056	5	9	to	to	PART
bracis-19056	5	10	evaluate	evaluate	VERB
bracis-19056	5	11	which	which	DET
bracis-19056	5	12	combination	combination	NOUN
bracis-19056	5	13	delivers	deliver	VERB
bracis-19056	5	14	the	the	DET
bracis-19056	5	15	best	good	ADJ
bracis-19056	5	16	performance	performance	NOUN
bracis-19056	5	17	.	.	PUNCT
bracis-19056	6	1	in	in	ADP
bracis-19056	6	2	our	our	PRON
bracis-19056	6	3	experiments	experiment	NOUN
bracis-19056	6	4	,	,	PUNCT
bracis-19056	6	5	the	the	DET
bracis-19056	6	6	specific	specific	ADJ
bracis-19056	6	7	corpus	corpus	NOUN
bracis-19056	6	8	for	for	ADP
bracis-19056	6	9	the	the	DET
bracis-19056	6	10	de	de	NOUN
bracis-19056	6	11	-	-	NOUN
bracis-19056	6	12	identification	identification	NOUN
bracis-19056	6	13	of	of	ADP
bracis-19056	6	14	clinical	clinical	ADJ
bracis-19056	6	15	notes	note	NOUN
bracis-19056	6	16	and	and	CCONJ
bracis-19056	6	17	a	a	DET
bracis-19056	6	18	contextualized	contextualized	ADJ
bracis-19056	6	19	embedding	embed	VERB
bracis-19056	6	20	with	with	ADP
bracis-19056	6	21	word	word	NOUN
bracis-19056	6	22	embeddings	embedding	NOUN
bracis-19056	6	23	achieved	achieve	VERB
bracis-19056	6	24	the	the	DET
bracis-19056	6	25	best	good	ADJ
bracis-19056	6	26	result	result	NOUN
bracis-19056	6	27	:	:	PUNCT
bracis-19056	6	28	an	an	DET
bracis-19056	6	29	f	f	NOUN
bracis-19056	6	30	-	-	PUNCT
bracis-19056	6	31	measure	measure	NOUN
bracis-19056	6	32	of	of	ADP
bracis-19056	6	33	0.94	0.94	NUM
bracis-19056	6	34	.	.	PUNCT
bracis-19056	7	1	this	this	DET
bracis-19056	7	2	work	work	NOUN
bracis-19056	7	3	was	be	AUX
bracis-19056	7	4	partially	partially	ADV
bracis-19056	7	5	supported	support	VERB
bracis-19056	7	6	by	by	ADP
bracis-19056	7	7	institute	institute	PROPN
bracis-19056	7	8	of	of	ADP
bracis-19056	7	9	artificial	artificial	ADJ
bracis-19056	7	10	intelligence	intelligence	NOUN
bracis-19056	7	11	in	in	ADP
bracis-19056	7	12	healthcare	healthcare	PROPN
bracis-19056	7	13	,	,	PUNCT
bracis-19056	7	14	memed	meme	VERB
bracis-19056	7	15	,	,	PUNCT
bracis-19056	7	16	google	google	PROPN
bracis-19056	7	17	latin	latin	PROPN
bracis-19056	7	18	america	america	PROPN
bracis-19056	7	19	research	research	PROPN
bracis-19056	7	20	awards	award	NOUN
bracis-19056	7	21	,	,	PUNCT
bracis-19056	7	22	and	and	CCONJ
bracis-19056	7	23	by	by	ADP
bracis-19056	7	24	fct	fct	NOUN
bracis-19056	7	25	under	under	ADP
bracis-19056	7	26	the	the	DET
bracis-19056	7	27	project	project	NOUN
bracis-19056	7	28	uidb/00057/2020	uidb/00057/2020	VERB
bracis-19056	7	29	(	(	PUNCT
bracis-19056	7	30	portugal	portugal	PROPN
bracis-19056	7	31	)	)	PUNCT
bracis-19056	7	32	.	.	PUNCT
bracis-19056	8	1	access	access	NOUN
bracis-19056	8	2	provided	provide	VERB
bracis-19056	8	3	by	by	ADP
bracis-19056	8	4	university	university	PROPN
bracis-19056	8	5	of	of	ADP
bracis-19056	8	6	notre	notre	PROPN
bracis-19056	8	7	dame	dame	PROPN
bracis-19056	8	8	hesburgh	hesburgh	PROPN
bracis-19056	8	9	library	library	PROPN
bracis-19056	8	10	.	.	PUNCT
bracis-19056	9	1	download	download	PROPN
bracis-19056	9	2	conference	conference	NOUN
bracis-19056	9	3	paper	paper	NOUN
bracis-19056	9	4	pdf	pdf	NOUN
bracis-19056	9	5	similar	similar	ADJ
bracis-19056	9	6	content	content	NOUN
bracis-19056	9	7	being	be	AUX
bracis-19056	9	8	viewed	view	VERB
bracis-19056	9	9	by	by	ADP
bracis-19056	9	10	others	other	NOUN
bracis-19056	9	11	research	research	NOUN
bracis-19056	9	12	of	of	ADP
bracis-19056	9	13	clinical	clinical	ADJ
bracis-19056	9	14	named	name	VERB
bracis-19056	9	15	entity	entity	NOUN
bracis-19056	9	16	recognition	recognition	NOUN
bracis-19056	9	17	based	base	VERB
bracis-19056	9	18	on	on	ADP
bracis-19056	9	19	bi	bi	ADJ
bracis-19056	9	20	-	-	ADJ
bracis-19056	9	21	lstm	lstm	ADJ
bracis-19056	9	22	-	-	PUNCT
bracis-19056	9	23	crf	crf	NOUN
bracis-19056	9	24	article	article	NOUN
bracis-19056	9	25	07	07	NUM
bracis-19056	9	26	june	june	PROPN
bracis-19056	9	27	2018	2018	NUM
bracis-19056	9	28	a	a	DET
bracis-19056	9	29	study	study	NOUN
bracis-19056	9	30	of	of	ADP
bracis-19056	9	31	deep	deep	ADJ
bracis-19056	9	32	learning	learning	NOUN
bracis-19056	9	33	methods	method	NOUN
bracis-19056	9	34	for	for	ADP
bracis-19056	9	35	de	de	NOUN
bracis-19056	9	36	-	-	NOUN
bracis-19056	9	37	identification	identification	NOUN
bracis-19056	9	38	of	of	ADP
bracis-19056	9	39	clinical	clinical	ADJ
bracis-19056	9	40	notes	note	NOUN
bracis-19056	9	41	in	in	ADP
bracis-19056	9	42	cross	cross	ADJ
bracis-19056	9	43	-	-	ADJ
bracis-19056	9	44	institute	institute	ADJ
bracis-19056	9	45	settings	setting	NOUN
bracis-19056	9	46	article	article	NOUN
bracis-19056	9	47	open	open	VERB
bracis-19056	9	48	access	access	NOUN
bracis-19056	9	49	05	05	NUM
bracis-19056	9	50	december	december	PROPN
bracis-19056	9	51	2019	2019	NUM
bracis-19056	9	52	clinical	clinical	ADJ
bracis-19056	9	53	named	name	VERB
bracis-19056	9	54	entity	entity	NOUN
bracis-19056	9	55	recognition	recognition	NOUN
bracis-19056	9	56	methods	method	NOUN
bracis-19056	9	57	:	:	PUNCT
bracis-19056	9	58	an	an	DET
bracis-19056	9	59	overview	overview	NOUN
bracis-19056	9	60	chapter	chapter	NOUN
bracis-19056	9	61	©	©	PROPN
bracis-19056	9	62	2022	2022	NUM
bracis-19056	9	63	explore	explore	VERB
bracis-19056	9	64	related	relate	VERB
bracis-19056	9	65	subjects	subject	NOUN
bracis-19056	9	66	discover	discover	VERB
bracis-19056	9	67	the	the	DET
bracis-19056	9	68	latest	late	ADJ
bracis-19056	9	69	articles	article	NOUN
bracis-19056	9	70	,	,	PUNCT
bracis-19056	9	71	books	book	NOUN
bracis-19056	9	72	and	and	CCONJ
bracis-19056	9	73	news	news	NOUN
bracis-19056	9	74	in	in	ADP
bracis-19056	9	75	related	related	ADJ
bracis-19056	9	76	subjects	subject	NOUN
bracis-19056	9	77	,	,	PUNCT
bracis-19056	9	78	suggested	suggest	VERB
bracis-19056	9	79	using	use	VERB
bracis-19056	9	80	machine	machine	NOUN
bracis-19056	9	81	learning	learning	NOUN
bracis-19056	9	82	.	.	PUNCT
bracis-19056	10	1	clinical	clinical	ADJ
bracis-19056	10	2	medicine	medicine	NOUN
bracis-19056	10	3	computational	computational	ADJ
bracis-19056	10	4	linguistics	linguistic	NOUN
bracis-19056	10	5	language	language	NOUN
bracis-19056	10	6	processing	processing	NOUN
bracis-19056	10	7	medical	medical	ADJ
bracis-19056	10	8	humanities	humanity	NOUN
bracis-19056	10	9	natural	natural	ADJ
bracis-19056	10	10	language	language	NOUN
bracis-19056	10	11	processing	processing	NOUN
bracis-19056	10	12	(	(	PUNCT
bracis-19056	10	13	nlp	nlp	ADJ
bracis-19056	10	14	)	)	PUNCT
bracis-19056	10	15	predictive	predictive	ADJ
bracis-19056	10	16	medicine	medicine	NOUN
bracis-19056	10	17	1	1	NUM
bracis-19056	10	18	introduction	introduction	NOUN
bracis-19056	10	19	with	with	ADP
bracis-19056	10	20	the	the	DET
bracis-19056	10	21	growth	growth	NOUN
bracis-19056	10	22	of	of	ADP
bracis-19056	10	23	artificial	artificial	ADJ
bracis-19056	10	24	intelligence	intelligence	NOUN
bracis-19056	10	25	,	,	PUNCT
bracis-19056	10	26	predictions	prediction	NOUN
bracis-19056	10	27	based	base	VERB
bracis-19056	10	28	on	on	ADP
bracis-19056	10	29	electronic	electronic	ADJ
bracis-19056	10	30	health	health	NOUN
bracis-19056	10	31	records	record	NOUN
bracis-19056	10	32	(	(	PUNCT
bracis-19056	10	33	ehrs	ehrs	INTJ
bracis-19056	10	34	)	)	PUNCT
bracis-19056	10	35	are	be	AUX
bracis-19056	10	36	becoming	become	VERB
bracis-19056	10	37	increasingly	increasingly	ADV
bracis-19056	10	38	viable	viable	ADJ
bracis-19056	10	39	.	.	PUNCT
bracis-19056	11	1	as	as	SCONJ
bracis-19056	11	2	ehrs	ehrs	PROPN
bracis-19056	11	3	consolidate	consolidate	VERB
bracis-19056	11	4	information	information	NOUN
bracis-19056	11	5	from	from	ADP
bracis-19056	11	6	all	all	DET
bracis-19056	11	7	patient	patient	ADJ
bracis-19056	11	8	timelines	timeline	NOUN
bracis-19056	11	9	,	,	PUNCT
bracis-19056	11	10	they	they	PRON
bracis-19056	11	11	may	may	AUX
bracis-19056	11	12	be	be	AUX
bracis-19056	11	13	processed	process	VERB
bracis-19056	11	14	as	as	ADP
bracis-19056	11	15	input	input	NOUN
bracis-19056	11	16	for	for	ADP
bracis-19056	11	17	machine	machine	NOUN
bracis-19056	11	18	learning	learning	NOUN
bracis-19056	11	19	models	model	NOUN
bracis-19056	11	20	to	to	PART
bracis-19056	11	21	build	build	VERB
bracis-19056	11	22	clinical	clinical	ADJ
bracis-19056	11	23	decision	decision	NOUN
bracis-19056	11	24	support	support	NOUN
bracis-19056	11	25	systems	system	NOUN
bracis-19056	11	26	(	(	PUNCT
bracis-19056	11	27	cdss	cdss	NOUN
bracis-19056	11	28	)	)	PUNCT
bracis-19056	11	29	,	,	PUNCT
bracis-19056	11	30	to	to	PART
bracis-19056	11	31	improve	improve	VERB
bracis-19056	11	32	hospital	hospital	NOUN
bracis-19056	11	33	workflows	workflow	NOUN
bracis-19056	11	34	.	.	PUNCT
bracis-19056	12	1	several	several	ADJ
bracis-19056	12	2	studies	study	NOUN
bracis-19056	12	3	show	show	VERB
bracis-19056	12	4	the	the	DET
bracis-19056	12	5	potential	potential	NOUN
bracis-19056	12	6	of	of	ADP
bracis-19056	12	7	using	use	VERB
bracis-19056	12	8	ehr	ehr	NOUN
bracis-19056	12	9	data	datum	NOUN
bracis-19056	12	10	for	for	ADP
bracis-19056	12	11	comorbidity	comorbidity	NOUN
bracis-19056	12	12	index	index	NOUN
bracis-19056	12	13	prediction	prediction	NOUN
bracis-19056	12	14	 	 	SPACE
bracis-19056	13	1	[	[	X
bracis-19056	13	2	24	24	NUM
bracis-19056	13	3	]	]	PUNCT
bracis-19056	13	4	,	,	PUNCT
bracis-19056	13	5	fall	fall	NOUN
bracis-19056	13	6	event	event	NOUN
bracis-19056	13	7	detection	detection	NOUN
bracis-19056	13	8	 	 	SPACE
bracis-19056	14	1	[	[	X
bracis-19056	14	2	26	26	NUM
bracis-19056	14	3	]	]	PUNCT
bracis-19056	14	4	,	,	PUNCT
bracis-19056	14	5	and	and	CCONJ
bracis-19056	14	6	bringing	bring	VERB
bracis-19056	14	7	smart	smart	ADJ
bracis-19056	14	8	screening	screening	NOUN
bracis-19056	14	9	systems	system	NOUN
bracis-19056	14	10	to	to	ADP
bracis-19056	14	11	pharmacy	pharmacy	NOUN
bracis-19056	14	12	services	service	NOUN
bracis-19056	14	13	 	 	SPACE
bracis-19056	15	1	[	[	X
bracis-19056	15	2	23	23	NUM
bracis-19056	15	3	]	]	X
bracis-19056	15	4	,	,	PUNCT
bracis-19056	15	5	along	along	ADP
bracis-19056	15	6	with	with	ADP
bracis-19056	15	7	many	many	ADJ
bracis-19056	15	8	other	other	ADJ
bracis-19056	15	9	possibilities	possibility	NOUN
bracis-19056	15	10	 	 	SPACE
bracis-19056	16	1	[	[	X
bracis-19056	16	2	13	13	NUM
bracis-19056	16	3	]	]	PUNCT
bracis-19056	16	4	.	.	PUNCT
bracis-19056	17	1	removing	remove	VERB
bracis-19056	17	2	patient	patient	NOUN
bracis-19056	17	3	-	-	PUNCT
bracis-19056	17	4	identifiable	identifiable	ADJ
bracis-19056	17	5	health	health	NOUN
bracis-19056	17	6	information	information	NOUN
bracis-19056	17	7	is	be	AUX
bracis-19056	17	8	a	a	DET
bracis-19056	17	9	prerequisite	prerequisite	NOUN
bracis-19056	17	10	to	to	PART
bracis-19056	17	11	conduct	conduct	VERB
bracis-19056	17	12	research	research	NOUN
bracis-19056	17	13	over	over	ADP
bracis-19056	17	14	clinical	clinical	ADJ
bracis-19056	17	15	notes	note	NOUN
bracis-19056	17	16	 	 	SPACE
bracis-19056	17	17	[	[	X
bracis-19056	17	18	5	5	NUM
bracis-19056	17	19	]	]	PUNCT
bracis-19056	17	20	.	.	PUNCT
bracis-19056	18	1	in	in	ADP
bracis-19056	18	2	the	the	DET
bracis-19056	18	3	united	united	PROPN
bracis-19056	18	4	states	states	PROPN
bracis-19056	18	5	,	,	PUNCT
bracis-19056	18	6	the	the	DET
bracis-19056	18	7	health	health	NOUN
bracis-19056	18	8	insurance	insurance	NOUN
bracis-19056	18	9	portability	portability	NOUN
bracis-19056	18	10	and	and	CCONJ
bracis-19056	18	11	accountability	accountability	NOUN
bracis-19056	18	12	act	act	NOUN
bracis-19056	18	13	(	(	PUNCT
bracis-19056	18	14	hipaa	hipaa	PROPN
bracis-19056	18	15	)	)	PUNCT
bracis-19056	18	16	listed	list	VERB
bracis-19056	18	17	18	18	NUM
bracis-19056	18	18	types	type	NOUN
bracis-19056	18	19	of	of	ADP
bracis-19056	18	20	personally	personally	ADV
bracis-19056	18	21	identifiable	identifiable	ADJ
bracis-19056	18	22	information	information	NOUN
bracis-19056	18	23	(	(	PUNCT
bracis-19056	18	24	pii	pii	NOUN
bracis-19056	18	25	)	)	PUNCT
bracis-19056	18	26	 	 	SPACE
bracis-19056	19	1	[	[	X
bracis-19056	19	2	7	7	NUM
bracis-19056	19	3	]	]	PUNCT
bracis-19056	19	4	.	.	PUNCT
bracis-19056	20	1	de	de	NOUN
bracis-19056	20	2	-	-	NOUN
bracis-19056	20	3	identification	identification	NOUN
bracis-19056	20	4	is	be	AUX
bracis-19056	20	5	the	the	DET
bracis-19056	20	6	process	process	NOUN
bracis-19056	20	7	of	of	ADP
bracis-19056	20	8	finding	find	VERB
bracis-19056	20	9	and	and	CCONJ
bracis-19056	20	10	removing	remove	VERB
bracis-19056	20	11	pii	pii	NOUN
bracis-19056	20	12	from	from	ADP
bracis-19056	20	13	electronic	electronic	ADJ
bracis-19056	20	14	health	health	NOUN
bracis-19056	20	15	records	record	NOUN
bracis-19056	20	16	.	.	PUNCT
bracis-19056	21	1	de	de	NOUN
bracis-19056	21	2	-	-	NOUN
bracis-19056	21	3	identification	identification	NOUN
bracis-19056	21	4	is	be	AUX
bracis-19056	21	5	a	a	DET
bracis-19056	21	6	typical	typical	ADJ
bracis-19056	21	7	named	name	VERB
bracis-19056	21	8	entity	entity	NOUN
bracis-19056	21	9	recognition	recognition	NOUN
bracis-19056	21	10	(	(	PUNCT
bracis-19056	21	11	ner	ner	NOUN
bracis-19056	21	12	)	)	PUNCT
bracis-19056	21	13	problem	problem	NOUN
bracis-19056	21	14	,	,	PUNCT
bracis-19056	21	15	part	part	NOUN
bracis-19056	21	16	of	of	ADP
bracis-19056	21	17	the	the	DET
bracis-19056	21	18	natural	natural	ADJ
bracis-19056	21	19	language	language	NOUN
bracis-19056	21	20	processing	processing	NOUN
bracis-19056	21	21	(	(	PUNCT
bracis-19056	21	22	nlp	nlp	ADJ
bracis-19056	21	23	)	)	PUNCT
bracis-19056	21	24	field	field	NOUN
bracis-19056	21	25	.	.	PUNCT
bracis-19056	22	1	the	the	DET
bracis-19056	22	2	current	current	ADJ
bracis-19056	22	3	state	state	NOUN
bracis-19056	22	4	-	-	PUNCT
bracis-19056	22	5	of	of	ADP
bracis-19056	22	6	-	-	PUNCT
bracis-19056	22	7	the	the	DET
bracis-19056	22	8	-	-	PUNCT
bracis-19056	22	9	art	art	NOUN
bracis-19056	22	10	approach	approach	NOUN
bracis-19056	22	11	for	for	ADP
bracis-19056	22	12	ner	ner	NOUN
bracis-19056	22	13	problems	problem	NOUN
bracis-19056	22	14	is	be	AUX
bracis-19056	22	15	bi	bi	ADJ
bracis-19056	22	16	-	-	ADJ
bracis-19056	22	17	lstm	lstm	ADJ
bracis-19056	22	18	-	-	PUNCT
bracis-19056	22	19	crf	crf	PROPN
bracis-19056	22	20	(	(	PUNCT
bracis-19056	22	21	bidirectional	bidirectional	ADJ
bracis-19056	22	22	long	long	ADJ
bracis-19056	22	23	-	-	PUNCT
bracis-19056	22	24	short	short	ADJ
bracis-19056	22	25	-	-	PUNCT
bracis-19056	22	26	term	term	NOUN
bracis-19056	22	27	-	-	PUNCT
bracis-19056	22	28	memory	memory	NOUN
bracis-19056	22	29	conditional	conditional	ADJ
bracis-19056	22	30	random	random	ADJ
bracis-19056	22	31	fields	field	NOUN
bracis-19056	22	32	)	)	PUNCT
bracis-19056	22	33	 	 	SPACE
bracis-19056	23	1	[	[	X
bracis-19056	23	2	2	2	NUM
bracis-19056	23	3	]	]	PUNCT
bracis-19056	23	4	,	,	PUNCT
bracis-19056	23	5	evaluated	evaluate	VERB
bracis-19056	23	6	over	over	ADP
bracis-19056	23	7	a	a	DET
bracis-19056	23	8	standard	standard	ADJ
bracis-19056	23	9	conll-2003	conll-2003	NOUN
bracis-19056	23	10	corpus	corpu	NOUN
bracis-19056	23	11	 	 	SPACE
bracis-19056	23	12	[	[	X
bracis-19056	23	13	19	19	NUM
bracis-19056	23	14	]	]	PUNCT
bracis-19056	23	15	.	.	PUNCT
bracis-19056	24	1	in	in	ADP
bracis-19056	24	2	this	this	DET
bracis-19056	24	3	paper	paper	NOUN
bracis-19056	24	4	,	,	PUNCT
bracis-19056	24	5	we	we	PRON
bracis-19056	24	6	evaluate	evaluate	VERB
bracis-19056	24	7	the	the	DET
bracis-19056	24	8	use	use	NOUN
bracis-19056	24	9	of	of	ADP
bracis-19056	24	10	neural	neural	ADJ
bracis-19056	24	11	network	network	NOUN
bracis-19056	24	12	topology	topology	NOUN
bracis-19056	24	13	of	of	ADP
bracis-19056	24	14	bi	bi	ADJ
bracis-19056	24	15	-	-	ADJ
bracis-19056	24	16	lstm	lstm	ADJ
bracis-19056	24	17	-	-	PUNCT
bracis-19056	24	18	crf	crf	NOUN
bracis-19056	24	19	using	use	VERB
bracis-19056	24	20	two	two	NUM
bracis-19056	24	21	corpora	corpora	NOUN
bracis-19056	24	22	of	of	ADP
bracis-19056	24	23	patient	patient	ADJ
bracis-19056	24	24	name	name	NOUN
bracis-19056	24	25	recognition	recognition	NOUN
bracis-19056	24	26	in	in	ADP
bracis-19056	24	27	portuguese	portuguese	PROPN
bracis-19056	24	28	.	.	PUNCT
bracis-19056	25	1	one	one	NUM
bracis-19056	25	2	patient	patient	NOUN
bracis-19056	25	3	-	-	PUNCT
bracis-19056	25	4	name	name	NOUN
bracis-19056	25	5	-	-	PUNCT
bracis-19056	25	6	recognition	recognition	NOUN
bracis-19056	25	7	corpus	corpus	NOUN
bracis-19056	25	8	was	be	AUX
bracis-19056	25	9	annotated	annotate	VERB
bracis-19056	25	10	with	with	ADP
bracis-19056	25	11	5	5	NUM
bracis-19056	25	12	thousand	thousand	NUM
bracis-19056	25	13	names	name	NOUN
bracis-19056	25	14	in	in	ADP
bracis-19056	25	15	15	15	NUM
bracis-19056	25	16	thousand	thousand	NUM
bracis-19056	25	17	sentences	sentence	NOUN
bracis-19056	25	18	.	.	PUNCT
bracis-19056	26	1	besides	besides	SCONJ
bracis-19056	26	2	,	,	PUNCT
bracis-19056	26	3	a	a	DET
bracis-19056	26	4	standard	standard	ADJ
bracis-19056	26	5	ner	ner	NOUN
bracis-19056	26	6	corpus	corpus	NOUN
bracis-19056	26	7	was	be	AUX
bracis-19056	26	8	used	use	VERB
bracis-19056	26	9	to	to	PART
bracis-19056	26	10	evaluate	evaluate	VERB
bracis-19056	26	11	overfitting	overfitting	NOUN
bracis-19056	26	12	.	.	PUNCT
bracis-19056	27	1	our	our	PRON
bracis-19056	27	2	approach	approach	NOUN
bracis-19056	27	3	focuses	focus	VERB
bracis-19056	27	4	on	on	ADP
bracis-19056	27	5	the	the	DET
bracis-19056	27	6	identification	identification	NOUN
bracis-19056	27	7	of	of	ADP
bracis-19056	27	8	the	the	DET
bracis-19056	27	9	best	good	ADJ
bracis-19056	27	10	cutoff	cutoff	NOUN
bracis-19056	27	11	point	point	NOUN
bracis-19056	27	12	of	of	ADP
bracis-19056	27	13	the	the	DET
bracis-19056	27	14	de	de	NOUN
bracis-19056	27	15	-	-	NOUN
bracis-19056	27	16	identification	identification	NOUN
bracis-19056	27	17	training	training	NOUN
bracis-19056	27	18	set	set	NOUN
bracis-19056	27	19	.	.	PUNCT
bracis-19056	28	1	the	the	DET
bracis-19056	28	2	rest	rest	NOUN
bracis-19056	28	3	of	of	ADP
bracis-19056	28	4	this	this	DET
bracis-19056	28	5	paper	paper	NOUN
bracis-19056	28	6	is	be	AUX
bracis-19056	28	7	organized	organize	VERB
bracis-19056	28	8	as	as	SCONJ
bracis-19056	28	9	follows	follow	VERB
bracis-19056	28	10	:	:	PUNCT
bracis-19056	28	11	sect	sect	NOUN
bracis-19056	28	12	.	.	PUNCT
bracis-19056	28	13	 	 	SPACE
bracis-19056	29	1	2	2	NUM
bracis-19056	29	2	presents	present	VERB
bracis-19056	29	3	previous	previous	ADJ
bracis-19056	29	4	works	work	NOUN
bracis-19056	29	5	on	on	ADP
bracis-19056	29	6	the	the	DET
bracis-19056	29	7	de	de	NOUN
bracis-19056	29	8	-	-	NOUN
bracis-19056	29	9	identification	identification	NOUN
bracis-19056	29	10	of	of	ADP
bracis-19056	29	11	clinical	clinical	ADJ
bracis-19056	29	12	notes	note	NOUN
bracis-19056	29	13	.	.	PUNCT
bracis-19056	30	1	section	section	NOUN
bracis-19056	30	2	 	 	SPACE
bracis-19056	30	3	3	3	NUM
bracis-19056	30	4	describes	describe	VERB
bracis-19056	30	5	the	the	DET
bracis-19056	30	6	datasets	dataset	NOUN
bracis-19056	30	7	,	,	PUNCT
bracis-19056	30	8	language	language	NOUN
bracis-19056	30	9	models	model	NOUN
bracis-19056	30	10	,	,	PUNCT
bracis-19056	30	11	and	and	CCONJ
bracis-19056	30	12	neural	neural	ADJ
bracis-19056	30	13	network	network	NOUN
bracis-19056	30	14	topology	topology	NOUN
bracis-19056	30	15	.	.	PUNCT
bracis-19056	31	1	we	we	PRON
bracis-19056	31	2	present	present	VERB
bracis-19056	31	3	the	the	DET
bracis-19056	31	4	results	result	NOUN
bracis-19056	31	5	in	in	ADP
bracis-19056	31	6	sect	sect	NOUN
bracis-19056	31	7	.	.	PUNCT
bracis-19056	31	8	 	 	SPACE
bracis-19056	32	1	4	4	X
bracis-19056	32	2	.	.	PUNCT
bracis-19056	32	3	finally	finally	ADV
bracis-19056	32	4	,	,	PUNCT
bracis-19056	32	5	in	in	ADP
bracis-19056	32	6	sect	sect	NOUN
bracis-19056	32	7	.	.	PUNCT
bracis-19056	32	8	 	 	SPACE
bracis-19056	32	9	5	5	NUM
bracis-19056	32	10	,	,	PUNCT
bracis-19056	32	11	we	we	PRON
bracis-19056	32	12	conclude	conclude	VERB
bracis-19056	32	13	and	and	CCONJ
bracis-19056	32	14	present	present	VERB
bracis-19056	32	15	future	future	ADJ
bracis-19056	32	16	work	work	NOUN
bracis-19056	32	17	.	.	PUNCT
bracis-19056	33	1	2	2	NUM
bracis-19056	33	2	related	related	ADJ
bracis-19056	33	3	work	work	NOUN
bracis-19056	33	4	the	the	DET
bracis-19056	33	5	de	de	NOUN
bracis-19056	33	6	-	-	NOUN
bracis-19056	33	7	identification	identification	NOUN
bracis-19056	33	8	of	of	ADP
bracis-19056	33	9	clinical	clinical	ADJ
bracis-19056	33	10	notes	note	NOUN
bracis-19056	33	11	has	have	AUX
bracis-19056	33	12	become	become	VERB
bracis-19056	33	13	a	a	DET
bracis-19056	33	14	common	common	ADJ
bracis-19056	33	15	task	task	NOUN
bracis-19056	33	16	in	in	ADP
bracis-19056	33	17	the	the	DET
bracis-19056	33	18	health	health	NOUN
bracis-19056	33	19	information	information	NOUN
bracis-19056	33	20	research	research	NOUN
bracis-19056	33	21	field	field	NOUN
bracis-19056	33	22	since	since	SCONJ
bracis-19056	33	23	the	the	DET
bracis-19056	33	24	adoption	adoption	NOUN
bracis-19056	33	25	of	of	ADP
bracis-19056	33	26	electronic	electronic	ADJ
bracis-19056	33	27	health	health	NOUN
bracis-19056	33	28	records	record	NOUN
bracis-19056	33	29	 	 	SPACE
bracis-19056	34	1	[	[	X
bracis-19056	34	2	14	14	NUM
bracis-19056	34	3	]	]	PUNCT
bracis-19056	34	4	.	.	PUNCT
bracis-19056	35	1	datasets	dataset	NOUN
bracis-19056	35	2	such	such	ADJ
bracis-19056	35	3	as	as	ADP
bracis-19056	35	4	i2b2	i2b2	NOUN
bracis-19056	35	5	 	 	SPACE
bracis-19056	35	6	[	[	PUNCT
bracis-19056	35	7	29	29	NUM
bracis-19056	35	8	]	]	PUNCT
bracis-19056	35	9	and	and	CCONJ
bracis-19056	35	10	cegs	ceg	NOUN
bracis-19056	35	11	n	n	CCONJ
bracis-19056	35	12	-	-	PUNCT
bracis-19056	35	13	grid	grid	NOUN
bracis-19056	35	14	 	 	SPACE
bracis-19056	36	1	[	[	X
bracis-19056	36	2	28	28	NUM
bracis-19056	36	3	]	]	PUNCT
bracis-19056	36	4	enable	enable	VERB
bracis-19056	36	5	shared	shared	ADJ
bracis-19056	36	6	tasks	task	NOUN
bracis-19056	36	7	in	in	ADP
bracis-19056	36	8	this	this	DET
bracis-19056	36	9	research	research	NOUN
bracis-19056	36	10	field	field	NOUN
bracis-19056	36	11	,	,	PUNCT
bracis-19056	36	12	only	only	ADV
bracis-19056	36	13	for	for	ADP
bracis-19056	36	14	the	the	DET
bracis-19056	36	15	english	english	ADJ
bracis-19056	36	16	language	language	NOUN
bracis-19056	36	17	.	.	PUNCT
bracis-19056	37	1	in	in	ADP
bracis-19056	37	2	a	a	DET
bracis-19056	37	3	recent	recent	ADJ
bracis-19056	37	4	survey	survey	NOUN
bracis-19056	37	5	,	,	PUNCT
bracis-19056	37	6	leevy	leevy	VERB
bracis-19056	37	7	et	et	PROPN
bracis-19056	37	8	al	al	PROPN
bracis-19056	37	9	.	.	PUNCT
bracis-19056	37	10	 	 	SPACE
bracis-19056	38	1	[	[	X
bracis-19056	38	2	12	12	NUM
bracis-19056	38	3	]	]	PUNCT
bracis-19056	38	4	performed	perform	VERB
bracis-19056	38	5	a	a	DET
bracis-19056	38	6	systematic	systematic	ADJ
bracis-19056	38	7	review	review	NOUN
bracis-19056	38	8	of	of	ADP
bracis-19056	38	9	de	de	ADJ
bracis-19056	38	10	-	-	NOUN
bracis-19056	38	11	identification	identification	NOUN
bracis-19056	38	12	tasks	task	NOUN
bracis-19056	38	13	in	in	ADP
bracis-19056	38	14	clinical	clinical	ADJ
bracis-19056	38	15	notes	note	NOUN
bracis-19056	38	16	using	use	VERB
bracis-19056	38	17	recurrent	recurrent	ADJ
bracis-19056	38	18	neural	neural	ADJ
bracis-19056	38	19	networks	network	NOUN
bracis-19056	38	20	(	(	PUNCT
bracis-19056	38	21	rnns	rnns	PROPN
bracis-19056	38	22	)	)	PUNCT
bracis-19056	38	23	and	and	CCONJ
bracis-19056	38	24	conditional	conditional	ADJ
bracis-19056	38	25	random	random	ADJ
bracis-19056	38	26	fields	field	NOUN
bracis-19056	38	27	(	(	PUNCT
bracis-19056	38	28	crfs	crfs	PROPN
bracis-19056	38	29	)	)	PUNCT
bracis-19056	38	30	.	.	PUNCT
bracis-19056	39	1	they	they	PRON
bracis-19056	39	2	found	find	VERB
bracis-19056	39	3	12	12	NUM
bracis-19056	39	4	papers	paper	NOUN
bracis-19056	39	5	that	that	PRON
bracis-19056	39	6	used	use	VERB
bracis-19056	39	7	rnns	rnn	NOUN
bracis-19056	39	8	,	,	PUNCT
bracis-19056	39	9	12	12	NUM
bracis-19056	39	10	others	other	NOUN
bracis-19056	39	11	that	that	PRON
bracis-19056	39	12	used	use	VERB
bracis-19056	39	13	crfs	crf	NOUN
bracis-19056	39	14	,	,	PUNCT
bracis-19056	39	15	and	and	CCONJ
bracis-19056	39	16	finally	finally	ADV
bracis-19056	39	17	5	5	NUM
bracis-19056	39	18	types	type	NOUN
bracis-19056	39	19	of	of	ADP
bracis-19056	39	20	research	research	NOUN
bracis-19056	39	21	that	that	PRON
bracis-19056	39	22	combine	combine	VERB
bracis-19056	39	23	both	both	DET
bracis-19056	39	24	approaches	approach	NOUN
bracis-19056	39	25	.	.	PUNCT
bracis-19056	40	1	also	also	ADV
bracis-19056	40	2	,	,	PUNCT
bracis-19056	40	3	the	the	DET
bracis-19056	40	4	authors	author	NOUN
bracis-19056	40	5	consider	consider	VERB
bracis-19056	40	6	that	that	SCONJ
bracis-19056	40	7	overfitting	overfitting	NOUN
bracis-19056	40	8	may	may	AUX
bracis-19056	40	9	be	be	AUX
bracis-19056	40	10	an	an	DET
bracis-19056	40	11	issue	issue	NOUN
bracis-19056	40	12	when	when	SCONJ
bracis-19056	40	13	customized	customized	ADJ
bracis-19056	40	14	de	de	NOUN
bracis-19056	40	15	-	-	NOUN
bracis-19056	40	16	identification	identification	NOUN
bracis-19056	40	17	datasets	dataset	NOUN
bracis-19056	40	18	are	be	AUX
bracis-19056	40	19	used	use	VERB
bracis-19056	40	20	during	during	ADP
bracis-19056	40	21	model	model	NOUN
bracis-19056	40	22	training	training	NOUN
bracis-19056	40	23	.	.	PUNCT
bracis-19056	41	1	most	most	ADJ
bracis-19056	41	2	researches	research	NOUN
bracis-19056	41	3	found	find	VERB
bracis-19056	41	4	in	in	ADP
bracis-19056	41	5	the	the	DET
bracis-19056	41	6	survey	survey	NOUN
bracis-19056	41	7	lack	lack	VERB
bracis-19056	41	8	the	the	DET
bracis-19056	41	9	use	use	NOUN
bracis-19056	41	10	of	of	ADP
bracis-19056	41	11	contextualized	contextualized	ADJ
bracis-19056	41	12	embeddings	embedding	NOUN
bracis-19056	41	13	for	for	ADP
bracis-19056	41	14	the	the	DET
bracis-19056	41	15	proposed	propose	VERB
bracis-19056	41	16	task	task	NOUN
bracis-19056	41	17	.	.	PUNCT
bracis-19056	42	1	the	the	DET
bracis-19056	42	2	only	only	ADJ
bracis-19056	42	3	exception	exception	NOUN
bracis-19056	42	4	is	be	AUX
bracis-19056	42	5	the	the	DET
bracis-19056	42	6	work	work	NOUN
bracis-19056	42	7	by	by	ADP
bracis-19056	42	8	lee	lee	PROPN
bracis-19056	42	9	et	et	PROPN
bracis-19056	42	10	al	al	PROPN
bracis-19056	42	11	.	.	PUNCT
bracis-19056	42	12	 	 	SPACE
bracis-19056	43	1	[	[	X
bracis-19056	43	2	11	11	NUM
bracis-19056	43	3	]	]	PUNCT
bracis-19056	43	4	.	.	PUNCT
bracis-19056	44	1	in	in	ADP
bracis-19056	44	2	this	this	DET
bracis-19056	44	3	investigation	investigation	NOUN
bracis-19056	44	4	,	,	PUNCT
bracis-19056	44	5	they	they	PRON
bracis-19056	44	6	evaluate	evaluate	VERB
bracis-19056	44	7	the	the	DET
bracis-19056	44	8	de	de	ADJ
bracis-19056	44	9	-	-	NOUN
bracis-19056	44	10	identification	identification	NOUN
bracis-19056	44	11	performance	performance	NOUN
bracis-19056	44	12	of	of	ADP
bracis-19056	44	13	gated	gate	VERB
bracis-19056	44	14	recurrent	recurrent	ADJ
bracis-19056	44	15	units	unit	NOUN
bracis-19056	44	16	(	(	PUNCT
bracis-19056	44	17	grus	grus	NOUN
bracis-19056	44	18	)	)	PUNCT
bracis-19056	44	19	versus	versus	ADP
bracis-19056	44	20	lstm	lstm	NOUN
bracis-19056	44	21	topologies	topology	NOUN
bracis-19056	44	22	,	,	PUNCT
bracis-19056	44	23	with	with	ADP
bracis-19056	44	24	a	a	DET
bracis-19056	44	25	final	final	ADJ
bracis-19056	44	26	crf	crf	NOUN
bracis-19056	44	27	layer	layer	NOUN
bracis-19056	44	28	,	,	PUNCT
bracis-19056	44	29	with	with	ADP
bracis-19056	44	30	three	three	NUM
bracis-19056	44	31	types	type	NOUN
bracis-19056	44	32	of	of	ADP
bracis-19056	44	33	embeddings	embedding	NOUN
bracis-19056	44	34	:	:	PUNCT
bracis-19056	44	35	word	word	NOUN
bracis-19056	44	36	-	-	PUNCT
bracis-19056	44	37	level	level	NOUN
bracis-19056	44	38	embeddings	embedding	NOUN
bracis-19056	44	39	,	,	PUNCT
bracis-19056	44	40	character	character	NOUN
bracis-19056	44	41	-	-	PUNCT
bracis-19056	44	42	level	level	NOUN
bracis-19056	44	43	embeddings	embedding	NOUN
bracis-19056	44	44	,	,	PUNCT
bracis-19056	44	45	and	and	CCONJ
bracis-19056	44	46	contextualized	contextualized	ADJ
bracis-19056	44	47	embeddings	embedding	NOUN
bracis-19056	44	48	.	.	PUNCT
bracis-19056	45	1	to	to	ADP
bracis-19056	45	2	the	the	DET
bracis-19056	45	3	best	good	ADJ
bracis-19056	45	4	of	of	ADP
bracis-19056	45	5	our	our	PRON
bracis-19056	45	6	knowledge	knowledge	NOUN
bracis-19056	45	7	,	,	PUNCT
bracis-19056	45	8	no	no	DET
bracis-19056	45	9	previous	previous	ADJ
bracis-19056	45	10	studies	study	NOUN
bracis-19056	45	11	address	address	VERB
bracis-19056	45	12	the	the	DET
bracis-19056	45	13	detection	detection	NOUN
bracis-19056	45	14	of	of	ADP
bracis-19056	45	15	patient	patient	ADJ
bracis-19056	45	16	names	name	NOUN
bracis-19056	45	17	based	base	VERB
bracis-19056	45	18	on	on	ADP
bracis-19056	45	19	contextualized	contextualized	ADJ
bracis-19056	45	20	embeddings	embedding	NOUN
bracis-19056	45	21	and	and	CCONJ
bracis-19056	45	22	token	token	VERB
bracis-19056	45	23	classification	classification	NOUN
bracis-19056	45	24	for	for	ADP
bracis-19056	45	25	the	the	DET
bracis-19056	45	26	portuguese	portuguese	ADJ
bracis-19056	45	27	language	language	NOUN
bracis-19056	45	28	.	.	PUNCT
bracis-19056	46	1	we	we	PRON
bracis-19056	46	2	also	also	ADV
bracis-19056	46	3	evaluate	evaluate	VERB
bracis-19056	46	4	the	the	DET
bracis-19056	46	5	overfitting	overfitte	VERB
bracis-19056	46	6	problem	problem	NOUN
bracis-19056	46	7	employing	employ	VERB
bracis-19056	46	8	a	a	DET
bracis-19056	46	9	non	non	ADJ
bracis-19056	46	10	-	-	ADJ
bracis-19056	46	11	customized	customized	ADJ
bracis-19056	46	12	corpus	corpus	NOUN
bracis-19056	46	13	used	use	VERB
bracis-19056	46	14	for	for	ADP
bracis-19056	46	15	entity	entity	NOUN
bracis-19056	46	16	recognition	recognition	NOUN
bracis-19056	46	17	in	in	ADP
bracis-19056	46	18	the	the	DET
bracis-19056	46	19	general	general	ADJ
bracis-19056	46	20	domain	domain	NOUN
bracis-19056	46	21	.	.	PUNCT
bracis-19056	47	1	in	in	ADP
bracis-19056	47	2	the	the	DET
bracis-19056	47	3	next	next	ADJ
bracis-19056	47	4	section	section	NOUN
bracis-19056	47	5	,	,	PUNCT
bracis-19056	47	6	we	we	PRON
bracis-19056	47	7	cover	cover	VERB
bracis-19056	47	8	the	the	DET
bracis-19056	47	9	dataset	dataset	NOUN
bracis-19056	47	10	,	,	PUNCT
bracis-19056	47	11	the	the	DET
bracis-19056	47	12	neural	neural	ADJ
bracis-19056	47	13	network	network	NOUN
bracis-19056	47	14	,	,	PUNCT
bracis-19056	47	15	and	and	CCONJ
bracis-19056	47	16	the	the	DET
bracis-19056	47	17	language	language	NOUN
bracis-19056	47	18	models	model	NOUN
bracis-19056	47	19	(	(	PUNCT
bracis-19056	47	20	embeddings	embedding	NOUN
bracis-19056	47	21	)	)	PUNCT
bracis-19056	47	22	used	use	VERB
bracis-19056	47	23	in	in	ADP
bracis-19056	47	24	the	the	DET
bracis-19056	47	25	experiments	experiment	NOUN
bracis-19056	47	26	.	.	PUNCT
bracis-19056	48	1	3	3	NUM
bracis-19056	48	2	materials	material	NOUN
bracis-19056	48	3	and	and	CCONJ
bracis-19056	48	4	 	 	SPACE
bracis-19056	48	5	methods	method	NOUN
bracis-19056	48	6	in	in	ADP
bracis-19056	48	7	this	this	DET
bracis-19056	48	8	section	section	NOUN
bracis-19056	48	9	,	,	PUNCT
bracis-19056	48	10	we	we	PRON
bracis-19056	48	11	present	present	VERB
bracis-19056	48	12	the	the	DET
bracis-19056	48	13	corpora	corpora	NOUN
bracis-19056	48	14	used	use	VERB
bracis-19056	48	15	in	in	ADP
bracis-19056	48	16	the	the	DET
bracis-19056	48	17	experiments	experiment	NOUN
bracis-19056	48	18	,	,	PUNCT
bracis-19056	48	19	the	the	DET
bracis-19056	48	20	neural	neural	ADJ
bracis-19056	48	21	network	network	NOUN
bracis-19056	48	22	topologies	topology	NOUN
bracis-19056	48	23	,	,	PUNCT
bracis-19056	48	24	and	and	CCONJ
bracis-19056	48	25	the	the	DET
bracis-19056	48	26	language	language	NOUN
bracis-19056	48	27	models	model	NOUN
bracis-19056	48	28	used	use	VERB
bracis-19056	48	29	in	in	ADP
bracis-19056	48	30	the	the	DET
bracis-19056	48	31	neural	neural	ADJ
bracis-19056	48	32	networks	network	NOUN
bracis-19056	48	33	for	for	ADP
bracis-19056	48	34	the	the	DET
bracis-19056	48	35	representation	representation	NOUN
bracis-19056	48	36	of	of	ADP
bracis-19056	48	37	words	word	NOUN
bracis-19056	48	38	.	.	PUNCT
bracis-19056	49	1	besides	besides	ADV
bracis-19056	49	2	,	,	PUNCT
bracis-19056	49	3	we	we	PRON
bracis-19056	49	4	describe	describe	VERB
bracis-19056	49	5	how	how	SCONJ
bracis-19056	49	6	we	we	PRON
bracis-19056	49	7	evaluate	evaluate	VERB
bracis-19056	49	8	the	the	DET
bracis-19056	49	9	de	de	ADJ
bracis-19056	49	10	-	-	NOUN
bracis-19056	49	11	identification	identification	NOUN
bracis-19056	49	12	task	task	NOUN
bracis-19056	49	13	.	.	PUNCT
bracis-19056	50	1	the	the	DET
bracis-19056	50	2	data	datum	NOUN
bracis-19056	50	3	used	use	VERB
bracis-19056	50	4	in	in	ADP
bracis-19056	50	5	the	the	DET
bracis-19056	50	6	experiments	experiment	NOUN
bracis-19056	50	7	we	we	PRON
bracis-19056	50	8	conducted	conduct	VERB
bracis-19056	50	9	for	for	ADP
bracis-19056	50	10	this	this	DET
bracis-19056	50	11	article	article	NOUN
bracis-19056	50	12	came	come	VERB
bracis-19056	50	13	from	from	ADP
bracis-19056	50	14	a	a	DET
bracis-19056	50	15	project	project	NOUN
bracis-19056	50	16	developed	develop	VERB
bracis-19056	50	17	with	with	ADP
bracis-19056	50	18	several	several	ADJ
bracis-19056	50	19	hospitals	hospital	NOUN
bracis-19056	50	20	.	.	PUNCT
bracis-19056	51	1	ethical	ethical	ADJ
bracis-19056	51	2	approval	approval	NOUN
bracis-19056	51	3	to	to	PART
bracis-19056	51	4	use	use	VERB
bracis-19056	51	5	the	the	DET
bracis-19056	51	6	hospitals	hospital	NOUN
bracis-19056	51	7	datasets	dataset	NOUN
bracis-19056	51	8	in	in	ADP
bracis-19056	51	9	this	this	DET
bracis-19056	51	10	research	research	NOUN
bracis-19056	51	11	was	be	AUX
bracis-19056	51	12	granted	grant	VERB
bracis-19056	51	13	by	by	ADP
bracis-19056	51	14	the	the	DET
bracis-19056	51	15	national	national	PROPN
bracis-19056	51	16	research	research	PROPN
bracis-19056	51	17	ethics	ethic	NOUN
bracis-19056	51	18	committee	committee	PROPN
bracis-19056	51	19	under	under	ADP
bracis-19056	51	20	the	the	DET
bracis-19056	51	21	number	number	NOUN
bracis-19056	51	22	46652521.9.0000.5530	46652521.9.0000.5530	NUM
bracis-19056	51	23	.	.	PUNCT
bracis-19056	52	1	3.1	3.1	NUM
bracis-19056	52	2	data	datum	NOUN
bracis-19056	52	3	source	source	NOUN
bracis-19056	52	4	we	we	PRON
bracis-19056	52	5	used	use	VERB
bracis-19056	52	6	two	two	NUM
bracis-19056	52	7	sources	source	NOUN
bracis-19056	52	8	of	of	ADP
bracis-19056	52	9	named	name	VERB
bracis-19056	52	10	entity	entity	NOUN
bracis-19056	52	11	recognition	recognition	NOUN
bracis-19056	52	12	(	(	PUNCT
bracis-19056	52	13	ner	ner	NOUN
bracis-19056	52	14	)	)	PUNCT
bracis-19056	52	15	corpora	corpora	VERB
bracis-19056	52	16	for	for	ADP
bracis-19056	52	17	the	the	DET
bracis-19056	52	18	sequence	sequence	NOUN
bracis-19056	52	19	labeling	labeling	NOUN
bracis-19056	52	20	task	task	NOUN
bracis-19056	52	21	.	.	PUNCT
bracis-19056	53	1	the	the	DET
bracis-19056	53	2	corpora	corpora	PROPN
bracis-19056	53	3	are	be	AUX
bracis-19056	53	4	listed	list	VERB
bracis-19056	53	5	below	below	ADP
bracis-19056	53	6	:	:	PUNCT
bracis-19056	53	7	ehr	ehr	NOUN
bracis-19056	53	8	-	-	PUNCT
bracis-19056	53	9	names	name	NOUN
bracis-19056	53	10	corpus	corpu	NOUN
bracis-19056	53	11	:	:	PUNCT
bracis-19056	53	12	this	this	DET
bracis-19056	53	13	corpus	corpus	NOUN
bracis-19056	53	14	was	be	AUX
bracis-19056	53	15	built	build	VERB
bracis-19056	53	16	by	by	ADP
bracis-19056	53	17	collecting	collect	VERB
bracis-19056	53	18	clinical	clinical	ADJ
bracis-19056	53	19	notes	note	NOUN
bracis-19056	53	20	from	from	ADP
bracis-19056	53	21	the	the	DET
bracis-19056	53	22	aforementioned	aforementioned	ADJ
bracis-19056	53	23	hospital	hospital	NOUN
bracis-19056	53	24	(	(	PUNCT
bracis-19056	53	25	hnsc	hnsc	PROPN
bracis-19056	53	26	)	)	PUNCT
bracis-19056	53	27	.	.	PUNCT
bracis-19056	54	1	we	we	PRON
bracis-19056	54	2	randomly	randomly	ADV
bracis-19056	54	3	selected	select	VERB
bracis-19056	54	4	2,500	2,500	NUM
bracis-19056	54	5	clinical	clinical	ADJ
bracis-19056	54	6	notes	note	NOUN
bracis-19056	54	7	for	for	ADP
bracis-19056	54	8	each	each	DET
bracis-19056	54	9	hospital	hospital	NOUN
bracis-19056	54	10	,	,	PUNCT
bracis-19056	54	11	totaling	total	VERB
bracis-19056	54	12	15,952	15,952	NUM
bracis-19056	54	13	sentences	sentence	NOUN
bracis-19056	54	14	.	.	PUNCT
bracis-19056	55	1	the	the	DET
bracis-19056	55	2	annotation	annotation	NOUN
bracis-19056	55	3	process	process	NOUN
bracis-19056	55	4	was	be	AUX
bracis-19056	55	5	performed	perform	VERB
bracis-19056	55	6	by	by	ADP
bracis-19056	55	7	two	two	NUM
bracis-19056	55	8	annotators	annotator	NOUN
bracis-19056	55	9	in	in	ADP
bracis-19056	55	10	the	the	DET
bracis-19056	55	11	doccano	doccano	PROPN
bracis-19056	55	12	annotation	annotation	NOUN
bracis-19056	55	13	tool	tool	NOUN
bracis-19056	55	14	 	 	SPACE
bracis-19056	56	1	[	[	X
bracis-19056	56	2	16	16	NUM
bracis-19056	56	3	]	]	PUNCT
bracis-19056	56	4	.	.	PUNCT
bracis-19056	57	1	the	the	DET
bracis-19056	57	2	annotated	annotate	VERB
bracis-19056	57	3	dataset	dataset	NOUN
bracis-19056	57	4	includes	include	VERB
bracis-19056	57	5	12,762	12,762	NUM
bracis-19056	57	6	tokens	token	NOUN
bracis-19056	57	7	;	;	PUNCT
bracis-19056	57	8	4,999	4,999	NUM
bracis-19056	57	9	of	of	ADP
bracis-19056	57	10	them	they	PRON
bracis-19056	57	11	were	be	AUX
bracis-19056	57	12	labeled	label	VERB
bracis-19056	57	13	as	as	ADP
bracis-19056	57	14	a	a	DET
bracis-19056	57	15	named	name	VERB
bracis-19056	57	16	entity	entity	NOUN
bracis-19056	57	17	.	.	PUNCT
bracis-19056	58	1	harem	harem	PROPN
bracis-19056	58	2	corpora	corpora	PROPN
bracis-19056	58	3	:	:	PUNCT
bracis-19056	58	4	the	the	DET
bracis-19056	58	5	harem	harem	PROPN
bracis-19056	58	6	corpora	corpora	PROPN
bracis-19056	58	7	was	be	AUX
bracis-19056	58	8	an	an	DET
bracis-19056	58	9	initiative	initiative	NOUN
bracis-19056	58	10	of	of	ADP
bracis-19056	58	11	the	the	DET
bracis-19056	58	12	linguateca	linguateca	NOUN
bracis-19056	58	13	consortium	consortium	PROPN
bracis-19056	58	14	.	.	PUNCT
bracis-19056	59	1	the	the	DET
bracis-19056	59	2	first	first	ADJ
bracis-19056	59	3	harem	harem	PROPN
bracis-19056	59	4	corpus	corpus	PROPN
bracis-19056	59	5	 	 	SPACE
bracis-19056	59	6	[	[	X
bracis-19056	59	7	21	21	NUM
bracis-19056	59	8	]	]	PUNCT
bracis-19056	59	9	was	be	AUX
bracis-19056	59	10	published	publish	VERB
bracis-19056	59	11	in	in	ADP
bracis-19056	59	12	2006	2006	NUM
bracis-19056	59	13	with	with	ADP
bracis-19056	59	14	a	a	DET
bracis-19056	59	15	human	human	NOUN
bracis-19056	59	16	-	-	PUNCT
bracis-19056	59	17	made	make	VERB
bracis-19056	59	18	gold	gold	ADJ
bracis-19056	59	19	standard	standard	NOUN
bracis-19056	59	20	of	of	ADP
bracis-19056	59	21	named	name	VERB
bracis-19056	59	22	entities	entity	NOUN
bracis-19056	59	23	.	.	PUNCT
bracis-19056	60	1	the	the	DET
bracis-19056	60	2	second	second	ADJ
bracis-19056	60	3	harem	harem	PROPN
bracis-19056	60	4	corpus	corpus	PROPN
bracis-19056	60	5	 	 	SPACE
bracis-19056	61	1	[	[	X
bracis-19056	61	2	20	20	NUM
bracis-19056	61	3	]	]	PUNCT
bracis-19056	61	4	was	be	AUX
bracis-19056	61	5	made	make	VERB
bracis-19056	61	6	available	available	ADJ
bracis-19056	61	7	in	in	ADP
bracis-19056	61	8	2008	2008	NUM
bracis-19056	61	9	with	with	ADP
bracis-19056	61	10	basically	basically	ADV
bracis-19056	61	11	the	the	DET
bracis-19056	61	12	same	same	ADJ
bracis-19056	61	13	purpose	purpose	NOUN
bracis-19056	61	14	.	.	PUNCT
bracis-19056	62	1	however	however	ADV
bracis-19056	62	2	,	,	PUNCT
bracis-19056	62	3	being	be	AUX
bracis-19056	62	4	a	a	DET
bracis-19056	62	5	more	more	ADV
bracis-19056	62	6	recent	recent	ADJ
bracis-19056	62	7	contribution	contribution	NOUN
bracis-19056	62	8	,	,	PUNCT
bracis-19056	62	9	the	the	DET
bracis-19056	62	10	gold	gold	ADJ
bracis-19056	62	11	standard	standard	NOUN
bracis-19056	62	12	for	for	ADP
bracis-19056	62	13	the	the	DET
bracis-19056	62	14	second	second	ADJ
bracis-19056	62	15	harem	harem	PROPN
bracis-19056	62	16	consists	consist	VERB
bracis-19056	62	17	in	in	ADP
bracis-19056	62	18	a	a	DET
bracis-19056	62	19	slightly	slightly	ADV
bracis-19056	62	20	better	well	ADJ
bracis-19056	62	21	test	test	NOUN
bracis-19056	62	22	case	case	NOUN
bracis-19056	62	23	.	.	PUNCT
bracis-19056	63	1	the	the	DET
bracis-19056	63	2	harem	harem	PROPN
bracis-19056	63	3	corpora	corpora	PROPN
bracis-19056	63	4	classify	classify	VERB
bracis-19056	63	5	the	the	DET
bracis-19056	63	6	named	name	VERB
bracis-19056	63	7	entities	entity	NOUN
bracis-19056	63	8	into	into	ADP
bracis-19056	63	9	ten	ten	NUM
bracis-19056	63	10	categories	category	NOUN
bracis-19056	63	11	.	.	PUNCT
bracis-19056	64	1	nevertheless	nevertheless	ADV
bracis-19056	64	2	,	,	PUNCT
bracis-19056	64	3	for	for	ADP
bracis-19056	64	4	the	the	DET
bracis-19056	64	5	purposes	purpose	NOUN
bracis-19056	64	6	of	of	ADP
bracis-19056	64	7	our	our	PRON
bracis-19056	64	8	comparison	comparison	NOUN
bracis-19056	64	9	,	,	PUNCT
bracis-19056	64	10	only	only	ADV
bracis-19056	64	11	the	the	DET
bracis-19056	64	12	“	"	PUNCT
bracis-19056	64	13	person	person	NOUN
bracis-19056	64	14	"	"	PUNCT
bracis-19056	64	15	category	category	NOUN
bracis-19056	64	16	was	be	AUX
bracis-19056	64	17	taken	take	VERB
bracis-19056	64	18	into	into	ADP
bracis-19056	64	19	account	account	NOUN
bracis-19056	64	20	.	.	PUNCT
bracis-19056	65	1	considering	consider	VERB
bracis-19056	65	2	the	the	DET
bracis-19056	65	3	“	"	PUNCT
bracis-19056	65	4	person	person	NOUN
bracis-19056	65	5	"	"	PUNCT
bracis-19056	65	6	category	category	NOUN
bracis-19056	65	7	,	,	PUNCT
bracis-19056	65	8	the	the	DET
bracis-19056	65	9	number	number	NOUN
bracis-19056	65	10	of	of	ADP
bracis-19056	65	11	named	name	VERB
bracis-19056	65	12	entities	entity	NOUN
bracis-19056	65	13	is	be	AUX
bracis-19056	65	14	1,040	1,040	NUM
bracis-19056	65	15	for	for	ADP
bracis-19056	65	16	the	the	DET
bracis-19056	65	17	first	first	ADJ
bracis-19056	65	18	harem	harem	PROPN
bracis-19056	65	19	and	and	CCONJ
bracis-19056	65	20	2,035	2,035	NUM
bracis-19056	65	21	for	for	ADP
bracis-19056	65	22	the	the	DET
bracis-19056	65	23	second	second	ADJ
bracis-19056	65	24	harem	harem	PROPN
bracis-19056	65	25	.	.	PUNCT
bracis-19056	66	1	3.2	3.2	NUM
bracis-19056	66	2	neural	neural	ADJ
bracis-19056	66	3	network	network	NOUN
bracis-19056	66	4	in	in	ADP
bracis-19056	66	5	this	this	DET
bracis-19056	66	6	section	section	NOUN
bracis-19056	66	7	,	,	PUNCT
bracis-19056	66	8	we	we	PRON
bracis-19056	66	9	present	present	VERB
bracis-19056	66	10	the	the	DET
bracis-19056	66	11	neural	neural	ADJ
bracis-19056	66	12	networks	network	NOUN
bracis-19056	66	13	used	use	VERB
bracis-19056	66	14	for	for	ADP
bracis-19056	66	15	the	the	DET
bracis-19056	66	16	downstream	downstream	ADJ
bracis-19056	66	17	task	task	NOUN
bracis-19056	66	18	evaluated	evaluate	VERB
bracis-19056	66	19	in	in	ADP
bracis-19056	66	20	this	this	DET
bracis-19056	66	21	study	study	NOUN
bracis-19056	66	22	.	.	PUNCT
bracis-19056	67	1	for	for	ADP
bracis-19056	67	2	the	the	DET
bracis-19056	67	3	neural	neural	ADJ
bracis-19056	67	4	networks	network	NOUN
bracis-19056	67	5	,	,	PUNCT
bracis-19056	67	6	we	we	PRON
bracis-19056	67	7	used	use	VERB
bracis-19056	67	8	the	the	DET
bracis-19056	67	9	flair	flair	ADJ
bracis-19056	67	10	framework	framework	NOUN
bracis-19056	67	11	[	[	X
bracis-19056	67	12	1	1	NUM
bracis-19056	67	13	]	]	PUNCT
bracis-19056	67	14	,	,	PUNCT
bracis-19056	67	15	developed	develop	VERB
bracis-19056	67	16	in	in	ADP
bracis-19056	67	17	pytorchfootnote	pytorchfootnote	NOUN
bracis-19056	67	18	1	1	NUM
bracis-19056	67	19	;	;	PUNCT
bracis-19056	67	20	it	it	PRON
bracis-19056	67	21	has	have	VERB
bracis-19056	67	22	all	all	DET
bracis-19056	67	23	the	the	DET
bracis-19056	67	24	features	feature	NOUN
bracis-19056	67	25	of	of	ADP
bracis-19056	67	26	parameter	parameter	NOUN
bracis-19056	67	27	tuning	tune	VERB
bracis-19056	67	28	for	for	ADP
bracis-19056	67	29	model	model	NOUN
bracis-19056	67	30	regulation	regulation	NOUN
bracis-19056	67	31	.	.	PUNCT
bracis-19056	68	1	all	all	DET
bracis-19056	68	2	our	our	PRON
bracis-19056	68	3	experiments	experiment	NOUN
bracis-19056	68	4	were	be	AUX
bracis-19056	68	5	performed	perform	VERB
bracis-19056	68	6	in	in	ADP
bracis-19056	68	7	nvidia	nvidia	PROPN
bracis-19056	68	8	t4	t4	PROPN
bracis-19056	68	9	gpu	gpu	PROPN
bracis-19056	68	10	.	.	PROPN
bracis-19056	68	11	bilstm	bilstm	PROPN
bracis-19056	68	12	-	-	PUNCT
bracis-19056	68	13	crf	crf	NOUN
bracis-19056	68	14	:	:	PUNCT
bracis-19056	68	15	as	as	ADP
bracis-19056	68	16	 	 	SPACE
bracis-19056	68	17	[	[	PUNCT
bracis-19056	68	18	2	2	NUM
bracis-19056	68	19	]	]	PUNCT
bracis-19056	68	20	,	,	PUNCT
bracis-19056	68	21	we	we	PRON
bracis-19056	68	22	used	use	VERB
bracis-19056	68	23	a	a	DET
bracis-19056	68	24	traditional	traditional	ADJ
bracis-19056	68	25	sequence	sequence	NOUN
bracis-19056	68	26	labeling	labeling	NOUN
bracis-19056	68	27	task	task	NOUN
bracis-19056	68	28	to	to	PART
bracis-19056	68	29	learn	learn	VERB
bracis-19056	68	30	how	how	SCONJ
bracis-19056	68	31	to	to	PART
bracis-19056	68	32	detect	detect	VERB
bracis-19056	68	33	names	name	NOUN
bracis-19056	68	34	at	at	ADP
bracis-19056	68	35	the	the	DET
bracis-19056	68	36	token	token	ADJ
bracis-19056	68	37	level	level	NOUN
bracis-19056	68	38	.	.	PUNCT
bracis-19056	69	1	our	our	PRON
bracis-19056	69	2	sequence	sequence	NOUN
bracis-19056	69	3	labeling	labeling	NOUN
bracis-19056	69	4	is	be	AUX
bracis-19056	69	5	the	the	DET
bracis-19056	69	6	product	product	NOUN
bracis-19056	69	7	of	of	ADP
bracis-19056	69	8	training	train	VERB
bracis-19056	69	9	a	a	DET
bracis-19056	69	10	bilstm	bilstm	NOUN
bracis-19056	69	11	neural	neural	ADJ
bracis-19056	69	12	network	network	NOUN
bracis-19056	69	13	with	with	ADP
bracis-19056	69	14	a	a	DET
bracis-19056	69	15	final	final	ADJ
bracis-19056	69	16	crf	crf	NOUN
bracis-19056	69	17	layer	layer	NOUN
bracis-19056	69	18	for	for	ADP
bracis-19056	69	19	token	token	ADJ
bracis-19056	69	20	labeling	labeling	NOUN
bracis-19056	69	21	.	.	PUNCT
bracis-19056	70	1	bidirectional	bidirectional	ADJ
bracis-19056	70	2	long	long	ADJ
bracis-19056	70	3	short	short	ADJ
bracis-19056	70	4	-	-	PUNCT
bracis-19056	70	5	term	term	NOUN
bracis-19056	70	6	memory	memory	NOUN
bracis-19056	70	7	(	(	PUNCT
bracis-19056	70	8	bilstm	bilstm	NOUN
bracis-19056	70	9	)	)	PUNCT
bracis-19056	70	10	networks	network	NOUN
bracis-19056	70	11	have	have	AUX
bracis-19056	70	12	achieved	achieve	VERB
bracis-19056	70	13	state	state	NOUN
bracis-19056	70	14	-	-	PUNCT
bracis-19056	70	15	of	of	ADP
bracis-19056	70	16	-	-	PUNCT
bracis-19056	70	17	the	the	DET
bracis-19056	70	18	-	-	PUNCT
bracis-19056	70	19	art	art	NOUN
bracis-19056	70	20	results	result	NOUN
bracis-19056	70	21	in	in	ADP
bracis-19056	70	22	nlp	nlp	ADJ
bracis-19056	70	23	downstream	downstream	ADJ
bracis-19056	70	24	tasks	task	NOUN
bracis-19056	70	25	,	,	PUNCT
bracis-19056	70	26	mainly	mainly	ADV
bracis-19056	70	27	for	for	ADP
bracis-19056	70	28	sequential	sequential	ADJ
bracis-19056	70	29	classifications	classification	NOUN
bracis-19056	70	30	 	 	SPACE
bracis-19056	71	1	[	[	X
bracis-19056	71	2	9	9	NUM
bracis-19056	71	3	,	,	PUNCT
bracis-19056	71	4	17	17	NUM
bracis-19056	71	5	,	,	PUNCT
bracis-19056	71	6	27	27	NUM
bracis-19056	71	7	]	]	PUNCT
bracis-19056	71	8	.	.	PUNCT
bracis-19056	72	1	recurrent	recurrent	ADJ
bracis-19056	72	2	neural	neural	ADJ
bracis-19056	72	3	networks	network	NOUN
bracis-19056	72	4	have	have	AUX
bracis-19056	72	5	proven	prove	VERB
bracis-19056	72	6	to	to	PART
bracis-19056	72	7	be	be	AUX
bracis-19056	72	8	an	an	DET
bracis-19056	72	9	effective	effective	ADJ
bracis-19056	72	10	approach	approach	NOUN
bracis-19056	72	11	to	to	ADP
bracis-19056	72	12	language	language	NOUN
bracis-19056	72	13	modeling	modeling	NOUN
bracis-19056	72	14	,	,	PUNCT
bracis-19056	72	15	both	both	PRON
bracis-19056	72	16	in	in	ADP
bracis-19056	72	17	sequence	sequence	NOUN
bracis-19056	72	18	labeling	labeling	NOUN
bracis-19056	72	19	tasks	task	NOUN
bracis-19056	72	20	such	such	ADJ
bracis-19056	72	21	as	as	ADP
bracis-19056	72	22	part	part	NOUN
bracis-19056	72	23	-	-	PUNCT
bracis-19056	72	24	of	of	ADP
bracis-19056	72	25	-	-	PUNCT
bracis-19056	72	26	speech	speech	NOUN
bracis-19056	72	27	tagging	tagging	NOUN
bracis-19056	72	28	and	and	CCONJ
bracis-19056	72	29	in	in	ADP
bracis-19056	72	30	sequence	sequence	NOUN
bracis-19056	72	31	classification	classification	NOUN
bracis-19056	72	32	tasks	task	NOUN
bracis-19056	72	33	such	such	ADJ
bracis-19056	72	34	as	as	ADP
bracis-19056	72	35	sentiment	sentiment	NOUN
bracis-19056	72	36	analysis	analysis	NOUN
bracis-19056	72	37	and	and	CCONJ
bracis-19056	72	38	topic	topic	NOUN
bracis-19056	72	39	classification	classification	NOUN
bracis-19056	72	40	 	 	SPACE
bracis-19056	73	1	[	[	X
bracis-19056	73	2	10	10	NUM
bracis-19056	73	3	]	]	PUNCT
bracis-19056	73	4	.	.	PUNCT
bracis-19056	74	1	when	when	SCONJ
bracis-19056	74	2	it	it	PRON
bracis-19056	74	3	receives	receive	VERB
bracis-19056	74	4	a	a	DET
bracis-19056	74	5	sentence	sentence	NOUN
bracis-19056	74	6	,	,	PUNCT
bracis-19056	74	7	this	this	DET
bracis-19056	74	8	network	network	NOUN
bracis-19056	74	9	topology	topology	NOUN
bracis-19056	74	10	concatenates	concatenate	VERB
bracis-19056	74	11	information	information	NOUN
bracis-19056	74	12	in	in	ADP
bracis-19056	74	13	both	both	DET
bracis-19056	74	14	directions	direction	NOUN
bracis-19056	74	15	of	of	ADP
bracis-19056	74	16	the	the	DET
bracis-19056	74	17	sentence	sentence	NOUN
bracis-19056	74	18	.	.	PUNCT
bracis-19056	75	1	this	this	PRON
bracis-19056	75	2	makes	make	VERB
bracis-19056	75	3	the	the	DET
bracis-19056	75	4	network	network	NOUN
bracis-19056	75	5	have	have	VERB
bracis-19056	75	6	a	a	DET
bracis-19056	75	7	larger	large	ADJ
bracis-19056	75	8	context	context	NOUN
bracis-19056	75	9	window	window	NOUN
bracis-19056	75	10	,	,	PUNCT
bracis-19056	75	11	providing	provide	VERB
bracis-19056	75	12	greater	great	ADJ
bracis-19056	75	13	disambiguation	disambiguation	NOUN
bracis-19056	75	14	of	of	ADP
bracis-19056	75	15	meanings	meaning	NOUN
bracis-19056	75	16	and	and	CCONJ
bracis-19056	75	17	more	more	ADV
bracis-19056	75	18	accurate	accurate	ADJ
bracis-19056	75	19	automatic	automatic	ADJ
bracis-19056	75	20	feature	feature	NOUN
bracis-19056	75	21	extraction	extraction	NOUN
bracis-19056	75	22	 	 	SPACE
bracis-19056	76	1	[	[	X
bracis-19056	76	2	8	8	NUM
bracis-19056	76	3	]	]	PUNCT
bracis-19056	76	4	.	.	PUNCT
bracis-19056	77	1	3.3	3.3	NUM
bracis-19056	77	2	language	language	NOUN
bracis-19056	77	3	models	model	NOUN
bracis-19056	77	4	we	we	PRON
bracis-19056	77	5	-	-	PUNCT
bracis-19056	77	6	nilc	nilc	NOUN
bracis-19056	77	7	:	:	PUNCT
bracis-19056	77	8	these	these	PRON
bracis-19056	77	9	are	be	AUX
bracis-19056	77	10	pre	pre	ADJ
bracis-19056	77	11	-	-	ADJ
bracis-19056	77	12	computed	computed	ADJ
bracis-19056	77	13	language	language	NOUN
bracis-19056	77	14	models	model	NOUN
bracis-19056	77	15	that	that	PRON
bracis-19056	77	16	feature	feature	NOUN
bracis-19056	77	17	vectors	vector	NOUN
bracis-19056	77	18	generated	generate	VERB
bracis-19056	77	19	from	from	ADP
bracis-19056	77	20	a	a	DET
bracis-19056	77	21	large	large	ADJ
bracis-19056	77	22	corpus	corpus	NOUN
bracis-19056	77	23	of	of	ADP
bracis-19056	77	24	brazilian	brazilian	ADJ
bracis-19056	77	25	portuguese	portuguese	PROPN
bracis-19056	77	26	and	and	CCONJ
bracis-19056	77	27	european	european	PROPN
bracis-19056	77	28	portuguese	portuguese	PROPN
bracis-19056	77	29	,	,	PUNCT
bracis-19056	77	30	from	from	ADP
bracis-19056	77	31	varied	varied	ADJ
bracis-19056	77	32	sources	source	NOUN
bracis-19056	77	33	and	and	CCONJ
bracis-19056	77	34	genres	genre	NOUN
bracis-19056	77	35	.	.	PUNCT
bracis-19056	78	1	seventeen	seventeen	NUM
bracis-19056	78	2	different	different	ADJ
bracis-19056	78	3	corpora	corpus	NOUN
bracis-19056	78	4	were	be	AUX
bracis-19056	78	5	used	use	VERB
bracis-19056	78	6	,	,	PUNCT
bracis-19056	78	7	totaling	total	VERB
bracis-19056	78	8	1.3	1.3	NUM
bracis-19056	78	9	billion	billion	NUM
bracis-19056	78	10	tokens	token	NOUN
bracis-19056	78	11	 	 	SPACE
bracis-19056	79	1	[	[	X
bracis-19056	79	2	6	6	NUM
bracis-19056	79	3	]	]	PUNCT
bracis-19056	79	4	.	.	PUNCT
bracis-19056	80	1	we	we	PRON
bracis-19056	80	2	-	-	PUNCT
bracis-19056	80	3	ehr	ehr	NOUN
bracis-19056	80	4	-	-	PUNCT
bracis-19056	80	5	notes	note	NOUN
bracis-19056	80	6	:	:	PUNCT
bracis-19056	80	7	for	for	ADP
bracis-19056	80	8	our	our	PRON
bracis-19056	80	9	experiments	experiment	NOUN
bracis-19056	80	10	,	,	PUNCT
bracis-19056	80	11	we	we	PRON
bracis-19056	80	12	used	use	VERB
bracis-19056	80	13	a	a	DET
bracis-19056	80	14	word	word	NOUN
bracis-19056	80	15	embedding	embed	VERB
bracis-19056	80	16	(	(	PUNCT
bracis-19056	80	17	we	we	PRON
bracis-19056	80	18	)	)	PUNCT
bracis-19056	80	19	language	language	NOUN
bracis-19056	80	20	model	model	NOUN
bracis-19056	80	21	to	to	PART
bracis-19056	80	22	vectorize	vectorize	VERB
bracis-19056	80	23	the	the	DET
bracis-19056	80	24	tokens	token	NOUN
bracis-19056	80	25	of	of	ADP
bracis-19056	80	26	the	the	DET
bracis-19056	80	27	clinical	clinical	ADJ
bracis-19056	80	28	notes	note	NOUN
bracis-19056	80	29	.	.	PUNCT
bracis-19056	81	1	we	we	PRON
bracis-19056	81	2	used	use	VERB
bracis-19056	81	3	a	a	DET
bracis-19056	81	4	we	we	PRON
bracis-19056	81	5	model	model	NOUN
bracis-19056	81	6	that	that	PRON
bracis-19056	81	7	was	be	AUX
bracis-19056	81	8	previously	previously	ADV
bracis-19056	81	9	trained	train	VERB
bracis-19056	81	10	by	by	ADP
bracis-19056	81	11	 	 	SPACE
bracis-19056	81	12	[	[	X
bracis-19056	81	13	22	22	NUM
bracis-19056	81	14	]	]	PUNCT
bracis-19056	81	15	,	,	PUNCT
bracis-19056	81	16	where	where	SCONJ
bracis-19056	81	17	the	the	DET
bracis-19056	81	18	authors	author	NOUN
bracis-19056	81	19	reported	report	VERB
bracis-19056	81	20	the	the	DET
bracis-19056	81	21	best	good	ADJ
bracis-19056	81	22	results	result	NOUN
bracis-19056	81	23	when	when	SCONJ
bracis-19056	81	24	using	use	VERB
bracis-19056	81	25	this	this	PRON
bracis-19056	81	26	we	we	PRON
bracis-19056	81	27	trained	train	VERB
bracis-19056	81	28	with	with	ADP
bracis-19056	81	29	the	the	DET
bracis-19056	81	30	neural	neural	ADJ
bracis-19056	81	31	network	network	NOUN
bracis-19056	81	32	fasttext	fasttext	PROPN
bracis-19056	81	33	 	 	SPACE
bracis-19056	82	1	[	[	X
bracis-19056	82	2	3	3	NUM
bracis-19056	82	3	]	]	PUNCT
bracis-19056	82	4	.	.	PUNCT
bracis-19056	83	1	the	the	DET
bracis-19056	83	2	model	model	NOUN
bracis-19056	83	3	was	be	AUX
bracis-19056	83	4	developed	develop	VERB
bracis-19056	83	5	with	with	ADP
bracis-19056	83	6	603	603	NUM
bracis-19056	83	7	million	million	NUM
bracis-19056	83	8	tokens	token	NOUN
bracis-19056	83	9	from	from	ADP
bracis-19056	83	10	clinical	clinical	ADJ
bracis-19056	83	11	notes	note	NOUN
bracis-19056	83	12	extracted	extract	VERB
bracis-19056	83	13	from	from	ADP
bracis-19056	83	14	electronic	electronic	ADJ
bracis-19056	83	15	medical	medical	ADJ
bracis-19056	83	16	records	record	NOUN
bracis-19056	83	17	.	.	PUNCT
bracis-19056	84	1	the	the	DET
bracis-19056	84	2	generated	generate	VERB
bracis-19056	84	3	model	model	NOUN
bracis-19056	84	4	has	have	VERB
bracis-19056	84	5	300	300	NUM
bracis-19056	84	6	dimensions	dimension	NOUN
bracis-19056	84	7	per	per	ADP
bracis-19056	84	8	word	word	NOUN
bracis-19056	84	9	.	.	PUNCT
bracis-19056	85	1	this	this	DET
bracis-19056	85	2	model	model	NOUN
bracis-19056	85	3	resulted	result	VERB
bracis-19056	85	4	in	in	ADP
bracis-19056	85	5	a	a	DET
bracis-19056	85	6	vocabulary	vocabulary	NOUN
bracis-19056	85	7	of	of	ADP
bracis-19056	85	8	79,000	79,000	NUM
bracis-19056	85	9	biomedical	biomedical	ADJ
bracis-19056	85	10	word	word	NOUN
bracis-19056	85	11	vectors	vector	NOUN
bracis-19056	85	12	.	.	PUNCT
bracis-19056	86	1	flairbbp	flairbbp	PROPN
bracis-19056	86	2	:	:	PUNCT
bracis-19056	87	1	this	this	PRON
bracis-19056	87	2	is	be	AUX
bracis-19056	87	3	a	a	DET
bracis-19056	87	4	pre	pre	ADJ
bracis-19056	87	5	-	-	ADJ
bracis-19056	87	6	trained	train	VERB
bracis-19056	87	7	model	model	NOUN
bracis-19056	87	8	taught	teach	VERB
bracis-19056	87	9	 	 	SPACE
bracis-19056	88	1	[	[	X
bracis-19056	88	2	25	25	NUM
bracis-19056	88	3	]	]	PUNCT
bracis-19056	88	4	with	with	ADP
bracis-19056	88	5	three	three	NUM
bracis-19056	88	6	corpora	corpus	NOUN
bracis-19056	88	7	totaling	total	VERB
bracis-19056	88	8	192	192	NUM
bracis-19056	88	9	thousand	thousand	NUM
bracis-19056	88	10	sentences	sentence	NOUN
bracis-19056	88	11	and	and	CCONJ
bracis-19056	88	12	4.9	4.9	NUM
bracis-19056	88	13	billion	billion	NUM
bracis-19056	88	14	tokens	token	NOUN
bracis-19056	88	15	in	in	ADP
bracis-19056	88	16	portuguese	portuguese	PROPN
bracis-19056	88	17	.	.	PUNCT
bracis-19056	89	1	this	this	DET
bracis-19056	89	2	language	language	NOUN
bracis-19056	89	3	model	model	NOUN
bracis-19056	89	4	was	be	AUX
bracis-19056	89	5	trained	train	VERB
bracis-19056	89	6	using	use	VERB
bracis-19056	89	7	flair	flair	NOUN
bracis-19056	89	8	embedding	embed	VERB
bracis-19056	89	9	 	 	SPACE
bracis-19056	90	1	[	[	X
bracis-19056	90	2	2	2	NUM
bracis-19056	90	3	]	]	PUNCT
bracis-19056	90	4	.	.	PUNCT
bracis-19056	91	1	flair	flair	NOUN
bracis-19056	91	2	is	be	AUX
bracis-19056	91	3	a	a	DET
bracis-19056	91	4	contextual	contextual	ADJ
bracis-19056	91	5	embedding	embed	VERB
bracis-19056	91	6	model	model	NOUN
bracis-19056	91	7	that	that	PRON
bracis-19056	91	8	takes	take	VERB
bracis-19056	91	9	into	into	ADP
bracis-19056	91	10	account	account	NOUN
bracis-19056	91	11	the	the	DET
bracis-19056	91	12	distribution	distribution	NOUN
bracis-19056	91	13	of	of	ADP
bracis-19056	91	14	sequences	sequence	NOUN
bracis-19056	91	15	of	of	ADP
bracis-19056	91	16	characters	character	NOUN
bracis-19056	91	17	instead	instead	ADV
bracis-19056	91	18	of	of	ADP
bracis-19056	91	19	only	only	ADJ
bracis-19056	91	20	sequences	sequence	NOUN
bracis-19056	91	21	of	of	ADP
bracis-19056	91	22	words	word	NOUN
bracis-19056	91	23	,	,	PUNCT
bracis-19056	91	24	as	as	SCONJ
bracis-19056	91	25	is	be	AUX
bracis-19056	91	26	the	the	DET
bracis-19056	91	27	case	case	NOUN
bracis-19056	91	28	for	for	ADP
bracis-19056	91	29	skip	skip	NOUN
bracis-19056	91	30	-	-	PUNCT
bracis-19056	91	31	gram	gram	NOUN
bracis-19056	91	32	and	and	CCONJ
bracis-19056	91	33	cbow	cbow	VERB
bracis-19056	91	34	language	language	NOUN
bracis-19056	91	35	models	model	NOUN
bracis-19056	91	36	.	.	PUNCT
bracis-19056	92	1	additionally	additionally	ADV
bracis-19056	92	2	,	,	PUNCT
bracis-19056	92	3	flair	flair	ADJ
bracis-19056	92	4	embeddings	embedding	NOUN
bracis-19056	92	5	combine	combine	VERB
bracis-19056	92	6	two	two	NUM
bracis-19056	92	7	models	model	NOUN
bracis-19056	92	8	,	,	PUNCT
bracis-19056	92	9	one	one	NUM
bracis-19056	92	10	trained	train	VERB
bracis-19056	92	11	in	in	ADP
bracis-19056	92	12	a	a	DET
bracis-19056	92	13	forward	forward	ADJ
bracis-19056	92	14	direction	direction	NOUN
bracis-19056	92	15	and	and	CCONJ
bracis-19056	92	16	one	one	NOUN
bracis-19056	92	17	trained	train	VERB
bracis-19056	92	18	in	in	ADP
bracis-19056	92	19	a	a	DET
bracis-19056	92	20	backward	backward	ADJ
bracis-19056	92	21	direction	direction	NOUN
bracis-19056	92	22	.	.	PUNCT
bracis-19056	93	1	flairbbp\(_{fntg}\	flairbbp\(_{fntg}\	X
bracis-19056	93	2	):	):	PUNCT
bracis-19056	93	3	this	this	DET
bracis-19056	93	4	model	model	NOUN
bracis-19056	93	5	was	be	AUX
bracis-19056	93	6	built	build	VERB
bracis-19056	93	7	using	use	VERB
bracis-19056	93	8	the	the	DET
bracis-19056	93	9	aforementioned	aforementioned	ADJ
bracis-19056	93	10	model	model	NOUN
bracis-19056	93	11	flairbbp	flairbbp	PROPN
bracis-19056	93	12	fine	fine	ADV
bracis-19056	93	13	-	-	PUNCT
bracis-19056	93	14	tuned	tune	VERB
bracis-19056	93	15	by	by	ADP
bracis-19056	93	16	using	use	VERB
bracis-19056	93	17	the	the	DET
bracis-19056	93	18	ehr	ehr	NOUN
bracis-19056	93	19	-	-	PUNCT
bracis-19056	93	20	names	name	NOUN
bracis-19056	93	21	corpus	corpus	NOUN
bracis-19056	93	22	as	as	ADP
bracis-19056	93	23	input	input	NOUN
bracis-19056	93	24	.	.	PUNCT
bracis-19056	94	1	3.4	3.4	NUM
bracis-19056	94	2	design	design	NOUN
bracis-19056	94	3	of	of	ADP
bracis-19056	94	4	 	 	SPACE
bracis-19056	94	5	the	the	DET
bracis-19056	94	6	 	 	SPACE
bracis-19056	94	7	experiments	experiment	NOUN
bracis-19056	94	8	our	our	PRON
bracis-19056	94	9	evaluations	evaluation	NOUN
bracis-19056	94	10	were	be	AUX
bracis-19056	94	11	made	make	VERB
bracis-19056	94	12	within	within	ADP
bracis-19056	94	13	two	two	NUM
bracis-19056	94	14	sets	set	NOUN
bracis-19056	94	15	of	of	ADP
bracis-19056	94	16	experiments	experiment	NOUN
bracis-19056	94	17	:	:	PUNCT
bracis-19056	94	18	i	i	NOUN
bracis-19056	94	19	)	)	PUNCT
bracis-19056	94	20	stacking	stack	VERB
bracis-19056	94	21	embeddings	embedding	NOUN
bracis-19056	94	22	and	and	CCONJ
bracis-19056	94	23	ii	ii	NOUN
bracis-19056	94	24	)	)	PUNCT
bracis-19056	94	25	corpus	corpus	NOUN
bracis-19056	94	26	addition	addition	NOUN
bracis-19056	94	27	.	.	PUNCT
bracis-19056	95	1	experiments	experiment	NOUN
bracis-19056	95	2	from	from	ADP
bracis-19056	95	3	set	set	NOUN
bracis-19056	95	4	i	i	PRON
bracis-19056	95	5	aim	aim	VERB
bracis-19056	95	6	to	to	PART
bracis-19056	95	7	find	find	VERB
bracis-19056	95	8	the	the	DET
bracis-19056	95	9	best	good	ADJ
bracis-19056	95	10	combination	combination	NOUN
bracis-19056	95	11	of	of	ADP
bracis-19056	95	12	language	language	NOUN
bracis-19056	95	13	models	model	NOUN
bracis-19056	95	14	covered	cover	VERB
bracis-19056	95	15	by	by	ADP
bracis-19056	95	16	this	this	DET
bracis-19056	95	17	study	study	NOUN
bracis-19056	95	18	.	.	PUNCT
bracis-19056	96	1	therefore	therefore	ADV
bracis-19056	96	2	,	,	PUNCT
bracis-19056	96	3	we	we	PRON
bracis-19056	96	4	started	start	VERB
bracis-19056	96	5	by	by	ADP
bracis-19056	96	6	evaluating	evaluate	VERB
bracis-19056	96	7	a	a	DET
bracis-19056	96	8	bilstm	bilstm	NOUN
bracis-19056	96	9	-	-	PUNCT
bracis-19056	96	10	crf	crf	NOUN
bracis-19056	96	11	neural	neural	ADJ
bracis-19056	96	12	network	network	NOUN
bracis-19056	96	13	with	with	ADP
bracis-19056	96	14	shallow	shallow	ADJ
bracis-19056	96	15	word	word	NOUN
bracis-19056	96	16	embeddings	embedding	NOUN
bracis-19056	96	17	only	only	ADV
bracis-19056	96	18	;	;	PUNCT
bracis-19056	96	19	then	then	ADV
bracis-19056	96	20	we	we	PRON
bracis-19056	96	21	employed	employ	VERB
bracis-19056	96	22	flairbbp	flairbbp	NOUN
bracis-19056	96	23	,	,	PUNCT
bracis-19056	96	24	which	which	PRON
bracis-19056	96	25	is	be	AUX
bracis-19056	96	26	a	a	DET
bracis-19056	96	27	contextualized	contextualized	ADJ
bracis-19056	96	28	language	language	NOUN
bracis-19056	96	29	model	model	NOUN
bracis-19056	96	30	;	;	PUNCT
bracis-19056	96	31	we	we	PRON
bracis-19056	96	32	stacked	stack	VERB
bracis-19056	96	33	flairbbp	flairbbp	PROPN
bracis-19056	96	34	with	with	ADP
bracis-19056	96	35	a	a	DET
bracis-19056	96	36	we	we	PRON
bracis-19056	96	37	;	;	PUNCT
bracis-19056	96	38	and	and	CCONJ
bracis-19056	96	39	finally	finally	ADV
bracis-19056	96	40	,	,	PUNCT
bracis-19056	96	41	we	we	PRON
bracis-19056	96	42	performed	perform	VERB
bracis-19056	96	43	the	the	DET
bracis-19056	96	44	experiments	experiment	NOUN
bracis-19056	96	45	with	with	ADP
bracis-19056	96	46	the	the	DET
bracis-19056	96	47	stacking	stacking	NOUN
bracis-19056	96	48	of	of	ADP
bracis-19056	96	49	the	the	DET
bracis-19056	96	50	fine	fine	ADV
bracis-19056	96	51	-	-	PUNCT
bracis-19056	96	52	tuned	tune	VERB
bracis-19056	96	53	flairbbp	flairbbp	NOUN
bracis-19056	96	54	with	with	ADP
bracis-19056	96	55	a	a	DET
bracis-19056	96	56	we	we	PRON
bracis-19056	96	57	.	.	PUNCT
bracis-19056	97	1	table	table	NOUN
bracis-19056	97	2	1	1	NUM
bracis-19056	97	3	.	.	X
bracis-19056	97	4	number	number	NOUN
bracis-19056	97	5	of	of	ADP
bracis-19056	97	6	sentences	sentence	NOUN
bracis-19056	97	7	per	per	ADP
bracis-19056	97	8	training	training	NOUN
bracis-19056	97	9	splitfull	splitfull	ADJ
bracis-19056	97	10	size	size	NOUN
bracis-19056	97	11	table	table	NOUN
bracis-19056	97	12	then	then	ADV
bracis-19056	98	1	,	,	PUNCT
bracis-19056	98	2	we	we	PRON
bracis-19056	98	3	performed	perform	VERB
bracis-19056	98	4	set	set	PROPN
bracis-19056	98	5	ii	ii	PROPN
bracis-19056	98	6	to	to	PART
bracis-19056	98	7	evaluate	evaluate	VERB
bracis-19056	98	8	the	the	DET
bracis-19056	98	9	best	good	ADJ
bracis-19056	98	10	cutoff	cutoff	NOUN
bracis-19056	98	11	point	point	NOUN
bracis-19056	98	12	concerning	concern	VERB
bracis-19056	98	13	the	the	DET
bracis-19056	98	14	size	size	NOUN
bracis-19056	98	15	of	of	ADP
bracis-19056	98	16	the	the	DET
bracis-19056	98	17	training	training	NOUN
bracis-19056	98	18	corpus	corpus	NOUN
bracis-19056	98	19	of	of	ADP
bracis-19056	98	20	the	the	DET
bracis-19056	98	21	model	model	NOUN
bracis-19056	98	22	.	.	PUNCT
bracis-19056	99	1	our	our	PRON
bracis-19056	99	2	strategy	strategy	NOUN
bracis-19056	99	3	was	be	AUX
bracis-19056	99	4	to	to	PART
bracis-19056	99	5	take	take	VERB
bracis-19056	99	6	several	several	ADJ
bracis-19056	99	7	pieces	piece	NOUN
bracis-19056	99	8	of	of	ADP
bracis-19056	99	9	the	the	DET
bracis-19056	99	10	corpus	corpus	NOUN
bracis-19056	99	11	and	and	CCONJ
bracis-19056	99	12	train	train	VERB
bracis-19056	99	13	a	a	DET
bracis-19056	99	14	model	model	NOUN
bracis-19056	99	15	with	with	ADP
bracis-19056	99	16	each	each	PRON
bracis-19056	99	17	of	of	ADP
bracis-19056	99	18	these	these	DET
bracis-19056	99	19	pieces	piece	NOUN
bracis-19056	99	20	in	in	ADP
bracis-19056	99	21	a	a	DET
bracis-19056	99	22	cumulative	cumulative	ADJ
bracis-19056	99	23	sequence	sequence	NOUN
bracis-19056	99	24	.	.	PUNCT
bracis-19056	100	1	in	in	ADP
bracis-19056	100	2	other	other	ADJ
bracis-19056	100	3	words	word	NOUN
bracis-19056	100	4	,	,	PUNCT
bracis-19056	100	5	we	we	PRON
bracis-19056	100	6	did	do	VERB
bracis-19056	100	7	these	these	DET
bracis-19056	100	8	experiments	experiment	NOUN
bracis-19056	100	9	by	by	ADP
bracis-19056	100	10	adding	add	VERB
bracis-19056	100	11	a	a	DET
bracis-19056	100	12	corpus	corpus	NOUN
bracis-19056	100	13	.	.	PUNCT
bracis-19056	101	1	this	this	PRON
bracis-19056	101	2	means	mean	VERB
bracis-19056	101	3	that	that	SCONJ
bracis-19056	101	4	we	we	PRON
bracis-19056	101	5	divided	divide	VERB
bracis-19056	101	6	the	the	DET
bracis-19056	101	7	corpus	corpus	NOUN
bracis-19056	101	8	ehr	ehr	NOUN
bracis-19056	101	9	-	-	PUNCT
bracis-19056	101	10	names	name	NOUN
bracis-19056	101	11	into	into	ADP
bracis-19056	101	12	18	18	NUM
bracis-19056	101	13	parts	part	NOUN
bracis-19056	101	14	with	with	ADP
bracis-19056	101	15	709	709	NUM
bracis-19056	101	16	sentences	sentence	NOUN
bracis-19056	101	17	each	each	PRON
bracis-19056	101	18	.	.	PUNCT
bracis-19056	102	1	additionally	additionally	ADV
bracis-19056	102	2	,	,	PUNCT
bracis-19056	102	3	we	we	PRON
bracis-19056	102	4	added	add	VERB
bracis-19056	102	5	three	three	NUM
bracis-19056	102	6	more	more	ADJ
bracis-19056	102	7	parts	part	NOUN
bracis-19056	102	8	that	that	PRON
bracis-19056	102	9	are	be	AUX
bracis-19056	102	10	formed	form	VERB
bracis-19056	102	11	by	by	ADP
bracis-19056	102	12	the	the	DET
bracis-19056	102	13	union	union	NOUN
bracis-19056	102	14	of	of	ADP
bracis-19056	102	15	the	the	DET
bracis-19056	102	16	ehr	ehr	NOUN
bracis-19056	102	17	-	-	PUNCT
bracis-19056	102	18	names	name	NOUN
bracis-19056	102	19	corpus	corpus	NOUN
bracis-19056	102	20	and	and	CCONJ
bracis-19056	102	21	one	one	NUM
bracis-19056	102	22	part	part	NOUN
bracis-19056	102	23	of	of	ADP
bracis-19056	102	24	the	the	DET
bracis-19056	102	25	harem	harem	PROPN
bracis-19056	102	26	corpus	corpus	PROPN
bracis-19056	102	27	.	.	PUNCT
bracis-19056	103	1	each	each	DET
bracis-19056	103	2	part	part	NOUN
bracis-19056	103	3	of	of	ADP
bracis-19056	103	4	harem	harem	PROPN
bracis-19056	103	5	also	also	ADV
bracis-19056	103	6	has	have	VERB
bracis-19056	103	7	709	709	NUM
bracis-19056	103	8	sentences	sentence	NOUN
bracis-19056	103	9	.	.	PUNCT
bracis-19056	104	1	the	the	DET
bracis-19056	104	2	corpora	corpora	PROPN
bracis-19056	104	3	were	be	AUX
bracis-19056	104	4	added	add	VERB
bracis-19056	104	5	cumulatively	cumulatively	ADV
bracis-19056	104	6	,	,	PUNCT
bracis-19056	104	7	that	that	ADV
bracis-19056	104	8	is	is	ADV
bracis-19056	104	9	,	,	PUNCT
bracis-19056	104	10	the	the	DET
bracis-19056	104	11	first	first	ADJ
bracis-19056	104	12	split	split	NOUN
bracis-19056	104	13	has	have	VERB
bracis-19056	104	14	709	709	NUM
bracis-19056	104	15	sentences	sentence	NOUN
bracis-19056	104	16	,	,	PUNCT
bracis-19056	104	17	the	the	DET
bracis-19056	104	18	second	second	NOUN
bracis-19056	104	19	has	have	VERB
bracis-19056	104	20	1,418	1,418	NUM
bracis-19056	104	21	,	,	PUNCT
bracis-19056	104	22	the	the	DET
bracis-19056	104	23	third	third	ADJ
bracis-19056	104	24	,	,	PUNCT
bracis-19056	104	25	2.836	2.836	NUM
bracis-19056	104	26	,	,	PUNCT
bracis-19056	104	27	and	and	CCONJ
bracis-19056	104	28	so	so	ADV
bracis-19056	104	29	on	on	ADV
bracis-19056	104	30	.	.	PUNCT
bracis-19056	105	1	each	each	DET
bracis-19056	105	2	split	split	NOUN
bracis-19056	105	3	corresponds	correspond	VERB
bracis-19056	105	4	to	to	ADP
bracis-19056	105	5	a	a	DET
bracis-19056	105	6	trained	train	VERB
bracis-19056	105	7	model	model	NOUN
bracis-19056	105	8	to	to	PART
bracis-19056	105	9	find	find	VERB
bracis-19056	105	10	out	out	ADP
bracis-19056	105	11	which	which	PRON
bracis-19056	105	12	are	be	AUX
bracis-19056	105	13	the	the	DET
bracis-19056	105	14	best	good	ADJ
bracis-19056	105	15	metrics	metric	NOUN
bracis-19056	105	16	concerning	concern	VERB
bracis-19056	105	17	the	the	DET
bracis-19056	105	18	size	size	NOUN
bracis-19056	105	19	of	of	ADP
bracis-19056	105	20	the	the	DET
bracis-19056	105	21	corpus	corpus	NOUN
bracis-19056	105	22	.	.	PUNCT
bracis-19056	106	1	table	table	NOUN
bracis-19056	106	2	 	 	SPACE
bracis-19056	106	3	1	1	NUM
bracis-19056	106	4	shows	show	VERB
bracis-19056	106	5	details	detail	NOUN
bracis-19056	106	6	of	of	ADP
bracis-19056	106	7	the	the	DET
bracis-19056	106	8	sizes	size	NOUN
bracis-19056	106	9	.	.	PUNCT
bracis-19056	107	1	4	4	NUM
bracis-19056	107	2	results	result	NOUN
bracis-19056	107	3	table	table	NOUN
bracis-19056	107	4	2	2	NUM
bracis-19056	107	5	.	.	PUNCT
bracis-19056	107	6	results	result	NOUN
bracis-19056	107	7	of	of	ADP
bracis-19056	107	8	stacking	stack	VERB
bracis-19056	107	9	embeddings	embedding	NOUN
bracis-19056	107	10	.	.	PUNCT
bracis-19056	108	1	pre	pre	VERB
bracis-19056	109	1	=	=	NOUN
bracis-19056	109	2	precision	precision	NOUN
bracis-19056	109	3	;	;	PUNCT
bracis-19056	109	4	rec	rec	X
bracis-19056	109	5	=	=	PUNCT
bracis-19056	109	6	recall	recall	NOUN
bracis-19056	109	7	;	;	PUNCT
bracis-19056	109	8	f1	f1	NOUN
bracis-19056	109	9	=	=	SYM
bracis-19056	109	10	f	f	X
bracis-19056	109	11	-	-	PUNCT
bracis-19056	109	12	measurefull	measurefull	NOUN
bracis-19056	109	13	size	size	NOUN
bracis-19056	109	14	table	table	NOUN
bracis-19056	109	15	fig	fig	NOUN
bracis-19056	109	16	.	.	PUNCT
bracis-19056	110	1	1	1	X
bracis-19056	110	2	.	.	X
bracis-19056	110	3	experimental	experimental	ADJ
bracis-19056	110	4	results	result	NOUN
bracis-19056	110	5	by	by	ADP
bracis-19056	110	6	splits	split	NOUN
bracis-19056	110	7	.	.	PUNCT
bracis-19056	110	8	pre	pre	VERB
bracis-19056	111	1	=	=	NOUN
bracis-19056	111	2	precision	precision	NOUN
bracis-19056	111	3	;	;	PUNCT
bracis-19056	111	4	rec	rec	X
bracis-19056	111	5	=	=	PUNCT
bracis-19056	111	6	recall	recall	NOUN
bracis-19056	111	7	;	;	PUNCT
bracis-19056	111	8	f1	f1	NOUN
bracis-19056	111	9	=	=	SYM
bracis-19056	111	10	f	f	X
bracis-19056	111	11	-	-	PUNCT
bracis-19056	111	12	measure	measure	NOUN
bracis-19056	111	13	full	full	ADJ
bracis-19056	111	14	size	size	NOUN
bracis-19056	111	15	image	image	NOUN
bracis-19056	111	16	experiments	experiment	NOUN
bracis-19056	111	17	from	from	ADP
bracis-19056	111	18	set	set	NOUN
bracis-19056	111	19	i	i	PRON
bracis-19056	111	20	are	be	AUX
bracis-19056	111	21	shown	show	VERB
bracis-19056	111	22	in	in	ADP
bracis-19056	111	23	table	table	NOUN
bracis-19056	111	24	2	2	NUM
bracis-19056	111	25	.	.	PUNCT
bracis-19056	112	1	in	in	ADP
bracis-19056	112	2	all	all	DET
bracis-19056	112	3	the	the	DET
bracis-19056	112	4	experiments	experiment	NOUN
bracis-19056	112	5	in	in	ADP
bracis-19056	112	6	set	set	NOUN
bracis-19056	112	7	i	i	PRON
bracis-19056	112	8	,	,	PUNCT
bracis-19056	112	9	we	we	PRON
bracis-19056	112	10	used	use	VERB
bracis-19056	112	11	word2vec	word2vec	AUX
bracis-19056	112	12	skip	skip	VERB
bracis-19056	112	13	-	-	PUNCT
bracis-19056	112	14	gram	gram	NOUN
bracis-19056	112	15	(	(	PUNCT
bracis-19056	112	16	w2v	w2v	NOUN
bracis-19056	112	17	-	-	PUNCT
bracis-19056	112	18	skpg	skpg	NOUN
bracis-19056	112	19	)	)	PUNCT
bracis-19056	113	1	[	[	X
bracis-19056	113	2	15	15	NUM
bracis-19056	113	3	]	]	PUNCT
bracis-19056	113	4	word	word	NOUN
bracis-19056	113	5	embeddings	embedding	NOUN
bracis-19056	113	6	.	.	PUNCT
bracis-19056	114	1	experiments	experiment	NOUN
bracis-19056	114	2	from	from	ADP
bracis-19056	114	3	set	set	ADJ
bracis-19056	114	4	ii	ii	PROPN
bracis-19056	114	5	are	be	AUX
bracis-19056	114	6	summarized	summarize	VERB
bracis-19056	114	7	in	in	ADP
bracis-19056	114	8	a	a	DET
bracis-19056	114	9	plot	plot	NOUN
bracis-19056	114	10	in	in	ADP
bracis-19056	114	11	the	the	DET
bracis-19056	114	12	image	image	NOUN
bracis-19056	114	13	1	1	NUM
bracis-19056	114	14	.	.	PUNCT
bracis-19056	115	1	below	below	ADP
bracis-19056	115	2	we	we	PRON
bracis-19056	115	3	present	present	VERB
bracis-19056	115	4	our	our	PRON
bracis-19056	115	5	results	result	NOUN
bracis-19056	115	6	and	and	CCONJ
bracis-19056	115	7	their	their	PRON
bracis-19056	115	8	interpretations	interpretation	NOUN
bracis-19056	115	9	from	from	ADP
bracis-19056	115	10	the	the	DET
bracis-19056	115	11	comparison	comparison	NOUN
bracis-19056	115	12	of	of	ADP
bracis-19056	115	13	the	the	DET
bracis-19056	115	14	f1	f1	NOUN
bracis-19056	115	15	metrics	metric	NOUN
bracis-19056	115	16	.	.	PUNCT
bracis-19056	116	1	with	with	ADP
bracis-19056	116	2	the	the	DET
bracis-19056	116	3	first	first	ADJ
bracis-19056	116	4	set	set	NOUN
bracis-19056	116	5	of	of	ADP
bracis-19056	116	6	experiments	experiment	NOUN
bracis-19056	116	7	,	,	PUNCT
bracis-19056	116	8	we	we	PRON
bracis-19056	116	9	can	can	AUX
bracis-19056	116	10	see	see	VERB
bracis-19056	116	11	the	the	DET
bracis-19056	116	12	impact	impact	NOUN
bracis-19056	116	13	of	of	ADP
bracis-19056	116	14	contextualized	contextualized	ADJ
bracis-19056	116	15	language	language	NOUN
bracis-19056	116	16	models	model	NOUN
bracis-19056	116	17	:	:	PUNCT
bracis-19056	116	18	the	the	DET
bracis-19056	116	19	contextualized	contextualized	ADJ
bracis-19056	116	20	model	model	NOUN
bracis-19056	116	21	flairbbp	flairbbp	PROPN
bracis-19056	116	22	outperforms	outperform	NOUN
bracis-19056	116	23	we	we	PRON
bracis-19056	116	24	-	-	PUNCT
bracis-19056	116	25	nilc	nilc	NOUN
bracis-19056	116	26	by	by	ADP
bracis-19056	116	27	and	and	CCONJ
bracis-19056	116	28	we	we	PRON
bracis-19056	116	29	-	-	PUNCT
bracis-19056	116	30	ehr	ehr	NOUN
bracis-19056	116	31	-	-	PUNCT
bracis-19056	116	32	notes	note	NOUN
bracis-19056	116	33	by	by	ADP
bracis-19056	116	34	.	.	PUNCT
bracis-19056	117	1	another	another	DET
bracis-19056	117	2	important	important	ADJ
bracis-19056	117	3	aspect	aspect	NOUN
bracis-19056	117	4	of	of	ADP
bracis-19056	117	5	the	the	DET
bracis-19056	117	6	contextualized	contextualized	ADJ
bracis-19056	117	7	language	language	NOUN
bracis-19056	117	8	models	model	NOUN
bracis-19056	117	9	is	be	AUX
bracis-19056	117	10	the	the	DET
bracis-19056	117	11	potential	potential	ADJ
bracis-19056	117	12	combination	combination	NOUN
bracis-19056	117	13	with	with	ADP
bracis-19056	117	14	a	a	DET
bracis-19056	117	15	shallow	shallow	NOUN
bracis-19056	117	16	we	we	PRON
bracis-19056	117	17	,	,	PUNCT
bracis-19056	117	18	forming	form	VERB
bracis-19056	117	19	a	a	DET
bracis-19056	117	20	final	final	ADJ
bracis-19056	117	21	embedding	embed	VERB
bracis-19056	117	22	with	with	ADP
bracis-19056	117	23	a	a	DET
bracis-19056	117	24	high	high	ADJ
bracis-19056	117	25	representational	representational	ADJ
bracis-19056	117	26	power	power	NOUN
bracis-19056	117	27	of	of	ADP
bracis-19056	117	28	the	the	DET
bracis-19056	117	29	language	language	NOUN
bracis-19056	117	30	.	.	PUNCT
bracis-19056	118	1	therefore	therefore	ADV
bracis-19056	118	2	,	,	PUNCT
bracis-19056	118	3	we	we	PRON
bracis-19056	118	4	managed	manage	VERB
bracis-19056	118	5	to	to	PART
bracis-19056	118	6	overcome	overcome	VERB
bracis-19056	118	7	both	both	DET
bracis-19056	118	8	language	language	NOUN
bracis-19056	118	9	models	model	NOUN
bracis-19056	118	10	alone	alone	ADV
bracis-19056	119	1	and	and	CCONJ
bracis-19056	119	2	we	we	PRON
bracis-19056	119	3	arrived	arrive	VERB
bracis-19056	119	4	at	at	ADP
bracis-19056	119	5	the	the	DET
bracis-19056	119	6	best	good	ADJ
bracis-19056	119	7	result	result	NOUN
bracis-19056	119	8	of	of	ADP
bracis-19056	119	9	\(f_1	\(f_1	PROPN
bracis-19056	119	10	=	=	SYM
bracis-19056	119	11	0.9413\	0.9413\	NOUN
bracis-19056	119	12	)	)	PUNCT
bracis-19056	119	13	,	,	PUNCT
bracis-19056	119	14	using	use	VERB
bracis-19056	119	15	flairbbp	flairbbp	NOUN
bracis-19056	119	16	stacked	stack	VERB
bracis-19056	119	17	with	with	ADP
bracis-19056	119	18	we	we	PRON
bracis-19056	119	19	-	-	PUNCT
bracis-19056	119	20	nilc	nilc	NOUN
bracis-19056	119	21	.	.	PUNCT
bracis-19056	120	1	our	our	PRON
bracis-19056	120	2	best	good	ADJ
bracis-19056	120	3	result	result	NOUN
bracis-19056	120	4	and	and	CCONJ
bracis-19056	120	5	consequently	consequently	ADV
bracis-19056	120	6	our	our	PRON
bracis-19056	120	7	best	good	ADJ
bracis-19056	120	8	combination	combination	NOUN
bracis-19056	120	9	of	of	ADP
bracis-19056	120	10	embeddings	embedding	NOUN
bracis-19056	120	11	were	be	AUX
bracis-19056	120	12	also	also	ADV
bracis-19056	120	13	found	find	VERB
bracis-19056	120	14	in	in	ADP
bracis-19056	120	15	[	[	X
bracis-19056	120	16	22	22	NUM
bracis-19056	120	17	,	,	PUNCT
bracis-19056	120	18	25	25	NUM
bracis-19056	120	19	]	]	PUNCT
bracis-19056	120	20	.	.	PUNCT
bracis-19056	121	1	in	in	ADP
bracis-19056	121	2	addition	addition	NOUN
bracis-19056	121	3	,	,	PUNCT
bracis-19056	121	4	our	our	PRON
bracis-19056	121	5	results	result	NOUN
bracis-19056	121	6	with	with	ADP
bracis-19056	121	7	the	the	DET
bracis-19056	121	8	stacks	stack	NOUN
bracis-19056	121	9	using	use	VERB
bracis-19056	121	10	flairbbp\(_{fntg}\	flairbbp\(_{fntg}\	NOUN
bracis-19056	121	11	)	)	PUNCT
bracis-19056	121	12	performed	perform	VERB
bracis-19056	121	13	close	close	ADV
bracis-19056	121	14	to	to	ADP
bracis-19056	121	15	the	the	DET
bracis-19056	121	16	average	average	NOUN
bracis-19056	121	17	of	of	ADP
bracis-19056	121	18	the	the	DET
bracis-19056	121	19	four	four	NUM
bracis-19056	121	20	stacks	stack	NOUN
bracis-19056	121	21	and	and	CCONJ
bracis-19056	121	22	both	both	PRON
bracis-19056	121	23	were	be	AUX
bracis-19056	121	24	slightly	slightly	ADV
bracis-19056	121	25	better	well	ADJ
bracis-19056	121	26	than	than	ADP
bracis-19056	121	27	the	the	DET
bracis-19056	121	28	stack	stack	NOUN
bracis-19056	121	29	of	of	ADP
bracis-19056	121	30	flairbbp	flairbbp	NOUN
bracis-19056	122	1	+	+	CCONJ
bracis-19056	122	2	we	we	NOUN
bracis-19056	122	3	-	-	PUNCT
bracis-19056	122	4	ehr	ehr	NOUN
bracis-19056	122	5	-	-	PUNCT
bracis-19056	122	6	notes	note	NOUN
bracis-19056	122	7	.	.	PUNCT
bracis-19056	123	1	from	from	ADP
bracis-19056	123	2	the	the	DET
bracis-19056	123	3	second	second	ADJ
bracis-19056	123	4	set	set	NOUN
bracis-19056	123	5	of	of	ADP
bracis-19056	123	6	experiments	experiment	NOUN
bracis-19056	123	7	,	,	PUNCT
bracis-19056	123	8	in	in	ADP
bracis-19056	123	9	which	which	PRON
bracis-19056	123	10	we	we	PRON
bracis-19056	123	11	looked	look	VERB
bracis-19056	123	12	for	for	ADP
bracis-19056	123	13	the	the	DET
bracis-19056	123	14	best	good	ADJ
bracis-19056	123	15	number	number	NOUN
bracis-19056	123	16	of	of	ADP
bracis-19056	123	17	sentences	sentence	NOUN
bracis-19056	123	18	for	for	ADP
bracis-19056	123	19	training	training	NOUN
bracis-19056	123	20	,	,	PUNCT
bracis-19056	123	21	we	we	PRON
bracis-19056	123	22	found	find	VERB
bracis-19056	123	23	that	that	SCONJ
bracis-19056	123	24	the	the	DET
bracis-19056	123	25	metrics	metric	NOUN
bracis-19056	123	26	precision	precision	NOUN
bracis-19056	123	27	,	,	PUNCT
bracis-19056	123	28	recall	recall	NOUN
bracis-19056	123	29	,	,	PUNCT
bracis-19056	123	30	and	and	CCONJ
bracis-19056	123	31	f1	f1	NOUN
bracis-19056	123	32	tend	tend	VERB
bracis-19056	123	33	to	to	PART
bracis-19056	123	34	grow	grow	VERB
bracis-19056	123	35	up	up	ADP
bracis-19056	123	36	 	 	SPACE
bracis-19056	123	37	to	to	PART
bracis-19056	123	38	split	split	VERB
bracis-19056	123	39	nine	nine	NUM
bracis-19056	123	40	.	.	PUNCT
bracis-19056	124	1	after	after	ADP
bracis-19056	124	2	this	this	DET
bracis-19056	124	3	split	split	NOUN
bracis-19056	124	4	,	,	PUNCT
bracis-19056	124	5	there	there	PRON
bracis-19056	124	6	is	be	VERB
bracis-19056	124	7	a	a	DET
bracis-19056	124	8	greater	great	ADJ
bracis-19056	124	9	oscillation	oscillation	NOUN
bracis-19056	124	10	,	,	PUNCT
bracis-19056	124	11	as	as	SCONJ
bracis-19056	124	12	we	we	PRON
bracis-19056	124	13	can	can	AUX
bracis-19056	124	14	see	see	VERB
bracis-19056	124	15	in	in	ADP
bracis-19056	124	16	the	the	DET
bracis-19056	124	17	graph	graph	NOUN
bracis-19056	124	18	of	of	ADP
bracis-19056	124	19	fig	fig	NOUN
bracis-19056	124	20	.	.	PUNCT
bracis-19056	124	21	 	 	SPACE
bracis-19056	125	1	1	1	X
bracis-19056	125	2	.	.	PUNCT
bracis-19056	125	3	analyzing	analyze	VERB
bracis-19056	125	4	all	all	DET
bracis-19056	125	5	the	the	DET
bracis-19056	125	6	splits	split	NOUN
bracis-19056	125	7	,	,	PUNCT
bracis-19056	125	8	we	we	PRON
bracis-19056	125	9	can	can	AUX
bracis-19056	125	10	see	see	VERB
bracis-19056	125	11	that	that	PRON
bracis-19056	125	12	split	split	NOUN
bracis-19056	125	13	nine	nine	NUM
bracis-19056	125	14	is	be	AUX
bracis-19056	125	15	the	the	DET
bracis-19056	125	16	best	good	ADJ
bracis-19056	125	17	,	,	PUNCT
bracis-19056	125	18	as	as	SCONJ
bracis-19056	125	19	it	it	PRON
bracis-19056	125	20	demands	demand	VERB
bracis-19056	125	21	fewer	few	ADJ
bracis-19056	125	22	corpus	corpus	NOUN
bracis-19056	125	23	resources	resource	NOUN
bracis-19056	125	24	,	,	PUNCT
bracis-19056	125	25	naturally	naturally	ADV
bracis-19056	125	26	reduces	reduce	VERB
bracis-19056	125	27	the	the	DET
bracis-19056	125	28	effort	effort	NOUN
bracis-19056	125	29	of	of	ADP
bracis-19056	125	30	the	the	DET
bracis-19056	125	31	manual	manual	ADJ
bracis-19056	125	32	annotation	annotation	NOUN
bracis-19056	125	33	of	of	ADP
bracis-19056	125	34	texts	text	NOUN
bracis-19056	125	35	,	,	PUNCT
bracis-19056	125	36	and	and	CCONJ
bracis-19056	125	37	also	also	ADV
bracis-19056	125	38	reduces	reduce	VERB
bracis-19056	125	39	the	the	DET
bracis-19056	125	40	computational	computational	ADJ
bracis-19056	125	41	cost	cost	NOUN
bracis-19056	125	42	,	,	PUNCT
bracis-19056	125	43	since	since	SCONJ
bracis-19056	125	44	the	the	DET
bracis-19056	125	45	corpus	corpus	NOUN
bracis-19056	125	46	is	be	AUX
bracis-19056	125	47	smaller	small	ADJ
bracis-19056	125	48	.	.	PUNCT
bracis-19056	126	1	regarding	regard	VERB
bracis-19056	126	2	the	the	DET
bracis-19056	126	3	last	last	ADJ
bracis-19056	126	4	three	three	NUM
bracis-19056	126	5	splits	split	NOUN
bracis-19056	126	6	—	—	PUNCT
bracis-19056	126	7	which	which	PRON
bracis-19056	126	8	use	use	VERB
bracis-19056	126	9	the	the	DET
bracis-19056	126	10	harem	harem	PROPN
bracis-19056	126	11	corpus	corpus	PROPN
bracis-19056	126	12	—	—	PUNCT
bracis-19056	126	13	we	we	PRON
bracis-19056	126	14	can	can	AUX
bracis-19056	126	15	see	see	VERB
bracis-19056	126	16	that	that	SCONJ
bracis-19056	126	17	there	there	PRON
bracis-19056	126	18	is	be	VERB
bracis-19056	126	19	a	a	DET
bracis-19056	126	20	significant	significant	ADJ
bracis-19056	126	21	drop	drop	NOUN
bracis-19056	126	22	in	in	ADP
bracis-19056	126	23	the	the	DET
bracis-19056	126	24	metrics	metric	NOUN
bracis-19056	126	25	.	.	PUNCT
bracis-19056	127	1	we	we	PRON
bracis-19056	127	2	understand	understand	VERB
bracis-19056	127	3	that	that	SCONJ
bracis-19056	127	4	the	the	DET
bracis-19056	127	5	main	main	ADJ
bracis-19056	127	6	reason	reason	NOUN
bracis-19056	127	7	for	for	ADP
bracis-19056	127	8	this	this	PRON
bracis-19056	127	9	is	be	AUX
bracis-19056	127	10	the	the	DET
bracis-19056	127	11	difference	difference	NOUN
bracis-19056	127	12	in	in	ADP
bracis-19056	127	13	textual	textual	ADJ
bracis-19056	127	14	style	style	NOUN
bracis-19056	127	15	between	between	ADP
bracis-19056	127	16	a	a	DET
bracis-19056	127	17	medical	medical	ADJ
bracis-19056	127	18	record	record	NOUN
bracis-19056	127	19	and	and	CCONJ
bracis-19056	127	20	the	the	DET
bracis-19056	127	21	harem	harem	PROPN
bracis-19056	127	22	texts	text	NOUN
bracis-19056	127	23	,	,	PUNCT
bracis-19056	127	24	extracted	extract	VERB
bracis-19056	127	25	from	from	ADP
bracis-19056	127	26	magazines	magazine	NOUN
bracis-19056	127	27	,	,	PUNCT
bracis-19056	127	28	newspapers	newspaper	NOUN
bracis-19056	127	29	,	,	PUNCT
bracis-19056	127	30	and	and	CCONJ
bracis-19056	127	31	interviews	interview	NOUN
bracis-19056	127	32	,	,	PUNCT
bracis-19056	127	33	among	among	ADP
bracis-19056	127	34	other	other	ADJ
bracis-19056	127	35	genres	genre	NOUN
bracis-19056	127	36	,	,	PUNCT
bracis-19056	127	37	which	which	PRON
bracis-19056	127	38	are	be	AUX
bracis-19056	127	39	not	not	PART
bracis-19056	127	40	related	relate	VERB
bracis-19056	127	41	to	to	ADP
bracis-19056	127	42	health	health	NOUN
bracis-19056	127	43	.	.	PUNCT
bracis-19056	128	1	5	5	NUM
bracis-19056	128	2	conclusion	conclusion	NOUN
bracis-19056	128	3	this	this	DET
bracis-19056	128	4	paper	paper	NOUN
bracis-19056	128	5	presents	present	VERB
bracis-19056	128	6	an	an	DET
bracis-19056	128	7	experimental	experimental	ADJ
bracis-19056	128	8	study	study	NOUN
bracis-19056	128	9	on	on	ADP
bracis-19056	128	10	the	the	DET
bracis-19056	128	11	de	de	NOUN
bracis-19056	128	12	-	-	NOUN
bracis-19056	128	13	identification	identification	NOUN
bracis-19056	128	14	of	of	ADP
bracis-19056	128	15	patient	patient	ADJ
bracis-19056	128	16	names	name	NOUN
bracis-19056	128	17	in	in	ADP
bracis-19056	128	18	electronic	electronic	ADJ
bracis-19056	128	19	medical	medical	ADJ
bracis-19056	128	20	records	record	NOUN
bracis-19056	128	21	.	.	PUNCT
bracis-19056	129	1	for	for	ADP
bracis-19056	129	2	the	the	DET
bracis-19056	129	3	anonymization	anonymization	NOUN
bracis-19056	129	4	process	process	NOUN
bracis-19056	129	5	,	,	PUNCT
bracis-19056	129	6	we	we	PRON
bracis-19056	129	7	manually	manually	ADV
bracis-19056	129	8	developed	develop	VERB
bracis-19056	129	9	a	a	DET
bracis-19056	129	10	corpus	corpus	NOUN
bracis-19056	129	11	in	in	ADP
bracis-19056	129	12	portuguese	portuguese	NOUN
bracis-19056	129	13	with	with	ADP
bracis-19056	129	14	around	around	ADP
bracis-19056	129	15	2,526	2,526	NUM
bracis-19056	129	16	named	name	VERB
bracis-19056	129	17	entities	entity	NOUN
bracis-19056	129	18	and	and	CCONJ
bracis-19056	129	19	added	add	VERB
bracis-19056	129	20	the	the	DET
bracis-19056	129	21	traditional	traditional	ADJ
bracis-19056	129	22	harem	harem	ADJ
bracis-19056	129	23	corpus	corpus	NOUN
bracis-19056	129	24	to	to	ADP
bracis-19056	129	25	our	our	PRON
bracis-19056	129	26	experiments	experiment	NOUN
bracis-19056	129	27	.	.	PUNCT
bracis-19056	130	1	we	we	PRON
bracis-19056	130	2	used	use	VERB
bracis-19056	130	3	a	a	DET
bracis-19056	130	4	bilstm	bilstm	NOUN
bracis-19056	130	5	-	-	PUNCT
bracis-19056	130	6	crf	crf	NOUN
bracis-19056	130	7	neural	neural	ADJ
bracis-19056	130	8	network	network	NOUN
bracis-19056	130	9	to	to	PART
bracis-19056	130	10	train	train	VERB
bracis-19056	130	11	a	a	DET
bracis-19056	130	12	de	de	ADJ
bracis-19056	130	13	-	-	ADJ
bracis-19056	130	14	identifier	identifier	ADJ
bracis-19056	130	15	model	model	NOUN
bracis-19056	130	16	and	and	CCONJ
bracis-19056	130	17	concluded	conclude	VERB
bracis-19056	130	18	that	that	SCONJ
bracis-19056	130	19	using	use	VERB
bracis-19056	130	20	contextualized	contextualized	ADJ
bracis-19056	130	21	language	language	NOUN
bracis-19056	130	22	models	model	NOUN
bracis-19056	130	23	stacked	stack	VERB
bracis-19056	130	24	with	with	ADP
bracis-19056	130	25	word	word	NOUN
bracis-19056	130	26	embedding	embed	VERB
bracis-19056	130	27	models	model	NOUN
bracis-19056	130	28	produces	produce	VERB
bracis-19056	130	29	cutting	cut	VERB
bracis-19056	130	30	-	-	PUNCT
bracis-19056	130	31	edge	edge	NOUN
bracis-19056	130	32	results	result	NOUN
bracis-19056	130	33	.	.	PUNCT
bracis-19056	131	1	additionally	additionally	ADV
bracis-19056	131	2	,	,	PUNCT
bracis-19056	131	3	our	our	PRON
bracis-19056	131	4	results	result	NOUN
bracis-19056	131	5	show	show	VERB
bracis-19056	131	6	that	that	SCONJ
bracis-19056	131	7	it	it	PRON
bracis-19056	131	8	is	be	AUX
bracis-19056	131	9	not	not	PART
bracis-19056	131	10	always	always	ADV
bracis-19056	131	11	necessary	necessary	ADJ
bracis-19056	131	12	to	to	PART
bracis-19056	131	13	have	have	VERB
bracis-19056	131	14	the	the	DET
bracis-19056	131	15	entire	entire	ADJ
bracis-19056	131	16	training	training	NOUN
bracis-19056	131	17	corpus	corpus	NOUN
bracis-19056	131	18	to	to	PART
bracis-19056	131	19	obtain	obtain	VERB
bracis-19056	131	20	the	the	DET
bracis-19056	131	21	best	good	ADJ
bracis-19056	131	22	predictor	predictor	NOUN
bracis-19056	131	23	model	model	NOUN
bracis-19056	131	24	and	and	CCONJ
bracis-19056	131	25	also	also	ADV
bracis-19056	131	26	that	that	SCONJ
bracis-19056	131	27	mixing	mix	VERB
bracis-19056	131	28	very	very	ADV
bracis-19056	131	29	different	different	ADJ
bracis-19056	131	30	textual	textual	ADJ
bracis-19056	131	31	genres	genre	NOUN
bracis-19056	131	32	can	can	AUX
bracis-19056	131	33	hinder	hinder	VERB
bracis-19056	131	34	the	the	DET
bracis-19056	131	35	performance	performance	NOUN
bracis-19056	131	36	of	of	ADP
bracis-19056	131	37	the	the	DET
bracis-19056	131	38	model	model	NOUN
bracis-19056	131	39	.	.	PUNCT
bracis-19056	132	1	as	as	ADP
bracis-19056	132	2	future	future	ADJ
bracis-19056	132	3	work	work	NOUN
bracis-19056	132	4	,	,	PUNCT
bracis-19056	132	5	we	we	PRON
bracis-19056	132	6	plan	plan	VERB
bracis-19056	132	7	to	to	PART
bracis-19056	132	8	run	run	VERB
bracis-19056	132	9	experiments	experiment	NOUN
bracis-19056	132	10	in	in	ADP
bracis-19056	132	11	generating	generate	VERB
bracis-19056	132	12	language	language	NOUN
bracis-19056	132	13	models	model	NOUN
bracis-19056	132	14	,	,	PUNCT
bracis-19056	132	15	such	such	ADJ
bracis-19056	132	16	as	as	ADP
bracis-19056	132	17	t5	t5	PROPN
bracis-19056	132	18	[	[	X
bracis-19056	132	19	18	18	NUM
bracis-19056	132	20	]	]	PUNCT
bracis-19056	132	21	and	and	CCONJ
bracis-19056	132	22	gpt-3	gpt-3	NOUN
bracis-19056	132	23	[	[	X
bracis-19056	132	24	4	4	NUM
bracis-19056	132	25	]	]	PUNCT
bracis-19056	132	26	.	.	PUNCT
bracis-19056	133	1	all	all	DET
bracis-19056	133	2	the	the	DET
bracis-19056	133	3	content	content	NOUN
bracis-19056	133	4	of	of	ADP
bracis-19056	133	5	the	the	DET
bracis-19056	133	6	work	work	NOUN
bracis-19056	133	7	(	(	PUNCT
bracis-19056	133	8	algorithm	algorithm	NOUN
bracis-19056	133	9	,	,	PUNCT
bracis-19056	133	10	sample	sample	NOUN
bracis-19056	133	11	dataset	dataset	NOUN
bracis-19056	133	12	,	,	PUNCT
bracis-19056	133	13	language	language	NOUN
bracis-19056	133	14	models	model	NOUN
bracis-19056	133	15	,	,	PUNCT
bracis-19056	133	16	and	and	CCONJ
bracis-19056	133	17	experiments	experiment	NOUN
bracis-19056	133	18	)	)	PUNCT
bracis-19056	133	19	is	be	AUX
bracis-19056	133	20	available	available	ADJ
bracis-19056	133	21	at	at	ADP
bracis-19056	133	22	the	the	DET
bracis-19056	133	23	project	project	NOUN
bracis-19056	133	24	’s	’s	PART
bracis-19056	133	25	github	github	PROPN
bracis-19056	133	26	pagefootnote	pagefootnote	NOUN
bracis-19056	133	27	2	2	NUM
bracis-19056	133	28	in	in	SCONJ
bracis-19056	133	29	order	order	NOUN
bracis-19056	133	30	to	to	PART
bracis-19056	133	31	be	be	AUX
bracis-19056	133	32	easily	easily	ADV
bracis-19056	133	33	replicated	replicate	VERB
bracis-19056	133	34	.	.	PUNCT
bracis-19056	134	1	notes	note	NOUN
bracis-19056	134	2	1.https://pytorch.org	1.https://pytorch.org	NUM
bracis-19056	134	3	.	.	PUNCT
bracis-19056	135	1	2.https://github.com/noharm-ai/noharm-anony	2.https://github.com/noharm-ai/noharm-anony	NOUN
bracis-19056	135	2	.	.	PUNCT
bracis-19056	136	1	references	reference	NOUN
bracis-19056	136	2	akbik	akbik	PROPN
bracis-19056	136	3	,	,	PUNCT
bracis-19056	136	4	a.	a.	PROPN
bracis-19056	136	5	,	,	PUNCT
bracis-19056	136	6	bergmann	bergmann	PROPN
bracis-19056	136	7	,	,	PUNCT
bracis-19056	136	8	t.	t.	PROPN
bracis-19056	136	9	,	,	PUNCT
bracis-19056	136	10	blythe	blythe	PROPN
bracis-19056	136	11	,	,	PUNCT
bracis-19056	136	12	d.	d.	PROPN
bracis-19056	136	13	,	,	PUNCT
bracis-19056	136	14	rasul	rasul	PROPN
bracis-19056	136	15	,	,	PUNCT
bracis-19056	136	16	k.	k.	PROPN
bracis-19056	136	17	,	,	PUNCT
bracis-19056	136	18	schweter	schweter	ADV
bracis-19056	136	19	,	,	PUNCT
bracis-19056	136	20	s.	s.	PROPN
bracis-19056	136	21	,	,	PUNCT
bracis-19056	136	22	vollgraf	vollgraf	PROPN
bracis-19056	136	23	,	,	PUNCT
bracis-19056	136	24	r.	r.	PROPN
bracis-19056	136	25	:	:	PUNCT
bracis-19056	136	26	flair	flair	NOUN
bracis-19056	136	27	:	:	PUNCT
bracis-19056	136	28	an	an	DET
bracis-19056	136	29	easy	easy	ADJ
bracis-19056	136	30	-	-	PUNCT
bracis-19056	136	31	to	to	ADP
bracis-19056	136	32	-	-	PUNCT
bracis-19056	136	33	use	use	VERB
bracis-19056	136	34	framework	framework	NOUN
bracis-19056	136	35	for	for	ADP
bracis-19056	136	36	state	state	NOUN
bracis-19056	136	37	-	-	PUNCT
bracis-19056	136	38	of	of	ADP
bracis-19056	136	39	-	-	PUNCT
bracis-19056	136	40	the	the	DET
bracis-19056	136	41	-	-	PUNCT
bracis-19056	136	42	art	art	NOUN
bracis-19056	136	43	nlp	nlp	NOUN
bracis-19056	136	44	.	.	PUNCT
bracis-19056	137	1	in	in	ADP
bracis-19056	137	2	:	:	PUNCT
bracis-19056	137	3	proceedings	proceeding	NOUN
bracis-19056	137	4	of	of	ADP
bracis-19056	137	5	the	the	DET
bracis-19056	137	6	conference	conference	NOUN
bracis-19056	137	7	of	of	ADP
bracis-19056	137	8	the	the	DET
bracis-19056	137	9	north	north	ADJ
bracis-19056	137	10	american	american	ADJ
bracis-19056	137	11	chapter	chapter	NOUN
bracis-19056	137	12	of	of	ADP
bracis-19056	137	13	the	the	DET
bracis-19056	137	14	association	association	NOUN
bracis-19056	137	15	for	for	ADP
bracis-19056	137	16	computational	computational	ADJ
bracis-19056	137	17	linguistics	linguistic	NOUN
bracis-19056	137	18	,	,	PUNCT
bracis-19056	137	19	pp	pp	X
bracis-19056	137	20	.	.	PUNCT
bracis-19056	138	1	54–59	54–59	NUM
bracis-19056	138	2	.	.	PUNCT
bracis-19056	139	1	association	association	NOUN
bracis-19056	139	2	for	for	ADP
bracis-19056	139	3	computational	computational	ADJ
bracis-19056	139	4	linguistics	linguistic	NOUN
bracis-19056	139	5	,	,	PUNCT
bracis-19056	139	6	minneapolis	minneapolis	PROPN
bracis-19056	139	7	,	,	PUNCT
bracis-19056	139	8	minnesota	minnesota	PROPN
bracis-19056	139	9	,	,	PUNCT
bracis-19056	139	10	june	june	PROPN
bracis-19056	139	11	2019	2019	NUM
bracis-19056	139	12	.	.	PUNCT
bracis-19056	140	1	https://doi.org/10.18653/v1/n19-4010	https://doi.org/10.18653/v1/n19-4010	PROPN
bracis-19056	140	2	,	,	PUNCT
bracis-19056	140	3	https://www.aclweb.org/anthology/n19-4010	https://www.aclweb.org/anthology/n19-4010	NOUN
bracis-19056	140	4	akbik	akbik	PROPN
bracis-19056	140	5	,	,	PUNCT
bracis-19056	140	6	a.	a.	NOUN
bracis-19056	140	7	,	,	PUNCT
bracis-19056	140	8	blythe	blythe	PROPN
bracis-19056	140	9	,	,	PUNCT
bracis-19056	140	10	d.	d.	PROPN
bracis-19056	140	11	,	,	PUNCT
bracis-19056	140	12	vollgraf	vollgraf	PROPN
bracis-19056	140	13	,	,	PUNCT
bracis-19056	140	14	r.	r.	PROPN
bracis-19056	140	15	:	:	PUNCT
bracis-19056	140	16	contextual	contextual	ADJ
bracis-19056	140	17	string	string	NOUN
bracis-19056	140	18	embeddings	embedding	NOUN
bracis-19056	140	19	for	for	ADP
bracis-19056	140	20	sequence	sequence	NOUN
bracis-19056	140	21	labeling	labeling	NOUN
bracis-19056	140	22	.	.	PUNCT
bracis-19056	141	1	in	in	ADP
bracis-19056	141	2	:	:	PUNCT
bracis-19056	141	3	proceedings	proceeding	NOUN
bracis-19056	141	4	of	of	ADP
bracis-19056	141	5	the	the	DET
bracis-19056	141	6	27th	27th	ADJ
bracis-19056	141	7	international	international	ADJ
bracis-19056	141	8	conference	conference	NOUN
bracis-19056	141	9	on	on	ADP
bracis-19056	141	10	computational	computational	ADJ
bracis-19056	141	11	linguistics	linguistic	NOUN
bracis-19056	141	12	,	,	PUNCT
bracis-19056	141	13	pp	pp	ADP
bracis-19056	141	14	.	.	PUNCT
bracis-19056	141	15	1638–1649	1638–1649	NUM
bracis-19056	141	16	(	(	PUNCT
bracis-19056	141	17	2018	2018	NUM
bracis-19056	141	18	)	)	PUNCT
bracis-19056	141	19	google	google	PROPN
bracis-19056	141	20	scholar	scholar	NOUN
bracis-19056	141	21	  	  	SPACE
bracis-19056	141	22	bojanowski	bojanowski	NOUN
bracis-19056	141	23	,	,	PUNCT
bracis-19056	141	24	p.	p.	NOUN
bracis-19056	141	25	,	,	PUNCT
bracis-19056	141	26	grave	grave	NOUN
bracis-19056	141	27	,	,	PUNCT
bracis-19056	141	28	e.	e.	PROPN
bracis-19056	141	29	,	,	PUNCT
bracis-19056	141	30	joulin	joulin	PROPN
bracis-19056	141	31	,	,	PUNCT
bracis-19056	141	32	a.	a.	NOUN
bracis-19056	141	33	,	,	PUNCT
bracis-19056	141	34	mikolov	mikolov	ADV
bracis-19056	141	35	,	,	PUNCT
bracis-19056	141	36	t.	t.	PROPN
bracis-19056	141	37	:	:	PUNCT
bracis-19056	141	38	enriching	enrich	VERB
bracis-19056	141	39	word	word	NOUN
bracis-19056	141	40	vectors	vector	NOUN
bracis-19056	141	41	with	with	ADP
bracis-19056	141	42	subword	subword	PROPN
bracis-19056	141	43	information	information	PROPN
bracis-19056	141	44	.	.	PUNCT
bracis-19056	142	1	trans	trans	PROPN
bracis-19056	142	2	.	.	PUNCT
bracis-19056	143	1	assoc	assoc	PROPN
bracis-19056	143	2	.	.	PUNCT
bracis-19056	144	1	comput	comput	PROPN
bracis-19056	144	2	.	.	PUNCT
bracis-19056	145	1	linguist	linguist	NOUN
bracis-19056	145	2	.	.	PUNCT
bracis-19056	146	1	5	5	NUM
bracis-19056	146	2	,	,	PUNCT
bracis-19056	146	3	135–146	135–146	NUM
bracis-19056	146	4	(	(	PUNCT
bracis-19056	146	5	2017	2017	NUM
bracis-19056	146	6	)	)	PUNCT
bracis-19056	146	7	article	article	NOUN
bracis-19056	146	8	  	  	SPACE
bracis-19056	146	9	google	google	PROPN
bracis-19056	146	10	scholar	scholar	NOUN
bracis-19056	146	11	  	  	SPACE
bracis-19056	146	12	brown	brown	NOUN
bracis-19056	146	13	,	,	PUNCT
bracis-19056	146	14	t.b	t.b	PROPN
bracis-19056	146	15	.	.	PROPN
bracis-19056	146	16	,	,	PUNCT
bracis-19056	146	17	et	et	PROPN
bracis-19056	146	18	al	al	PROPN
bracis-19056	146	19	.	.	PUNCT
bracis-19056	146	20	:	:	PUNCT
bracis-19056	147	1	language	language	NOUN
bracis-19056	147	2	models	model	NOUN
bracis-19056	147	3	are	be	AUX
bracis-19056	147	4	few	few	ADJ
bracis-19056	147	5	-	-	PUNCT
bracis-19056	147	6	shot	shot	NOUN
bracis-19056	147	7	learners	learner	NOUN
bracis-19056	147	8	.	.	PUNCT
bracis-19056	148	1	in	in	ADP
bracis-19056	148	2	:	:	PUNCT
bracis-19056	148	3	larochelle	larochelle	PROPN
bracis-19056	148	4	,	,	PUNCT
bracis-19056	148	5	h.	h.	PROPN
bracis-19056	148	6	,	,	PUNCT
bracis-19056	148	7	ranzato	ranzato	NOUN
bracis-19056	148	8	,	,	PUNCT
bracis-19056	148	9	m.	m.	NOUN
bracis-19056	148	10	,	,	PUNCT
bracis-19056	148	11	hadsell	hadsell	PROPN
bracis-19056	148	12	,	,	PUNCT
bracis-19056	148	13	r.	r.	PROPN
bracis-19056	148	14	,	,	PUNCT
bracis-19056	148	15	balcan	balcan	PROPN
bracis-19056	148	16	,	,	PUNCT
bracis-19056	148	17	m.	m.	NOUN
bracis-19056	148	18	,	,	PUNCT
bracis-19056	148	19	lin	lin	PROPN
bracis-19056	148	20	,	,	PUNCT
bracis-19056	148	21	h.	h.	PROPN
bracis-19056	148	22	(	(	PUNCT
bracis-19056	148	23	eds	eds	PROPN
bracis-19056	148	24	.	.	PUNCT
bracis-19056	148	25	)	)	PUNCT
bracis-19056	149	1	proceedings	proceeding	NOUN
bracis-19056	149	2	of	of	ADP
bracis-19056	149	3	the	the	DET
bracis-19056	149	4	33th	33th	ADJ
bracis-19056	149	5	annual	annual	ADJ
bracis-19056	149	6	conference	conference	NOUN
bracis-19056	149	7	on	on	ADP
bracis-19056	149	8	neural	neural	ADJ
bracis-19056	149	9	information	information	NOUN
bracis-19056	149	10	processing	processing	NOUN
bracis-19056	149	11	systems	system	NOUN
bracis-19056	149	12	(	(	PUNCT
bracis-19056	149	13	2020	2020	NUM
bracis-19056	149	14	)	)	PUNCT
bracis-19056	149	15	google	google	PROPN
bracis-19056	149	16	scholar	scholar	NOUN
bracis-19056	149	17	  	  	SPACE
bracis-19056	149	18	el	el	PROPN
bracis-19056	149	19	emam	emam	PROPN
bracis-19056	149	20	,	,	PUNCT
bracis-19056	149	21	k.	k.	PROPN
bracis-19056	149	22	:	:	PUNCT
bracis-19056	149	23	guide	guide	VERB
bracis-19056	149	24	to	to	ADP
bracis-19056	149	25	the	the	DET
bracis-19056	149	26	de	de	NOUN
bracis-19056	149	27	-	-	NOUN
bracis-19056	149	28	identification	identification	NOUN
bracis-19056	149	29	of	of	ADP
bracis-19056	149	30	personal	personal	ADJ
bracis-19056	149	31	health	health	NOUN
bracis-19056	149	32	information	information	NOUN
bracis-19056	149	33	.	.	PUNCT
bracis-19056	150	1	crc	crc	PROPN
bracis-19056	150	2	press	press	PROPN
bracis-19056	150	3	,	,	PUNCT
bracis-19056	150	4	boca	boca	PROPN
bracis-19056	150	5	raton	raton	PROPN
bracis-19056	150	6	(	(	PUNCT
bracis-19056	150	7	2013	2013	NUM
bracis-19056	150	8	)	)	PUNCT
bracis-19056	150	9	google	google	PROPN
bracis-19056	150	10	scholar	scholar	NOUN
bracis-19056	150	11	  	  	SPACE
bracis-19056	150	12	hartmann	hartmann	PROPN
bracis-19056	150	13	,	,	PUNCT
bracis-19056	150	14	n.	n.	PROPN
bracis-19056	150	15	,	,	PUNCT
bracis-19056	150	16	fonseca	fonseca	PROPN
bracis-19056	150	17	,	,	PUNCT
bracis-19056	150	18	e.	e.	PROPN
bracis-19056	150	19	,	,	PUNCT
bracis-19056	150	20	shulby	shulby	PROPN
bracis-19056	150	21	,	,	PUNCT
bracis-19056	150	22	c.	c.	PROPN
bracis-19056	150	23	,	,	PUNCT
bracis-19056	150	24	treviso	treviso	PROPN
bracis-19056	150	25	,	,	PUNCT
bracis-19056	150	26	m.	m.	NOUN
bracis-19056	150	27	,	,	PUNCT
bracis-19056	150	28	silva	silva	PROPN
bracis-19056	150	29	,	,	PUNCT
bracis-19056	150	30	j.	j.	PROPN
bracis-19056	150	31	,	,	PUNCT
bracis-19056	150	32	aluísio	aluísio	PROPN
bracis-19056	150	33	,	,	PUNCT
bracis-19056	150	34	s.	s.	PROPN
bracis-19056	150	35	:	:	PUNCT
bracis-19056	150	36	portuguese	portuguese	ADJ
bracis-19056	150	37	word	word	NOUN
bracis-19056	150	38	embeddings	embedding	NOUN
bracis-19056	150	39	:	:	PUNCT
bracis-19056	150	40	evaluating	evaluate	VERB
bracis-19056	150	41	on	on	ADP
bracis-19056	150	42	word	word	NOUN
bracis-19056	150	43	analogies	analogy	NOUN
bracis-19056	150	44	and	and	CCONJ
bracis-19056	150	45	natural	natural	ADJ
bracis-19056	150	46	language	language	NOUN
bracis-19056	150	47	tasks	task	NOUN
bracis-19056	150	48	.	.	PUNCT
bracis-19056	151	1	in	in	ADP
bracis-19056	151	2	:	:	PUNCT
bracis-19056	151	3	proceedings	proceeding	NOUN
bracis-19056	151	4	of	of	ADP
bracis-19056	151	5	the	the	DET
bracis-19056	151	6	11th	11th	ADJ
bracis-19056	151	7	brazilian	brazilian	ADJ
bracis-19056	151	8	symposium	symposium	NOUN
bracis-19056	151	9	in	in	ADP
bracis-19056	151	10	information	information	NOUN
bracis-19056	151	11	and	and	CCONJ
bracis-19056	151	12	human	human	ADJ
bracis-19056	151	13	language	language	NOUN
bracis-19056	151	14	technology	technology	NOUN
bracis-19056	151	15	,	,	PUNCT
bracis-19056	151	16	pp	pp	ADV
bracis-19056	151	17	.	.	PUNCT
bracis-19056	152	1	122–131	122–131	NUM
bracis-19056	152	2	(	(	PUNCT
bracis-19056	152	3	2017	2017	NUM
bracis-19056	152	4	)	)	PUNCT
bracis-19056	152	5	google	google	NOUN
bracis-19056	152	6	scholar	scholar	NOUN
bracis-19056	152	7	  	  	SPACE
bracis-19056	152	8	hash	hash	NOUN
bracis-19056	152	9	,	,	PUNCT
bracis-19056	152	10	j.	j.	PROPN
bracis-19056	152	11	,	,	PUNCT
bracis-19056	152	12	bowen	bowen	PROPN
bracis-19056	152	13	,	,	PUNCT
bracis-19056	152	14	p.	p.	PROPN
bracis-19056	152	15	,	,	PUNCT
bracis-19056	152	16	johnson	johnson	PROPN
bracis-19056	152	17	,	,	PUNCT
bracis-19056	152	18	a.	a.	PROPN
bracis-19056	152	19	,	,	PUNCT
bracis-19056	152	20	smith	smith	PROPN
bracis-19056	152	21	,	,	PUNCT
bracis-19056	152	22	c.	c.	PROPN
bracis-19056	152	23	,	,	PUNCT
bracis-19056	152	24	steinberg	steinberg	PROPN
bracis-19056	152	25	,	,	PUNCT
bracis-19056	152	26	d.	d.	PROPN
bracis-19056	152	27	:	:	PUNCT
bracis-19056	152	28	an	an	DET
bracis-19056	152	29	introductory	introductory	ADJ
bracis-19056	152	30	resource	resource	NOUN
bracis-19056	152	31	guide	guide	NOUN
bracis-19056	152	32	for	for	ADP
bracis-19056	152	33	implementing	implement	VERB
bracis-19056	152	34	the	the	DET
bracis-19056	152	35	health	health	NOUN
bracis-19056	152	36	insurance	insurance	NOUN
bracis-19056	152	37	portability	portability	NOUN
bracis-19056	152	38	and	and	CCONJ
bracis-19056	152	39	accountability	accountability	NOUN
bracis-19056	152	40	act	act	NOUN
bracis-19056	152	41	(	(	PUNCT
bracis-19056	152	42	hipaa	hipaa	NOUN
bracis-19056	152	43	)	)	PUNCT
bracis-19056	152	44	security	security	NOUN
bracis-19056	152	45	rule	rule	NOUN
bracis-19056	152	46	.	.	PUNCT
bracis-19056	153	1	us	us	PROPN
bracis-19056	153	2	department	department	PROPN
bracis-19056	153	3	of	of	ADP
bracis-19056	153	4	commerce	commerce	PROPN
bracis-19056	153	5	,	,	PUNCT
bracis-19056	153	6	technology	technology	NOUN
bracis-19056	153	7	administration	administration	NOUN
bracis-19056	153	8	,	,	PUNCT
bracis-19056	153	9	national	national	PROPN
bracis-19056	153	10	institute	institute	PROPN
bracis-19056	153	11	of	of	ADP
bracis-19056	153	12	\(\ldots	\(\ldot	NOUN
bracis-19056	153	13	\	\	NOUN
bracis-19056	153	14	)	)	PUNCT
bracis-19056	153	15	(	(	PUNCT
bracis-19056	153	16	2005	2005	NUM
bracis-19056	153	17	)	)	PUNCT
bracis-19056	153	18	google	google	PROPN
bracis-19056	153	19	scholar	scholar	NOUN
bracis-19056	153	20	  	  	SPACE
bracis-19056	153	21	hochreiter	hochreiter	PROPN
bracis-19056	153	22	,	,	PUNCT
bracis-19056	153	23	s.	s.	PROPN
bracis-19056	153	24	,	,	PUNCT
bracis-19056	153	25	schmidhuber	schmidhuber	PROPN
bracis-19056	153	26	,	,	PUNCT
bracis-19056	153	27	j.	j.	PROPN
bracis-19056	153	28	:	:	PUNCT
bracis-19056	153	29	long	long	ADJ
bracis-19056	153	30	short	short	ADJ
bracis-19056	153	31	-	-	PUNCT
bracis-19056	153	32	term	term	NOUN
bracis-19056	153	33	memory	memory	NOUN
bracis-19056	153	34	.	.	PUNCT
bracis-19056	154	1	neural	neural	ADJ
bracis-19056	154	2	comput	comput	NOUN
bracis-19056	154	3	.	.	PUNCT
bracis-19056	155	1	9(8	9(8	NUM
bracis-19056	155	2	)	)	PUNCT
bracis-19056	155	3	,	,	PUNCT
bracis-19056	155	4	1735–1780	1735–1780	NUM
bracis-19056	155	5	(	(	PUNCT
bracis-19056	155	6	1997	1997	NUM
bracis-19056	155	7	)	)	PUNCT
bracis-19056	155	8	article	article	NOUN
bracis-19056	155	9	  	  	SPACE
bracis-19056	155	10	google	google	PROPN
bracis-19056	155	11	scholar	scholar	NOUN
bracis-19056	155	12	  	  	SPACE
bracis-19056	155	13	jiang	jiang	PROPN
bracis-19056	155	14	,	,	PUNCT
bracis-19056	155	15	y.	y.	PROPN
bracis-19056	155	16	,	,	PUNCT
bracis-19056	155	17	hu	hu	PROPN
bracis-19056	155	18	,	,	PUNCT
bracis-19056	155	19	c.	c.	PROPN
bracis-19056	155	20	,	,	PUNCT
bracis-19056	155	21	xiao	xiao	PROPN
bracis-19056	155	22	,	,	PUNCT
bracis-19056	155	23	t.	t.	PROPN
bracis-19056	155	24	,	,	PUNCT
bracis-19056	155	25	zhang	zhang	PROPN
bracis-19056	155	26	,	,	PUNCT
bracis-19056	155	27	c.	c.	PROPN
bracis-19056	155	28	,	,	PUNCT
bracis-19056	155	29	zhu	zhu	PROPN
bracis-19056	155	30	,	,	PUNCT
bracis-19056	155	31	j.	j.	PROPN
bracis-19056	155	32	:	:	PUNCT
bracis-19056	155	33	improved	improve	VERB
bracis-19056	155	34	differentiable	differentiable	ADJ
bracis-19056	155	35	architecture	architecture	NOUN
bracis-19056	155	36	search	search	NOUN
bracis-19056	155	37	for	for	ADP
bracis-19056	155	38	language	language	NOUN
bracis-19056	155	39	modeling	modeling	NOUN
bracis-19056	155	40	and	and	CCONJ
bracis-19056	155	41	named	name	VERB
bracis-19056	155	42	entity	entity	NOUN
bracis-19056	155	43	recognition	recognition	NOUN
bracis-19056	155	44	.	.	PUNCT
bracis-19056	156	1	in	in	ADP
bracis-19056	156	2	:	:	PUNCT
bracis-19056	156	3	proceedings	proceeding	NOUN
bracis-19056	156	4	of	of	ADP
bracis-19056	156	5	the	the	DET
bracis-19056	156	6	2019	2019	NUM
bracis-19056	156	7	conference	conference	NOUN
bracis-19056	156	8	on	on	ADP
bracis-19056	156	9	empirical	empirical	ADJ
bracis-19056	156	10	methods	method	NOUN
bracis-19056	156	11	in	in	ADP
bracis-19056	156	12	natural	natural	ADJ
bracis-19056	156	13	language	language	NOUN
bracis-19056	156	14	processing	processing	NOUN
bracis-19056	156	15	,	,	PUNCT
bracis-19056	156	16	pp	pp	ADJ
bracis-19056	156	17	.	.	PUNCT
bracis-19056	157	1	3585–3590	3585–3590	NUM
bracis-19056	157	2	.	.	PUNCT
bracis-19056	157	3	association	association	NOUN
bracis-19056	157	4	for	for	ADP
bracis-19056	157	5	computational	computational	ADJ
bracis-19056	157	6	linguistics	linguistic	NOUN
bracis-19056	157	7	,	,	PUNCT
bracis-19056	157	8	hong	hong	PROPN
bracis-19056	157	9	kong	kong	PROPN
bracis-19056	157	10	,	,	PUNCT
bracis-19056	157	11	china	china	PROPN
bracis-19056	157	12	(	(	PUNCT
bracis-19056	157	13	2019	2019	NUM
bracis-19056	157	14	)	)	PUNCT
bracis-19056	157	15	google	google	PROPN
bracis-19056	157	16	scholar	scholar	NOUN
bracis-19056	157	17	  	  	SPACE
bracis-19056	157	18	jurafsky	jurafsky	PROPN
bracis-19056	157	19	,	,	PUNCT
bracis-19056	157	20	d.	d.	PROPN
bracis-19056	157	21	,	,	PUNCT
bracis-19056	157	22	martin	martin	PROPN
bracis-19056	157	23	,	,	PUNCT
bracis-19056	157	24	j.h	j.h	PROPN
bracis-19056	157	25	.	.	PROPN
bracis-19056	157	26	:	:	PUNCT
bracis-19056	157	27	speech	speech	NOUN
bracis-19056	157	28	and	and	CCONJ
bracis-19056	157	29	language	language	NOUN
bracis-19056	157	30	processing	processing	NOUN
bracis-19056	157	31	,	,	PUNCT
bracis-19056	157	32	vol	vol	NOUN
bracis-19056	157	33	.	.	PROPN
bracis-19056	158	1	3	3	X
bracis-19056	158	2	.	.	X
bracis-19056	158	3	pearson	pearson	PROPN
bracis-19056	158	4	,	,	PUNCT
bracis-19056	158	5	london	london	PROPN
bracis-19056	158	6	,	,	PUNCT
bracis-19056	158	7	united	united	ADJ
bracis-19056	158	8	kingdom	kingdom	PROPN
bracis-19056	158	9	(	(	PUNCT
bracis-19056	158	10	2014	2014	NUM
bracis-19056	158	11	)	)	PUNCT
bracis-19056	158	12	google	google	PROPN
bracis-19056	158	13	scholar	scholar	NOUN
bracis-19056	158	14	  	  	SPACE
bracis-19056	158	15	lee	lee	PROPN
bracis-19056	158	16	,	,	PUNCT
bracis-19056	158	17	k.	k.	PROPN
bracis-19056	158	18	,	,	PUNCT
bracis-19056	158	19	filannino	filannino	PROPN
bracis-19056	158	20	,	,	PUNCT
bracis-19056	158	21	m.	m.	NOUN
bracis-19056	158	22	,	,	PUNCT
bracis-19056	158	23	uzuner	uzuner	NOUN
bracis-19056	158	24	,	,	PUNCT
bracis-19056	158	25	ö.	ö.	PROPN
bracis-19056	158	26	:	:	PUNCT
bracis-19056	158	27	an	an	DET
bracis-19056	158	28	empirical	empirical	ADJ
bracis-19056	158	29	test	test	NOUN
bracis-19056	158	30	of	of	ADP
bracis-19056	158	31	grus	grus	NOUN
bracis-19056	158	32	and	and	CCONJ
bracis-19056	158	33	deep	deep	ADJ
bracis-19056	158	34	contextualized	contextualized	ADJ
bracis-19056	158	35	word	word	NOUN
bracis-19056	158	36	representations	representation	NOUN
bracis-19056	158	37	on	on	ADP
bracis-19056	158	38	de	de	NOUN
bracis-19056	158	39	-	-	NOUN
bracis-19056	158	40	identification	identification	NOUN
bracis-19056	158	41	.	.	PUNCT
bracis-19056	159	1	in	in	ADP
bracis-19056	159	2	:	:	PUNCT
bracis-19056	159	3	medinfo	medinfo	NOUN
bracis-19056	159	4	,	,	PUNCT
bracis-19056	159	5	pp	pp	ADP
bracis-19056	159	6	.	.	PUNCT
bracis-19056	160	1	218–222	218–222	NUM
bracis-19056	160	2	(	(	PUNCT
bracis-19056	160	3	2019	2019	NUM
bracis-19056	160	4	)	)	PUNCT
bracis-19056	160	5	google	google	PROPN
bracis-19056	160	6	scholar	scholar	NOUN
bracis-19056	160	7	  	  	SPACE
bracis-19056	160	8	leevy	leevy	NOUN
bracis-19056	160	9	,	,	PUNCT
bracis-19056	160	10	j.l	j.l	PROPN
bracis-19056	160	11	.	.	PROPN
bracis-19056	160	12	,	,	PUNCT
bracis-19056	160	13	khoshgoftaar	khoshgoftaar	PROPN
bracis-19056	160	14	,	,	PUNCT
bracis-19056	160	15	t.m	t.m	PROPN
bracis-19056	160	16	.	.	PROPN
bracis-19056	160	17	,	,	PUNCT
bracis-19056	160	18	villanustre	villanustre	NOUN
bracis-19056	160	19	,	,	PUNCT
bracis-19056	160	20	f.	f.	PROPN
bracis-19056	160	21	:	:	PUNCT
bracis-19056	160	22	survey	survey	NOUN
bracis-19056	160	23	on	on	ADP
bracis-19056	160	24	rnn	rnn	PROPN
bracis-19056	160	25	and	and	CCONJ
bracis-19056	160	26	crf	crf	NOUN
bracis-19056	160	27	models	model	NOUN
bracis-19056	160	28	for	for	ADP
bracis-19056	160	29	de	de	NOUN
bracis-19056	160	30	-	-	NOUN
bracis-19056	160	31	identification	identification	NOUN
bracis-19056	160	32	of	of	ADP
bracis-19056	160	33	medical	medical	ADJ
bracis-19056	160	34	free	free	ADJ
bracis-19056	160	35	text	text	NOUN
bracis-19056	160	36	.	.	PUNCT
bracis-19056	161	1	j.	j.	PROPN
bracis-19056	161	2	big	big	PROPN
bracis-19056	161	3	data	data	PROPN
bracis-19056	161	4	7(1	7(1	NUM
bracis-19056	161	5	)	)	PUNCT
bracis-19056	161	6	,	,	PUNCT
bracis-19056	161	7	1–22	1–22	PROPN
bracis-19056	161	8	(	(	PUNCT
bracis-19056	161	9	2020	2020	NUM
bracis-19056	161	10	)	)	PUNCT
bracis-19056	161	11	article	article	NOUN
bracis-19056	161	12	  	  	SPACE
bracis-19056	161	13	google	google	PROPN
bracis-19056	161	14	scholar	scholar	NOUN
bracis-19056	161	15	  	  	SPACE
bracis-19056	161	16	magboo	magboo	NOUN
bracis-19056	161	17	,	,	PUNCT
bracis-19056	161	18	ma	ma	PROPN
bracis-19056	161	19	.	.	PROPN
bracis-19056	161	20	sheila	sheila	PROPN
bracis-19056	161	21	a	a	PRON
bracis-19056	161	22	..	..	PUNCT
bracis-19056	161	23	,	,	PUNCT
bracis-19056	161	24	coronel	coronel	PROPN
bracis-19056	161	25	,	,	PUNCT
bracis-19056	161	26	andrei	andrei	NOUN
bracis-19056	161	27	d	d	PROPN
bracis-19056	161	28	..	..	PUNCT
bracis-19056	161	29	:	:	PUNCT
bracis-19056	161	30	data	datum	NOUN
bracis-19056	161	31	mining	mine	VERB
bracis-19056	161	32	electronic	electronic	ADJ
bracis-19056	161	33	health	health	NOUN
bracis-19056	161	34	records	record	NOUN
bracis-19056	161	35	to	to	PART
bracis-19056	161	36	support	support	VERB
bracis-19056	161	37	evidence	evidence	NOUN
bracis-19056	161	38	-	-	PUNCT
bracis-19056	161	39	based	base	VERB
bracis-19056	161	40	clinical	clinical	ADJ
bracis-19056	161	41	decisions	decision	NOUN
bracis-19056	161	42	.	.	PUNCT
bracis-19056	162	1	in	in	ADP
bracis-19056	162	2	:	:	PUNCT
bracis-19056	162	3	chen	chen	PROPN
bracis-19056	162	4	,	,	PUNCT
bracis-19056	162	5	yen	yen	NOUN
bracis-19056	162	6	-	-	PUNCT
bracis-19056	162	7	wei	wei	PROPN
bracis-19056	162	8	.	.	PROPN
bracis-19056	162	9	,	,	PUNCT
bracis-19056	162	10	zimmermann	zimmermann	PROPN
bracis-19056	162	11	,	,	PUNCT
bracis-19056	162	12	alfred	alfred	PROPN
bracis-19056	162	13	,	,	PUNCT
bracis-19056	162	14	howlett	howlett	PROPN
bracis-19056	162	15	,	,	PUNCT
bracis-19056	162	16	robert	robert	PROPN
bracis-19056	162	17	j	j	PROPN
bracis-19056	162	18	..	..	PROPN
bracis-19056	162	19	,	,	PUNCT
bracis-19056	162	20	jain	jain	PROPN
bracis-19056	162	21	,	,	PUNCT
bracis-19056	162	22	lakhmi	lakhmi	ADJ
bracis-19056	162	23	c	c	PROPN
bracis-19056	162	24	..	..	PUNCT
bracis-19056	162	25	(	(	PUNCT
bracis-19056	162	26	eds	ed	NOUN
bracis-19056	162	27	.	.	PUNCT
bracis-19056	162	28	)	)	PUNCT
bracis-19056	162	29	innovation	innovation	NOUN
bracis-19056	162	30	in	in	ADP
bracis-19056	162	31	medicine	medicine	NOUN
bracis-19056	162	32	and	and	CCONJ
bracis-19056	162	33	healthcare	healthcare	PROPN
bracis-19056	162	34	systems	system	NOUN
bracis-19056	162	35	,	,	PUNCT
bracis-19056	162	36	and	and	CCONJ
bracis-19056	162	37	multimedia	multimedia	NOUN
bracis-19056	162	38	.	.	PUNCT
bracis-19056	163	1	sist	sist	ADJ
bracis-19056	163	2	,	,	PUNCT
bracis-19056	163	3	vol	vol	NOUN
bracis-19056	163	4	.	.	PROPN
bracis-19056	163	5	145	145	NUM
bracis-19056	163	6	,	,	PUNCT
bracis-19056	163	7	pp	pp	ADJ
bracis-19056	163	8	.	.	PUNCT
bracis-19056	164	1	223–232	223–232	NUM
bracis-19056	164	2	.	.	PUNCT
bracis-19056	164	3	springer	springer	PROPN
bracis-19056	164	4	,	,	PUNCT
bracis-19056	164	5	singapore	singapore	PROPN
bracis-19056	164	6	(	(	PUNCT
bracis-19056	164	7	2019	2019	NUM
bracis-19056	164	8	)	)	PUNCT
bracis-19056	164	9	.	.	PUNCT
bracis-19056	165	1	https://doi.org/10.1007/978-981-13-8566-7_22	https://doi.org/10.1007/978-981-13-8566-7_22	PROPN
bracis-19056	165	2	chapter	chapter	NOUN
bracis-19056	165	3	  	  	SPACE
bracis-19056	165	4	google	google	PROPN
bracis-19056	165	5	scholar	scholar	NOUN
bracis-19056	165	6	  	  	SPACE
bracis-19056	165	7	meystre	meystre	NOUN
bracis-19056	165	8	,	,	PUNCT
bracis-19056	165	9	s.m	s.m	PROPN
bracis-19056	165	10	.	.	PROPN
bracis-19056	165	11	,	,	PUNCT
bracis-19056	165	12	friedlin	friedlin	PROPN
bracis-19056	165	13	,	,	PUNCT
bracis-19056	165	14	f.j	f.j	PROPN
bracis-19056	165	15	.	.	PROPN
bracis-19056	165	16	,	,	PUNCT
bracis-19056	165	17	south	south	PROPN
bracis-19056	165	18	,	,	PUNCT
bracis-19056	165	19	b.r	b.r	PROPN
bracis-19056	165	20	.	.	PROPN
bracis-19056	165	21	,	,	PUNCT
bracis-19056	165	22	shen	shen	PROPN
bracis-19056	165	23	,	,	PUNCT
bracis-19056	165	24	s.	s.	PROPN
bracis-19056	165	25	,	,	PUNCT
bracis-19056	165	26	samore	samore	NOUN
bracis-19056	165	27	,	,	PUNCT
bracis-19056	165	28	m.h	m.h	PROPN
bracis-19056	165	29	.	.	PROPN
bracis-19056	165	30	:	:	PUNCT
bracis-19056	166	1	automatic	automatic	ADJ
bracis-19056	166	2	de	de	NOUN
bracis-19056	166	3	-	-	NOUN
bracis-19056	166	4	identification	identification	NOUN
bracis-19056	166	5	of	of	ADP
bracis-19056	166	6	textual	textual	ADJ
bracis-19056	166	7	documents	document	NOUN
bracis-19056	166	8	in	in	ADP
bracis-19056	166	9	the	the	DET
bracis-19056	166	10	electronic	electronic	ADJ
bracis-19056	166	11	health	health	NOUN
bracis-19056	166	12	record	record	NOUN
bracis-19056	166	13	:	:	PUNCT
bracis-19056	166	14	a	a	DET
bracis-19056	166	15	review	review	NOUN
bracis-19056	166	16	of	of	ADP
bracis-19056	166	17	recent	recent	ADJ
bracis-19056	166	18	research	research	NOUN
bracis-19056	166	19	.	.	PUNCT
bracis-19056	167	1	bmc	bmc	PROPN
bracis-19056	167	2	med	med	PROPN
bracis-19056	167	3	.	.	PUNCT
bracis-19056	168	1	res	re	NOUN
bracis-19056	168	2	.	.	PUNCT
bracis-19056	169	1	methodol	methodol	NOUN
bracis-19056	169	2	.	.	PUNCT
bracis-19056	170	1	10(1	10(1	NUM
bracis-19056	170	2	)	)	PUNCT
bracis-19056	170	3	,	,	PUNCT
bracis-19056	170	4	1–16	1–16	PROPN
bracis-19056	170	5	(	(	PUNCT
bracis-19056	170	6	2010	2010	NUM
bracis-19056	170	7	)	)	PUNCT
bracis-19056	170	8	article	article	NOUN
bracis-19056	170	9	  	  	SPACE
bracis-19056	170	10	google	google	PROPN
bracis-19056	170	11	scholar	scholar	NOUN
bracis-19056	170	12	  	  	SPACE
bracis-19056	170	13	mikolov	mikolov	NOUN
bracis-19056	170	14	,	,	PUNCT
bracis-19056	170	15	t.	t.	PROPN
bracis-19056	170	16	,	,	PUNCT
bracis-19056	170	17	chen	chen	PROPN
bracis-19056	170	18	,	,	PUNCT
bracis-19056	170	19	k.	k.	PROPN
bracis-19056	170	20	,	,	PUNCT
bracis-19056	170	21	corrado	corrado	PROPN
bracis-19056	170	22	,	,	PUNCT
bracis-19056	170	23	g.	g.	PROPN
bracis-19056	170	24	,	,	PUNCT
bracis-19056	170	25	dean	dean	PROPN
bracis-19056	170	26	,	,	PUNCT
bracis-19056	170	27	j.	j.	PROPN
bracis-19056	170	28	:	:	PUNCT
bracis-19056	170	29	efficient	efficient	ADJ
bracis-19056	170	30	estimation	estimation	NOUN
bracis-19056	170	31	of	of	ADP
bracis-19056	170	32	word	word	NOUN
bracis-19056	170	33	representations	representation	NOUN
bracis-19056	170	34	in	in	ADP
bracis-19056	170	35	vector	vector	NOUN
bracis-19056	170	36	space	space	NOUN
bracis-19056	170	37	.	.	PUNCT
bracis-19056	171	1	in	in	ADP
bracis-19056	171	2	:	:	PUNCT
bracis-19056	171	3	bengio	bengio	PROPN
bracis-19056	171	4	,	,	PUNCT
bracis-19056	171	5	y.	y.	PROPN
bracis-19056	171	6	,	,	PUNCT
bracis-19056	171	7	lecun	lecun	ADJ
bracis-19056	171	8	,	,	PUNCT
bracis-19056	171	9	y.	y.	PROPN
bracis-19056	171	10	(	(	PUNCT
bracis-19056	171	11	eds	eds	PROPN
bracis-19056	171	12	.	.	PUNCT
bracis-19056	171	13	)	)	PUNCT
bracis-19056	171	14	proceedings	proceeding	NOUN
bracis-19056	171	15	of	of	ADP
bracis-19056	171	16	the	the	DET
bracis-19056	171	17	1st	1st	ADJ
bracis-19056	171	18	international	international	ADJ
bracis-19056	171	19	conference	conference	NOUN
bracis-19056	171	20	on	on	ADP
bracis-19056	171	21	learning	learn	VERB
bracis-19056	171	22	representations	representation	NOUN
bracis-19056	171	23	(	(	PUNCT
bracis-19056	171	24	2013	2013	NUM
bracis-19056	171	25	)	)	PUNCT
bracis-19056	171	26	google	google	PROPN
bracis-19056	171	27	scholar	scholar	NOUN
bracis-19056	171	28	  	  	SPACE
bracis-19056	171	29	nakayama	nakayama	NOUN
bracis-19056	171	30	,	,	PUNCT
bracis-19056	171	31	h.	h.	PROPN
bracis-19056	171	32	,	,	PUNCT
bracis-19056	171	33	kubo	kubo	PROPN
bracis-19056	171	34	,	,	PUNCT
bracis-19056	171	35	t.	t.	PROPN
bracis-19056	171	36	,	,	PUNCT
bracis-19056	171	37	kamura	kamura	PROPN
bracis-19056	171	38	,	,	PUNCT
bracis-19056	171	39	j.	j.	PROPN
bracis-19056	171	40	,	,	PUNCT
bracis-19056	171	41	taniguchi	taniguchi	PROPN
bracis-19056	171	42	,	,	PUNCT
bracis-19056	171	43	y.	y.	PROPN
bracis-19056	171	44	,	,	PUNCT
bracis-19056	171	45	liang	liang	PROPN
bracis-19056	171	46	,	,	PUNCT
bracis-19056	171	47	x.	x.	NOUN
bracis-19056	171	48	:	:	PUNCT
bracis-19056	172	1	doccano	doccano	ADJ
bracis-19056	172	2	:	:	PUNCT
bracis-19056	172	3	text	text	NOUN
bracis-19056	172	4	annotation	annotation	NOUN
bracis-19056	172	5	tool	tool	NOUN
bracis-19056	172	6	for	for	ADP
bracis-19056	172	7	human	human	ADJ
bracis-19056	172	8	(	(	PUNCT
bracis-19056	172	9	2018	2018	NUM
bracis-19056	172	10	)	)	PUNCT
bracis-19056	172	11	.	.	PUNCT
bracis-19056	173	1	software	software	NOUN
bracis-19056	173	2	available	available	ADJ
bracis-19056	173	3	from	from	ADP
bracis-19056	173	4	https://github.com/doccano/doccano	https://github.com/doccano/doccano	PROPN
bracis-19056	173	5	peters	peters	PROPN
bracis-19056	173	6	,	,	PUNCT
bracis-19056	173	7	m.e	m.e	PROPN
bracis-19056	173	8	.	.	PROPN
bracis-19056	173	9	,	,	PUNCT
bracis-19056	173	10	et	et	PROPN
bracis-19056	173	11	al	al	PROPN
bracis-19056	173	12	.	.	PROPN
bracis-19056	173	13	:	:	PUNCT
bracis-19056	174	1	deep	deep	ADJ
bracis-19056	174	2	contextualized	contextualized	ADJ
bracis-19056	174	3	word	word	NOUN
bracis-19056	174	4	representations	representation	NOUN
bracis-19056	174	5	.	.	PUNCT
bracis-19056	175	1	in	in	ADP
bracis-19056	175	2	:	:	PUNCT
bracis-19056	175	3	proceedings	proceeding	NOUN
bracis-19056	175	4	of	of	ADP
bracis-19056	175	5	the	the	DET
bracis-19056	175	6	conference	conference	NOUN
bracis-19056	175	7	of	of	ADP
bracis-19056	175	8	the	the	DET
bracis-19056	175	9	north	north	ADJ
bracis-19056	175	10	american	american	ADJ
bracis-19056	175	11	chapter	chapter	NOUN
bracis-19056	175	12	of	of	ADP
bracis-19056	175	13	the	the	DET
bracis-19056	175	14	association	association	NOUN
bracis-19056	175	15	for	for	ADP
bracis-19056	175	16	computational	computational	ADJ
bracis-19056	175	17	linguistics	linguistic	NOUN
bracis-19056	175	18	:	:	PUNCT
bracis-19056	175	19	human	human	ADJ
bracis-19056	175	20	language	language	NOUN
bracis-19056	175	21	technologies	technology	NOUN
bracis-19056	175	22	,	,	PUNCT
bracis-19056	175	23	pp	pp	ADV
bracis-19056	175	24	.	.	PUNCT
bracis-19056	176	1	2227–2237	2227–2237	NUM
bracis-19056	176	2	(	(	PUNCT
bracis-19056	176	3	2018	2018	NUM
bracis-19056	176	4	)	)	PUNCT
bracis-19056	176	5	google	google	NOUN
bracis-19056	176	6	scholar	scholar	NOUN
bracis-19056	176	7	  	  	SPACE
bracis-19056	176	8	raffel	raffel	NOUN
bracis-19056	176	9	,	,	PUNCT
bracis-19056	176	10	c.	c.	PROPN
bracis-19056	176	11	,	,	PUNCT
bracis-19056	176	12	et	et	PROPN
bracis-19056	176	13	al	al	PROPN
bracis-19056	176	14	.	.	PROPN
bracis-19056	176	15	:	:	PUNCT
bracis-19056	176	16	exploring	explore	VERB
bracis-19056	176	17	the	the	DET
bracis-19056	176	18	limits	limit	NOUN
bracis-19056	176	19	of	of	ADP
bracis-19056	176	20	transfer	transfer	NOUN
bracis-19056	176	21	learning	learn	VERB
bracis-19056	176	22	with	with	ADP
bracis-19056	176	23	a	a	DET
bracis-19056	176	24	unified	unified	ADJ
bracis-19056	176	25	text	text	NOUN
bracis-19056	176	26	-	-	PUNCT
bracis-19056	176	27	to	to	ADP
bracis-19056	176	28	-	-	PUNCT
bracis-19056	176	29	text	text	NOUN
bracis-19056	176	30	transformer	transformer	NOUN
bracis-19056	176	31	.	.	PUNCT
bracis-19056	177	1	j.	j.	PROPN
bracis-19056	177	2	mach	mach	PROPN
bracis-19056	177	3	.	.	PUNCT
bracis-19056	178	1	learn	learn	VERB
bracis-19056	178	2	.	.	PUNCT
bracis-19056	179	1	res	re	NOUN
bracis-19056	179	2	.	.	PROPN
bracis-19056	180	1	21	21	NUM
bracis-19056	180	2	,	,	PUNCT
bracis-19056	180	3	140:1–140:67	140:1–140:67	NUM
bracis-19056	180	4	(	(	PUNCT
bracis-19056	180	5	2020	2020	NUM
bracis-19056	180	6	)	)	PUNCT
bracis-19056	180	7	google	google	PROPN
bracis-19056	180	8	scholar	scholar	NOUN
bracis-19056	180	9	  	  	SPACE
bracis-19056	180	10	sang	sing	VERB
bracis-19056	180	11	,	,	PUNCT
bracis-19056	180	12	e.f	e.f	PROPN
bracis-19056	180	13	.	.	PROPN
bracis-19056	180	14	,	,	PUNCT
bracis-19056	180	15	de	de	X
bracis-19056	180	16	meulder	meulder	NOUN
bracis-19056	180	17	,	,	PUNCT
bracis-19056	180	18	f.	f.	PROPN
bracis-19056	180	19	:	:	PUNCT
bracis-19056	180	20	introduction	introduction	NOUN
bracis-19056	180	21	to	to	ADP
bracis-19056	180	22	the	the	DET
bracis-19056	180	23	conll-2003	conll-2003	NOUN
bracis-19056	180	24	shared	share	VERB
bracis-19056	180	25	task	task	NOUN
bracis-19056	180	26	:	:	PUNCT
bracis-19056	180	27	language	language	NOUN
bracis-19056	180	28	-	-	PUNCT
bracis-19056	180	29	independent	independent	NOUN
bracis-19056	180	30	named	name	VERB
bracis-19056	180	31	entity	entity	NOUN
bracis-19056	180	32	recognition	recognition	NOUN
bracis-19056	180	33	.	.	PUNCT
bracis-19056	181	1	arxiv	arxiv	PROPN
bracis-19056	181	2	preprint	preprint	VERB
bracis-19056	181	3	cs/0306050	cs/0306050	PROPN
bracis-19056	181	4	(	(	PUNCT
bracis-19056	181	5	2003	2003	NUM
bracis-19056	181	6	)	)	PUNCT
bracis-19056	181	7	google	google	PROPN
bracis-19056	181	8	scholar	scholar	NOUN
bracis-19056	181	9	  	  	SPACE
bracis-19056	181	10	santos	santo	NOUN
bracis-19056	181	11	,	,	PUNCT
bracis-19056	181	12	d.	d.	PROPN
bracis-19056	181	13	,	,	PUNCT
bracis-19056	181	14	freitas	freitas	PROPN
bracis-19056	181	15	,	,	PUNCT
bracis-19056	181	16	c.	c.	PROPN
bracis-19056	181	17	,	,	PUNCT
bracis-19056	181	18	oliveira	oliveira	PROPN
bracis-19056	181	19	,	,	PUNCT
bracis-19056	181	20	h.g	h.g	PROPN
bracis-19056	181	21	.	.	PROPN
bracis-19056	181	22	,	,	PUNCT
bracis-19056	181	23	carvalho	carvalho	PROPN
bracis-19056	181	24	,	,	PUNCT
bracis-19056	181	25	p.	p.	NOUN
bracis-19056	181	26	:	:	PUNCT
bracis-19056	182	1	second	second	ADJ
bracis-19056	182	2	harem	harem	PROPN
bracis-19056	182	3	:	:	PUNCT
bracis-19056	182	4	new	new	ADJ
bracis-19056	182	5	challenges	challenge	NOUN
bracis-19056	182	6	and	and	CCONJ
bracis-19056	182	7	old	old	ADJ
bracis-19056	182	8	wisdom	wisdom	NOUN
bracis-19056	182	9	.	.	PUNCT
bracis-19056	183	1	in	in	ADP
bracis-19056	183	2	:	:	PUNCT
bracis-19056	183	3	international	international	ADJ
bracis-19056	183	4	conference	conference	NOUN
bracis-19056	183	5	on	on	ADP
bracis-19056	183	6	computational	computational	ADJ
bracis-19056	183	7	processing	processing	NOUN
bracis-19056	183	8	of	of	ADP
bracis-19056	183	9	the	the	DET
bracis-19056	183	10	portuguese	portuguese	ADJ
bracis-19056	183	11	language	language	NOUN
bracis-19056	183	12	.	.	PUNCT
bracis-19056	184	1	pp	pp	X
bracis-19056	184	2	.	.	PUNCT
bracis-19056	185	1	212–215	212–215	NUM
bracis-19056	185	2	.	.	PUNCT
bracis-19056	185	3	springer	springer	NOUN
bracis-19056	185	4	(	(	PUNCT
bracis-19056	185	5	2008	2008	NUM
bracis-19056	185	6	)	)	PUNCT
bracis-19056	185	7	.	.	PUNCT
bracis-19056	186	1	https://doi.org/10.1007/978-3-540-85980-2_22	https://doi.org/10.1007/978-3-540-85980-2_22	PROPN
bracis-19056	186	2	santos	santos	PROPN
bracis-19056	186	3	,	,	PUNCT
bracis-19056	186	4	d.	d.	PROPN
bracis-19056	186	5	,	,	PUNCT
bracis-19056	186	6	seco	seco	PROPN
bracis-19056	186	7	,	,	PUNCT
bracis-19056	186	8	n.	n.	NOUN
bracis-19056	186	9	,	,	PUNCT
bracis-19056	186	10	cardoso	cardoso	PROPN
bracis-19056	186	11	,	,	PUNCT
bracis-19056	186	12	n.	n.	NOUN
bracis-19056	186	13	,	,	PUNCT
bracis-19056	186	14	vilela	vilela	PROPN
bracis-19056	186	15	,	,	PUNCT
bracis-19056	186	16	r.	r.	PROPN
bracis-19056	186	17	:	:	PUNCT
bracis-19056	187	1	harem	harem	PROPN
bracis-19056	187	2	:	:	PUNCT
bracis-19056	187	3	an	an	DET
bracis-19056	187	4	advanced	advanced	ADJ
bracis-19056	187	5	ner	ner	NOUN
bracis-19056	187	6	evaluation	evaluation	NOUN
bracis-19056	187	7	contest	contest	NOUN
bracis-19056	187	8	for	for	ADP
bracis-19056	187	9	portuguese	portuguese	PROPN
bracis-19056	187	10	.	.	PUNCT
bracis-19056	188	1	in	in	ADP
bracis-19056	188	2	:	:	PUNCT
bracis-19056	188	3	quot	quot	ADJ
bracis-19056	188	4	;	;	PUNCT
bracis-19056	188	5	in	in	ADP
bracis-19056	188	6	:	:	PUNCT
bracis-19056	188	7	calzolari	calzolari	PROPN
bracis-19056	188	8	,	,	PUNCT
bracis-19056	188	9	n.	n.	PROPN
bracis-19056	188	10	,	,	PUNCT
bracis-19056	188	11	et	et	PROPN
bracis-19056	188	12	al	al	PROPN
bracis-19056	188	13	.	.	PUNCT
bracis-19056	189	1	(	(	PUNCT
bracis-19056	189	2	ed	ed	NOUN
bracis-19056	189	3	.	.	PUNCT
bracis-19056	189	4	)	)	PUNCT
bracis-19056	189	5	proceedings	proceeding	NOUN
bracis-19056	189	6	of	of	ADP
bracis-19056	189	7	the	the	DET
bracis-19056	189	8	5th	5th	ADJ
bracis-19056	189	9	international	international	ADJ
bracis-19056	189	10	conference	conference	NOUN
bracis-19056	189	11	on	on	ADP
bracis-19056	189	12	language	language	NOUN
bracis-19056	189	13	resources	resource	NOUN
bracis-19056	189	14	and	and	CCONJ
bracis-19056	189	15	evaluation	evaluation	NOUN
bracis-19056	189	16	(	(	PUNCT
bracis-19056	189	17	lrec	lrec	NOUN
bracis-19056	189	18	2006	2006	NUM
bracis-19056	189	19	)	)	PUNCT
bracis-19056	189	20	,	,	PUNCT
bracis-19056	189	21	genoa	genoa	PROPN
bracis-19056	189	22	italy	italy	PROPN
bracis-19056	189	23	22–28	22–28	NUM
bracis-19056	189	24	may	may	PROPN
bracis-19056	189	25	2006	2006	NUM
bracis-19056	189	26	(	(	PUNCT
bracis-19056	189	27	2006	2006	NUM
bracis-19056	189	28	)	)	PUNCT
bracis-19056	189	29	google	google	PROPN
bracis-19056	189	30	scholar	scholar	NOUN
bracis-19056	189	31	  	  	SPACE
bracis-19056	189	32	dos	do	NOUN
bracis-19056	189	33	santos	santo	NOUN
bracis-19056	189	34	,	,	PUNCT
bracis-19056	189	35	h.d.p	h.d.p	NOUN
bracis-19056	189	36	.	.	PROPN
bracis-19056	189	37	,	,	PUNCT
bracis-19056	189	38	silva	silva	PROPN
bracis-19056	189	39	,	,	PUNCT
bracis-19056	189	40	a.p	a.p	PROPN
bracis-19056	189	41	.	.	PROPN
bracis-19056	189	42	,	,	PUNCT
bracis-19056	189	43	maciel	maciel	PROPN
bracis-19056	189	44	,	,	PUNCT
bracis-19056	189	45	m.c.o	m.c.o	PROPN
bracis-19056	189	46	.	.	PROPN
bracis-19056	189	47	,	,	PUNCT
bracis-19056	189	48	burin	burin	NOUN
bracis-19056	189	49	,	,	PUNCT
bracis-19056	189	50	h.m.v	h.m.v	PROPN
bracis-19056	189	51	.	.	PUNCT
bracis-19056	189	52	,	,	PUNCT
bracis-19056	189	53	urbanetto	urbanetto	PROPN
bracis-19056	189	54	,	,	PUNCT
bracis-19056	189	55	j.s	j.s	PROPN
bracis-19056	189	56	.	.	PROPN
bracis-19056	189	57	,	,	PUNCT
bracis-19056	189	58	vieira	vieira	PROPN
bracis-19056	189	59	,	,	PUNCT
bracis-19056	189	60	r.	r.	PROPN
bracis-19056	189	61	:	:	PUNCT
bracis-19056	189	62	fall	fall	VERB
bracis-19056	189	63	detection	detection	NOUN
bracis-19056	189	64	in	in	ADP
bracis-19056	189	65	ehr	ehr	NOUN
bracis-19056	189	66	using	use	VERB
bracis-19056	189	67	word	word	NOUN
bracis-19056	189	68	embeddings	embedding	NOUN
bracis-19056	189	69	and	and	CCONJ
bracis-19056	189	70	deep	deep	ADJ
bracis-19056	189	71	learning	learning	NOUN
bracis-19056	189	72	.	.	PUNCT
bracis-19056	190	1	in	in	ADP
bracis-19056	190	2	:	:	PUNCT
bracis-19056	190	3	2019	2019	NUM
bracis-19056	190	4	ieee	ieee	NOUN
bracis-19056	190	5	19th	19th	ADJ
bracis-19056	190	6	international	international	ADJ
bracis-19056	190	7	conference	conference	NOUN
bracis-19056	190	8	on	on	ADP
bracis-19056	190	9	bioinformatics	bioinformatics	NOUN
bracis-19056	190	10	and	and	CCONJ
bracis-19056	190	11	bioengineering	bioengineering	NOUN
bracis-19056	190	12	(	(	PUNCT
bracis-19056	190	13	bibe	bibe	INTJ
bracis-19056	190	14	)	)	PUNCT
bracis-19056	190	15	,	,	PUNCT
bracis-19056	190	16	pp	pp	ADP
bracis-19056	190	17	.	.	PUNCT
bracis-19056	191	1	265–268	265–268	NUM
bracis-19056	191	2	,	,	PUNCT
bracis-19056	191	3	october	october	PROPN
bracis-19056	191	4	2019	2019	NUM
bracis-19056	191	5	.	.	PUNCT
bracis-19056	192	1	https://doi.org/10.1109/bibe.2019.00054	https://doi.org/10.1109/bibe.2019.00054	PROPN
bracis-19056	192	2	dos	do	VERB
bracis-19056	192	3	santos	santo	NOUN
bracis-19056	192	4	,	,	PUNCT
bracis-19056	192	5	h.d.p	h.d.p	NOUN
bracis-19056	192	6	.	.	PROPN
bracis-19056	192	7	,	,	PUNCT
bracis-19056	192	8	ulbrich	ulbrich	PROPN
bracis-19056	192	9	,	,	PUNCT
bracis-19056	192	10	a.h.d	a.h.d	ADJ
bracis-19056	192	11	.	.	PROPN
bracis-19056	192	12	,	,	PUNCT
bracis-19056	192	13	woloszyn	woloszyn	NOUN
bracis-19056	192	14	,	,	PUNCT
bracis-19056	192	15	v.	v.	PROPN
bracis-19056	192	16	,	,	PUNCT
bracis-19056	192	17	vieira	vieira	PROPN
bracis-19056	192	18	,	,	PUNCT
bracis-19056	192	19	r.	r.	PROPN
bracis-19056	192	20	:	:	PUNCT
bracis-19056	192	21	ddc	ddc	NOUN
bracis-19056	192	22	-	-	PUNCT
bracis-19056	192	23	outlier	outlier	NOUN
bracis-19056	192	24	:	:	PUNCT
bracis-19056	192	25	preventing	prevent	VERB
bracis-19056	192	26	medication	medication	NOUN
bracis-19056	192	27	errors	error	NOUN
bracis-19056	192	28	using	use	VERB
bracis-19056	192	29	unsupervised	unsupervised	ADJ
bracis-19056	192	30	learning	learning	NOUN
bracis-19056	192	31	.	.	PUNCT
bracis-19056	193	1	ieee	ieee	PROPN
bracis-19056	193	2	j.	j.	PROPN
bracis-19056	193	3	biomed	biome	VERB
bracis-19056	193	4	.	.	PUNCT
bracis-19056	194	1	health	health	NOUN
bracis-19056	194	2	inform	inform	NOUN
bracis-19056	194	3	.	.	PUNCT
bracis-19056	195	1	23	23	NUM
bracis-19056	195	2	,	,	PUNCT
bracis-19056	195	3	8	8	NUM
bracis-19056	195	4	(	(	PUNCT
bracis-19056	195	5	2018	2018	NUM
bracis-19056	195	6	)	)	PUNCT
bracis-19056	195	7	google	google	PROPN
bracis-19056	195	8	scholar	scholar	NOUN
bracis-19056	195	9	  	  	SPACE
bracis-19056	195	10	dos	do	NOUN
bracis-19056	195	11	santos	santo	NOUN
bracis-19056	195	12	,	,	PUNCT
bracis-19056	195	13	h.d.p	h.d.p	NOUN
bracis-19056	195	14	.	.	PROPN
bracis-19056	195	15	,	,	PUNCT
bracis-19056	195	16	ulbrich	ulbrich	PROPN
bracis-19056	195	17	,	,	PUNCT
bracis-19056	195	18	a.h.d	a.h.d	ADJ
bracis-19056	195	19	.	.	PROPN
bracis-19056	195	20	,	,	PUNCT
bracis-19056	195	21	woloszyn	woloszyn	NOUN
bracis-19056	195	22	,	,	PUNCT
bracis-19056	195	23	v.	v.	PROPN
bracis-19056	195	24	,	,	PUNCT
bracis-19056	195	25	vieira	vieira	PROPN
bracis-19056	195	26	,	,	PUNCT
bracis-19056	195	27	r.	r.	PROPN
bracis-19056	195	28	:	:	PUNCT
bracis-19056	195	29	an	an	DET
bracis-19056	195	30	initial	initial	ADJ
bracis-19056	195	31	investigation	investigation	NOUN
bracis-19056	195	32	of	of	ADP
bracis-19056	195	33	the	the	DET
bracis-19056	195	34	charlson	charlson	NOUN
bracis-19056	195	35	comorbidity	comorbidity	PROPN
bracis-19056	195	36	index	index	NOUN
bracis-19056	195	37	regression	regression	NOUN
bracis-19056	195	38	based	base	VERB
bracis-19056	195	39	on	on	ADP
bracis-19056	195	40	clinical	clinical	ADJ
bracis-19056	195	41	notes	note	NOUN
bracis-19056	195	42	.	.	PUNCT
bracis-19056	196	1	in	in	ADP
bracis-19056	196	2	:	:	PUNCT
bracis-19056	196	3	2018	2018	NUM
bracis-19056	196	4	ieee	ieee	NOUN
bracis-19056	196	5	31st	31st	NOUN
bracis-19056	196	6	international	international	ADJ
bracis-19056	196	7	symposium	symposium	NOUN
bracis-19056	196	8	on	on	ADP
bracis-19056	196	9	computer	computer	NOUN
bracis-19056	196	10	-	-	PUNCT
bracis-19056	196	11	based	base	VERB
bracis-19056	196	12	medical	medical	ADJ
bracis-19056	196	13	systems	system	NOUN
bracis-19056	196	14	(	(	PUNCT
bracis-19056	196	15	cbms	cbms	PROPN
bracis-19056	196	16	)	)	PUNCT
bracis-19056	196	17	,	,	PUNCT
bracis-19056	196	18	pp	pp	PROPN
bracis-19056	196	19	.	.	PUNCT
bracis-19056	197	1	6–11	6–11	NOUN
bracis-19056	197	2	.	.	PUNCT
bracis-19056	198	1	ieee	ieee	NOUN
bracis-19056	198	2	(	(	PUNCT
bracis-19056	198	3	2018	2018	NUM
bracis-19056	198	4	)	)	PUNCT
bracis-19056	198	5	google	google	PROPN
bracis-19056	198	6	scholar	scholar	NOUN
bracis-19056	198	7	  	  	SPACE
bracis-19056	198	8	santos	santo	NOUN
bracis-19056	198	9	,	,	PUNCT
bracis-19056	198	10	j.	j.	PROPN
bracis-19056	198	11	,	,	PUNCT
bracis-19056	198	12	consoli	consoli	PROPN
bracis-19056	198	13	,	,	PUNCT
bracis-19056	198	14	b.s	b.s	PROPN
bracis-19056	198	15	.	.	PROPN
bracis-19056	198	16	,	,	PUNCT
bracis-19056	198	17	dos	do	VERB
bracis-19056	198	18	santos	santos	PROPN
bracis-19056	198	19	,	,	PUNCT
bracis-19056	198	20	c.n	c.n	PROPN
bracis-19056	198	21	.	.	PROPN
bracis-19056	198	22	,	,	PUNCT
bracis-19056	198	23	terra	terra	PROPN
bracis-19056	198	24	,	,	PUNCT
bracis-19056	198	25	j.	j.	PROPN
bracis-19056	198	26	,	,	PUNCT
bracis-19056	198	27	collovini	collovini	PROPN
bracis-19056	198	28	,	,	PUNCT
bracis-19056	198	29	s.	s.	PROPN
bracis-19056	198	30	,	,	PUNCT
bracis-19056	198	31	vieira	vieira	PROPN
bracis-19056	198	32	,	,	PUNCT
bracis-19056	198	33	r.	r.	PROPN
bracis-19056	198	34	:	:	PUNCT
bracis-19056	198	35	assessing	assess	VERB
bracis-19056	198	36	the	the	DET
bracis-19056	198	37	impact	impact	NOUN
bracis-19056	198	38	of	of	ADP
bracis-19056	198	39	contextual	contextual	ADJ
bracis-19056	198	40	embeddings	embedding	NOUN
bracis-19056	198	41	for	for	ADP
bracis-19056	198	42	portuguese	portuguese	NOUN
bracis-19056	198	43	named	name	VERB
bracis-19056	198	44	entity	entity	NOUN
bracis-19056	198	45	recognition	recognition	NOUN
bracis-19056	198	46	.	.	PUNCT
bracis-19056	199	1	in	in	ADP
bracis-19056	199	2	:	:	PUNCT
bracis-19056	199	3	proceedings	proceeding	NOUN
bracis-19056	199	4	of	of	ADP
bracis-19056	199	5	the	the	DET
bracis-19056	199	6	8th	8th	ADJ
bracis-19056	199	7	brazilian	brazilian	ADJ
bracis-19056	199	8	conference	conference	NOUN
bracis-19056	199	9	on	on	ADP
bracis-19056	199	10	intelligent	intelligent	ADJ
bracis-19056	199	11	systems	system	NOUN
bracis-19056	199	12	,	,	PUNCT
bracis-19056	199	13	pp	pp	ADJ
bracis-19056	199	14	.	.	PUNCT
bracis-19056	200	1	437–442	437–442	NUM
bracis-19056	200	2	(	(	PUNCT
bracis-19056	200	3	2019	2019	NUM
bracis-19056	200	4	)	)	PUNCT
bracis-19056	200	5	google	google	PROPN
bracis-19056	200	6	scholar	scholar	NOUN
bracis-19056	200	7	  	  	SPACE
bracis-19056	200	8	santos	santo	NOUN
bracis-19056	200	9	,	,	PUNCT
bracis-19056	200	10	j.	j.	PROPN
bracis-19056	200	11	,	,	PUNCT
bracis-19056	200	12	dos	do	VERB
bracis-19056	200	13	santos	santos	PROPN
bracis-19056	200	14	,	,	PUNCT
bracis-19056	200	15	h.d	h.d	PROPN
bracis-19056	200	16	.	.	PROPN
bracis-19056	200	17	,	,	PUNCT
bracis-19056	200	18	vieira	vieira	PROPN
bracis-19056	200	19	,	,	PUNCT
bracis-19056	200	20	r.	r.	PROPN
bracis-19056	200	21	:	:	PUNCT
bracis-19056	200	22	fall	fall	VERB
bracis-19056	200	23	detection	detection	NOUN
bracis-19056	200	24	in	in	ADP
bracis-19056	200	25	clinical	clinical	ADJ
bracis-19056	200	26	notes	note	NOUN
bracis-19056	200	27	using	use	VERB
bracis-19056	200	28	language	language	NOUN
bracis-19056	200	29	models	model	NOUN
bracis-19056	200	30	and	and	CCONJ
bracis-19056	200	31	token	token	ADJ
bracis-19056	200	32	classifier	classifier	NOUN
bracis-19056	200	33	.	.	PUNCT
bracis-19056	201	1	in	in	ADP
bracis-19056	201	2	:	:	PUNCT
bracis-19056	201	3	2020	2020	NUM
bracis-19056	201	4	ieee	ieee	NOUN
bracis-19056	201	5	33rd	33rd	ADJ
bracis-19056	201	6	international	international	ADJ
bracis-19056	201	7	symposium	symposium	NOUN
bracis-19056	201	8	on	on	ADP
bracis-19056	201	9	computer	computer	NOUN
bracis-19056	201	10	-	-	PUNCT
bracis-19056	201	11	based	base	VERB
bracis-19056	201	12	medical	medical	ADJ
bracis-19056	201	13	systems	system	NOUN
bracis-19056	201	14	(	(	PUNCT
bracis-19056	201	15	cbms	cbms	PROPN
bracis-19056	201	16	)	)	PUNCT
bracis-19056	201	17	,	,	PUNCT
bracis-19056	201	18	pp	pp	ADP
bracis-19056	201	19	.	.	PUNCT
bracis-19056	202	1	283–288	283–288	NUM
bracis-19056	202	2	.	.	PUNCT
bracis-19056	203	1	ieee	ieee	NOUN
bracis-19056	203	2	(	(	PUNCT
bracis-19056	203	3	2020	2020	NUM
bracis-19056	203	4	)	)	PUNCT
bracis-19056	203	5	google	google	NOUN
bracis-19056	203	6	scholar	scholar	NOUN
bracis-19056	203	7	  	  	SPACE
bracis-19056	203	8	straková	straková	PROPN
bracis-19056	203	9	,	,	PUNCT
bracis-19056	203	10	j.	j.	PROPN
bracis-19056	203	11	,	,	PUNCT
bracis-19056	203	12	straka	straka	PROPN
bracis-19056	203	13	,	,	PUNCT
bracis-19056	203	14	m.	m.	NOUN
bracis-19056	203	15	,	,	PUNCT
bracis-19056	203	16	hajic	hajic	PROPN
bracis-19056	203	17	,	,	PUNCT
bracis-19056	203	18	j.	j.	PROPN
bracis-19056	203	19	:	:	PUNCT
bracis-19056	203	20	neural	neural	ADJ
bracis-19056	203	21	architectures	architecture	NOUN
bracis-19056	203	22	for	for	ADP
bracis-19056	203	23	nested	nested	ADJ
bracis-19056	203	24	ner	ner	NOUN
bracis-19056	203	25	through	through	ADP
bracis-19056	203	26	linearization	linearization	NOUN
bracis-19056	203	27	.	.	PUNCT
bracis-19056	204	1	in	in	ADP
bracis-19056	204	2	:	:	PUNCT
bracis-19056	204	3	proceedings	proceeding	NOUN
bracis-19056	204	4	of	of	ADP
bracis-19056	204	5	the	the	DET
bracis-19056	204	6	57th	57th	ADJ
bracis-19056	204	7	annual	annual	ADJ
bracis-19056	204	8	meeting	meeting	NOUN
bracis-19056	204	9	of	of	ADP
bracis-19056	204	10	the	the	DET
bracis-19056	204	11	association	association	NOUN
bracis-19056	204	12	for	for	ADP
bracis-19056	204	13	computational	computational	ADJ
bracis-19056	204	14	linguistics	linguistic	NOUN
bracis-19056	204	15	,	,	PUNCT
bracis-19056	204	16	pp	pp	ADJ
bracis-19056	204	17	.	.	PUNCT
bracis-19056	205	1	5326–5331	5326–5331	NUM
bracis-19056	205	2	.	.	PUNCT
bracis-19056	206	1	association	association	NOUN
bracis-19056	206	2	for	for	ADP
bracis-19056	206	3	computational	computational	ADJ
bracis-19056	206	4	linguistics	linguistic	NOUN
bracis-19056	206	5	(	(	PUNCT
bracis-19056	206	6	2019	2019	NUM
bracis-19056	206	7	)	)	PUNCT
bracis-19056	206	8	google	google	PROPN
bracis-19056	206	9	scholar	scholar	NOUN
bracis-19056	206	10	  	  	SPACE
bracis-19056	206	11	stubbs	stubbs	PROPN
bracis-19056	206	12	,	,	PUNCT
bracis-19056	206	13	a.	a.	NOUN
bracis-19056	206	14	,	,	PUNCT
bracis-19056	206	15	filannino	filannino	PROPN
bracis-19056	206	16	,	,	PUNCT
bracis-19056	206	17	m.	m.	NOUN
bracis-19056	206	18	,	,	PUNCT
bracis-19056	206	19	uzuner	uzuner	NOUN
bracis-19056	206	20	,	,	PUNCT
bracis-19056	206	21	ö.	ö.	NOUN
bracis-19056	206	22	:	:	PUNCT
bracis-19056	206	23	de	de	NOUN
bracis-19056	206	24	-	-	NOUN
bracis-19056	206	25	identification	identification	NOUN
bracis-19056	206	26	of	of	ADP
bracis-19056	206	27	psychiatric	psychiatric	ADJ
bracis-19056	206	28	intake	intake	ADJ
bracis-19056	206	29	records	record	NOUN
bracis-19056	206	30	:	:	PUNCT
bracis-19056	206	31	overview	overview	NOUN
bracis-19056	206	32	of	of	ADP
bracis-19056	206	33	2016	2016	NUM
bracis-19056	206	34	cegs	ceg	NOUN
bracis-19056	206	35	n	n	CCONJ
bracis-19056	206	36	-	-	PUNCT
bracis-19056	206	37	grid	grid	NOUN
bracis-19056	206	38	shared	share	VERB
bracis-19056	206	39	tasks	task	NOUN
bracis-19056	206	40	track	track	VERB
bracis-19056	206	41	1	1	NUM
bracis-19056	206	42	.	.	PUNCT
bracis-19056	207	1	j.	j.	PROPN
bracis-19056	207	2	biomed	biome	VERB
bracis-19056	207	3	.	.	PUNCT
bracis-19056	208	1	inform	inform	NOUN
bracis-19056	208	2	.	.	PUNCT
bracis-19056	209	1	75	75	NUM
bracis-19056	209	2	,	,	PUNCT
bracis-19056	209	3	s4	s4	PROPN
bracis-19056	209	4	–	–	PUNCT
bracis-19056	209	5	s18	s18	PROPN
bracis-19056	209	6	(	(	PUNCT
bracis-19056	209	7	2017	2017	NUM
bracis-19056	209	8	)	)	PUNCT
bracis-19056	209	9	article	article	NOUN
bracis-19056	209	10	  	  	SPACE
bracis-19056	209	11	google	google	PROPN
bracis-19056	209	12	scholar	scholar	NOUN
bracis-19056	209	13	  	  	SPACE
bracis-19056	209	14	stubbs	stubbs	PROPN
bracis-19056	209	15	,	,	PUNCT
bracis-19056	209	16	a.	a.	NOUN
bracis-19056	209	17	,	,	PUNCT
bracis-19056	209	18	uzuner	uzuner	NOUN
bracis-19056	209	19	,	,	PUNCT
bracis-19056	209	20	ö.	ö.	PROPN
bracis-19056	209	21	:	:	PUNCT
bracis-19056	209	22	annotating	annotate	VERB
bracis-19056	209	23	longitudinal	longitudinal	ADJ
bracis-19056	209	24	clinical	clinical	ADJ
bracis-19056	209	25	narratives	narrative	NOUN
bracis-19056	209	26	for	for	ADP
bracis-19056	209	27	de	de	NOUN
bracis-19056	209	28	-	-	NOUN
bracis-19056	209	29	identification	identification	NOUN
bracis-19056	209	30	:	:	PUNCT
bracis-19056	209	31	the	the	DET
bracis-19056	209	32	2014	2014	NUM
bracis-19056	209	33	i2b2	i2b2	NOUN
bracis-19056	209	34	/	/	SYM
bracis-19056	209	35	uthealth	uthealth	NOUN
bracis-19056	209	36	corpus	corpus	NOUN
bracis-19056	209	37	.	.	PUNCT
bracis-19056	210	1	j.	j.	PROPN
bracis-19056	210	2	biomed	biome	VERB
bracis-19056	210	3	.	.	PUNCT
bracis-19056	211	1	inform	inform	NOUN
bracis-19056	211	2	.	.	PUNCT
bracis-19056	212	1	58	58	NUM
bracis-19056	212	2	,	,	PUNCT
bracis-19056	212	3	s20	s20	NOUN
bracis-19056	212	4	–	–	PUNCT
bracis-19056	212	5	s29	s29	NOUN
bracis-19056	212	6	(	(	PUNCT
bracis-19056	212	7	2015	2015	NUM
bracis-19056	212	8	)	)	PUNCT
bracis-19056	212	9	article	article	NOUN
bracis-19056	212	10	  	  	SPACE
bracis-19056	212	11	google	google	PROPN
bracis-19056	212	12	scholar	scholar	NOUN
bracis-19056	212	13	  	  	SPACE
bracis-19056	212	14	download	download	NOUN
bracis-19056	212	15	references	reference	NOUN
bracis-19056	212	16	acknowledgments	acknowledgment	NOUN
bracis-19056	212	17	we	we	PRON
bracis-19056	212	18	thank	thank	VERB
bracis-19056	212	19	dr	dr	PROPN
bracis-19056	212	20	.	.	PROPN
bracis-19056	212	21	ana	ana	PROPN
bracis-19056	212	22	helena	helena	PROPN
bracis-19056	212	23	d.	d.	PROPN
bracis-19056	212	24	p.	p.	PROPN
bracis-19056	212	25	s.	s.	PROPN
bracis-19056	213	1	ulbrich	ulbrich	PROPN
bracis-19056	213	2	,	,	PUNCT
bracis-19056	213	3	who	who	PRON
bracis-19056	213	4	provided	provide	VERB
bracis-19056	213	5	the	the	DET
bracis-19056	213	6	clinical	clinical	ADJ
bracis-19056	213	7	notes	note	NOUN
bracis-19056	213	8	dataset	dataset	VERB
bracis-19056	213	9	from	from	ADP
bracis-19056	213	10	the	the	DET
bracis-19056	213	11	hospital	hospital	NOUN
bracis-19056	213	12	,	,	PUNCT
bracis-19056	213	13	for	for	ADP
bracis-19056	213	14	her	her	PRON
bracis-19056	213	15	valuable	valuable	ADJ
bracis-19056	213	16	cooperation	cooperation	NOUN
bracis-19056	213	17	.	.	PUNCT
bracis-19056	214	1	we	we	PRON
bracis-19056	214	2	also	also	ADV
bracis-19056	214	3	thank	thank	VERB
bracis-19056	214	4	the	the	DET
bracis-19056	214	5	volunteers	volunteer	NOUN
bracis-19056	214	6	of	of	ADP
bracis-19056	214	7	the	the	DET
bracis-19056	214	8	institute	institute	PROPN
bracis-19056	214	9	of	of	ADP
bracis-19056	214	10	artificial	artificial	ADJ
bracis-19056	214	11	intelligence	intelligence	NOUN
bracis-19056	214	12	in	in	ADP
bracis-19056	214	13	healthcare	healthcare	PROPN
bracis-19056	214	14	celso	celso	PROPN
bracis-19056	214	15	pereira	pereira	PROPN
bracis-19056	214	16	and	and	CCONJ
bracis-19056	214	17	ana	ana	PROPN
bracis-19056	214	18	lúcia	lúcia	PROPN
bracis-19056	214	19	dias	dias	PROPN
bracis-19056	214	20	,	,	PUNCT
bracis-19056	214	21	for	for	ADP
bracis-19056	214	22	the	the	DET
bracis-19056	214	23	dataset	dataset	NOUN
bracis-19056	214	24	annotation	annotation	NOUN
bracis-19056	214	25	.	.	PUNCT
bracis-19056	215	1	author	author	NOUN
bracis-19056	215	2	information	information	NOUN
bracis-19056	215	3	authors	author	NOUN
bracis-19056	215	4	and	and	CCONJ
bracis-19056	215	5	affiliations	affiliation	NOUN
bracis-19056	215	6	cidehus	cidehus	PROPN
bracis-19056	215	7	,	,	PUNCT
bracis-19056	215	8	university	university	PROPN
bracis-19056	215	9	of	of	ADP
bracis-19056	215	10	évora	évora	PROPN
bracis-19056	215	11	,	,	PUNCT
bracis-19056	215	12	évora	évora	PROPN
bracis-19056	215	13	,	,	PUNCT
bracis-19056	215	14	portugal	portugal	PROPN
bracis-19056	215	15	joaquim	joaquim	PROPN
bracis-19056	215	16	santos	santos	PROPN
bracis-19056	215	17	 	 	SPACE
bracis-19056	215	18	&	&	CCONJ
bracis-19056	215	19	 	 	SPACE
bracis-19056	215	20	renata	renata	PROPN
bracis-19056	215	21	vieira	vieira	PROPN
bracis-19056	215	22	institute	institute	PROPN
bracis-19056	215	23	of	of	ADP
bracis-19056	215	24	artificial	artificial	ADJ
bracis-19056	215	25	intelligence	intelligence	NOUN
bracis-19056	215	26	in	in	ADP
bracis-19056	215	27	healthcare	healthcare	PROPN
bracis-19056	215	28	,	,	PUNCT
bracis-19056	215	29	porto	porto	PROPN
bracis-19056	215	30	alegre	alegre	PROPN
bracis-19056	215	31	,	,	PUNCT
bracis-19056	215	32	brazil	brazil	PROPN
bracis-19056	215	33	henrique	henrique	PROPN
bracis-19056	215	34	d.	d.	PROPN
bracis-19056	215	35	p.	p.	PROPN
bracis-19056	215	36	dos	dos	PROPN
bracis-19056	215	37	santos	santos	PROPN
bracis-19056	215	38	memed	meme	VERB
bracis-19056	215	39	,	,	PUNCT
bracis-19056	215	40	clinical	clinical	ADJ
bracis-19056	215	41	intelligence	intelligence	NOUN
bracis-19056	215	42	department	department	PROPN
bracis-19056	215	43	,	,	PUNCT
bracis-19056	215	44	são	são	PROPN
bracis-19056	215	45	paulo	paulo	PROPN
bracis-19056	215	46	,	,	PUNCT
bracis-19056	215	47	brazil	brazil	PROPN
bracis-19056	215	48	fábio	fábio	PROPN
bracis-19056	215	49	tabalipa	tabalipa	PROPN
bracis-19056	215	50	authors	author	NOUN
bracis-19056	215	51	joaquim	joaquim	PROPN
bracis-19056	215	52	santosview	santosview	PROPN
bracis-19056	215	53	author	author	NOUN
bracis-19056	215	54	publications	publication	NOUN
bracis-19056	215	55	search	search	NOUN
bracis-19056	215	56	author	author	NOUN
bracis-19056	215	57	on	on	ADP
bracis-19056	215	58	:	:	PUNCT
bracis-19056	215	59	pubmed	pubmed	PROPN
bracis-19056	215	60	 	 	SPACE
bracis-19056	215	61	google	google	PROPN
bracis-19056	215	62	scholar	scholar	NOUN
bracis-19056	215	63	henrique	henrique	PROPN
bracis-19056	215	64	d.	d.	PROPN
bracis-19056	215	65	p.	p.	PROPN
bracis-19056	215	66	dos	dos	PROPN
bracis-19056	215	67	santosview	santosview	NOUN
bracis-19056	215	68	author	author	NOUN
bracis-19056	215	69	publications	publication	NOUN
bracis-19056	215	70	search	search	NOUN
bracis-19056	215	71	author	author	NOUN
bracis-19056	215	72	on	on	ADP
bracis-19056	215	73	:	:	PUNCT
bracis-19056	215	74	pubmed	pubmed	PROPN
bracis-19056	215	75	 	 	SPACE
bracis-19056	215	76	google	google	PROPN
bracis-19056	215	77	scholar	scholar	NOUN
bracis-19056	215	78	fábio	fábio	NOUN
bracis-19056	215	79	tabalipaview	tabalipaview	NOUN
bracis-19056	215	80	author	author	NOUN
bracis-19056	215	81	publications	publication	NOUN
bracis-19056	215	82	search	search	NOUN
bracis-19056	215	83	author	author	NOUN
bracis-19056	215	84	on	on	ADP
bracis-19056	215	85	:	:	PUNCT
bracis-19056	215	86	pubmed	pubmed	PROPN
bracis-19056	215	87	 	 	SPACE
bracis-19056	215	88	google	google	PROPN
bracis-19056	215	89	scholar	scholar	NOUN
bracis-19056	215	90	renata	renata	PROPN
bracis-19056	215	91	vieiraview	vieiraview	NOUN
bracis-19056	215	92	author	author	NOUN
bracis-19056	215	93	publications	publication	NOUN
bracis-19056	215	94	search	search	NOUN
bracis-19056	215	95	author	author	NOUN
bracis-19056	215	96	on	on	ADP
bracis-19056	215	97	:	:	PUNCT
bracis-19056	215	98	pubmed	pubmed	PROPN
bracis-19056	215	99	 	 	SPACE
bracis-19056	215	100	google	google	PROPN
bracis-19056	215	101	scholar	scholar	NOUN
bracis-19056	215	102	corresponding	correspond	VERB
bracis-19056	215	103	author	author	NOUN
bracis-19056	215	104	correspondence	correspondence	NOUN
bracis-19056	215	105	to	to	ADP
bracis-19056	215	106	henrique	henrique	PROPN
bracis-19056	215	107	d.	d.	PROPN
bracis-19056	215	108	p.	p.	PROPN
bracis-19056	215	109	dos	do	VERB
bracis-19056	215	110	santos	santos	PROPN
bracis-19056	215	111	.	.	PUNCT
bracis-19056	216	1	editor	editor	NOUN
bracis-19056	216	2	information	information	NOUN
bracis-19056	216	3	editors	editor	NOUN
bracis-19056	216	4	and	and	CCONJ
bracis-19056	216	5	affiliations	affiliation	NOUN
bracis-19056	216	6	universidade	universidade	PROPN
bracis-19056	216	7	federal	federal	PROPN
bracis-19056	216	8	de	de	X
bracis-19056	216	9	sergipe	sergipe	PROPN
bracis-19056	216	10	,	,	PUNCT
bracis-19056	216	11	são	são	NOUN
bracis-19056	216	12	cristóvão	cristóvão	PROPN
bracis-19056	216	13	,	,	PUNCT
bracis-19056	216	14	brazil	brazil	PROPN
bracis-19056	216	15	andré	andré	PROPN
bracis-19056	216	16	britto	britto	PROPN
bracis-19056	216	17	universidade	universidade	PROPN
bracis-19056	216	18	de	de	PROPN
bracis-19056	216	19	são	são	PROPN
bracis-19056	216	20	paulo	paulo	PROPN
bracis-19056	216	21	,	,	PUNCT
bracis-19056	216	22	são	são	PROPN
bracis-19056	216	23	paulo	paulo	PROPN
bracis-19056	216	24	,	,	PUNCT
bracis-19056	216	25	brazil	brazil	PROPN
bracis-19056	216	26	karina	karina	PROPN
bracis-19056	216	27	valdivia	valdivia	PROPN
bracis-19056	216	28	delgado	delgado	VERB
bracis-19056	216	29	rights	right	NOUN
bracis-19056	216	30	and	and	CCONJ
bracis-19056	216	31	permissions	permission	NOUN
bracis-19056	216	32	reprints	reprint	NOUN
bracis-19056	216	33	and	and	CCONJ
bracis-19056	216	34	permissions	permission	VERB
bracis-19056	216	35	copyright	copyright	NOUN
bracis-19056	216	36	information	information	NOUN
bracis-19056	216	37	©	©	PROPN
bracis-19056	216	38	2021	2021	NUM
bracis-19056	216	39	springer	springer	NOUN
bracis-19056	216	40	nature	nature	NOUN
bracis-19056	216	41	switzerland	switzerland	PROPN
bracis-19056	216	42	ag	ag	PROPN
bracis-19056	216	43	about	about	ADP
bracis-19056	216	44	this	this	DET
bracis-19056	216	45	paper	paper	NOUN
bracis-19056	216	46	cite	cite	VERB
bracis-19056	216	47	this	this	DET
bracis-19056	216	48	paper	paper	NOUN
bracis-19056	216	49	santos	santo	NOUN
bracis-19056	216	50	,	,	PUNCT
bracis-19056	216	51	j.	j.	PROPN
bracis-19056	216	52	,	,	PUNCT
bracis-19056	216	53	dos	do	VERB
bracis-19056	216	54	santos	santo	NOUN
bracis-19056	216	55	,	,	PUNCT
bracis-19056	216	56	h.d.p	h.d.p	NOUN
bracis-19056	216	57	.	.	PROPN
bracis-19056	216	58	,	,	PUNCT
bracis-19056	216	59	tabalipa	tabalipa	PROPN
bracis-19056	216	60	,	,	PUNCT
bracis-19056	216	61	f.	f.	PROPN
bracis-19056	216	62	,	,	PUNCT
bracis-19056	216	63	vieira	vieira	PROPN
bracis-19056	216	64	,	,	PUNCT
bracis-19056	216	65	r.	r.	PROPN
bracis-19056	216	66	(	(	PUNCT
bracis-19056	216	67	2021	2021	NUM
bracis-19056	216	68	)	)	PUNCT
bracis-19056	216	69	.	.	PUNCT
bracis-19056	217	1	de	de	NOUN
bracis-19056	217	2	-	-	NOUN
bracis-19056	217	3	identification	identification	NOUN
bracis-19056	217	4	of	of	ADP
bracis-19056	217	5	clinical	clinical	ADJ
bracis-19056	217	6	notes	note	NOUN
bracis-19056	217	7	using	use	VERB
bracis-19056	217	8	contextualized	contextualized	ADJ
bracis-19056	217	9	language	language	NOUN
bracis-19056	217	10	models	model	NOUN
bracis-19056	217	11	and	and	CCONJ
bracis-19056	217	12	a	a	DET
bracis-19056	217	13	token	token	ADJ
bracis-19056	217	14	classifier	classifier	NOUN
bracis-19056	217	15	.	.	PUNCT
bracis-19056	218	1	in	in	ADP
bracis-19056	218	2	:	:	PUNCT
bracis-19056	218	3	britto	britto	PROPN
bracis-19056	218	4	,	,	PUNCT
bracis-19056	218	5	a.	a.	PROPN
bracis-19056	218	6	,	,	PUNCT
bracis-19056	218	7	valdivia	valdivia	PROPN
bracis-19056	218	8	delgado	delgado	PROPN
bracis-19056	218	9	,	,	PUNCT
bracis-19056	218	10	k.	k.	PROPN
bracis-19056	218	11	(	(	PUNCT
bracis-19056	218	12	eds	eds	PROPN
bracis-19056	218	13	)	)	PUNCT
bracis-19056	218	14	intelligent	intelligent	ADJ
bracis-19056	218	15	systems	system	NOUN
bracis-19056	218	16	.	.	PUNCT
bracis-19056	219	1	bracis	bracis	PROPN
bracis-19056	219	2	2021	2021	NUM
bracis-19056	219	3	.	.	PUNCT
bracis-19056	220	1	lecture	lecture	NOUN
bracis-19056	220	2	notes	note	NOUN
bracis-19056	220	3	in	in	ADP
bracis-19056	220	4	computer	computer	NOUN
bracis-19056	220	5	science	science	NOUN
bracis-19056	220	6	(	(	PUNCT
bracis-19056	220	7	)	)	PUNCT
bracis-19056	220	8	,	,	PUNCT
bracis-19056	220	9	vol	vol	NOUN
bracis-19056	220	10	13074	13074	NUM
bracis-19056	220	11	.	.	PUNCT
bracis-19056	221	1	springer	springer	NOUN
bracis-19056	221	2	,	,	PUNCT
bracis-19056	221	3	cham	cham	PROPN
bracis-19056	221	4	.	.	PUNCT
bracis-19056	222	1	https://doi.org/10.1007/978-3-030-91699-2_3	https://doi.org/10.1007/978-3-030-91699-2_3	NOUN
bracis-19056	222	2	download	download	NOUN
bracis-19056	222	3	citation	citation	NOUN
bracis-19056	222	4	.ris	.ris	PUNCT
bracis-19056	222	5	.enw	.enw	PROPN
bracis-19056	222	6	.bib	.bib	PUNCT
bracis-19056	223	1	doi	doi	PROPN
bracis-19056	223	2	:	:	PUNCT
bracis-19056	223	3	https://doi.org/10.1007/978-3-030-91699-2_3	https://doi.org/10.1007/978-3-030-91699-2_3	X
bracis-19056	223	4	published	publish	VERB
bracis-19056	223	5	:	:	PUNCT
bracis-19056	223	6	28	28	NUM
bracis-19056	223	7	november	november	PROPN
bracis-19056	223	8	2021	2021	NUM
bracis-19056	223	9	publisher	publisher	NOUN
bracis-19056	223	10	name	name	NOUN
bracis-19056	223	11	:	:	PUNCT
bracis-19056	223	12	springer	springer	NOUN
bracis-19056	223	13	,	,	PUNCT
bracis-19056	223	14	cham	cham	PROPN
bracis-19056	223	15	print	print	PROPN
bracis-19056	223	16	isbn	isbn	PROPN
bracis-19056	223	17	:	:	PUNCT
bracis-19056	223	18	978	978	NUM
bracis-19056	223	19	-	-	SYM
bracis-19056	223	20	3	3	NUM
bracis-19056	223	21	-	-	PUNCT
bracis-19056	223	22	030	030	NUM
bracis-19056	223	23	-	-	PUNCT
bracis-19056	223	24	91698	91698	NUM
bracis-19056	223	25	-	-	SYM
bracis-19056	223	26	5	5	NUM
bracis-19056	223	27	online	online	ADJ
bracis-19056	223	28	isbn	isbn	NOUN
bracis-19056	223	29	:	:	PUNCT
bracis-19056	223	30	978	978	NUM
bracis-19056	223	31	-	-	SYM
bracis-19056	223	32	3	3	NUM
bracis-19056	223	33	-	-	PUNCT
bracis-19056	223	34	030	030	NUM
bracis-19056	223	35	-	-	PUNCT
bracis-19056	223	36	91699	91699	NUM
bracis-19056	223	37	-	-	SYM
bracis-19056	223	38	2	2	NUM
bracis-19056	223	39	ebook	ebook	NOUN
bracis-19056	223	40	packages	package	NOUN
bracis-19056	223	41	:	:	PUNCT
bracis-19056	223	42	computer	computer	NOUN
bracis-19056	223	43	sciencecomputer	sciencecomputer	NOUN
bracis-19056	223	44	science	science	NOUN
bracis-19056	223	45	(	(	PUNCT
bracis-19056	223	46	r0	r0	NOUN
bracis-19056	223	47	)	)	PUNCT
bracis-19056	223	48	share	share	VERB
bracis-19056	223	49	this	this	DET
bracis-19056	223	50	paper	paper	NOUN
bracis-19056	223	51	anyone	anyone	PRON
bracis-19056	223	52	you	you	PRON
bracis-19056	223	53	share	share	VERB
bracis-19056	223	54	the	the	DET
bracis-19056	223	55	following	follow	VERB
bracis-19056	223	56	link	link	NOUN
bracis-19056	223	57	with	with	ADP
bracis-19056	223	58	will	will	AUX
bracis-19056	223	59	be	be	AUX
bracis-19056	223	60	able	able	ADJ
bracis-19056	223	61	to	to	PART
bracis-19056	223	62	read	read	VERB
bracis-19056	223	63	this	this	DET
bracis-19056	223	64	content	content	NOUN
bracis-19056	223	65	:	:	PUNCT
bracis-19056	223	66	get	get	VERB
bracis-19056	223	67	shareable	shareable	ADJ
bracis-19056	223	68	linksorry	linksorry	NOUN
bracis-19056	223	69	,	,	PUNCT
bracis-19056	223	70	a	a	DET
bracis-19056	223	71	shareable	shareable	ADJ
bracis-19056	223	72	link	link	NOUN
bracis-19056	223	73	is	be	AUX
bracis-19056	223	74	not	not	PART
bracis-19056	223	75	currently	currently	ADV
bracis-19056	223	76	available	available	ADJ
bracis-19056	223	77	for	for	ADP
bracis-19056	223	78	this	this	DET
bracis-19056	223	79	article	article	NOUN
bracis-19056	223	80	.	.	PUNCT
bracis-19056	224	1	copy	copy	VERB
bracis-19056	224	2	shareable	shareable	ADJ
bracis-19056	224	3	link	link	NOUN
bracis-19056	224	4	to	to	PART
bracis-19056	224	5	clipboard	clipboard	NOUN
bracis-19056	224	6	provided	provide	VERB
bracis-19056	224	7	by	by	ADP
bracis-19056	224	8	the	the	DET
bracis-19056	224	9	springer	springer	NOUN
bracis-19056	224	10	nature	nature	PROPN
bracis-19056	224	11	sharedit	sharedit	PROPN
bracis-19056	224	12	content	content	NOUN
bracis-19056	224	13	-	-	PUNCT
bracis-19056	224	14	sharing	share	VERB
bracis-19056	224	15	initiative	initiative	NOUN
bracis-19056	224	16	keywords	keyword	NOUN
bracis-19056	224	17	de	de	NOUN
bracis-19056	224	18	-	-	NOUN
bracis-19056	224	19	identification	identification	NOUN
bracis-19056	224	20	clinical	clinical	ADJ
bracis-19056	224	21	notes	note	NOUN
bracis-19056	224	22	language	language	NOUN
bracis-19056	224	23	model	model	NOUN
bracis-19056	224	24	token	token	VERB
bracis-19056	224	25	classifier	classifier	NOUN
bracis-19056	224	26	publish	publish	VERB
bracis-19056	224	27	with	with	ADP
bracis-19056	224	28	us	us	PROPN
bracis-19056	224	29	policies	policy	NOUN
bracis-19056	224	30	and	and	CCONJ
bracis-19056	224	31	ethics	ethic	NOUN
bracis-19056	224	32	profiles	profile	NOUN
bracis-19056	224	33	renata	renata	PROPN
bracis-19056	224	34	vieira	vieira	PROPN
bracis-19056	224	35	view	view	PROPN
bracis-19056	224	36	author	author	NOUN
bracis-19056	224	37	profile	profile	NOUN
bracis-19056	224	38	search	search	NOUN
bracis-19056	224	39	search	search	NOUN
bracis-19056	224	40	by	by	ADP
bracis-19056	224	41	keyword	keyword	NOUN
bracis-19056	224	42	or	or	CCONJ
bracis-19056	224	43	author	author	NOUN
bracis-19056	224	44	search	search	NOUN
bracis-19056	224	45	navigation	navigation	NOUN
bracis-19056	224	46	find	find	VERB
bracis-19056	224	47	a	a	DET
bracis-19056	224	48	journal	journal	NOUN
bracis-19056	224	49	publish	publish	VERB
bracis-19056	224	50	with	with	ADP
bracis-19056	224	51	us	we	PRON
bracis-19056	224	52	track	track	VERB
bracis-19056	224	53	your	your	PRON
bracis-19056	224	54	research	research	NOUN
bracis-19056	224	55	discover	discover	VERB
bracis-19056	224	56	content	content	NOUN
bracis-19056	224	57	journals	journal	NOUN
bracis-19056	224	58	a	a	DET
bracis-19056	224	59	-	-	PUNCT
bracis-19056	224	60	z	z	NOUN
bracis-19056	224	61	books	book	NOUN
bracis-19056	224	62	a	a	DET
bracis-19056	224	63	-	-	PUNCT
bracis-19056	224	64	z	z	NOUN
bracis-19056	224	65	publish	publish	NOUN
bracis-19056	224	66	with	with	ADP
bracis-19056	224	67	us	us	PROPN
bracis-19056	224	68	journal	journal	PROPN
bracis-19056	224	69	finder	finder	PROPN
bracis-19056	224	70	publish	publish	VERB
bracis-19056	224	71	your	your	PRON
bracis-19056	224	72	research	research	NOUN
bracis-19056	224	73	language	language	NOUN
bracis-19056	224	74	editing	edit	VERB
bracis-19056	224	75	open	open	ADJ
bracis-19056	224	76	access	access	NOUN
bracis-19056	224	77	publishing	publishing	NOUN
bracis-19056	224	78	products	product	NOUN
bracis-19056	224	79	and	and	CCONJ
bracis-19056	224	80	services	service	NOUN
bracis-19056	224	81	our	our	PRON
bracis-19056	224	82	products	product	NOUN
bracis-19056	224	83	librarians	librarian	VERB
bracis-19056	224	84	societies	society	NOUN
bracis-19056	224	85	partners	partner	NOUN
bracis-19056	224	86	and	and	CCONJ
bracis-19056	224	87	advertisers	advertiser	NOUN
bracis-19056	224	88	our	our	PRON
bracis-19056	224	89	brands	brand	NOUN
bracis-19056	224	90	springer	springer	NOUN
bracis-19056	224	91	nature	nature	PROPN
bracis-19056	224	92	portfolio	portfolio	PROPN
bracis-19056	224	93	bmc	bmc	PROPN
bracis-19056	224	94	palgrave	palgrave	PROPN
bracis-19056	224	95	macmillan	macmillan	PROPN
bracis-19056	224	96	apress	apress	PROPN
bracis-19056	224	97	discover	discover	VERB
bracis-19056	224	98	your	your	PRON
bracis-19056	224	99	privacy	privacy	NOUN
bracis-19056	224	100	choices	choice	NOUN
bracis-19056	224	101	/	/	SYM
bracis-19056	224	102	manage	manage	NOUN
bracis-19056	224	103	cookies	cookie	NOUN
bracis-19056	224	104	your	your	PRON
bracis-19056	224	105	us	us	PROPN
bracis-19056	225	1	state	state	NOUN
bracis-19056	225	2	privacy	privacy	NOUN
bracis-19056	225	3	rights	right	NOUN
bracis-19056	225	4	accessibility	accessibility	NOUN
bracis-19056	225	5	statement	statement	NOUN
bracis-19056	225	6	terms	term	NOUN
bracis-19056	225	7	and	and	CCONJ
bracis-19056	225	8	conditions	condition	NOUN
bracis-19056	225	9	privacy	privacy	NOUN
bracis-19056	225	10	policy	policy	NOUN
bracis-19056	225	11	help	help	NOUN
bracis-19056	225	12	and	and	CCONJ
bracis-19056	225	13	support	support	VERB
bracis-19056	225	14	legal	legal	ADJ
bracis-19056	225	15	notice	notice	NOUN
bracis-19056	225	16	cancel	cancel	VERB
bracis-19056	225	17	contracts	contract	NOUN
bracis-19056	225	18	here	here	ADV
bracis-19056	225	19	129.74.145.123	129.74.145.123	NUM
bracis-19056	225	20	hesburgh	hesburgh	PROPN
bracis-19056	225	21	library	library	PROPN
bracis-19056	225	22	er	er	INTJ
bracis-19056	225	23	unit	unit	NOUN
bracis-19056	225	24	(	(	PUNCT
bracis-19056	225	25	3005732405	3005732405	NUM
bracis-19056	225	26	)	)	PUNCT
bracis-19056	225	27	northeast	northeast	ADJ
bracis-19056	225	28	research	research	NOUN
bracis-19056	225	29	libraries	library	NOUN
bracis-19056	225	30	(	(	PUNCT
bracis-19056	225	31	nerl	nerl	PROPN
bracis-19056	225	32	)	)	PUNCT
bracis-19056	225	33	(	(	PUNCT
bracis-19056	225	34	8200828607	8200828607	NUM
bracis-19056	225	35	)	)	PUNCT
bracis-19056	225	36	nerl	nerl	VERB
bracis-19056	225	37	ta	ta	X
bracis-19056	225	38	account	account	NOUN
bracis-19056	225	39	(	(	PUNCT
bracis-19056	225	40	3006206169	3006206169	NUM
bracis-19056	225	41	)	)	PUNCT
bracis-19056	225	42	university	university	NOUN
bracis-19056	225	43	of	of	ADP
bracis-19056	225	44	notre	notre	PROPN
bracis-19056	225	45	dame	dame	PROPN
bracis-19056	225	46	hesburgh	hesburgh	PROPN
bracis-19056	225	47	library	library	NOUN
bracis-19056	225	48	(	(	PUNCT
bracis-19056	225	49	3000184373	3000184373	NUM
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