id	sid	tid	token	lemma	pos
bracis-19079	1	1	an	an	DET
bracis-19079	1	2	empirical	empirical	ADJ
bracis-19079	1	3	study	study	NOUN
bracis-19079	1	4	of	of	ADP
bracis-19079	1	5	text	text	NOUN
bracis-19079	1	6	features	feature	NOUN
bracis-19079	1	7	for	for	ADP
bracis-19079	1	8	identifying	identify	VERB
bracis-19079	1	9	subjective	subjective	ADJ
bracis-19079	1	10	sentences	sentence	NOUN
bracis-19079	1	11	in	in	ADP
bracis-19079	1	12	portuguese	portuguese	ADJ
bracis-19079	1	13	|	|	ADV
bracis-19079	1	14	springer	springer	NOUN
bracis-19079	1	15	nature	nature	PROPN
bracis-19079	1	16	link	link	PROPN
bracis-19079	1	17	(	(	PUNCT
bracis-19079	1	18	formerly	formerly	ADV
bracis-19079	1	19	springerlink	springerlink	NOUN
bracis-19079	1	20	)	)	PUNCT
bracis-19079	1	21	skip	skip	VERB
bracis-19079	1	22	to	to	ADP
bracis-19079	1	23	main	main	ADJ
bracis-19079	1	24	content	content	NOUN
bracis-19079	1	25	advertisement	advertisement	NOUN
bracis-19079	1	26	log	log	NOUN
bracis-19079	1	27	in	in	ADP
bracis-19079	1	28	menu	menu	NOUN
bracis-19079	1	29	find	find	VERB
bracis-19079	1	30	a	a	DET
bracis-19079	1	31	journal	journal	NOUN
bracis-19079	1	32	publish	publish	VERB
bracis-19079	1	33	with	with	ADP
bracis-19079	1	34	us	we	PRON
bracis-19079	1	35	track	track	VERB
bracis-19079	1	36	your	your	PRON
bracis-19079	1	37	research	research	NOUN
bracis-19079	1	38	search	search	NOUN
bracis-19079	1	39	cart	cart	NOUN
bracis-19079	1	40	home	home	NOUN
bracis-19079	1	41	intelligent	intelligent	ADJ
bracis-19079	1	42	systems	system	NOUN
bracis-19079	1	43	conference	conference	NOUN
bracis-19079	1	44	paper	paper	NOUN
bracis-19079	1	45	an	an	DET
bracis-19079	1	46	empirical	empirical	ADJ
bracis-19079	1	47	study	study	NOUN
bracis-19079	1	48	of	of	ADP
bracis-19079	1	49	text	text	NOUN
bracis-19079	1	50	features	feature	NOUN
bracis-19079	1	51	for	for	ADP
bracis-19079	1	52	identifying	identify	VERB
bracis-19079	1	53	subjective	subjective	ADJ
bracis-19079	1	54	sentences	sentence	NOUN
bracis-19079	1	55	in	in	ADP
bracis-19079	1	56	portuguese	portuguese	ADJ
bracis-19079	1	57	conference	conference	NOUN
bracis-19079	1	58	paper	paper	NOUN
bracis-19079	1	59	first	first	ADV
bracis-19079	1	60	online	online	ADV
bracis-19079	1	61	:	:	PUNCT
bracis-19079	1	62	28	28	NUM
bracis-19079	1	63	november	november	NOUN
bracis-19079	1	64	2021	2021	NUM
bracis-19079	2	1	pp	pp	ADP
bracis-19079	2	2	374–388	374–388	NUM
bracis-19079	2	3	cite	cite	VERB
bracis-19079	2	4	this	this	DET
bracis-19079	2	5	conference	conference	NOUN
bracis-19079	2	6	paper	paper	NOUN
bracis-19079	2	7	access	access	NOUN
bracis-19079	2	8	provided	provide	VERB
bracis-19079	2	9	by	by	ADP
bracis-19079	2	10	university	university	PROPN
bracis-19079	2	11	of	of	ADP
bracis-19079	2	12	notre	notre	PROPN
bracis-19079	2	13	dame	dame	PROPN
bracis-19079	2	14	hesburgh	hesburgh	PROPN
bracis-19079	2	15	library	library	PROPN
bracis-19079	2	16	download	download	PROPN
bracis-19079	2	17	book	book	NOUN
bracis-19079	2	18	pdf	pdf	PROPN
bracis-19079	2	19	download	download	NOUN
bracis-19079	2	20	book	book	NOUN
bracis-19079	2	21	epub	epub	PROPN
bracis-19079	2	22	intelligent	intelligent	ADJ
bracis-19079	2	23	systems	system	NOUN
bracis-19079	2	24	(	(	PUNCT
bracis-19079	2	25	bracis	bracis	NOUN
bracis-19079	2	26	2021	2021	NUM
bracis-19079	2	27	)	)	PUNCT
bracis-19079	2	28	an	an	DET
bracis-19079	2	29	empirical	empirical	ADJ
bracis-19079	2	30	study	study	NOUN
bracis-19079	2	31	of	of	ADP
bracis-19079	2	32	text	text	NOUN
bracis-19079	2	33	features	feature	NOUN
bracis-19079	2	34	for	for	ADP
bracis-19079	2	35	identifying	identify	VERB
bracis-19079	2	36	subjective	subjective	ADJ
bracis-19079	2	37	sentences	sentence	NOUN
bracis-19079	2	38	in	in	ADP
bracis-19079	2	39	portuguese	portuguese	ADJ
bracis-19079	2	40	download	download	NOUN
bracis-19079	2	41	book	book	NOUN
bracis-19079	2	42	pdf	pdf	PROPN
bracis-19079	2	43	download	download	NOUN
bracis-19079	2	44	book	book	PROPN
bracis-19079	2	45	epub	epub	PROPN
bracis-19079	2	46	miguel	miguel	PROPN
bracis-19079	2	47	de	de	PROPN
bracis-19079	2	48	oliveira10	oliveira10	PROPN
bracis-19079	2	49	&	&	CCONJ
bracis-19079	2	50	tiago	tiago	PROPN
bracis-19079	2	51	de	de	PROPN
bracis-19079	2	52	melo10	melo10	PROPN
bracis-19079	2	53	  	  	SPACE
bracis-19079	2	54	part	part	NOUN
bracis-19079	2	55	of	of	ADP
bracis-19079	2	56	the	the	DET
bracis-19079	2	57	book	book	NOUN
bracis-19079	2	58	series	series	NOUN
bracis-19079	2	59	:	:	PUNCT
bracis-19079	2	60	lecture	lecture	NOUN
bracis-19079	2	61	notes	note	NOUN
bracis-19079	2	62	in	in	ADP
bracis-19079	2	63	computer	computer	NOUN
bracis-19079	2	64	science	science	NOUN
bracis-19079	2	65	(	(	PUNCT
bracis-19079	2	66	(	(	PUNCT
bracis-19079	2	67	lnai	lnai	ADJ
bracis-19079	2	68	,	,	PUNCT
bracis-19079	2	69	volume	volume	NOUN
bracis-19079	2	70	13074	13074	NUM
bracis-19079	2	71	)	)	PUNCT
bracis-19079	2	72	)	)	PUNCT
bracis-19079	2	73	included	include	VERB
bracis-19079	2	74	in	in	ADP
bracis-19079	2	75	the	the	DET
bracis-19079	2	76	following	follow	VERB
bracis-19079	2	77	conference	conference	NOUN
bracis-19079	2	78	series	series	NOUN
bracis-19079	2	79	:	:	PUNCT
bracis-19079	2	80	brazilian	brazilian	ADJ
bracis-19079	2	81	conference	conference	NOUN
bracis-19079	2	82	on	on	ADP
bracis-19079	2	83	intelligent	intelligent	ADJ
bracis-19079	2	84	systems	system	NOUN
bracis-19079	2	85	1208	1208	NUM
bracis-19079	2	86	accesses	access	VERB
bracis-19079	2	87	3	3	NUM
bracis-19079	2	88	citations	citation	NOUN
bracis-19079	2	89	abstract	abstract	ADJ
bracis-19079	2	90	studies	study	NOUN
bracis-19079	2	91	in	in	ADP
bracis-19079	2	92	sentiment	sentiment	NOUN
bracis-19079	2	93	analysis	analysis	NOUN
bracis-19079	2	94	have	have	AUX
bracis-19079	2	95	examined	examine	VERB
bracis-19079	2	96	how	how	SCONJ
bracis-19079	2	97	different	different	ADJ
bracis-19079	2	98	features	feature	NOUN
bracis-19079	2	99	are	be	AUX
bracis-19079	2	100	effective	effective	ADJ
bracis-19079	2	101	in	in	ADP
bracis-19079	2	102	identifying	identify	VERB
bracis-19079	2	103	subjective	subjective	ADJ
bracis-19079	2	104	sentences	sentence	NOUN
bracis-19079	2	105	.	.	PUNCT
bracis-19079	3	1	several	several	ADJ
bracis-19079	3	2	studies	study	NOUN
bracis-19079	3	3	on	on	ADP
bracis-19079	3	4	sentiment	sentiment	NOUN
bracis-19079	3	5	analysis	analysis	NOUN
bracis-19079	3	6	exist	exist	VERB
bracis-19079	3	7	in	in	ADP
bracis-19079	3	8	the	the	DET
bracis-19079	3	9	literature	literature	NOUN
bracis-19079	3	10	that	that	PRON
bracis-19079	3	11	have	have	AUX
bracis-19079	3	12	already	already	ADV
bracis-19079	3	13	performed	perform	VERB
bracis-19079	3	14	some	some	DET
bracis-19079	3	15	evaluation	evaluation	NOUN
bracis-19079	3	16	of	of	ADP
bracis-19079	3	17	nlp	nlp	NOUN
bracis-19079	3	18	classifications	classification	NOUN
bracis-19079	3	19	.	.	PUNCT
bracis-19079	4	1	however	however	ADV
bracis-19079	4	2	,	,	PUNCT
bracis-19079	4	3	the	the	DET
bracis-19079	4	4	vast	vast	ADJ
bracis-19079	4	5	majority	majority	NOUN
bracis-19079	4	6	of	of	ADP
bracis-19079	4	7	them	they	PRON
bracis-19079	4	8	did	do	AUX
bracis-19079	4	9	not	not	PART
bracis-19079	4	10	handle	handle	VERB
bracis-19079	4	11	texts	text	NOUN
bracis-19079	4	12	in	in	ADP
bracis-19079	4	13	the	the	DET
bracis-19079	4	14	brazilian	brazilian	ADJ
bracis-19079	4	15	portuguese	portuguese	ADJ
bracis-19079	4	16	language	language	NOUN
bracis-19079	4	17	,	,	PUNCT
bracis-19079	4	18	and	and	CCONJ
bracis-19079	4	19	there	there	PRON
bracis-19079	4	20	is	be	VERB
bracis-19079	4	21	no	no	DET
bracis-19079	4	22	one	one	NOUN
bracis-19079	4	23	to	to	PART
bracis-19079	4	24	consider	consider	VERB
bracis-19079	4	25	the	the	DET
bracis-19079	4	26	combination	combination	NOUN
bracis-19079	4	27	of	of	ADP
bracis-19079	4	28	sets	set	NOUN
bracis-19079	4	29	of	of	ADP
bracis-19079	4	30	text	text	NOUN
bracis-19079	4	31	features	feature	NOUN
bracis-19079	4	32	of	of	ADP
bracis-19079	4	33	nlp	nlp	ADJ
bracis-19079	4	34	tasks	task	NOUN
bracis-19079	4	35	with	with	ADP
bracis-19079	4	36	classifiers	classifier	NOUN
bracis-19079	4	37	.	.	PUNCT
bracis-19079	5	1	therefore	therefore	ADV
bracis-19079	5	2	,	,	PUNCT
bracis-19079	5	3	in	in	ADP
bracis-19079	5	4	our	our	PRON
bracis-19079	5	5	investigation	investigation	NOUN
bracis-19079	5	6	,	,	PUNCT
bracis-19079	5	7	we	we	PRON
bracis-19079	5	8	combined	combine	VERB
bracis-19079	5	9	empirical	empirical	ADJ
bracis-19079	5	10	features	feature	NOUN
bracis-19079	5	11	to	to	PART
bracis-19079	5	12	identify	identify	VERB
bracis-19079	5	13	subjective	subjective	ADJ
bracis-19079	5	14	sentences	sentence	NOUN
bracis-19079	5	15	in	in	ADP
bracis-19079	5	16	portuguese	portuguese	NOUN
bracis-19079	5	17	and	and	CCONJ
bracis-19079	5	18	provide	provide	VERB
bracis-19079	5	19	a	a	DET
bracis-19079	5	20	comprehensive	comprehensive	ADJ
bracis-19079	5	21	analysis	analysis	NOUN
bracis-19079	5	22	of	of	ADP
bracis-19079	5	23	each	each	DET
bracis-19079	5	24	set	set	NOUN
bracis-19079	5	25	of	of	ADP
bracis-19079	5	26	features	feature	NOUN
bracis-19079	5	27	’	'	PUNCT
bracis-19079	5	28	relative	relative	ADJ
bracis-19079	5	29	importance	importance	NOUN
bracis-19079	5	30	using	use	VERB
bracis-19079	5	31	a	a	DET
bracis-19079	5	32	representative	representative	ADJ
bracis-19079	5	33	set	set	NOUN
bracis-19079	5	34	of	of	ADP
bracis-19079	5	35	user	user	NOUN
bracis-19079	5	36	reviews	review	NOUN
bracis-19079	5	37	.	.	PUNCT
bracis-19079	6	1	access	access	NOUN
bracis-19079	6	2	provided	provide	VERB
bracis-19079	6	3	by	by	ADP
bracis-19079	6	4	university	university	PROPN
bracis-19079	6	5	of	of	ADP
bracis-19079	6	6	notre	notre	PROPN
bracis-19079	6	7	dame	dame	PROPN
bracis-19079	6	8	hesburgh	hesburgh	PROPN
bracis-19079	6	9	library	library	PROPN
bracis-19079	6	10	.	.	PUNCT
bracis-19079	7	1	download	download	PROPN
bracis-19079	7	2	conference	conference	NOUN
bracis-19079	7	3	paper	paper	NOUN
bracis-19079	7	4	pdf	pdf	NOUN
bracis-19079	7	5	similar	similar	ADJ
bracis-19079	7	6	content	content	NOUN
bracis-19079	7	7	being	be	AUX
bracis-19079	7	8	viewed	view	VERB
bracis-19079	7	9	by	by	ADP
bracis-19079	7	10	others	other	NOUN
bracis-19079	7	11	evaluating	evaluate	VERB
bracis-19079	7	12	methods	method	NOUN
bracis-19079	7	13	of	of	ADP
bracis-19079	7	14	different	different	ADJ
bracis-19079	7	15	paradigms	paradigm	NOUN
bracis-19079	7	16	for	for	ADP
bracis-19079	7	17	subjectivity	subjectivity	NOUN
bracis-19079	7	18	classification	classification	NOUN
bracis-19079	7	19	in	in	ADP
bracis-19079	7	20	portuguese	portuguese	ADJ
bracis-19079	7	21	chapter	chapter	NOUN
bracis-19079	7	22	©	©	PROPN
bracis-19079	7	23	2020	2020	NUM
bracis-19079	7	24	a	a	DET
bracis-19079	7	25	survey	survey	NOUN
bracis-19079	7	26	of	of	ADP
bracis-19079	7	27	sentiment	sentiment	NOUN
bracis-19079	7	28	analysis	analysis	NOUN
bracis-19079	7	29	in	in	ADP
bracis-19079	7	30	the	the	DET
bracis-19079	7	31	portuguese	portuguese	ADJ
bracis-19079	7	32	language	language	NOUN
bracis-19079	7	33	article	article	NOUN
bracis-19079	7	34	06	06	NUM
bracis-19079	7	35	july	july	PROPN
bracis-19079	7	36	2020	2020	NUM
bracis-19079	7	37	natural	natural	ADJ
bracis-19079	7	38	language	language	NOUN
bracis-19079	7	39	processing	processing	NOUN
bracis-19079	7	40	techniques	technique	NOUN
bracis-19079	7	41	for	for	ADP
bracis-19079	7	42	 	 	SPACE
bracis-19079	7	43	hate	hate	NOUN
bracis-19079	7	44	speech	speech	NOUN
bracis-19079	7	45	evaluation	evaluation	NOUN
bracis-19079	7	46	for	for	ADP
bracis-19079	7	47	 	 	SPACE
bracis-19079	7	48	brazilian	brazilian	ADJ
bracis-19079	7	49	portuguese	portuguese	ADJ
bracis-19079	7	50	chapter	chapter	NOUN
bracis-19079	7	51	©	©	PROPN
bracis-19079	7	52	2023	2023	NUM
bracis-19079	7	53	explore	explore	VERB
bracis-19079	7	54	related	relate	VERB
bracis-19079	7	55	subjects	subject	NOUN
bracis-19079	7	56	discover	discover	VERB
bracis-19079	7	57	the	the	DET
bracis-19079	7	58	latest	late	ADJ
bracis-19079	7	59	articles	article	NOUN
bracis-19079	7	60	,	,	PUNCT
bracis-19079	7	61	books	book	NOUN
bracis-19079	7	62	and	and	CCONJ
bracis-19079	7	63	news	news	NOUN
bracis-19079	7	64	in	in	ADP
bracis-19079	7	65	related	related	ADJ
bracis-19079	7	66	subjects	subject	NOUN
bracis-19079	7	67	,	,	PUNCT
bracis-19079	7	68	suggested	suggest	VERB
bracis-19079	7	69	using	use	VERB
bracis-19079	7	70	machine	machine	NOUN
bracis-19079	7	71	learning	learning	NOUN
bracis-19079	7	72	.	.	PUNCT
bracis-19079	8	1	computational	computational	ADJ
bracis-19079	8	2	linguistics	linguistics	PROPN
bracis-19079	8	3	corpus	corpus	PROPN
bracis-19079	8	4	linguistics	linguistics	PROPN
bracis-19079	8	5	language	language	NOUN
bracis-19079	8	6	processing	processing	NOUN
bracis-19079	8	7	linguistics	linguistic	NOUN
bracis-19079	8	8	machine	machine	NOUN
bracis-19079	8	9	translation	translation	NOUN
bracis-19079	8	10	natural	natural	ADJ
bracis-19079	8	11	language	language	NOUN
bracis-19079	8	12	processing	processing	NOUN
bracis-19079	8	13	(	(	PUNCT
bracis-19079	8	14	nlp	nlp	NOUN
bracis-19079	8	15	)	)	PUNCT
bracis-19079	8	16	1	1	NUM
bracis-19079	8	17	introduction	introduction	NOUN
bracis-19079	8	18	a	a	DET
bracis-19079	8	19	vast	vast	ADJ
bracis-19079	8	20	quantity	quantity	NOUN
bracis-19079	8	21	of	of	ADP
bracis-19079	8	22	user	user	NOUN
bracis-19079	8	23	reviews	review	NOUN
bracis-19079	8	24	is	be	AUX
bracis-19079	8	25	constantly	constantly	ADV
bracis-19079	8	26	published	publish	VERB
bracis-19079	8	27	on	on	ADP
bracis-19079	8	28	the	the	DET
bracis-19079	8	29	web	web	NOUN
bracis-19079	8	30	every	every	DET
bracis-19079	8	31	day	day	NOUN
bracis-19079	8	32	in	in	ADP
bracis-19079	8	33	recent	recent	ADJ
bracis-19079	8	34	years	year	NOUN
bracis-19079	8	35	,	,	PUNCT
bracis-19079	8	36	thanks	thank	NOUN
bracis-19079	8	37	to	to	ADP
bracis-19079	8	38	the	the	DET
bracis-19079	8	39	rapid	rapid	ADJ
bracis-19079	8	40	development	development	NOUN
bracis-19079	8	41	of	of	ADP
bracis-19079	8	42	social	social	ADJ
bracis-19079	8	43	media	medium	NOUN
bracis-19079	8	44	.	.	PUNCT
bracis-19079	9	1	these	these	DET
bracis-19079	9	2	reviews	review	NOUN
bracis-19079	9	3	assist	assist	VERB
bracis-19079	9	4	other	other	ADJ
bracis-19079	9	5	users	user	NOUN
bracis-19079	9	6	in	in	ADP
bracis-19079	9	7	making	make	VERB
bracis-19079	9	8	decisions	decision	NOUN
bracis-19079	9	9	,	,	PUNCT
bracis-19079	9	10	such	such	ADJ
bracis-19079	9	11	as	as	ADP
bracis-19079	9	12	purchasing	purchase	VERB
bracis-19079	9	13	new	new	ADJ
bracis-19079	9	14	products	product	NOUN
bracis-19079	9	15	,	,	PUNCT
bracis-19079	9	16	as	as	SCONJ
bracis-19079	9	17	they	they	PRON
bracis-19079	9	18	are	be	AUX
bracis-19079	9	19	also	also	ADV
bracis-19079	9	20	useful	useful	ADJ
bracis-19079	9	21	for	for	SCONJ
bracis-19079	9	22	companies	company	NOUN
bracis-19079	9	23	to	to	PART
bracis-19079	9	24	improve	improve	VERB
bracis-19079	9	25	their	their	PRON
bracis-19079	9	26	products	product	NOUN
bracis-19079	9	27	.	.	PUNCT
bracis-19079	10	1	sentiment	sentiment	NOUN
bracis-19079	10	2	analysis	analysis	NOUN
bracis-19079	10	3	(	(	PUNCT
bracis-19079	10	4	sa	sa	NOUN
bracis-19079	10	5	)	)	PUNCT
bracis-19079	10	6	is	be	AUX
bracis-19079	10	7	an	an	DET
bracis-19079	10	8	area	area	NOUN
bracis-19079	10	9	of	of	ADP
bracis-19079	10	10	study	study	NOUN
bracis-19079	10	11	that	that	PRON
bracis-19079	10	12	aims	aim	VERB
bracis-19079	10	13	to	to	PART
bracis-19079	10	14	find	find	VERB
bracis-19079	10	15	computational	computational	ADJ
bracis-19079	10	16	techniques	technique	NOUN
bracis-19079	10	17	to	to	PART
bracis-19079	10	18	extract	extract	VERB
bracis-19079	10	19	and	and	CCONJ
bracis-19079	10	20	analyze	analyze	VERB
bracis-19079	10	21	people	people	NOUN
bracis-19079	10	22	’s	’s	PART
bracis-19079	10	23	opinions	opinion	NOUN
bracis-19079	10	24	and	and	CCONJ
bracis-19079	10	25	to	to	PART
bracis-19079	10	26	identify	identify	VERB
bracis-19079	10	27	the	the	DET
bracis-19079	10	28	sentiment	sentiment	NOUN
bracis-19079	10	29	expressed	express	VERB
bracis-19079	10	30	in	in	ADP
bracis-19079	10	31	those	those	DET
bracis-19079	10	32	opinions	opinion	NOUN
bracis-19079	10	33	.	.	PUNCT
bracis-19079	11	1	subjectivity	subjectivity	NOUN
bracis-19079	11	2	identification	identification	NOUN
bracis-19079	11	3	is	be	AUX
bracis-19079	11	4	an	an	DET
bracis-19079	11	5	essential	essential	ADJ
bracis-19079	11	6	task	task	NOUN
bracis-19079	11	7	of	of	ADP
bracis-19079	11	8	sa	sa	NOUN
bracis-19079	11	9	because	because	SCONJ
bracis-19079	11	10	most	most	ADJ
bracis-19079	11	11	polarity	polarity	NOUN
bracis-19079	11	12	detection	detection	NOUN
bracis-19079	11	13	tools	tool	NOUN
bracis-19079	11	14	are	be	AUX
bracis-19079	11	15	optimized	optimize	VERB
bracis-19079	11	16	for	for	ADP
bracis-19079	11	17	distinguishing	distinguish	VERB
bracis-19079	11	18	between	between	ADP
bracis-19079	11	19	positive	positive	ADJ
bracis-19079	11	20	and	and	CCONJ
bracis-19079	11	21	negative	negative	ADJ
bracis-19079	11	22	texts	text	NOUN
bracis-19079	11	23	.	.	PUNCT
bracis-19079	12	1	subjectivity	subjectivity	NOUN
bracis-19079	12	2	identification	identification	NOUN
bracis-19079	12	3	hence	hence	ADV
bracis-19079	12	4	ensures	ensure	VERB
bracis-19079	12	5	that	that	SCONJ
bracis-19079	12	6	factual	factual	ADJ
bracis-19079	12	7	information	information	NOUN
bracis-19079	12	8	is	be	AUX
bracis-19079	12	9	filtered	filter	VERB
bracis-19079	12	10	out	out	ADP
bracis-19079	12	11	and	and	CCONJ
bracis-19079	12	12	only	only	ADV
bracis-19079	12	13	opinionated	opinionated	ADJ
bracis-19079	12	14	information	information	NOUN
bracis-19079	12	15	is	be	AUX
bracis-19079	12	16	passed	pass	VERB
bracis-19079	12	17	on	on	ADP
bracis-19079	12	18	to	to	ADP
bracis-19079	12	19	the	the	DET
bracis-19079	12	20	polarity	polarity	NOUN
bracis-19079	12	21	classifier	classifier	NOUN
bracis-19079	12	22	 	 	SPACE
bracis-19079	13	1	[	[	X
bracis-19079	13	2	9	9	NUM
bracis-19079	13	3	]	]	PUNCT
bracis-19079	13	4	.	.	PUNCT
bracis-19079	14	1	several	several	ADJ
bracis-19079	14	2	studies	study	NOUN
bracis-19079	14	3	have	have	AUX
bracis-19079	14	4	demonstrated	demonstrate	VERB
bracis-19079	14	5	that	that	SCONJ
bracis-19079	14	6	information	information	NOUN
bracis-19079	14	7	provided	provide	VERB
bracis-19079	14	8	by	by	ADP
bracis-19079	14	9	some	some	DET
bracis-19079	14	10	textual	textual	ADJ
bracis-19079	14	11	features	feature	NOUN
bracis-19079	14	12	is	be	AUX
bracis-19079	14	13	valuable	valuable	ADJ
bracis-19079	14	14	for	for	ADP
bracis-19079	14	15	sentiment	sentiment	NOUN
bracis-19079	14	16	classification	classification	NOUN
bracis-19079	14	17	 	 	SPACE
bracis-19079	15	1	[	[	X
bracis-19079	15	2	2	2	NUM
bracis-19079	15	3	,	,	PUNCT
bracis-19079	15	4	11	11	NUM
bracis-19079	15	5	,	,	PUNCT
bracis-19079	15	6	20	20	NUM
bracis-19079	15	7	]	]	PUNCT
bracis-19079	15	8	.	.	PUNCT
bracis-19079	16	1	many	many	ADJ
bracis-19079	16	2	types	type	NOUN
bracis-19079	16	3	of	of	ADP
bracis-19079	16	4	text	text	NOUN
bracis-19079	16	5	features	feature	NOUN
bracis-19079	16	6	have	have	AUX
bracis-19079	16	7	been	be	AUX
bracis-19079	16	8	proposed	propose	VERB
bracis-19079	16	9	and	and	CCONJ
bracis-19079	16	10	evaluated	evaluate	VERB
bracis-19079	16	11	in	in	ADP
bracis-19079	16	12	the	the	DET
bracis-19079	16	13	literature	literature	NOUN
bracis-19079	16	14	,	,	PUNCT
bracis-19079	16	15	such	such	ADJ
bracis-19079	16	16	as	as	ADP
bracis-19079	16	17	syntactic	syntactic	ADJ
bracis-19079	16	18	features	feature	NOUN
bracis-19079	16	19	and	and	CCONJ
bracis-19079	16	20	part	part	NOUN
bracis-19079	16	21	-	-	PUNCT
bracis-19079	16	22	of	of	ADP
bracis-19079	16	23	-	-	PUNCT
bracis-19079	16	24	speech	speech	NOUN
bracis-19079	16	25	features	feature	NOUN
bracis-19079	16	26	.	.	PUNCT
bracis-19079	17	1	sa	sa	PROPN
bracis-19079	17	2	for	for	ADP
bracis-19079	17	3	the	the	DET
bracis-19079	17	4	english	english	ADJ
bracis-19079	17	5	language	language	NOUN
bracis-19079	17	6	is	be	AUX
bracis-19079	17	7	well	well	ADV
bracis-19079	17	8	advanced	advanced	ADJ
bracis-19079	17	9	.	.	PUNCT
bracis-19079	18	1	however	however	ADV
bracis-19079	18	2	,	,	PUNCT
bracis-19079	18	3	the	the	DET
bracis-19079	18	4	linguistic	linguistic	ADJ
bracis-19079	18	5	resources	resource	NOUN
bracis-19079	18	6	available	available	ADJ
bracis-19079	18	7	for	for	ADP
bracis-19079	18	8	sentiment	sentiment	NOUN
bracis-19079	18	9	analysis	analysis	NOUN
bracis-19079	18	10	in	in	ADP
bracis-19079	18	11	other	other	ADJ
bracis-19079	18	12	languages	language	NOUN
bracis-19079	18	13	are	be	AUX
bracis-19079	18	14	still	still	ADV
bracis-19079	18	15	limited	limited	ADJ
bracis-19079	18	16	 	 	SPACE
bracis-19079	19	1	[	[	X
bracis-19079	19	2	23	23	NUM
bracis-19079	19	3	]	]	PUNCT
bracis-19079	19	4	.	.	PUNCT
bracis-19079	20	1	portuguese	portuguese	PROPN
bracis-19079	20	2	is	be	AUX
bracis-19079	20	3	one	one	NUM
bracis-19079	20	4	of	of	ADP
bracis-19079	20	5	the	the	DET
bracis-19079	20	6	languages	language	NOUN
bracis-19079	20	7	with	with	ADP
bracis-19079	20	8	few	few	ADJ
bracis-19079	20	9	linguistic	linguistic	ADJ
bracis-19079	20	10	resources	resource	NOUN
bracis-19079	20	11	available	available	ADJ
bracis-19079	20	12	,	,	PUNCT
bracis-19079	20	13	despite	despite	SCONJ
bracis-19079	20	14	being	be	AUX
bracis-19079	20	15	among	among	ADP
bracis-19079	20	16	the	the	DET
bracis-19079	20	17	top	top	ADJ
bracis-19079	20	18	five	five	NUM
bracis-19079	20	19	languages	language	NOUN
bracis-19079	20	20	used	use	VERB
bracis-19079	20	21	online	online	ADV
bracis-19079	20	22	.	.	PUNCT
bracis-19079	21	1	thus	thus	ADV
bracis-19079	21	2	,	,	PUNCT
bracis-19079	21	3	the	the	DET
bracis-19079	21	4	small	small	ADJ
bracis-19079	21	5	number	number	NOUN
bracis-19079	21	6	of	of	ADP
bracis-19079	21	7	specific	specific	ADJ
bracis-19079	21	8	works	work	NOUN
bracis-19079	21	9	and	and	CCONJ
bracis-19079	21	10	resources	resource	NOUN
bracis-19079	21	11	for	for	ADP
bracis-19079	21	12	portuguese	portuguese	ADJ
bracis-19079	21	13	-	-	PUNCT
bracis-19079	21	14	focused	focus	VERB
bracis-19079	21	15	sentiment	sentiment	NOUN
bracis-19079	21	16	analysis	analysis	NOUN
bracis-19079	21	17	provides	provide	VERB
bracis-19079	21	18	a	a	DET
bracis-19079	21	19	scenario	scenario	NOUN
bracis-19079	21	20	with	with	ADP
bracis-19079	21	21	great	great	ADJ
bracis-19079	21	22	challenges	challenge	NOUN
bracis-19079	21	23	and	and	CCONJ
bracis-19079	21	24	opportunities	opportunity	NOUN
bracis-19079	21	25	.	.	PUNCT
bracis-19079	22	1	given	give	VERB
bracis-19079	22	2	this	this	DET
bracis-19079	22	3	scenario	scenario	NOUN
bracis-19079	22	4	,	,	PUNCT
bracis-19079	22	5	our	our	PRON
bracis-19079	22	6	study	study	NOUN
bracis-19079	22	7	aims	aim	VERB
bracis-19079	22	8	to	to	PART
bracis-19079	22	9	present	present	VERB
bracis-19079	22	10	research	research	NOUN
bracis-19079	22	11	regarding	regard	VERB
bracis-19079	22	12	the	the	DET
bracis-19079	22	13	use	use	NOUN
bracis-19079	22	14	of	of	ADP
bracis-19079	22	15	machine	machine	NOUN
bracis-19079	22	16	learning	learn	VERB
bracis-19079	22	17	algorithms	algorithm	NOUN
bracis-19079	22	18	for	for	ADP
bracis-19079	22	19	subjectivity	subjectivity	NOUN
bracis-19079	22	20	identification	identification	NOUN
bracis-19079	22	21	of	of	ADP
bracis-19079	22	22	user	user	NOUN
bracis-19079	22	23	reviews	review	NOUN
bracis-19079	22	24	published	publish	VERB
bracis-19079	22	25	in	in	ADP
bracis-19079	22	26	portuguese	portuguese	PROPN
bracis-19079	22	27	.	.	PUNCT
bracis-19079	23	1	in	in	ADP
bracis-19079	23	2	addition	addition	NOUN
bracis-19079	23	3	,	,	PUNCT
bracis-19079	23	4	we	we	PRON
bracis-19079	23	5	will	will	AUX
bracis-19079	23	6	also	also	ADV
bracis-19079	23	7	investigate	investigate	VERB
bracis-19079	23	8	which	which	DET
bracis-19079	23	9	text	text	NOUN
bracis-19079	23	10	features	feature	NOUN
bracis-19079	23	11	are	be	AUX
bracis-19079	23	12	more	more	ADV
bracis-19079	23	13	important	important	ADJ
bracis-19079	23	14	to	to	PART
bracis-19079	23	15	address	address	VERB
bracis-19079	23	16	during	during	ADP
bracis-19079	23	17	this	this	DET
bracis-19079	23	18	task	task	NOUN
bracis-19079	23	19	.	.	PUNCT
bracis-19079	24	1	in	in	ADP
bracis-19079	24	2	particular	particular	ADJ
bracis-19079	24	3	,	,	PUNCT
bracis-19079	24	4	we	we	PRON
bracis-19079	24	5	will	will	AUX
bracis-19079	24	6	show	show	VERB
bracis-19079	24	7	that	that	SCONJ
bracis-19079	24	8	certain	certain	ADJ
bracis-19079	24	9	features	feature	NOUN
bracis-19079	24	10	play	play	VERB
bracis-19079	24	11	a	a	DET
bracis-19079	24	12	more	more	ADV
bracis-19079	24	13	important	important	ADJ
bracis-19079	24	14	role	role	NOUN
bracis-19079	24	15	than	than	ADP
bracis-19079	24	16	others	other	NOUN
bracis-19079	24	17	under	under	ADP
bracis-19079	24	18	different	different	ADJ
bracis-19079	24	19	circumstances	circumstance	NOUN
bracis-19079	24	20	.	.	PUNCT
bracis-19079	25	1	in	in	ADP
bracis-19079	25	2	this	this	DET
bracis-19079	25	3	way	way	NOUN
bracis-19079	25	4	,	,	PUNCT
bracis-19079	25	5	this	this	DET
bracis-19079	25	6	work	work	NOUN
bracis-19079	25	7	contributes	contribute	VERB
bracis-19079	25	8	to	to	ADP
bracis-19079	25	9	an	an	DET
bracis-19079	25	10	analysis	analysis	NOUN
bracis-19079	25	11	of	of	ADP
bracis-19079	25	12	these	these	DET
bracis-19079	25	13	combinations	combination	NOUN
bracis-19079	25	14	for	for	ADP
bracis-19079	25	15	the	the	DET
bracis-19079	25	16	sa	sa	PROPN
bracis-19079	25	17	task	task	NOUN
bracis-19079	25	18	from	from	ADP
bracis-19079	25	19	texts	text	NOUN
bracis-19079	25	20	written	write	VERB
bracis-19079	25	21	in	in	ADP
bracis-19079	25	22	the	the	DET
bracis-19079	25	23	portuguese	portuguese	ADJ
bracis-19079	25	24	language	language	NOUN
bracis-19079	25	25	,	,	PUNCT
bracis-19079	25	26	with	with	ADP
bracis-19079	25	27	the	the	DET
bracis-19079	25	28	objective	objective	NOUN
bracis-19079	25	29	of	of	ADP
bracis-19079	25	30	answering	answer	VERB
bracis-19079	25	31	the	the	DET
bracis-19079	25	32	following	follow	VERB
bracis-19079	25	33	research	research	NOUN
bracis-19079	25	34	questions	question	NOUN
bracis-19079	25	35	:	:	PUNCT
bracis-19079	25	36	rq1	rq1	NOUN
bracis-19079	25	37	:	:	PUNCT
bracis-19079	25	38	is	be	AUX
bracis-19079	25	39	there	there	PRON
bracis-19079	25	40	a	a	DET
bracis-19079	25	41	single	single	ADJ
bracis-19079	25	42	machine	machine	NOUN
bracis-19079	25	43	learning	learn	VERB
bracis-19079	25	44	algorithm	algorithm	NOUN
bracis-19079	25	45	for	for	ADP
bracis-19079	25	46	subjectivity	subjectivity	NOUN
bracis-19079	25	47	identification	identification	NOUN
bracis-19079	25	48	that	that	PRON
bracis-19079	25	49	is	be	AUX
bracis-19079	25	50	always	always	ADV
bracis-19079	25	51	the	the	DET
bracis-19079	25	52	best	good	ADJ
bracis-19079	25	53	for	for	ADP
bracis-19079	25	54	a	a	DET
bracis-19079	25	55	diversified	diversified	ADJ
bracis-19079	25	56	set	set	NOUN
bracis-19079	25	57	of	of	ADP
bracis-19079	25	58	datasets	dataset	NOUN
bracis-19079	25	59	?	?	PUNCT
bracis-19079	26	1	rq2	rq2	NOUN
bracis-19079	26	2	:	:	PUNCT
bracis-19079	26	3	given	give	VERB
bracis-19079	26	4	a	a	DET
bracis-19079	26	5	set	set	NOUN
bracis-19079	26	6	of	of	ADP
bracis-19079	26	7	feature	feature	NOUN
bracis-19079	26	8	groups	group	NOUN
bracis-19079	26	9	,	,	PUNCT
bracis-19079	26	10	is	be	AUX
bracis-19079	26	11	there	there	PRON
bracis-19079	26	12	a	a	DET
bracis-19079	26	13	group	group	NOUN
bracis-19079	26	14	that	that	PRON
bracis-19079	26	15	is	be	AUX
bracis-19079	26	16	always	always	ADV
bracis-19079	26	17	the	the	DET
bracis-19079	26	18	best	good	ADJ
bracis-19079	26	19	regardless	regardless	ADV
bracis-19079	26	20	of	of	ADP
bracis-19079	26	21	the	the	DET
bracis-19079	26	22	algorithm	algorithm	NOUN
bracis-19079	26	23	used	use	VERB
bracis-19079	26	24	?	?	PUNCT
bracis-19079	27	1	rq3	rq3	NOUN
bracis-19079	27	2	:	:	PUNCT
bracis-19079	27	3	how	how	SCONJ
bracis-19079	27	4	do	do	AUX
bracis-19079	27	5	different	different	ADJ
bracis-19079	27	6	feature	feature	NOUN
bracis-19079	27	7	combinations	combination	NOUN
bracis-19079	27	8	affect	affect	VERB
bracis-19079	27	9	the	the	DET
bracis-19079	27	10	predictive	predictive	ADJ
bracis-19079	27	11	performance	performance	NOUN
bracis-19079	27	12	of	of	ADP
bracis-19079	27	13	a	a	DET
bracis-19079	27	14	classifier	classifier	NOUN
bracis-19079	27	15	?	?	PUNCT
bracis-19079	28	1	we	we	PRON
bracis-19079	28	2	carried	carry	VERB
bracis-19079	28	3	out	out	ADP
bracis-19079	28	4	an	an	DET
bracis-19079	28	5	exhaustive	exhaustive	ADJ
bracis-19079	28	6	evaluation	evaluation	NOUN
bracis-19079	28	7	of	of	ADP
bracis-19079	28	8	combinations	combination	NOUN
bracis-19079	28	9	considering	consider	VERB
bracis-19079	28	10	five	five	NUM
bracis-19079	28	11	classifiers	classifier	NOUN
bracis-19079	28	12	for	for	ADP
bracis-19079	28	13	four	four	NUM
bracis-19079	28	14	sentiment	sentiment	NOUN
bracis-19079	28	15	analysis	analysis	NOUN
bracis-19079	28	16	datasets	dataset	NOUN
bracis-19079	28	17	in	in	ADP
bracis-19079	28	18	the	the	DET
bracis-19079	28	19	brazilian	brazilian	ADJ
bracis-19079	28	20	portuguese	portuguese	ADJ
bracis-19079	28	21	language	language	NOUN
bracis-19079	28	22	,	,	PUNCT
bracis-19079	28	23	with	with	ADP
bracis-19079	28	24	the	the	DET
bracis-19079	28	25	aim	aim	NOUN
bracis-19079	28	26	being	be	AUX
bracis-19079	28	27	to	to	PART
bracis-19079	28	28	answer	answer	VERB
bracis-19079	28	29	these	these	DET
bracis-19079	28	30	research	research	NOUN
bracis-19079	28	31	questions	question	NOUN
bracis-19079	28	32	.	.	PUNCT
bracis-19079	29	1	we	we	PRON
bracis-19079	29	2	chose	choose	VERB
bracis-19079	29	3	four	four	NUM
bracis-19079	29	4	well	well	ADV
bracis-19079	29	5	-	-	PUNCT
bracis-19079	29	6	known	know	VERB
bracis-19079	29	7	algorithms	algorithm	NOUN
bracis-19079	29	8	used	use	VERB
bracis-19079	29	9	in	in	ADP
bracis-19079	29	10	text	text	NOUN
bracis-19079	29	11	classification	classification	NOUN
bracis-19079	29	12	:	:	PUNCT
bracis-19079	29	13	gradient	gradient	NOUN
bracis-19079	29	14	boosting	boost	VERB
bracis-19079	29	15	trees	tree	NOUN
bracis-19079	29	16	(	(	PUNCT
bracis-19079	29	17	gbt	gbt	PROPN
bracis-19079	29	18	)	)	PUNCT
bracis-19079	29	19	,	,	PUNCT
bracis-19079	29	20	maximum	maximum	PROPN
bracis-19079	29	21	entropy	entropy	X
bracis-19079	29	22	(	(	PUNCT
bracis-19079	29	23	me	i	PRON
bracis-19079	29	24	)	)	PUNCT
bracis-19079	29	25	,	,	PUNCT
bracis-19079	29	26	random	random	ADJ
bracis-19079	29	27	forest	forest	NOUN
bracis-19079	29	28	(	(	PUNCT
bracis-19079	29	29	rf	rf	NOUN
bracis-19079	29	30	)	)	PUNCT
bracis-19079	29	31	,	,	PUNCT
bracis-19079	29	32	and	and	CCONJ
bracis-19079	29	33	support	support	VERB
bracis-19079	29	34	vector	vector	NOUN
bracis-19079	29	35	machine	machine	NOUN
bracis-19079	29	36	(	(	PUNCT
bracis-19079	29	37	svm	svm	PROPN
bracis-19079	29	38	)	)	PUNCT
bracis-19079	29	39	.	.	PUNCT
bracis-19079	30	1	we	we	PRON
bracis-19079	30	2	also	also	ADV
bracis-19079	30	3	used	use	VERB
bracis-19079	30	4	automl	automl	PROPN
bracis-19079	30	5	,	,	PUNCT
bracis-19079	30	6	a	a	DET
bracis-19079	30	7	machine	machine	NOUN
bracis-19079	30	8	learning	learn	VERB
bracis-19079	30	9	algorithm	algorithm	NOUN
bracis-19079	30	10	where	where	SCONJ
bracis-19079	30	11	the	the	DET
bracis-19079	30	12	model	model	NOUN
bracis-19079	30	13	finds	find	VERB
bracis-19079	30	14	the	the	DET
bracis-19079	30	15	solution	solution	NOUN
bracis-19079	30	16	to	to	ADP
bracis-19079	30	17	the	the	DET
bracis-19079	30	18	given	give	VERB
bracis-19079	30	19	data	datum	NOUN
bracis-19079	30	20	and	and	CCONJ
bracis-19079	30	21	produces	produce	VERB
bracis-19079	30	22	results	result	NOUN
bracis-19079	30	23	automatically	automatically	ADV
bracis-19079	30	24	.	.	PUNCT
bracis-19079	31	1	specifically	specifically	ADV
bracis-19079	31	2	,	,	PUNCT
bracis-19079	31	3	we	we	PRON
bracis-19079	31	4	used	use	VERB
bracis-19079	31	5	autogluonfootnote	autogluonfootnote	NOUN
bracis-19079	31	6	1	1	NUM
bracis-19079	31	7	because	because	SCONJ
bracis-19079	31	8	it	it	PRON
bracis-19079	31	9	was	be	AUX
bracis-19079	31	10	one	one	NUM
bracis-19079	31	11	of	of	ADP
bracis-19079	31	12	the	the	DET
bracis-19079	31	13	most	most	ADV
bracis-19079	31	14	recently	recently	ADV
bracis-19079	31	15	released	release	VERB
bracis-19079	31	16	automl	automl	ADJ
bracis-19079	31	17	frameworks	framework	NOUN
bracis-19079	31	18	 	 	SPACE
bracis-19079	32	1	[	[	X
bracis-19079	32	2	14	14	NUM
bracis-19079	32	3	]	]	PUNCT
bracis-19079	32	4	.	.	PUNCT
bracis-19079	33	1	we	we	PRON
bracis-19079	33	2	did	do	AUX
bracis-19079	33	3	n’t	not	PART
bracis-19079	33	4	focus	focus	VERB
bracis-19079	33	5	on	on	ADP
bracis-19079	33	6	presenting	present	VERB
bracis-19079	33	7	the	the	DET
bracis-19079	33	8	best	good	ADJ
bracis-19079	33	9	combinations	combination	NOUN
bracis-19079	33	10	or	or	CCONJ
bracis-19079	33	11	even	even	ADV
bracis-19079	33	12	improving	improve	VERB
bracis-19079	33	13	the	the	DET
bracis-19079	33	14	state	state	NOUN
bracis-19079	33	15	-	-	PUNCT
bracis-19079	33	16	of	of	ADP
bracis-19079	33	17	-	-	PUNCT
bracis-19079	33	18	the	the	DET
bracis-19079	33	19	-	-	PUNCT
bracis-19079	33	20	art	art	NOUN
bracis-19079	33	21	predictive	predictive	ADJ
bracis-19079	33	22	performance	performance	NOUN
bracis-19079	33	23	for	for	ADP
bracis-19079	33	24	each	each	DET
bracis-19079	33	25	dataset	dataset	NOUN
bracis-19079	33	26	.	.	PUNCT
bracis-19079	34	1	instead	instead	ADV
bracis-19079	34	2	,	,	PUNCT
bracis-19079	34	3	the	the	DET
bracis-19079	34	4	goal	goal	NOUN
bracis-19079	34	5	was	be	AUX
bracis-19079	34	6	to	to	PART
bracis-19079	34	7	raise	raise	VERB
bracis-19079	34	8	the	the	DET
bracis-19079	34	9	importance	importance	NOUN
bracis-19079	34	10	of	of	ADP
bracis-19079	34	11	text	text	NOUN
bracis-19079	34	12	features	feature	NOUN
bracis-19079	34	13	for	for	ADP
bracis-19079	34	14	subjectivity	subjectivity	NOUN
bracis-19079	34	15	identification	identification	NOUN
bracis-19079	34	16	.	.	PUNCT
bracis-19079	35	1	our	our	PRON
bracis-19079	35	2	main	main	ADJ
bracis-19079	35	3	contribution	contribution	NOUN
bracis-19079	35	4	is	be	AUX
bracis-19079	35	5	to	to	PART
bracis-19079	35	6	report	report	VERB
bracis-19079	35	7	an	an	DET
bracis-19079	35	8	extensive	extensive	ADJ
bracis-19079	35	9	set	set	NOUN
bracis-19079	35	10	of	of	ADP
bracis-19079	35	11	experiments	experiment	NOUN
bracis-19079	35	12	aimed	aim	VERB
bracis-19079	35	13	to	to	PART
bracis-19079	35	14	evaluate	evaluate	VERB
bracis-19079	35	15	the	the	DET
bracis-19079	35	16	relative	relative	ADJ
bracis-19079	35	17	effectiveness	effectiveness	NOUN
bracis-19079	35	18	of	of	ADP
bracis-19079	35	19	different	different	ADJ
bracis-19079	35	20	linguistic	linguistic	ADJ
bracis-19079	35	21	features	feature	NOUN
bracis-19079	35	22	for	for	ADP
bracis-19079	35	23	subjectivity	subjectivity	NOUN
bracis-19079	35	24	identification	identification	NOUN
bracis-19079	35	25	.	.	PUNCT
bracis-19079	36	1	the	the	DET
bracis-19079	36	2	remainder	remainder	NOUN
bracis-19079	36	3	of	of	ADP
bracis-19079	36	4	this	this	DET
bracis-19079	36	5	paper	paper	NOUN
bracis-19079	36	6	is	be	AUX
bracis-19079	36	7	organized	organize	VERB
bracis-19079	36	8	as	as	SCONJ
bracis-19079	36	9	follows	follow	VERB
bracis-19079	36	10	.	.	PUNCT
bracis-19079	37	1	section	section	NOUN
bracis-19079	37	2	 	 	SPACE
bracis-19079	37	3	2	2	NUM
bracis-19079	37	4	provides	provide	VERB
bracis-19079	37	5	a	a	DET
bracis-19079	37	6	brief	brief	ADJ
bracis-19079	37	7	description	description	NOUN
bracis-19079	37	8	of	of	ADP
bracis-19079	37	9	the	the	DET
bracis-19079	37	10	main	main	ADJ
bracis-19079	37	11	related	relate	VERB
bracis-19079	37	12	works	work	NOUN
bracis-19079	37	13	.	.	PUNCT
bracis-19079	38	1	then	then	ADV
bracis-19079	38	2	,	,	PUNCT
bracis-19079	38	3	the	the	DET
bracis-19079	38	4	method	method	NOUN
bracis-19079	38	5	and	and	CCONJ
bracis-19079	38	6	materials	material	NOUN
bracis-19079	38	7	are	be	AUX
bracis-19079	38	8	described	describe	VERB
bracis-19079	38	9	in	in	ADP
bracis-19079	38	10	sect	sect	NOUN
bracis-19079	38	11	.	.	PUNCT
bracis-19079	38	12	 	 	SPACE
bracis-19079	39	1	3	3	X
bracis-19079	39	2	.	.	PUNCT
bracis-19079	39	3	experiments	experiment	NOUN
bracis-19079	39	4	are	be	AUX
bracis-19079	39	5	reported	report	VERB
bracis-19079	39	6	in	in	ADP
bracis-19079	39	7	sect	sect	NOUN
bracis-19079	39	8	.	.	PUNCT
bracis-19079	39	9	 	 	SPACE
bracis-19079	40	1	4	4	NUM
bracis-19079	40	2	,	,	PUNCT
bracis-19079	40	3	where	where	SCONJ
bracis-19079	40	4	we	we	PRON
bracis-19079	40	5	also	also	ADV
bracis-19079	40	6	describe	describe	VERB
bracis-19079	40	7	the	the	DET
bracis-19079	40	8	evaluation	evaluation	NOUN
bracis-19079	40	9	and	and	CCONJ
bracis-19079	40	10	discuss	discuss	VERB
bracis-19079	40	11	the	the	DET
bracis-19079	40	12	results	result	NOUN
bracis-19079	40	13	.	.	PUNCT
bracis-19079	41	1	finally	finally	ADV
bracis-19079	41	2	,	,	PUNCT
bracis-19079	41	3	we	we	PRON
bracis-19079	41	4	draw	draw	VERB
bracis-19079	41	5	the	the	DET
bracis-19079	41	6	conclusion	conclusion	NOUN
bracis-19079	41	7	and	and	CCONJ
bracis-19079	41	8	future	future	ADJ
bracis-19079	41	9	works	work	NOUN
bracis-19079	41	10	in	in	ADP
bracis-19079	41	11	sect	sect	NOUN
bracis-19079	41	12	.	.	PUNCT
bracis-19079	41	13	 	 	SPACE
bracis-19079	42	1	5	5	NUM
bracis-19079	42	2	.	.	SYM
bracis-19079	42	3	2	2	NUM
bracis-19079	42	4	related	relate	VERB
bracis-19079	42	5	work	work	NOUN
bracis-19079	42	6	in	in	ADP
bracis-19079	42	7	this	this	DET
bracis-19079	42	8	section	section	NOUN
bracis-19079	42	9	,	,	PUNCT
bracis-19079	42	10	we	we	PRON
bracis-19079	42	11	discuss	discuss	VERB
bracis-19079	42	12	prior	prior	ADJ
bracis-19079	42	13	works	work	NOUN
bracis-19079	42	14	related	relate	VERB
bracis-19079	42	15	to	to	ADP
bracis-19079	42	16	subjectivity	subjectivity	NOUN
bracis-19079	42	17	identification	identification	NOUN
bracis-19079	42	18	on	on	ADP
bracis-19079	42	19	user	user	NOUN
bracis-19079	42	20	reviews	review	NOUN
bracis-19079	42	21	.	.	PUNCT
bracis-19079	43	1	the	the	DET
bracis-19079	43	2	main	main	ADJ
bracis-19079	43	3	approach	approach	NOUN
bracis-19079	43	4	is	be	AUX
bracis-19079	43	5	using	use	VERB
bracis-19079	43	6	machine	machine	NOUN
bracis-19079	43	7	learning	learn	VERB
bracis-19079	43	8	techniques	technique	NOUN
bracis-19079	43	9	with	with	ADP
bracis-19079	43	10	different	different	ADJ
bracis-19079	43	11	linguistic	linguistic	ADJ
bracis-19079	43	12	features	feature	NOUN
bracis-19079	43	13	.	.	PUNCT
bracis-19079	44	1	there	there	PRON
bracis-19079	44	2	are	be	VERB
bracis-19079	44	3	many	many	ADJ
bracis-19079	44	4	types	type	NOUN
bracis-19079	44	5	of	of	ADP
bracis-19079	44	6	classifiers	classifier	NOUN
bracis-19079	44	7	for	for	ADP
bracis-19079	44	8	this	this	DET
bracis-19079	44	9	task	task	NOUN
bracis-19079	44	10	using	use	VERB
bracis-19079	44	11	supervised	supervised	ADJ
bracis-19079	44	12	learning	learning	NOUN
bracis-19079	44	13	algorithms	algorithm	NOUN
bracis-19079	44	14	,	,	PUNCT
bracis-19079	44	15	but	but	CCONJ
bracis-19079	44	16	the	the	DET
bracis-19079	44	17	most	most	ADV
bracis-19079	44	18	popular	popular	ADJ
bracis-19079	44	19	classifiers	classifier	NOUN
bracis-19079	44	20	are	be	AUX
bracis-19079	44	21	support	support	NOUN
bracis-19079	44	22	vector	vector	NOUN
bracis-19079	44	23	machine	machine	NOUN
bracis-19079	44	24	(	(	PUNCT
bracis-19079	44	25	svm	svm	PROPN
bracis-19079	44	26	)	)	PUNCT
bracis-19079	44	27	,	,	PUNCT
bracis-19079	44	28	naive	naive	ADJ
bracis-19079	44	29	bayes	bayes	NOUN
bracis-19079	44	30	(	(	PUNCT
bracis-19079	44	31	nb	nb	NOUN
bracis-19079	44	32	)	)	PUNCT
bracis-19079	44	33	,	,	PUNCT
bracis-19079	44	34	and	and	CCONJ
bracis-19079	44	35	maximum	maximum	ADJ
bracis-19079	44	36	entropy	entropy	PROPN
bracis-19079	44	37	 	 	SPACE
bracis-19079	45	1	[	[	X
bracis-19079	45	2	2	2	NUM
bracis-19079	45	3	,	,	PUNCT
bracis-19079	45	4	3	3	NUM
bracis-19079	45	5	]	]	PUNCT
bracis-19079	45	6	.	.	PUNCT
bracis-19079	46	1	previous	previous	ADJ
bracis-19079	46	2	studies	study	NOUN
bracis-19079	46	3	 	 	SPACE
bracis-19079	46	4	[	[	X
bracis-19079	46	5	2	2	NUM
bracis-19079	46	6	,	,	PUNCT
bracis-19079	46	7	11	11	NUM
bracis-19079	46	8	]	]	PUNCT
bracis-19079	46	9	also	also	ADV
bracis-19079	46	10	have	have	AUX
bracis-19079	46	11	explored	explore	VERB
bracis-19079	46	12	the	the	DET
bracis-19079	46	13	use	use	NOUN
bracis-19079	46	14	of	of	ADP
bracis-19079	46	15	english	english	ADJ
bracis-19079	46	16	features	feature	NOUN
bracis-19079	46	17	,	,	PUNCT
bracis-19079	46	18	such	such	ADJ
bracis-19079	46	19	as	as	ADP
bracis-19079	46	20	adjectives	adjective	NOUN
bracis-19079	46	21	,	,	PUNCT
bracis-19079	46	22	nouns	noun	NOUN
bracis-19079	46	23	and	and	CCONJ
bracis-19079	46	24	phrases	phrase	NOUN
bracis-19079	46	25	,	,	PUNCT
bracis-19079	46	26	and	and	CCONJ
bracis-19079	46	27	have	have	AUX
bracis-19079	46	28	applied	apply	VERB
bracis-19079	46	29	these	these	DET
bracis-19079	46	30	features	feature	NOUN
bracis-19079	46	31	to	to	PART
bracis-19079	46	32	identify	identify	VERB
bracis-19079	46	33	subjective	subjective	ADJ
bracis-19079	46	34	sentences	sentence	NOUN
bracis-19079	46	35	.	.	PUNCT
bracis-19079	47	1	chenlo	chenlo	NOUN
bracis-19079	47	2	and	and	CCONJ
bracis-19079	47	3	losada	losada	PROPN
bracis-19079	47	4	 	 	SPACE
bracis-19079	48	1	[	[	X
bracis-19079	48	2	11	11	NUM
bracis-19079	48	3	]	]	PUNCT
bracis-19079	48	4	in	in	ADP
bracis-19079	48	5	their	their	PRON
bracis-19079	48	6	survey	survey	NOUN
bracis-19079	48	7	paper	paper	NOUN
bracis-19079	48	8	evaluated	evaluate	VERB
bracis-19079	48	9	a	a	DET
bracis-19079	48	10	wide	wide	ADJ
bracis-19079	48	11	range	range	NOUN
bracis-19079	48	12	of	of	ADP
bracis-19079	48	13	features	feature	NOUN
bracis-19079	48	14	that	that	PRON
bracis-19079	48	15	have	have	AUX
bracis-19079	48	16	been	be	AUX
bracis-19079	48	17	employed	employ	VERB
bracis-19079	48	18	to	to	ADP
bracis-19079	48	19	date	date	NOUN
bracis-19079	48	20	for	for	ADP
bracis-19079	48	21	subjectivity	subjectivity	NOUN
bracis-19079	48	22	classification	classification	NOUN
bracis-19079	48	23	.	.	PUNCT
bracis-19079	49	1	some	some	PRON
bracis-19079	49	2	of	of	ADP
bracis-19079	49	3	the	the	DET
bracis-19079	49	4	prominent	prominent	ADJ
bracis-19079	49	5	features	feature	NOUN
bracis-19079	49	6	include	include	VERB
bracis-19079	49	7	pos	pos	NOUN
bracis-19079	49	8	,	,	PUNCT
bracis-19079	49	9	lexicon	lexicon	NOUN
bracis-19079	49	10	,	,	PUNCT
bracis-19079	49	11	number	number	NOUN
bracis-19079	49	12	and	and	CCONJ
bracis-19079	49	13	proportion	proportion	NOUN
bracis-19079	49	14	of	of	ADP
bracis-19079	49	15	subjective	subjective	ADJ
bracis-19079	49	16	terms	term	NOUN
bracis-19079	49	17	in	in	ADP
bracis-19079	49	18	the	the	DET
bracis-19079	49	19	sentence	sentence	NOUN
bracis-19079	49	20	,	,	PUNCT
bracis-19079	49	21	and	and	CCONJ
bracis-19079	49	22	so	so	ADV
bracis-19079	49	23	on	on	ADV
bracis-19079	49	24	.	.	PUNCT
bracis-19079	50	1	the	the	DET
bracis-19079	50	2	subjectivity	subjectivity	NOUN
bracis-19079	50	3	classification	classification	NOUN
bracis-19079	50	4	part	part	NOUN
bracis-19079	50	5	is	be	AUX
bracis-19079	50	6	relevant	relevant	ADJ
bracis-19079	50	7	to	to	ADP
bracis-19079	50	8	our	our	PRON
bracis-19079	50	9	study	study	NOUN
bracis-19079	50	10	.	.	PUNCT
bracis-19079	51	1	moraes	moraes	PROPN
bracis-19079	51	2	et	et	PROPN
bracis-19079	51	3	al	al	PROPN
bracis-19079	51	4	.	.	PUNCT
bracis-19079	51	5	 	 	SPACE
bracis-19079	52	1	[	[	X
bracis-19079	52	2	19	19	NUM
bracis-19079	52	3	]	]	PUNCT
bracis-19079	52	4	investigate	investigate	VERB
bracis-19079	52	5	the	the	DET
bracis-19079	52	6	problem	problem	NOUN
bracis-19079	52	7	of	of	ADP
bracis-19079	52	8	subjectivity	subjectivity	NOUN
bracis-19079	52	9	classification	classification	NOUN
bracis-19079	52	10	for	for	ADP
bracis-19079	52	11	the	the	DET
bracis-19079	52	12	portuguese	portuguese	ADJ
bracis-19079	52	13	language	language	NOUN
bracis-19079	52	14	.	.	PUNCT
bracis-19079	53	1	they	they	PRON
bracis-19079	53	2	created	create	VERB
bracis-19079	53	3	a	a	DET
bracis-19079	53	4	corpus	corpus	NOUN
bracis-19079	53	5	of	of	ADP
bracis-19079	53	6	tweets	tweet	NOUN
bracis-19079	53	7	on	on	ADP
bracis-19079	53	8	the	the	DET
bracis-19079	53	9	area	area	NOUN
bracis-19079	53	10	of	of	ADP
bracis-19079	53	11	technology	technology	NOUN
bracis-19079	53	12	called	call	VERB
bracis-19079	53	13	computerbr	computerbr	NOUN
bracis-19079	53	14	.	.	PUNCT
bracis-19079	54	1	inspired	inspire	VERB
bracis-19079	54	2	by	by	ADP
bracis-19079	54	3	the	the	DET
bracis-19079	54	4	methods	method	NOUN
bracis-19079	54	5	for	for	ADP
bracis-19079	54	6	english	english	PROPN
bracis-19079	54	7	,	,	PUNCT
bracis-19079	54	8	the	the	DET
bracis-19079	54	9	evaluated	evaluated	ADJ
bracis-19079	54	10	methods	method	NOUN
bracis-19079	54	11	were	be	AUX
bracis-19079	54	12	based	base	VERB
bracis-19079	54	13	on	on	ADP
bracis-19079	54	14	the	the	DET
bracis-19079	54	15	use	use	NOUN
bracis-19079	54	16	of	of	ADP
bracis-19079	54	17	sentiment	sentiment	NOUN
bracis-19079	54	18	lexicons	lexicon	NOUN
bracis-19079	54	19	and	and	CCONJ
bracis-19079	54	20	machine	machine	NOUN
bracis-19079	54	21	learning	learning	NOUN
bracis-19079	54	22	algorithms	algorithm	NOUN
bracis-19079	54	23	,	,	PUNCT
bracis-19079	54	24	such	such	ADJ
bracis-19079	54	25	as	as	ADP
bracis-19079	54	26	svm	svm	ADJ
bracis-19079	54	27	and	and	CCONJ
bracis-19079	54	28	naive	naive	ADJ
bracis-19079	54	29	bayes	baye	NOUN
bracis-19079	54	30	.	.	PUNCT
bracis-19079	55	1	carvalho	carvalho	PROPN
bracis-19079	55	2	et	et	PROPN
bracis-19079	55	3	al	al	PROPN
bracis-19079	55	4	.	.	PUNCT
bracis-19079	55	5	 	 	SPACE
bracis-19079	56	1	[	[	X
bracis-19079	56	2	7	7	X
bracis-19079	56	3	]	]	PUNCT
bracis-19079	56	4	proposed	propose	VERB
bracis-19079	56	5	a	a	DET
bracis-19079	56	6	comparative	comparative	ADJ
bracis-19079	56	7	study	study	NOUN
bracis-19079	56	8	test	test	NOUN
bracis-19079	56	9	between	between	ADP
bracis-19079	56	10	three	three	NUM
bracis-19079	56	11	learning	learn	VERB
bracis-19079	56	12	algorithms	algorithm	NOUN
bracis-19079	56	13	(	(	PUNCT
bracis-19079	56	14	naive	naive	ADJ
bracis-19079	56	15	bayes	bayes	NOUN
bracis-19079	56	16	,	,	PUNCT
bracis-19079	56	17	svm	svm	NOUN
bracis-19079	56	18	and	and	CCONJ
bracis-19079	56	19	maximum	maximum	ADJ
bracis-19079	56	20	entropy	entropy	NOUN
bracis-19079	56	21	)	)	PUNCT
bracis-19079	56	22	and	and	CCONJ
bracis-19079	56	23	three	three	NUM
bracis-19079	56	24	feature	feature	NOUN
bracis-19079	56	25	selection	selection	NOUN
bracis-19079	56	26	methods	method	NOUN
bracis-19079	56	27	for	for	ADP
bracis-19079	56	28	classifying	classify	VERB
bracis-19079	56	29	texts	text	NOUN
bracis-19079	56	30	of	of	ADP
bracis-19079	56	31	election	election	NOUN
bracis-19079	56	32	-	-	PUNCT
bracis-19079	56	33	related	relate	VERB
bracis-19079	56	34	news	news	NOUN
bracis-19079	56	35	in	in	ADP
bracis-19079	56	36	brazil	brazil	PROPN
bracis-19079	56	37	.	.	PUNCT
bracis-19079	57	1	belisário	belisário	PROPN
bracis-19079	57	2	et	et	PROPN
bracis-19079	57	3	al	al	PROPN
bracis-19079	57	4	.	.	PUNCT
bracis-19079	57	5	 	 	SPACE
bracis-19079	58	1	[	[	X
bracis-19079	58	2	5	5	NUM
bracis-19079	58	3	]	]	PUNCT
bracis-19079	58	4	focused	focus	VERB
bracis-19079	58	5	specifically	specifically	ADV
bracis-19079	58	6	on	on	ADP
bracis-19079	58	7	the	the	DET
bracis-19079	58	8	task	task	NOUN
bracis-19079	58	9	of	of	ADP
bracis-19079	58	10	subjectivity	subjectivity	NOUN
bracis-19079	58	11	classification	classification	NOUN
bracis-19079	58	12	.	.	PUNCT
bracis-19079	59	1	the	the	DET
bracis-19079	59	2	authors	author	NOUN
bracis-19079	59	3	reported	report	VERB
bracis-19079	59	4	the	the	DET
bracis-19079	59	5	study	study	NOUN
bracis-19079	59	6	and	and	CCONJ
bracis-19079	59	7	comparison	comparison	NOUN
bracis-19079	59	8	of	of	ADP
bracis-19079	59	9	machine	machine	NOUN
bracis-19079	59	10	learning	learn	VERB
bracis-19079	59	11	methods	method	NOUN
bracis-19079	59	12	of	of	ADP
bracis-19079	59	13	different	different	ADJ
bracis-19079	59	14	paradigms	paradigm	NOUN
bracis-19079	59	15	(	(	PUNCT
bracis-19079	59	16	naive	naive	ADJ
bracis-19079	59	17	-	-	PUNCT
bracis-19079	59	18	bayes	bayes	NOUN
bracis-19079	59	19	and	and	CCONJ
bracis-19079	59	20	svm	svm	ADJ
bracis-19079	59	21	)	)	PUNCT
bracis-19079	59	22	to	to	PART
bracis-19079	59	23	perform	perform	VERB
bracis-19079	59	24	subjectivity	subjectivity	NOUN
bracis-19079	59	25	classification	classification	NOUN
bracis-19079	59	26	of	of	ADP
bracis-19079	59	27	book	book	NOUN
bracis-19079	59	28	review	review	NOUN
bracis-19079	59	29	sentences	sentence	NOUN
bracis-19079	59	30	in	in	ADP
bracis-19079	59	31	portuguese	portuguese	PROPN
bracis-19079	59	32	.	.	PUNCT
bracis-19079	60	1	the	the	DET
bracis-19079	60	2	authors	author	NOUN
bracis-19079	60	3	also	also	ADV
bracis-19079	60	4	evaluated	evaluate	VERB
bracis-19079	60	5	lexical	lexical	ADJ
bracis-19079	60	6	and	and	CCONJ
bracis-19079	60	7	discourse	discourse	NOUN
bracis-19079	60	8	features	feature	NOUN
bracis-19079	60	9	.	.	PUNCT
bracis-19079	61	1	in	in	ADP
bracis-19079	61	2	summary	summary	NOUN
bracis-19079	61	3	,	,	PUNCT
bracis-19079	61	4	most	most	ADJ
bracis-19079	61	5	methods	method	NOUN
bracis-19079	61	6	for	for	ADP
bracis-19079	61	7	subjectivity	subjectivity	NOUN
bracis-19079	61	8	identification	identification	NOUN
bracis-19079	61	9	are	be	AUX
bracis-19079	61	10	supervised	supervise	VERB
bracis-19079	61	11	and	and	CCONJ
bracis-19079	61	12	use	use	VERB
bracis-19079	61	13	different	different	ADJ
bracis-19079	61	14	subsets	subset	NOUN
bracis-19079	61	15	of	of	ADP
bracis-19079	61	16	text	text	NOUN
bracis-19079	61	17	features	feature	NOUN
bracis-19079	61	18	for	for	ADP
bracis-19079	61	19	english	english	PROPN
bracis-19079	61	20	.	.	PUNCT
bracis-19079	62	1	therefore	therefore	ADV
bracis-19079	62	2	,	,	PUNCT
bracis-19079	62	3	there	there	PRON
bracis-19079	62	4	is	be	VERB
bracis-19079	62	5	not	not	PART
bracis-19079	62	6	a	a	DET
bracis-19079	62	7	clear	clear	ADJ
bracis-19079	62	8	picture	picture	NOUN
bracis-19079	62	9	of	of	ADP
bracis-19079	62	10	the	the	DET
bracis-19079	62	11	impact	impact	NOUN
bracis-19079	62	12	of	of	ADP
bracis-19079	62	13	every	every	DET
bracis-19079	62	14	feature	feature	NOUN
bracis-19079	62	15	set	set	VERB
bracis-19079	62	16	for	for	ADP
bracis-19079	62	17	the	the	DET
bracis-19079	62	18	most	most	ADV
bracis-19079	62	19	common	common	ADJ
bracis-19079	62	20	machine	machine	NOUN
bracis-19079	62	21	learning	learn	VERB
bracis-19079	62	22	algorithms	algorithm	NOUN
bracis-19079	62	23	.	.	PUNCT
bracis-19079	63	1	thus	thus	ADV
bracis-19079	63	2	,	,	PUNCT
bracis-19079	63	3	there	there	PRON
bracis-19079	63	4	is	be	VERB
bracis-19079	63	5	room	room	NOUN
bracis-19079	63	6	for	for	ADP
bracis-19079	63	7	further	further	ADJ
bracis-19079	63	8	studies	study	NOUN
bracis-19079	63	9	in	in	ADP
bracis-19079	63	10	portuguese	portuguese	PROPN
bracis-19079	63	11	.	.	PUNCT
bracis-19079	64	1	in	in	ADP
bracis-19079	64	2	our	our	PRON
bracis-19079	64	3	work	work	NOUN
bracis-19079	64	4	,	,	PUNCT
bracis-19079	64	5	we	we	PRON
bracis-19079	64	6	evaluate	evaluate	VERB
bracis-19079	64	7	a	a	DET
bracis-19079	64	8	large	large	ADJ
bracis-19079	64	9	set	set	NOUN
bracis-19079	64	10	of	of	ADP
bracis-19079	64	11	text	text	NOUN
bracis-19079	64	12	features	feature	NOUN
bracis-19079	64	13	with	with	ADP
bracis-19079	64	14	machine	machine	NOUN
bracis-19079	64	15	learning	learn	VERB
bracis-19079	64	16	algorithms	algorithm	NOUN
bracis-19079	64	17	,	,	PUNCT
bracis-19079	64	18	including	include	VERB
bracis-19079	64	19	a	a	DET
bracis-19079	64	20	recent	recent	ADJ
bracis-19079	64	21	automatic	automatic	ADJ
bracis-19079	64	22	machine	machine	NOUN
bracis-19079	64	23	learning	learning	NOUN
bracis-19079	64	24	approach	approach	NOUN
bracis-19079	64	25	,	,	PUNCT
bracis-19079	64	26	for	for	ADP
bracis-19079	64	27	subjectivity	subjectivity	NOUN
bracis-19079	64	28	identification	identification	NOUN
bracis-19079	64	29	from	from	ADP
bracis-19079	64	30	texts	text	NOUN
bracis-19079	64	31	written	write	VERB
bracis-19079	64	32	in	in	ADP
bracis-19079	64	33	the	the	DET
bracis-19079	64	34	brazilian	brazilian	ADJ
bracis-19079	64	35	portuguese	portuguese	ADJ
bracis-19079	64	36	language	language	NOUN
bracis-19079	64	37	.	.	PUNCT
bracis-19079	65	1	we	we	PRON
bracis-19079	65	2	evaluated	evaluate	VERB
bracis-19079	65	3	all	all	DET
bracis-19079	65	4	features	feature	NOUN
bracis-19079	65	5	and	and	CCONJ
bracis-19079	65	6	algorithms	algorithm	NOUN
bracis-19079	65	7	across	across	ADP
bracis-19079	65	8	four	four	NUM
bracis-19079	65	9	different	different	ADJ
bracis-19079	65	10	datasets	dataset	NOUN
bracis-19079	65	11	.	.	PUNCT
bracis-19079	66	1	3	3	NUM
bracis-19079	66	2	materials	material	NOUN
bracis-19079	66	3	and	and	CCONJ
bracis-19079	66	4	methods	method	NOUN
bracis-19079	66	5	we	we	PRON
bracis-19079	66	6	deal	deal	VERB
bracis-19079	66	7	with	with	ADP
bracis-19079	66	8	a	a	DET
bracis-19079	66	9	binary	binary	ADJ
bracis-19079	66	10	classification	classification	NOUN
bracis-19079	66	11	task	task	NOUN
bracis-19079	66	12	:	:	PUNCT
bracis-19079	66	13	factual	factual	ADJ
bracis-19079	66	14	versus	versus	ADP
bracis-19079	66	15	subjective	subjective	ADJ
bracis-19079	66	16	sentences	sentence	NOUN
bracis-19079	66	17	.	.	PUNCT
bracis-19079	67	1	this	this	DET
bracis-19079	67	2	task	task	NOUN
bracis-19079	67	3	can	can	AUX
bracis-19079	67	4	be	be	AUX
bracis-19079	67	5	performed	perform	VERB
bracis-19079	67	6	by	by	ADP
bracis-19079	67	7	text	text	NOUN
bracis-19079	67	8	classifiers	classifier	NOUN
bracis-19079	67	9	composed	compose	VERB
bracis-19079	67	10	of	of	ADP
bracis-19079	67	11	training	training	NOUN
bracis-19079	67	12	data	datum	NOUN
bracis-19079	67	13	in	in	ADP
bracis-19079	67	14	a	a	DET
bracis-19079	67	15	supervised	supervised	ADJ
bracis-19079	67	16	strategy	strategy	NOUN
bracis-19079	67	17	.	.	PUNCT
bracis-19079	68	1	3.1	3.1	NUM
bracis-19079	68	2	features	feature	VERB
bracis-19079	68	3	the	the	DET
bracis-19079	68	4	characteristics	characteristic	NOUN
bracis-19079	68	5	of	of	ADP
bracis-19079	68	6	user	user	NOUN
bracis-19079	68	7	reviews	review	NOUN
bracis-19079	68	8	will	will	AUX
bracis-19079	68	9	be	be	AUX
bracis-19079	68	10	encoded	encode	VERB
bracis-19079	68	11	as	as	ADP
bracis-19079	68	12	features	feature	NOUN
bracis-19079	68	13	in	in	ADP
bracis-19079	68	14	vector	vector	NOUN
bracis-19079	68	15	representation	representation	NOUN
bracis-19079	68	16	.	.	PUNCT
bracis-19079	69	1	these	these	DET
bracis-19079	69	2	vectors	vector	NOUN
bracis-19079	69	3	and	and	CCONJ
bracis-19079	69	4	the	the	DET
bracis-19079	69	5	corresponding	corresponding	ADJ
bracis-19079	69	6	labels	label	NOUN
bracis-19079	69	7	feed	feed	VERB
bracis-19079	69	8	the	the	DET
bracis-19079	69	9	classifiers	classifier	NOUN
bracis-19079	69	10	.	.	PUNCT
bracis-19079	70	1	to	to	PART
bracis-19079	70	2	build	build	VERB
bracis-19079	70	3	our	our	PRON
bracis-19079	70	4	classifiers	classifier	NOUN
bracis-19079	70	5	,	,	PUNCT
bracis-19079	70	6	we	we	PRON
bracis-19079	70	7	considered	consider	VERB
bracis-19079	70	8	the	the	DET
bracis-19079	70	9	following	follow	VERB
bracis-19079	70	10	sets	set	NOUN
bracis-19079	70	11	of	of	ADP
bracis-19079	70	12	feature	feature	NOUN
bracis-19079	70	13	groups	group	NOUN
bracis-19079	70	14	.	.	PUNCT
bracis-19079	71	1	pos	pos	NOUN
bracis-19079	71	2	features	feature	NOUN
bracis-19079	71	3	.	.	PUNCT
bracis-19079	72	1	part	part	NOUN
bracis-19079	72	2	-	-	PUNCT
bracis-19079	72	3	of	of	ADP
bracis-19079	72	4	-	-	PUNCT
bracis-19079	72	5	speech	speech	NOUN
bracis-19079	72	6	(	(	PUNCT
bracis-19079	72	7	pos	pos	NOUN
bracis-19079	72	8	)	)	PUNCT
bracis-19079	72	9	information	information	NOUN
bracis-19079	72	10	is	be	AUX
bracis-19079	72	11	used	use	VERB
bracis-19079	72	12	to	to	PART
bracis-19079	72	13	locate	locate	VERB
bracis-19079	72	14	different	different	ADJ
bracis-19079	72	15	types	type	NOUN
bracis-19079	72	16	of	of	ADP
bracis-19079	72	17	information	information	NOUN
bracis-19079	72	18	of	of	ADP
bracis-19079	72	19	interest	interest	NOUN
bracis-19079	72	20	inside	inside	ADP
bracis-19079	72	21	text	text	NOUN
bracis-19079	72	22	documents	document	NOUN
bracis-19079	72	23	.	.	PUNCT
bracis-19079	73	1	for	for	ADP
bracis-19079	73	2	instance	instance	NOUN
bracis-19079	73	3	,	,	PUNCT
bracis-19079	73	4	adjectives	adjective	NOUN
bracis-19079	73	5	usually	usually	ADV
bracis-19079	73	6	represent	represent	VERB
bracis-19079	73	7	opinions	opinion	NOUN
bracis-19079	73	8	,	,	PUNCT
bracis-19079	73	9	while	while	SCONJ
bracis-19079	73	10	adverbs	adverb	NOUN
bracis-19079	73	11	are	be	AUX
bracis-19079	73	12	used	use	VERB
bracis-19079	73	13	as	as	ADP
bracis-19079	73	14	modifiers	modifier	NOUN
bracis-19079	73	15	to	to	PART
bracis-19079	73	16	represent	represent	VERB
bracis-19079	73	17	the	the	DET
bracis-19079	73	18	degree	degree	NOUN
bracis-19079	73	19	of	of	ADP
bracis-19079	73	20	expressiveness	expressiveness	NOUN
bracis-19079	73	21	of	of	ADP
bracis-19079	73	22	opinions	opinion	NOUN
bracis-19079	73	23	.	.	PUNCT
bracis-19079	74	1	for	for	ADP
bracis-19079	74	2	the	the	DET
bracis-19079	74	3	extraction	extraction	NOUN
bracis-19079	74	4	of	of	ADP
bracis-19079	74	5	pos	pos	NOUN
bracis-19079	74	6	tags	tag	NOUN
bracis-19079	74	7	,	,	PUNCT
bracis-19079	74	8	the	the	DET
bracis-19079	74	9	sentences	sentence	NOUN
bracis-19079	74	10	were	be	AUX
bracis-19079	74	11	initially	initially	ADV
bracis-19079	74	12	tokenized	tokenize	VERB
bracis-19079	74	13	.	.	PUNCT
bracis-19079	75	1	then	then	ADV
bracis-19079	75	2	the	the	DET
bracis-19079	75	3	tokens	token	NOUN
bracis-19079	75	4	were	be	AUX
bracis-19079	75	5	tagged	tag	VERB
bracis-19079	75	6	with	with	ADP
bracis-19079	75	7	their	their	PRON
bracis-19079	75	8	respective	respective	ADJ
bracis-19079	75	9	word	word	NOUN
bracis-19079	75	10	classes	class	NOUN
bracis-19079	75	11	using	use	VERB
bracis-19079	75	12	spacyfootnote	spacyfootnote	NOUN
bracis-19079	75	13	2	2	NUM
bracis-19079	75	14	pos	pos	NOUN
bracis-19079	75	15	tagger	tagger	NOUN
bracis-19079	75	16	 	 	SPACE
bracis-19079	76	1	[	[	X
bracis-19079	76	2	16	16	NUM
bracis-19079	76	3	]	]	PUNCT
bracis-19079	76	4	.	.	PUNCT
bracis-19079	77	1	the	the	DET
bracis-19079	77	2	tokens	token	NOUN
bracis-19079	77	3	were	be	AUX
bracis-19079	77	4	then	then	ADV
bracis-19079	77	5	lowercased	lowercased	ADJ
bracis-19079	77	6	.	.	PUNCT
bracis-19079	78	1	the	the	DET
bracis-19079	78	2	following	follow	VERB
bracis-19079	78	3	pos	pos	NOUN
bracis-19079	78	4	featuresfootnote	featuresfootnote	NOUN
bracis-19079	78	5	3	3	NUM
bracis-19079	78	6	were	be	AUX
bracis-19079	78	7	extracted	extract	VERB
bracis-19079	78	8	from	from	ADP
bracis-19079	78	9	the	the	DET
bracis-19079	78	10	processed	process	VERB
bracis-19079	78	11	sentences	sentence	NOUN
bracis-19079	78	12	:	:	PUNCT
bracis-19079	78	13	adjective	adjective	ADJ
bracis-19079	78	14	(	(	PUNCT
bracis-19079	78	15	adj	adj	NOUN
bracis-19079	78	16	)	)	PUNCT
bracis-19079	78	17	,	,	PUNCT
bracis-19079	78	18	conjunction	conjunction	NOUN
bracis-19079	78	19	(	(	PUNCT
bracis-19079	78	20	adp	adp	PROPN
bracis-19079	78	21	)	)	PUNCT
bracis-19079	78	22	,	,	PUNCT
bracis-19079	78	23	adverb	adverb	NOUN
bracis-19079	78	24	(	(	PUNCT
bracis-19079	78	25	adv	adv	PROPN
bracis-19079	78	26	)	)	PUNCT
bracis-19079	78	27	,	,	PUNCT
bracis-19079	78	28	verb	verb	NOUN
bracis-19079	78	29	auxiliary	auxiliary	NOUN
bracis-19079	78	30	(	(	PUNCT
bracis-19079	78	31	aux	aux	PROPN
bracis-19079	78	32	)	)	PUNCT
bracis-19079	78	33	,	,	PUNCT
bracis-19079	78	34	coordinating	coordinate	VERB
bracis-19079	78	35	conjunction	conjunction	NOUN
bracis-19079	78	36	(	(	PUNCT
bracis-19079	78	37	cconj	cconj	PROPN
bracis-19079	78	38	)	)	PUNCT
bracis-19079	78	39	,	,	PUNCT
bracis-19079	78	40	determiner	determiner	NOUN
bracis-19079	78	41	(	(	PUNCT
bracis-19079	78	42	det	det	PROPN
bracis-19079	78	43	)	)	PUNCT
bracis-19079	78	44	,	,	PUNCT
bracis-19079	78	45	interjection	interjection	NOUN
bracis-19079	78	46	(	(	PUNCT
bracis-19079	78	47	intj	intj	NOUN
bracis-19079	78	48	)	)	PUNCT
bracis-19079	78	49	,	,	PUNCT
bracis-19079	78	50	noun	noun	NOUN
bracis-19079	78	51	(	(	PUNCT
bracis-19079	78	52	noun	noun	NOUN
bracis-19079	78	53	)	)	PUNCT
bracis-19079	78	54	,	,	PUNCT
bracis-19079	78	55	cardinal	cardinal	ADJ
bracis-19079	78	56	number	number	NOUN
bracis-19079	78	57	(	(	PUNCT
bracis-19079	78	58	num	num	ADJ
bracis-19079	78	59	)	)	PUNCT
bracis-19079	78	60	,	,	PUNCT
bracis-19079	78	61	pronoun	pronoun	NOUN
bracis-19079	78	62	(	(	PUNCT
bracis-19079	78	63	pron	pron	PROPN
bracis-19079	78	64	)	)	PUNCT
bracis-19079	78	65	,	,	PUNCT
bracis-19079	78	66	proper	proper	ADJ
bracis-19079	78	67	noun	noun	NOUN
bracis-19079	78	68	(	(	PUNCT
bracis-19079	78	69	propn	propn	NOUN
bracis-19079	78	70	)	)	PUNCT
bracis-19079	78	71	,	,	PUNCT
bracis-19079	78	72	punctuation	punctuation	NOUN
bracis-19079	78	73	mark	mark	NOUN
bracis-19079	78	74	(	(	PUNCT
bracis-19079	78	75	punct	punct	NOUN
bracis-19079	78	76	)	)	PUNCT
bracis-19079	78	77	,	,	PUNCT
bracis-19079	78	78	subordinating	subordinate	VERB
bracis-19079	78	79	conjunction	conjunction	NOUN
bracis-19079	78	80	(	(	PUNCT
bracis-19079	78	81	sconj	sconj	PROPN
bracis-19079	78	82	)	)	PUNCT
bracis-19079	78	83	,	,	PUNCT
bracis-19079	78	84	symbol	symbol	NOUN
bracis-19079	78	85	(	(	PUNCT
bracis-19079	78	86	sym	sym	NOUN
bracis-19079	78	87	)	)	PUNCT
bracis-19079	78	88	,	,	PUNCT
bracis-19079	78	89	verbs	verbs	PROPN
bracis-19079	78	90	(	(	PUNCT
bracis-19079	78	91	verb	verb	NOUN
bracis-19079	78	92	)	)	PUNCT
bracis-19079	78	93	,	,	PUNCT
bracis-19079	78	94	comparative	comparative	ADJ
bracis-19079	78	95	(	(	PUNCT
bracis-19079	78	96	comp	comp	NOUN
bracis-19079	78	97	)	)	PUNCT
bracis-19079	78	98	,	,	PUNCT
bracis-19079	78	99	superlative	superlative	NOUN
bracis-19079	78	100	(	(	PUNCT
bracis-19079	78	101	sup	sup	NOUN
bracis-19079	78	102	)	)	PUNCT
bracis-19079	78	103	,	,	PUNCT
bracis-19079	78	104	and	and	CCONJ
bracis-19079	78	105	other	other	ADJ
bracis-19079	78	106	tags	tag	NOUN
bracis-19079	78	107	(	(	PUNCT
bracis-19079	78	108	x	x	NOUN
bracis-19079	78	109	)	)	PUNCT
bracis-19079	78	110	.	.	PUNCT
bracis-19079	79	1	the	the	DET
bracis-19079	79	2	latter	latter	ADJ
bracis-19079	79	3	is	be	AUX
bracis-19079	79	4	used	use	VERB
bracis-19079	79	5	for	for	ADP
bracis-19079	79	6	words	word	NOUN
bracis-19079	79	7	that	that	PRON
bracis-19079	79	8	can	can	AUX
bracis-19079	79	9	not	not	PART
bracis-19079	79	10	be	be	AUX
bracis-19079	79	11	assigned	assign	VERB
bracis-19079	79	12	a	a	DET
bracis-19079	79	13	real	real	ADJ
bracis-19079	79	14	pos	pos	NOUN
bracis-19079	79	15	category	category	NOUN
bracis-19079	79	16	for	for	ADP
bracis-19079	79	17	any	any	DET
bracis-19079	79	18	reason	reason	NOUN
bracis-19079	79	19	.	.	PUNCT
bracis-19079	80	1	in	in	ADP
bracis-19079	80	2	table	table	NOUN
bracis-19079	80	3	 	 	SPACE
bracis-19079	80	4	1	1	NUM
bracis-19079	80	5	,	,	PUNCT
bracis-19079	80	6	each	each	DET
bracis-19079	80	7	pos	pos	NOUN
bracis-19079	80	8	feature	feature	NOUN
bracis-19079	80	9	is	be	AUX
bracis-19079	80	10	described	describe	VERB
bracis-19079	80	11	with	with	ADP
bracis-19079	80	12	an	an	DET
bracis-19079	80	13	example	example	NOUN
bracis-19079	80	14	and	and	CCONJ
bracis-19079	80	15	its	its	PRON
bracis-19079	80	16	feature	feature	NOUN
bracis-19079	80	17	values	value	NOUN
bracis-19079	80	18	(	(	PUNCT
bracis-19079	80	19	fv	fv	NOUN
bracis-19079	80	20	)	)	PUNCT
bracis-19079	80	21	.	.	PUNCT
bracis-19079	81	1	table	table	NOUN
bracis-19079	81	2	1	1	NUM
bracis-19079	81	3	.	.	PUNCT
bracis-19079	82	1	set	set	VERB
bracis-19079	82	2	of	of	ADP
bracis-19079	82	3	pos	pos	NOUN
bracis-19079	82	4	features.full	features.full	NOUN
bracis-19079	82	5	size	size	NOUN
bracis-19079	82	6	table	table	NOUN
bracis-19079	82	7	syntactic	syntactic	ADJ
bracis-19079	82	8	patterns	pattern	NOUN
bracis-19079	82	9	.	.	PUNCT
bracis-19079	83	1	natural	natural	ADJ
bracis-19079	83	2	language	language	NOUN
bracis-19079	83	3	texts	text	NOUN
bracis-19079	83	4	are	be	AUX
bracis-19079	83	5	based	base	VERB
bracis-19079	83	6	on	on	ADP
bracis-19079	83	7	syntactic	syntactic	ADJ
bracis-19079	83	8	patterns	pattern	NOUN
bracis-19079	83	9	which	which	PRON
bracis-19079	83	10	create	create	VERB
bracis-19079	83	11	a	a	DET
bracis-19079	83	12	sequence	sequence	NOUN
bracis-19079	83	13	of	of	ADP
bracis-19079	83	14	words	word	NOUN
bracis-19079	83	15	based	base	VERB
bracis-19079	83	16	on	on	ADP
bracis-19079	83	17	grammar	grammar	NOUN
bracis-19079	83	18	rules	rule	NOUN
bracis-19079	83	19	.	.	PUNCT
bracis-19079	84	1	in	in	ADP
bracis-19079	84	2	our	our	PRON
bracis-19079	84	3	study	study	NOUN
bracis-19079	84	4	,	,	PUNCT
bracis-19079	84	5	we	we	PRON
bracis-19079	84	6	used	use	VERB
bracis-19079	84	7	syntactic	syntactic	ADJ
bracis-19079	84	8	patterns	pattern	NOUN
bracis-19079	84	9	as	as	ADP
bracis-19079	84	10	indicative	indicative	ADJ
bracis-19079	84	11	of	of	ADP
bracis-19079	84	12	subjective	subjective	ADJ
bracis-19079	84	13	sentences	sentence	NOUN
bracis-19079	84	14	.	.	PUNCT
bracis-19079	85	1	the	the	DET
bracis-19079	85	2	patterns	pattern	NOUN
bracis-19079	85	3	were	be	AUX
bracis-19079	85	4	originally	originally	ADV
bracis-19079	85	5	proposed	propose	VERB
bracis-19079	85	6	by	by	ADP
bracis-19079	85	7	turney	turney	PROPN
bracis-19079	85	8	 	 	SPACE
bracis-19079	86	1	[	[	X
bracis-19079	86	2	25	25	NUM
bracis-19079	86	3	]	]	PUNCT
bracis-19079	86	4	and	and	CCONJ
bracis-19079	86	5	we	we	PRON
bracis-19079	86	6	adapted	adapt	VERB
bracis-19079	86	7	them	they	PRON
bracis-19079	86	8	to	to	PART
bracis-19079	86	9	use	use	VERB
bracis-19079	86	10	spacy	spacy	NOUN
bracis-19079	86	11	toolkit	toolkit	NOUN
bracis-19079	86	12	.	.	PUNCT
bracis-19079	87	1	in	in	ADP
bracis-19079	87	2	table	table	NOUN
bracis-19079	87	3	 	 	SPACE
bracis-19079	87	4	2	2	NUM
bracis-19079	87	5	,	,	PUNCT
bracis-19079	87	6	each	each	DET
bracis-19079	87	7	syntactic	syntactic	ADJ
bracis-19079	87	8	pattern	pattern	NOUN
bracis-19079	87	9	is	be	AUX
bracis-19079	87	10	described	describe	VERB
bracis-19079	87	11	with	with	ADP
bracis-19079	87	12	an	an	DET
bracis-19079	87	13	example	example	NOUN
bracis-19079	87	14	and	and	CCONJ
bracis-19079	87	15	its	its	PRON
bracis-19079	87	16	feature	feature	NOUN
bracis-19079	87	17	values	value	NOUN
bracis-19079	87	18	(	(	PUNCT
bracis-19079	87	19	fv	fv	NOUN
bracis-19079	87	20	)	)	PUNCT
bracis-19079	87	21	.	.	PUNCT
bracis-19079	88	1	the	the	DET
bracis-19079	88	2	rules	rule	NOUN
bracis-19079	88	3	are	be	AUX
bracis-19079	88	4	described	describe	VERB
bracis-19079	88	5	in	in	ADP
bracis-19079	88	6	table	table	NOUN
bracis-19079	88	7	 	 	SPACE
bracis-19079	88	8	2	2	NUM
bracis-19079	88	9	with	with	ADP
bracis-19079	88	10	arrows	arrow	NOUN
bracis-19079	88	11	(	(	PUNCT
bracis-19079	88	12	\(\rightarrow	\(\rightarrow	NOUN
bracis-19079	88	13	\	\	ADJ
bracis-19079	88	14	)	)	PUNCT
bracis-19079	88	15	)	)	PUNCT
bracis-19079	88	16	denoting	denote	VERB
bracis-19079	88	17	immediate	immediate	ADJ
bracis-19079	88	18	sequence	sequence	NOUN
bracis-19079	88	19	between	between	ADP
bracis-19079	88	20	two	two	NUM
bracis-19079	88	21	pos	pos	NOUN
bracis-19079	88	22	tags	tag	NOUN
bracis-19079	88	23	,	,	PUNCT
bracis-19079	88	24	while	while	SCONJ
bracis-19079	88	25	not	not	PART
bracis-19079	88	26	indicates	indicate	VERB
bracis-19079	88	27	that	that	SCONJ
bracis-19079	88	28	the	the	DET
bracis-19079	88	29	absence	absence	NOUN
bracis-19079	88	30	of	of	ADP
bracis-19079	88	31	a	a	DET
bracis-19079	88	32	given	give	VERB
bracis-19079	88	33	tag	tag	NOUN
bracis-19079	88	34	is	be	AUX
bracis-19079	88	35	expected	expect	VERB
bracis-19079	88	36	.	.	PUNCT
bracis-19079	89	1	in	in	ADP
bracis-19079	89	2	feature	feature	NOUN
bracis-19079	89	3	23	23	NUM
bracis-19079	89	4	,	,	PUNCT
bracis-19079	89	5	the	the	DET
bracis-19079	89	6	verb	verb	NOUN
bracis-19079	89	7	can	can	AUX
bracis-19079	89	8	be	be	AUX
bracis-19079	89	9	in	in	ADP
bracis-19079	89	10	different	different	ADJ
bracis-19079	89	11	forms	form	NOUN
bracis-19079	89	12	such	such	ADJ
bracis-19079	89	13	as	as	ADP
bracis-19079	89	14	participles	participle	NOUN
bracis-19079	89	15	(	(	PUNCT
bracis-19079	89	16	pcp	pcp	PROPN
bracis-19079	89	17	)	)	PUNCT
bracis-19079	89	18	,	,	PUNCT
bracis-19079	89	19	gerund	gerund	NOUN
bracis-19079	89	20	(	(	PUNCT
bracis-19079	89	21	ger	ger	NOUN
bracis-19079	89	22	)	)	PUNCT
bracis-19079	89	23	,	,	PUNCT
bracis-19079	89	24	perfect	perfect	ADJ
bracis-19079	89	25	simple	simple	ADJ
bracis-19079	89	26	(	(	PUNCT
bracis-19079	89	27	ps	ps	NOUN
bracis-19079	89	28	)	)	PUNCT
bracis-19079	89	29	,	,	PUNCT
bracis-19079	89	30	and	and	CCONJ
bracis-19079	89	31	imperfect	imperfect	ADJ
bracis-19079	89	32	(	(	PUNCT
bracis-19079	89	33	impf	impf	NOUN
bracis-19079	89	34	)	)	PUNCT
bracis-19079	89	35	.	.	PUNCT
bracis-19079	90	1	table	table	NOUN
bracis-19079	90	2	2	2	NUM
bracis-19079	90	3	.	.	PUNCT
bracis-19079	91	1	set	set	NOUN
bracis-19079	91	2	of	of	ADP
bracis-19079	91	3	syntactic	syntactic	ADJ
bracis-19079	91	4	patterns.full	patterns.full	ADJ
bracis-19079	91	5	size	size	NOUN
bracis-19079	91	6	table	table	NOUN
bracis-19079	91	7	sentiment	sentiment	NOUN
bracis-19079	91	8	lexicons	lexicon	NOUN
bracis-19079	91	9	.	.	PUNCT
bracis-19079	92	1	some	some	PRON
bracis-19079	92	2	of	of	ADP
bracis-19079	92	3	the	the	DET
bracis-19079	92	4	most	most	ADV
bracis-19079	92	5	important	important	ADJ
bracis-19079	92	6	indicators	indicator	NOUN
bracis-19079	92	7	in	in	ADP
bracis-19079	92	8	the	the	DET
bracis-19079	92	9	analysis	analysis	NOUN
bracis-19079	92	10	of	of	ADP
bracis-19079	92	11	subjective	subjective	ADJ
bracis-19079	92	12	text	text	NOUN
bracis-19079	92	13	are	be	AUX
bracis-19079	92	14	sentiment	sentiment	NOUN
bracis-19079	92	15	lexicons	lexicon	NOUN
bracis-19079	92	16	.	.	PUNCT
bracis-19079	93	1	these	these	DET
bracis-19079	93	2	features	feature	NOUN
bracis-19079	93	3	are	be	AUX
bracis-19079	93	4	based	base	VERB
bracis-19079	93	5	on	on	ADP
bracis-19079	93	6	counting	count	VERB
bracis-19079	93	7	the	the	DET
bracis-19079	93	8	sentiment	sentiment	NOUN
bracis-19079	93	9	-	-	PUNCT
bracis-19079	93	10	bearing	bear	VERB
bracis-19079	93	11	terms	term	NOUN
bracis-19079	93	12	that	that	PRON
bracis-19079	93	13	occur	occur	VERB
bracis-19079	93	14	in	in	ADP
bracis-19079	93	15	the	the	DET
bracis-19079	93	16	sentence	sentence	NOUN
bracis-19079	93	17	 	 	SPACE
bracis-19079	94	1	[	[	X
bracis-19079	94	2	1	1	NUM
bracis-19079	94	3	,	,	PUNCT
bracis-19079	94	4	10	10	NUM
bracis-19079	94	5	]	]	PUNCT
bracis-19079	94	6	.	.	PUNCT
bracis-19079	95	1	we	we	PRON
bracis-19079	95	2	consider	consider	VERB
bracis-19079	95	3	the	the	DET
bracis-19079	95	4	following	follow	VERB
bracis-19079	95	5	terms	term	NOUN
bracis-19079	95	6	:	:	PUNCT
bracis-19079	95	7	subjectives	subjective	NOUN
bracis-19079	95	8	,	,	PUNCT
bracis-19079	95	9	positives	positive	NOUN
bracis-19079	95	10	,	,	PUNCT
bracis-19079	95	11	and	and	CCONJ
bracis-19079	95	12	negatives	negative	NOUN
bracis-19079	95	13	.	.	PUNCT
bracis-19079	96	1	the	the	DET
bracis-19079	96	2	sentiment	sentiment	NOUN
bracis-19079	96	3	lexicon	lexicon	NOUN
bracis-19079	96	4	is	be	AUX
bracis-19079	96	5	a	a	DET
bracis-19079	96	6	portuguese	portuguese	ADJ
bracis-19079	96	7	translation	translation	NOUN
bracis-19079	96	8	of	of	ADP
bracis-19079	96	9	the	the	DET
bracis-19079	96	10	lexicon	lexicon	NOUN
bracis-19079	96	11	from	from	ADP
bracis-19079	96	12	pennebaker	pennebaker	PROPN
bracis-19079	96	13	et	et	PROPN
bracis-19079	96	14	al	al	PROPN
bracis-19079	96	15	.	.	PUNCT
bracis-19079	96	16	 	 	SPACE
bracis-19079	97	1	[	[	X
bracis-19079	97	2	22	22	NUM
bracis-19079	97	3	]	]	PUNCT
bracis-19079	97	4	,	,	PUNCT
bracis-19079	97	5	a	a	DET
bracis-19079	97	6	well	well	ADV
bracis-19079	97	7	-	-	PUNCT
bracis-19079	97	8	known	know	VERB
bracis-19079	97	9	subjective	subjective	ADJ
bracis-19079	97	10	classifier	classifier	NOUN
bracis-19079	97	11	 	 	SPACE
bracis-19079	98	1	[	[	X
bracis-19079	98	2	4	4	NUM
bracis-19079	98	3	]	]	PUNCT
bracis-19079	98	4	.	.	PUNCT
bracis-19079	99	1	we	we	PRON
bracis-19079	99	2	include	include	VERB
bracis-19079	99	3	the	the	DET
bracis-19079	99	4	number	number	NOUN
bracis-19079	99	5	and	and	CCONJ
bracis-19079	99	6	percentage	percentage	NOUN
bracis-19079	99	7	of	of	ADP
bracis-19079	99	8	opinionated	opinionated	ADJ
bracis-19079	99	9	terms	term	NOUN
bracis-19079	99	10	in	in	ADP
bracis-19079	99	11	a	a	DET
bracis-19079	99	12	sentence	sentence	NOUN
bracis-19079	99	13	as	as	ADP
bracis-19079	99	14	features	feature	NOUN
bracis-19079	99	15	for	for	ADP
bracis-19079	99	16	our	our	PRON
bracis-19079	99	17	classifiers	classifier	NOUN
bracis-19079	99	18	.	.	PUNCT
bracis-19079	100	1	we	we	PRON
bracis-19079	100	2	also	also	ADV
bracis-19079	100	3	consider	consider	VERB
bracis-19079	100	4	the	the	DET
bracis-19079	100	5	number	number	NOUN
bracis-19079	100	6	and	and	CCONJ
bracis-19079	100	7	percentage	percentage	NOUN
bracis-19079	100	8	of	of	ADP
bracis-19079	100	9	exclamation	exclamation	NOUN
bracis-19079	100	10	marks	mark	NOUN
bracis-19079	100	11	“	"	PUNCT
bracis-19079	100	12	!	!	PUNCT
bracis-19079	100	13	”	"	PUNCT
bracis-19079	101	1	and	and	CCONJ
bracis-19079	101	2	question	question	NOUN
bracis-19079	101	3	marks	mark	NOUN
bracis-19079	101	4	“	"	PUNCT
bracis-19079	101	5	?	?	PUNCT
bracis-19079	101	6	”	"	PUNCT
bracis-19079	101	7	in	in	ADP
bracis-19079	101	8	the	the	DET
bracis-19079	101	9	sentences	sentence	NOUN
bracis-19079	101	10	because	because	SCONJ
bracis-19079	101	11	they	they	PRON
bracis-19079	101	12	usually	usually	ADV
bracis-19079	101	13	indicate	indicate	VERB
bracis-19079	101	14	the	the	DET
bracis-19079	101	15	strength	strength	NOUN
bracis-19079	101	16	of	of	ADP
bracis-19079	101	17	sentiment	sentiment	NOUN
bracis-19079	101	18	.	.	PUNCT
bracis-19079	102	1	in	in	ADP
bracis-19079	102	2	table	table	NOUN
bracis-19079	102	3	 	 	SPACE
bracis-19079	102	4	3	3	NUM
bracis-19079	102	5	,	,	PUNCT
bracis-19079	102	6	each	each	DET
bracis-19079	102	7	sentiment	sentiment	NOUN
bracis-19079	102	8	lexicon	lexicon	ADJ
bracis-19079	102	9	feature	feature	NOUN
bracis-19079	102	10	is	be	AUX
bracis-19079	102	11	described	describe	VERB
bracis-19079	102	12	with	with	ADP
bracis-19079	102	13	an	an	DET
bracis-19079	102	14	example	example	NOUN
bracis-19079	102	15	and	and	CCONJ
bracis-19079	102	16	its	its	PRON
bracis-19079	102	17	feature	feature	NOUN
bracis-19079	102	18	values	value	NOUN
bracis-19079	102	19	(	(	PUNCT
bracis-19079	102	20	fv	fv	NOUN
bracis-19079	102	21	)	)	PUNCT
bracis-19079	102	22	.	.	PUNCT
bracis-19079	103	1	table	table	NOUN
bracis-19079	103	2	3	3	NUM
bracis-19079	103	3	.	.	PUNCT
bracis-19079	104	1	set	set	VERB
bracis-19079	104	2	of	of	ADP
bracis-19079	104	3	lexicon	lexicon	ADJ
bracis-19079	104	4	features.full	features.full	NOUN
bracis-19079	104	5	size	size	NOUN
bracis-19079	104	6	table	table	NOUN
bracis-19079	104	7	concept	concept	NOUN
bracis-19079	104	8	-	-	PUNCT
bracis-19079	104	9	level	level	NOUN
bracis-19079	104	10	features	feature	NOUN
bracis-19079	104	11	.	.	PUNCT
bracis-19079	105	1	concept	concept	NOUN
bracis-19079	105	2	-	-	PUNCT
bracis-19079	105	3	level	level	NOUN
bracis-19079	105	4	features	feature	NOUN
bracis-19079	105	5	can	can	AUX
bracis-19079	105	6	help	help	VERB
bracis-19079	105	7	with	with	ADP
bracis-19079	105	8	a	a	DET
bracis-19079	105	9	semantic	semantic	ADJ
bracis-19079	105	10	analysis	analysis	NOUN
bracis-19079	105	11	of	of	ADP
bracis-19079	105	12	text	text	NOUN
bracis-19079	105	13	through	through	ADP
bracis-19079	105	14	web	web	NOUN
bracis-19079	105	15	ontologies	ontology	NOUN
bracis-19079	105	16	or	or	CCONJ
bracis-19079	105	17	semantic	semantic	ADJ
bracis-19079	105	18	networks	network	NOUN
bracis-19079	105	19	.	.	PUNCT
bracis-19079	106	1	hence	hence	ADV
bracis-19079	106	2	,	,	PUNCT
bracis-19079	106	3	they	they	PRON
bracis-19079	106	4	allow	allow	VERB
bracis-19079	106	5	for	for	ADP
bracis-19079	106	6	aggregating	aggregate	VERB
bracis-19079	106	7	conceptual	conceptual	ADJ
bracis-19079	106	8	and	and	CCONJ
bracis-19079	106	9	affective	affective	ADJ
bracis-19079	106	10	information	information	NOUN
bracis-19079	106	11	associated	associate	VERB
bracis-19079	106	12	with	with	ADP
bracis-19079	106	13	natural	natural	ADJ
bracis-19079	106	14	language	language	NOUN
bracis-19079	106	15	opinions	opinion	NOUN
bracis-19079	106	16	 	 	SPACE
bracis-19079	106	17	[	[	X
bracis-19079	106	18	24	24	NUM
bracis-19079	106	19	]	]	PUNCT
bracis-19079	106	20	.	.	PUNCT
bracis-19079	107	1	we	we	PRON
bracis-19079	107	2	adopted	adopt	VERB
bracis-19079	107	3	the	the	DET
bracis-19079	107	4	same	same	ADJ
bracis-19079	107	5	set	set	NOUN
bracis-19079	107	6	of	of	ADP
bracis-19079	107	7	concept	concept	NOUN
bracis-19079	107	8	-	-	PUNCT
bracis-19079	107	9	level	level	NOUN
bracis-19079	107	10	features	feature	NOUN
bracis-19079	107	11	used	use	VERB
bracis-19079	107	12	in	in	ADP
bracis-19079	107	13	 	 	SPACE
bracis-19079	107	14	[	[	PUNCT
bracis-19079	107	15	11	11	NUM
bracis-19079	107	16	]	]	PUNCT
bracis-19079	107	17	,	,	PUNCT
bracis-19079	107	18	which	which	PRON
bracis-19079	107	19	in	in	ADP
bracis-19079	107	20	turn	turn	NOUN
bracis-19079	107	21	,	,	PUNCT
bracis-19079	107	22	measured	measure	VERB
bracis-19079	107	23	different	different	ADJ
bracis-19079	107	24	aspects	aspect	NOUN
bracis-19079	107	25	of	of	ADP
bracis-19079	107	26	these	these	DET
bracis-19079	107	27	concepts	concept	NOUN
bracis-19079	107	28	,	,	PUNCT
bracis-19079	107	29	including	include	VERB
bracis-19079	107	30	:	:	PUNCT
bracis-19079	107	31	pleasantness	pleasantness	NOUN
bracis-19079	107	32	,	,	PUNCT
bracis-19079	107	33	attention	attention	NOUN
bracis-19079	107	34	,	,	PUNCT
bracis-19079	107	35	aptitude	aptitude	NOUN
bracis-19079	107	36	,	,	PUNCT
bracis-19079	107	37	sensitivity	sensitivity	NOUN
bracis-19079	107	38	,	,	PUNCT
bracis-19079	107	39	and	and	CCONJ
bracis-19079	107	40	polarity	polarity	NOUN
bracis-19079	107	41	.	.	PUNCT
bracis-19079	108	1	to	to	PART
bracis-19079	108	2	do	do	VERB
bracis-19079	108	3	this	this	PRON
bracis-19079	108	4	,	,	PUNCT
bracis-19079	108	5	we	we	PRON
bracis-19079	108	6	used	use	VERB
bracis-19079	108	7	the	the	DET
bracis-19079	108	8	senticnet	senticnet	NOUN
bracis-19079	108	9	corpus	corpus	PROPN
bracis-19079	108	10	 	 	SPACE
bracis-19079	109	1	[	[	X
bracis-19079	109	2	6	6	NUM
bracis-19079	109	3	]	]	PUNCT
bracis-19079	109	4	.	.	PUNCT
bracis-19079	110	1	we	we	PRON
bracis-19079	110	2	have	have	AUX
bracis-19079	110	3	represented	represent	VERB
bracis-19079	110	4	this	this	DET
bracis-19079	110	5	group	group	NOUN
bracis-19079	110	6	of	of	ADP
bracis-19079	110	7	features	feature	NOUN
bracis-19079	110	8	considering	consider	VERB
bracis-19079	110	9	only	only	ADV
bracis-19079	110	10	each	each	DET
bracis-19079	110	11	concept	concept	NOUN
bracis-19079	110	12	’s	’s	PART
bracis-19079	110	13	absolute	absolute	ADJ
bracis-19079	110	14	score	score	NOUN
bracis-19079	110	15	since	since	SCONJ
bracis-19079	110	16	highly	highly	ADV
bracis-19079	110	17	opinionated	opinionated	ADJ
bracis-19079	110	18	concepts	concept	NOUN
bracis-19079	110	19	tend	tend	VERB
bracis-19079	110	20	to	to	PART
bracis-19079	110	21	have	have	VERB
bracis-19079	110	22	higher	high	ADJ
bracis-19079	110	23	absolute	absolute	ADJ
bracis-19079	110	24	values	value	NOUN
bracis-19079	110	25	.	.	PUNCT
bracis-19079	111	1	in	in	ADP
bracis-19079	111	2	table	table	NOUN
bracis-19079	111	3	 	 	SPACE
bracis-19079	111	4	4	4	NUM
bracis-19079	111	5	,	,	PUNCT
bracis-19079	111	6	each	each	DET
bracis-19079	111	7	concept	concept	NOUN
bracis-19079	111	8	-	-	PUNCT
bracis-19079	111	9	level	level	NOUN
bracis-19079	111	10	feature	feature	NOUN
bracis-19079	111	11	is	be	AUX
bracis-19079	111	12	described	describe	VERB
bracis-19079	111	13	with	with	ADP
bracis-19079	111	14	an	an	DET
bracis-19079	111	15	example	example	NOUN
bracis-19079	111	16	and	and	CCONJ
bracis-19079	111	17	its	its	PRON
bracis-19079	111	18	feature	feature	NOUN
bracis-19079	111	19	values	value	NOUN
bracis-19079	111	20	(	(	PUNCT
bracis-19079	111	21	fv	fv	NOUN
bracis-19079	111	22	)	)	PUNCT
bracis-19079	111	23	.	.	PUNCT
bracis-19079	112	1	table	table	NOUN
bracis-19079	112	2	4	4	NUM
bracis-19079	112	3	.	.	PUNCT
bracis-19079	113	1	set	set	VERB
bracis-19079	113	2	of	of	ADP
bracis-19079	113	3	concept	concept	NOUN
bracis-19079	113	4	-	-	PUNCT
bracis-19079	113	5	level	level	NOUN
bracis-19079	113	6	features.full	features.full	NOUN
bracis-19079	113	7	size	size	NOUN
bracis-19079	113	8	table	table	NOUN
bracis-19079	113	9	structural	structural	ADJ
bracis-19079	113	10	features	feature	NOUN
bracis-19079	113	11	.	.	PUNCT
bracis-19079	114	1	structural	structural	ADJ
bracis-19079	114	2	features	feature	NOUN
bracis-19079	114	3	encode	encode	VERB
bracis-19079	114	4	the	the	DET
bracis-19079	114	5	number	number	NOUN
bracis-19079	114	6	of	of	ADP
bracis-19079	114	7	words	word	NOUN
bracis-19079	114	8	,	,	PUNCT
bracis-19079	114	9	words	word	NOUN
bracis-19079	114	10	with	with	ADP
bracis-19079	114	11	an	an	DET
bracis-19079	114	12	upper	upper	ADJ
bracis-19079	114	13	letter	letter	NOUN
bracis-19079	114	14	,	,	PUNCT
bracis-19079	114	15	and	and	CCONJ
bracis-19079	114	16	the	the	DET
bracis-19079	114	17	number	number	NOUN
bracis-19079	114	18	of	of	ADP
bracis-19079	114	19	upper	upper	ADJ
bracis-19079	114	20	letters	letter	NOUN
bracis-19079	114	21	.	.	PUNCT
bracis-19079	115	1	intuitively	intuitively	ADV
bracis-19079	115	2	,	,	PUNCT
bracis-19079	115	3	the	the	DET
bracis-19079	115	4	number	number	NOUN
bracis-19079	115	5	of	of	ADP
bracis-19079	115	6	words	word	NOUN
bracis-19079	115	7	could	could	AUX
bracis-19079	115	8	be	be	AUX
bracis-19079	115	9	indicative	indicative	ADJ
bracis-19079	115	10	of	of	ADP
bracis-19079	115	11	subjectivity	subjectivity	NOUN
bracis-19079	115	12	.	.	PUNCT
bracis-19079	116	1	for	for	ADP
bracis-19079	116	2	instance	instance	NOUN
bracis-19079	116	3	,	,	PUNCT
bracis-19079	116	4	factual	factual	ADJ
bracis-19079	116	5	sentences	sentence	NOUN
bracis-19079	116	6	may	may	AUX
bracis-19079	116	7	be	be	AUX
bracis-19079	116	8	shorter	short	ADJ
bracis-19079	116	9	 	 	SPACE
bracis-19079	117	1	[	[	X
bracis-19079	117	2	11	11	NUM
bracis-19079	117	3	]	]	PUNCT
bracis-19079	117	4	.	.	PUNCT
bracis-19079	118	1	we	we	PRON
bracis-19079	118	2	include	include	VERB
bracis-19079	118	3	the	the	DET
bracis-19079	118	4	ratio	ratio	NOUN
bracis-19079	118	5	of	of	ADP
bracis-19079	118	6	the	the	DET
bracis-19079	118	7	number	number	NOUN
bracis-19079	118	8	of	of	ADP
bracis-19079	118	9	uppercase	uppercase	ADJ
bracis-19079	118	10	words	word	NOUN
bracis-19079	118	11	and	and	CCONJ
bracis-19079	118	12	uppercase	uppercase	ADJ
bracis-19079	118	13	characters	character	NOUN
bracis-19079	118	14	in	in	ADP
bracis-19079	118	15	a	a	DET
bracis-19079	118	16	sentence	sentence	NOUN
bracis-19079	118	17	as	as	ADP
bracis-19079	118	18	features	feature	NOUN
bracis-19079	118	19	for	for	ADP
bracis-19079	118	20	our	our	PRON
bracis-19079	118	21	classifiers	classifier	NOUN
bracis-19079	118	22	.	.	PUNCT
bracis-19079	119	1	in	in	ADP
bracis-19079	119	2	table	table	NOUN
bracis-19079	119	3	 	 	SPACE
bracis-19079	119	4	5	5	NUM
bracis-19079	119	5	,	,	PUNCT
bracis-19079	119	6	each	each	DET
bracis-19079	119	7	structural	structural	ADJ
bracis-19079	119	8	feature	feature	NOUN
bracis-19079	119	9	is	be	AUX
bracis-19079	119	10	described	describe	VERB
bracis-19079	119	11	with	with	ADP
bracis-19079	119	12	an	an	DET
bracis-19079	119	13	example	example	NOUN
bracis-19079	119	14	and	and	CCONJ
bracis-19079	119	15	its	its	PRON
bracis-19079	119	16	feature	feature	NOUN
bracis-19079	119	17	values	value	NOUN
bracis-19079	119	18	(	(	PUNCT
bracis-19079	119	19	fv	fv	NOUN
bracis-19079	119	20	)	)	PUNCT
bracis-19079	119	21	.	.	PUNCT
bracis-19079	120	1	table	table	NOUN
bracis-19079	120	2	5	5	NUM
bracis-19079	120	3	.	.	PUNCT
bracis-19079	121	1	set	set	VERB
bracis-19079	121	2	of	of	ADP
bracis-19079	121	3	text	text	NOUN
bracis-19079	121	4	structural	structural	ADJ
bracis-19079	121	5	features.full	features.full	NOUN
bracis-19079	121	6	size	size	NOUN
bracis-19079	121	7	table	table	NOUN
bracis-19079	121	8	twitter	twitter	NOUN
bracis-19079	121	9	features	feature	VERB
bracis-19079	121	10	.	.	PUNCT
bracis-19079	122	1	because	because	SCONJ
bracis-19079	122	2	the	the	DET
bracis-19079	122	3	language	language	NOUN
bracis-19079	122	4	used	use	VERB
bracis-19079	122	5	on	on	ADP
bracis-19079	122	6	twitter	twitter	NOUN
bracis-19079	122	7	is	be	AUX
bracis-19079	122	8	often	often	ADV
bracis-19079	122	9	informal	informal	ADJ
bracis-19079	122	10	and	and	CCONJ
bracis-19079	122	11	differs	differ	VERB
bracis-19079	122	12	from	from	ADP
bracis-19079	122	13	traditional	traditional	ADJ
bracis-19079	122	14	text	text	NOUN
bracis-19079	122	15	types	type	NOUN
bracis-19079	122	16	,	,	PUNCT
bracis-19079	122	17	we	we	PRON
bracis-19079	122	18	used	use	VERB
bracis-19079	122	19	the	the	DET
bracis-19079	122	20	number	number	NOUN
bracis-19079	122	21	of	of	ADP
bracis-19079	122	22	urls	url	NOUN
bracis-19079	122	23	,	,	PUNCT
bracis-19079	122	24	mentions	mention	NOUN
bracis-19079	122	25	and	and	CCONJ
bracis-19079	122	26	elongated	elongate	VERB
bracis-19079	122	27	words	word	NOUN
bracis-19079	122	28	as	as	ADP
bracis-19079	122	29	features	feature	NOUN
bracis-19079	122	30	 	 	SPACE
bracis-19079	122	31	[	[	X
bracis-19079	122	32	18	18	NUM
bracis-19079	122	33	]	]	PUNCT
bracis-19079	122	34	.	.	PUNCT
bracis-19079	123	1	we	we	PRON
bracis-19079	123	2	also	also	ADV
bracis-19079	123	3	include	include	VERB
bracis-19079	123	4	emoji	emoji	PROPN
bracis-19079	123	5	sentiment	sentiment	NOUN
bracis-19079	123	6	scores	score	NOUN
bracis-19079	123	7	provided	provide	VERB
bracis-19079	123	8	in	in	ADP
bracis-19079	123	9	 	 	SPACE
bracis-19079	123	10	[	[	X
bracis-19079	123	11	17	17	NUM
bracis-19079	123	12	]	]	PUNCT
bracis-19079	123	13	and	and	CCONJ
bracis-19079	123	14	emoticons	emoticon	NOUN
bracis-19079	123	15	sentiment	sentiment	NOUN
bracis-19079	123	16	scores	score	NOUN
bracis-19079	123	17	provided	provide	VERB
bracis-19079	123	18	in	in	ADP
bracis-19079	123	19	 	 	SPACE
bracis-19079	123	20	[	[	X
bracis-19079	123	21	15	15	NUM
bracis-19079	123	22	]	]	PUNCT
bracis-19079	123	23	.	.	PUNCT
bracis-19079	124	1	in	in	ADP
bracis-19079	124	2	table	table	NOUN
bracis-19079	124	3	 	 	SPACE
bracis-19079	124	4	6	6	NUM
bracis-19079	124	5	,	,	PUNCT
bracis-19079	124	6	each	each	DET
bracis-19079	124	7	twitter	twitter	NOUN
bracis-19079	124	8	feature	feature	NOUN
bracis-19079	124	9	is	be	AUX
bracis-19079	124	10	described	describe	VERB
bracis-19079	124	11	with	with	ADP
bracis-19079	124	12	an	an	DET
bracis-19079	124	13	example	example	NOUN
bracis-19079	124	14	and	and	CCONJ
bracis-19079	124	15	its	its	PRON
bracis-19079	124	16	feature	feature	NOUN
bracis-19079	124	17	values	value	NOUN
bracis-19079	124	18	(	(	PUNCT
bracis-19079	124	19	vof	vof	NOUN
bracis-19079	124	20	)	)	PUNCT
bracis-19079	124	21	.	.	PUNCT
bracis-19079	125	1	table	table	NOUN
bracis-19079	125	2	6	6	NUM
bracis-19079	125	3	.	.	PUNCT
bracis-19079	126	1	set	set	VERB
bracis-19079	126	2	of	of	ADP
bracis-19079	126	3	twitter	twitter	NOUN
bracis-19079	126	4	features.full	features.full	NOUN
bracis-19079	126	5	size	size	NOUN
bracis-19079	126	6	table	table	NOUN
bracis-19079	126	7	miscellaneous	miscellaneous	ADJ
bracis-19079	126	8	features	feature	NOUN
bracis-19079	126	9	.	.	PUNCT
bracis-19079	127	1	we	we	PRON
bracis-19079	127	2	adopted	adopt	VERB
bracis-19079	127	3	a	a	DET
bracis-19079	127	4	set	set	NOUN
bracis-19079	127	5	of	of	ADP
bracis-19079	127	6	miscellaneous	miscellaneous	ADJ
bracis-19079	127	7	features	feature	NOUN
bracis-19079	127	8	that	that	PRON
bracis-19079	127	9	did	do	AUX
bracis-19079	127	10	not	not	PART
bracis-19079	127	11	belong	belong	VERB
bracis-19079	127	12	to	to	ADP
bracis-19079	127	13	the	the	DET
bracis-19079	127	14	aforementioned	aforementioned	ADJ
bracis-19079	127	15	groups	group	NOUN
bracis-19079	127	16	.	.	PUNCT
bracis-19079	128	1	as	as	SCONJ
bracis-19079	128	2	adopted	adopt	VERB
bracis-19079	128	3	by	by	ADP
bracis-19079	128	4	palshikar	palshikar	PROPN
bracis-19079	128	5	et	et	PROPN
bracis-19079	128	6	al	al	PROPN
bracis-19079	128	7	.	.	PUNCT
bracis-19079	128	8	 	 	SPACE
bracis-19079	129	1	[	[	X
bracis-19079	129	2	21	21	NUM
bracis-19079	129	3	]	]	PUNCT
bracis-19079	129	4	,	,	PUNCT
bracis-19079	129	5	we	we	PRON
bracis-19079	129	6	include	include	VERB
bracis-19079	129	7	the	the	DET
bracis-19079	129	8	number	number	NOUN
bracis-19079	129	9	of	of	ADP
bracis-19079	129	10	named	name	VERB
bracis-19079	129	11	entities	entity	NOUN
bracis-19079	129	12	and	and	CCONJ
bracis-19079	129	13	datetimes	datetime	NOUN
bracis-19079	129	14	.	.	PUNCT
bracis-19079	130	1	the	the	DET
bracis-19079	130	2	intuition	intuition	NOUN
bracis-19079	130	3	is	be	AUX
bracis-19079	130	4	that	that	SCONJ
bracis-19079	130	5	factual	factual	ADJ
bracis-19079	130	6	information	information	NOUN
bracis-19079	130	7	generally	generally	ADV
bracis-19079	130	8	has	have	VERB
bracis-19079	130	9	lots	lot	NOUN
bracis-19079	130	10	of	of	ADP
bracis-19079	130	11	dates	date	NOUN
bracis-19079	130	12	and	and	CCONJ
bracis-19079	130	13	entities	entity	NOUN
bracis-19079	130	14	.	.	PUNCT
bracis-19079	131	1	we	we	PRON
bracis-19079	131	2	also	also	ADV
bracis-19079	131	3	include	include	VERB
bracis-19079	131	4	the	the	DET
bracis-19079	131	5	number	number	NOUN
bracis-19079	131	6	of	of	ADP
bracis-19079	131	7	words	word	NOUN
bracis-19079	131	8	that	that	PRON
bracis-19079	131	9	are	be	AUX
bracis-19079	131	10	present	present	ADJ
bracis-19079	131	11	in	in	ADP
bracis-19079	131	12	a	a	DET
bracis-19079	131	13	dictionary	dictionary	NOUN
bracis-19079	131	14	 	 	SPACE
bracis-19079	132	1	[	[	X
bracis-19079	132	2	18	18	NUM
bracis-19079	132	3	]	]	PUNCT
bracis-19079	132	4	.	.	PUNCT
bracis-19079	133	1	therefore	therefore	ADV
bracis-19079	133	2	,	,	PUNCT
bracis-19079	133	3	misspelled	misspelled	ADJ
bracis-19079	133	4	words	word	NOUN
bracis-19079	133	5	were	be	AUX
bracis-19079	133	6	not	not	PART
bracis-19079	133	7	counted	count	VERB
bracis-19079	133	8	.	.	PUNCT
bracis-19079	134	1	we	we	PRON
bracis-19079	134	2	used	use	VERB
bracis-19079	134	3	a	a	DET
bracis-19079	134	4	list	list	NOUN
bracis-19079	134	5	of	of	ADP
bracis-19079	134	6	more	more	ADJ
bracis-19079	134	7	than	than	ADP
bracis-19079	134	8	300,000	300,000	NUM
bracis-19079	134	9	wordsfootnote	wordsfootnote	NOUN
bracis-19079	134	10	4	4	NUM
bracis-19079	134	11	.	.	PUNCT
bracis-19079	134	12	in	in	ADP
bracis-19079	134	13	table	table	NOUN
bracis-19079	134	14	 	 	SPACE
bracis-19079	134	15	7	7	NUM
bracis-19079	134	16	,	,	PUNCT
bracis-19079	134	17	each	each	DET
bracis-19079	134	18	miscellaneous	miscellaneous	ADJ
bracis-19079	134	19	feature	feature	NOUN
bracis-19079	134	20	is	be	AUX
bracis-19079	134	21	described	describe	VERB
bracis-19079	134	22	with	with	ADP
bracis-19079	134	23	an	an	DET
bracis-19079	134	24	example	example	NOUN
bracis-19079	134	25	and	and	CCONJ
bracis-19079	134	26	its	its	PRON
bracis-19079	134	27	feature	feature	NOUN
bracis-19079	134	28	values	value	NOUN
bracis-19079	134	29	(	(	PUNCT
bracis-19079	134	30	fv	fv	NOUN
bracis-19079	134	31	)	)	PUNCT
bracis-19079	134	32	.	.	PUNCT
bracis-19079	135	1	table	table	NOUN
bracis-19079	135	2	7	7	NUM
bracis-19079	135	3	.	.	PUNCT
bracis-19079	136	1	set	set	NOUN
bracis-19079	136	2	of	of	ADP
bracis-19079	136	3	miscellaneous	miscellaneous	ADJ
bracis-19079	136	4	features.full	features.full	NOUN
bracis-19079	136	5	size	size	NOUN
bracis-19079	136	6	table	table	NOUN
bracis-19079	136	7	3.2	3.2	NUM
bracis-19079	136	8	models	model	NOUN
bracis-19079	136	9	we	we	PRON
bracis-19079	136	10	chose	choose	VERB
bracis-19079	136	11	four	four	NUM
bracis-19079	136	12	conventional	conventional	ADJ
bracis-19079	136	13	methods	method	NOUN
bracis-19079	136	14	frequently	frequently	ADV
bracis-19079	136	15	used	use	VERB
bracis-19079	136	16	in	in	ADP
bracis-19079	136	17	text	text	NOUN
bracis-19079	136	18	classification	classification	NOUN
bracis-19079	136	19	when	when	SCONJ
bracis-19079	136	20	the	the	DET
bracis-19079	136	21	features	feature	NOUN
bracis-19079	136	22	set	set	VERB
bracis-19079	136	23	was	be	AUX
bracis-19079	136	24	selected	select	VERB
bracis-19079	136	25	to	to	PART
bracis-19079	136	26	investigate	investigate	VERB
bracis-19079	136	27	which	which	DET
bracis-19079	136	28	feature	feature	NOUN
bracis-19079	136	29	groups	group	NOUN
bracis-19079	136	30	are	be	AUX
bracis-19079	136	31	best	good	ADJ
bracis-19079	136	32	between	between	ADP
bracis-19079	136	33	:	:	PUNCT
bracis-19079	136	34	gradient	gradient	ADJ
bracis-19079	136	35	boosting	boost	VERB
bracis-19079	136	36	trees	tree	NOUN
bracis-19079	136	37	(	(	PUNCT
bracis-19079	136	38	gbt	gbt	PROPN
bracis-19079	136	39	)	)	PUNCT
bracis-19079	136	40	,	,	PUNCT
bracis-19079	136	41	maximum	maximum	PROPN
bracis-19079	136	42	entropy	entropy	X
bracis-19079	136	43	(	(	PUNCT
bracis-19079	136	44	me	i	PRON
bracis-19079	136	45	)	)	PUNCT
bracis-19079	136	46	,	,	PUNCT
bracis-19079	136	47	random	random	ADJ
bracis-19079	136	48	forest	forest	NOUN
bracis-19079	136	49	(	(	PUNCT
bracis-19079	136	50	rf	rf	NOUN
bracis-19079	136	51	)	)	PUNCT
bracis-19079	136	52	,	,	PUNCT
bracis-19079	136	53	and	and	CCONJ
bracis-19079	136	54	support	support	VERB
bracis-19079	136	55	vector	vector	NOUN
bracis-19079	136	56	machine	machine	NOUN
bracis-19079	136	57	(	(	PUNCT
bracis-19079	136	58	svm	svm	PROPN
bracis-19079	136	59	)	)	PUNCT
bracis-19079	136	60	.	.	PUNCT
bracis-19079	137	1	we	we	PRON
bracis-19079	137	2	also	also	ADV
bracis-19079	137	3	used	use	VERB
bracis-19079	137	4	autogluon	autogluon	NOUN
bracis-19079	137	5	because	because	SCONJ
bracis-19079	137	6	it	it	PRON
bracis-19079	137	7	is	be	AUX
bracis-19079	137	8	one	one	NUM
bracis-19079	137	9	of	of	ADP
bracis-19079	137	10	the	the	DET
bracis-19079	137	11	most	most	ADV
bracis-19079	137	12	recently	recently	ADV
bracis-19079	137	13	released	release	VERB
bracis-19079	137	14	automl	automl	ADJ
bracis-19079	137	15	frameworks	framework	NOUN
bracis-19079	137	16	.	.	PUNCT
bracis-19079	138	1	we	we	PRON
bracis-19079	138	2	used	use	VERB
bracis-19079	138	3	the	the	DET
bracis-19079	138	4	python	python	NOUN
bracis-19079	138	5	scikit	scikit	NOUN
bracis-19079	138	6	-	-	PUNCT
bracis-19079	138	7	learnfootnote	learnfootnote	NOUN
bracis-19079	138	8	5	5	NUM
bracis-19079	138	9	library	library	NOUN
bracis-19079	138	10	to	to	PART
bracis-19079	138	11	build	build	VERB
bracis-19079	138	12	conventional	conventional	ADJ
bracis-19079	138	13	methods	method	NOUN
bracis-19079	138	14	.	.	PUNCT
bracis-19079	139	1	3.3	3.3	NUM
bracis-19079	139	2	recursive	recursive	ADJ
bracis-19079	139	3	feature	feature	NOUN
bracis-19079	139	4	elimination	elimination	NOUN
bracis-19079	139	5	recursive	recursive	ADJ
bracis-19079	139	6	feature	feature	NOUN
bracis-19079	139	7	elimination	elimination	NOUN
bracis-19079	139	8	(	(	PUNCT
bracis-19079	139	9	rfe	rfe	PROPN
bracis-19079	139	10	)	)	PUNCT
bracis-19079	139	11	is	be	AUX
bracis-19079	139	12	considered	consider	VERB
bracis-19079	139	13	a	a	DET
bracis-19079	139	14	kind	kind	NOUN
bracis-19079	139	15	of	of	ADP
bracis-19079	139	16	wrapper	wrapper	NOUN
bracis-19079	139	17	feature	feature	NOUN
bracis-19079	139	18	selection	selection	NOUN
bracis-19079	139	19	method	method	NOUN
bracis-19079	139	20	 	 	SPACE
bracis-19079	139	21	[	[	X
bracis-19079	139	22	8	8	NUM
bracis-19079	139	23	]	]	PUNCT
bracis-19079	139	24	.	.	PUNCT
bracis-19079	140	1	initially	initially	ADV
bracis-19079	140	2	,	,	PUNCT
bracis-19079	140	3	all	all	DET
bracis-19079	140	4	the	the	DET
bracis-19079	140	5	features	feature	NOUN
bracis-19079	140	6	are	be	AUX
bracis-19079	140	7	selected	select	VERB
bracis-19079	140	8	for	for	ADP
bracis-19079	140	9	feature	feature	NOUN
bracis-19079	140	10	selection	selection	NOUN
bracis-19079	140	11	.	.	PUNCT
bracis-19079	141	1	at	at	ADP
bracis-19079	141	2	every	every	DET
bracis-19079	141	3	iteration	iteration	NOUN
bracis-19079	141	4	,	,	PUNCT
bracis-19079	141	5	some	some	DET
bracis-19079	141	6	features	feature	NOUN
bracis-19079	141	7	will	will	AUX
bracis-19079	141	8	be	be	AUX
bracis-19079	141	9	removed	remove	VERB
bracis-19079	141	10	from	from	ADP
bracis-19079	141	11	the	the	DET
bracis-19079	141	12	full	full	ADJ
bracis-19079	141	13	features	feature	NOUN
bracis-19079	141	14	set	set	VERB
bracis-19079	141	15	,	,	PUNCT
bracis-19079	141	16	based	base	VERB
bracis-19079	141	17	on	on	ADP
bracis-19079	141	18	the	the	DET
bracis-19079	141	19	inference	inference	NOUN
bracis-19079	141	20	of	of	ADP
bracis-19079	141	21	the	the	DET
bracis-19079	141	22	training	training	NOUN
bracis-19079	141	23	model	model	NOUN
bracis-19079	141	24	.	.	PUNCT
bracis-19079	142	1	the	the	DET
bracis-19079	142	2	goal	goal	NOUN
bracis-19079	142	3	is	be	AUX
bracis-19079	142	4	to	to	PART
bracis-19079	142	5	repeatedly	repeatedly	ADV
bracis-19079	142	6	build	build	VERB
bracis-19079	142	7	a	a	DET
bracis-19079	142	8	model	model	NOUN
bracis-19079	142	9	and	and	CCONJ
bracis-19079	142	10	choose	choose	VERB
bracis-19079	142	11	the	the	DET
bracis-19079	142	12	best	well	ADV
bracis-19079	142	13	-	-	PUNCT
bracis-19079	142	14	performing	perform	VERB
bracis-19079	142	15	feature	feature	NOUN
bracis-19079	142	16	.	.	PUNCT
bracis-19079	143	1	this	this	DET
bracis-19079	143	2	procedure	procedure	NOUN
bracis-19079	143	3	is	be	AUX
bracis-19079	143	4	repeated	repeat	VERB
bracis-19079	143	5	until	until	SCONJ
bracis-19079	143	6	all	all	DET
bracis-19079	143	7	features	feature	NOUN
bracis-19079	143	8	in	in	ADP
bracis-19079	143	9	the	the	DET
bracis-19079	143	10	dataset	dataset	NOUN
bracis-19079	143	11	are	be	AUX
bracis-19079	143	12	evaluated	evaluate	VERB
bracis-19079	143	13	.	.	PUNCT
bracis-19079	144	1	features	feature	NOUN
bracis-19079	144	2	are	be	AUX
bracis-19079	144	3	then	then	ADV
bracis-19079	144	4	ranked	rank	VERB
bracis-19079	144	5	according	accord	VERB
bracis-19079	144	6	to	to	ADP
bracis-19079	144	7	the	the	DET
bracis-19079	144	8	elimination	elimination	NOUN
bracis-19079	144	9	order	order	NOUN
bracis-19079	144	10	.	.	PUNCT
bracis-19079	145	1	as	as	ADP
bracis-19079	145	2	such	such	ADJ
bracis-19079	145	3	,	,	PUNCT
bracis-19079	145	4	it	it	PRON
bracis-19079	145	5	is	be	AUX
bracis-19079	145	6	a	a	DET
bracis-19079	145	7	greedy	greedy	ADJ
bracis-19079	145	8	optimization	optimization	NOUN
bracis-19079	145	9	for	for	ADP
bracis-19079	145	10	finding	find	VERB
bracis-19079	145	11	the	the	DET
bracis-19079	145	12	best	good	ADJ
bracis-19079	145	13	performing	performing	NOUN
bracis-19079	145	14	subset	subset	NOUN
bracis-19079	145	15	of	of	ADP
bracis-19079	145	16	features	feature	NOUN
bracis-19079	145	17	.	.	PUNCT
bracis-19079	146	1	the	the	DET
bracis-19079	146	2	coefficients	coefficient	NOUN
bracis-19079	146	3	of	of	ADP
bracis-19079	146	4	features	feature	NOUN
bracis-19079	146	5	are	be	AUX
bracis-19079	146	6	generally	generally	ADV
bracis-19079	146	7	used	use	VERB
bracis-19079	146	8	as	as	ADP
bracis-19079	146	9	the	the	DET
bracis-19079	146	10	index	index	NOUN
bracis-19079	146	11	of	of	ADP
bracis-19079	146	12	importance	importance	NOUN
bracis-19079	146	13	evaluation	evaluation	NOUN
bracis-19079	146	14	.	.	PUNCT
bracis-19079	147	1	the	the	PRON
bracis-19079	147	2	closer	close	ADV
bracis-19079	147	3	the	the	DET
bracis-19079	147	4	coefficient	coefficient	NOUN
bracis-19079	147	5	to	to	ADP
bracis-19079	147	6	0	0	NUM
bracis-19079	147	7	,	,	PUNCT
bracis-19079	147	8	the	the	DET
bracis-19079	147	9	smaller	small	ADJ
bracis-19079	147	10	effect	effect	NOUN
bracis-19079	147	11	on	on	ADP
bracis-19079	147	12	the	the	DET
bracis-19079	147	13	target	target	NOUN
bracis-19079	147	14	variable	variable	NOUN
bracis-19079	147	15	is	be	AUX
bracis-19079	147	16	.	.	PUNCT
bracis-19079	148	1	the	the	DET
bracis-19079	148	2	importance	importance	NOUN
bracis-19079	148	3	ranking	ranking	NOUN
bracis-19079	148	4	of	of	ADP
bracis-19079	148	5	the	the	DET
bracis-19079	148	6	candidate	candidate	NOUN
bracis-19079	148	7	features	feature	NOUN
bracis-19079	148	8	is	be	AUX
bracis-19079	148	9	finally	finally	ADV
bracis-19079	148	10	achieved	achieve	VERB
bracis-19079	148	11	by	by	ADP
bracis-19079	148	12	following	follow	VERB
bracis-19079	148	13	the	the	DET
bracis-19079	148	14	sequence	sequence	NOUN
bracis-19079	148	15	order	order	NOUN
bracis-19079	148	16	of	of	ADP
bracis-19079	148	17	elimination	elimination	NOUN
bracis-19079	148	18	of	of	ADP
bracis-19079	148	19	features	feature	NOUN
bracis-19079	148	20	during	during	ADP
bracis-19079	148	21	every	every	DET
bracis-19079	148	22	iteration	iteration	NOUN
bracis-19079	148	23	.	.	PUNCT
bracis-19079	149	1	4	4	NUM
bracis-19079	149	2	experiments	experiment	NOUN
bracis-19079	149	3	4.1	4.1	NUM
bracis-19079	149	4	setup	setup	NOUN
bracis-19079	149	5	table	table	NOUN
bracis-19079	149	6	 	 	SPACE
bracis-19079	149	7	8	8	NUM
bracis-19079	149	8	presents	present	VERB
bracis-19079	149	9	the	the	DET
bracis-19079	149	10	datasets	dataset	NOUN
bracis-19079	149	11	we	we	PRON
bracis-19079	149	12	have	have	AUX
bracis-19079	149	13	used	use	VERB
bracis-19079	149	14	in	in	ADP
bracis-19079	149	15	our	our	PRON
bracis-19079	149	16	experiments	experiment	NOUN
bracis-19079	149	17	.	.	PUNCT
bracis-19079	150	1	dataset	dataset	ADJ
bracis-19079	150	2	reli	reli	NOUN
bracis-19079	150	3	contains	contain	VERB
bracis-19079	150	4	2,000	2,000	NUM
bracis-19079	150	5	sentences	sentence	NOUN
bracis-19079	150	6	from	from	ADP
bracis-19079	150	7	user	user	NOUN
bracis-19079	150	8	reviews	review	NOUN
bracis-19079	150	9	of	of	ADP
bracis-19079	150	10	books	book	NOUN
bracis-19079	150	11	taken	take	VERB
bracis-19079	150	12	from	from	ADP
bracis-19079	150	13	 	 	SPACE
bracis-19079	150	14	[	[	X
bracis-19079	150	15	12	12	NUM
bracis-19079	150	16	]	]	PUNCT
bracis-19079	150	17	.	.	PUNCT
bracis-19079	151	1	dataset	dataset	PROPN
bracis-19079	151	2	computerbr	computerbr	PROPN
bracis-19079	151	3	consists	consist	VERB
bracis-19079	151	4	of	of	ADP
bracis-19079	151	5	2,281	2,281	NUM
bracis-19079	151	6	sentences	sentence	NOUN
bracis-19079	151	7	of	of	ADP
bracis-19079	151	8	tweets	tweet	NOUN
bracis-19079	151	9	regarding	regard	VERB
bracis-19079	151	10	computers	computer	NOUN
bracis-19079	151	11	taken	take	VERB
bracis-19079	151	12	from	from	ADP
bracis-19079	151	13	 	 	SPACE
bracis-19079	151	14	[	[	X
bracis-19079	151	15	19	19	NUM
bracis-19079	151	16	]	]	PUNCT
bracis-19079	151	17	.	.	PUNCT
bracis-19079	152	1	dataset	dataset	PROPN
bracis-19079	152	2	tripadvisor	tripadvisor	PROPN
bracis-19079	152	3	contains	contain	VERB
bracis-19079	152	4	1,049	1,049	NUM
bracis-19079	152	5	sentences	sentence	NOUN
bracis-19079	152	6	from	from	ADP
bracis-19079	152	7	user	user	NOUN
bracis-19079	152	8	reviews	review	NOUN
bracis-19079	152	9	of	of	ADP
bracis-19079	152	10	restaurants	restaurant	NOUN
bracis-19079	152	11	taken	take	VERB
bracis-19079	152	12	from	from	ADP
bracis-19079	152	13	 	 	SPACE
bracis-19079	152	14	[	[	X
bracis-19079	152	15	20	20	NUM
bracis-19079	152	16	]	]	PUNCT
bracis-19079	152	17	.	.	PUNCT
bracis-19079	153	1	dataset	dataset	ADJ
bracis-19079	153	2	hotel	hotel	NOUN
bracis-19079	153	3	consists	consist	VERB
bracis-19079	153	4	of	of	ADP
bracis-19079	153	5	840	840	NUM
bracis-19079	153	6	sentences	sentence	NOUN
bracis-19079	153	7	from	from	ADP
bracis-19079	153	8	user	user	NOUN
bracis-19079	153	9	reviews	review	NOUN
bracis-19079	153	10	of	of	ADP
bracis-19079	153	11	hotel	hotel	NOUN
bracis-19079	153	12	services	service	NOUN
bracis-19079	153	13	taken	take	VERB
bracis-19079	153	14	from	from	ADP
bracis-19079	153	15	 	 	SPACE
bracis-19079	153	16	[	[	X
bracis-19079	153	17	13	13	NUM
bracis-19079	153	18	]	]	PUNCT
bracis-19079	153	19	.	.	PUNCT
bracis-19079	154	1	note	note	VERB
bracis-19079	154	2	that	that	SCONJ
bracis-19079	154	3	only	only	ADV
bracis-19079	154	4	dataset	dataset	ADJ
bracis-19079	154	5	reli	reli	NOUN
bracis-19079	154	6	is	be	AUX
bracis-19079	154	7	well	well	ADV
bracis-19079	154	8	-	-	PUNCT
bracis-19079	154	9	balanced	balanced	ADJ
bracis-19079	154	10	.	.	PUNCT
bracis-19079	155	1	table	table	NOUN
bracis-19079	155	2	8	8	NUM
bracis-19079	155	3	.	.	PUNCT
bracis-19079	156	1	summary	summary	NOUN
bracis-19079	156	2	of	of	ADP
bracis-19079	156	3	the	the	DET
bracis-19079	156	4	datasets.full	datasets.full	NUM
bracis-19079	156	5	size	size	NOUN
bracis-19079	156	6	table	table	NOUN
bracis-19079	156	7	4.2	4.2	NUM
bracis-19079	156	8	metrics	metric	NOUN
bracis-19079	156	9	for	for	ADP
bracis-19079	156	10	a	a	DET
bracis-19079	156	11	particular	particular	ADJ
bracis-19079	156	12	sentence	sentence	NOUN
bracis-19079	156	13	,	,	PUNCT
bracis-19079	156	14	the	the	DET
bracis-19079	156	15	class	class	NOUN
bracis-19079	156	16	predicted	predict	VERB
bracis-19079	156	17	by	by	ADP
bracis-19079	156	18	a	a	DET
bracis-19079	156	19	model	model	NOUN
bracis-19079	156	20	is	be	AUX
bracis-19079	156	21	considered	consider	VERB
bracis-19079	156	22	correct	correct	ADJ
bracis-19079	156	23	if	if	SCONJ
bracis-19079	156	24	it	it	PRON
bracis-19079	156	25	matches	match	VERB
bracis-19079	156	26	the	the	DET
bracis-19079	156	27	class	class	NOUN
bracis-19079	156	28	assigned	assign	VERB
bracis-19079	156	29	in	in	ADP
bracis-19079	156	30	the	the	DET
bracis-19079	156	31	datasets	dataset	NOUN
bracis-19079	156	32	described	describe	VERB
bracis-19079	156	33	previously	previously	ADV
bracis-19079	156	34	.	.	PUNCT
bracis-19079	157	1	we	we	PRON
bracis-19079	157	2	use	use	VERB
bracis-19079	157	3	traditional	traditional	ADJ
bracis-19079	157	4	metrics	metric	NOUN
bracis-19079	157	5	for	for	ADP
bracis-19079	157	6	evaluating	evaluate	VERB
bracis-19079	157	7	the	the	DET
bracis-19079	157	8	performance	performance	NOUN
bracis-19079	157	9	of	of	ADP
bracis-19079	157	10	models	model	NOUN
bracis-19079	157	11	macro	macro	ADJ
bracis-19079	157	12	-	-	ADJ
bracis-19079	157	13	averaged	averaged	ADJ
bracis-19079	157	14	precision	precision	NOUN
bracis-19079	157	15	(	(	PUNCT
bracis-19079	157	16	p	p	NOUN
bracis-19079	157	17	)	)	PUNCT
bracis-19079	157	18	,	,	PUNCT
bracis-19079	157	19	recall	recall	INTJ
bracis-19079	157	20	(	(	PUNCT
bracis-19079	157	21	r	r	NOUN
bracis-19079	157	22	)	)	PUNCT
bracis-19079	157	23	and	and	CCONJ
bracis-19079	157	24	f	f	X
bracis-19079	157	25	-	-	PUNCT
bracis-19079	157	26	score	score	NOUN
bracis-19079	157	27	(	(	PUNCT
bracis-19079	157	28	f1	f1	NOUN
bracis-19079	157	29	)	)	PUNCT
bracis-19079	157	30	.	.	PUNCT
bracis-19079	158	1	for	for	ADP
bracis-19079	158	2	macro	macro	ADJ
bracis-19079	158	3	-	-	ADJ
bracis-19079	158	4	averaged	average	VERB
bracis-19079	158	5	metrics	metric	NOUN
bracis-19079	158	6	,	,	PUNCT
bracis-19079	158	7	we	we	PRON
bracis-19079	158	8	compute	compute	VERB
bracis-19079	158	9	the	the	DET
bracis-19079	158	10	metrics	metric	NOUN
bracis-19079	158	11	for	for	ADP
bracis-19079	158	12	each	each	DET
bracis-19079	158	13	class	class	NOUN
bracis-19079	158	14	separately	separately	ADV
bracis-19079	158	15	,	,	PUNCT
bracis-19079	158	16	then	then	ADV
bracis-19079	158	17	take	take	VERB
bracis-19079	158	18	their	their	PRON
bracis-19079	158	19	average	average	NOUN
bracis-19079	158	20	to	to	PART
bracis-19079	158	21	prevent	prevent	VERB
bracis-19079	158	22	bias	bias	NOUN
bracis-19079	158	23	towards	towards	ADP
bracis-19079	158	24	high	high	ADJ
bracis-19079	158	25	-	-	PUNCT
bracis-19079	158	26	frequency	frequency	NOUN
bracis-19079	158	27	classes	class	NOUN
bracis-19079	158	28	.	.	PUNCT
bracis-19079	159	1	4.3	4.3	NUM
bracis-19079	159	2	comparison	comparison	NOUN
bracis-19079	159	3	of	of	ADP
bracis-19079	159	4	classifier	classifier	NOUN
bracis-19079	159	5	performances	performance	NOUN
bracis-19079	159	6	to	to	PART
bracis-19079	159	7	answer	answer	VERB
bracis-19079	159	8	the	the	DET
bracis-19079	159	9	research	research	NOUN
bracis-19079	159	10	question	question	NOUN
bracis-19079	159	11	rq1	rq1	NOUN
bracis-19079	159	12	,	,	PUNCT
bracis-19079	159	13	we	we	PRON
bracis-19079	159	14	conducted	conduct	VERB
bracis-19079	159	15	experiments	experiment	NOUN
bracis-19079	159	16	to	to	PART
bracis-19079	159	17	confirm	confirm	VERB
bracis-19079	159	18	whether	whether	SCONJ
bracis-19079	159	19	there	there	PRON
bracis-19079	159	20	is	be	VERB
bracis-19079	159	21	a	a	DET
bracis-19079	159	22	single	single	ADJ
bracis-19079	159	23	,	,	PUNCT
bracis-19079	159	24	best	well	ADV
bracis-19079	159	25	-	-	PUNCT
bracis-19079	159	26	suited	suit	VERB
bracis-19079	159	27	machine	machine	NOUN
bracis-19079	159	28	learning	learn	VERB
bracis-19079	159	29	algorithm	algorithm	NOUN
bracis-19079	159	30	for	for	ADP
bracis-19079	159	31	subjectivity	subjectivity	NOUN
bracis-19079	159	32	identification	identification	NOUN
bracis-19079	159	33	for	for	ADP
bracis-19079	159	34	a	a	DET
bracis-19079	159	35	diversified	diversified	ADJ
bracis-19079	159	36	set	set	NOUN
bracis-19079	159	37	of	of	ADP
bracis-19079	159	38	datasets	dataset	NOUN
bracis-19079	159	39	.	.	PUNCT
bracis-19079	160	1	table	table	NOUN
bracis-19079	160	2	 	 	SPACE
bracis-19079	160	3	9	9	NUM
bracis-19079	160	4	shows	show	VERB
bracis-19079	160	5	each	each	DET
bracis-19079	160	6	classifier	classifier	NOUN
bracis-19079	160	7	’s	’s	PART
bracis-19079	160	8	performance	performance	NOUN
bracis-19079	160	9	in	in	ADP
bracis-19079	160	10	terms	term	NOUN
bracis-19079	160	11	of	of	ADP
bracis-19079	160	12	f	f	NOUN
bracis-19079	160	13	-	-	PUNCT
bracis-19079	160	14	measure	measure	NOUN
bracis-19079	160	15	(	(	PUNCT
bracis-19079	160	16	f\(_1\	f\(_1\	NOUN
bracis-19079	160	17	)	)	PUNCT
bracis-19079	160	18	)	)	PUNCT
bracis-19079	160	19	and	and	CCONJ
bracis-19079	160	20	accuracy	accuracy	NOUN
bracis-19079	160	21	(	(	PUNCT
bracis-19079	160	22	a	a	NOUN
bracis-19079	160	23	)	)	PUNCT
bracis-19079	160	24	along	along	ADP
bracis-19079	160	25	with	with	ADP
bracis-19079	160	26	its	its	PRON
bracis-19079	160	27	standard	standard	ADJ
bracis-19079	160	28	deviation	deviation	NOUN
bracis-19079	160	29	.	.	PUNCT
bracis-19079	161	1	the	the	DET
bracis-19079	161	2	bold	bold	ADJ
bracis-19079	161	3	values	value	NOUN
bracis-19079	161	4	indicate	indicate	VERB
bracis-19079	161	5	the	the	DET
bracis-19079	161	6	best	good	ADJ
bracis-19079	161	7	scores	score	NOUN
bracis-19079	161	8	.	.	PUNCT
bracis-19079	162	1	in	in	ADP
bracis-19079	162	2	this	this	DET
bracis-19079	162	3	experiment	experiment	NOUN
bracis-19079	162	4	,	,	PUNCT
bracis-19079	162	5	each	each	DET
bracis-19079	162	6	result	result	NOUN
bracis-19079	162	7	denotes	denote	VERB
bracis-19079	162	8	an	an	DET
bracis-19079	162	9	average	average	NOUN
bracis-19079	162	10	of	of	ADP
bracis-19079	162	11	5	5	NUM
bracis-19079	162	12	-	-	ADJ
bracis-19079	162	13	fold	fold	ADJ
bracis-19079	162	14	cross	cross	NOUN
bracis-19079	162	15	-	-	NOUN
bracis-19079	162	16	validation	validation	ADJ
bracis-19079	162	17	.	.	PUNCT
bracis-19079	163	1	table	table	NOUN
bracis-19079	163	2	9	9	NUM
bracis-19079	163	3	.	.	PUNCT
bracis-19079	164	1	classification	classification	NOUN
bracis-19079	164	2	performance	performance	NOUN
bracis-19079	164	3	of	of	ADP
bracis-19079	164	4	each	each	DET
bracis-19079	164	5	classifier	classifier	NOUN
bracis-19079	164	6	on	on	ADP
bracis-19079	164	7	the	the	DET
bracis-19079	164	8	four	four	NUM
bracis-19079	164	9	datasets.full	datasets.full	NUM
bracis-19079	164	10	size	size	NOUN
bracis-19079	164	11	table	table	NOUN
bracis-19079	164	12	the	the	DET
bracis-19079	164	13	results	result	NOUN
bracis-19079	164	14	in	in	ADP
bracis-19079	164	15	table	table	NOUN
bracis-19079	164	16	 	 	SPACE
bracis-19079	164	17	9	9	NUM
bracis-19079	164	18	reveal	reveal	VERB
bracis-19079	164	19	the	the	DET
bracis-19079	164	20	following	follow	VERB
bracis-19079	164	21	trends	trend	NOUN
bracis-19079	164	22	.	.	PUNCT
bracis-19079	165	1	overall	overall	ADV
bracis-19079	165	2	,	,	PUNCT
bracis-19079	165	3	the	the	DET
bracis-19079	165	4	gbt	gbt	PROPN
bracis-19079	165	5	model	model	NOUN
bracis-19079	165	6	achieved	achieve	VERB
bracis-19079	165	7	the	the	DET
bracis-19079	165	8	best	good	ADJ
bracis-19079	165	9	average	average	ADJ
bracis-19079	165	10	f\(_1\	f\(_1\	NOUN
bracis-19079	165	11	)	)	PUNCT
bracis-19079	165	12	among	among	ADP
bracis-19079	165	13	all	all	DET
bracis-19079	165	14	the	the	DET
bracis-19079	165	15	datasets	dataset	NOUN
bracis-19079	165	16	.	.	PUNCT
bracis-19079	166	1	the	the	DET
bracis-19079	166	2	difference	difference	NOUN
bracis-19079	166	3	in	in	ADP
bracis-19079	166	4	the	the	DET
bracis-19079	166	5	results	result	NOUN
bracis-19079	166	6	with	with	ADP
bracis-19079	166	7	the	the	DET
bracis-19079	166	8	best	good	ADJ
bracis-19079	166	9	classifier	classifier	NOUN
bracis-19079	166	10	(	(	PUNCT
bracis-19079	166	11	rf	rf	NOUN
bracis-19079	166	12	)	)	PUNCT
bracis-19079	166	13	in	in	ADP
bracis-19079	166	14	terms	term	NOUN
bracis-19079	166	15	of	of	ADP
bracis-19079	166	16	the	the	DET
bracis-19079	166	17	accuracy	accuracy	NOUN
bracis-19079	166	18	measure	measure	NOUN
bracis-19079	166	19	is	be	AUX
bracis-19079	166	20	only	only	ADV
bracis-19079	166	21	0.001	0.001	NUM
bracis-19079	166	22	on	on	ADP
bracis-19079	166	23	average	average	ADJ
bracis-19079	166	24	.	.	PUNCT
bracis-19079	167	1	we	we	PRON
bracis-19079	167	2	also	also	ADV
bracis-19079	167	3	note	note	VERB
bracis-19079	167	4	that	that	SCONJ
bracis-19079	167	5	although	although	SCONJ
bracis-19079	167	6	the	the	DET
bracis-19079	167	7	models	model	NOUN
bracis-19079	167	8	used	use	VERB
bracis-19079	167	9	in	in	ADP
bracis-19079	167	10	our	our	PRON
bracis-19079	167	11	experiments	experiment	NOUN
bracis-19079	167	12	were	be	AUX
bracis-19079	167	13	considerably	considerably	ADV
bracis-19079	167	14	different	different	ADJ
bracis-19079	167	15	,	,	PUNCT
bracis-19079	167	16	there	there	PRON
bracis-19079	167	17	is	be	VERB
bracis-19079	167	18	minimal	minimal	ADJ
bracis-19079	167	19	difference	difference	NOUN
bracis-19079	167	20	in	in	ADP
bracis-19079	167	21	their	their	PRON
bracis-19079	167	22	final	final	ADJ
bracis-19079	167	23	results	result	NOUN
bracis-19079	167	24	.	.	PUNCT
bracis-19079	168	1	for	for	ADP
bracis-19079	168	2	example	example	NOUN
bracis-19079	168	3	,	,	PUNCT
bracis-19079	168	4	the	the	DET
bracis-19079	168	5	difference	difference	NOUN
bracis-19079	168	6	between	between	ADP
bracis-19079	168	7	the	the	DET
bracis-19079	168	8	best	good	ADJ
bracis-19079	168	9	(	(	PUNCT
bracis-19079	168	10	gbt	gbt	PROPN
bracis-19079	168	11	)	)	PUNCT
bracis-19079	168	12	and	and	CCONJ
bracis-19079	168	13	worst	bad	ADJ
bracis-19079	168	14	(	(	PUNCT
bracis-19079	168	15	me	i	PRON
bracis-19079	168	16	and	and	CCONJ
bracis-19079	168	17	ag	ag	PROPN
bracis-19079	168	18	)	)	PUNCT
bracis-19079	168	19	classifier	classifier	NOUN
bracis-19079	168	20	was	be	AUX
bracis-19079	168	21	only	only	ADV
bracis-19079	168	22	0.014	0.014	NUM
bracis-19079	168	23	for	for	ADP
bracis-19079	168	24	f\(_1\	f\(_1\	NOUN
bracis-19079	168	25	)	)	PUNCT
bracis-19079	168	26	average	average	NOUN
bracis-19079	168	27	.	.	PUNCT
bracis-19079	169	1	meanwhile	meanwhile	ADV
bracis-19079	169	2	,	,	PUNCT
bracis-19079	169	3	the	the	DET
bracis-19079	169	4	difference	difference	NOUN
bracis-19079	169	5	between	between	ADP
bracis-19079	169	6	the	the	DET
bracis-19079	169	7	best	good	ADJ
bracis-19079	169	8	(	(	PUNCT
bracis-19079	169	9	gbt	gbt	PROPN
bracis-19079	169	10	)	)	PUNCT
bracis-19079	169	11	and	and	CCONJ
bracis-19079	169	12	worst	bad	ADJ
bracis-19079	169	13	(	(	PUNCT
bracis-19079	169	14	svm	svm	ADJ
bracis-19079	169	15	)	)	PUNCT
bracis-19079	169	16	classifier	classifier	NOUN
bracis-19079	169	17	was	be	AUX
bracis-19079	169	18	only	only	ADV
bracis-19079	169	19	0.021	0.021	NUM
bracis-19079	169	20	for	for	ADP
bracis-19079	169	21	accuracy	accuracy	NOUN
bracis-19079	169	22	average	average	NOUN
bracis-19079	169	23	.	.	PUNCT
bracis-19079	170	1	to	to	PART
bracis-19079	170	2	ensure	ensure	VERB
bracis-19079	170	3	that	that	SCONJ
bracis-19079	170	4	the	the	DET
bracis-19079	170	5	results	result	NOUN
bracis-19079	170	6	were	be	AUX
bracis-19079	170	7	not	not	PART
bracis-19079	170	8	achieved	achieve	VERB
bracis-19079	170	9	by	by	ADP
bracis-19079	170	10	chance	chance	NOUN
bracis-19079	170	11	,	,	PUNCT
bracis-19079	170	12	the	the	DET
bracis-19079	170	13	friedman	friedman	PROPN
bracis-19079	170	14	test	test	NOUN
bracis-19079	170	15	was	be	AUX
bracis-19079	170	16	performed	perform	VERB
bracis-19079	170	17	on	on	ADP
bracis-19079	170	18	the	the	DET
bracis-19079	170	19	results	result	NOUN
bracis-19079	170	20	.	.	PUNCT
bracis-19079	171	1	the	the	DET
bracis-19079	171	2	friedman	friedman	PROPN
bracis-19079	171	3	test	test	NOUN
bracis-19079	171	4	is	be	AUX
bracis-19079	171	5	a	a	DET
bracis-19079	171	6	non	non	ADJ
bracis-19079	171	7	-	-	ADJ
bracis-19079	171	8	parametric	parametric	ADJ
bracis-19079	171	9	test	test	NOUN
bracis-19079	171	10	used	use	VERB
bracis-19079	171	11	to	to	PART
bracis-19079	171	12	measure	measure	VERB
bracis-19079	171	13	the	the	DET
bracis-19079	171	14	statistical	statistical	ADJ
bracis-19079	171	15	differences	difference	NOUN
bracis-19079	171	16	of	of	ADP
bracis-19079	171	17	methods	method	NOUN
bracis-19079	171	18	over	over	ADP
bracis-19079	171	19	multiple	multiple	ADJ
bracis-19079	171	20	datasets	dataset	NOUN
bracis-19079	171	21	.	.	PUNCT
bracis-19079	172	1	for	for	ADP
bracis-19079	172	2	each	each	DET
bracis-19079	172	3	dataset	dataset	NOUN
bracis-19079	172	4	,	,	PUNCT
bracis-19079	172	5	the	the	DET
bracis-19079	172	6	methods	method	NOUN
bracis-19079	172	7	were	be	AUX
bracis-19079	172	8	ranked	rank	VERB
bracis-19079	172	9	based	base	VERB
bracis-19079	172	10	on	on	ADP
bracis-19079	172	11	the	the	DET
bracis-19079	172	12	results	result	NOUN
bracis-19079	172	13	of	of	ADP
bracis-19079	172	14	classifier	classifier	NOUN
bracis-19079	172	15	metrics	metric	NOUN
bracis-19079	172	16	.	.	PUNCT
bracis-19079	173	1	we	we	PRON
bracis-19079	173	2	adopted	adopt	VERB
bracis-19079	173	3	f\(_1\	f\(_1\	NOUN
bracis-19079	173	4	)	)	PUNCT
bracis-19079	173	5	metrics	metric	NOUN
bracis-19079	173	6	to	to	PART
bracis-19079	173	7	rank	rank	VERB
bracis-19079	173	8	the	the	DET
bracis-19079	173	9	results	result	NOUN
bracis-19079	173	10	.	.	PUNCT
bracis-19079	174	1	let	let	VERB
bracis-19079	174	2	m	m	PRON
bracis-19079	174	3	be	be	AUX
bracis-19079	174	4	the	the	DET
bracis-19079	174	5	number	number	NOUN
bracis-19079	174	6	of	of	ADP
bracis-19079	174	7	models	model	NOUN
bracis-19079	174	8	evaluated	evaluate	VERB
bracis-19079	174	9	and	and	CCONJ
bracis-19079	174	10	n	n	CCONJ
bracis-19079	174	11	be	be	VERB
bracis-19079	174	12	the	the	DET
bracis-19079	174	13	number	number	NOUN
bracis-19079	174	14	of	of	ADP
bracis-19079	174	15	datasets	dataset	NOUN
bracis-19079	174	16	.	.	PUNCT
bracis-19079	175	1	the	the	DET
bracis-19079	175	2	friedman	friedman	PROPN
bracis-19079	175	3	test	test	NOUN
bracis-19079	175	4	is	be	AUX
bracis-19079	175	5	distributed	distribute	VERB
bracis-19079	175	6	according	accord	VERB
bracis-19079	175	7	to	to	ADP
bracis-19079	175	8	the	the	DET
bracis-19079	175	9	fisher	fisher	PROPN
bracis-19079	175	10	distribution	distribution	NOUN
bracis-19079	175	11	with	with	ADP
bracis-19079	175	12	\(m	\(m	NOUN
bracis-19079	175	13	1\	1\	NUM
bracis-19079	175	14	)	)	PUNCT
bracis-19079	175	15	and	and	CCONJ
bracis-19079	175	16	(	(	PUNCT
bracis-19079	175	17	\(m	\(m	NOUN
bracis-19079	175	18	1\))(\(n	1\))(\(n	NUM
bracis-19079	175	19	1\	1\	NUM
bracis-19079	175	20	)	)	PUNCT
bracis-19079	175	21	)	)	PUNCT
bracis-19079	175	22	degrees	degree	NOUN
bracis-19079	175	23	of	of	ADP
bracis-19079	175	24	freedom	freedom	NOUN
bracis-19079	175	25	.	.	PUNCT
bracis-19079	176	1	the	the	DET
bracis-19079	176	2	null	null	ADJ
bracis-19079	176	3	hypothesis	hypothesis	NOUN
bracis-19079	176	4	in	in	ADP
bracis-19079	176	5	the	the	DET
bracis-19079	176	6	friedman	friedman	PROPN
bracis-19079	176	7	test	test	NOUN
bracis-19079	176	8	means	mean	VERB
bracis-19079	176	9	that	that	SCONJ
bracis-19079	176	10	all	all	DET
bracis-19079	176	11	methods	method	NOUN
bracis-19079	176	12	perform	perform	VERB
bracis-19079	176	13	equivalently	equivalently	ADV
bracis-19079	176	14	at	at	ADP
bracis-19079	176	15	the	the	DET
bracis-19079	176	16	significance	significance	NOUN
bracis-19079	176	17	level	level	NOUN
bracis-19079	176	18	\(\alpha	\(\alpha	X
bracis-19079	176	19	\	\	NOUN
bracis-19079	176	20	)	)	PUNCT
bracis-19079	176	21	.	.	PUNCT
bracis-19079	177	1	the	the	DET
bracis-19079	177	2	null	null	ADJ
bracis-19079	177	3	hypothesis	hypothesis	NOUN
bracis-19079	177	4	is	be	AUX
bracis-19079	177	5	accepted	accept	VERB
bracis-19079	177	6	when	when	SCONJ
bracis-19079	177	7	the	the	DET
bracis-19079	177	8	value	value	NOUN
bracis-19079	177	9	of	of	ADP
bracis-19079	177	10	fisher	fisher	PROPN
bracis-19079	177	11	distribution	distribution	NOUN
bracis-19079	177	12	is	be	AUX
bracis-19079	177	13	less	less	ADJ
bracis-19079	177	14	than	than	ADP
bracis-19079	177	15	the	the	DET
bracis-19079	177	16	critical	critical	ADJ
bracis-19079	177	17	value	value	NOUN
bracis-19079	177	18	;	;	PUNCT
bracis-19079	177	19	otherwise	otherwise	ADV
bracis-19079	177	20	,	,	PUNCT
bracis-19079	177	21	it	it	PRON
bracis-19079	177	22	is	be	AUX
bracis-19079	177	23	rejected	reject	VERB
bracis-19079	177	24	.	.	PUNCT
bracis-19079	178	1	for	for	ADP
bracis-19079	178	2	a	a	DET
bracis-19079	178	3	confidence	confidence	NOUN
bracis-19079	178	4	interval	interval	NOUN
bracis-19079	178	5	\(\alpha	\(\alpha	NOUN
bracis-19079	178	6	\)=0.05	\)=0.05	PROPN
bracis-19079	178	7	,	,	PUNCT
bracis-19079	178	8	m=5	m=5	PROPN
bracis-19079	178	9	,	,	PUNCT
bracis-19079	178	10	and	and	CCONJ
bracis-19079	178	11	n=4	n=4	PROPN
bracis-19079	178	12	,	,	PUNCT
bracis-19079	178	13	the	the	DET
bracis-19079	178	14	critical	critical	ADJ
bracis-19079	178	15	value	value	NOUN
bracis-19079	178	16	was	be	AUX
bracis-19079	178	17	3.259	3.259	NUM
bracis-19079	178	18	.	.	PUNCT
bracis-19079	179	1	therefore	therefore	ADV
bracis-19079	179	2	,	,	PUNCT
bracis-19079	179	3	the	the	DET
bracis-19079	179	4	null	null	ADJ
bracis-19079	179	5	hypothesis	hypothesis	NOUN
bracis-19079	179	6	is	be	AUX
bracis-19079	179	7	accepted	accept	VERB
bracis-19079	179	8	as	as	ADP
bracis-19079	179	9	1.764	1.764	NUM
bracis-19079	179	10	.	.	PUNCT
bracis-19079	180	1	4.4	4.4	NUM
bracis-19079	180	2	feature	feature	NOUN
bracis-19079	180	3	ablation	ablation	NOUN
bracis-19079	180	4	study	study	NOUN
bracis-19079	180	5	to	to	PART
bracis-19079	180	6	answer	answer	VERB
bracis-19079	180	7	the	the	DET
bracis-19079	180	8	research	research	NOUN
bracis-19079	180	9	question	question	NOUN
bracis-19079	180	10	rq2	rq2	NOUN
bracis-19079	180	11	,	,	PUNCT
bracis-19079	180	12	we	we	PRON
bracis-19079	180	13	conducted	conduct	VERB
bracis-19079	180	14	a	a	DET
bracis-19079	180	15	feature	feature	NOUN
bracis-19079	180	16	ablation	ablation	NOUN
bracis-19079	180	17	study	study	NOUN
bracis-19079	180	18	to	to	PART
bracis-19079	180	19	evaluate	evaluate	VERB
bracis-19079	180	20	the	the	DET
bracis-19079	180	21	importance	importance	NOUN
bracis-19079	180	22	of	of	ADP
bracis-19079	180	23	the	the	DET
bracis-19079	180	24	proposed	propose	VERB
bracis-19079	180	25	features	feature	NOUN
bracis-19079	180	26	in	in	ADP
bracis-19079	180	27	the	the	DET
bracis-19079	180	28	performance	performance	NOUN
bracis-19079	180	29	of	of	ADP
bracis-19079	180	30	the	the	DET
bracis-19079	180	31	classifiers	classifier	NOUN
bracis-19079	180	32	.	.	PUNCT
bracis-19079	181	1	an	an	DET
bracis-19079	181	2	ablation	ablation	NOUN
bracis-19079	181	3	study	study	NOUN
bracis-19079	181	4	is	be	AUX
bracis-19079	181	5	performed	perform	VERB
bracis-19079	181	6	by	by	ADP
bracis-19079	181	7	removing	remove	VERB
bracis-19079	181	8	sets	set	NOUN
bracis-19079	181	9	of	of	ADP
bracis-19079	181	10	features	feature	NOUN
bracis-19079	181	11	individually	individually	ADV
bracis-19079	181	12	and	and	CCONJ
bracis-19079	181	13	evaluating	evaluate	VERB
bracis-19079	181	14	the	the	DET
bracis-19079	181	15	classifier	classifier	NOUN
bracis-19079	181	16	’s	’s	PART
bracis-19079	181	17	performance	performance	NOUN
bracis-19079	181	18	to	to	PART
bracis-19079	181	19	identify	identify	VERB
bracis-19079	181	20	which	which	PRON
bracis-19079	181	21	of	of	ADP
bracis-19079	181	22	those	those	DET
bracis-19079	181	23	features	feature	NOUN
bracis-19079	181	24	impact	impact	VERB
bracis-19079	181	25	the	the	DET
bracis-19079	181	26	most	most	ADJ
bracis-19079	181	27	on	on	ADP
bracis-19079	181	28	the	the	DET
bracis-19079	181	29	results	result	NOUN
bracis-19079	181	30	.	.	PUNCT
bracis-19079	182	1	for	for	ADP
bracis-19079	182	2	each	each	DET
bracis-19079	182	3	feature	feature	NOUN
bracis-19079	182	4	group	group	NOUN
bracis-19079	182	5	,	,	PUNCT
bracis-19079	182	6	we	we	PRON
bracis-19079	182	7	retrained	retrain	VERB
bracis-19079	182	8	and	and	CCONJ
bracis-19079	182	9	retested	reteste	VERB
bracis-19079	182	10	the	the	DET
bracis-19079	182	11	best	well	ADV
bracis-19079	182	12	performing	perform	VERB
bracis-19079	182	13	classifier	classifier	NOUN
bracis-19079	182	14	overall	overall	ADJ
bracis-19079	182	15	(	(	PUNCT
bracis-19079	182	16	gbt	gbt	PROPN
bracis-19079	182	17	,	,	PUNCT
bracis-19079	182	18	as	as	SCONJ
bracis-19079	182	19	shown	show	VERB
bracis-19079	182	20	in	in	ADP
bracis-19079	182	21	sect	sect	NOUN
bracis-19079	182	22	.	.	PUNCT
bracis-19079	182	23	 	 	SPACE
bracis-19079	182	24	4.3	4.3	NUM
bracis-19079	182	25	)	)	PUNCT
bracis-19079	182	26	,	,	PUNCT
bracis-19079	182	27	evaluating	evaluate	VERB
bracis-19079	182	28	its	its	PRON
bracis-19079	182	29	performance	performance	NOUN
bracis-19079	182	30	with	with	ADP
bracis-19079	182	31	5	5	NUM
bracis-19079	182	32	-	-	ADJ
bracis-19079	182	33	fold	fold	ADJ
bracis-19079	182	34	cross	cross	ADJ
bracis-19079	182	35	-	-	ADJ
bracis-19079	182	36	validation	validation	NOUN
bracis-19079	182	37	and	and	CCONJ
bracis-19079	182	38	f\(_1\	f\(_1\	NOUN
bracis-19079	182	39	)	)	PUNCT
bracis-19079	182	40	score	score	NOUN
bracis-19079	182	41	as	as	ADP
bracis-19079	182	42	a	a	DET
bracis-19079	182	43	metric	metric	NOUN
bracis-19079	182	44	.	.	PUNCT
bracis-19079	183	1	in	in	ADP
bracis-19079	183	2	table	table	NOUN
bracis-19079	183	3	 	 	SPACE
bracis-19079	183	4	10	10	NUM
bracis-19079	183	5	,	,	PUNCT
bracis-19079	183	6	each	each	DET
bracis-19079	183	7	row	row	NOUN
bracis-19079	183	8	labeled	label	VERB
bracis-19079	183	9	as	as	ADV
bracis-19079	183	10	all	all	PRON
bracis-19079	183	11	-f	-f	NUM
bracis-19079	183	12	represents	represent	VERB
bracis-19079	183	13	the	the	DET
bracis-19079	183	14	results	result	NOUN
bracis-19079	183	15	obtained	obtain	VERB
bracis-19079	183	16	by	by	ADP
bracis-19079	183	17	training	train	VERB
bracis-19079	183	18	the	the	DET
bracis-19079	183	19	classifier	classifier	NOUN
bracis-19079	183	20	with	with	ADP
bracis-19079	183	21	all	all	DET
bracis-19079	183	22	groups	group	NOUN
bracis-19079	183	23	of	of	ADP
bracis-19079	183	24	features	feature	NOUN
bracis-19079	183	25	,	,	PUNCT
bracis-19079	183	26	except	except	SCONJ
bracis-19079	183	27	f.	f.	PROPN
bracis-19079	183	28	the	the	DET
bracis-19079	183	29	row	row	NOUN
bracis-19079	183	30	labeled	label	VERB
bracis-19079	183	31	as	as	ADP
bracis-19079	183	32	all	all	PRON
bracis-19079	183	33	shows	show	VERB
bracis-19079	183	34	the	the	DET
bracis-19079	183	35	results	result	NOUN
bracis-19079	183	36	for	for	ADP
bracis-19079	183	37	all	all	DET
bracis-19079	183	38	groups	group	NOUN
bracis-19079	183	39	of	of	ADP
bracis-19079	183	40	features	feature	NOUN
bracis-19079	183	41	together	together	ADV
bracis-19079	183	42	.	.	PUNCT
bracis-19079	184	1	for	for	ADP
bracis-19079	184	2	each	each	DET
bracis-19079	184	3	dataset	dataset	NOUN
bracis-19079	184	4	,	,	PUNCT
bracis-19079	184	5	we	we	PRON
bracis-19079	184	6	show	show	VERB
bracis-19079	184	7	the	the	DET
bracis-19079	184	8	average	average	ADJ
bracis-19079	184	9	f\(_1\	f\(_1\	NOUN
bracis-19079	184	10	)	)	PUNCT
bracis-19079	184	11	achieved	achieve	VERB
bracis-19079	184	12	between	between	ADP
bracis-19079	184	13	the	the	DET
bracis-19079	184	14	two	two	NUM
bracis-19079	184	15	classes	class	NOUN
bracis-19079	184	16	(	(	PUNCT
bracis-19079	184	17	factual	factual	ADJ
bracis-19079	184	18	and	and	CCONJ
bracis-19079	184	19	subjectivity	subjectivity	NOUN
bracis-19079	184	20	)	)	PUNCT
bracis-19079	184	21	,	,	PUNCT
bracis-19079	184	22	and	and	CCONJ
bracis-19079	184	23	the	the	DET
bracis-19079	184	24	f\(_1\	f\(_1\	NOUN
bracis-19079	184	25	)	)	PUNCT
bracis-19079	184	26	for	for	ADP
bracis-19079	184	27	each	each	DET
bracis-19079	184	28	class	class	NOUN
bracis-19079	184	29	.	.	PUNCT
bracis-19079	185	1	we	we	PRON
bracis-19079	185	2	also	also	ADV
bracis-19079	185	3	provide	provide	VERB
bracis-19079	185	4	the	the	DET
bracis-19079	185	5	difference	difference	NOUN
bracis-19079	185	6	of	of	ADP
bracis-19079	185	7	each	each	DET
bracis-19079	185	8	f\(_1\	f\(_1\	NOUN
bracis-19079	185	9	)	)	PUNCT
bracis-19079	185	10	measure	measure	NOUN
bracis-19079	185	11	from	from	ADP
bracis-19079	185	12	the	the	DET
bracis-19079	185	13	score	score	NOUN
bracis-19079	185	14	obtained	obtain	VERB
bracis-19079	185	15	by	by	ADP
bracis-19079	185	16	all	all	DET
bracis-19079	185	17	groups	group	NOUN
bracis-19079	185	18	of	of	ADP
bracis-19079	185	19	features	feature	NOUN
bracis-19079	185	20	together	together	ADV
bracis-19079	185	21	,	,	PUNCT
bracis-19079	185	22	labeled	label	VERB
bracis-19079	185	23	as	as	ADP
bracis-19079	185	24	loss	loss	NOUN
bracis-19079	185	25	.	.	PUNCT
bracis-19079	186	1	a	a	DET
bracis-19079	186	2	positive	positive	ADJ
bracis-19079	186	3	loss	loss	NOUN
bracis-19079	186	4	indicates	indicate	VERB
bracis-19079	186	5	that	that	SCONJ
bracis-19079	186	6	a	a	DET
bracis-19079	186	7	group	group	NOUN
bracis-19079	186	8	f	f	PROPN
bracis-19079	186	9	of	of	ADP
bracis-19079	186	10	features	feature	NOUN
bracis-19079	186	11	contributes	contribute	VERB
bracis-19079	186	12	significantly	significantly	ADV
bracis-19079	186	13	to	to	ADP
bracis-19079	186	14	the	the	DET
bracis-19079	186	15	overall	overall	ADJ
bracis-19079	186	16	performance	performance	NOUN
bracis-19079	186	17	.	.	PUNCT
bracis-19079	187	1	a	a	DET
bracis-19079	187	2	negative	negative	ADJ
bracis-19079	187	3	loss	loss	NOUN
bracis-19079	187	4	indicates	indicate	VERB
bracis-19079	187	5	that	that	SCONJ
bracis-19079	187	6	removing	remove	VERB
bracis-19079	187	7	f	f	PROPN
bracis-19079	187	8	from	from	ADP
bracis-19079	187	9	the	the	DET
bracis-19079	187	10	features	feature	NOUN
bracis-19079	187	11	set	set	VERB
bracis-19079	187	12	,	,	PUNCT
bracis-19079	187	13	in	in	ADP
bracis-19079	187	14	fact	fact	NOUN
bracis-19079	187	15	,	,	PUNCT
bracis-19079	187	16	improves	improve	VERB
bracis-19079	187	17	the	the	DET
bracis-19079	187	18	classifier	classifier	NOUN
bracis-19079	187	19	’s	’s	PART
bracis-19079	187	20	performance	performance	NOUN
bracis-19079	187	21	.	.	PUNCT
bracis-19079	188	1	we	we	PRON
bracis-19079	188	2	observed	observe	VERB
bracis-19079	188	3	that	that	SCONJ
bracis-19079	188	4	different	different	ADJ
bracis-19079	188	5	groups	group	NOUN
bracis-19079	188	6	of	of	ADP
bracis-19079	188	7	features	feature	NOUN
bracis-19079	188	8	perform	perform	VERB
bracis-19079	188	9	differently	differently	ADV
bracis-19079	188	10	in	in	ADP
bracis-19079	188	11	each	each	DET
bracis-19079	188	12	dataset	dataset	NOUN
bracis-19079	188	13	.	.	PUNCT
bracis-19079	189	1	however	however	ADV
bracis-19079	189	2	,	,	PUNCT
bracis-19079	189	3	it	it	PRON
bracis-19079	189	4	is	be	AUX
bracis-19079	189	5	noticeable	noticeable	ADJ
bracis-19079	189	6	that	that	SCONJ
bracis-19079	189	7	the	the	DET
bracis-19079	189	8	pos	pos	NOUN
bracis-19079	189	9	features	feature	VERB
bracis-19079	189	10	always	always	ADV
bracis-19079	189	11	contribute	contribute	VERB
bracis-19079	189	12	to	to	ADP
bracis-19079	189	13	all	all	DET
bracis-19079	189	14	datasets	dataset	NOUN
bracis-19079	189	15	.	.	PUNCT
bracis-19079	190	1	this	this	PRON
bracis-19079	190	2	may	may	AUX
bracis-19079	190	3	indicate	indicate	VERB
bracis-19079	190	4	that	that	PRON
bracis-19079	190	5	part	part	NOUN
bracis-19079	190	6	-	-	PUNCT
bracis-19079	190	7	of	of	ADP
bracis-19079	190	8	-	-	PUNCT
bracis-19079	190	9	speech	speech	NOUN
bracis-19079	190	10	tags	tag	NOUN
bracis-19079	190	11	are	be	AUX
bracis-19079	190	12	very	very	ADV
bracis-19079	190	13	relevant	relevant	ADJ
bracis-19079	190	14	information	information	NOUN
bracis-19079	190	15	for	for	ADP
bracis-19079	190	16	subjectivity	subjectivity	NOUN
bracis-19079	190	17	classification	classification	NOUN
bracis-19079	190	18	in	in	ADP
bracis-19079	190	19	the	the	DET
bracis-19079	190	20	portuguese	portuguese	ADJ
bracis-19079	190	21	language	language	NOUN
bracis-19079	190	22	,	,	PUNCT
bracis-19079	190	23	being	be	AUX
bracis-19079	190	24	the	the	DET
bracis-19079	190	25	only	only	ADJ
bracis-19079	190	26	group	group	NOUN
bracis-19079	190	27	in	in	ADP
bracis-19079	190	28	our	our	PRON
bracis-19079	190	29	experiments	experiment	NOUN
bracis-19079	190	30	shown	show	VERB
bracis-19079	190	31	to	to	PART
bracis-19079	190	32	be	be	AUX
bracis-19079	190	33	neither	neither	CCONJ
bracis-19079	190	34	structure	structure	NOUN
bracis-19079	190	35	nor	nor	CCONJ
bracis-19079	190	36	domain	domain	NOUN
bracis-19079	190	37	-	-	PUNCT
bracis-19079	190	38	specific	specific	NOUN
bracis-19079	190	39	.	.	PUNCT
bracis-19079	191	1	it	it	PRON
bracis-19079	191	2	is	be	AUX
bracis-19079	191	3	interesting	interesting	ADJ
bracis-19079	191	4	to	to	PART
bracis-19079	191	5	mention	mention	VERB
bracis-19079	191	6	that	that	SCONJ
bracis-19079	191	7	the	the	DET
bracis-19079	191	8	syntactic	syntactic	ADJ
bracis-19079	191	9	patterns	pattern	NOUN
bracis-19079	191	10	group	group	NOUN
bracis-19079	191	11	have	have	VERB
bracis-19079	191	12	a	a	DET
bracis-19079	191	13	low	low	ADJ
bracis-19079	191	14	contribution	contribution	NOUN
bracis-19079	191	15	for	for	ADP
bracis-19079	191	16	reli	reli	NOUN
bracis-19079	191	17	,	,	PUNCT
bracis-19079	191	18	tripadvisor	tripadvisor	NOUN
bracis-19079	191	19	,	,	PUNCT
bracis-19079	191	20	and	and	CCONJ
bracis-19079	191	21	hotel	hotel	NOUN
bracis-19079	191	22	datasets	dataset	NOUN
bracis-19079	191	23	,	,	PUNCT
bracis-19079	191	24	and	and	CCONJ
bracis-19079	191	25	a	a	DET
bracis-19079	191	26	negative	negative	ADJ
bracis-19079	191	27	performance	performance	NOUN
bracis-19079	191	28	for	for	ADP
bracis-19079	191	29	computerbr	computerbr	NOUN
bracis-19079	191	30	which	which	PRON
bracis-19079	191	31	contains	contain	VERB
bracis-19079	191	32	only	only	ADJ
bracis-19079	191	33	tweets	tweet	NOUN
bracis-19079	191	34	.	.	PUNCT
bracis-19079	192	1	since	since	SCONJ
bracis-19079	192	2	syntactic	syntactic	ADJ
bracis-19079	192	3	patterns	pattern	NOUN
bracis-19079	192	4	tend	tend	VERB
bracis-19079	192	5	to	to	PART
bracis-19079	192	6	be	be	AUX
bracis-19079	192	7	language	language	NOUN
bracis-19079	192	8	-	-	PUNCT
bracis-19079	192	9	specific	specific	ADJ
bracis-19079	192	10	,	,	PUNCT
bracis-19079	192	11	many	many	ADJ
bracis-19079	192	12	of	of	ADP
bracis-19079	192	13	the	the	DET
bracis-19079	192	14	chosen	choose	VERB
bracis-19079	192	15	rules	rule	NOUN
bracis-19079	192	16	potentially	potentially	ADV
bracis-19079	192	17	do	do	AUX
bracis-19079	192	18	not	not	PART
bracis-19079	192	19	represent	represent	VERB
bracis-19079	192	20	opinions	opinion	NOUN
bracis-19079	192	21	in	in	ADP
bracis-19079	192	22	portuguese	portuguese	ADJ
bracis-19079	192	23	texts	text	NOUN
bracis-19079	192	24	.	.	PUNCT
bracis-19079	193	1	likewise	likewise	ADV
bracis-19079	193	2	,	,	PUNCT
bracis-19079	193	3	the	the	DET
bracis-19079	193	4	whole	whole	ADJ
bracis-19079	193	5	group	group	NOUN
bracis-19079	193	6	of	of	ADP
bracis-19079	193	7	concept	concept	NOUN
bracis-19079	193	8	-	-	PUNCT
bracis-19079	193	9	level	level	NOUN
bracis-19079	193	10	features	feature	NOUN
bracis-19079	193	11	only	only	ADV
bracis-19079	193	12	contributed	contribute	VERB
bracis-19079	193	13	to	to	ADP
bracis-19079	193	14	the	the	DET
bracis-19079	193	15	hotel	hotel	NOUN
bracis-19079	193	16	dataset	dataset	VERB
bracis-19079	193	17	.	.	PUNCT
bracis-19079	194	1	interestingly	interestingly	ADV
bracis-19079	194	2	,	,	PUNCT
bracis-19079	194	3	this	this	PRON
bracis-19079	194	4	is	be	AUX
bracis-19079	194	5	the	the	DET
bracis-19079	194	6	smallest	small	ADJ
bracis-19079	194	7	dataset	dataset	NOUN
bracis-19079	194	8	used	use	VERB
bracis-19079	194	9	in	in	ADP
bracis-19079	194	10	our	our	PRON
bracis-19079	194	11	experiments	experiment	NOUN
bracis-19079	194	12	.	.	PUNCT
bracis-19079	195	1	thus	thus	ADV
bracis-19079	195	2	,	,	PUNCT
bracis-19079	195	3	concept	concept	NOUN
bracis-19079	195	4	-	-	PUNCT
bracis-19079	195	5	level	level	NOUN
bracis-19079	195	6	features	feature	NOUN
bracis-19079	195	7	may	may	AUX
bracis-19079	195	8	work	work	VERB
bracis-19079	195	9	better	well	ADV
bracis-19079	195	10	in	in	ADP
bracis-19079	195	11	smaller	small	ADJ
bracis-19079	195	12	scopes	scope	NOUN
bracis-19079	195	13	.	.	PUNCT
bracis-19079	196	1	we	we	PRON
bracis-19079	196	2	also	also	ADV
bracis-19079	196	3	observed	observe	VERB
bracis-19079	196	4	that	that	SCONJ
bracis-19079	196	5	,	,	PUNCT
bracis-19079	196	6	as	as	SCONJ
bracis-19079	196	7	expected	expect	VERB
bracis-19079	196	8	,	,	PUNCT
bracis-19079	196	9	the	the	DET
bracis-19079	196	10	most	most	ADV
bracis-19079	196	11	contributing	contribute	VERB
bracis-19079	196	12	group	group	NOUN
bracis-19079	196	13	in	in	ADP
bracis-19079	196	14	the	the	DET
bracis-19079	196	15	computerbr	computerbr	NOUN
bracis-19079	196	16	dataset	dataset	NOUN
bracis-19079	196	17	was	be	AUX
bracis-19079	196	18	the	the	DET
bracis-19079	196	19	twitter	twitter	NOUN
bracis-19079	196	20	group	group	NOUN
bracis-19079	196	21	.	.	PUNCT
bracis-19079	197	1	this	this	PRON
bracis-19079	197	2	indicates	indicate	VERB
bracis-19079	197	3	that	that	SCONJ
bracis-19079	197	4	extracting	extract	VERB
bracis-19079	197	5	specific	specific	ADJ
bracis-19079	197	6	features	feature	NOUN
bracis-19079	197	7	of	of	ADP
bracis-19079	197	8	twitter	twitter	NOUN
bracis-19079	197	9	texts	text	NOUN
bracis-19079	197	10	is	be	AUX
bracis-19079	197	11	a	a	DET
bracis-19079	197	12	better	well	ADJ
bracis-19079	197	13	strategy	strategy	NOUN
bracis-19079	197	14	than	than	ADP
bracis-19079	197	15	relying	rely	VERB
bracis-19079	197	16	on	on	ADP
bracis-19079	197	17	language	language	NOUN
bracis-19079	197	18	-	-	PUNCT
bracis-19079	197	19	specific	specific	ADJ
bracis-19079	197	20	resources	resource	NOUN
bracis-19079	197	21	such	such	ADJ
bracis-19079	197	22	as	as	ADP
bracis-19079	197	23	sentiment	sentiment	NOUN
bracis-19079	197	24	lexicons	lexicon	NOUN
bracis-19079	197	25	and	and	CCONJ
bracis-19079	197	26	language	language	NOUN
bracis-19079	197	27	patterns	pattern	NOUN
bracis-19079	197	28	.	.	PUNCT
bracis-19079	198	1	table	table	NOUN
bracis-19079	198	2	10	10	NUM
bracis-19079	198	3	.	.	PUNCT
bracis-19079	199	1	results	result	NOUN
bracis-19079	199	2	obtained	obtain	VERB
bracis-19079	199	3	by	by	ADP
bracis-19079	199	4	the	the	DET
bracis-19079	199	5	feature	feature	NOUN
bracis-19079	199	6	ablation	ablation	NOUN
bracis-19079	199	7	study.full	study.full	NOUN
bracis-19079	199	8	size	size	NOUN
bracis-19079	199	9	table	table	NOUN
bracis-19079	199	10	4.5	4.5	NUM
bracis-19079	199	11	feature	feature	NOUN
bracis-19079	199	12	ranking	rank	VERB
bracis-19079	199	13	to	to	PART
bracis-19079	199	14	answer	answer	VERB
bracis-19079	199	15	the	the	DET
bracis-19079	199	16	research	research	NOUN
bracis-19079	199	17	question	question	NOUN
bracis-19079	199	18	rq3	rq3	NOUN
bracis-19079	199	19	,	,	PUNCT
bracis-19079	199	20	we	we	PRON
bracis-19079	199	21	performed	perform	VERB
bracis-19079	199	22	the	the	DET
bracis-19079	199	23	recursive	recursive	ADJ
bracis-19079	199	24	feature	feature	NOUN
bracis-19079	199	25	elimination	elimination	NOUN
bracis-19079	199	26	(	(	PUNCT
bracis-19079	199	27	rfe	rfe	NOUN
bracis-19079	199	28	)	)	PUNCT
bracis-19079	199	29	algorithm	algorithm	NOUN
bracis-19079	199	30	to	to	PART
bracis-19079	199	31	evaluate	evaluate	VERB
bracis-19079	199	32	how	how	SCONJ
bracis-19079	199	33	different	different	ADJ
bracis-19079	199	34	combinations	combination	NOUN
bracis-19079	199	35	of	of	ADP
bracis-19079	199	36	features	feature	NOUN
bracis-19079	199	37	affect	affect	VERB
bracis-19079	199	38	the	the	DET
bracis-19079	199	39	predictive	predictive	ADJ
bracis-19079	199	40	performance	performance	NOUN
bracis-19079	199	41	of	of	ADP
bracis-19079	199	42	a	a	DET
bracis-19079	199	43	classifier	classifier	NOUN
bracis-19079	199	44	.	.	PUNCT
bracis-19079	200	1	firstly	firstly	ADV
bracis-19079	200	2	,	,	PUNCT
bracis-19079	200	3	all	all	DET
bracis-19079	200	4	54	54	NUM
bracis-19079	200	5	features	feature	NOUN
bracis-19079	200	6	are	be	AUX
bracis-19079	200	7	used	use	VERB
bracis-19079	200	8	to	to	PART
bracis-19079	200	9	train	train	VERB
bracis-19079	200	10	the	the	DET
bracis-19079	200	11	gbt	gbt	PROPN
bracis-19079	200	12	model	model	PROPN
bracis-19079	200	13	.	.	PUNCT
bracis-19079	201	1	the	the	DET
bracis-19079	201	2	performance	performance	NOUN
bracis-19079	201	3	of	of	ADP
bracis-19079	201	4	each	each	DET
bracis-19079	201	5	feature	feature	NOUN
bracis-19079	201	6	is	be	AUX
bracis-19079	201	7	separately	separately	ADV
bracis-19079	201	8	maintained	maintain	VERB
bracis-19079	201	9	.	.	PUNCT
bracis-19079	202	1	gbt	gbt	PROPN
bracis-19079	202	2	was	be	AUX
bracis-19079	202	3	chosen	choose	VERB
bracis-19079	202	4	because	because	SCONJ
bracis-19079	202	5	it	it	PRON
bracis-19079	202	6	achieved	achieve	VERB
bracis-19079	202	7	the	the	DET
bracis-19079	202	8	best	good	ADJ
bracis-19079	202	9	performance	performance	NOUN
bracis-19079	202	10	as	as	ADP
bracis-19079	202	11	a	a	DET
bracis-19079	202	12	learning	learn	VERB
bracis-19079	202	13	algorithm	algorithm	NOUN
bracis-19079	202	14	(	(	PUNCT
bracis-19079	202	15	see	see	VERB
bracis-19079	202	16	sect	sect	NOUN
bracis-19079	202	17	.	.	PUNCT
bracis-19079	202	18	 	 	SPACE
bracis-19079	202	19	4.3	4.3	NUM
bracis-19079	202	20	)	)	PUNCT
bracis-19079	202	21	.	.	PUNCT
bracis-19079	203	1	the	the	DET
bracis-19079	203	2	evaluation	evaluation	NOUN
bracis-19079	203	3	is	be	AUX
bracis-19079	203	4	performed	perform	VERB
bracis-19079	203	5	using	use	VERB
bracis-19079	203	6	5	5	NUM
bracis-19079	203	7	-	-	ADJ
bracis-19079	203	8	fold	fold	ADJ
bracis-19079	203	9	cross	cross	ADJ
bracis-19079	203	10	-	-	ADJ
bracis-19079	203	11	validation	validation	ADJ
bracis-19079	203	12	and	and	CCONJ
bracis-19079	203	13	macro	macro	ADJ
bracis-19079	203	14	f\(_1\	f\(_1\	NOUN
bracis-19079	203	15	)	)	PUNCT
bracis-19079	203	16	score	score	NOUN
bracis-19079	203	17	as	as	ADP
bracis-19079	203	18	the	the	DET
bracis-19079	203	19	metric	metric	NOUN
bracis-19079	203	20	.	.	PUNCT
bracis-19079	204	1	secondly	secondly	ADV
bracis-19079	204	2	,	,	PUNCT
bracis-19079	204	3	the	the	DET
bracis-19079	204	4	features	feature	NOUN
bracis-19079	204	5	with	with	ADP
bracis-19079	204	6	the	the	DET
bracis-19079	204	7	lowest	low	ADJ
bracis-19079	204	8	coefficients	coefficient	NOUN
bracis-19079	204	9	will	will	AUX
bracis-19079	204	10	be	be	AUX
bracis-19079	204	11	omitted	omit	VERB
bracis-19079	204	12	during	during	ADP
bracis-19079	204	13	every	every	DET
bracis-19079	204	14	epoch	epoch	NOUN
bracis-19079	204	15	and	and	CCONJ
bracis-19079	204	16	retrained	retrain	VERB
bracis-19079	204	17	after	after	ADP
bracis-19079	204	18	removing	remove	VERB
bracis-19079	204	19	each	each	DET
bracis-19079	204	20	feature	feature	NOUN
bracis-19079	204	21	from	from	ADP
bracis-19079	204	22	the	the	DET
bracis-19079	204	23	input	input	NOUN
bracis-19079	204	24	set	set	VERB
bracis-19079	204	25	and	and	CCONJ
bracis-19079	204	26	continued	continue	VERB
bracis-19079	204	27	until	until	SCONJ
bracis-19079	204	28	the	the	DET
bracis-19079	204	29	required	require	VERB
bracis-19079	204	30	number	number	NOUN
bracis-19079	204	31	of	of	ADP
bracis-19079	204	32	features	feature	NOUN
bracis-19079	204	33	are	be	AUX
bracis-19079	204	34	retained	retain	VERB
bracis-19079	204	35	.	.	PUNCT
bracis-19079	205	1	as	as	ADP
bracis-19079	205	2	an	an	DET
bracis-19079	205	3	outcome	outcome	NOUN
bracis-19079	205	4	of	of	ADP
bracis-19079	205	5	rfe	rfe	NOUN
bracis-19079	205	6	,	,	PUNCT
bracis-19079	205	7	features	feature	VERB
bracis-19079	205	8	with	with	ADP
bracis-19079	205	9	the	the	DET
bracis-19079	205	10	worst	bad	ADJ
bracis-19079	205	11	coefficients	coefficient	NOUN
bracis-19079	205	12	are	be	AUX
bracis-19079	205	13	eliminated	eliminate	VERB
bracis-19079	205	14	individually	individually	ADV
bracis-19079	205	15	during	during	ADP
bracis-19079	205	16	every	every	DET
bracis-19079	205	17	iteration	iteration	NOUN
bracis-19079	205	18	of	of	ADP
bracis-19079	205	19	the	the	DET
bracis-19079	205	20	training	training	NOUN
bracis-19079	205	21	process	process	NOUN
bracis-19079	205	22	.	.	PUNCT
bracis-19079	206	1	figure	figure	NOUN
bracis-19079	206	2	 	 	SPACE
bracis-19079	206	3	1	1	NUM
bracis-19079	206	4	shows	show	VERB
bracis-19079	206	5	the	the	DET
bracis-19079	206	6	performance	performance	NOUN
bracis-19079	206	7	of	of	ADP
bracis-19079	206	8	the	the	DET
bracis-19079	206	9	gbt	gbt	PROPN
bracis-19079	206	10	model	model	NOUN
bracis-19079	206	11	using	use	VERB
bracis-19079	206	12	different	different	ADJ
bracis-19079	206	13	sizes	size	NOUN
bracis-19079	206	14	of	of	ADP
bracis-19079	206	15	feature	feature	NOUN
bracis-19079	206	16	subsets	subset	NOUN
bracis-19079	206	17	.	.	PUNCT
bracis-19079	207	1	the	the	DET
bracis-19079	207	2	best	good	ADJ
bracis-19079	207	3	result	result	NOUN
bracis-19079	207	4	in	in	ADP
bracis-19079	207	5	each	each	DET
bracis-19079	207	6	dataset	dataset	NOUN
bracis-19079	207	7	is	be	AUX
bracis-19079	207	8	identified	identify	VERB
bracis-19079	207	9	with	with	ADP
bracis-19079	207	10	a	a	DET
bracis-19079	207	11	star	star	NOUN
bracis-19079	207	12	.	.	PUNCT
bracis-19079	208	1	first	first	ADV
bracis-19079	208	2	of	of	ADP
bracis-19079	208	3	all	all	PRON
bracis-19079	208	4	,	,	PUNCT
bracis-19079	208	5	we	we	PRON
bracis-19079	208	6	can	can	AUX
bracis-19079	208	7	see	see	VERB
bracis-19079	208	8	that	that	SCONJ
bracis-19079	208	9	using	use	VERB
bracis-19079	208	10	all	all	DET
bracis-19079	208	11	the	the	DET
bracis-19079	208	12	features	feature	NOUN
bracis-19079	208	13	does	do	AUX
bracis-19079	208	14	not	not	PART
bracis-19079	208	15	produce	produce	VERB
bracis-19079	208	16	the	the	DET
bracis-19079	208	17	best	good	ADJ
bracis-19079	208	18	results	result	NOUN
bracis-19079	208	19	.	.	PUNCT
bracis-19079	209	1	therefore	therefore	ADV
bracis-19079	209	2	,	,	PUNCT
bracis-19079	209	3	using	use	VERB
bracis-19079	209	4	a	a	DET
bracis-19079	209	5	technique	technique	NOUN
bracis-19079	209	6	of	of	ADP
bracis-19079	209	7	feature	feature	NOUN
bracis-19079	209	8	selection	selection	NOUN
bracis-19079	209	9	is	be	AUX
bracis-19079	209	10	necessary	necessary	ADJ
bracis-19079	209	11	to	to	PART
bracis-19079	209	12	remove	remove	VERB
bracis-19079	209	13	unnecessary	unnecessary	ADJ
bracis-19079	209	14	features	feature	NOUN
bracis-19079	209	15	.	.	PUNCT
bracis-19079	210	1	interestingly	interestingly	ADV
bracis-19079	210	2	,	,	PUNCT
bracis-19079	210	3	the	the	DET
bracis-19079	210	4	best	good	ADJ
bracis-19079	210	5	results	result	NOUN
bracis-19079	210	6	in	in	ADP
bracis-19079	210	7	the	the	DET
bracis-19079	210	8	hotel	hotel	NOUN
bracis-19079	210	9	dataset	dataset	VERB
bracis-19079	210	10	were	be	AUX
bracis-19079	210	11	achieved	achieve	VERB
bracis-19079	210	12	with	with	ADP
bracis-19079	210	13	just	just	ADV
bracis-19079	210	14	8	8	NUM
bracis-19079	210	15	features	feature	NOUN
bracis-19079	210	16	.	.	PUNCT
bracis-19079	211	1	in	in	ADP
bracis-19079	211	2	addition	addition	NOUN
bracis-19079	211	3	,	,	PUNCT
bracis-19079	211	4	we	we	PRON
bracis-19079	211	5	observed	observe	VERB
bracis-19079	211	6	an	an	DET
bracis-19079	211	7	improvement	improvement	NOUN
bracis-19079	211	8	in	in	ADP
bracis-19079	211	9	the	the	DET
bracis-19079	211	10	results	result	NOUN
bracis-19079	211	11	when	when	SCONJ
bracis-19079	211	12	using	use	VERB
bracis-19079	211	13	feature	feature	NOUN
bracis-19079	211	14	selection	selection	NOUN
bracis-19079	211	15	.	.	PUNCT
bracis-19079	212	1	for	for	ADP
bracis-19079	212	2	example	example	NOUN
bracis-19079	212	3	,	,	PUNCT
bracis-19079	212	4	using	use	VERB
bracis-19079	212	5	feature	feature	NOUN
bracis-19079	212	6	selection	selection	NOUN
bracis-19079	212	7	yielded	yield	VERB
bracis-19079	212	8	gains	gain	NOUN
bracis-19079	212	9	of	of	ADP
bracis-19079	212	10	f\(_1\	f\(_1\	NOUN
bracis-19079	212	11	)	)	PUNCT
bracis-19079	212	12	of	of	ADP
bracis-19079	212	13	approximately	approximately	ADV
bracis-19079	212	14	10.9	10.9	NUM
bracis-19079	212	15	%	%	NOUN
bracis-19079	212	16	for	for	ADP
bracis-19079	212	17	computerbr	computerbr	NOUN
bracis-19079	212	18	and	and	CCONJ
bracis-19079	212	19	2.6	2.6	NUM
bracis-19079	212	20	%	%	NOUN
bracis-19079	212	21	for	for	ADP
bracis-19079	212	22	the	the	DET
bracis-19079	212	23	hotel	hotel	NOUN
bracis-19079	212	24	dataset	dataset	VERB
bracis-19079	212	25	.	.	PUNCT
bracis-19079	213	1	fig	fig	NOUN
bracis-19079	213	2	.	.	PUNCT
bracis-19079	214	1	1	1	X
bracis-19079	214	2	.	.	X
bracis-19079	214	3	number	number	NOUN
bracis-19079	214	4	of	of	ADP
bracis-19079	214	5	features	feature	NOUN
bracis-19079	214	6	against	against	ADP
bracis-19079	214	7	the	the	DET
bracis-19079	214	8	f\(_1\	f\(_1\	NOUN
bracis-19079	214	9	)	)	PUNCT
bracis-19079	214	10	score	score	NOUN
bracis-19079	214	11	plot	plot	NOUN
bracis-19079	214	12	for	for	ADP
bracis-19079	214	13	each	each	DET
bracis-19079	214	14	dataset	dataset	NOUN
bracis-19079	214	15	.	.	PUNCT
bracis-19079	215	1	full	full	ADJ
bracis-19079	215	2	size	size	NOUN
bracis-19079	215	3	image	image	NOUN
bracis-19079	215	4	figure	figure	NOUN
bracis-19079	215	5	 	 	SPACE
bracis-19079	215	6	2	2	NUM
bracis-19079	215	7	lists	list	NOUN
bracis-19079	215	8	the	the	DET
bracis-19079	215	9	top	top	ADJ
bracis-19079	215	10	10	10	NUM
bracis-19079	215	11	features	feature	NOUN
bracis-19079	215	12	for	for	ADP
bracis-19079	215	13	each	each	DET
bracis-19079	215	14	dataset	dataset	NOUN
bracis-19079	215	15	.	.	PUNCT
bracis-19079	216	1	individually	individually	ADV
bracis-19079	216	2	,	,	PUNCT
bracis-19079	216	3	the	the	DET
bracis-19079	216	4	number	number	NOUN
bracis-19079	216	5	of	of	ADP
bracis-19079	216	6	adjectives	adjective	NOUN
bracis-19079	216	7	(	(	PUNCT
bracis-19079	216	8	feat	feat	NOUN
bracis-19079	216	9	.	.	PUNCT
bracis-19079	217	1	1	1	NUM
bracis-19079	217	2	table	table	NOUN
bracis-19079	217	3	 	 	SPACE
bracis-19079	217	4	1	1	NUM
bracis-19079	217	5	)	)	PUNCT
bracis-19079	217	6	is	be	AUX
bracis-19079	217	7	the	the	DET
bracis-19079	217	8	most	most	ADV
bracis-19079	217	9	important	important	ADJ
bracis-19079	217	10	feature	feature	NOUN
bracis-19079	217	11	in	in	ADP
bracis-19079	217	12	three	three	NUM
bracis-19079	217	13	datasets	dataset	NOUN
bracis-19079	217	14	(	(	PUNCT
bracis-19079	217	15	computerbr	computerbr	NOUN
bracis-19079	217	16	,	,	PUNCT
bracis-19079	217	17	reli	reli	NOUN
bracis-19079	217	18	,	,	PUNCT
bracis-19079	217	19	and	and	CCONJ
bracis-19079	217	20	tripadvisor	tripadvisor	NOUN
bracis-19079	217	21	)	)	PUNCT
bracis-19079	217	22	.	.	PUNCT
bracis-19079	218	1	this	this	DET
bracis-19079	218	2	feature	feature	NOUN
bracis-19079	218	3	is	be	AUX
bracis-19079	218	4	still	still	ADV
bracis-19079	218	5	the	the	DET
bracis-19079	218	6	eleventh	eleventh	ADJ
bracis-19079	218	7	most	most	ADV
bracis-19079	218	8	important	important	ADJ
bracis-19079	218	9	feature	feature	NOUN
bracis-19079	218	10	in	in	ADP
bracis-19079	218	11	the	the	DET
bracis-19079	218	12	hotel	hotel	NOUN
bracis-19079	218	13	dataset	dataset	VERB
bracis-19079	218	14	.	.	PUNCT
bracis-19079	219	1	concept	concept	NOUN
bracis-19079	219	2	-	-	PUNCT
bracis-19079	219	3	level	level	NOUN
bracis-19079	219	4	features	feature	NOUN
bracis-19079	219	5	(	(	PUNCT
bracis-19079	219	6	table	table	NOUN
bracis-19079	219	7	 	 	SPACE
bracis-19079	219	8	4	4	NUM
bracis-19079	219	9	)	)	PUNCT
bracis-19079	219	10	are	be	AUX
bracis-19079	219	11	the	the	DET
bracis-19079	219	12	most	most	ADV
bracis-19079	219	13	important	important	ADJ
bracis-19079	219	14	group	group	NOUN
bracis-19079	219	15	of	of	ADP
bracis-19079	219	16	features	feature	NOUN
bracis-19079	219	17	.	.	PUNCT
bracis-19079	220	1	concept	concept	NOUN
bracis-19079	220	2	-	-	PUNCT
bracis-19079	220	3	level	level	NOUN
bracis-19079	220	4	features	feature	NOUN
bracis-19079	220	5	represent	represent	VERB
bracis-19079	220	6	65	65	NUM
bracis-19079	220	7	%	%	NOUN
bracis-19079	220	8	among	among	ADP
bracis-19079	220	9	the	the	DET
bracis-19079	220	10	top	top	ADJ
bracis-19079	220	11	10	10	NUM
bracis-19079	220	12	features	feature	NOUN
bracis-19079	220	13	of	of	ADP
bracis-19079	220	14	the	the	DET
bracis-19079	220	15	four	four	NUM
bracis-19079	220	16	datasets	dataset	NOUN
bracis-19079	220	17	.	.	PUNCT
bracis-19079	221	1	fig	fig	NOUN
bracis-19079	221	2	.	.	PUNCT
bracis-19079	222	1	2	2	X
bracis-19079	222	2	.	.	X
bracis-19079	222	3	ranking	ranking	NOUN
bracis-19079	222	4	of	of	ADP
bracis-19079	222	5	the	the	DET
bracis-19079	222	6	top	top	ADJ
bracis-19079	222	7	10	10	NUM
bracis-19079	222	8	features	feature	NOUN
bracis-19079	222	9	for	for	ADP
bracis-19079	222	10	each	each	DET
bracis-19079	222	11	dataset	dataset	NOUN
bracis-19079	222	12	.	.	PUNCT
bracis-19079	223	1	full	full	ADJ
bracis-19079	223	2	size	size	NOUN
bracis-19079	223	3	image	image	NOUN
bracis-19079	223	4	it	it	PRON
bracis-19079	223	5	can	can	AUX
bracis-19079	223	6	be	be	AUX
bracis-19079	223	7	concluded	conclude	VERB
bracis-19079	223	8	that	that	SCONJ
bracis-19079	223	9	rfe	rfe	NOUN
bracis-19079	223	10	as	as	ADP
bracis-19079	223	11	a	a	DET
bracis-19079	223	12	feature	feature	NOUN
bracis-19079	223	13	selection	selection	NOUN
bracis-19079	223	14	assists	assist	NOUN
bracis-19079	223	15	in	in	ADP
bracis-19079	223	16	increasing	increase	VERB
bracis-19079	223	17	the	the	DET
bracis-19079	223	18	classification	classification	NOUN
bracis-19079	223	19	accuracy	accuracy	NOUN
bracis-19079	223	20	by	by	ADP
bracis-19079	223	21	generating	generate	VERB
bracis-19079	223	22	a	a	DET
bracis-19079	223	23	more	more	ADV
bracis-19079	223	24	significant	significant	ADJ
bracis-19079	223	25	feature	feature	NOUN
bracis-19079	223	26	-	-	PUNCT
bracis-19079	223	27	weighted	weight	VERB
bracis-19079	223	28	ranking	ranking	NOUN
bracis-19079	223	29	.	.	PUNCT
bracis-19079	224	1	the	the	DET
bracis-19079	224	2	number	number	NOUN
bracis-19079	224	3	of	of	ADP
bracis-19079	224	4	features	feature	NOUN
bracis-19079	224	5	plays	play	VERB
bracis-19079	224	6	an	an	DET
bracis-19079	224	7	important	important	ADJ
bracis-19079	224	8	role	role	NOUN
bracis-19079	224	9	in	in	ADP
bracis-19079	224	10	text	text	NOUN
bracis-19079	224	11	classification	classification	NOUN
bracis-19079	224	12	.	.	PUNCT
bracis-19079	225	1	a	a	DET
bracis-19079	225	2	large	large	ADJ
bracis-19079	225	3	number	number	NOUN
bracis-19079	225	4	of	of	ADP
bracis-19079	225	5	features	feature	NOUN
bracis-19079	225	6	does	do	AUX
bracis-19079	225	7	not	not	PART
bracis-19079	225	8	guarantee	guarantee	VERB
bracis-19079	225	9	the	the	DET
bracis-19079	225	10	best	good	ADJ
bracis-19079	225	11	classification	classification	NOUN
bracis-19079	225	12	performances	performance	NOUN
bracis-19079	225	13	and	and	CCONJ
bracis-19079	225	14	vice	vice	NOUN
bracis-19079	225	15	-	-	NOUN
bracis-19079	225	16	versa	versa	NOUN
bracis-19079	225	17	.	.	PUNCT
bracis-19079	226	1	yet	yet	ADV
bracis-19079	226	2	,	,	PUNCT
bracis-19079	226	3	the	the	DET
bracis-19079	226	4	best	good	ADJ
bracis-19079	226	5	number	number	NOUN
bracis-19079	226	6	of	of	ADP
bracis-19079	226	7	features	feature	NOUN
bracis-19079	226	8	will	will	AUX
bracis-19079	226	9	generate	generate	VERB
bracis-19079	226	10	optimum	optimum	ADJ
bracis-19079	226	11	classification	classification	NOUN
bracis-19079	226	12	accuracy	accuracy	NOUN
bracis-19079	226	13	.	.	PUNCT
bracis-19079	227	1	5	5	NUM
bracis-19079	227	2	conclusion	conclusion	NOUN
bracis-19079	227	3	in	in	ADP
bracis-19079	227	4	this	this	DET
bracis-19079	227	5	paper	paper	NOUN
bracis-19079	227	6	,	,	PUNCT
bracis-19079	227	7	we	we	PRON
bracis-19079	227	8	have	have	AUX
bracis-19079	227	9	presented	present	VERB
bracis-19079	227	10	an	an	DET
bracis-19079	227	11	empirical	empirical	ADJ
bracis-19079	227	12	study	study	NOUN
bracis-19079	227	13	of	of	ADP
bracis-19079	227	14	a	a	DET
bracis-19079	227	15	vast	vast	ADJ
bracis-19079	227	16	set	set	NOUN
bracis-19079	227	17	of	of	ADP
bracis-19079	227	18	text	text	NOUN
bracis-19079	227	19	features	feature	NOUN
bracis-19079	227	20	for	for	ADP
bracis-19079	227	21	identifying	identify	VERB
bracis-19079	227	22	subjective	subjective	ADJ
bracis-19079	227	23	sentences	sentence	NOUN
bracis-19079	227	24	for	for	ADP
bracis-19079	227	25	the	the	DET
bracis-19079	227	26	portuguese	portuguese	ADJ
bracis-19079	227	27	language	language	NOUN
bracis-19079	227	28	.	.	PUNCT
bracis-19079	228	1	we	we	PRON
bracis-19079	228	2	examined	examine	VERB
bracis-19079	228	3	the	the	DET
bracis-19079	228	4	performance	performance	NOUN
bracis-19079	228	5	of	of	ADP
bracis-19079	228	6	these	these	DET
bracis-19079	228	7	features	feature	NOUN
bracis-19079	228	8	within	within	ADP
bracis-19079	228	9	supervised	supervised	ADJ
bracis-19079	228	10	learning	learning	NOUN
bracis-19079	228	11	methods	method	NOUN
bracis-19079	228	12	along	along	ADP
bracis-19079	228	13	with	with	ADP
bracis-19079	228	14	four	four	NUM
bracis-19079	228	15	different	different	ADJ
bracis-19079	228	16	datasets	dataset	NOUN
bracis-19079	228	17	.	.	PUNCT
bracis-19079	229	1	firstly	firstly	ADV
bracis-19079	229	2	,	,	PUNCT
bracis-19079	229	3	we	we	PRON
bracis-19079	229	4	examined	examine	VERB
bracis-19079	229	5	the	the	DET
bracis-19079	229	6	performance	performance	NOUN
bracis-19079	229	7	of	of	ADP
bracis-19079	229	8	well	well	ADV
bracis-19079	229	9	-	-	PUNCT
bracis-19079	229	10	known	know	VERB
bracis-19079	229	11	machine	machine	NOUN
bracis-19079	229	12	learning	learn	VERB
bracis-19079	229	13	algorithms	algorithm	NOUN
bracis-19079	229	14	for	for	ADP
bracis-19079	229	15	subjectivity	subjectivity	NOUN
bracis-19079	229	16	identification	identification	NOUN
bracis-19079	229	17	.	.	PUNCT
bracis-19079	230	1	the	the	DET
bracis-19079	230	2	experimental	experimental	ADJ
bracis-19079	230	3	results	result	NOUN
bracis-19079	230	4	showed	show	VERB
bracis-19079	230	5	that	that	SCONJ
bracis-19079	230	6	,	,	PUNCT
bracis-19079	230	7	although	although	SCONJ
bracis-19079	230	8	the	the	DET
bracis-19079	230	9	classifiers	classifier	NOUN
bracis-19079	230	10	used	use	VERB
bracis-19079	230	11	in	in	ADP
bracis-19079	230	12	our	our	PRON
bracis-19079	230	13	experiments	experiment	NOUN
bracis-19079	230	14	were	be	AUX
bracis-19079	230	15	considerably	considerably	ADV
bracis-19079	230	16	different	different	ADJ
bracis-19079	230	17	,	,	PUNCT
bracis-19079	230	18	there	there	PRON
bracis-19079	230	19	is	be	VERB
bracis-19079	230	20	minimal	minimal	ADJ
bracis-19079	230	21	difference	difference	NOUN
bracis-19079	230	22	between	between	ADP
bracis-19079	230	23	the	the	DET
bracis-19079	230	24	results	result	NOUN
bracis-19079	230	25	obtained	obtain	VERB
bracis-19079	230	26	.	.	PUNCT
bracis-19079	231	1	this	this	PRON
bracis-19079	231	2	indicates	indicate	VERB
bracis-19079	231	3	that	that	SCONJ
bracis-19079	231	4	choosing	choose	VERB
bracis-19079	231	5	the	the	DET
bracis-19079	231	6	correct	correct	ADJ
bracis-19079	231	7	set	set	NOUN
bracis-19079	231	8	of	of	ADP
bracis-19079	231	9	features	feature	NOUN
bracis-19079	231	10	is	be	AUX
bracis-19079	231	11	the	the	DET
bracis-19079	231	12	most	most	ADV
bracis-19079	231	13	important	important	ADJ
bracis-19079	231	14	factor	factor	NOUN
bracis-19079	231	15	for	for	ADP
bracis-19079	231	16	identifying	identify	VERB
bracis-19079	231	17	subjective	subjective	ADJ
bracis-19079	231	18	sentences	sentence	NOUN
bracis-19079	231	19	.	.	PUNCT
bracis-19079	232	1	secondly	secondly	ADV
bracis-19079	232	2	,	,	PUNCT
bracis-19079	232	3	we	we	PRON
bracis-19079	232	4	conducted	conduct	VERB
bracis-19079	232	5	a	a	DET
bracis-19079	232	6	feature	feature	NOUN
bracis-19079	232	7	ablation	ablation	NOUN
bracis-19079	232	8	study	study	NOUN
bracis-19079	232	9	to	to	PART
bracis-19079	232	10	evaluate	evaluate	VERB
bracis-19079	232	11	the	the	DET
bracis-19079	232	12	importance	importance	NOUN
bracis-19079	232	13	of	of	ADP
bracis-19079	232	14	the	the	DET
bracis-19079	232	15	proposed	propose	VERB
bracis-19079	232	16	features	feature	NOUN
bracis-19079	232	17	in	in	ADP
bracis-19079	232	18	the	the	DET
bracis-19079	232	19	performance	performance	NOUN
bracis-19079	232	20	of	of	ADP
bracis-19079	232	21	the	the	DET
bracis-19079	232	22	classifiers	classifier	NOUN
bracis-19079	232	23	.	.	PUNCT
bracis-19079	233	1	the	the	DET
bracis-19079	233	2	experimental	experimental	ADJ
bracis-19079	233	3	results	result	NOUN
bracis-19079	233	4	showed	show	VERB
bracis-19079	233	5	that	that	SCONJ
bracis-19079	233	6	pos	pos	NOUN
bracis-19079	233	7	features	feature	NOUN
bracis-19079	233	8	always	always	ADV
bracis-19079	233	9	contribute	contribute	VERB
bracis-19079	233	10	to	to	ADP
bracis-19079	233	11	all	all	DET
bracis-19079	233	12	datasets	dataset	NOUN
bracis-19079	233	13	.	.	PUNCT
bracis-19079	234	1	this	this	PRON
bracis-19079	234	2	indicates	indicate	VERB
bracis-19079	234	3	that	that	SCONJ
bracis-19079	234	4	pos	pos	NOUN
bracis-19079	234	5	tags	tag	NOUN
bracis-19079	234	6	are	be	AUX
bracis-19079	234	7	the	the	DET
bracis-19079	234	8	most	most	ADV
bracis-19079	234	9	relevant	relevant	ADJ
bracis-19079	234	10	feature	feature	NOUN
bracis-19079	234	11	group	group	NOUN
bracis-19079	234	12	for	for	ADP
bracis-19079	234	13	subjectivity	subjectivity	NOUN
bracis-19079	234	14	classification	classification	NOUN
bracis-19079	234	15	.	.	PUNCT
bracis-19079	235	1	finally	finally	ADV
bracis-19079	235	2	,	,	PUNCT
bracis-19079	235	3	we	we	PRON
bracis-19079	235	4	performed	perform	VERB
bracis-19079	235	5	the	the	DET
bracis-19079	235	6	recursive	recursive	ADJ
bracis-19079	235	7	feature	feature	NOUN
bracis-19079	235	8	elimination	elimination	NOUN
bracis-19079	235	9	algorithm	algorithm	NOUN
bracis-19079	235	10	to	to	PART
bracis-19079	235	11	evaluate	evaluate	VERB
bracis-19079	235	12	how	how	SCONJ
bracis-19079	235	13	different	different	ADJ
bracis-19079	235	14	combinations	combination	NOUN
bracis-19079	235	15	of	of	ADP
bracis-19079	235	16	individual	individual	ADJ
bracis-19079	235	17	features	feature	NOUN
bracis-19079	235	18	affect	affect	VERB
bracis-19079	235	19	the	the	DET
bracis-19079	235	20	performance	performance	NOUN
bracis-19079	235	21	of	of	ADP
bracis-19079	235	22	a	a	DET
bracis-19079	235	23	classifier	classifier	NOUN
bracis-19079	235	24	.	.	PUNCT
bracis-19079	236	1	the	the	DET
bracis-19079	236	2	experimental	experimental	ADJ
bracis-19079	236	3	results	result	NOUN
bracis-19079	236	4	showed	show	VERB
bracis-19079	236	5	that	that	SCONJ
bracis-19079	236	6	the	the	DET
bracis-19079	236	7	number	number	NOUN
bracis-19079	236	8	of	of	ADP
bracis-19079	236	9	adjectives	adjective	NOUN
bracis-19079	236	10	is	be	AUX
bracis-19079	236	11	the	the	DET
bracis-19079	236	12	most	most	ADV
bracis-19079	236	13	important	important	ADJ
bracis-19079	236	14	feature	feature	NOUN
bracis-19079	236	15	in	in	ADP
bracis-19079	236	16	three	three	NUM
bracis-19079	236	17	out	out	ADP
bracis-19079	236	18	of	of	ADP
bracis-19079	236	19	four	four	NUM
bracis-19079	236	20	datasets	dataset	NOUN
bracis-19079	236	21	.	.	PUNCT
bracis-19079	237	1	it	it	PRON
bracis-19079	237	2	was	be	AUX
bracis-19079	237	3	also	also	ADV
bracis-19079	237	4	possible	possible	ADJ
bracis-19079	237	5	to	to	PART
bracis-19079	237	6	conclude	conclude	VERB
bracis-19079	237	7	that	that	DET
bracis-19079	237	8	feature	feature	NOUN
bracis-19079	237	9	selection	selection	NOUN
bracis-19079	237	10	assists	assist	NOUN
bracis-19079	237	11	in	in	ADP
bracis-19079	237	12	increasing	increase	VERB
bracis-19079	237	13	the	the	DET
bracis-19079	237	14	classification	classification	NOUN
bracis-19079	237	15	accuracy	accuracy	NOUN
bracis-19079	237	16	.	.	PUNCT
bracis-19079	238	1	in	in	ADP
bracis-19079	238	2	future	future	ADJ
bracis-19079	238	3	works	work	NOUN
bracis-19079	238	4	,	,	PUNCT
bracis-19079	238	5	we	we	PRON
bracis-19079	238	6	will	will	AUX
bracis-19079	238	7	try	try	VERB
bracis-19079	238	8	to	to	PART
bracis-19079	238	9	evaluate	evaluate	VERB
bracis-19079	238	10	the	the	DET
bracis-19079	238	11	same	same	ADJ
bracis-19079	238	12	set	set	NOUN
bracis-19079	238	13	of	of	ADP
bracis-19079	238	14	text	text	NOUN
bracis-19079	238	15	features	feature	NOUN
bracis-19079	238	16	against	against	ADP
bracis-19079	238	17	other	other	ADJ
bracis-19079	238	18	nlp	nlp	NOUN
bracis-19079	238	19	tasks	task	NOUN
bracis-19079	238	20	,	,	PUNCT
bracis-19079	238	21	such	such	ADJ
bracis-19079	238	22	as	as	ADP
bracis-19079	238	23	identifying	identify	VERB
bracis-19079	238	24	comparative	comparative	ADJ
bracis-19079	238	25	sentences	sentence	NOUN
bracis-19079	238	26	and	and	CCONJ
bracis-19079	238	27	calculating	calculate	VERB
bracis-19079	238	28	the	the	DET
bracis-19079	238	29	polarity	polarity	NOUN
bracis-19079	238	30	of	of	ADP
bracis-19079	238	31	subjective	subjective	ADJ
bracis-19079	238	32	sentences	sentence	NOUN
bracis-19079	238	33	.	.	PUNCT
bracis-19079	239	1	notes	note	VERB
bracis-19079	239	2	1.https://auto.gluon.ai	1.https://auto.gluon.ai	NUM
bracis-19079	239	3	.	.	PUNCT
bracis-19079	240	1	2.the	2.the	DET
bracis-19079	240	2	python	python	PROPN
bracis-19079	240	3	package	package	NOUN
bracis-19079	240	4	version	version	NOUN
bracis-19079	240	5	was	be	AUX
bracis-19079	240	6	v3.0.0	v3.0.0	ADJ
bracis-19079	240	7	with	with	ADP
bracis-19079	240	8	model	model	NOUN
bracis-19079	240	9	pt_core_news_lg	pt_core_news_lg	NOUN
bracis-19079	240	10	,	,	PUNCT
bracis-19079	240	11	except	except	SCONJ
bracis-19079	240	12	for	for	ADP
bracis-19079	240	13	the	the	DET
bracis-19079	240	14	comp	comp	NOUN
bracis-19079	240	15	and	and	CCONJ
bracis-19079	240	16	sup	sup	NOUN
bracis-19079	240	17	pos	pos	NOUN
bracis-19079	240	18	tags	tag	NOUN
bracis-19079	240	19	,	,	PUNCT
bracis-19079	240	20	which	which	PRON
bracis-19079	240	21	were	be	AUX
bracis-19079	240	22	extracted	extract	VERB
bracis-19079	240	23	with	with	ADP
bracis-19079	240	24	v2.2.0	v2.2.0	NOUN
bracis-19079	240	25	and	and	CCONJ
bracis-19079	240	26	model	model	NOUN
bracis-19079	240	27	pt_core_news_sm	pt_core_news_sm	NOUN
bracis-19079	240	28	.	.	PUNCT
bracis-19079	241	1	3.https://universaldependencies.org/u/pos	3.https://universaldependencies.org/u/pos	NUM
bracis-19079	241	2	.	.	PUNCT
bracis-19079	242	1	4.https://www.ime.usp.br/~pf/dicios/index.html	4.https://www.ime.usp.br/~pf/dicios/index.html	NUM
bracis-19079	242	2	.	.	PUNCT
bracis-19079	243	1	5.https://scikit-learn.org/stable	5.https://scikit-learn.org/stable	NUM
bracis-19079	243	2	.	.	PUNCT
bracis-19079	243	3	references	reference	NOUN
bracis-19079	243	4	agarwal	agarwal	PROPN
bracis-19079	243	5	,	,	PUNCT
bracis-19079	243	6	a.	a.	PROPN
bracis-19079	243	7	,	,	PUNCT
bracis-19079	243	8	xie	xie	PROPN
bracis-19079	243	9	,	,	PUNCT
bracis-19079	243	10	b.	b.	PROPN
bracis-19079	243	11	,	,	PUNCT
bracis-19079	243	12	vovsha	vovsha	PROPN
bracis-19079	243	13	,	,	PUNCT
bracis-19079	243	14	i.	i.	PROPN
bracis-19079	243	15	,	,	PUNCT
bracis-19079	243	16	rambow	rambow	PROPN
bracis-19079	243	17	,	,	PUNCT
bracis-19079	243	18	o.	o.	PROPN
bracis-19079	243	19	,	,	PUNCT
bracis-19079	243	20	passonneau	passonneau	PROPN
bracis-19079	243	21	,	,	PUNCT
bracis-19079	243	22	r.j	r.j	PROPN
bracis-19079	243	23	.	.	PROPN
bracis-19079	243	24	:	:	PUNCT
bracis-19079	243	25	sentiment	sentiment	NOUN
bracis-19079	243	26	analysis	analysis	NOUN
bracis-19079	243	27	of	of	ADP
bracis-19079	243	28	twitter	twitter	NOUN
bracis-19079	243	29	data	datum	NOUN
bracis-19079	243	30	.	.	PUNCT
bracis-19079	244	1	in	in	ADP
bracis-19079	244	2	:	:	PUNCT
bracis-19079	244	3	proceedings	proceeding	NOUN
bracis-19079	244	4	of	of	ADP
bracis-19079	244	5	the	the	DET
bracis-19079	244	6	workshop	workshop	NOUN
bracis-19079	244	7	on	on	ADP
bracis-19079	244	8	language	language	NOUN
bracis-19079	244	9	in	in	ADP
bracis-19079	244	10	social	social	ADJ
bracis-19079	244	11	media	medium	NOUN
bracis-19079	244	12	(	(	PUNCT
bracis-19079	244	13	lsm	lsm	PROPN
bracis-19079	244	14	2011	2011	NUM
bracis-19079	244	15	)	)	PUNCT
bracis-19079	244	16	,	,	PUNCT
bracis-19079	244	17	pp	pp	ADP
bracis-19079	244	18	.	.	PUNCT
bracis-19079	245	1	30–38	30–38	NUM
bracis-19079	245	2	(	(	PUNCT
bracis-19079	245	3	2011	2011	NUM
bracis-19079	245	4	)	)	PUNCT
bracis-19079	245	5	google	google	PROPN
bracis-19079	245	6	scholar	scholar	NOUN
bracis-19079	245	7	  	  	SPACE
bracis-19079	245	8	almatarneh	almatarneh	PROPN
bracis-19079	245	9	,	,	PUNCT
bracis-19079	245	10	s.	s.	PROPN
bracis-19079	245	11	,	,	PUNCT
bracis-19079	245	12	gamallo	gamallo	PROPN
bracis-19079	245	13	,	,	PUNCT
bracis-19079	245	14	p.	p.	NOUN
bracis-19079	245	15	:	:	PUNCT
bracis-19079	245	16	linguistic	linguistic	ADJ
bracis-19079	245	17	features	feature	NOUN
bracis-19079	245	18	to	to	PART
bracis-19079	245	19	identify	identify	VERB
bracis-19079	245	20	extreme	extreme	ADJ
bracis-19079	245	21	opinions	opinion	NOUN
bracis-19079	245	22	:	:	PUNCT
bracis-19079	245	23	an	an	DET
bracis-19079	245	24	empirical	empirical	ADJ
bracis-19079	245	25	study	study	NOUN
bracis-19079	245	26	.	.	PUNCT
bracis-19079	246	1	in	in	ADP
bracis-19079	246	2	:	:	PUNCT
bracis-19079	246	3	yin	yin	PROPN
bracis-19079	246	4	,	,	PUNCT
bracis-19079	246	5	h.	h.	PROPN
bracis-19079	246	6	,	,	PUNCT
bracis-19079	246	7	camacho	camacho	PROPN
bracis-19079	246	8	,	,	PUNCT
bracis-19079	246	9	d.	d.	PROPN
bracis-19079	246	10	,	,	PUNCT
bracis-19079	246	11	novais	novais	PROPN
bracis-19079	246	12	,	,	PUNCT
bracis-19079	246	13	p.	p.	NOUN
bracis-19079	246	14	,	,	PUNCT
bracis-19079	246	15	tallón	tallón	PROPN
bracis-19079	246	16	-	-	PUNCT
bracis-19079	246	17	ballesteros	ballesteros	PROPN
bracis-19079	246	18	,	,	PUNCT
bracis-19079	246	19	a.j	a.j	PROPN
bracis-19079	246	20	.	.	PROPN
bracis-19079	246	21	(	(	PUNCT
bracis-19079	246	22	eds	ed	NOUN
bracis-19079	246	23	.	.	PUNCT
bracis-19079	246	24	)	)	PUNCT
bracis-19079	246	25	ideal	ideal	ADJ
bracis-19079	246	26	2018	2018	NUM
bracis-19079	246	27	.	.	PUNCT
bracis-19079	247	1	lncs	lncs	PROPN
bracis-19079	247	2	,	,	PUNCT
bracis-19079	247	3	vol	vol	NOUN
bracis-19079	247	4	.	.	PROPN
bracis-19079	247	5	11314	11314	NUM
bracis-19079	247	6	,	,	PUNCT
bracis-19079	247	7	pp	pp	ADV
bracis-19079	247	8	.	.	PUNCT
bracis-19079	248	1	215–223	215–223	NUM
bracis-19079	248	2	.	.	PUNCT
bracis-19079	248	3	springer	springer	NOUN
bracis-19079	248	4	,	,	PUNCT
bracis-19079	248	5	cham	cham	PROPN
bracis-19079	248	6	(	(	PUNCT
bracis-19079	248	7	2018	2018	NUM
bracis-19079	248	8	)	)	PUNCT
bracis-19079	248	9	.	.	PUNCT
bracis-19079	249	1	https://doi.org/10.1007/978-3-030-03493-1_23	https://doi.org/10.1007/978-3-030-03493-1_23	PROPN
bracis-19079	249	2	chapter	chapter	NOUN
bracis-19079	249	3	  	  	SPACE
bracis-19079	249	4	google	google	PROPN
bracis-19079	249	5	scholar	scholar	NOUN
bracis-19079	249	6	  	  	SPACE
bracis-19079	249	7	almatarneh	almatarneh	PROPN
bracis-19079	249	8	,	,	PUNCT
bracis-19079	249	9	s.	s.	PROPN
bracis-19079	249	10	,	,	PUNCT
bracis-19079	249	11	gamallo	gamallo	PROPN
bracis-19079	249	12	,	,	PUNCT
bracis-19079	249	13	p.	p.	NOUN
bracis-19079	249	14	:	:	PUNCT
bracis-19079	249	15	comparing	compare	VERB
bracis-19079	249	16	supervised	supervised	ADJ
bracis-19079	249	17	machine	machine	NOUN
bracis-19079	249	18	learning	learning	NOUN
bracis-19079	249	19	strategies	strategy	NOUN
bracis-19079	249	20	and	and	CCONJ
bracis-19079	249	21	linguistic	linguistic	ADJ
bracis-19079	249	22	features	feature	NOUN
bracis-19079	249	23	to	to	PART
bracis-19079	249	24	search	search	VERB
bracis-19079	249	25	for	for	ADP
bracis-19079	249	26	very	very	ADV
bracis-19079	249	27	negative	negative	ADJ
bracis-19079	249	28	opinions	opinion	NOUN
bracis-19079	249	29	.	.	PUNCT
bracis-19079	250	1	information	information	NOUN
bracis-19079	250	2	10(1	10(1	NUM
bracis-19079	250	3	)	)	PUNCT
bracis-19079	250	4	,	,	PUNCT
bracis-19079	250	5	16	16	NUM
bracis-19079	250	6	(	(	PUNCT
bracis-19079	250	7	2019	2019	NUM
bracis-19079	250	8	)	)	PUNCT
bracis-19079	250	9	article	article	NOUN
bracis-19079	250	10	  	  	SPACE
bracis-19079	250	11	google	google	PROPN
bracis-19079	250	12	scholar	scholar	NOUN
bracis-19079	250	13	  	  	SPACE
bracis-19079	250	14	balage	balage	NOUN
bracis-19079	250	15	filho	filho	NOUN
bracis-19079	250	16	,	,	PUNCT
bracis-19079	250	17	p.	p.	PROPN
bracis-19079	250	18	,	,	PUNCT
bracis-19079	250	19	pardo	pardo	PROPN
bracis-19079	250	20	,	,	PUNCT
bracis-19079	250	21	t.a.s	t.a.s	PROPN
bracis-19079	250	22	.	.	PUNCT
bracis-19079	250	23	,	,	PUNCT
bracis-19079	250	24	aluísio	aluísio	PROPN
bracis-19079	250	25	,	,	PUNCT
bracis-19079	250	26	s.	s.	PROPN
bracis-19079	250	27	:	:	PUNCT
bracis-19079	250	28	an	an	DET
bracis-19079	250	29	evaluation	evaluation	NOUN
bracis-19079	250	30	of	of	ADP
bracis-19079	250	31	the	the	DET
bracis-19079	250	32	brazilian	brazilian	ADJ
bracis-19079	250	33	portuguese	portuguese	ADJ
bracis-19079	250	34	liwc	liwc	PROPN
bracis-19079	250	35	dictionary	dictionary	PROPN
bracis-19079	250	36	for	for	ADP
bracis-19079	250	37	sentiment	sentiment	NOUN
bracis-19079	250	38	analysis	analysis	NOUN
bracis-19079	250	39	.	.	PUNCT
bracis-19079	251	1	in	in	ADP
bracis-19079	251	2	:	:	PUNCT
bracis-19079	251	3	proceedings	proceeding	NOUN
bracis-19079	251	4	of	of	ADP
bracis-19079	251	5	the	the	DET
bracis-19079	251	6	9th	9th	ADJ
bracis-19079	251	7	brazilian	brazilian	ADJ
bracis-19079	251	8	symposium	symposium	NOUN
bracis-19079	251	9	in	in	ADP
bracis-19079	251	10	information	information	NOUN
bracis-19079	251	11	and	and	CCONJ
bracis-19079	251	12	human	human	ADJ
bracis-19079	251	13	language	language	NOUN
bracis-19079	251	14	technology	technology	NOUN
bracis-19079	251	15	(	(	PUNCT
bracis-19079	251	16	2013	2013	NUM
bracis-19079	251	17	)	)	PUNCT
bracis-19079	251	18	google	google	PROPN
bracis-19079	251	19	scholar	scholar	NOUN
bracis-19079	251	20	  	  	SPACE
bracis-19079	251	21	belisário	belisário	NOUN
bracis-19079	251	22	,	,	PUNCT
bracis-19079	251	23	l.b	l.b	PROPN
bracis-19079	251	24	.	.	PROPN
bracis-19079	251	25	,	,	PUNCT
bracis-19079	251	26	ferreira	ferreira	PROPN
bracis-19079	251	27	,	,	PUNCT
bracis-19079	251	28	l.g	l.g	PROPN
bracis-19079	251	29	.	.	PROPN
bracis-19079	251	30	,	,	PUNCT
bracis-19079	251	31	pardo	pardo	PROPN
bracis-19079	251	32	,	,	PUNCT
bracis-19079	251	33	t.a.s	t.a.s	PROPN
bracis-19079	251	34	.	.	PUNCT
bracis-19079	251	35	:	:	PUNCT
bracis-19079	251	36	evaluating	evaluate	VERB
bracis-19079	251	37	richer	rich	ADJ
bracis-19079	251	38	features	feature	NOUN
bracis-19079	251	39	and	and	CCONJ
bracis-19079	251	40	varied	varied	ADJ
bracis-19079	251	41	machine	machine	NOUN
bracis-19079	251	42	learning	learning	NOUN
bracis-19079	251	43	models	model	NOUN
bracis-19079	251	44	for	for	ADP
bracis-19079	251	45	subjectivity	subjectivity	NOUN
bracis-19079	251	46	classification	classification	NOUN
bracis-19079	251	47	of	of	ADP
bracis-19079	251	48	book	book	NOUN
bracis-19079	251	49	review	review	NOUN
bracis-19079	251	50	sentences	sentence	NOUN
bracis-19079	251	51	in	in	ADP
bracis-19079	251	52	portuguese	portuguese	PROPN
bracis-19079	251	53	.	.	PUNCT
bracis-19079	252	1	information	information	NOUN
bracis-19079	252	2	11(9	11(9	PROPN
bracis-19079	252	3	)	)	PUNCT
bracis-19079	252	4	,	,	PUNCT
bracis-19079	252	5	437	437	NUM
bracis-19079	252	6	(	(	PUNCT
bracis-19079	252	7	2020	2020	NUM
bracis-19079	252	8	)	)	PUNCT
bracis-19079	252	9	article	article	NOUN
bracis-19079	252	10	  	  	SPACE
bracis-19079	252	11	google	google	PROPN
bracis-19079	252	12	scholar	scholar	NOUN
bracis-19079	252	13	  	  	SPACE
bracis-19079	252	14	cambria	cambria	PROPN
bracis-19079	252	15	,	,	PUNCT
bracis-19079	252	16	e.	e.	PROPN
bracis-19079	252	17	,	,	PUNCT
bracis-19079	252	18	li	li	PROPN
bracis-19079	252	19	,	,	PUNCT
bracis-19079	252	20	y.	y.	PROPN
bracis-19079	252	21	,	,	PUNCT
bracis-19079	252	22	xing	xing	PROPN
bracis-19079	252	23	,	,	PUNCT
bracis-19079	252	24	f.z	f.z	PROPN
bracis-19079	252	25	.	.	PROPN
bracis-19079	252	26	,	,	PUNCT
bracis-19079	252	27	poria	poria	PROPN
bracis-19079	252	28	,	,	PUNCT
bracis-19079	252	29	s.	s.	PROPN
bracis-19079	252	30	,	,	PUNCT
bracis-19079	252	31	kwok	kwok	PROPN
bracis-19079	252	32	,	,	PUNCT
bracis-19079	252	33	k.	k.	PROPN
bracis-19079	252	34	:	:	PUNCT
bracis-19079	252	35	senticnet	senticnet	PROPN
bracis-19079	252	36	6	6	NUM
bracis-19079	252	37	:	:	PUNCT
bracis-19079	252	38	ensemble	ensemble	ADJ
bracis-19079	252	39	application	application	NOUN
bracis-19079	252	40	of	of	ADP
bracis-19079	252	41	symbolic	symbolic	ADJ
bracis-19079	252	42	and	and	CCONJ
bracis-19079	252	43	subsymbolic	subsymbolic	NOUN
bracis-19079	252	44	ai	ai	VERB
bracis-19079	252	45	for	for	ADP
bracis-19079	252	46	sentiment	sentiment	NOUN
bracis-19079	252	47	analysis	analysis	NOUN
bracis-19079	252	48	.	.	PUNCT
bracis-19079	253	1	in	in	ADP
bracis-19079	253	2	:	:	PUNCT
bracis-19079	253	3	proceedings	proceeding	NOUN
bracis-19079	253	4	of	of	ADP
bracis-19079	253	5	the	the	DET
bracis-19079	253	6	29th	29th	ADJ
bracis-19079	253	7	acm	acm	PROPN
bracis-19079	253	8	international	international	ADJ
bracis-19079	253	9	conference	conference	NOUN
bracis-19079	253	10	on	on	ADP
bracis-19079	253	11	information	information	NOUN
bracis-19079	253	12	&	&	CCONJ
bracis-19079	253	13	knowledge	knowledge	PROPN
bracis-19079	253	14	management	management	PROPN
bracis-19079	253	15	,	,	PUNCT
bracis-19079	253	16	pp	pp	ADV
bracis-19079	253	17	.	.	PUNCT
bracis-19079	254	1	105–114	105–114	NUM
bracis-19079	254	2	(	(	PUNCT
bracis-19079	254	3	2020	2020	NUM
bracis-19079	254	4	)	)	PUNCT
bracis-19079	254	5	google	google	PROPN
bracis-19079	254	6	scholar	scholar	NOUN
bracis-19079	254	7	  	  	SPACE
bracis-19079	254	8	carvalho	carvalho	NOUN
bracis-19079	254	9	,	,	PUNCT
bracis-19079	254	10	c.m.a	c.m.a	NOUN
bracis-19079	254	11	.	.	PROPN
bracis-19079	254	12	,	,	PUNCT
bracis-19079	254	13	nagano	nagano	PROPN
bracis-19079	254	14	,	,	PUNCT
bracis-19079	254	15	h.	h.	PROPN
bracis-19079	254	16	,	,	PUNCT
bracis-19079	254	17	barros	barros	PROPN
bracis-19079	254	18	,	,	PUNCT
bracis-19079	254	19	a.k	a.k	PROPN
bracis-19079	254	20	.	.	PROPN
bracis-19079	254	21	:	:	PUNCT
bracis-19079	255	1	a	a	DET
bracis-19079	255	2	comparative	comparative	ADJ
bracis-19079	255	3	study	study	NOUN
bracis-19079	255	4	for	for	ADP
bracis-19079	255	5	sentiment	sentiment	NOUN
bracis-19079	255	6	analysis	analysis	NOUN
bracis-19079	255	7	on	on	ADP
bracis-19079	255	8	election	election	NOUN
bracis-19079	255	9	brazilian	brazilian	ADJ
bracis-19079	255	10	news	news	NOUN
bracis-19079	255	11	.	.	PUNCT
bracis-19079	256	1	in	in	ADP
bracis-19079	256	2	:	:	PUNCT
bracis-19079	256	3	proceedings	proceeding	NOUN
bracis-19079	256	4	of	of	ADP
bracis-19079	256	5	the	the	DET
bracis-19079	256	6	11th	11th	ADJ
bracis-19079	256	7	brazilian	brazilian	ADJ
bracis-19079	256	8	symposium	symposium	NOUN
bracis-19079	256	9	in	in	ADP
bracis-19079	256	10	information	information	NOUN
bracis-19079	256	11	and	and	CCONJ
bracis-19079	256	12	human	human	ADJ
bracis-19079	256	13	language	language	NOUN
bracis-19079	256	14	technology	technology	NOUN
bracis-19079	256	15	,	,	PUNCT
bracis-19079	256	16	pp	pp	ADJ
bracis-19079	256	17	.	.	PUNCT
bracis-19079	257	1	103–111	103–111	NUM
bracis-19079	257	2	(	(	PUNCT
bracis-19079	257	3	2017	2017	NUM
bracis-19079	257	4	)	)	PUNCT
bracis-19079	257	5	google	google	NOUN
bracis-19079	257	6	scholar	scholar	NOUN
bracis-19079	257	7	  	  	SPACE
bracis-19079	257	8	chai	chai	NOUN
bracis-19079	257	9	,	,	PUNCT
bracis-19079	257	10	y.	y.	PROPN
bracis-19079	257	11	,	,	PUNCT
bracis-19079	257	12	lei	lei	PROPN
bracis-19079	257	13	,	,	PUNCT
bracis-19079	257	14	c.	c.	PROPN
bracis-19079	257	15	,	,	PUNCT
bracis-19079	257	16	yin	yin	PROPN
bracis-19079	257	17	,	,	PUNCT
bracis-19079	257	18	c.	c.	PROPN
bracis-19079	257	19	:	:	PUNCT
bracis-19079	257	20	study	study	NOUN
bracis-19079	257	21	on	on	ADP
bracis-19079	257	22	the	the	DET
bracis-19079	257	23	influencing	influence	VERB
bracis-19079	257	24	factors	factor	NOUN
bracis-19079	257	25	of	of	ADP
bracis-19079	257	26	online	online	ADJ
bracis-19079	257	27	learning	learning	NOUN
bracis-19079	257	28	effect	effect	NOUN
bracis-19079	257	29	based	base	VERB
bracis-19079	257	30	on	on	ADP
bracis-19079	257	31	decision	decision	NOUN
bracis-19079	257	32	tree	tree	NOUN
bracis-19079	257	33	and	and	CCONJ
bracis-19079	257	34	recursive	recursive	ADJ
bracis-19079	257	35	feature	feature	NOUN
bracis-19079	257	36	elimination	elimination	NOUN
bracis-19079	257	37	.	.	PUNCT
bracis-19079	258	1	in	in	ADP
bracis-19079	258	2	:	:	PUNCT
bracis-19079	258	3	proceedings	proceeding	NOUN
bracis-19079	258	4	of	of	ADP
bracis-19079	258	5	the	the	DET
bracis-19079	258	6	10th	10th	ADJ
bracis-19079	258	7	international	international	ADJ
bracis-19079	258	8	conference	conference	NOUN
bracis-19079	258	9	on	on	ADP
bracis-19079	258	10	e	e	NOUN
bracis-19079	258	11	-	-	NOUN
bracis-19079	258	12	education	education	NOUN
bracis-19079	258	13	,	,	PUNCT
bracis-19079	258	14	e	e	NOUN
bracis-19079	258	15	-	-	NOUN
bracis-19079	258	16	business	business	NOUN
bracis-19079	258	17	,	,	PUNCT
bracis-19079	258	18	e	e	NOUN
bracis-19079	258	19	-	-	NOUN
bracis-19079	258	20	management	management	NOUN
bracis-19079	258	21	and	and	CCONJ
bracis-19079	258	22	e	e	NOUN
bracis-19079	258	23	-	-	ADJ
bracis-19079	258	24	learning	learning	ADJ
bracis-19079	258	25	,	,	PUNCT
bracis-19079	258	26	pp	pp	ADJ
bracis-19079	258	27	.	.	PUNCT
bracis-19079	259	1	52–57	52–57	NUM
bracis-19079	259	2	(	(	PUNCT
bracis-19079	259	3	2019	2019	NUM
bracis-19079	259	4	)	)	PUNCT
bracis-19079	259	5	google	google	PROPN
bracis-19079	259	6	scholar	scholar	NOUN
bracis-19079	259	7	  	  	SPACE
bracis-19079	259	8	chaturvedi	chaturvedi	PROPN
bracis-19079	259	9	,	,	PUNCT
bracis-19079	259	10	i.	i.	PROPN
bracis-19079	259	11	,	,	PUNCT
bracis-19079	259	12	cambria	cambria	PROPN
bracis-19079	259	13	,	,	PUNCT
bracis-19079	259	14	e.	e.	PROPN
bracis-19079	259	15	,	,	PUNCT
bracis-19079	259	16	welsch	welsch	PROPN
bracis-19079	259	17	,	,	PUNCT
bracis-19079	259	18	r.e	r.e	PROPN
bracis-19079	259	19	.	.	PROPN
bracis-19079	259	20	,	,	PUNCT
bracis-19079	259	21	herrera	herrera	PROPN
bracis-19079	259	22	,	,	PUNCT
bracis-19079	259	23	f.	f.	PROPN
bracis-19079	259	24	:	:	PUNCT
bracis-19079	259	25	distinguishing	distinguish	VERB
bracis-19079	259	26	between	between	ADP
bracis-19079	259	27	facts	fact	NOUN
bracis-19079	259	28	and	and	CCONJ
bracis-19079	259	29	opinions	opinion	NOUN
bracis-19079	259	30	for	for	ADP
bracis-19079	259	31	sentiment	sentiment	NOUN
bracis-19079	259	32	analysis	analysis	NOUN
bracis-19079	259	33	:	:	PUNCT
bracis-19079	259	34	survey	survey	NOUN
bracis-19079	259	35	and	and	CCONJ
bracis-19079	259	36	challenges	challenge	NOUN
bracis-19079	259	37	.	.	PUNCT
bracis-19079	260	1	inf	inf	PROPN
bracis-19079	260	2	.	.	PUNCT
bracis-19079	260	3	fusion	fusion	PROPN
bracis-19079	260	4	44	44	NUM
bracis-19079	260	5	,	,	PUNCT
bracis-19079	260	6	65–77	65–77	NUM
bracis-19079	260	7	(	(	PUNCT
bracis-19079	260	8	2018	2018	NUM
bracis-19079	260	9	)	)	PUNCT
bracis-19079	260	10	article	article	NOUN
bracis-19079	260	11	  	  	SPACE
bracis-19079	260	12	google	google	PROPN
bracis-19079	260	13	scholar	scholar	NOUN
bracis-19079	260	14	  	  	SPACE
bracis-19079	260	15	chenlo	chenlo	NOUN
bracis-19079	260	16	,	,	PUNCT
bracis-19079	260	17	j.m	j.m	PROPN
bracis-19079	260	18	.	.	PROPN
bracis-19079	260	19	,	,	PUNCT
bracis-19079	260	20	losada	losada	PROPN
bracis-19079	260	21	,	,	PUNCT
bracis-19079	260	22	d.e	d.e	PROPN
bracis-19079	260	23	.	.	PROPN
bracis-19079	260	24	:	:	PUNCT
bracis-19079	261	1	a	a	DET
bracis-19079	261	2	machine	machine	NOUN
bracis-19079	261	3	learning	learn	VERB
bracis-19079	261	4	approach	approach	NOUN
bracis-19079	261	5	for	for	ADP
bracis-19079	261	6	subjectivity	subjectivity	NOUN
bracis-19079	261	7	classification	classification	NOUN
bracis-19079	261	8	based	base	VERB
bracis-19079	261	9	on	on	ADP
bracis-19079	261	10	positional	positional	ADJ
bracis-19079	261	11	and	and	CCONJ
bracis-19079	261	12	discourse	discourse	NOUN
bracis-19079	261	13	features	feature	NOUN
bracis-19079	261	14	.	.	PUNCT
bracis-19079	262	1	in	in	ADP
bracis-19079	262	2	:	:	PUNCT
bracis-19079	262	3	lupu	lupu	PROPN
bracis-19079	262	4	,	,	PUNCT
bracis-19079	262	5	m.	m.	NOUN
bracis-19079	262	6	,	,	PUNCT
bracis-19079	262	7	kanoulas	kanoulas	PROPN
bracis-19079	262	8	,	,	PUNCT
bracis-19079	262	9	e.	e.	PROPN
bracis-19079	262	10	,	,	PUNCT
bracis-19079	262	11	loizides	loizide	NOUN
bracis-19079	262	12	,	,	PUNCT
bracis-19079	262	13	f.	f.	PROPN
bracis-19079	262	14	(	(	PUNCT
bracis-19079	262	15	eds	eds	PROPN
bracis-19079	262	16	.	.	PUNCT
bracis-19079	262	17	)	)	PUNCT
bracis-19079	263	1	irfc	irfc	NOUN
bracis-19079	263	2	2013	2013	NUM
bracis-19079	263	3	.	.	PUNCT
bracis-19079	264	1	lncs	lncs	PROPN
bracis-19079	264	2	,	,	PUNCT
bracis-19079	264	3	vol	vol	NOUN
bracis-19079	264	4	.	.	PROPN
bracis-19079	264	5	8201	8201	NUM
bracis-19079	264	6	,	,	PUNCT
bracis-19079	264	7	pp	pp	ADV
bracis-19079	264	8	.	.	PUNCT
bracis-19079	265	1	17–28	17–28	NUM
bracis-19079	265	2	.	.	PUNCT
bracis-19079	265	3	springer	springer	PROPN
bracis-19079	265	4	,	,	PUNCT
bracis-19079	265	5	heidelberg	heidelberg	PROPN
bracis-19079	265	6	(	(	PUNCT
bracis-19079	265	7	2013	2013	NUM
bracis-19079	265	8	)	)	PUNCT
bracis-19079	265	9	.	.	PUNCT
bracis-19079	266	1	https://doi.org/10.1007/978-3-642-41057-4_3	https://doi.org/10.1007/978-3-642-41057-4_3	PUNCT
bracis-19079	266	2	chapter	chapter	NOUN
bracis-19079	266	3	  	  	SPACE
bracis-19079	266	4	google	google	PROPN
bracis-19079	266	5	scholar	scholar	NOUN
bracis-19079	266	6	  	  	SPACE
bracis-19079	266	7	chenlo	chenlo	NOUN
bracis-19079	266	8	,	,	PUNCT
bracis-19079	266	9	j.m	j.m	PROPN
bracis-19079	266	10	.	.	PROPN
bracis-19079	266	11	,	,	PUNCT
bracis-19079	266	12	losada	losada	PROPN
bracis-19079	266	13	,	,	PUNCT
bracis-19079	266	14	d.e	d.e	PROPN
bracis-19079	266	15	.	.	PROPN
bracis-19079	266	16	:	:	PUNCT
bracis-19079	267	1	an	an	DET
bracis-19079	267	2	empirical	empirical	ADJ
bracis-19079	267	3	study	study	NOUN
bracis-19079	267	4	of	of	ADP
bracis-19079	267	5	sentence	sentence	NOUN
bracis-19079	267	6	features	feature	NOUN
bracis-19079	267	7	for	for	ADP
bracis-19079	267	8	subjectivity	subjectivity	NOUN
bracis-19079	267	9	and	and	CCONJ
bracis-19079	267	10	polarity	polarity	NOUN
bracis-19079	267	11	classification	classification	NOUN
bracis-19079	267	12	.	.	PUNCT
bracis-19079	268	1	inf	inf	PROPN
bracis-19079	268	2	.	.	PUNCT
bracis-19079	269	1	sci	sci	PROPN
bracis-19079	269	2	.	.	PROPN
bracis-19079	269	3	280	280	NUM
bracis-19079	269	4	,	,	PUNCT
bracis-19079	269	5	275–288	275–288	NUM
bracis-19079	269	6	(	(	PUNCT
bracis-19079	269	7	2014	2014	NUM
bracis-19079	269	8	)	)	PUNCT
bracis-19079	269	9	article	article	NOUN
bracis-19079	269	10	  	  	SPACE
bracis-19079	269	11	google	google	PROPN
bracis-19079	269	12	scholar	scholar	NOUN
bracis-19079	269	13	  	  	SPACE
bracis-19079	269	14	freitas	freita	NOUN
bracis-19079	269	15	,	,	PUNCT
bracis-19079	269	16	c.	c.	PROPN
bracis-19079	269	17	,	,	PUNCT
bracis-19079	269	18	motta	motta	PROPN
bracis-19079	269	19	,	,	PUNCT
bracis-19079	269	20	e.	e.	PROPN
bracis-19079	269	21	,	,	PUNCT
bracis-19079	269	22	milidiú	milidiú	PROPN
bracis-19079	269	23	,	,	PUNCT
bracis-19079	269	24	r.	r.	PROPN
bracis-19079	269	25	,	,	PUNCT
bracis-19079	269	26	césar	césar	PROPN
bracis-19079	269	27	,	,	PUNCT
bracis-19079	269	28	j.	j.	PROPN
bracis-19079	269	29	:	:	PUNCT
bracis-19079	269	30	vampiro	vampiro	PROPN
bracis-19079	269	31	que	que	PROPN
bracis-19079	269	32	brilha	brilha	PROPN
bracis-19079	269	33	...	...	PUNCT
bracis-19079	269	34	rá	rá	PROPN
bracis-19079	269	35	!	!	PUNCT
bracis-19079	269	36	desafios	desafio	VERB
bracis-19079	269	37	na	na	PROPN
bracis-19079	269	38	anotaçao	anotaçao	PROPN
bracis-19079	269	39	de	de	PROPN
bracis-19079	269	40	opiniao	opiniao	VERB
bracis-19079	269	41	em	em	PRON
bracis-19079	269	42	um	um	INTJ
bracis-19079	269	43	corpus	corpus	PROPN
bracis-19079	269	44	de	de	X
bracis-19079	269	45	resenhas	resenhas	PROPN
bracis-19079	269	46	de	de	PROPN
bracis-19079	269	47	livros	livros	PROPN
bracis-19079	269	48	.	.	PUNCT
bracis-19079	270	1	encontro	encontro	PROPN
bracis-19079	270	2	de	de	PROPN
bracis-19079	270	3	linguística	linguística	PROPN
bracis-19079	270	4	de	de	PROPN
bracis-19079	270	5	corpus	corpus	PROPN
bracis-19079	270	6	11	11	NUM
bracis-19079	270	7	,	,	PUNCT
bracis-19079	270	8	22	22	NUM
bracis-19079	270	9	(	(	PUNCT
bracis-19079	270	10	2012	2012	NUM
bracis-19079	270	11	)	)	PUNCT
bracis-19079	270	12	google	google	PROPN
bracis-19079	270	13	scholar	scholar	NOUN
bracis-19079	270	14	  	  	SPACE
bracis-19079	270	15	freitas	freita	NOUN
bracis-19079	270	16	,	,	PUNCT
bracis-19079	270	17	l.a.d	l.a.d	NOUN
bracis-19079	270	18	.	.	PROPN
bracis-19079	270	19	,	,	PUNCT
bracis-19079	270	20	vieira	vieira	PROPN
bracis-19079	270	21	,	,	PUNCT
bracis-19079	270	22	r.	r.	PROPN
bracis-19079	270	23	:	:	PUNCT
bracis-19079	270	24	ontology	ontology	NOUN
bracis-19079	270	25	-	-	PUNCT
bracis-19079	270	26	based	base	VERB
bracis-19079	270	27	feature	feature	NOUN
bracis-19079	270	28	-	-	PUNCT
bracis-19079	270	29	level	level	NOUN
bracis-19079	270	30	sentiment	sentiment	NOUN
bracis-19079	270	31	analysis	analysis	NOUN
bracis-19079	270	32	in	in	ADP
bracis-19079	270	33	portuguese	portuguese	ADJ
bracis-19079	270	34	reviews	review	NOUN
bracis-19079	270	35	.	.	PUNCT
bracis-19079	271	1	int	int	NOUN
bracis-19079	271	2	.	.	PUNCT
bracis-19079	272	1	j.	j.	PROPN
bracis-19079	272	2	bus	bus	PROPN
bracis-19079	272	3	.	.	PUNCT
bracis-19079	272	4	inf	inf	PROPN
bracis-19079	272	5	.	.	PUNCT
bracis-19079	272	6	syst	syst	PROPN
bracis-19079	272	7	.	.	PUNCT
bracis-19079	273	1	32(1	32(1	NUM
bracis-19079	273	2	)	)	PUNCT
bracis-19079	273	3	,	,	PUNCT
bracis-19079	273	4	30–55	30–55	NUM
bracis-19079	273	5	(	(	PUNCT
bracis-19079	273	6	2019	2019	NUM
bracis-19079	273	7	)	)	PUNCT
bracis-19079	273	8	google	google	PROPN
bracis-19079	273	9	scholar	scholar	NOUN
bracis-19079	273	10	  	  	SPACE
bracis-19079	273	11	ge	ge	PROPN
bracis-19079	273	12	,	,	PUNCT
bracis-19079	273	13	p.	p.	NOUN
bracis-19079	273	14	:	:	PUNCT
bracis-19079	273	15	analysis	analysis	NOUN
bracis-19079	273	16	on	on	ADP
bracis-19079	273	17	approaches	approach	NOUN
bracis-19079	273	18	and	and	CCONJ
bracis-19079	273	19	structures	structure	NOUN
bracis-19079	273	20	of	of	ADP
bracis-19079	273	21	automated	automate	VERB
bracis-19079	273	22	machine	machine	NOUN
bracis-19079	273	23	learning	learn	VERB
bracis-19079	273	24	frameworks	framework	NOUN
bracis-19079	273	25	.	.	PUNCT
bracis-19079	274	1	in	in	ADP
bracis-19079	274	2	:	:	PUNCT
bracis-19079	274	3	2020	2020	NUM
bracis-19079	274	4	international	international	ADJ
bracis-19079	274	5	conference	conference	NOUN
bracis-19079	274	6	on	on	ADP
bracis-19079	274	7	communications	communication	NOUN
bracis-19079	274	8	,	,	PUNCT
bracis-19079	274	9	information	information	NOUN
bracis-19079	274	10	system	system	NOUN
bracis-19079	274	11	and	and	CCONJ
bracis-19079	274	12	computer	computer	NOUN
bracis-19079	274	13	engineering	engineering	NOUN
bracis-19079	274	14	(	(	PUNCT
bracis-19079	274	15	cisce	cisce	NOUN
bracis-19079	274	16	)	)	PUNCT
bracis-19079	274	17	,	,	PUNCT
bracis-19079	274	18	pp	pp	ADP
bracis-19079	274	19	.	.	PUNCT
bracis-19079	275	1	474–477	474–477	NUM
bracis-19079	275	2	.	.	PUNCT
bracis-19079	276	1	ieee	ieee	NOUN
bracis-19079	276	2	(	(	PUNCT
bracis-19079	276	3	2020	2020	NUM
bracis-19079	276	4	)	)	PUNCT
bracis-19079	276	5	google	google	PROPN
bracis-19079	276	6	scholar	scholar	NOUN
bracis-19079	276	7	  	  	SPACE
bracis-19079	276	8	hogenboom	hogenboom	NOUN
bracis-19079	276	9	,	,	PUNCT
bracis-19079	276	10	a.	a.	NOUN
bracis-19079	276	11	,	,	PUNCT
bracis-19079	276	12	bal	bal	PROPN
bracis-19079	276	13	,	,	PUNCT
bracis-19079	276	14	d.	d.	PROPN
bracis-19079	276	15	,	,	PUNCT
bracis-19079	276	16	frasincar	frasincar	PROPN
bracis-19079	276	17	,	,	PUNCT
bracis-19079	276	18	f.	f.	PROPN
bracis-19079	276	19	,	,	PUNCT
bracis-19079	276	20	bal	bal	PROPN
bracis-19079	276	21	,	,	PUNCT
bracis-19079	276	22	m.	m.	NOUN
bracis-19079	276	23	,	,	PUNCT
bracis-19079	276	24	de	de	PROPN
bracis-19079	276	25	jong	jong	PROPN
bracis-19079	276	26	,	,	PUNCT
bracis-19079	276	27	f.	f.	PROPN
bracis-19079	276	28	,	,	PUNCT
bracis-19079	276	29	kaymak	kaymak	PROPN
bracis-19079	276	30	,	,	PUNCT
bracis-19079	276	31	u.	u.	PROPN
bracis-19079	276	32	:	:	PUNCT
bracis-19079	276	33	exploiting	exploit	VERB
bracis-19079	276	34	emoticons	emoticon	NOUN
bracis-19079	276	35	in	in	ADP
bracis-19079	276	36	polarity	polarity	NOUN
bracis-19079	276	37	classification	classification	NOUN
bracis-19079	276	38	of	of	ADP
bracis-19079	276	39	text	text	NOUN
bracis-19079	276	40	.	.	PUNCT
bracis-19079	277	1	j.	j.	PROPN
bracis-19079	277	2	web	web	PROPN
bracis-19079	277	3	eng	eng	PROPN
bracis-19079	277	4	.	.	PROPN
bracis-19079	277	5	14(1	14(1	NUM
bracis-19079	277	6	&	&	CCONJ
bracis-19079	277	7	2	2	NUM
bracis-19079	277	8	)	)	PUNCT
bracis-19079	277	9	,	,	PUNCT
bracis-19079	277	10	22–40	22–40	NUM
bracis-19079	277	11	(	(	PUNCT
bracis-19079	277	12	2015	2015	NUM
bracis-19079	277	13	)	)	PUNCT
bracis-19079	277	14	google	google	NOUN
bracis-19079	277	15	scholar	scholar	NOUN
bracis-19079	277	16	  	  	SPACE
bracis-19079	277	17	honnibal	honnibal	ADJ
bracis-19079	277	18	,	,	PUNCT
bracis-19079	277	19	m.	m.	NOUN
bracis-19079	277	20	,	,	PUNCT
bracis-19079	277	21	montani	montani	NOUN
bracis-19079	277	22	,	,	PUNCT
bracis-19079	277	23	i.	i.	PROPN
bracis-19079	277	24	:	:	PUNCT
bracis-19079	277	25	spacy	spacy	PROPN
bracis-19079	277	26	2	2	NUM
bracis-19079	277	27	:	:	PUNCT
bracis-19079	277	28	natural	natural	ADJ
bracis-19079	277	29	language	language	NOUN
bracis-19079	277	30	understanding	understanding	NOUN
bracis-19079	277	31	with	with	ADP
bracis-19079	277	32	bloom	bloom	NOUN
bracis-19079	277	33	embeddings	embedding	NOUN
bracis-19079	277	34	,	,	PUNCT
bracis-19079	277	35	convolutional	convolutional	ADJ
bracis-19079	277	36	neural	neural	ADJ
bracis-19079	277	37	networks	network	NOUN
bracis-19079	277	38	and	and	CCONJ
bracis-19079	277	39	incremental	incremental	ADJ
bracis-19079	277	40	parsing	parsing	NOUN
bracis-19079	277	41	.	.	PUNCT
bracis-19079	278	1	to	to	PART
bracis-19079	278	2	appear	appear	VERB
bracis-19079	278	3	7(1	7(1	NUM
bracis-19079	278	4	)	)	PUNCT
bracis-19079	278	5	,	,	PUNCT
bracis-19079	278	6	411–420	411–420	NUM
bracis-19079	278	7	(	(	PUNCT
bracis-19079	278	8	2017	2017	NUM
bracis-19079	278	9	)	)	PUNCT
bracis-19079	278	10	google	google	NOUN
bracis-19079	278	11	scholar	scholar	NOUN
bracis-19079	278	12	  	  	SPACE
bracis-19079	278	13	kimura	kimura	NOUN
bracis-19079	278	14	,	,	PUNCT
bracis-19079	278	15	m.	m.	NOUN
bracis-19079	278	16	,	,	PUNCT
bracis-19079	278	17	katsurai	katsurai	NOUN
bracis-19079	278	18	,	,	PUNCT
bracis-19079	278	19	m.	m.	NOUN
bracis-19079	278	20	:	:	PUNCT
bracis-19079	278	21	investigating	investigate	VERB
bracis-19079	278	22	the	the	DET
bracis-19079	278	23	consistency	consistency	NOUN
bracis-19079	278	24	of	of	ADP
bracis-19079	278	25	emoji	emoji	PROPN
bracis-19079	278	26	sentiment	sentiment	NOUN
bracis-19079	278	27	lexicons	lexicon	NOUN
bracis-19079	278	28	constructed	construct	VERB
bracis-19079	278	29	using	use	VERB
bracis-19079	278	30	different	different	ADJ
bracis-19079	278	31	languages	language	NOUN
bracis-19079	278	32	.	.	PUNCT
bracis-19079	279	1	in	in	ADP
bracis-19079	279	2	:	:	PUNCT
bracis-19079	279	3	proceedings	proceeding	NOUN
bracis-19079	279	4	of	of	ADP
bracis-19079	279	5	the	the	DET
bracis-19079	279	6	20th	20th	ADJ
bracis-19079	279	7	international	international	ADJ
bracis-19079	279	8	conference	conference	NOUN
bracis-19079	279	9	on	on	ADP
bracis-19079	279	10	information	information	NOUN
bracis-19079	279	11	integration	integration	NOUN
bracis-19079	279	12	and	and	CCONJ
bracis-19079	279	13	web	web	NOUN
bracis-19079	279	14	-	-	PUNCT
bracis-19079	279	15	based	base	VERB
bracis-19079	279	16	applications	application	NOUN
bracis-19079	279	17	&	&	CCONJ
bracis-19079	279	18	services	service	NOUN
bracis-19079	279	19	,	,	PUNCT
bracis-19079	279	20	pp	pp	ADV
bracis-19079	279	21	.	.	PUNCT
bracis-19079	280	1	310–313	310–313	NUM
bracis-19079	280	2	(	(	PUNCT
bracis-19079	280	3	2018	2018	NUM
bracis-19079	280	4	)	)	PUNCT
bracis-19079	280	5	google	google	PROPN
bracis-19079	280	6	scholar	scholar	NOUN
bracis-19079	280	7	  	  	SPACE
bracis-19079	280	8	mansour	mansour	PROPN
bracis-19079	280	9	,	,	PUNCT
bracis-19079	280	10	r.	r.	PROPN
bracis-19079	280	11	,	,	PUNCT
bracis-19079	280	12	hady	hady	ADJ
bracis-19079	280	13	,	,	PUNCT
bracis-19079	280	14	m.f.a	m.f.a	PROPN
bracis-19079	280	15	.	.	PUNCT
bracis-19079	280	16	,	,	PUNCT
bracis-19079	280	17	hosam	hosam	PROPN
bracis-19079	280	18	,	,	PUNCT
bracis-19079	280	19	e.	e.	PROPN
bracis-19079	280	20	,	,	PUNCT
bracis-19079	280	21	amr	amr	PROPN
bracis-19079	280	22	,	,	PUNCT
bracis-19079	280	23	h.	h.	PROPN
bracis-19079	280	24	,	,	PUNCT
bracis-19079	280	25	ashour	ashour	PROPN
bracis-19079	280	26	,	,	PUNCT
bracis-19079	280	27	a.	a.	NOUN
bracis-19079	280	28	:	:	PUNCT
bracis-19079	280	29	feature	feature	NOUN
bracis-19079	280	30	selection	selection	NOUN
bracis-19079	280	31	for	for	ADP
bracis-19079	280	32	twitter	twitter	NOUN
bracis-19079	280	33	sentiment	sentiment	NOUN
bracis-19079	280	34	analysis	analysis	NOUN
bracis-19079	280	35	:	:	PUNCT
bracis-19079	280	36	an	an	DET
bracis-19079	280	37	experimental	experimental	ADJ
bracis-19079	280	38	study	study	NOUN
bracis-19079	280	39	.	.	PUNCT
bracis-19079	281	1	in	in	ADP
bracis-19079	281	2	:	:	PUNCT
bracis-19079	281	3	gelbukh	gelbukh	PROPN
bracis-19079	281	4	,	,	PUNCT
bracis-19079	281	5	a.	a.	NOUN
bracis-19079	281	6	(	(	PUNCT
bracis-19079	281	7	ed	ed	NOUN
bracis-19079	281	8	.	.	PUNCT
bracis-19079	281	9	)	)	PUNCT
bracis-19079	281	10	cicling	cicle	VERB
bracis-19079	281	11	2015	2015	NUM
bracis-19079	281	12	.	.	PUNCT
bracis-19079	282	1	lncs	lncs	PROPN
bracis-19079	282	2	,	,	PUNCT
bracis-19079	282	3	vol	vol	NOUN
bracis-19079	282	4	.	.	PROPN
bracis-19079	282	5	9042	9042	NUM
bracis-19079	282	6	,	,	PUNCT
bracis-19079	282	7	pp	pp	ADJ
bracis-19079	282	8	.	.	PUNCT
bracis-19079	283	1	92–103	92–103	NUM
bracis-19079	283	2	.	.	PROPN
bracis-19079	283	3	springer	springer	NOUN
bracis-19079	283	4	,	,	PUNCT
bracis-19079	283	5	cham	cham	PROPN
bracis-19079	283	6	(	(	PUNCT
bracis-19079	283	7	2015	2015	NUM
bracis-19079	283	8	)	)	PUNCT
bracis-19079	283	9	.	.	PUNCT
bracis-19079	284	1	https://doi.org/10.1007/978-3-319-18117-2_7	https://doi.org/10.1007/978-3-319-18117-2_7	NOUN
bracis-19079	284	2	chapter	chapter	NOUN
bracis-19079	284	3	  	  	SPACE
bracis-19079	284	4	google	google	PROPN
bracis-19079	284	5	scholar	scholar	NOUN
bracis-19079	284	6	  	  	SPACE
bracis-19079	284	7	moraes	moraes	PROPN
bracis-19079	284	8	,	,	PUNCT
bracis-19079	284	9	s.m.w	s.m.w	PROPN
bracis-19079	284	10	.	.	PROPN
bracis-19079	284	11	,	,	PUNCT
bracis-19079	284	12	santos	santos	PROPN
bracis-19079	284	13	,	,	PUNCT
bracis-19079	284	14	a.l.l	a.l.l	NOUN
bracis-19079	284	15	.	.	PROPN
bracis-19079	284	16	,	,	PUNCT
bracis-19079	284	17	redecker	redecker	NOUN
bracis-19079	284	18	,	,	PUNCT
bracis-19079	284	19	m.	m.	NOUN
bracis-19079	284	20	,	,	PUNCT
bracis-19079	284	21	machado	machado	PROPN
bracis-19079	284	22	,	,	PUNCT
bracis-19079	284	23	r.m	r.m	PROPN
bracis-19079	284	24	.	.	PROPN
bracis-19079	284	25	,	,	PUNCT
bracis-19079	284	26	meneguzzi	meneguzzi	X
bracis-19079	284	27	,	,	PUNCT
bracis-19079	284	28	f.r	f.r	PROPN
bracis-19079	284	29	.	.	PUNCT
bracis-19079	284	30	:	:	PUNCT
bracis-19079	285	1	comparing	compare	VERB
bracis-19079	285	2	approaches	approach	NOUN
bracis-19079	285	3	to	to	ADP
bracis-19079	285	4	subjectivity	subjectivity	NOUN
bracis-19079	285	5	classification	classification	NOUN
bracis-19079	285	6	:	:	PUNCT
bracis-19079	285	7	a	a	DET
bracis-19079	285	8	study	study	NOUN
bracis-19079	285	9	on	on	ADP
bracis-19079	285	10	portuguese	portuguese	ADJ
bracis-19079	285	11	tweets	tweet	NOUN
bracis-19079	285	12	.	.	PUNCT
bracis-19079	286	1	in	in	ADP
bracis-19079	286	2	:	:	PUNCT
bracis-19079	286	3	silva	silva	PROPN
bracis-19079	286	4	,	,	PUNCT
bracis-19079	286	5	j.	j.	PROPN
bracis-19079	286	6	,	,	PUNCT
bracis-19079	286	7	ribeiro	ribeiro	PROPN
bracis-19079	286	8	,	,	PUNCT
bracis-19079	286	9	r.	r.	PROPN
bracis-19079	286	10	,	,	PUNCT
bracis-19079	286	11	quaresma	quaresma	PROPN
bracis-19079	286	12	,	,	PUNCT
bracis-19079	286	13	p.	p.	NOUN
bracis-19079	286	14	,	,	PUNCT
bracis-19079	286	15	adami	adami	PROPN
bracis-19079	286	16	,	,	PUNCT
bracis-19079	286	17	a.	a.	PROPN
bracis-19079	286	18	,	,	PUNCT
bracis-19079	286	19	branco	branco	PROPN
bracis-19079	286	20	,	,	PUNCT
bracis-19079	286	21	a.	a.	NOUN
bracis-19079	286	22	(	(	PUNCT
bracis-19079	286	23	eds	eds	PROPN
bracis-19079	286	24	.	.	PUNCT
bracis-19079	286	25	)	)	PUNCT
bracis-19079	286	26	propor	propor	ADJ
bracis-19079	286	27	2016	2016	NUM
bracis-19079	286	28	.	.	PUNCT
bracis-19079	287	1	lncs	lncs	PROPN
bracis-19079	287	2	(	(	PUNCT
bracis-19079	287	3	lnai	lnai	ADJ
bracis-19079	287	4	)	)	PUNCT
bracis-19079	287	5	,	,	PUNCT
bracis-19079	287	6	vol	vol	NOUN
bracis-19079	287	7	.	.	PROPN
bracis-19079	287	8	9727	9727	NUM
bracis-19079	287	9	,	,	PUNCT
bracis-19079	287	10	pp	pp	ADJ
bracis-19079	287	11	.	.	PUNCT
bracis-19079	288	1	86–94	86–94	NUM
bracis-19079	288	2	.	.	PUNCT
bracis-19079	288	3	springer	springer	NOUN
bracis-19079	288	4	,	,	PUNCT
bracis-19079	288	5	cham	cham	PROPN
bracis-19079	288	6	(	(	PUNCT
bracis-19079	288	7	2016	2016	NUM
bracis-19079	288	8	)	)	PUNCT
bracis-19079	288	9	.	.	PUNCT
bracis-19079	289	1	https://doi.org/10.1007/978-3-319-41552-9_8	https://doi.org/10.1007/978-3-319-41552-9_8	PROPN
bracis-19079	289	2	chapter	chapter	NOUN
bracis-19079	289	3	  	  	SPACE
bracis-19079	289	4	google	google	PROPN
bracis-19079	289	5	scholar	scholar	NOUN
bracis-19079	289	6	  	  	SPACE
bracis-19079	289	7	oliveira	oliveira	PROPN
bracis-19079	289	8	,	,	PUNCT
bracis-19079	289	9	m.	m.	NOUN
bracis-19079	289	10	,	,	PUNCT
bracis-19079	289	11	melo	melo	PROPN
bracis-19079	289	12	,	,	PUNCT
bracis-19079	289	13	t.	t.	PROPN
bracis-19079	289	14	:	:	PUNCT
bracis-19079	289	15	investigando	investigando	PROPN
bracis-19079	289	16	features	feature	VERB
bracis-19079	289	17	de	de	PROPN
bracis-19079	289	18	sentenças	sentenças	PROPN
bracis-19079	289	19	para	para	PROPN
bracis-19079	289	20	classificação	classificação	PROPN
bracis-19079	289	21	de	de	X
bracis-19079	289	22	subjetividade	subjetividade	PROPN
bracis-19079	289	23	e	e	NOUN
bracis-19079	289	24	polaridade	polaridade	VERB
bracis-19079	289	25	em	em	PRON
bracis-19079	289	26	português	português	PROPN
bracis-19079	289	27	do	do	VERB
bracis-19079	289	28	brasil	brasil	PROPN
bracis-19079	289	29	.	.	PUNCT
bracis-19079	290	1	in	in	ADP
bracis-19079	290	2	:	:	PUNCT
bracis-19079	290	3	anais	anais	PROPN
bracis-19079	290	4	do	do	AUX
bracis-19079	290	5	xvii	xvii	VERB
bracis-19079	290	6	encontro	encontro	ADJ
bracis-19079	290	7	nacional	nacional	ADJ
bracis-19079	290	8	de	de	X
bracis-19079	290	9	inteligência	inteligência	PROPN
bracis-19079	290	10	artificial	artificial	PROPN
bracis-19079	290	11	e	e	NOUN
bracis-19079	290	12	computacional	computacional	NOUN
bracis-19079	290	13	,	,	PUNCT
bracis-19079	290	14	pp	pp	ADJ
bracis-19079	290	15	.	.	PUNCT
bracis-19079	291	1	270–281	270–281	NUM
bracis-19079	291	2	.	.	PUNCT
bracis-19079	292	1	sbc	sbc	NOUN
bracis-19079	292	2	(	(	PUNCT
bracis-19079	292	3	2020	2020	NUM
bracis-19079	292	4	)	)	PUNCT
bracis-19079	292	5	google	google	PROPN
bracis-19079	292	6	scholar	scholar	NOUN
bracis-19079	292	7	  	  	SPACE
bracis-19079	292	8	palshikar	palshikar	PROPN
bracis-19079	292	9	,	,	PUNCT
bracis-19079	292	10	g.	g.	PROPN
bracis-19079	292	11	,	,	PUNCT
bracis-19079	292	12	apte	apte	PROPN
bracis-19079	292	13	,	,	PUNCT
bracis-19079	292	14	m.	m.	NOUN
bracis-19079	292	15	,	,	PUNCT
bracis-19079	292	16	pandita	pandita	PROPN
bracis-19079	292	17	,	,	PUNCT
bracis-19079	292	18	d.	d.	PROPN
bracis-19079	292	19	,	,	PUNCT
bracis-19079	292	20	singh	singh	PROPN
bracis-19079	292	21	,	,	PUNCT
bracis-19079	292	22	v.	v.	ADV
bracis-19079	292	23	:	:	PUNCT
bracis-19079	292	24	learning	learn	VERB
bracis-19079	292	25	to	to	PART
bracis-19079	292	26	identify	identify	VERB
bracis-19079	292	27	subjective	subjective	ADJ
bracis-19079	292	28	sentences	sentence	NOUN
bracis-19079	292	29	.	.	PUNCT
bracis-19079	293	1	in	in	ADP
bracis-19079	293	2	:	:	PUNCT
bracis-19079	293	3	proceedings	proceeding	NOUN
bracis-19079	293	4	of	of	ADP
bracis-19079	293	5	the	the	DET
bracis-19079	293	6	13th	13th	ADJ
bracis-19079	293	7	international	international	ADJ
bracis-19079	293	8	conference	conference	NOUN
bracis-19079	293	9	on	on	ADP
bracis-19079	293	10	natural	natural	ADJ
bracis-19079	293	11	language	language	NOUN
bracis-19079	293	12	processing	processing	NOUN
bracis-19079	293	13	,	,	PUNCT
bracis-19079	293	14	pp	pp	ADP
bracis-19079	293	15	.	.	PUNCT
bracis-19079	294	1	239–248	239–248	NUM
bracis-19079	294	2	(	(	PUNCT
bracis-19079	294	3	2016	2016	NUM
bracis-19079	294	4	)	)	PUNCT
bracis-19079	294	5	google	google	PROPN
bracis-19079	294	6	scholar	scholar	NOUN
bracis-19079	294	7	  	  	SPACE
bracis-19079	294	8	pennebaker	pennebaker	NOUN
bracis-19079	294	9	,	,	PUNCT
bracis-19079	294	10	j.w	j.w	PROPN
bracis-19079	294	11	.	.	PROPN
bracis-19079	294	12	,	,	PUNCT
bracis-19079	294	13	francis	francis	PROPN
bracis-19079	294	14	,	,	PUNCT
bracis-19079	294	15	m.e	m.e	PROPN
bracis-19079	294	16	.	.	PROPN
bracis-19079	294	17	,	,	PUNCT
bracis-19079	294	18	booth	booth	PROPN
bracis-19079	294	19	,	,	PUNCT
bracis-19079	294	20	r.j	r.j	PROPN
bracis-19079	294	21	.	.	PROPN
bracis-19079	294	22	:	:	PUNCT
bracis-19079	295	1	linguistic	linguistic	ADJ
bracis-19079	295	2	inquiry	inquiry	NOUN
bracis-19079	295	3	and	and	CCONJ
bracis-19079	295	4	word	word	NOUN
bracis-19079	295	5	count	count	NOUN
bracis-19079	295	6	:	:	PUNCT
bracis-19079	295	7	liwc	liwc	PROPN
bracis-19079	295	8	2001	2001	NUM
bracis-19079	295	9	.	.	PUNCT
bracis-19079	296	1	mahway	mahway	ADV
bracis-19079	296	2	:	:	PUNCT
bracis-19079	296	3	lawrence	lawrence	PROPN
bracis-19079	296	4	erlbaum	erlbaum	PROPN
bracis-19079	296	5	assoc	assoc	PROPN
bracis-19079	296	6	.	.	PUNCT
bracis-19079	297	1	71(2001	71(2001	NUM
bracis-19079	297	2	)	)	PUNCT
bracis-19079	297	3	,	,	PUNCT
bracis-19079	297	4	2001	2001	NUM
bracis-19079	297	5	(	(	PUNCT
bracis-19079	297	6	2001	2001	NUM
bracis-19079	297	7	)	)	PUNCT
bracis-19079	297	8	google	google	PROPN
bracis-19079	297	9	scholar	scholar	NOUN
bracis-19079	297	10	  	  	SPACE
bracis-19079	297	11	pereira	pereira	PROPN
bracis-19079	297	12	,	,	PUNCT
bracis-19079	297	13	d.a	d.a	PROPN
bracis-19079	297	14	.	.	PROPN
bracis-19079	297	15	:	:	PUNCT
bracis-19079	298	1	a	a	DET
bracis-19079	298	2	survey	survey	NOUN
bracis-19079	298	3	of	of	ADP
bracis-19079	298	4	sentiment	sentiment	NOUN
bracis-19079	298	5	analysis	analysis	NOUN
bracis-19079	298	6	in	in	ADP
bracis-19079	298	7	the	the	DET
bracis-19079	298	8	portuguese	portuguese	ADJ
bracis-19079	298	9	language	language	NOUN
bracis-19079	298	10	.	.	PUNCT
bracis-19079	299	1	artif	artif	INTJ
bracis-19079	299	2	.	.	PUNCT
bracis-19079	300	1	intell	intell	PROPN
bracis-19079	300	2	.	.	PUNCT
bracis-19079	301	1	rev	rev	PROPN
bracis-19079	301	2	.	.	PROPN
bracis-19079	301	3	54(2	54(2	NUM
bracis-19079	301	4	)	)	PUNCT
bracis-19079	301	5	,	,	PUNCT
bracis-19079	301	6	1087–1115	1087–1115	NUM
bracis-19079	301	7	(	(	PUNCT
bracis-19079	301	8	2021	2021	NUM
bracis-19079	301	9	)	)	PUNCT
bracis-19079	301	10	article	article	NOUN
bracis-19079	301	11	  	  	SPACE
bracis-19079	301	12	google	google	PROPN
bracis-19079	301	13	scholar	scholar	NOUN
bracis-19079	301	14	  	  	SPACE
bracis-19079	301	15	poria	poria	NOUN
bracis-19079	301	16	,	,	PUNCT
bracis-19079	301	17	s.	s.	PROPN
bracis-19079	301	18	,	,	PUNCT
bracis-19079	301	19	cambria	cambria	PROPN
bracis-19079	301	20	,	,	PUNCT
bracis-19079	301	21	e.	e.	PROPN
bracis-19079	301	22	,	,	PUNCT
bracis-19079	301	23	winterstein	winterstein	ADJ
bracis-19079	301	24	,	,	PUNCT
bracis-19079	301	25	g.	g.	PROPN
bracis-19079	301	26	,	,	PUNCT
bracis-19079	301	27	huang	huang	PROPN
bracis-19079	301	28	,	,	PUNCT
bracis-19079	301	29	g.b	g.b	PROPN
bracis-19079	301	30	.	.	PROPN
bracis-19079	301	31	:	:	PUNCT
bracis-19079	302	1	sentic	sentic	ADJ
bracis-19079	302	2	patterns	pattern	NOUN
bracis-19079	302	3	:	:	PUNCT
bracis-19079	302	4	dependency	dependency	NOUN
bracis-19079	302	5	-	-	PUNCT
bracis-19079	302	6	based	base	VERB
bracis-19079	302	7	rules	rule	NOUN
bracis-19079	302	8	for	for	ADP
bracis-19079	302	9	concept	concept	NOUN
bracis-19079	302	10	-	-	PUNCT
bracis-19079	302	11	level	level	NOUN
bracis-19079	302	12	sentiment	sentiment	NOUN
bracis-19079	302	13	analysis	analysis	NOUN
bracis-19079	302	14	.	.	PUNCT
bracis-19079	303	1	knowl.-based	knowl.-based	PROPN
bracis-19079	303	2	syst	syst	PROPN
bracis-19079	303	3	.	.	PUNCT
bracis-19079	304	1	69	69	NUM
bracis-19079	304	2	,	,	PUNCT
bracis-19079	304	3	45–63	45–63	NUM
bracis-19079	304	4	(	(	PUNCT
bracis-19079	304	5	2014	2014	NUM
bracis-19079	304	6	)	)	PUNCT
bracis-19079	304	7	article	article	NOUN
bracis-19079	304	8	  	  	SPACE
bracis-19079	304	9	google	google	PROPN
bracis-19079	304	10	scholar	scholar	NOUN
bracis-19079	304	11	  	  	SPACE
bracis-19079	304	12	turney	turney	NOUN
bracis-19079	304	13	,	,	PUNCT
bracis-19079	304	14	p.	p.	NOUN
bracis-19079	304	15	:	:	PUNCT
bracis-19079	304	16	thumbs	thumb	VERB
bracis-19079	304	17	up	up	ADP
bracis-19079	304	18	or	or	CCONJ
bracis-19079	304	19	thumbs	thumb	VERB
bracis-19079	304	20	down	down	ADP
bracis-19079	304	21	?	?	PUNCT
bracis-19079	305	1	semantic	semantic	ADJ
bracis-19079	305	2	orientation	orientation	NOUN
bracis-19079	305	3	applied	apply	VERB
bracis-19079	305	4	to	to	ADP
bracis-19079	305	5	unsupervised	unsupervised	ADJ
bracis-19079	305	6	classification	classification	NOUN
bracis-19079	305	7	of	of	ADP
bracis-19079	305	8	reviews	review	NOUN
bracis-19079	305	9	.	.	PUNCT
bracis-19079	306	1	in	in	ADP
bracis-19079	306	2	:	:	PUNCT
bracis-19079	306	3	proceedings	proceeding	NOUN
bracis-19079	306	4	of	of	ADP
bracis-19079	306	5	the	the	DET
bracis-19079	306	6	40th	40th	ADJ
bracis-19079	306	7	annual	annual	ADJ
bracis-19079	306	8	meeting	meeting	NOUN
bracis-19079	306	9	of	of	ADP
bracis-19079	306	10	the	the	DET
bracis-19079	306	11	association	association	NOUN
bracis-19079	306	12	for	for	ADP
bracis-19079	306	13	computational	computational	ADJ
bracis-19079	306	14	linguistics	linguistic	NOUN
bracis-19079	306	15	,	,	PUNCT
bracis-19079	306	16	pp	pp	ADJ
bracis-19079	306	17	.	.	PUNCT
bracis-19079	307	1	417–424	417–424	NUM
bracis-19079	307	2	(	(	PUNCT
bracis-19079	307	3	2002	2002	NUM
bracis-19079	307	4	)	)	PUNCT
bracis-19079	307	5	google	google	PROPN
bracis-19079	307	6	scholar	scholar	NOUN
bracis-19079	307	7	  	  	SPACE
bracis-19079	307	8	download	download	NOUN
bracis-19079	307	9	references	reference	NOUN
bracis-19079	307	10	acknowledgments	acknowledgment	NOUN
bracis-19079	307	11	the	the	DET
bracis-19079	307	12	authors	author	NOUN
bracis-19079	307	13	are	be	AUX
bracis-19079	307	14	thankful	thankful	ADJ
bracis-19079	307	15	for	for	ADP
bracis-19079	307	16	the	the	DET
bracis-19079	307	17	financial	financial	ADJ
bracis-19079	307	18	and	and	CCONJ
bracis-19079	307	19	material	material	NOUN
bracis-19079	307	20	support	support	NOUN
bracis-19079	307	21	provided	provide	VERB
bracis-19079	307	22	by	by	ADP
bracis-19079	307	23	the	the	DET
bracis-19079	307	24	amazonas	amazonas	PROPN
bracis-19079	307	25	state	state	PROPN
bracis-19079	307	26	research	research	PROPN
bracis-19079	307	27	support	support	NOUN
bracis-19079	307	28	foundation	foundation	NOUN
bracis-19079	307	29	(	(	PUNCT
bracis-19079	307	30	fapeam	fapeam	NOUN
bracis-19079	307	31	)	)	PUNCT
bracis-19079	307	32	through	through	ADP
bracis-19079	307	33	project	project	NOUN
bracis-19079	307	34	ppp	ppp	NOUN
bracis-19079	307	35	04/2017	04/2017	NOUN
bracis-19079	307	36	and	and	CCONJ
bracis-19079	307	37	for	for	ADP
bracis-19079	307	38	the	the	DET
bracis-19079	307	39	assistance	assistance	NOUN
bracis-19079	307	40	of	of	ADP
bracis-19079	307	41	the	the	DET
bracis-19079	307	42	intelligent	intelligent	ADJ
bracis-19079	307	43	systems	system	NOUN
bracis-19079	307	44	laboratory	laboratory	NOUN
bracis-19079	307	45	(	(	PUNCT
bracis-19079	307	46	lsi	lsi	PROPN
bracis-19079	307	47	)	)	PUNCT
bracis-19079	307	48	of	of	ADP
bracis-19079	307	49	the	the	DET
bracis-19079	307	50	amazonas	amazonas	PROPN
bracis-19079	307	51	state	state	PROPN
bracis-19079	307	52	university	university	PROPN
bracis-19079	307	53	(	(	PUNCT
bracis-19079	307	54	uea	uea	PROPN
bracis-19079	307	55	)	)	PUNCT
bracis-19079	307	56	.	.	PUNCT
bracis-19079	308	1	we	we	PRON
bracis-19079	308	2	also	also	ADV
bracis-19079	308	3	gratefully	gratefully	ADV
bracis-19079	308	4	acknowledge	acknowledge	VERB
bracis-19079	308	5	the	the	DET
bracis-19079	308	6	support	support	NOUN
bracis-19079	308	7	provided	provide	VERB
bracis-19079	308	8	by	by	ADP
bracis-19079	308	9	the	the	DET
bracis-19079	308	10	gratificação	gratificação	PROPN
bracis-19079	308	11	de	de	PROPN
bracis-19079	308	12	produtividade	produtividade	PROPN
bracis-19079	308	13	acadêmica	acadêmica	PROPN
bracis-19079	308	14	(	(	PUNCT
bracis-19079	308	15	gpa	gpa	PROPN
bracis-19079	308	16	)	)	PUNCT
bracis-19079	308	17	of	of	ADP
bracis-19079	308	18	the	the	DET
bracis-19079	308	19	amazonas	amazonas	PROPN
bracis-19079	308	20	state	state	PROPN
bracis-19079	308	21	university	university	PROPN
bracis-19079	308	22	(	(	PUNCT
bracis-19079	308	23	portaria	portaria	PROPN
bracis-19079	308	24	086/2021	086/2021	NUM
bracis-19079	308	25	)	)	PUNCT
bracis-19079	308	26	.	.	PUNCT
bracis-19079	309	1	author	author	NOUN
bracis-19079	309	2	information	information	NOUN
bracis-19079	309	3	authors	author	NOUN
bracis-19079	309	4	and	and	CCONJ
bracis-19079	309	5	affiliations	affiliation	NOUN
bracis-19079	309	6	intelligent	intelligent	ADJ
bracis-19079	309	7	systems	system	NOUN
bracis-19079	309	8	laboratory	laboratory	NOUN
bracis-19079	309	9	,	,	PUNCT
bracis-19079	309	10	superior	superior	ADJ
bracis-19079	309	11	school	school	NOUN
bracis-19079	309	12	of	of	ADP
bracis-19079	309	13	technology	technology	NOUN
bracis-19079	309	14	,	,	PUNCT
bracis-19079	309	15	amazonas	amazonas	PROPN
bracis-19079	309	16	state	state	PROPN
bracis-19079	309	17	university	university	PROPN
bracis-19079	309	18	,	,	PUNCT
bracis-19079	309	19	manaus	manaus	PROPN
bracis-19079	309	20	,	,	PUNCT
bracis-19079	309	21	am	be	AUX
bracis-19079	309	22	,	,	PUNCT
bracis-19079	309	23	brazil	brazil	PROPN
bracis-19079	309	24	miguel	miguel	PROPN
bracis-19079	309	25	de	de	PROPN
bracis-19079	309	26	oliveira	oliveira	PROPN
bracis-19079	309	27	 	 	SPACE
bracis-19079	309	28	&	&	CCONJ
bracis-19079	309	29	 	 	SPACE
bracis-19079	309	30	tiago	tiago	PROPN
bracis-19079	309	31	de	de	PROPN
bracis-19079	309	32	melo	melo	PROPN
bracis-19079	309	33	authors	author	VERB
bracis-19079	309	34	miguel	miguel	PROPN
bracis-19079	309	35	de	de	PROPN
bracis-19079	309	36	oliveiraview	oliveiraview	PROPN
bracis-19079	309	37	author	author	NOUN
bracis-19079	309	38	publications	publication	NOUN
bracis-19079	309	39	search	search	NOUN
bracis-19079	309	40	author	author	NOUN
bracis-19079	309	41	on	on	ADP
bracis-19079	309	42	:	:	PUNCT
bracis-19079	309	43	pubmed	pubmed	PROPN
bracis-19079	309	44	 	 	SPACE
bracis-19079	309	45	google	google	PROPN
bracis-19079	309	46	scholar	scholar	PROPN
bracis-19079	309	47	tiago	tiago	PROPN
bracis-19079	309	48	de	de	PROPN
bracis-19079	309	49	meloview	meloview	PROPN
bracis-19079	309	50	author	author	NOUN
bracis-19079	309	51	publications	publication	NOUN
bracis-19079	309	52	search	search	NOUN
bracis-19079	309	53	author	author	NOUN
bracis-19079	309	54	on	on	ADP
bracis-19079	309	55	:	:	PUNCT
bracis-19079	309	56	pubmed	pubmed	PROPN
bracis-19079	309	57	 	 	SPACE
bracis-19079	309	58	google	google	PROPN
bracis-19079	309	59	scholar	scholar	NOUN
bracis-19079	309	60	corresponding	correspond	VERB
bracis-19079	309	61	author	author	NOUN
bracis-19079	309	62	correspondence	correspondence	NOUN
bracis-19079	309	63	to	to	ADP
bracis-19079	309	64	miguel	miguel	PROPN
bracis-19079	309	65	de	de	PROPN
bracis-19079	309	66	oliveira	oliveira	PROPN
bracis-19079	309	67	.	.	PUNCT
bracis-19079	310	1	editor	editor	NOUN
bracis-19079	310	2	information	information	NOUN
bracis-19079	310	3	editors	editor	NOUN
bracis-19079	310	4	and	and	CCONJ
bracis-19079	310	5	affiliations	affiliation	NOUN
bracis-19079	310	6	universidade	universidade	PROPN
bracis-19079	310	7	federal	federal	PROPN
bracis-19079	310	8	de	de	X
bracis-19079	310	9	sergipe	sergipe	PROPN
bracis-19079	310	10	,	,	PUNCT
bracis-19079	310	11	são	são	NOUN
bracis-19079	310	12	cristóvão	cristóvão	PROPN
bracis-19079	310	13	,	,	PUNCT
bracis-19079	310	14	brazil	brazil	PROPN
bracis-19079	310	15	andré	andré	PROPN
bracis-19079	310	16	britto	britto	PROPN
bracis-19079	310	17	universidade	universidade	PROPN
bracis-19079	310	18	de	de	PROPN
bracis-19079	310	19	são	são	PROPN
bracis-19079	310	20	paulo	paulo	PROPN
bracis-19079	310	21	,	,	PUNCT
bracis-19079	310	22	são	são	PROPN
bracis-19079	310	23	paulo	paulo	PROPN
bracis-19079	310	24	,	,	PUNCT
bracis-19079	310	25	brazil	brazil	PROPN
bracis-19079	310	26	karina	karina	PROPN
bracis-19079	310	27	valdivia	valdivia	PROPN
bracis-19079	310	28	delgado	delgado	VERB
bracis-19079	310	29	rights	right	NOUN
bracis-19079	310	30	and	and	CCONJ
bracis-19079	310	31	permissions	permission	NOUN
bracis-19079	310	32	reprints	reprint	NOUN
bracis-19079	310	33	and	and	CCONJ
bracis-19079	310	34	permissions	permission	VERB
bracis-19079	310	35	copyright	copyright	NOUN
bracis-19079	310	36	information	information	NOUN
bracis-19079	310	37	©	©	PROPN
bracis-19079	310	38	2021	2021	NUM
bracis-19079	310	39	springer	springer	NOUN
bracis-19079	310	40	nature	nature	NOUN
bracis-19079	310	41	switzerland	switzerland	PROPN
bracis-19079	310	42	ag	ag	PROPN
bracis-19079	310	43	about	about	ADP
bracis-19079	310	44	this	this	DET
bracis-19079	310	45	paper	paper	NOUN
bracis-19079	310	46	cite	cite	VERB
bracis-19079	310	47	this	this	DET
bracis-19079	310	48	paper	paper	NOUN
bracis-19079	310	49	de	de	PROPN
bracis-19079	310	50	oliveira	oliveira	PROPN
bracis-19079	310	51	,	,	PUNCT
bracis-19079	310	52	m.	m.	NOUN
bracis-19079	310	53	,	,	PUNCT
bracis-19079	310	54	de	de	X
bracis-19079	310	55	melo	melo	PROPN
bracis-19079	310	56	,	,	PUNCT
bracis-19079	310	57	t.	t.	PROPN
bracis-19079	310	58	(	(	PUNCT
bracis-19079	310	59	2021	2021	NUM
bracis-19079	310	60	)	)	PUNCT
bracis-19079	310	61	.	.	PUNCT
bracis-19079	311	1	an	an	DET
bracis-19079	311	2	empirical	empirical	ADJ
bracis-19079	311	3	study	study	NOUN
bracis-19079	311	4	of	of	ADP
bracis-19079	311	5	text	text	NOUN
bracis-19079	311	6	features	feature	NOUN
bracis-19079	311	7	for	for	ADP
bracis-19079	311	8	identifying	identify	VERB
bracis-19079	311	9	subjective	subjective	ADJ
bracis-19079	311	10	sentences	sentence	NOUN
bracis-19079	311	11	in	in	ADP
bracis-19079	311	12	portuguese	portuguese	PROPN
bracis-19079	311	13	.	.	PUNCT
bracis-19079	312	1	in	in	ADP
bracis-19079	312	2	:	:	PUNCT
bracis-19079	312	3	britto	britto	PROPN
bracis-19079	312	4	,	,	PUNCT
bracis-19079	312	5	a.	a.	PROPN
bracis-19079	312	6	,	,	PUNCT
bracis-19079	312	7	valdivia	valdivia	PROPN
bracis-19079	312	8	delgado	delgado	PROPN
bracis-19079	312	9	,	,	PUNCT
bracis-19079	312	10	k.	k.	PROPN
bracis-19079	312	11	(	(	PUNCT
bracis-19079	312	12	eds	eds	PROPN
bracis-19079	312	13	)	)	PUNCT
bracis-19079	312	14	intelligent	intelligent	ADJ
bracis-19079	312	15	systems	system	NOUN
bracis-19079	312	16	.	.	PUNCT
bracis-19079	313	1	bracis	bracis	PROPN
bracis-19079	313	2	2021	2021	NUM
bracis-19079	313	3	.	.	PUNCT
bracis-19079	314	1	lecture	lecture	NOUN
bracis-19079	314	2	notes	note	NOUN
bracis-19079	314	3	in	in	ADP
bracis-19079	314	4	computer	computer	NOUN
bracis-19079	314	5	science	science	NOUN
bracis-19079	314	6	(	(	PUNCT
bracis-19079	314	7	)	)	PUNCT
bracis-19079	314	8	,	,	PUNCT
bracis-19079	314	9	vol	vol	NOUN
bracis-19079	314	10	13074	13074	NUM
bracis-19079	314	11	.	.	PUNCT
bracis-19079	315	1	springer	springer	NOUN
bracis-19079	315	2	,	,	PUNCT
bracis-19079	315	3	cham	cham	PROPN
bracis-19079	315	4	.	.	PUNCT
bracis-19079	316	1	https://doi.org/10.1007/978-3-030-91699-2_26	https://doi.org/10.1007/978-3-030-91699-2_26	PROPN
bracis-19079	316	2	download	download	NOUN
bracis-19079	316	3	citation	citation	NOUN
bracis-19079	316	4	.ris	.ris	PUNCT
bracis-19079	317	1	.enw	.enw	PROPN
bracis-19079	317	2	.bib	.bib	PUNCT
bracis-19079	318	1	doi	doi	PROPN
bracis-19079	318	2	:	:	PUNCT
bracis-19079	318	3	https://doi.org/10.1007/978-3-030-91699-2_26	https://doi.org/10.1007/978-3-030-91699-2_26	AUX
bracis-19079	318	4	published	publish	VERB
bracis-19079	318	5	:	:	PUNCT
bracis-19079	318	6	28	28	NUM
bracis-19079	318	7	november	november	PROPN
bracis-19079	318	8	2021	2021	NUM
bracis-19079	318	9	publisher	publisher	NOUN
bracis-19079	318	10	name	name	NOUN
bracis-19079	318	11	:	:	PUNCT
bracis-19079	318	12	springer	springer	NOUN
bracis-19079	318	13	,	,	PUNCT
bracis-19079	318	14	cham	cham	PROPN
bracis-19079	318	15	print	print	PROPN
bracis-19079	318	16	isbn	isbn	PROPN
bracis-19079	318	17	:	:	PUNCT
bracis-19079	318	18	978	978	NUM
bracis-19079	318	19	-	-	SYM
bracis-19079	318	20	3	3	NUM
bracis-19079	318	21	-	-	PUNCT
bracis-19079	318	22	030	030	NUM
bracis-19079	318	23	-	-	PUNCT
bracis-19079	318	24	91698	91698	NUM
bracis-19079	318	25	-	-	SYM
bracis-19079	318	26	5	5	NUM
bracis-19079	318	27	online	online	ADJ
bracis-19079	318	28	isbn	isbn	NOUN
bracis-19079	318	29	:	:	PUNCT
bracis-19079	318	30	978	978	NUM
bracis-19079	318	31	-	-	SYM
bracis-19079	318	32	3	3	NUM
bracis-19079	318	33	-	-	PUNCT
bracis-19079	318	34	030	030	NUM
bracis-19079	318	35	-	-	PUNCT
bracis-19079	318	36	91699	91699	NUM
bracis-19079	318	37	-	-	SYM
bracis-19079	318	38	2	2	NUM
bracis-19079	318	39	ebook	ebook	NOUN
bracis-19079	318	40	packages	package	NOUN
bracis-19079	318	41	:	:	PUNCT
bracis-19079	318	42	computer	computer	NOUN
bracis-19079	318	43	sciencecomputer	sciencecomputer	NOUN
bracis-19079	318	44	science	science	NOUN
bracis-19079	318	45	(	(	PUNCT
bracis-19079	318	46	r0	r0	NOUN
bracis-19079	318	47	)	)	PUNCT
bracis-19079	318	48	share	share	VERB
bracis-19079	318	49	this	this	DET
bracis-19079	318	50	paper	paper	NOUN
bracis-19079	318	51	anyone	anyone	PRON
bracis-19079	318	52	you	you	PRON
bracis-19079	318	53	share	share	VERB
bracis-19079	318	54	the	the	DET
bracis-19079	318	55	following	follow	VERB
bracis-19079	318	56	link	link	NOUN
bracis-19079	318	57	with	with	ADP
bracis-19079	318	58	will	will	AUX
bracis-19079	318	59	be	be	AUX
bracis-19079	318	60	able	able	ADJ
bracis-19079	318	61	to	to	PART
bracis-19079	318	62	read	read	VERB
bracis-19079	318	63	this	this	DET
bracis-19079	318	64	content	content	NOUN
bracis-19079	318	65	:	:	PUNCT
bracis-19079	318	66	get	get	VERB
bracis-19079	318	67	shareable	shareable	ADJ
bracis-19079	318	68	linksorry	linksorry	NOUN
bracis-19079	318	69	,	,	PUNCT
bracis-19079	318	70	a	a	DET
bracis-19079	318	71	shareable	shareable	ADJ
bracis-19079	318	72	link	link	NOUN
bracis-19079	318	73	is	be	AUX
bracis-19079	318	74	not	not	PART
bracis-19079	318	75	currently	currently	ADV
bracis-19079	318	76	available	available	ADJ
bracis-19079	318	77	for	for	ADP
bracis-19079	318	78	this	this	DET
bracis-19079	318	79	article	article	NOUN
bracis-19079	318	80	.	.	PUNCT
bracis-19079	319	1	copy	copy	VERB
bracis-19079	319	2	shareable	shareable	ADJ
bracis-19079	319	3	link	link	NOUN
bracis-19079	319	4	to	to	PART
bracis-19079	319	5	clipboard	clipboard	NOUN
bracis-19079	319	6	provided	provide	VERB
bracis-19079	319	7	by	by	ADP
bracis-19079	319	8	the	the	DET
bracis-19079	319	9	springer	springer	NOUN
bracis-19079	319	10	nature	nature	PROPN
bracis-19079	319	11	sharedit	sharedit	PROPN
bracis-19079	319	12	content	content	NOUN
bracis-19079	319	13	-	-	PUNCT
bracis-19079	319	14	sharing	share	VERB
bracis-19079	319	15	initiative	initiative	NOUN
bracis-19079	319	16	keywords	keyword	NOUN
bracis-19079	319	17	sentiment	sentiment	VERB
bracis-19079	319	18	analysis	analysis	NOUN
bracis-19079	319	19	natural	natural	ADJ
bracis-19079	319	20	language	language	NOUN
bracis-19079	319	21	processing	processing	NOUN
bracis-19079	319	22	data	datum	NOUN
bracis-19079	319	23	mining	mining	NOUN
bracis-19079	319	24	publish	publish	NOUN
bracis-19079	319	25	with	with	ADP
bracis-19079	319	26	us	us	PROPN
bracis-19079	319	27	policies	policy	NOUN
bracis-19079	319	28	and	and	CCONJ
bracis-19079	319	29	ethics	ethic	NOUN
bracis-19079	319	30	search	search	NOUN
bracis-19079	319	31	search	search	NOUN
bracis-19079	319	32	by	by	ADP
bracis-19079	319	33	keyword	keyword	NOUN
bracis-19079	319	34	or	or	CCONJ
bracis-19079	319	35	author	author	NOUN
bracis-19079	319	36	search	search	NOUN
bracis-19079	319	37	navigation	navigation	NOUN
bracis-19079	319	38	find	find	VERB
bracis-19079	319	39	a	a	DET
bracis-19079	319	40	journal	journal	NOUN
bracis-19079	319	41	publish	publish	VERB
bracis-19079	319	42	with	with	ADP
bracis-19079	319	43	us	we	PRON
bracis-19079	319	44	track	track	VERB
bracis-19079	319	45	your	your	PRON
bracis-19079	319	46	research	research	NOUN
bracis-19079	319	47	discover	discover	VERB
bracis-19079	319	48	content	content	NOUN
bracis-19079	319	49	journals	journal	NOUN
bracis-19079	319	50	a	a	DET
bracis-19079	319	51	-	-	PUNCT
bracis-19079	319	52	z	z	NOUN
bracis-19079	319	53	books	book	NOUN
bracis-19079	319	54	a	a	DET
bracis-19079	319	55	-	-	PUNCT
bracis-19079	319	56	z	z	NOUN
bracis-19079	319	57	publish	publish	NOUN
bracis-19079	319	58	with	with	ADP
bracis-19079	319	59	us	us	PROPN
bracis-19079	319	60	journal	journal	PROPN
bracis-19079	319	61	finder	finder	PROPN
bracis-19079	319	62	publish	publish	VERB
bracis-19079	319	63	your	your	PRON
bracis-19079	319	64	research	research	NOUN
bracis-19079	319	65	language	language	NOUN
bracis-19079	319	66	editing	edit	VERB
bracis-19079	319	67	open	open	ADJ
bracis-19079	319	68	access	access	NOUN
bracis-19079	319	69	publishing	publishing	NOUN
bracis-19079	319	70	products	product	NOUN
bracis-19079	319	71	and	and	CCONJ
bracis-19079	319	72	services	service	NOUN
bracis-19079	319	73	our	our	PRON
bracis-19079	319	74	products	product	NOUN
bracis-19079	319	75	librarians	librarian	VERB
bracis-19079	319	76	societies	society	NOUN
bracis-19079	319	77	partners	partner	NOUN
bracis-19079	319	78	and	and	CCONJ
bracis-19079	319	79	advertisers	advertiser	NOUN
bracis-19079	319	80	our	our	PRON
bracis-19079	319	81	brands	brand	NOUN
bracis-19079	319	82	springer	springer	NOUN
bracis-19079	319	83	nature	nature	PROPN
bracis-19079	319	84	portfolio	portfolio	PROPN
bracis-19079	319	85	bmc	bmc	PROPN
bracis-19079	319	86	palgrave	palgrave	PROPN
bracis-19079	319	87	macmillan	macmillan	PROPN
bracis-19079	319	88	apress	apress	PROPN
bracis-19079	319	89	discover	discover	VERB
bracis-19079	319	90	your	your	PRON
bracis-19079	319	91	privacy	privacy	NOUN
bracis-19079	319	92	choices	choice	NOUN
bracis-19079	319	93	/	/	SYM
bracis-19079	319	94	manage	manage	NOUN
bracis-19079	319	95	cookies	cookie	NOUN
bracis-19079	319	96	your	your	PRON
bracis-19079	319	97	us	us	PROPN
bracis-19079	320	1	state	state	NOUN
bracis-19079	320	2	privacy	privacy	NOUN
bracis-19079	320	3	rights	right	NOUN
bracis-19079	320	4	accessibility	accessibility	NOUN
bracis-19079	320	5	statement	statement	NOUN
bracis-19079	320	6	terms	term	NOUN
bracis-19079	320	7	and	and	CCONJ
bracis-19079	320	8	conditions	condition	NOUN
bracis-19079	320	9	privacy	privacy	NOUN
bracis-19079	320	10	policy	policy	NOUN
bracis-19079	320	11	help	help	NOUN
bracis-19079	320	12	and	and	CCONJ
bracis-19079	320	13	support	support	VERB
bracis-19079	320	14	legal	legal	ADJ
bracis-19079	320	15	notice	notice	NOUN
bracis-19079	320	16	cancel	cancel	VERB
bracis-19079	320	17	contracts	contract	NOUN
bracis-19079	320	18	here	here	ADV
bracis-19079	320	19	129.74.145.123	129.74.145.123	NUM
bracis-19079	320	20	hesburgh	hesburgh	PROPN
bracis-19079	320	21	library	library	PROPN
bracis-19079	320	22	er	er	INTJ
bracis-19079	320	23	unit	unit	NOUN
bracis-19079	320	24	(	(	PUNCT
bracis-19079	320	25	3005732405	3005732405	NUM
bracis-19079	320	26	)	)	PUNCT
bracis-19079	320	27	northeast	northeast	ADJ
bracis-19079	320	28	research	research	NOUN
bracis-19079	320	29	libraries	library	NOUN
bracis-19079	320	30	(	(	PUNCT
bracis-19079	320	31	nerl	nerl	PROPN
bracis-19079	320	32	)	)	PUNCT
bracis-19079	320	33	(	(	PUNCT
bracis-19079	320	34	8200828607	8200828607	NUM
bracis-19079	320	35	)	)	PUNCT
bracis-19079	320	36	nerl	nerl	VERB
bracis-19079	320	37	ta	ta	X
bracis-19079	320	38	account	account	NOUN
bracis-19079	320	39	(	(	PUNCT
bracis-19079	320	40	3006206169	3006206169	NUM
bracis-19079	320	41	)	)	PUNCT
bracis-19079	320	42	university	university	NOUN
bracis-19079	320	43	of	of	ADP
bracis-19079	320	44	notre	notre	PROPN
bracis-19079	320	45	dame	dame	PROPN
bracis-19079	320	46	hesburgh	hesburgh	PROPN
bracis-19079	320	47	library	library	NOUN
bracis-19079	320	48	(	(	PUNCT
bracis-19079	320	49	3000184373	3000184373	NUM
bracis-19079	320	50	)	)	PUNCT
bracis-19079	321	1	©	©	ADP
bracis-19079	321	2	2025	2025	NUM
bracis-19079	321	3	springer	springer	NOUN
bracis-19079	321	4	nature	nature	NOUN