id	sid	tid	token	lemma	pos
fumecheng-12107	1	1	12107	12107	NUM
fumecheng-12107	1	2	facta	facta	PROPN
fumecheng-12107	1	3	universitatis	universitatis	PROPN
fumecheng-12107	1	4	series	series	NOUN
fumecheng-12107	1	5	:	:	PUNCT
fumecheng-12107	1	6	mechanical	mechanical	ADJ
fumecheng-12107	1	7	engineering	engineering	NOUN
fumecheng-12107	1	8	vol	vol	NOUN
fumecheng-12107	1	9	.	.	PROPN
fumecheng-12107	1	10	21	21	NUM
fumecheng-12107	1	11	,	,	PUNCT
fumecheng-12107	1	12	no	no	DET
fumecheng-12107	1	13	3	3	NUM
fumecheng-12107	1	14	,	,	PUNCT
fumecheng-12107	1	15	special	special	ADJ
fumecheng-12107	1	16	issue	issue	NOUN
fumecheng-12107	1	17	,	,	PUNCT
fumecheng-12107	1	18	2023	2023	NUM
fumecheng-12107	1	19	,	,	PUNCT
fumecheng-12107	1	20	pp	pp	ADJ
fumecheng-12107	1	21	.	.	PUNCT
fumecheng-12107	2	1	479	479	NUM
fumecheng-12107	2	2	500	500	NUM
fumecheng-12107	2	3	https://doi.org/10.22190/fume230901038k	https://doi.org/10.22190/fume230901038k	NOUN
fumecheng-12107	2	4	©	©	PROPN
fumecheng-12107	2	5	2023	2023	NUM
fumecheng-12107	2	6	by	by	ADP
fumecheng-12107	2	7	university	university	PROPN
fumecheng-12107	2	8	of	of	ADP
fumecheng-12107	2	9	niš	niš	PROPN
fumecheng-12107	2	10	,	,	PUNCT
fumecheng-12107	2	11	serbia	serbia	PROPN
fumecheng-12107	2	12	|	|	ADV
fumecheng-12107	2	13	creative	creative	ADJ
fumecheng-12107	2	14	commons	common	NOUN
fumecheng-12107	2	15	license	license	NOUN
fumecheng-12107	2	16	:	:	PUNCT
fumecheng-12107	2	17	cc	cc	VERB
fumecheng-12107	2	18	by	by	ADP
fumecheng-12107	2	19	-	-	PUNCT
fumecheng-12107	2	20	nc	nc	VERB
fumecheng-12107	2	21	-	-	PUNCT
fumecheng-12107	2	22	nd	nd	ADV
fumecheng-12107	2	23	original	original	ADJ
fumecheng-12107	2	24	scientific	scientific	NOUN
fumecheng-12107	2	25	paper	paper	VERB
fumecheng-12107	2	26	a	a	DET
fumecheng-12107	2	27	hybrid	hybrid	ADJ
fumecheng-12107	2	28	deep	deep	ADJ
fumecheng-12107	2	29	learning	learning	NOUN
fumecheng-12107	2	30	approach	approach	NOUN
fumecheng-12107	2	31	for	for	ADP
fumecheng-12107	2	32	sentiment	sentiment	NOUN
fumecheng-12107	2	33	analysis	analysis	NOUN
fumecheng-12107	2	34	in	in	ADP
fumecheng-12107	2	35	product	product	NOUN
fumecheng-12107	2	36	reviews	review	NOUN
fumecheng-12107	2	37	minghui	minghui	PROPN
fumecheng-12107	2	38	kuang1	kuang1	PROPN
fumecheng-12107	2	39	,	,	PUNCT
fumecheng-12107	2	40	ramin	ramin	PROPN
fumecheng-12107	2	41	safa2	safa2	PROPN
fumecheng-12107	2	42	,	,	PUNCT
fumecheng-12107	2	43	seyyed	seyye	VERB
fumecheng-12107	2	44	ahmad	ahmad	PROPN
fumecheng-12107	2	45	edalatpanah3	edalatpanah3	PROPN
fumecheng-12107	2	46	,	,	PUNCT
fumecheng-12107	2	47	robert	robert	PROPN
fumecheng-12107	2	48	s.	s.	PROPN
fumecheng-12107	2	49	keyser4	keyser4	PROPN
fumecheng-12107	3	1	1guangzhou	1guangzhou	NUM
fumecheng-12107	3	2	city	city	PROPN
fumecheng-12107	3	3	university	university	PROPN
fumecheng-12107	3	4	of	of	ADP
fumecheng-12107	3	5	technology	technology	PROPN
fumecheng-12107	3	6	,	,	PUNCT
fumecheng-12107	3	7	guangzhou	guangzhou	PROPN
fumecheng-12107	3	8	,	,	PUNCT
fumecheng-12107	3	9	guangdong	guangdong	PROPN
fumecheng-12107	3	10	province	province	PROPN
fumecheng-12107	3	11	,	,	PUNCT
fumecheng-12107	3	12	china	china	PROPN
fumecheng-12107	3	13	2department	2department	NUM
fumecheng-12107	3	14	of	of	ADP
fumecheng-12107	3	15	computer	computer	NOUN
fumecheng-12107	3	16	engineering	engineering	NOUN
fumecheng-12107	3	17	,	,	PUNCT
fumecheng-12107	3	18	ayandegan	ayandegan	PROPN
fumecheng-12107	3	19	institute	institute	PROPN
fumecheng-12107	3	20	of	of	ADP
fumecheng-12107	3	21	higher	high	ADJ
fumecheng-12107	3	22	education	education	NOUN
fumecheng-12107	3	23	,	,	PUNCT
fumecheng-12107	3	24	tonekabon	tonekabon	NOUN
fumecheng-12107	3	25	,	,	PUNCT
fumecheng-12107	3	26	iran	iran	PROPN
fumecheng-12107	3	27	3department	3department	NUM
fumecheng-12107	3	28	of	of	ADP
fumecheng-12107	3	29	applied	apply	VERB
fumecheng-12107	3	30	mathematics	mathematic	NOUN
fumecheng-12107	3	31	,	,	PUNCT
fumecheng-12107	3	32	ayandegan	ayandegan	PROPN
fumecheng-12107	3	33	institute	institute	PROPN
fumecheng-12107	3	34	of	of	ADP
fumecheng-12107	3	35	higher	high	ADJ
fumecheng-12107	3	36	education	education	NOUN
fumecheng-12107	3	37	,	,	PUNCT
fumecheng-12107	3	38	tonekabon	tonekabon	NOUN
fumecheng-12107	3	39	,	,	PUNCT
fumecheng-12107	3	40	iran	iran	PROPN
fumecheng-12107	3	41	4southern	4southern	NUM
fumecheng-12107	3	42	polytechnic	polytechnic	ADJ
fumecheng-12107	3	43	college	college	NOUN
fumecheng-12107	3	44	of	of	ADP
fumecheng-12107	3	45	engineering	engineering	NOUN
fumecheng-12107	3	46	and	and	CCONJ
fumecheng-12107	3	47	engineering	engineering	NOUN
fumecheng-12107	3	48	technology	technology	NOUN
fumecheng-12107	3	49	,	,	PUNCT
fumecheng-12107	3	50	kennesaw	kennesaw	PROPN
fumecheng-12107	3	51	state	state	PROPN
fumecheng-12107	3	52	university	university	PROPN
fumecheng-12107	3	53	,	,	PUNCT
fumecheng-12107	3	54	marietta	marietta	PROPN
fumecheng-12107	3	55	,	,	PUNCT
fumecheng-12107	3	56	georgia	georgia	PROPN
fumecheng-12107	3	57	,	,	PUNCT
fumecheng-12107	3	58	usa	usa	PROPN
fumecheng-12107	3	59	abstract	abstract	PROPN
fumecheng-12107	3	60	.	.	PUNCT
fumecheng-12107	4	1	product	product	NOUN
fumecheng-12107	4	2	reviews	review	NOUN
fumecheng-12107	4	3	play	play	VERB
fumecheng-12107	4	4	a	a	DET
fumecheng-12107	4	5	crucial	crucial	ADJ
fumecheng-12107	4	6	role	role	NOUN
fumecheng-12107	4	7	in	in	ADP
fumecheng-12107	4	8	providing	provide	VERB
fumecheng-12107	4	9	valuable	valuable	ADJ
fumecheng-12107	4	10	insights	insight	NOUN
fumecheng-12107	4	11	to	to	ADP
fumecheng-12107	4	12	consumers	consumer	NOUN
fumecheng-12107	4	13	and	and	CCONJ
fumecheng-12107	4	14	producers	producer	NOUN
fumecheng-12107	4	15	.	.	PUNCT
fumecheng-12107	5	1	analyzing	analyze	VERB
fumecheng-12107	5	2	the	the	DET
fumecheng-12107	5	3	vast	vast	ADJ
fumecheng-12107	5	4	amount	amount	NOUN
fumecheng-12107	5	5	of	of	ADP
fumecheng-12107	5	6	data	datum	NOUN
fumecheng-12107	5	7	generated	generate	VERB
fumecheng-12107	5	8	around	around	ADP
fumecheng-12107	5	9	a	a	DET
fumecheng-12107	5	10	product	product	NOUN
fumecheng-12107	5	11	,	,	PUNCT
fumecheng-12107	5	12	such	such	ADJ
fumecheng-12107	5	13	as	as	ADP
fumecheng-12107	5	14	posts	post	NOUN
fumecheng-12107	5	15	,	,	PUNCT
fumecheng-12107	5	16	comments	comment	NOUN
fumecheng-12107	5	17	,	,	PUNCT
fumecheng-12107	5	18	and	and	CCONJ
fumecheng-12107	5	19	views	view	NOUN
fumecheng-12107	5	20	,	,	PUNCT
fumecheng-12107	5	21	can	can	AUX
fumecheng-12107	5	22	be	be	AUX
fumecheng-12107	5	23	challenging	challenge	VERB
fumecheng-12107	5	24	for	for	ADP
fumecheng-12107	5	25	business	business	NOUN
fumecheng-12107	5	26	intelligence	intelligence	NOUN
fumecheng-12107	5	27	purposes	purpose	NOUN
fumecheng-12107	5	28	.	.	PUNCT
fumecheng-12107	6	1	sentiment	sentiment	NOUN
fumecheng-12107	6	2	analysis	analysis	NOUN
fumecheng-12107	6	3	of	of	ADP
fumecheng-12107	6	4	this	this	DET
fumecheng-12107	6	5	content	content	NOUN
fumecheng-12107	6	6	helps	help	VERB
fumecheng-12107	6	7	both	both	DET
fumecheng-12107	6	8	consumers	consumer	NOUN
fumecheng-12107	6	9	and	and	CCONJ
fumecheng-12107	6	10	producers	producer	NOUN
fumecheng-12107	6	11	gain	gain	VERB
fumecheng-12107	6	12	a	a	DET
fumecheng-12107	6	13	better	well	ADJ
fumecheng-12107	6	14	understanding	understanding	NOUN
fumecheng-12107	6	15	of	of	ADP
fumecheng-12107	6	16	the	the	DET
fumecheng-12107	6	17	market	market	NOUN
fumecheng-12107	6	18	status	status	NOUN
fumecheng-12107	6	19	,	,	PUNCT
fumecheng-12107	6	20	enabling	enable	VERB
fumecheng-12107	6	21	them	they	PRON
fumecheng-12107	6	22	to	to	PART
fumecheng-12107	6	23	make	make	VERB
fumecheng-12107	6	24	informed	informed	ADJ
fumecheng-12107	6	25	decisions	decision	NOUN
fumecheng-12107	6	26	.	.	PUNCT
fumecheng-12107	7	1	in	in	ADP
fumecheng-12107	7	2	this	this	DET
fumecheng-12107	7	3	study	study	NOUN
fumecheng-12107	7	4	,	,	PUNCT
fumecheng-12107	7	5	we	we	PRON
fumecheng-12107	7	6	propose	propose	VERB
fumecheng-12107	7	7	a	a	DET
fumecheng-12107	7	8	novel	novel	ADJ
fumecheng-12107	7	9	hybrid	hybrid	NOUN
fumecheng-12107	7	10	approach	approach	NOUN
fumecheng-12107	7	11	based	base	VERB
fumecheng-12107	7	12	on	on	ADP
fumecheng-12107	7	13	deep	deep	ADJ
fumecheng-12107	7	14	neural	neural	ADJ
fumecheng-12107	7	15	networks	network	NOUN
fumecheng-12107	7	16	(	(	PUNCT
fumecheng-12107	7	17	dnns	dnn	NOUN
fumecheng-12107	7	18	)	)	PUNCT
fumecheng-12107	7	19	for	for	ADP
fumecheng-12107	7	20	sentiment	sentiment	NOUN
fumecheng-12107	7	21	analysis	analysis	NOUN
fumecheng-12107	7	22	in	in	ADP
fumecheng-12107	7	23	product	product	NOUN
fumecheng-12107	7	24	reviews	review	NOUN
fumecheng-12107	7	25	,	,	PUNCT
fumecheng-12107	7	26	focusing	focus	VERB
fumecheng-12107	7	27	on	on	ADP
fumecheng-12107	7	28	the	the	DET
fumecheng-12107	7	29	classification	classification	NOUN
fumecheng-12107	7	30	of	of	ADP
fumecheng-12107	7	31	sentiments	sentiment	NOUN
fumecheng-12107	7	32	expressed	express	VERB
fumecheng-12107	7	33	.	.	PUNCT
fumecheng-12107	8	1	our	our	PRON
fumecheng-12107	8	2	approach	approach	NOUN
fumecheng-12107	8	3	utilizes	utilize	VERB
fumecheng-12107	8	4	the	the	DET
fumecheng-12107	8	5	recursive	recursive	ADJ
fumecheng-12107	8	6	neural	neural	ADJ
fumecheng-12107	8	7	network	network	NOUN
fumecheng-12107	8	8	(	(	PUNCT
fumecheng-12107	8	9	rnn	rnn	PROPN
fumecheng-12107	8	10	)	)	PUNCT
fumecheng-12107	8	11	algorithm	algorithm	NOUN
fumecheng-12107	8	12	for	for	ADP
fumecheng-12107	8	13	sentiment	sentiment	NOUN
fumecheng-12107	8	14	classification	classification	NOUN
fumecheng-12107	8	15	.	.	PUNCT
fumecheng-12107	9	1	to	to	PART
fumecheng-12107	9	2	address	address	VERB
fumecheng-12107	9	3	the	the	DET
fumecheng-12107	9	4	imbalanced	imbalanced	ADJ
fumecheng-12107	9	5	distribution	distribution	NOUN
fumecheng-12107	9	6	of	of	ADP
fumecheng-12107	9	7	positive	positive	ADJ
fumecheng-12107	9	8	and	and	CCONJ
fumecheng-12107	9	9	negative	negative	ADJ
fumecheng-12107	9	10	samples	sample	NOUN
fumecheng-12107	9	11	in	in	ADP
fumecheng-12107	9	12	social	social	ADJ
fumecheng-12107	9	13	network	network	NOUN
fumecheng-12107	9	14	data	datum	NOUN
fumecheng-12107	9	15	,	,	PUNCT
fumecheng-12107	9	16	we	we	PRON
fumecheng-12107	9	17	employ	employ	VERB
fumecheng-12107	9	18	a	a	DET
fumecheng-12107	9	19	resampling	resample	VERB
fumecheng-12107	9	20	technique	technique	NOUN
fumecheng-12107	9	21	that	that	PRON
fumecheng-12107	9	22	balances	balance	VERB
fumecheng-12107	9	23	the	the	DET
fumecheng-12107	9	24	dataset	dataset	NOUN
fumecheng-12107	9	25	by	by	ADP
fumecheng-12107	9	26	increasing	increase	VERB
fumecheng-12107	9	27	samples	sample	NOUN
fumecheng-12107	9	28	from	from	ADP
fumecheng-12107	9	29	the	the	DET
fumecheng-12107	9	30	minority	minority	NOUN
fumecheng-12107	9	31	class	class	NOUN
fumecheng-12107	9	32	and	and	CCONJ
fumecheng-12107	9	33	decreasing	decrease	VERB
fumecheng-12107	9	34	samples	sample	NOUN
fumecheng-12107	9	35	from	from	ADP
fumecheng-12107	9	36	the	the	DET
fumecheng-12107	9	37	majority	majority	NOUN
fumecheng-12107	9	38	class	class	NOUN
fumecheng-12107	9	39	.	.	PUNCT
fumecheng-12107	10	1	we	we	PRON
fumecheng-12107	10	2	evaluate	evaluate	VERB
fumecheng-12107	10	3	our	our	PRON
fumecheng-12107	10	4	approach	approach	NOUN
fumecheng-12107	10	5	using	use	VERB
fumecheng-12107	10	6	amazon	amazon	PROPN
fumecheng-12107	10	7	data	datum	NOUN
fumecheng-12107	10	8	,	,	PUNCT
fumecheng-12107	10	9	comprising	comprise	VERB
fumecheng-12107	10	10	four	four	NUM
fumecheng-12107	10	11	product	product	NOUN
fumecheng-12107	10	12	categories	category	NOUN
fumecheng-12107	10	13	:	:	PUNCT
fumecheng-12107	10	14	clothing	clothing	NOUN
fumecheng-12107	10	15	,	,	PUNCT
fumecheng-12107	10	16	cars	car	NOUN
fumecheng-12107	10	17	,	,	PUNCT
fumecheng-12107	10	18	luxury	luxury	NOUN
fumecheng-12107	10	19	goods	good	NOUN
fumecheng-12107	10	20	,	,	PUNCT
fumecheng-12107	10	21	and	and	CCONJ
fumecheng-12107	10	22	household	household	NOUN
fumecheng-12107	10	23	appliances	appliance	NOUN
fumecheng-12107	10	24	.	.	PUNCT
fumecheng-12107	11	1	experimental	experimental	ADJ
fumecheng-12107	11	2	results	result	NOUN
fumecheng-12107	11	3	demonstrate	demonstrate	VERB
fumecheng-12107	11	4	that	that	SCONJ
fumecheng-12107	11	5	our	our	PRON
fumecheng-12107	11	6	proposed	propose	VERB
fumecheng-12107	11	7	approach	approach	NOUN
fumecheng-12107	11	8	performs	perform	VERB
fumecheng-12107	11	9	well	well	ADV
fumecheng-12107	11	10	in	in	ADP
fumecheng-12107	11	11	sentiment	sentiment	NOUN
fumecheng-12107	11	12	analysis	analysis	NOUN
fumecheng-12107	11	13	for	for	ADP
fumecheng-12107	11	14	product	product	NOUN
fumecheng-12107	11	15	reviews	review	NOUN
fumecheng-12107	11	16	,	,	PUNCT
fumecheng-12107	11	17	particularly	particularly	ADV
fumecheng-12107	11	18	in	in	ADP
fumecheng-12107	11	19	the	the	DET
fumecheng-12107	11	20	context	context	NOUN
fumecheng-12107	11	21	of	of	ADP
fumecheng-12107	11	22	digital	digital	ADJ
fumecheng-12107	11	23	marketing	marketing	NOUN
fumecheng-12107	11	24	.	.	PUNCT
fumecheng-12107	12	1	furthermore	furthermore	ADV
fumecheng-12107	12	2	,	,	PUNCT
fumecheng-12107	12	3	the	the	DET
fumecheng-12107	12	4	attentionbased	attentionbase	VERB
fumecheng-12107	12	5	rnn	rnn	NOUN
fumecheng-12107	12	6	algorithm	algorithm	NOUN
fumecheng-12107	12	7	outperforms	outperform	VERB
fumecheng-12107	12	8	the	the	DET
fumecheng-12107	12	9	baseline	baseline	NOUN
fumecheng-12107	12	10	rnn	rnn	VERB
fumecheng-12107	12	11	by	by	ADP
fumecheng-12107	12	12	approximately	approximately	ADV
fumecheng-12107	12	13	5	5	NUM
fumecheng-12107	12	14	%	%	NOUN
fumecheng-12107	12	15	.	.	PUNCT
fumecheng-12107	13	1	notably	notably	ADV
fumecheng-12107	13	2	,	,	PUNCT
fumecheng-12107	13	3	the	the	DET
fumecheng-12107	13	4	study	study	NOUN
fumecheng-12107	13	5	reveals	reveal	VERB
fumecheng-12107	13	6	consumer	consumer	NOUN
fumecheng-12107	13	7	sentiment	sentiment	NOUN
fumecheng-12107	13	8	variations	variation	NOUN
fumecheng-12107	13	9	across	across	ADP
fumecheng-12107	13	10	different	different	ADJ
fumecheng-12107	13	11	products	product	NOUN
fumecheng-12107	13	12	,	,	PUNCT
fumecheng-12107	13	13	particularly	particularly	ADV
fumecheng-12107	13	14	in	in	ADP
fumecheng-12107	13	15	relation	relation	NOUN
fumecheng-12107	13	16	to	to	ADP
fumecheng-12107	13	17	appearance	appearance	NOUN
fumecheng-12107	13	18	and	and	CCONJ
fumecheng-12107	13	19	price	price	NOUN
fumecheng-12107	13	20	aspects	aspect	NOUN
fumecheng-12107	13	21	.	.	PUNCT
fumecheng-12107	14	1	key	key	ADJ
fumecheng-12107	14	2	words	word	NOUN
fumecheng-12107	14	3	:	:	PUNCT
fumecheng-12107	14	4	deep	deep	ADJ
fumecheng-12107	14	5	learning	learning	NOUN
fumecheng-12107	14	6	,	,	PUNCT
fumecheng-12107	14	7	recursive	recursive	ADJ
fumecheng-12107	14	8	neural	neural	ADJ
fumecheng-12107	14	9	network	network	NOUN
fumecheng-12107	14	10	(	(	PUNCT
fumecheng-12107	14	11	rnn	rnn	PROPN
fumecheng-12107	14	12	)	)	PUNCT
fumecheng-12107	14	13	,	,	PUNCT
fumecheng-12107	14	14	resampling	resample	VERB
fumecheng-12107	14	15	technique	technique	NOUN
fumecheng-12107	14	16	,	,	PUNCT
fumecheng-12107	14	17	social	social	ADJ
fumecheng-12107	14	18	media	medium	NOUN
fumecheng-12107	14	19	marketing	marketing	NOUN
fumecheng-12107	14	20	received	receive	VERB
fumecheng-12107	14	21	:	:	PUNCT
fumecheng-12107	14	22	september	september	PROPN
fumecheng-12107	14	23	01	01	NUM
fumecheng-12107	14	24	,	,	PUNCT
fumecheng-12107	14	25	2023	2023	NUM
fumecheng-12107	14	26	/	/	PUNCT
fumecheng-12107	14	27	accepted	accept	VERB
fumecheng-12107	14	28	october	october	PROPN
fumecheng-12107	14	29	20	20	NUM
fumecheng-12107	14	30	,	,	PUNCT
fumecheng-12107	14	31	2023	2023	NUM
fumecheng-12107	14	32	corresponding	correspond	VERB
fumecheng-12107	14	33	authors	author	NOUN
fumecheng-12107	14	34	:	:	PUNCT
fumecheng-12107	14	35	minghui	minghui	PROPN
fumecheng-12107	14	36	kuang	kuang	PROPN
fumecheng-12107	14	37	,	,	PUNCT
fumecheng-12107	14	38	s.	s.	PROPN
fumecheng-12107	14	39	a.	a.	PROPN
fumecheng-12107	14	40	edalatpanah	edalatpanah	PROPN
fumecheng-12107	14	41	affiliation	affiliation	PROPN
fumecheng-12107	14	42	,	,	PUNCT
fumecheng-12107	14	43	postal	postal	ADJ
fumecheng-12107	14	44	address	address	NOUN
fumecheng-12107	14	45	:	:	PUNCT
fumecheng-12107	14	46	guangzhou	guangzhou	PROPN
fumecheng-12107	14	47	city	city	PROPN
fumecheng-12107	14	48	university	university	PROPN
fumecheng-12107	14	49	of	of	ADP
fumecheng-12107	14	50	technology	technology	PROPN
fumecheng-12107	14	51	,	,	PUNCT
fumecheng-12107	14	52	guangzhou	guangzhou	PROPN
fumecheng-12107	14	53	,	,	PUNCT
fumecheng-12107	14	54	guangdong	guangdong	PROPN
fumecheng-12107	14	55	province	province	PROPN
fumecheng-12107	14	56	,	,	PUNCT
fumecheng-12107	14	57	china	china	PROPN
fumecheng-12107	14	58	&	&	CCONJ
fumecheng-12107	14	59	department	department	PROPN
fumecheng-12107	14	60	of	of	ADP
fumecheng-12107	14	61	applied	apply	VERB
fumecheng-12107	14	62	mathematics	mathematic	NOUN
fumecheng-12107	14	63	,	,	PUNCT
fumecheng-12107	14	64	ayandegan	ayandegan	PROPN
fumecheng-12107	14	65	institute	institute	PROPN
fumecheng-12107	14	66	of	of	ADP
fumecheng-12107	14	67	higher	high	ADJ
fumecheng-12107	14	68	education	education	NOUN
fumecheng-12107	14	69	,	,	PUNCT
fumecheng-12107	14	70	tonekabon	tonekabon	NOUN
fumecheng-12107	14	71	,	,	PUNCT
fumecheng-12107	14	72	iran	iran	PROPN
fumecheng-12107	14	73	.	.	PUNCT
fumecheng-12107	15	1	e	e	X
fumecheng-12107	15	2	-	-	NOUN
fumecheng-12107	15	3	mail	mail	NOUN
fumecheng-12107	15	4	:	:	PUNCT
fumecheng-12107	15	5	kuang_minghui@outlook.com	kuang_minghui@outlook.com	PROPN
fumecheng-12107	15	6	&	&	CCONJ
fumecheng-12107	15	7	s.a.edalatpanah@aihe.ac.ir	s.a.edalatpanah@aihe.ac.ir	PROPN
fumecheng-12107	16	1	mailto:kuang_minghui@outlook.com	mailto:kuang_minghui@outlook.com	PROPN
fumecheng-12107	16	2	mailto:s.a.edalatpanah@aihe.ac.ir	mailto:s.a.edalatpanah@aihe.ac.ir	PROPN
fumecheng-12107	16	3	480	480	NUM
fumecheng-12107	16	4	m.	m.	PROPN
fumecheng-12107	16	5	kuang	kuang	PROPN
fumecheng-12107	16	6	,	,	PUNCT
fumecheng-12107	16	7	r.	r.	PROPN
fumecheng-12107	16	8	safa	safa	PROPN
fumecheng-12107	16	9	,	,	PUNCT
fumecheng-12107	16	10	s.	s.	PROPN
fumecheng-12107	16	11	a.	a.	PROPN
fumecheng-12107	16	12	edalatpanah	edalatpanah	PROPN
fumecheng-12107	16	13	,	,	PUNCT
fumecheng-12107	16	14	r.	r.	PROPN
fumecheng-12107	16	15	s.	s.	PROPN
fumecheng-12107	16	16	keyser	keyser	PROPN
fumecheng-12107	16	17	1	1	X
fumecheng-12107	16	18	.	.	PUNCT
fumecheng-12107	16	19	introduction	introduction	NOUN
fumecheng-12107	16	20	sentiment	sentiment	NOUN
fumecheng-12107	16	21	analysis	analysis	NOUN
fumecheng-12107	16	22	(	(	PUNCT
fumecheng-12107	16	23	sa	sa	NOUN
fumecheng-12107	16	24	)	)	PUNCT
fumecheng-12107	16	25	,	,	PUNCT
fumecheng-12107	16	26	also	also	ADV
fumecheng-12107	16	27	known	know	VERB
fumecheng-12107	16	28	as	as	ADP
fumecheng-12107	16	29	opinion	opinion	NOUN
fumecheng-12107	16	30	mining	mining	NOUN
fumecheng-12107	16	31	(	(	PUNCT
fumecheng-12107	16	32	om	om	PROPN
fumecheng-12107	16	33	)	)	PUNCT
fumecheng-12107	16	34	,	,	PUNCT
fumecheng-12107	16	35	is	be	AUX
fumecheng-12107	16	36	an	an	DET
fumecheng-12107	16	37	essential	essential	ADJ
fumecheng-12107	16	38	application	application	NOUN
fumecheng-12107	16	39	of	of	ADP
fumecheng-12107	16	40	data	datum	NOUN
fumecheng-12107	16	41	mining	mining	NOUN
fumecheng-12107	16	42	that	that	PRON
fumecheng-12107	16	43	aims	aim	VERB
fumecheng-12107	16	44	to	to	PART
fumecheng-12107	16	45	collect	collect	VERB
fumecheng-12107	16	46	and	and	CCONJ
fumecheng-12107	16	47	extract	extract	VERB
fumecheng-12107	16	48	sentiments	sentiment	NOUN
fumecheng-12107	16	49	and	and	CCONJ
fumecheng-12107	16	50	opinions	opinion	NOUN
fumecheng-12107	16	51	from	from	ADP
fumecheng-12107	16	52	various	various	ADJ
fumecheng-12107	16	53	documents	document	NOUN
fumecheng-12107	16	54	.	.	PUNCT
fumecheng-12107	17	1	with	with	ADP
fumecheng-12107	17	2	the	the	DET
fumecheng-12107	17	3	ever	ever	ADV
fumecheng-12107	17	4	-	-	PUNCT
fumecheng-12107	17	5	increasing	increase	VERB
fumecheng-12107	17	6	amount	amount	NOUN
fumecheng-12107	17	7	of	of	ADP
fumecheng-12107	17	8	unstructured	unstructured	ADJ
fumecheng-12107	17	9	data	datum	NOUN
fumecheng-12107	17	10	available	available	ADJ
fumecheng-12107	17	11	on	on	ADP
fumecheng-12107	17	12	the	the	DET
fumecheng-12107	17	13	world	world	NOUN
fumecheng-12107	17	14	wide	wide	ADJ
fumecheng-12107	17	15	web	web	NOUN
fumecheng-12107	17	16	,	,	PUNCT
fumecheng-12107	17	17	processing	processing	NOUN
fumecheng-12107	17	18	and	and	CCONJ
fumecheng-12107	17	19	interpreting	interpret	VERB
fumecheng-12107	17	20	this	this	DET
fumecheng-12107	17	21	data	datum	NOUN
fumecheng-12107	17	22	pose	pose	VERB
fumecheng-12107	17	23	significant	significant	ADJ
fumecheng-12107	17	24	challenges	challenge	NOUN
fumecheng-12107	17	25	.	.	PUNCT
fumecheng-12107	18	1	however	however	ADV
fumecheng-12107	18	2	,	,	PUNCT
fumecheng-12107	18	3	neuro	neuro	ADJ
fumecheng-12107	18	4	-	-	PUNCT
fumecheng-12107	18	5	linguistic	linguistic	ADJ
fumecheng-12107	18	6	programming	programming	NOUN
fumecheng-12107	18	7	(	(	PUNCT
fumecheng-12107	18	8	nlp	nlp	NOUN
fumecheng-12107	18	9	)	)	PUNCT
fumecheng-12107	18	10	methods	method	NOUN
fumecheng-12107	18	11	can	can	AUX
fumecheng-12107	18	12	facilitate	facilitate	VERB
fumecheng-12107	18	13	the	the	DET
fumecheng-12107	18	14	analysis	analysis	NOUN
fumecheng-12107	18	15	[	[	X
fumecheng-12107	18	16	1	1	NUM
fumecheng-12107	18	17	]	]	PUNCT
fumecheng-12107	18	18	.	.	PUNCT
fumecheng-12107	19	1	the	the	DET
fumecheng-12107	19	2	influence	influence	NOUN
fumecheng-12107	19	3	of	of	ADP
fumecheng-12107	19	4	social	social	ADJ
fumecheng-12107	19	5	media	medium	NOUN
fumecheng-12107	19	6	on	on	ADP
fumecheng-12107	19	7	consumer	consumer	NOUN
fumecheng-12107	19	8	preferences	preference	NOUN
fumecheng-12107	19	9	,	,	PUNCT
fumecheng-12107	19	10	behaviors	behavior	NOUN
fumecheng-12107	19	11	,	,	PUNCT
fumecheng-12107	19	12	and	and	CCONJ
fumecheng-12107	19	13	attitudes	attitude	NOUN
fumecheng-12107	19	14	is	be	AUX
fumecheng-12107	19	15	profound	profound	ADJ
fumecheng-12107	19	16	.	.	PUNCT
fumecheng-12107	20	1	monitoring	monitor	VERB
fumecheng-12107	20	2	social	social	ADJ
fumecheng-12107	20	3	media	medium	NOUN
fumecheng-12107	20	4	provides	provide	VERB
fumecheng-12107	20	5	an	an	DET
fumecheng-12107	20	6	excellent	excellent	ADJ
fumecheng-12107	20	7	opportunity	opportunity	NOUN
fumecheng-12107	20	8	to	to	PART
fumecheng-12107	20	9	measure	measure	VERB
fumecheng-12107	20	10	customer	customer	NOUN
fumecheng-12107	20	11	loyalty	loyalty	NOUN
fumecheng-12107	20	12	and	and	CCONJ
fumecheng-12107	20	13	track	track	VERB
fumecheng-12107	20	14	their	their	PRON
fumecheng-12107	20	15	sentiments	sentiment	NOUN
fumecheng-12107	20	16	toward	toward	ADP
fumecheng-12107	20	17	different	different	ADJ
fumecheng-12107	20	18	brands	brand	NOUN
fumecheng-12107	20	19	or	or	CCONJ
fumecheng-12107	20	20	products	product	NOUN
fumecheng-12107	20	21	.	.	PUNCT
fumecheng-12107	21	1	however	however	ADV
fumecheng-12107	21	2	,	,	PUNCT
fumecheng-12107	21	3	extracting	extract	VERB
fumecheng-12107	21	4	relevant	relevant	ADJ
fumecheng-12107	21	5	content	content	NOUN
fumecheng-12107	21	6	from	from	ADP
fumecheng-12107	21	7	online	online	ADJ
fumecheng-12107	21	8	social	social	ADJ
fumecheng-12107	21	9	networks	network	NOUN
fumecheng-12107	21	10	(	(	PUNCT
fumecheng-12107	21	11	osns	osns	PROPN
fumecheng-12107	21	12	)	)	PUNCT
fumecheng-12107	21	13	is	be	AUX
fumecheng-12107	21	14	a	a	DET
fumecheng-12107	21	15	complex	complex	ADJ
fumecheng-12107	21	16	task	task	NOUN
fumecheng-12107	21	17	that	that	PRON
fumecheng-12107	21	18	requires	require	VERB
fumecheng-12107	21	19	a	a	DET
fumecheng-12107	21	20	comprehensive	comprehensive	ADJ
fumecheng-12107	21	21	understanding	understanding	NOUN
fumecheng-12107	21	22	of	of	ADP
fumecheng-12107	21	23	dialectal	dialectal	ADJ
fumecheng-12107	21	24	and	and	CCONJ
fumecheng-12107	21	25	linguistic	linguistic	ADJ
fumecheng-12107	21	26	semantic	semantic	ADJ
fumecheng-12107	21	27	rules	rule	NOUN
fumecheng-12107	21	28	.	.	PUNCT
fumecheng-12107	22	1	sa	sa	PROPN
fumecheng-12107	22	2	involves	involve	VERB
fumecheng-12107	22	3	a	a	DET
fumecheng-12107	22	4	multi	multi	ADJ
fumecheng-12107	22	5	-	-	ADJ
fumecheng-12107	22	6	step	step	ADJ
fumecheng-12107	22	7	process	process	NOUN
fumecheng-12107	22	8	,	,	PUNCT
fumecheng-12107	22	9	including	include	VERB
fumecheng-12107	22	10	feature	feature	NOUN
fumecheng-12107	22	11	selection	selection	NOUN
fumecheng-12107	22	12	,	,	PUNCT
fumecheng-12107	22	13	sentiment	sentiment	NOUN
fumecheng-12107	22	14	data	datum	NOUN
fumecheng-12107	22	15	collection	collection	NOUN
fumecheng-12107	22	16	,	,	PUNCT
fumecheng-12107	22	17	sentiment	sentiment	NOUN
fumecheng-12107	22	18	classification	classification	NOUN
fumecheng-12107	22	19	,	,	PUNCT
fumecheng-12107	22	20	and	and	CCONJ
fumecheng-12107	22	21	sentiment	sentiment	NOUN
fumecheng-12107	22	22	polarity	polarity	NOUN
fumecheng-12107	22	23	detection	detection	NOUN
fumecheng-12107	22	24	.	.	PUNCT
fumecheng-12107	23	1	effective	effective	ADJ
fumecheng-12107	23	2	feature	feature	NOUN
fumecheng-12107	23	3	selection	selection	NOUN
fumecheng-12107	23	4	is	be	AUX
fumecheng-12107	23	5	crucial	crucial	ADJ
fumecheng-12107	23	6	for	for	ADP
fumecheng-12107	23	7	understanding	understand	VERB
fumecheng-12107	23	8	the	the	DET
fumecheng-12107	23	9	main	main	ADJ
fumecheng-12107	23	10	aspects	aspect	NOUN
fumecheng-12107	23	11	and	and	CCONJ
fumecheng-12107	23	12	enhancing	enhance	VERB
fumecheng-12107	23	13	the	the	DET
fumecheng-12107	23	14	accuracy	accuracy	NOUN
fumecheng-12107	23	15	of	of	ADP
fumecheng-12107	23	16	the	the	DET
fumecheng-12107	23	17	system	system	NOUN
fumecheng-12107	23	18	.	.	PUNCT
fumecheng-12107	24	1	detecting	detect	VERB
fumecheng-12107	24	2	and	and	CCONJ
fumecheng-12107	24	3	classifying	classify	VERB
fumecheng-12107	24	4	sentiment	sentiment	NOUN
fumecheng-12107	24	5	has	have	AUX
fumecheng-12107	24	6	become	become	VERB
fumecheng-12107	24	7	particularly	particularly	ADV
fumecheng-12107	24	8	challenging	challenging	ADJ
fumecheng-12107	24	9	due	due	ADJ
fumecheng-12107	24	10	to	to	ADP
fumecheng-12107	24	11	the	the	DET
fumecheng-12107	24	12	vast	vast	ADJ
fumecheng-12107	24	13	volume	volume	NOUN
fumecheng-12107	24	14	,	,	PUNCT
fumecheng-12107	24	15	variety	variety	NOUN
fumecheng-12107	24	16	,	,	PUNCT
fumecheng-12107	24	17	and	and	CCONJ
fumecheng-12107	24	18	unstructured	unstructured	ADJ
fumecheng-12107	24	19	nature	nature	NOUN
fumecheng-12107	24	20	of	of	ADP
fumecheng-12107	24	21	web	web	NOUN
fumecheng-12107	24	22	-	-	PUNCT
fumecheng-12107	24	23	based	base	VERB
fumecheng-12107	24	24	social	social	ADJ
fumecheng-12107	24	25	networks	network	NOUN
fumecheng-12107	24	26	.	.	PUNCT
fumecheng-12107	25	1	therefore	therefore	ADV
fumecheng-12107	25	2	,	,	PUNCT
fumecheng-12107	25	3	feature	feature	NOUN
fumecheng-12107	25	4	selection	selection	NOUN
fumecheng-12107	25	5	plays	play	VERB
fumecheng-12107	25	6	a	a	DET
fumecheng-12107	25	7	critical	critical	ADJ
fumecheng-12107	25	8	role	role	NOUN
fumecheng-12107	25	9	in	in	ADP
fumecheng-12107	25	10	sa	sa	PROPN
fumecheng-12107	25	11	feature	feature	NOUN
fumecheng-12107	25	12	analysis	analysis	NOUN
fumecheng-12107	25	13	based	base	VERB
fumecheng-12107	25	14	on	on	ADP
fumecheng-12107	25	15	big	big	ADJ
fumecheng-12107	25	16	data	datum	NOUN
fumecheng-12107	25	17	.	.	PUNCT
fumecheng-12107	26	1	in	in	ADP
fumecheng-12107	26	2	general	general	ADJ
fumecheng-12107	26	3	,	,	PUNCT
fumecheng-12107	26	4	there	there	PRON
fumecheng-12107	26	5	are	be	VERB
fumecheng-12107	26	6	three	three	NUM
fumecheng-12107	26	7	sa	sa	NOUN
fumecheng-12107	26	8	levels	level	NOUN
fumecheng-12107	26	9	:	:	PUNCT
fumecheng-12107	26	10	(	(	PUNCT
fumecheng-12107	26	11	1	1	X
fumecheng-12107	26	12	)	)	PUNCT
fumecheng-12107	26	13	document	document	NOUN
fumecheng-12107	26	14	level	level	NOUN
fumecheng-12107	26	15	,	,	PUNCT
fumecheng-12107	26	16	(	(	PUNCT
fumecheng-12107	26	17	2	2	X
fumecheng-12107	26	18	)	)	PUNCT
fumecheng-12107	26	19	sentence	sentence	NOUN
fumecheng-12107	26	20	level	level	NOUN
fumecheng-12107	26	21	,	,	PUNCT
fumecheng-12107	26	22	and	and	CCONJ
fumecheng-12107	26	23	(	(	PUNCT
fumecheng-12107	26	24	3	3	X
fumecheng-12107	26	25	)	)	PUNCT
fumecheng-12107	26	26	aspect	aspect	NOUN
fumecheng-12107	26	27	level	level	NOUN
fumecheng-12107	26	28	.	.	PUNCT
fumecheng-12107	27	1	documentand	documentand	NOUN
fumecheng-12107	27	2	sentence	sentence	NOUN
fumecheng-12107	27	3	-	-	PUNCT
fumecheng-12107	27	4	level	level	NOUN
fumecheng-12107	27	5	sa	sa	NOUN
fumecheng-12107	27	6	assume	assume	VERB
fumecheng-12107	27	7	that	that	SCONJ
fumecheng-12107	27	8	only	only	ADV
fumecheng-12107	27	9	one	one	NUM
fumecheng-12107	27	10	theme	theme	NOUN
fumecheng-12107	27	11	is	be	AUX
fumecheng-12107	27	12	described	describe	VERB
fumecheng-12107	27	13	in	in	ADP
fumecheng-12107	27	14	a	a	DET
fumecheng-12107	27	15	document	document	NOUN
fumecheng-12107	27	16	or	or	CCONJ
fumecheng-12107	27	17	sentence	sentence	NOUN
fumecheng-12107	27	18	,	,	PUNCT
fumecheng-12107	27	19	which	which	PRON
fumecheng-12107	27	20	is	be	AUX
fumecheng-12107	27	21	often	often	ADV
fumecheng-12107	27	22	not	not	PART
fumecheng-12107	27	23	the	the	DET
fumecheng-12107	27	24	case	case	NOUN
fumecheng-12107	27	25	.	.	PUNCT
fumecheng-12107	28	1	therefore	therefore	ADV
fumecheng-12107	28	2	,	,	PUNCT
fumecheng-12107	28	3	more	more	ADV
fumecheng-12107	28	4	detailed	detailed	ADJ
fumecheng-12107	28	5	sa	sa	NOUN
fumecheng-12107	28	6	requires	require	VERB
fumecheng-12107	28	7	further	further	ADJ
fumecheng-12107	28	8	research	research	NOUN
fumecheng-12107	28	9	to	to	PART
fumecheng-12107	28	10	identify	identify	VERB
fumecheng-12107	28	11	related	related	ADJ
fumecheng-12107	28	12	entities	entity	NOUN
fumecheng-12107	28	13	and	and	CCONJ
fumecheng-12107	28	14	aspects	aspect	NOUN
fumecheng-12107	28	15	and	and	CCONJ
fumecheng-12107	28	16	classify	classify	VERB
fumecheng-12107	28	17	sentiment	sentiment	NOUN
fumecheng-12107	28	18	associated	associate	VERB
fumecheng-12107	28	19	with	with	ADP
fumecheng-12107	28	20	these	these	DET
fumecheng-12107	28	21	entities	entity	NOUN
fumecheng-12107	28	22	and	and	CCONJ
fumecheng-12107	28	23	aspects	aspect	NOUN
fumecheng-12107	28	24	[	[	X
fumecheng-12107	28	25	2	2	NUM
fumecheng-12107	28	26	]	]	PUNCT
fumecheng-12107	28	27	.	.	PUNCT
fumecheng-12107	29	1	instances	instance	NOUN
fumecheng-12107	29	2	of	of	ADP
fumecheng-12107	29	3	entities	entity	NOUN
fumecheng-12107	29	4	include	include	VERB
fumecheng-12107	29	5	products	product	NOUN
fumecheng-12107	29	6	,	,	PUNCT
fumecheng-12107	29	7	services	service	NOUN
fumecheng-12107	29	8	,	,	PUNCT
fumecheng-12107	29	9	themes	theme	NOUN
fumecheng-12107	29	10	,	,	PUNCT
fumecheng-12107	29	11	people	people	NOUN
fumecheng-12107	29	12	,	,	PUNCT
fumecheng-12107	29	13	organizations	organization	NOUN
fumecheng-12107	29	14	,	,	PUNCT
fumecheng-12107	29	15	or	or	CCONJ
fumecheng-12107	29	16	events	event	NOUN
fumecheng-12107	29	17	,	,	PUNCT
fumecheng-12107	29	18	often	often	ADV
fumecheng-12107	29	19	with	with	ADP
fumecheng-12107	29	20	dissimilar	dissimilar	ADJ
fumecheng-12107	29	21	aspects	aspect	NOUN
fumecheng-12107	29	22	.	.	PUNCT
fumecheng-12107	30	1	this	this	DET
fumecheng-12107	30	2	type	type	NOUN
fumecheng-12107	30	3	of	of	ADP
fumecheng-12107	30	4	sa	sa	NOUN
fumecheng-12107	30	5	generally	generally	ADV
fumecheng-12107	30	6	relies	rely	VERB
fumecheng-12107	30	7	on	on	ADP
fumecheng-12107	30	8	machine	machine	NOUN
fumecheng-12107	30	9	learning	learning	NOUN
fumecheng-12107	30	10	(	(	PUNCT
fumecheng-12107	30	11	ml	ml	NOUN
fumecheng-12107	30	12	)	)	PUNCT
fumecheng-12107	30	13	techniques	technique	NOUN
fumecheng-12107	30	14	.	.	PUNCT
fumecheng-12107	31	1	an	an	DET
fumecheng-12107	31	2	increased	increase	VERB
fumecheng-12107	31	3	level	level	NOUN
fumecheng-12107	31	4	of	of	ADP
fumecheng-12107	31	5	abstraction	abstraction	NOUN
fumecheng-12107	31	6	in	in	ADP
fumecheng-12107	31	7	ml	ml	ADP
fumecheng-12107	31	8	techniques	technique	NOUN
fumecheng-12107	31	9	also	also	ADV
fumecheng-12107	31	10	improves	improve	VERB
fumecheng-12107	31	11	the	the	DET
fumecheng-12107	31	12	efficiency	efficiency	NOUN
fumecheng-12107	31	13	of	of	ADP
fumecheng-12107	31	14	natural	natural	ADJ
fumecheng-12107	31	15	language	language	NOUN
fumecheng-12107	31	16	processing	processing	NOUN
fumecheng-12107	31	17	(	(	PUNCT
fumecheng-12107	31	18	nlp	nlp	NOUN
fumecheng-12107	31	19	)	)	PUNCT
fumecheng-12107	31	20	.	.	PUNCT
fumecheng-12107	32	1	there	there	PRON
fumecheng-12107	32	2	are	be	VERB
fumecheng-12107	32	3	three	three	NUM
fumecheng-12107	32	4	main	main	ADJ
fumecheng-12107	32	5	tasks	task	NOUN
fumecheng-12107	32	6	for	for	ADP
fumecheng-12107	32	7	aspect	aspect	NOUN
fumecheng-12107	32	8	-	-	PUNCT
fumecheng-12107	32	9	based	base	VERB
fumecheng-12107	32	10	sentiment	sentiment	NOUN
fumecheng-12107	32	11	analysis	analysis	NOUN
fumecheng-12107	32	12	(	(	PUNCT
fumecheng-12107	32	13	absa	absa	X
fumecheng-12107	32	14	):	):	PUNCT
fumecheng-12107	32	15	(	(	PUNCT
fumecheng-12107	32	16	1	1	X
fumecheng-12107	32	17	)	)	PUNCT
fumecheng-12107	32	18	opinion	opinion	NOUN
fumecheng-12107	32	19	target	target	NOUN
fumecheng-12107	32	20	extraction	extraction	NOUN
fumecheng-12107	32	21	,	,	PUNCT
fumecheng-12107	32	22	(	(	PUNCT
fumecheng-12107	32	23	2	2	X
fumecheng-12107	32	24	)	)	PUNCT
fumecheng-12107	32	25	aspect	aspect	NOUN
fumecheng-12107	32	26	category	category	NOUN
fumecheng-12107	32	27	detection	detection	NOUN
fumecheng-12107	32	28	(	(	PUNCT
fumecheng-12107	32	29	acd	acd	NOUN
fumecheng-12107	32	30	)	)	PUNCT
fumecheng-12107	32	31	,	,	PUNCT
fumecheng-12107	32	32	and	and	CCONJ
fumecheng-12107	32	33	(	(	PUNCT
fumecheng-12107	32	34	3	3	X
fumecheng-12107	32	35	)	)	PUNCT
fumecheng-12107	32	36	sentiment	sentiment	NOUN
fumecheng-12107	32	37	polarity	polarity	NOUN
fumecheng-12107	32	38	.	.	PUNCT
fumecheng-12107	33	1	opinion	opinion	NOUN
fumecheng-12107	33	2	target	target	NOUN
fumecheng-12107	33	3	extraction	extraction	NOUN
fumecheng-12107	33	4	involves	involve	VERB
fumecheng-12107	33	5	extracting	extract	VERB
fumecheng-12107	33	6	opinion	opinion	NOUN
fumecheng-12107	33	7	words	word	NOUN
fumecheng-12107	33	8	,	,	PUNCT
fumecheng-12107	33	9	i.e.	i.e.	X
fumecheng-12107	33	10	,	,	PUNCT
fumecheng-12107	33	11	entity	entity	NOUN
fumecheng-12107	33	12	or	or	CCONJ
fumecheng-12107	33	13	feature	feature	NOUN
fumecheng-12107	33	14	.	.	PUNCT
fumecheng-12107	34	1	acd	acd	NOUN
fumecheng-12107	34	2	is	be	AUX
fumecheng-12107	34	3	related	relate	VERB
fumecheng-12107	34	4	to	to	ADP
fumecheng-12107	34	5	identifying	identify	VERB
fumecheng-12107	34	6	entities	entity	NOUN
fumecheng-12107	34	7	and	and	CCONJ
fumecheng-12107	34	8	attributes	attribute	VERB
fumecheng-12107	34	9	[	[	X
fumecheng-12107	34	10	3	3	NUM
fumecheng-12107	34	11	]	]	PUNCT
fumecheng-12107	34	12	.	.	PUNCT
fumecheng-12107	35	1	sentiment	sentiment	NOUN
fumecheng-12107	35	2	polarity	polarity	NOUN
fumecheng-12107	35	3	is	be	AUX
fumecheng-12107	35	4	about	about	ADP
fumecheng-12107	35	5	clarifying	clarify	VERB
fumecheng-12107	35	6	the	the	DET
fumecheng-12107	35	7	sentiment	sentiment	NOUN
fumecheng-12107	35	8	polarity	polarity	NOUN
fumecheng-12107	35	9	for	for	ADP
fumecheng-12107	35	10	aspect	aspect	NOUN
fumecheng-12107	35	11	words	word	NOUN
fumecheng-12107	35	12	.	.	PUNCT
fumecheng-12107	36	1	learning	learn	VERB
fumecheng-12107	36	2	-	-	PUNCT
fumecheng-12107	36	3	based	base	VERB
fumecheng-12107	36	4	sa	sa	NOUN
fumecheng-12107	36	5	techniques	technique	NOUN
fumecheng-12107	36	6	are	be	AUX
fumecheng-12107	36	7	generally	generally	ADV
fumecheng-12107	36	8	divided	divide	VERB
fumecheng-12107	36	9	into	into	ADP
fumecheng-12107	36	10	two	two	NUM
fumecheng-12107	36	11	categories	category	NOUN
fumecheng-12107	36	12	:	:	PUNCT
fumecheng-12107	36	13	lexicon	lexicon	NOUN
fumecheng-12107	36	14	-	-	PUNCT
fumecheng-12107	36	15	based	base	VERB
fumecheng-12107	36	16	and	and	CCONJ
fumecheng-12107	36	17	ml	ml	ADV
fumecheng-12107	36	18	-	-	PUNCT
fumecheng-12107	36	19	based	base	VERB
fumecheng-12107	36	20	.	.	PUNCT
fumecheng-12107	37	1	lexicon	lexicon	NOUN
fumecheng-12107	37	2	-	-	PUNCT
fumecheng-12107	37	3	based	base	VERB
fumecheng-12107	37	4	techniques	technique	NOUN
fumecheng-12107	37	5	require	require	VERB
fumecheng-12107	37	6	a	a	DET
fumecheng-12107	37	7	predefined	predefine	VERB
fumecheng-12107	37	8	word	word	NOUN
fumecheng-12107	37	9	source	source	NOUN
fumecheng-12107	37	10	,	,	PUNCT
fumecheng-12107	37	11	such	such	ADJ
fumecheng-12107	37	12	as	as	ADP
fumecheng-12107	37	13	a	a	DET
fumecheng-12107	37	14	dictionary	dictionary	NOUN
fumecheng-12107	37	15	containing	contain	VERB
fumecheng-12107	37	16	a	a	DET
fumecheng-12107	37	17	list	list	NOUN
fumecheng-12107	37	18	of	of	ADP
fumecheng-12107	37	19	words	word	NOUN
fumecheng-12107	37	20	used	use	VERB
fumecheng-12107	37	21	to	to	PART
fumecheng-12107	37	22	express	express	VERB
fumecheng-12107	37	23	emotion	emotion	NOUN
fumecheng-12107	37	24	and	and	CCONJ
fumecheng-12107	37	25	predetermined	predetermine	VERB
fumecheng-12107	37	26	emotional	emotional	ADJ
fumecheng-12107	37	27	values	value	NOUN
fumecheng-12107	37	28	.	.	PUNCT
fumecheng-12107	38	1	then	then	ADV
fumecheng-12107	38	2	,	,	PUNCT
fumecheng-12107	38	3	based	base	VERB
fumecheng-12107	38	4	on	on	ADP
fumecheng-12107	38	5	the	the	DET
fumecheng-12107	38	6	sentiment	sentiment	NOUN
fumecheng-12107	38	7	lexicon	lexicon	NOUN
fumecheng-12107	38	8	and	and	CCONJ
fumecheng-12107	38	9	the	the	DET
fumecheng-12107	38	10	features	feature	NOUN
fumecheng-12107	38	11	extracted	extract	VERB
fumecheng-12107	38	12	from	from	ADP
fumecheng-12107	38	13	the	the	DET
fumecheng-12107	38	14	text	text	NOUN
fumecheng-12107	38	15	,	,	PUNCT
fumecheng-12107	38	16	the	the	DET
fumecheng-12107	38	17	sentences	sentence	NOUN
fumecheng-12107	38	18	are	be	AUX
fumecheng-12107	38	19	classified	classify	VERB
fumecheng-12107	38	20	according	accord	VERB
fumecheng-12107	38	21	to	to	ADP
fumecheng-12107	38	22	their	their	PRON
fumecheng-12107	38	23	polarity	polarity	NOUN
fumecheng-12107	38	24	.	.	PUNCT
fumecheng-12107	39	1	there	there	PRON
fumecheng-12107	39	2	is	be	VERB
fumecheng-12107	39	3	,	,	PUNCT
fumecheng-12107	39	4	however	however	ADV
fumecheng-12107	39	5	,	,	PUNCT
fumecheng-12107	39	6	a	a	DET
fumecheng-12107	39	7	cost	cost	NOUN
fumecheng-12107	39	8	and	and	CCONJ
fumecheng-12107	39	9	time	time	NOUN
fumecheng-12107	39	10	involved	involve	VERB
fumecheng-12107	39	11	in	in	ADP
fumecheng-12107	39	12	creating	create	VERB
fumecheng-12107	39	13	a	a	DET
fumecheng-12107	39	14	valid	valid	ADJ
fumecheng-12107	39	15	lexicon	lexicon	NOUN
fumecheng-12107	39	16	for	for	ADP
fumecheng-12107	39	17	these	these	DET
fumecheng-12107	39	18	methods	method	NOUN
fumecheng-12107	39	19	,	,	PUNCT
fumecheng-12107	39	20	as	as	SCONJ
fumecheng-12107	39	21	they	they	PRON
fumecheng-12107	39	22	do	do	AUX
fumecheng-12107	39	23	n't	not	PART
fumecheng-12107	39	24	need	need	VERB
fumecheng-12107	39	25	any	any	DET
fumecheng-12107	39	26	pre	pre	ADJ
fumecheng-12107	39	27	-	-	NOUN
fumecheng-12107	39	28	training	training	NOUN
fumecheng-12107	39	29	.	.	PUNCT
fumecheng-12107	40	1	meanwhile	meanwhile	ADV
fumecheng-12107	40	2	,	,	PUNCT
fumecheng-12107	40	3	ml	ml	NOUN
fumecheng-12107	40	4	-	-	PUNCT
fumecheng-12107	40	5	based	base	VERB
fumecheng-12107	40	6	techniques	technique	NOUN
fumecheng-12107	40	7	,	,	PUNCT
fumecheng-12107	40	8	such	such	ADJ
fumecheng-12107	40	9	as	as	ADP
fumecheng-12107	40	10	naive	naive	ADJ
fumecheng-12107	40	11	bayesian	bayesian	NOUN
fumecheng-12107	40	12	and	and	CCONJ
fumecheng-12107	40	13	support	support	VERB
fumecheng-12107	40	14	vector	vector	NOUN
fumecheng-12107	40	15	machine	machine	NOUN
fumecheng-12107	40	16	(	(	PUNCT
fumecheng-12107	40	17	svm	svm	PROPN
fumecheng-12107	40	18	)	)	PUNCT
fumecheng-12107	40	19	,	,	PUNCT
fumecheng-12107	40	20	have	have	AUX
fumecheng-12107	40	21	demonstrated	demonstrate	VERB
fumecheng-12107	40	22	significant	significant	ADJ
fumecheng-12107	40	23	success	success	NOUN
fumecheng-12107	40	24	in	in	ADP
fumecheng-12107	40	25	sentence	sentence	NOUN
fumecheng-12107	40	26	classification	classification	NOUN
fumecheng-12107	40	27	and	and	CCONJ
fumecheng-12107	40	28	sentiment	sentiment	NOUN
fumecheng-12107	40	29	analysis	analysis	NOUN
fumecheng-12107	40	30	[	[	X
fumecheng-12107	40	31	4	4	NUM
fumecheng-12107	40	32	]	]	PUNCT
fumecheng-12107	40	33	.	.	PUNCT
fumecheng-12107	41	1	ml	ml	PROPN
fumecheng-12107	41	2	methods	method	NOUN
fumecheng-12107	41	3	are	be	AUX
fumecheng-12107	41	4	based	base	VERB
fumecheng-12107	41	5	on	on	ADP
fumecheng-12107	41	6	classifying	classify	VERB
fumecheng-12107	41	7	words	word	NOUN
fumecheng-12107	41	8	into	into	ADP
fumecheng-12107	41	9	sentiment	sentiment	NOUN
fumecheng-12107	41	10	-	-	PUNCT
fumecheng-12107	41	11	related	relate	VERB
fumecheng-12107	41	12	labels	label	NOUN
fumecheng-12107	41	13	.	.	PUNCT
fumecheng-12107	42	1	the	the	DET
fumecheng-12107	42	2	main	main	ADJ
fumecheng-12107	42	3	advantage	advantage	NOUN
fumecheng-12107	42	4	of	of	ADP
fumecheng-12107	42	5	ml	ml	ADP
fumecheng-12107	42	6	approaches	approach	NOUN
fumecheng-12107	42	7	is	be	AUX
fumecheng-12107	42	8	their	their	PRON
fumecheng-12107	42	9	representation	representation	NOUN
fumecheng-12107	42	10	of	of	ADP
fumecheng-12107	42	11	learning	learn	VERB
fumecheng-12107	42	12	ability	ability	NOUN
fumecheng-12107	42	13	.	.	PUNCT
fumecheng-12107	43	1	ml	ml	PROPN
fumecheng-12107	44	1	algorithms	algorithm	NOUN
fumecheng-12107	44	2	require	require	VERB
fumecheng-12107	44	3	a	a	DET
fumecheng-12107	44	4	training	training	NOUN
fumecheng-12107	44	5	dataset	dataset	NOUN
fumecheng-12107	44	6	that	that	PRON
fumecheng-12107	44	7	helps	help	VERB
fumecheng-12107	44	8	automate	automate	VERB
fumecheng-12107	44	9	the	the	DET
fumecheng-12107	44	10	classifier	classifier	NOUN
fumecheng-12107	44	11	,	,	PUNCT
fumecheng-12107	44	12	and	and	CCONJ
fumecheng-12107	44	13	a	a	DET
fumecheng-12107	44	14	test	test	NOUN
fumecheng-12107	44	15	dataset	dataset	NOUN
fumecheng-12107	44	16	is	be	AUX
fumecheng-12107	44	17	also	also	ADV
fumecheng-12107	44	18	used	use	VERB
fumecheng-12107	44	19	to	to	PART
fumecheng-12107	44	20	verify	verify	VERB
fumecheng-12107	44	21	the	the	DET
fumecheng-12107	44	22	classifier	classifier	NOUN
fumecheng-12107	44	23	's	's	PART
fumecheng-12107	44	24	performance	performance	NOUN
fumecheng-12107	44	25	.	.	PUNCT
fumecheng-12107	45	1	therefore	therefore	ADV
fumecheng-12107	45	2	,	,	PUNCT
fumecheng-12107	45	3	ml	ml	VERB
fumecheng-12107	45	4	-	-	PUNCT
fumecheng-12107	45	5	based	base	VERB
fumecheng-12107	45	6	approaches	approach	NOUN
fumecheng-12107	45	7	are	be	AUX
fumecheng-12107	45	8	better	well	ADJ
fumecheng-12107	45	9	than	than	ADP
fumecheng-12107	45	10	lexiconbased	lexiconbase	VERB
fumecheng-12107	45	11	approaches	approach	NOUN
fumecheng-12107	45	12	for	for	ADP
fumecheng-12107	45	13	sa	sa	NOUN
fumecheng-12107	45	14	because	because	SCONJ
fumecheng-12107	45	15	of	of	ADP
fumecheng-12107	45	16	their	their	PRON
fumecheng-12107	45	17	capacity	capacity	NOUN
fumecheng-12107	45	18	to	to	PART
fumecheng-12107	45	19	deal	deal	VERB
fumecheng-12107	45	20	with	with	ADP
fumecheng-12107	45	21	large	large	ADJ
fumecheng-12107	45	22	amounts	amount	NOUN
fumecheng-12107	45	23	of	of	ADP
fumecheng-12107	45	24	data	datum	NOUN
fumecheng-12107	45	25	.	.	PUNCT
fumecheng-12107	46	1	in	in	ADP
fumecheng-12107	46	2	addition	addition	NOUN
fumecheng-12107	46	3	,	,	PUNCT
fumecheng-12107	46	4	extensive	extensive	ADJ
fumecheng-12107	46	5	research	research	NOUN
fumecheng-12107	46	6	has	have	AUX
fumecheng-12107	46	7	been	be	AUX
fumecheng-12107	46	8	conducted	conduct	VERB
fumecheng-12107	46	9	on	on	ADP
fumecheng-12107	46	10	sa	sa	NOUN
fumecheng-12107	46	11	using	use	VERB
fumecheng-12107	46	12	ml	ml	NOUN
fumecheng-12107	46	13	-	-	PUNCT
fumecheng-12107	46	14	based	base	VERB
fumecheng-12107	46	15	approaches	approach	NOUN
fumecheng-12107	46	16	[	[	X
fumecheng-12107	46	17	5	5	NUM
fumecheng-12107	46	18	]	]	PUNCT
fumecheng-12107	46	19	.	.	PUNCT
fumecheng-12107	47	1	despite	despite	SCONJ
fumecheng-12107	47	2	their	their	PRON
fumecheng-12107	47	3	somewhat	somewhat	ADV
fumecheng-12107	47	4	acceptable	acceptable	ADJ
fumecheng-12107	47	5	performance	performance	NOUN
fumecheng-12107	47	6	,	,	PUNCT
fumecheng-12107	47	7	ml	ml	NOUN
fumecheng-12107	47	8	-	-	PUNCT
fumecheng-12107	47	9	based	base	VERB
fumecheng-12107	47	10	techniques	technique	NOUN
fumecheng-12107	47	11	can	can	AUX
fumecheng-12107	47	12	not	not	PART
fumecheng-12107	47	13	thoroughly	thoroughly	ADV
fumecheng-12107	47	14	investigate	investigate	VERB
fumecheng-12107	47	15	texts	text	NOUN
fumecheng-12107	47	16	'	'	PART
fumecheng-12107	47	17	structure	structure	NOUN
fumecheng-12107	47	18	and	and	CCONJ
fumecheng-12107	47	19	meaning	meaning	NOUN
fumecheng-12107	47	20	,	,	PUNCT
fumecheng-12107	47	21	and	and	CCONJ
fumecheng-12107	47	22	disregarding	disregard	VERB
fumecheng-12107	47	23	a	a	DET
fumecheng-12107	47	24	positive	positive	ADJ
fumecheng-12107	47	25	phrase	phrase	NOUN
fumecheng-12107	47	26	can	can	AUX
fumecheng-12107	47	27	change	change	VERB
fumecheng-12107	47	28	the	the	DET
fumecheng-12107	47	29	a	a	DET
fumecheng-12107	47	30	hybrid	hybrid	ADJ
fumecheng-12107	47	31	deep	deep	ADJ
fumecheng-12107	47	32	learning	learning	NOUN
fumecheng-12107	47	33	approach	approach	NOUN
fumecheng-12107	47	34	for	for	ADP
fumecheng-12107	47	35	sentiment	sentiment	NOUN
fumecheng-12107	47	36	analysis	analysis	NOUN
fumecheng-12107	47	37	in	in	ADP
fumecheng-12107	47	38	product	product	NOUN
fumecheng-12107	47	39	reviews	review	NOUN
fumecheng-12107	47	40	481	481	NUM
fumecheng-12107	47	41	text	text	NOUN
fumecheng-12107	47	42	polarity	polarity	NOUN
fumecheng-12107	48	1	[	[	X
fumecheng-12107	48	2	6	6	NUM
fumecheng-12107	48	3	]	]	PUNCT
fumecheng-12107	48	4	.	.	PUNCT
fumecheng-12107	49	1	alternatively	alternatively	ADV
fumecheng-12107	49	2	,	,	PUNCT
fumecheng-12107	49	3	the	the	DET
fumecheng-12107	49	4	extraction	extraction	NOUN
fumecheng-12107	49	5	of	of	ADP
fumecheng-12107	49	6	features	feature	NOUN
fumecheng-12107	49	7	is	be	AUX
fumecheng-12107	49	8	a	a	DET
fumecheng-12107	49	9	vital	vital	ADJ
fumecheng-12107	49	10	part	part	NOUN
fumecheng-12107	49	11	of	of	ADP
fumecheng-12107	49	12	ml	ml	NOUN
fumecheng-12107	49	13	-	-	PUNCT
fumecheng-12107	49	14	based	base	VERB
fumecheng-12107	49	15	techniques	technique	NOUN
fumecheng-12107	49	16	,	,	PUNCT
fumecheng-12107	49	17	and	and	CCONJ
fumecheng-12107	49	18	the	the	DET
fumecheng-12107	49	19	extracted	extract	VERB
fumecheng-12107	49	20	features	feature	NOUN
fumecheng-12107	49	21	play	play	VERB
fumecheng-12107	49	22	a	a	DET
fumecheng-12107	49	23	crucial	crucial	ADJ
fumecheng-12107	49	24	role	role	NOUN
fumecheng-12107	49	25	in	in	ADP
fumecheng-12107	49	26	classifying	classify	VERB
fumecheng-12107	49	27	data	datum	NOUN
fumecheng-12107	49	28	.	.	PUNCT
fumecheng-12107	50	1	hence	hence	ADV
fumecheng-12107	50	2	,	,	PUNCT
fumecheng-12107	50	3	sa	sa	PROPN
fumecheng-12107	50	4	and	and	CCONJ
fumecheng-12107	50	5	deep	deep	ADJ
fumecheng-12107	50	6	learning	learning	NOUN
fumecheng-12107	50	7	(	(	PUNCT
fumecheng-12107	50	8	dl	dl	NOUN
fumecheng-12107	50	9	)	)	PUNCT
fumecheng-12107	50	10	techniques	technique	NOUN
fumecheng-12107	50	11	are	be	AUX
fumecheng-12107	50	12	integrated	integrate	VERB
fumecheng-12107	50	13	due	due	ADP
fumecheng-12107	50	14	to	to	ADP
fumecheng-12107	50	15	the	the	DET
fumecheng-12107	50	16	effectiveness	effectiveness	NOUN
fumecheng-12107	50	17	of	of	ADP
fumecheng-12107	50	18	dl	dl	PROPN
fumecheng-12107	50	19	in	in	ADP
fumecheng-12107	50	20	automated	automate	VERB
fumecheng-12107	50	21	machine	machine	NOUN
fumecheng-12107	50	22	learning	learning	NOUN
fumecheng-12107	50	23	(	(	PUNCT
fumecheng-12107	50	24	automl	automl	PROPN
fumecheng-12107	50	25	)	)	PUNCT
fumecheng-12107	50	26	and	and	CCONJ
fumecheng-12107	50	27	the	the	DET
fumecheng-12107	50	28	lack	lack	NOUN
fumecheng-12107	50	29	of	of	ADP
fumecheng-12107	50	30	dependence	dependence	NOUN
fumecheng-12107	50	31	on	on	ADP
fumecheng-12107	50	32	manual	manual	ADJ
fumecheng-12107	50	33	feature	feature	NOUN
fumecheng-12107	50	34	extraction	extraction	NOUN
fumecheng-12107	50	35	.	.	PUNCT
fumecheng-12107	51	1	dl	dl	PROPN
fumecheng-12107	51	2	includes	include	VERB
fumecheng-12107	51	3	several	several	ADJ
fumecheng-12107	51	4	networks	network	NOUN
fumecheng-12107	51	5	:	:	PUNCT
fumecheng-12107	51	6	convolutional	convolutional	ADJ
fumecheng-12107	51	7	neural	neural	ADJ
fumecheng-12107	51	8	network	network	NOUN
fumecheng-12107	51	9	(	(	PUNCT
fumecheng-12107	51	10	cnn	cnn	PROPN
fumecheng-12107	51	11	)	)	PUNCT
fumecheng-12107	51	12	,	,	PUNCT
fumecheng-12107	51	13	deep	deep	ADJ
fumecheng-12107	51	14	belief	belief	NOUN
fumecheng-12107	51	15	network	network	NOUN
fumecheng-12107	51	16	(	(	PUNCT
fumecheng-12107	51	17	dbn	dbn	PROPN
fumecheng-12107	51	18	)	)	PUNCT
fumecheng-12107	51	19	,	,	PUNCT
fumecheng-12107	51	20	recursive	recursive	ADJ
fumecheng-12107	51	21	and	and	CCONJ
fumecheng-12107	51	22	recurrent	recurrent	ADJ
fumecheng-12107	51	23	neural	neural	ADJ
fumecheng-12107	51	24	network	network	NOUN
fumecheng-12107	51	25	(	(	PUNCT
fumecheng-12107	51	26	rnn	rnn	PROPN
fumecheng-12107	51	27	)	)	PUNCT
fumecheng-12107	51	28	,	,	PUNCT
fumecheng-12107	51	29	and	and	CCONJ
fumecheng-12107	51	30	many	many	ADJ
fumecheng-12107	51	31	others	other	NOUN
fumecheng-12107	51	32	.	.	PUNCT
fumecheng-12107	52	1	albeit	albeit	SCONJ
fumecheng-12107	52	2	dl	dl	NOUN
fumecheng-12107	52	3	-	-	PUNCT
fumecheng-12107	52	4	based	base	VERB
fumecheng-12107	52	5	networks	network	NOUN
fumecheng-12107	52	6	outperform	outperform	VERB
fumecheng-12107	52	7	other	other	ADJ
fumecheng-12107	52	8	sa	sa	PROPN
fumecheng-12107	52	9	algorithms	algorithm	NOUN
fumecheng-12107	52	10	,	,	PUNCT
fumecheng-12107	52	11	they	they	PRON
fumecheng-12107	52	12	still	still	ADV
fumecheng-12107	52	13	face	face	VERB
fumecheng-12107	52	14	some	some	DET
fumecheng-12107	52	15	limitations	limitation	NOUN
fumecheng-12107	52	16	[	[	X
fumecheng-12107	52	17	6	6	NUM
fumecheng-12107	52	18	]	]	PUNCT
fumecheng-12107	52	19	.	.	PUNCT
fumecheng-12107	53	1	rnn	rnn	PROPN
fumecheng-12107	53	2	is	be	AUX
fumecheng-12107	53	3	a	a	DET
fumecheng-12107	53	4	sa	sa	NOUN
fumecheng-12107	53	5	algorithm	algorithm	NOUN
fumecheng-12107	53	6	.	.	PUNCT
fumecheng-12107	54	1	the	the	DET
fumecheng-12107	54	2	superiority	superiority	NOUN
fumecheng-12107	54	3	of	of	ADP
fumecheng-12107	54	4	rnn	rnn	NOUN
fumecheng-12107	54	5	over	over	ADP
fumecheng-12107	54	6	other	other	ADJ
fumecheng-12107	54	7	neural	neural	ADJ
fumecheng-12107	54	8	networks	network	NOUN
fumecheng-12107	54	9	(	(	PUNCT
fumecheng-12107	54	10	nns	nn	NOUN
fumecheng-12107	54	11	)	)	PUNCT
fumecheng-12107	54	12	is	be	AUX
fumecheng-12107	54	13	that	that	SCONJ
fumecheng-12107	54	14	it	it	PRON
fumecheng-12107	54	15	outperforms	outperform	VERB
fumecheng-12107	54	16	in	in	ADP
fumecheng-12107	54	17	predicting	predict	VERB
fumecheng-12107	54	18	structured	structured	ADJ
fumecheng-12107	54	19	data	datum	NOUN
fumecheng-12107	54	20	for	for	ADP
fumecheng-12107	54	21	variable	variable	ADJ
fumecheng-12107	54	22	input	input	NOUN
fumecheng-12107	54	23	.	.	PUNCT
fumecheng-12107	55	1	in	in	ADP
fumecheng-12107	55	2	the	the	DET
fumecheng-12107	55	3	rnn	rnn	NOUN
fumecheng-12107	55	4	architecture	architecture	NOUN
fumecheng-12107	55	5	,	,	PUNCT
fumecheng-12107	55	6	the	the	DET
fumecheng-12107	55	7	input	input	NOUN
fumecheng-12107	55	8	layer	layer	NOUN
fumecheng-12107	55	9	includes	include	VERB
fumecheng-12107	55	10	a	a	DET
fumecheng-12107	55	11	word	word	NOUN
fumecheng-12107	55	12	feature	feature	NOUN
fumecheng-12107	55	13	vector	vector	NOUN
fumecheng-12107	55	14	at	at	ADP
fumecheng-12107	55	15	time	time	NOUN
fumecheng-12107	55	16	t.	t.	NOUN
fumecheng-12107	55	17	the	the	DET
fumecheng-12107	55	18	input	input	NOUN
fumecheng-12107	55	19	layer	layer	NOUN
fumecheng-12107	55	20	is	be	AUX
fumecheng-12107	55	21	attached	attach	VERB
fumecheng-12107	55	22	to	to	ADP
fumecheng-12107	55	23	the	the	DET
fumecheng-12107	55	24	hidden	hide	VERB
fumecheng-12107	55	25	layer	layer	NOUN
fumecheng-12107	55	26	,	,	PUNCT
fumecheng-12107	55	27	containing	contain	VERB
fumecheng-12107	55	28	the	the	DET
fumecheng-12107	55	29	information	information	NOUN
fumecheng-12107	55	30	history	history	NOUN
fumecheng-12107	55	31	.	.	PUNCT
fumecheng-12107	56	1	in	in	ADP
fumecheng-12107	56	2	addition	addition	NOUN
fumecheng-12107	56	3	to	to	ADP
fumecheng-12107	56	4	recursive	recursive	ADJ
fumecheng-12107	56	5	connections	connection	NOUN
fumecheng-12107	56	6	to	to	ADP
fumecheng-12107	56	7	the	the	DET
fumecheng-12107	56	8	output	output	NOUN
fumecheng-12107	56	9	layer	layer	NOUN
fumecheng-12107	56	10	,	,	PUNCT
fumecheng-12107	56	11	the	the	DET
fumecheng-12107	56	12	hidden	hide	VERB
fumecheng-12107	56	13	layer	layer	NOUN
fumecheng-12107	56	14	has	have	VERB
fumecheng-12107	56	15	recursive	recursive	ADJ
fumecheng-12107	56	16	connections	connection	NOUN
fumecheng-12107	56	17	to	to	ADP
fumecheng-12107	56	18	itself	itself	PRON
fumecheng-12107	56	19	.	.	PUNCT
fumecheng-12107	57	1	the	the	DET
fumecheng-12107	57	2	hidden	hidden	ADJ
fumecheng-12107	57	3	and	and	CCONJ
fumecheng-12107	57	4	output	output	NOUN
fumecheng-12107	57	5	layers	layer	NOUN
fumecheng-12107	57	6	also	also	ADV
fumecheng-12107	57	7	contain	contain	VERB
fumecheng-12107	57	8	neurons	neuron	NOUN
fumecheng-12107	57	9	for	for	ADP
fumecheng-12107	57	10	storing	store	VERB
fumecheng-12107	57	11	values	value	NOUN
fumecheng-12107	57	12	at	at	ADP
fumecheng-12107	57	13	time	time	NOUN
fumecheng-12107	57	14	t.	t.	PROPN
fumecheng-12107	57	15	recurrence	recurrence	NOUN
fumecheng-12107	57	16	permits	permit	VERB
fumecheng-12107	57	17	the	the	DET
fumecheng-12107	57	18	network	network	NOUN
fumecheng-12107	57	19	to	to	PART
fumecheng-12107	57	20	be	be	AUX
fumecheng-12107	57	21	deeper	deep	ADJ
fumecheng-12107	57	22	than	than	ADP
fumecheng-12107	57	23	a	a	DET
fumecheng-12107	57	24	conventional	conventional	ADJ
fumecheng-12107	57	25	nn	nn	X
fumecheng-12107	58	1	[	[	X
fumecheng-12107	58	2	7	7	NUM
fumecheng-12107	58	3	]	]	PUNCT
fumecheng-12107	58	4	.	.	PUNCT
fumecheng-12107	59	1	this	this	DET
fumecheng-12107	59	2	study	study	NOUN
fumecheng-12107	59	3	proposes	propose	VERB
fumecheng-12107	59	4	a	a	DET
fumecheng-12107	59	5	novel	novel	ADJ
fumecheng-12107	59	6	nn	nn	NOUN
fumecheng-12107	59	7	-	-	PUNCT
fumecheng-12107	59	8	based	base	VERB
fumecheng-12107	59	9	approach	approach	NOUN
fumecheng-12107	59	10	to	to	PART
fumecheng-12107	59	11	sa	sa	VERB
fumecheng-12107	59	12	with	with	ADP
fumecheng-12107	59	13	an	an	DET
fumecheng-12107	59	14	emphasis	emphasis	NOUN
fumecheng-12107	59	15	on	on	ADP
fumecheng-12107	59	16	digital	digital	ADJ
fumecheng-12107	59	17	marketing	marketing	NOUN
fumecheng-12107	59	18	.	.	PUNCT
fumecheng-12107	60	1	although	although	SCONJ
fumecheng-12107	60	2	simple	simple	ADJ
fumecheng-12107	60	3	rnn	rnn	NOUN
fumecheng-12107	60	4	is	be	AUX
fumecheng-12107	60	5	considered	consider	VERB
fumecheng-12107	60	6	a	a	DET
fumecheng-12107	60	7	very	very	ADV
fumecheng-12107	60	8	robust	robust	ADJ
fumecheng-12107	60	9	tool	tool	NOUN
fumecheng-12107	60	10	,	,	PUNCT
fumecheng-12107	60	11	it	it	PRON
fumecheng-12107	60	12	suffers	suffer	VERB
fumecheng-12107	60	13	from	from	ADP
fumecheng-12107	60	14	some	some	DET
fumecheng-12107	60	15	fundamental	fundamental	ADJ
fumecheng-12107	60	16	challenges	challenge	NOUN
fumecheng-12107	60	17	,	,	PUNCT
fumecheng-12107	60	18	including	include	VERB
fumecheng-12107	60	19	vanishing	vanish	VERB
fumecheng-12107	60	20	gradient	gradient	NOUN
fumecheng-12107	60	21	and	and	CCONJ
fumecheng-12107	60	22	the	the	DET
fumecheng-12107	60	23	inability	inability	NOUN
fumecheng-12107	60	24	to	to	PART
fumecheng-12107	60	25	learn	learn	VERB
fumecheng-12107	60	26	in	in	ADP
fumecheng-12107	60	27	deeper	deep	ADJ
fumecheng-12107	60	28	layers	layer	NOUN
fumecheng-12107	60	29	.	.	PUNCT
fumecheng-12107	61	1	therefore	therefore	ADV
fumecheng-12107	61	2	,	,	PUNCT
fumecheng-12107	61	3	this	this	DET
fumecheng-12107	61	4	study	study	NOUN
fumecheng-12107	61	5	seeks	seek	VERB
fumecheng-12107	61	6	to	to	PART
fumecheng-12107	61	7	overcome	overcome	VERB
fumecheng-12107	61	8	these	these	DET
fumecheng-12107	61	9	challenges	challenge	NOUN
fumecheng-12107	61	10	by	by	ADP
fumecheng-12107	61	11	proposing	propose	VERB
fumecheng-12107	61	12	a	a	DET
fumecheng-12107	61	13	modified	modify	VERB
fumecheng-12107	61	14	rnn	rnn	NOUN
fumecheng-12107	61	15	approach	approach	NOUN
fumecheng-12107	61	16	that	that	PRON
fumecheng-12107	61	17	uses	use	VERB
fumecheng-12107	61	18	dl	dl	NOUN
fumecheng-12107	61	19	-	-	PUNCT
fumecheng-12107	61	20	based	base	VERB
fumecheng-12107	61	21	techniques	technique	NOUN
fumecheng-12107	61	22	.	.	PUNCT
fumecheng-12107	62	1	the	the	DET
fumecheng-12107	62	2	proposed	propose	VERB
fumecheng-12107	62	3	approach	approach	NOUN
fumecheng-12107	62	4	is	be	AUX
fumecheng-12107	62	5	presented	present	VERB
fumecheng-12107	62	6	so	so	SCONJ
fumecheng-12107	62	7	that	that	SCONJ
fumecheng-12107	62	8	it	it	PRON
fumecheng-12107	62	9	can	can	AUX
fumecheng-12107	62	10	be	be	AUX
fumecheng-12107	62	11	compared	compare	VERB
fumecheng-12107	62	12	with	with	ADP
fumecheng-12107	62	13	the	the	DET
fumecheng-12107	62	14	evaluation	evaluation	NOUN
fumecheng-12107	62	15	metrics	metric	NOUN
fumecheng-12107	62	16	of	of	ADP
fumecheng-12107	62	17	other	other	ADJ
fumecheng-12107	62	18	existing	exist	VERB
fumecheng-12107	62	19	approaches	approach	NOUN
fumecheng-12107	62	20	.	.	PUNCT
fumecheng-12107	63	1	facebook	facebook	NOUN
fumecheng-12107	63	2	and	and	CCONJ
fumecheng-12107	63	3	amazon	amazon	NOUN
fumecheng-12107	63	4	datasets	dataset	NOUN
fumecheng-12107	63	5	are	be	AUX
fumecheng-12107	63	6	also	also	ADV
fumecheng-12107	63	7	used	use	VERB
fumecheng-12107	63	8	to	to	PART
fumecheng-12107	63	9	evaluate	evaluate	VERB
fumecheng-12107	63	10	the	the	DET
fumecheng-12107	63	11	proposed	propose	VERB
fumecheng-12107	63	12	approach	approach	NOUN
fumecheng-12107	63	13	compared	compare	VERB
fumecheng-12107	63	14	to	to	ADP
fumecheng-12107	63	15	other	other	ADJ
fumecheng-12107	63	16	approaches	approach	NOUN
fumecheng-12107	63	17	.	.	PUNCT
fumecheng-12107	64	1	although	although	SCONJ
fumecheng-12107	64	2	the	the	DET
fumecheng-12107	64	3	terms	term	NOUN
fumecheng-12107	64	4	online	online	ADJ
fumecheng-12107	64	5	marketing	marketing	NOUN
fumecheng-12107	64	6	and	and	CCONJ
fumecheng-12107	64	7	digital	digital	ADJ
fumecheng-12107	64	8	marketing	marketing	NOUN
fumecheng-12107	64	9	are	be	AUX
fumecheng-12107	64	10	prevalent	prevalent	ADJ
fumecheng-12107	64	11	,	,	PUNCT
fumecheng-12107	64	12	smm	smm	X
fumecheng-12107	64	13	is	be	AUX
fumecheng-12107	64	14	becoming	become	VERB
fumecheng-12107	64	15	more	more	ADV
fumecheng-12107	64	16	popular	popular	ADJ
fumecheng-12107	64	17	with	with	ADP
fumecheng-12107	64	18	the	the	DET
fumecheng-12107	64	19	increasing	increase	VERB
fumecheng-12107	64	20	use	use	NOUN
fumecheng-12107	64	21	of	of	ADP
fumecheng-12107	64	22	social	social	ADJ
fumecheng-12107	64	23	media	medium	NOUN
fumecheng-12107	64	24	platforms	platform	NOUN
fumecheng-12107	64	25	such	such	ADJ
fumecheng-12107	64	26	as	as	ADP
fumecheng-12107	64	27	instagram	instagram	PROPN
fumecheng-12107	64	28	,	,	PUNCT
fumecheng-12107	64	29	twitter	twitter	NOUN
fumecheng-12107	64	30	,	,	PUNCT
fumecheng-12107	64	31	facebook	facebook	NOUN
fumecheng-12107	64	32	,	,	PUNCT
fumecheng-12107	64	33	and	and	CCONJ
fumecheng-12107	64	34	linkedin	linkedin	NOUN
fumecheng-12107	64	35	[	[	X
fumecheng-12107	64	36	8	8	NUM
fumecheng-12107	64	37	]	]	PUNCT
fumecheng-12107	64	38	.	.	PUNCT
fumecheng-12107	65	1	several	several	ADJ
fumecheng-12107	65	2	social	social	ADJ
fumecheng-12107	65	3	media	medium	NOUN
fumecheng-12107	65	4	platforms	platform	NOUN
fumecheng-12107	65	5	provide	provide	VERB
fumecheng-12107	65	6	companies	company	NOUN
fumecheng-12107	65	7	with	with	ADP
fumecheng-12107	65	8	data	datum	NOUN
fumecheng-12107	65	9	analytics	analytic	NOUN
fumecheng-12107	65	10	tools	tool	NOUN
fumecheng-12107	65	11	for	for	ADP
fumecheng-12107	65	12	tracking	track	VERB
fumecheng-12107	65	13	the	the	DET
fumecheng-12107	65	14	progress	progress	NOUN
fumecheng-12107	65	15	,	,	PUNCT
fumecheng-12107	65	16	success	success	NOUN
fumecheng-12107	65	17	,	,	PUNCT
fumecheng-12107	65	18	and	and	CCONJ
fumecheng-12107	65	19	engagement	engagement	NOUN
fumecheng-12107	65	20	of	of	ADP
fumecheng-12107	65	21	ad	ad	NOUN
fumecheng-12107	65	22	campaigns	campaign	NOUN
fumecheng-12107	65	23	.	.	PUNCT
fumecheng-12107	66	1	companies	company	NOUN
fumecheng-12107	66	2	can	can	AUX
fumecheng-12107	66	3	address	address	VERB
fumecheng-12107	66	4	a	a	DET
fumecheng-12107	66	5	wide	wide	ADJ
fumecheng-12107	66	6	range	range	NOUN
fumecheng-12107	66	7	of	of	ADP
fumecheng-12107	66	8	stakeholders	stakeholder	NOUN
fumecheng-12107	66	9	through	through	ADP
fumecheng-12107	66	10	smm	smm	PROPN
fumecheng-12107	66	11	.	.	PUNCT
fumecheng-12107	67	1	at	at	ADP
fumecheng-12107	67	2	the	the	DET
fumecheng-12107	67	3	strategic	strategic	ADJ
fumecheng-12107	67	4	level	level	NOUN
fumecheng-12107	67	5	,	,	PUNCT
fumecheng-12107	67	6	smm	smm	NOUN
fumecheng-12107	67	7	involves	involve	VERB
fumecheng-12107	67	8	handling	handle	VERB
fumecheng-12107	67	9	a	a	DET
fumecheng-12107	67	10	marketing	marketing	NOUN
fumecheng-12107	67	11	campaign	campaign	NOUN
fumecheng-12107	67	12	and	and	CCONJ
fumecheng-12107	67	13	creating	create	VERB
fumecheng-12107	67	14	a	a	DET
fumecheng-12107	67	15	company	company	NOUN
fumecheng-12107	67	16	's	's	PART
fumecheng-12107	67	17	intended	intend	VERB
fumecheng-12107	67	18	social	social	ADJ
fumecheng-12107	67	19	media	medium	NOUN
fumecheng-12107	67	20	platforms	platform	NOUN
fumecheng-12107	67	21	.	.	PUNCT
fumecheng-12107	68	1	in	in	ADP
fumecheng-12107	68	2	data	data	NOUN
fumecheng-12107	68	3	analytics	analytic	NOUN
fumecheng-12107	68	4	,	,	PUNCT
fumecheng-12107	68	5	sa	sa	PROPN
fumecheng-12107	68	6	identifies	identifie	NOUN
fumecheng-12107	68	7	and	and	CCONJ
fumecheng-12107	68	8	extracts	extract	NOUN
fumecheng-12107	68	9	expressed	express	VERB
fumecheng-12107	68	10	opinions	opinion	NOUN
fumecheng-12107	68	11	or	or	CCONJ
fumecheng-12107	68	12	feelings	feeling	NOUN
fumecheng-12107	68	13	.	.	PUNCT
fumecheng-12107	69	1	as	as	SCONJ
fumecheng-12107	69	2	social	social	ADJ
fumecheng-12107	69	3	networks	network	NOUN
fumecheng-12107	69	4	evolve	evolve	VERB
fumecheng-12107	69	5	,	,	PUNCT
fumecheng-12107	69	6	research	research	NOUN
fumecheng-12107	69	7	in	in	ADP
fumecheng-12107	69	8	computer	computer	NOUN
fumecheng-12107	69	9	science	science	NOUN
fumecheng-12107	69	10	has	have	AUX
fumecheng-12107	69	11	become	become	VERB
fumecheng-12107	69	12	increasingly	increasingly	ADV
fumecheng-12107	69	13	focused	focus	VERB
fumecheng-12107	69	14	on	on	ADP
fumecheng-12107	69	15	sa	sa	PROPN
fumecheng-12107	69	16	.	.	PUNCT
fumecheng-12107	70	1	in	in	ADP
fumecheng-12107	70	2	particular	particular	ADJ
fumecheng-12107	70	3	,	,	PUNCT
fumecheng-12107	70	4	many	many	ADJ
fumecheng-12107	70	5	scholars	scholar	NOUN
fumecheng-12107	70	6	have	have	AUX
fumecheng-12107	70	7	focused	focus	VERB
fumecheng-12107	70	8	on	on	ADP
fumecheng-12107	70	9	user	user	NOUN
fumecheng-12107	70	10	behavior	behavior	NOUN
fumecheng-12107	70	11	toward	toward	ADP
fumecheng-12107	70	12	specific	specific	ADJ
fumecheng-12107	70	13	topics	topic	NOUN
fumecheng-12107	70	14	based	base	VERB
fumecheng-12107	70	15	on	on	ADP
fumecheng-12107	70	16	individuals	individual	NOUN
fumecheng-12107	70	17	'	'	PART
fumecheng-12107	70	18	interaction	interaction	NOUN
fumecheng-12107	70	19	and	and	CCONJ
fumecheng-12107	70	20	curiosity	curiosity	NOUN
fumecheng-12107	70	21	toward	toward	ADP
fumecheng-12107	70	22	social	social	ADJ
fumecheng-12107	70	23	media	medium	NOUN
fumecheng-12107	70	24	platforms	platform	NOUN
fumecheng-12107	71	1	[	[	X
fumecheng-12107	71	2	9	9	NUM
fumecheng-12107	71	3	]	]	PUNCT
fumecheng-12107	71	4	.	.	PUNCT
fumecheng-12107	72	1	it	it	PRON
fumecheng-12107	72	2	helps	help	VERB
fumecheng-12107	72	3	decisionmakers	decisionmaker	NOUN
fumecheng-12107	72	4	,	,	PUNCT
fumecheng-12107	72	5	policy	policy	NOUN
fumecheng-12107	72	6	-	-	PUNCT
fumecheng-12107	72	7	makers	maker	NOUN
fumecheng-12107	72	8	,	,	PUNCT
fumecheng-12107	72	9	and	and	CCONJ
fumecheng-12107	72	10	managers	manager	NOUN
fumecheng-12107	72	11	judge	judge	VERB
fumecheng-12107	72	12	the	the	DET
fumecheng-12107	72	13	influence	influence	NOUN
fumecheng-12107	72	14	of	of	ADP
fumecheng-12107	72	15	their	their	PRON
fumecheng-12107	72	16	products	product	NOUN
fumecheng-12107	72	17	,	,	PUNCT
fumecheng-12107	72	18	services	service	NOUN
fumecheng-12107	72	19	,	,	PUNCT
fumecheng-12107	72	20	or	or	CCONJ
fumecheng-12107	72	21	policies	policy	NOUN
fumecheng-12107	72	22	on	on	ADP
fumecheng-12107	72	23	society	society	NOUN
fumecheng-12107	72	24	.	.	PUNCT
fumecheng-12107	73	1	sa	sa	PROPN
fumecheng-12107	73	2	is	be	AUX
fumecheng-12107	73	3	a	a	DET
fumecheng-12107	73	4	helpful	helpful	ADJ
fumecheng-12107	73	5	technique	technique	NOUN
fumecheng-12107	73	6	for	for	ADP
fumecheng-12107	73	7	online	online	ADJ
fumecheng-12107	73	8	marketing	marketing	NOUN
fumecheng-12107	73	9	,	,	PUNCT
fumecheng-12107	73	10	especially	especially	ADV
fumecheng-12107	73	11	on	on	ADP
fumecheng-12107	73	12	social	social	ADJ
fumecheng-12107	73	13	networks	network	NOUN
fumecheng-12107	73	14	.	.	PUNCT
fumecheng-12107	74	1	using	use	VERB
fumecheng-12107	74	2	sa	sa	NOUN
fumecheng-12107	74	3	in	in	ADP
fumecheng-12107	74	4	commercial	commercial	ADJ
fumecheng-12107	74	5	products	product	NOUN
fumecheng-12107	74	6	is	be	AUX
fumecheng-12107	74	7	essential	essential	ADJ
fumecheng-12107	74	8	from	from	ADP
fumecheng-12107	74	9	three	three	NUM
fumecheng-12107	74	10	perspectives	perspective	NOUN
fumecheng-12107	74	11	:	:	PUNCT
fumecheng-12107	74	12	customer	customer	NOUN
fumecheng-12107	74	13	,	,	PUNCT
fumecheng-12107	74	14	organization	organization	NOUN
fumecheng-12107	74	15	,	,	PUNCT
fumecheng-12107	74	16	and	and	CCONJ
fumecheng-12107	74	17	ad	ad	NOUN
fumecheng-12107	74	18	agencies	agency	NOUN
fumecheng-12107	74	19	[	[	X
fumecheng-12107	74	20	10	10	NUM
fumecheng-12107	74	21	]	]	SYM
fumecheng-12107	74	22	:	:	PUNCT
fumecheng-12107	74	23	1	1	X
fumecheng-12107	74	24	)	)	PUNCT
fumecheng-12107	74	25	customer	customer	NOUN
fumecheng-12107	74	26	's	's	PART
fumecheng-12107	74	27	perspective	perspective	NOUN
fumecheng-12107	74	28	:	:	PUNCT
fumecheng-12107	74	29	when	when	SCONJ
fumecheng-12107	74	30	a	a	DET
fumecheng-12107	74	31	person	person	NOUN
fumecheng-12107	74	32	intends	intend	VERB
fumecheng-12107	74	33	to	to	PART
fumecheng-12107	74	34	purchase	purchase	VERB
fumecheng-12107	74	35	a	a	DET
fumecheng-12107	74	36	product	product	NOUN
fumecheng-12107	74	37	,	,	PUNCT
fumecheng-12107	74	38	a	a	DET
fumecheng-12107	74	39	summary	summary	NOUN
fumecheng-12107	74	40	of	of	ADP
fumecheng-12107	74	41	other	other	ADJ
fumecheng-12107	74	42	people	people	NOUN
fumecheng-12107	74	43	's	's	PART
fumecheng-12107	74	44	opinions	opinion	NOUN
fumecheng-12107	74	45	can	can	AUX
fumecheng-12107	74	46	be	be	AUX
fumecheng-12107	74	47	more	more	ADV
fumecheng-12107	74	48	helpful	helpful	ADJ
fumecheng-12107	74	49	than	than	ADP
fumecheng-12107	74	50	extensive	extensive	ADJ
fumecheng-12107	74	51	information	information	NOUN
fumecheng-12107	74	52	about	about	ADP
fumecheng-12107	74	53	this	this	DET
fumecheng-12107	74	54	product	product	NOUN
fumecheng-12107	74	55	.	.	PUNCT
fumecheng-12107	75	1	the	the	DET
fumecheng-12107	75	2	customer	customer	NOUN
fumecheng-12107	75	3	can	can	AUX
fumecheng-12107	75	4	also	also	ADV
fumecheng-12107	75	5	conveniently	conveniently	ADV
fumecheng-12107	75	6	compare	compare	VERB
fumecheng-12107	75	7	products	product	NOUN
fumecheng-12107	75	8	with	with	ADP
fumecheng-12107	75	9	summarized	summarize	VERB
fumecheng-12107	75	10	reviews	review	NOUN
fumecheng-12107	75	11	or	or	CCONJ
fumecheng-12107	75	12	opinions	opinion	NOUN
fumecheng-12107	75	13	.	.	PUNCT
fumecheng-12107	76	1	2	2	X
fumecheng-12107	76	2	)	)	PUNCT
fumecheng-12107	76	3	business	business	NOUN
fumecheng-12107	76	4	organizations	organization	NOUN
fumecheng-12107	76	5	and	and	CCONJ
fumecheng-12107	76	6	producers	producer	NOUN
fumecheng-12107	76	7	'	'	PART
fumecheng-12107	76	8	perspective	perspective	NOUN
fumecheng-12107	76	9	:	:	PUNCT
fumecheng-12107	76	10	organizations	organization	NOUN
fumecheng-12107	76	11	must	must	AUX
fumecheng-12107	76	12	improve	improve	VERB
fumecheng-12107	76	13	their	their	PRON
fumecheng-12107	76	14	products	product	NOUN
fumecheng-12107	76	15	.	.	PUNCT
fumecheng-12107	77	1	a	a	DET
fumecheng-12107	77	2	product	product	NOUN
fumecheng-12107	77	3	's	's	PART
fumecheng-12107	77	4	design	design	NOUN
fumecheng-12107	77	5	and	and	CCONJ
fumecheng-12107	77	6	development	development	NOUN
fumecheng-12107	77	7	depend	depend	VERB
fumecheng-12107	77	8	on	on	ADP
fumecheng-12107	77	9	this	this	DET
fumecheng-12107	77	10	information	information	NOUN
fumecheng-12107	77	11	as	as	ADV
fumecheng-12107	77	12	well	well	ADV
fumecheng-12107	77	13	as	as	ADP
fumecheng-12107	77	14	its	its	PRON
fumecheng-12107	77	15	marketing	marketing	NOUN
fumecheng-12107	77	16	and	and	CCONJ
fumecheng-12107	77	17	evaluation	evaluation	NOUN
fumecheng-12107	77	18	.	.	PUNCT
fumecheng-12107	78	1	based	base	VERB
fumecheng-12107	78	2	on	on	ADP
fumecheng-12107	78	3	customer	customer	NOUN
fumecheng-12107	78	4	feedback	feedback	NOUN
fumecheng-12107	78	5	and	and	CCONJ
fumecheng-12107	78	6	opinions	opinion	NOUN
fumecheng-12107	78	7	,	,	PUNCT
fumecheng-12107	78	8	manufacturing	manufacturing	NOUN
fumecheng-12107	78	9	companies	company	NOUN
fumecheng-12107	78	10	may	may	AUX
fumecheng-12107	78	11	decrease	decrease	VERB
fumecheng-12107	78	12	,	,	PUNCT
fumecheng-12107	78	13	increase	increase	VERB
fumecheng-12107	78	14	,	,	PUNCT
fumecheng-12107	78	15	or	or	CCONJ
fumecheng-12107	78	16	replace	replace	VERB
fumecheng-12107	78	17	their	their	PRON
fumecheng-12107	78	18	products	product	NOUN
fumecheng-12107	78	19	.	.	PUNCT
fumecheng-12107	79	1	therefore	therefore	ADV
fumecheng-12107	79	2	,	,	PUNCT
fumecheng-12107	79	3	you	you	PRON
fumecheng-12107	79	4	can	can	AUX
fumecheng-12107	79	5	compare	compare	VERB
fumecheng-12107	79	6	the	the	DET
fumecheng-12107	79	7	products	product	NOUN
fumecheng-12107	79	8	and	and	CCONJ
fumecheng-12107	79	9	analyze	analyze	VERB
fumecheng-12107	79	10	the	the	DET
fumecheng-12107	79	11	causes	cause	NOUN
fumecheng-12107	79	12	.	.	PUNCT
fumecheng-12107	80	1	business	business	NOUN
fumecheng-12107	80	2	organizations	organization	NOUN
fumecheng-12107	80	3	and	and	CCONJ
fumecheng-12107	80	4	producers	producer	NOUN
fumecheng-12107	80	5	can	can	AUX
fumecheng-12107	80	6	also	also	ADV
fumecheng-12107	80	7	utilize	utilize	VERB
fumecheng-12107	80	8	sentiment	sentiment	NOUN
fumecheng-12107	80	9	summarization	summarization	NOUN
fumecheng-12107	80	10	.	.	PUNCT
fumecheng-12107	81	1	when	when	SCONJ
fumecheng-12107	81	2	the	the	DET
fumecheng-12107	81	3	number	number	NOUN
fumecheng-12107	81	4	of	of	ADP
fumecheng-12107	81	5	sentiments	sentiment	NOUN
fumecheng-12107	81	6	increases	increase	NOUN
fumecheng-12107	81	7	,	,	PUNCT
fumecheng-12107	81	8	it	it	PRON
fumecheng-12107	81	9	becomes	become	VERB
fumecheng-12107	81	10	more	more	ADV
fumecheng-12107	81	11	challenging	challenging	ADJ
fumecheng-12107	81	12	for	for	SCONJ
fumecheng-12107	81	13	producers	producer	NOUN
fumecheng-12107	81	14	or	or	CCONJ
fumecheng-12107	81	15	consumers	consumer	NOUN
fumecheng-12107	81	16	to	to	PART
fumecheng-12107	81	17	distinguish	distinguish	VERB
fumecheng-12107	81	18	them	they	PRON
fumecheng-12107	81	19	.	.	PUNCT
fumecheng-12107	82	1	by	by	ADP
fumecheng-12107	82	2	summarizing	summarize	VERB
fumecheng-12107	82	3	sentiments	sentiment	NOUN
fumecheng-12107	82	4	,	,	PUNCT
fumecheng-12107	82	5	it	it	PRON
fumecheng-12107	82	6	becomes	become	VERB
fumecheng-12107	82	7	easier	easy	ADJ
fumecheng-12107	82	8	for	for	SCONJ
fumecheng-12107	82	9	a	a	DET
fumecheng-12107	82	10	customer	customer	NOUN
fumecheng-12107	82	11	to	to	PART
fumecheng-12107	82	12	understand	understand	VERB
fumecheng-12107	82	13	other	other	ADJ
fumecheng-12107	82	14	people	people	NOUN
fumecheng-12107	82	15	's	's	PART
fumecheng-12107	82	16	feelings	feeling	NOUN
fumecheng-12107	82	17	about	about	ADP
fumecheng-12107	82	18	the	the	DET
fumecheng-12107	82	19	product	product	NOUN
fumecheng-12107	82	20	,	,	PUNCT
fumecheng-12107	82	21	and	and	CCONJ
fumecheng-12107	82	22	it	it	PRON
fumecheng-12107	82	23	becomes	become	VERB
fumecheng-12107	82	24	easier	easy	ADJ
fumecheng-12107	82	25	for	for	SCONJ
fumecheng-12107	82	26	producers	producer	NOUN
fumecheng-12107	82	27	to	to	PART
fumecheng-12107	82	28	know	know	VERB
fumecheng-12107	82	29	the	the	DET
fumecheng-12107	82	30	customer	customer	NOUN
fumecheng-12107	82	31	's	's	PART
fumecheng-12107	82	32	feelings	feeling	NOUN
fumecheng-12107	82	33	about	about	ADP
fumecheng-12107	82	34	the	the	DET
fumecheng-12107	82	35	products	product	NOUN
fumecheng-12107	82	36	[	[	X
fumecheng-12107	82	37	11	11	NUM
fumecheng-12107	82	38	]	]	PUNCT
fumecheng-12107	82	39	.	.	PUNCT
fumecheng-12107	83	1	482	482	NUM
fumecheng-12107	83	2	m.	m.	PROPN
fumecheng-12107	83	3	kuang	kuang	PROPN
fumecheng-12107	83	4	,	,	PUNCT
fumecheng-12107	83	5	r.	r.	PROPN
fumecheng-12107	83	6	safa	safa	PROPN
fumecheng-12107	83	7	,	,	PUNCT
fumecheng-12107	83	8	s.	s.	PROPN
fumecheng-12107	83	9	a.	a.	PROPN
fumecheng-12107	83	10	edalatpanah	edalatpanah	PROPN
fumecheng-12107	83	11	,	,	PUNCT
fumecheng-12107	83	12	r.	r.	PROPN
fumecheng-12107	83	13	s.	s.	PROPN
fumecheng-12107	83	14	keyser	keyser	PROPN
fumecheng-12107	83	15	3	3	NUM
fumecheng-12107	83	16	)	)	PUNCT
fumecheng-12107	83	17	ad	ad	NOUN
fumecheng-12107	83	18	agencies	agency	NOUN
fumecheng-12107	83	19	'	'	PART
fumecheng-12107	83	20	perspective	perspective	NOUN
fumecheng-12107	83	21	:	:	PUNCT
fumecheng-12107	83	22	feedback	feedback	NOUN
fumecheng-12107	83	23	and	and	CCONJ
fumecheng-12107	83	24	opinions	opinion	NOUN
fumecheng-12107	83	25	are	be	AUX
fumecheng-12107	83	26	crucial	crucial	ADJ
fumecheng-12107	83	27	for	for	ADP
fumecheng-12107	83	28	advertising	advertising	NOUN
fumecheng-12107	83	29	agencies	agency	NOUN
fumecheng-12107	83	30	as	as	SCONJ
fumecheng-12107	83	31	they	they	PRON
fumecheng-12107	83	32	can	can	AUX
fumecheng-12107	83	33	elicit	elicit	VERB
fumecheng-12107	83	34	market	market	NOUN
fumecheng-12107	83	35	demand	demand	NOUN
fumecheng-12107	83	36	ideas	idea	NOUN
fumecheng-12107	83	37	.	.	PUNCT
fumecheng-12107	84	1	people	people	NOUN
fumecheng-12107	84	2	's	's	PART
fumecheng-12107	84	3	general	general	ADJ
fumecheng-12107	84	4	perspective	perspective	NOUN
fumecheng-12107	84	5	and	and	CCONJ
fumecheng-12107	84	6	their	their	PRON
fumecheng-12107	84	7	favorite	favorite	ADJ
fumecheng-12107	84	8	product	product	NOUN
fumecheng-12107	84	9	categories	category	NOUN
fumecheng-12107	84	10	can	can	AUX
fumecheng-12107	84	11	be	be	AUX
fumecheng-12107	84	12	extracted	extract	VERB
fumecheng-12107	84	13	using	use	VERB
fumecheng-12107	84	14	opinion	opinion	NOUN
fumecheng-12107	84	15	mining	mining	NOUN
fumecheng-12107	84	16	.	.	PUNCT
fumecheng-12107	85	1	hence	hence	ADV
fumecheng-12107	85	2	,	,	PUNCT
fumecheng-12107	85	3	the	the	DET
fumecheng-12107	85	4	practical	practical	ADJ
fumecheng-12107	85	5	implications	implication	NOUN
fumecheng-12107	85	6	are	be	AUX
fumecheng-12107	85	7	:	:	PUNCT
fumecheng-12107	85	8	1	1	X
fumecheng-12107	85	9	)	)	PUNCT
fumecheng-12107	85	10	refine	refine	VERB
fumecheng-12107	85	11	marketing	marketing	NOUN
fumecheng-12107	85	12	campaigns	campaign	NOUN
fumecheng-12107	85	13	by	by	ADP
fumecheng-12107	85	14	analyzing	analyze	VERB
fumecheng-12107	85	15	sentiment	sentiment	NOUN
fumecheng-12107	85	16	patterns	pattern	NOUN
fumecheng-12107	85	17	and	and	CCONJ
fumecheng-12107	85	18	adjusting	adjust	VERB
fumecheng-12107	85	19	messaging	messaging	NOUN
fumecheng-12107	85	20	,	,	PUNCT
fumecheng-12107	85	21	visuals	visual	NOUN
fumecheng-12107	85	22	,	,	PUNCT
fumecheng-12107	85	23	and	and	CCONJ
fumecheng-12107	85	24	overall	overall	ADJ
fumecheng-12107	85	25	strategy	strategy	NOUN
fumecheng-12107	85	26	.	.	PUNCT
fumecheng-12107	86	1	2	2	X
fumecheng-12107	86	2	)	)	PUNCT
fumecheng-12107	86	3	identify	identify	VERB
fumecheng-12107	86	4	key	key	ADJ
fumecheng-12107	86	5	customer	customer	NOUN
fumecheng-12107	86	6	segments	segment	NOUN
fumecheng-12107	86	7	by	by	ADP
fumecheng-12107	86	8	analyzing	analyze	VERB
fumecheng-12107	86	9	sentiment	sentiment	NOUN
fumecheng-12107	86	10	scores	score	NOUN
fumecheng-12107	86	11	,	,	PUNCT
fumecheng-12107	86	12	enabling	enable	VERB
fumecheng-12107	86	13	tailored	tailor	VERB
fumecheng-12107	86	14	targeting	targeting	NOUN
fumecheng-12107	86	15	and	and	CCONJ
fumecheng-12107	86	16	promotions	promotion	NOUN
fumecheng-12107	86	17	.	.	PUNCT
fumecheng-12107	87	1	3	3	X
fumecheng-12107	87	2	)	)	PUNCT
fumecheng-12107	87	3	improve	improve	VERB
fumecheng-12107	87	4	customer	customer	NOUN
fumecheng-12107	87	5	targeting	target	VERB
fumecheng-12107	87	6	by	by	ADP
fumecheng-12107	87	7	identifying	identify	VERB
fumecheng-12107	87	8	potential	potential	ADJ
fumecheng-12107	87	9	customers	customer	NOUN
fumecheng-12107	87	10	with	with	ADP
fumecheng-12107	87	11	positive	positive	ADJ
fumecheng-12107	87	12	sentiments	sentiment	NOUN
fumecheng-12107	87	13	for	for	ADP
fumecheng-12107	87	14	personalized	personalized	ADJ
fumecheng-12107	87	15	advertising	advertising	NOUN
fumecheng-12107	87	16	and	and	CCONJ
fumecheng-12107	87	17	partnerships	partnership	NOUN
fumecheng-12107	87	18	.	.	PUNCT
fumecheng-12107	88	1	4	4	X
fumecheng-12107	88	2	)	)	PUNCT
fumecheng-12107	88	3	enhance	enhance	VERB
fumecheng-12107	88	4	product	product	NOUN
fumecheng-12107	88	5	development	development	NOUN
fumecheng-12107	88	6	by	by	ADP
fumecheng-12107	88	7	analyzing	analyze	VERB
fumecheng-12107	88	8	sentiment	sentiment	NOUN
fumecheng-12107	88	9	feedback	feedback	NOUN
fumecheng-12107	88	10	to	to	PART
fumecheng-12107	88	11	identify	identify	VERB
fumecheng-12107	88	12	areas	area	NOUN
fumecheng-12107	88	13	of	of	ADP
fumecheng-12107	88	14	improvement	improvement	NOUN
fumecheng-12107	88	15	and	and	CCONJ
fumecheng-12107	88	16	innovation	innovation	NOUN
fumecheng-12107	88	17	.	.	PUNCT
fumecheng-12107	89	1	5	5	X
fumecheng-12107	89	2	)	)	PUNCT
fumecheng-12107	89	3	monitor	monitor	VERB
fumecheng-12107	89	4	brand	brand	NOUN
fumecheng-12107	89	5	reputation	reputation	NOUN
fumecheng-12107	89	6	through	through	ADP
fumecheng-12107	89	7	real	real	ADJ
fumecheng-12107	89	8	-	-	PUNCT
fumecheng-12107	89	9	time	time	NOUN
fumecheng-12107	89	10	sentiment	sentiment	NOUN
fumecheng-12107	89	11	analysis	analysis	NOUN
fumecheng-12107	89	12	to	to	PART
fumecheng-12107	89	13	address	address	VERB
fumecheng-12107	89	14	negative	negative	ADJ
fumecheng-12107	89	15	sentiments	sentiment	NOUN
fumecheng-12107	89	16	and	and	CCONJ
fumecheng-12107	89	17	manage	manage	VERB
fumecheng-12107	89	18	pr	pr	NOUN
fumecheng-12107	89	19	crises	crisis	NOUN
fumecheng-12107	89	20	.	.	PUNCT
fumecheng-12107	90	1	6	6	NUM
fumecheng-12107	90	2	)	)	PUNCT
fumecheng-12107	90	3	benchmark	benchmark	NOUN
fumecheng-12107	90	4	competitor	competitor	NOUN
fumecheng-12107	90	5	performance	performance	NOUN
fumecheng-12107	90	6	by	by	ADP
fumecheng-12107	90	7	comparing	compare	VERB
fumecheng-12107	90	8	sentiment	sentiment	NOUN
fumecheng-12107	90	9	scores	score	NOUN
fumecheng-12107	90	10	and	and	CCONJ
fumecheng-12107	90	11	trends	trend	NOUN
fumecheng-12107	90	12	to	to	PART
fumecheng-12107	90	13	capitalize	capitalize	VERB
fumecheng-12107	90	14	on	on	ADP
fumecheng-12107	90	15	market	market	NOUN
fumecheng-12107	90	16	opportunities	opportunity	NOUN
fumecheng-12107	90	17	.	.	PUNCT
fumecheng-12107	91	1	a	a	DET
fumecheng-12107	91	2	look	look	NOUN
fumecheng-12107	91	3	at	at	ADP
fumecheng-12107	91	4	the	the	DET
fumecheng-12107	91	5	relevant	relevant	ADJ
fumecheng-12107	91	6	studies	study	NOUN
fumecheng-12107	91	7	shows	show	VERB
fumecheng-12107	91	8	that	that	SCONJ
fumecheng-12107	91	9	dl	dl	PROPN
fumecheng-12107	91	10	is	be	AUX
fumecheng-12107	91	11	one	one	NUM
fumecheng-12107	91	12	of	of	ADP
fumecheng-12107	91	13	the	the	DET
fumecheng-12107	91	14	new	new	ADJ
fumecheng-12107	91	15	approaches	approach	NOUN
fumecheng-12107	91	16	to	to	ADP
fumecheng-12107	91	17	social	social	ADJ
fumecheng-12107	91	18	network	network	NOUN
fumecheng-12107	91	19	analysis	analysis	NOUN
fumecheng-12107	91	20	(	(	PUNCT
fumecheng-12107	91	21	sna	sna	PROPN
fumecheng-12107	91	22	)	)	PUNCT
fumecheng-12107	91	23	with	with	ADP
fumecheng-12107	91	24	different	different	ADJ
fumecheng-12107	91	25	purposes	purpose	NOUN
fumecheng-12107	91	26	[	[	X
fumecheng-12107	91	27	12	12	NUM
fumecheng-12107	91	28	]	]	PUNCT
fumecheng-12107	91	29	.	.	PUNCT
fumecheng-12107	92	1	no	no	DET
fumecheng-12107	92	2	need	need	NOUN
fumecheng-12107	92	3	for	for	ADP
fumecheng-12107	92	4	a	a	DET
fumecheng-12107	92	5	domain	domain	NOUN
fumecheng-12107	92	6	expert	expert	NOUN
fumecheng-12107	92	7	and	and	CCONJ
fumecheng-12107	92	8	automated	automate	VERB
fumecheng-12107	92	9	feature	feature	NOUN
fumecheng-12107	92	10	detection	detection	NOUN
fumecheng-12107	92	11	are	be	AUX
fumecheng-12107	92	12	essential	essential	ADJ
fumecheng-12107	92	13	features	feature	NOUN
fumecheng-12107	92	14	that	that	PRON
fumecheng-12107	92	15	make	make	VERB
fumecheng-12107	92	16	dl	dl	PRON
fumecheng-12107	92	17	a	a	DET
fumecheng-12107	92	18	desirable	desirable	ADJ
fumecheng-12107	92	19	approach	approach	NOUN
fumecheng-12107	92	20	to	to	ADP
fumecheng-12107	92	21	sna	sna	PROPN
fumecheng-12107	92	22	,	,	PUNCT
fumecheng-12107	92	23	especially	especially	ADV
fumecheng-12107	92	24	when	when	SCONJ
fumecheng-12107	92	25	new	new	ADJ
fumecheng-12107	92	26	classes	class	NOUN
fumecheng-12107	92	27	are	be	AUX
fumecheng-12107	92	28	constantly	constantly	ADV
fumecheng-12107	92	29	emerging	emerge	VERB
fumecheng-12107	92	30	,	,	PUNCT
fumecheng-12107	92	31	and	and	CCONJ
fumecheng-12107	92	32	previous	previous	ADJ
fumecheng-12107	92	33	class	class	NOUN
fumecheng-12107	92	34	patterns	pattern	NOUN
fumecheng-12107	92	35	evolve	evolve	VERB
fumecheng-12107	92	36	.	.	PUNCT
fumecheng-12107	93	1	another	another	DET
fumecheng-12107	93	2	critical	critical	ADJ
fumecheng-12107	93	3	feature	feature	NOUN
fumecheng-12107	93	4	of	of	ADP
fumecheng-12107	93	5	dl	dl	PROPN
fumecheng-12107	93	6	is	be	AUX
fumecheng-12107	93	7	that	that	SCONJ
fumecheng-12107	93	8	it	it	PRON
fumecheng-12107	93	9	has	have	VERB
fumecheng-12107	93	10	a	a	DET
fumecheng-12107	93	11	significantly	significantly	ADV
fumecheng-12107	93	12	higher	high	ADJ
fumecheng-12107	93	13	learning	learning	NOUN
fumecheng-12107	93	14	capacity	capacity	NOUN
fumecheng-12107	93	15	than	than	ADP
fumecheng-12107	93	16	traditional	traditional	ADJ
fumecheng-12107	93	17	ml	ml	NOUN
fumecheng-12107	93	18	-	-	PUNCT
fumecheng-12107	93	19	based	base	VERB
fumecheng-12107	93	20	approaches	approach	NOUN
fumecheng-12107	93	21	,	,	PUNCT
fumecheng-12107	93	22	and	and	CCONJ
fumecheng-12107	93	23	thus	thus	ADV
fumecheng-12107	93	24	,	,	PUNCT
fumecheng-12107	93	25	it	it	PRON
fumecheng-12107	93	26	can	can	AUX
fumecheng-12107	93	27	learn	learn	VERB
fumecheng-12107	93	28	very	very	ADV
fumecheng-12107	93	29	complicated	complicated	ADJ
fumecheng-12107	93	30	patterns	pattern	NOUN
fumecheng-12107	93	31	.	.	PUNCT
fumecheng-12107	94	1	by	by	ADP
fumecheng-12107	94	2	incorporating	incorporate	VERB
fumecheng-12107	94	3	these	these	DET
fumecheng-12107	94	4	two	two	NUM
fumecheng-12107	94	5	features	feature	NOUN
fumecheng-12107	94	6	as	as	ADP
fumecheng-12107	94	7	an	an	DET
fumecheng-12107	94	8	end	end	NOUN
fumecheng-12107	94	9	-	-	PUNCT
fumecheng-12107	94	10	to	to	ADP
fumecheng-12107	94	11	-	-	PUNCT
fumecheng-12107	94	12	end	end	NOUN
fumecheng-12107	94	13	(	(	PUNCT
fumecheng-12107	94	14	e2e	e2e	NOUN
fumecheng-12107	94	15	)	)	PUNCT
fumecheng-12107	94	16	approach	approach	NOUN
fumecheng-12107	94	17	,	,	PUNCT
fumecheng-12107	94	18	dl	dl	PROPN
fumecheng-12107	94	19	can	can	AUX
fumecheng-12107	94	20	learn	learn	VERB
fumecheng-12107	94	21	the	the	DET
fumecheng-12107	94	22	nonlinear	nonlinear	ADJ
fumecheng-12107	94	23	relationship	relationship	NOUN
fumecheng-12107	94	24	between	between	ADP
fumecheng-12107	94	25	the	the	DET
fumecheng-12107	94	26	input	input	NOUN
fumecheng-12107	94	27	and	and	CCONJ
fumecheng-12107	94	28	the	the	DET
fumecheng-12107	94	29	corresponding	corresponding	ADJ
fumecheng-12107	94	30	output	output	NOUN
fumecheng-12107	94	31	without	without	ADP
fumecheng-12107	94	32	splitting	split	VERB
fumecheng-12107	94	33	the	the	DET
fumecheng-12107	94	34	problem	problem	NOUN
fumecheng-12107	94	35	into	into	ADP
fumecheng-12107	94	36	smaller	small	ADJ
fumecheng-12107	94	37	feature	feature	NOUN
fumecheng-12107	94	38	selection	selection	NOUN
fumecheng-12107	94	39	problems	problem	NOUN
fumecheng-12107	94	40	.	.	PUNCT
fumecheng-12107	95	1	therefore	therefore	ADV
fumecheng-12107	95	2	,	,	PUNCT
fumecheng-12107	95	3	the	the	DET
fumecheng-12107	95	4	following	follow	VERB
fumecheng-12107	95	5	section	section	NOUN
fumecheng-12107	95	6	reviews	review	NOUN
fumecheng-12107	95	7	related	relate	VERB
fumecheng-12107	95	8	work	work	NOUN
fumecheng-12107	95	9	.	.	PUNCT
fumecheng-12107	96	1	2	2	X
fumecheng-12107	96	2	.	.	X
fumecheng-12107	96	3	related	relate	VERB
fumecheng-12107	96	4	work	work	NOUN
fumecheng-12107	96	5	dl	dl	NOUN
fumecheng-12107	96	6	-	-	PUNCT
fumecheng-12107	96	7	based	base	VERB
fumecheng-12107	96	8	approaches	approach	NOUN
fumecheng-12107	96	9	have	have	AUX
fumecheng-12107	96	10	recently	recently	ADV
fumecheng-12107	96	11	become	become	VERB
fumecheng-12107	96	12	more	more	ADV
fumecheng-12107	96	13	popularized	popularize	VERB
fumecheng-12107	96	14	for	for	ADP
fumecheng-12107	96	15	sentiment	sentiment	NOUN
fumecheng-12107	96	16	classification	classification	NOUN
fumecheng-12107	96	17	.	.	PUNCT
fumecheng-12107	97	1	artificial	artificial	ADJ
fumecheng-12107	97	2	neural	neural	ADJ
fumecheng-12107	97	3	networks	network	NOUN
fumecheng-12107	97	4	(	(	PUNCT
fumecheng-12107	97	5	anns	anns	PROPN
fumecheng-12107	97	6	)	)	PUNCT
fumecheng-12107	97	7	,	,	PUNCT
fumecheng-12107	97	8	initially	initially	ADV
fumecheng-12107	97	9	proposed	propose	VERB
fumecheng-12107	97	10	in	in	ADP
fumecheng-12107	97	11	1998	1998	NUM
fumecheng-12107	97	12	,	,	PUNCT
fumecheng-12107	97	13	have	have	AUX
fumecheng-12107	97	14	been	be	AUX
fumecheng-12107	97	15	used	use	VERB
fumecheng-12107	97	16	for	for	ADP
fumecheng-12107	97	17	data	datum	NOUN
fumecheng-12107	97	18	recognition	recognition	NOUN
fumecheng-12107	97	19	to	to	PART
fumecheng-12107	97	20	classify	classify	VERB
fumecheng-12107	97	21	short	short	ADJ
fumecheng-12107	97	22	-	-	PUNCT
fumecheng-12107	97	23	term	term	NOUN
fumecheng-12107	97	24	sentiment	sentiment	NOUN
fumecheng-12107	97	25	[	[	X
fumecheng-12107	97	26	13	13	NUM
fumecheng-12107	97	27	]	]	PUNCT
fumecheng-12107	97	28	.	.	PUNCT
fumecheng-12107	98	1	research	research	NOUN
fumecheng-12107	98	2	demonstrated	demonstrate	VERB
fumecheng-12107	98	3	that	that	SCONJ
fumecheng-12107	98	4	a	a	DET
fumecheng-12107	98	5	learner	learner	NOUN
fumecheng-12107	98	6	's	's	PART
fumecheng-12107	98	7	combination	combination	NOUN
fumecheng-12107	98	8	of	of	ADP
fumecheng-12107	98	9	different	different	ADJ
fumecheng-12107	98	10	architectures	architecture	NOUN
fumecheng-12107	98	11	,	,	PUNCT
fumecheng-12107	98	12	including	include	VERB
fumecheng-12107	98	13	cnn	cnn	PROPN
fumecheng-12107	98	14	and	and	CCONJ
fumecheng-12107	98	15	gated	gate	VERB
fumecheng-12107	98	16	recurrent	recurrent	ADJ
fumecheng-12107	98	17	units	unit	NOUN
fumecheng-12107	98	18	(	(	PUNCT
fumecheng-12107	98	19	grus	grus	NOUN
fumecheng-12107	98	20	)	)	PUNCT
fumecheng-12107	98	21	,	,	PUNCT
fumecheng-12107	98	22	improves	improve	VERB
fumecheng-12107	98	23	sentiment	sentiment	NOUN
fumecheng-12107	98	24	classification	classification	NOUN
fumecheng-12107	98	25	performance	performance	NOUN
fumecheng-12107	98	26	[	[	X
fumecheng-12107	98	27	14	14	NUM
fumecheng-12107	98	28	]	]	PUNCT
fumecheng-12107	98	29	.	.	PUNCT
fumecheng-12107	99	1	due	due	ADP
fumecheng-12107	99	2	to	to	ADP
fumecheng-12107	99	3	its	its	PRON
fumecheng-12107	99	4	significance	significance	NOUN
fumecheng-12107	99	5	in	in	ADP
fumecheng-12107	99	6	business	business	NOUN
fumecheng-12107	99	7	and	and	CCONJ
fumecheng-12107	99	8	society	society	NOUN
fumecheng-12107	99	9	,	,	PUNCT
fumecheng-12107	99	10	sa	sa	PROPN
fumecheng-12107	99	11	is	be	AUX
fumecheng-12107	99	12	one	one	NUM
fumecheng-12107	99	13	of	of	ADP
fumecheng-12107	99	14	nlp	nlp	NOUN
fumecheng-12107	99	15	's	's	PART
fumecheng-12107	99	16	most	most	ADV
fumecheng-12107	99	17	active	active	ADJ
fumecheng-12107	99	18	research	research	NOUN
fumecheng-12107	99	19	areas	area	NOUN
fumecheng-12107	99	20	,	,	PUNCT
fumecheng-12107	99	21	extending	extend	VERB
fumecheng-12107	99	22	beyond	beyond	ADP
fumecheng-12107	99	23	computer	computer	NOUN
fumecheng-12107	99	24	science	science	NOUN
fumecheng-12107	99	25	,	,	PUNCT
fumecheng-12107	99	26	such	such	ADJ
fumecheng-12107	99	27	as	as	ADP
fumecheng-12107	99	28	management	management	NOUN
fumecheng-12107	99	29	and	and	CCONJ
fumecheng-12107	99	30	social	social	ADJ
fumecheng-12107	99	31	sciences	science	NOUN
fumecheng-12107	99	32	.	.	PUNCT
fumecheng-12107	100	1	the	the	DET
fumecheng-12107	100	2	increasing	increase	VERB
fumecheng-12107	100	3	importance	importance	NOUN
fumecheng-12107	100	4	of	of	ADP
fumecheng-12107	100	5	sa	sa	PROPN
fumecheng-12107	100	6	coincides	coincide	VERB
fumecheng-12107	100	7	with	with	ADP
fumecheng-12107	100	8	social	social	ADJ
fumecheng-12107	100	9	media	medium	NOUN
fumecheng-12107	100	10	growth	growth	NOUN
fumecheng-12107	100	11	.	.	PUNCT
fumecheng-12107	101	1	most	most	ADJ
fumecheng-12107	101	2	businesses	business	NOUN
fumecheng-12107	101	3	and	and	CCONJ
fumecheng-12107	101	4	social	social	ADJ
fumecheng-12107	101	5	organizations	organization	NOUN
fumecheng-12107	101	6	use	use	VERB
fumecheng-12107	101	7	sa	sa	NOUN
fumecheng-12107	101	8	systems	system	NOUN
fumecheng-12107	101	9	since	since	SCONJ
fumecheng-12107	101	10	opinions	opinion	NOUN
fumecheng-12107	101	11	are	be	AUX
fumecheng-12107	101	12	a	a	DET
fumecheng-12107	101	13	fundamental	fundamental	ADJ
fumecheng-12107	101	14	component	component	NOUN
fumecheng-12107	101	15	of	of	ADP
fumecheng-12107	101	16	human	human	ADJ
fumecheng-12107	101	17	activity	activity	NOUN
fumecheng-12107	101	18	and	and	CCONJ
fumecheng-12107	101	19	play	play	VERB
fumecheng-12107	101	20	a	a	DET
fumecheng-12107	101	21	critical	critical	ADJ
fumecheng-12107	101	22	role	role	NOUN
fumecheng-12107	101	23	in	in	ADP
fumecheng-12107	101	24	influencing	influence	VERB
fumecheng-12107	101	25	our	our	PRON
fumecheng-12107	101	26	actions	action	NOUN
fumecheng-12107	101	27	[	[	X
fumecheng-12107	101	28	15	15	NUM
fumecheng-12107	101	29	]	]	PUNCT
fumecheng-12107	101	30	.	.	PUNCT
fumecheng-12107	102	1	research	research	NOUN
fumecheng-12107	102	2	in	in	ADP
fumecheng-12107	102	3	the	the	DET
fumecheng-12107	102	4	field	field	NOUN
fumecheng-12107	102	5	of	of	ADP
fumecheng-12107	102	6	marketing	marketing	NOUN
fumecheng-12107	102	7	with	with	ADP
fumecheng-12107	102	8	social	social	ADJ
fumecheng-12107	102	9	media	medium	NOUN
fumecheng-12107	102	10	has	have	AUX
fumecheng-12107	102	11	explored	explore	VERB
fumecheng-12107	102	12	various	various	ADJ
fumecheng-12107	102	13	aspects	aspect	NOUN
fumecheng-12107	102	14	of	of	ADP
fumecheng-12107	102	15	social	social	ADJ
fumecheng-12107	102	16	media	medium	NOUN
fumecheng-12107	102	17	marketing	marketing	NOUN
fumecheng-12107	102	18	strategy	strategy	NOUN
fumecheng-12107	102	19	,	,	PUNCT
fumecheng-12107	102	20	including	include	VERB
fumecheng-12107	102	21	content	content	NOUN
fumecheng-12107	102	22	creation	creation	NOUN
fumecheng-12107	102	23	,	,	PUNCT
fumecheng-12107	102	24	platform	platform	NOUN
fumecheng-12107	102	25	selection	selection	NOUN
fumecheng-12107	102	26	,	,	PUNCT
fumecheng-12107	102	27	audience	audience	NOUN
fumecheng-12107	102	28	targeting	targeting	NOUN
fumecheng-12107	102	29	,	,	PUNCT
fumecheng-12107	102	30	and	and	CCONJ
fumecheng-12107	102	31	engagement	engagement	NOUN
fumecheng-12107	102	32	tactics	tactic	NOUN
fumecheng-12107	102	33	.	.	PUNCT
fumecheng-12107	103	1	these	these	DET
fumecheng-12107	103	2	studies	study	NOUN
fumecheng-12107	103	3	have	have	AUX
fumecheng-12107	103	4	provided	provide	VERB
fumecheng-12107	103	5	valuable	valuable	ADJ
fumecheng-12107	103	6	insights	insight	NOUN
fumecheng-12107	103	7	into	into	ADP
fumecheng-12107	103	8	effective	effective	ADJ
fumecheng-12107	103	9	marketing	marketing	NOUN
fumecheng-12107	103	10	practices	practice	NOUN
fumecheng-12107	103	11	on	on	ADP
fumecheng-12107	103	12	social	social	ADJ
fumecheng-12107	103	13	media	medium	NOUN
fumecheng-12107	103	14	platforms	platform	NOUN
fumecheng-12107	103	15	[	[	X
fumecheng-12107	103	16	21	21	NUM
fumecheng-12107	103	17	]	]	X
fumecheng-12107	104	1	[	[	X
fumecheng-12107	104	2	22	22	NUM
fumecheng-12107	104	3	]	]	PUNCT
fumecheng-12107	104	4	.	.	PUNCT
fumecheng-12107	105	1	the	the	DET
fumecheng-12107	105	2	book	book	NOUN
fumecheng-12107	105	3	"	"	PUNCT
fumecheng-12107	105	4	affective	affective	ADJ
fumecheng-12107	105	5	computing	computing	NOUN
fumecheng-12107	105	6	and	and	CCONJ
fumecheng-12107	105	7	sentiment	sentiment	NOUN
fumecheng-12107	105	8	analysis	analysis	NOUN
fumecheng-12107	105	9	:	:	PUNCT
fumecheng-12107	105	10	emotion	emotion	NOUN
fumecheng-12107	105	11	,	,	PUNCT
fumecheng-12107	105	12	metaphor	metaphor	NOUN
fumecheng-12107	105	13	,	,	PUNCT
fumecheng-12107	105	14	and	and	CCONJ
fumecheng-12107	105	15	terminology	terminology	NOUN
fumecheng-12107	105	16	"	"	PUNCT
fumecheng-12107	105	17	was	be	AUX
fumecheng-12107	105	18	published	publish	VERB
fumecheng-12107	105	19	by	by	ADP
fumecheng-12107	105	20	ahmad	ahmad	PROPN
fumecheng-12107	105	21	[	[	X
fumecheng-12107	105	22	15	15	NUM
fumecheng-12107	105	23	]	]	X
fumecheng-12107	105	24	in	in	ADP
fumecheng-12107	105	25	2011	2011	NUM
fumecheng-12107	105	26	with	with	ADP
fumecheng-12107	105	27	148	148	NUM
fumecheng-12107	105	28	pages	page	NOUN
fumecheng-12107	105	29	.	.	PUNCT
fumecheng-12107	106	1	this	this	DET
fumecheng-12107	106	2	book	book	NOUN
fumecheng-12107	106	3	relies	rely	VERB
fumecheng-12107	106	4	on	on	ADP
fumecheng-12107	106	5	various	various	ADJ
fumecheng-12107	106	6	research	research	NOUN
fumecheng-12107	106	7	fields	field	NOUN
fumecheng-12107	106	8	,	,	PUNCT
fumecheng-12107	106	9	including	include	VERB
fumecheng-12107	106	10	artificial	artificial	ADJ
fumecheng-12107	106	11	intelligence	intelligence	NOUN
fumecheng-12107	106	12	(	(	PUNCT
fumecheng-12107	106	13	ai	ai	NOUN
fumecheng-12107	106	14	)	)	PUNCT
fumecheng-12107	106	15	,	,	PUNCT
fumecheng-12107	106	16	especially	especially	ADV
fumecheng-12107	106	17	reasoning	reasoning	NOUN
fumecheng-12107	106	18	and	and	CCONJ
fumecheng-12107	106	19	ml	ml	NOUN
fumecheng-12107	106	20	,	,	PUNCT
fumecheng-12107	106	21	data	datum	NOUN
fumecheng-12107	106	22	mining	mining	NOUN
fumecheng-12107	106	23	,	,	PUNCT
fumecheng-12107	106	24	linguistics	linguistic	NOUN
fumecheng-12107	106	25	,	,	PUNCT
fumecheng-12107	106	26	and	and	CCONJ
fumecheng-12107	106	27	psychology	psychology	NOUN
fumecheng-12107	106	28	.	.	PUNCT
fumecheng-12107	107	1	liu	liu	PROPN
fumecheng-12107	107	2	's	's	PART
fumecheng-12107	107	3	book	book	NOUN
fumecheng-12107	107	4	,	,	PUNCT
fumecheng-12107	107	5	"	"	PUNCT
fumecheng-12107	107	6	sentiment	sentiment	NOUN
fumecheng-12107	107	7	analysis	analysis	NOUN
fumecheng-12107	107	8	and	and	CCONJ
fumecheng-12107	107	9	opinion	opinion	NOUN
fumecheng-12107	107	10	mining"[16	mining"[16	PROPN
fumecheng-12107	107	11	]	]	PUNCT
fumecheng-12107	107	12	,	,	PUNCT
fumecheng-12107	107	13	was	be	AUX
fumecheng-12107	107	14	published	publish	VERB
fumecheng-12107	107	15	in	in	ADP
fumecheng-12107	107	16	2012	2012	NUM
fumecheng-12107	107	17	.	.	PUNCT
fumecheng-12107	108	1	this	this	DET
fumecheng-12107	108	2	book	book	NOUN
fumecheng-12107	108	3	includes	include	VERB
fumecheng-12107	108	4	the	the	DET
fumecheng-12107	108	5	results	result	NOUN
fumecheng-12107	108	6	of	of	ADP
fumecheng-12107	108	7	lectures	lecture	NOUN
fumecheng-12107	108	8	and	and	CCONJ
fumecheng-12107	108	9	extensive	extensive	ADJ
fumecheng-12107	108	10	studies	study	NOUN
fumecheng-12107	108	11	of	of	ADP
fumecheng-12107	108	12	data	datum	NOUN
fumecheng-12107	108	13	mining	mining	NOUN
fumecheng-12107	108	14	,	,	PUNCT
fumecheng-12107	108	15	web	web	NOUN
fumecheng-12107	108	16	mining	mining	NOUN
fumecheng-12107	108	17	,	,	PUNCT
fumecheng-12107	108	18	and	and	CCONJ
fumecheng-12107	108	19	text	text	NOUN
fumecheng-12107	108	20	mining	mining	NOUN
fumecheng-12107	108	21	.	.	PUNCT
fumecheng-12107	109	1	it	it	PRON
fumecheng-12107	109	2	is	be	AUX
fumecheng-12107	109	3	a	a	DET
fumecheng-12107	109	4	comprehensive	comprehensive	ADJ
fumecheng-12107	109	5	introductory	introductory	NOUN
fumecheng-12107	109	6	book	book	NOUN
fumecheng-12107	109	7	that	that	PRON
fumecheng-12107	109	8	covers	cover	VERB
fumecheng-12107	109	9	all	all	DET
fumecheng-12107	109	10	main	main	ADJ
fumecheng-12107	109	11	topics	topic	NOUN
fumecheng-12107	109	12	from	from	ADP
fumecheng-12107	109	13	the	the	DET
fumecheng-12107	109	14	latest	late	ADJ
fumecheng-12107	109	15	relevant	relevant	ADJ
fumecheng-12107	109	16	developments	development	NOUN
fumecheng-12107	109	17	with	with	ADP
fumecheng-12107	109	18	over	over	ADP
fumecheng-12107	109	19	400	400	NUM
fumecheng-12107	109	20	references	reference	NOUN
fumecheng-12107	109	21	.	.	PUNCT
fumecheng-12107	110	1	a	a	DET
fumecheng-12107	110	2	hybrid	hybrid	ADJ
fumecheng-12107	110	3	deep	deep	ADJ
fumecheng-12107	110	4	learning	learning	NOUN
fumecheng-12107	110	5	approach	approach	NOUN
fumecheng-12107	110	6	for	for	ADP
fumecheng-12107	110	7	sentiment	sentiment	NOUN
fumecheng-12107	110	8	analysis	analysis	NOUN
fumecheng-12107	110	9	in	in	ADP
fumecheng-12107	110	10	product	product	NOUN
fumecheng-12107	110	11	reviews	review	NOUN
fumecheng-12107	110	12	483	483	NUM
fumecheng-12107	110	13	2.1	2.1	NUM
fumecheng-12107	110	14	.	.	PUNCT
fumecheng-12107	111	1	the	the	DET
fumecheng-12107	111	2	unbalanced	unbalanced	ADJ
fumecheng-12107	111	3	dataset	dataset	NOUN
fumecheng-12107	111	4	in	in	ADP
fumecheng-12107	111	5	sentiment	sentiment	NOUN
fumecheng-12107	111	6	analysis	analysis	NOUN
fumecheng-12107	111	7	the	the	DET
fumecheng-12107	111	8	issue	issue	NOUN
fumecheng-12107	111	9	of	of	ADP
fumecheng-12107	111	10	class	class	NOUN
fumecheng-12107	111	11	imbalance	imbalance	NOUN
fumecheng-12107	111	12	is	be	AUX
fumecheng-12107	111	13	a	a	DET
fumecheng-12107	111	14	common	common	ADJ
fumecheng-12107	111	15	challenge	challenge	NOUN
fumecheng-12107	111	16	in	in	ADP
fumecheng-12107	111	17	sentiment	sentiment	NOUN
fumecheng-12107	111	18	analysis	analysis	NOUN
fumecheng-12107	111	19	(	(	PUNCT
fumecheng-12107	111	20	sa	sa	NOUN
fumecheng-12107	111	21	)	)	PUNCT
fumecheng-12107	111	22	and	and	CCONJ
fumecheng-12107	111	23	is	be	AUX
fumecheng-12107	111	24	prevalent	prevalent	ADJ
fumecheng-12107	111	25	in	in	ADP
fumecheng-12107	111	26	many	many	ADJ
fumecheng-12107	111	27	real	real	ADJ
fumecheng-12107	111	28	-	-	PUNCT
fumecheng-12107	111	29	world	world	NOUN
fumecheng-12107	111	30	applications	application	NOUN
fumecheng-12107	111	31	.	.	PUNCT
fumecheng-12107	112	1	class	class	NOUN
fumecheng-12107	112	2	imbalance	imbalance	NOUN
fumecheng-12107	112	3	refers	refer	VERB
fumecheng-12107	112	4	to	to	ADP
fumecheng-12107	112	5	situations	situation	NOUN
fumecheng-12107	112	6	where	where	SCONJ
fumecheng-12107	112	7	the	the	DET
fumecheng-12107	112	8	number	number	NOUN
fumecheng-12107	112	9	of	of	ADP
fumecheng-12107	112	10	samples	sample	NOUN
fumecheng-12107	112	11	in	in	ADP
fumecheng-12107	112	12	some	some	DET
fumecheng-12107	112	13	sentiment	sentiment	NOUN
fumecheng-12107	112	14	classes	class	NOUN
fumecheng-12107	112	15	is	be	AUX
fumecheng-12107	112	16	significantly	significantly	ADV
fumecheng-12107	112	17	higher	high	ADJ
fumecheng-12107	112	18	than	than	ADP
fumecheng-12107	112	19	in	in	ADP
fumecheng-12107	112	20	others	other	NOUN
fumecheng-12107	112	21	.	.	PUNCT
fumecheng-12107	113	1	this	this	PRON
fumecheng-12107	113	2	poses	pose	VERB
fumecheng-12107	113	3	a	a	DET
fumecheng-12107	113	4	problem	problem	NOUN
fumecheng-12107	113	5	for	for	ADP
fumecheng-12107	113	6	machine	machine	NOUN
fumecheng-12107	113	7	learning	learning	NOUN
fumecheng-12107	113	8	(	(	PUNCT
fumecheng-12107	113	9	ml	ml	NOUN
fumecheng-12107	113	10	)	)	PUNCT
fumecheng-12107	113	11	algorithms	algorithm	NOUN
fumecheng-12107	113	12	as	as	SCONJ
fumecheng-12107	113	13	they	they	PRON
fumecheng-12107	113	14	tend	tend	VERB
fumecheng-12107	113	15	to	to	PART
fumecheng-12107	113	16	prioritize	prioritize	VERB
fumecheng-12107	113	17	the	the	DET
fumecheng-12107	113	18	majority	majority	NOUN
fumecheng-12107	113	19	class	class	NOUN
fumecheng-12107	113	20	,	,	PUNCT
fumecheng-12107	113	21	leading	lead	VERB
fumecheng-12107	113	22	to	to	ADP
fumecheng-12107	113	23	a	a	DET
fumecheng-12107	113	24	bias	bias	NOUN
fumecheng-12107	113	25	and	and	CCONJ
fumecheng-12107	113	26	reduced	reduce	VERB
fumecheng-12107	113	27	sensitivity	sensitivity	NOUN
fumecheng-12107	113	28	in	in	ADP
fumecheng-12107	113	29	detecting	detect	VERB
fumecheng-12107	113	30	minority	minority	NOUN
fumecheng-12107	113	31	-	-	PUNCT
fumecheng-12107	113	32	class	class	NOUN
fumecheng-12107	113	33	samples	sample	NOUN
fumecheng-12107	113	34	during	during	ADP
fumecheng-12107	113	35	classification	classification	NOUN
fumecheng-12107	113	36	training	training	NOUN
fumecheng-12107	113	37	[	[	X
fumecheng-12107	113	38	17	17	NUM
fumecheng-12107	113	39	]	]	PUNCT
fumecheng-12107	113	40	.	.	PUNCT
fumecheng-12107	114	1	consequently	consequently	ADV
fumecheng-12107	114	2	,	,	PUNCT
fumecheng-12107	114	3	handling	handle	VERB
fumecheng-12107	114	4	classification	classification	NOUN
fumecheng-12107	114	5	tasks	task	NOUN
fumecheng-12107	114	6	with	with	ADP
fumecheng-12107	114	7	imbalanced	imbalanced	ADJ
fumecheng-12107	114	8	datasets	dataset	NOUN
fumecheng-12107	114	9	has	have	AUX
fumecheng-12107	114	10	become	become	VERB
fumecheng-12107	114	11	one	one	NUM
fumecheng-12107	114	12	of	of	ADP
fumecheng-12107	114	13	the	the	DET
fumecheng-12107	114	14	most	most	ADV
fumecheng-12107	114	15	complex	complex	ADJ
fumecheng-12107	114	16	problems	problem	NOUN
fumecheng-12107	114	17	in	in	ADP
fumecheng-12107	114	18	ml	ml	NOUN
fumecheng-12107	114	19	.	.	PUNCT
fumecheng-12107	115	1	while	while	SCONJ
fumecheng-12107	115	2	various	various	ADJ
fumecheng-12107	115	3	algorithms	algorithm	NOUN
fumecheng-12107	115	4	have	have	AUX
fumecheng-12107	115	5	been	be	AUX
fumecheng-12107	115	6	proposed	propose	VERB
fumecheng-12107	115	7	to	to	PART
fumecheng-12107	115	8	address	address	VERB
fumecheng-12107	115	9	imbalanced	imbalanced	ADJ
fumecheng-12107	115	10	data	datum	NOUN
fumecheng-12107	115	11	distribution	distribution	NOUN
fumecheng-12107	115	12	in	in	ADP
fumecheng-12107	115	13	structured	structured	ADJ
fumecheng-12107	115	14	datasets	dataset	NOUN
fumecheng-12107	115	15	,	,	PUNCT
fumecheng-12107	115	16	the	the	DET
fumecheng-12107	115	17	issue	issue	NOUN
fumecheng-12107	115	18	of	of	ADP
fumecheng-12107	115	19	class	class	NOUN
fumecheng-12107	115	20	imbalance	imbalance	NOUN
fumecheng-12107	115	21	has	have	AUX
fumecheng-12107	115	22	not	not	PART
fumecheng-12107	115	23	been	be	AUX
fumecheng-12107	115	24	extensively	extensively	ADV
fumecheng-12107	115	25	explored	explore	VERB
fumecheng-12107	115	26	in	in	ADP
fumecheng-12107	115	27	the	the	DET
fumecheng-12107	115	28	domain	domain	NOUN
fumecheng-12107	115	29	of	of	ADP
fumecheng-12107	115	30	text	text	NOUN
fumecheng-12107	115	31	classification	classification	NOUN
fumecheng-12107	115	32	.	.	PUNCT
fumecheng-12107	116	1	however	however	ADV
fumecheng-12107	116	2	,	,	PUNCT
fumecheng-12107	116	3	a	a	DET
fumecheng-12107	116	4	seminal	seminal	ADJ
fumecheng-12107	116	5	study	study	NOUN
fumecheng-12107	116	6	by	by	ADP
fumecheng-12107	116	7	li	li	PROPN
fumecheng-12107	116	8	et	et	PROPN
fumecheng-12107	116	9	al	al	PROPN
fumecheng-12107	116	10	.	.	PUNCT
fumecheng-12107	117	1	[	[	X
fumecheng-12107	117	2	18	18	NUM
fumecheng-12107	117	3	]	]	PUNCT
fumecheng-12107	117	4	,	,	PUNCT
fumecheng-12107	117	5	among	among	ADP
fumecheng-12107	117	6	the	the	DET
fumecheng-12107	117	7	first	first	ADJ
fumecheng-12107	117	8	to	to	PART
fumecheng-12107	117	9	investigate	investigate	VERB
fumecheng-12107	117	10	imbalanced	imbalanced	ADJ
fumecheng-12107	117	11	sentiment	sentiment	NOUN
fumecheng-12107	117	12	classification	classification	NOUN
fumecheng-12107	117	13	,	,	PUNCT
fumecheng-12107	117	14	demonstrated	demonstrate	VERB
fumecheng-12107	117	15	the	the	DET
fumecheng-12107	117	16	adverse	adverse	ADJ
fumecheng-12107	117	17	effect	effect	NOUN
fumecheng-12107	117	18	of	of	ADP
fumecheng-12107	117	19	imbalanced	imbalanced	ADJ
fumecheng-12107	117	20	sample	sample	NOUN
fumecheng-12107	117	21	distributions	distribution	NOUN
fumecheng-12107	117	22	on	on	ADP
fumecheng-12107	117	23	classifier	classifier	ADJ
fumecheng-12107	117	24	performance	performance	NOUN
fumecheng-12107	117	25	.	.	PUNCT
fumecheng-12107	118	1	resampling	resample	VERB
fumecheng-12107	118	2	techniques	technique	NOUN
fumecheng-12107	118	3	have	have	AUX
fumecheng-12107	118	4	been	be	AUX
fumecheng-12107	118	5	widely	widely	ADV
fumecheng-12107	118	6	adopted	adopt	VERB
fumecheng-12107	118	7	to	to	PART
fumecheng-12107	118	8	mitigate	mitigate	VERB
fumecheng-12107	118	9	this	this	DET
fumecheng-12107	118	10	effect	effect	NOUN
fumecheng-12107	118	11	.	.	PUNCT
fumecheng-12107	119	1	these	these	DET
fumecheng-12107	119	2	techniques	technique	NOUN
fumecheng-12107	119	3	involve	involve	VERB
fumecheng-12107	119	4	manipulating	manipulate	VERB
fumecheng-12107	119	5	the	the	DET
fumecheng-12107	119	6	class	class	NOUN
fumecheng-12107	119	7	distribution	distribution	NOUN
fumecheng-12107	119	8	by	by	ADP
fumecheng-12107	119	9	either	either	CCONJ
fumecheng-12107	119	10	under	under	ADV
fumecheng-12107	119	11	-	-	PUNCT
fumecheng-12107	119	12	sampling	sample	VERB
fumecheng-12107	119	13	the	the	DET
fumecheng-12107	119	14	majority	majority	NOUN
fumecheng-12107	119	15	class	class	NOUN
fumecheng-12107	119	16	or	or	CCONJ
fumecheng-12107	119	17	oversampling	oversample	VERB
fumecheng-12107	119	18	the	the	DET
fumecheng-12107	119	19	minority	minority	NOUN
fumecheng-12107	119	20	class	class	NOUN
fumecheng-12107	119	21	.	.	PUNCT
fumecheng-12107	120	1	previous	previous	ADJ
fumecheng-12107	120	2	research	research	NOUN
fumecheng-12107	120	3	has	have	AUX
fumecheng-12107	120	4	suggested	suggest	VERB
fumecheng-12107	120	5	that	that	SCONJ
fumecheng-12107	120	6	oversampling	oversample	VERB
fumecheng-12107	120	7	approaches	approach	NOUN
fumecheng-12107	120	8	tend	tend	VERB
fumecheng-12107	120	9	to	to	PART
fumecheng-12107	120	10	outperform	outperform	VERB
fumecheng-12107	120	11	under	under	ADP
fumecheng-12107	120	12	-	-	PUNCT
fumecheng-12107	120	13	sampling	sample	VERB
fumecheng-12107	120	14	methods	method	NOUN
fumecheng-12107	120	15	[	[	X
fumecheng-12107	120	16	7	7	NUM
fumecheng-12107	120	17	]	]	PUNCT
fumecheng-12107	120	18	.	.	PUNCT
fumecheng-12107	121	1	one	one	NUM
fumecheng-12107	121	2	popular	popular	ADJ
fumecheng-12107	121	3	oversampling	oversampling	NOUN
fumecheng-12107	121	4	technique	technique	NOUN
fumecheng-12107	121	5	is	be	AUX
fumecheng-12107	121	6	the	the	DET
fumecheng-12107	121	7	synthetic	synthetic	ADJ
fumecheng-12107	121	8	minority	minority	NOUN
fumecheng-12107	121	9	over	over	ADP
fumecheng-12107	121	10	-	-	PUNCT
fumecheng-12107	121	11	sampling	sample	VERB
fumecheng-12107	121	12	technique	technique	NOUN
fumecheng-12107	121	13	(	(	PUNCT
fumecheng-12107	121	14	smote	smote	NOUN
fumecheng-12107	121	15	)	)	PUNCT
fumecheng-12107	122	1	[	[	X
fumecheng-12107	122	2	8	8	NUM
fumecheng-12107	122	3	]	]	PUNCT
fumecheng-12107	122	4	,	,	PUNCT
fumecheng-12107	122	5	which	which	PRON
fumecheng-12107	122	6	generates	generate	VERB
fumecheng-12107	122	7	synthetic	synthetic	ADJ
fumecheng-12107	122	8	data	datum	NOUN
fumecheng-12107	122	9	points	point	NOUN
fumecheng-12107	122	10	based	base	VERB
fumecheng-12107	122	11	on	on	ADP
fumecheng-12107	122	12	the	the	DET
fumecheng-12107	122	13	similarity	similarity	NOUN
fumecheng-12107	122	14	between	between	ADP
fumecheng-12107	122	15	minority	minority	NOUN
fumecheng-12107	122	16	samples	sample	NOUN
fumecheng-12107	122	17	in	in	ADP
fumecheng-12107	122	18	the	the	DET
fumecheng-12107	122	19	numerical	numerical	ADJ
fumecheng-12107	122	20	feature	feature	NOUN
fumecheng-12107	122	21	space	space	NOUN
fumecheng-12107	122	22	.	.	PUNCT
fumecheng-12107	123	1	however	however	ADV
fumecheng-12107	123	2	,	,	PUNCT
fumecheng-12107	123	3	when	when	SCONJ
fumecheng-12107	123	4	it	it	PRON
fumecheng-12107	123	5	comes	come	VERB
fumecheng-12107	123	6	to	to	ADP
fumecheng-12107	123	7	text	text	NOUN
fumecheng-12107	123	8	data	datum	NOUN
fumecheng-12107	123	9	,	,	PUNCT
fumecheng-12107	123	10	oversampling	oversample	VERB
fumecheng-12107	123	11	may	may	AUX
fumecheng-12107	123	12	not	not	PART
fumecheng-12107	123	13	yield	yield	VERB
fumecheng-12107	123	14	semantically	semantically	ADV
fumecheng-12107	123	15	comparable	comparable	ADJ
fumecheng-12107	123	16	terms	term	NOUN
fumecheng-12107	123	17	as	as	SCONJ
fumecheng-12107	123	18	texts	text	NOUN
fumecheng-12107	123	19	are	be	AUX
fumecheng-12107	123	20	composed	compose	VERB
fumecheng-12107	123	21	of	of	ADP
fumecheng-12107	123	22	words	word	NOUN
fumecheng-12107	123	23	or	or	CCONJ
fumecheng-12107	123	24	characters	character	NOUN
fumecheng-12107	123	25	.	.	PUNCT
fumecheng-12107	124	1	therefore	therefore	ADV
fumecheng-12107	124	2	,	,	PUNCT
fumecheng-12107	124	3	there	there	PRON
fumecheng-12107	124	4	is	be	VERB
fumecheng-12107	124	5	a	a	DET
fumecheng-12107	124	6	need	need	NOUN
fumecheng-12107	124	7	to	to	PART
fumecheng-12107	124	8	develop	develop	VERB
fumecheng-12107	124	9	an	an	DET
fumecheng-12107	124	10	oversampling	oversampling	ADJ
fumecheng-12107	124	11	approach	approach	NOUN
fumecheng-12107	124	12	that	that	PRON
fumecheng-12107	124	13	can	can	AUX
fumecheng-12107	124	14	generate	generate	VERB
fumecheng-12107	124	15	synthetic	synthetic	ADJ
fumecheng-12107	124	16	texts	text	NOUN
fumecheng-12107	124	17	directly	directly	ADV
fumecheng-12107	124	18	from	from	ADP
fumecheng-12107	124	19	the	the	DET
fumecheng-12107	124	20	contextual	contextual	ADJ
fumecheng-12107	124	21	space	space	NOUN
fumecheng-12107	124	22	.	.	PUNCT
fumecheng-12107	125	1	research	research	NOUN
fumecheng-12107	125	2	conducted	conduct	VERB
fumecheng-12107	125	3	in	in	ADP
fumecheng-12107	125	4	the	the	DET
fumecheng-12107	125	5	field	field	NOUN
fumecheng-12107	125	6	of	of	ADP
fumecheng-12107	125	7	marketing	marketing	NOUN
fumecheng-12107	125	8	with	with	ADP
fumecheng-12107	125	9	social	social	ADJ
fumecheng-12107	125	10	media	medium	NOUN
fumecheng-12107	125	11	has	have	AUX
fumecheng-12107	125	12	provided	provide	VERB
fumecheng-12107	125	13	valuable	valuable	ADJ
fumecheng-12107	125	14	insights	insight	NOUN
fumecheng-12107	125	15	into	into	ADP
fumecheng-12107	125	16	effective	effective	ADJ
fumecheng-12107	125	17	marketing	marketing	NOUN
fumecheng-12107	125	18	practices	practice	NOUN
fumecheng-12107	125	19	on	on	ADP
fumecheng-12107	125	20	social	social	ADJ
fumecheng-12107	125	21	media	medium	NOUN
fumecheng-12107	125	22	platforms	platform	NOUN
fumecheng-12107	125	23	.	.	PUNCT
fumecheng-12107	126	1	leveraging	leverage	VERB
fumecheng-12107	126	2	social	social	ADJ
fumecheng-12107	126	3	media	medium	NOUN
fumecheng-12107	126	4	platforms	platform	NOUN
fumecheng-12107	126	5	allows	allow	VERB
fumecheng-12107	126	6	marketers	marketer	NOUN
fumecheng-12107	126	7	to	to	PART
fumecheng-12107	126	8	establish	establish	VERB
fumecheng-12107	126	9	connections	connection	NOUN
fumecheng-12107	126	10	with	with	ADP
fumecheng-12107	126	11	their	their	PRON
fumecheng-12107	126	12	target	target	NOUN
fumecheng-12107	126	13	audience	audience	NOUN
fumecheng-12107	126	14	,	,	PUNCT
fumecheng-12107	126	15	enhance	enhance	VERB
fumecheng-12107	126	16	brand	brand	NOUN
fumecheng-12107	126	17	awareness	awareness	NOUN
fumecheng-12107	126	18	,	,	PUNCT
fumecheng-12107	126	19	and	and	CCONJ
fumecheng-12107	126	20	drive	drive	VERB
fumecheng-12107	126	21	customer	customer	NOUN
fumecheng-12107	126	22	engagement	engagement	NOUN
fumecheng-12107	126	23	[	[	X
fumecheng-12107	126	24	21	21	NUM
fumecheng-12107	126	25	]	]	X
fumecheng-12107	127	1	[	[	X
fumecheng-12107	127	2	22	22	NUM
fumecheng-12107	127	3	]	]	PUNCT
fumecheng-12107	127	4	.	.	PUNCT
fumecheng-12107	128	1	gaining	gain	VERB
fumecheng-12107	128	2	a	a	DET
fumecheng-12107	128	3	deep	deep	ADJ
fumecheng-12107	128	4	understanding	understanding	NOUN
fumecheng-12107	128	5	of	of	ADP
fumecheng-12107	128	6	the	the	DET
fumecheng-12107	128	7	dynamics	dynamic	NOUN
fumecheng-12107	128	8	of	of	ADP
fumecheng-12107	128	9	social	social	ADJ
fumecheng-12107	128	10	media	medium	NOUN
fumecheng-12107	128	11	marketing	marketing	NOUN
fumecheng-12107	128	12	can	can	AUX
fumecheng-12107	128	13	contribute	contribute	VERB
fumecheng-12107	128	14	to	to	ADP
fumecheng-12107	128	15	the	the	DET
fumecheng-12107	128	16	development	development	NOUN
fumecheng-12107	128	17	of	of	ADP
fumecheng-12107	128	18	more	more	ADV
fumecheng-12107	128	19	effective	effective	ADJ
fumecheng-12107	128	20	sentiment	sentiment	NOUN
fumecheng-12107	128	21	classification	classification	NOUN
fumecheng-12107	128	22	models	model	NOUN
fumecheng-12107	128	23	and	and	CCONJ
fumecheng-12107	128	24	techniques	technique	NOUN
fumecheng-12107	128	25	,	,	PUNCT
fumecheng-12107	128	26	enabling	enable	VERB
fumecheng-12107	128	27	marketers	marketer	NOUN
fumecheng-12107	128	28	to	to	PART
fumecheng-12107	128	29	better	well	ADV
fumecheng-12107	128	30	analyze	analyze	VERB
fumecheng-12107	128	31	and	and	CCONJ
fumecheng-12107	128	32	interpret	interpret	VERB
fumecheng-12107	128	33	customer	customer	NOUN
fumecheng-12107	128	34	sentiments	sentiment	NOUN
fumecheng-12107	128	35	and	and	CCONJ
fumecheng-12107	128	36	opinions	opinion	NOUN
fumecheng-12107	128	37	.	.	PUNCT
fumecheng-12107	129	1	3	3	X
fumecheng-12107	129	2	.	.	NUM
fumecheng-12107	129	3	proposed	propose	VERB
fumecheng-12107	129	4	approach	approach	NOUN
fumecheng-12107	129	5	this	this	DET
fumecheng-12107	129	6	section	section	NOUN
fumecheng-12107	129	7	proposes	propose	VERB
fumecheng-12107	129	8	a	a	DET
fumecheng-12107	129	9	dl	dl	NOUN
fumecheng-12107	129	10	-	-	PUNCT
fumecheng-12107	129	11	based	base	VERB
fumecheng-12107	129	12	approach	approach	NOUN
fumecheng-12107	129	13	to	to	AUX
fumecheng-12107	129	14	sa	sa	VERB
fumecheng-12107	129	15	in	in	ADP
fumecheng-12107	129	16	digital	digital	ADJ
fumecheng-12107	129	17	marketing	marketing	NOUN
fumecheng-12107	129	18	.	.	PUNCT
fumecheng-12107	130	1	this	this	DET
fumecheng-12107	130	2	approach	approach	NOUN
fumecheng-12107	130	3	analyzes	analyze	VERB
fumecheng-12107	130	4	users	user	NOUN
fumecheng-12107	130	5	'	'	PART
fumecheng-12107	130	6	opinions	opinion	NOUN
fumecheng-12107	130	7	about	about	ADP
fumecheng-12107	130	8	different	different	ADJ
fumecheng-12107	130	9	product	product	NOUN
fumecheng-12107	130	10	categories	category	NOUN
fumecheng-12107	130	11	using	use	VERB
fumecheng-12107	130	12	an	an	DET
fumecheng-12107	130	13	appropriate	appropriate	ADJ
fumecheng-12107	130	14	technique	technique	NOUN
fumecheng-12107	130	15	to	to	PART
fumecheng-12107	130	16	detect	detect	VERB
fumecheng-12107	130	17	user	user	NOUN
fumecheng-12107	130	18	sentiment	sentiment	NOUN
fumecheng-12107	130	19	.	.	PUNCT
fumecheng-12107	131	1	their	their	PRON
fumecheng-12107	131	2	views	view	NOUN
fumecheng-12107	131	3	and	and	CCONJ
fumecheng-12107	131	4	ratings	rating	NOUN
fumecheng-12107	131	5	also	also	ADV
fumecheng-12107	131	6	identify	identify	VERB
fumecheng-12107	131	7	trends	trend	NOUN
fumecheng-12107	131	8	for	for	ADP
fumecheng-12107	131	9	the	the	DET
fumecheng-12107	131	10	product	product	NOUN
fumecheng-12107	131	11	categories	category	NOUN
fumecheng-12107	131	12	we	we	PRON
fumecheng-12107	131	13	want	want	VERB
fumecheng-12107	131	14	to	to	PART
fumecheng-12107	131	15	market	market	VERB
fumecheng-12107	131	16	.	.	PUNCT
fumecheng-12107	132	1	figures	figure	NOUN
fumecheng-12107	132	2	1	1	NUM
fumecheng-12107	132	3	and	and	CCONJ
fumecheng-12107	132	4	2	2	NUM
fumecheng-12107	132	5	illustrate	illustrate	VERB
fumecheng-12107	132	6	a	a	DET
fumecheng-12107	132	7	flowchart	flowchart	NOUN
fumecheng-12107	132	8	for	for	ADP
fumecheng-12107	132	9	the	the	DET
fumecheng-12107	132	10	proposed	propose	VERB
fumecheng-12107	132	11	approach	approach	NOUN
fumecheng-12107	132	12	,	,	PUNCT
fumecheng-12107	132	13	which	which	PRON
fumecheng-12107	132	14	comprises	comprise	VERB
fumecheng-12107	132	15	two	two	NUM
fumecheng-12107	132	16	main	main	ADJ
fumecheng-12107	132	17	stages	stage	NOUN
fumecheng-12107	132	18	:	:	PUNCT
fumecheng-12107	132	19	(	(	PUNCT
fumecheng-12107	132	20	a	a	X
fumecheng-12107	132	21	)	)	PUNCT
fumecheng-12107	132	22	model	model	NOUN
fumecheng-12107	132	23	generation	generation	NOUN
fumecheng-12107	132	24	and	and	CCONJ
fumecheng-12107	132	25	(	(	PUNCT
fumecheng-12107	132	26	b	b	NOUN
fumecheng-12107	132	27	)	)	PUNCT
fumecheng-12107	132	28	product	product	NOUN
fumecheng-12107	132	29	marketing	marketing	NOUN
fumecheng-12107	132	30	.	.	PUNCT
fumecheng-12107	133	1	the	the	DET
fumecheng-12107	133	2	first	first	ADJ
fumecheng-12107	133	3	stage	stage	NOUN
fumecheng-12107	133	4	generates	generate	VERB
fumecheng-12107	133	5	an	an	DET
fumecheng-12107	133	6	rnn	rnn	NOUN
fumecheng-12107	133	7	-	-	PUNCT
fumecheng-12107	133	8	based	base	VERB
fumecheng-12107	133	9	model	model	NOUN
fumecheng-12107	133	10	using	use	VERB
fumecheng-12107	133	11	amazon	amazon	NOUN
fumecheng-12107	133	12	data	datum	NOUN
fumecheng-12107	133	13	.	.	PUNCT
fumecheng-12107	134	1	this	this	DET
fumecheng-12107	134	2	stage	stage	NOUN
fumecheng-12107	134	3	consists	consist	VERB
fumecheng-12107	134	4	of	of	ADP
fumecheng-12107	134	5	four	four	NUM
fumecheng-12107	134	6	sub	sub	NOUN
fumecheng-12107	134	7	-	-	NOUN
fumecheng-12107	134	8	stages	stage	NOUN
fumecheng-12107	134	9	:	:	PUNCT
fumecheng-12107	134	10	(	(	PUNCT
fumecheng-12107	134	11	1	1	X
fumecheng-12107	134	12	)	)	PUNCT
fumecheng-12107	134	13	preprocessing	preprocessing	NOUN
fumecheng-12107	134	14	,	,	PUNCT
fumecheng-12107	134	15	(	(	PUNCT
fumecheng-12107	134	16	2	2	X
fumecheng-12107	134	17	)	)	PUNCT
fumecheng-12107	134	18	resampling	resampling	NOUN
fumecheng-12107	134	19	,	,	PUNCT
fumecheng-12107	134	20	(	(	PUNCT
fumecheng-12107	134	21	3	3	X
fumecheng-12107	134	22	)	)	PUNCT
fumecheng-12107	134	23	input	input	NOUN
fumecheng-12107	134	24	vector	vector	NOUN
fumecheng-12107	134	25	generation	generation	NOUN
fumecheng-12107	134	26	using	use	VERB
fumecheng-12107	134	27	word2vec	word2vec	NUM
fumecheng-12107	134	28	,	,	PUNCT
fumecheng-12107	134	29	and	and	CCONJ
fumecheng-12107	134	30	(	(	PUNCT
fumecheng-12107	134	31	4	4	X
fumecheng-12107	134	32	)	)	PUNCT
fumecheng-12107	134	33	rnn	rnn	NOUN
fumecheng-12107	134	34	-	-	PUNCT
fumecheng-12107	134	35	based	base	VERB
fumecheng-12107	134	36	sentiment	sentiment	NOUN
fumecheng-12107	134	37	model	model	NOUN
fumecheng-12107	134	38	generation	generation	NOUN
fumecheng-12107	134	39	.	.	PUNCT
fumecheng-12107	135	1	the	the	DET
fumecheng-12107	135	2	second	second	ADJ
fumecheng-12107	135	3	stage	stage	NOUN
fumecheng-12107	135	4	applies	apply	VERB
fumecheng-12107	135	5	facebook	facebook	PROPN
fumecheng-12107	135	6	data	datum	NOUN
fumecheng-12107	135	7	to	to	ADP
fumecheng-12107	135	8	the	the	DET
fumecheng-12107	135	9	generated	generate	VERB
fumecheng-12107	135	10	model	model	NOUN
fumecheng-12107	135	11	and	and	CCONJ
fumecheng-12107	135	12	performs	perform	VERB
fumecheng-12107	135	13	product	product	NOUN
fumecheng-12107	135	14	marketing	marketing	NOUN
fumecheng-12107	135	15	based	base	VERB
fumecheng-12107	135	16	on	on	ADP
fumecheng-12107	135	17	different	different	ADJ
fumecheng-12107	135	18	aspects	aspect	NOUN
fumecheng-12107	135	19	.	.	PUNCT
fumecheng-12107	136	1	this	this	DET
fumecheng-12107	136	2	stage	stage	NOUN
fumecheng-12107	136	3	also	also	ADV
fumecheng-12107	136	4	includes	include	VERB
fumecheng-12107	136	5	four	four	NUM
fumecheng-12107	136	6	sub	sub	NOUN
fumecheng-12107	136	7	-	-	NOUN
fumecheng-12107	136	8	stages	stage	NOUN
fumecheng-12107	136	9	:	:	PUNCT
fumecheng-12107	136	10	(	(	PUNCT
fumecheng-12107	136	11	1	1	X
fumecheng-12107	136	12	)	)	PUNCT
fumecheng-12107	136	13	preprocessing	preprocessing	NOUN
fumecheng-12107	136	14	using	use	VERB
fumecheng-12107	136	15	stanford	stanford	PROPN
fumecheng-12107	136	16	corenlp	corenlp	NOUN
fumecheng-12107	136	17	,	,	PUNCT
fumecheng-12107	136	18	(	(	PUNCT
fumecheng-12107	136	19	2	2	X
fumecheng-12107	136	20	)	)	PUNCT
fumecheng-12107	136	21	input	input	NOUN
fumecheng-12107	136	22	vector	vector	NOUN
fumecheng-12107	136	23	generation	generation	NOUN
fumecheng-12107	136	24	using	use	VERB
fumecheng-12107	136	25	word2vec	word2vec	PROPN
fumecheng-12107	136	26	,	,	PUNCT
fumecheng-12107	136	27	(	(	PUNCT
fumecheng-12107	136	28	3	3	X
fumecheng-12107	136	29	)	)	PUNCT
fumecheng-12107	136	30	applying	apply	VERB
fumecheng-12107	136	31	facebook	facebook	NOUN
fumecheng-12107	136	32	data	datum	NOUN
fumecheng-12107	136	33	to	to	ADP
fumecheng-12107	136	34	the	the	DET
fumecheng-12107	136	35	model	model	NOUN
fumecheng-12107	136	36	,	,	PUNCT
fumecheng-12107	136	37	and	and	CCONJ
fumecheng-12107	136	38	(	(	PUNCT
fumecheng-12107	136	39	4	4	X
fumecheng-12107	136	40	)	)	PUNCT
fumecheng-12107	136	41	marketing	marketing	NOUN
fumecheng-12107	136	42	the	the	DET
fumecheng-12107	136	43	intended	intend	VERB
fumecheng-12107	136	44	product	product	NOUN
fumecheng-12107	136	45	using	use	VERB
fumecheng-12107	136	46	rating	rating	NOUN
fumecheng-12107	136	47	and	and	CCONJ
fumecheng-12107	136	48	cosine	cosine	NOUN
fumecheng-12107	136	49	similarity	similarity	NOUN
fumecheng-12107	136	50	.	.	PUNCT
fumecheng-12107	137	1	484	484	NUM
fumecheng-12107	137	2	m.	m.	NOUN
fumecheng-12107	137	3	kuang	kuang	PROPN
fumecheng-12107	137	4	,	,	PUNCT
fumecheng-12107	137	5	r.	r.	PROPN
fumecheng-12107	137	6	safa	safa	PROPN
fumecheng-12107	137	7	,	,	PUNCT
fumecheng-12107	137	8	s.	s.	PROPN
fumecheng-12107	137	9	a.	a.	PROPN
fumecheng-12107	137	10	edalatpanah	edalatpanah	PROPN
fumecheng-12107	137	11	,	,	PUNCT
fumecheng-12107	137	12	r.	r.	PROPN
fumecheng-12107	137	13	s.	s.	PROPN
fumecheng-12107	137	14	keyser	keyser	PROPN
fumecheng-12107	137	15	fig	fig	PROPN
fumecheng-12107	137	16	.	.	PUNCT
fumecheng-12107	137	17	1	1	NUM
fumecheng-12107	137	18	model	model	NOUN
fumecheng-12107	137	19	generation	generation	NOUN
fumecheng-12107	137	20	fig	fig	NOUN
fumecheng-12107	137	21	.	.	PUNCT
fumecheng-12107	137	22	2	2	NUM
fumecheng-12107	137	23	product	product	NOUN
fumecheng-12107	137	24	marketing	market	VERB
fumecheng-12107	137	25	3.1	3.1	NUM
fumecheng-12107	137	26	.	.	PUNCT
fumecheng-12107	138	1	datasets	dataset	NOUN
fumecheng-12107	138	2	:	:	PUNCT
fumecheng-12107	138	3	amazon	amazon	PROPN
fumecheng-12107	138	4	data	datum	NOUN
fumecheng-12107	138	5	amazon	amazon	PROPN
fumecheng-12107	138	6	is	be	AUX
fumecheng-12107	138	7	one	one	NUM
fumecheng-12107	138	8	of	of	ADP
fumecheng-12107	138	9	the	the	DET
fumecheng-12107	138	10	largest	large	ADJ
fumecheng-12107	138	11	e	e	NOUN
fumecheng-12107	138	12	-	-	NOUN
fumecheng-12107	138	13	commerce	commerce	NOUN
fumecheng-12107	138	14	websites	website	NOUN
fumecheng-12107	138	15	with	with	ADP
fumecheng-12107	138	16	countless	countless	ADJ
fumecheng-12107	138	17	reviews	review	NOUN
fumecheng-12107	138	18	.	.	PUNCT
fumecheng-12107	139	1	in	in	ADP
fumecheng-12107	139	2	the	the	DET
fumecheng-12107	139	3	research	research	NOUN
fumecheng-12107	139	4	analysis	analysis	NOUN
fumecheng-12107	139	5	section	section	NOUN
fumecheng-12107	139	6	,	,	PUNCT
fumecheng-12107	139	7	we	we	PRON
fumecheng-12107	139	8	use	use	VERB
fumecheng-12107	139	9	amazon	amazon	NOUN
fumecheng-12107	139	10	data	datum	NOUN
fumecheng-12107	139	11	prepared	prepare	VERB
fumecheng-12107	139	12	by	by	ADP
fumecheng-12107	139	13	amazon	amazon	PROPN
fumecheng-12107	139	14	web	web	NOUN
fumecheng-12107	139	15	services	service	NOUN
fumecheng-12107	139	16	.	.	PUNCT
fumecheng-12107	140	1	since	since	SCONJ
fumecheng-12107	140	2	the	the	DET
fumecheng-12107	140	3	dataset	dataset	NOUN
fumecheng-12107	140	4	is	be	AUX
fumecheng-12107	140	5	unlabeled	unlabele	VERB
fumecheng-12107	140	6	,	,	PUNCT
fumecheng-12107	140	7	we	we	PRON
fumecheng-12107	140	8	need	need	VERB
fumecheng-12107	140	9	to	to	PART
fumecheng-12107	140	10	label	label	VERB
fumecheng-12107	140	11	the	the	DET
fumecheng-12107	140	12	data	datum	NOUN
fumecheng-12107	140	13	to	to	PART
fumecheng-12107	140	14	use	use	VERB
fumecheng-12107	140	15	it	it	PRON
fumecheng-12107	140	16	in	in	ADP
fumecheng-12107	140	17	a	a	DET
fumecheng-12107	140	18	supervised	supervised	ADJ
fumecheng-12107	140	19	learning	learning	NOUN
fumecheng-12107	140	20	model	model	NOUN
fumecheng-12107	140	21	.	.	PUNCT
fumecheng-12107	141	1	we	we	PRON
fumecheng-12107	141	2	used	use	VERB
fumecheng-12107	141	3	four	four	NUM
fumecheng-12107	141	4	json	json	NOUN
fumecheng-12107	141	5	files	file	NOUN
fumecheng-12107	141	6	whose	whose	DET
fumecheng-12107	141	7	data	datum	NOUN
fumecheng-12107	141	8	structure	structure	NOUN
fumecheng-12107	141	9	is	be	AUX
fumecheng-12107	141	10	presented	present	VERB
fumecheng-12107	141	11	in	in	ADP
fumecheng-12107	141	12	table	table	NOUN
fumecheng-12107	141	13	1	1	NUM
fumecheng-12107	141	14	.	.	PUNCT
fumecheng-12107	141	15	table	table	NOUN
fumecheng-12107	141	16	1	1	NUM
fumecheng-12107	141	17	review	review	NOUN
fumecheng-12107	141	18	text	text	NOUN
fumecheng-12107	141	19	features	feature	VERB
fumecheng-12107	141	20	description	description	NOUN
fumecheng-12107	141	21	feature	feature	NOUN
fumecheng-12107	141	22	title	title	NOUN
fumecheng-12107	141	23	reviewer	reviewer	NOUN
fumecheng-12107	141	24	identifier	identifier	NOUN
fumecheng-12107	141	25	reviewerid	reviewerid	VERB
fumecheng-12107	141	26	product	product	NOUN
fumecheng-12107	141	27	identifier	identifier	NOUN
fumecheng-12107	141	28	asin	asin	NOUN
fumecheng-12107	141	29	name	name	NOUN
fumecheng-12107	141	30	of	of	ADP
fumecheng-12107	141	31	the	the	DET
fumecheng-12107	141	32	reviewer	reviewer	NOUN
fumecheng-12107	141	33	reviewername	reviewername	NOUN
fumecheng-12107	141	34	review	review	NOUN
fumecheng-12107	141	35	helpful	helpful	ADJ
fumecheng-12107	141	36	vote	vote	NOUN
fumecheng-12107	141	37	vote	vote	NOUN
fumecheng-12107	141	38	text	text	NOUN
fumecheng-12107	141	39	of	of	ADP
fumecheng-12107	141	40	the	the	DET
fumecheng-12107	141	41	review	review	NOUN
fumecheng-12107	141	42	reviewtext	reviewtext	NOUN
fumecheng-12107	141	43	rating	rating	NOUN
fumecheng-12107	141	44	of	of	ADP
fumecheng-12107	141	45	the	the	DET
fumecheng-12107	141	46	product	product	NOUN
fumecheng-12107	141	47	overall	overall	ADJ
fumecheng-12107	141	48	summary	summary	NOUN
fumecheng-12107	141	49	of	of	ADP
fumecheng-12107	141	50	the	the	DET
fumecheng-12107	141	51	review	review	NOUN
fumecheng-12107	141	52	summary	summary	NOUN
fumecheng-12107	141	53	time	time	NOUN
fumecheng-12107	141	54	of	of	ADP
fumecheng-12107	141	55	the	the	DET
fumecheng-12107	141	56	review	review	NOUN
fumecheng-12107	141	57	(	(	PUNCT
fumecheng-12107	141	58	unix	unix	NOUN
fumecheng-12107	141	59	time	time	NOUN
fumecheng-12107	141	60	)	)	PUNCT
fumecheng-12107	141	61	unixreviewtime	unixreviewtime	ADJ
fumecheng-12107	141	62	time	time	NOUN
fumecheng-12107	141	63	of	of	ADP
fumecheng-12107	141	64	the	the	DET
fumecheng-12107	141	65	review	review	NOUN
fumecheng-12107	141	66	(	(	PUNCT
fumecheng-12107	141	67	raw	raw	ADJ
fumecheng-12107	141	68	)	)	PUNCT
fumecheng-12107	141	69	reviewtime	reviewtime	NOUN
fumecheng-12107	141	70	a	a	DET
fumecheng-12107	141	71	hybrid	hybrid	ADJ
fumecheng-12107	141	72	deep	deep	ADJ
fumecheng-12107	141	73	learning	learning	NOUN
fumecheng-12107	141	74	approach	approach	NOUN
fumecheng-12107	141	75	for	for	ADP
fumecheng-12107	141	76	sentiment	sentiment	NOUN
fumecheng-12107	141	77	analysis	analysis	NOUN
fumecheng-12107	141	78	in	in	ADP
fumecheng-12107	141	79	product	product	NOUN
fumecheng-12107	141	80	reviews	review	NOUN
fumecheng-12107	141	81	485	485	NUM
fumecheng-12107	141	82	"	"	PUNCT
fumecheng-12107	141	83	text	text	NOUN
fumecheng-12107	141	84	of	of	ADP
fumecheng-12107	141	85	the	the	DET
fumecheng-12107	141	86	review	review	NOUN
fumecheng-12107	141	87	"	"	PUNCT
fumecheng-12107	141	88	(	(	PUNCT
fumecheng-12107	141	89	reviewtext	reviewtext	NOUN
fumecheng-12107	141	90	)	)	PUNCT
fumecheng-12107	141	91	and	and	CCONJ
fumecheng-12107	141	92	the	the	DET
fumecheng-12107	141	93	"	"	PUNCT
fumecheng-12107	141	94	rating	rating	NOUN
fumecheng-12107	141	95	of	of	ADP
fumecheng-12107	141	96	the	the	DET
fumecheng-12107	141	97	product	product	NOUN
fumecheng-12107	141	98	"	"	PUNCT
fumecheng-12107	141	99	(	(	PUNCT
fumecheng-12107	141	100	overall	overall	ADV
fumecheng-12107	141	101	)	)	PUNCT
fumecheng-12107	141	102	are	be	AUX
fumecheng-12107	141	103	the	the	DET
fumecheng-12107	141	104	primary	primary	ADJ
fumecheng-12107	141	105	data	data	NOUN
fumecheng-12107	141	106	features	feature	NOUN
fumecheng-12107	141	107	used	use	VERB
fumecheng-12107	141	108	for	for	ADP
fumecheng-12107	141	109	sentiment	sentiment	NOUN
fumecheng-12107	141	110	classification	classification	NOUN
fumecheng-12107	141	111	.	.	PUNCT
fumecheng-12107	142	1	in	in	ADP
fumecheng-12107	142	2	total	total	ADJ
fumecheng-12107	142	3	,	,	PUNCT
fumecheng-12107	142	4	four	four	NUM
fumecheng-12107	142	5	files	file	NOUN
fumecheng-12107	142	6	include	include	VERB
fumecheng-12107	142	7	about	about	ADV
fumecheng-12107	142	8	fifteen	fifteen	NUM
fumecheng-12107	142	9	million	million	NUM
fumecheng-12107	142	10	reviews	review	NOUN
fumecheng-12107	142	11	.	.	PUNCT
fumecheng-12107	143	1	the	the	DET
fumecheng-12107	143	2	distribution	distribution	NOUN
fumecheng-12107	143	3	of	of	ADP
fumecheng-12107	143	4	amazon	amazon	NOUN
fumecheng-12107	143	5	data	datum	NOUN
fumecheng-12107	143	6	collected	collect	VERB
fumecheng-12107	143	7	for	for	ADP
fumecheng-12107	143	8	four	four	NUM
fumecheng-12107	143	9	product	product	NOUN
fumecheng-12107	143	10	categories	category	NOUN
fumecheng-12107	143	11	,	,	PUNCT
fumecheng-12107	143	12	including	include	VERB
fumecheng-12107	143	13	cars	car	NOUN
fumecheng-12107	143	14	,	,	PUNCT
fumecheng-12107	143	15	household	household	NOUN
fumecheng-12107	143	16	appliances	appliance	NOUN
fumecheng-12107	143	17	,	,	PUNCT
fumecheng-12107	143	18	jewelry	jewelry	NOUN
fumecheng-12107	143	19	and	and	CCONJ
fumecheng-12107	143	20	clothing	clothing	NOUN
fumecheng-12107	143	21	,	,	PUNCT
fumecheng-12107	143	22	and	and	CCONJ
fumecheng-12107	143	23	luxury	luxury	NOUN
fumecheng-12107	143	24	goods	good	NOUN
fumecheng-12107	143	25	,	,	PUNCT
fumecheng-12107	143	26	is	be	AUX
fumecheng-12107	143	27	1,711,519	1,711,519	NUM
fumecheng-12107	143	28	,	,	PUNCT
fumecheng-12107	143	29	2,070,831	2,070,831	NUM
fumecheng-12107	143	30	,	,	PUNCT
fumecheng-12107	143	31	11,285,464	11,285,464	NUM
fumecheng-12107	143	32	,	,	PUNCT
fumecheng-12107	143	33	and	and	CCONJ
fumecheng-12107	143	34	34,278	34,278	NUM
fumecheng-12107	143	35	,	,	PUNCT
fumecheng-12107	143	36	respectively	respectively	ADV
fumecheng-12107	143	37	.	.	PUNCT
fumecheng-12107	144	1	as	as	SCONJ
fumecheng-12107	144	2	can	can	AUX
fumecheng-12107	144	3	be	be	AUX
fumecheng-12107	144	4	seen	see	VERB
fumecheng-12107	144	5	,	,	PUNCT
fumecheng-12107	144	6	the	the	DET
fumecheng-12107	144	7	number	number	NOUN
fumecheng-12107	144	8	of	of	ADP
fumecheng-12107	144	9	samples	sample	NOUN
fumecheng-12107	144	10	for	for	ADP
fumecheng-12107	144	11	jewelry	jewelry	NOUN
fumecheng-12107	144	12	and	and	CCONJ
fumecheng-12107	144	13	clothing	clothing	NOUN
fumecheng-12107	144	14	is	be	AUX
fumecheng-12107	144	15	much	much	ADV
fumecheng-12107	144	16	higher	high	ADJ
fumecheng-12107	144	17	than	than	ADP
fumecheng-12107	144	18	in	in	ADP
fumecheng-12107	144	19	other	other	ADJ
fumecheng-12107	144	20	categories	category	NOUN
fumecheng-12107	144	21	(	(	PUNCT
fumecheng-12107	144	22	75	75	NUM
fumecheng-12107	144	23	%	%	NOUN
fumecheng-12107	144	24	)	)	PUNCT
fumecheng-12107	144	25	.	.	PUNCT
fumecheng-12107	145	1	on	on	ADP
fumecheng-12107	145	2	the	the	DET
fumecheng-12107	145	3	other	other	ADJ
fumecheng-12107	145	4	hand	hand	NOUN
fumecheng-12107	145	5	,	,	PUNCT
fumecheng-12107	145	6	the	the	DET
fumecheng-12107	145	7	distribution	distribution	NOUN
fumecheng-12107	145	8	rates	rate	NOUN
fumecheng-12107	145	9	for	for	ADP
fumecheng-12107	145	10	household	household	NOUN
fumecheng-12107	145	11	appliances	appliance	NOUN
fumecheng-12107	145	12	,	,	PUNCT
fumecheng-12107	145	13	cars	car	NOUN
fumecheng-12107	145	14	,	,	PUNCT
fumecheng-12107	145	15	and	and	CCONJ
fumecheng-12107	145	16	luxury	luxury	NOUN
fumecheng-12107	145	17	goods	good	NOUN
fumecheng-12107	145	18	are	be	AUX
fumecheng-12107	145	19	11.4	11.4	NUM
fumecheng-12107	145	20	%	%	NOUN
fumecheng-12107	145	21	,	,	PUNCT
fumecheng-12107	145	22	13.4	13.4	NUM
fumecheng-12107	145	23	%	%	NOUN
fumecheng-12107	145	24	,	,	PUNCT
fumecheng-12107	145	25	and	and	CCONJ
fumecheng-12107	145	26	0.002	0.002	NUM
fumecheng-12107	145	27	,	,	PUNCT
fumecheng-12107	145	28	respectively	respectively	ADV
fumecheng-12107	145	29	.	.	PUNCT
fumecheng-12107	146	1	3.2	3.2	NUM
fumecheng-12107	146	2	.	.	PUNCT
fumecheng-12107	147	1	facebook	facebook	PROPN
fumecheng-12107	147	2	data	data	PROPN
fumecheng-12107	147	3	facebook	facebook	PROPN
fumecheng-12107	147	4	post	post	PROPN
fumecheng-12107	147	5	reactions	reaction	NOUN
fumecheng-12107	147	6	dataset	dataset	VERB
fumecheng-12107	147	7	is	be	AUX
fumecheng-12107	147	8	also	also	ADV
fumecheng-12107	147	9	used	use	VERB
fumecheng-12107	147	10	for	for	ADP
fumecheng-12107	147	11	analysis	analysis	NOUN
fumecheng-12107	147	12	.	.	PUNCT
fumecheng-12107	148	1	this	this	DET
fumecheng-12107	148	2	dataset	dataset	NOUN
fumecheng-12107	148	3	comprises	comprise	VERB
fumecheng-12107	148	4	facebook	facebook	NOUN
fumecheng-12107	148	5	posts	post	NOUN
fumecheng-12107	148	6	on	on	ADP
fumecheng-12107	148	7	the	the	DET
fumecheng-12107	148	8	customer	customer	NOUN
fumecheng-12107	148	9	service	service	NOUN
fumecheng-12107	148	10	pages	page	NOUN
fumecheng-12107	148	11	of	of	ADP
fumecheng-12107	148	12	twelve	twelve	NUM
fumecheng-12107	148	13	major	major	ADJ
fumecheng-12107	148	14	us	us	PROPN
fumecheng-12107	148	15	and	and	CCONJ
fumecheng-12107	148	16	uk	uk	PROPN
fumecheng-12107	148	17	chain	chain	NOUN
fumecheng-12107	148	18	stores	store	NOUN
fumecheng-12107	148	19	/	/	SYM
fumecheng-12107	148	20	retail	retail	ADJ
fumecheng-12107	148	21	stores	store	NOUN
fumecheng-12107	148	22	,	,	PUNCT
fumecheng-12107	148	23	i.e.	i.e.	X
fumecheng-12107	148	24	,	,	PUNCT
fumecheng-12107	148	25	amazon	amazon	NOUN
fumecheng-12107	148	26	,	,	PUNCT
fumecheng-12107	148	27	tesco	tesco	PROPN
fumecheng-12107	148	28	,	,	PUNCT
fumecheng-12107	148	29	sainsbury	sainsbury	PROPN
fumecheng-12107	148	30	,	,	PUNCT
fumecheng-12107	148	31	walmart	walmart	PROPN
fumecheng-12107	148	32	,	,	PUNCT
fumecheng-12107	148	33	safeway	safeway	PROPN
fumecheng-12107	148	34	,	,	PUNCT
fumecheng-12107	148	35	aldi	aldi	PROPN
fumecheng-12107	148	36	uk	uk	PROPN
fumecheng-12107	148	37	,	,	PUNCT
fumecheng-12107	148	38	target	target	NOUN
fumecheng-12107	148	39	,	,	PUNCT
fumecheng-12107	148	40	the	the	DET
fumecheng-12107	148	41	home	home	NOUN
fumecheng-12107	148	42	depot	depot	NOUN
fumecheng-12107	148	43	,	,	PUNCT
fumecheng-12107	148	44	walgreens	walgreen	NOUN
fumecheng-12107	148	45	,	,	PUNCT
fumecheng-12107	148	46	best	good	ADJ
fumecheng-12107	148	47	buy	buy	NOUN
fumecheng-12107	148	48	,	,	PUNCT
fumecheng-12107	148	49	macy	macy	NOUN
fumecheng-12107	148	50	's	's	PART
fumecheng-12107	148	51	,	,	PUNCT
fumecheng-12107	148	52	and	and	CCONJ
fumecheng-12107	148	53	publix	publix	ADJ
fumecheng-12107	148	54	.	.	PUNCT
fumecheng-12107	149	1	most	most	ADJ
fumecheng-12107	149	2	of	of	ADP
fumecheng-12107	149	3	the	the	DET
fumecheng-12107	149	4	posts	post	NOUN
fumecheng-12107	149	5	are	be	AUX
fumecheng-12107	149	6	released	release	VERB
fumecheng-12107	149	7	by	by	ADP
fumecheng-12107	149	8	the	the	DET
fumecheng-12107	149	9	customers	customer	NOUN
fumecheng-12107	149	10	of	of	ADP
fumecheng-12107	149	11	these	these	DET
fumecheng-12107	149	12	chain	chain	NOUN
fumecheng-12107	149	13	stores	store	NOUN
fumecheng-12107	149	14	.	.	PUNCT
fumecheng-12107	150	1	besides	besides	SCONJ
fumecheng-12107	150	2	,	,	PUNCT
fumecheng-12107	150	3	we	we	PRON
fumecheng-12107	150	4	obtained	obtain	VERB
fumecheng-12107	150	5	the	the	DET
fumecheng-12107	150	6	written	write	VERB
fumecheng-12107	150	7	text	text	NOUN
fumecheng-12107	150	8	of	of	ADP
fumecheng-12107	150	9	the	the	DET
fumecheng-12107	150	10	posts	post	NOUN
fumecheng-12107	150	11	,	,	PUNCT
fumecheng-12107	150	12	the	the	DET
fumecheng-12107	150	13	facebook	facebook	NOUN
fumecheng-12107	150	14	reaction	reaction	NOUN
fumecheng-12107	150	15	matrix	matrix	NOUN
fumecheng-12107	150	16	,	,	PUNCT
fumecheng-12107	150	17	and	and	CCONJ
fumecheng-12107	150	18	posts	post	NOUN
fumecheng-12107	150	19	made	make	VERB
fumecheng-12107	150	20	by	by	ADP
fumecheng-12107	150	21	other	other	ADJ
fumecheng-12107	150	22	users	user	NOUN
fumecheng-12107	150	23	with	with	ADP
fumecheng-12107	150	24	comments	comment	NOUN
fumecheng-12107	150	25	attached	attach	VERB
fumecheng-12107	150	26	.	.	PUNCT
fumecheng-12107	151	1	posting	post	VERB
fumecheng-12107	151	2	a	a	DET
fumecheng-12107	151	3	reaction	reaction	NOUN
fumecheng-12107	151	4	on	on	ADP
fumecheng-12107	151	5	a	a	DET
fumecheng-12107	151	6	reply	reply	NOUN
fumecheng-12107	151	7	feature	feature	NOUN
fumecheng-12107	151	8	was	be	AUX
fumecheng-12107	151	9	introduced	introduce	VERB
fumecheng-12107	151	10	in	in	ADP
fumecheng-12107	151	11	2017	2017	NUM
fumecheng-12107	151	12	,	,	PUNCT
fumecheng-12107	151	13	and	and	CCONJ
fumecheng-12107	151	14	these	these	DET
fumecheng-12107	151	15	reactions	reaction	NOUN
fumecheng-12107	151	16	belong	belong	VERB
fumecheng-12107	151	17	only	only	ADV
fumecheng-12107	151	18	to	to	ADP
fumecheng-12107	151	19	the	the	DET
fumecheng-12107	151	20	initial	initial	ADJ
fumecheng-12107	151	21	post	post	NOUN
fumecheng-12107	151	22	and	and	CCONJ
fumecheng-12107	151	23	not	not	PART
fumecheng-12107	151	24	to	to	ADP
fumecheng-12107	151	25	any	any	DET
fumecheng-12107	151	26	subsequent	subsequent	ADJ
fumecheng-12107	151	27	replies	reply	NOUN
fumecheng-12107	151	28	.	.	PUNCT
fumecheng-12107	152	1	therefore	therefore	ADV
fumecheng-12107	152	2	,	,	PUNCT
fumecheng-12107	152	3	it	it	PRON
fumecheng-12107	152	4	would	would	AUX
fumecheng-12107	152	5	lead	lead	VERB
fumecheng-12107	152	6	to	to	ADP
fumecheng-12107	152	7	generating	generate	VERB
fumecheng-12107	152	8	an	an	DET
fumecheng-12107	152	9	incomplete	incomplete	ADJ
fumecheng-12107	152	10	or	or	CCONJ
fumecheng-12107	152	11	tiny	tiny	ADJ
fumecheng-12107	152	12	dataset	dataset	NOUN
fumecheng-12107	152	13	.	.	PUNCT
fumecheng-12107	153	1	reactions	reaction	NOUN
fumecheng-12107	153	2	encompass	encompass	VERB
fumecheng-12107	153	3	"	"	PUNCT
fumecheng-12107	153	4	love	love	NOUN
fumecheng-12107	153	5	"	"	PUNCT
fumecheng-12107	153	6	,	,	PUNCT
fumecheng-12107	153	7	"	"	PUNCT
fumecheng-12107	153	8	wow	wow	INTJ
fumecheng-12107	153	9	"	"	PUNCT
fumecheng-12107	153	10	,	,	PUNCT
fumecheng-12107	153	11	"	"	PUNCT
fumecheng-12107	153	12	haha	haha	INTJ
fumecheng-12107	153	13	"	"	PUNCT
fumecheng-12107	153	14	,	,	PUNCT
fumecheng-12107	153	15	"	"	PUNCT
fumecheng-12107	153	16	sad	sad	ADJ
fumecheng-12107	153	17	"	"	PUNCT
fumecheng-12107	153	18	,	,	PUNCT
fumecheng-12107	153	19	and	and	CCONJ
fumecheng-12107	153	20	"	"	PUNCT
fumecheng-12107	153	21	angry	angry	ADJ
fumecheng-12107	153	22	"	"	PUNCT
fumecheng-12107	153	23	.	.	PUNCT
fumecheng-12107	154	1	this	this	DET
fumecheng-12107	154	2	dataset	dataset	NOUN
fumecheng-12107	154	3	contains	contain	VERB
fumecheng-12107	154	4	more	more	ADJ
fumecheng-12107	154	5	than	than	ADP
fumecheng-12107	154	6	70,000	70,000	NUM
fumecheng-12107	154	7	posts	post	NOUN
fumecheng-12107	154	8	.	.	PUNCT
fumecheng-12107	155	1	of	of	ADP
fumecheng-12107	155	2	these	these	PRON
fumecheng-12107	155	3	,	,	PUNCT
fumecheng-12107	155	4	25,969	25,969	NUM
fumecheng-12107	155	5	posts	post	NOUN
fumecheng-12107	155	6	received	receive	VERB
fumecheng-12107	155	7	at	at	ADV
fumecheng-12107	155	8	least	least	ADV
fumecheng-12107	155	9	one	one	NUM
fumecheng-12107	155	10	reaction	reaction	NOUN
fumecheng-12107	155	11	.	.	PUNCT
fumecheng-12107	156	1	the	the	DET
fumecheng-12107	156	2	full	full	ADJ
fumecheng-12107	156	3	dataset	dataset	NOUN
fumecheng-12107	156	4	is	be	AUX
fumecheng-12107	156	5	available	available	ADJ
fumecheng-12107	156	6	;	;	PUNCT
fumecheng-12107	156	7	out	out	ADP
fumecheng-12107	156	8	of	of	ADP
fumecheng-12107	156	9	70,000	70,000	NUM
fumecheng-12107	156	10	posts	post	NOUN
fumecheng-12107	156	11	,	,	PUNCT
fumecheng-12107	156	12	45,386	45,386	NUM
fumecheng-12107	156	13	posts	post	NOUN
fumecheng-12107	156	14	are	be	AUX
fumecheng-12107	156	15	negative	negative	ADJ
fumecheng-12107	156	16	(	(	PUNCT
fumecheng-12107	156	17	65	65	NUM
fumecheng-12107	156	18	%	%	NOUN
fumecheng-12107	156	19	)	)	PUNCT
fumecheng-12107	156	20	,	,	PUNCT
fumecheng-12107	156	21	and	and	CCONJ
fumecheng-12107	156	22	24,614	24,614	NUM
fumecheng-12107	156	23	posts	post	NOUN
fumecheng-12107	156	24	are	be	AUX
fumecheng-12107	156	25	positive	positive	ADJ
fumecheng-12107	156	26	(	(	PUNCT
fumecheng-12107	156	27	35	35	NUM
fumecheng-12107	156	28	%	%	NOUN
fumecheng-12107	156	29	)	)	PUNCT
fumecheng-12107	156	30	.	.	PUNCT
fumecheng-12107	157	1	3.3	3.3	NUM
fumecheng-12107	157	2	.	.	PUNCT
fumecheng-12107	158	1	preprocessing	preprocesse	VERB
fumecheng-12107	158	2	preprocessing	preprocessing	NOUN
fumecheng-12107	158	3	is	be	AUX
fumecheng-12107	158	4	an	an	DET
fumecheng-12107	158	5	essential	essential	ADJ
fumecheng-12107	158	6	step	step	NOUN
fumecheng-12107	158	7	in	in	ADP
fumecheng-12107	158	8	natural	natural	ADJ
fumecheng-12107	158	9	language	language	NOUN
fumecheng-12107	158	10	processing	processing	NOUN
fumecheng-12107	158	11	(	(	PUNCT
fumecheng-12107	158	12	nlp	nlp	NOUN
fumecheng-12107	158	13	)	)	PUNCT
fumecheng-12107	158	14	tasks	task	NOUN
fumecheng-12107	158	15	,	,	PUNCT
fumecheng-12107	158	16	including	include	VERB
fumecheng-12107	158	17	sentiment	sentiment	NOUN
fumecheng-12107	158	18	analysis	analysis	NOUN
fumecheng-12107	158	19	and	and	CCONJ
fumecheng-12107	158	20	text	text	NOUN
fumecheng-12107	158	21	categorization	categorization	NOUN
fumecheng-12107	158	22	.	.	PUNCT
fumecheng-12107	159	1	it	it	PRON
fumecheng-12107	159	2	involves	involve	VERB
fumecheng-12107	159	3	transforming	transform	VERB
fumecheng-12107	159	4	raw	raw	ADJ
fumecheng-12107	159	5	text	text	NOUN
fumecheng-12107	159	6	data	datum	NOUN
fumecheng-12107	159	7	into	into	ADP
fumecheng-12107	159	8	a	a	DET
fumecheng-12107	159	9	format	format	NOUN
fumecheng-12107	159	10	that	that	PRON
fumecheng-12107	159	11	is	be	AUX
fumecheng-12107	159	12	suitable	suitable	ADJ
fumecheng-12107	159	13	for	for	ADP
fumecheng-12107	159	14	analysis	analysis	NOUN
fumecheng-12107	159	15	and	and	CCONJ
fumecheng-12107	159	16	machine	machine	NOUN
fumecheng-12107	159	17	learning	learn	VERB
fumecheng-12107	159	18	algorithms	algorithm	NOUN
fumecheng-12107	159	19	.	.	PUNCT
fumecheng-12107	160	1	in	in	ADP
fumecheng-12107	160	2	the	the	DET
fumecheng-12107	160	3	preprocessing	preprocessing	NOUN
fumecheng-12107	160	4	phase	phase	NOUN
fumecheng-12107	160	5	,	,	PUNCT
fumecheng-12107	160	6	six	six	NUM
fumecheng-12107	160	7	operations	operation	NOUN
fumecheng-12107	160	8	are	be	AUX
fumecheng-12107	160	9	performed	perform	VERB
fumecheng-12107	160	10	to	to	PART
fumecheng-12107	160	11	prepare	prepare	VERB
fumecheng-12107	160	12	the	the	DET
fumecheng-12107	160	13	text	text	NOUN
fumecheng-12107	160	14	data	datum	NOUN
fumecheng-12107	160	15	for	for	ADP
fumecheng-12107	160	16	further	further	ADJ
fumecheng-12107	160	17	analysis	analysis	NOUN
fumecheng-12107	160	18	:	:	PUNCT
fumecheng-12107	160	19	file	file	NOUN
fumecheng-12107	160	20	reading	reading	NOUN
fumecheng-12107	160	21	:	:	PUNCT
fumecheng-12107	160	22	each	each	DET
fumecheng-12107	160	23	product	product	NOUN
fumecheng-12107	160	24	category	category	NOUN
fumecheng-12107	160	25	has	have	VERB
fumecheng-12107	160	26	a	a	DET
fumecheng-12107	160	27	separate	separate	ADJ
fumecheng-12107	160	28	file	file	NOUN
fumecheng-12107	160	29	that	that	PRON
fumecheng-12107	160	30	is	be	AUX
fumecheng-12107	160	31	read	read	VERB
fumecheng-12107	160	32	individually	individually	ADV
fumecheng-12107	160	33	to	to	PART
fumecheng-12107	160	34	extract	extract	VERB
fumecheng-12107	160	35	the	the	DET
fumecheng-12107	160	36	text	text	NOUN
fumecheng-12107	160	37	data	datum	NOUN
fumecheng-12107	160	38	.	.	PUNCT
fumecheng-12107	161	1	this	this	PRON
fumecheng-12107	161	2	ensures	ensure	VERB
fumecheng-12107	161	3	that	that	SCONJ
fumecheng-12107	161	4	the	the	DET
fumecheng-12107	161	5	data	data	NOUN
fumecheng-12107	161	6	is	be	AUX
fumecheng-12107	161	7	organized	organize	VERB
fumecheng-12107	161	8	and	and	CCONJ
fumecheng-12107	161	9	processed	process	VERB
fumecheng-12107	161	10	systematically	systematically	ADV
fumecheng-12107	161	11	.	.	PUNCT
fumecheng-12107	162	1	text	text	NOUN
fumecheng-12107	162	2	tokenization	tokenization	NOUN
fumecheng-12107	162	3	:	:	PUNCT
fumecheng-12107	162	4	tokenization	tokenization	NOUN
fumecheng-12107	162	5	is	be	AUX
fumecheng-12107	162	6	the	the	DET
fumecheng-12107	162	7	process	process	NOUN
fumecheng-12107	162	8	of	of	ADP
fumecheng-12107	162	9	extracting	extract	VERB
fumecheng-12107	162	10	individual	individual	ADJ
fumecheng-12107	162	11	words	word	NOUN
fumecheng-12107	162	12	from	from	ADP
fumecheng-12107	162	13	the	the	DET
fumecheng-12107	162	14	text	text	NOUN
fumecheng-12107	162	15	.	.	PUNCT
fumecheng-12107	163	1	it	it	PRON
fumecheng-12107	163	2	serves	serve	VERB
fumecheng-12107	163	3	as	as	ADP
fumecheng-12107	163	4	the	the	DET
fumecheng-12107	163	5	foundation	foundation	NOUN
fumecheng-12107	163	6	for	for	ADP
fumecheng-12107	163	7	subsequent	subsequent	ADJ
fumecheng-12107	163	8	analysis	analysis	NOUN
fumecheng-12107	163	9	,	,	PUNCT
fumecheng-12107	163	10	as	as	SCONJ
fumecheng-12107	163	11	it	it	PRON
fumecheng-12107	163	12	breaks	break	VERB
fumecheng-12107	163	13	down	down	ADP
fumecheng-12107	163	14	the	the	DET
fumecheng-12107	163	15	text	text	NOUN
fumecheng-12107	163	16	into	into	ADP
fumecheng-12107	163	17	its	its	PRON
fumecheng-12107	163	18	constituent	constituent	ADJ
fumecheng-12107	163	19	units	unit	NOUN
fumecheng-12107	163	20	or	or	CCONJ
fumecheng-12107	163	21	tokens	token	NOUN
fumecheng-12107	163	22	.	.	PUNCT
fumecheng-12107	164	1	each	each	DET
fumecheng-12107	164	2	word	word	NOUN
fumecheng-12107	164	3	is	be	AUX
fumecheng-12107	164	4	treated	treat	VERB
fumecheng-12107	164	5	as	as	ADP
fumecheng-12107	164	6	a	a	DET
fumecheng-12107	164	7	separate	separate	ADJ
fumecheng-12107	164	8	token	token	NOUN
fumecheng-12107	164	9	.	.	PUNCT
fumecheng-12107	165	1	stop	stop	VERB
fumecheng-12107	165	2	-	-	PUNCT
fumecheng-12107	165	3	word	word	NOUN
fumecheng-12107	165	4	removal	removal	NOUN
fumecheng-12107	165	5	:	:	PUNCT
fumecheng-12107	165	6	stop	stop	VERB
fumecheng-12107	165	7	words	word	NOUN
fumecheng-12107	165	8	are	be	AUX
fumecheng-12107	165	9	commonly	commonly	ADV
fumecheng-12107	165	10	occurring	occur	VERB
fumecheng-12107	165	11	words	word	NOUN
fumecheng-12107	165	12	that	that	PRON
fumecheng-12107	165	13	do	do	AUX
fumecheng-12107	165	14	not	not	PART
fumecheng-12107	165	15	carry	carry	VERB
fumecheng-12107	165	16	significant	significant	ADJ
fumecheng-12107	165	17	meaning	meaning	NOUN
fumecheng-12107	165	18	,	,	PUNCT
fumecheng-12107	165	19	such	such	ADJ
fumecheng-12107	165	20	as	as	ADP
fumecheng-12107	165	21	articles	article	NOUN
fumecheng-12107	165	22	,	,	PUNCT
fumecheng-12107	165	23	prepositions	preposition	NOUN
fumecheng-12107	165	24	,	,	PUNCT
fumecheng-12107	165	25	and	and	CCONJ
fumecheng-12107	165	26	conjunctions	conjunction	NOUN
fumecheng-12107	165	27	.	.	PUNCT
fumecheng-12107	166	1	in	in	ADP
fumecheng-12107	166	2	addition	addition	NOUN
fumecheng-12107	166	3	to	to	ADP
fumecheng-12107	166	4	these	these	DET
fumecheng-12107	166	5	standard	standard	ADJ
fumecheng-12107	166	6	stop	stop	VERB
fumecheng-12107	166	7	words	word	NOUN
fumecheng-12107	166	8	,	,	PUNCT
fumecheng-12107	166	9	certain	certain	ADJ
fumecheng-12107	166	10	punctuation	punctuation	NOUN
fumecheng-12107	166	11	marks	mark	NOUN
fumecheng-12107	166	12	and	and	CCONJ
fumecheng-12107	166	13	text	text	NOUN
fumecheng-12107	166	14	separator	separator	NOUN
fumecheng-12107	166	15	characters	character	NOUN
fumecheng-12107	166	16	are	be	AUX
fumecheng-12107	166	17	also	also	ADV
fumecheng-12107	166	18	considered	consider	VERB
fumecheng-12107	166	19	stop	stop	VERB
fumecheng-12107	166	20	words	word	NOUN
fumecheng-12107	166	21	and	and	CCONJ
fumecheng-12107	166	22	removed	remove	VERB
fumecheng-12107	166	23	from	from	ADP
fumecheng-12107	166	24	the	the	DET
fumecheng-12107	166	25	text	text	NOUN
fumecheng-12107	166	26	.	.	PUNCT
fumecheng-12107	167	1	this	this	DET
fumecheng-12107	167	2	step	step	NOUN
fumecheng-12107	167	3	helps	help	VERB
fumecheng-12107	167	4	eliminate	eliminate	VERB
fumecheng-12107	167	5	noise	noise	NOUN
fumecheng-12107	167	6	and	and	CCONJ
fumecheng-12107	167	7	reduce	reduce	VERB
fumecheng-12107	167	8	the	the	DET
fumecheng-12107	167	9	dimensionality	dimensionality	NOUN
fumecheng-12107	167	10	of	of	ADP
fumecheng-12107	167	11	the	the	DET
fumecheng-12107	167	12	data	datum	NOUN
fumecheng-12107	167	13	.	.	PUNCT
fumecheng-12107	168	1	selective	selective	ADJ
fumecheng-12107	168	2	word	word	NOUN
fumecheng-12107	168	3	removal	removal	NOUN
fumecheng-12107	168	4	:	:	PUNCT
fumecheng-12107	168	5	this	this	DET
fumecheng-12107	168	6	step	step	NOUN
fumecheng-12107	168	7	involves	involve	VERB
fumecheng-12107	168	8	removing	remove	VERB
fumecheng-12107	168	9	specific	specific	ADJ
fumecheng-12107	168	10	types	type	NOUN
fumecheng-12107	168	11	of	of	ADP
fumecheng-12107	168	12	words	word	NOUN
fumecheng-12107	168	13	that	that	PRON
fumecheng-12107	168	14	are	be	AUX
fumecheng-12107	168	15	not	not	PART
fumecheng-12107	168	16	relevant	relevant	ADJ
fumecheng-12107	168	17	to	to	ADP
fumecheng-12107	168	18	the	the	DET
fumecheng-12107	168	19	analysis	analysis	NOUN
fumecheng-12107	168	20	.	.	PUNCT
fumecheng-12107	169	1	words	word	NOUN
fumecheng-12107	169	2	like	like	ADP
fumecheng-12107	169	3	links	link	NOUN
fumecheng-12107	169	4	,	,	PUNCT
fumecheng-12107	169	5	stickers	sticker	NOUN
fumecheng-12107	169	6	,	,	PUNCT
fumecheng-12107	169	7	and	and	CCONJ
fumecheng-12107	169	8	conjunctions	conjunction	NOUN
fumecheng-12107	169	9	such	such	ADJ
fumecheng-12107	169	10	as	as	ADP
fumecheng-12107	169	11	"	"	PUNCT
fumecheng-12107	169	12	and	and	CCONJ
fumecheng-12107	169	13	"	"	PUNCT
fumecheng-12107	169	14	and	and	CCONJ
fumecheng-12107	169	15	"	"	PUNCT
fumecheng-12107	169	16	or	or	CCONJ
fumecheng-12107	169	17	"	"	PUNCT
fumecheng-12107	169	18	are	be	AUX
fumecheng-12107	169	19	removed	remove	VERB
fumecheng-12107	169	20	,	,	PUNCT
fumecheng-12107	169	21	as	as	SCONJ
fumecheng-12107	169	22	they	they	PRON
fumecheng-12107	169	23	do	do	AUX
fumecheng-12107	169	24	not	not	PART
fumecheng-12107	169	25	contribute	contribute	VERB
fumecheng-12107	169	26	to	to	ADP
fumecheng-12107	169	27	the	the	DET
fumecheng-12107	169	28	sentiment	sentiment	NOUN
fumecheng-12107	169	29	or	or	CCONJ
fumecheng-12107	169	30	categorization	categorization	NOUN
fumecheng-12107	169	31	tasks	task	NOUN
fumecheng-12107	169	32	.	.	PUNCT
fumecheng-12107	170	1	stemming	stem	VERB
fumecheng-12107	170	2	:	:	PUNCT
fumecheng-12107	170	3	stemming	stemming	NOUN
fumecheng-12107	170	4	is	be	AUX
fumecheng-12107	170	5	a	a	DET
fumecheng-12107	170	6	process	process	NOUN
fumecheng-12107	170	7	that	that	PRON
fumecheng-12107	170	8	reduces	reduce	VERB
fumecheng-12107	170	9	the	the	DET
fumecheng-12107	170	10	dimensionality	dimensionality	NOUN
fumecheng-12107	170	11	of	of	ADP
fumecheng-12107	170	12	the	the	DET
fumecheng-12107	170	13	input	input	NOUN
fumecheng-12107	170	14	features	feature	VERB
fumecheng-12107	170	15	by	by	ADP
fumecheng-12107	170	16	converting	convert	VERB
fumecheng-12107	170	17	words	word	NOUN
fumecheng-12107	170	18	to	to	ADP
fumecheng-12107	170	19	their	their	PRON
fumecheng-12107	170	20	base	base	NOUN
fumecheng-12107	170	21	or	or	CCONJ
fumecheng-12107	170	22	root	root	NOUN
fumecheng-12107	170	23	form	form	NOUN
fumecheng-12107	170	24	.	.	PUNCT
fumecheng-12107	171	1	it	it	PRON
fumecheng-12107	171	2	groups	group	VERB
fumecheng-12107	171	3	together	together	ADV
fumecheng-12107	171	4	variations	variation	NOUN
fumecheng-12107	171	5	of	of	ADP
fumecheng-12107	171	6	the	the	DET
fumecheng-12107	171	7	same	same	ADJ
fumecheng-12107	171	8	word	word	NOUN
fumecheng-12107	171	9	,	,	PUNCT
fumecheng-12107	171	10	making	make	VERB
fumecheng-12107	171	11	it	it	PRON
fumecheng-12107	171	12	easier	easy	ADJ
fumecheng-12107	171	13	to	to	PART
fumecheng-12107	171	14	detect	detect	VERB
fumecheng-12107	171	15	common	common	ADJ
fumecheng-12107	171	16	features	feature	NOUN
fumecheng-12107	171	17	and	and	CCONJ
fumecheng-12107	171	18	their	their	PRON
fumecheng-12107	171	19	meanings	meaning	NOUN
fumecheng-12107	171	20	in	in	ADP
fumecheng-12107	171	21	the	the	DET
fumecheng-12107	171	22	text	text	NOUN
fumecheng-12107	171	23	.	.	PUNCT
fumecheng-12107	172	1	the	the	DET
fumecheng-12107	172	2	porter	porter	NOUN
fumecheng-12107	172	3	stemmer	stemmer	PROPN
fumecheng-12107	172	4	algorithm	algorithm	PROPN
fumecheng-12107	172	5	is	be	AUX
fumecheng-12107	172	6	used	use	VERB
fumecheng-12107	172	7	in	in	ADP
fumecheng-12107	172	8	this	this	DET
fumecheng-12107	172	9	case	case	NOUN
fumecheng-12107	172	10	to	to	PART
fumecheng-12107	172	11	find	find	VERB
fumecheng-12107	172	12	word	word	NOUN
fumecheng-12107	172	13	stems	stem	NOUN
fumecheng-12107	172	14	.	.	PUNCT
fumecheng-12107	173	1	only	only	ADV
fumecheng-12107	173	2	sentiment	sentiment	NOUN
fumecheng-12107	173	3	words	word	NOUN
fumecheng-12107	173	4	are	be	AUX
fumecheng-12107	173	5	considered	consider	VERB
fumecheng-12107	173	6	for	for	ADP
fumecheng-12107	173	7	stemming	stemming	NOUN
fumecheng-12107	173	8	,	,	PUNCT
fumecheng-12107	173	9	and	and	CCONJ
fumecheng-12107	173	10	texts	text	NOUN
fumecheng-12107	173	11	without	without	ADP
fumecheng-12107	173	12	this	this	DET
fumecheng-12107	173	13	category	category	NOUN
fumecheng-12107	173	14	of	of	ADP
fumecheng-12107	173	15	features	feature	NOUN
fumecheng-12107	173	16	are	be	AUX
fumecheng-12107	173	17	removed	remove	VERB
fumecheng-12107	173	18	.	.	PUNCT
fumecheng-12107	174	1	for	for	ADP
fumecheng-12107	174	2	486	486	NUM
fumecheng-12107	174	3	m.	m.	NOUN
fumecheng-12107	174	4	kuang	kuang	PROPN
fumecheng-12107	174	5	,	,	PUNCT
fumecheng-12107	174	6	r.	r.	PROPN
fumecheng-12107	174	7	safa	safa	PROPN
fumecheng-12107	174	8	,	,	PUNCT
fumecheng-12107	174	9	s.	s.	PROPN
fumecheng-12107	174	10	a.	a.	PROPN
fumecheng-12107	174	11	edalatpanah	edalatpanah	PROPN
fumecheng-12107	174	12	,	,	PUNCT
fumecheng-12107	174	13	r.	r.	PROPN
fumecheng-12107	174	14	s.	s.	PROPN
fumecheng-12107	174	15	keyser	keyser	PROPN
fumecheng-12107	174	16	example	example	NOUN
fumecheng-12107	174	17	,	,	PUNCT
fumecheng-12107	174	18	words	word	NOUN
fumecheng-12107	174	19	like	like	ADP
fumecheng-12107	174	20	"	"	PUNCT
fumecheng-12107	174	21	wait	wait	VERB
fumecheng-12107	174	22	,	,	PUNCT
fumecheng-12107	174	23	"	"	PUNCT
fumecheng-12107	174	24	"	"	PUNCT
fumecheng-12107	174	25	waiting	wait	VERB
fumecheng-12107	174	26	,	,	PUNCT
fumecheng-12107	174	27	"	"	PUNCT
fumecheng-12107	174	28	or	or	CCONJ
fumecheng-12107	174	29	"	"	PUNCT
fumecheng-12107	174	30	waited	wait	VERB
fumecheng-12107	174	31	"	"	PUNCT
fumecheng-12107	174	32	are	be	AUX
fumecheng-12107	174	33	transformed	transform	VERB
fumecheng-12107	174	34	into	into	ADP
fumecheng-12107	174	35	their	their	PRON
fumecheng-12107	174	36	root	root	NOUN
fumecheng-12107	174	37	form	form	NOUN
fumecheng-12107	174	38	"	"	PUNCT
fumecheng-12107	174	39	wait	wait	VERB
fumecheng-12107	174	40	.	.	PUNCT
fumecheng-12107	174	41	"	"	PUNCT
fumecheng-12107	175	1	text	text	NOUN
fumecheng-12107	175	2	labeling	labeling	NOUN
fumecheng-12107	175	3	:	:	PUNCT
fumecheng-12107	175	4	in	in	ADP
fumecheng-12107	175	5	the	the	DET
fumecheng-12107	175	6	case	case	NOUN
fumecheng-12107	175	7	of	of	ADP
fumecheng-12107	175	8	the	the	DET
fumecheng-12107	175	9	amazon	amazon	NOUN
fumecheng-12107	175	10	data	data	NOUN
fumecheng-12107	175	11	,	,	PUNCT
fumecheng-12107	175	12	text	text	NOUN
fumecheng-12107	175	13	samples	sample	NOUN
fumecheng-12107	175	14	are	be	AUX
fumecheng-12107	175	15	labeled	label	VERB
fumecheng-12107	175	16	as	as	ADP
fumecheng-12107	175	17	positive	positive	ADJ
fumecheng-12107	175	18	or	or	CCONJ
fumecheng-12107	175	19	negative	negative	ADJ
fumecheng-12107	175	20	based	base	VERB
fumecheng-12107	175	21	on	on	ADP
fumecheng-12107	175	22	their	their	PRON
fumecheng-12107	175	23	star	star	NOUN
fumecheng-12107	175	24	ratings	rating	NOUN
fumecheng-12107	175	25	.	.	PUNCT
fumecheng-12107	176	1	texts	text	NOUN
fumecheng-12107	176	2	with	with	ADP
fumecheng-12107	176	3	ratings	rating	NOUN
fumecheng-12107	176	4	of	of	ADP
fumecheng-12107	176	5	4	4	NUM
fumecheng-12107	176	6	and	and	CCONJ
fumecheng-12107	176	7	5	5	NUM
fumecheng-12107	176	8	stars	star	NOUN
fumecheng-12107	176	9	are	be	AUX
fumecheng-12107	176	10	labeled	label	VERB
fumecheng-12107	176	11	as	as	ADP
fumecheng-12107	176	12	positive	positive	ADJ
fumecheng-12107	176	13	,	,	PUNCT
fumecheng-12107	176	14	indicating	indicate	VERB
fumecheng-12107	176	15	favorable	favorable	ADJ
fumecheng-12107	176	16	sentiment	sentiment	NOUN
fumecheng-12107	176	17	.	.	PUNCT
fumecheng-12107	177	1	texts	text	NOUN
fumecheng-12107	177	2	with	with	ADP
fumecheng-12107	177	3	ratings	rating	NOUN
fumecheng-12107	177	4	lower	low	ADJ
fumecheng-12107	177	5	than	than	ADP
fumecheng-12107	177	6	three	three	NUM
fumecheng-12107	177	7	stars	star	NOUN
fumecheng-12107	177	8	are	be	AUX
fumecheng-12107	177	9	labeled	label	VERB
fumecheng-12107	177	10	as	as	ADP
fumecheng-12107	177	11	negative	negative	ADJ
fumecheng-12107	177	12	,	,	PUNCT
fumecheng-12107	177	13	indicating	indicate	VERB
fumecheng-12107	177	14	unfavorable	unfavorable	ADJ
fumecheng-12107	177	15	sentiment	sentiment	NOUN
fumecheng-12107	177	16	.	.	PUNCT
fumecheng-12107	178	1	texts	text	NOUN
fumecheng-12107	178	2	with	with	ADP
fumecheng-12107	178	3	three	three	NUM
fumecheng-12107	178	4	-	-	PUNCT
fumecheng-12107	178	5	star	star	NOUN
fumecheng-12107	178	6	ratings	rating	NOUN
fumecheng-12107	178	7	are	be	AUX
fumecheng-12107	178	8	considered	consider	VERB
fumecheng-12107	178	9	neutral	neutral	ADJ
fumecheng-12107	178	10	and	and	CCONJ
fumecheng-12107	178	11	are	be	AUX
fumecheng-12107	178	12	excluded	exclude	VERB
fumecheng-12107	178	13	from	from	ADP
fumecheng-12107	178	14	further	further	ADJ
fumecheng-12107	178	15	analysis	analysis	NOUN
fumecheng-12107	178	16	.	.	PUNCT
fumecheng-12107	179	1	this	this	DET
fumecheng-12107	179	2	step	step	NOUN
fumecheng-12107	179	3	ensures	ensure	VERB
fumecheng-12107	179	4	the	the	DET
fumecheng-12107	179	5	data	datum	NOUN
fumecheng-12107	179	6	is	be	AUX
fumecheng-12107	179	7	labeled	label	VERB
fumecheng-12107	179	8	for	for	ADP
fumecheng-12107	179	9	supervised	supervised	ADJ
fumecheng-12107	179	10	learning	learning	NOUN
fumecheng-12107	179	11	tasks	task	NOUN
fumecheng-12107	179	12	.	.	PUNCT
fumecheng-12107	180	1	for	for	ADP
fumecheng-12107	180	2	facebook	facebook	PROPN
fumecheng-12107	180	3	data	data	PROPN
fumecheng-12107	180	4	,	,	PUNCT
fumecheng-12107	180	5	a	a	DET
fumecheng-12107	180	6	different	different	ADJ
fumecheng-12107	180	7	preprocessing	preprocessing	NOUN
fumecheng-12107	180	8	approach	approach	NOUN
fumecheng-12107	180	9	is	be	AUX
fumecheng-12107	180	10	used	use	VERB
fumecheng-12107	180	11	.	.	PUNCT
fumecheng-12107	181	1	the	the	DET
fumecheng-12107	181	2	stanford	stanford	PROPN
fumecheng-12107	181	3	corenlp	corenlp	PROPN
fumecheng-12107	181	4	parser	parser	NOUN
fumecheng-12107	181	5	is	be	AUX
fumecheng-12107	181	6	applied	apply	VERB
fumecheng-12107	181	7	,	,	PUNCT
fumecheng-12107	181	8	which	which	PRON
fumecheng-12107	181	9	involves	involve	VERB
fumecheng-12107	181	10	the	the	DET
fumecheng-12107	181	11	following	follow	VERB
fumecheng-12107	181	12	steps	step	NOUN
fumecheng-12107	181	13	:	:	PUNCT
fumecheng-12107	181	14	1	1	X
fumecheng-12107	181	15	)	)	PUNCT
fumecheng-12107	181	16	transforming	transform	VERB
fumecheng-12107	181	17	all	all	DET
fumecheng-12107	181	18	words	word	NOUN
fumecheng-12107	181	19	to	to	PART
fumecheng-12107	181	20	lowercase	lowercase	VERB
fumecheng-12107	181	21	letters	letter	NOUN
fumecheng-12107	181	22	for	for	ADP
fumecheng-12107	181	23	uniformity	uniformity	NOUN
fumecheng-12107	181	24	in	in	ADP
fumecheng-12107	181	25	the	the	DET
fumecheng-12107	181	26	data.2	data.2	PROPN
fumecheng-12107	181	27	)	)	PUNCT
fumecheng-12107	181	28	substituting	substitute	VERB
fumecheng-12107	181	29	urls	url	NOUN
fumecheng-12107	181	30	with	with	ADP
fumecheng-12107	181	31	the	the	DET
fumecheng-12107	181	32	generic	generic	ADJ
fumecheng-12107	181	33	token	token	ADJ
fumecheng-12107	181	34	"	"	PUNCT
fumecheng-12107	181	35	url	url	NOUN
fumecheng-12107	181	36	"	"	PUNCT
fumecheng-12107	181	37	to	to	PART
fumecheng-12107	181	38	remove	remove	VERB
fumecheng-12107	181	39	specific	specific	ADJ
fumecheng-12107	181	40	urls	url	NOUN
fumecheng-12107	181	41	and	and	CCONJ
fumecheng-12107	181	42	treat	treat	VERB
fumecheng-12107	181	43	them	they	PRON
fumecheng-12107	181	44	as	as	ADP
fumecheng-12107	181	45	a	a	DET
fumecheng-12107	181	46	single	single	ADJ
fumecheng-12107	181	47	entity	entity	NOUN
fumecheng-12107	181	48	.	.	PUNCT
fumecheng-12107	182	1	3	3	X
fumecheng-12107	182	2	)	)	PUNCT
fumecheng-12107	182	3	substituting	substitute	VERB
fumecheng-12107	182	4	user	user	NOUN
fumecheng-12107	182	5	links	link	NOUN
fumecheng-12107	182	6	with	with	ADP
fumecheng-12107	182	7	the	the	DET
fumecheng-12107	182	8	generic	generic	ADJ
fumecheng-12107	182	9	token	token	ADJ
fumecheng-12107	182	10	"	"	PUNCT
fumecheng-12107	182	11	at_user	at_user	NOUN
fumecheng-12107	182	12	"	"	PUNCT
fumecheng-12107	182	13	to	to	PART
fumecheng-12107	182	14	anonymize	anonymize	VERB
fumecheng-12107	182	15	specific	specific	ADJ
fumecheng-12107	182	16	user	user	NOUN
fumecheng-12107	182	17	information	information	NOUN
fumecheng-12107	182	18	and	and	CCONJ
fumecheng-12107	182	19	treat	treat	VERB
fumecheng-12107	182	20	them	they	PRON
fumecheng-12107	182	21	consistently	consistently	ADV
fumecheng-12107	182	22	.	.	PUNCT
fumecheng-12107	183	1	4	4	X
fumecheng-12107	183	2	)	)	PUNCT
fumecheng-12107	183	3	eliminating	eliminate	VERB
fumecheng-12107	183	4	the	the	DET
fumecheng-12107	183	5	hash	hash	NOUN
fumecheng-12107	183	6	symbol	symbol	NOUN
fumecheng-12107	183	7	(	(	PUNCT
fumecheng-12107	183	8	#	#	NOUN
fumecheng-12107	183	9	)	)	PUNCT
fumecheng-12107	183	10	from	from	ADP
fumecheng-12107	183	11	hashtag	hashtag	NOUN
fumecheng-12107	183	12	references	reference	NOUN
fumecheng-12107	183	13	,	,	PUNCT
fumecheng-12107	183	14	treating	treat	VERB
fumecheng-12107	183	15	them	they	PRON
fumecheng-12107	183	16	as	as	ADP
fumecheng-12107	183	17	regular	regular	ADJ
fumecheng-12107	183	18	words	word	NOUN
fumecheng-12107	183	19	.	.	PUNCT
fumecheng-12107	184	1	5	5	X
fumecheng-12107	184	2	)	)	PUNCT
fumecheng-12107	184	3	substituting	substitute	VERB
fumecheng-12107	184	4	three	three	NUM
fumecheng-12107	184	5	or	or	CCONJ
fumecheng-12107	184	6	more	more	ADJ
fumecheng-12107	184	7	occurrences	occurrence	NOUN
fumecheng-12107	184	8	of	of	ADP
fumecheng-12107	184	9	the	the	DET
fumecheng-12107	184	10	same	same	ADJ
fumecheng-12107	184	11	character	character	NOUN
fumecheng-12107	184	12	in	in	ADP
fumecheng-12107	184	13	a	a	DET
fumecheng-12107	184	14	word	word	NOUN
fumecheng-12107	184	15	with	with	ADP
fumecheng-12107	184	16	a	a	DET
fumecheng-12107	184	17	single	single	ADJ
fumecheng-12107	184	18	occurrence	occurrence	NOUN
fumecheng-12107	184	19	.	.	PUNCT
fumecheng-12107	185	1	for	for	ADP
fumecheng-12107	185	2	example	example	NOUN
fumecheng-12107	185	3	,	,	PUNCT
fumecheng-12107	185	4	"	"	PUNCT
fumecheng-12107	185	5	looooove	looooove	NOUN
fumecheng-12107	185	6	"	"	PUNCT
fumecheng-12107	185	7	becomes	become	VERB
fumecheng-12107	185	8	"	"	PUNCT
fumecheng-12107	185	9	love	love	NOUN
fumecheng-12107	185	10	"	"	PUNCT
fumecheng-12107	185	11	to	to	PART
fumecheng-12107	185	12	reduce	reduce	VERB
fumecheng-12107	185	13	repeated	repeated	ADJ
fumecheng-12107	185	14	characters	character	NOUN
fumecheng-12107	185	15	.	.	PUNCT
fumecheng-12107	186	1	6	6	X
fumecheng-12107	186	2	)	)	PUNCT
fumecheng-12107	186	3	eliminating	eliminate	VERB
fumecheng-12107	186	4	sequences	sequence	NOUN
fumecheng-12107	186	5	containing	contain	VERB
fumecheng-12107	186	6	numbers	number	NOUN
fumecheng-12107	186	7	,	,	PUNCT
fumecheng-12107	186	8	as	as	SCONJ
fumecheng-12107	186	9	they	they	PRON
fumecheng-12107	186	10	are	be	AUX
fumecheng-12107	186	11	not	not	PART
fumecheng-12107	186	12	relevant	relevant	ADJ
fumecheng-12107	186	13	for	for	ADP
fumecheng-12107	186	14	sentiment	sentiment	NOUN
fumecheng-12107	186	15	analysis	analysis	NOUN
fumecheng-12107	186	16	.	.	PUNCT
fumecheng-12107	187	1	by	by	ADP
fumecheng-12107	187	2	applying	apply	VERB
fumecheng-12107	187	3	these	these	DET
fumecheng-12107	187	4	preprocessing	preprocessing	NOUN
fumecheng-12107	187	5	steps	step	NOUN
fumecheng-12107	187	6	,	,	PUNCT
fumecheng-12107	187	7	the	the	DET
fumecheng-12107	187	8	text	text	NOUN
fumecheng-12107	187	9	data	datum	NOUN
fumecheng-12107	187	10	is	be	AUX
fumecheng-12107	187	11	transformed	transform	VERB
fumecheng-12107	187	12	into	into	ADP
fumecheng-12107	187	13	a	a	DET
fumecheng-12107	187	14	suitable	suitable	ADJ
fumecheng-12107	187	15	format	format	NOUN
fumecheng-12107	187	16	for	for	ADP
fumecheng-12107	187	17	sentiment	sentiment	NOUN
fumecheng-12107	187	18	analysis	analysis	NOUN
fumecheng-12107	187	19	and	and	CCONJ
fumecheng-12107	187	20	text	text	NOUN
fumecheng-12107	187	21	categorization	categorization	NOUN
fumecheng-12107	187	22	tasks	task	NOUN
fumecheng-12107	187	23	,	,	PUNCT
fumecheng-12107	187	24	enabling	enable	VERB
fumecheng-12107	187	25	more	more	ADV
fumecheng-12107	187	26	accurate	accurate	ADJ
fumecheng-12107	187	27	and	and	CCONJ
fumecheng-12107	187	28	efficient	efficient	ADJ
fumecheng-12107	187	29	analysis	analysis	NOUN
fumecheng-12107	187	30	of	of	ADP
fumecheng-12107	187	31	the	the	DET
fumecheng-12107	187	32	data	datum	NOUN
fumecheng-12107	187	33	3.4	3.4	NUM
fumecheng-12107	187	34	.	.	PUNCT
fumecheng-12107	188	1	resampling	resample	VERB
fumecheng-12107	188	2	resampling	resample	VERB
fumecheng-12107	188	3	is	be	AUX
fumecheng-12107	188	4	a	a	DET
fumecheng-12107	188	5	widely	widely	ADV
fumecheng-12107	188	6	used	use	VERB
fumecheng-12107	188	7	technique	technique	NOUN
fumecheng-12107	188	8	to	to	PART
fumecheng-12107	188	9	tackle	tackle	VERB
fumecheng-12107	188	10	the	the	DET
fumecheng-12107	188	11	challenge	challenge	NOUN
fumecheng-12107	188	12	of	of	ADP
fumecheng-12107	188	13	imbalanced	imbalanced	ADJ
fumecheng-12107	188	14	data	datum	NOUN
fumecheng-12107	188	15	distribution	distribution	NOUN
fumecheng-12107	188	16	in	in	ADP
fumecheng-12107	188	17	various	various	ADJ
fumecheng-12107	188	18	domains	domain	NOUN
fumecheng-12107	188	19	.	.	PUNCT
fumecheng-12107	189	1	while	while	SCONJ
fumecheng-12107	189	2	oversampling	oversampling	ADJ
fumecheng-12107	189	3	approaches	approach	NOUN
fumecheng-12107	189	4	have	have	AUX
fumecheng-12107	189	5	shown	show	VERB
fumecheng-12107	189	6	their	their	PRON
fumecheng-12107	189	7	effectiveness	effectiveness	NOUN
fumecheng-12107	189	8	in	in	ADP
fumecheng-12107	189	9	mitigating	mitigate	VERB
fumecheng-12107	189	10	the	the	DET
fumecheng-12107	189	11	negative	negative	ADJ
fumecheng-12107	189	12	impact	impact	NOUN
fumecheng-12107	189	13	of	of	ADP
fumecheng-12107	189	14	imbalanced	imbalanced	ADJ
fumecheng-12107	189	15	data	datum	NOUN
fumecheng-12107	189	16	,	,	PUNCT
fumecheng-12107	189	17	their	their	PRON
fumecheng-12107	189	18	applicability	applicability	NOUN
fumecheng-12107	189	19	to	to	ADP
fumecheng-12107	189	20	imbalanced	imbalanced	ADJ
fumecheng-12107	189	21	contextual	contextual	ADJ
fumecheng-12107	189	22	data	datum	NOUN
fumecheng-12107	189	23	remains	remain	VERB
fumecheng-12107	189	24	uncertain	uncertain	ADJ
fumecheng-12107	189	25	.	.	PUNCT
fumecheng-12107	190	1	traditional	traditional	ADJ
fumecheng-12107	190	2	oversampling	oversampling	ADJ
fumecheng-12107	190	3	methods	method	NOUN
fumecheng-12107	190	4	often	often	ADV
fumecheng-12107	190	5	rely	rely	VERB
fumecheng-12107	190	6	on	on	ADP
fumecheng-12107	190	7	numerical	numerical	ADJ
fumecheng-12107	190	8	computations	computation	NOUN
fumecheng-12107	190	9	to	to	PART
fumecheng-12107	190	10	measure	measure	VERB
fumecheng-12107	190	11	similarities	similarity	NOUN
fumecheng-12107	190	12	between	between	ADP
fumecheng-12107	190	13	items	item	NOUN
fumecheng-12107	190	14	.	.	PUNCT
fumecheng-12107	191	1	however	however	ADV
fumecheng-12107	191	2	,	,	PUNCT
fumecheng-12107	191	3	when	when	SCONJ
fumecheng-12107	191	4	dealing	deal	VERB
fumecheng-12107	191	5	with	with	ADP
fumecheng-12107	191	6	textual	textual	ADJ
fumecheng-12107	191	7	data	datum	NOUN
fumecheng-12107	191	8	,	,	PUNCT
fumecheng-12107	191	9	which	which	PRON
fumecheng-12107	191	10	consists	consist	VERB
fumecheng-12107	191	11	of	of	ADP
fumecheng-12107	191	12	words	word	NOUN
fumecheng-12107	191	13	and	and	CCONJ
fumecheng-12107	191	14	characters	character	NOUN
fumecheng-12107	191	15	,	,	PUNCT
fumecheng-12107	191	16	numerical	numerical	ADJ
fumecheng-12107	191	17	approaches	approach	NOUN
fumecheng-12107	191	18	may	may	AUX
fumecheng-12107	191	19	fail	fail	VERB
fumecheng-12107	191	20	to	to	PART
fumecheng-12107	191	21	generate	generate	VERB
fumecheng-12107	191	22	semantically	semantically	ADV
fumecheng-12107	191	23	consistent	consistent	ADJ
fumecheng-12107	191	24	new	new	ADJ
fumecheng-12107	191	25	items	item	NOUN
fumecheng-12107	191	26	.	.	PUNCT
fumecheng-12107	192	1	therefore	therefore	ADV
fumecheng-12107	192	2	,	,	PUNCT
fumecheng-12107	192	3	alternative	alternative	ADJ
fumecheng-12107	192	4	methods	method	NOUN
fumecheng-12107	192	5	are	be	AUX
fumecheng-12107	192	6	needed	need	VERB
fumecheng-12107	192	7	to	to	PART
fumecheng-12107	192	8	address	address	VERB
fumecheng-12107	192	9	the	the	DET
fumecheng-12107	192	10	oversampling	oversampling	NOUN
fumecheng-12107	192	11	of	of	ADP
fumecheng-12107	192	12	imbalanced	imbalanced	ADJ
fumecheng-12107	192	13	contextual	contextual	ADJ
fumecheng-12107	192	14	data	datum	NOUN
fumecheng-12107	192	15	.	.	PUNCT
fumecheng-12107	193	1	researchers	researcher	NOUN
fumecheng-12107	193	2	have	have	AUX
fumecheng-12107	193	3	identified	identify	VERB
fumecheng-12107	193	4	limitations	limitation	NOUN
fumecheng-12107	193	5	in	in	ADP
fumecheng-12107	193	6	traditional	traditional	ADJ
fumecheng-12107	193	7	numerical	numerical	ADJ
fumecheng-12107	193	8	oversampling	oversampling	ADJ
fumecheng-12107	193	9	methods	method	NOUN
fumecheng-12107	193	10	when	when	SCONJ
fumecheng-12107	193	11	applied	apply	VERB
fumecheng-12107	193	12	to	to	ADP
fumecheng-12107	193	13	textual	textual	ADJ
fumecheng-12107	193	14	data	datum	NOUN
fumecheng-12107	193	15	.	.	PUNCT
fumecheng-12107	194	1	for	for	ADP
fumecheng-12107	194	2	instance	instance	NOUN
fumecheng-12107	194	3	,	,	PUNCT
fumecheng-12107	194	4	it	it	PRON
fumecheng-12107	194	5	has	have	AUX
fumecheng-12107	194	6	been	be	AUX
fumecheng-12107	194	7	observed	observe	VERB
fumecheng-12107	194	8	that	that	SCONJ
fumecheng-12107	194	9	numerical	numerical	ADJ
fumecheng-12107	194	10	oversampling	oversampling	NOUN
fumecheng-12107	194	11	may	may	AUX
fumecheng-12107	194	12	struggle	struggle	VERB
fumecheng-12107	194	13	to	to	PART
fumecheng-12107	194	14	capture	capture	VERB
fumecheng-12107	194	15	the	the	DET
fumecheng-12107	194	16	intricate	intricate	ADJ
fumecheng-12107	194	17	semantic	semantic	ADJ
fumecheng-12107	194	18	relationships	relationship	NOUN
fumecheng-12107	194	19	present	present	ADJ
fumecheng-12107	194	20	in	in	ADP
fumecheng-12107	194	21	texts	text	NOUN
fumecheng-12107	194	22	.	.	PUNCT
fumecheng-12107	195	1	the	the	DET
fumecheng-12107	195	2	generation	generation	NOUN
fumecheng-12107	195	3	of	of	ADP
fumecheng-12107	195	4	synthetic	synthetic	ADJ
fumecheng-12107	195	5	samples	sample	NOUN
fumecheng-12107	195	6	solely	solely	ADV
fumecheng-12107	195	7	based	base	VERB
fumecheng-12107	195	8	on	on	ADP
fumecheng-12107	195	9	numerical	numerical	ADJ
fumecheng-12107	195	10	computations	computation	NOUN
fumecheng-12107	195	11	can	can	AUX
fumecheng-12107	195	12	result	result	VERB
fumecheng-12107	195	13	in	in	ADP
fumecheng-12107	195	14	synthetic	synthetic	ADJ
fumecheng-12107	195	15	data	datum	NOUN
fumecheng-12107	195	16	that	that	PRON
fumecheng-12107	195	17	lacks	lack	VERB
fumecheng-12107	195	18	semantic	semantic	ADJ
fumecheng-12107	195	19	coherence	coherence	NOUN
fumecheng-12107	195	20	.	.	PUNCT
fumecheng-12107	196	1	these	these	DET
fumecheng-12107	196	2	limitations	limitation	NOUN
fumecheng-12107	196	3	underscore	underscore	VERB
fumecheng-12107	196	4	the	the	DET
fumecheng-12107	196	5	necessity	necessity	NOUN
fumecheng-12107	196	6	of	of	ADP
fumecheng-12107	196	7	exploring	explore	VERB
fumecheng-12107	196	8	alternative	alternative	ADJ
fumecheng-12107	196	9	approaches	approach	NOUN
fumecheng-12107	196	10	that	that	PRON
fumecheng-12107	196	11	can	can	AUX
fumecheng-12107	196	12	generate	generate	VERB
fumecheng-12107	196	13	synthetic	synthetic	ADJ
fumecheng-12107	196	14	texts	text	NOUN
fumecheng-12107	196	15	instead	instead	ADV
fumecheng-12107	196	16	of	of	ADP
fumecheng-12107	196	17	relying	rely	VERB
fumecheng-12107	196	18	solely	solely	ADV
fumecheng-12107	196	19	on	on	ADP
fumecheng-12107	196	20	numerical	numerical	ADJ
fumecheng-12107	196	21	vectors	vector	NOUN
fumecheng-12107	196	22	,	,	PUNCT
fumecheng-12107	196	23	thereby	thereby	ADV
fumecheng-12107	196	24	enabling	enable	VERB
fumecheng-12107	196	25	effective	effective	ADJ
fumecheng-12107	196	26	oversampling	oversampling	NOUN
fumecheng-12107	196	27	of	of	ADP
fumecheng-12107	196	28	imbalanced	imbalanced	ADJ
fumecheng-12107	196	29	contextual	contextual	ADJ
fumecheng-12107	196	30	data	datum	NOUN
fumecheng-12107	196	31	.	.	PUNCT
fumecheng-12107	197	1	although	although	SCONJ
fumecheng-12107	197	2	oversampling	oversampling	ADJ
fumecheng-12107	197	3	approaches	approach	NOUN
fumecheng-12107	197	4	have	have	AUX
fumecheng-12107	197	5	proven	prove	VERB
fumecheng-12107	197	6	their	their	PRON
fumecheng-12107	197	7	ability	ability	NOUN
fumecheng-12107	197	8	to	to	PART
fumecheng-12107	197	9	mitigate	mitigate	VERB
fumecheng-12107	197	10	the	the	DET
fumecheng-12107	197	11	detrimental	detrimental	ADJ
fumecheng-12107	197	12	effect	effect	NOUN
fumecheng-12107	197	13	of	of	ADP
fumecheng-12107	197	14	imbalanced	imbalanced	ADJ
fumecheng-12107	197	15	data	datum	NOUN
fumecheng-12107	197	16	distribution	distribution	NOUN
fumecheng-12107	197	17	in	in	ADP
fumecheng-12107	197	18	multiple	multiple	ADJ
fumecheng-12107	197	19	domains	domain	NOUN
fumecheng-12107	197	20	,	,	PUNCT
fumecheng-12107	197	21	their	their	PRON
fumecheng-12107	197	22	efficacy	efficacy	NOUN
fumecheng-12107	197	23	in	in	ADP
fumecheng-12107	197	24	dealing	deal	VERB
fumecheng-12107	197	25	with	with	ADP
fumecheng-12107	197	26	imbalanced	imbalanced	ADJ
fumecheng-12107	197	27	contextual	contextual	ADJ
fumecheng-12107	197	28	data	datum	NOUN
fumecheng-12107	197	29	is	be	AUX
fumecheng-12107	197	30	ambiguous	ambiguous	ADJ
fumecheng-12107	197	31	.	.	PUNCT
fumecheng-12107	198	1	in	in	ADP
fumecheng-12107	198	2	conventional	conventional	ADJ
fumecheng-12107	198	3	sampling	sampling	NOUN
fumecheng-12107	198	4	methods	method	NOUN
fumecheng-12107	198	5	,	,	PUNCT
fumecheng-12107	198	6	similarities	similarity	NOUN
fumecheng-12107	198	7	between	between	ADP
fumecheng-12107	198	8	items	item	NOUN
fumecheng-12107	198	9	are	be	AUX
fumecheng-12107	198	10	measured	measure	VERB
fumecheng-12107	198	11	numerically	numerically	ADV
fumecheng-12107	198	12	.	.	PUNCT
fumecheng-12107	199	1	however	however	ADV
fumecheng-12107	199	2	,	,	PUNCT
fumecheng-12107	199	3	because	because	SCONJ
fumecheng-12107	199	4	texts	text	NOUN
fumecheng-12107	199	5	contain	contain	VERB
fumecheng-12107	199	6	words	word	NOUN
fumecheng-12107	199	7	/	/	SYM
fumecheng-12107	199	8	characters	character	NOUN
fumecheng-12107	199	9	,	,	PUNCT
fumecheng-12107	199	10	numerical	numerical	ADJ
fumecheng-12107	199	11	computations	computation	NOUN
fumecheng-12107	199	12	may	may	AUX
fumecheng-12107	199	13	not	not	PART
fumecheng-12107	199	14	produce	produce	VERB
fumecheng-12107	199	15	semantically	semantically	ADV
fumecheng-12107	199	16	consistent	consistent	ADJ
fumecheng-12107	199	17	new	new	ADJ
fumecheng-12107	199	18	items	item	NOUN
fumecheng-12107	199	19	;	;	PUNCT
fumecheng-12107	199	20	hence	hence	ADV
fumecheng-12107	199	21	,	,	PUNCT
fumecheng-12107	199	22	we	we	PRON
fumecheng-12107	199	23	generate	generate	VERB
fumecheng-12107	199	24	synthetic	synthetic	ADJ
fumecheng-12107	199	25	texts	text	NOUN
fumecheng-12107	199	26	instead	instead	ADV
fumecheng-12107	199	27	of	of	ADP
fumecheng-12107	199	28	numerical	numerical	ADJ
fumecheng-12107	199	29	vectors	vector	NOUN
fumecheng-12107	199	30	to	to	ADP
fumecheng-12107	199	31	oversample	oversample	ADJ
fumecheng-12107	199	32	imbalanced	imbalance	VERB
fumecheng-12107	199	33	contextual	contextual	ADJ
fumecheng-12107	199	34	data	datum	NOUN
fumecheng-12107	199	35	.	.	PUNCT
fumecheng-12107	200	1	these	these	DET
fumecheng-12107	200	2	studies	study	NOUN
fumecheng-12107	200	3	emphasize	emphasize	VERB
fumecheng-12107	200	4	the	the	DET
fumecheng-12107	200	5	importance	importance	NOUN
fumecheng-12107	200	6	of	of	ADP
fumecheng-12107	200	7	considering	consider	VERB
fumecheng-12107	200	8	the	the	DET
fumecheng-12107	200	9	unique	unique	ADJ
fumecheng-12107	200	10	characteristics	characteristic	NOUN
fumecheng-12107	200	11	of	of	ADP
fumecheng-12107	200	12	textual	textual	ADJ
fumecheng-12107	200	13	data	datum	NOUN
fumecheng-12107	200	14	when	when	SCONJ
fumecheng-12107	200	15	designing	design	VERB
fumecheng-12107	200	16	oversampling	oversample	VERB
fumecheng-12107	200	17	methods	method	NOUN
fumecheng-12107	200	18	.	.	PUNCT
fumecheng-12107	201	1	by	by	ADP
fumecheng-12107	201	2	generating	generate	VERB
fumecheng-12107	201	3	synthetic	synthetic	ADJ
fumecheng-12107	201	4	texts	text	NOUN
fumecheng-12107	201	5	instead	instead	ADV
fumecheng-12107	201	6	a	a	DET
fumecheng-12107	201	7	hybrid	hybrid	ADJ
fumecheng-12107	201	8	deep	deep	ADJ
fumecheng-12107	201	9	learning	learning	NOUN
fumecheng-12107	201	10	approach	approach	NOUN
fumecheng-12107	201	11	for	for	ADP
fumecheng-12107	201	12	sentiment	sentiment	NOUN
fumecheng-12107	201	13	analysis	analysis	NOUN
fumecheng-12107	201	14	in	in	ADP
fumecheng-12107	201	15	product	product	NOUN
fumecheng-12107	201	16	reviews	review	VERB
fumecheng-12107	201	17	487	487	NUM
fumecheng-12107	201	18	of	of	ADP
fumecheng-12107	201	19	relying	rely	VERB
fumecheng-12107	201	20	solely	solely	ADV
fumecheng-12107	201	21	on	on	ADP
fumecheng-12107	201	22	numerical	numerical	ADJ
fumecheng-12107	201	23	computations	computation	NOUN
fumecheng-12107	201	24	,	,	PUNCT
fumecheng-12107	201	25	these	these	DET
fumecheng-12107	201	26	approaches	approach	NOUN
fumecheng-12107	201	27	aim	aim	VERB
fumecheng-12107	201	28	to	to	PART
fumecheng-12107	201	29	create	create	VERB
fumecheng-12107	201	30	semantically	semantically	ADV
fumecheng-12107	201	31	consistent	consistent	ADJ
fumecheng-12107	201	32	oversampled	oversample	VERB
fumecheng-12107	201	33	data	datum	NOUN
fumecheng-12107	201	34	.	.	PUNCT
fumecheng-12107	202	1	this	this	PRON
fumecheng-12107	202	2	,	,	PUNCT
fumecheng-12107	202	3	in	in	ADP
fumecheng-12107	202	4	turn	turn	NOUN
fumecheng-12107	202	5	,	,	PUNCT
fumecheng-12107	202	6	enhances	enhance	VERB
fumecheng-12107	202	7	the	the	DET
fumecheng-12107	202	8	performance	performance	NOUN
fumecheng-12107	202	9	of	of	ADP
fumecheng-12107	202	10	imbalanced	imbalanced	ADJ
fumecheng-12107	202	11	contextual	contextual	ADJ
fumecheng-12107	202	12	data	datum	NOUN
fumecheng-12107	202	13	analysis	analysis	NOUN
fumecheng-12107	202	14	tasks	task	NOUN
fumecheng-12107	202	15	.	.	PUNCT
fumecheng-12107	203	1	in	in	ADP
fumecheng-12107	203	2	the	the	DET
fumecheng-12107	203	3	following	following	ADJ
fumecheng-12107	203	4	section	section	NOUN
fumecheng-12107	203	5	,	,	PUNCT
fumecheng-12107	203	6	we	we	PRON
fumecheng-12107	203	7	will	will	AUX
fumecheng-12107	203	8	present	present	VERB
fumecheng-12107	203	9	our	our	PRON
fumecheng-12107	203	10	novel	novel	NOUN
fumecheng-12107	203	11	oversampling	oversampling	NOUN
fumecheng-12107	203	12	method	method	NOUN
fumecheng-12107	203	13	,	,	PUNCT
fumecheng-12107	203	14	specifically	specifically	ADV
fumecheng-12107	203	15	tailored	tailor	VERB
fumecheng-12107	203	16	to	to	PART
fumecheng-12107	203	17	address	address	VERB
fumecheng-12107	203	18	the	the	DET
fumecheng-12107	203	19	challenge	challenge	NOUN
fumecheng-12107	203	20	of	of	ADP
fumecheng-12107	203	21	imbalanced	imbalanced	ADJ
fumecheng-12107	203	22	contextual	contextual	ADJ
fumecheng-12107	203	23	data	datum	NOUN
fumecheng-12107	203	24	.	.	PUNCT
fumecheng-12107	204	1	our	our	PRON
fumecheng-12107	204	2	method	method	NOUN
fumecheng-12107	204	3	focuses	focus	VERB
fumecheng-12107	204	4	on	on	ADP
fumecheng-12107	204	5	generating	generate	VERB
fumecheng-12107	204	6	synthetic	synthetic	ADJ
fumecheng-12107	204	7	texts	text	NOUN
fumecheng-12107	204	8	that	that	PRON
fumecheng-12107	204	9	maintain	maintain	VERB
fumecheng-12107	204	10	semantic	semantic	ADJ
fumecheng-12107	204	11	coherence	coherence	NOUN
fumecheng-12107	204	12	and	and	CCONJ
fumecheng-12107	204	13	context	context	NOUN
fumecheng-12107	204	14	,	,	PUNCT
fumecheng-12107	204	15	thereby	thereby	ADV
fumecheng-12107	204	16	improving	improve	VERB
fumecheng-12107	204	17	the	the	DET
fumecheng-12107	204	18	analysis	analysis	NOUN
fumecheng-12107	204	19	of	of	ADP
fumecheng-12107	204	20	imbalanced	imbalanced	ADJ
fumecheng-12107	204	21	contextual	contextual	ADJ
fumecheng-12107	204	22	data	datum	NOUN
fumecheng-12107	204	23	.	.	PUNCT
fumecheng-12107	205	1	the	the	DET
fumecheng-12107	205	2	proposed	propose	VERB
fumecheng-12107	205	3	method	method	NOUN
fumecheng-12107	205	4	increases	increase	VERB
fumecheng-12107	205	5	minority	minority	NOUN
fumecheng-12107	205	6	-	-	PUNCT
fumecheng-12107	205	7	class	class	NOUN
fumecheng-12107	205	8	texts	text	NOUN
fumecheng-12107	205	9	with	with	ADP
fumecheng-12107	205	10	two	two	NUM
fumecheng-12107	205	11	strategies	strategy	NOUN
fumecheng-12107	205	12	:	:	PUNCT
fumecheng-12107	205	13	inversion	inversion	NOUN
fumecheng-12107	205	14	and	and	CCONJ
fumecheng-12107	205	15	imitation	imitation	NOUN
fumecheng-12107	205	16	.	.	PUNCT
fumecheng-12107	206	1	during	during	ADP
fumecheng-12107	206	2	the	the	DET
fumecheng-12107	206	3	inversion	inversion	NOUN
fumecheng-12107	206	4	process	process	NOUN
fumecheng-12107	206	5	,	,	PUNCT
fumecheng-12107	206	6	sentimental	sentimental	ADJ
fumecheng-12107	206	7	words	word	NOUN
fumecheng-12107	206	8	in	in	ADP
fumecheng-12107	206	9	majority	majority	NOUN
fumecheng-12107	206	10	-	-	PUNCT
fumecheng-12107	206	11	class	class	NOUN
fumecheng-12107	206	12	texts	text	NOUN
fumecheng-12107	206	13	are	be	AUX
fumecheng-12107	206	14	converted	convert	VERB
fumecheng-12107	206	15	into	into	ADP
fumecheng-12107	206	16	their	their	PRON
fumecheng-12107	206	17	opposites	opposite	NOUN
fumecheng-12107	206	18	with	with	ADP
fumecheng-12107	206	19	sentiment	sentiment	NOUN
fumecheng-12107	206	20	polarity	polarity	NOUN
fumecheng-12107	206	21	to	to	PART
fumecheng-12107	206	22	generate	generate	VERB
fumecheng-12107	206	23	synthetic	synthetic	ADJ
fumecheng-12107	206	24	texts	text	NOUN
fumecheng-12107	206	25	.	.	PUNCT
fumecheng-12107	207	1	despite	despite	SCONJ
fumecheng-12107	207	2	grammatically	grammatically	ADV
fumecheng-12107	207	3	incorrect	incorrect	ADJ
fumecheng-12107	207	4	synthetic	synthetic	ADJ
fumecheng-12107	207	5	texts	text	NOUN
fumecheng-12107	207	6	,	,	PUNCT
fumecheng-12107	207	7	they	they	PRON
fumecheng-12107	207	8	must	must	AUX
fumecheng-12107	207	9	at	at	ADV
fumecheng-12107	207	10	least	least	ADJ
fumecheng-12107	207	11	be	be	AUX
fumecheng-12107	207	12	semantically	semantically	ADV
fumecheng-12107	207	13	interpretable	interpretable	ADJ
fumecheng-12107	207	14	.	.	PUNCT
fumecheng-12107	208	1	during	during	ADP
fumecheng-12107	208	2	inversion	inversion	NOUN
fumecheng-12107	208	3	and	and	CCONJ
fumecheng-12107	208	4	imitation	imitation	NOUN
fumecheng-12107	208	5	,	,	PUNCT
fumecheng-12107	208	6	we	we	PRON
fumecheng-12107	208	7	perform	perform	VERB
fumecheng-12107	208	8	the	the	DET
fumecheng-12107	208	9	procedures	procedure	NOUN
fumecheng-12107	208	10	iteratively	iteratively	ADV
fumecheng-12107	208	11	.	.	PUNCT
fumecheng-12107	209	1	to	to	PART
fumecheng-12107	209	2	simplify	simplify	VERB
fumecheng-12107	209	3	the	the	DET
fumecheng-12107	209	4	description	description	NOUN
fumecheng-12107	209	5	,	,	PUNCT
fumecheng-12107	209	6	we	we	PRON
fumecheng-12107	209	7	assume	assume	VERB
fumecheng-12107	209	8	the	the	DET
fumecheng-12107	209	9	negative	negative	ADJ
fumecheng-12107	209	10	class	class	NOUN
fumecheng-12107	209	11	is	be	AUX
fumecheng-12107	209	12	the	the	DET
fumecheng-12107	209	13	minority	minority	NOUN
fumecheng-12107	209	14	class	class	NOUN
fumecheng-12107	209	15	.	.	PUNCT
fumecheng-12107	210	1	our	our	PRON
fumecheng-12107	210	2	first	first	ADJ
fumecheng-12107	210	3	step	step	NOUN
fumecheng-12107	210	4	is	be	AUX
fumecheng-12107	210	5	to	to	PART
fumecheng-12107	210	6	train	train	VERB
fumecheng-12107	210	7	a	a	DET
fumecheng-12107	210	8	classifier	classifier	NOUN
fumecheng-12107	210	9	based	base	VERB
fumecheng-12107	210	10	on	on	ADP
fumecheng-12107	210	11	the	the	DET
fumecheng-12107	210	12	original	original	ADJ
fumecheng-12107	210	13	training	training	NOUN
fumecheng-12107	210	14	set	set	NOUN
fumecheng-12107	210	15	.	.	PUNCT
fumecheng-12107	211	1	then	then	ADV
fumecheng-12107	211	2	,	,	PUNCT
fumecheng-12107	211	3	a	a	DET
fumecheng-12107	211	4	probabilistic	probabilistic	ADJ
fumecheng-12107	211	5	prediction	prediction	NOUN
fumecheng-12107	211	6	is	be	AUX
fumecheng-12107	211	7	made	make	VERB
fumecheng-12107	211	8	directly	directly	ADV
fumecheng-12107	211	9	from	from	ADP
fumecheng-12107	211	10	the	the	DET
fumecheng-12107	211	11	training	training	NOUN
fumecheng-12107	211	12	set	set	NOUN
fumecheng-12107	211	13	using	use	VERB
fumecheng-12107	211	14	the	the	DET
fumecheng-12107	211	15	generated	generate	VERB
fumecheng-12107	211	16	classifier	classifier	NOUN
fumecheng-12107	211	17	.	.	PUNCT
fumecheng-12107	212	1	finally	finally	ADV
fumecheng-12107	212	2	,	,	PUNCT
fumecheng-12107	212	3	synthetic	synthetic	ADJ
fumecheng-12107	212	4	texts	text	NOUN
fumecheng-12107	212	5	are	be	AUX
fumecheng-12107	212	6	constructed	construct	VERB
fumecheng-12107	212	7	from	from	ADP
fumecheng-12107	212	8	positive	positive	ADJ
fumecheng-12107	212	9	and	and	CCONJ
fumecheng-12107	212	10	negative	negative	ADJ
fumecheng-12107	212	11	samples	sample	NOUN
fumecheng-12107	212	12	with	with	ADP
fumecheng-12107	212	13	high	high	ADJ
fumecheng-12107	212	14	and	and	CCONJ
fumecheng-12107	212	15	low	low	ADJ
fumecheng-12107	212	16	predicted	predict	VERB
fumecheng-12107	212	17	confidence	confidence	NOUN
fumecheng-12107	212	18	,	,	PUNCT
fumecheng-12107	212	19	respectively	respectively	ADV
fumecheng-12107	212	20	,	,	PUNCT
fumecheng-12107	212	21	utilizing	utilize	VERB
fumecheng-12107	212	22	inversion	inversion	NOUN
fumecheng-12107	212	23	and	and	CCONJ
fumecheng-12107	212	24	imitation	imitation	NOUN
fumecheng-12107	212	25	methods	method	NOUN
fumecheng-12107	212	26	.	.	PUNCT
fumecheng-12107	213	1	we	we	PRON
fumecheng-12107	213	2	use	use	VERB
fumecheng-12107	213	3	the	the	DET
fumecheng-12107	213	4	label	label	NOUN
fumecheng-12107	213	5	propagation	propagation	NOUN
fumecheng-12107	213	6	approach	approach	NOUN
fumecheng-12107	213	7	to	to	PART
fumecheng-12107	213	8	find	find	VERB
fumecheng-12107	213	9	the	the	DET
fumecheng-12107	213	10	counterpart	counterpart	NOUN
fumecheng-12107	213	11	lexicon	lexicon	NOUN
fumecheng-12107	213	12	.	.	PUNCT
fumecheng-12107	214	1	we	we	PRON
fumecheng-12107	214	2	first	first	ADV
fumecheng-12107	214	3	create	create	VERB
fumecheng-12107	214	4	a	a	DET
fumecheng-12107	214	5	weighted	weighted	ADJ
fumecheng-12107	214	6	undirected	undirected	ADJ
fumecheng-12107	214	7	graph	graph	NOUN
fumecheng-12107	214	8	for	for	ADP
fumecheng-12107	214	9	a	a	DET
fumecheng-12107	214	10	text	text	NOUN
fumecheng-12107	214	11	with	with	ADP
fumecheng-12107	214	12	n	n	DET
fumecheng-12107	214	13	words	word	NOUN
fumecheng-12107	214	14	,	,	PUNCT
fumecheng-12107	214	15	where	where	SCONJ
fumecheng-12107	214	16	each	each	DET
fumecheng-12107	214	17	node	node	NOUN
fumecheng-12107	214	18	represents	represent	VERB
fumecheng-12107	214	19	a	a	DET
fumecheng-12107	214	20	word	word	NOUN
fumecheng-12107	214	21	,	,	PUNCT
fumecheng-12107	214	22	and	and	CCONJ
fumecheng-12107	214	23	each	each	DET
fumecheng-12107	214	24	edge	edge	NOUN
fumecheng-12107	214	25	is	be	AUX
fumecheng-12107	214	26	weighted	weight	VERB
fumecheng-12107	214	27	according	accord	VERB
fumecheng-12107	214	28	to	to	ADP
fumecheng-12107	214	29	semantic	semantic	ADJ
fumecheng-12107	214	30	similarity	similarity	NOUN
fumecheng-12107	214	31	.	.	PUNCT
fumecheng-12107	215	1	next	next	ADV
fumecheng-12107	215	2	,	,	PUNCT
fumecheng-12107	215	3	the	the	DET
fumecheng-12107	215	4	seed	seed	NOUN
fumecheng-12107	215	5	words	word	NOUN
fumecheng-12107	215	6	with	with	ADP
fumecheng-12107	215	7	robust	robust	ADJ
fumecheng-12107	215	8	sentimental	sentimental	ADJ
fumecheng-12107	215	9	polarities	polarity	NOUN
fumecheng-12107	215	10	are	be	AUX
fumecheng-12107	215	11	selected	select	VERB
fumecheng-12107	215	12	,	,	PUNCT
fumecheng-12107	215	13	and	and	CCONJ
fumecheng-12107	215	14	each	each	DET
fumecheng-12107	215	15	word	word	NOUN
fumecheng-12107	215	16	is	be	AUX
fumecheng-12107	215	17	scored	score	VERB
fumecheng-12107	215	18	1	1	NUM
fumecheng-12107	215	19	.	.	PUNCT
fumecheng-12107	216	1	then	then	ADV
fumecheng-12107	216	2	,	,	PUNCT
fumecheng-12107	216	3	each	each	DET
fumecheng-12107	216	4	word	word	NOUN
fumecheng-12107	216	5	should	should	AUX
fumecheng-12107	216	6	be	be	AUX
fumecheng-12107	216	7	scored	score	VERB
fumecheng-12107	216	8	between	between	ADP
fumecheng-12107	216	9	[	[	X
fumecheng-12107	216	10	0,1	0,1	NUM
fumecheng-12107	216	11	]	]	PUNCT
fumecheng-12107	216	12	,	,	PUNCT
fumecheng-12107	216	13	where	where	SCONJ
fumecheng-12107	216	14	0	0	NUM
fumecheng-12107	216	15	denotes	denote	VERB
fumecheng-12107	216	16	negative	negative	ADJ
fumecheng-12107	216	17	words	word	NOUN
fumecheng-12107	216	18	,	,	PUNCT
fumecheng-12107	216	19	and	and	CCONJ
fumecheng-12107	216	20	1	1	NUM
fumecheng-12107	216	21	represents	represent	VERB
fumecheng-12107	216	22	positive	positive	ADJ
fumecheng-12107	216	23	words	word	NOUN
fumecheng-12107	216	24	.	.	PUNCT
fumecheng-12107	217	1	the	the	DET
fumecheng-12107	217	2	first	first	ADJ
fumecheng-12107	217	3	step	step	NOUN
fumecheng-12107	217	4	constructs	construct	VERB
fumecheng-12107	217	5	a	a	DET
fumecheng-12107	217	6	vector	vector	NOUN
fumecheng-12107	217	7	for	for	ADP
fumecheng-12107	217	8	each	each	DET
fumecheng-12107	217	9	word	word	NOUN
fumecheng-12107	217	10	(	(	PUNCT
fumecheng-12107	217	11	using	use	VERB
fumecheng-12107	217	12	the	the	DET
fumecheng-12107	217	13	technique	technique	NOUN
fumecheng-12107	217	14	described	describe	VERB
fumecheng-12107	217	15	in	in	ADP
fumecheng-12107	217	16	section	section	NOUN
fumecheng-12107	217	17	3.6	3.6	NUM
fumecheng-12107	217	18	)	)	PUNCT
fumecheng-12107	217	19	.	.	PUNCT
fumecheng-12107	218	1	a	a	DET
fumecheng-12107	218	2	weighted	weight	VERB
fumecheng-12107	218	3	lexicon	lexicon	NOUN
fumecheng-12107	218	4	graph	graph	NOUN
fumecheng-12107	218	5	is	be	AUX
fumecheng-12107	218	6	formed	form	VERB
fumecheng-12107	218	7	based	base	VERB
fumecheng-12107	218	8	on	on	ADP
fumecheng-12107	218	9	a	a	DET
fumecheng-12107	218	10	collection	collection	NOUN
fumecheng-12107	218	11	of	of	ADP
fumecheng-12107	218	12	word	word	NOUN
fumecheng-12107	218	13	vectors	vector	NOUN
fumecheng-12107	218	14	,	,	PUNCT
fumecheng-12107	218	15	with	with	ADP
fumecheng-12107	218	16	each	each	DET
fumecheng-12107	218	17	node	node	NOUN
fumecheng-12107	218	18	in	in	ADP
fumecheng-12107	218	19	the	the	DET
fumecheng-12107	218	20	graph	graph	NOUN
fumecheng-12107	218	21	representing	represent	VERB
fumecheng-12107	218	22	a	a	DET
fumecheng-12107	218	23	word	word	NOUN
fumecheng-12107	218	24	.	.	PUNCT
fumecheng-12107	219	1	the	the	DET
fumecheng-12107	219	2	semantic	semantic	ADJ
fumecheng-12107	219	3	similarity	similarity	NOUN
fumecheng-12107	219	4	between	between	ADP
fumecheng-12107	219	5	two	two	NUM
fumecheng-12107	219	6	words	word	NOUN
fumecheng-12107	219	7	computes	compute	VERB
fumecheng-12107	219	8	the	the	DET
fumecheng-12107	219	9	weight	weight	NOUN
fumecheng-12107	219	10	.	.	PUNCT
fumecheng-12107	220	1	this	this	DET
fumecheng-12107	220	2	study	study	NOUN
fumecheng-12107	220	3	uses	use	VERB
fumecheng-12107	220	4	cosine	cosine	NOUN
fumecheng-12107	220	5	similarity	similarity	NOUN
fumecheng-12107	220	6	.	.	PUNCT
fumecheng-12107	221	1	the	the	DET
fumecheng-12107	221	2	words	word	NOUN
fumecheng-12107	221	3	wi	wi	PROPN
fumecheng-12107	221	4	and	and	CCONJ
fumecheng-12107	221	5	wj	wj	PROPN
fumecheng-12107	221	6	are	be	AUX
fumecheng-12107	221	7	connected	connect	VERB
fumecheng-12107	221	8	if	if	SCONJ
fumecheng-12107	221	9	their	their	PRON
fumecheng-12107	221	10	cosine	cosine	NOUN
fumecheng-12107	221	11	similarity	similarity	NOUN
fumecheng-12107	221	12	exceeds	exceed	VERB
fumecheng-12107	221	13	a	a	DET
fumecheng-12107	221	14	threshold	threshold	NOUN
fumecheng-12107	221	15	value	value	NOUN
fumecheng-12107	221	16	δ	δ	PROPN
fumecheng-12107	221	17	.	.	PUNCT
fumecheng-12107	222	1	eij	eij	PROPN
fumecheng-12107	222	2	=	=	PRON
fumecheng-12107	222	3	{	{	PUNCT
fumecheng-12107	222	4	wi	wi	PROPN
fumecheng-12107	222	5	twj	twj	NOUN
fumecheng-12107	222	6	if	if	SCONJ
fumecheng-12107	222	7	wi	wi	PROPN
fumecheng-12107	222	8	twj	twj	VERB
fumecheng-12107	222	9	‖wi‖‖wj‖	‖wi‖‖wj‖	PROPN
fumecheng-12107	222	10	≥	≥	NUM
fumecheng-12107	222	11	δ	δ	NOUN
fumecheng-12107	222	12	0	0	PUNCT
fumecheng-12107	223	1	if	if	SCONJ
fumecheng-12107	223	2	wi	wi	PROPN
fumecheng-12107	223	3	twj	twj	VERB
fumecheng-12107	223	4	‖wi‖‖wj‖	‖wi‖‖wj‖	PROPN
fumecheng-12107	223	5	<	<	X
fumecheng-12107	223	6	δ	δ	PROPN
fumecheng-12107	223	7	(	(	PUNCT
fumecheng-12107	223	8	1	1	X
fumecheng-12107	223	9	)	)	PUNCT
fumecheng-12107	223	10	a	a	DET
fumecheng-12107	223	11	set	set	NOUN
fumecheng-12107	223	12	of	of	ADP
fumecheng-12107	223	13	seed	seed	NOUN
fumecheng-12107	223	14	words	word	NOUN
fumecheng-12107	223	15	is	be	AUX
fumecheng-12107	223	16	selected	select	VERB
fumecheng-12107	223	17	,	,	PUNCT
fumecheng-12107	223	18	and	and	CCONJ
fumecheng-12107	223	19	their	their	PRON
fumecheng-12107	223	20	sentimental	sentimental	ADJ
fumecheng-12107	223	21	polarity	polarity	NOUN
fumecheng-12107	223	22	is	be	AUX
fumecheng-12107	223	23	labeled	label	VERB
fumecheng-12107	223	24	after	after	SCONJ
fumecheng-12107	223	25	the	the	DET
fumecheng-12107	223	26	lexicon	lexicon	NOUN
fumecheng-12107	223	27	graph	graph	NOUN
fumecheng-12107	223	28	is	be	AUX
fumecheng-12107	223	29	constructed	construct	VERB
fumecheng-12107	223	30	.	.	PUNCT
fumecheng-12107	224	1	since	since	SCONJ
fumecheng-12107	224	2	the	the	DET
fumecheng-12107	224	3	seed	seed	NOUN
fumecheng-12107	224	4	words	word	NOUN
fumecheng-12107	224	5	function	function	VERB
fumecheng-12107	224	6	as	as	ADP
fumecheng-12107	224	7	labels	label	NOUN
fumecheng-12107	224	8	,	,	PUNCT
fumecheng-12107	224	9	they	they	PRON
fumecheng-12107	224	10	must	must	AUX
fumecheng-12107	224	11	have	have	VERB
fumecheng-12107	224	12	a	a	DET
fumecheng-12107	224	13	positive	positive	ADJ
fumecheng-12107	224	14	or	or	CCONJ
fumecheng-12107	224	15	negative	negative	ADJ
fumecheng-12107	224	16	sentimental	sentimental	ADJ
fumecheng-12107	224	17	polarity	polarity	NOUN
fumecheng-12107	224	18	.	.	PUNCT
fumecheng-12107	225	1	this	this	DET
fumecheng-12107	225	2	study	study	NOUN
fumecheng-12107	225	3	uses	use	VERB
fumecheng-12107	225	4	the	the	DET
fumecheng-12107	225	5	words	word	NOUN
fumecheng-12107	225	6	lexicon	lexicon	NOUN
fumecheng-12107	225	7	proposed	propose	VERB
fumecheng-12107	225	8	in	in	ADP
fumecheng-12107	225	9	[	[	X
fumecheng-12107	225	10	22	22	NUM
fumecheng-12107	225	11	]	]	PUNCT
fumecheng-12107	225	12	(	(	PUNCT
fumecheng-12107	225	13	table	table	NOUN
fumecheng-12107	225	14	2	2	NUM
fumecheng-12107	225	15	)	)	PUNCT
fumecheng-12107	225	16	.	.	PUNCT
fumecheng-12107	226	1	table	table	NOUN
fumecheng-12107	226	2	2	2	NUM
fumecheng-12107	226	3	seed	seed	NOUN
fumecheng-12107	226	4	words	word	NOUN
fumecheng-12107	226	5	positive	positive	ADJ
fumecheng-12107	226	6	seed	seed	NOUN
fumecheng-12107	226	7	words	word	NOUN
fumecheng-12107	226	8	negative	negative	ADJ
fumecheng-12107	226	9	seed	seed	NOUN
fumecheng-12107	226	10	words	word	NOUN
fumecheng-12107	226	11	excellent	excellent	ADJ
fumecheng-12107	226	12	,	,	PUNCT
fumecheng-12107	226	13	good	good	ADJ
fumecheng-12107	226	14	,	,	PUNCT
fumecheng-12107	226	15	pleasant	pleasant	ADJ
fumecheng-12107	226	16	,	,	PUNCT
fumecheng-12107	226	17	love	love	NOUN
fumecheng-12107	226	18	,	,	PUNCT
fumecheng-12107	226	19	delightful	delightful	ADJ
fumecheng-12107	226	20	,	,	PUNCT
fumecheng-12107	226	21	perfect	perfect	ADJ
fumecheng-12107	226	22	,	,	PUNCT
fumecheng-12107	226	23	happy	happy	ADJ
fumecheng-12107	226	24	,	,	PUNCT
fumecheng-12107	226	25	fortunate	fortunate	ADJ
fumecheng-12107	226	26	,	,	PUNCT
fumecheng-12107	226	27	lovely	lovely	ADJ
fumecheng-12107	226	28	,	,	PUNCT
fumecheng-12107	226	29	awesome	awesome	ADJ
fumecheng-12107	226	30	,	,	PUNCT
fumecheng-12107	226	31	amazing	amazing	ADJ
fumecheng-12107	226	32	,	,	PUNCT
fumecheng-12107	226	33	fantastic	fantastic	ADJ
fumecheng-12107	226	34	,	,	PUNCT
fumecheng-12107	226	35	nice	nice	ADJ
fumecheng-12107	226	36	,	,	PUNCT
fumecheng-12107	226	37	successful	successful	ADJ
fumecheng-12107	226	38	,	,	PUNCT
fumecheng-12107	226	39	best	well	ADV
fumecheng-12107	226	40	sad	sad	ADJ
fumecheng-12107	226	41	,	,	PUNCT
fumecheng-12107	226	42	bad	bad	ADJ
fumecheng-12107	226	43	,	,	PUNCT
fumecheng-12107	226	44	evil	evil	ADJ
fumecheng-12107	226	45	,	,	PUNCT
fumecheng-12107	226	46	unfortunate	unfortunate	ADJ
fumecheng-12107	226	47	,	,	PUNCT
fumecheng-12107	226	48	horrible	horrible	ADJ
fumecheng-12107	226	49	,	,	PUNCT
fumecheng-12107	226	50	unhappy	unhappy	ADJ
fumecheng-12107	226	51	,	,	PUNCT
fumecheng-12107	226	52	nasty	nasty	ADJ
fumecheng-12107	226	53	,	,	PUNCT
fumecheng-12107	226	54	hate	hate	NOUN
fumecheng-12107	226	55	,	,	PUNCT
fumecheng-12107	226	56	unpleasant	unpleasant	ADJ
fumecheng-12107	226	57	,	,	PUNCT
fumecheng-12107	226	58	disgusting	disgusting	ADJ
fumecheng-12107	226	59	,	,	PUNCT
fumecheng-12107	226	60	terrible	terrible	ADJ
fumecheng-12107	226	61	,	,	PUNCT
fumecheng-12107	226	62	awful	awful	ADJ
fumecheng-12107	226	63	,	,	PUNCT
fumecheng-12107	226	64	poor	poor	ADJ
fumecheng-12107	226	65	,	,	PUNCT
fumecheng-12107	226	66	failure	failure	NOUN
fumecheng-12107	226	67	,	,	PUNCT
fumecheng-12107	226	68	worst	bad	ADJ
fumecheng-12107	226	69	the	the	DET
fumecheng-12107	226	70	proposed	propose	VERB
fumecheng-12107	226	71	oversampling	oversample	VERB
fumecheng-12107	226	72	approach	approach	NOUN
fumecheng-12107	226	73	is	be	AUX
fumecheng-12107	226	74	identical	identical	ADJ
fumecheng-12107	226	75	to	to	ADP
fumecheng-12107	226	76	boosting	boost	VERB
fumecheng-12107	226	77	the	the	DET
fumecheng-12107	226	78	classifier	classifier	NOUN
fumecheng-12107	226	79	because	because	SCONJ
fumecheng-12107	226	80	the	the	DET
fumecheng-12107	226	81	reweighting	reweighting	NOUN
fumecheng-12107	226	82	mechanism	mechanism	NOUN
fumecheng-12107	226	83	in	in	ADP
fumecheng-12107	226	84	promoting	promote	VERB
fumecheng-12107	226	85	the	the	DET
fumecheng-12107	226	86	classifier	classifier	NOUN
fumecheng-12107	226	87	also	also	ADV
fumecheng-12107	226	88	highlights	highlight	VERB
fumecheng-12107	226	89	the	the	DET
fumecheng-12107	226	90	significance	significance	NOUN
fumecheng-12107	226	91	of	of	ADP
fumecheng-12107	226	92	misclassified	misclassified	ADJ
fumecheng-12107	226	93	samples	sample	NOUN
fumecheng-12107	226	94	.	.	PUNCT
fumecheng-12107	227	1	since	since	SCONJ
fumecheng-12107	227	2	oversampling	oversample	VERB
fumecheng-12107	227	3	increases	increase	VERB
fumecheng-12107	227	4	the	the	DET
fumecheng-12107	227	5	training	training	NOUN
fumecheng-12107	227	6	samples	sample	NOUN
fumecheng-12107	227	7	and	and	CCONJ
fumecheng-12107	227	8	model	model	NOUN
fumecheng-12107	227	9	complexity	complexity	NOUN
fumecheng-12107	227	10	,	,	PUNCT
fumecheng-12107	227	11	we	we	PRON
fumecheng-12107	227	12	remove	remove	VERB
fumecheng-12107	227	13	the	the	DET
fumecheng-12107	227	14	majority	majority	NOUN
fumecheng-12107	227	15	-	-	PUNCT
fumecheng-12107	227	16	class	class	NOUN
fumecheng-12107	227	17	samples	sample	NOUN
fumecheng-12107	227	18	using	use	VERB
fumecheng-12107	227	19	the	the	DET
fumecheng-12107	227	20	inversion	inversion	NOUN
fumecheng-12107	227	21	technique	technique	NOUN
fumecheng-12107	227	22	.	.	PUNCT
fumecheng-12107	228	1	samples	sample	NOUN
fumecheng-12107	228	2	488	488	NUM
fumecheng-12107	228	3	m.	m.	NOUN
fumecheng-12107	228	4	kuang	kuang	PROPN
fumecheng-12107	228	5	,	,	PUNCT
fumecheng-12107	228	6	r.	r.	PROPN
fumecheng-12107	228	7	safa	safa	PROPN
fumecheng-12107	228	8	,	,	PUNCT
fumecheng-12107	228	9	s.	s.	PROPN
fumecheng-12107	228	10	a.	a.	PROPN
fumecheng-12107	228	11	edalatpanah	edalatpanah	PROPN
fumecheng-12107	228	12	,	,	PUNCT
fumecheng-12107	228	13	r.	r.	PROPN
fumecheng-12107	228	14	s.	s.	PROPN
fumecheng-12107	228	15	keyser	keyser	PROPN
fumecheng-12107	228	16	from	from	ADP
fumecheng-12107	228	17	the	the	DET
fumecheng-12107	228	18	majority	majority	NOUN
fumecheng-12107	228	19	class	class	NOUN
fumecheng-12107	228	20	for	for	ADP
fumecheng-12107	228	21	which	which	PRON
fumecheng-12107	228	22	a	a	DET
fumecheng-12107	228	23	counterpart	counterpart	NOUN
fumecheng-12107	228	24	sentence	sentence	NOUN
fumecheng-12107	228	25	from	from	ADP
fumecheng-12107	228	26	the	the	DET
fumecheng-12107	228	27	minority	minority	NOUN
fumecheng-12107	228	28	class	class	NOUN
fumecheng-12107	228	29	was	be	AUX
fumecheng-12107	228	30	formed	form	VERB
fumecheng-12107	228	31	are	be	AUX
fumecheng-12107	228	32	removed	remove	VERB
fumecheng-12107	228	33	from	from	ADP
fumecheng-12107	228	34	the	the	DET
fumecheng-12107	228	35	dataset	dataset	NOUN
fumecheng-12107	228	36	.	.	PUNCT
fumecheng-12107	229	1	in	in	ADP
fumecheng-12107	229	2	other	other	ADJ
fumecheng-12107	229	3	words	word	NOUN
fumecheng-12107	229	4	,	,	PUNCT
fumecheng-12107	229	5	we	we	PRON
fumecheng-12107	229	6	use	use	VERB
fumecheng-12107	229	7	oversampling	oversample	VERB
fumecheng-12107	229	8	and	and	CCONJ
fumecheng-12107	229	9	undersampling	undersample	VERB
fumecheng-12107	229	10	techniques	technique	NOUN
fumecheng-12107	229	11	simultaneously	simultaneously	ADV
fumecheng-12107	229	12	.	.	PUNCT
fumecheng-12107	230	1	3.5	3.5	NUM
fumecheng-12107	230	2	.	.	PUNCT
fumecheng-12107	230	3	word	word	NOUN
fumecheng-12107	230	4	embedding	embed	VERB
fumecheng-12107	230	5	vector	vector	NOUN
fumecheng-12107	230	6	suppose	suppose	VERB
fumecheng-12107	230	7	we	we	PRON
fumecheng-12107	230	8	have	have	VERB
fumecheng-12107	230	9	a	a	DET
fumecheng-12107	230	10	sentence	sentence	NOUN
fumecheng-12107	230	11	s	s	PART
fumecheng-12107	230	12	=	=	PUNCT
fumecheng-12107	230	13	{	{	PUNCT
fumecheng-12107	230	14	w1	w1	NOUN
fumecheng-12107	230	15	,	,	PUNCT
fumecheng-12107	230	16	w2	w2	NOUN
fumecheng-12107	230	17	,	,	PUNCT
fumecheng-12107	230	18	…	…	PUNCT
fumecheng-12107	230	19	,	,	PUNCT
fumecheng-12107	230	20	wi	wi	PROPN
fumecheng-12107	230	21	,	,	PUNCT
fumecheng-12107	230	22	…	…	PUNCT
fumecheng-12107	230	23	,	,	PUNCT
fumecheng-12107	230	24	wn	wn	AUX
fumecheng-12107	230	25	}	}	PUNCT
fumecheng-12107	230	26	consisting	consist	VERB
fumecheng-12107	230	27	of	of	ADP
fumecheng-12107	230	28	n	n	DET
fumecheng-12107	230	29	words	word	NOUN
fumecheng-12107	230	30	and	and	CCONJ
fumecheng-12107	230	31	the	the	DET
fumecheng-12107	230	32	word	word	NOUN
fumecheng-12107	230	33	aspect	aspect	NOUN
fumecheng-12107	230	34	wi	wi	PROPN
fumecheng-12107	230	35	in	in	ADP
fumecheng-12107	230	36	sentence	sentence	NOUN
fumecheng-12107	230	37	s.	s.	PROPN
fumecheng-12107	231	1	the	the	DET
fumecheng-12107	231	2	aspect	aspect	NOUN
fumecheng-12107	231	3	-	-	PUNCT
fumecheng-12107	231	4	level	level	NOUN
fumecheng-12107	231	5	sentiment	sentiment	NOUN
fumecheng-12107	231	6	classification	classification	NOUN
fumecheng-12107	231	7	focuses	focus	VERB
fumecheng-12107	231	8	on	on	ADP
fumecheng-12107	231	9	the	the	DET
fumecheng-12107	231	10	sentiment	sentiment	NOUN
fumecheng-12107	231	11	polarity	polarity	NOUN
fumecheng-12107	231	12	of	of	ADP
fumecheng-12107	231	13	the	the	DET
fumecheng-12107	231	14	sentence	sentence	NOUN
fumecheng-12107	231	15	s	s	VERB
fumecheng-12107	231	16	for	for	ADP
fumecheng-12107	231	17	the	the	DET
fumecheng-12107	231	18	word	word	NOUN
fumecheng-12107	231	19	wi	wi	PROPN
fumecheng-12107	231	20	.	.	PUNCT
fumecheng-12107	232	1	for	for	ADP
fumecheng-12107	232	2	example	example	NOUN
fumecheng-12107	232	3	,	,	PUNCT
fumecheng-12107	232	4	the	the	DET
fumecheng-12107	232	5	sentiment	sentiment	NOUN
fumecheng-12107	232	6	polarity	polarity	NOUN
fumecheng-12107	232	7	of	of	ADP
fumecheng-12107	232	8	the	the	DET
fumecheng-12107	232	9	sentence	sentence	NOUN
fumecheng-12107	232	10	"	"	PUNCT
fumecheng-12107	232	11	great	great	ADJ
fumecheng-12107	232	12	food	food	NOUN
fumecheng-12107	232	13	,	,	PUNCT
fumecheng-12107	232	14	but	but	CCONJ
fumecheng-12107	232	15	the	the	DET
fumecheng-12107	232	16	service	service	NOUN
fumecheng-12107	232	17	was	be	AUX
fumecheng-12107	232	18	dreadful	dreadful	ADJ
fumecheng-12107	232	19	!	!	PUNCT
fumecheng-12107	232	20	"	"	PUNCT
fumecheng-12107	233	1	is	be	AUX
fumecheng-12107	233	2	positive	positive	ADJ
fumecheng-12107	233	3	for	for	ADP
fumecheng-12107	233	4	"	"	PUNCT
fumecheng-12107	233	5	food	food	NOUN
fumecheng-12107	233	6	,	,	PUNCT
fumecheng-12107	233	7	"	"	PUNCT
fumecheng-12107	233	8	while	while	SCONJ
fumecheng-12107	233	9	it	it	PRON
fumecheng-12107	233	10	is	be	AUX
fumecheng-12107	233	11	negative	negative	ADJ
fumecheng-12107	233	12	for	for	ADP
fumecheng-12107	233	13	"	"	PUNCT
fumecheng-12107	233	14	service	service	NOUN
fumecheng-12107	233	15	.	.	PUNCT
fumecheng-12107	233	16	"	"	PUNCT
fumecheng-12107	234	1	when	when	SCONJ
fumecheng-12107	234	2	facing	face	VERB
fumecheng-12107	234	3	a	a	DET
fumecheng-12107	234	4	text	text	NOUN
fumecheng-12107	234	5	,	,	PUNCT
fumecheng-12107	234	6	we	we	PRON
fumecheng-12107	234	7	place	place	VERB
fumecheng-12107	234	8	words	word	NOUN
fumecheng-12107	234	9	in	in	ADP
fumecheng-12107	234	10	a	a	DET
fumecheng-12107	234	11	continuous	continuous	ADJ
fumecheng-12107	234	12	,	,	PUNCT
fumecheng-12107	234	13	lowdimensional	lowdimensional	ADJ
fumecheng-12107	234	14	,	,	PUNCT
fumecheng-12107	234	15	and	and	CCONJ
fumecheng-12107	234	16	real	real	ADV
fumecheng-12107	234	17	-	-	PUNCT
fumecheng-12107	234	18	valued	value	VERB
fumecheng-12107	234	19	vector	vector	NOUN
fumecheng-12107	234	20	called	call	VERB
fumecheng-12107	234	21	word	word	NOUN
fumecheng-12107	234	22	embedding	embed	VERB
fumecheng-12107	234	23	.	.	PUNCT
fumecheng-12107	235	1	there	there	PRON
fumecheng-12107	235	2	is	be	VERB
fumecheng-12107	235	3	a	a	DET
fumecheng-12107	235	4	need	need	NOUN
fumecheng-12107	235	5	for	for	ADP
fumecheng-12107	235	6	vector	vector	NOUN
fumecheng-12107	235	7	representation	representation	NOUN
fumecheng-12107	235	8	of	of	ADP
fumecheng-12107	235	9	words	word	NOUN
fumecheng-12107	235	10	to	to	PART
fumecheng-12107	235	11	train	train	VERB
fumecheng-12107	235	12	dnns	dnn	NOUN
fumecheng-12107	235	13	aiming	aim	VERB
fumecheng-12107	235	14	to	to	PART
fumecheng-12107	235	15	understand	understand	VERB
fumecheng-12107	235	16	the	the	DET
fumecheng-12107	235	17	input	input	NOUN
fumecheng-12107	235	18	words	word	NOUN
fumecheng-12107	235	19	deeply	deeply	ADV
fumecheng-12107	235	20	.	.	PUNCT
fumecheng-12107	236	1	hence	hence	ADV
fumecheng-12107	236	2	,	,	PUNCT
fumecheng-12107	236	3	we	we	PRON
fumecheng-12107	236	4	use	use	VERB
fumecheng-12107	236	5	the	the	DET
fumecheng-12107	236	6	word2vec	word2vec	PROPN
fumecheng-12107	236	7	model	model	NOUN
fumecheng-12107	237	1	[	[	X
fumecheng-12107	237	2	13	13	NUM
fumecheng-12107	237	3	]	]	PUNCT
fumecheng-12107	237	4	,	,	PUNCT
fumecheng-12107	237	5	a	a	DET
fumecheng-12107	237	6	two	two	NUM
fumecheng-12107	237	7	-	-	PUNCT
fumecheng-12107	237	8	layer	layer	NOUN
fumecheng-12107	237	9	shallow	shallow	ADJ
fumecheng-12107	237	10	neural	neural	ADJ
fumecheng-12107	237	11	network	network	NOUN
fumecheng-12107	237	12	,	,	PUNCT
fumecheng-12107	237	13	in	in	ADP
fumecheng-12107	237	14	the	the	DET
fumecheng-12107	237	15	model	model	NOUN
fumecheng-12107	237	16	's	's	PART
fumecheng-12107	237	17	first	first	ADJ
fumecheng-12107	237	18	layer	layer	NOUN
fumecheng-12107	237	19	.	.	PUNCT
fumecheng-12107	238	1	the	the	DET
fumecheng-12107	238	2	word2vec	word2vec	PROPN
fumecheng-12107	238	3	model	model	NOUN
fumecheng-12107	238	4	has	have	VERB
fumecheng-12107	238	5	two	two	NUM
fumecheng-12107	238	6	versions	version	NOUN
fumecheng-12107	238	7	:	:	PUNCT
fumecheng-12107	238	8	a	a	DET
fumecheng-12107	238	9	continuous	continuous	ADJ
fumecheng-12107	238	10	bag	bag	NOUN
fumecheng-12107	238	11	of	of	ADP
fumecheng-12107	238	12	words	word	NOUN
fumecheng-12107	238	13	(	(	PUNCT
fumecheng-12107	238	14	cbow	cbow	VERB
fumecheng-12107	238	15	)	)	PUNCT
fumecheng-12107	238	16	and	and	CCONJ
fumecheng-12107	238	17	a	a	DET
fumecheng-12107	238	18	skip	skip	NOUN
fumecheng-12107	238	19	-	-	PUNCT
fumecheng-12107	238	20	gram	gram	NOUN
fumecheng-12107	238	21	(	(	PUNCT
fumecheng-12107	238	22	sg	sg	PROPN
fumecheng-12107	238	23	)	)	PUNCT
fumecheng-12107	238	24	.	.	PUNCT
fumecheng-12107	239	1	according	accord	VERB
fumecheng-12107	239	2	to	to	ADP
fumecheng-12107	239	3	previous	previous	ADJ
fumecheng-12107	239	4	studies	study	NOUN
fumecheng-12107	239	5	indicating	indicate	VERB
fumecheng-12107	239	6	its	its	PRON
fumecheng-12107	239	7	effectiveness	effectiveness	NOUN
fumecheng-12107	239	8	in	in	ADP
fumecheng-12107	239	9	sa	sa	PROPN
fumecheng-12107	239	10	,	,	PUNCT
fumecheng-12107	239	11	the	the	DET
fumecheng-12107	239	12	proposed	propose	VERB
fumecheng-12107	239	13	approach	approach	NOUN
fumecheng-12107	239	14	uses	use	VERB
fumecheng-12107	239	15	an	an	DET
fumecheng-12107	239	16	sg	sg	ADV
fumecheng-12107	239	17	-	-	PUNCT
fumecheng-12107	239	18	based	base	VERB
fumecheng-12107	239	19	model	model	NOUN
fumecheng-12107	239	20	to	to	PART
fumecheng-12107	239	21	generate	generate	VERB
fumecheng-12107	239	22	input	input	NOUN
fumecheng-12107	239	23	word	word	NOUN
fumecheng-12107	239	24	vectors	vector	NOUN
fumecheng-12107	239	25	.	.	PUNCT
fumecheng-12107	240	1	we	we	PRON
fumecheng-12107	240	2	selected	select	VERB
fumecheng-12107	240	3	this	this	DET
fumecheng-12107	240	4	algorithm	algorithm	NOUN
fumecheng-12107	240	5	in	in	ADP
fumecheng-12107	240	6	the	the	DET
fumecheng-12107	240	7	first	first	ADJ
fumecheng-12107	240	8	layer	layer	NOUN
fumecheng-12107	240	9	because	because	SCONJ
fumecheng-12107	240	10	of	of	ADP
fumecheng-12107	240	11	its	its	PRON
fumecheng-12107	240	12	proven	prove	VERB
fumecheng-12107	240	13	performance	performance	NOUN
fumecheng-12107	240	14	in	in	ADP
fumecheng-12107	240	15	representing	represent	VERB
fumecheng-12107	240	16	semantic	semantic	ADJ
fumecheng-12107	240	17	words	word	NOUN
fumecheng-12107	240	18	without	without	ADP
fumecheng-12107	240	19	human	human	ADJ
fumecheng-12107	240	20	involvement	involvement	NOUN
fumecheng-12107	240	21	.	.	PUNCT
fumecheng-12107	241	1	a	a	DET
fumecheng-12107	241	2	vector	vector	NOUN
fumecheng-12107	241	3	representation	representation	NOUN
fumecheng-12107	241	4	of	of	ADP
fumecheng-12107	241	5	a	a	DET
fumecheng-12107	241	6	word	word	NOUN
fumecheng-12107	241	7	is	be	AUX
fumecheng-12107	241	8	learned	learn	VERB
fumecheng-12107	241	9	based	base	VERB
fumecheng-12107	241	10	on	on	ADP
fumecheng-12107	241	11	the	the	DET
fumecheng-12107	241	12	context	context	NOUN
fumecheng-12107	241	13	in	in	ADP
fumecheng-12107	241	14	which	which	PRON
fumecheng-12107	241	15	it	it	PRON
fumecheng-12107	241	16	appears	appear	VERB
fumecheng-12107	241	17	.	.	PUNCT
fumecheng-12107	242	1	3.6	3.6	NUM
fumecheng-12107	242	2	.	.	PUNCT
fumecheng-12107	242	3	rnn	rnn	NOUN
fumecheng-12107	242	4	-	-	PUNCT
fumecheng-12107	242	5	based	base	VERB
fumecheng-12107	242	6	sentiment	sentiment	NOUN
fumecheng-12107	242	7	classification	classification	NOUN
fumecheng-12107	242	8	dl	dl	PROPN
fumecheng-12107	242	9	's	's	PART
fumecheng-12107	242	10	data	data	NOUN
fumecheng-12107	242	11	representation	representation	NOUN
fumecheng-12107	242	12	learning	learning	NOUN
fumecheng-12107	242	13	method	method	NOUN
fumecheng-12107	242	14	is	be	AUX
fumecheng-12107	242	15	based	base	VERB
fumecheng-12107	242	16	on	on	ADP
fumecheng-12107	242	17	neural	neural	ADJ
fumecheng-12107	242	18	network	network	NOUN
fumecheng-12107	242	19	algorithms	algorithm	NOUN
fumecheng-12107	242	20	,	,	PUNCT
fumecheng-12107	242	21	which	which	PRON
fumecheng-12107	242	22	use	use	VERB
fumecheng-12107	242	23	multiple	multiple	ADJ
fumecheng-12107	242	24	layers	layer	NOUN
fumecheng-12107	242	25	of	of	ADP
fumecheng-12107	242	26	modules	module	NOUN
fumecheng-12107	242	27	to	to	PART
fumecheng-12107	242	28	analyze	analyze	VERB
fumecheng-12107	242	29	and	and	CCONJ
fumecheng-12107	242	30	classify	classify	VERB
fumecheng-12107	242	31	inputs	input	NOUN
fumecheng-12107	242	32	,	,	PUNCT
fumecheng-12107	242	33	with	with	ADP
fumecheng-12107	242	34	output	output	NOUN
fumecheng-12107	242	35	from	from	ADP
fumecheng-12107	242	36	one	one	NUM
fumecheng-12107	242	37	layer	layer	NOUN
fumecheng-12107	242	38	fed	feed	VERB
fumecheng-12107	242	39	into	into	ADP
fumecheng-12107	242	40	the	the	DET
fumecheng-12107	242	41	next	next	ADJ
fumecheng-12107	242	42	.	.	PUNCT
fumecheng-12107	243	1	the	the	DET
fumecheng-12107	243	2	gradient	gradient	NOUN
fumecheng-12107	243	3	is	be	AUX
fumecheng-12107	243	4	computed	compute	VERB
fumecheng-12107	243	5	using	use	VERB
fumecheng-12107	243	6	an	an	DET
fumecheng-12107	243	7	activation	activation	NOUN
fumecheng-12107	243	8	function	function	NOUN
fumecheng-12107	243	9	in	in	ADP
fumecheng-12107	243	10	a	a	DET
fumecheng-12107	243	11	process	process	NOUN
fumecheng-12107	243	12	known	know	VERB
fumecheng-12107	243	13	as	as	ADP
fumecheng-12107	243	14	backpropagation	backpropagation	NOUN
fumecheng-12107	243	15	.	.	PUNCT
fumecheng-12107	244	1	the	the	DET
fumecheng-12107	244	2	input	input	NOUN
fumecheng-12107	244	3	data	datum	NOUN
fumecheng-12107	244	4	(	(	PUNCT
fumecheng-12107	244	5	image	image	NOUN
fumecheng-12107	244	6	,	,	PUNCT
fumecheng-12107	244	7	audio	audio	NOUN
fumecheng-12107	244	8	,	,	PUNCT
fumecheng-12107	244	9	or	or	CCONJ
fumecheng-12107	244	10	text	text	NOUN
fumecheng-12107	244	11	)	)	PUNCT
fumecheng-12107	244	12	generates	generate	VERB
fumecheng-12107	244	13	numeric	numeric	ADJ
fumecheng-12107	244	14	vectors	vector	NOUN
fumecheng-12107	244	15	.	.	PUNCT
fumecheng-12107	245	1	since	since	SCONJ
fumecheng-12107	245	2	each	each	DET
fumecheng-12107	245	3	layer	layer	NOUN
fumecheng-12107	245	4	corresponds	correspond	VERB
fumecheng-12107	245	5	to	to	ADP
fumecheng-12107	245	6	a	a	DET
fumecheng-12107	245	7	higher	high	ADJ
fumecheng-12107	245	8	level	level	NOUN
fumecheng-12107	245	9	of	of	ADP
fumecheng-12107	245	10	abstraction	abstraction	NOUN
fumecheng-12107	245	11	,	,	PUNCT
fumecheng-12107	245	12	dl	dl	PROPN
fumecheng-12107	245	13	implies	imply	VERB
fumecheng-12107	245	14	a	a	DET
fumecheng-12107	245	15	hierarchy	hierarchy	NOUN
fumecheng-12107	245	16	of	of	ADP
fumecheng-12107	245	17	more	more	ADV
fumecheng-12107	245	18	straightforward	straightforward	ADJ
fumecheng-12107	245	19	concepts	concept	NOUN
fumecheng-12107	245	20	.	.	PUNCT
fumecheng-12107	246	1	a	a	DET
fumecheng-12107	246	2	recurrent	recurrent	ADJ
fumecheng-12107	246	3	neural	neural	ADJ
fumecheng-12107	246	4	network	network	NOUN
fumecheng-12107	246	5	(	(	PUNCT
fumecheng-12107	246	6	rnn	rnn	PROPN
fumecheng-12107	246	7	)	)	PUNCT
fumecheng-12107	246	8	is	be	AUX
fumecheng-12107	246	9	a	a	DET
fumecheng-12107	246	10	popular	popular	ADJ
fumecheng-12107	246	11	sa	sa	NOUN
fumecheng-12107	246	12	algorithm	algorithm	NOUN
fumecheng-12107	246	13	.	.	PUNCT
fumecheng-12107	247	1	in	in	ADP
fumecheng-12107	247	2	baseline	baseline	PROPN
fumecheng-12107	247	3	rnns	rnn	NOUN
fumecheng-12107	247	4	,	,	PUNCT
fumecheng-12107	247	5	tokens	token	NOUN
fumecheng-12107	247	6	are	be	AUX
fumecheng-12107	247	7	fed	feed	VERB
fumecheng-12107	247	8	into	into	ADP
fumecheng-12107	247	9	recurrent	recurrent	ADJ
fumecheng-12107	247	10	units	unit	NOUN
fumecheng-12107	247	11	in	in	ADP
fumecheng-12107	247	12	a	a	DET
fumecheng-12107	247	13	vector	vector	NOUN
fumecheng-12107	247	14	of	of	ADP
fumecheng-12107	247	15	fixed	fix	VERB
fumecheng-12107	247	16	length	length	NOUN
fumecheng-12107	247	17	(	(	PUNCT
fumecheng-12107	247	18	e.g.	e.g.	ADV
fumecheng-12107	247	19	,	,	PUNCT
fumecheng-12107	247	20	a	a	DET
fumecheng-12107	247	21	sentence	sentence	NOUN
fumecheng-12107	247	22	or	or	CCONJ
fumecheng-12107	247	23	document	document	NOUN
fumecheng-12107	247	24	)	)	PUNCT
fumecheng-12107	247	25	.	.	PUNCT
fumecheng-12107	248	1	this	this	DET
fumecheng-12107	248	2	method	method	NOUN
fumecheng-12107	248	3	can	can	AUX
fumecheng-12107	248	4	capture	capture	VERB
fumecheng-12107	248	5	the	the	DET
fumecheng-12107	248	6	inherent	inherent	ADJ
fumecheng-12107	248	7	sequentially	sequentially	ADV
fumecheng-12107	248	8	of	of	ADP
fumecheng-12107	248	9	language	language	NOUN
fumecheng-12107	248	10	,	,	PUNCT
fumecheng-12107	248	11	i.e.	i.e.	X
fumecheng-12107	248	12	,	,	PUNCT
fumecheng-12107	248	13	words	word	NOUN
fumecheng-12107	248	14	extend	extend	VERB
fumecheng-12107	248	15	their	their	PRON
fumecheng-12107	248	16	meaning	meaning	NOUN
fumecheng-12107	248	17	through	through	ADP
fumecheng-12107	248	18	their	their	PRON
fumecheng-12107	248	19	preceding	precede	VERB
fumecheng-12107	248	20	words	word	NOUN
fumecheng-12107	248	21	.	.	PUNCT
fumecheng-12107	249	1	rnn	rnn	NOUN
fumecheng-12107	249	2	models	model	NOUN
fumecheng-12107	249	3	differ	differ	VERB
fumecheng-12107	249	4	from	from	ADP
fumecheng-12107	249	5	cnn	cnn	PROPN
fumecheng-12107	249	6	models	model	NOUN
fumecheng-12107	249	7	in	in	ADP
fumecheng-12107	249	8	that	that	SCONJ
fumecheng-12107	249	9	the	the	DET
fumecheng-12107	249	10	rnn	rnn	NOUN
fumecheng-12107	249	11	output	output	NOUN
fumecheng-12107	249	12	is	be	AUX
fumecheng-12107	249	13	based	base	VERB
fumecheng-12107	249	14	on	on	ADP
fumecheng-12107	249	15	prior	prior	ADJ
fumecheng-12107	249	16	calculations	calculation	NOUN
fumecheng-12107	249	17	instead	instead	ADV
fumecheng-12107	249	18	of	of	ADP
fumecheng-12107	249	19	previously	previously	ADV
fumecheng-12107	249	20	computed	compute	VERB
fumecheng-12107	249	21	data	datum	NOUN
fumecheng-12107	249	22	.	.	PUNCT
fumecheng-12107	250	1	as	as	ADP
fumecheng-12107	250	2	a	a	DET
fumecheng-12107	250	3	result	result	NOUN
fumecheng-12107	250	4	,	,	PUNCT
fumecheng-12107	250	5	it	it	PRON
fumecheng-12107	250	6	captures	capture	VERB
fumecheng-12107	250	7	text	text	NOUN
fumecheng-12107	250	8	-	-	PUNCT
fumecheng-12107	250	9	to	to	ADP
fumecheng-12107	250	10	-	-	PUNCT
fumecheng-12107	250	11	speech	speech	NOUN
fumecheng-12107	250	12	dependencies	dependency	NOUN
fumecheng-12107	250	13	and	and	CCONJ
fumecheng-12107	250	14	can	can	AUX
fumecheng-12107	250	15	model	model	VERB
fumecheng-12107	250	16	different	different	ADJ
fumecheng-12107	250	17	text	text	NOUN
fumecheng-12107	250	18	lengths	length	NOUN
fumecheng-12107	250	19	.	.	PUNCT
fumecheng-12107	251	1	in	in	ADP
fumecheng-12107	251	2	absa	absa	PROPN
fumecheng-12107	251	3	,	,	PUNCT
fumecheng-12107	251	4	sentiment	sentiment	NOUN
fumecheng-12107	251	5	classification	classification	NOUN
fumecheng-12107	251	6	aims	aim	VERB
fumecheng-12107	251	7	to	to	PART
fumecheng-12107	251	8	identify	identify	VERB
fumecheng-12107	251	9	individuals	individual	NOUN
fumecheng-12107	251	10	'	'	PART
fumecheng-12107	251	11	sentiments	sentiment	NOUN
fumecheng-12107	251	12	according	accord	VERB
fumecheng-12107	251	13	to	to	ADP
fumecheng-12107	251	14	the	the	DET
fumecheng-12107	251	15	words	word	NOUN
fumecheng-12107	251	16	in	in	ADP
fumecheng-12107	251	17	the	the	DET
fumecheng-12107	251	18	text	text	NOUN
fumecheng-12107	251	19	using	use	VERB
fumecheng-12107	251	20	the	the	DET
fumecheng-12107	251	21	interaction	interaction	NOUN
fumecheng-12107	251	22	among	among	ADP
fumecheng-12107	251	23	the	the	DET
fumecheng-12107	251	24	words	word	NOUN
fumecheng-12107	251	25	and	and	CCONJ
fumecheng-12107	251	26	the	the	DET
fumecheng-12107	251	27	entire	entire	ADJ
fumecheng-12107	251	28	sentence	sentence	NOUN
fumecheng-12107	251	29	for	for	ADP
fumecheng-12107	251	30	the	the	DET
fumecheng-12107	251	31	model	model	NOUN
fumecheng-12107	251	32	.	.	PUNCT
fumecheng-12107	252	1	typical	typical	ADJ
fumecheng-12107	252	2	encoder	encoder	NOUN
fumecheng-12107	252	3	-	-	PUNCT
fumecheng-12107	252	4	decoder	decoder	NOUN
fumecheng-12107	252	5	architectures	architecture	NOUN
fumecheng-12107	252	6	,	,	PUNCT
fumecheng-12107	252	7	such	such	ADJ
fumecheng-12107	252	8	as	as	ADP
fumecheng-12107	252	9	rnns	rnn	NOUN
fumecheng-12107	252	10	,	,	PUNCT
fumecheng-12107	252	11	may	may	AUX
fumecheng-12107	252	12	have	have	VERB
fumecheng-12107	252	13	the	the	DET
fumecheng-12107	252	14	problem	problem	NOUN
fumecheng-12107	252	15	of	of	ADP
fumecheng-12107	252	16	encoding	encode	VERB
fumecheng-12107	252	17	irrelevant	irrelevant	ADJ
fumecheng-12107	252	18	data	datum	NOUN
fumecheng-12107	252	19	,	,	PUNCT
fumecheng-12107	252	20	mainly	mainly	ADV
fumecheng-12107	252	21	when	when	SCONJ
fumecheng-12107	252	22	the	the	DET
fumecheng-12107	252	23	input	input	NOUN
fumecheng-12107	252	24	contains	contain	VERB
fumecheng-12107	252	25	much	much	ADJ
fumecheng-12107	252	26	information	information	NOUN
fumecheng-12107	252	27	.	.	PUNCT
fumecheng-12107	253	1	the	the	DET
fumecheng-12107	253	2	attention	attention	NOUN
fumecheng-12107	253	3	mechanism	mechanism	NOUN
fumecheng-12107	253	4	can	can	AUX
fumecheng-12107	253	5	be	be	AUX
fumecheng-12107	253	6	used	use	VERB
fumecheng-12107	253	7	to	to	PART
fumecheng-12107	253	8	focus	focus	VERB
fumecheng-12107	253	9	on	on	ADP
fumecheng-12107	253	10	the	the	DET
fumecheng-12107	253	11	part	part	NOUN
fumecheng-12107	253	12	of	of	ADP
fumecheng-12107	253	13	the	the	DET
fumecheng-12107	253	14	original	original	ADJ
fumecheng-12107	253	15	text	text	NOUN
fumecheng-12107	253	16	that	that	PRON
fumecheng-12107	253	17	is	be	AUX
fumecheng-12107	253	18	of	of	ADP
fumecheng-12107	253	19	interest	interest	NOUN
fumecheng-12107	253	20	to	to	ADP
fumecheng-12107	253	21	the	the	DET
fumecheng-12107	253	22	model	model	NOUN
fumecheng-12107	253	23	.	.	PUNCT
fumecheng-12107	254	1	in	in	ADP
fumecheng-12107	254	2	this	this	DET
fumecheng-12107	254	3	mechanism	mechanism	NOUN
fumecheng-12107	254	4	,	,	PUNCT
fumecheng-12107	254	5	attention	attention	NOUN
fumecheng-12107	254	6	weights	weight	NOUN
fumecheng-12107	254	7	are	be	AUX
fumecheng-12107	254	8	computed	compute	VERB
fumecheng-12107	254	9	from	from	ADP
fumecheng-12107	254	10	the	the	DET
fumecheng-12107	254	11	lower	low	ADJ
fumecheng-12107	254	12	level	level	NOUN
fumecheng-12107	254	13	,	,	PUNCT
fumecheng-12107	254	14	and	and	CCONJ
fumecheng-12107	254	15	the	the	DET
fumecheng-12107	254	16	weighted	weight	VERB
fumecheng-12107	254	17	vectors	vector	NOUN
fumecheng-12107	254	18	are	be	AUX
fumecheng-12107	254	19	aggregated	aggregate	VERB
fumecheng-12107	254	20	to	to	PART
fumecheng-12107	254	21	represent	represent	VERB
fumecheng-12107	254	22	the	the	DET
fumecheng-12107	254	23	higher	high	ADJ
fumecheng-12107	254	24	level	level	NOUN
fumecheng-12107	254	25	.	.	PUNCT
fumecheng-12107	255	1	some	some	DET
fumecheng-12107	255	2	neural	neural	ADJ
fumecheng-12107	255	3	models	model	NOUN
fumecheng-12107	255	4	,	,	PUNCT
fumecheng-12107	255	5	such	such	ADJ
fumecheng-12107	255	6	as	as	ADP
fumecheng-12107	255	7	long	long	ADJ
fumecheng-12107	255	8	short	short	ADJ
fumecheng-12107	255	9	-	-	PUNCT
fumecheng-12107	255	10	term	term	NOUN
fumecheng-12107	255	11	memory	memory	NOUN
fumecheng-12107	255	12	(	(	PUNCT
fumecheng-12107	255	13	lstm	lstm	NOUN
fumecheng-12107	255	14	)	)	PUNCT
fumecheng-12107	255	15	,	,	PUNCT
fumecheng-12107	255	16	capture	capture	VERB
fumecheng-12107	255	17	contextual	contextual	ADJ
fumecheng-12107	255	18	data	datum	NOUN
fumecheng-12107	255	19	implicitly	implicitly	ADV
fumecheng-12107	255	20	and	and	CCONJ
fumecheng-12107	255	21	can	can	AUX
fumecheng-12107	255	22	not	not	PART
fumecheng-12107	255	23	explicitly	explicitly	ADV
fumecheng-12107	255	24	represent	represent	VERB
fumecheng-12107	255	25	primary	primary	ADJ
fumecheng-12107	255	26	aspect	aspect	NOUN
fumecheng-12107	255	27	tokens	token	NOUN
fumecheng-12107	255	28	.	.	PUNCT
fumecheng-12107	256	1	only	only	ADV
fumecheng-12107	256	2	a	a	DET
fumecheng-12107	256	3	subset	subset	NOUN
fumecheng-12107	256	4	of	of	ADP
fumecheng-12107	256	5	context	context	NOUN
fumecheng-12107	256	6	words	word	NOUN
fumecheng-12107	256	7	is	be	AUX
fumecheng-12107	256	8	required	require	VERB
fumecheng-12107	256	9	to	to	PART
fumecheng-12107	256	10	infer	infer	VERB
fumecheng-12107	256	11	sentiment	sentiment	NOUN
fumecheng-12107	256	12	towards	towards	ADP
fumecheng-12107	256	13	an	an	DET
fumecheng-12107	256	14	aspect	aspect	NOUN
fumecheng-12107	256	15	.	.	PUNCT
fumecheng-12107	257	1	for	for	ADP
fumecheng-12107	257	2	instance	instance	NOUN
fumecheng-12107	257	3	,	,	PUNCT
fumecheng-12107	257	4	in	in	ADP
fumecheng-12107	257	5	the	the	DET
fumecheng-12107	257	6	sentence	sentence	NOUN
fumecheng-12107	257	7	"	"	PUNCT
fumecheng-12107	257	8	great	great	ADJ
fumecheng-12107	257	9	food	food	NOUN
fumecheng-12107	257	10	but	but	CCONJ
fumecheng-12107	257	11	the	the	DET
fumecheng-12107	257	12	service	service	NOUN
fumecheng-12107	257	13	was	be	AUX
fumecheng-12107	257	14	dreadful	dreadful	ADJ
fumecheng-12107	257	15	!	!	PUNCT
fumecheng-12107	258	1	"	"	PUNCT
fumecheng-12107	258	2	,	,	PUNCT
fumecheng-12107	258	3	"	"	PUNCT
fumecheng-12107	258	4	dreadful	dreadful	ADJ
fumecheng-12107	258	5	"	"	PUNCT
fumecheng-12107	258	6	is	be	AUX
fumecheng-12107	258	7	an	an	DET
fumecheng-12107	258	8	essential	essential	ADJ
fumecheng-12107	258	9	clue	clue	NOUN
fumecheng-12107	258	10	to	to	ADP
fumecheng-12107	258	11	"	"	PUNCT
fumecheng-12107	258	12	service	service	NOUN
fumecheng-12107	258	13	,	,	PUNCT
fumecheng-12107	258	14	"	"	PUNCT
fumecheng-12107	258	15	but	but	CCONJ
fumecheng-12107	258	16	"	"	PUNCT
fumecheng-12107	258	17	great	great	ADJ
fumecheng-12107	258	18	"	"	PUNCT
fumecheng-12107	258	19	is	be	AUX
fumecheng-12107	258	20	not	not	PART
fumecheng-12107	258	21	necessary	necessary	ADJ
fumecheng-12107	258	22	.	.	PUNCT
fumecheng-12107	259	1	the	the	DET
fumecheng-12107	259	2	standard	standard	ADJ
fumecheng-12107	259	3	lstm	lstm	ADJ
fumecheng-12107	259	4	algorithm	algorithm	NOUN
fumecheng-12107	259	5	operates	operate	VERB
fumecheng-12107	259	6	sequentially	sequentially	ADV
fumecheng-12107	259	7	and	and	CCONJ
fumecheng-12107	259	8	manipulates	manipulate	VERB
fumecheng-12107	259	9	each	each	DET
fumecheng-12107	259	10	context	context	NOUN
fumecheng-12107	259	11	word	word	NOUN
fumecheng-12107	259	12	using	use	VERB
fumecheng-12107	259	13	the	the	DET
fumecheng-12107	259	14	same	same	ADJ
fumecheng-12107	259	15	function	function	NOUN
fumecheng-12107	259	16	,	,	PUNCT
fumecheng-12107	259	17	i.e.	i.e.	X
fumecheng-12107	259	18	,	,	PUNCT
fumecheng-12107	259	19	it	it	PRON
fumecheng-12107	259	20	can	can	AUX
fumecheng-12107	259	21	not	not	PART
fumecheng-12107	259	22	explicitly	explicitly	ADV
fumecheng-12107	259	23	determine	determine	VERB
fumecheng-12107	259	24	the	the	DET
fumecheng-12107	259	25	significance	significance	NOUN
fumecheng-12107	259	26	a	a	DET
fumecheng-12107	259	27	hybrid	hybrid	ADJ
fumecheng-12107	259	28	deep	deep	ADJ
fumecheng-12107	259	29	learning	learning	NOUN
fumecheng-12107	259	30	approach	approach	NOUN
fumecheng-12107	259	31	for	for	ADP
fumecheng-12107	259	32	sentiment	sentiment	NOUN
fumecheng-12107	259	33	analysis	analysis	NOUN
fumecheng-12107	259	34	in	in	ADP
fumecheng-12107	259	35	product	product	NOUN
fumecheng-12107	259	36	reviews	review	NOUN
fumecheng-12107	259	37	489	489	NUM
fumecheng-12107	259	38	of	of	ADP
fumecheng-12107	259	39	each	each	DET
fumecheng-12107	259	40	context	context	NOUN
fumecheng-12107	259	41	word	word	NOUN
fumecheng-12107	259	42	.	.	PUNCT
fumecheng-12107	260	1	as	as	ADP
fumecheng-12107	260	2	part	part	NOUN
fumecheng-12107	260	3	of	of	ADP
fumecheng-12107	260	4	an	an	DET
fumecheng-12107	260	5	optimal	optimal	ADJ
fumecheng-12107	260	6	solution	solution	NOUN
fumecheng-12107	260	7	,	,	PUNCT
fumecheng-12107	260	8	context	context	NOUN
fumecheng-12107	260	9	words	word	NOUN
fumecheng-12107	260	10	should	should	AUX
fumecheng-12107	260	11	be	be	AUX
fumecheng-12107	260	12	explicitly	explicitly	ADV
fumecheng-12107	260	13	identified	identify	VERB
fumecheng-12107	260	14	and	and	CCONJ
fumecheng-12107	260	15	used	use	VERB
fumecheng-12107	260	16	in	in	ADP
fumecheng-12107	260	17	the	the	DET
fumecheng-12107	260	18	generation	generation	NOUN
fumecheng-12107	260	19	of	of	ADP
fumecheng-12107	260	20	features	feature	NOUN
fumecheng-12107	260	21	after	after	ADP
fumecheng-12107	260	22	an	an	DET
fumecheng-12107	260	23	aspect	aspect	NOUN
fumecheng-12107	260	24	-	-	PUNCT
fumecheng-12107	260	25	based	base	VERB
fumecheng-12107	260	26	word	word	NOUN
fumecheng-12107	260	27	.	.	PUNCT
fumecheng-12107	261	1	the	the	DET
fumecheng-12107	261	2	approach	approach	NOUN
fumecheng-12107	261	3	proposed	propose	VERB
fumecheng-12107	261	4	by	by	ADP
fumecheng-12107	261	5	wang	wang	PROPN
fumecheng-12107	261	6	et	et	PROPN
fumecheng-12107	261	7	al	al	PROPN
fumecheng-12107	261	8	.	.	PUNCT
fumecheng-12107	262	1	[	[	X
fumecheng-12107	262	2	14	14	NUM
fumecheng-12107	262	3	]	]	PUNCT
fumecheng-12107	262	4	addresses	address	VERB
fumecheng-12107	262	5	the	the	DET
fumecheng-12107	262	6	challenge	challenge	NOUN
fumecheng-12107	262	7	of	of	ADP
fumecheng-12107	262	8	rnn	rnn	PROPN
fumecheng-12107	262	9	-	-	PUNCT
fumecheng-12107	262	10	based	base	VERB
fumecheng-12107	262	11	sa	sa	PROPN
fumecheng-12107	262	12	.	.	PUNCT
fumecheng-12107	263	1	this	this	DET
fumecheng-12107	263	2	approach	approach	NOUN
fumecheng-12107	263	3	comprises	comprise	VERB
fumecheng-12107	263	4	multiple	multiple	ADJ
fumecheng-12107	263	5	computational	computational	ADJ
fumecheng-12107	263	6	layers	layer	NOUN
fumecheng-12107	263	7	with	with	ADP
fumecheng-12107	263	8	standard	standard	ADJ
fumecheng-12107	263	9	metrics	metric	NOUN
fumecheng-12107	263	10	.	.	PUNCT
fumecheng-12107	264	1	layers	layer	NOUN
fumecheng-12107	264	2	are	be	AUX
fumecheng-12107	264	3	contentand	contentand	ADJ
fumecheng-12107	264	4	location	location	NOUN
fumecheng-12107	264	5	-	-	PUNCT
fumecheng-12107	264	6	based	base	VERB
fumecheng-12107	264	7	models	model	NOUN
fumecheng-12107	264	8	that	that	PRON
fumecheng-12107	264	9	learn	learn	VERB
fumecheng-12107	264	10	the	the	DET
fumecheng-12107	264	11	importance	importance	NOUN
fumecheng-12107	264	12	/	/	SYM
fumecheng-12107	264	13	weight	weight	NOUN
fumecheng-12107	264	14	of	of	ADP
fumecheng-12107	264	15	context	context	NOUN
fumecheng-12107	264	16	words	word	NOUN
fumecheng-12107	264	17	and	and	CCONJ
fumecheng-12107	264	18	then	then	ADV
fumecheng-12107	264	19	compute	compute	VERB
fumecheng-12107	264	20	continuous	continuous	ADJ
fumecheng-12107	264	21	text	text	NOUN
fumecheng-12107	264	22	representations	representation	NOUN
fumecheng-12107	264	23	based	base	VERB
fumecheng-12107	264	24	on	on	ADP
fumecheng-12107	264	25	these	these	DET
fumecheng-12107	264	26	data	datum	NOUN
fumecheng-12107	264	27	.	.	PUNCT
fumecheng-12107	265	1	the	the	DET
fumecheng-12107	265	2	text	text	NOUN
fumecheng-12107	265	3	representation	representation	NOUN
fumecheng-12107	265	4	is	be	AUX
fumecheng-12107	265	5	viewed	view	VERB
fumecheng-12107	265	6	as	as	ADP
fumecheng-12107	265	7	a	a	DET
fumecheng-12107	265	8	sentiment	sentiment	NOUN
fumecheng-12107	265	9	classification	classification	NOUN
fumecheng-12107	265	10	feature	feature	NOUN
fumecheng-12107	265	11	in	in	ADP
fumecheng-12107	265	12	the	the	DET
fumecheng-12107	265	13	last	last	ADJ
fumecheng-12107	265	14	layer	layer	NOUN
fumecheng-12107	265	15	.	.	PUNCT
fumecheng-12107	266	1	in	in	ADP
fumecheng-12107	266	2	gradient	gradient	ADJ
fumecheng-12107	266	3	descent	descent	NOUN
fumecheng-12107	266	4	,	,	PUNCT
fumecheng-12107	266	5	which	which	PRON
fumecheng-12107	266	6	uses	use	VERB
fumecheng-12107	266	7	the	the	DET
fumecheng-12107	266	8	cross	cross	ADJ
fumecheng-12107	266	9	-	-	ADJ
fumecheng-12107	266	10	entropy	entropy	ADJ
fumecheng-12107	266	11	error	error	NOUN
fumecheng-12107	266	12	of	of	ADP
fumecheng-12107	266	13	sentiment	sentiment	NOUN
fumecheng-12107	266	14	classification	classification	NOUN
fumecheng-12107	266	15	as	as	ADP
fumecheng-12107	266	16	a	a	DET
fumecheng-12107	266	17	loss	loss	NOUN
fumecheng-12107	266	18	function	function	NOUN
fumecheng-12107	266	19	,	,	PUNCT
fumecheng-12107	266	20	the	the	DET
fumecheng-12107	266	21	entire	entire	ADJ
fumecheng-12107	266	22	model	model	NOUN
fumecheng-12107	266	23	can	can	AUX
fumecheng-12107	266	24	be	be	AUX
fumecheng-12107	266	25	efficiently	efficiently	ADV
fumecheng-12107	266	26	trained	train	VERB
fumecheng-12107	266	27	using	use	VERB
fumecheng-12107	266	28	differentiable	differentiable	ADJ
fumecheng-12107	266	29	components	component	NOUN
fumecheng-12107	266	30	.	.	PUNCT
fumecheng-12107	267	1	the	the	DET
fumecheng-12107	267	2	presented	present	VERB
fumecheng-12107	267	3	approach	approach	NOUN
fumecheng-12107	267	4	uses	use	VERB
fumecheng-12107	267	5	the	the	DET
fumecheng-12107	267	6	amazon	amazon	NOUN
fumecheng-12107	267	7	dataset	dataset	VERB
fumecheng-12107	267	8	to	to	PART
fumecheng-12107	267	9	generate	generate	VERB
fumecheng-12107	267	10	an	an	DET
fumecheng-12107	267	11	sa	sa	NOUN
fumecheng-12107	267	12	model	model	NOUN
fumecheng-12107	267	13	and	and	CCONJ
fumecheng-12107	267	14	the	the	DET
fumecheng-12107	267	15	facebook	facebook	NOUN
fumecheng-12107	267	16	dataset	dataset	VERB
fumecheng-12107	267	17	to	to	PART
fumecheng-12107	267	18	test	test	VERB
fumecheng-12107	267	19	the	the	DET
fumecheng-12107	267	20	model	model	NOUN
fumecheng-12107	267	21	and	and	CCONJ
fumecheng-12107	267	22	identify	identify	VERB
fumecheng-12107	267	23	the	the	DET
fumecheng-12107	267	24	social	social	ADJ
fumecheng-12107	267	25	network	network	NOUN
fumecheng-12107	267	26	users	user	NOUN
fumecheng-12107	267	27	'	'	PART
fumecheng-12107	267	28	sentiments	sentiment	NOUN
fumecheng-12107	267	29	for	for	ADP
fumecheng-12107	267	30	a	a	DET
fumecheng-12107	267	31	marketing	marketing	NOUN
fumecheng-12107	267	32	issue	issue	NOUN
fumecheng-12107	267	33	.	.	PUNCT
fumecheng-12107	268	1	after	after	ADP
fumecheng-12107	268	2	developing	develop	VERB
fumecheng-12107	268	3	the	the	DET
fumecheng-12107	268	4	model	model	NOUN
fumecheng-12107	268	5	using	use	VERB
fumecheng-12107	268	6	the	the	DET
fumecheng-12107	268	7	amazon	amazon	NOUN
fumecheng-12107	268	8	dataset	dataset	NOUN
fumecheng-12107	268	9	,	,	PUNCT
fumecheng-12107	268	10	the	the	DET
fumecheng-12107	268	11	facebook	facebook	PROPN
fumecheng-12107	268	12	data	datum	NOUN
fumecheng-12107	268	13	preprocessed	preprocesse	VERB
fumecheng-12107	268	14	and	and	CCONJ
fumecheng-12107	268	15	prepared	prepare	VERB
fumecheng-12107	268	16	to	to	PART
fumecheng-12107	268	17	enter	enter	VERB
fumecheng-12107	268	18	the	the	DET
fumecheng-12107	268	19	network	network	NOUN
fumecheng-12107	268	20	using	use	VERB
fumecheng-12107	268	21	the	the	DET
fumecheng-12107	268	22	word2vec	word2vec	X
fumecheng-12107	268	23	technique	technique	NOUN
fumecheng-12107	268	24	is	be	AUX
fumecheng-12107	268	25	fed	feed	VERB
fumecheng-12107	268	26	into	into	ADP
fumecheng-12107	268	27	the	the	DET
fumecheng-12107	268	28	generated	generate	VERB
fumecheng-12107	268	29	model	model	NOUN
fumecheng-12107	268	30	.	.	PUNCT
fumecheng-12107	269	1	3.7	3.7	NUM
fumecheng-12107	269	2	.	.	PUNCT
fumecheng-12107	269	3	product	product	NOUN
fumecheng-12107	269	4	marketing	market	VERB
fumecheng-12107	269	5	social	social	ADJ
fumecheng-12107	269	6	media	medium	NOUN
fumecheng-12107	269	7	is	be	AUX
fumecheng-12107	269	8	a	a	DET
fumecheng-12107	269	9	collective	collective	ADJ
fumecheng-12107	269	10	term	term	NOUN
fumecheng-12107	269	11	for	for	ADP
fumecheng-12107	269	12	communication	communication	NOUN
fumecheng-12107	269	13	applications	application	NOUN
fumecheng-12107	269	14	and	and	CCONJ
fumecheng-12107	269	15	websites	website	NOUN
fumecheng-12107	269	16	facilitating	facilitate	VERB
fumecheng-12107	269	17	information	information	NOUN
fumecheng-12107	269	18	interaction	interaction	NOUN
fumecheng-12107	269	19	,	,	PUNCT
fumecheng-12107	269	20	generation	generation	NOUN
fumecheng-12107	269	21	,	,	PUNCT
fumecheng-12107	269	22	exchange	exchange	NOUN
fumecheng-12107	269	23	,	,	PUNCT
fumecheng-12107	269	24	and	and	CCONJ
fumecheng-12107	269	25	dissemination	dissemination	NOUN
fumecheng-12107	269	26	among	among	ADP
fumecheng-12107	269	27	companies	company	NOUN
fumecheng-12107	269	28	and	and	CCONJ
fumecheng-12107	269	29	their	their	PRON
fumecheng-12107	269	30	customer	customer	NOUN
fumecheng-12107	269	31	communities	community	NOUN
fumecheng-12107	269	32	[	[	X
fumecheng-12107	269	33	23	23	NUM
fumecheng-12107	269	34	,	,	PUNCT
fumecheng-12107	269	35	24	24	NUM
fumecheng-12107	269	36	]	]	PUNCT
fumecheng-12107	269	37	.	.	PUNCT
fumecheng-12107	270	1	on	on	ADP
fumecheng-12107	270	2	the	the	DET
fumecheng-12107	270	3	other	other	ADJ
fumecheng-12107	270	4	hand	hand	NOUN
fumecheng-12107	270	5	,	,	PUNCT
fumecheng-12107	270	6	sajid	sajid	PROPN
fumecheng-12107	271	1	[	[	X
fumecheng-12107	271	2	25	25	NUM
fumecheng-12107	271	3	]	]	PUNCT
fumecheng-12107	271	4	suggests	suggest	VERB
fumecheng-12107	271	5	that	that	SCONJ
fumecheng-12107	271	6	social	social	ADJ
fumecheng-12107	271	7	media	media	NOUN
fumecheng-12107	271	8	is	be	AUX
fumecheng-12107	271	9	an	an	DET
fumecheng-12107	271	10	internet	internet	NOUN
fumecheng-12107	271	11	-	-	PUNCT
fumecheng-12107	271	12	based	base	VERB
fumecheng-12107	271	13	source	source	NOUN
fumecheng-12107	271	14	for	for	ADP
fumecheng-12107	271	15	sharing	share	VERB
fumecheng-12107	271	16	and	and	CCONJ
fumecheng-12107	271	17	discussing	discuss	VERB
fumecheng-12107	271	18	details	detail	NOUN
fumecheng-12107	271	19	among	among	ADP
fumecheng-12107	271	20	people	people	NOUN
fumecheng-12107	271	21	.	.	PUNCT
fumecheng-12107	272	1	finally	finally	ADV
fumecheng-12107	272	2	,	,	PUNCT
fumecheng-12107	272	3	delerue	delerue	PROPN
fumecheng-12107	272	4	et	et	PROPN
fumecheng-12107	272	5	al	al	PROPN
fumecheng-12107	272	6	.	.	PUNCT
fumecheng-12107	273	1	[	[	X
fumecheng-12107	273	2	26	26	NUM
fumecheng-12107	273	3	]	]	PUNCT
fumecheng-12107	273	4	define	define	VERB
fumecheng-12107	273	5	social	social	ADJ
fumecheng-12107	273	6	media	medium	NOUN
fumecheng-12107	273	7	as	as	ADP
fumecheng-12107	273	8	a	a	DET
fumecheng-12107	273	9	group	group	NOUN
fumecheng-12107	273	10	of	of	ADP
fumecheng-12107	273	11	internet	internet	NOUN
fumecheng-12107	273	12	-	-	PUNCT
fumecheng-12107	273	13	based	base	VERB
fumecheng-12107	273	14	applications	application	NOUN
fumecheng-12107	273	15	that	that	PRON
fumecheng-12107	273	16	allow	allow	VERB
fumecheng-12107	273	17	the	the	DET
fumecheng-12107	273	18	creation	creation	NOUN
fumecheng-12107	273	19	and	and	CCONJ
fumecheng-12107	273	20	exchange	exchange	NOUN
fumecheng-12107	273	21	of	of	ADP
fumecheng-12107	273	22	user	user	NOUN
fumecheng-12107	273	23	-	-	PUNCT
fumecheng-12107	273	24	generated	generate	VERB
fumecheng-12107	273	25	content	content	NOUN
fumecheng-12107	273	26	based	base	VERB
fumecheng-12107	273	27	on	on	ADP
fumecheng-12107	273	28	the	the	DET
fumecheng-12107	273	29	technological	technological	ADJ
fumecheng-12107	273	30	foundations	foundation	NOUN
fumecheng-12107	273	31	of	of	ADP
fumecheng-12107	273	32	web	web	NOUN
fumecheng-12107	273	33	2.0	2.0	NUM
fumecheng-12107	273	34	.	.	PUNCT
fumecheng-12107	274	1	although	although	SCONJ
fumecheng-12107	274	2	social	social	ADJ
fumecheng-12107	274	3	marketing	marketing	NOUN
fumecheng-12107	274	4	is	be	AUX
fumecheng-12107	274	5	developing	develop	VERB
fumecheng-12107	274	6	compared	compare	VERB
fumecheng-12107	274	7	to	to	ADP
fumecheng-12107	274	8	commercial	commercial	ADJ
fumecheng-12107	274	9	marketing	marketing	NOUN
fumecheng-12107	274	10	,	,	PUNCT
fumecheng-12107	274	11	its	its	PRON
fumecheng-12107	274	12	role	role	NOUN
fumecheng-12107	274	13	in	in	ADP
fumecheng-12107	274	14	social	social	ADJ
fumecheng-12107	274	15	development	development	NOUN
fumecheng-12107	274	16	has	have	AUX
fumecheng-12107	274	17	received	receive	VERB
fumecheng-12107	274	18	intense	intense	ADJ
fumecheng-12107	274	19	public	public	ADJ
fumecheng-12107	274	20	attention	attention	NOUN
fumecheng-12107	274	21	[	[	X
fumecheng-12107	274	22	24	24	NUM
fumecheng-12107	274	23	]	]	PUNCT
fumecheng-12107	274	24	.	.	PUNCT
fumecheng-12107	275	1	most	most	ADJ
fumecheng-12107	275	2	senior	senior	ADJ
fumecheng-12107	275	3	corporate	corporate	ADJ
fumecheng-12107	275	4	managers	manager	NOUN
fumecheng-12107	275	5	consider	consider	VERB
fumecheng-12107	275	6	developing	develop	VERB
fumecheng-12107	275	7	,	,	PUNCT
fumecheng-12107	275	8	implementing	implement	VERB
fumecheng-12107	275	9	,	,	PUNCT
fumecheng-12107	275	10	and	and	CCONJ
fumecheng-12107	275	11	revising	revise	VERB
fumecheng-12107	275	12	competitive	competitive	ADJ
fumecheng-12107	275	13	marketing	marketing	NOUN
fumecheng-12107	275	14	strategies	strategy	NOUN
fumecheng-12107	275	15	and	and	CCONJ
fumecheng-12107	275	16	policies	policy	NOUN
fumecheng-12107	275	17	their	their	PRON
fumecheng-12107	275	18	primary	primary	ADJ
fumecheng-12107	275	19	challenge	challenge	NOUN
fumecheng-12107	275	20	.	.	PUNCT
fumecheng-12107	276	1	therefore	therefore	ADV
fumecheng-12107	276	2	,	,	PUNCT
fumecheng-12107	276	3	companies	company	NOUN
fumecheng-12107	276	4	'	'	PART
fumecheng-12107	276	5	demand	demand	NOUN
fumecheng-12107	276	6	for	for	ADP
fumecheng-12107	276	7	highrank	highrank	ADJ
fumecheng-12107	276	8	marketing	marketing	NOUN
fumecheng-12107	276	9	managers	manager	NOUN
fumecheng-12107	276	10	is	be	AUX
fumecheng-12107	276	11	increasing	increase	VERB
fumecheng-12107	276	12	.	.	PUNCT
fumecheng-12107	277	1	marketing	marketing	NOUN
fumecheng-12107	277	2	should	should	AUX
fumecheng-12107	277	3	not	not	PART
fumecheng-12107	277	4	be	be	AUX
fumecheng-12107	277	5	confused	confuse	VERB
fumecheng-12107	277	6	with	with	ADP
fumecheng-12107	277	7	its	its	PRON
fumecheng-12107	277	8	classical	classical	ADJ
fumecheng-12107	277	9	meaning	meaning	NOUN
fumecheng-12107	277	10	,	,	PUNCT
fumecheng-12107	277	11	i.e.	i.e.	X
fumecheng-12107	277	12	,	,	PUNCT
fumecheng-12107	277	13	sales	sale	NOUN
fumecheng-12107	277	14	.	.	PUNCT
fumecheng-12107	278	1	marketing	marketing	NOUN
fumecheng-12107	278	2	,	,	PUNCT
fumecheng-12107	278	3	in	in	ADP
fumecheng-12107	278	4	a	a	DET
fumecheng-12107	278	5	new	new	ADJ
fumecheng-12107	278	6	sense	sense	NOUN
fumecheng-12107	278	7	,	,	PUNCT
fumecheng-12107	278	8	means	mean	VERB
fumecheng-12107	278	9	meeting	meet	VERB
fumecheng-12107	278	10	customer	customer	NOUN
fumecheng-12107	278	11	needs	need	NOUN
fumecheng-12107	278	12	.	.	PUNCT
fumecheng-12107	279	1	online	online	ADJ
fumecheng-12107	279	2	reviews	review	NOUN
fumecheng-12107	279	3	of	of	ADP
fumecheng-12107	279	4	business	business	NOUN
fumecheng-12107	279	5	products	product	NOUN
fumecheng-12107	279	6	and	and	CCONJ
fumecheng-12107	279	7	services	service	NOUN
fumecheng-12107	279	8	allow	allow	VERB
fumecheng-12107	279	9	users	user	NOUN
fumecheng-12107	279	10	to	to	PART
fumecheng-12107	279	11	share	share	VERB
fumecheng-12107	279	12	their	their	PRON
fumecheng-12107	279	13	viewpoints	viewpoint	NOUN
fumecheng-12107	279	14	about	about	ADP
fumecheng-12107	279	15	products	product	NOUN
fumecheng-12107	279	16	purchased	purchase	VERB
fumecheng-12107	279	17	or	or	CCONJ
fumecheng-12107	279	18	services	service	NOUN
fumecheng-12107	279	19	received	receive	VERB
fumecheng-12107	279	20	,	,	PUNCT
fumecheng-12107	279	21	which	which	PRON
fumecheng-12107	279	22	is	be	AUX
fumecheng-12107	279	23	of	of	ADP
fumecheng-12107	279	24	great	great	ADJ
fumecheng-12107	279	25	value	value	NOUN
fumecheng-12107	279	26	to	to	ADP
fumecheng-12107	279	27	other	other	ADJ
fumecheng-12107	279	28	buyers	buyer	NOUN
fumecheng-12107	279	29	.	.	PUNCT
fumecheng-12107	280	1	this	this	DET
fumecheng-12107	280	2	trend	trend	NOUN
fumecheng-12107	280	3	has	have	AUX
fumecheng-12107	280	4	provided	provide	VERB
fumecheng-12107	280	5	new	new	ADJ
fumecheng-12107	280	6	contexts	context	NOUN
fumecheng-12107	280	7	for	for	ADP
fumecheng-12107	280	8	companies	company	NOUN
fumecheng-12107	280	9	that	that	PRON
fumecheng-12107	280	10	want	want	VERB
fumecheng-12107	280	11	to	to	PART
fumecheng-12107	280	12	strengthen	strengthen	VERB
fumecheng-12107	280	13	their	their	PRON
fumecheng-12107	280	14	presence	presence	NOUN
fumecheng-12107	280	15	in	in	ADP
fumecheng-12107	280	16	the	the	DET
fumecheng-12107	280	17	market	market	NOUN
fumecheng-12107	280	18	by	by	ADP
fumecheng-12107	280	19	investing	invest	VERB
fumecheng-12107	280	20	in	in	ADP
fumecheng-12107	280	21	digital	digital	ADJ
fumecheng-12107	280	22	marketing	marketing	NOUN
fumecheng-12107	280	23	and	and	CCONJ
fumecheng-12107	280	24	gaining	gain	VERB
fumecheng-12107	280	25	a	a	DET
fumecheng-12107	280	26	suitable	suitable	ADJ
fumecheng-12107	280	27	position	position	NOUN
fumecheng-12107	280	28	.	.	PUNCT
fumecheng-12107	281	1	due	due	ADP
fumecheng-12107	281	2	to	to	ADP
fumecheng-12107	281	3	the	the	DET
fumecheng-12107	281	4	increasing	increase	VERB
fumecheng-12107	281	5	attraction	attraction	NOUN
fumecheng-12107	281	6	in	in	ADP
fumecheng-12107	281	7	smm	smm	NOUN
fumecheng-12107	281	8	,	,	PUNCT
fumecheng-12107	281	9	many	many	ADJ
fumecheng-12107	281	10	commercial	commercial	ADJ
fumecheng-12107	281	11	tools	tool	NOUN
fumecheng-12107	281	12	have	have	AUX
fumecheng-12107	281	13	recently	recently	ADV
fumecheng-12107	281	14	been	be	AUX
fumecheng-12107	281	15	generated	generate	VERB
fumecheng-12107	281	16	to	to	PART
fumecheng-12107	281	17	help	help	VERB
fumecheng-12107	281	18	organizations	organization	NOUN
fumecheng-12107	281	19	analyze	analyze	VERB
fumecheng-12107	281	20	the	the	DET
fumecheng-12107	281	21	blogosphere	blogosphere	NOUN
fumecheng-12107	281	22	on	on	ADP
fumecheng-12107	281	23	a	a	DET
fumecheng-12107	281	24	large	large	ADJ
fumecheng-12107	281	25	scale	scale	NOUN
fumecheng-12107	281	26	to	to	PART
fumecheng-12107	281	27	extract	extract	VERB
fumecheng-12107	281	28	data	datum	NOUN
fumecheng-12107	281	29	related	relate	VERB
fumecheng-12107	281	30	to	to	ADP
fumecheng-12107	281	31	opinions	opinion	NOUN
fumecheng-12107	281	32	about	about	ADP
fumecheng-12107	281	33	their	their	PRON
fumecheng-12107	281	34	products	product	NOUN
fumecheng-12107	281	35	.	.	PUNCT
fumecheng-12107	282	1	however	however	ADV
fumecheng-12107	282	2	,	,	PUNCT
fumecheng-12107	282	3	many	many	ADJ
fumecheng-12107	282	4	existing	exist	VERB
fumecheng-12107	282	5	tools	tool	NOUN
fumecheng-12107	282	6	and	and	CCONJ
fumecheng-12107	282	7	research	research	NOUN
fumecheng-12107	282	8	efforts	effort	NOUN
fumecheng-12107	282	9	are	be	AUX
fumecheng-12107	282	10	confined	confine	VERB
fumecheng-12107	282	11	to	to	ADP
fumecheng-12107	282	12	assessing	assess	VERB
fumecheng-12107	282	13	polarity	polarity	NOUN
fumecheng-12107	282	14	or	or	CCONJ
fumecheng-12107	282	15	classifying	classify	VERB
fumecheng-12107	282	16	sentiments	sentiment	NOUN
fumecheng-12107	282	17	based	base	VERB
fumecheng-12107	282	18	on	on	ADP
fumecheng-12107	282	19	a	a	DET
fumecheng-12107	282	20	minimal	minimal	ADJ
fumecheng-12107	282	21	set	set	NOUN
fumecheng-12107	282	22	of	of	ADP
fumecheng-12107	282	23	sentiments	sentiment	NOUN
fumecheng-12107	282	24	[	[	X
fumecheng-12107	282	25	27	27	NUM
fumecheng-12107	282	26	-	-	SYM
fumecheng-12107	282	27	29	29	NUM
fumecheng-12107	282	28	]	]	PUNCT
fumecheng-12107	282	29	.	.	PUNCT
fumecheng-12107	283	1	marketing	marketing	NOUN
fumecheng-12107	283	2	aims	aim	VERB
fumecheng-12107	283	3	to	to	PART
fumecheng-12107	283	4	provide	provide	VERB
fumecheng-12107	283	5	products	product	NOUN
fumecheng-12107	283	6	based	base	VERB
fumecheng-12107	283	7	on	on	ADP
fumecheng-12107	283	8	individuals	individual	NOUN
fumecheng-12107	283	9	'	'	PART
fumecheng-12107	283	10	attitudes	attitude	NOUN
fumecheng-12107	283	11	and	and	CCONJ
fumecheng-12107	283	12	interests	interest	NOUN
fumecheng-12107	283	13	.	.	PUNCT
fumecheng-12107	284	1	these	these	DET
fumecheng-12107	284	2	attitudes	attitude	NOUN
fumecheng-12107	284	3	are	be	AUX
fumecheng-12107	284	4	expressed	express	VERB
fumecheng-12107	284	5	on	on	ADP
fumecheng-12107	284	6	social	social	ADJ
fumecheng-12107	284	7	media	medium	NOUN
fumecheng-12107	284	8	platforms	platform	NOUN
fumecheng-12107	284	9	and	and	CCONJ
fumecheng-12107	284	10	selling	sell	VERB
fumecheng-12107	284	11	sites	site	NOUN
fumecheng-12107	284	12	and	and	CCONJ
fumecheng-12107	284	13	are	be	AUX
fumecheng-12107	284	14	an	an	DET
fumecheng-12107	284	15	outstanding	outstanding	ADJ
fumecheng-12107	284	16	source	source	NOUN
fumecheng-12107	284	17	for	for	ADP
fumecheng-12107	284	18	comment	comment	NOUN
fumecheng-12107	284	19	marketing	marketing	NOUN
fumecheng-12107	284	20	.	.	PUNCT
fumecheng-12107	285	1	sa	sa	PROPN
fumecheng-12107	285	2	and	and	CCONJ
fumecheng-12107	285	3	detecting	detect	VERB
fumecheng-12107	285	4	positive	positive	ADJ
fumecheng-12107	285	5	and	and	CCONJ
fumecheng-12107	285	6	negative	negative	ADJ
fumecheng-12107	285	7	opinions	opinion	NOUN
fumecheng-12107	285	8	about	about	ADP
fumecheng-12107	285	9	a	a	DET
fumecheng-12107	285	10	product	product	NOUN
fumecheng-12107	285	11	help	help	VERB
fumecheng-12107	285	12	companies	company	NOUN
fumecheng-12107	285	13	and	and	CCONJ
fumecheng-12107	285	14	marketers	marketer	NOUN
fumecheng-12107	285	15	market	market	VERB
fumecheng-12107	285	16	their	their	PRON
fumecheng-12107	285	17	target	target	NOUN
fumecheng-12107	285	18	items	item	NOUN
fumecheng-12107	285	19	and	and	CCONJ
fumecheng-12107	285	20	sell	sell	VERB
fumecheng-12107	285	21	them	they	PRON
fumecheng-12107	285	22	through	through	ADP
fumecheng-12107	285	23	appropriate	appropriate	ADJ
fumecheng-12107	285	24	offerings	offering	NOUN
fumecheng-12107	285	25	in	in	ADP
fumecheng-12107	285	26	the	the	DET
fumecheng-12107	285	27	minimum	minimum	ADJ
fumecheng-12107	285	28	possible	possible	ADJ
fumecheng-12107	285	29	time	time	NOUN
fumecheng-12107	285	30	based	base	VERB
fumecheng-12107	285	31	on	on	ADP
fumecheng-12107	285	32	people	people	NOUN
fumecheng-12107	285	33	's	's	PART
fumecheng-12107	285	34	interests	interest	NOUN
fumecheng-12107	285	35	.	.	PUNCT
fumecheng-12107	286	1	after	after	ADP
fumecheng-12107	286	2	sentiment	sentiment	NOUN
fumecheng-12107	286	3	classification	classification	NOUN
fumecheng-12107	286	4	and	and	CCONJ
fumecheng-12107	286	5	sa	sa	NOUN
fumecheng-12107	286	6	processes	process	NOUN
fumecheng-12107	286	7	,	,	PUNCT
fumecheng-12107	286	8	the	the	DET
fumecheng-12107	286	9	proposed	propose	VERB
fumecheng-12107	286	10	approach	approach	NOUN
fumecheng-12107	286	11	determines	determine	VERB
fumecheng-12107	286	12	the	the	DET
fumecheng-12107	286	13	number	number	NOUN
fumecheng-12107	286	14	of	of	ADP
fumecheng-12107	286	15	context	context	NOUN
fumecheng-12107	286	16	sentences	sentence	NOUN
fumecheng-12107	286	17	in	in	ADP
fumecheng-12107	286	18	which	which	PRON
fumecheng-12107	286	19	the	the	DET
fumecheng-12107	286	20	desired	desire	VERB
fumecheng-12107	286	21	sentiment	sentiment	NOUN
fumecheng-12107	286	22	is	be	AUX
fumecheng-12107	286	23	expressed	express	VERB
fumecheng-12107	286	24	.	.	PUNCT
fumecheng-12107	287	1	then	then	ADV
fumecheng-12107	287	2	,	,	PUNCT
fumecheng-12107	287	3	it	it	PRON
fumecheng-12107	287	4	calculates	calculate	VERB
fumecheng-12107	287	5	the	the	DET
fumecheng-12107	287	6	average	average	ADJ
fumecheng-12107	287	7	sentiment	sentiment	NOUN
fumecheng-12107	287	8	expressing	express	VERB
fumecheng-12107	287	9	the	the	DET
fumecheng-12107	287	10	desired	desire	VERB
fumecheng-12107	287	11	aspect	aspect	NOUN
fumecheng-12107	287	12	using	use	VERB
fumecheng-12107	287	13	eq	eq	ADP
fumecheng-12107	287	14	.	.	PUNCT
fumecheng-12107	288	1	(	(	PUNCT
fumecheng-12107	288	2	2	2	NUM
fumecheng-12107	288	3	):	):	PUNCT
fumecheng-12107	288	4	490	490	NUM
fumecheng-12107	288	5	m.	m.	NOUN
fumecheng-12107	288	6	kuang	kuang	PROPN
fumecheng-12107	288	7	,	,	PUNCT
fumecheng-12107	288	8	r.	r.	PROPN
fumecheng-12107	288	9	safa	safa	PROPN
fumecheng-12107	288	10	,	,	PUNCT
fumecheng-12107	288	11	s.	s.	PROPN
fumecheng-12107	288	12	a.	a.	PROPN
fumecheng-12107	288	13	edalatpanah	edalatpanah	PROPN
fumecheng-12107	288	14	,	,	PUNCT
fumecheng-12107	288	15	r.	r.	PROPN
fumecheng-12107	288	16	s.	s.	PROPN
fumecheng-12107	288	17	keyser	keyser	PROPN
fumecheng-12107	288	18	score(a	score(a	PROPN
fumecheng-12107	288	19	,	,	PUNCT
fumecheng-12107	288	20	ri	ri	PROPN
fumecheng-12107	288	21	)	)	PUNCT
fumecheng-12107	288	22	=	=	SYM
fumecheng-12107	288	23	(	(	PUNCT
fumecheng-12107	288	24	∑	∑	PROPN
fumecheng-12107	288	25	pos(a	pos(a	PROPN
fumecheng-12107	288	26	,	,	PUNCT
fumecheng-12107	288	27	ri	ri	NOUN
fumecheng-12107	288	28	)	)	PUNCT
fumecheng-12107	288	29	pos(a	pos(a	PROPN
fumecheng-12107	288	30	,	,	PUNCT
fumecheng-12107	288	31	ri)+neg(a	ri)+neg(a	PROPN
fumecheng-12107	288	32	,	,	PUNCT
fumecheng-12107	288	33	ri	ri	PROPN
fumecheng-12107	288	34	)	)	PUNCT
fumecheng-12107	288	35	sr	sr	PROPN
fumecheng-12107	288	36	i=1	i=1	PROPN
fumecheng-12107	288	37	)	)	PUNCT
fumecheng-12107	289	1	+	+	CCONJ
fumecheng-12107	289	2	idf(a	idf(a	PROPN
fumecheng-12107	289	3	,	,	PUNCT
fumecheng-12107	289	4	ri	ri	NOUN
fumecheng-12107	289	5	)	)	PUNCT
fumecheng-12107	289	6	(	(	PUNCT
fumecheng-12107	289	7	2	2	X
fumecheng-12107	289	8	)	)	PUNCT
fumecheng-12107	289	9	where	where	SCONJ
fumecheng-12107	289	10	ri	ri	PROPN
fumecheng-12107	289	11	represents	represent	VERB
fumecheng-12107	289	12	a	a	DET
fumecheng-12107	289	13	set	set	NOUN
fumecheng-12107	289	14	of	of	ADP
fumecheng-12107	289	15	reviews	review	NOUN
fumecheng-12107	289	16	for	for	ADP
fumecheng-12107	289	17	product	product	NOUN
fumecheng-12107	289	18	i	i	PRON
fumecheng-12107	289	19	,	,	PUNCT
fumecheng-12107	289	20	and	and	CCONJ
fumecheng-12107	289	21	sri	sri	PROPN
fumecheng-12107	289	22	denotes	denote	VERB
fumecheng-12107	289	23	the	the	DET
fumecheng-12107	289	24	number	number	NOUN
fumecheng-12107	289	25	of	of	ADP
fumecheng-12107	289	26	sentences	sentence	NOUN
fumecheng-12107	289	27	in	in	ADP
fumecheng-12107	289	28	context	context	PROPN
fumecheng-12107	289	29	r.	r.	PROPN
fumecheng-12107	289	30	the	the	DET
fumecheng-12107	289	31	functions	function	NOUN
fumecheng-12107	289	32	pos(a	pos(a	PROPN
fumecheng-12107	289	33	,	,	PUNCT
fumecheng-12107	289	34	ri	ri	PROPN
fumecheng-12107	289	35	)	)	PUNCT
fumecheng-12107	289	36	and	and	CCONJ
fumecheng-12107	289	37	neg(a	neg(a	PROPN
fumecheng-12107	289	38	,	,	PUNCT
fumecheng-12107	289	39	ri	ri	PROPN
fumecheng-12107	289	40	)	)	PUNCT
fumecheng-12107	289	41	indicate	indicate	VERB
fumecheng-12107	289	42	the	the	DET
fumecheng-12107	289	43	positivity	positivity	NOUN
fumecheng-12107	289	44	and	and	CCONJ
fumecheng-12107	289	45	negativity	negativity	NOUN
fumecheng-12107	289	46	of	of	ADP
fumecheng-12107	289	47	the	the	DET
fumecheng-12107	289	48	aspect	aspect	NOUN
fumecheng-12107	289	49	in	in	ADP
fumecheng-12107	289	50	the	the	DET
fumecheng-12107	289	51	review	review	NOUN
fumecheng-12107	289	52	dataset	dataset	NOUN
fumecheng-12107	289	53	.	.	PUNCT
fumecheng-12107	290	1	these	these	DET
fumecheng-12107	290	2	values	value	NOUN
fumecheng-12107	290	3	are	be	AUX
fumecheng-12107	290	4	the	the	DET
fumecheng-12107	290	5	outputs	output	NOUN
fumecheng-12107	290	6	of	of	ADP
fumecheng-12107	290	7	the	the	DET
fumecheng-12107	290	8	sentiment	sentiment	NOUN
fumecheng-12107	290	9	classification	classification	NOUN
fumecheng-12107	290	10	.	.	PUNCT
fumecheng-12107	291	1	idf(a	idf(a	PROPN
fumecheng-12107	291	2	,	,	PUNCT
fumecheng-12107	291	3	ri	ri	PROPN
fumecheng-12107	291	4	)	)	PUNCT
fumecheng-12107	291	5	shows	show	VERB
fumecheng-12107	291	6	the	the	DET
fumecheng-12107	291	7	number	number	NOUN
fumecheng-12107	291	8	of	of	ADP
fumecheng-12107	291	9	occurrences	occurrence	NOUN
fumecheng-12107	291	10	of	of	ADP
fumecheng-12107	291	11	the	the	DET
fumecheng-12107	291	12	aspect	aspect	NOUN
fumecheng-12107	291	13	in	in	ADP
fumecheng-12107	291	14	the	the	DET
fumecheng-12107	291	15	total	total	ADJ
fumecheng-12107	291	16	review	review	NOUN
fumecheng-12107	291	17	dataset	dataset	VERB
fumecheng-12107	291	18	.	.	PUNCT
fumecheng-12107	292	1	it	it	PRON
fumecheng-12107	292	2	is	be	AUX
fumecheng-12107	292	3	one	one	NUM
fumecheng-12107	292	4	of	of	ADP
fumecheng-12107	292	5	the	the	DET
fumecheng-12107	292	6	functions	function	NOUN
fumecheng-12107	292	7	of	of	ADP
fumecheng-12107	292	8	the	the	DET
fumecheng-12107	292	9	term	term	NOUN
fumecheng-12107	292	10	frequency	frequency	NOUN
fumecheng-12107	292	11	-	-	PUNCT
fumecheng-12107	292	12	inverse	inverse	NOUN
fumecheng-12107	292	13	document	document	NOUN
fumecheng-12107	292	14	frequency	frequency	NOUN
fumecheng-12107	292	15	(	(	PUNCT
fumecheng-12107	292	16	tfidf	tfidf	NOUN
fumecheng-12107	292	17	)	)	PUNCT
fumecheng-12107	292	18	technique	technique	NOUN
fumecheng-12107	292	19	,	,	PUNCT
fumecheng-12107	292	20	which	which	PRON
fumecheng-12107	292	21	is	be	AUX
fumecheng-12107	292	22	used	use	VERB
fumecheng-12107	292	23	to	to	PART
fumecheng-12107	292	24	retrieve	retrieve	VERB
fumecheng-12107	292	25	contextual	contextual	ADJ
fumecheng-12107	292	26	information	information	NOUN
fumecheng-12107	292	27	.	.	PUNCT
fumecheng-12107	293	1	its	its	PRON
fumecheng-12107	293	2	value	value	NOUN
fumecheng-12107	293	3	is	be	AUX
fumecheng-12107	293	4	determined	determine	VERB
fumecheng-12107	293	5	using	use	VERB
fumecheng-12107	293	6	eq	eq	ADP
fumecheng-12107	293	7	.	.	PUNCT
fumecheng-12107	294	1	(	(	PUNCT
fumecheng-12107	294	2	3	3	NUM
fumecheng-12107	294	3	):	):	PUNCT
fumecheng-12107	294	4	idfi	idfi	NOUN
fumecheng-12107	294	5	=	=	PUNCT
fumecheng-12107	294	6	log	log	VERB
fumecheng-12107	294	7	n	n	INTJ
fumecheng-12107	294	8	ni	ni	PROPN
fumecheng-12107	294	9	(	(	PUNCT
fumecheng-12107	294	10	3	3	NUM
fumecheng-12107	294	11	)	)	PUNCT
fumecheng-12107	294	12	where	where	SCONJ
fumecheng-12107	294	13	n	n	PRON
fumecheng-12107	294	14	indicates	indicate	VERB
fumecheng-12107	294	15	the	the	DET
fumecheng-12107	294	16	total	total	ADJ
fumecheng-12107	294	17	number	number	NOUN
fumecheng-12107	294	18	of	of	ADP
fumecheng-12107	294	19	texts	text	NOUN
fumecheng-12107	294	20	,	,	PUNCT
fumecheng-12107	294	21	and	and	CCONJ
fumecheng-12107	294	22	ni	ni	PROPN
fumecheng-12107	294	23	denotes	denote	VERB
fumecheng-12107	294	24	the	the	DET
fumecheng-12107	294	25	number	number	NOUN
fumecheng-12107	294	26	of	of	ADP
fumecheng-12107	294	27	texts	text	NOUN
fumecheng-12107	294	28	containing	contain	VERB
fumecheng-12107	294	29	the	the	DET
fumecheng-12107	294	30	intended	intend	VERB
fumecheng-12107	294	31	word	word	NOUN
fumecheng-12107	294	32	.	.	PUNCT
fumecheng-12107	295	1	every	every	DET
fumecheng-12107	295	2	product	product	NOUN
fumecheng-12107	295	3	we	we	PRON
fumecheng-12107	295	4	want	want	VERB
fumecheng-12107	295	5	to	to	PART
fumecheng-12107	295	6	market	market	NOUN
fumecheng-12107	295	7	has	have	VERB
fumecheng-12107	295	8	certain	certain	ADJ
fumecheng-12107	295	9	features	feature	NOUN
fumecheng-12107	295	10	,	,	PUNCT
fumecheng-12107	295	11	including	include	VERB
fumecheng-12107	295	12	price	price	NOUN
fumecheng-12107	295	13	,	,	PUNCT
fumecheng-12107	295	14	quality	quality	NOUN
fumecheng-12107	295	15	,	,	PUNCT
fumecheng-12107	295	16	size	size	NOUN
fumecheng-12107	295	17	,	,	PUNCT
fumecheng-12107	295	18	and	and	CCONJ
fumecheng-12107	295	19	others	other	NOUN
fumecheng-12107	295	20	.	.	PUNCT
fumecheng-12107	296	1	these	these	DET
fumecheng-12107	296	2	data	datum	NOUN
fumecheng-12107	296	3	are	be	AUX
fumecheng-12107	296	4	contained	contain	VERB
fumecheng-12107	296	5	in	in	ADP
fumecheng-12107	296	6	a	a	DET
fumecheng-12107	296	7	secondary	secondary	ADJ
fumecheng-12107	296	8	dataset	dataset	NOUN
fumecheng-12107	296	9	representing	represent	VERB
fumecheng-12107	296	10	a	a	DET
fumecheng-12107	296	11	company	company	NOUN
fumecheng-12107	296	12	's	's	PART
fumecheng-12107	296	13	products	product	NOUN
fumecheng-12107	296	14	.	.	PUNCT
fumecheng-12107	297	1	we	we	PRON
fumecheng-12107	297	2	intend	intend	VERB
fumecheng-12107	297	3	to	to	PART
fumecheng-12107	297	4	identify	identify	VERB
fumecheng-12107	297	5	people	people	NOUN
fumecheng-12107	297	6	's	's	PART
fumecheng-12107	297	7	sentiments	sentiment	NOUN
fumecheng-12107	297	8	towards	towards	ADP
fumecheng-12107	297	9	different	different	ADJ
fumecheng-12107	297	10	features	feature	NOUN
fumecheng-12107	297	11	and	and	CCONJ
fumecheng-12107	297	12	aspects	aspect	NOUN
fumecheng-12107	297	13	of	of	ADP
fumecheng-12107	297	14	a	a	DET
fumecheng-12107	297	15	product	product	NOUN
fumecheng-12107	297	16	based	base	VERB
fumecheng-12107	297	17	on	on	ADP
fumecheng-12107	297	18	the	the	DET
fumecheng-12107	297	19	intended	intend	VERB
fumecheng-12107	297	20	product	product	NOUN
fumecheng-12107	297	21	.	.	PUNCT
fumecheng-12107	298	1	the	the	DET
fumecheng-12107	298	2	most	most	ADV
fumecheng-12107	298	3	critical	critical	ADJ
fumecheng-12107	298	4	issue	issue	NOUN
fumecheng-12107	298	5	is	be	AUX
fumecheng-12107	298	6	the	the	DET
fumecheng-12107	298	7	negative	negative	ADJ
fumecheng-12107	298	8	sentiments	sentiment	NOUN
fumecheng-12107	298	9	towards	towards	ADP
fumecheng-12107	298	10	the	the	DET
fumecheng-12107	298	11	products	product	NOUN
fumecheng-12107	298	12	in	in	ADP
fumecheng-12107	298	13	the	the	DET
fumecheng-12107	298	14	review	review	NOUN
fumecheng-12107	298	15	texts	text	NOUN
fumecheng-12107	298	16	.	.	PUNCT
fumecheng-12107	299	1	we	we	PRON
fumecheng-12107	299	2	aim	aim	VERB
fumecheng-12107	299	3	to	to	PART
fumecheng-12107	299	4	market	market	VERB
fumecheng-12107	299	5	these	these	DET
fumecheng-12107	299	6	products	product	NOUN
fumecheng-12107	299	7	based	base	VERB
fumecheng-12107	299	8	on	on	ADP
fumecheng-12107	299	9	negative	negative	ADJ
fumecheng-12107	299	10	and	and	CCONJ
fumecheng-12107	299	11	positive	positive	ADJ
fumecheng-12107	299	12	sentiments	sentiment	NOUN
fumecheng-12107	299	13	towards	towards	ADP
fumecheng-12107	299	14	different	different	ADJ
fumecheng-12107	299	15	tools	tool	NOUN
fumecheng-12107	299	16	.	.	PUNCT
fumecheng-12107	300	1	in	in	ADP
fumecheng-12107	300	2	this	this	DET
fumecheng-12107	300	3	step	step	NOUN
fumecheng-12107	300	4	,	,	PUNCT
fumecheng-12107	300	5	we	we	PRON
fumecheng-12107	300	6	use	use	VERB
fumecheng-12107	300	7	cosine	cosine	NOUN
fumecheng-12107	300	8	similarity	similarity	NOUN
fumecheng-12107	300	9	to	to	PART
fumecheng-12107	300	10	match	match	VERB
fumecheng-12107	300	11	negative	negative	ADJ
fumecheng-12107	300	12	review	review	NOUN
fumecheng-12107	300	13	text	text	NOUN
fumecheng-12107	300	14	and	and	CCONJ
fumecheng-12107	300	15	product	product	NOUN
fumecheng-12107	300	16	-	-	PUNCT
fumecheng-12107	300	17	related	relate	VERB
fumecheng-12107	300	18	text	text	NOUN
fumecheng-12107	300	19	.	.	PUNCT
fumecheng-12107	301	1	we	we	PRON
fumecheng-12107	301	2	compute	compute	VERB
fumecheng-12107	301	3	the	the	DET
fumecheng-12107	301	4	cosine	cosine	NOUN
fumecheng-12107	301	5	similarity	similarity	NOUN
fumecheng-12107	301	6	between	between	ADP
fumecheng-12107	301	7	two	two	NUM
fumecheng-12107	301	8	texts	text	NOUN
fumecheng-12107	301	9	as	as	ADP
fumecheng-12107	301	10	eq	eq	ADJ
fumecheng-12107	301	11	.	.	PUNCT
fumecheng-12107	302	1	(	(	PUNCT
fumecheng-12107	302	2	4	4	NUM
fumecheng-12107	302	3	):	):	PUNCT
fumecheng-12107	302	4	score	score	NOUN
fumecheng-12107	302	5	(	(	PUNCT
fumecheng-12107	302	6	d1	d1	PROPN
fumecheng-12107	302	7	,	,	PUNCT
fumecheng-12107	302	8	d2	d2	PROPN
fumecheng-12107	302	9	)	)	PUNCT
fumecheng-12107	303	1	=	=	SYM
fumecheng-12107	303	2	cos	cos	PROPN
fumecheng-12107	303	3	(	(	PUNCT
fumecheng-12107	303	4	wd1	wd1	PROPN
fumecheng-12107	303	5	,	,	PUNCT
fumecheng-12107	303	6	wd1	wd1	PROPN
fumecheng-12107	303	7	)	)	PUNCT
fumecheng-12107	303	8	=	=	SYM
fumecheng-12107	303	9	wd1.wd2	wd1.wd2	NOUN
fumecheng-12107	303	10	‖wd1‖2,‖wd2‖2	‖wd1‖2,‖wd2‖2	NUM
fumecheng-12107	303	11	=	=	PUNCT
fumecheng-12107	303	12	∑	∑	PUNCT
fumecheng-12107	303	13	wi	wi	PROPN
fumecheng-12107	303	14	,	,	PUNCT
fumecheng-12107	303	15	d1.wi	d1.wi	NOUN
fumecheng-12107	303	16	,	,	PUNCT
fumecheng-12107	303	17	d2	d2	PROPN
fumecheng-12107	303	18	k	k	PROPN
fumecheng-12107	303	19	i=1	i=1	PROPN
fumecheng-12107	303	20	√∑	√∑	PROPN
fumecheng-12107	303	21	wi	wi	PROPN
fumecheng-12107	303	22	,	,	PUNCT
fumecheng-12107	303	23	d1	d1	PROPN
fumecheng-12107	303	24	2k	2k	PROPN
fumecheng-12107	303	25	i=1	i=1	PROPN
fumecheng-12107	303	26	√∑	√∑	PROPN
fumecheng-12107	303	27	wi	wi	PROPN
fumecheng-12107	303	28	,	,	PUNCT
fumecheng-12107	303	29	d1	d1	PROPN
fumecheng-12107	303	30	2k	2k	NOUN
fumecheng-12107	303	31	i=1	i=1	X
fumecheng-12107	303	32	(	(	PUNCT
fumecheng-12107	303	33	4	4	NUM
fumecheng-12107	303	34	)	)	PUNCT
fumecheng-12107	303	35	in	in	ADP
fumecheng-12107	303	36	summary	summary	NOUN
fumecheng-12107	303	37	,	,	PUNCT
fumecheng-12107	303	38	cosine	cosine	NOUN
fumecheng-12107	303	39	similarity	similarity	NOUN
fumecheng-12107	303	40	is	be	AUX
fumecheng-12107	303	41	a	a	DET
fumecheng-12107	303	42	measure	measure	NOUN
fumecheng-12107	303	43	that	that	PRON
fumecheng-12107	303	44	quantifies	quantify	VERB
fumecheng-12107	303	45	the	the	DET
fumecheng-12107	303	46	similarity	similarity	NOUN
fumecheng-12107	303	47	between	between	ADP
fumecheng-12107	303	48	two	two	NUM
fumecheng-12107	303	49	vectors	vector	NOUN
fumecheng-12107	303	50	,	,	PUNCT
fumecheng-12107	303	51	commonly	commonly	ADV
fumecheng-12107	303	52	used	use	VERB
fumecheng-12107	303	53	in	in	ADP
fumecheng-12107	303	54	text	text	NOUN
fumecheng-12107	303	55	analysis	analysis	NOUN
fumecheng-12107	303	56	tasks	task	NOUN
fumecheng-12107	303	57	.	.	PUNCT
fumecheng-12107	304	1	it	it	PRON
fumecheng-12107	304	2	is	be	AUX
fumecheng-12107	304	3	based	base	VERB
fumecheng-12107	304	4	on	on	ADP
fumecheng-12107	304	5	the	the	DET
fumecheng-12107	304	6	cosine	cosine	NOUN
fumecheng-12107	304	7	of	of	ADP
fumecheng-12107	304	8	the	the	DET
fumecheng-12107	304	9	angle	angle	NOUN
fumecheng-12107	304	10	between	between	ADP
fumecheng-12107	304	11	the	the	DET
fumecheng-12107	304	12	vectors	vector	NOUN
fumecheng-12107	304	13	and	and	CCONJ
fumecheng-12107	304	14	provides	provide	VERB
fumecheng-12107	304	15	a	a	DET
fumecheng-12107	304	16	measure	measure	NOUN
fumecheng-12107	304	17	of	of	ADP
fumecheng-12107	304	18	their	their	PRON
fumecheng-12107	304	19	directional	directional	ADJ
fumecheng-12107	304	20	similarity	similarity	NOUN
fumecheng-12107	304	21	,	,	PUNCT
fumecheng-12107	304	22	regardless	regardless	ADV
fumecheng-12107	304	23	of	of	ADP
fumecheng-12107	304	24	their	their	PRON
fumecheng-12107	304	25	magnitudes	magnitude	NOUN
fumecheng-12107	304	26	.	.	PUNCT
fumecheng-12107	305	1	4	4	X
fumecheng-12107	305	2	.	.	X
fumecheng-12107	305	3	evaluation	evaluation	NOUN
fumecheng-12107	305	4	results	result	VERB
fumecheng-12107	305	5	python	python	NOUN
fumecheng-12107	305	6	programming	programming	NOUN
fumecheng-12107	305	7	language	language	NOUN
fumecheng-12107	305	8	was	be	AUX
fumecheng-12107	305	9	used	use	VERB
fumecheng-12107	305	10	to	to	PART
fumecheng-12107	305	11	implement	implement	VERB
fumecheng-12107	305	12	the	the	DET
fumecheng-12107	305	13	proposed	propose	VERB
fumecheng-12107	305	14	approach	approach	NOUN
fumecheng-12107	305	15	that	that	PRON
fumecheng-12107	305	16	facilitates	facilitate	VERB
fumecheng-12107	305	17	the	the	DET
fumecheng-12107	305	18	design	design	NOUN
fumecheng-12107	305	19	and	and	CCONJ
fumecheng-12107	305	20	implementation	implementation	NOUN
fumecheng-12107	305	21	of	of	ADP
fumecheng-12107	305	22	ml	ml	NOUN
fumecheng-12107	305	23	and	and	CCONJ
fumecheng-12107	305	24	dl	dl	PROPN
fumecheng-12107	305	25	algorithms	algorithm	NOUN
fumecheng-12107	305	26	.	.	PUNCT
fumecheng-12107	306	1	anaconda	anaconda	PROPN
fumecheng-12107	306	2	was	be	AUX
fumecheng-12107	306	3	used	use	VERB
fumecheng-12107	306	4	for	for	ADP
fumecheng-12107	306	5	the	the	DET
fumecheng-12107	306	6	python	python	NOUN
fumecheng-12107	306	7	programming	programming	NOUN
fumecheng-12107	306	8	environment	environment	NOUN
fumecheng-12107	306	9	.	.	PUNCT
fumecheng-12107	307	1	it	it	PRON
fumecheng-12107	307	2	is	be	AUX
fumecheng-12107	307	3	a	a	DET
fumecheng-12107	307	4	free	free	ADJ
fumecheng-12107	307	5	and	and	CCONJ
fumecheng-12107	307	6	open	open	ADJ
fumecheng-12107	307	7	-	-	PUNCT
fumecheng-12107	307	8	source	source	NOUN
fumecheng-12107	307	9	distribution	distribution	NOUN
fumecheng-12107	307	10	of	of	ADP
fumecheng-12107	307	11	the	the	DET
fumecheng-12107	307	12	python	python	NOUN
fumecheng-12107	307	13	and	and	CCONJ
fumecheng-12107	307	14	r	r	NOUN
fumecheng-12107	307	15	programming	programming	NOUN
fumecheng-12107	307	16	languages	language	NOUN
fumecheng-12107	307	17	for	for	ADP
fumecheng-12107	307	18	scientific	scientific	ADJ
fumecheng-12107	307	19	computing	computing	NOUN
fumecheng-12107	307	20	(	(	PUNCT
fumecheng-12107	307	21	e.g.	e.g.	ADV
fumecheng-12107	307	22	,	,	PUNCT
fumecheng-12107	307	23	data	datum	NOUN
fumecheng-12107	307	24	science	science	NOUN
fumecheng-12107	307	25	,	,	PUNCT
fumecheng-12107	307	26	ml	ml	NOUN
fumecheng-12107	307	27	applications	application	NOUN
fumecheng-12107	307	28	,	,	PUNCT
fumecheng-12107	307	29	big	big	ADJ
fumecheng-12107	307	30	data	datum	NOUN
fumecheng-12107	307	31	processing	processing	NOUN
fumecheng-12107	307	32	,	,	PUNCT
fumecheng-12107	307	33	predictive	predictive	ADJ
fumecheng-12107	307	34	analytics	analytic	NOUN
fumecheng-12107	307	35	,	,	PUNCT
fumecheng-12107	307	36	and	and	CCONJ
fumecheng-12107	307	37	others	other	NOUN
fumecheng-12107	307	38	)	)	PUNCT
fumecheng-12107	307	39	to	to	PART
fumecheng-12107	307	40	simplify	simplify	VERB
fumecheng-12107	307	41	package	package	NOUN
fumecheng-12107	307	42	management	management	NOUN
fumecheng-12107	307	43	and	and	CCONJ
fumecheng-12107	307	44	deployment	deployment	NOUN
fumecheng-12107	307	45	.	.	PUNCT
fumecheng-12107	308	1	more	more	ADJ
fumecheng-12107	308	2	than	than	ADP
fumecheng-12107	308	3	15	15	NUM
fumecheng-12107	308	4	million	million	NUM
fumecheng-12107	308	5	users	user	NOUN
fumecheng-12107	308	6	use	use	VERB
fumecheng-12107	308	7	the	the	DET
fumecheng-12107	308	8	anaconda	anaconda	NOUN
fumecheng-12107	308	9	distribution	distribution	NOUN
fumecheng-12107	308	10	.	.	PUNCT
fumecheng-12107	309	1	it	it	PRON
fumecheng-12107	309	2	includes	include	VERB
fumecheng-12107	309	3	over	over	ADP
fumecheng-12107	309	4	1,500	1,500	NUM
fumecheng-12107	309	5	popular	popular	ADJ
fumecheng-12107	309	6	data	datum	NOUN
fumecheng-12107	309	7	science	science	NOUN
fumecheng-12107	309	8	packages	package	NOUN
fumecheng-12107	309	9	.	.	PUNCT
fumecheng-12107	310	1	this	this	DET
fumecheng-12107	310	2	section	section	NOUN
fumecheng-12107	310	3	compares	compare	VERB
fumecheng-12107	310	4	the	the	DET
fumecheng-12107	310	5	performance	performance	NOUN
fumecheng-12107	310	6	of	of	ADP
fumecheng-12107	310	7	the	the	DET
fumecheng-12107	310	8	proposed	propose	VERB
fumecheng-12107	310	9	approach	approach	NOUN
fumecheng-12107	310	10	,	,	PUNCT
fumecheng-12107	310	11	which	which	PRON
fumecheng-12107	310	12	uses	use	VERB
fumecheng-12107	310	13	the	the	DET
fumecheng-12107	310	14	attention	attention	NOUN
fumecheng-12107	310	15	-	-	PUNCT
fumecheng-12107	310	16	based	base	VERB
fumecheng-12107	310	17	rnn	rnn	NOUN
fumecheng-12107	310	18	algorithm	algorithm	NOUN
fumecheng-12107	310	19	,	,	PUNCT
fumecheng-12107	310	20	with	with	ADP
fumecheng-12107	310	21	the	the	DET
fumecheng-12107	310	22	baseline	baseline	PROPN
fumecheng-12107	310	23	rnn	rnn	NOUN
fumecheng-12107	310	24	algorithm	algorithm	NOUN
fumecheng-12107	310	25	.	.	PUNCT
fumecheng-12107	311	1	a	a	DET
fumecheng-12107	311	2	hybrid	hybrid	ADJ
fumecheng-12107	311	3	deep	deep	ADJ
fumecheng-12107	311	4	learning	learning	NOUN
fumecheng-12107	311	5	approach	approach	NOUN
fumecheng-12107	311	6	for	for	ADP
fumecheng-12107	311	7	sentiment	sentiment	NOUN
fumecheng-12107	311	8	analysis	analysis	NOUN
fumecheng-12107	311	9	in	in	ADP
fumecheng-12107	311	10	product	product	NOUN
fumecheng-12107	311	11	reviews	review	VERB
fumecheng-12107	311	12	491	491	NUM
fumecheng-12107	311	13	4.1	4.1	NUM
fumecheng-12107	311	14	.	.	PUNCT
fumecheng-12107	312	1	evaluation	evaluation	NOUN
fumecheng-12107	312	2	metrics	metric	NOUN
fumecheng-12107	312	3	the	the	DET
fumecheng-12107	312	4	performance	performance	NOUN
fumecheng-12107	312	5	evaluation	evaluation	NOUN
fumecheng-12107	312	6	metrics	metric	NOUN
fumecheng-12107	312	7	of	of	ADP
fumecheng-12107	312	8	the	the	DET
fumecheng-12107	312	9	ml	ml	PROPN
fumecheng-12107	312	10	algorithm	algorithm	NOUN
fumecheng-12107	312	11	are	be	AUX
fumecheng-12107	312	12	based	base	VERB
fumecheng-12107	312	13	on	on	ADP
fumecheng-12107	312	14	the	the	DET
fumecheng-12107	312	15	confusion	confusion	NOUN
fumecheng-12107	312	16	matrix	matrix	NOUN
fumecheng-12107	312	17	(	(	PUNCT
fumecheng-12107	312	18	table	table	NOUN
fumecheng-12107	312	19	3	3	NUM
fumecheng-12107	312	20	)	)	PUNCT
fumecheng-12107	312	21	.	.	PUNCT
fumecheng-12107	313	1	therefore	therefore	ADV
fumecheng-12107	313	2	,	,	PUNCT
fumecheng-12107	313	3	the	the	DET
fumecheng-12107	313	4	supervised	supervised	ADJ
fumecheng-12107	313	5	ml	ml	NOUN
fumecheng-12107	313	6	algorithm	algorithm	PROPN
fumecheng-12107	313	7	uses	use	VERB
fumecheng-12107	313	8	the	the	DET
fumecheng-12107	313	9	confusion	confusion	NOUN
fumecheng-12107	313	10	matrix	matrix	NOUN
fumecheng-12107	313	11	to	to	PART
fumecheng-12107	313	12	evaluate	evaluate	VERB
fumecheng-12107	313	13	its	its	PRON
fumecheng-12107	313	14	performance	performance	NOUN
fumecheng-12107	313	15	.	.	PUNCT
fumecheng-12107	314	1	regarding	regard	VERB
fumecheng-12107	314	2	classification	classification	NOUN
fumecheng-12107	314	3	,	,	PUNCT
fumecheng-12107	314	4	the	the	DET
fumecheng-12107	314	5	terms	term	NOUN
fumecheng-12107	314	6	"	"	PUNCT
fumecheng-12107	314	7	true	true	ADJ
fumecheng-12107	314	8	positive	positive	ADJ
fumecheng-12107	314	9	(	(	PUNCT
fumecheng-12107	314	10	tp	tp	NOUN
fumecheng-12107	314	11	)	)	PUNCT
fumecheng-12107	314	12	,	,	PUNCT
fumecheng-12107	314	13	"	"	PUNCT
fumecheng-12107	314	14	"	"	PUNCT
fumecheng-12107	314	15	false	false	ADJ
fumecheng-12107	314	16	positive	positive	ADJ
fumecheng-12107	314	17	(	(	PUNCT
fumecheng-12107	314	18	fp	fp	NOUN
fumecheng-12107	314	19	)	)	PUNCT
fumecheng-12107	314	20	,	,	PUNCT
fumecheng-12107	314	21	"	"	PUNCT
fumecheng-12107	314	22	"	"	PUNCT
fumecheng-12107	314	23	true	true	ADJ
fumecheng-12107	314	24	negative	negative	ADJ
fumecheng-12107	314	25	(	(	PUNCT
fumecheng-12107	314	26	tn	tn	NOUN
fumecheng-12107	314	27	)	)	PUNCT
fumecheng-12107	314	28	,	,	PUNCT
fumecheng-12107	314	29	"	"	PUNCT
fumecheng-12107	314	30	and	and	CCONJ
fumecheng-12107	314	31	"	"	PUNCT
fumecheng-12107	314	32	false	false	ADJ
fumecheng-12107	314	33	negative	negative	ADJ
fumecheng-12107	314	34	(	(	PUNCT
fumecheng-12107	314	35	fn	fn	NOUN
fumecheng-12107	314	36	)	)	PUNCT
fumecheng-12107	314	37	"	"	PUNCT
fumecheng-12107	314	38	were	be	AUX
fumecheng-12107	314	39	used	use	VERB
fumecheng-12107	314	40	to	to	PART
fumecheng-12107	314	41	compare	compare	VERB
fumecheng-12107	314	42	the	the	DET
fumecheng-12107	314	43	class	class	NOUN
fumecheng-12107	314	44	labels	label	NOUN
fumecheng-12107	314	45	.	.	PUNCT
fumecheng-12107	315	1	tp	tp	NOUN
fumecheng-12107	315	2	represents	represent	VERB
fumecheng-12107	315	3	the	the	DET
fumecheng-12107	315	4	number	number	NOUN
fumecheng-12107	315	5	of	of	ADP
fumecheng-12107	315	6	samples	sample	NOUN
fumecheng-12107	315	7	whose	whose	DET
fumecheng-12107	315	8	true	true	ADJ
fumecheng-12107	315	9	class	class	NOUN
fumecheng-12107	315	10	is	be	AUX
fumecheng-12107	315	11	positive	positive	ADJ
fumecheng-12107	315	12	,	,	PUNCT
fumecheng-12107	315	13	and	and	CCONJ
fumecheng-12107	315	14	the	the	DET
fumecheng-12107	315	15	classification	classification	NOUN
fumecheng-12107	315	16	algorithm	algorithm	NOUN
fumecheng-12107	315	17	recognizes	recognize	VERB
fumecheng-12107	315	18	their	their	PRON
fumecheng-12107	315	19	class	class	NOUN
fumecheng-12107	315	20	as	as	ADV
fumecheng-12107	315	21	truly	truly	ADV
fumecheng-12107	315	22	positive	positive	ADJ
fumecheng-12107	315	23	.	.	PUNCT
fumecheng-12107	316	1	fp	fp	PROPN
fumecheng-12107	316	2	indicates	indicate	VERB
fumecheng-12107	316	3	the	the	DET
fumecheng-12107	316	4	number	number	NOUN
fumecheng-12107	316	5	of	of	ADP
fumecheng-12107	316	6	samples	sample	NOUN
fumecheng-12107	316	7	whose	whose	DET
fumecheng-12107	316	8	true	true	ADJ
fumecheng-12107	316	9	class	class	NOUN
fumecheng-12107	316	10	is	be	AUX
fumecheng-12107	316	11	negative	negative	ADJ
fumecheng-12107	316	12	,	,	PUNCT
fumecheng-12107	316	13	and	and	CCONJ
fumecheng-12107	316	14	the	the	DET
fumecheng-12107	316	15	classification	classification	NOUN
fumecheng-12107	316	16	algorithm	algorithm	NOUN
fumecheng-12107	316	17	recognizes	recognize	VERB
fumecheng-12107	316	18	their	their	PRON
fumecheng-12107	316	19	class	class	NOUN
fumecheng-12107	316	20	as	as	ADV
fumecheng-12107	316	21	falsely	falsely	ADV
fumecheng-12107	316	22	positive	positive	ADJ
fumecheng-12107	316	23	.	.	PUNCT
fumecheng-12107	317	1	fn	fn	PROPN
fumecheng-12107	317	2	represents	represent	VERB
fumecheng-12107	317	3	the	the	DET
fumecheng-12107	317	4	number	number	NOUN
fumecheng-12107	317	5	of	of	ADP
fumecheng-12107	317	6	samples	sample	NOUN
fumecheng-12107	317	7	whose	whose	DET
fumecheng-12107	317	8	true	true	ADJ
fumecheng-12107	317	9	class	class	NOUN
fumecheng-12107	317	10	is	be	AUX
fumecheng-12107	317	11	positive	positive	ADJ
fumecheng-12107	317	12	,	,	PUNCT
fumecheng-12107	317	13	and	and	CCONJ
fumecheng-12107	317	14	the	the	DET
fumecheng-12107	317	15	classification	classification	NOUN
fumecheng-12107	317	16	algorithm	algorithm	NOUN
fumecheng-12107	317	17	recognizes	recognize	VERB
fumecheng-12107	317	18	their	their	PRON
fumecheng-12107	317	19	class	class	NOUN
fumecheng-12107	317	20	as	as	ADP
fumecheng-12107	317	21	falsely	falsely	ADV
fumecheng-12107	317	22	negative	negative	ADJ
fumecheng-12107	317	23	.	.	PUNCT
fumecheng-12107	318	1	tp	tp	NOUN
fumecheng-12107	318	2	denotes	denote	VERB
fumecheng-12107	318	3	the	the	DET
fumecheng-12107	318	4	number	number	NOUN
fumecheng-12107	318	5	of	of	ADP
fumecheng-12107	318	6	samples	sample	NOUN
fumecheng-12107	318	7	whose	whose	DET
fumecheng-12107	318	8	true	true	ADJ
fumecheng-12107	318	9	class	class	NOUN
fumecheng-12107	318	10	is	be	AUX
fumecheng-12107	318	11	negative	negative	ADJ
fumecheng-12107	318	12	,	,	PUNCT
fumecheng-12107	318	13	and	and	CCONJ
fumecheng-12107	318	14	the	the	DET
fumecheng-12107	318	15	classification	classification	NOUN
fumecheng-12107	318	16	algorithm	algorithm	NOUN
fumecheng-12107	318	17	recognizes	recognize	VERB
fumecheng-12107	318	18	their	their	PRON
fumecheng-12107	318	19	class	class	NOUN
fumecheng-12107	318	20	as	as	ADP
fumecheng-12107	318	21	truly	truly	ADV
fumecheng-12107	318	22	negative	negative	ADJ
fumecheng-12107	318	23	.	.	PUNCT
fumecheng-12107	319	1	table	table	NOUN
fumecheng-12107	319	2	3	3	NUM
fumecheng-12107	319	3	confusion	confusion	NOUN
fumecheng-12107	319	4	matrix	matrix	NOUN
fumecheng-12107	319	5	for	for	ADP
fumecheng-12107	319	6	performance	performance	NOUN
fumecheng-12107	319	7	evaluation	evaluation	NOUN
fumecheng-12107	319	8	actual	actual	ADJ
fumecheng-12107	319	9	values	value	NOUN
fumecheng-12107	319	10	negative	negative	ADJ
fumecheng-12107	319	11	positive	positive	ADJ
fumecheng-12107	319	12	fp	fp	INTJ
fumecheng-12107	319	13	tp	tp	ADP
fumecheng-12107	319	14	positive	positive	ADJ
fumecheng-12107	319	15	prediction	prediction	NOUN
fumecheng-12107	319	16	tn	tn	PROPN
fumecheng-12107	319	17	fn	fn	PROPN
fumecheng-12107	319	18	negative	negative	ADJ
fumecheng-12107	319	19	model	model	NOUN
fumecheng-12107	319	20	accuracy	accuracy	NOUN
fumecheng-12107	319	21	is	be	AUX
fumecheng-12107	319	22	the	the	DET
fumecheng-12107	319	23	primary	primary	ADJ
fumecheng-12107	319	24	performance	performance	NOUN
fumecheng-12107	319	25	evaluation	evaluation	NOUN
fumecheng-12107	319	26	metric	metric	NOUN
fumecheng-12107	319	27	of	of	ADP
fumecheng-12107	319	28	a	a	DET
fumecheng-12107	319	29	sentiment	sentiment	NOUN
fumecheng-12107	319	30	classification	classification	NOUN
fumecheng-12107	319	31	algorithm	algorithm	NOUN
fumecheng-12107	319	32	in	in	ADP
fumecheng-12107	319	33	academic	academic	ADJ
fumecheng-12107	319	34	research	research	NOUN
fumecheng-12107	319	35	.	.	PUNCT
fumecheng-12107	320	1	this	this	DET
fumecheng-12107	320	2	metric	metric	ADJ
fumecheng-12107	320	3	measures	measure	NOUN
fumecheng-12107	320	4	the	the	DET
fumecheng-12107	320	5	overall	overall	ADJ
fumecheng-12107	320	6	accuracy	accuracy	NOUN
fumecheng-12107	320	7	of	of	ADP
fumecheng-12107	320	8	the	the	DET
fumecheng-12107	320	9	classifier	classifier	NOUN
fumecheng-12107	320	10	and	and	CCONJ
fumecheng-12107	320	11	is	be	AUX
fumecheng-12107	320	12	widely	widely	ADV
fumecheng-12107	320	13	used	use	VERB
fumecheng-12107	320	14	for	for	ADP
fumecheng-12107	320	15	assessing	assess	VERB
fumecheng-12107	320	16	the	the	DET
fumecheng-12107	320	17	performance	performance	NOUN
fumecheng-12107	320	18	of	of	ADP
fumecheng-12107	320	19	classification	classification	NOUN
fumecheng-12107	320	20	algorithms	algorithm	NOUN
fumecheng-12107	320	21	.	.	PUNCT
fumecheng-12107	321	1	it	it	PRON
fumecheng-12107	321	2	indicates	indicate	VERB
fumecheng-12107	321	3	the	the	DET
fumecheng-12107	321	4	percentage	percentage	NOUN
fumecheng-12107	321	5	of	of	ADP
fumecheng-12107	321	6	correctly	correctly	ADV
fumecheng-12107	321	7	classified	classified	ADJ
fumecheng-12107	321	8	instances	instance	NOUN
fumecheng-12107	321	9	in	in	ADP
fumecheng-12107	321	10	the	the	DET
fumecheng-12107	321	11	test	test	NOUN
fumecheng-12107	321	12	dataset	dataset	NOUN
fumecheng-12107	321	13	.	.	PUNCT
fumecheng-12107	322	1	the	the	DET
fumecheng-12107	322	2	classification	classification	NOUN
fumecheng-12107	322	3	accuracy	accuracy	NOUN
fumecheng-12107	322	4	is	be	AUX
fumecheng-12107	322	5	calculated	calculate	VERB
fumecheng-12107	322	6	using	use	VERB
fumecheng-12107	322	7	eq	eq	ADP
fumecheng-12107	322	8	.	.	PUNCT
fumecheng-12107	323	1	(	(	PUNCT
fumecheng-12107	323	2	5	5	NUM
fumecheng-12107	323	3	)	)	PUNCT
fumecheng-12107	323	4	,	,	PUNCT
fumecheng-12107	323	5	where	where	SCONJ
fumecheng-12107	323	6	tp	tp	NOUN
fumecheng-12107	323	7	and	and	CCONJ
fumecheng-12107	323	8	tn	tn	PROPN
fumecheng-12107	323	9	represent	represent	VERB
fumecheng-12107	323	10	the	the	DET
fumecheng-12107	323	11	true	true	ADJ
fumecheng-12107	323	12	positives	positive	NOUN
fumecheng-12107	323	13	and	and	CCONJ
fumecheng-12107	323	14	true	true	ADJ
fumecheng-12107	323	15	negatives	negative	NOUN
fumecheng-12107	323	16	,	,	PUNCT
fumecheng-12107	323	17	respectively	respectively	ADV
fumecheng-12107	323	18	.	.	PUNCT
fumecheng-12107	324	1	p	p	NOUN
fumecheng-12107	324	2	is	be	AUX
fumecheng-12107	324	3	the	the	DET
fumecheng-12107	324	4	number	number	NOUN
fumecheng-12107	324	5	of	of	ADP
fumecheng-12107	324	6	positives	positive	NOUN
fumecheng-12107	324	7	in	in	ADP
fumecheng-12107	324	8	the	the	DET
fumecheng-12107	324	9	experimental	experimental	ADJ
fumecheng-12107	324	10	samples	sample	NOUN
fumecheng-12107	324	11	,	,	PUNCT
fumecheng-12107	324	12	and	and	CCONJ
fumecheng-12107	324	13	n	n	PRON
fumecheng-12107	324	14	is	be	AUX
fumecheng-12107	324	15	the	the	DET
fumecheng-12107	324	16	number	number	NOUN
fumecheng-12107	324	17	of	of	ADP
fumecheng-12107	324	18	negatives	negative	NOUN
fumecheng-12107	324	19	in	in	ADP
fumecheng-12107	324	20	the	the	DET
fumecheng-12107	324	21	experimental	experimental	ADJ
fumecheng-12107	324	22	samples	sample	NOUN
fumecheng-12107	324	23	.	.	PUNCT
fumecheng-12107	325	1	maximizing	maximize	VERB
fumecheng-12107	325	2	tp	tp	NOUN
fumecheng-12107	325	3	and	and	CCONJ
fumecheng-12107	325	4	tn	tn	PROPN
fumecheng-12107	325	5	is	be	AUX
fumecheng-12107	325	6	crucial	crucial	ADJ
fumecheng-12107	325	7	in	in	ADP
fumecheng-12107	325	8	binary	binary	ADJ
fumecheng-12107	325	9	or	or	CCONJ
fumecheng-12107	325	10	two	two	NUM
fumecheng-12107	325	11	-	-	PUNCT
fumecheng-12107	325	12	class	class	NOUN
fumecheng-12107	325	13	classification	classification	NOUN
fumecheng-12107	325	14	problems	problem	NOUN
fumecheng-12107	325	15	.	.	PUNCT
fumecheng-12107	326	1	accuracy	accuracy	NOUN
fumecheng-12107	327	1	=	=	SYM
fumecheng-12107	327	2	tp+tn	tp+tn	NOUN
fumecheng-12107	327	3	p+n	p+n	ADJ
fumecheng-12107	327	4	(	(	PUNCT
fumecheng-12107	327	5	5	5	X
fumecheng-12107	327	6	)	)	PUNCT
fumecheng-12107	327	7	recall	recall	NOUN
fumecheng-12107	327	8	and	and	CCONJ
fumecheng-12107	327	9	precision	precision	NOUN
fumecheng-12107	327	10	are	be	AUX
fumecheng-12107	327	11	two	two	NUM
fumecheng-12107	327	12	additional	additional	ADJ
fumecheng-12107	327	13	performance	performance	NOUN
fumecheng-12107	327	14	evaluation	evaluation	NOUN
fumecheng-12107	327	15	metrics	metric	NOUN
fumecheng-12107	327	16	commonly	commonly	ADV
fumecheng-12107	327	17	used	use	VERB
fumecheng-12107	327	18	in	in	ADP
fumecheng-12107	327	19	sentiment	sentiment	NOUN
fumecheng-12107	327	20	analysis	analysis	NOUN
fumecheng-12107	327	21	research	research	NOUN
fumecheng-12107	327	22	.	.	PUNCT
fumecheng-12107	328	1	recall	recall	NOUN
fumecheng-12107	328	2	,	,	PUNCT
fumecheng-12107	328	3	calculated	calculate	VERB
fumecheng-12107	328	4	as	as	ADP
fumecheng-12107	328	5	the	the	DET
fumecheng-12107	328	6	true	true	ADJ
fumecheng-12107	328	7	positive	positive	ADJ
fumecheng-12107	328	8	rate	rate	NOUN
fumecheng-12107	328	9	divided	divide	VERB
fumecheng-12107	328	10	by	by	ADP
fumecheng-12107	328	11	the	the	DET
fumecheng-12107	328	12	sum	sum	NOUN
fumecheng-12107	328	13	of	of	ADP
fumecheng-12107	328	14	the	the	DET
fumecheng-12107	328	15	true	true	ADJ
fumecheng-12107	328	16	positive	positive	ADJ
fumecheng-12107	328	17	rate	rate	NOUN
fumecheng-12107	328	18	and	and	CCONJ
fumecheng-12107	328	19	false	false	ADJ
fumecheng-12107	328	20	negative	negative	ADJ
fumecheng-12107	328	21	rate	rate	NOUN
fumecheng-12107	328	22	,	,	PUNCT
fumecheng-12107	328	23	reflects	reflect	VERB
fumecheng-12107	328	24	the	the	DET
fumecheng-12107	328	25	model	model	NOUN
fumecheng-12107	328	26	's	's	PART
fumecheng-12107	328	27	ability	ability	NOUN
fumecheng-12107	328	28	to	to	PART
fumecheng-12107	328	29	identify	identify	VERB
fumecheng-12107	328	30	relevant	relevant	ADJ
fumecheng-12107	328	31	data	datum	NOUN
fumecheng-12107	328	32	points	point	NOUN
fumecheng-12107	328	33	in	in	ADP
fumecheng-12107	328	34	a	a	DET
fumecheng-12107	328	35	dataset	dataset	NOUN
fumecheng-12107	328	36	correctly	correctly	ADV
fumecheng-12107	328	37	.	.	PUNCT
fumecheng-12107	329	1	precision	precision	NOUN
fumecheng-12107	329	2	,	,	PUNCT
fumecheng-12107	329	3	on	on	ADP
fumecheng-12107	329	4	the	the	DET
fumecheng-12107	329	5	other	other	ADJ
fumecheng-12107	329	6	hand	hand	NOUN
fumecheng-12107	329	7	,	,	PUNCT
fumecheng-12107	329	8	is	be	AUX
fumecheng-12107	329	9	calculated	calculate	VERB
fumecheng-12107	329	10	by	by	ADP
fumecheng-12107	329	11	dividing	divide	VERB
fumecheng-12107	329	12	true	true	ADJ
fumecheng-12107	329	13	positives	positive	NOUN
fumecheng-12107	329	14	by	by	ADP
fumecheng-12107	329	15	the	the	DET
fumecheng-12107	329	16	sum	sum	NOUN
fumecheng-12107	329	17	of	of	ADP
fumecheng-12107	329	18	true	true	ADJ
fumecheng-12107	329	19	positives	positive	NOUN
fumecheng-12107	329	20	and	and	CCONJ
fumecheng-12107	329	21	false	false	ADJ
fumecheng-12107	329	22	positives	positive	NOUN
fumecheng-12107	329	23	.	.	PUNCT
fumecheng-12107	330	1	precision	precision	NOUN
fumecheng-12107	330	2	indicates	indicate	VERB
fumecheng-12107	330	3	the	the	DET
fumecheng-12107	330	4	proportion	proportion	NOUN
fumecheng-12107	330	5	of	of	ADP
fumecheng-12107	330	6	data	datum	NOUN
fumecheng-12107	330	7	points	point	NOUN
fumecheng-12107	330	8	classified	classify	VERB
fumecheng-12107	330	9	as	as	ADP
fumecheng-12107	330	10	relevant	relevant	ADJ
fumecheng-12107	330	11	by	by	ADP
fumecheng-12107	330	12	the	the	DET
fumecheng-12107	330	13	model	model	NOUN
fumecheng-12107	330	14	that	that	PRON
fumecheng-12107	330	15	are	be	AUX
fumecheng-12107	330	16	indeed	indeed	ADV
fumecheng-12107	330	17	relevant	relevant	ADJ
fumecheng-12107	330	18	in	in	ADP
fumecheng-12107	330	19	the	the	DET
fumecheng-12107	330	20	dataset	dataset	NOUN
fumecheng-12107	330	21	.	.	PUNCT
fumecheng-12107	331	1	precision	precision	NOUN
fumecheng-12107	331	2	decreases	decrease	VERB
fumecheng-12107	331	3	as	as	ADP
fumecheng-12107	331	4	recall	recall	NOUN
fumecheng-12107	331	5	increases	increase	NOUN
fumecheng-12107	331	6	.	.	PUNCT
fumecheng-12107	332	1	precision	precision	NOUN
fumecheng-12107	332	2	=	=	PUNCT
fumecheng-12107	332	3	tp	tp	X
fumecheng-12107	332	4	tp+fp	tp+fp	NUM
fumecheng-12107	332	5	(	(	PUNCT
fumecheng-12107	332	6	6	6	NUM
fumecheng-12107	332	7	)	)	PUNCT
fumecheng-12107	332	8	in	in	ADP
fumecheng-12107	332	9	certain	certain	ADJ
fumecheng-12107	332	10	scenarios	scenario	NOUN
fumecheng-12107	332	11	,	,	PUNCT
fumecheng-12107	332	12	researchers	researcher	NOUN
fumecheng-12107	332	13	may	may	AUX
fumecheng-12107	332	14	prioritize	prioritize	VERB
fumecheng-12107	332	15	maximizing	maximize	VERB
fumecheng-12107	332	16	recall	recall	NOUN
fumecheng-12107	332	17	or	or	CCONJ
fumecheng-12107	332	18	precision	precision	NOUN
fumecheng-12107	332	19	based	base	VERB
fumecheng-12107	332	20	on	on	ADP
fumecheng-12107	332	21	their	their	PRON
fumecheng-12107	332	22	specific	specific	ADJ
fumecheng-12107	332	23	objectives	objective	NOUN
fumecheng-12107	332	24	.	.	PUNCT
fumecheng-12107	333	1	the	the	DET
fumecheng-12107	333	2	f1	f1	PROPN
fumecheng-12107	333	3	score	score	NOUN
fumecheng-12107	333	4	or	or	CCONJ
fumecheng-12107	333	5	f	f	X
fumecheng-12107	333	6	-	-	PUNCT
fumecheng-12107	333	7	measure	measure	NOUN
fumecheng-12107	333	8	is	be	AUX
fumecheng-12107	333	9	often	often	ADV
fumecheng-12107	333	10	employed	employ	VERB
fumecheng-12107	333	11	as	as	ADP
fumecheng-12107	333	12	a	a	DET
fumecheng-12107	333	13	combined	combine	VERB
fumecheng-12107	333	14	metric	metric	NOUN
fumecheng-12107	333	15	to	to	PART
fumecheng-12107	333	16	strike	strike	VERB
fumecheng-12107	333	17	a	a	DET
fumecheng-12107	333	18	balance	balance	NOUN
fumecheng-12107	333	19	between	between	ADP
fumecheng-12107	333	20	precision	precision	NOUN
fumecheng-12107	333	21	and	and	CCONJ
fumecheng-12107	333	22	recall	recall	NOUN
fumecheng-12107	333	23	.	.	PUNCT
fumecheng-12107	334	1	equation	equation	NOUN
fumecheng-12107	334	2	(	(	PUNCT
fumecheng-12107	334	3	7	7	X
fumecheng-12107	334	4	)	)	PUNCT
fumecheng-12107	334	5	represents	represent	VERB
fumecheng-12107	334	6	the	the	DET
fumecheng-12107	334	7	combination	combination	NOUN
fumecheng-12107	334	8	of	of	ADP
fumecheng-12107	334	9	recall	recall	NOUN
fumecheng-12107	334	10	and	and	CCONJ
fumecheng-12107	334	11	precision	precision	NOUN
fumecheng-12107	334	12	to	to	PART
fumecheng-12107	334	13	calculate	calculate	VERB
fumecheng-12107	334	14	the	the	DET
fumecheng-12107	334	15	f1	f1	NOUN
fumecheng-12107	334	16	score	score	NOUN
fumecheng-12107	334	17	.	.	PUNCT
fumecheng-12107	335	1	492	492	NUM
fumecheng-12107	335	2	m.	m.	PROPN
fumecheng-12107	335	3	kuang	kuang	PROPN
fumecheng-12107	335	4	,	,	PUNCT
fumecheng-12107	335	5	r.	r.	PROPN
fumecheng-12107	335	6	safa	safa	PROPN
fumecheng-12107	335	7	,	,	PUNCT
fumecheng-12107	335	8	s.	s.	PROPN
fumecheng-12107	335	9	a.	a.	PROPN
fumecheng-12107	335	10	edalatpanah	edalatpanah	PROPN
fumecheng-12107	335	11	,	,	PUNCT
fumecheng-12107	335	12	r.	r.	PROPN
fumecheng-12107	335	13	s.	s.	PROPN
fumecheng-12107	335	14	keyser	keyser	PROPN
fumecheng-12107	335	15	f1	f1	PROPN
fumecheng-12107	335	16	score	score	NOUN
fumecheng-12107	335	17	=	=	SYM
fumecheng-12107	335	18	2	2	NUM
fumecheng-12107	335	19	×	×	NOUN
fumecheng-12107	335	20	recall×precision	recall×precision	NOUN
fumecheng-12107	335	21	recall+precision	recall+precision	PROPN
fumecheng-12107	335	22	(	(	PUNCT
fumecheng-12107	335	23	7	7	NUM
fumecheng-12107	335	24	)	)	PUNCT
fumecheng-12107	335	25	in	in	ADP
fumecheng-12107	335	26	the	the	DET
fumecheng-12107	335	27	study	study	NOUN
fumecheng-12107	335	28	,	,	PUNCT
fumecheng-12107	335	29	an	an	DET
fumecheng-12107	335	30	attention	attention	NOUN
fumecheng-12107	335	31	-	-	PUNCT
fumecheng-12107	335	32	based	base	VERB
fumecheng-12107	335	33	rnn	rnn	NOUN
fumecheng-12107	335	34	algorithm	algorithm	NOUN
fumecheng-12107	335	35	was	be	AUX
fumecheng-12107	335	36	utilized	utilize	VERB
fumecheng-12107	335	37	with	with	ADP
fumecheng-12107	335	38	five	five	NUM
fumecheng-12107	335	39	hops	hop	NOUN
fumecheng-12107	335	40	.	.	PUNCT
fumecheng-12107	336	1	tables	table	NOUN
fumecheng-12107	336	2	4	4	NUM
fumecheng-12107	336	3	and	and	CCONJ
fumecheng-12107	336	4	5	5	NUM
fumecheng-12107	336	5	present	present	VERB
fumecheng-12107	336	6	the	the	DET
fumecheng-12107	336	7	weights	weight	NOUN
fumecheng-12107	336	8	assigned	assign	VERB
fumecheng-12107	336	9	to	to	ADP
fumecheng-12107	336	10	different	different	ADJ
fumecheng-12107	336	11	aspects	aspect	NOUN
fumecheng-12107	336	12	(	(	PUNCT
fumecheng-12107	336	13	e.g.	e.g.	ADV
fumecheng-12107	336	14	,	,	PUNCT
fumecheng-12107	336	15	quality	quality	NOUN
fumecheng-12107	336	16	,	,	PUNCT
fumecheng-12107	336	17	price	price	NOUN
fumecheng-12107	336	18	,	,	PUNCT
fumecheng-12107	336	19	weight	weight	NOUN
fumecheng-12107	336	20	,	,	PUNCT
fumecheng-12107	336	21	size	size	NOUN
fumecheng-12107	336	22	,	,	PUNCT
fumecheng-12107	336	23	service	service	NOUN
fumecheng-12107	336	24	,	,	PUNCT
fumecheng-12107	336	25	design	design	NOUN
fumecheng-12107	336	26	,	,	PUNCT
fumecheng-12107	336	27	and	and	CCONJ
fumecheng-12107	336	28	appearance	appearance	NOUN
fumecheng-12107	336	29	)	)	PUNCT
fumecheng-12107	336	30	in	in	ADP
fumecheng-12107	336	31	each	each	DET
fumecheng-12107	336	32	hop	hop	NOUN
fumecheng-12107	336	33	of	of	ADP
fumecheng-12107	336	34	the	the	DET
fumecheng-12107	336	35	algorithm	algorithm	NOUN
fumecheng-12107	336	36	for	for	ADP
fumecheng-12107	336	37	the	the	DET
fumecheng-12107	336	38	facebook	facebook	PROPN
fumecheng-12107	336	39	and	and	CCONJ
fumecheng-12107	336	40	amazon	amazon	NOUN
fumecheng-12107	336	41	datasets	dataset	NOUN
fumecheng-12107	336	42	,	,	PUNCT
fumecheng-12107	336	43	respectively	respectively	ADV
fumecheng-12107	336	44	.	.	PUNCT
fumecheng-12107	337	1	the	the	DET
fumecheng-12107	337	2	amazon	amazon	NOUN
fumecheng-12107	337	3	dataset	dataset	VERB
fumecheng-12107	337	4	was	be	AUX
fumecheng-12107	337	5	divided	divide	VERB
fumecheng-12107	337	6	,	,	PUNCT
fumecheng-12107	337	7	with	with	ADP
fumecheng-12107	337	8	approximately	approximately	ADV
fumecheng-12107	337	9	90	90	NUM
fumecheng-12107	337	10	%	%	NOUN
fumecheng-12107	337	11	of	of	ADP
fumecheng-12107	337	12	samples	sample	NOUN
fumecheng-12107	337	13	used	use	VERB
fumecheng-12107	337	14	for	for	ADP
fumecheng-12107	337	15	training	training	NOUN
fumecheng-12107	337	16	purposes	purpose	NOUN
fumecheng-12107	337	17	and	and	CCONJ
fumecheng-12107	337	18	10	10	NUM
fumecheng-12107	337	19	%	%	NOUN
fumecheng-12107	337	20	for	for	ADP
fumecheng-12107	337	21	testing	testing	NOUN
fumecheng-12107	337	22	.	.	PUNCT
fumecheng-12107	338	1	table	table	NOUN
fumecheng-12107	338	2	4	4	NUM
fumecheng-12107	338	3	weights	weight	NOUN
fumecheng-12107	338	4	of	of	ADP
fumecheng-12107	338	5	different	different	ADJ
fumecheng-12107	338	6	aspects	aspect	NOUN
fumecheng-12107	338	7	of	of	ADP
fumecheng-12107	338	8	the	the	DET
fumecheng-12107	338	9	facebook	facebook	PROPN
fumecheng-12107	338	10	dataset	dataset	NOUN
fumecheng-12107	338	11	aspect	aspect	NOUN
fumecheng-12107	338	12	hop	hop	NOUN
fumecheng-12107	338	13	1	1	NUM
fumecheng-12107	338	14	hop	hop	NOUN
fumecheng-12107	338	15	2	2	NUM
fumecheng-12107	338	16	hop	hop	NOUN
fumecheng-12107	338	17	3	3	NUM
fumecheng-12107	338	18	hop	hop	NOUN
fumecheng-12107	338	19	4	4	NUM
fumecheng-12107	338	20	hop	hop	NOUN
fumecheng-12107	338	21	5	5	NUM
fumecheng-12107	338	22	quality	quality	NOUN
fumecheng-12107	338	23	0.2	0.2	NUM
fumecheng-12107	338	24	0.15	0.15	NUM
fumecheng-12107	338	25	0.14	0.14	NUM
fumecheng-12107	338	26	0.13	0.13	NUM
fumecheng-12107	338	27	0.23	0.23	NUM
fumecheng-12107	338	28	price	price	NOUN
fumecheng-12107	338	29	0.2	0.2	NUM
fumecheng-12107	338	30	0.1	0.1	NUM
fumecheng-12107	338	31	0.1	0.1	NUM
fumecheng-12107	338	32	0.12	0.12	NUM
fumecheng-12107	338	33	0.13	0.13	NUM
fumecheng-12107	338	34	weight	weight	NOUN
fumecheng-12107	338	35	0.11	0.11	NUM
fumecheng-12107	338	36	0.07	0.07	NUM
fumecheng-12107	338	37	0.08	0.08	NUM
fumecheng-12107	338	38	0.12	0.12	NUM
fumecheng-12107	338	39	0.16	0.16	NUM
fumecheng-12107	338	40	size	size	NOUN
fumecheng-12107	338	41	0.07	0.07	NUM
fumecheng-12107	338	42	0.08	0.08	NUM
fumecheng-12107	338	43	0.12	0.12	NUM
fumecheng-12107	338	44	0.17	0.17	NUM
fumecheng-12107	338	45	0.078	0.078	NUM
fumecheng-12107	338	46	service	service	NOUN
fumecheng-12107	338	47	0.03	0.03	NUM
fumecheng-12107	338	48	0.07	0.07	NUM
fumecheng-12107	338	49	0.08	0.08	NUM
fumecheng-12107	338	50	0.12	0.12	NUM
fumecheng-12107	338	51	0.06	0.06	NUM
fumecheng-12107	338	52	design	design	NOUN
fumecheng-12107	338	53	0.08	0.08	NUM
fumecheng-12107	338	54	0.07	0.07	NUM
fumecheng-12107	338	55	0.08	0.08	NUM
fumecheng-12107	338	56	0.12	0.12	NUM
fumecheng-12107	338	57	0.06	0.06	NUM
fumecheng-12107	338	58	appearance	appearance	NOUN
fumecheng-12107	338	59	0.2	0.2	NUM
fumecheng-12107	338	60	0.45	0.45	NUM
fumecheng-12107	338	61	0.45	0.45	NUM
fumecheng-12107	338	62	0.28	0.28	NUM
fumecheng-12107	338	63	0.4	0.4	NUM
fumecheng-12107	338	64	table	table	NOUN
fumecheng-12107	338	65	5	5	NUM
fumecheng-12107	338	66	weights	weight	NOUN
fumecheng-12107	338	67	of	of	ADP
fumecheng-12107	338	68	different	different	ADJ
fumecheng-12107	338	69	aspects	aspect	NOUN
fumecheng-12107	338	70	of	of	ADP
fumecheng-12107	338	71	the	the	DET
fumecheng-12107	338	72	amazon	amazon	NOUN
fumecheng-12107	338	73	dataset	dataset	VERB
fumecheng-12107	338	74	aspect	aspect	NOUN
fumecheng-12107	338	75	hop	hop	NOUN
fumecheng-12107	338	76	1	1	NUM
fumecheng-12107	338	77	hop	hop	NOUN
fumecheng-12107	338	78	2	2	NUM
fumecheng-12107	338	79	hop	hop	NOUN
fumecheng-12107	338	80	3	3	NUM
fumecheng-12107	338	81	hop	hop	NOUN
fumecheng-12107	338	82	4	4	NUM
fumecheng-12107	338	83	hop	hop	NOUN
fumecheng-12107	338	84	5	5	NUM
fumecheng-12107	338	85	quality	quality	NOUN
fumecheng-12107	338	86	0.22	0.22	NUM
fumecheng-12107	338	87	0.15	0.15	NUM
fumecheng-12107	338	88	0.14	0.14	NUM
fumecheng-12107	338	89	0.13	0.13	NUM
fumecheng-12107	338	90	0.23	0.23	NUM
fumecheng-12107	338	91	price	price	NOUN
fumecheng-12107	338	92	0.21	0.21	NUM
fumecheng-12107	338	93	0.11	0.11	NUM
fumecheng-12107	338	94	0.1	0.1	NUM
fumecheng-12107	338	95	0.11	0.11	NUM
fumecheng-12107	338	96	0.12	0.12	NUM
fumecheng-12107	338	97	weight	weight	NOUN
fumecheng-12107	338	98	0.03	0.03	NUM
fumecheng-12107	338	99	0.11	0.11	NUM
fumecheng-12107	338	100	0.08	0.08	NUM
fumecheng-12107	338	101	0.11	0.11	NUM
fumecheng-12107	338	102	0.06	0.06	NUM
fumecheng-12107	338	103	size	size	NOUN
fumecheng-12107	338	104	0.1	0.1	NUM
fumecheng-12107	338	105	0.08	0.08	NUM
fumecheng-12107	338	106	0.12	0.12	NUM
fumecheng-12107	338	107	0.13	0.13	NUM
fumecheng-12107	338	108	0.11	0.11	NUM
fumecheng-12107	338	109	service	service	NOUN
fumecheng-12107	338	110	0.11	0.11	NUM
fumecheng-12107	338	111	0.11	0.11	NUM
fumecheng-12107	338	112	0.08	0.08	NUM
fumecheng-12107	338	113	0.11	0.11	NUM
fumecheng-12107	338	114	0.06	0.06	NUM
fumecheng-12107	338	115	design	design	NOUN
fumecheng-12107	338	116	0.04	0.04	NUM
fumecheng-12107	338	117	0.11	0.11	NUM
fumecheng-12107	338	118	0.08	0.08	NUM
fumecheng-12107	338	119	0.11	0.11	NUM
fumecheng-12107	338	120	0.06	0.06	NUM
fumecheng-12107	338	121	appearance	appearance	NOUN
fumecheng-12107	338	122	0.22	0.22	NUM
fumecheng-12107	338	123	0.32	0.32	NUM
fumecheng-12107	338	124	0.45	0.45	NUM
fumecheng-12107	338	125	0.32	0.32	NUM
fumecheng-12107	338	126	0.43	0.43	NUM
fumecheng-12107	338	127	table	table	NOUN
fumecheng-12107	338	128	4	4	NUM
fumecheng-12107	338	129	shows	show	VERB
fumecheng-12107	338	130	that	that	SCONJ
fumecheng-12107	338	131	"	"	PUNCT
fumecheng-12107	338	132	quality	quality	NOUN
fumecheng-12107	338	133	,	,	PUNCT
fumecheng-12107	338	134	"	"	PUNCT
fumecheng-12107	338	135	"	"	PUNCT
fumecheng-12107	338	136	price	price	NOUN
fumecheng-12107	338	137	,	,	PUNCT
fumecheng-12107	338	138	"	"	PUNCT
fumecheng-12107	338	139	and	and	CCONJ
fumecheng-12107	338	140	"	"	PUNCT
fumecheng-12107	338	141	appearance	appearance	NOUN
fumecheng-12107	338	142	"	"	PUNCT
fumecheng-12107	338	143	play	play	VERB
fumecheng-12107	338	144	the	the	DET
fumecheng-12107	338	145	same	same	ADJ
fumecheng-12107	338	146	role	role	NOUN
fumecheng-12107	338	147	in	in	ADP
fumecheng-12107	338	148	the	the	DET
fumecheng-12107	338	149	first	first	ADJ
fumecheng-12107	338	150	hop	hop	NOUN
fumecheng-12107	338	151	.	.	PUNCT
fumecheng-12107	339	1	"	"	PUNCT
fumecheng-12107	339	2	appearance	appearance	NOUN
fumecheng-12107	339	3	"	"	PUNCT
fumecheng-12107	339	4	weight	weight	NOUN
fumecheng-12107	339	5	increases	increase	NOUN
fumecheng-12107	339	6	after	after	ADP
fumecheng-12107	339	7	the	the	DET
fumecheng-12107	339	8	second	second	ADJ
fumecheng-12107	339	9	hop	hop	NOUN
fumecheng-12107	339	10	.	.	PUNCT
fumecheng-12107	340	1	finally	finally	ADV
fumecheng-12107	340	2	,	,	PUNCT
fumecheng-12107	340	3	this	this	DET
fumecheng-12107	340	4	model	model	NOUN
fumecheng-12107	340	5	predicts	predict	VERB
fumecheng-12107	340	6	a	a	DET
fumecheng-12107	340	7	truly	truly	ADV
fumecheng-12107	340	8	negative	negative	ADJ
fumecheng-12107	340	9	polarity	polarity	NOUN
fumecheng-12107	340	10	for	for	ADP
fumecheng-12107	340	11	facebook	facebook	PROPN
fumecheng-12107	340	12	data	datum	NOUN
fumecheng-12107	340	13	.	.	PUNCT
fumecheng-12107	341	1	it	it	PRON
fumecheng-12107	341	2	represents	represent	VERB
fumecheng-12107	341	3	the	the	DET
fumecheng-12107	341	4	effect	effect	NOUN
fumecheng-12107	341	5	of	of	ADP
fumecheng-12107	341	6	the	the	DET
fumecheng-12107	341	7	multi	multi	ADJ
fumecheng-12107	341	8	-	-	ADJ
fumecheng-12107	341	9	hop	hop	ADJ
fumecheng-12107	341	10	steps	step	NOUN
fumecheng-12107	341	11	.	.	PUNCT
fumecheng-12107	342	1	however	however	ADV
fumecheng-12107	342	2	,	,	PUNCT
fumecheng-12107	342	3	as	as	SCONJ
fumecheng-12107	342	4	shown	show	VERB
fumecheng-12107	342	5	in	in	ADP
fumecheng-12107	342	6	table	table	NOUN
fumecheng-12107	342	7	5	5	NUM
fumecheng-12107	342	8	,	,	PUNCT
fumecheng-12107	342	9	the	the	DET
fumecheng-12107	342	10	model	model	NOUN
fumecheng-12107	342	11	predicts	predict	VERB
fumecheng-12107	342	12	polarity	polarity	NOUN
fumecheng-12107	342	13	for	for	ADP
fumecheng-12107	342	14	"	"	PUNCT
fumecheng-12107	342	15	appearance	appearance	NOUN
fumecheng-12107	342	16	"	"	PUNCT
fumecheng-12107	342	17	and	and	CCONJ
fumecheng-12107	342	18	"	"	PUNCT
fumecheng-12107	342	19	price	price	NOUN
fumecheng-12107	342	20	"	"	PUNCT
fumecheng-12107	342	21	in	in	ADP
fumecheng-12107	342	22	the	the	DET
fumecheng-12107	342	23	first	first	ADJ
fumecheng-12107	342	24	hop	hop	NOUN
fumecheng-12107	342	25	and	and	CCONJ
fumecheng-12107	342	26	then	then	ADV
fumecheng-12107	342	27	"	"	PUNCT
fumecheng-12107	342	28	appearance	appearance	NOUN
fumecheng-12107	342	29	"	"	PUNCT
fumecheng-12107	342	30	in	in	ADP
fumecheng-12107	342	31	the	the	DET
fumecheng-12107	342	32	subsequent	subsequent	ADJ
fumecheng-12107	342	33	hops	hop	NOUN
fumecheng-12107	342	34	for	for	ADP
fumecheng-12107	342	35	the	the	DET
fumecheng-12107	342	36	amazon	amazon	PROPN
fumecheng-12107	342	37	data	data	PROPN
fumecheng-12107	342	38	.	.	PUNCT
fumecheng-12107	343	1	fig	fig	NOUN
fumecheng-12107	343	2	.	.	PUNCT
fumecheng-12107	344	1	3	3	NUM
fumecheng-12107	344	2	illustrates	illustrate	VERB
fumecheng-12107	344	3	the	the	DET
fumecheng-12107	344	4	detection	detection	NOUN
fumecheng-12107	344	5	accuracy	accuracy	NOUN
fumecheng-12107	344	6	of	of	ADP
fumecheng-12107	344	7	different	different	ADJ
fumecheng-12107	344	8	aspects	aspect	NOUN
fumecheng-12107	344	9	of	of	ADP
fumecheng-12107	344	10	the	the	DET
fumecheng-12107	344	11	attention	attention	NOUN
fumecheng-12107	344	12	-	-	PUNCT
fumecheng-12107	344	13	based	base	VERB
fumecheng-12107	344	14	rnn	rnn	NOUN
fumecheng-12107	344	15	model	model	NOUN
fumecheng-12107	344	16	for	for	ADP
fumecheng-12107	344	17	the	the	DET
fumecheng-12107	344	18	facebook	facebook	PROPN
fumecheng-12107	344	19	dataset	dataset	NOUN
fumecheng-12107	344	20	.	.	PUNCT
fumecheng-12107	345	1	all	all	PRON
fumecheng-12107	345	2	of	of	ADP
fumecheng-12107	345	3	these	these	DET
fumecheng-12107	345	4	aspects	aspect	NOUN
fumecheng-12107	345	5	of	of	ADP
fumecheng-12107	345	6	classification	classification	NOUN
fumecheng-12107	345	7	accuracy	accuracy	NOUN
fumecheng-12107	345	8	can	can	AUX
fumecheng-12107	345	9	be	be	AUX
fumecheng-12107	345	10	consistently	consistently	ADV
fumecheng-12107	345	11	improved	improve	VERB
fumecheng-12107	345	12	by	by	ADP
fumecheng-12107	345	13	using	use	VERB
fumecheng-12107	345	14	multiple	multiple	ADJ
fumecheng-12107	345	15	computational	computational	ADJ
fumecheng-12107	345	16	layers	layer	NOUN
fumecheng-12107	345	17	.	.	PUNCT
fumecheng-12107	346	1	this	this	DET
fumecheng-12107	346	2	model	model	NOUN
fumecheng-12107	346	3	works	work	VERB
fumecheng-12107	346	4	relatively	relatively	ADV
fumecheng-12107	346	5	well	well	ADV
fumecheng-12107	346	6	for	for	ADP
fumecheng-12107	346	7	all	all	DET
fumecheng-12107	346	8	detections	detection	NOUN
fumecheng-12107	346	9	.	.	PUNCT
fumecheng-12107	347	1	the	the	DET
fumecheng-12107	347	2	detection	detection	NOUN
fumecheng-12107	347	3	accuracy	accuracy	NOUN
fumecheng-12107	347	4	for	for	ADP
fumecheng-12107	347	5	"	"	PUNCT
fumecheng-12107	347	6	appearance	appearance	NOUN
fumecheng-12107	347	7	"	"	PUNCT
fumecheng-12107	347	8	is	be	AUX
fumecheng-12107	347	9	higher	high	ADJ
fumecheng-12107	347	10	than	than	ADP
fumecheng-12107	347	11	other	other	ADJ
fumecheng-12107	347	12	aspects	aspect	NOUN
fumecheng-12107	347	13	,	,	PUNCT
fumecheng-12107	347	14	which	which	PRON
fumecheng-12107	347	15	varies	vary	VERB
fumecheng-12107	347	16	between	between	ADP
fumecheng-12107	347	17	74	74	NUM
fumecheng-12107	347	18	%	%	NOUN
fumecheng-12107	347	19	for	for	ADP
fumecheng-12107	347	20	the	the	DET
fumecheng-12107	347	21	first	first	ADJ
fumecheng-12107	347	22	and	and	CCONJ
fumecheng-12107	347	23	90	90	NUM
fumecheng-12107	347	24	%	%	NOUN
fumecheng-12107	347	25	for	for	ADP
fumecheng-12107	347	26	the	the	DET
fumecheng-12107	347	27	ninth	ninth	ADJ
fumecheng-12107	347	28	hop	hop	NOUN
fumecheng-12107	347	29	.	.	PUNCT
fumecheng-12107	348	1	on	on	ADP
fumecheng-12107	348	2	the	the	DET
fumecheng-12107	348	3	other	other	ADJ
fumecheng-12107	348	4	hand	hand	NOUN
fumecheng-12107	348	5	,	,	PUNCT
fumecheng-12107	348	6	the	the	DET
fumecheng-12107	348	7	"	"	PUNCT
fumecheng-12107	348	8	design	design	NOUN
fumecheng-12107	348	9	"	"	PUNCT
fumecheng-12107	348	10	has	have	VERB
fumecheng-12107	348	11	minimum	minimum	ADJ
fumecheng-12107	348	12	detection	detection	NOUN
fumecheng-12107	348	13	accuracy	accuracy	NOUN
fumecheng-12107	348	14	.	.	PUNCT
fumecheng-12107	349	1	a	a	DET
fumecheng-12107	349	2	hybrid	hybrid	ADJ
fumecheng-12107	349	3	deep	deep	ADJ
fumecheng-12107	349	4	learning	learning	NOUN
fumecheng-12107	349	5	approach	approach	NOUN
fumecheng-12107	349	6	for	for	ADP
fumecheng-12107	349	7	sentiment	sentiment	NOUN
fumecheng-12107	349	8	analysis	analysis	NOUN
fumecheng-12107	349	9	in	in	ADP
fumecheng-12107	349	10	product	product	NOUN
fumecheng-12107	349	11	reviews	review	VERB
fumecheng-12107	349	12	493	493	NUM
fumecheng-12107	349	13	fig	fig	NOUN
fumecheng-12107	349	14	.	.	PUNCT
fumecheng-12107	350	1	3	3	NUM
fumecheng-12107	350	2	the	the	DET
fumecheng-12107	350	3	detection	detection	NOUN
fumecheng-12107	350	4	accuracy	accuracy	NOUN
fumecheng-12107	350	5	of	of	ADP
fumecheng-12107	350	6	aspects	aspect	NOUN
fumecheng-12107	350	7	with	with	ADP
fumecheng-12107	350	8	different	different	ADJ
fumecheng-12107	350	9	numbers	number	NOUN
fumecheng-12107	350	10	of	of	ADP
fumecheng-12107	350	11	hops	hop	NOUN
fumecheng-12107	350	12	for	for	ADP
fumecheng-12107	350	13	attention	attention	NOUN
fumecheng-12107	350	14	-	-	PUNCT
fumecheng-12107	350	15	based	base	VERB
fumecheng-12107	350	16	rnn	rnn	NOUN
fumecheng-12107	350	17	algorithm	algorithm	NOUN
fumecheng-12107	350	18	this	this	DET
fumecheng-12107	350	19	section	section	NOUN
fumecheng-12107	350	20	evaluates	evaluate	VERB
fumecheng-12107	350	21	the	the	DET
fumecheng-12107	350	22	performance	performance	NOUN
fumecheng-12107	350	23	of	of	ADP
fumecheng-12107	350	24	the	the	DET
fumecheng-12107	350	25	proposed	propose	VERB
fumecheng-12107	350	26	approach	approach	NOUN
fumecheng-12107	350	27	compared	compare	VERB
fumecheng-12107	350	28	to	to	ADP
fumecheng-12107	350	29	the	the	DET
fumecheng-12107	350	30	baseline	baseline	PROPN
fumecheng-12107	350	31	rnn	rnn	PROPN
fumecheng-12107	350	32	-	-	PUNCT
fumecheng-12107	350	33	based	base	VERB
fumecheng-12107	350	34	approach	approach	NOUN
fumecheng-12107	350	35	for	for	ADP
fumecheng-12107	350	36	two	two	NUM
fumecheng-12107	350	37	-	-	PUNCT
fumecheng-12107	350	38	class	class	NOUN
fumecheng-12107	350	39	classification	classification	NOUN
fumecheng-12107	350	40	between	between	ADP
fumecheng-12107	350	41	positives	positive	NOUN
fumecheng-12107	350	42	and	and	CCONJ
fumecheng-12107	350	43	negatives	negative	NOUN
fumecheng-12107	350	44	.	.	PUNCT
fumecheng-12107	351	1	fig	fig	NOUN
fumecheng-12107	351	2	.	.	PUNCT
fumecheng-12107	352	1	4	4	NUM
fumecheng-12107	352	2	illustrates	illustrate	VERB
fumecheng-12107	352	3	the	the	DET
fumecheng-12107	352	4	confusion	confusion	NOUN
fumecheng-12107	352	5	matrix	matrix	NOUN
fumecheng-12107	352	6	for	for	ADP
fumecheng-12107	352	7	the	the	DET
fumecheng-12107	352	8	approaches	approach	NOUN
fumecheng-12107	352	9	being	be	AUX
fumecheng-12107	352	10	assessed	assess	VERB
fumecheng-12107	352	11	.	.	PUNCT
fumecheng-12107	353	1	figs	fig	NOUN
fumecheng-12107	353	2	.	.	PUNCT
fumecheng-12107	354	1	4	4	NUM
fumecheng-12107	354	2	(	(	PUNCT
fumecheng-12107	354	3	a	a	NOUN
fumecheng-12107	354	4	)	)	PUNCT
fumecheng-12107	354	5	and	and	CCONJ
fumecheng-12107	354	6	(	(	PUNCT
fumecheng-12107	354	7	b	b	X
fumecheng-12107	354	8	)	)	PUNCT
fumecheng-12107	354	9	show	show	VERB
fumecheng-12107	354	10	the	the	DET
fumecheng-12107	354	11	confusion	confusion	NOUN
fumecheng-12107	354	12	matrix	matrix	NOUN
fumecheng-12107	354	13	for	for	ADP
fumecheng-12107	354	14	attention	attention	NOUN
fumecheng-12107	354	15	-	-	PUNCT
fumecheng-12107	354	16	based	base	VERB
fumecheng-12107	354	17	rnn	rnn	NOUN
fumecheng-12107	354	18	and	and	CCONJ
fumecheng-12107	354	19	baseline	baseline	PROPN
fumecheng-12107	354	20	rnn	rnn	NOUN
fumecheng-12107	354	21	approaches	approach	NOUN
fumecheng-12107	354	22	,	,	PUNCT
fumecheng-12107	354	23	respectively	respectively	ADV
fumecheng-12107	354	24	.	.	PUNCT
fumecheng-12107	355	1	therefore	therefore	ADV
fumecheng-12107	355	2	,	,	PUNCT
fumecheng-12107	355	3	the	the	DET
fumecheng-12107	355	4	attention	attention	NOUN
fumecheng-12107	355	5	-	-	PUNCT
fumecheng-12107	355	6	based	base	VERB
fumecheng-12107	355	7	rnn	rnn	NOUN
fumecheng-12107	355	8	algorithm	algorithm	NOUN
fumecheng-12107	355	9	can	can	AUX
fumecheng-12107	355	10	detect	detect	VERB
fumecheng-12107	355	11	samples	sample	NOUN
fumecheng-12107	355	12	with	with	ADP
fumecheng-12107	355	13	an	an	DET
fumecheng-12107	355	14	average	average	ADJ
fumecheng-12107	355	15	accuracy	accuracy	NOUN
fumecheng-12107	355	16	of	of	ADP
fumecheng-12107	355	17	97.5	97.5	NUM
fumecheng-12107	355	18	%	%	NOUN
fumecheng-12107	355	19	and	and	CCONJ
fumecheng-12107	355	20	96	96	NUM
fumecheng-12107	355	21	%	%	NOUN
fumecheng-12107	355	22	for	for	ADP
fumecheng-12107	355	23	the	the	DET
fumecheng-12107	355	24	baseline	baseline	PROPN
fumecheng-12107	355	25	rnn	rnn	PROPN
fumecheng-12107	355	26	.	.	PUNCT
fumecheng-12107	356	1	(	(	PUNCT
fumecheng-12107	356	2	a	a	X
fumecheng-12107	356	3	)	)	PUNCT
fumecheng-12107	356	4	(	(	PUNCT
fumecheng-12107	356	5	b	b	X
fumecheng-12107	356	6	)	)	PUNCT
fumecheng-12107	356	7	fig	fig	NOUN
fumecheng-12107	356	8	.	.	PUNCT
fumecheng-12107	357	1	4	4	NUM
fumecheng-12107	357	2	confusion	confusion	NOUN
fumecheng-12107	357	3	matrix	matrix	NOUN
fumecheng-12107	357	4	for	for	ADP
fumecheng-12107	357	5	sa	sa	PROPN
fumecheng-12107	357	6	on	on	ADP
fumecheng-12107	357	7	amazon	amazon	NOUN
fumecheng-12107	357	8	dataset	dataset	VERB
fumecheng-12107	357	9	:	:	PUNCT
fumecheng-12107	357	10	(	(	PUNCT
fumecheng-12107	357	11	a	a	X
fumecheng-12107	357	12	)	)	PUNCT
fumecheng-12107	357	13	attention	attention	NOUN
fumecheng-12107	357	14	-	-	PUNCT
fumecheng-12107	357	15	based	base	VERB
fumecheng-12107	357	16	rnn	rnn	NOUN
fumecheng-12107	357	17	algorithm	algorithm	NOUN
fumecheng-12107	357	18	;	;	PUNCT
fumecheng-12107	357	19	(	(	PUNCT
fumecheng-12107	357	20	b	b	X
fumecheng-12107	357	21	)	)	PUNCT
fumecheng-12107	357	22	baseline	baseline	PROPN
fumecheng-12107	357	23	rnn	rnn	PROPN
fumecheng-12107	357	24	algorithm	algorithm	PROPN
fumecheng-12107	357	25	494	494	NUM
fumecheng-12107	357	26	m.	m.	NOUN
fumecheng-12107	357	27	kuang	kuang	PROPN
fumecheng-12107	357	28	,	,	PUNCT
fumecheng-12107	357	29	r.	r.	PROPN
fumecheng-12107	357	30	safa	safa	PROPN
fumecheng-12107	357	31	,	,	PUNCT
fumecheng-12107	357	32	s.	s.	PROPN
fumecheng-12107	357	33	a.	a.	PROPN
fumecheng-12107	357	34	edalatpanah	edalatpanah	PROPN
fumecheng-12107	357	35	,	,	PUNCT
fumecheng-12107	357	36	r.	r.	PROPN
fumecheng-12107	357	37	s.	s.	PROPN
fumecheng-12107	357	38	keyser	keyser	PROPN
fumecheng-12107	357	39	fig	fig	PROPN
fumecheng-12107	357	40	.	.	PUNCT
fumecheng-12107	358	1	5	5	NUM
fumecheng-12107	358	2	illustrates	illustrate	VERB
fumecheng-12107	358	3	the	the	DET
fumecheng-12107	358	4	results	result	NOUN
fumecheng-12107	358	5	obtained	obtain	VERB
fumecheng-12107	358	6	using	use	VERB
fumecheng-12107	358	7	the	the	DET
fumecheng-12107	358	8	confusion	confusion	NOUN
fumecheng-12107	358	9	matrix	matrix	NOUN
fumecheng-12107	358	10	in	in	ADP
fumecheng-12107	358	11	fig	fig	NOUN
fumecheng-12107	358	12	.	.	PUNCT
fumecheng-12107	359	1	4	4	NUM
fumecheng-12107	359	2	according	accord	VERB
fumecheng-12107	359	3	to	to	ADP
fumecheng-12107	359	4	four	four	NUM
fumecheng-12107	359	5	metrics	metric	NOUN
fumecheng-12107	359	6	:	:	PUNCT
fumecheng-12107	359	7	accuracy	accuracy	NOUN
fumecheng-12107	359	8	,	,	PUNCT
fumecheng-12107	359	9	recall	recall	NOUN
fumecheng-12107	359	10	,	,	PUNCT
fumecheng-12107	359	11	precision	precision	NOUN
fumecheng-12107	359	12	,	,	PUNCT
fumecheng-12107	359	13	f	f	X
fumecheng-12107	359	14	-	-	PUNCT
fumecheng-12107	359	15	measure	measure	NOUN
fumecheng-12107	359	16	,	,	PUNCT
fumecheng-12107	359	17	or	or	CCONJ
fumecheng-12107	359	18	f1	f1	NOUN
fumecheng-12107	359	19	score	score	NOUN
fumecheng-12107	359	20	.	.	PUNCT
fumecheng-12107	360	1	as	as	SCONJ
fumecheng-12107	360	2	shown	show	VERB
fumecheng-12107	360	3	in	in	ADP
fumecheng-12107	360	4	fig	fig	NOUN
fumecheng-12107	360	5	.	.	PUNCT
fumecheng-12107	361	1	5	5	NUM
fumecheng-12107	361	2	,	,	PUNCT
fumecheng-12107	361	3	the	the	DET
fumecheng-12107	361	4	proposed	propose	VERB
fumecheng-12107	361	5	algorithm	algorithm	NOUN
fumecheng-12107	361	6	outperforms	outperform	VERB
fumecheng-12107	361	7	the	the	DET
fumecheng-12107	361	8	baseline	baseline	PROPN
fumecheng-12107	361	9	rnn	rnn	NOUN
fumecheng-12107	361	10	algorithm	algorithm	NOUN
fumecheng-12107	361	11	.	.	PUNCT
fumecheng-12107	362	1	this	this	DET
fumecheng-12107	362	2	outperformance	outperformance	NOUN
fumecheng-12107	362	3	is	be	AUX
fumecheng-12107	362	4	noticeable	noticeable	ADJ
fumecheng-12107	362	5	for	for	ADP
fumecheng-12107	362	6	accuracy	accuracy	NOUN
fumecheng-12107	362	7	because	because	SCONJ
fumecheng-12107	362	8	the	the	DET
fumecheng-12107	362	9	higher	high	ADJ
fumecheng-12107	362	10	error	error	NOUN
fumecheng-12107	362	11	rate	rate	NOUN
fumecheng-12107	362	12	for	for	ADP
fumecheng-12107	362	13	minority	minority	NOUN
fumecheng-12107	362	14	-	-	PUNCT
fumecheng-12107	362	15	class	class	NOUN
fumecheng-12107	362	16	samples	sample	NOUN
fumecheng-12107	362	17	increases	increase	VERB
fumecheng-12107	362	18	it	it	PRON
fumecheng-12107	362	19	compared	compare	VERB
fumecheng-12107	362	20	to	to	ADP
fumecheng-12107	362	21	the	the	DET
fumecheng-12107	362	22	rnn	rnn	NOUN
fumecheng-12107	362	23	algorithm	algorithm	NOUN
fumecheng-12107	362	24	.	.	PUNCT
fumecheng-12107	363	1	the	the	DET
fumecheng-12107	363	2	classification	classification	NOUN
fumecheng-12107	363	3	accuracy	accuracy	NOUN
fumecheng-12107	363	4	of	of	ADP
fumecheng-12107	363	5	the	the	DET
fumecheng-12107	363	6	proposed	propose	VERB
fumecheng-12107	363	7	approach	approach	NOUN
fumecheng-12107	363	8	is	be	AUX
fumecheng-12107	363	9	97.5	97.5	NUM
fumecheng-12107	363	10	%	%	NOUN
fumecheng-12107	363	11	versus	versus	ADP
fumecheng-12107	363	12	94.4	94.4	NUM
fumecheng-12107	363	13	%	%	NOUN
fumecheng-12107	363	14	for	for	ADP
fumecheng-12107	363	15	the	the	DET
fumecheng-12107	363	16	baseline	baseline	PROPN
fumecheng-12107	363	17	rnn	rnn	NOUN
fumecheng-12107	363	18	approach	approach	NOUN
fumecheng-12107	363	19	.	.	PUNCT
fumecheng-12107	364	1	fig	fig	NOUN
fumecheng-12107	364	2	.	.	PUNCT
fumecheng-12107	365	1	5	5	NUM
fumecheng-12107	365	2	the	the	DET
fumecheng-12107	365	3	performance	performance	NOUN
fumecheng-12107	365	4	of	of	ADP
fumecheng-12107	365	5	attention	attention	NOUN
fumecheng-12107	365	6	-	-	PUNCT
fumecheng-12107	365	7	based	base	VERB
fumecheng-12107	365	8	rnn	rnn	NOUN
fumecheng-12107	365	9	and	and	CCONJ
fumecheng-12107	365	10	baseline	baseline	PROPN
fumecheng-12107	365	11	rnn	rnn	VERB
fumecheng-12107	365	12	on	on	ADP
fumecheng-12107	365	13	the	the	DET
fumecheng-12107	365	14	amazon	amazon	NOUN
fumecheng-12107	365	15	dataset	dataset	VERB
fumecheng-12107	365	16	the	the	DET
fumecheng-12107	365	17	confusion	confusion	NOUN
fumecheng-12107	365	18	matrix	matrix	NOUN
fumecheng-12107	365	19	presented	present	VERB
fumecheng-12107	365	20	in	in	ADP
fumecheng-12107	365	21	fig	fig	NOUN
fumecheng-12107	365	22	.	.	PUNCT
fumecheng-12107	366	1	6	6	NUM
fumecheng-12107	366	2	compares	compare	VERB
fumecheng-12107	366	3	the	the	DET
fumecheng-12107	366	4	performance	performance	NOUN
fumecheng-12107	366	5	of	of	ADP
fumecheng-12107	366	6	attention	attention	NOUN
fumecheng-12107	366	7	-	-	PUNCT
fumecheng-12107	366	8	based	base	VERB
fumecheng-12107	366	9	rnn	rnn	NOUN
fumecheng-12107	366	10	and	and	CCONJ
fumecheng-12107	366	11	baseline	baseline	PROPN
fumecheng-12107	366	12	rnn	rnn	NOUN
fumecheng-12107	366	13	algorithms	algorithm	NOUN
fumecheng-12107	366	14	on	on	ADP
fumecheng-12107	366	15	facebook	facebook	PROPN
fumecheng-12107	366	16	data	data	PROPN
fumecheng-12107	366	17	.	.	PUNCT
fumecheng-12107	367	1	it	it	PRON
fumecheng-12107	367	2	is	be	AUX
fumecheng-12107	367	3	important	important	ADJ
fumecheng-12107	367	4	to	to	PART
fumecheng-12107	367	5	note	note	VERB
fumecheng-12107	367	6	that	that	SCONJ
fumecheng-12107	367	7	these	these	DET
fumecheng-12107	367	8	models	model	NOUN
fumecheng-12107	367	9	were	be	AUX
fumecheng-12107	367	10	initially	initially	ADV
fumecheng-12107	367	11	trained	train	VERB
fumecheng-12107	367	12	on	on	ADP
fumecheng-12107	367	13	amazon	amazon	PROPN
fumecheng-12107	367	14	data	datum	NOUN
fumecheng-12107	367	15	.	.	PUNCT
fumecheng-12107	368	1	due	due	ADP
fumecheng-12107	368	2	to	to	ADP
fumecheng-12107	368	3	the	the	DET
fumecheng-12107	368	4	differences	difference	NOUN
fumecheng-12107	368	5	in	in	ADP
fumecheng-12107	368	6	the	the	DET
fumecheng-12107	368	7	data	data	NOUN
fumecheng-12107	368	8	distribution	distribution	NOUN
fumecheng-12107	368	9	between	between	ADP
fumecheng-12107	368	10	amazon	amazon	NOUN
fumecheng-12107	368	11	and	and	CCONJ
fumecheng-12107	368	12	facebook	facebook	PROPN
fumecheng-12107	368	13	,	,	PUNCT
fumecheng-12107	368	14	the	the	DET
fumecheng-12107	368	15	sentiment	sentiment	NOUN
fumecheng-12107	368	16	classification	classification	NOUN
fumecheng-12107	368	17	performance	performance	NOUN
fumecheng-12107	368	18	of	of	ADP
fumecheng-12107	368	19	the	the	DET
fumecheng-12107	368	20	models	model	NOUN
fumecheng-12107	368	21	on	on	ADP
fumecheng-12107	368	22	facebook	facebook	PROPN
fumecheng-12107	368	23	data	datum	NOUN
fumecheng-12107	368	24	is	be	AUX
fumecheng-12107	368	25	comparatively	comparatively	ADV
fumecheng-12107	368	26	lower	low	ADJ
fumecheng-12107	368	27	.	.	PUNCT
fumecheng-12107	369	1	the	the	DET
fumecheng-12107	369	2	facebook	facebook	PROPN
fumecheng-12107	369	3	dataset	dataset	NOUN
fumecheng-12107	369	4	used	use	VERB
fumecheng-12107	369	5	in	in	ADP
fumecheng-12107	369	6	this	this	DET
fumecheng-12107	369	7	evaluation	evaluation	NOUN
fumecheng-12107	369	8	consists	consist	VERB
fumecheng-12107	369	9	of	of	ADP
fumecheng-12107	369	10	facebook	facebook	NOUN
fumecheng-12107	369	11	posts	post	NOUN
fumecheng-12107	369	12	pertaining	pertain	VERB
fumecheng-12107	369	13	to	to	ADP
fumecheng-12107	369	14	various	various	ADJ
fumecheng-12107	369	15	products	product	NOUN
fumecheng-12107	369	16	,	,	PUNCT
fumecheng-12107	369	17	but	but	CCONJ
fumecheng-12107	369	18	it	it	PRON
fumecheng-12107	369	19	lacks	lack	VERB
fumecheng-12107	369	20	the	the	DET
fumecheng-12107	369	21	ability	ability	NOUN
fumecheng-12107	369	22	to	to	PART
fumecheng-12107	369	23	differentiate	differentiate	VERB
fumecheng-12107	369	24	between	between	ADP
fumecheng-12107	369	25	different	different	ADJ
fumecheng-12107	369	26	product	product	NOUN
fumecheng-12107	369	27	categories	category	NOUN
fumecheng-12107	369	28	.	.	PUNCT
fumecheng-12107	370	1	(	(	PUNCT
fumecheng-12107	370	2	a	a	X
fumecheng-12107	370	3	)	)	PUNCT
fumecheng-12107	370	4	(	(	PUNCT
fumecheng-12107	370	5	b	b	X
fumecheng-12107	370	6	)	)	PUNCT
fumecheng-12107	370	7	fig	fig	NOUN
fumecheng-12107	370	8	.	.	PUNCT
fumecheng-12107	371	1	6	6	NUM
fumecheng-12107	371	2	confusion	confusion	NOUN
fumecheng-12107	371	3	matrix	matrix	NOUN
fumecheng-12107	371	4	for	for	ADP
fumecheng-12107	371	5	sa	sa	PROPN
fumecheng-12107	371	6	on	on	ADP
fumecheng-12107	371	7	facebook	facebook	PROPN
fumecheng-12107	371	8	dataset	dataset	PROPN
fumecheng-12107	371	9	:	:	PUNCT
fumecheng-12107	371	10	(	(	PUNCT
fumecheng-12107	371	11	a	a	X
fumecheng-12107	371	12	)	)	PUNCT
fumecheng-12107	371	13	attention	attention	NOUN
fumecheng-12107	371	14	-	-	PUNCT
fumecheng-12107	371	15	based	base	VERB
fumecheng-12107	371	16	rnn	rnn	NOUN
fumecheng-12107	371	17	algorithm	algorithm	NOUN
fumecheng-12107	371	18	;	;	PUNCT
fumecheng-12107	371	19	(	(	PUNCT
fumecheng-12107	371	20	b	b	X
fumecheng-12107	371	21	)	)	PUNCT
fumecheng-12107	371	22	baseline	baseline	PROPN
fumecheng-12107	371	23	rnn	rnn	NOUN
fumecheng-12107	371	24	algorithm	algorithm	PROPN
fumecheng-12107	371	25	a	a	DET
fumecheng-12107	371	26	hybrid	hybrid	ADJ
fumecheng-12107	371	27	deep	deep	ADJ
fumecheng-12107	371	28	learning	learning	NOUN
fumecheng-12107	371	29	approach	approach	NOUN
fumecheng-12107	371	30	for	for	ADP
fumecheng-12107	371	31	sentiment	sentiment	NOUN
fumecheng-12107	371	32	analysis	analysis	NOUN
fumecheng-12107	371	33	in	in	ADP
fumecheng-12107	371	34	product	product	NOUN
fumecheng-12107	371	35	reviews	review	NOUN
fumecheng-12107	371	36	495	495	NUM
fumecheng-12107	371	37	despite	despite	SCONJ
fumecheng-12107	371	38	these	these	DET
fumecheng-12107	371	39	challenges	challenge	NOUN
fumecheng-12107	371	40	,	,	PUNCT
fumecheng-12107	371	41	the	the	DET
fumecheng-12107	371	42	attention	attention	NOUN
fumecheng-12107	371	43	-	-	PUNCT
fumecheng-12107	371	44	based	base	VERB
fumecheng-12107	371	45	rnn	rnn	NOUN
fumecheng-12107	371	46	achieves	achieve	VERB
fumecheng-12107	371	47	an	an	DET
fumecheng-12107	371	48	average	average	ADJ
fumecheng-12107	371	49	classification	classification	NOUN
fumecheng-12107	371	50	accuracy	accuracy	NOUN
fumecheng-12107	371	51	of	of	ADP
fumecheng-12107	371	52	approximately	approximately	ADV
fumecheng-12107	371	53	87	87	NUM
fumecheng-12107	371	54	%	%	NOUN
fumecheng-12107	371	55	,	,	PUNCT
fumecheng-12107	371	56	while	while	SCONJ
fumecheng-12107	371	57	the	the	DET
fumecheng-12107	371	58	baseline	baseline	NOUN
fumecheng-12107	371	59	rnn	rnn	NOUN
fumecheng-12107	371	60	achieves	achieve	VERB
fumecheng-12107	371	61	around	around	ADP
fumecheng-12107	371	62	82.5	82.5	NUM
fumecheng-12107	371	63	%	%	NOUN
fumecheng-12107	371	64	.	.	PUNCT
fumecheng-12107	372	1	this	this	PRON
fumecheng-12107	372	2	means	mean	VERB
fumecheng-12107	372	3	that	that	SCONJ
fumecheng-12107	372	4	the	the	DET
fumecheng-12107	372	5	attention	attention	NOUN
fumecheng-12107	372	6	-	-	PUNCT
fumecheng-12107	372	7	based	base	VERB
fumecheng-12107	372	8	rnn	rnn	NOUN
fumecheng-12107	372	9	performs	perform	VERB
fumecheng-12107	372	10	better	well	ADJ
fumecheng-12107	372	11	than	than	SCONJ
fumecheng-12107	372	12	the	the	DET
fumecheng-12107	372	13	baseline	baseline	NOUN
fumecheng-12107	372	14	rnn	rnn	VERB
fumecheng-12107	372	15	on	on	ADP
fumecheng-12107	372	16	the	the	DET
fumecheng-12107	372	17	facebook	facebook	PROPN
fumecheng-12107	372	18	data	data	PROPN
fumecheng-12107	372	19	.	.	PUNCT
fumecheng-12107	373	1	the	the	DET
fumecheng-12107	373	2	attention	attention	NOUN
fumecheng-12107	373	3	-	-	PUNCT
fumecheng-12107	373	4	based	base	VERB
fumecheng-12107	373	5	rnn	rnn	NOUN
fumecheng-12107	373	6	leverages	leverage	VERB
fumecheng-12107	373	7	the	the	DET
fumecheng-12107	373	8	mechanism	mechanism	NOUN
fumecheng-12107	373	9	of	of	ADP
fumecheng-12107	373	10	attention	attention	NOUN
fumecheng-12107	373	11	,	,	PUNCT
fumecheng-12107	373	12	which	which	PRON
fumecheng-12107	373	13	allows	allow	VERB
fumecheng-12107	373	14	it	it	PRON
fumecheng-12107	373	15	to	to	PART
fumecheng-12107	373	16	focus	focus	VERB
fumecheng-12107	373	17	on	on	ADP
fumecheng-12107	373	18	relevant	relevant	ADJ
fumecheng-12107	373	19	parts	part	NOUN
fumecheng-12107	373	20	of	of	ADP
fumecheng-12107	373	21	the	the	DET
fumecheng-12107	373	22	input	input	NOUN
fumecheng-12107	373	23	during	during	ADP
fumecheng-12107	373	24	the	the	DET
fumecheng-12107	373	25	classification	classification	NOUN
fumecheng-12107	373	26	process	process	NOUN
fumecheng-12107	373	27	.	.	PUNCT
fumecheng-12107	374	1	this	this	DET
fumecheng-12107	374	2	ability	ability	NOUN
fumecheng-12107	374	3	to	to	PART
fumecheng-12107	374	4	attend	attend	VERB
fumecheng-12107	374	5	to	to	ADP
fumecheng-12107	374	6	important	important	ADJ
fumecheng-12107	374	7	information	information	NOUN
fumecheng-12107	374	8	contributes	contribute	VERB
fumecheng-12107	374	9	to	to	ADP
fumecheng-12107	374	10	its	its	PRON
fumecheng-12107	374	11	higher	high	ADJ
fumecheng-12107	374	12	accuracy	accuracy	NOUN
fumecheng-12107	374	13	compared	compare	VERB
fumecheng-12107	374	14	to	to	ADP
fumecheng-12107	374	15	the	the	DET
fumecheng-12107	374	16	baseline	baseline	PROPN
fumecheng-12107	374	17	rnn	rnn	PROPN
fumecheng-12107	374	18	.	.	PUNCT
fumecheng-12107	375	1	fig	fig	NOUN
fumecheng-12107	375	2	.	.	PUNCT
fumecheng-12107	376	1	7	7	NUM
fumecheng-12107	376	2	presents	present	VERB
fumecheng-12107	376	3	additional	additional	ADJ
fumecheng-12107	376	4	metrics	metric	NOUN
fumecheng-12107	376	5	derived	derive	VERB
fumecheng-12107	376	6	from	from	ADP
fumecheng-12107	376	7	the	the	DET
fumecheng-12107	376	8	confusion	confusion	NOUN
fumecheng-12107	376	9	matrix	matrix	NOUN
fumecheng-12107	376	10	shown	show	VERB
fumecheng-12107	376	11	in	in	ADP
fumecheng-12107	376	12	fig	fig	NOUN
fumecheng-12107	376	13	.	.	PUNCT
fumecheng-12107	377	1	6	6	NUM
fumecheng-12107	377	2	.	.	PUNCT
fumecheng-12107	378	1	the	the	DET
fumecheng-12107	378	2	results	result	NOUN
fumecheng-12107	378	3	reveal	reveal	VERB
fumecheng-12107	378	4	that	that	SCONJ
fumecheng-12107	378	5	the	the	DET
fumecheng-12107	378	6	attention	attention	NOUN
fumecheng-12107	378	7	-	-	PUNCT
fumecheng-12107	378	8	based	base	VERB
fumecheng-12107	378	9	rnn	rnn	NOUN
fumecheng-12107	378	10	achieves	achieve	VERB
fumecheng-12107	378	11	an	an	DET
fumecheng-12107	378	12	average	average	ADJ
fumecheng-12107	378	13	performance	performance	NOUN
fumecheng-12107	378	14	of	of	ADP
fumecheng-12107	378	15	84	84	NUM
fumecheng-12107	378	16	%	%	NOUN
fumecheng-12107	378	17	,	,	PUNCT
fumecheng-12107	378	18	while	while	SCONJ
fumecheng-12107	378	19	the	the	DET
fumecheng-12107	378	20	baseline	baseline	NOUN
fumecheng-12107	378	21	rnn	rnn	NOUN
fumecheng-12107	378	22	achieves	achieve	VERB
fumecheng-12107	378	23	approximately	approximately	ADV
fumecheng-12107	378	24	79	79	NUM
fumecheng-12107	378	25	%	%	NOUN
fumecheng-12107	378	26	.	.	PUNCT
fumecheng-12107	379	1	consequently	consequently	ADV
fumecheng-12107	379	2	,	,	PUNCT
fumecheng-12107	379	3	the	the	DET
fumecheng-12107	379	4	proposed	propose	VERB
fumecheng-12107	379	5	attention	attention	NOUN
fumecheng-12107	379	6	-	-	PUNCT
fumecheng-12107	379	7	based	base	VERB
fumecheng-12107	379	8	algorithm	algorithm	NOUN
fumecheng-12107	379	9	outperforms	outperform	VERB
fumecheng-12107	379	10	the	the	DET
fumecheng-12107	379	11	baseline	baseline	NOUN
fumecheng-12107	379	12	rnn	rnn	NOUN
fumecheng-12107	379	13	by	by	ADP
fumecheng-12107	379	14	a	a	DET
fumecheng-12107	379	15	margin	margin	NOUN
fumecheng-12107	379	16	of	of	ADP
fumecheng-12107	379	17	about	about	ADV
fumecheng-12107	379	18	5	5	NUM
fumecheng-12107	379	19	%	%	NOUN
fumecheng-12107	379	20	.	.	PUNCT
fumecheng-12107	380	1	these	these	DET
fumecheng-12107	380	2	metrics	metric	NOUN
fumecheng-12107	380	3	provide	provide	VERB
fumecheng-12107	380	4	further	further	ADJ
fumecheng-12107	380	5	evidence	evidence	NOUN
fumecheng-12107	380	6	of	of	ADP
fumecheng-12107	380	7	the	the	DET
fumecheng-12107	380	8	superior	superior	ADJ
fumecheng-12107	380	9	performance	performance	NOUN
fumecheng-12107	380	10	of	of	ADP
fumecheng-12107	380	11	the	the	DET
fumecheng-12107	380	12	attention	attention	NOUN
fumecheng-12107	380	13	-	-	PUNCT
fumecheng-12107	380	14	based	base	VERB
fumecheng-12107	380	15	rnn	rnn	NOUN
fumecheng-12107	380	16	in	in	ADP
fumecheng-12107	380	17	sentiment	sentiment	NOUN
fumecheng-12107	380	18	classification	classification	NOUN
fumecheng-12107	380	19	tasks	task	NOUN
fumecheng-12107	380	20	on	on	ADP
fumecheng-12107	380	21	facebook	facebook	PROPN
fumecheng-12107	380	22	data	data	PROPN
fumecheng-12107	380	23	.	.	PUNCT
fumecheng-12107	381	1	however	however	ADV
fumecheng-12107	381	2	,	,	PUNCT
fumecheng-12107	381	3	it	it	PRON
fumecheng-12107	381	4	is	be	AUX
fumecheng-12107	381	5	worth	worth	ADJ
fumecheng-12107	381	6	noting	note	VERB
fumecheng-12107	381	7	that	that	SCONJ
fumecheng-12107	381	8	both	both	DET
fumecheng-12107	381	9	algorithms	algorithm	NOUN
fumecheng-12107	381	10	exhibit	exhibit	VERB
fumecheng-12107	381	11	lower	low	ADJ
fumecheng-12107	381	12	rates	rate	NOUN
fumecheng-12107	381	13	in	in	ADP
fumecheng-12107	381	14	comparison	comparison	NOUN
fumecheng-12107	381	15	to	to	ADP
fumecheng-12107	381	16	the	the	DET
fumecheng-12107	381	17	other	other	ADJ
fumecheng-12107	381	18	metrics	metric	NOUN
fumecheng-12107	381	19	presented	present	VERB
fumecheng-12107	381	20	.	.	PUNCT
fumecheng-12107	382	1	specifically	specifically	ADV
fumecheng-12107	382	2	,	,	PUNCT
fumecheng-12107	382	3	the	the	DET
fumecheng-12107	382	4	attention	attention	NOUN
fumecheng-12107	382	5	-	-	PUNCT
fumecheng-12107	382	6	based	base	VERB
fumecheng-12107	382	7	rnn	rnn	NOUN
fumecheng-12107	382	8	achieves	achieve	VERB
fumecheng-12107	382	9	a	a	DET
fumecheng-12107	382	10	rate	rate	NOUN
fumecheng-12107	382	11	of	of	ADP
fumecheng-12107	382	12	80	80	NUM
fumecheng-12107	382	13	%	%	NOUN
fumecheng-12107	382	14	,	,	PUNCT
fumecheng-12107	382	15	and	and	CCONJ
fumecheng-12107	382	16	the	the	DET
fumecheng-12107	382	17	baseline	baseline	PROPN
fumecheng-12107	382	18	rnn	rnn	PROPN
fumecheng-12107	382	19	achieves	achieve	VERB
fumecheng-12107	382	20	a	a	DET
fumecheng-12107	382	21	rate	rate	NOUN
fumecheng-12107	382	22	of	of	ADP
fumecheng-12107	382	23	74	74	NUM
fumecheng-12107	382	24	%	%	NOUN
fumecheng-12107	382	25	.	.	PUNCT
fumecheng-12107	383	1	these	these	DET
fumecheng-12107	383	2	rates	rate	NOUN
fumecheng-12107	383	3	likely	likely	ADV
fumecheng-12107	383	4	correspond	correspond	VERB
fumecheng-12107	383	5	to	to	ADP
fumecheng-12107	383	6	specific	specific	ADJ
fumecheng-12107	383	7	subsets	subset	NOUN
fumecheng-12107	383	8	or	or	CCONJ
fumecheng-12107	383	9	categories	category	NOUN
fumecheng-12107	383	10	within	within	ADP
fumecheng-12107	383	11	the	the	DET
fumecheng-12107	383	12	facebook	facebook	PROPN
fumecheng-12107	383	13	data	datum	NOUN
fumecheng-12107	383	14	that	that	PRON
fumecheng-12107	383	15	pose	pose	VERB
fumecheng-12107	383	16	challenges	challenge	NOUN
fumecheng-12107	383	17	for	for	ADP
fumecheng-12107	383	18	accurate	accurate	ADJ
fumecheng-12107	383	19	sentiment	sentiment	NOUN
fumecheng-12107	383	20	classification	classification	NOUN
fumecheng-12107	383	21	.	.	PUNCT
fumecheng-12107	384	1	identifying	identify	VERB
fumecheng-12107	384	2	and	and	CCONJ
fumecheng-12107	384	3	addressing	address	VERB
fumecheng-12107	384	4	the	the	DET
fumecheng-12107	384	5	factors	factor	NOUN
fumecheng-12107	384	6	contributing	contribute	VERB
fumecheng-12107	384	7	to	to	ADP
fumecheng-12107	384	8	these	these	DET
fumecheng-12107	384	9	lower	low	ADJ
fumecheng-12107	384	10	rates	rate	NOUN
fumecheng-12107	384	11	could	could	AUX
fumecheng-12107	384	12	be	be	AUX
fumecheng-12107	384	13	a	a	DET
fumecheng-12107	384	14	potential	potential	ADJ
fumecheng-12107	384	15	area	area	NOUN
fumecheng-12107	384	16	for	for	ADP
fumecheng-12107	384	17	future	future	ADJ
fumecheng-12107	384	18	research	research	NOUN
fumecheng-12107	384	19	and	and	CCONJ
fumecheng-12107	384	20	improvement	improvement	NOUN
fumecheng-12107	384	21	of	of	ADP
fumecheng-12107	384	22	the	the	DET
fumecheng-12107	384	23	models	model	NOUN
fumecheng-12107	384	24	'	'	PART
fumecheng-12107	384	25	performance	performance	NOUN
fumecheng-12107	384	26	.	.	PUNCT
fumecheng-12107	385	1	fig	fig	NOUN
fumecheng-12107	385	2	.	.	PUNCT
fumecheng-12107	386	1	7	7	NUM
fumecheng-12107	387	1	the	the	DET
fumecheng-12107	387	2	performance	performance	NOUN
fumecheng-12107	387	3	of	of	ADP
fumecheng-12107	387	4	attention	attention	NOUN
fumecheng-12107	387	5	-	-	PUNCT
fumecheng-12107	387	6	based	base	VERB
fumecheng-12107	387	7	rnn	rnn	NOUN
fumecheng-12107	387	8	and	and	CCONJ
fumecheng-12107	387	9	baseline	baseline	PROPN
fumecheng-12107	387	10	rnn	rnn	VERB
fumecheng-12107	387	11	on	on	ADP
fumecheng-12107	387	12	the	the	DET
fumecheng-12107	387	13	facebook	facebook	NOUN
fumecheng-12107	387	14	dataset	dataset	NOUN
fumecheng-12107	387	15	table	table	NOUN
fumecheng-12107	387	16	6	6	NUM
fumecheng-12107	387	17	reports	report	VERB
fumecheng-12107	387	18	the	the	DET
fumecheng-12107	387	19	weight	weight	NOUN
fumecheng-12107	387	20	of	of	ADP
fumecheng-12107	387	21	various	various	ADJ
fumecheng-12107	387	22	aspects	aspect	NOUN
fumecheng-12107	387	23	with	with	ADP
fumecheng-12107	387	24	different	different	ADJ
fumecheng-12107	387	25	product	product	NOUN
fumecheng-12107	387	26	categories	category	NOUN
fumecheng-12107	387	27	.	.	PUNCT
fumecheng-12107	388	1	the	the	DET
fumecheng-12107	388	2	results	result	NOUN
fumecheng-12107	388	3	indicate	indicate	VERB
fumecheng-12107	388	4	that	that	SCONJ
fumecheng-12107	388	5	the	the	DET
fumecheng-12107	388	6	product	product	NOUN
fumecheng-12107	388	7	's	's	PART
fumecheng-12107	388	8	"	"	PUNCT
fumecheng-12107	388	9	appearance	appearance	NOUN
fumecheng-12107	388	10	"	"	PUNCT
fumecheng-12107	388	11	has	have	VERB
fumecheng-12107	388	12	the	the	DET
fumecheng-12107	388	13	maximum	maximum	ADJ
fumecheng-12107	388	14	weight	weight	NOUN
fumecheng-12107	388	15	for	for	ADP
fumecheng-12107	388	16	both	both	DET
fumecheng-12107	388	17	algorithms	algorithm	NOUN
fumecheng-12107	388	18	.	.	PUNCT
fumecheng-12107	389	1	"	"	PUNCT
fumecheng-12107	389	2	quality	quality	NOUN
fumecheng-12107	389	3	"	"	PUNCT
fumecheng-12107	389	4	and	and	CCONJ
fumecheng-12107	389	5	"	"	PUNCT
fumecheng-12107	389	6	price	price	NOUN
fumecheng-12107	389	7	"	"	PUNCT
fumecheng-12107	389	8	get	get	VERB
fumecheng-12107	389	9	the	the	DET
fumecheng-12107	389	10	subsequent	subsequent	ADJ
fumecheng-12107	389	11	ratings	rating	NOUN
fumecheng-12107	389	12	.	.	PUNCT
fumecheng-12107	390	1	these	these	DET
fumecheng-12107	390	2	weights	weight	NOUN
fumecheng-12107	390	3	for	for	ADP
fumecheng-12107	390	4	cars	car	NOUN
fumecheng-12107	390	5	and	and	CCONJ
fumecheng-12107	390	6	luxury	luxury	NOUN
fumecheng-12107	390	7	goods	good	NOUN
fumecheng-12107	390	8	are	be	AUX
fumecheng-12107	390	9	more	more	ADJ
fumecheng-12107	390	10	than	than	ADP
fumecheng-12107	390	11	other	other	ADJ
fumecheng-12107	390	12	product	product	NOUN
fumecheng-12107	390	13	categories	category	NOUN
fumecheng-12107	390	14	,	,	PUNCT
fumecheng-12107	390	15	indicating	indicate	VERB
fumecheng-12107	390	16	people	people	NOUN
fumecheng-12107	390	17	's	's	PART
fumecheng-12107	390	18	sentiment	sentiment	NOUN
fumecheng-12107	390	19	and	and	CCONJ
fumecheng-12107	390	20	attention	attention	NOUN
fumecheng-12107	390	21	to	to	ADP
fumecheng-12107	390	22	these	these	DET
fumecheng-12107	390	23	aspects	aspect	NOUN
fumecheng-12107	390	24	.	.	PUNCT
fumecheng-12107	391	1	in	in	ADP
fumecheng-12107	391	2	addition	addition	NOUN
fumecheng-12107	391	3	,	,	PUNCT
fumecheng-12107	391	4	quality	quality	NOUN
fumecheng-12107	391	5	ranks	rank	VERB
fumecheng-12107	391	6	lower	low	ADJ
fumecheng-12107	391	7	than	than	ADP
fumecheng-12107	391	8	appearance	appearance	NOUN
fumecheng-12107	391	9	and	and	CCONJ
fumecheng-12107	391	10	price	price	NOUN
fumecheng-12107	391	11	for	for	ADP
fumecheng-12107	391	12	luxury	luxury	NOUN
fumecheng-12107	391	13	goods	good	NOUN
fumecheng-12107	391	14	.	.	PUNCT
fumecheng-12107	392	1	another	another	DET
fumecheng-12107	392	2	significant	significant	ADJ
fumecheng-12107	392	3	aspect	aspect	NOUN
fumecheng-12107	392	4	is	be	AUX
fumecheng-12107	392	5	the	the	DET
fumecheng-12107	392	6	"	"	PUNCT
fumecheng-12107	392	7	service	service	NOUN
fumecheng-12107	392	8	"	"	PUNCT
fumecheng-12107	392	9	for	for	ADP
fumecheng-12107	392	10	household	household	NOUN
fumecheng-12107	392	11	appliances	appliance	NOUN
fumecheng-12107	392	12	,	,	PUNCT
fumecheng-12107	392	13	representing	represent	VERB
fumecheng-12107	392	14	one	one	NUM
fumecheng-12107	392	15	of	of	ADP
fumecheng-12107	392	16	the	the	DET
fumecheng-12107	392	17	most	most	ADV
fumecheng-12107	392	18	important	important	ADJ
fumecheng-12107	392	19	aspects	aspect	NOUN
fumecheng-12107	392	20	for	for	ADP
fumecheng-12107	392	21	consumers	consumer	NOUN
fumecheng-12107	392	22	.	.	PUNCT
fumecheng-12107	393	1	table	table	NOUN
fumecheng-12107	393	2	7	7	NUM
fumecheng-12107	393	3	presents	present	VERB
fumecheng-12107	393	4	the	the	DET
fumecheng-12107	393	5	rating	rating	NOUN
fumecheng-12107	393	6	of	of	ADP
fumecheng-12107	393	7	different	different	ADJ
fumecheng-12107	393	8	product	product	NOUN
fumecheng-12107	393	9	categories	category	NOUN
fumecheng-12107	393	10	based	base	VERB
fumecheng-12107	393	11	on	on	ADP
fumecheng-12107	393	12	various	various	ADJ
fumecheng-12107	393	13	marketing	marketing	NOUN
fumecheng-12107	393	14	aspects	aspect	NOUN
fumecheng-12107	393	15	.	.	PUNCT
fumecheng-12107	394	1	these	these	DET
fumecheng-12107	394	2	values	value	NOUN
fumecheng-12107	394	3	are	be	AUX
fumecheng-12107	394	4	the	the	DET
fumecheng-12107	394	5	average	average	ADJ
fumecheng-12107	394	6	weights	weight	NOUN
fumecheng-12107	394	7	calculated	calculate	VERB
fumecheng-12107	394	8	for	for	ADP
fumecheng-12107	394	9	the	the	DET
fumecheng-12107	394	10	goods	good	NOUN
fumecheng-12107	394	11	listed	list	VERB
fumecheng-12107	394	12	for	for	ADP
fumecheng-12107	394	13	marketing	marketing	NOUN
fumecheng-12107	394	14	.	.	PUNCT
fumecheng-12107	395	1	each	each	DET
fumecheng-12107	395	2	product	product	NOUN
fumecheng-12107	395	3	is	be	AUX
fumecheng-12107	395	4	evaluated	evaluate	VERB
fumecheng-12107	395	5	using	use	VERB
fumecheng-12107	395	6	eq	eq	ADP
fumecheng-12107	395	7	.	.	PUNCT
fumecheng-12107	396	1	(	(	PUNCT
fumecheng-12107	396	2	2	2	NUM
fumecheng-12107	396	3	)	)	PUNCT
fumecheng-12107	396	4	.	.	PUNCT
fumecheng-12107	397	1	higher	high	ADJ
fumecheng-12107	397	2	ratings	rating	NOUN
fumecheng-12107	397	3	indicate	indicate	VERB
fumecheng-12107	397	4	the	the	DET
fumecheng-12107	397	5	importance	importance	NOUN
fumecheng-12107	397	6	of	of	ADP
fumecheng-12107	397	7	the	the	DET
fumecheng-12107	397	8	496	496	NUM
fumecheng-12107	397	9	m.	m.	NOUN
fumecheng-12107	397	10	kuang	kuang	PROPN
fumecheng-12107	397	11	,	,	PUNCT
fumecheng-12107	397	12	r.	r.	PROPN
fumecheng-12107	397	13	safa	safa	PROPN
fumecheng-12107	397	14	,	,	PUNCT
fumecheng-12107	397	15	s.	s.	PROPN
fumecheng-12107	397	16	a.	a.	PROPN
fumecheng-12107	397	17	edalatpanah	edalatpanah	PROPN
fumecheng-12107	397	18	,	,	PUNCT
fumecheng-12107	397	19	r.	r.	PROPN
fumecheng-12107	397	20	s.	s.	PROPN
fumecheng-12107	397	21	keyser	keyser	PROPN
fumecheng-12107	397	22	aspect	aspect	PROPN
fumecheng-12107	397	23	and	and	CCONJ
fumecheng-12107	397	24	people	people	NOUN
fumecheng-12107	397	25	's	's	PART
fumecheng-12107	397	26	sentiment	sentiment	NOUN
fumecheng-12107	397	27	towards	towards	ADP
fumecheng-12107	397	28	the	the	DET
fumecheng-12107	397	29	intended	intended	ADJ
fumecheng-12107	397	30	outcome	outcome	NOUN
fumecheng-12107	397	31	.	.	PUNCT
fumecheng-12107	398	1	since	since	SCONJ
fumecheng-12107	398	2	the	the	DET
fumecheng-12107	398	3	positive	positive	ADJ
fumecheng-12107	398	4	sentiments	sentiment	NOUN
fumecheng-12107	398	5	towards	towards	ADP
fumecheng-12107	398	6	the	the	DET
fumecheng-12107	398	7	aspect	aspect	NOUN
fumecheng-12107	398	8	are	be	AUX
fumecheng-12107	398	9	in	in	ADP
fumecheng-12107	398	10	the	the	DET
fumecheng-12107	398	11	numerator	numerator	NOUN
fumecheng-12107	398	12	,	,	PUNCT
fumecheng-12107	398	13	the	the	PRON
fumecheng-12107	398	14	higher	high	ADJ
fumecheng-12107	398	15	the	the	DET
fumecheng-12107	398	16	number	number	NOUN
fumecheng-12107	398	17	of	of	ADP
fumecheng-12107	398	18	positive	positive	ADJ
fumecheng-12107	398	19	sentiments	sentiment	NOUN
fumecheng-12107	398	20	,	,	PUNCT
fumecheng-12107	398	21	the	the	PRON
fumecheng-12107	398	22	larger	large	ADJ
fumecheng-12107	398	23	the	the	DET
fumecheng-12107	398	24	fraction	fraction	NOUN
fumecheng-12107	398	25	's	's	PART
fumecheng-12107	398	26	output	output	NOUN
fumecheng-12107	398	27	.	.	PUNCT
fumecheng-12107	399	1	the	the	DET
fumecheng-12107	399	2	second	second	ADJ
fumecheng-12107	399	3	part	part	NOUN
fumecheng-12107	399	4	of	of	ADP
fumecheng-12107	399	5	eq	eq	PROPN
fumecheng-12107	399	6	.	.	PUNCT
fumecheng-12107	400	1	(	(	PUNCT
fumecheng-12107	400	2	2	2	NUM
fumecheng-12107	400	3	)	)	PUNCT
fumecheng-12107	400	4	,	,	PUNCT
fumecheng-12107	400	5	related	relate	VERB
fumecheng-12107	400	6	to	to	ADP
fumecheng-12107	400	7	idf	idf	PROPN
fumecheng-12107	400	8	,	,	PUNCT
fumecheng-12107	400	9	indicates	indicate	VERB
fumecheng-12107	400	10	that	that	SCONJ
fumecheng-12107	400	11	the	the	PRON
fumecheng-12107	400	12	more	more	ADV
fumecheng-12107	400	13	the	the	DET
fumecheng-12107	400	14	desired	desire	VERB
fumecheng-12107	400	15	aspect	aspect	NOUN
fumecheng-12107	400	16	is	be	AUX
fumecheng-12107	400	17	repeated	repeat	VERB
fumecheng-12107	400	18	in	in	ADP
fumecheng-12107	400	19	more	more	ADJ
fumecheng-12107	400	20	posts	post	NOUN
fumecheng-12107	400	21	,	,	PUNCT
fumecheng-12107	400	22	the	the	PRON
fumecheng-12107	400	23	higher	high	ADJ
fumecheng-12107	400	24	the	the	DET
fumecheng-12107	400	25	importance	importance	NOUN
fumecheng-12107	400	26	of	of	ADP
fumecheng-12107	400	27	that	that	DET
fumecheng-12107	400	28	aspect	aspect	NOUN
fumecheng-12107	400	29	and	and	CCONJ
fumecheng-12107	400	30	(	(	PUNCT
fumecheng-12107	400	31	both	both	CCONJ
fumecheng-12107	400	32	positive	positive	ADJ
fumecheng-12107	400	33	and	and	CCONJ
fumecheng-12107	400	34	negative	negative	ADJ
fumecheng-12107	400	35	)	)	PUNCT
fumecheng-12107	400	36	sentiments	sentiment	NOUN
fumecheng-12107	400	37	towards	towards	ADP
fumecheng-12107	400	38	it	it	PRON
fumecheng-12107	400	39	.	.	PUNCT
fumecheng-12107	401	1	5	5	X
fumecheng-12107	401	2	.	.	NUM
fumecheng-12107	401	3	limitations	limitation	NOUN
fumecheng-12107	401	4	and	and	CCONJ
fumecheng-12107	401	5	ethical	ethical	ADJ
fumecheng-12107	401	6	considerations	consideration	NOUN
fumecheng-12107	401	7	while	while	SCONJ
fumecheng-12107	401	8	the	the	DET
fumecheng-12107	401	9	proposed	propose	VERB
fumecheng-12107	401	10	approach	approach	NOUN
fumecheng-12107	401	11	for	for	ADP
fumecheng-12107	401	12	sentiment	sentiment	NOUN
fumecheng-12107	401	13	analysis	analysis	NOUN
fumecheng-12107	401	14	in	in	ADP
fumecheng-12107	401	15	social	social	ADJ
fumecheng-12107	401	16	media	medium	NOUN
fumecheng-12107	401	17	marketing	marketing	NOUN
fumecheng-12107	401	18	demonstrates	demonstrate	VERB
fumecheng-12107	401	19	promising	promise	VERB
fumecheng-12107	401	20	results	result	NOUN
fumecheng-12107	401	21	,	,	PUNCT
fumecheng-12107	401	22	there	there	PRON
fumecheng-12107	401	23	are	be	VERB
fumecheng-12107	401	24	several	several	ADJ
fumecheng-12107	401	25	limitations	limitation	NOUN
fumecheng-12107	401	26	that	that	PRON
fumecheng-12107	401	27	should	should	AUX
fumecheng-12107	401	28	be	be	AUX
fumecheng-12107	401	29	acknowledged	acknowledge	VERB
fumecheng-12107	401	30	.	.	PUNCT
fumecheng-12107	402	1	firstly	firstly	ADV
fumecheng-12107	402	2	,	,	PUNCT
fumecheng-12107	402	3	the	the	DET
fumecheng-12107	402	4	evaluation	evaluation	NOUN
fumecheng-12107	402	5	of	of	ADP
fumecheng-12107	402	6	the	the	DET
fumecheng-12107	402	7	proposed	propose	VERB
fumecheng-12107	402	8	approach	approach	NOUN
fumecheng-12107	402	9	relies	rely	VERB
fumecheng-12107	402	10	primarily	primarily	ADV
fumecheng-12107	402	11	on	on	ADP
fumecheng-12107	402	12	amazon	amazon	PROPN
fumecheng-12107	402	13	data	datum	NOUN
fumecheng-12107	402	14	,	,	PUNCT
fumecheng-12107	402	15	encompassing	encompass	VERB
fumecheng-12107	402	16	specific	specific	ADJ
fumecheng-12107	402	17	product	product	NOUN
fumecheng-12107	402	18	categories	category	NOUN
fumecheng-12107	402	19	.	.	PUNCT
fumecheng-12107	403	1	although	although	SCONJ
fumecheng-12107	403	2	the	the	DET
fumecheng-12107	403	3	results	result	NOUN
fumecheng-12107	403	4	indicate	indicate	VERB
fumecheng-12107	403	5	its	its	PRON
fumecheng-12107	403	6	effectiveness	effectiveness	NOUN
fumecheng-12107	403	7	within	within	ADP
fumecheng-12107	403	8	this	this	DET
fumecheng-12107	403	9	context	context	NOUN
fumecheng-12107	403	10	,	,	PUNCT
fumecheng-12107	403	11	the	the	DET
fumecheng-12107	403	12	generalizability	generalizability	NOUN
fumecheng-12107	403	13	of	of	ADP
fumecheng-12107	403	14	the	the	DET
fumecheng-12107	403	15	approach	approach	NOUN
fumecheng-12107	403	16	to	to	ADP
fumecheng-12107	403	17	other	other	ADJ
fumecheng-12107	403	18	domains	domain	NOUN
fumecheng-12107	403	19	and	and	CCONJ
fumecheng-12107	403	20	datasets	dataset	NOUN
fumecheng-12107	403	21	remains	remain	VERB
fumecheng-12107	403	22	to	to	PART
fumecheng-12107	403	23	be	be	AUX
fumecheng-12107	403	24	explored	explore	VERB
fumecheng-12107	403	25	.	.	PUNCT
fumecheng-12107	404	1	future	future	ADJ
fumecheng-12107	404	2	research	research	NOUN
fumecheng-12107	404	3	should	should	AUX
fumecheng-12107	404	4	consider	consider	VERB
fumecheng-12107	404	5	evaluating	evaluate	VERB
fumecheng-12107	404	6	the	the	DET
fumecheng-12107	404	7	approach	approach	NOUN
fumecheng-12107	404	8	on	on	ADP
fumecheng-12107	404	9	diverse	diverse	ADJ
fumecheng-12107	404	10	datasets	dataset	NOUN
fumecheng-12107	404	11	to	to	PART
fumecheng-12107	404	12	assess	assess	VERB
fumecheng-12107	404	13	its	its	PRON
fumecheng-12107	404	14	performance	performance	NOUN
fumecheng-12107	404	15	in	in	ADP
fumecheng-12107	404	16	different	different	ADJ
fumecheng-12107	404	17	social	social	ADJ
fumecheng-12107	404	18	media	medium	NOUN
fumecheng-12107	404	19	marketing	marketing	NOUN
fumecheng-12107	404	20	scenarios	scenario	NOUN
fumecheng-12107	404	21	.	.	PUNCT
fumecheng-12107	405	1	secondly	secondly	ADV
fumecheng-12107	405	2	,	,	PUNCT
fumecheng-12107	405	3	the	the	DET
fumecheng-12107	405	4	study	study	NOUN
fumecheng-12107	405	5	addresses	address	VERB
fumecheng-12107	405	6	the	the	DET
fumecheng-12107	405	7	issue	issue	NOUN
fumecheng-12107	405	8	of	of	ADP
fumecheng-12107	405	9	imbalanced	imbalanced	ADJ
fumecheng-12107	405	10	data	datum	NOUN
fumecheng-12107	405	11	distribution	distribution	NOUN
fumecheng-12107	405	12	by	by	ADP
fumecheng-12107	405	13	employing	employ	VERB
fumecheng-12107	405	14	a	a	DET
fumecheng-12107	405	15	resampling	resample	VERB
fumecheng-12107	405	16	technique	technique	NOUN
fumecheng-12107	405	17	.	.	PUNCT
fumecheng-12107	406	1	however	however	ADV
fumecheng-12107	406	2	,	,	PUNCT
fumecheng-12107	406	3	it	it	PRON
fumecheng-12107	406	4	is	be	AUX
fumecheng-12107	406	5	important	important	ADJ
fumecheng-12107	406	6	to	to	PART
fumecheng-12107	406	7	note	note	VERB
fumecheng-12107	406	8	that	that	SCONJ
fumecheng-12107	406	9	the	the	DET
fumecheng-12107	406	10	effectiveness	effectiveness	NOUN
fumecheng-12107	406	11	of	of	ADP
fumecheng-12107	406	12	this	this	DET
fumecheng-12107	406	13	approach	approach	NOUN
fumecheng-12107	406	14	may	may	AUX
fumecheng-12107	406	15	vary	vary	VERB
fumecheng-12107	406	16	depending	depend	VERB
fumecheng-12107	406	17	on	on	ADP
fumecheng-12107	406	18	the	the	DET
fumecheng-12107	406	19	characteristics	characteristic	NOUN
fumecheng-12107	406	20	of	of	ADP
fumecheng-12107	406	21	the	the	DET
fumecheng-12107	406	22	dataset	dataset	NOUN
fumecheng-12107	406	23	.	.	PUNCT
fumecheng-12107	407	1	the	the	DET
fumecheng-12107	407	2	resampling	resample	VERB
fumecheng-12107	407	3	technique	technique	NOUN
fumecheng-12107	407	4	used	use	VERB
fumecheng-12107	407	5	in	in	ADP
fumecheng-12107	407	6	this	this	DET
fumecheng-12107	407	7	study	study	NOUN
fumecheng-12107	407	8	may	may	AUX
fumecheng-12107	407	9	not	not	PART
fumecheng-12107	407	10	yield	yield	VERB
fumecheng-12107	407	11	optimal	optimal	ADJ
fumecheng-12107	407	12	results	result	NOUN
fumecheng-12107	407	13	in	in	ADP
fumecheng-12107	407	14	scenarios	scenario	NOUN
fumecheng-12107	407	15	with	with	ADP
fumecheng-12107	407	16	significantly	significantly	ADV
fumecheng-12107	407	17	imbalanced	imbalanced	ADJ
fumecheng-12107	407	18	classes	class	NOUN
fumecheng-12107	407	19	or	or	CCONJ
fumecheng-12107	407	20	when	when	SCONJ
fumecheng-12107	407	21	dealing	deal	VERB
fumecheng-12107	407	22	with	with	ADP
fumecheng-12107	407	23	extremely	extremely	ADV
fumecheng-12107	407	24	large	large	ADJ
fumecheng-12107	407	25	datasets	dataset	NOUN
fumecheng-12107	407	26	.	.	PUNCT
fumecheng-12107	408	1	alternative	alternative	ADJ
fumecheng-12107	408	2	or	or	CCONJ
fumecheng-12107	408	3	more	more	ADV
fumecheng-12107	408	4	sophisticated	sophisticated	ADJ
fumecheng-12107	408	5	techniques	technique	NOUN
fumecheng-12107	408	6	for	for	ADP
fumecheng-12107	408	7	handling	handle	VERB
fumecheng-12107	408	8	imbalanced	imbalanced	ADJ
fumecheng-12107	408	9	data	datum	NOUN
fumecheng-12107	408	10	should	should	AUX
fumecheng-12107	408	11	be	be	AUX
fumecheng-12107	408	12	explored	explore	VERB
fumecheng-12107	408	13	in	in	ADP
fumecheng-12107	408	14	future	future	ADJ
fumecheng-12107	408	15	work	work	NOUN
fumecheng-12107	408	16	.	.	PUNCT
fumecheng-12107	409	1	thirdly	thirdly	ADV
fumecheng-12107	409	2	,	,	PUNCT
fumecheng-12107	409	3	the	the	DET
fumecheng-12107	409	4	proposed	propose	VERB
fumecheng-12107	409	5	approach	approach	NOUN
fumecheng-12107	409	6	utilizes	utilize	VERB
fumecheng-12107	409	7	deep	deep	ADJ
fumecheng-12107	409	8	neural	neural	ADJ
fumecheng-12107	409	9	networks	network	NOUN
fumecheng-12107	409	10	,	,	PUNCT
fumecheng-12107	409	11	which	which	PRON
fumecheng-12107	409	12	often	often	ADV
fumecheng-12107	409	13	require	require	VERB
fumecheng-12107	409	14	significant	significant	ADJ
fumecheng-12107	409	15	computational	computational	ADJ
fumecheng-12107	409	16	resources	resource	NOUN
fumecheng-12107	409	17	,	,	PUNCT
fumecheng-12107	409	18	particularly	particularly	ADV
fumecheng-12107	409	19	for	for	ADP
fumecheng-12107	409	20	large	large	ADJ
fumecheng-12107	409	21	-	-	PUNCT
fumecheng-12107	409	22	scale	scale	NOUN
fumecheng-12107	409	23	datasets	dataset	NOUN
fumecheng-12107	409	24	.	.	PUNCT
fumecheng-12107	410	1	in	in	ADP
fumecheng-12107	410	2	this	this	DET
fumecheng-12107	410	3	study	study	NOUN
fumecheng-12107	410	4	,	,	PUNCT
fumecheng-12107	410	5	the	the	DET
fumecheng-12107	410	6	computational	computational	ADJ
fumecheng-12107	410	7	time	time	NOUN
fumecheng-12107	410	8	required	require	VERB
fumecheng-12107	410	9	for	for	ADP
fumecheng-12107	410	10	sentiment	sentiment	NOUN
fumecheng-12107	410	11	analysis	analysis	NOUN
fumecheng-12107	410	12	using	use	VERB
fumecheng-12107	410	13	the	the	DET
fumecheng-12107	410	14	neural	neural	ADJ
fumecheng-12107	410	15	network	network	NOUN
fumecheng-12107	410	16	algorithm	algorithm	NOUN
fumecheng-12107	410	17	was	be	AUX
fumecheng-12107	410	18	manageable	manageable	ADJ
fumecheng-12107	410	19	.	.	PUNCT
fumecheng-12107	411	1	however	however	ADV
fumecheng-12107	411	2	,	,	PUNCT
fumecheng-12107	411	3	it	it	PRON
fumecheng-12107	411	4	is	be	AUX
fumecheng-12107	411	5	important	important	ADJ
fumecheng-12107	411	6	to	to	PART
fumecheng-12107	411	7	consider	consider	VERB
fumecheng-12107	411	8	the	the	DET
fumecheng-12107	411	9	scalability	scalability	NOUN
fumecheng-12107	411	10	and	and	CCONJ
fumecheng-12107	411	11	computational	computational	ADJ
fumecheng-12107	411	12	efficiency	efficiency	NOUN
fumecheng-12107	411	13	of	of	ADP
fumecheng-12107	411	14	the	the	DET
fumecheng-12107	411	15	approach	approach	NOUN
fumecheng-12107	411	16	when	when	SCONJ
fumecheng-12107	411	17	applying	apply	VERB
fumecheng-12107	411	18	it	it	PRON
fumecheng-12107	411	19	to	to	ADP
fumecheng-12107	411	20	big	big	ADJ
fumecheng-12107	411	21	data	datum	NOUN
fumecheng-12107	411	22	scenarios	scenario	NOUN
fumecheng-12107	411	23	involving	involve	VERB
fumecheng-12107	411	24	datasets	dataset	NOUN
fumecheng-12107	411	25	of	of	ADP
fumecheng-12107	411	26	terabytes	terabyte	NOUN
fumecheng-12107	411	27	or	or	CCONJ
fumecheng-12107	411	28	more	more	ADJ
fumecheng-12107	411	29	.	.	PUNCT
fumecheng-12107	412	1	future	future	ADJ
fumecheng-12107	412	2	research	research	NOUN
fumecheng-12107	412	3	should	should	AUX
fumecheng-12107	412	4	explore	explore	VERB
fumecheng-12107	412	5	strategies	strategy	NOUN
fumecheng-12107	412	6	to	to	PART
fumecheng-12107	412	7	optimize	optimize	VERB
fumecheng-12107	412	8	the	the	DET
fumecheng-12107	412	9	computational	computational	ADJ
fumecheng-12107	412	10	requirements	requirement	NOUN
fumecheng-12107	412	11	of	of	ADP
fumecheng-12107	412	12	the	the	DET
fumecheng-12107	412	13	approach	approach	NOUN
fumecheng-12107	412	14	,	,	PUNCT
fumecheng-12107	412	15	such	such	ADJ
fumecheng-12107	412	16	as	as	ADP
fumecheng-12107	412	17	parallel	parallel	ADJ
fumecheng-12107	412	18	computing	computing	NOUN
fumecheng-12107	412	19	or	or	CCONJ
fumecheng-12107	412	20	distributed	distribute	VERB
fumecheng-12107	412	21	processing	processing	NOUN
fumecheng-12107	412	22	.	.	PUNCT
fumecheng-12107	413	1	table	table	NOUN
fumecheng-12107	413	2	6	6	NUM
fumecheng-12107	413	3	weights	weight	NOUN
fumecheng-12107	413	4	of	of	ADP
fumecheng-12107	413	5	different	different	ADJ
fumecheng-12107	413	6	aspects	aspect	NOUN
fumecheng-12107	413	7	for	for	ADP
fumecheng-12107	413	8	attention	attention	NOUN
fumecheng-12107	413	9	-	-	PUNCT
fumecheng-12107	413	10	based	base	VERB
fumecheng-12107	413	11	rnn	rnn	NOUN
fumecheng-12107	413	12	and	and	CCONJ
fumecheng-12107	413	13	baseline	baseline	PROPN
fumecheng-12107	413	14	rnn	rnn	VERB
fumecheng-12107	413	15	on	on	ADP
fumecheng-12107	413	16	the	the	DET
fumecheng-12107	413	17	facebook	facebook	NOUN
fumecheng-12107	413	18	dataset	dataset	VERB
fumecheng-12107	413	19	aspect	aspect	PROPN
fumecheng-12107	413	20	algorithm	algorithm	NOUN
fumecheng-12107	413	21	cars	car	NOUN
fumecheng-12107	413	22	jewelry	jewelry	NOUN
fumecheng-12107	413	23	and	and	CCONJ
fumecheng-12107	413	24	clothing	clothing	NOUN
fumecheng-12107	413	25	household	household	NOUN
fumecheng-12107	413	26	appliances	appliance	NOUN
fumecheng-12107	413	27	luxury	luxury	NOUN
fumecheng-12107	413	28	goods	good	NOUN
fumecheng-12107	413	29	quality	quality	NOUN
fumecheng-12107	413	30	attention	attention	NOUN
fumecheng-12107	413	31	-	-	PUNCT
fumecheng-12107	413	32	based	base	VERB
fumecheng-12107	413	33	rnn	rnn	NOUN
fumecheng-12107	413	34	0.19	0.19	NUM
fumecheng-12107	413	35	0.15	0.15	NUM
fumecheng-12107	413	36	0.14	0.14	NUM
fumecheng-12107	413	37	0.13	0.13	NUM
fumecheng-12107	413	38	rnn	rnn	VERB
fumecheng-12107	413	39	0.27	0.27	NUM
fumecheng-12107	413	40	0.12	0.12	NUM
fumecheng-12107	413	41	0.17	0.17	NUM
fumecheng-12107	413	42	0.06	0.06	NUM
fumecheng-12107	413	43	price	price	NOUN
fumecheng-12107	413	44	attention	attention	NOUN
fumecheng-12107	413	45	-	-	PUNCT
fumecheng-12107	413	46	based	base	VERB
fumecheng-12107	413	47	rnn	rnn	NOUN
fumecheng-12107	413	48	0.15	0.15	NUM
fumecheng-12107	413	49	0.2	0.2	NUM
fumecheng-12107	413	50	0.1	0.1	NUM
fumecheng-12107	413	51	0.12	0.12	NUM
fumecheng-12107	413	52	rnn	rnn	NOUN
fumecheng-12107	413	53	0.13	0.13	NUM
fumecheng-12107	413	54	0.16	0.16	NUM
fumecheng-12107	413	55	0.18	0.18	NUM
fumecheng-12107	413	56	0.16	0.16	NUM
fumecheng-12107	413	57	weight	weight	NOUN
fumecheng-12107	413	58	attention	attention	NOUN
fumecheng-12107	413	59	-	-	PUNCT
fumecheng-12107	413	60	based	base	VERB
fumecheng-12107	413	61	rnn	rnn	NOUN
fumecheng-12107	413	62	0.11	0.11	NUM
fumecheng-12107	413	63	0.07	0.07	NUM
fumecheng-12107	413	64	0.08	0.08	NUM
fumecheng-12107	413	65	0.12	0.12	NUM
fumecheng-12107	413	66	rnn	rnn	VERB
fumecheng-12107	413	67	0.07	0.07	NUM
fumecheng-12107	413	68	0.07	0.07	NUM
fumecheng-12107	413	69	0.11	0.11	NUM
fumecheng-12107	413	70	0.17	0.17	NUM
fumecheng-12107	413	71	size	size	NOUN
fumecheng-12107	413	72	attention	attention	NOUN
fumecheng-12107	413	73	-	-	PUNCT
fumecheng-12107	413	74	based	base	VERB
fumecheng-12107	413	75	rnn	rnn	NOUN
fumecheng-12107	413	76	0.11	0.11	NUM
fumecheng-12107	413	77	0.1	0.1	NUM
fumecheng-12107	413	78	0.08	0.08	NUM
fumecheng-12107	413	79	0.1	0.1	NUM
fumecheng-12107	413	80	rnn	rnn	VERB
fumecheng-12107	413	81	0.14	0.14	NUM
fumecheng-12107	413	82	0.09	0.09	NUM
fumecheng-12107	413	83	0.06	0.06	NUM
fumecheng-12107	413	84	0.18	0.18	NUM
fumecheng-12107	413	85	service	service	NOUN
fumecheng-12107	413	86	attention	attention	NOUN
fumecheng-12107	413	87	-	-	PUNCT
fumecheng-12107	413	88	based	base	VERB
fumecheng-12107	413	89	rnn	rnn	NOUN
fumecheng-12107	413	90	0.08	0.08	NUM
fumecheng-12107	413	91	0.07	0.07	NUM
fumecheng-12107	413	92	0.2	0.2	NUM
fumecheng-12107	413	93	0.07	0.07	NUM
fumecheng-12107	413	94	rnn	rnn	VERB
fumecheng-12107	413	95	0.11	0.11	NUM
fumecheng-12107	413	96	0.12	0.12	NUM
fumecheng-12107	413	97	0.16	0.16	NUM
fumecheng-12107	413	98	0.05	0.05	NUM
fumecheng-12107	413	99	design	design	NOUN
fumecheng-12107	413	100	attention	attention	NOUN
fumecheng-12107	413	101	-	-	PUNCT
fumecheng-12107	413	102	based	base	VERB
fumecheng-12107	413	103	rnn	rnn	NOUN
fumecheng-12107	413	104	0.09	0.09	NUM
fumecheng-12107	413	105	0.07	0.07	NUM
fumecheng-12107	413	106	0.08	0.08	NUM
fumecheng-12107	413	107	0.12	0.12	NUM
fumecheng-12107	413	108	rnn	rnn	NOUN
fumecheng-12107	413	109	0.12	0.12	NUM
fumecheng-12107	413	110	0.14	0.14	NUM
fumecheng-12107	413	111	0.06	0.06	NUM
fumecheng-12107	413	112	0.18	0.18	NUM
fumecheng-12107	413	113	appearance	appearance	NOUN
fumecheng-12107	413	114	attention	attention	NOUN
fumecheng-12107	413	115	-	-	PUNCT
fumecheng-12107	413	116	based	base	VERB
fumecheng-12107	413	117	rnn	rnn	NOUN
fumecheng-12107	413	118	0.32	0.32	NUM
fumecheng-12107	413	119	0.18	0.18	NUM
fumecheng-12107	413	120	0.18	0.18	NUM
fumecheng-12107	413	121	0.38	0.38	NUM
fumecheng-12107	413	122	rnn	rnn	VERB
fumecheng-12107	413	123	0.24	0.24	NUM
fumecheng-12107	413	124	0.21	0.21	NUM
fumecheng-12107	413	125	0.22	0.22	NUM
fumecheng-12107	413	126	0.27	0.27	NUM
fumecheng-12107	413	127	a	a	DET
fumecheng-12107	413	128	hybrid	hybrid	ADJ
fumecheng-12107	413	129	deep	deep	ADJ
fumecheng-12107	413	130	learning	learning	NOUN
fumecheng-12107	413	131	approach	approach	NOUN
fumecheng-12107	413	132	for	for	ADP
fumecheng-12107	413	133	sentiment	sentiment	NOUN
fumecheng-12107	413	134	analysis	analysis	NOUN
fumecheng-12107	413	135	in	in	ADP
fumecheng-12107	413	136	product	product	NOUN
fumecheng-12107	413	137	reviews	review	VERB
fumecheng-12107	413	138	497	497	NUM
fumecheng-12107	413	139	table	table	NOUN
fumecheng-12107	413	140	7	7	NUM
fumecheng-12107	413	141	average	average	ADJ
fumecheng-12107	413	142	product	product	NOUN
fumecheng-12107	413	143	ratings	rating	NOUN
fumecheng-12107	413	144	by	by	ADP
fumecheng-12107	413	145	different	different	ADJ
fumecheng-12107	413	146	aspects	aspect	NOUN
fumecheng-12107	413	147	aspect	aspect	NOUN
fumecheng-12107	413	148	cars	car	NOUN
fumecheng-12107	413	149	jewelry	jewelry	NOUN
fumecheng-12107	413	150	and	and	CCONJ
fumecheng-12107	413	151	clothing	clothing	NOUN
fumecheng-12107	413	152	household	household	NOUN
fumecheng-12107	413	153	appliances	appliance	NOUN
fumecheng-12107	413	154	luxury	luxury	NOUN
fumecheng-12107	413	155	goods	good	NOUN
fumecheng-12107	413	156	quality	quality	NOUN
fumecheng-12107	413	157	1.45	1.45	NUM
fumecheng-12107	413	158	0.475	0.475	NUM
fumecheng-12107	413	159	1.54	1.54	NUM
fumecheng-12107	413	160	1.33	1.33	NUM
fumecheng-12107	413	161	price	price	NOUN
fumecheng-12107	413	162	1.15	1.15	NUM
fumecheng-12107	413	163	1.2	1.2	NUM
fumecheng-12107	413	164	1.47	1.47	NUM
fumecheng-12107	413	165	0.86	0.86	NUM
fumecheng-12107	413	166	weight	weight	NOUN
fumecheng-12107	413	167	0.785	0.785	NUM
fumecheng-12107	413	168	0.688	0.688	NUM
fumecheng-12107	413	169	1.08	1.08	NUM
fumecheng-12107	413	170	0.56	0.56	NUM
fumecheng-12107	413	171	size	size	NOUN
fumecheng-12107	413	172	0.48	0.48	NUM
fumecheng-12107	413	173	0.63	0.63	NUM
fumecheng-12107	413	174	0.47	0.47	NUM
fumecheng-12107	413	175	0.68	0.68	NUM
fumecheng-12107	413	176	service	service	NOUN
fumecheng-12107	413	177	1.08	1.08	NUM
fumecheng-12107	413	178	0.78	0.78	NUM
fumecheng-12107	413	179	1.2	1.2	NUM
fumecheng-12107	413	180	1.035	1.035	NUM
fumecheng-12107	413	181	design	design	NOUN
fumecheng-12107	413	182	1.09	1.09	NUM
fumecheng-12107	413	183	0.68	0.68	NUM
fumecheng-12107	413	184	1.08	1.08	NUM
fumecheng-12107	413	185	1.12	1.12	NUM
fumecheng-12107	413	186	appearance	appearance	NOUN
fumecheng-12107	413	187	1.14	1.14	NUM
fumecheng-12107	413	188	1.18	1.18	NUM
fumecheng-12107	413	189	1.04	1.04	NUM
fumecheng-12107	413	190	1.38	1.38	NUM
fumecheng-12107	413	191	furthermore	furthermore	ADV
fumecheng-12107	413	192	,	,	PUNCT
fumecheng-12107	413	193	the	the	DET
fumecheng-12107	413	194	study	study	NOUN
fumecheng-12107	413	195	incorporates	incorporate	VERB
fumecheng-12107	413	196	inversion	inversion	NOUN
fumecheng-12107	413	197	and	and	CCONJ
fumecheng-12107	413	198	imitation	imitation	NOUN
fumecheng-12107	413	199	techniques	technique	NOUN
fumecheng-12107	413	200	to	to	PART
fumecheng-12107	413	201	generate	generate	VERB
fumecheng-12107	413	202	synthetic	synthetic	ADJ
fumecheng-12107	413	203	samples	sample	NOUN
fumecheng-12107	413	204	for	for	ADP
fumecheng-12107	413	205	data	data	NOUN
fumecheng-12107	413	206	balancing	balancing	NOUN
fumecheng-12107	413	207	.	.	PUNCT
fumecheng-12107	414	1	while	while	SCONJ
fumecheng-12107	414	2	these	these	DET
fumecheng-12107	414	3	techniques	technique	NOUN
fumecheng-12107	414	4	provide	provide	VERB
fumecheng-12107	414	5	a	a	DET
fumecheng-12107	414	6	means	means	NOUN
fumecheng-12107	414	7	to	to	PART
fumecheng-12107	414	8	address	address	VERB
fumecheng-12107	414	9	class	class	NOUN
fumecheng-12107	414	10	imbalance	imbalance	NOUN
fumecheng-12107	414	11	,	,	PUNCT
fumecheng-12107	414	12	they	they	PRON
fumecheng-12107	414	13	may	may	AUX
fumecheng-12107	414	14	introduce	introduce	VERB
fumecheng-12107	414	15	certain	certain	ADJ
fumecheng-12107	414	16	limitations	limitation	NOUN
fumecheng-12107	414	17	in	in	ADP
fumecheng-12107	414	18	terms	term	NOUN
fumecheng-12107	414	19	of	of	ADP
fumecheng-12107	414	20	semantic	semantic	ADJ
fumecheng-12107	414	21	coherence	coherence	NOUN
fumecheng-12107	414	22	.	.	PUNCT
fumecheng-12107	415	1	the	the	DET
fumecheng-12107	415	2	inversion	inversion	NOUN
fumecheng-12107	415	3	of	of	ADP
fumecheng-12107	415	4	majority	majority	NOUN
fumecheng-12107	415	5	-	-	PUNCT
fumecheng-12107	415	6	class	class	NOUN
fumecheng-12107	415	7	samples	sample	NOUN
fumecheng-12107	415	8	and	and	CCONJ
fumecheng-12107	415	9	the	the	DET
fumecheng-12107	415	10	replacement	replacement	NOUN
fumecheng-12107	415	11	of	of	ADP
fumecheng-12107	415	12	words	word	NOUN
fumecheng-12107	415	13	in	in	ADP
fumecheng-12107	415	14	minority	minority	NOUN
fumecheng-12107	415	15	-	-	PUNCT
fumecheng-12107	415	16	class	class	NOUN
fumecheng-12107	415	17	samples	sample	NOUN
fumecheng-12107	415	18	may	may	AUX
fumecheng-12107	415	19	result	result	VERB
fumecheng-12107	415	20	in	in	ADP
fumecheng-12107	415	21	synthetic	synthetic	ADJ
fumecheng-12107	415	22	data	datum	NOUN
fumecheng-12107	415	23	that	that	PRON
fumecheng-12107	415	24	lacks	lack	VERB
fumecheng-12107	415	25	complete	complete	ADJ
fumecheng-12107	415	26	grammatical	grammatical	ADJ
fumecheng-12107	415	27	or	or	CCONJ
fumecheng-12107	415	28	semantic	semantic	ADJ
fumecheng-12107	415	29	consistency	consistency	NOUN
fumecheng-12107	415	30	.	.	PUNCT
fumecheng-12107	416	1	future	future	ADJ
fumecheng-12107	416	2	research	research	NOUN
fumecheng-12107	416	3	should	should	AUX
fumecheng-12107	416	4	explore	explore	VERB
fumecheng-12107	416	5	approaches	approach	NOUN
fumecheng-12107	416	6	that	that	PRON
fumecheng-12107	416	7	can	can	AUX
fumecheng-12107	416	8	generate	generate	VERB
fumecheng-12107	416	9	synthetic	synthetic	ADJ
fumecheng-12107	416	10	samples	sample	NOUN
fumecheng-12107	416	11	while	while	SCONJ
fumecheng-12107	416	12	ensuring	ensure	VERB
fumecheng-12107	416	13	greater	great	ADJ
fumecheng-12107	416	14	semantic	semantic	ADJ
fumecheng-12107	416	15	coherency	coherency	NOUN
fumecheng-12107	416	16	.	.	PUNCT
fumecheng-12107	417	1	lastly	lastly	ADV
fumecheng-12107	417	2	,	,	PUNCT
fumecheng-12107	417	3	the	the	DET
fumecheng-12107	417	4	evaluation	evaluation	NOUN
fumecheng-12107	417	5	of	of	ADP
fumecheng-12107	417	6	the	the	DET
fumecheng-12107	417	7	proposed	propose	VERB
fumecheng-12107	417	8	approach	approach	NOUN
fumecheng-12107	417	9	primarily	primarily	ADV
fumecheng-12107	417	10	focuses	focus	VERB
fumecheng-12107	417	11	on	on	ADP
fumecheng-12107	417	12	sentiment	sentiment	NOUN
fumecheng-12107	417	13	analysis	analysis	NOUN
fumecheng-12107	417	14	of	of	ADP
fumecheng-12107	417	15	amazon	amazon	NOUN
fumecheng-12107	417	16	data	datum	NOUN
fumecheng-12107	417	17	.	.	PUNCT
fumecheng-12107	418	1	although	although	SCONJ
fumecheng-12107	418	2	sentiment	sentiment	NOUN
fumecheng-12107	418	3	analysis	analysis	NOUN
fumecheng-12107	418	4	on	on	ADP
fumecheng-12107	418	5	facebook	facebook	PROPN
fumecheng-12107	418	6	data	datum	NOUN
fumecheng-12107	418	7	is	be	AUX
fumecheng-12107	418	8	briefly	briefly	ADV
fumecheng-12107	418	9	mentioned	mention	VERB
fumecheng-12107	418	10	,	,	PUNCT
fumecheng-12107	418	11	further	further	ADJ
fumecheng-12107	418	12	exploration	exploration	NOUN
fumecheng-12107	418	13	and	and	CCONJ
fumecheng-12107	418	14	evaluation	evaluation	NOUN
fumecheng-12107	418	15	of	of	ADP
fumecheng-12107	418	16	the	the	DET
fumecheng-12107	418	17	approach	approach	NOUN
fumecheng-12107	418	18	on	on	ADP
fumecheng-12107	418	19	other	other	ADJ
fumecheng-12107	418	20	social	social	ADJ
fumecheng-12107	418	21	media	medium	NOUN
fumecheng-12107	418	22	platforms	platform	NOUN
fumecheng-12107	418	23	,	,	PUNCT
fumecheng-12107	418	24	such	such	ADJ
fumecheng-12107	418	25	as	as	ADP
fumecheng-12107	418	26	twitter	twitter	NOUN
fumecheng-12107	418	27	or	or	CCONJ
fumecheng-12107	418	28	instagram	instagram	PROPN
fumecheng-12107	418	29	,	,	PUNCT
fumecheng-12107	418	30	would	would	AUX
fumecheng-12107	418	31	provide	provide	VERB
fumecheng-12107	418	32	a	a	DET
fumecheng-12107	418	33	more	more	ADV
fumecheng-12107	418	34	comprehensive	comprehensive	ADJ
fumecheng-12107	418	35	understanding	understanding	NOUN
fumecheng-12107	418	36	of	of	ADP
fumecheng-12107	418	37	its	its	PRON
fumecheng-12107	418	38	effectiveness	effectiveness	NOUN
fumecheng-12107	418	39	across	across	ADP
fumecheng-12107	418	40	different	different	ADJ
fumecheng-12107	418	41	social	social	ADJ
fumecheng-12107	418	42	media	medium	NOUN
fumecheng-12107	418	43	contexts	contexts	NOUN
fumecheng-12107	418	44	.	.	PUNCT
fumecheng-12107	419	1	in	in	ADP
fumecheng-12107	419	2	addition	addition	NOUN
fumecheng-12107	419	3	to	to	ADP
fumecheng-12107	419	4	the	the	DET
fumecheng-12107	419	5	mentioned	mention	VERB
fumecheng-12107	419	6	limitations	limitation	NOUN
fumecheng-12107	419	7	,	,	PUNCT
fumecheng-12107	419	8	it	it	PRON
fumecheng-12107	419	9	is	be	AUX
fumecheng-12107	419	10	important	important	ADJ
fumecheng-12107	419	11	to	to	PART
fumecheng-12107	419	12	address	address	VERB
fumecheng-12107	419	13	the	the	DET
fumecheng-12107	419	14	ethical	ethical	ADJ
fumecheng-12107	419	15	implications	implication	NOUN
fumecheng-12107	419	16	and	and	CCONJ
fumecheng-12107	419	17	potential	potential	ADJ
fumecheng-12107	419	18	biases	bias	NOUN
fumecheng-12107	419	19	associated	associate	VERB
fumecheng-12107	419	20	with	with	ADP
fumecheng-12107	419	21	sentiment	sentiment	NOUN
fumecheng-12107	419	22	analysis	analysis	NOUN
fumecheng-12107	419	23	in	in	ADP
fumecheng-12107	419	24	social	social	ADJ
fumecheng-12107	419	25	media	medium	NOUN
fumecheng-12107	419	26	marketing	marketing	NOUN
fumecheng-12107	419	27	.	.	PUNCT
fumecheng-12107	420	1	these	these	DET
fumecheng-12107	420	2	considerations	consideration	NOUN
fumecheng-12107	420	3	should	should	AUX
fumecheng-12107	420	4	be	be	AUX
fumecheng-12107	420	5	discussed	discuss	VERB
fumecheng-12107	420	6	alongside	alongside	ADP
fumecheng-12107	420	7	the	the	DET
fumecheng-12107	420	8	limitations	limitation	NOUN
fumecheng-12107	420	9	to	to	PART
fumecheng-12107	420	10	provide	provide	VERB
fumecheng-12107	420	11	a	a	DET
fumecheng-12107	420	12	comprehensive	comprehensive	ADJ
fumecheng-12107	420	13	understanding	understanding	NOUN
fumecheng-12107	420	14	of	of	ADP
fumecheng-12107	420	15	the	the	DET
fumecheng-12107	420	16	challenges	challenge	NOUN
fumecheng-12107	420	17	and	and	CCONJ
fumecheng-12107	420	18	ethical	ethical	ADJ
fumecheng-12107	420	19	concerns	concern	NOUN
fumecheng-12107	420	20	in	in	ADP
fumecheng-12107	420	21	the	the	DET
fumecheng-12107	420	22	proposed	propose	VERB
fumecheng-12107	420	23	approach	approach	NOUN
fumecheng-12107	420	24	.	.	PUNCT
fumecheng-12107	421	1	sentiment	sentiment	NOUN
fumecheng-12107	421	2	analysis	analysis	NOUN
fumecheng-12107	421	3	in	in	ADP
fumecheng-12107	421	4	social	social	ADJ
fumecheng-12107	421	5	media	medium	NOUN
fumecheng-12107	421	6	marketing	marketing	NOUN
fumecheng-12107	421	7	can	can	AUX
fumecheng-12107	421	8	have	have	VERB
fumecheng-12107	421	9	ethical	ethical	ADJ
fumecheng-12107	421	10	implications	implication	NOUN
fumecheng-12107	421	11	and	and	CCONJ
fumecheng-12107	421	12	biases	bias	NOUN
fumecheng-12107	421	13	that	that	PRON
fumecheng-12107	421	14	need	need	VERB
fumecheng-12107	421	15	to	to	PART
fumecheng-12107	421	16	be	be	AUX
fumecheng-12107	421	17	considered	consider	VERB
fumecheng-12107	421	18	.	.	PUNCT
fumecheng-12107	422	1	the	the	DET
fumecheng-12107	422	2	analysis	analysis	NOUN
fumecheng-12107	422	3	of	of	ADP
fumecheng-12107	422	4	user	user	NOUN
fumecheng-12107	422	5	-	-	PUNCT
fumecheng-12107	422	6	generated	generate	VERB
fumecheng-12107	422	7	content	content	NOUN
fumecheng-12107	422	8	on	on	ADP
fumecheng-12107	422	9	social	social	ADJ
fumecheng-12107	422	10	media	medium	NOUN
fumecheng-12107	422	11	platforms	platform	NOUN
fumecheng-12107	422	12	raises	raise	VERB
fumecheng-12107	422	13	concerns	concern	NOUN
fumecheng-12107	422	14	regarding	regard	VERB
fumecheng-12107	422	15	privacy	privacy	NOUN
fumecheng-12107	422	16	,	,	PUNCT
fumecheng-12107	422	17	consent	consent	NOUN
fumecheng-12107	422	18	,	,	PUNCT
fumecheng-12107	422	19	and	and	CCONJ
fumecheng-12107	422	20	data	datum	NOUN
fumecheng-12107	422	21	usage	usage	NOUN
fumecheng-12107	422	22	.	.	PUNCT
fumecheng-12107	423	1	it	it	PRON
fumecheng-12107	423	2	is	be	AUX
fumecheng-12107	423	3	crucial	crucial	ADJ
fumecheng-12107	423	4	to	to	PART
fumecheng-12107	423	5	handle	handle	VERB
fumecheng-12107	423	6	user	user	NOUN
fumecheng-12107	423	7	data	datum	NOUN
fumecheng-12107	423	8	responsibly	responsibly	ADV
fumecheng-12107	423	9	,	,	PUNCT
fumecheng-12107	423	10	ensuring	ensure	VERB
fumecheng-12107	423	11	compliance	compliance	NOUN
fumecheng-12107	423	12	with	with	ADP
fumecheng-12107	423	13	relevant	relevant	ADJ
fumecheng-12107	423	14	regulations	regulation	NOUN
fumecheng-12107	423	15	and	and	CCONJ
fumecheng-12107	423	16	obtaining	obtain	VERB
fumecheng-12107	423	17	appropriate	appropriate	ADJ
fumecheng-12107	423	18	consent	consent	NOUN
fumecheng-12107	423	19	for	for	ADP
fumecheng-12107	423	20	data	data	NOUN
fumecheng-12107	423	21	collection	collection	NOUN
fumecheng-12107	423	22	and	and	CCONJ
fumecheng-12107	423	23	analysis	analysis	NOUN
fumecheng-12107	423	24	.	.	PUNCT
fumecheng-12107	424	1	transparency	transparency	NOUN
fumecheng-12107	424	2	in	in	ADP
fumecheng-12107	424	3	data	datum	NOUN
fumecheng-12107	424	4	usage	usage	NOUN
fumecheng-12107	424	5	and	and	CCONJ
fumecheng-12107	424	6	providing	provide	VERB
fumecheng-12107	424	7	clear	clear	ADJ
fumecheng-12107	424	8	explanations	explanation	NOUN
fumecheng-12107	424	9	of	of	ADP
fumecheng-12107	424	10	the	the	DET
fumecheng-12107	424	11	purpose	purpose	NOUN
fumecheng-12107	424	12	and	and	CCONJ
fumecheng-12107	424	13	potential	potential	ADJ
fumecheng-12107	424	14	impact	impact	NOUN
fumecheng-12107	424	15	of	of	ADP
fumecheng-12107	424	16	sentiment	sentiment	NOUN
fumecheng-12107	424	17	analysis	analysis	NOUN
fumecheng-12107	424	18	can	can	AUX
fumecheng-12107	424	19	help	help	VERB
fumecheng-12107	424	20	address	address	VERB
fumecheng-12107	424	21	ethical	ethical	ADJ
fumecheng-12107	424	22	concerns	concern	NOUN
fumecheng-12107	424	23	and	and	CCONJ
fumecheng-12107	424	24	build	build	VERB
fumecheng-12107	424	25	trust	trust	NOUN
fumecheng-12107	424	26	with	with	ADP
fumecheng-12107	424	27	users	user	NOUN
fumecheng-12107	424	28	.	.	PUNCT
fumecheng-12107	425	1	furthermore	furthermore	ADV
fumecheng-12107	425	2	,	,	PUNCT
fumecheng-12107	425	3	biases	bias	NOUN
fumecheng-12107	425	4	can	can	AUX
fumecheng-12107	425	5	emerge	emerge	VERB
fumecheng-12107	425	6	in	in	ADP
fumecheng-12107	425	7	sentiment	sentiment	NOUN
fumecheng-12107	425	8	analysis	analysis	NOUN
fumecheng-12107	425	9	due	due	ADJ
fumecheng-12107	425	10	to	to	ADP
fumecheng-12107	425	11	various	various	ADJ
fumecheng-12107	425	12	factors	factor	NOUN
fumecheng-12107	425	13	.	.	PUNCT
fumecheng-12107	426	1	cultural	cultural	ADJ
fumecheng-12107	426	2	,	,	PUNCT
fumecheng-12107	426	3	demographic	demographic	ADJ
fumecheng-12107	426	4	,	,	PUNCT
fumecheng-12107	426	5	and	and	CCONJ
fumecheng-12107	426	6	socioeconomic	socioeconomic	ADJ
fumecheng-12107	426	7	biases	bias	NOUN
fumecheng-12107	426	8	inherent	inherent	ADJ
fumecheng-12107	426	9	in	in	ADP
fumecheng-12107	426	10	social	social	ADJ
fumecheng-12107	426	11	media	medium	NOUN
fumecheng-12107	426	12	platforms	platform	NOUN
fumecheng-12107	426	13	can	can	AUX
fumecheng-12107	426	14	influence	influence	VERB
fumecheng-12107	426	15	the	the	DET
fumecheng-12107	426	16	sentiments	sentiment	NOUN
fumecheng-12107	426	17	expressed	express	VERB
fumecheng-12107	426	18	by	by	ADP
fumecheng-12107	426	19	users	user	NOUN
fumecheng-12107	426	20	and	and	CCONJ
fumecheng-12107	426	21	introduce	introduce	VERB
fumecheng-12107	426	22	skewed	skewed	ADJ
fumecheng-12107	426	23	results	result	NOUN
fumecheng-12107	426	24	.	.	PUNCT
fumecheng-12107	427	1	the	the	DET
fumecheng-12107	427	2	representativeness	representativeness	NOUN
fumecheng-12107	427	3	of	of	ADP
fumecheng-12107	427	4	the	the	DET
fumecheng-12107	427	5	data	datum	NOUN
fumecheng-12107	427	6	used	use	VERB
fumecheng-12107	427	7	for	for	ADP
fumecheng-12107	427	8	sentiment	sentiment	NOUN
fumecheng-12107	427	9	analysis	analysis	NOUN
fumecheng-12107	427	10	is	be	AUX
fumecheng-12107	427	11	crucial	crucial	ADJ
fumecheng-12107	427	12	in	in	ADP
fumecheng-12107	427	13	minimizing	minimize	VERB
fumecheng-12107	427	14	biases	bias	NOUN
fumecheng-12107	427	15	.	.	PUNCT
fumecheng-12107	428	1	efforts	effort	NOUN
fumecheng-12107	428	2	should	should	AUX
fumecheng-12107	428	3	be	be	AUX
fumecheng-12107	428	4	made	make	VERB
fumecheng-12107	428	5	to	to	PART
fumecheng-12107	428	6	include	include	VERB
fumecheng-12107	428	7	diverse	diverse	ADJ
fumecheng-12107	428	8	data	datum	NOUN
fumecheng-12107	428	9	sources	source	NOUN
fumecheng-12107	428	10	that	that	PRON
fumecheng-12107	428	11	capture	capture	VERB
fumecheng-12107	428	12	a	a	DET
fumecheng-12107	428	13	wide	wide	ADJ
fumecheng-12107	428	14	range	range	NOUN
fumecheng-12107	428	15	of	of	ADP
fumecheng-12107	428	16	perspectives	perspective	NOUN
fumecheng-12107	428	17	.	.	PUNCT
fumecheng-12107	429	1	however	however	ADV
fumecheng-12107	429	2	,	,	PUNCT
fumecheng-12107	429	3	it	it	PRON
fumecheng-12107	429	4	is	be	AUX
fumecheng-12107	429	5	important	important	ADJ
fumecheng-12107	429	6	to	to	PART
fumecheng-12107	429	7	acknowledge	acknowledge	VERB
fumecheng-12107	429	8	that	that	DET
fumecheng-12107	429	9	complete	complete	ADJ
fumecheng-12107	429	10	representativeness	representativeness	NOUN
fumecheng-12107	429	11	may	may	AUX
fumecheng-12107	429	12	not	not	PART
fumecheng-12107	429	13	always	always	ADV
fumecheng-12107	429	14	be	be	AUX
fumecheng-12107	429	15	achievable	achievable	ADJ
fumecheng-12107	429	16	.	.	PUNCT
fumecheng-12107	430	1	steps	step	NOUN
fumecheng-12107	430	2	should	should	AUX
fumecheng-12107	430	3	be	be	AUX
fumecheng-12107	430	4	taken	take	VERB
fumecheng-12107	430	5	to	to	PART
fumecheng-12107	430	6	ensure	ensure	VERB
fumecheng-12107	430	7	fairness	fairness	NOUN
fumecheng-12107	430	8	and	and	CCONJ
fumecheng-12107	430	9	impartiality	impartiality	NOUN
fumecheng-12107	430	10	in	in	ADP
fumecheng-12107	430	11	sentiment	sentiment	NOUN
fumecheng-12107	430	12	analysis	analysis	NOUN
fumecheng-12107	430	13	.	.	PUNCT
fumecheng-12107	431	1	the	the	DET
fumecheng-12107	431	2	proposed	propose	VERB
fumecheng-12107	431	3	approach	approach	NOUN
fumecheng-12107	431	4	can	can	AUX
fumecheng-12107	431	5	incorporate	incorporate	VERB
fumecheng-12107	431	6	techniques	technique	NOUN
fumecheng-12107	431	7	such	such	ADJ
fumecheng-12107	431	8	as	as	ADP
fumecheng-12107	431	9	data	datum	NOUN
fumecheng-12107	431	10	augmentation	augmentation	NOUN
fumecheng-12107	431	11	and	and	CCONJ
fumecheng-12107	431	12	resampling	resample	VERB
fumecheng-12107	431	13	to	to	PART
fumecheng-12107	431	14	address	address	VERB
fumecheng-12107	431	15	imbalances	imbalance	NOUN
fumecheng-12107	431	16	and	and	CCONJ
fumecheng-12107	431	17	increase	increase	VERB
fumecheng-12107	431	18	inclusivity	inclusivity	NOUN
fumecheng-12107	431	19	.	.	PUNCT
fumecheng-12107	432	1	however	however	ADV
fumecheng-12107	432	2	,	,	PUNCT
fumecheng-12107	432	3	it	it	PRON
fumecheng-12107	432	4	is	be	AUX
fumecheng-12107	432	5	essential	essential	ADJ
fumecheng-12107	432	6	to	to	PART
fumecheng-12107	432	7	continuously	continuously	ADV
fumecheng-12107	432	8	monitor	monitor	VERB
fumecheng-12107	432	9	and	and	CCONJ
fumecheng-12107	432	10	evaluate	evaluate	VERB
fumecheng-12107	432	11	the	the	DET
fumecheng-12107	432	12	sentiment	sentiment	NOUN
fumecheng-12107	432	13	analysis	analysis	NOUN
fumecheng-12107	432	14	model	model	NOUN
fumecheng-12107	432	15	to	to	PART
fumecheng-12107	432	16	identify	identify	VERB
fumecheng-12107	432	17	and	and	CCONJ
fumecheng-12107	432	18	rectify	rectify	VERB
fumecheng-12107	432	19	any	any	DET
fumecheng-12107	432	20	biases	bias	NOUN
fumecheng-12107	432	21	that	that	PRON
fumecheng-12107	432	22	may	may	AUX
fumecheng-12107	432	23	arise	arise	VERB
fumecheng-12107	432	24	.	.	PUNCT
fumecheng-12107	433	1	involving	involve	VERB
fumecheng-12107	433	2	diverse	diverse	ADJ
fumecheng-12107	433	3	and	and	CCONJ
fumecheng-12107	433	4	representative	representative	ADJ
fumecheng-12107	433	5	annotation	annotation	NOUN
fumecheng-12107	433	6	teams	team	NOUN
fumecheng-12107	433	7	can	can	AUX
fumecheng-12107	433	8	also	also	ADV
fumecheng-12107	433	9	help	help	VERB
fumecheng-12107	433	10	mitigate	mitigate	VERB
fumecheng-12107	433	11	potential	potential	ADJ
fumecheng-12107	433	12	biases	bias	NOUN
fumecheng-12107	433	13	during	during	ADP
fumecheng-12107	433	14	the	the	DET
fumecheng-12107	433	15	data	datum	NOUN
fumecheng-12107	433	16	labeling	labeling	NOUN
fumecheng-12107	433	17	process	process	NOUN
fumecheng-12107	433	18	.	.	PUNCT
fumecheng-12107	434	1	additionally	additionally	ADV
fumecheng-12107	434	2	,	,	PUNCT
fumecheng-12107	434	3	it	it	PRON
fumecheng-12107	434	4	is	be	AUX
fumecheng-12107	434	5	important	important	ADJ
fumecheng-12107	434	6	to	to	PART
fumecheng-12107	434	7	recognize	recognize	VERB
fumecheng-12107	434	8	that	that	SCONJ
fumecheng-12107	434	9	biases	bias	NOUN
fumecheng-12107	434	10	may	may	AUX
fumecheng-12107	434	11	still	still	ADV
fumecheng-12107	434	12	persist	persist	VERB
fumecheng-12107	434	13	in	in	ADP
fumecheng-12107	434	14	sentiment	sentiment	NOUN
fumecheng-12107	434	15	analysis	analysis	NOUN
fumecheng-12107	434	16	results	result	NOUN
fumecheng-12107	434	17	due	due	ADP
fumecheng-12107	434	18	to	to	ADP
fumecheng-12107	434	19	the	the	DET
fumecheng-12107	434	20	inherent	inherent	ADJ
fumecheng-12107	434	21	biases	bias	NOUN
fumecheng-12107	434	22	present	present	ADJ
fumecheng-12107	434	23	in	in	ADP
fumecheng-12107	434	24	the	the	DET
fumecheng-12107	434	25	data	datum	NOUN
fumecheng-12107	434	26	itself	itself	PRON
fumecheng-12107	434	27	.	.	PUNCT
fumecheng-12107	435	1	interpreting	interpret	VERB
fumecheng-12107	435	2	the	the	DET
fumecheng-12107	435	3	analysis	analysis	NOUN
fumecheng-12107	435	4	results	result	NOUN
fumecheng-12107	435	5	with	with	ADP
fumecheng-12107	435	6	caution	caution	NOUN
fumecheng-12107	435	7	and	and	CCONJ
fumecheng-12107	435	8	considering	consider	VERB
fumecheng-12107	435	9	the	the	DET
fumecheng-12107	435	10	context	context	NOUN
fumecheng-12107	435	11	and	and	CCONJ
fumecheng-12107	435	12	limitations	limitation	NOUN
fumecheng-12107	435	13	of	of	ADP
fumecheng-12107	435	14	the	the	DET
fumecheng-12107	435	15	data	datum	NOUN
fumecheng-12107	435	16	sources	source	NOUN
fumecheng-12107	435	17	is	be	AUX
fumecheng-12107	435	18	essential	essential	ADJ
fumecheng-12107	435	19	in	in	ADP
fumecheng-12107	435	20	avoiding	avoid	VERB
fumecheng-12107	435	21	biased	biased	ADJ
fumecheng-12107	435	22	conclusions	conclusion	NOUN
fumecheng-12107	435	23	.	.	PUNCT
fumecheng-12107	436	1	498	498	NUM
fumecheng-12107	436	2	m.	m.	NOUN
fumecheng-12107	436	3	kuang	kuang	PROPN
fumecheng-12107	436	4	,	,	PUNCT
fumecheng-12107	436	5	r.	r.	PROPN
fumecheng-12107	436	6	safa	safa	PROPN
fumecheng-12107	436	7	,	,	PUNCT
fumecheng-12107	436	8	s.	s.	PROPN
fumecheng-12107	436	9	a.	a.	PROPN
fumecheng-12107	436	10	edalatpanah	edalatpanah	PROPN
fumecheng-12107	436	11	,	,	PUNCT
fumecheng-12107	436	12	r.	r.	PROPN
fumecheng-12107	436	13	s.	s.	PROPN
fumecheng-12107	436	14	keyser	keyser	PROPN
fumecheng-12107	436	15	by	by	ADP
fumecheng-12107	436	16	acknowledging	acknowledge	VERB
fumecheng-12107	436	17	these	these	DET
fumecheng-12107	436	18	ethical	ethical	ADJ
fumecheng-12107	436	19	implications	implication	NOUN
fumecheng-12107	436	20	and	and	CCONJ
fumecheng-12107	436	21	biases	bias	NOUN
fumecheng-12107	436	22	,	,	PUNCT
fumecheng-12107	436	23	researchers	researcher	NOUN
fumecheng-12107	436	24	and	and	CCONJ
fumecheng-12107	436	25	practitioners	practitioner	NOUN
fumecheng-12107	436	26	can	can	AUX
fumecheng-12107	436	27	work	work	VERB
fumecheng-12107	436	28	towards	towards	ADP
fumecheng-12107	436	29	developing	develop	VERB
fumecheng-12107	436	30	more	more	ADV
fumecheng-12107	436	31	robust	robust	ADJ
fumecheng-12107	436	32	and	and	CCONJ
fumecheng-12107	436	33	fair	fair	ADJ
fumecheng-12107	436	34	sentiment	sentiment	NOUN
fumecheng-12107	436	35	analysis	analysis	NOUN
fumecheng-12107	436	36	approaches	approach	NOUN
fumecheng-12107	436	37	in	in	ADP
fumecheng-12107	436	38	social	social	ADJ
fumecheng-12107	436	39	media	medium	NOUN
fumecheng-12107	436	40	marketing	marketing	NOUN
fumecheng-12107	436	41	.	.	PUNCT
fumecheng-12107	437	1	6	6	X
fumecheng-12107	437	2	.	.	PUNCT
fumecheng-12107	437	3	conclusions	conclusion	NOUN
fumecheng-12107	437	4	this	this	DET
fumecheng-12107	437	5	study	study	NOUN
fumecheng-12107	437	6	developed	develop	VERB
fumecheng-12107	437	7	a	a	DET
fumecheng-12107	437	8	social	social	ADJ
fumecheng-12107	437	9	media	media	NOUN
fumecheng-12107	437	10	marketing	marketing	NOUN
fumecheng-12107	437	11	approach	approach	NOUN
fumecheng-12107	437	12	based	base	VERB
fumecheng-12107	437	13	on	on	ADP
fumecheng-12107	437	14	neural	neural	ADJ
fumecheng-12107	437	15	networks	network	NOUN
fumecheng-12107	437	16	.	.	PUNCT
fumecheng-12107	438	1	therefore	therefore	ADV
fumecheng-12107	438	2	,	,	PUNCT
fumecheng-12107	438	3	an	an	DET
fumecheng-12107	438	4	improved	improved	ADJ
fumecheng-12107	438	5	deep	deep	ADJ
fumecheng-12107	438	6	learning	learning	NOUN
fumecheng-12107	438	7	algorithm	algorithm	NOUN
fumecheng-12107	438	8	,	,	PUNCT
fumecheng-12107	438	9	called	call	VERB
fumecheng-12107	438	10	attention	attention	NOUN
fumecheng-12107	438	11	-	-	PUNCT
fumecheng-12107	438	12	based	base	VERB
fumecheng-12107	438	13	rnn	rnn	NOUN
fumecheng-12107	438	14	,	,	PUNCT
fumecheng-12107	438	15	was	be	AUX
fumecheng-12107	438	16	used	use	VERB
fumecheng-12107	438	17	to	to	PART
fumecheng-12107	438	18	classify	classify	VERB
fumecheng-12107	438	19	sentiments	sentiment	NOUN
fumecheng-12107	438	20	into	into	ADP
fumecheng-12107	438	21	positive	positive	ADJ
fumecheng-12107	438	22	and	and	CCONJ
fumecheng-12107	438	23	negative	negative	ADJ
fumecheng-12107	438	24	categories	category	NOUN
fumecheng-12107	438	25	.	.	PUNCT
fumecheng-12107	439	1	we	we	PRON
fumecheng-12107	439	2	used	use	VERB
fumecheng-12107	439	3	data	datum	NOUN
fumecheng-12107	439	4	from	from	ADP
fumecheng-12107	439	5	amazon	amazon	NOUN
fumecheng-12107	439	6	's	's	PART
fumecheng-12107	439	7	website	website	NOUN
fumecheng-12107	439	8	,	,	PUNCT
fumecheng-12107	439	9	including	include	VERB
fumecheng-12107	439	10	four	four	NUM
fumecheng-12107	439	11	product	product	NOUN
fumecheng-12107	439	12	categories	category	NOUN
fumecheng-12107	439	13	:	:	PUNCT
fumecheng-12107	439	14	cars	car	NOUN
fumecheng-12107	439	15	,	,	PUNCT
fumecheng-12107	439	16	household	household	NOUN
fumecheng-12107	439	17	appliances	appliance	NOUN
fumecheng-12107	439	18	,	,	PUNCT
fumecheng-12107	439	19	luxury	luxury	NOUN
fumecheng-12107	439	20	goods	good	NOUN
fumecheng-12107	439	21	,	,	PUNCT
fumecheng-12107	439	22	and	and	CCONJ
fumecheng-12107	439	23	clothing	clothing	NOUN
fumecheng-12107	439	24	and	and	CCONJ
fumecheng-12107	439	25	jewelry	jewelry	NOUN
fumecheng-12107	439	26	.	.	PUNCT
fumecheng-12107	440	1	an	an	DET
fumecheng-12107	440	2	issue	issue	NOUN
fumecheng-12107	440	3	with	with	ADP
fumecheng-12107	440	4	this	this	DET
fumecheng-12107	440	5	data	datum	NOUN
fumecheng-12107	440	6	that	that	PRON
fumecheng-12107	440	7	affects	affect	VERB
fumecheng-12107	440	8	the	the	DET
fumecheng-12107	440	9	sentiment	sentiment	NOUN
fumecheng-12107	440	10	classification	classification	NOUN
fumecheng-12107	440	11	performance	performance	NOUN
fumecheng-12107	440	12	is	be	AUX
fumecheng-12107	440	13	that	that	SCONJ
fumecheng-12107	440	14	the	the	DET
fumecheng-12107	440	15	data	datum	NOUN
fumecheng-12107	440	16	has	have	VERB
fumecheng-12107	440	17	an	an	DET
fumecheng-12107	440	18	imbalanced	imbalanced	ADJ
fumecheng-12107	440	19	distribution	distribution	NOUN
fumecheng-12107	440	20	between	between	ADP
fumecheng-12107	440	21	different	different	ADJ
fumecheng-12107	440	22	classes	class	NOUN
fumecheng-12107	440	23	and	and	CCONJ
fumecheng-12107	440	24	positive	positive	ADJ
fumecheng-12107	440	25	and	and	CCONJ
fumecheng-12107	440	26	negative	negative	ADJ
fumecheng-12107	440	27	samples	sample	NOUN
fumecheng-12107	440	28	.	.	PUNCT
fumecheng-12107	441	1	therefore	therefore	ADV
fumecheng-12107	441	2	,	,	PUNCT
fumecheng-12107	441	3	it	it	PRON
fumecheng-12107	441	4	influences	influence	VERB
fumecheng-12107	441	5	sentiment	sentiment	NOUN
fumecheng-12107	441	6	classification	classification	NOUN
fumecheng-12107	441	7	performance	performance	NOUN
fumecheng-12107	441	8	and	and	CCONJ
fumecheng-12107	441	9	increases	increase	VERB
fumecheng-12107	441	10	the	the	DET
fumecheng-12107	441	11	rate	rate	NOUN
fumecheng-12107	441	12	of	of	ADP
fumecheng-12107	441	13	misclassifications	misclassification	NOUN
fumecheng-12107	441	14	.	.	PUNCT
fumecheng-12107	442	1	we	we	PRON
fumecheng-12107	442	2	addressed	address	VERB
fumecheng-12107	442	3	this	this	DET
fumecheng-12107	442	4	issue	issue	NOUN
fumecheng-12107	442	5	using	use	VERB
fumecheng-12107	442	6	a	a	DET
fumecheng-12107	442	7	resampling	resample	VERB
fumecheng-12107	442	8	strategy	strategy	NOUN
fumecheng-12107	442	9	for	for	ADP
fumecheng-12107	442	10	data	data	NOUN
fumecheng-12107	442	11	balancing	balancing	NOUN
fumecheng-12107	442	12	,	,	PUNCT
fumecheng-12107	442	13	where	where	SCONJ
fumecheng-12107	442	14	minority	minority	NOUN
fumecheng-12107	442	15	-	-	PUNCT
fumecheng-12107	442	16	class	class	NOUN
fumecheng-12107	442	17	samples	sample	NOUN
fumecheng-12107	442	18	increase	increase	NOUN
fumecheng-12107	442	19	and	and	CCONJ
fumecheng-12107	442	20	majority	majority	NOUN
fumecheng-12107	442	21	-	-	PUNCT
fumecheng-12107	442	22	class	class	NOUN
fumecheng-12107	442	23	samples	sample	NOUN
fumecheng-12107	442	24	decrease	decrease	NOUN
fumecheng-12107	442	25	.	.	PUNCT
fumecheng-12107	443	1	in	in	ADP
fumecheng-12107	443	2	addition	addition	NOUN
fumecheng-12107	443	3	,	,	PUNCT
fumecheng-12107	443	4	inversion	inversion	NOUN
fumecheng-12107	443	5	and	and	CCONJ
fumecheng-12107	443	6	imitation	imitation	NOUN
fumecheng-12107	443	7	techniques	technique	NOUN
fumecheng-12107	443	8	were	be	AUX
fumecheng-12107	443	9	used	use	VERB
fumecheng-12107	443	10	to	to	PART
fumecheng-12107	443	11	generate	generate	VERB
fumecheng-12107	443	12	new	new	ADJ
fumecheng-12107	443	13	samples	sample	NOUN
fumecheng-12107	443	14	.	.	PUNCT
fumecheng-12107	444	1	the	the	DET
fumecheng-12107	444	2	inversion	inversion	NOUN
fumecheng-12107	444	3	technique	technique	NOUN
fumecheng-12107	444	4	inverts	invert	VERB
fumecheng-12107	444	5	some	some	DET
fumecheng-12107	444	6	majority	majority	NOUN
fumecheng-12107	444	7	-	-	PUNCT
fumecheng-12107	444	8	class	class	NOUN
fumecheng-12107	444	9	samples	sample	NOUN
fumecheng-12107	444	10	and	and	CCONJ
fumecheng-12107	444	11	converts	convert	VERB
fumecheng-12107	444	12	them	they	PRON
fumecheng-12107	444	13	into	into	ADP
fumecheng-12107	444	14	minority	minority	NOUN
fumecheng-12107	444	15	classes	class	NOUN
fumecheng-12107	444	16	.	.	PUNCT
fumecheng-12107	445	1	in	in	ADP
fumecheng-12107	445	2	contrast	contrast	NOUN
fumecheng-12107	445	3	,	,	PUNCT
fumecheng-12107	445	4	the	the	DET
fumecheng-12107	445	5	imitation	imitation	NOUN
fumecheng-12107	445	6	technique	technique	NOUN
fumecheng-12107	445	7	increases	increase	VERB
fumecheng-12107	445	8	minority	minority	NOUN
fumecheng-12107	445	9	-	-	PUNCT
fumecheng-12107	445	10	class	class	NOUN
fumecheng-12107	445	11	samples	sample	NOUN
fumecheng-12107	445	12	by	by	ADP
fumecheng-12107	445	13	replacing	replace	VERB
fumecheng-12107	445	14	some	some	DET
fumecheng-12107	445	15	words	word	NOUN
fumecheng-12107	445	16	.	.	PUNCT
fumecheng-12107	446	1	alternative	alternative	ADJ
fumecheng-12107	446	2	words	word	NOUN
fumecheng-12107	446	3	for	for	ADP
fumecheng-12107	446	4	inversion	inversion	NOUN
fumecheng-12107	446	5	or	or	CCONJ
fumecheng-12107	446	6	imitation	imitation	NOUN
fumecheng-12107	446	7	were	be	AUX
fumecheng-12107	446	8	selected	select	VERB
fumecheng-12107	446	9	using	use	VERB
fumecheng-12107	446	10	the	the	DET
fumecheng-12107	446	11	weighted	weighted	ADJ
fumecheng-12107	446	12	lexicon	lexicon	ADJ
fumecheng-12107	446	13	graph	graph	NOUN
fumecheng-12107	446	14	technique	technique	NOUN
fumecheng-12107	446	15	.	.	PUNCT
fumecheng-12107	447	1	the	the	DET
fumecheng-12107	447	2	method	method	NOUN
fumecheng-12107	447	3	computes	compute	VERB
fumecheng-12107	447	4	the	the	DET
fumecheng-12107	447	5	semantic	semantic	ADJ
fumecheng-12107	447	6	similarity	similarity	NOUN
fumecheng-12107	447	7	between	between	ADP
fumecheng-12107	447	8	words	word	NOUN
fumecheng-12107	447	9	and	and	CCONJ
fumecheng-12107	447	10	finds	find	VERB
fumecheng-12107	447	11	their	their	PRON
fumecheng-12107	447	12	antonyms	antonym	NOUN
fumecheng-12107	447	13	or	or	CCONJ
fumecheng-12107	447	14	synonyms	synonym	NOUN
fumecheng-12107	447	15	based	base	VERB
fumecheng-12107	447	16	on	on	ADP
fumecheng-12107	447	17	several	several	ADJ
fumecheng-12107	447	18	seed	seed	NOUN
fumecheng-12107	447	19	words	word	NOUN
fumecheng-12107	447	20	.	.	PUNCT
fumecheng-12107	448	1	the	the	DET
fumecheng-12107	448	2	facebook	facebook	PROPN
fumecheng-12107	448	3	dataset	dataset	NOUN
fumecheng-12107	448	4	was	be	AUX
fumecheng-12107	448	5	used	use	VERB
fumecheng-12107	448	6	for	for	ADP
fumecheng-12107	448	7	social	social	ADJ
fumecheng-12107	448	8	media	medium	NOUN
fumecheng-12107	448	9	-	-	PUNCT
fumecheng-12107	448	10	based	base	VERB
fumecheng-12107	448	11	sentiment	sentiment	NOUN
fumecheng-12107	448	12	analysis	analysis	NOUN
fumecheng-12107	448	13	after	after	ADP
fumecheng-12107	448	14	generating	generate	VERB
fumecheng-12107	448	15	a	a	DET
fumecheng-12107	448	16	neural	neural	ADJ
fumecheng-12107	448	17	network	network	NOUN
fumecheng-12107	448	18	model	model	NOUN
fumecheng-12107	448	19	using	use	VERB
fumecheng-12107	448	20	the	the	DET
fumecheng-12107	448	21	amazon	amazon	NOUN
fumecheng-12107	448	22	dataset	dataset	NOUN
fumecheng-12107	448	23	.	.	PUNCT
fumecheng-12107	449	1	then	then	ADV
fumecheng-12107	449	2	,	,	PUNCT
fumecheng-12107	449	3	these	these	DET
fumecheng-12107	449	4	data	datum	NOUN
fumecheng-12107	449	5	were	be	AUX
fumecheng-12107	449	6	applied	apply	VERB
fumecheng-12107	449	7	to	to	ADP
fumecheng-12107	449	8	the	the	DET
fumecheng-12107	449	9	model	model	NOUN
fumecheng-12107	449	10	generated	generate	VERB
fumecheng-12107	449	11	using	use	VERB
fumecheng-12107	449	12	amazon	amazon	NOUN
fumecheng-12107	449	13	data	datum	NOUN
fumecheng-12107	449	14	.	.	PUNCT
fumecheng-12107	450	1	finally	finally	ADV
fumecheng-12107	450	2	,	,	PUNCT
fumecheng-12107	450	3	the	the	DET
fumecheng-12107	450	4	products	product	NOUN
fumecheng-12107	450	5	were	be	AUX
fumecheng-12107	450	6	evaluated	evaluate	VERB
fumecheng-12107	450	7	and	and	CCONJ
fumecheng-12107	450	8	rated	rate	VERB
fumecheng-12107	450	9	based	base	VERB
fumecheng-12107	450	10	on	on	ADP
fumecheng-12107	450	11	various	various	ADJ
fumecheng-12107	450	12	aspects	aspect	NOUN
fumecheng-12107	450	13	such	such	ADJ
fumecheng-12107	450	14	as	as	ADP
fumecheng-12107	450	15	"	"	PUNCT
fumecheng-12107	450	16	price	price	NOUN
fumecheng-12107	450	17	,	,	PUNCT
fumecheng-12107	450	18	"	"	PUNCT
fumecheng-12107	450	19	"	"	PUNCT
fumecheng-12107	450	20	quality	quality	NOUN
fumecheng-12107	450	21	,	,	PUNCT
fumecheng-12107	450	22	"	"	PUNCT
fumecheng-12107	450	23	"	"	PUNCT
fumecheng-12107	450	24	appearance	appearance	NOUN
fumecheng-12107	450	25	,	,	PUNCT
fumecheng-12107	450	26	"	"	PUNCT
fumecheng-12107	450	27	and	and	CCONJ
fumecheng-12107	450	28	others	other	NOUN
fumecheng-12107	450	29	.	.	PUNCT
fumecheng-12107	451	1	these	these	DET
fumecheng-12107	451	2	ratings	rating	NOUN
fumecheng-12107	451	3	express	express	VERB
fumecheng-12107	451	4	people	people	NOUN
fumecheng-12107	451	5	's	's	PART
fumecheng-12107	451	6	sentiments	sentiment	NOUN
fumecheng-12107	451	7	on	on	ADP
fumecheng-12107	451	8	social	social	ADJ
fumecheng-12107	451	9	media	medium	NOUN
fumecheng-12107	451	10	towards	towards	ADP
fumecheng-12107	451	11	different	different	ADJ
fumecheng-12107	451	12	aspects	aspect	NOUN
fumecheng-12107	451	13	of	of	ADP
fumecheng-12107	451	14	a	a	DET
fumecheng-12107	451	15	product	product	NOUN
fumecheng-12107	451	16	.	.	PUNCT
fumecheng-12107	452	1	hence	hence	ADV
fumecheng-12107	452	2	,	,	PUNCT
fumecheng-12107	452	3	sellers	seller	NOUN
fumecheng-12107	452	4	and	and	CCONJ
fumecheng-12107	452	5	marketers	marketer	NOUN
fumecheng-12107	452	6	can	can	AUX
fumecheng-12107	452	7	use	use	VERB
fumecheng-12107	452	8	these	these	DET
fumecheng-12107	452	9	analytics	analytic	NOUN
fumecheng-12107	452	10	for	for	ADP
fumecheng-12107	452	11	marketing	market	VERB
fumecheng-12107	452	12	their	their	PRON
fumecheng-12107	452	13	products	product	NOUN
fumecheng-12107	452	14	based	base	VERB
fumecheng-12107	452	15	on	on	ADP
fumecheng-12107	452	16	their	their	PRON
fumecheng-12107	452	17	intended	intend	VERB
fumecheng-12107	452	18	characteristics	characteristic	NOUN
fumecheng-12107	452	19	.	.	PUNCT
fumecheng-12107	453	1	in	in	ADP
fumecheng-12107	453	2	addition	addition	NOUN
fumecheng-12107	453	3	,	,	PUNCT
fumecheng-12107	453	4	we	we	PRON
fumecheng-12107	453	5	performed	perform	VERB
fumecheng-12107	453	6	different	different	ADJ
fumecheng-12107	453	7	experiments	experiment	NOUN
fumecheng-12107	453	8	to	to	PART
fumecheng-12107	453	9	evaluate	evaluate	VERB
fumecheng-12107	453	10	the	the	DET
fumecheng-12107	453	11	proposed	propose	VERB
fumecheng-12107	453	12	model	model	NOUN
fumecheng-12107	453	13	.	.	PUNCT
fumecheng-12107	454	1	these	these	DET
fumecheng-12107	454	2	experiments	experiment	NOUN
fumecheng-12107	454	3	modeled	model	VERB
fumecheng-12107	454	4	the	the	DET
fumecheng-12107	454	5	rnn	rnn	NOUN
fumecheng-12107	454	6	-	-	PUNCT
fumecheng-12107	454	7	based	base	VERB
fumecheng-12107	454	8	algorithm	algorithm	NOUN
fumecheng-12107	454	9	using	use	VERB
fumecheng-12107	454	10	five	five	NUM
fumecheng-12107	454	11	hops	hop	NOUN
fumecheng-12107	454	12	.	.	PUNCT
fumecheng-12107	455	1	first	first	ADV
fumecheng-12107	455	2	,	,	PUNCT
fumecheng-12107	455	3	sentiment	sentiment	NOUN
fumecheng-12107	455	4	classification	classification	NOUN
fumecheng-12107	455	5	performance	performance	NOUN
fumecheng-12107	455	6	was	be	AUX
fumecheng-12107	455	7	assessed	assess	VERB
fumecheng-12107	455	8	for	for	ADP
fumecheng-12107	455	9	both	both	CCONJ
fumecheng-12107	455	10	facebook	facebook	NOUN
fumecheng-12107	455	11	and	and	CCONJ
fumecheng-12107	455	12	amazon	amazon	NOUN
fumecheng-12107	455	13	datasets	dataset	NOUN
fumecheng-12107	455	14	.	.	PUNCT
fumecheng-12107	456	1	the	the	DET
fumecheng-12107	456	2	results	result	NOUN
fumecheng-12107	456	3	also	also	ADV
fumecheng-12107	456	4	showed	show	VERB
fumecheng-12107	456	5	that	that	SCONJ
fumecheng-12107	456	6	sentiment	sentiment	NOUN
fumecheng-12107	456	7	analysis	analysis	NOUN
fumecheng-12107	456	8	for	for	ADP
fumecheng-12107	456	9	amazon	amazon	NOUN
fumecheng-12107	456	10	data	datum	NOUN
fumecheng-12107	456	11	outperforms	outperform	NOUN
fumecheng-12107	456	12	facebook	facebook	PROPN
fumecheng-12107	456	13	data	data	PROPN
fumecheng-12107	456	14	.	.	PUNCT
fumecheng-12107	457	1	the	the	DET
fumecheng-12107	457	2	neural	neural	ADJ
fumecheng-12107	457	3	network	network	NOUN
fumecheng-12107	457	4	was	be	AUX
fumecheng-12107	457	5	modeled	model	VERB
fumecheng-12107	457	6	based	base	VERB
fumecheng-12107	457	7	on	on	ADP
fumecheng-12107	457	8	amazon	amazon	PROPN
fumecheng-12107	457	9	data	datum	NOUN
fumecheng-12107	457	10	with	with	ADP
fumecheng-12107	457	11	different	different	ADJ
fumecheng-12107	457	12	product	product	NOUN
fumecheng-12107	457	13	categories	category	NOUN
fumecheng-12107	457	14	.	.	PUNCT
fumecheng-12107	458	1	however	however	ADV
fumecheng-12107	458	2	,	,	PUNCT
fumecheng-12107	458	3	the	the	DET
fumecheng-12107	458	4	classifier	classifier	NOUN
fumecheng-12107	458	5	's	's	PART
fumecheng-12107	458	6	performance	performance	NOUN
fumecheng-12107	458	7	was	be	AUX
fumecheng-12107	458	8	acceptable	acceptable	ADJ
fumecheng-12107	458	9	for	for	ADP
fumecheng-12107	458	10	facebook	facebook	PROPN
fumecheng-12107	458	11	data	datum	NOUN
fumecheng-12107	458	12	(	(	PUNCT
fumecheng-12107	458	13	about	about	ADP
fumecheng-12107	458	14	85	85	NUM
fumecheng-12107	458	15	%	%	NOUN
fumecheng-12107	458	16	)	)	PUNCT
fumecheng-12107	458	17	.	.	PUNCT
fumecheng-12107	459	1	the	the	DET
fumecheng-12107	459	2	results	result	NOUN
fumecheng-12107	459	3	of	of	ADP
fumecheng-12107	459	4	applying	apply	VERB
fumecheng-12107	459	5	facebook	facebook	PROPN
fumecheng-12107	459	6	data	datum	NOUN
fumecheng-12107	459	7	to	to	PART
fumecheng-12107	459	8	find	find	VERB
fumecheng-12107	459	9	sentimental	sentimental	ADJ
fumecheng-12107	459	10	aspects	aspect	NOUN
fumecheng-12107	459	11	for	for	ADP
fumecheng-12107	459	12	different	different	ADJ
fumecheng-12107	459	13	product	product	NOUN
fumecheng-12107	459	14	categories	category	NOUN
fumecheng-12107	459	15	demonstrated	demonstrate	VERB
fumecheng-12107	459	16	that	that	SCONJ
fumecheng-12107	459	17	"	"	PUNCT
fumecheng-12107	459	18	appearance	appearance	NOUN
fumecheng-12107	459	19	"	"	PUNCT
fumecheng-12107	459	20	has	have	VERB
fumecheng-12107	459	21	the	the	DET
fumecheng-12107	459	22	highest	high	ADJ
fumecheng-12107	459	23	weight	weight	NOUN
fumecheng-12107	459	24	,	,	PUNCT
fumecheng-12107	459	25	and	and	CCONJ
fumecheng-12107	459	26	"	"	PUNCT
fumecheng-12107	459	27	price	price	NOUN
fumecheng-12107	459	28	"	"	PUNCT
fumecheng-12107	459	29	and	and	CCONJ
fumecheng-12107	459	30	"	"	PUNCT
fumecheng-12107	459	31	quality	quality	NOUN
fumecheng-12107	459	32	"	"	PUNCT
fumecheng-12107	459	33	are	be	AUX
fumecheng-12107	459	34	in	in	ADP
fumecheng-12107	459	35	the	the	DET
fumecheng-12107	459	36	subsequent	subsequent	ADJ
fumecheng-12107	459	37	ratings	rating	NOUN
fumecheng-12107	459	38	.	.	PUNCT
fumecheng-12107	460	1	the	the	DET
fumecheng-12107	460	2	amount	amount	NOUN
fumecheng-12107	460	3	of	of	ADP
fumecheng-12107	460	4	network	network	NOUN
fumecheng-12107	460	5	data	datum	NOUN
fumecheng-12107	460	6	is	be	AUX
fumecheng-12107	460	7	increasing	increase	VERB
fumecheng-12107	460	8	rapidly	rapidly	ADV
fumecheng-12107	460	9	due	due	ADP
fumecheng-12107	460	10	to	to	ADP
fumecheng-12107	460	11	the	the	DET
fumecheng-12107	460	12	high	high	ADJ
fumecheng-12107	460	13	activity	activity	NOUN
fumecheng-12107	460	14	on	on	ADP
fumecheng-12107	460	15	social	social	ADJ
fumecheng-12107	460	16	networking	networking	NOUN
fumecheng-12107	460	17	platforms	platform	NOUN
fumecheng-12107	460	18	.	.	PUNCT
fumecheng-12107	461	1	therefore	therefore	ADV
fumecheng-12107	461	2	,	,	PUNCT
fumecheng-12107	461	3	it	it	PRON
fumecheng-12107	461	4	is	be	AUX
fumecheng-12107	461	5	suggested	suggest	VERB
fumecheng-12107	461	6	to	to	PART
fumecheng-12107	461	7	use	use	VERB
fumecheng-12107	461	8	big	big	ADJ
fumecheng-12107	461	9	data	datum	NOUN
fumecheng-12107	461	10	management	management	NOUN
fumecheng-12107	461	11	techniques	technique	NOUN
fumecheng-12107	461	12	,	,	PUNCT
fumecheng-12107	461	13	including	include	VERB
fumecheng-12107	461	14	master	master	NOUN
fumecheng-12107	461	15	-	-	PUNCT
fumecheng-12107	461	16	slave	slave	NOUN
fumecheng-12107	461	17	database	database	NOUN
fumecheng-12107	461	18	architecture	architecture	NOUN
fumecheng-12107	461	19	and	and	CCONJ
fumecheng-12107	461	20	cpu	cpu	ADJ
fumecheng-12107	461	21	/	/	SYM
fumecheng-12107	461	22	gpu	gpu	NOUN
fumecheng-12107	461	23	implementations	implementation	NOUN
fumecheng-12107	461	24	.	.	PUNCT
fumecheng-12107	462	1	however	however	ADV
fumecheng-12107	462	2	,	,	PUNCT
fumecheng-12107	462	3	experiments	experiment	NOUN
fumecheng-12107	462	4	showed	show	VERB
fumecheng-12107	462	5	that	that	SCONJ
fumecheng-12107	462	6	using	use	VERB
fumecheng-12107	462	7	neural	neural	ADJ
fumecheng-12107	462	8	network	network	NOUN
fumecheng-12107	462	9	algorithms	algorithm	NOUN
fumecheng-12107	462	10	for	for	ADP
fumecheng-12107	462	11	contextual	contextual	ADJ
fumecheng-12107	462	12	data	datum	NOUN
fumecheng-12107	462	13	requires	require	VERB
fumecheng-12107	462	14	high	high	ADJ
fumecheng-12107	462	15	computing	computing	NOUN
fumecheng-12107	462	16	time	time	NOUN
fumecheng-12107	462	17	and	and	CCONJ
fumecheng-12107	462	18	is	be	AUX
fumecheng-12107	462	19	not	not	PART
fumecheng-12107	462	20	suitable	suitable	ADJ
fumecheng-12107	462	21	for	for	ADP
fumecheng-12107	462	22	big	big	ADJ
fumecheng-12107	462	23	data	datum	NOUN
fumecheng-12107	462	24	of	of	ADP
fumecheng-12107	462	25	terabytes	terabyte	NOUN
fumecheng-12107	462	26	and	and	CCONJ
fumecheng-12107	462	27	above	above	ADV
fumecheng-12107	462	28	.	.	PUNCT
fumecheng-12107	463	1	therefore	therefore	ADV
fumecheng-12107	463	2	,	,	PUNCT
fumecheng-12107	463	3	it	it	PRON
fumecheng-12107	463	4	is	be	AUX
fumecheng-12107	463	5	suggested	suggest	VERB
fumecheng-12107	463	6	to	to	PART
fumecheng-12107	463	7	use	use	VERB
fumecheng-12107	463	8	the	the	DET
fumecheng-12107	463	9	proposed	propose	VERB
fumecheng-12107	463	10	approach	approach	NOUN
fumecheng-12107	463	11	for	for	ADP
fumecheng-12107	463	12	other	other	ADJ
fumecheng-12107	463	13	social	social	ADJ
fumecheng-12107	463	14	media	medium	NOUN
fumecheng-12107	463	15	data	datum	NOUN
fumecheng-12107	463	16	,	,	PUNCT
fumecheng-12107	463	17	such	such	ADJ
fumecheng-12107	463	18	as	as	ADP
fumecheng-12107	463	19	twitter	twitter	NOUN
fumecheng-12107	463	20	,	,	PUNCT
fumecheng-12107	463	21	for	for	ADP
fumecheng-12107	463	22	future	future	ADJ
fumecheng-12107	463	23	researchers	researcher	NOUN
fumecheng-12107	463	24	.	.	PUNCT
fumecheng-12107	464	1	a	a	DET
fumecheng-12107	464	2	hybrid	hybrid	ADJ
fumecheng-12107	464	3	deep	deep	ADJ
fumecheng-12107	464	4	learning	learning	NOUN
fumecheng-12107	464	5	approach	approach	NOUN
fumecheng-12107	464	6	for	for	ADP
fumecheng-12107	464	7	sentiment	sentiment	NOUN
fumecheng-12107	464	8	analysis	analysis	NOUN
fumecheng-12107	464	9	in	in	ADP
fumecheng-12107	464	10	product	product	NOUN
fumecheng-12107	464	11	reviews	review	VERB
fumecheng-12107	464	12	499	499	NUM
fumecheng-12107	464	13	references	reference	NOUN
fumecheng-12107	464	14	1	1	NUM
fumecheng-12107	464	15	.	.	X
fumecheng-12107	464	16	rout	rout	PROPN
fumecheng-12107	464	17	,	,	PUNCT
fumecheng-12107	464	18	j.k	j.k	PROPN
fumecheng-12107	464	19	.	.	PROPN
fumecheng-12107	464	20	,	,	PUNCT
fumecheng-12107	464	21	choo	choo	PROPN
fumecheng-12107	464	22	,	,	PUNCT
fumecheng-12107	464	23	k.k.r	k.k.r	NOUN
fumecheng-12107	464	24	.	.	PUNCT
fumecheng-12107	464	25	,	,	PUNCT
fumecheng-12107	464	26	dash	dash	NOUN
fumecheng-12107	464	27	,	,	PUNCT
fumecheng-12107	464	28	a.k	a.k	PROPN
fumecheng-12107	464	29	.	.	PROPN
fumecheng-12107	464	30	,	,	PUNCT
fumecheng-12107	464	31	bakshi	bakshi	PROPN
fumecheng-12107	464	32	,	,	PUNCT
fumecheng-12107	464	33	s.	s.	PROPN
fumecheng-12107	464	34	,	,	PUNCT
fumecheng-12107	464	35	jena	jena	PROPN
fumecheng-12107	464	36	,	,	PUNCT
fumecheng-12107	464	37	s.k	s.k	PROPN
fumecheng-12107	464	38	.	.	PROPN
fumecheng-12107	464	39	,	,	PUNCT
fumecheng-12107	464	40	williams	williams	PROPN
fumecheng-12107	464	41	,	,	PUNCT
fumecheng-12107	464	42	k.l	k.l	PROPN
fumecheng-12107	464	43	.	.	PROPN
fumecheng-12107	464	44	,	,	PUNCT
fumecheng-12107	464	45	2018	2018	NUM
fumecheng-12107	464	46	,	,	PUNCT
fumecheng-12107	464	47	a	a	DET
fumecheng-12107	464	48	model	model	NOUN
fumecheng-12107	464	49	for	for	ADP
fumecheng-12107	464	50	sentiment	sentiment	NOUN
fumecheng-12107	464	51	and	and	CCONJ
fumecheng-12107	464	52	emotion	emotion	NOUN
fumecheng-12107	464	53	analysis	analysis	NOUN
fumecheng-12107	464	54	of	of	ADP
fumecheng-12107	464	55	unstructured	unstructured	ADJ
fumecheng-12107	464	56	social	social	ADJ
fumecheng-12107	464	57	media	medium	NOUN
fumecheng-12107	464	58	text	text	NOUN
fumecheng-12107	464	59	,	,	PUNCT
fumecheng-12107	464	60	electronic	electronic	ADJ
fumecheng-12107	464	61	commerce	commerce	NOUN
fumecheng-12107	464	62	research	research	NOUN
fumecheng-12107	464	63	,	,	PUNCT
fumecheng-12107	464	64	18	18	NUM
fumecheng-12107	464	65	,	,	PUNCT
fumecheng-12107	464	66	pp	pp	ADJ
fumecheng-12107	464	67	.	.	PUNCT
fumecheng-12107	465	1	181	181	NUM
fumecheng-12107	465	2	-	-	SYM
fumecheng-12107	465	3	199	199	NUM
fumecheng-12107	465	4	.	.	PUNCT
fumecheng-12107	466	1	2	2	X
fumecheng-12107	466	2	.	.	X
fumecheng-12107	466	3	liu	liu	PROPN
fumecheng-12107	466	4	,	,	PUNCT
fumecheng-12107	466	5	h.	h.	PROPN
fumecheng-12107	466	6	,	,	PUNCT
fumecheng-12107	466	7	chatterjee	chatterjee	PROPN
fumecheng-12107	466	8	,	,	PUNCT
fumecheng-12107	466	9	i.	i.	PROPN
fumecheng-12107	466	10	,	,	PUNCT
fumecheng-12107	466	11	zhou	zhou	PROPN
fumecheng-12107	466	12	,	,	PUNCT
fumecheng-12107	466	13	m.	m.	NOUN
fumecheng-12107	466	14	,	,	PUNCT
fumecheng-12107	466	15	lu	lu	PROPN
fumecheng-12107	466	16	,	,	PUNCT
fumecheng-12107	466	17	x.s	x.s	PROPN
fumecheng-12107	466	18	.	.	PROPN
fumecheng-12107	466	19	,	,	PUNCT
fumecheng-12107	466	20	abusorrah	abusorrah	PROPN
fumecheng-12107	466	21	,	,	PUNCT
fumecheng-12107	466	22	a.	a.	NOUN
fumecheng-12107	466	23	,	,	PUNCT
fumecheng-12107	466	24	2020	2020	NUM
fumecheng-12107	466	25	,	,	PUNCT
fumecheng-12107	466	26	aspect	aspect	NOUN
fumecheng-12107	466	27	-	-	PUNCT
fumecheng-12107	466	28	based	base	VERB
fumecheng-12107	466	29	sentiment	sentiment	NOUN
fumecheng-12107	466	30	analysis	analysis	NOUN
fumecheng-12107	466	31	:	:	PUNCT
fumecheng-12107	466	32	a	a	DET
fumecheng-12107	466	33	survey	survey	NOUN
fumecheng-12107	466	34	of	of	ADP
fumecheng-12107	466	35	deep	deep	ADJ
fumecheng-12107	466	36	learning	learning	NOUN
fumecheng-12107	466	37	methods	method	NOUN
fumecheng-12107	466	38	,	,	PUNCT
fumecheng-12107	466	39	ieee	ieee	NOUN
fumecheng-12107	466	40	transactions	transaction	NOUN
fumecheng-12107	466	41	on	on	ADP
fumecheng-12107	466	42	computational	computational	ADJ
fumecheng-12107	466	43	social	social	ADJ
fumecheng-12107	466	44	systems	system	NOUN
fumecheng-12107	466	45	,	,	PUNCT
fumecheng-12107	466	46	7(6	7(6	NUM
fumecheng-12107	466	47	)	)	PUNCT
fumecheng-12107	466	48	,	,	PUNCT
fumecheng-12107	466	49	pp	pp	ADP
fumecheng-12107	466	50	.	.	PUNCT
fumecheng-12107	467	1	1358	1358	NUM
fumecheng-12107	467	2	-	-	SYM
fumecheng-12107	467	3	1375	1375	NUM
fumecheng-12107	467	4	.	.	PUNCT
fumecheng-12107	468	1	3	3	X
fumecheng-12107	468	2	.	.	X
fumecheng-12107	468	3	trueman	trueman	PROPN
fumecheng-12107	468	4	,	,	PUNCT
fumecheng-12107	468	5	t.e	t.e	PROPN
fumecheng-12107	468	6	.	.	PROPN
fumecheng-12107	468	7	,	,	PUNCT
fumecheng-12107	468	8	cambria	cambria	PROPN
fumecheng-12107	468	9	,	,	PUNCT
fumecheng-12107	468	10	e.	e.	PROPN
fumecheng-12107	468	11	,	,	PUNCT
fumecheng-12107	468	12	2021	2021	NUM
fumecheng-12107	468	13	,	,	PUNCT
fumecheng-12107	468	14	a	a	DET
fumecheng-12107	468	15	convolutional	convolutional	ADJ
fumecheng-12107	468	16	stacked	stack	VERB
fumecheng-12107	468	17	bidirectional	bidirectional	ADJ
fumecheng-12107	468	18	lstm	lstm	NOUN
fumecheng-12107	468	19	with	with	ADP
fumecheng-12107	468	20	a	a	DET
fumecheng-12107	468	21	multiplicative	multiplicative	ADJ
fumecheng-12107	468	22	attention	attention	NOUN
fumecheng-12107	468	23	mechanism	mechanism	NOUN
fumecheng-12107	468	24	for	for	ADP
fumecheng-12107	468	25	aspect	aspect	NOUN
fumecheng-12107	468	26	category	category	NOUN
fumecheng-12107	468	27	and	and	CCONJ
fumecheng-12107	468	28	sentiment	sentiment	NOUN
fumecheng-12107	468	29	detection	detection	NOUN
fumecheng-12107	468	30	,	,	PUNCT
fumecheng-12107	468	31	cognitive	cognitive	ADJ
fumecheng-12107	468	32	computation	computation	NOUN
fumecheng-12107	468	33	,	,	PUNCT
fumecheng-12107	468	34	13	13	NUM
fumecheng-12107	468	35	,	,	PUNCT
fumecheng-12107	468	36	pp	pp	ADJ
fumecheng-12107	468	37	.	.	PUNCT
fumecheng-12107	468	38	1423	1423	NUM
fumecheng-12107	468	39	-	-	SYM
fumecheng-12107	468	40	1432	1432	NUM
fumecheng-12107	468	41	.	.	PUNCT
fumecheng-12107	469	1	4	4	NUM
fumecheng-12107	469	2	.	.	X
fumecheng-12107	469	3	sadr	sadr	PROPN
fumecheng-12107	469	4	,	,	PUNCT
fumecheng-12107	469	5	h.	h.	PROPN
fumecheng-12107	469	6	,	,	PUNCT
fumecheng-12107	469	7	pedram	pedram	PROPN
fumecheng-12107	469	8	,	,	PUNCT
fumecheng-12107	469	9	m.m	m.m	PROPN
fumecheng-12107	469	10	.	.	PROPN
fumecheng-12107	469	11	,	,	PUNCT
fumecheng-12107	469	12	teshnehlab	teshnehlab	PROPN
fumecheng-12107	469	13	,	,	PUNCT
fumecheng-12107	469	14	m.	m.	NOUN
fumecheng-12107	469	15	,	,	PUNCT
fumecheng-12107	469	16	2019	2019	NUM
fumecheng-12107	469	17	,	,	PUNCT
fumecheng-12107	469	18	a	a	DET
fumecheng-12107	469	19	robust	robust	ADJ
fumecheng-12107	469	20	sentiment	sentiment	NOUN
fumecheng-12107	469	21	analysis	analysis	NOUN
fumecheng-12107	469	22	method	method	NOUN
fumecheng-12107	469	23	based	base	VERB
fumecheng-12107	469	24	on	on	ADP
fumecheng-12107	469	25	sequential	sequential	ADJ
fumecheng-12107	469	26	combination	combination	NOUN
fumecheng-12107	469	27	of	of	ADP
fumecheng-12107	469	28	convolutional	convolutional	ADJ
fumecheng-12107	469	29	and	and	CCONJ
fumecheng-12107	469	30	recursive	recursive	ADJ
fumecheng-12107	469	31	neural	neural	ADJ
fumecheng-12107	469	32	networks	network	NOUN
fumecheng-12107	469	33	,	,	PUNCT
fumecheng-12107	469	34	neural	neural	ADJ
fumecheng-12107	469	35	processing	processing	NOUN
fumecheng-12107	469	36	letters	letter	NOUN
fumecheng-12107	469	37	,	,	PUNCT
fumecheng-12107	469	38	50	50	NUM
fumecheng-12107	469	39	,	,	PUNCT
fumecheng-12107	469	40	pp	pp	ADJ
fumecheng-12107	469	41	.	.	PUNCT
fumecheng-12107	469	42	2745	2745	NUM
fumecheng-12107	469	43	-	-	SYM
fumecheng-12107	469	44	2761	2761	NUM
fumecheng-12107	469	45	.	.	PUNCT
fumecheng-12107	470	1	5	5	NUM
fumecheng-12107	470	2	.	.	X
fumecheng-12107	470	3	silva	silva	PROPN
fumecheng-12107	470	4	,	,	PUNCT
fumecheng-12107	470	5	n.f.f.d	n.f.f.d	PROPN
fumecheng-12107	470	6	.	.	PROPN
fumecheng-12107	470	7	,	,	PUNCT
fumecheng-12107	470	8	coletta	coletta	NOUN
fumecheng-12107	470	9	,	,	PUNCT
fumecheng-12107	470	10	l.f	l.f	PROPN
fumecheng-12107	470	11	.	.	PROPN
fumecheng-12107	470	12	,	,	PUNCT
fumecheng-12107	470	13	hruschka	hruschka	PROPN
fumecheng-12107	470	14	,	,	PUNCT
fumecheng-12107	470	15	e.r	e.r	PROPN
fumecheng-12107	470	16	.	.	PROPN
fumecheng-12107	470	17	,	,	PUNCT
fumecheng-12107	470	18	2016	2016	NUM
fumecheng-12107	470	19	,	,	PUNCT
fumecheng-12107	470	20	a	a	DET
fumecheng-12107	470	21	survey	survey	NOUN
fumecheng-12107	470	22	and	and	CCONJ
fumecheng-12107	470	23	comparative	comparative	ADJ
fumecheng-12107	470	24	study	study	NOUN
fumecheng-12107	470	25	of	of	ADP
fumecheng-12107	470	26	tweet	tweet	NOUN
fumecheng-12107	470	27	sentiment	sentiment	NOUN
fumecheng-12107	470	28	analysis	analysis	NOUN
fumecheng-12107	470	29	via	via	ADP
fumecheng-12107	470	30	semi	semi	ADJ
fumecheng-12107	470	31	-	-	ADJ
fumecheng-12107	470	32	supervised	supervised	ADJ
fumecheng-12107	470	33	learning	learning	NOUN
fumecheng-12107	470	34	,	,	PUNCT
fumecheng-12107	470	35	acm	acm	PROPN
fumecheng-12107	470	36	computing	computing	NOUN
fumecheng-12107	470	37	surveys	survey	NOUN
fumecheng-12107	470	38	(	(	PUNCT
fumecheng-12107	470	39	csur	csur	NOUN
fumecheng-12107	470	40	)	)	PUNCT
fumecheng-12107	470	41	,	,	PUNCT
fumecheng-12107	470	42	49(1	49(1	NOUN
fumecheng-12107	470	43	)	)	PUNCT
fumecheng-12107	470	44	,	,	PUNCT
fumecheng-12107	470	45	15	15	NUM
fumecheng-12107	470	46	.	.	NOUN
fumecheng-12107	470	47	6	6	NUM
fumecheng-12107	470	48	.	.	X
fumecheng-12107	471	1	dang	dang	PROPN
fumecheng-12107	471	2	,	,	PUNCT
fumecheng-12107	471	3	n.c	n.c	PROPN
fumecheng-12107	471	4	.	.	PROPN
fumecheng-12107	471	5	,	,	PUNCT
fumecheng-12107	471	6	moreno	moreno	PROPN
fumecheng-12107	471	7	-	-	PUNCT
fumecheng-12107	471	8	garcía	garcía	PROPN
fumecheng-12107	471	9	,	,	PUNCT
fumecheng-12107	471	10	m.n	m.n	PROPN
fumecheng-12107	471	11	.	.	PROPN
fumecheng-12107	471	12	,	,	PUNCT
fumecheng-12107	471	13	de	de	PROPN
fumecheng-12107	471	14	la	la	PROPN
fumecheng-12107	471	15	prieta	prieta	PROPN
fumecheng-12107	471	16	,	,	PUNCT
fumecheng-12107	471	17	f.	f.	PROPN
fumecheng-12107	471	18	,	,	PUNCT
fumecheng-12107	471	19	2020	2020	NUM
fumecheng-12107	471	20	,	,	PUNCT
fumecheng-12107	471	21	sentiment	sentiment	NOUN
fumecheng-12107	471	22	analysis	analysis	NOUN
fumecheng-12107	471	23	based	base	VERB
fumecheng-12107	471	24	on	on	ADP
fumecheng-12107	471	25	deep	deep	ADJ
fumecheng-12107	471	26	learning	learning	NOUN
fumecheng-12107	471	27	:	:	PUNCT
fumecheng-12107	471	28	a	a	DET
fumecheng-12107	471	29	comparative	comparative	ADJ
fumecheng-12107	471	30	study	study	NOUN
fumecheng-12107	471	31	,	,	PUNCT
fumecheng-12107	471	32	electronics	electronic	NOUN
fumecheng-12107	471	33	,	,	PUNCT
fumecheng-12107	471	34	9(3	9(3	NUM
fumecheng-12107	471	35	)	)	PUNCT
fumecheng-12107	471	36	,	,	PUNCT
fumecheng-12107	471	37	483	483	NUM
fumecheng-12107	471	38	.	.	NOUN
fumecheng-12107	472	1	7	7	NUM
fumecheng-12107	472	2	.	.	X
fumecheng-12107	472	3	rong	rong	PROPN
fumecheng-12107	472	4	,	,	PUNCT
fumecheng-12107	472	5	w.	w.	PROPN
fumecheng-12107	472	6	,	,	PUNCT
fumecheng-12107	472	7	peng	peng	PROPN
fumecheng-12107	472	8	,	,	PUNCT
fumecheng-12107	472	9	b.	b.	PROPN
fumecheng-12107	472	10	,	,	PUNCT
fumecheng-12107	472	11	ouyang	ouyang	PROPN
fumecheng-12107	472	12	,	,	PUNCT
fumecheng-12107	472	13	y.	y.	PROPN
fumecheng-12107	472	14	,	,	PUNCT
fumecheng-12107	472	15	li	li	PROPN
fumecheng-12107	472	16	,	,	PUNCT
fumecheng-12107	472	17	c.	c.	PROPN
fumecheng-12107	472	18	,	,	PUNCT
fumecheng-12107	472	19	xiong	xiong	PROPN
fumecheng-12107	472	20	,	,	PUNCT
fumecheng-12107	472	21	z.	z.	PROPN
fumecheng-12107	472	22	,	,	PUNCT
fumecheng-12107	472	23	2013	2013	NUM
fumecheng-12107	472	24	,	,	PUNCT
fumecheng-12107	472	25	semi	semi	ADJ
fumecheng-12107	472	26	-	-	ADJ
fumecheng-12107	472	27	supervised	supervised	ADJ
fumecheng-12107	472	28	dual	dual	ADJ
fumecheng-12107	472	29	recurrent	recurrent	ADJ
fumecheng-12107	472	30	neural	neural	ADJ
fumecheng-12107	472	31	network	network	NOUN
fumecheng-12107	472	32	for	for	ADP
fumecheng-12107	472	33	sentiment	sentiment	NOUN
fumecheng-12107	472	34	analysis	analysis	NOUN
fumecheng-12107	472	35	,	,	PUNCT
fumecheng-12107	472	36	in	in	ADP
fumecheng-12107	472	37	2013	2013	NUM
fumecheng-12107	472	38	ieee	ieee	NOUN
fumecheng-12107	472	39	11th	11th	ADJ
fumecheng-12107	472	40	international	international	ADJ
fumecheng-12107	472	41	conference	conference	NOUN
fumecheng-12107	472	42	on	on	ADP
fumecheng-12107	472	43	dependable	dependable	ADJ
fumecheng-12107	472	44	,	,	PUNCT
fumecheng-12107	472	45	autonomic	autonomic	ADJ
fumecheng-12107	472	46	and	and	CCONJ
fumecheng-12107	472	47	secure	secure	ADJ
fumecheng-12107	472	48	computing	computing	NOUN
fumecheng-12107	472	49	(	(	PUNCT
fumecheng-12107	472	50	pp	pp	ADJ
fumecheng-12107	472	51	.	.	PUNCT
fumecheng-12107	473	1	438	438	NUM
fumecheng-12107	473	2	-	-	SYM
fumecheng-12107	473	3	445	445	NUM
fumecheng-12107	473	4	)	)	PUNCT
fumecheng-12107	473	5	,	,	PUNCT
fumecheng-12107	473	6	chengdu	chengdu	PROPN
fumecheng-12107	473	7	,	,	PUNCT
fumecheng-12107	473	8	china	china	PROPN
fumecheng-12107	473	9	,	,	PUNCT
fumecheng-12107	473	10	ieee	ieee	PROPN
fumecheng-12107	473	11	.	.	PUNCT
fumecheng-12107	474	1	8	8	NUM
fumecheng-12107	474	2	.	.	X
fumecheng-12107	475	1	evans	evans	PROPN
fumecheng-12107	475	2	,	,	PUNCT
fumecheng-12107	475	3	d.	d.	PROPN
fumecheng-12107	475	4	,	,	PUNCT
fumecheng-12107	475	5	bratton	bratton	PROPN
fumecheng-12107	475	6	,	,	PUNCT
fumecheng-12107	475	7	s.	s.	PROPN
fumecheng-12107	475	8	,	,	PUNCT
fumecheng-12107	475	9	mckee	mckee	PROPN
fumecheng-12107	475	10	,	,	PUNCT
fumecheng-12107	475	11	j.	j.	PROPN
fumecheng-12107	475	12	,	,	PUNCT
fumecheng-12107	475	13	2021	2021	NUM
fumecheng-12107	475	14	,	,	PUNCT
fumecheng-12107	475	15	social	social	ADJ
fumecheng-12107	475	16	media	medium	NOUN
fumecheng-12107	475	17	marketing	marketing	NOUN
fumecheng-12107	475	18	,	,	PUNCT
fumecheng-12107	475	19	ag	ag	PROPN
fumecheng-12107	475	20	printing	printing	NOUN
fumecheng-12107	475	21	&	&	CCONJ
fumecheng-12107	475	22	publishing	publishing	NOUN
fumecheng-12107	475	23	.	.	PUNCT
fumecheng-12107	476	1	9	9	X
fumecheng-12107	476	2	.	.	X
fumecheng-12107	476	3	capatina	capatina	PROPN
fumecheng-12107	476	4	,	,	PUNCT
fumecheng-12107	476	5	a.	a.	PROPN
fumecheng-12107	476	6	,	,	PUNCT
fumecheng-12107	476	7	kachour	kachour	NOUN
fumecheng-12107	476	8	,	,	PUNCT
fumecheng-12107	476	9	m.	m.	NOUN
fumecheng-12107	476	10	,	,	PUNCT
fumecheng-12107	476	11	lichy	lichy	NOUN
fumecheng-12107	476	12	,	,	PUNCT
fumecheng-12107	476	13	j.	j.	PROPN
fumecheng-12107	476	14	,	,	PUNCT
fumecheng-12107	476	15	micu	micu	PROPN
fumecheng-12107	476	16	,	,	PUNCT
fumecheng-12107	476	17	a.	a.	PROPN
fumecheng-12107	476	18	,	,	PUNCT
fumecheng-12107	476	19	micu	micu	PROPN
fumecheng-12107	476	20	,	,	PUNCT
fumecheng-12107	476	21	a.e	a.e	PROPN
fumecheng-12107	476	22	.	.	PROPN
fumecheng-12107	476	23	,	,	PUNCT
fumecheng-12107	476	24	codignola	codignola	PROPN
fumecheng-12107	476	25	,	,	PUNCT
fumecheng-12107	476	26	f.	f.	PROPN
fumecheng-12107	476	27	,	,	PUNCT
fumecheng-12107	476	28	2020	2020	NUM
fumecheng-12107	476	29	,	,	PUNCT
fumecheng-12107	476	30	matching	match	VERB
fumecheng-12107	476	31	the	the	DET
fumecheng-12107	476	32	future	future	ADJ
fumecheng-12107	476	33	capabilities	capability	NOUN
fumecheng-12107	476	34	of	of	ADP
fumecheng-12107	476	35	an	an	DET
fumecheng-12107	476	36	artificial	artificial	ADJ
fumecheng-12107	476	37	intelligence	intelligence	NOUN
fumecheng-12107	476	38	-	-	PUNCT
fumecheng-12107	476	39	based	base	VERB
fumecheng-12107	476	40	software	software	NOUN
fumecheng-12107	476	41	for	for	ADP
fumecheng-12107	476	42	social	social	ADJ
fumecheng-12107	476	43	media	medium	NOUN
fumecheng-12107	476	44	marketing	marketing	NOUN
fumecheng-12107	476	45	with	with	ADP
fumecheng-12107	476	46	potential	potential	ADJ
fumecheng-12107	476	47	users	user	NOUN
fumecheng-12107	476	48	’	’	PART
fumecheng-12107	476	49	expectations	expectation	NOUN
fumecheng-12107	476	50	,	,	PUNCT
fumecheng-12107	476	51	technological	technological	ADJ
fumecheng-12107	476	52	forecasting	forecasting	NOUN
fumecheng-12107	476	53	and	and	CCONJ
fumecheng-12107	476	54	social	social	ADJ
fumecheng-12107	476	55	change	change	NOUN
fumecheng-12107	476	56	,	,	PUNCT
fumecheng-12107	476	57	151	151	NUM
fumecheng-12107	476	58	,	,	PUNCT
fumecheng-12107	476	59	119794	119794	NUM
fumecheng-12107	476	60	.	.	PUNCT
fumecheng-12107	477	1	10	10	NUM
fumecheng-12107	477	2	.	.	X
fumecheng-12107	477	3	mattila	mattila	NOUN
fumecheng-12107	477	4	,	,	PUNCT
fumecheng-12107	477	5	m.	m.	NOUN
fumecheng-12107	477	6	,	,	PUNCT
fumecheng-12107	477	7	salman	salman	PROPN
fumecheng-12107	477	8	,	,	PUNCT
fumecheng-12107	477	9	h.	h.	PROPN
fumecheng-12107	477	10	,	,	PUNCT
fumecheng-12107	477	11	2018	2018	NUM
fumecheng-12107	477	12	,	,	PUNCT
fumecheng-12107	477	13	analysing	analyse	VERB
fumecheng-12107	477	14	social	social	ADJ
fumecheng-12107	477	15	media	medium	NOUN
fumecheng-12107	477	16	marketing	marketing	NOUN
fumecheng-12107	477	17	on	on	ADP
fumecheng-12107	477	18	twitter	twitter	NOUN
fumecheng-12107	477	19	using	use	VERB
fumecheng-12107	477	20	sentiment	sentiment	NOUN
fumecheng-12107	477	21	analysis	analysis	NOUN
fumecheng-12107	477	22	,	,	PUNCT
fumecheng-12107	477	23	kth	kth	PROPN
fumecheng-12107	477	24	.	.	PROPN
fumecheng-12107	477	25	11	11	NUM
fumecheng-12107	477	26	.	.	PUNCT
fumecheng-12107	478	1	kitsios	kitsio	NOUN
fumecheng-12107	478	2	,	,	PUNCT
fumecheng-12107	478	3	f.	f.	PROPN
fumecheng-12107	478	4	,	,	PUNCT
fumecheng-12107	478	5	kamariotou	kamariotou	PROPN
fumecheng-12107	478	6	,	,	PUNCT
fumecheng-12107	478	7	m.	m.	NOUN
fumecheng-12107	478	8	,	,	PUNCT
fumecheng-12107	478	9	karanikolas	karanikola	NOUN
fumecheng-12107	478	10	,	,	PUNCT
fumecheng-12107	478	11	p.	p.	NOUN
fumecheng-12107	478	12	,	,	PUNCT
fumecheng-12107	478	13	grigoroudis	grigoroudis	PROPN
fumecheng-12107	478	14	,	,	PUNCT
fumecheng-12107	478	15	e.	e.	PROPN
fumecheng-12107	478	16	,	,	PUNCT
fumecheng-12107	478	17	2021	2021	NUM
fumecheng-12107	478	18	,	,	PUNCT
fumecheng-12107	478	19	digital	digital	ADJ
fumecheng-12107	478	20	marketing	marketing	NOUN
fumecheng-12107	478	21	platforms	platform	NOUN
fumecheng-12107	478	22	and	and	CCONJ
fumecheng-12107	478	23	customer	customer	NOUN
fumecheng-12107	478	24	satisfaction	satisfaction	NOUN
fumecheng-12107	478	25	:	:	PUNCT
fumecheng-12107	478	26	identifying	identify	VERB
fumecheng-12107	478	27	ewom	ewom	NOUN
fumecheng-12107	478	28	using	use	VERB
fumecheng-12107	478	29	big	big	ADJ
fumecheng-12107	478	30	data	datum	NOUN
fumecheng-12107	478	31	and	and	CCONJ
fumecheng-12107	478	32	text	text	NOUN
fumecheng-12107	478	33	mining	mining	NOUN
fumecheng-12107	478	34	,	,	PUNCT
fumecheng-12107	478	35	applied	apply	VERB
fumecheng-12107	478	36	sciences	science	NOUN
fumecheng-12107	478	37	,	,	PUNCT
fumecheng-12107	478	38	11(17	11(17	NUM
fumecheng-12107	478	39	)	)	PUNCT
fumecheng-12107	478	40	,	,	PUNCT
fumecheng-12107	478	41	8032	8032	NUM
fumecheng-12107	478	42	.	.	PUNCT
fumecheng-12107	479	1	12	12	NUM
fumecheng-12107	479	2	.	.	PUNCT
fumecheng-12107	480	1	chen	chen	PROPN
fumecheng-12107	480	2	,	,	PUNCT
fumecheng-12107	480	3	l.c	l.c	PROPN
fumecheng-12107	480	4	.	.	PROPN
fumecheng-12107	480	5	,	,	PUNCT
fumecheng-12107	480	6	lee	lee	PROPN
fumecheng-12107	480	7	,	,	PUNCT
fumecheng-12107	480	8	c.m	c.m	PROPN
fumecheng-12107	480	9	.	.	PROPN
fumecheng-12107	480	10	,	,	PUNCT
fumecheng-12107	480	11	chen	chen	PROPN
fumecheng-12107	480	12	,	,	PUNCT
fumecheng-12107	480	13	m.y	m.y	PROPN
fumecheng-12107	480	14	.	.	PROPN
fumecheng-12107	480	15	,	,	PUNCT
fumecheng-12107	480	16	2020	2020	NUM
fumecheng-12107	480	17	,	,	PUNCT
fumecheng-12107	480	18	exploration	exploration	NOUN
fumecheng-12107	480	19	of	of	ADP
fumecheng-12107	480	20	social	social	ADJ
fumecheng-12107	480	21	media	medium	NOUN
fumecheng-12107	480	22	for	for	ADP
fumecheng-12107	480	23	sentiment	sentiment	NOUN
fumecheng-12107	480	24	analysis	analysis	NOUN
fumecheng-12107	480	25	using	use	VERB
fumecheng-12107	480	26	deep	deep	ADJ
fumecheng-12107	480	27	learning	learning	NOUN
fumecheng-12107	480	28	,	,	PUNCT
fumecheng-12107	480	29	soft	soft	ADJ
fumecheng-12107	480	30	computing	computing	NOUN
fumecheng-12107	480	31	,	,	PUNCT
fumecheng-12107	480	32	24	24	NUM
fumecheng-12107	480	33	,	,	PUNCT
fumecheng-12107	480	34	pp	pp	ADJ
fumecheng-12107	480	35	.	.	PUNCT
fumecheng-12107	480	36	8187	8187	NUM
fumecheng-12107	480	37	-	-	PUNCT
fumecheng-12107	480	38	8197	8197	NUM
fumecheng-12107	480	39	.	.	PUNCT
fumecheng-12107	481	1	13	13	NUM
fumecheng-12107	481	2	.	.	X
fumecheng-12107	481	3	umer	umer	PROPN
fumecheng-12107	481	4	,	,	PUNCT
fumecheng-12107	481	5	m.	m.	NOUN
fumecheng-12107	481	6	,	,	PUNCT
fumecheng-12107	481	7	imtiaz	imtiaz	PROPN
fumecheng-12107	481	8	,	,	PUNCT
fumecheng-12107	481	9	z.	z.	PROPN
fumecheng-12107	481	10	,	,	PUNCT
fumecheng-12107	481	11	ahmad	ahmad	PROPN
fumecheng-12107	481	12	,	,	PUNCT
fumecheng-12107	481	13	m.	m.	NOUN
fumecheng-12107	481	14	,	,	PUNCT
fumecheng-12107	481	15	nappi	nappi	PROPN
fumecheng-12107	481	16	,	,	PUNCT
fumecheng-12107	481	17	m.	m.	NOUN
fumecheng-12107	481	18	,	,	PUNCT
fumecheng-12107	481	19	medaglia	medaglia	PROPN
fumecheng-12107	481	20	,	,	PUNCT
fumecheng-12107	481	21	c.	c.	PROPN
fumecheng-12107	481	22	,	,	PUNCT
fumecheng-12107	481	23	choi	choi	NOUN
fumecheng-12107	481	24	,	,	PUNCT
fumecheng-12107	481	25	g.	g.	PROPN
fumecheng-12107	481	26	s.	s.	PROPN
fumecheng-12107	481	27	,	,	PUNCT
fumecheng-12107	481	28	mehmood	mehmood	PROPN
fumecheng-12107	481	29	,	,	PUNCT
fumecheng-12107	481	30	a.	a.	NOUN
fumecheng-12107	481	31	,	,	PUNCT
fumecheng-12107	481	32	2023	2023	NUM
fumecheng-12107	481	33	,	,	PUNCT
fumecheng-12107	481	34	impact	impact	NOUN
fumecheng-12107	481	35	of	of	ADP
fumecheng-12107	481	36	convolutional	convolutional	ADJ
fumecheng-12107	481	37	neural	neural	ADJ
fumecheng-12107	481	38	network	network	NOUN
fumecheng-12107	481	39	and	and	CCONJ
fumecheng-12107	481	40	fasttext	fasttext	NOUN
fumecheng-12107	481	41	embedding	embed	VERB
fumecheng-12107	481	42	on	on	ADP
fumecheng-12107	481	43	text	text	NOUN
fumecheng-12107	481	44	classification	classification	NOUN
fumecheng-12107	481	45	,	,	PUNCT
fumecheng-12107	481	46	multimedia	multimedia	NOUN
fumecheng-12107	481	47	tools	tool	NOUN
fumecheng-12107	481	48	and	and	CCONJ
fumecheng-12107	481	49	applications	application	NOUN
fumecheng-12107	481	50	,	,	PUNCT
fumecheng-12107	481	51	82(4	82(4	NUM
fumecheng-12107	481	52	)	)	PUNCT
fumecheng-12107	481	53	,	,	PUNCT
fumecheng-12107	481	54	5569	5569	NUM
fumecheng-12107	481	55	-	-	SYM
fumecheng-12107	481	56	5585	5585	NUM
fumecheng-12107	481	57	.	.	PUNCT
fumecheng-12107	482	1	14	14	NUM
fumecheng-12107	482	2	.	.	PUNCT
fumecheng-12107	483	1	wang	wang	PROPN
fumecheng-12107	483	2	,	,	PUNCT
fumecheng-12107	483	3	g.	g.	PROPN
fumecheng-12107	483	4	,	,	PUNCT
fumecheng-12107	483	5	sun	sun	PROPN
fumecheng-12107	483	6	,	,	PUNCT
fumecheng-12107	483	7	j.	j.	PROPN
fumecheng-12107	483	8	,	,	PUNCT
fumecheng-12107	483	9	ma	ma	PROPN
fumecheng-12107	483	10	,	,	PUNCT
fumecheng-12107	483	11	j.	j.	PROPN
fumecheng-12107	483	12	,	,	PUNCT
fumecheng-12107	483	13	xu	xu	PROPN
fumecheng-12107	483	14	,	,	PUNCT
fumecheng-12107	483	15	k.	k.	PROPN
fumecheng-12107	483	16	,	,	PUNCT
fumecheng-12107	483	17	gu	gu	PROPN
fumecheng-12107	483	18	,	,	PUNCT
fumecheng-12107	483	19	j.	j.	PROPN
fumecheng-12107	483	20	,	,	PUNCT
fumecheng-12107	483	21	2014	2014	NUM
fumecheng-12107	483	22	,	,	PUNCT
fumecheng-12107	483	23	sentiment	sentiment	NOUN
fumecheng-12107	483	24	classification	classification	NOUN
fumecheng-12107	483	25	:	:	PUNCT
fumecheng-12107	483	26	the	the	DET
fumecheng-12107	483	27	contribution	contribution	NOUN
fumecheng-12107	483	28	of	of	ADP
fumecheng-12107	483	29	ensemble	ensemble	ADJ
fumecheng-12107	483	30	learning	learning	NOUN
fumecheng-12107	483	31	,	,	PUNCT
fumecheng-12107	483	32	decision	decision	NOUN
fumecheng-12107	483	33	support	support	NOUN
fumecheng-12107	483	34	systems	system	NOUN
fumecheng-12107	483	35	,	,	PUNCT
fumecheng-12107	483	36	57	57	NUM
fumecheng-12107	483	37	,	,	PUNCT
fumecheng-12107	483	38	pp	pp	ADJ
fumecheng-12107	483	39	.	.	PUNCT
fumecheng-12107	484	1	77	77	NUM
fumecheng-12107	484	2	-	-	SYM
fumecheng-12107	484	3	93	93	NUM
fumecheng-12107	484	4	.	.	PUNCT
fumecheng-12107	485	1	15	15	NUM
fumecheng-12107	485	2	.	.	PUNCT
fumecheng-12107	486	1	ahmad	ahmad	PROPN
fumecheng-12107	486	2	,	,	PUNCT
fumecheng-12107	486	3	k.	k.	PROPN
fumecheng-12107	487	1	ed	ed	PROPN
fumecheng-12107	487	2	.	.	PROPN
fumecheng-12107	487	3	,	,	PUNCT
fumecheng-12107	487	4	2011	2011	NUM
fumecheng-12107	487	5	,	,	PUNCT
fumecheng-12107	487	6	affective	affective	NOUN
fumecheng-12107	487	7	computing	computing	NOUN
fumecheng-12107	487	8	and	and	CCONJ
fumecheng-12107	487	9	sentiment	sentiment	NOUN
fumecheng-12107	487	10	analysis	analysis	NOUN
fumecheng-12107	487	11	:	:	PUNCT
fumecheng-12107	488	1	emotion	emotion	NOUN
fumecheng-12107	488	2	,	,	PUNCT
fumecheng-12107	488	3	metaphor	metaphor	NOUN
fumecheng-12107	488	4	and	and	CCONJ
fumecheng-12107	488	5	terminology	terminology	NOUN
fumecheng-12107	488	6	,	,	PUNCT
fumecheng-12107	488	7	springer	springer	NOUN
fumecheng-12107	488	8	science	science	PROPN
fumecheng-12107	488	9	&	&	CCONJ
fumecheng-12107	488	10	business	business	NOUN
fumecheng-12107	488	11	media	medium	NOUN
fumecheng-12107	488	12	.	.	PUNCT
fumecheng-12107	489	1	16	16	NUM
fumecheng-12107	489	2	.	.	PUNCT
fumecheng-12107	490	1	liu	liu	PROPN
fumecheng-12107	490	2	,	,	PUNCT
fumecheng-12107	490	3	b.	b.	PROPN
fumecheng-12107	490	4	,	,	PUNCT
fumecheng-12107	490	5	2022	2022	NUM
fumecheng-12107	490	6	,	,	PUNCT
fumecheng-12107	490	7	sentiment	sentiment	NOUN
fumecheng-12107	490	8	analysis	analysis	NOUN
fumecheng-12107	490	9	and	and	CCONJ
fumecheng-12107	490	10	opinion	opinion	NOUN
fumecheng-12107	490	11	mining	mining	NOUN
fumecheng-12107	490	12	,	,	PUNCT
fumecheng-12107	490	13	springer	springer	NOUN
fumecheng-12107	490	14	nature	nature	NOUN
fumecheng-12107	490	15	.	.	PUNCT
fumecheng-12107	491	1	17	17	NUM
fumecheng-12107	491	2	.	.	X
fumecheng-12107	492	1	saumya	saumya	PROPN
fumecheng-12107	492	2	,	,	PUNCT
fumecheng-12107	492	3	s.	s.	PROPN
fumecheng-12107	492	4	,	,	PUNCT
fumecheng-12107	492	5	singh	singh	PROPN
fumecheng-12107	492	6	,	,	PUNCT
fumecheng-12107	492	7	j.p	j.p	PROPN
fumecheng-12107	492	8	.	.	PROPN
fumecheng-12107	492	9	,	,	PUNCT
fumecheng-12107	492	10	2018	2018	NUM
fumecheng-12107	492	11	,	,	PUNCT
fumecheng-12107	492	12	detection	detection	NOUN
fumecheng-12107	492	13	of	of	ADP
fumecheng-12107	492	14	spam	spam	NOUN
fumecheng-12107	492	15	reviews	review	NOUN
fumecheng-12107	492	16	:	:	PUNCT
fumecheng-12107	492	17	a	a	DET
fumecheng-12107	492	18	sentiment	sentiment	NOUN
fumecheng-12107	492	19	analysis	analysis	NOUN
fumecheng-12107	492	20	approach	approach	NOUN
fumecheng-12107	492	21	,	,	PUNCT
fumecheng-12107	492	22	csi	csi	PROPN
fumecheng-12107	492	23	transactions	transaction	NOUN
fumecheng-12107	492	24	on	on	ADP
fumecheng-12107	492	25	ict	ict	PROPN
fumecheng-12107	492	26	,	,	PUNCT
fumecheng-12107	492	27	6(2	6(2	NUM
fumecheng-12107	492	28	)	)	PUNCT
fumecheng-12107	492	29	,	,	PUNCT
fumecheng-12107	492	30	pp	pp	ADP
fumecheng-12107	492	31	.	.	PUNCT
fumecheng-12107	493	1	137	137	NUM
fumecheng-12107	493	2	-	-	SYM
fumecheng-12107	493	3	148	148	NUM
fumecheng-12107	493	4	.	.	PUNCT
fumecheng-12107	494	1	18	18	NUM
fumecheng-12107	494	2	.	.	X
fumecheng-12107	495	1	prusa	prusa	PROPN
fumecheng-12107	495	2	,	,	PUNCT
fumecheng-12107	495	3	j.	j.	PROPN
fumecheng-12107	495	4	,	,	PUNCT
fumecheng-12107	495	5	khoshgoftaar	khoshgoftaar	PROPN
fumecheng-12107	495	6	,	,	PUNCT
fumecheng-12107	495	7	t.m	t.m	PROPN
fumecheng-12107	495	8	.	.	PROPN
fumecheng-12107	495	9	,	,	PUNCT
fumecheng-12107	495	10	dittman	dittman	NOUN
fumecheng-12107	495	11	,	,	PUNCT
fumecheng-12107	495	12	d.j	d.j	PROPN
fumecheng-12107	495	13	.	.	PROPN
fumecheng-12107	495	14	,	,	PUNCT
fumecheng-12107	495	15	napolitano	napolitano	PROPN
fumecheng-12107	495	16	,	,	PUNCT
fumecheng-12107	495	17	a.	a.	PROPN
fumecheng-12107	495	18	,	,	PUNCT
fumecheng-12107	495	19	2015	2015	NUM
fumecheng-12107	495	20	,	,	PUNCT
fumecheng-12107	495	21	using	use	VERB
fumecheng-12107	495	22	random	random	ADJ
fumecheng-12107	495	23	undersampling	undersampling	ADJ
fumecheng-12107	495	24	to	to	PART
fumecheng-12107	495	25	alleviate	alleviate	VERB
fumecheng-12107	495	26	class	class	NOUN
fumecheng-12107	495	27	imbalance	imbalance	NOUN
fumecheng-12107	495	28	on	on	ADP
fumecheng-12107	495	29	tweet	tweet	NOUN
fumecheng-12107	495	30	sentiment	sentiment	NOUN
fumecheng-12107	495	31	data	datum	NOUN
fumecheng-12107	495	32	,	,	PUNCT
fumecheng-12107	495	33	in	in	ADP
fumecheng-12107	495	34	2015	2015	NUM
fumecheng-12107	495	35	ieee	ieee	NOUN
fumecheng-12107	495	36	international	international	ADJ
fumecheng-12107	495	37	conference	conference	NOUN
fumecheng-12107	495	38	on	on	ADP
fumecheng-12107	495	39	information	information	NOUN
fumecheng-12107	495	40	reuse	reuse	NOUN
fumecheng-12107	495	41	and	and	CCONJ
fumecheng-12107	495	42	integration	integration	NOUN
fumecheng-12107	495	43	,	,	PUNCT
fumecheng-12107	495	44	pp	pp	ADJ
fumecheng-12107	495	45	.	.	PUNCT
fumecheng-12107	496	1	197	197	NUM
fumecheng-12107	496	2	-	-	SYM
fumecheng-12107	496	3	202	202	NUM
fumecheng-12107	496	4	,	,	PUNCT
fumecheng-12107	496	5	san	san	PROPN
fumecheng-12107	496	6	francisco	francisco	PROPN
fumecheng-12107	496	7	,	,	PUNCT
fumecheng-12107	496	8	ca	ca	PROPN
fumecheng-12107	496	9	,	,	PUNCT
fumecheng-12107	496	10	usa	usa	PROPN
fumecheng-12107	496	11	,	,	PUNCT
fumecheng-12107	496	12	ieee	ieee	PROPN
fumecheng-12107	496	13	.	.	PUNCT
fumecheng-12107	497	1	19	19	NUM
fumecheng-12107	497	2	.	.	PUNCT
fumecheng-12107	498	1	li	li	PROPN
fumecheng-12107	498	2	,	,	PUNCT
fumecheng-12107	498	3	s.	s.	PROPN
fumecheng-12107	498	4	,	,	PUNCT
fumecheng-12107	498	5	wang	wang	PROPN
fumecheng-12107	498	6	,	,	PUNCT
fumecheng-12107	498	7	z.	z.	PROPN
fumecheng-12107	498	8	,	,	PUNCT
fumecheng-12107	498	9	zhou	zhou	PROPN
fumecheng-12107	498	10	,	,	PUNCT
fumecheng-12107	498	11	g.	g.	PROPN
fumecheng-12107	498	12	,	,	PUNCT
fumecheng-12107	498	13	lee	lee	PROPN
fumecheng-12107	498	14	,	,	PUNCT
fumecheng-12107	498	15	s.y.m	s.y.m	PROPN
fumecheng-12107	498	16	.	.	PROPN
fumecheng-12107	498	17	,	,	PUNCT
fumecheng-12107	498	18	2011	2011	NUM
fumecheng-12107	498	19	,	,	PUNCT
fumecheng-12107	498	20	semi	semi	ADJ
fumecheng-12107	498	21	-	-	ADJ
fumecheng-12107	498	22	supervised	supervised	ADJ
fumecheng-12107	498	23	learning	learning	NOUN
fumecheng-12107	498	24	for	for	ADP
fumecheng-12107	498	25	imbalanced	imbalanced	ADJ
fumecheng-12107	498	26	sentiment	sentiment	NOUN
fumecheng-12107	498	27	classification	classification	NOUN
fumecheng-12107	498	28	,	,	PUNCT
fumecheng-12107	498	29	in	in	ADP
fumecheng-12107	498	30	twenty	twenty	NUM
fumecheng-12107	498	31	-	-	PUNCT
fumecheng-12107	498	32	second	second	NOUN
fumecheng-12107	498	33	international	international	ADJ
fumecheng-12107	498	34	joint	joint	ADJ
fumecheng-12107	498	35	conference	conference	NOUN
fumecheng-12107	498	36	on	on	ADP
fumecheng-12107	498	37	artificial	artificial	ADJ
fumecheng-12107	498	38	intelligence	intelligence	NOUN
fumecheng-12107	498	39	,	,	PUNCT
fumecheng-12107	498	40	barcelona	barcelona	PROPN
fumecheng-12107	498	41	catalonia	catalonia	PROPN
fumecheng-12107	498	42	spain	spain	PROPN
fumecheng-12107	498	43	,	,	PUNCT
fumecheng-12107	498	44	aaai	aaai	PROPN
fumecheng-12107	498	45	press	press	PROPN
fumecheng-12107	498	46	.	.	PUNCT
fumecheng-12107	499	1	20	20	NUM
fumecheng-12107	499	2	.	.	X
fumecheng-12107	499	3	manning	man	VERB
fumecheng-12107	499	4	,	,	PUNCT
fumecheng-12107	499	5	c.d	c.d	PROPN
fumecheng-12107	499	6	.	.	PROPN
fumecheng-12107	499	7	,	,	PUNCT
fumecheng-12107	499	8	surdeanu	surdeanu	PROPN
fumecheng-12107	499	9	,	,	PUNCT
fumecheng-12107	499	10	m.	m.	NOUN
fumecheng-12107	499	11	,	,	PUNCT
fumecheng-12107	499	12	bauer	bauer	PROPN
fumecheng-12107	499	13	,	,	PUNCT
fumecheng-12107	499	14	j.	j.	PROPN
fumecheng-12107	499	15	,	,	PUNCT
fumecheng-12107	499	16	finkel	finkel	PROPN
fumecheng-12107	499	17	,	,	PUNCT
fumecheng-12107	499	18	j.r	j.r	PROPN
fumecheng-12107	499	19	.	.	PROPN
fumecheng-12107	499	20	,	,	PUNCT
fumecheng-12107	499	21	bethard	bethard	PROPN
fumecheng-12107	499	22	,	,	PUNCT
fumecheng-12107	499	23	s.	s.	PROPN
fumecheng-12107	499	24	,	,	PUNCT
fumecheng-12107	499	25	mcclosky	mcclosky	PROPN
fumecheng-12107	499	26	,	,	PUNCT
fumecheng-12107	499	27	d.	d.	PROPN
fumecheng-12107	499	28	,	,	PUNCT
fumecheng-12107	499	29	2014	2014	NUM
fumecheng-12107	499	30	,	,	PUNCT
fumecheng-12107	499	31	the	the	DET
fumecheng-12107	499	32	stanford	stanford	PROPN
fumecheng-12107	499	33	corenlp	corenlp	PROPN
fumecheng-12107	499	34	natural	natural	ADJ
fumecheng-12107	499	35	language	language	NOUN
fumecheng-12107	499	36	processing	processing	NOUN
fumecheng-12107	499	37	toolkit	toolkit	NOUN
fumecheng-12107	499	38	,	,	PUNCT
fumecheng-12107	499	39	in	in	ADP
fumecheng-12107	499	40	proceedings	proceeding	NOUN
fumecheng-12107	499	41	of	of	ADP
fumecheng-12107	499	42	52nd	52nd	ADJ
fumecheng-12107	499	43	annual	annual	ADJ
fumecheng-12107	499	44	meeting	meeting	NOUN
fumecheng-12107	499	45	of	of	ADP
fumecheng-12107	499	46	the	the	DET
fumecheng-12107	499	47	association	association	NOUN
fumecheng-12107	499	48	for	for	ADP
fumecheng-12107	499	49	computational	computational	ADJ
fumecheng-12107	499	50	linguistics	linguistic	NOUN
fumecheng-12107	499	51	:	:	PUNCT
fumecheng-12107	499	52	system	system	NOUN
fumecheng-12107	499	53	demonstrations	demonstration	NOUN
fumecheng-12107	499	54	,	,	PUNCT
fumecheng-12107	499	55	pp	pp	ADJ
fumecheng-12107	499	56	.	.	PUNCT
fumecheng-12107	500	1	55	55	NUM
fumecheng-12107	500	2	-	-	SYM
fumecheng-12107	500	3	60	60	NUM
fumecheng-12107	500	4	,	,	PUNCT
fumecheng-12107	500	5	baltimore	baltimore	PROPN
fumecheng-12107	500	6	,	,	PUNCT
fumecheng-12107	500	7	maryland	maryland	PROPN
fumecheng-12107	500	8	,	,	PUNCT
fumecheng-12107	500	9	association	association	NOUN
fumecheng-12107	500	10	for	for	ADP
fumecheng-12107	500	11	computational	computational	ADJ
fumecheng-12107	500	12	linguistics	linguistic	NOUN
fumecheng-12107	500	13	.	.	PUNCT
fumecheng-12107	501	1	21	21	NUM
fumecheng-12107	501	2	.	.	X
fumecheng-12107	501	3	hamilton	hamilton	PROPN
fumecheng-12107	501	4	,	,	PUNCT
fumecheng-12107	501	5	w.l	w.l	PROPN
fumecheng-12107	501	6	.	.	PROPN
fumecheng-12107	501	7	,	,	PUNCT
fumecheng-12107	501	8	clark	clark	PROPN
fumecheng-12107	501	9	,	,	PUNCT
fumecheng-12107	501	10	k.	k.	PROPN
fumecheng-12107	501	11	,	,	PUNCT
fumecheng-12107	501	12	leskovec	leskovec	PROPN
fumecheng-12107	501	13	,	,	PUNCT
fumecheng-12107	501	14	j.	j.	PROPN
fumecheng-12107	501	15	,	,	PUNCT
fumecheng-12107	501	16	jurafsky	jurafsky	PROPN
fumecheng-12107	501	17	,	,	PUNCT
fumecheng-12107	501	18	d.	d.	PROPN
fumecheng-12107	501	19	,	,	PUNCT
fumecheng-12107	501	20	2016	2016	NUM
fumecheng-12107	501	21	,	,	PUNCT
fumecheng-12107	501	22	inducing	induce	VERB
fumecheng-12107	501	23	domain	domain	NOUN
fumecheng-12107	501	24	-	-	PUNCT
fumecheng-12107	501	25	specific	specific	ADJ
fumecheng-12107	501	26	sentiment	sentiment	NOUN
fumecheng-12107	501	27	lexicons	lexicon	NOUN
fumecheng-12107	501	28	from	from	ADP
fumecheng-12107	501	29	unlabeled	unlabeled	PROPN
fumecheng-12107	501	30	corpora	corpora	PROPN
fumecheng-12107	501	31	,	,	PUNCT
fumecheng-12107	501	32	in	in	ADP
fumecheng-12107	501	33	proceedings	proceeding	NOUN
fumecheng-12107	501	34	of	of	ADP
fumecheng-12107	501	35	the	the	DET
fumecheng-12107	501	36	conference	conference	NOUN
fumecheng-12107	501	37	on	on	ADP
fumecheng-12107	501	38	empirical	empirical	ADJ
fumecheng-12107	501	39	methods	method	NOUN
fumecheng-12107	501	40	in	in	ADP
fumecheng-12107	501	41	natural	natural	ADJ
fumecheng-12107	501	42	language	language	NOUN
fumecheng-12107	501	43	processing	processing	NOUN
fumecheng-12107	501	44	(	(	PUNCT
fumecheng-12107	501	45	vol	vol	NOUN
fumecheng-12107	501	46	.	.	NOUN
fumecheng-12107	501	47	2016	2016	NUM
fumecheng-12107	501	48	,	,	PUNCT
fumecheng-12107	501	49	p.	p.	NOUN
fumecheng-12107	501	50	595	595	NUM
fumecheng-12107	501	51	)	)	PUNCT
fumecheng-12107	501	52	,	,	PUNCT
fumecheng-12107	501	53	austin	austin	PROPN
fumecheng-12107	501	54	,	,	PUNCT
fumecheng-12107	501	55	texas	texas	PROPN
fumecheng-12107	501	56	,	,	PUNCT
fumecheng-12107	501	57	association	association	NOUN
fumecheng-12107	501	58	for	for	ADP
fumecheng-12107	501	59	computational	computational	ADJ
fumecheng-12107	501	60	linguistics	linguistic	NOUN
fumecheng-12107	501	61	.	.	PUNCT
fumecheng-12107	502	1	22	22	NUM
fumecheng-12107	502	2	.	.	PUNCT
fumecheng-12107	503	1	larson	larson	PROPN
fumecheng-12107	503	2	,	,	PUNCT
fumecheng-12107	503	3	k.	k.	PROPN
fumecheng-12107	503	4	,	,	PUNCT
fumecheng-12107	503	5	watson	watson	PROPN
fumecheng-12107	503	6	,	,	PUNCT
fumecheng-12107	503	7	r.	r.	PROPN
fumecheng-12107	503	8	,	,	PUNCT
fumecheng-12107	503	9	2011	2011	NUM
fumecheng-12107	503	10	,	,	PUNCT
fumecheng-12107	503	11	the	the	DET
fumecheng-12107	503	12	value	value	NOUN
fumecheng-12107	503	13	of	of	ADP
fumecheng-12107	503	14	social	social	ADJ
fumecheng-12107	503	15	media	medium	NOUN
fumecheng-12107	503	16	:	:	PUNCT
fumecheng-12107	503	17	toward	toward	ADP
fumecheng-12107	503	18	measuring	measure	VERB
fumecheng-12107	503	19	social	social	ADJ
fumecheng-12107	503	20	media	medium	NOUN
fumecheng-12107	503	21	strategies	strategy	NOUN
fumecheng-12107	503	22	,	,	PUNCT
fumecheng-12107	503	23	in	in	ADP
fumecheng-12107	503	24	icis	icis	PROPN
fumecheng-12107	503	25	2011	2011	NUM
fumecheng-12107	503	26	proceedings	proceeding	NOUN
fumecheng-12107	503	27	,	,	PUNCT
fumecheng-12107	503	28	shanghai	shanghai	PROPN
fumecheng-12107	503	29	.	.	PROPN
fumecheng-12107	503	30	23	23	NUM
fumecheng-12107	503	31	.	.	PUNCT
fumecheng-12107	504	1	foltean	foltean	PROPN
fumecheng-12107	504	2	,	,	PUNCT
fumecheng-12107	504	3	f.s	f.s	PROPN
fumecheng-12107	504	4	.	.	PROPN
fumecheng-12107	504	5	,	,	PUNCT
fumecheng-12107	504	6	trif	trif	PROPN
fumecheng-12107	504	7	,	,	PUNCT
fumecheng-12107	504	8	s.m	s.m	PROPN
fumecheng-12107	504	9	.	.	PROPN
fumecheng-12107	504	10	,	,	PUNCT
fumecheng-12107	504	11	tuleu	tuleu	NOUN
fumecheng-12107	504	12	,	,	PUNCT
fumecheng-12107	504	13	d.l	d.l	PROPN
fumecheng-12107	504	14	.	.	PROPN
fumecheng-12107	504	15	,	,	PUNCT
fumecheng-12107	504	16	2019	2019	NUM
fumecheng-12107	504	17	,	,	PUNCT
fumecheng-12107	504	18	customer	customer	NOUN
fumecheng-12107	504	19	relationship	relationship	NOUN
fumecheng-12107	504	20	management	management	NOUN
fumecheng-12107	504	21	capabilities	capability	NOUN
fumecheng-12107	504	22	and	and	CCONJ
fumecheng-12107	504	23	social	social	ADJ
fumecheng-12107	504	24	media	medium	NOUN
fumecheng-12107	504	25	technology	technology	NOUN
fumecheng-12107	504	26	use	use	NOUN
fumecheng-12107	504	27	:	:	PUNCT
fumecheng-12107	504	28	consequences	consequence	NOUN
fumecheng-12107	504	29	on	on	ADP
fumecheng-12107	504	30	firm	firm	ADJ
fumecheng-12107	504	31	performance	performance	NOUN
fumecheng-12107	504	32	,	,	PUNCT
fumecheng-12107	504	33	journal	journal	NOUN
fumecheng-12107	504	34	of	of	ADP
fumecheng-12107	504	35	business	business	NOUN
fumecheng-12107	504	36	research	research	NOUN
fumecheng-12107	504	37	,	,	PUNCT
fumecheng-12107	504	38	104	104	NUM
fumecheng-12107	504	39	,	,	PUNCT
fumecheng-12107	504	40	pp	pp	ADJ
fumecheng-12107	504	41	.	.	PUNCT
fumecheng-12107	505	1	563	563	NUM
fumecheng-12107	505	2	-	-	SYM
fumecheng-12107	505	3	575	575	NUM
fumecheng-12107	505	4	.	.	PUNCT
fumecheng-12107	506	1	24	24	NUM
fumecheng-12107	506	2	.	.	PUNCT
fumecheng-12107	507	1	sajid	sajid	PROPN
fumecheng-12107	507	2	,	,	PUNCT
fumecheng-12107	507	3	s.i	s.i	PROPN
fumecheng-12107	507	4	.	.	PROPN
fumecheng-12107	507	5	,	,	PUNCT
fumecheng-12107	507	6	2016	2016	NUM
fumecheng-12107	507	7	,	,	PUNCT
fumecheng-12107	507	8	social	social	ADJ
fumecheng-12107	507	9	media	medium	NOUN
fumecheng-12107	507	10	and	and	CCONJ
fumecheng-12107	507	11	its	its	PRON
fumecheng-12107	507	12	role	role	NOUN
fumecheng-12107	507	13	in	in	ADP
fumecheng-12107	507	14	marketing	marketing	NOUN
fumecheng-12107	507	15	,	,	PUNCT
fumecheng-12107	507	16	business	business	NOUN
fumecheng-12107	507	17	and	and	CCONJ
fumecheng-12107	507	18	economics	economic	NOUN
fumecheng-12107	507	19	journal	journal	NOUN
fumecheng-12107	507	20	,	,	PUNCT
fumecheng-12107	507	21	7(1	7(1	NUM
fumecheng-12107	507	22	)	)	PUNCT
fumecheng-12107	507	23	,	,	PUNCT
fumecheng-12107	507	24	203	203	NUM
fumecheng-12107	507	25	.	.	X
fumecheng-12107	507	26	25	25	NUM
fumecheng-12107	507	27	.	.	PUNCT
fumecheng-12107	508	1	kaplan	kaplan	PROPN
fumecheng-12107	508	2	,	,	PUNCT
fumecheng-12107	508	3	a.m.	a.m.	ADV
fumecheng-12107	508	4	,	,	PUNCT
fumecheng-12107	508	5	haenlein	haenlein	ADV
fumecheng-12107	508	6	,	,	PUNCT
fumecheng-12107	508	7	m.	m.	NOUN
fumecheng-12107	508	8	,	,	PUNCT
fumecheng-12107	508	9	2012	2012	NUM
fumecheng-12107	508	10	,	,	PUNCT
fumecheng-12107	508	11	social	social	ADJ
fumecheng-12107	508	12	media	medium	NOUN
fumecheng-12107	508	13	:	:	PUNCT
fumecheng-12107	508	14	back	back	ADV
fumecheng-12107	508	15	to	to	ADP
fumecheng-12107	508	16	the	the	DET
fumecheng-12107	508	17	roots	root	NOUN
fumecheng-12107	508	18	and	and	CCONJ
fumecheng-12107	508	19	back	back	ADV
fumecheng-12107	508	20	to	to	ADP
fumecheng-12107	508	21	the	the	DET
fumecheng-12107	508	22	future	future	NOUN
fumecheng-12107	508	23	,	,	PUNCT
fumecheng-12107	508	24	journal	journal	NOUN
fumecheng-12107	508	25	of	of	ADP
fumecheng-12107	508	26	systems	system	NOUN
fumecheng-12107	508	27	and	and	CCONJ
fumecheng-12107	508	28	information	information	NOUN
fumecheng-12107	508	29	technology	technology	NOUN
fumecheng-12107	508	30	,	,	PUNCT
fumecheng-12107	508	31	14(2	14(2	NUM
fumecheng-12107	508	32	)	)	PUNCT
fumecheng-12107	508	33	,	,	PUNCT
fumecheng-12107	508	34	pp	pp	ADP
fumecheng-12107	508	35	.	.	PUNCT
fumecheng-12107	509	1	101	101	NUM
fumecheng-12107	509	2	-	-	SYM
fumecheng-12107	509	3	104	104	NUM
fumecheng-12107	509	4	.	.	PUNCT
fumecheng-12107	510	1	26	26	NUM
fumecheng-12107	510	2	.	.	PUNCT
fumecheng-12107	511	1	bisio	bisio	PROPN
fumecheng-12107	511	2	,	,	PUNCT
fumecheng-12107	511	3	f.	f.	PROPN
fumecheng-12107	511	4	,	,	PUNCT
fumecheng-12107	511	5	oneto	oneto	PROPN
fumecheng-12107	511	6	,	,	PUNCT
fumecheng-12107	511	7	l.	l.	PROPN
fumecheng-12107	511	8	,	,	PUNCT
fumecheng-12107	511	9	cambria	cambria	PROPN
fumecheng-12107	511	10	,	,	PUNCT
fumecheng-12107	511	11	e.	e.	PROPN
fumecheng-12107	511	12	,	,	PUNCT
fumecheng-12107	511	13	2017	2017	NUM
fumecheng-12107	511	14	,	,	PUNCT
fumecheng-12107	511	15	sentic	sentic	ADJ
fumecheng-12107	511	16	computing	computing	NOUN
fumecheng-12107	511	17	for	for	ADP
fumecheng-12107	511	18	social	social	ADJ
fumecheng-12107	511	19	network	network	NOUN
fumecheng-12107	511	20	analysis	analysis	NOUN
fumecheng-12107	511	21	,	,	PUNCT
fumecheng-12107	511	22	in	in	ADP
fumecheng-12107	511	23	sentiment	sentiment	NOUN
fumecheng-12107	511	24	analysis	analysis	NOUN
fumecheng-12107	511	25	in	in	ADP
fumecheng-12107	511	26	social	social	ADJ
fumecheng-12107	511	27	networks	network	NOUN
fumecheng-12107	511	28	,	,	PUNCT
fumecheng-12107	511	29	morgan	morgan	PROPN
fumecheng-12107	511	30	kaufmann	kaufmann	PROPN
fumecheng-12107	511	31	,	,	PUNCT
fumecheng-12107	511	32	pp	pp	ADJ
fumecheng-12107	511	33	.	.	PUNCT
fumecheng-12107	512	1	71	71	NUM
fumecheng-12107	512	2	-	-	SYM
fumecheng-12107	512	3	99	99	NUM
fumecheng-12107	512	4	.	.	PUNCT
fumecheng-12107	513	1	500	500	NUM
fumecheng-12107	513	2	m.	m.	NOUN
fumecheng-12107	513	3	kuang	kuang	PROPN
fumecheng-12107	513	4	,	,	PUNCT
fumecheng-12107	513	5	r.	r.	PROPN
fumecheng-12107	513	6	safa	safa	PROPN
fumecheng-12107	513	7	,	,	PUNCT
fumecheng-12107	513	8	s.	s.	PROPN
fumecheng-12107	513	9	a.	a.	PROPN
fumecheng-12107	513	10	edalatpanah	edalatpanah	PROPN
fumecheng-12107	513	11	,	,	PUNCT
fumecheng-12107	513	12	r.	r.	PROPN
fumecheng-12107	513	13	s.	s.	PROPN
fumecheng-12107	513	14	keyser	keyser	PROPN
fumecheng-12107	513	15	27	27	NUM
fumecheng-12107	513	16	.	.	PUNCT
fumecheng-12107	514	1	jamil	jamil	PROPN
fumecheng-12107	514	2	,	,	PUNCT
fumecheng-12107	514	3	k.	k.	PROPN
fumecheng-12107	514	4	,	,	PUNCT
fumecheng-12107	514	5	dunnan	dunnan	PROPN
fumecheng-12107	514	6	,	,	PUNCT
fumecheng-12107	514	7	l.	l.	PROPN
fumecheng-12107	514	8	,	,	PUNCT
fumecheng-12107	514	9	gul	gul	PROPN
fumecheng-12107	514	10	,	,	PUNCT
fumecheng-12107	514	11	r.f	r.f	PROPN
fumecheng-12107	514	12	.	.	PROPN
fumecheng-12107	514	13	,	,	PUNCT
fumecheng-12107	514	14	shehzad	shehzad	PROPN
fumecheng-12107	514	15	,	,	PUNCT
fumecheng-12107	514	16	m.u	m.u	PROPN
fumecheng-12107	514	17	.	.	PROPN
fumecheng-12107	514	18	,	,	PUNCT
fumecheng-12107	514	19	gillani	gillani	PROPN
fumecheng-12107	514	20	,	,	PUNCT
fumecheng-12107	514	21	s.h.m	s.h.m	PROPN
fumecheng-12107	514	22	.	.	PROPN
fumecheng-12107	514	23	,	,	PUNCT
fumecheng-12107	514	24	awan	awan	PROPN
fumecheng-12107	514	25	,	,	PUNCT
fumecheng-12107	514	26	f.h	f.h	PROPN
fumecheng-12107	514	27	.	.	PROPN
fumecheng-12107	514	28	,	,	PUNCT
fumecheng-12107	514	29	2022	2022	NUM
fumecheng-12107	514	30	,	,	PUNCT
fumecheng-12107	514	31	role	role	NOUN
fumecheng-12107	514	32	of	of	ADP
fumecheng-12107	514	33	social	social	ADJ
fumecheng-12107	514	34	media	medium	NOUN
fumecheng-12107	514	35	marketing	marketing	NOUN
fumecheng-12107	514	36	activities	activity	NOUN
fumecheng-12107	514	37	in	in	ADP
fumecheng-12107	514	38	influencing	influence	VERB
fumecheng-12107	514	39	customer	customer	NOUN
fumecheng-12107	514	40	intentions	intention	NOUN
fumecheng-12107	514	41	:	:	PUNCT
fumecheng-12107	514	42	a	a	DET
fumecheng-12107	514	43	perspective	perspective	NOUN
fumecheng-12107	514	44	of	of	ADP
fumecheng-12107	514	45	a	a	DET
fumecheng-12107	514	46	new	new	ADJ
fumecheng-12107	514	47	emerging	emerge	VERB
fumecheng-12107	514	48	era	era	NOUN
fumecheng-12107	514	49	,	,	PUNCT
fumecheng-12107	514	50	organizational	organizational	ADJ
fumecheng-12107	514	51	psychology	psychology	NOUN
fumecheng-12107	514	52	,	,	PUNCT
fumecheng-12107	514	53	12	12	NUM
fumecheng-12107	514	54	,	,	PUNCT
fumecheng-12107	514	55	808525	808525	NUM
fumecheng-12107	514	56	.	.	PUNCT
fumecheng-12107	515	1	28	28	NUM
fumecheng-12107	515	2	.	.	PUNCT
fumecheng-12107	516	1	ibrahim	ibrahim	PROPN
fumecheng-12107	516	2	,	,	PUNCT
fumecheng-12107	516	3	b.	b.	PROPN
fumecheng-12107	516	4	,	,	PUNCT
fumecheng-12107	516	5	2022	2022	NUM
fumecheng-12107	516	6	,	,	PUNCT
fumecheng-12107	516	7	social	social	ADJ
fumecheng-12107	516	8	media	medium	NOUN
fumecheng-12107	516	9	marketing	marketing	NOUN
fumecheng-12107	516	10	activities	activity	NOUN
fumecheng-12107	516	11	and	and	CCONJ
fumecheng-12107	516	12	brand	brand	NOUN
fumecheng-12107	516	13	loyalty	loyalty	NOUN
fumecheng-12107	516	14	:	:	PUNCT
fumecheng-12107	516	15	a	a	DET
fumecheng-12107	516	16	meta	meta	ADJ
fumecheng-12107	516	17	-	-	PUNCT
fumecheng-12107	516	18	analysis	analysis	NOUN
fumecheng-12107	516	19	examination	examination	NOUN
fumecheng-12107	516	20	,	,	PUNCT
fumecheng-12107	516	21	journal	journal	NOUN
fumecheng-12107	516	22	of	of	ADP
fumecheng-12107	516	23	promotion	promotion	NOUN
fumecheng-12107	516	24	management	management	NOUN
fumecheng-12107	516	25	,	,	PUNCT
fumecheng-12107	516	26	28(1	28(1	NOUN
fumecheng-12107	516	27	)	)	PUNCT
fumecheng-12107	516	28	,	,	PUNCT
fumecheng-12107	516	29	pp	pp	ADJ
fumecheng-12107	516	30	.	.	PUNCT
fumecheng-12107	517	1	60	60	NUM
fumecheng-12107	517	2	-	-	SYM
fumecheng-12107	517	3	90	90	NUM
fumecheng-12107	517	4	.	.	PUNCT