id	sid	tid	token	lemma	pos
easat-2711	1	1	edelweiss	edelweiss	PROPN
easat-2711	1	2	applied	apply	VERB
easat-2711	1	3	science	science	NOUN
easat-2711	1	4	and	and	CCONJ
easat-2711	1	5	technology	technology	NOUN
easat-2711	1	6	issn	issn	PROPN
easat-2711	1	7	:	:	PUNCT
easat-2711	1	8	2576	2576	NUM
easat-2711	1	9	-	-	SYM
easat-2711	1	10	8484	8484	NUM
easat-2711	1	11	vol	vol	NOUN
easat-2711	1	12	.	.	PROPN
easat-2711	1	13	8	8	NUM
easat-2711	1	14	,	,	PUNCT
easat-2711	1	15	no	no	INTJ
easat-2711	1	16	.	.	NOUN
easat-2711	1	17	6	6	NUM
easat-2711	1	18	,	,	PUNCT
easat-2711	1	19	3313	3313	NUM
easat-2711	1	20	-	-	SYM
easat-2711	1	21	3326	3326	NUM
easat-2711	1	22	2024	2024	NUM
easat-2711	1	23	publisher	publisher	NOUN
easat-2711	1	24	:	:	PUNCT
easat-2711	1	25	learning	learn	VERB
easat-2711	1	26	gate	gate	NOUN
easat-2711	1	27	doi	doi	PROPN
easat-2711	1	28	:	:	PUNCT
easat-2711	1	29	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	1	30	©	©	PROPN
easat-2711	1	31	2024	2024	NUM
easat-2711	1	32	by	by	ADP
easat-2711	1	33	the	the	DET
easat-2711	1	34	authors	author	NOUN
easat-2711	1	35	;	;	PUNCT
easat-2711	1	36	licensee	licensee	PROPN
easat-2711	1	37	learning	learning	NOUN
easat-2711	1	38	gate	gate	NOUN
easat-2711	1	39	©	©	PROPN
easat-2711	1	40	2024	2024	NUM
easat-2711	1	41	by	by	ADP
easat-2711	1	42	the	the	DET
easat-2711	1	43	authors	author	NOUN
easat-2711	1	44	;	;	PUNCT
easat-2711	1	45	licensee	licensee	PROPN
easat-2711	1	46	learning	learn	VERB
easat-2711	1	47	gate	gate	NOUN
easat-2711	1	48	*	*	PUNCT
easat-2711	1	49	correspondence	correspondence	NOUN
easat-2711	1	50	:	:	PUNCT
easat-2711	1	51	songzhihong@sxu.edu.cn	songzhihong@sxu.edu.cn	VERB
easat-2711	1	52	a	a	DET
easat-2711	1	53	hybrid	hybrid	ADJ
easat-2711	1	54	bilstm	bilstm	NOUN
easat-2711	1	55	-	-	PUNCT
easat-2711	1	56	cnn	cnn	PROPN
easat-2711	1	57	deep	deep	ADJ
easat-2711	1	58	learning	learning	NOUN
easat-2711	1	59	model	model	NOUN
easat-2711	1	60	for	for	ADP
easat-2711	1	61	chinese	chinese	ADJ
easat-2711	1	62	sentiment	sentiment	NOUN
easat-2711	1	63	analysis	analysis	NOUN
easat-2711	1	64	of	of	ADP
easat-2711	1	65	online	online	ADJ
easat-2711	1	66	car	car	NOUN
easat-2711	1	67	reviews	review	NOUN
easat-2711	1	68	dongmei	dongmei	NOUN
easat-2711	1	69	lee1	lee1	PROPN
easat-2711	1	70	,	,	PUNCT
easat-2711	1	71	dingran	dingran	VERB
easat-2711	1	72	wang2	wang2	PROPN
easat-2711	1	73	,	,	PUNCT
easat-2711	1	74	wen	wen	PROPN
easat-2711	1	75	zhang3	zhang3	PROPN
easat-2711	1	76	,	,	PUNCT
easat-2711	1	77	zhihong	zhihong	PROPN
easat-2711	1	78	song4	song4	PROPN
easat-2711	1	79	*	*	PROPN
easat-2711	2	1	1school	1school	NUM
easat-2711	2	2	of	of	ADP
easat-2711	2	3	economics	economic	NOUN
easat-2711	2	4	and	and	CCONJ
easat-2711	2	5	management	management	NOUN
easat-2711	2	6	,	,	PUNCT
easat-2711	2	7	shanxi	shanxi	PROPN
easat-2711	2	8	university	university	PROPN
easat-2711	2	9	,	,	PUNCT
easat-2711	2	10	china	china	PROPN
easat-2711	2	11	;	;	PUNCT
easat-2711	2	12	lidm@sxu.edu.cn	lidm@sxu.edu.cn	PROPN
easat-2711	2	13	(	(	PUNCT
easat-2711	2	14	d.l	d.l	NOUN
easat-2711	2	15	.	.	PROPN
easat-2711	2	16	)	)	PUNCT
easat-2711	3	1	2school	2school	NUM
easat-2711	3	2	of	of	ADP
easat-2711	3	3	mathematical	mathematical	ADJ
easat-2711	3	4	sciences	sciences	PROPN
easat-2711	3	5	,	,	PUNCT
easat-2711	3	6	shanxi	shanxi	PROPN
easat-2711	3	7	university	university	PROPN
easat-2711	3	8	,	,	PUNCT
easat-2711	3	9	china	china	PROPN
easat-2711	3	10	;	;	PUNCT
easat-2711	3	11	wdr7582@163.com	wdr7582@163.com	X
easat-2711	3	12	(	(	PUNCT
easat-2711	3	13	d.w	d.w	PROPN
easat-2711	3	14	.	.	PUNCT
easat-2711	3	15	)	)	PUNCT
easat-2711	4	1	3honghu	3honghu	NUM
easat-2711	4	2	no.1	no.1	ADJ
easat-2711	4	3	middle	middle	ADJ
easat-2711	4	4	school	school	NOUN
easat-2711	4	5	,	,	PUNCT
easat-2711	4	6	honghu	honghu	PROPN
easat-2711	4	7	,	,	PUNCT
easat-2711	4	8	china	china	PROPN
easat-2711	4	9	;	;	PUNCT
easat-2711	4	10	1154896478@qq.com	1154896478@qq.com	NUM
easat-2711	4	11	(	(	PUNCT
easat-2711	4	12	w.z	w.z	PROPN
easat-2711	4	13	.	.	PUNCT
easat-2711	4	14	)	)	PUNCT
easat-2711	5	1	4shanxi	4shanxi	PROPN
easat-2711	5	2	university	university	NOUN
easat-2711	5	3	,	,	PUNCT
easat-2711	5	4	china	china	PROPN
easat-2711	5	5	;	;	PUNCT
easat-2711	5	6	songzhihong@sxu.edu.cn	songzhihong@sxu.edu.cn	PROPN
easat-2711	5	7	(	(	PUNCT
easat-2711	5	8	z.s	z.s	PROPN
easat-2711	5	9	.	.	PUNCT
easat-2711	5	10	)	)	PUNCT
easat-2711	6	1	abstract	abstract	NOUN
easat-2711	6	2	:	:	PUNCT
easat-2711	6	3	although	although	SCONJ
easat-2711	6	4	sentiment	sentiment	NOUN
easat-2711	6	5	analysis	analysis	NOUN
easat-2711	6	6	with	with	ADP
easat-2711	6	7	datasets	dataset	NOUN
easat-2711	6	8	in	in	ADP
easat-2711	6	9	english	english	PROPN
easat-2711	6	10	has	have	AUX
easat-2711	6	11	achieved	achieve	VERB
easat-2711	6	12	significant	significant	ADJ
easat-2711	6	13	progress	progress	NOUN
easat-2711	6	14	,	,	PUNCT
easat-2711	6	15	there	there	PRON
easat-2711	6	16	are	be	VERB
easat-2711	6	17	still	still	ADV
easat-2711	6	18	relatively	relatively	ADV
easat-2711	6	19	few	few	ADJ
easat-2711	6	20	studies	study	NOUN
easat-2711	6	21	on	on	ADP
easat-2711	6	22	sentiment	sentiment	NOUN
easat-2711	6	23	analysis	analysis	NOUN
easat-2711	6	24	in	in	ADP
easat-2711	6	25	the	the	DET
easat-2711	6	26	area	area	NOUN
easat-2711	6	27	of	of	ADP
easat-2711	6	28	chinesecar	chinesecar	NOUN
easat-2711	6	29	review	review	NOUN
easat-2711	6	30	texts	text	NOUN
easat-2711	6	31	.	.	PUNCT
easat-2711	7	1	in	in	ADP
easat-2711	7	2	addition	addition	NOUN
easat-2711	7	3	,	,	PUNCT
easat-2711	7	4	the	the	DET
easat-2711	7	5	existing	exist	VERB
easat-2711	7	6	chinese	chinese	ADJ
easat-2711	7	7	text	text	NOUN
easat-2711	7	8	sentiment	sentiment	NOUN
easat-2711	7	9	analysis	analysis	NOUN
easat-2711	7	10	methods	method	NOUN
easat-2711	7	11	can	can	AUX
easat-2711	7	12	not	not	PART
easat-2711	7	13	simultaneously	simultaneously	ADV
easat-2711	7	14	extract	extract	VERB
easat-2711	7	15	the	the	DET
easat-2711	7	16	contextual	contextual	ADJ
easat-2711	7	17	features	feature	NOUN
easat-2711	7	18	and	and	CCONJ
easat-2711	7	19	the	the	DET
easat-2711	7	20	local	local	ADJ
easat-2711	7	21	semantic	semantic	ADJ
easat-2711	7	22	information	information	NOUN
easat-2711	7	23	from	from	ADP
easat-2711	7	24	the	the	DET
easat-2711	7	25	review	review	NOUN
easat-2711	7	26	texts	text	NOUN
easat-2711	7	27	.	.	PUNCT
easat-2711	8	1	to	to	PART
easat-2711	8	2	address	address	VERB
easat-2711	8	3	the	the	DET
easat-2711	8	4	above	above	ADJ
easat-2711	8	5	issues	issue	NOUN
easat-2711	8	6	,	,	PUNCT
easat-2711	8	7	a	a	DET
easat-2711	8	8	hybrid	hybrid	ADJ
easat-2711	8	9	deep	deep	ADJ
easat-2711	8	10	learning	learning	NOUN
easat-2711	8	11	model	model	NOUN
easat-2711	8	12	namely	namely	ADV
easat-2711	8	13	bilstm	bilstm	NOUN
easat-2711	8	14	-	-	PUNCT
easat-2711	8	15	cnn	cnn	PROPN
easat-2711	8	16	was	be	AUX
easat-2711	8	17	designed	design	VERB
easat-2711	8	18	and	and	CCONJ
easat-2711	8	19	validated	validate	VERB
easat-2711	8	20	with	with	ADP
easat-2711	8	21	chinese	chinese	ADJ
easat-2711	8	22	car	car	NOUN
easat-2711	8	23	review	review	NOUN
easat-2711	8	24	texts	text	NOUN
easat-2711	8	25	.	.	PUNCT
easat-2711	9	1	we	we	PRON
easat-2711	9	2	trained	train	VERB
easat-2711	9	3	word	word	NOUN
easat-2711	9	4	vectors	vector	NOUN
easat-2711	9	5	with	with	ADP
easat-2711	9	6	the	the	DET
easat-2711	9	7	cbow	cbow	NOUN
easat-2711	9	8	model	model	NOUN
easat-2711	9	9	by	by	ADP
easat-2711	9	10	combining	combine	VERB
easat-2711	9	11	the	the	DET
easat-2711	9	12	chinese	chinese	PROPN
easat-2711	9	13	wikipedia	wikipedia	PROPN
easat-2711	9	14	corpus	corpus	PROPN
easat-2711	9	15	with	with	ADP
easat-2711	9	16	other	other	ADJ
easat-2711	9	17	open	open	ADJ
easat-2711	9	18	-	-	PUNCT
easat-2711	9	19	source	source	NOUN
easat-2711	9	20	car	car	NOUN
easat-2711	9	21	-	-	PUNCT
easat-2711	9	22	related	relate	VERB
easat-2711	9	23	corpora	corpus	NOUN
easat-2711	9	24	.	.	PUNCT
easat-2711	10	1	such	such	ADJ
easat-2711	10	2	word	word	NOUN
easat-2711	10	3	vectors	vector	NOUN
easat-2711	10	4	include	include	VERB
easat-2711	10	5	car	car	NOUN
easat-2711	10	6	-	-	PUNCT
easat-2711	10	7	specific	specific	ADJ
easat-2711	10	8	vocabulary	vocabulary	NOUN
easat-2711	10	9	,	,	PUNCT
easat-2711	10	10	which	which	PRON
easat-2711	10	11	improves	improve	VERB
easat-2711	10	12	sentimental	sentimental	ADJ
easat-2711	10	13	classification	classification	NOUN
easat-2711	10	14	accuracy	accuracy	NOUN
easat-2711	10	15	.	.	PUNCT
easat-2711	11	1	experimental	experimental	ADJ
easat-2711	11	2	results	result	NOUN
easat-2711	11	3	show	show	VERB
easat-2711	11	4	that	that	SCONJ
easat-2711	11	5	the	the	DET
easat-2711	11	6	performance	performance	NOUN
easat-2711	11	7	indices	index	NOUN
easat-2711	11	8	of	of	ADP
easat-2711	11	9	the	the	DET
easat-2711	11	10	deep	deep	ADJ
easat-2711	11	11	learning	learning	NOUN
easat-2711	11	12	models	model	NOUN
easat-2711	11	13	(	(	PUNCT
easat-2711	11	14	cnn	cnn	PROPN
easat-2711	11	15	,	,	PUNCT
easat-2711	11	16	lstm	lstm	PROPN
easat-2711	11	17	,	,	PUNCT
easat-2711	11	18	bilstm	bilstm	NOUN
easat-2711	11	19	)	)	PUNCT
easat-2711	11	20	are	be	AUX
easat-2711	11	21	much	much	ADV
easat-2711	11	22	better	well	ADJ
easat-2711	11	23	than	than	ADP
easat-2711	11	24	the	the	DET
easat-2711	11	25	knn	knn	PROPN
easat-2711	11	26	,	,	PUNCT
easat-2711	11	27	svm	svm	PROPN
easat-2711	11	28	,	,	PUNCT
easat-2711	11	29	naïve	naïve	ADJ
easat-2711	11	30	bayes	bayes	NOUN
easat-2711	11	31	,	,	PUNCT
easat-2711	11	32	and	and	CCONJ
easat-2711	11	33	rf	rf	NOUN
easat-2711	11	34	model	model	NOUN
easat-2711	11	35	,	,	PUNCT
easat-2711	11	36	which	which	PRON
easat-2711	11	37	is	be	AUX
easat-2711	11	38	attributed	attribute	VERB
easat-2711	11	39	to	to	ADP
easat-2711	11	40	deep	deep	ADJ
easat-2711	11	41	learning	learning	NOUN
easat-2711	11	42	's	's	PART
easat-2711	11	43	powerful	powerful	ADJ
easat-2711	11	44	feature	feature	NOUN
easat-2711	11	45	extraction	extraction	NOUN
easat-2711	11	46	ability	ability	NOUN
easat-2711	11	47	and	and	CCONJ
easat-2711	11	48	nonlinear	nonlinear	ADJ
easat-2711	11	49	fitting	fitting	ADJ
easat-2711	11	50	ability	ability	NOUN
easat-2711	11	51	.	.	PUNCT
easat-2711	12	1	furthermore	furthermore	ADV
easat-2711	12	2	,	,	PUNCT
easat-2711	12	3	when	when	SCONJ
easat-2711	12	4	compared	compare	VERB
easat-2711	12	5	to	to	ADP
easat-2711	12	6	deep	deep	ADJ
easat-2711	12	7	learning	learning	NOUN
easat-2711	12	8	models	model	NOUN
easat-2711	12	9	such	such	ADJ
easat-2711	12	10	as	as	ADP
easat-2711	12	11	cnn	cnn	PROPN
easat-2711	12	12	,	,	PUNCT
easat-2711	12	13	lstm	lstm	PROPN
easat-2711	12	14	,	,	PUNCT
easat-2711	12	15	bilstm	bilstm	NOUN
easat-2711	12	16	,	,	PUNCT
easat-2711	12	17	and	and	CCONJ
easat-2711	12	18	lstm	lstm	PROPN
easat-2711	12	19	-	-	PUNCT
easat-2711	12	20	cnn	cnn	PROPN
easat-2711	12	21	,	,	PUNCT
easat-2711	12	22	the	the	DET
easat-2711	12	23	suggested	suggest	VERB
easat-2711	12	24	hybrid	hybrid	ADJ
easat-2711	12	25	bilstm	bilstm	NOUN
easat-2711	12	26	-	-	PUNCT
easat-2711	12	27	cnn	cnn	PROPN
easat-2711	12	28	model	model	NOUN
easat-2711	12	29	outperformed	outperform	VERB
easat-2711	12	30	the	the	DET
easat-2711	12	31	others	other	NOUN
easat-2711	12	32	.	.	PUNCT
easat-2711	13	1	the	the	DET
easat-2711	13	2	results	result	NOUN
easat-2711	13	3	may	may	AUX
easat-2711	13	4	provide	provide	VERB
easat-2711	13	5	references	reference	NOUN
easat-2711	13	6	for	for	SCONJ
easat-2711	13	7	consumers	consumer	NOUN
easat-2711	13	8	to	to	PART
easat-2711	13	9	buy	buy	VERB
easat-2711	13	10	a	a	DET
easat-2711	13	11	car	car	NOUN
easat-2711	13	12	and	and	CCONJ
easat-2711	13	13	for	for	ADP
easat-2711	13	14	car	car	NOUN
easat-2711	13	15	companies	company	NOUN
easat-2711	13	16	to	to	PART
easat-2711	13	17	optimize	optimize	VERB
easat-2711	13	18	their	their	PRON
easat-2711	13	19	products	product	NOUN
easat-2711	13	20	.	.	PUNCT
easat-2711	14	1	keywords	keyword	NOUN
easat-2711	14	2	:	:	PUNCT
easat-2711	14	3	bilstm	bilstm	NOUN
easat-2711	14	4	-	-	PUNCT
easat-2711	14	5	cnn	cnn	PROPN
easat-2711	14	6	,	,	PUNCT
easat-2711	14	7	chinese	chinese	ADJ
easat-2711	14	8	car	car	NOUN
easat-2711	14	9	reviews	review	NOUN
easat-2711	14	10	,	,	PUNCT
easat-2711	14	11	deep	deep	ADJ
easat-2711	14	12	learning	learning	NOUN
easat-2711	14	13	,	,	PUNCT
easat-2711	14	14	sentiment	sentiment	NOUN
easat-2711	14	15	analysis	analysis	NOUN
easat-2711	14	16	,	,	PUNCT
easat-2711	14	17	text	text	NOUN
easat-2711	14	18	mining	mining	NOUN
easat-2711	14	19	.	.	PUNCT
easat-2711	15	1	1	1	X
easat-2711	15	2	.	.	X
easat-2711	15	3	introduction	introduction	NOUN
easat-2711	15	4	according	accord	VERB
easat-2711	15	5	to	to	ADP
easat-2711	15	6	the	the	DET
easat-2711	15	7	report	report	NOUN
easat-2711	15	8	released	release	VERB
easat-2711	15	9	by	by	ADP
easat-2711	15	10	china	china	PROPN
easat-2711	15	11	internet	internet	PROPN
easat-2711	15	12	network	network	PROPN
easat-2711	15	13	information	information	NOUN
easat-2711	15	14	center	center	NOUN
easat-2711	15	15	(	(	PUNCT
easat-2711	15	16	cnnic	cnnic	ADJ
easat-2711	15	17	)	)	PUNCT
easat-2711	15	18	,	,	PUNCT
easat-2711	15	19	the	the	DET
easat-2711	15	20	number	number	NOUN
easat-2711	15	21	of	of	ADP
easat-2711	15	22	chinese	chinese	ADJ
easat-2711	15	23	internet	internet	NOUN
easat-2711	15	24	users	user	NOUN
easat-2711	15	25	has	have	AUX
easat-2711	15	26	reached	reach	VERB
easat-2711	15	27	1.032	1.032	NUM
easat-2711	15	28	billion	billion	NUM
easat-2711	15	29	in	in	ADP
easat-2711	15	30	december	december	PROPN
easat-2711	15	31	2021	2021	NUM
easat-2711	15	32	,	,	PUNCT
easat-2711	15	33	and	and	CCONJ
easat-2711	15	34	the	the	DET
easat-2711	15	35	internet	internet	NOUN
easat-2711	15	36	penetration	penetration	NOUN
easat-2711	15	37	rate	rate	NOUN
easat-2711	15	38	reached	reach	VERB
easat-2711	15	39	73.0	73.0	NUM
easat-2711	15	40	%	%	NOUN
easat-2711	15	41	,	,	PUNCT
easat-2711	15	42	with	with	ADP
easat-2711	15	43	chinese	chinese	ADJ
easat-2711	15	44	internet	internet	NOUN
easat-2711	15	45	users	user	NOUN
easat-2711	15	46	spending	spend	VERB
easat-2711	15	47	28.5	28.5	NUM
easat-2711	15	48	hours	hour	NOUN
easat-2711	15	49	per	per	ADP
easat-2711	15	50	week	week	NOUN
easat-2711	15	51	on	on	ADP
easat-2711	15	52	average	average	ADJ
easat-2711	15	53	.	.	PUNCT
easat-2711	16	1	many	many	ADJ
easat-2711	16	2	internet	internet	NOUN
easat-2711	16	3	users	user	NOUN
easat-2711	16	4	post	post	VERB
easat-2711	16	5	product	product	NOUN
easat-2711	16	6	reviews	review	NOUN
easat-2711	16	7	and	and	CCONJ
easat-2711	16	8	express	express	VERB
easat-2711	16	9	their	their	PRON
easat-2711	16	10	personal	personal	ADJ
easat-2711	16	11	thoughts	thought	NOUN
easat-2711	16	12	on	on	ADP
easat-2711	16	13	online	online	ADJ
easat-2711	16	14	platforms	platform	NOUN
easat-2711	16	15	,	,	PUNCT
easat-2711	16	16	such	such	ADJ
easat-2711	16	17	as	as	ADP
easat-2711	16	18	microblogs	microblog	NOUN
easat-2711	16	19	,	,	PUNCT
easat-2711	16	20	zhihu	zhihu	NOUN
easat-2711	16	21	,	,	PUNCT
easat-2711	16	22	and	and	CCONJ
easat-2711	16	23	xiaohongshu	xiaohongshu	NOUN
easat-2711	16	24	,	,	PUNCT
easat-2711	16	25	resulting	result	VERB
easat-2711	16	26	in	in	ADP
easat-2711	16	27	a	a	DET
easat-2711	16	28	massive	massive	ADJ
easat-2711	16	29	amount	amount	NOUN
easat-2711	16	30	of	of	ADP
easat-2711	16	31	text	text	NOUN
easat-2711	16	32	data	datum	NOUN
easat-2711	16	33	.	.	PUNCT
easat-2711	17	1	fast	fast	ADJ
easat-2711	17	2	and	and	CCONJ
easat-2711	17	3	accurate	accurate	ADJ
easat-2711	17	4	emotion	emotion	NOUN
easat-2711	17	5	extraction	extraction	NOUN
easat-2711	17	6	and	and	CCONJ
easat-2711	17	7	analysis	analysis	NOUN
easat-2711	17	8	from	from	ADP
easat-2711	17	9	the	the	DET
easat-2711	17	10	vast	vast	ADJ
easat-2711	17	11	text	text	NOUN
easat-2711	17	12	data	datum	NOUN
easat-2711	17	13	is	be	AUX
easat-2711	17	14	extremely	extremely	ADV
easat-2711	17	15	valuable	valuable	ADJ
easat-2711	17	16	for	for	ADP
easat-2711	17	17	government	government	NOUN
easat-2711	17	18	opinion	opinion	NOUN
easat-2711	17	19	monitoring	monitoring	NOUN
easat-2711	17	20	,	,	PUNCT
easat-2711	17	21	business	business	NOUN
easat-2711	17	22	market	market	NOUN
easat-2711	17	23	research	research	NOUN
easat-2711	17	24	,	,	PUNCT
easat-2711	17	25	and	and	CCONJ
easat-2711	17	26	personal	personal	ADJ
easat-2711	17	27	consumption	consumption	NOUN
easat-2711	17	28	decisions	decision	NOUN
easat-2711	17	29	.	.	PUNCT
easat-2711	18	1	with	with	ADP
easat-2711	18	2	the	the	DET
easat-2711	18	3	rapid	rapid	ADJ
easat-2711	18	4	growth	growth	NOUN
easat-2711	18	5	of	of	ADP
easat-2711	18	6	the	the	DET
easat-2711	18	7	mobile	mobile	ADJ
easat-2711	18	8	internet	internet	NOUN
easat-2711	18	9	,	,	PUNCT
easat-2711	18	10	an	an	DET
easat-2711	18	11	increasing	increase	VERB
easat-2711	18	12	number	number	NOUN
easat-2711	18	13	of	of	ADP
easat-2711	18	14	automobile	automobile	NOUN
easat-2711	18	15	manufacturers	manufacturer	NOUN
easat-2711	18	16	are	be	AUX
easat-2711	18	17	turning	turn	VERB
easat-2711	18	18	to	to	ADP
easat-2711	18	19	social	social	ADJ
easat-2711	18	20	media	medium	NOUN
easat-2711	18	21	and	and	CCONJ
easat-2711	18	22	other	other	ADJ
easat-2711	18	23	mobile	mobile	ADJ
easat-2711	18	24	platforms	platform	NOUN
easat-2711	18	25	for	for	ADP
easat-2711	18	26	marketing	marketing	NOUN
easat-2711	18	27	.	.	PUNCT
easat-2711	19	1	at	at	ADP
easat-2711	19	2	the	the	DET
easat-2711	19	3	same	same	ADJ
easat-2711	19	4	time	time	NOUN
easat-2711	19	5	,	,	PUNCT
easat-2711	19	6	customers	customer	NOUN
easat-2711	19	7	are	be	AUX
easat-2711	19	8	eager	eager	ADJ
easat-2711	19	9	to	to	PART
easat-2711	19	10	learn	learn	VERB
easat-2711	19	11	about	about	ADP
easat-2711	19	12	other	other	ADJ
easat-2711	19	13	users	user	NOUN
easat-2711	19	14	'	'	PART
easat-2711	19	15	social	social	ADJ
easat-2711	19	16	media	medium	NOUN
easat-2711	19	17	experiences	experience	NOUN
easat-2711	19	18	and	and	CCONJ
easat-2711	19	19	opinions	opinion	NOUN
easat-2711	19	20	in	in	ADP
easat-2711	19	21	order	order	NOUN
easat-2711	19	22	to	to	PART
easat-2711	19	23	make	make	VERB
easat-2711	19	24	purchasing	purchasing	NOUN
easat-2711	19	25	decisions	decision	NOUN
easat-2711	19	26	.	.	PUNCT
easat-2711	20	1	as	as	ADP
easat-2711	20	2	a	a	DET
easat-2711	20	3	high	high	ADJ
easat-2711	20	4	-	-	PUNCT
easat-2711	20	5	value	value	NOUN
easat-2711	20	6	commodity	commodity	NOUN
easat-2711	20	7	,	,	PUNCT
easat-2711	20	8	practically	practically	ADV
easat-2711	20	9	all	all	DET
easat-2711	20	10	buyers	buyer	NOUN
easat-2711	20	11	utilize	utilize	VERB
easat-2711	20	12	search	search	NOUN
easat-2711	20	13	engines	engine	NOUN
easat-2711	20	14	to	to	PART
easat-2711	20	15	find	find	VERB
easat-2711	20	16	out	out	ADP
easat-2711	20	17	other	other	ADJ
easat-2711	20	18	people	people	NOUN
easat-2711	20	19	’s	’s	PART
easat-2711	20	20	experiences	experience	NOUN
easat-2711	20	21	with	with	ADP
easat-2711	20	22	their	their	PRON
easat-2711	20	23	favorite	favorite	ADJ
easat-2711	20	24	car	car	NOUN
easat-2711	20	25	models	model	NOUN
easat-2711	20	26	before	before	ADP
easat-2711	20	27	purchasing	purchase	VERB
easat-2711	20	28	[	[	X
easat-2711	20	29	1	1	NUM
easat-2711	20	30	]	]	PUNCT
easat-2711	20	31	.	.	PUNCT
easat-2711	21	1	there	there	PRON
easat-2711	21	2	are	be	VERB
easat-2711	21	3	already	already	ADV
easat-2711	21	4	several	several	ADJ
easat-2711	21	5	professional	professional	ADJ
easat-2711	21	6	platforms	platform	NOUN
easat-2711	21	7	in	in	ADP
easat-2711	21	8	china	china	PROPN
easat-2711	21	9	that	that	PRON
easat-2711	21	10	provide	provide	VERB
easat-2711	21	11	customers	customer	NOUN
easat-2711	21	12	with	with	ADP
easat-2711	21	13	car	car	NOUN
easat-2711	21	14	reviews	review	NOUN
easat-2711	21	15	,	,	PUNCT
easat-2711	21	16	such	such	ADJ
easat-2711	21	17	as	as	ADP
easat-2711	21	18	pcauto	pcauto	ADJ
easat-2711	21	19	,	,	PUNCT
easat-2711	21	20	xcar	xcar	NOUN
easat-2711	21	21	,	,	PUNCT
easat-2711	21	22	and	and	CCONJ
easat-2711	21	23	12365auto	12365auto	NUM
easat-2711	21	24	.	.	PUNCT
easat-2711	22	1	on	on	ADP
easat-2711	22	2	these	these	DET
easat-2711	22	3	platforms	platform	NOUN
easat-2711	22	4	,	,	PUNCT
easat-2711	22	5	a	a	DET
easat-2711	22	6	vast	vast	ADJ
easat-2711	22	7	number	number	NOUN
easat-2711	22	8	of	of	ADP
easat-2711	22	9	users	user	NOUN
easat-2711	22	10	who	who	PRON
easat-2711	22	11	have	have	AUX
easat-2711	22	12	purchased	purchase	VERB
easat-2711	22	13	cars	car	NOUN
easat-2711	22	14	share	share	VERB
easat-2711	22	15	their	their	PRON
easat-2711	22	16	own	own	ADJ
easat-2711	22	17	usage	usage	NOUN
easat-2711	22	18	experiences	experience	NOUN
easat-2711	22	19	.	.	PUNCT
easat-2711	23	1	for	for	ADP
easat-2711	23	2	example	example	NOUN
easat-2711	23	3	,	,	PUNCT
easat-2711	23	4	pcauto	pcauto	ADJ
easat-2711	23	5	,	,	PUNCT
easat-2711	23	6	one	one	NUM
easat-2711	23	7	of	of	ADP
easat-2711	23	8	china	china	PROPN
easat-2711	23	9	’s	’s	PART
easat-2711	23	10	largest	large	ADJ
easat-2711	23	11	automobile	automobile	NOUN
easat-2711	23	12	platforms	platform	NOUN
easat-2711	23	13	,	,	PUNCT
easat-2711	23	14	offers	offer	VERB
easat-2711	23	15	both	both	PRON
easat-2711	23	16	professionally	professionally	ADV
easat-2711	23	17	produced	produce	VERB
easat-2711	23	18	and	and	CCONJ
easat-2711	23	19	user	user	NOUN
easat-2711	23	20	-	-	PUNCT
easat-2711	23	21	generated	generate	VERB
easat-2711	23	22	content	content	NOUN
easat-2711	23	23	,	,	PUNCT
easat-2711	23	24	allowing	allow	VERB
easat-2711	23	25	internet	internet	NOUN
easat-2711	23	26	users	user	NOUN
easat-2711	23	27	to	to	PART
easat-2711	23	28	acquire	acquire	VERB
easat-2711	23	29	critical	critical	ADJ
easat-2711	23	30	insights	insight	NOUN
easat-2711	23	31	into	into	ADP
easat-2711	23	32	the	the	DET
easat-2711	23	33	quality	quality	NOUN
easat-2711	23	34	of	of	ADP
easat-2711	23	35	an	an	DET
easat-2711	23	36	automobile	automobile	NOUN
easat-2711	23	37	before	before	ADP
easat-2711	23	38	purchasing	purchasing	NOUN
easat-2711	23	39	.	.	PUNCT
easat-2711	24	1	an	an	DET
easat-2711	24	2	important	important	ADJ
easat-2711	24	3	issue	issue	NOUN
easat-2711	24	4	that	that	PRON
easat-2711	24	5	must	must	AUX
easat-2711	24	6	be	be	AUX
easat-2711	24	7	addressed	address	VERB
easat-2711	24	8	is	be	AUX
easat-2711	24	9	how	how	SCONJ
easat-2711	24	10	to	to	PART
easat-2711	24	11	fully	fully	ADV
easat-2711	24	12	utilize	utilize	VERB
easat-2711	24	13	text	text	NOUN
easat-2711	24	14	mining	mining	NOUN
easat-2711	24	15	and	and	CCONJ
easat-2711	24	16	other	other	ADJ
easat-2711	24	17	related	related	ADJ
easat-2711	24	18	technologies	technology	NOUN
easat-2711	24	19	to	to	PART
easat-2711	24	20	efficiently	efficiently	ADV
easat-2711	24	21	extract	extract	VERB
easat-2711	24	22	users	user	NOUN
easat-2711	24	23	’	'	PUNCT
easat-2711	24	24	emotional	emotional	ADJ
easat-2711	24	25	information	information	NOUN
easat-2711	24	26	contained	contain	VERB
easat-2711	24	27	in	in	ADP
easat-2711	24	28	the	the	DET
easat-2711	24	29	review	review	NOUN
easat-2711	24	30	texts	text	NOUN
easat-2711	24	31	,	,	PUNCT
easat-2711	24	32	thereby	thereby	ADV
easat-2711	24	33	assisting	assist	VERB
easat-2711	24	34	consumers	consumer	NOUN
easat-2711	24	35	in	in	ADP
easat-2711	24	36	making	make	VERB
easat-2711	24	37	accurate	accurate	ADJ
easat-2711	24	38	purchase	purchase	NOUN
easat-2711	24	39	decisions	decision	NOUN
easat-2711	24	40	and	and	CCONJ
easat-2711	24	41	assisting	assist	VERB
easat-2711	24	42	automotive	automotive	ADJ
easat-2711	24	43	companies	company	NOUN
easat-2711	24	44	in	in	ADP
easat-2711	24	45	improving	improve	VERB
easat-2711	24	46	their	their	PRON
easat-2711	24	47	products	product	NOUN
easat-2711	24	48	and	and	CCONJ
easat-2711	24	49	services	service	NOUN
easat-2711	24	50	.	.	PUNCT
easat-2711	25	1	3314	3314	NUM
easat-2711	25	2	edelweiss	edelweiss	PROPN
easat-2711	25	3	applied	apply	VERB
easat-2711	25	4	science	science	NOUN
easat-2711	25	5	and	and	CCONJ
easat-2711	25	6	technology	technology	NOUN
easat-2711	25	7	issn	issn	PROPN
easat-2711	25	8	:	:	PUNCT
easat-2711	25	9	2576	2576	NUM
easat-2711	25	10	-	-	SYM
easat-2711	25	11	8484	8484	NUM
easat-2711	25	12	vol	vol	NOUN
easat-2711	25	13	.	.	PROPN
easat-2711	25	14	8	8	NUM
easat-2711	25	15	,	,	PUNCT
easat-2711	25	16	no	no	INTJ
easat-2711	25	17	.	.	NOUN
easat-2711	25	18	6	6	NUM
easat-2711	25	19	:	:	SYM
easat-2711	25	20	3313	3313	NUM
easat-2711	25	21	-	-	SYM
easat-2711	25	22	3326	3326	NUM
easat-2711	25	23	,	,	PUNCT
easat-2711	25	24	2024	2024	NUM
easat-2711	25	25	doi	doi	NOUN
easat-2711	25	26	:	:	PUNCT
easat-2711	25	27	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	25	28	©	©	PROPN
easat-2711	25	29	2024	2024	NUM
easat-2711	25	30	by	by	ADP
easat-2711	25	31	the	the	DET
easat-2711	25	32	authors	author	NOUN
easat-2711	25	33	;	;	PUNCT
easat-2711	25	34	licensee	licensee	PROPN
easat-2711	25	35	learning	learn	VERB
easat-2711	25	36	gate	gate	PROPN
easat-2711	25	37	sentiment	sentiment	NOUN
easat-2711	25	38	analysis	analysis	NOUN
easat-2711	25	39	,	,	PUNCT
easat-2711	25	40	often	often	ADV
easat-2711	25	41	referred	refer	VERB
easat-2711	25	42	to	to	ADP
easat-2711	25	43	as	as	ADP
easat-2711	25	44	comment	comment	NOUN
easat-2711	25	45	mining	mining	NOUN
easat-2711	25	46	or	or	CCONJ
easat-2711	25	47	opinion	opinion	NOUN
easat-2711	25	48	mining	mining	NOUN
easat-2711	25	49	,	,	PUNCT
easat-2711	25	50	is	be	AUX
easat-2711	25	51	an	an	DET
easat-2711	25	52	important	important	ADJ
easat-2711	25	53	research	research	NOUN
easat-2711	25	54	stream	stream	NOUN
easat-2711	25	55	in	in	ADP
easat-2711	25	56	the	the	DET
easat-2711	25	57	field	field	NOUN
easat-2711	25	58	of	of	ADP
easat-2711	25	59	natural	natural	ADJ
easat-2711	25	60	language	language	NOUN
easat-2711	25	61	processing	processing	NOUN
easat-2711	25	62	(	(	PUNCT
easat-2711	25	63	nlp	nlp	NOUN
easat-2711	25	64	)	)	PUNCT
easat-2711	25	65	.	.	PUNCT
easat-2711	26	1	the	the	DET
easat-2711	26	2	text	text	NOUN
easat-2711	26	3	feature	feature	NOUN
easat-2711	26	4	analysis	analysis	NOUN
easat-2711	26	5	of	of	ADP
easat-2711	26	6	sentiment	sentiment	NOUN
easat-2711	26	7	analysis	analysis	NOUN
easat-2711	26	8	includes	include	VERB
easat-2711	26	9	three	three	NUM
easat-2711	26	10	kinds	kind	NOUN
easat-2711	26	11	of	of	ADP
easat-2711	26	12	approaches	approach	NOUN
easat-2711	26	13	:	:	PUNCT
easat-2711	26	14	lexicons	lexicon	NOUN
easat-2711	26	15	-	-	PUNCT
easat-2711	26	16	based	base	VERB
easat-2711	26	17	approaches	approach	NOUN
easat-2711	26	18	[	[	X
easat-2711	26	19	2	2	NUM
easat-2711	26	20	]	]	PUNCT
easat-2711	26	21	,	,	PUNCT
easat-2711	26	22	machine	machine	NOUN
easat-2711	26	23	learningbased	learningbase	VERB
easat-2711	26	24	approaches	approach	NOUN
easat-2711	26	25	[	[	X
easat-2711	26	26	3	3	NUM
easat-2711	26	27	]	]	PUNCT
easat-2711	26	28	,	,	PUNCT
easat-2711	26	29	and	and	CCONJ
easat-2711	26	30	deep	deep	ADJ
easat-2711	26	31	learning	learning	NOUN
easat-2711	26	32	-	-	PUNCT
easat-2711	26	33	based	base	VERB
easat-2711	26	34	approaches	approach	NOUN
easat-2711	26	35	[	[	X
easat-2711	26	36	4	4	NUM
easat-2711	26	37	-	-	SYM
easat-2711	26	38	7	7	NUM
easat-2711	26	39	]	]	PUNCT
easat-2711	26	40	.	.	PUNCT
easat-2711	27	1	though	though	SCONJ
easat-2711	27	2	the	the	DET
easat-2711	27	3	first	first	ADJ
easat-2711	27	4	two	two	NUM
easat-2711	27	5	approaches	approach	NOUN
easat-2711	27	6	are	be	AUX
easat-2711	27	7	simple	simple	ADJ
easat-2711	27	8	to	to	PART
easat-2711	27	9	construct	construct	VERB
easat-2711	27	10	,	,	PUNCT
easat-2711	27	11	their	their	PRON
easat-2711	27	12	generalization	generalization	NOUN
easat-2711	27	13	capability	capability	NOUN
easat-2711	27	14	and	and	CCONJ
easat-2711	27	15	accuracy	accuracy	NOUN
easat-2711	27	16	are	be	AUX
easat-2711	27	17	poor	poor	ADJ
easat-2711	27	18	.	.	PUNCT
easat-2711	28	1	in	in	ADP
easat-2711	28	2	recent	recent	ADJ
easat-2711	28	3	years	year	NOUN
easat-2711	28	4	,	,	PUNCT
easat-2711	28	5	deep	deep	ADJ
easat-2711	28	6	learning	learning	NOUN
easat-2711	28	7	has	have	AUX
easat-2711	28	8	been	be	AUX
easat-2711	28	9	widely	widely	ADV
easat-2711	28	10	employed	employ	VERB
easat-2711	28	11	as	as	ADP
easat-2711	28	12	an	an	DET
easat-2711	28	13	emerging	emerge	VERB
easat-2711	28	14	method	method	NOUN
easat-2711	28	15	in	in	ADP
easat-2711	28	16	the	the	DET
easat-2711	28	17	fields	field	NOUN
easat-2711	28	18	of	of	ADP
easat-2711	28	19	computer	computer	NOUN
easat-2711	28	20	vision	vision	NOUN
easat-2711	28	21	,	,	PUNCT
easat-2711	28	22	speech	speech	NOUN
easat-2711	28	23	recognition	recognition	NOUN
easat-2711	28	24	,	,	PUNCT
easat-2711	28	25	and	and	CCONJ
easat-2711	28	26	nlp	nlp	ADJ
easat-2711	28	27	.	.	PUNCT
easat-2711	29	1	deep	deep	ADJ
easat-2711	29	2	learning	learning	NOUN
easat-2711	29	3	-	-	PUNCT
easat-2711	29	4	based	base	VERB
easat-2711	29	5	techniques	technique	NOUN
easat-2711	29	6	can	can	AUX
easat-2711	29	7	automatically	automatically	ADV
easat-2711	29	8	extract	extract	VERB
easat-2711	29	9	the	the	DET
easat-2711	29	10	syntactic	syntactic	ADJ
easat-2711	29	11	and	and	CCONJ
easat-2711	29	12	semantic	semantic	ADJ
easat-2711	29	13	features	feature	NOUN
easat-2711	29	14	from	from	ADP
easat-2711	29	15	text	text	NOUN
easat-2711	29	16	without	without	ADP
easat-2711	29	17	the	the	DET
easat-2711	29	18	need	need	NOUN
easat-2711	29	19	for	for	ADP
easat-2711	29	20	feature	feature	NOUN
easat-2711	29	21	engineering	engineering	NOUN
easat-2711	29	22	,	,	PUNCT
easat-2711	29	23	which	which	PRON
easat-2711	29	24	is	be	AUX
easat-2711	29	25	labor	labor	NOUN
easat-2711	29	26	-	-	PUNCT
easat-2711	29	27	intensive	intensive	ADJ
easat-2711	29	28	and	and	CCONJ
easat-2711	29	29	time	time	NOUN
easat-2711	29	30	-	-	PUNCT
easat-2711	29	31	consuming	consume	VERB
easat-2711	29	32	[	[	X
easat-2711	29	33	8	8	NUM
easat-2711	29	34	]	]	PUNCT
easat-2711	29	35	.	.	PUNCT
easat-2711	30	1	convolutional	convolutional	ADJ
easat-2711	30	2	neural	neural	ADJ
easat-2711	30	3	networks	network	NOUN
easat-2711	30	4	(	(	PUNCT
easat-2711	30	5	cnn	cnn	PROPN
easat-2711	30	6	)	)	PUNCT
easat-2711	30	7	and	and	CCONJ
easat-2711	30	8	recurrent	recurrent	ADJ
easat-2711	30	9	neural	neural	ADJ
easat-2711	30	10	networks	network	NOUN
easat-2711	30	11	(	(	PUNCT
easat-2711	30	12	rnn	rnn	PROPN
easat-2711	30	13	)	)	PUNCT
easat-2711	30	14	are	be	AUX
easat-2711	30	15	two	two	NUM
easat-2711	30	16	popular	popular	ADJ
easat-2711	30	17	deep	deep	ADJ
easat-2711	30	18	learning	learning	NOUN
easat-2711	30	19	algorithms	algorithm	NOUN
easat-2711	30	20	[	[	X
easat-2711	30	21	4,5	4,5	NUM
easat-2711	30	22	]	]	PUNCT
easat-2711	30	23	.	.	PUNCT
easat-2711	31	1	the	the	DET
easat-2711	31	2	cnn	cnn	PROPN
easat-2711	31	3	model	model	NOUN
easat-2711	31	4	is	be	AUX
easat-2711	31	5	a	a	DET
easat-2711	31	6	type	type	NOUN
easat-2711	31	7	of	of	ADP
easat-2711	31	8	artificial	artificial	ADJ
easat-2711	31	9	neural	neural	ADJ
easat-2711	31	10	network	network	NOUN
easat-2711	31	11	developed	develop	VERB
easat-2711	31	12	by	by	ADP
easat-2711	31	13	lecun	lecun	PROPN
easat-2711	31	14	et	et	PROPN
easat-2711	31	15	al	al	PROPN
easat-2711	31	16	.	.	PUNCT
easat-2711	32	1	[	[	X
easat-2711	32	2	9	9	NUM
easat-2711	32	3	]	]	PUNCT
easat-2711	32	4	that	that	PRON
easat-2711	32	5	has	have	AUX
easat-2711	32	6	demonstrated	demonstrate	VERB
easat-2711	32	7	excellent	excellent	ADJ
easat-2711	32	8	prediction	prediction	NOUN
easat-2711	32	9	performance	performance	NOUN
easat-2711	32	10	in	in	ADP
easat-2711	32	11	the	the	DET
easat-2711	32	12	field	field	NOUN
easat-2711	32	13	of	of	ADP
easat-2711	32	14	image	image	NOUN
easat-2711	32	15	recognition	recognition	NOUN
easat-2711	32	16	and	and	CCONJ
easat-2711	32	17	nlp	nlp	NOUN
easat-2711	32	18	.	.	PUNCT
easat-2711	33	1	the	the	DET
easat-2711	33	2	rnn	rnn	NOUN
easat-2711	33	3	is	be	AUX
easat-2711	33	4	another	another	DET
easat-2711	33	5	type	type	NOUN
easat-2711	33	6	of	of	ADP
easat-2711	33	7	artificial	artificial	ADJ
easat-2711	33	8	neural	neural	ADJ
easat-2711	33	9	network	network	NOUN
easat-2711	33	10	that	that	PRON
easat-2711	33	11	exhibits	exhibit	VERB
easat-2711	33	12	temporal	temporal	ADJ
easat-2711	33	13	dynamic	dynamic	ADJ
easat-2711	33	14	behavior	behavior	NOUN
easat-2711	33	15	due	due	ADP
easat-2711	33	16	to	to	ADP
easat-2711	33	17	the	the	DET
easat-2711	33	18	connectivity	connectivity	NOUN
easat-2711	33	19	between	between	ADP
easat-2711	33	20	the	the	DET
easat-2711	33	21	neurons	neuron	NOUN
easat-2711	33	22	inside	inside	ADP
easat-2711	33	23	the	the	DET
easat-2711	33	24	hidden	hidden	ADJ
easat-2711	33	25	layers	layer	NOUN
easat-2711	33	26	.	.	PUNCT
easat-2711	34	1	these	these	DET
easat-2711	34	2	two	two	NUM
easat-2711	34	3	neural	neural	ADJ
easat-2711	34	4	network	network	NOUN
easat-2711	34	5	models	model	NOUN
easat-2711	34	6	,	,	PUNCT
easat-2711	34	7	however	however	ADV
easat-2711	34	8	,	,	PUNCT
easat-2711	34	9	have	have	VERB
easat-2711	34	10	disadvantages	disadvantage	NOUN
easat-2711	34	11	.	.	PUNCT
easat-2711	35	1	although	although	SCONJ
easat-2711	35	2	cnns	cnn	NOUN
easat-2711	35	3	may	may	AUX
easat-2711	35	4	successfully	successfully	ADV
easat-2711	35	5	extract	extract	VERB
easat-2711	35	6	local	local	ADJ
easat-2711	35	7	text	text	NOUN
easat-2711	35	8	elements	element	NOUN
easat-2711	35	9	,	,	PUNCT
easat-2711	35	10	the	the	DET
easat-2711	35	11	contextual	contextual	ADJ
easat-2711	35	12	semantic	semantic	ADJ
easat-2711	35	13	information	information	NOUN
easat-2711	35	14	between	between	ADP
easat-2711	35	15	words	word	NOUN
easat-2711	35	16	is	be	AUX
easat-2711	35	17	omitted	omit	VERB
easat-2711	35	18	.	.	PUNCT
easat-2711	36	1	traditional	traditional	ADJ
easat-2711	36	2	rnns	rnn	NOUN
easat-2711	36	3	,	,	PUNCT
easat-2711	36	4	on	on	ADP
easat-2711	36	5	the	the	DET
easat-2711	36	6	other	other	ADJ
easat-2711	36	7	hand	hand	NOUN
easat-2711	36	8	,	,	PUNCT
easat-2711	36	9	suffer	suffer	VERB
easat-2711	36	10	the	the	DET
easat-2711	36	11	problems	problem	NOUN
easat-2711	36	12	of	of	ADP
easat-2711	36	13	vanishing	vanish	VERB
easat-2711	36	14	and	and	CCONJ
easat-2711	36	15	exploding	explode	VERB
easat-2711	36	16	gradients	gradient	NOUN
easat-2711	36	17	.	.	PUNCT
easat-2711	37	1	hochreiter	hochreiter	PROPN
easat-2711	37	2	and	and	CCONJ
easat-2711	37	3	schmidhuber	schmidhuber	NOUN
easat-2711	38	1	[	[	X
easat-2711	38	2	10	10	NUM
easat-2711	38	3	]	]	PUNCT
easat-2711	38	4	proposed	propose	VERB
easat-2711	38	5	the	the	DET
easat-2711	38	6	long	long	ADJ
easat-2711	38	7	short	short	ADJ
easat-2711	38	8	-	-	PUNCT
easat-2711	38	9	term	term	NOUN
easat-2711	38	10	memory	memory	NOUN
easat-2711	38	11	(	(	PUNCT
easat-2711	38	12	lstm	lstm	NOUN
easat-2711	38	13	)	)	PUNCT
easat-2711	38	14	network	network	NOUN
easat-2711	38	15	by	by	ADP
easat-2711	38	16	adding	add	VERB
easat-2711	38	17	a	a	DET
easat-2711	38	18	long	long	ADJ
easat-2711	38	19	-	-	PUNCT
easat-2711	38	20	term	term	NOUN
easat-2711	38	21	memory	memory	NOUN
easat-2711	38	22	into	into	ADP
easat-2711	38	23	the	the	DET
easat-2711	38	24	network	network	NOUN
easat-2711	38	25	to	to	PART
easat-2711	38	26	address	address	VERB
easat-2711	38	27	the	the	DET
easat-2711	38	28	issues	issue	NOUN
easat-2711	38	29	.	.	PUNCT
easat-2711	39	1	however	however	ADV
easat-2711	39	2	,	,	PUNCT
easat-2711	39	3	the	the	DET
easat-2711	39	4	rnn	rnn	NOUN
easat-2711	39	5	(	(	PUNCT
easat-2711	39	6	e.g.	e.g.	ADV
easat-2711	39	7	,	,	PUNCT
easat-2711	39	8	lstm	lstm	ADJ
easat-2711	39	9	)	)	PUNCT
easat-2711	39	10	model	model	NOUN
easat-2711	39	11	is	be	AUX
easat-2711	39	12	incapable	incapable	ADJ
easat-2711	39	13	of	of	ADP
easat-2711	39	14	extracting	extract	VERB
easat-2711	39	15	the	the	DET
easat-2711	39	16	local	local	ADJ
easat-2711	39	17	features	feature	NOUN
easat-2711	39	18	of	of	ADP
easat-2711	39	19	texts	text	NOUN
easat-2711	39	20	effectively	effectively	ADV
easat-2711	39	21	because	because	SCONJ
easat-2711	39	22	the	the	DET
easat-2711	39	23	contextual	contextual	ADJ
easat-2711	39	24	information	information	NOUN
easat-2711	39	25	is	be	AUX
easat-2711	39	26	not	not	PART
easat-2711	39	27	fully	fully	ADV
easat-2711	39	28	extracted	extract	VERB
easat-2711	39	29	.	.	PUNCT
easat-2711	40	1	thus	thus	ADV
easat-2711	40	2	,	,	PUNCT
easat-2711	40	3	graves	grave	NOUN
easat-2711	40	4	and	and	CCONJ
easat-2711	40	5	schmidhuber	schmidhuber	NOUN
easat-2711	41	1	[	[	X
easat-2711	41	2	11	11	NUM
easat-2711	41	3	]	]	PUNCT
easat-2711	41	4	developed	develop	VERB
easat-2711	41	5	the	the	DET
easat-2711	41	6	bidirectional	bidirectional	ADJ
easat-2711	41	7	lstm	lstm	NOUN
easat-2711	41	8	(	(	PUNCT
easat-2711	41	9	bilstm	bilstm	NOUN
easat-2711	41	10	)	)	PUNCT
easat-2711	41	11	model	model	NOUN
easat-2711	41	12	,	,	PUNCT
easat-2711	41	13	containing	contain	VERB
easat-2711	41	14	a	a	DET
easat-2711	41	15	forward	forward	NOUN
easat-2711	41	16	and	and	CCONJ
easat-2711	41	17	a	a	DET
easat-2711	41	18	backward	backward	ADJ
easat-2711	41	19	lstm	lstm	NOUN
easat-2711	41	20	that	that	PRON
easat-2711	41	21	may	may	AUX
easat-2711	41	22	utilize	utilize	VERB
easat-2711	41	23	information	information	NOUN
easat-2711	41	24	from	from	ADP
easat-2711	41	25	both	both	DET
easat-2711	41	26	directions	direction	NOUN
easat-2711	41	27	.	.	PUNCT
easat-2711	42	1	to	to	PART
easat-2711	42	2	solve	solve	VERB
easat-2711	42	3	the	the	DET
easat-2711	42	4	issue	issue	NOUN
easat-2711	42	5	that	that	SCONJ
easat-2711	42	6	existing	exist	VERB
easat-2711	42	7	chinese	chinese	ADJ
easat-2711	42	8	text	text	NOUN
easat-2711	42	9	sentiment	sentiment	NOUN
easat-2711	42	10	analysis	analysis	NOUN
easat-2711	42	11	algorithms	algorithm	NOUN
easat-2711	42	12	can	can	AUX
easat-2711	42	13	not	not	PART
easat-2711	42	14	simultaneously	simultaneously	ADV
easat-2711	42	15	extract	extract	VERB
easat-2711	42	16	both	both	DET
easat-2711	42	17	contextual	contextual	ADJ
easat-2711	42	18	features	feature	NOUN
easat-2711	42	19	and	and	CCONJ
easat-2711	42	20	local	local	ADJ
easat-2711	42	21	semantic	semantic	ADJ
easat-2711	42	22	information	information	NOUN
easat-2711	42	23	from	from	ADP
easat-2711	42	24	review	review	NOUN
easat-2711	42	25	texts	text	NOUN
easat-2711	42	26	,	,	PUNCT
easat-2711	42	27	a	a	DET
easat-2711	42	28	hybrid	hybrid	ADJ
easat-2711	42	29	deep	deep	ADJ
easat-2711	42	30	learning	learning	NOUN
easat-2711	42	31	model	model	NOUN
easat-2711	42	32	called	call	VERB
easat-2711	42	33	bilstm	bilstm	NOUN
easat-2711	42	34	-	-	PUNCT
easat-2711	42	35	cnn	cnn	PROPN
easat-2711	42	36	is	be	AUX
easat-2711	42	37	proposed	propose	VERB
easat-2711	42	38	.	.	PUNCT
easat-2711	43	1	the	the	DET
easat-2711	43	2	hybrid	hybrid	NOUN
easat-2711	43	3	model	model	NOUN
easat-2711	43	4	combines	combine	VERB
easat-2711	43	5	the	the	DET
easat-2711	43	6	benefits	benefit	NOUN
easat-2711	43	7	of	of	ADP
easat-2711	43	8	bilstm	bilstm	NOUN
easat-2711	43	9	and	and	CCONJ
easat-2711	43	10	cnn	cnn	PROPN
easat-2711	43	11	,	,	PUNCT
easat-2711	43	12	successfully	successfully	ADV
easat-2711	43	13	overcoming	overcome	VERB
easat-2711	43	14	the	the	DET
easat-2711	43	15	shortcomings	shortcoming	NOUN
easat-2711	43	16	of	of	ADP
easat-2711	43	17	a	a	DET
easat-2711	43	18	single	single	ADJ
easat-2711	43	19	model	model	NOUN
easat-2711	43	20	and	and	CCONJ
easat-2711	43	21	increasing	increase	VERB
easat-2711	43	22	the	the	DET
easat-2711	43	23	efficiency	efficiency	NOUN
easat-2711	43	24	of	of	ADP
easat-2711	43	25	learning	learn	VERB
easat-2711	43	26	.	.	PUNCT
easat-2711	44	1	the	the	DET
easat-2711	44	2	primary	primary	ADJ
easat-2711	44	3	contributions	contribution	NOUN
easat-2711	44	4	of	of	ADP
easat-2711	44	5	this	this	DET
easat-2711	44	6	study	study	NOUN
easat-2711	44	7	are	be	AUX
easat-2711	44	8	as	as	SCONJ
easat-2711	44	9	follows	follow	VERB
easat-2711	44	10	:	:	PUNCT
easat-2711	44	11	(	(	PUNCT
easat-2711	44	12	1	1	X
easat-2711	44	13	)	)	PUNCT
easat-2711	44	14	we	we	PRON
easat-2711	44	15	trained	train	VERB
easat-2711	44	16	word	word	NOUN
easat-2711	44	17	vectors	vector	NOUN
easat-2711	44	18	with	with	ADP
easat-2711	44	19	the	the	DET
easat-2711	44	20	cbow	cbow	NOUN
easat-2711	44	21	model	model	NOUN
easat-2711	44	22	by	by	ADP
easat-2711	44	23	combining	combine	VERB
easat-2711	44	24	the	the	DET
easat-2711	44	25	chinese	chinese	PROPN
easat-2711	44	26	wikipedia	wikipedia	PROPN
easat-2711	44	27	corpus	corpus	PROPN
easat-2711	44	28	with	with	ADP
easat-2711	44	29	other	other	ADJ
easat-2711	44	30	open	open	ADJ
easat-2711	44	31	-	-	PUNCT
easat-2711	44	32	source	source	NOUN
easat-2711	44	33	car	car	NOUN
easat-2711	44	34	-	-	PUNCT
easat-2711	44	35	related	relate	VERB
easat-2711	44	36	corpora	corpora	NOUN
easat-2711	44	37	(	(	PUNCT
easat-2711	44	38	e.g.	e.g.	ADV
easat-2711	44	39	,https://gitee.com	,https://gitee.com	PUNCT
easat-2711	44	40	/	/	SYM
easat-2711	44	41	peixilong	peixilong	NOUN
easat-2711	44	42	/	/	SYM
easat-2711	44	43	car	car	NOUN
easat-2711	44	44	-	-	PUNCT
easat-2711	44	45	corpus	corpus	NOUN
easat-2711	44	46	-	-	PUNCT
easat-2711	44	47	lmodels	lmodel	NOUN
easat-2711	44	48	)	)	PUNCT
easat-2711	44	49	.	.	PUNCT
easat-2711	45	1	these	these	DET
easat-2711	45	2	word	word	NOUN
easat-2711	45	3	vectors	vector	NOUN
easat-2711	45	4	include	include	VERB
easat-2711	45	5	car	car	NOUN
easat-2711	45	6	-	-	PUNCT
easat-2711	45	7	specific	specific	ADJ
easat-2711	45	8	vocabulary	vocabulary	NOUN
easat-2711	45	9	,	,	PUNCT
easat-2711	45	10	which	which	PRON
easat-2711	45	11	improves	improve	VERB
easat-2711	45	12	sentimental	sentimental	ADJ
easat-2711	45	13	classification	classification	NOUN
easat-2711	45	14	accuracy	accuracy	NOUN
easat-2711	45	15	,	,	PUNCT
easat-2711	45	16	which	which	PRON
easat-2711	45	17	supplement	supplement	VERB
easat-2711	45	18	existing	exist	VERB
easat-2711	45	19	literature	literature	NOUN
easat-2711	45	20	on	on	ADP
easat-2711	45	21	machine	machine	NOUN
easat-2711	45	22	learning	learn	VERB
easat-2711	45	23	applications	application	NOUN
easat-2711	45	24	in	in	ADP
easat-2711	45	25	the	the	DET
easat-2711	45	26	area	area	NOUN
easat-2711	45	27	of	of	ADP
easat-2711	45	28	car	car	NOUN
easat-2711	45	29	review	review	NOUN
easat-2711	45	30	texts	text	NOUN
easat-2711	45	31	[	[	X
easat-2711	45	32	12	12	NUM
easat-2711	45	33	]	]	PUNCT
easat-2711	45	34	.	.	PUNCT
easat-2711	46	1	(	(	PUNCT
easat-2711	46	2	2	2	X
easat-2711	46	3	)	)	PUNCT
easat-2711	46	4	a	a	DET
easat-2711	46	5	hybrid	hybrid	ADJ
easat-2711	46	6	deep	deep	ADJ
easat-2711	46	7	learning	learning	NOUN
easat-2711	46	8	model	model	NOUN
easat-2711	46	9	integrating	integrating	NOUN
easat-2711	46	10	bilstm	bilstm	NOUN
easat-2711	46	11	and	and	CCONJ
easat-2711	46	12	cnn	cnn	PROPN
easat-2711	46	13	was	be	AUX
easat-2711	46	14	proposed	propose	VERB
easat-2711	46	15	.	.	PUNCT
easat-2711	47	1	bilstm	bilstm	NOUN
easat-2711	47	2	is	be	AUX
easat-2711	47	3	utilized	utilize	VERB
easat-2711	47	4	first	first	ADV
easat-2711	47	5	to	to	PART
easat-2711	47	6	automatically	automatically	ADV
easat-2711	47	7	extract	extract	VERB
easat-2711	47	8	contextual	contextual	ADJ
easat-2711	47	9	features	feature	NOUN
easat-2711	47	10	from	from	ADP
easat-2711	47	11	the	the	DET
easat-2711	47	12	review	review	NOUN
easat-2711	47	13	texts	text	NOUN
easat-2711	47	14	,	,	PUNCT
easat-2711	47	15	which	which	PRON
easat-2711	47	16	are	be	AUX
easat-2711	47	17	then	then	ADV
easat-2711	47	18	fed	feed	VERB
easat-2711	47	19	into	into	ADP
easat-2711	47	20	cnn	cnn	PROPN
easat-2711	47	21	to	to	PART
easat-2711	47	22	obtain	obtain	VERB
easat-2711	47	23	local	local	ADJ
easat-2711	47	24	semantic	semantic	ADJ
easat-2711	47	25	features	feature	NOUN
easat-2711	47	26	.	.	PUNCT
easat-2711	48	1	thus	thus	ADV
easat-2711	48	2	,	,	PUNCT
easat-2711	48	3	it	it	PRON
easat-2711	48	4	is	be	AUX
easat-2711	48	5	possible	possible	ADJ
easat-2711	48	6	to	to	PART
easat-2711	48	7	take	take	VERB
easat-2711	48	8	advantage	advantage	NOUN
easat-2711	48	9	of	of	ADP
easat-2711	48	10	both	both	DET
easat-2711	48	11	bilstm	bilstm	NOUN
easat-2711	48	12	and	and	CCONJ
easat-2711	48	13	cnn	cnn	PROPN
easat-2711	48	14	to	to	PART
easat-2711	48	15	extract	extract	VERB
easat-2711	48	16	features	feature	NOUN
easat-2711	48	17	and	and	CCONJ
easat-2711	48	18	grasp	grasp	VERB
easat-2711	48	19	the	the	DET
easat-2711	48	20	semantics	semantic	NOUN
easat-2711	48	21	of	of	ADP
easat-2711	48	22	the	the	DET
easat-2711	48	23	review	review	NOUN
easat-2711	48	24	texts	text	NOUN
easat-2711	48	25	.	.	PUNCT
easat-2711	49	1	furthermore	furthermore	ADV
easat-2711	49	2	,	,	PUNCT
easat-2711	49	3	the	the	DET
easat-2711	49	4	prediction	prediction	NOUN
easat-2711	49	5	performance	performance	NOUN
easat-2711	49	6	of	of	ADP
easat-2711	49	7	the	the	DET
easat-2711	49	8	hybrid	hybrid	ADJ
easat-2711	49	9	bilstm	bilstm	NOUN
easat-2711	49	10	-	-	PUNCT
easat-2711	49	11	cnn	cnn	PROPN
easat-2711	49	12	model	model	NOUN
easat-2711	49	13	has	have	AUX
easat-2711	49	14	been	be	AUX
easat-2711	49	15	shown	show	VERB
easat-2711	49	16	to	to	PART
easat-2711	49	17	outperform	outperform	VERB
easat-2711	49	18	other	other	ADJ
easat-2711	49	19	different	different	ADJ
easat-2711	49	20	machine	machine	NOUN
easat-2711	49	21	learning	learning	NOUN
easat-2711	49	22	models	model	NOUN
easat-2711	49	23	(	(	PUNCT
easat-2711	49	24	knn	knn	PROPN
easat-2711	49	25	,	,	PUNCT
easat-2711	49	26	svm	svm	ADJ
easat-2711	49	27	,	,	PUNCT
easat-2711	49	28	naïve	naïve	ADJ
easat-2711	49	29	bayes	bayes	NOUN
easat-2711	49	30	,	,	PUNCT
easat-2711	49	31	and	and	CCONJ
easat-2711	49	32	rf	rf	NOUN
easat-2711	49	33	)	)	PUNCT
easat-2711	49	34	and	and	CCONJ
easat-2711	49	35	deep	deep	ADJ
easat-2711	49	36	learning	learning	NOUN
easat-2711	49	37	models	model	NOUN
easat-2711	49	38	(	(	PUNCT
easat-2711	49	39	cnn	cnn	PROPN
easat-2711	49	40	,	,	PUNCT
easat-2711	49	41	lstm	lstm	PROPN
easat-2711	49	42	,	,	PUNCT
easat-2711	49	43	bilstm	bilstm	NOUN
easat-2711	49	44	,	,	PUNCT
easat-2711	49	45	and	and	CCONJ
easat-2711	49	46	lexiconbased	lexiconbase	VERB
easat-2711	49	47	techniques	technique	NOUN
easat-2711	49	48	lstm	lstm	PROPN
easat-2711	49	49	-	-	PUNCT
easat-2711	49	50	cnn	cnn	PROPN
easat-2711	49	51	)	)	PUNCT
easat-2711	49	52	.	.	PUNCT
easat-2711	50	1	the	the	DET
easat-2711	50	2	rest	rest	NOUN
easat-2711	50	3	of	of	ADP
easat-2711	50	4	the	the	DET
easat-2711	50	5	paper	paper	NOUN
easat-2711	50	6	is	be	AUX
easat-2711	50	7	structured	structure	VERB
easat-2711	50	8	as	as	SCONJ
easat-2711	50	9	follows	follow	VERB
easat-2711	50	10	.	.	PUNCT
easat-2711	51	1	section	section	NOUN
easat-2711	51	2	2	2	NUM
easat-2711	51	3	provides	provide	VERB
easat-2711	51	4	a	a	DET
easat-2711	51	5	brief	brief	ADJ
easat-2711	51	6	overview	overview	NOUN
easat-2711	51	7	of	of	ADP
easat-2711	51	8	the	the	DET
easat-2711	51	9	evolution	evolution	NOUN
easat-2711	51	10	of	of	ADP
easat-2711	51	11	sentiment	sentiment	NOUN
easat-2711	51	12	analysis	analysis	NOUN
easat-2711	51	13	and	and	CCONJ
easat-2711	51	14	deep	deep	ADJ
easat-2711	51	15	learning	learning	NOUN
easat-2711	51	16	technologies	technology	NOUN
easat-2711	51	17	.	.	PUNCT
easat-2711	52	1	the	the	DET
easat-2711	52	2	bilstm	bilstm	NOUN
easat-2711	52	3	-	-	PUNCT
easat-2711	52	4	cnn	cnn	PROPN
easat-2711	52	5	model	model	NOUN
easat-2711	52	6	is	be	AUX
easat-2711	52	7	developed	develop	VERB
easat-2711	52	8	in	in	ADP
easat-2711	52	9	section	section	NOUN
easat-2711	52	10	3	3	NUM
easat-2711	52	11	.	.	PUNCT
easat-2711	53	1	the	the	DET
easat-2711	53	2	datasets	dataset	NOUN
easat-2711	53	3	and	and	CCONJ
easat-2711	53	4	data	datum	NOUN
easat-2711	53	5	pre	pre	ADJ
easat-2711	53	6	-	-	ADJ
easat-2711	53	7	processing	processing	NOUN
easat-2711	53	8	are	be	AUX
easat-2711	53	9	described	describe	VERB
easat-2711	53	10	in	in	ADP
easat-2711	53	11	section	section	NOUN
easat-2711	53	12	4	4	NUM
easat-2711	53	13	.	.	PUNCT
easat-2711	53	14	section	section	NOUN
easat-2711	53	15	5	5	NUM
easat-2711	53	16	compares	compare	VERB
easat-2711	53	17	the	the	DET
easat-2711	53	18	prediction	prediction	NOUN
easat-2711	53	19	performance	performance	NOUN
easat-2711	53	20	of	of	ADP
easat-2711	53	21	the	the	DET
easat-2711	53	22	hybrid	hybrid	ADJ
easat-2711	53	23	bilstm	bilstm	NOUN
easat-2711	53	24	-	-	PUNCT
easat-2711	53	25	cnn	cnn	PROPN
easat-2711	53	26	model	model	NOUN
easat-2711	53	27	with	with	ADP
easat-2711	53	28	that	that	PRON
easat-2711	53	29	of	of	ADP
easat-2711	53	30	the	the	DET
easat-2711	53	31	traditional	traditional	ADJ
easat-2711	53	32	machine	machine	NOUN
easat-2711	53	33	learning	learning	NOUN
easat-2711	53	34	model	model	NOUN
easat-2711	53	35	(	(	PUNCT
easat-2711	53	36	naïve	naïve	ADJ
easat-2711	53	37	bayes	bayes	PROPN
easat-2711	53	38	)	)	PUNCT
easat-2711	53	39	and	and	CCONJ
easat-2711	53	40	other	other	ADJ
easat-2711	53	41	deep	deep	ADJ
easat-2711	53	42	learning	learning	NOUN
easat-2711	53	43	models	model	NOUN
easat-2711	53	44	(	(	PUNCT
easat-2711	53	45	cnn	cnn	PROPN
easat-2711	53	46	,	,	PUNCT
easat-2711	53	47	lstm	lstm	PROPN
easat-2711	53	48	,	,	PUNCT
easat-2711	53	49	bilstm	bilstm	NOUN
easat-2711	53	50	,	,	PUNCT
easat-2711	53	51	and	and	CCONJ
easat-2711	53	52	lstm	lstm	NOUN
easat-2711	53	53	-	-	PUNCT
easat-2711	53	54	cnn	cnn	PROPN
easat-2711	53	55	)	)	PUNCT
easat-2711	53	56	.	.	PUNCT
easat-2711	54	1	section	section	NOUN
easat-2711	54	2	6	6	NUM
easat-2711	54	3	concludes	conclude	VERB
easat-2711	54	4	the	the	DET
easat-2711	54	5	paper	paper	NOUN
easat-2711	54	6	.	.	PUNCT
easat-2711	55	1	2	2	X
easat-2711	55	2	.	.	NUM
easat-2711	55	3	related	relate	VERB
easat-2711	55	4	works	work	NOUN
easat-2711	55	5	sentiment	sentiment	NOUN
easat-2711	55	6	analysis	analysis	NOUN
easat-2711	55	7	refers	refer	VERB
easat-2711	55	8	to	to	ADP
easat-2711	55	9	the	the	DET
easat-2711	55	10	process	process	NOUN
easat-2711	55	11	of	of	ADP
easat-2711	55	12	identifying	identify	VERB
easat-2711	55	13	people	people	NOUN
easat-2711	55	14	's	's	PART
easat-2711	55	15	emotions	emotion	NOUN
easat-2711	55	16	,	,	PUNCT
easat-2711	55	17	attitudes	attitude	NOUN
easat-2711	55	18	,	,	PUNCT
easat-2711	55	19	and	and	CCONJ
easat-2711	55	20	opinions	opinion	NOUN
easat-2711	55	21	about	about	ADP
easat-2711	55	22	subjects	subject	NOUN
easat-2711	55	23	,	,	PUNCT
easat-2711	55	24	products	product	NOUN
easat-2711	55	25	,	,	PUNCT
easat-2711	55	26	individuals	individual	NOUN
easat-2711	55	27	,	,	PUNCT
easat-2711	55	28	organizational	organizational	ADJ
easat-2711	55	29	services	service	NOUN
easat-2711	55	30	,	,	PUNCT
easat-2711	55	31	events	event	NOUN
easat-2711	55	32	,	,	PUNCT
easat-2711	55	33	and	and	CCONJ
easat-2711	55	34	other	other	ADJ
easat-2711	55	35	entities	entity	NOUN
easat-2711	55	36	to	to	PART
easat-2711	55	37	extract	extract	VERB
easat-2711	55	38	and	and	CCONJ
easat-2711	55	39	classify	classify	VERB
easat-2711	55	40	audio	audio	NOUN
easat-2711	55	41	,	,	PUNCT
easat-2711	55	42	video	video	NOUN
easat-2711	55	43	,	,	PUNCT
easat-2711	55	44	and	and	CCONJ
easat-2711	55	45	text	text	NOUN
easat-2711	55	46	features	feature	VERB
easat-2711	55	47	[	[	X
easat-2711	55	48	13	13	NUM
easat-2711	55	49	]	]	PUNCT
easat-2711	55	50	.	.	PUNCT
easat-2711	56	1	traditionally	traditionally	ADV
easat-2711	56	2	,	,	PUNCT
easat-2711	56	3	analyzing	analyze	VERB
easat-2711	56	4	algorithms	algorithm	NOUN
easat-2711	56	5	generate	generate	VERB
easat-2711	56	6	a	a	DET
easat-2711	56	7	numerical	numerical	ADJ
easat-2711	56	8	value	value	NOUN
easat-2711	56	9	representing	represent	VERB
easat-2711	56	10	the	the	DET
easat-2711	56	11	polarity	polarity	NOUN
easat-2711	56	12	of	of	ADP
easat-2711	56	13	a	a	DET
easat-2711	56	14	single	single	ADJ
easat-2711	56	15	sentence	sentence	NOUN
easat-2711	56	16	in	in	ADP
easat-2711	56	17	terms	term	NOUN
easat-2711	56	18	of	of	ADP
easat-2711	56	19	sentiment	sentiment	NOUN
easat-2711	56	20	,	,	PUNCT
easat-2711	56	21	which	which	PRON
easat-2711	56	22	is	be	AUX
easat-2711	56	23	classified	classify	VERB
easat-2711	56	24	into	into	ADP
easat-2711	56	25	three	three	NUM
easat-2711	56	26	categories	category	NOUN
easat-2711	56	27	:	:	PUNCT
easat-2711	56	28	positive	positive	ADJ
easat-2711	56	29	,	,	PUNCT
easat-2711	56	30	negative	negative	ADJ
easat-2711	56	31	,	,	PUNCT
easat-2711	56	32	or	or	CCONJ
easat-2711	56	33	neutral	neutral	ADJ
easat-2711	56	34	polarity	polarity	NOUN
easat-2711	56	35	[	[	X
easat-2711	56	36	14,15	14,15	NUM
easat-2711	56	37	]	]	PUNCT
easat-2711	56	38	.	.	PUNCT
easat-2711	57	1	the	the	DET
easat-2711	57	2	object	object	NOUN
easat-2711	57	3	of	of	ADP
easat-2711	57	4	sentiment	sentiment	NOUN
easat-2711	57	5	analysis	analysis	NOUN
easat-2711	57	6	is	be	AUX
easat-2711	57	7	a	a	DET
easat-2711	57	8	text	text	NOUN
easat-2711	57	9	corpus	corpus	NOUN
easat-2711	57	10	,	,	PUNCT
easat-2711	57	11	which	which	PRON
easat-2711	57	12	may	may	AUX
easat-2711	57	13	be	be	AUX
easat-2711	57	14	the	the	DET
easat-2711	57	15	whole	whole	ADJ
easat-2711	57	16	documents	document	NOUN
easat-2711	57	17	,	,	PUNCT
easat-2711	57	18	sentences	sentence	NOUN
easat-2711	57	19	,	,	PUNCT
easat-2711	57	20	words	word	NOUN
easat-2711	57	21	,	,	PUNCT
easat-2711	57	22	or	or	CCONJ
easat-2711	57	23	phrases	phrase	NOUN
easat-2711	57	24	[	[	X
easat-2711	57	25	16	16	NUM
easat-2711	57	26	]	]	PUNCT
easat-2711	57	27	.	.	PUNCT
easat-2711	58	1	according	accord	VERB
easat-2711	58	2	to	to	ADP
easat-2711	58	3	the	the	DET
easat-2711	58	4	3315	3315	NUM
easat-2711	58	5	edelweiss	edelweiss	PROPN
easat-2711	58	6	applied	apply	VERB
easat-2711	58	7	science	science	NOUN
easat-2711	58	8	and	and	CCONJ
easat-2711	58	9	technology	technology	NOUN
easat-2711	58	10	issn	issn	PROPN
easat-2711	58	11	:	:	PUNCT
easat-2711	58	12	2576	2576	NUM
easat-2711	58	13	-	-	SYM
easat-2711	58	14	8484	8484	NUM
easat-2711	58	15	vol	vol	NOUN
easat-2711	58	16	.	.	PROPN
easat-2711	58	17	8	8	NUM
easat-2711	58	18	,	,	PUNCT
easat-2711	58	19	no	no	INTJ
easat-2711	58	20	.	.	NOUN
easat-2711	58	21	6	6	NUM
easat-2711	58	22	:	:	SYM
easat-2711	58	23	3313	3313	NUM
easat-2711	58	24	-	-	SYM
easat-2711	58	25	3326	3326	NUM
easat-2711	58	26	,	,	PUNCT
easat-2711	58	27	2024	2024	NUM
easat-2711	58	28	doi	doi	NOUN
easat-2711	58	29	:	:	PUNCT
easat-2711	58	30	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	58	31	©	©	PROPN
easat-2711	58	32	2024	2024	NUM
easat-2711	58	33	by	by	ADP
easat-2711	58	34	the	the	DET
easat-2711	58	35	authors	author	NOUN
easat-2711	58	36	;	;	PUNCT
easat-2711	58	37	licensee	licensee	PROPN
easat-2711	58	38	learning	learning	NOUN
easat-2711	58	39	gate	gate	PROPN
easat-2711	58	40	granularity	granularity	NOUN
easat-2711	58	41	of	of	ADP
easat-2711	58	42	the	the	DET
easat-2711	58	43	object	object	NOUN
easat-2711	58	44	,	,	PUNCT
easat-2711	58	45	sentiment	sentiment	NOUN
easat-2711	58	46	analysis	analysis	NOUN
easat-2711	58	47	can	can	AUX
easat-2711	58	48	be	be	AUX
easat-2711	58	49	classified	classify	VERB
easat-2711	58	50	into	into	ADP
easat-2711	58	51	document	document	NOUN
easat-2711	58	52	-	-	PUNCT
easat-2711	58	53	level	level	NOUN
easat-2711	58	54	,	,	PUNCT
easat-2711	58	55	sentence	sentence	NOUN
easat-2711	58	56	-	-	PUNCT
easat-2711	58	57	level	level	NOUN
easat-2711	58	58	,	,	PUNCT
easat-2711	58	59	and	and	CCONJ
easat-2711	58	60	aspect	aspect	NOUN
easat-2711	58	61	-	-	PUNCT
easat-2711	58	62	level	level	NOUN
easat-2711	58	63	.	.	PUNCT
easat-2711	59	1	automatic	automatic	ADJ
easat-2711	59	2	text	text	NOUN
easat-2711	59	3	classification	classification	NOUN
easat-2711	59	4	algorithms	algorithm	NOUN
easat-2711	59	5	have	have	AUX
easat-2711	59	6	been	be	AUX
easat-2711	59	7	developed	develop	VERB
easat-2711	59	8	based	base	VERB
easat-2711	59	9	on	on	ADP
easat-2711	59	10	lexicons	lexicon	NOUN
easat-2711	59	11	[	[	X
easat-2711	59	12	17	17	NUM
easat-2711	59	13	]	]	PUNCT
easat-2711	59	14	,	,	PUNCT
easat-2711	59	15	machine	machine	NOUN
easat-2711	59	16	learning	learning	NOUN
easat-2711	59	17	,	,	PUNCT
easat-2711	59	18	either	either	CCONJ
easat-2711	59	19	supervised	supervised	ADJ
easat-2711	59	20	or	or	CCONJ
easat-2711	59	21	unsupervised	unsupervised	ADJ
easat-2711	60	1	[	[	X
easat-2711	60	2	18,19	18,19	NUM
easat-2711	60	3	]	]	X
easat-2711	60	4	,	,	PUNCT
easat-2711	60	5	and	and	CCONJ
easat-2711	60	6	deep	deep	ADJ
easat-2711	60	7	learning	learning	NOUN
easat-2711	61	1	[	[	X
easat-2711	61	2	20	20	NUM
easat-2711	61	3	]	]	PUNCT
easat-2711	61	4	.	.	PUNCT
easat-2711	62	1	2.1	2.1	NUM
easat-2711	62	2	.	.	PUNCT
easat-2711	63	1	lexicons	lexicon	NOUN
easat-2711	63	2	-	-	PUNCT
easat-2711	63	3	based	base	VERB
easat-2711	63	4	approaches	approach	NOUN
easat-2711	63	5	the	the	DET
easat-2711	63	6	earliest	early	ADJ
easat-2711	63	7	technique	technique	NOUN
easat-2711	63	8	for	for	ADP
easat-2711	63	9	sentiment	sentiment	NOUN
easat-2711	63	10	analysis	analysis	NOUN
easat-2711	63	11	of	of	ADP
easat-2711	63	12	texts	text	NOUN
easat-2711	63	13	is	be	AUX
easat-2711	63	14	the	the	DET
easat-2711	63	15	lexicon	lexicon	NOUN
easat-2711	63	16	-	-	PUNCT
easat-2711	63	17	based	base	VERB
easat-2711	63	18	approach	approach	NOUN
easat-2711	63	19	,	,	PUNCT
easat-2711	63	20	which	which	PRON
easat-2711	63	21	includes	include	VERB
easat-2711	63	22	two	two	NUM
easat-2711	63	23	types	type	NOUN
easat-2711	63	24	:	:	PUNCT
easat-2711	63	25	dictionary	dictionary	ADJ
easat-2711	63	26	-	-	PUNCT
easat-2711	63	27	based	base	VERB
easat-2711	63	28	approach	approach	NOUN
easat-2711	63	29	and	and	CCONJ
easat-2711	63	30	corpus	corpus	NOUN
easat-2711	63	31	-	-	PUNCT
easat-2711	63	32	based	base	VERB
easat-2711	63	33	approach	approach	NOUN
easat-2711	63	34	[	[	X
easat-2711	63	35	12	12	NUM
easat-2711	63	36	]	]	PUNCT
easat-2711	63	37	.	.	PUNCT
easat-2711	64	1	dictionary	dictionary	ADJ
easat-2711	64	2	-	-	PUNCT
easat-2711	64	3	based	base	VERB
easat-2711	64	4	sentiment	sentiment	NOUN
easat-2711	64	5	classification	classification	NOUN
easat-2711	64	6	makes	make	VERB
easat-2711	64	7	use	use	NOUN
easat-2711	64	8	of	of	ADP
easat-2711	64	9	predefined	predefine	VERB
easat-2711	64	10	dictionaries	dictionary	NOUN
easat-2711	64	11	like	like	ADP
easat-2711	64	12	wordnet	wordnet	NOUN
easat-2711	64	13	and	and	CCONJ
easat-2711	64	14	sentiwordnet	sentiwordnet	NOUN
easat-2711	64	15	[	[	X
easat-2711	64	16	21	21	NUM
easat-2711	64	17	]	]	PUNCT
easat-2711	64	18	.	.	PUNCT
easat-2711	65	1	corpus	corpus	NOUN
easat-2711	65	2	-	-	PUNCT
easat-2711	65	3	based	base	VERB
easat-2711	65	4	sentiment	sentiment	NOUN
easat-2711	65	5	analysis	analysis	NOUN
easat-2711	65	6	,	,	PUNCT
easat-2711	65	7	on	on	ADP
easat-2711	65	8	the	the	DET
easat-2711	65	9	other	other	ADJ
easat-2711	65	10	hand	hand	NOUN
easat-2711	65	11	,	,	PUNCT
easat-2711	65	12	is	be	AUX
easat-2711	65	13	based	base	VERB
easat-2711	65	14	on	on	ADP
easat-2711	65	15	a	a	DET
easat-2711	65	16	statistical	statistical	ADJ
easat-2711	65	17	study	study	NOUN
easat-2711	65	18	of	of	ADP
easat-2711	65	19	the	the	DET
easat-2711	65	20	content	content	NOUN
easat-2711	65	21	of	of	ADP
easat-2711	65	22	the	the	DET
easat-2711	65	23	documents	document	NOUN
easat-2711	65	24	,	,	PUNCT
easat-2711	65	25	rather	rather	ADV
easat-2711	65	26	than	than	ADP
easat-2711	65	27	predetermined	predetermine	VERB
easat-2711	65	28	dictionaries	dictionary	NOUN
easat-2711	65	29	[	[	X
easat-2711	65	30	22	22	NUM
easat-2711	65	31	]	]	PUNCT
easat-2711	65	32	.	.	PUNCT
easat-2711	66	1	taboada	taboada	PROPN
easat-2711	66	2	et	et	PROPN
easat-2711	66	3	al	al	PROPN
easat-2711	66	4	.	.	PUNCT
easat-2711	67	1	[	[	X
easat-2711	67	2	23	23	NUM
easat-2711	67	3	]	]	PUNCT
easat-2711	67	4	proposed	propose	VERB
easat-2711	67	5	the	the	DET
easat-2711	67	6	lexicon	lexicon	NOUN
easat-2711	67	7	-	-	PUNCT
easat-2711	67	8	based	base	VERB
easat-2711	67	9	method	method	NOUN
easat-2711	67	10	with	with	ADP
easat-2711	67	11	the	the	DET
easat-2711	67	12	creation	creation	NOUN
easat-2711	67	13	of	of	ADP
easat-2711	67	14	a	a	DET
easat-2711	67	15	new	new	ADJ
easat-2711	67	16	dictionary	dictionary	NOUN
easat-2711	67	17	.	.	PUNCT
easat-2711	68	1	they	they	PRON
easat-2711	68	2	employed	employ	VERB
easat-2711	68	3	mechanical	mechanical	ADJ
easat-2711	68	4	turk	turk	NOUN
easat-2711	68	5	to	to	PART
easat-2711	68	6	test	test	VERB
easat-2711	68	7	the	the	DET
easat-2711	68	8	consistency	consistency	NOUN
easat-2711	68	9	and	and	CCONJ
easat-2711	68	10	reliability	reliability	NOUN
easat-2711	68	11	of	of	ADP
easat-2711	68	12	the	the	DET
easat-2711	68	13	dictionaries	dictionary	NOUN
easat-2711	68	14	as	as	SCONJ
easat-2711	68	15	they	they	PRON
easat-2711	68	16	labeled	label	VERB
easat-2711	68	17	the	the	DET
easat-2711	68	18	semantic	semantic	ADJ
easat-2711	68	19	orientation	orientation	NOUN
easat-2711	68	20	with	with	ADP
easat-2711	68	21	dictionaries	dictionary	NOUN
easat-2711	68	22	of	of	ADP
easat-2711	68	23	words	word	NOUN
easat-2711	68	24	comprising	comprise	VERB
easat-2711	68	25	polarity	polarity	NOUN
easat-2711	68	26	,	,	PUNCT
easat-2711	68	27	strength	strength	NOUN
easat-2711	68	28	,	,	PUNCT
easat-2711	68	29	and	and	CCONJ
easat-2711	68	30	negation	negation	NOUN
easat-2711	68	31	.	.	PUNCT
easat-2711	69	1	bravomarquez	bravomarquez	NOUN
easat-2711	69	2	et	et	PROPN
easat-2711	69	3	al	al	PROPN
easat-2711	69	4	.	.	PUNCT
easat-2711	70	1	[	[	X
easat-2711	70	2	24	24	NUM
easat-2711	70	3	]	]	PUNCT
easat-2711	70	4	combined	combine	VERB
easat-2711	70	5	automatically	automatically	ADV
easat-2711	70	6	tagged	tag	VERB
easat-2711	70	7	tweets	tweet	NOUN
easat-2711	70	8	with	with	ADP
easat-2711	70	9	manually	manually	ADV
easat-2711	70	10	created	create	VERB
easat-2711	70	11	opinion	opinion	NOUN
easat-2711	70	12	lexicons	lexicon	NOUN
easat-2711	70	13	to	to	PART
easat-2711	70	14	extend	extend	VERB
easat-2711	70	15	the	the	DET
easat-2711	70	16	opinion	opinion	NOUN
easat-2711	70	17	lexicons	lexicon	NOUN
easat-2711	70	18	using	use	VERB
easat-2711	70	19	a	a	DET
easat-2711	70	20	supervised	supervised	ADJ
easat-2711	70	21	algorithm	algorithm	NOUN
easat-2711	70	22	.	.	PUNCT
easat-2711	71	1	they	they	PRON
easat-2711	71	2	constructed	construct	VERB
easat-2711	71	3	two	two	NUM
easat-2711	71	4	distinct	distinct	ADJ
easat-2711	71	5	techniques	technique	NOUN
easat-2711	71	6	,	,	PUNCT
easat-2711	71	7	pmi	pmi	NOUN
easat-2711	71	8	-	-	PUNCT
easat-2711	71	9	so	so	PROPN
easat-2711	71	10	and	and	CCONJ
easat-2711	71	11	sgd	sgd	NOUN
easat-2711	71	12	-	-	PUNCT
easat-2711	71	13	so	so	NOUN
easat-2711	71	14	,	,	PUNCT
easat-2711	71	15	and	and	CCONJ
easat-2711	71	16	experiments	experiment	NOUN
easat-2711	71	17	demonstrate	demonstrate	VERB
easat-2711	71	18	that	that	SCONJ
easat-2711	71	19	the	the	DET
easat-2711	71	20	lexicons	lexicon	NOUN
easat-2711	71	21	developed	develop	VERB
easat-2711	71	22	by	by	ADP
easat-2711	71	23	the	the	DET
easat-2711	71	24	study	study	NOUN
easat-2711	71	25	produced	produce	VERB
easat-2711	71	26	notable	notable	ADJ
easat-2711	71	27	improvements	improvement	NOUN
easat-2711	71	28	over	over	ADP
easat-2711	71	29	sentiwordnet	sentiwordnet	NOUN
easat-2711	71	30	in	in	ADP
easat-2711	71	31	classifying	classify	VERB
easat-2711	71	32	tweets	tweet	NOUN
easat-2711	71	33	into	into	ADP
easat-2711	71	34	polarity	polarity	NOUN
easat-2711	71	35	classes	class	NOUN
easat-2711	71	36	.	.	PUNCT
easat-2711	72	1	the	the	DET
easat-2711	72	2	challenge	challenge	NOUN
easat-2711	72	3	of	of	ADP
easat-2711	72	4	the	the	DET
easat-2711	72	5	lexicon	lexicon	NOUN
easat-2711	72	6	-	-	PUNCT
easat-2711	72	7	based	base	VERB
easat-2711	72	8	method	method	NOUN
easat-2711	72	9	is	be	AUX
easat-2711	72	10	to	to	PART
easat-2711	72	11	create	create	VERB
easat-2711	72	12	sentiment	sentiment	NOUN
easat-2711	72	13	dictionaries	dictionary	NOUN
easat-2711	72	14	.	.	PUNCT
easat-2711	73	1	many	many	ADJ
easat-2711	73	2	researchers	researcher	NOUN
easat-2711	73	3	and	and	CCONJ
easat-2711	73	4	organizations	organization	NOUN
easat-2711	73	5	have	have	AUX
easat-2711	73	6	now	now	ADV
easat-2711	73	7	published	publish	VERB
easat-2711	73	8	numerous	numerous	ADJ
easat-2711	73	9	sentiment	sentiment	NOUN
easat-2711	73	10	dictionaries	dictionary	NOUN
easat-2711	73	11	.	.	PUNCT
easat-2711	74	1	hownet	hownet	PROPN
easat-2711	74	2	,	,	PUNCT
easat-2711	74	3	ntusd	ntusd	NOUN
easat-2711	74	4	,	,	PUNCT
easat-2711	74	5	and	and	CCONJ
easat-2711	74	6	bosannlp	bosannlp	PROPN
easat-2711	74	7	are	be	AUX
easat-2711	74	8	a	a	DET
easat-2711	74	9	few	few	ADJ
easat-2711	74	10	of	of	ADP
easat-2711	74	11	the	the	DET
easat-2711	74	12	most	most	ADV
easat-2711	74	13	popular	popular	ADJ
easat-2711	74	14	sentiment	sentiment	NOUN
easat-2711	74	15	dictionaries	dictionary	NOUN
easat-2711	74	16	.	.	PUNCT
easat-2711	75	1	however	however	ADV
easat-2711	75	2	,	,	PUNCT
easat-2711	75	3	because	because	SCONJ
easat-2711	75	4	of	of	ADP
easat-2711	75	5	the	the	DET
easat-2711	75	6	rapid	rapid	ADJ
easat-2711	75	7	development	development	NOUN
easat-2711	75	8	of	of	ADP
easat-2711	75	9	the	the	DET
easat-2711	75	10	internet	internet	NOUN
easat-2711	75	11	and	and	CCONJ
easat-2711	75	12	the	the	DET
easat-2711	75	13	ongoing	ongoing	ADJ
easat-2711	75	14	updating	updating	NOUN
easat-2711	75	15	of	of	ADP
easat-2711	75	16	information	information	NOUN
easat-2711	75	17	,	,	PUNCT
easat-2711	75	18	specific	specific	ADJ
easat-2711	75	19	sentiment	sentiment	NOUN
easat-2711	75	20	dictionaries	dictionary	NOUN
easat-2711	75	21	can	can	AUX
easat-2711	75	22	not	not	PART
easat-2711	75	23	be	be	AUX
easat-2711	75	24	generalized	generalize	VERB
easat-2711	75	25	in	in	ADP
easat-2711	75	26	multiple	multiple	ADJ
easat-2711	75	27	sectors	sector	NOUN
easat-2711	75	28	or	or	CCONJ
easat-2711	75	29	languages	language	NOUN
easat-2711	75	30	[	[	X
easat-2711	75	31	12	12	NUM
easat-2711	75	32	]	]	PUNCT
easat-2711	75	33	.	.	PUNCT
easat-2711	76	1	furthermore	furthermore	ADV
easat-2711	76	2	,	,	PUNCT
easat-2711	76	3	sentiment	sentiment	NOUN
easat-2711	76	4	classification	classification	NOUN
easat-2711	76	5	with	with	ADP
easat-2711	76	6	lexicon	lexicon	NOUN
easat-2711	76	7	-	-	PUNCT
easat-2711	76	8	based	base	VERB
easat-2711	76	9	techniques	technique	NOUN
easat-2711	76	10	can	can	AUX
easat-2711	76	11	not	not	PART
easat-2711	76	12	utilize	utilize	VERB
easat-2711	76	13	contextual	contextual	ADJ
easat-2711	76	14	semantic	semantic	ADJ
easat-2711	76	15	information	information	NOUN
easat-2711	76	16	,	,	PUNCT
easat-2711	76	17	which	which	PRON
easat-2711	76	18	makes	make	VERB
easat-2711	76	19	it	it	PRON
easat-2711	76	20	difficult	difficult	ADJ
easat-2711	76	21	to	to	PART
easat-2711	76	22	transfer	transfer	VERB
easat-2711	76	23	them	they	PRON
easat-2711	76	24	to	to	ADP
easat-2711	76	25	other	other	ADJ
easat-2711	76	26	domains	domain	NOUN
easat-2711	76	27	[	[	X
easat-2711	76	28	25	25	NUM
easat-2711	76	29	]	]	PUNCT
easat-2711	76	30	.	.	PUNCT
easat-2711	77	1	2.2	2.2	NUM
easat-2711	77	2	.	.	PUNCT
easat-2711	77	3	machine	machine	NOUN
easat-2711	77	4	learning	learning	NOUN
easat-2711	77	5	-	-	PUNCT
easat-2711	77	6	based	base	VERB
easat-2711	77	7	approaches	approach	NOUN
easat-2711	77	8	to	to	PART
easat-2711	77	9	increase	increase	VERB
easat-2711	77	10	the	the	DET
easat-2711	77	11	accuracy	accuracy	NOUN
easat-2711	77	12	of	of	ADP
easat-2711	77	13	sentiment	sentiment	NOUN
easat-2711	77	14	classification	classification	NOUN
easat-2711	77	15	,	,	PUNCT
easat-2711	77	16	machine	machine	NOUN
easat-2711	77	17	learning	learning	NOUN
easat-2711	77	18	techniques	technique	NOUN
easat-2711	77	19	are	be	AUX
easat-2711	77	20	progressively	progressively	ADV
easat-2711	77	21	gaining	gain	VERB
easat-2711	77	22	acceptance	acceptance	NOUN
easat-2711	77	23	among	among	ADP
easat-2711	77	24	academics	academic	NOUN
easat-2711	77	25	.	.	PUNCT
easat-2711	78	1	several	several	ADJ
easat-2711	78	2	well	well	ADV
easat-2711	78	3	-	-	PUNCT
easat-2711	78	4	known	know	VERB
easat-2711	78	5	algorithms	algorithm	NOUN
easat-2711	78	6	for	for	ADP
easat-2711	78	7	sentiment	sentiment	NOUN
easat-2711	78	8	classification	classification	NOUN
easat-2711	78	9	are	be	AUX
easat-2711	78	10	discussed	discuss	VERB
easat-2711	78	11	by	by	ADP
easat-2711	78	12	kawade	kawade	NOUN
easat-2711	78	13	and	and	CCONJ
easat-2711	78	14	oza	oza	PRON
easat-2711	79	1	[	[	X
easat-2711	79	2	26	26	NUM
easat-2711	79	3	]	]	X
easat-2711	79	4	,	,	PUNCT
easat-2711	79	5	such	such	ADJ
easat-2711	79	6	as	as	ADP
easat-2711	79	7	random	random	ADJ
easat-2711	79	8	forest	forest	NOUN
easat-2711	79	9	(	(	PUNCT
easat-2711	79	10	rf	rf	NOUN
easat-2711	79	11	)	)	PUNCT
easat-2711	79	12	,	,	PUNCT
easat-2711	79	13	naïve	naïve	ADJ
easat-2711	79	14	bayes	bayes	PROPN
easat-2711	79	15	(	(	PUNCT
easat-2711	79	16	nb	nb	NOUN
easat-2711	79	17	)	)	PUNCT
easat-2711	79	18	,	,	PUNCT
easat-2711	79	19	and	and	CCONJ
easat-2711	79	20	support	support	VERB
easat-2711	79	21	vector	vector	NOUN
easat-2711	79	22	machine	machine	NOUN
easat-2711	79	23	(	(	PUNCT
easat-2711	79	24	svm	svm	PROPN
easat-2711	79	25	)	)	PUNCT
easat-2711	79	26	(	(	PUNCT
easat-2711	79	27	svm	svm	PROPN
easat-2711	79	28	)	)	PUNCT
easat-2711	79	29	.	.	PUNCT
easat-2711	80	1	for	for	ADP
easat-2711	80	2	example	example	NOUN
easat-2711	80	3	,	,	PUNCT
easat-2711	80	4	na	na	NOUN
easat-2711	80	5	et	et	PROPN
easat-2711	80	6	al	al	PROPN
easat-2711	80	7	.	.	PUNCT
easat-2711	81	1	[	[	X
easat-2711	81	2	27	27	NUM
easat-2711	81	3	]	]	PUNCT
easat-2711	81	4	explored	explore	VERB
easat-2711	81	5	the	the	DET
easat-2711	81	6	effectiveness	effectiveness	NOUN
easat-2711	81	7	of	of	ADP
easat-2711	81	8	svm	svm	PROPN
easat-2711	81	9	using	use	VERB
easat-2711	81	10	different	different	ADJ
easat-2711	81	11	text	text	NOUN
easat-2711	81	12	features	feature	NOUN
easat-2711	81	13	to	to	PART
easat-2711	81	14	classify	classify	VERB
easat-2711	81	15	online	online	ADJ
easat-2711	81	16	product	product	NOUN
easat-2711	81	17	reviews	review	NOUN
easat-2711	81	18	as	as	ADP
easat-2711	81	19	recommended	recommend	VERB
easat-2711	81	20	(	(	PUNCT
easat-2711	81	21	positive	positive	ADJ
easat-2711	81	22	sentiment	sentiment	NOUN
easat-2711	81	23	)	)	PUNCT
easat-2711	81	24	and	and	CCONJ
easat-2711	81	25	not	not	PART
easat-2711	81	26	recommended	recommend	VERB
easat-2711	81	27	(	(	PUNCT
easat-2711	81	28	negative	negative	ADJ
easat-2711	81	29	sentiment	sentiment	NOUN
easat-2711	81	30	)	)	PUNCT
easat-2711	81	31	.	.	PUNCT
easat-2711	82	1	shi	shi	PROPN
easat-2711	82	2	et	et	PROPN
easat-2711	82	3	al	al	PROPN
easat-2711	82	4	.	.	PUNCT
easat-2711	83	1	[	[	X
easat-2711	83	2	28	28	NUM
easat-2711	83	3	]	]	PUNCT
easat-2711	83	4	proposed	propose	VERB
easat-2711	83	5	a	a	DET
easat-2711	83	6	multilayer	multilayer	ADJ
easat-2711	83	7	naïve	naïve	ADJ
easat-2711	83	8	bayesian	bayesian	NOUN
easat-2711	83	9	classifier	classifier	NOUN
easat-2711	83	10	for	for	ADP
easat-2711	83	11	sentiment	sentiment	NOUN
easat-2711	83	12	classification	classification	NOUN
easat-2711	83	13	of	of	ADP
easat-2711	83	14	movie	movie	NOUN
easat-2711	83	15	reviews	review	NOUN
easat-2711	83	16	and	and	CCONJ
easat-2711	83	17	showed	show	VERB
easat-2711	83	18	that	that	SCONJ
easat-2711	83	19	it	it	PRON
easat-2711	83	20	outperformed	outperform	VERB
easat-2711	83	21	other	other	ADJ
easat-2711	83	22	traditional	traditional	ADJ
easat-2711	83	23	approaches	approach	NOUN
easat-2711	83	24	.	.	PUNCT
easat-2711	84	1	singh	singh	PROPN
easat-2711	84	2	et	et	PROPN
easat-2711	84	3	al	al	PROPN
easat-2711	84	4	.	.	PUNCT
easat-2711	85	1	[	[	X
easat-2711	85	2	29	29	NUM
easat-2711	85	3	]	]	X
easat-2711	85	4	examined	examine	VERB
easat-2711	85	5	machine	machine	NOUN
easat-2711	85	6	learning	learn	VERB
easat-2711	85	7	classifiers	classifier	NOUN
easat-2711	85	8	for	for	ADP
easat-2711	85	9	sentiment	sentiment	NOUN
easat-2711	85	10	analysis	analysis	NOUN
easat-2711	85	11	,	,	PUNCT
easat-2711	85	12	including	include	VERB
easat-2711	85	13	naïve	naïve	ADJ
easat-2711	85	14	bayes	baye	NOUN
easat-2711	85	15	,	,	PUNCT
easat-2711	85	16	j48	j48	PROPN
easat-2711	85	17	,	,	PUNCT
easat-2711	85	18	bftree	bftree	NOUN
easat-2711	85	19	,	,	PUNCT
easat-2711	85	20	and	and	CCONJ
easat-2711	85	21	oner	oner	NOUN
easat-2711	85	22	,	,	PUNCT
easat-2711	85	23	and	and	CCONJ
easat-2711	85	24	found	find	VERB
easat-2711	85	25	that	that	SCONJ
easat-2711	85	26	naïve	naïve	ADJ
easat-2711	85	27	bayes	bayes	PROPN
easat-2711	85	28	had	have	VERB
easat-2711	85	29	the	the	DET
easat-2711	85	30	fastest	fast	ADJ
easat-2711	85	31	learning	learn	VERB
easat-2711	85	32	rate	rate	NOUN
easat-2711	85	33	and	and	CCONJ
easat-2711	85	34	the	the	DET
easat-2711	85	35	best	good	ADJ
easat-2711	85	36	classification	classification	NOUN
easat-2711	85	37	accuracy	accuracy	NOUN
easat-2711	85	38	.	.	PUNCT
easat-2711	86	1	al	al	PROPN
easat-2711	86	2	-	-	PUNCT
easat-2711	86	3	bakri	bakri	PROPN
easat-2711	86	4	et	et	PROPN
easat-2711	86	5	al	al	PROPN
easat-2711	86	6	.	.	PUNCT
easat-2711	87	1	[	[	X
easat-2711	87	2	30	30	NUM
easat-2711	87	3	]	]	PUNCT
easat-2711	87	4	employed	employ	VERB
easat-2711	87	5	conventional	conventional	ADJ
easat-2711	87	6	machine	machine	NOUN
easat-2711	87	7	learning	learning	NOUN
easat-2711	87	8	(	(	PUNCT
easat-2711	87	9	cml	cml	PROPN
easat-2711	87	10	)	)	PUNCT
easat-2711	87	11	algorithms	algorithm	NOUN
easat-2711	87	12	to	to	PART
easat-2711	87	13	evaluate	evaluate	VERB
easat-2711	87	14	iraqi	iraqi	ADJ
easat-2711	87	15	e	e	NOUN
easat-2711	87	16	-	-	ADJ
easat-2711	87	17	tourism	tourism	NOUN
easat-2711	87	18	firms	firm	NOUN
easat-2711	87	19	based	base	VERB
easat-2711	87	20	on	on	ADP
easat-2711	87	21	extracting	extract	VERB
easat-2711	87	22	sentiments	sentiment	NOUN
easat-2711	87	23	from	from	ADP
easat-2711	87	24	iraqi	iraqi	ADJ
easat-2711	87	25	dialect	dialect	NOUN
easat-2711	87	26	reviews	review	NOUN
easat-2711	87	27	.	.	PUNCT
easat-2711	88	1	on	on	ADP
easat-2711	88	2	facebook	facebook	PROPN
easat-2711	88	3	.	.	PUNCT
easat-2711	89	1	mikolov	mikolov	PROPN
easat-2711	89	2	et	et	PROPN
easat-2711	89	3	al	al	PROPN
easat-2711	89	4	.	.	PUNCT
easat-2711	90	1	[	[	X
easat-2711	90	2	5	5	NUM
easat-2711	90	3	]	]	PUNCT
easat-2711	90	4	designed	design	VERB
easat-2711	90	5	the	the	DET
easat-2711	90	6	word2vec	word2vec	PROPN
easat-2711	90	7	model	model	NOUN
easat-2711	90	8	that	that	PRON
easat-2711	90	9	laid	lay	VERB
easat-2711	90	10	the	the	DET
easat-2711	90	11	foundation	foundation	NOUN
easat-2711	90	12	for	for	ADP
easat-2711	90	13	text	text	NOUN
easat-2711	90	14	processing	processing	NOUN
easat-2711	90	15	using	use	VERB
easat-2711	90	16	deep	deep	ADJ
easat-2711	90	17	learning	learning	NOUN
easat-2711	90	18	models	model	NOUN
easat-2711	90	19	.	.	PUNCT
easat-2711	91	1	the	the	DET
easat-2711	91	2	word2vec	word2vec	PRON
easat-2711	91	3	consists	consist	VERB
easat-2711	91	4	of	of	ADP
easat-2711	91	5	the	the	DET
easat-2711	91	6	skip	skip	NOUN
easat-2711	91	7	-	-	PUNCT
easat-2711	91	8	gram	gram	NOUN
easat-2711	91	9	model	model	NOUN
easat-2711	91	10	and	and	CCONJ
easat-2711	91	11	the	the	DET
easat-2711	91	12	cbwo	cbwo	NOUN
easat-2711	91	13	model	model	NOUN
easat-2711	91	14	,	,	PUNCT
easat-2711	91	15	which	which	PRON
easat-2711	91	16	acquires	acquire	VERB
easat-2711	91	17	semantic	semantic	ADJ
easat-2711	91	18	information	information	NOUN
easat-2711	91	19	through	through	ADP
easat-2711	91	20	a	a	DET
easat-2711	91	21	large	large	ADJ
easat-2711	91	22	amount	amount	NOUN
easat-2711	91	23	of	of	ADP
easat-2711	91	24	texts	text	NOUN
easat-2711	91	25	with	with	ADP
easat-2711	91	26	an	an	DET
easat-2711	91	27	unsupervised	unsupervised	ADJ
easat-2711	91	28	learning	learning	NOUN
easat-2711	91	29	method	method	NOUN
easat-2711	91	30	.	.	PUNCT
easat-2711	92	1	the	the	DET
easat-2711	92	2	most	most	ADV
easat-2711	92	3	important	important	ADJ
easat-2711	92	4	feature	feature	NOUN
easat-2711	92	5	of	of	ADP
easat-2711	92	6	the	the	DET
easat-2711	92	7	word2vec	word2vec	PROPN
easat-2711	92	8	model	model	NOUN
easat-2711	92	9	is	be	AUX
easat-2711	92	10	the	the	DET
easat-2711	92	11	vectorized	vectorize	VERB
easat-2711	92	12	representation	representation	NOUN
easat-2711	92	13	of	of	ADP
easat-2711	92	14	all	all	DET
easat-2711	92	15	words	word	NOUN
easat-2711	92	16	so	so	SCONJ
easat-2711	92	17	that	that	SCONJ
easat-2711	92	18	the	the	DET
easat-2711	92	19	connections	connection	NOUN
easat-2711	92	20	between	between	ADP
easat-2711	92	21	words	word	NOUN
easat-2711	92	22	can	can	AUX
easat-2711	92	23	be	be	AUX
easat-2711	92	24	analyzed	analyze	VERB
easat-2711	92	25	quantitatively	quantitatively	ADV
easat-2711	92	26	.	.	PUNCT
easat-2711	93	1	2.3	2.3	NUM
easat-2711	93	2	.	.	PUNCT
easat-2711	94	1	deep	deep	ADJ
easat-2711	94	2	learning	learning	NOUN
easat-2711	94	3	-	-	PUNCT
easat-2711	94	4	based	base	VERB
easat-2711	94	5	approaches	approach	NOUN
easat-2711	94	6	deep	deep	ADJ
easat-2711	94	7	learning	learning	NOUN
easat-2711	94	8	has	have	AUX
easat-2711	94	9	arisen	arise	VERB
easat-2711	94	10	in	in	ADP
easat-2711	94	11	recent	recent	ADJ
easat-2711	94	12	years	year	NOUN
easat-2711	94	13	,	,	PUNCT
easat-2711	94	14	with	with	ADP
easat-2711	94	15	increasing	increase	VERB
easat-2711	94	16	applications	application	NOUN
easat-2711	94	17	in	in	ADP
easat-2711	94	18	sentiment	sentiment	NOUN
easat-2711	94	19	analysis	analysis	NOUN
easat-2711	94	20	of	of	ADP
easat-2711	94	21	nlp	nlp	NOUN
easat-2711	94	22	,	,	PUNCT
easat-2711	94	23	because	because	SCONJ
easat-2711	94	24	traditional	traditional	ADJ
easat-2711	94	25	machine	machine	NOUN
easat-2711	94	26	learning	learning	NOUN
easat-2711	94	27	approaches	approach	NOUN
easat-2711	94	28	are	be	AUX
easat-2711	94	29	labor	labor	NOUN
easat-2711	94	30	-	-	PUNCT
easat-2711	94	31	intensive	intensive	ADJ
easat-2711	94	32	in	in	ADP
easat-2711	94	33	preprocessing	preprocesse	VERB
easat-2711	94	34	the	the	DET
easat-2711	94	35	data	datum	NOUN
easat-2711	94	36	as	as	ADV
easat-2711	94	37	well	well	ADV
easat-2711	94	38	as	as	ADP
easat-2711	94	39	identifying	identify	VERB
easat-2711	94	40	and	and	CCONJ
easat-2711	94	41	extracting	extract	VERB
easat-2711	94	42	important	important	ADJ
easat-2711	94	43	features	feature	NOUN
easat-2711	94	44	[	[	X
easat-2711	94	45	12,20	12,20	NUM
easat-2711	94	46	]	]	PUNCT
easat-2711	94	47	.	.	PUNCT
easat-2711	95	1	deep	deep	ADJ
easat-2711	95	2	learning	learn	VERB
easat-2711	95	3	algorithms	algorithm	NOUN
easat-2711	95	4	model	model	VERB
easat-2711	95	5	the	the	DET
easat-2711	95	6	activity	activity	NOUN
easat-2711	95	7	of	of	ADP
easat-2711	95	8	neurons	neuron	NOUN
easat-2711	95	9	in	in	ADP
easat-2711	95	10	the	the	DET
easat-2711	95	11	human	human	ADJ
easat-2711	95	12	brain	brain	NOUN
easat-2711	95	13	when	when	SCONJ
easat-2711	95	14	activated	activate	VERB
easat-2711	95	15	[	[	PUNCT
easat-2711	95	16	20	20	NUM
easat-2711	95	17	]	]	NUM
easat-2711	95	18	)	)	PUNCT
easat-2711	95	19	.	.	PUNCT
easat-2711	96	1	as	as	SCONJ
easat-2711	96	2	compared	compare	VERB
easat-2711	96	3	to	to	ADP
easat-2711	96	4	machine	machine	NOUN
easat-2711	96	5	learning	learning	NOUN
easat-2711	96	6	,	,	PUNCT
easat-2711	96	7	deep	deep	ADJ
easat-2711	96	8	learning	learning	NOUN
easat-2711	96	9	can	can	AUX
easat-2711	96	10	better	well	ADV
easat-2711	96	11	deal	deal	VERB
easat-2711	96	12	with	with	ADP
easat-2711	96	13	the	the	DET
easat-2711	96	14	issues	issue	NOUN
easat-2711	96	15	of	of	ADP
easat-2711	96	16	feature	feature	NOUN
easat-2711	96	17	sparsity	sparsity	NOUN
easat-2711	96	18	and	and	CCONJ
easat-2711	96	19	feature	feature	NOUN
easat-2711	96	20	extraction	extraction	NOUN
easat-2711	96	21	,	,	PUNCT
easat-2711	96	22	as	as	ADV
easat-2711	96	23	well	well	ADV
easat-2711	96	24	as	as	ADP
easat-2711	96	25	improve	improve	VERB
easat-2711	96	26	the	the	DET
easat-2711	96	27	efficiency	efficiency	NOUN
easat-2711	96	28	of	of	ADP
easat-2711	96	29	text	text	NOUN
easat-2711	96	30	analysis	analysis	NOUN
easat-2711	96	31	.	.	PUNCT
easat-2711	97	1	sentiment	sentiment	NOUN
easat-2711	97	2	analysis	analysis	NOUN
easat-2711	97	3	based	base	VERB
easat-2711	97	4	on	on	ADP
easat-2711	97	5	deep	deep	ADJ
easat-2711	97	6	learning	learning	NOUN
easat-2711	97	7	techniques	technique	NOUN
easat-2711	97	8	consists	consist	VERB
easat-2711	97	9	of	of	ADP
easat-2711	97	10	two	two	NUM
easat-2711	97	11	main	main	ADJ
easat-2711	97	12	steps	step	NOUN
easat-2711	97	13	.	.	PUNCT
easat-2711	98	1	the	the	DET
easat-2711	98	2	first	first	ADJ
easat-2711	98	3	step	step	NOUN
easat-2711	98	4	is	be	AUX
easat-2711	98	5	to	to	PART
easat-2711	98	6	transform	transform	VERB
easat-2711	98	7	the	the	DET
easat-2711	98	8	text	text	NOUN
easat-2711	98	9	corpus	corpus	NOUN
easat-2711	98	10	into	into	ADP
easat-2711	98	11	a	a	DET
easat-2711	98	12	high	high	ADV
easat-2711	98	13	-	-	PUNCT
easat-2711	98	14	dimensional	dimensional	ADJ
easat-2711	98	15	dense	dense	ADJ
easat-2711	98	16	vector	vector	NOUN
easat-2711	98	17	,	,	PUNCT
easat-2711	98	18	i.e.	i.e.	X
easat-2711	98	19	,	,	PUNCT
easat-2711	98	20	text	text	NOUN
easat-2711	98	21	vectorization	vectorization	NOUN
easat-2711	98	22	.	.	PUNCT
easat-2711	99	1	the	the	DET
easat-2711	99	2	next	next	ADJ
easat-2711	99	3	stage	stage	NOUN
easat-2711	99	4	is	be	AUX
easat-2711	99	5	to	to	PART
easat-2711	99	6	create	create	VERB
easat-2711	99	7	a	a	DET
easat-2711	99	8	deep	deep	ADJ
easat-2711	99	9	-	-	PUNCT
easat-2711	99	10	learning	learn	VERB
easat-2711	99	11	model	model	NOUN
easat-2711	99	12	for	for	ADP
easat-2711	99	13	text	text	NOUN
easat-2711	99	14	sentiment	sentiment	NOUN
easat-2711	99	15	analysis	analysis	NOUN
easat-2711	99	16	.	.	PUNCT
easat-2711	100	1	much	much	ADJ
easat-2711	100	2	of	of	ADP
easat-2711	100	3	the	the	DET
easat-2711	100	4	work	work	NOUN
easat-2711	100	5	in	in	ADP
easat-2711	100	6	deep	deep	ADJ
easat-2711	100	7	3316	3316	NUM
easat-2711	100	8	edelweiss	edelweiss	PROPN
easat-2711	100	9	applied	apply	VERB
easat-2711	100	10	science	science	NOUN
easat-2711	100	11	and	and	CCONJ
easat-2711	100	12	technology	technology	NOUN
easat-2711	100	13	issn	issn	PROPN
easat-2711	100	14	:	:	PUNCT
easat-2711	100	15	2576	2576	NUM
easat-2711	100	16	-	-	SYM
easat-2711	100	17	8484	8484	NUM
easat-2711	100	18	vol	vol	NOUN
easat-2711	100	19	.	.	PROPN
easat-2711	100	20	8	8	NUM
easat-2711	100	21	,	,	PUNCT
easat-2711	100	22	no	no	INTJ
easat-2711	100	23	.	.	NOUN
easat-2711	100	24	6	6	NUM
easat-2711	100	25	:	:	SYM
easat-2711	100	26	3313	3313	NUM
easat-2711	100	27	-	-	SYM
easat-2711	100	28	3326	3326	NUM
easat-2711	100	29	,	,	PUNCT
easat-2711	100	30	2024	2024	NUM
easat-2711	100	31	doi	doi	NOUN
easat-2711	100	32	:	:	PUNCT
easat-2711	100	33	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	100	34	©	©	PROPN
easat-2711	100	35	2024	2024	NUM
easat-2711	100	36	by	by	ADP
easat-2711	100	37	the	the	DET
easat-2711	100	38	authors	author	NOUN
easat-2711	100	39	;	;	PUNCT
easat-2711	100	40	licensee	licensee	PROPN
easat-2711	100	41	learning	learn	VERB
easat-2711	100	42	gate	gate	NOUN
easat-2711	100	43	learning	learning	NOUN
easat-2711	100	44	in	in	ADP
easat-2711	100	45	the	the	DET
easat-2711	100	46	field	field	NOUN
easat-2711	100	47	of	of	ADP
easat-2711	100	48	nlp	nlp	NOUN
easat-2711	100	49	has	have	AUX
easat-2711	100	50	focused	focus	VERB
easat-2711	100	51	on	on	ADP
easat-2711	100	52	word	word	NOUN
easat-2711	100	53	vector	vector	NOUN
easat-2711	100	54	representations	representation	NOUN
easat-2711	100	55	utilizing	utilize	VERB
easat-2711	100	56	neural	neural	ADJ
easat-2711	100	57	language	language	NOUN
easat-2711	100	58	models	model	NOUN
easat-2711	100	59	,	,	PUNCT
easat-2711	100	60	with	with	ADP
easat-2711	100	61	the	the	DET
easat-2711	100	62	word2vec	word2vec	PROPN
easat-2711	100	63	methodology	methodology	NOUN
easat-2711	100	64	being	be	AUX
easat-2711	100	65	the	the	DET
easat-2711	100	66	most	most	ADV
easat-2711	100	67	common	common	ADJ
easat-2711	100	68	method	method	NOUN
easat-2711	100	69	used	use	VERB
easat-2711	100	70	to	to	PART
easat-2711	100	71	construct	construct	VERB
easat-2711	100	72	word	word	NOUN
easat-2711	100	73	vectors	vector	NOUN
easat-2711	100	74	[	[	X
easat-2711	100	75	5	5	NUM
easat-2711	100	76	]	]	PUNCT
easat-2711	100	77	.	.	PUNCT
easat-2711	101	1	commonly	commonly	ADV
easat-2711	101	2	used	use	VERB
easat-2711	101	3	models	model	NOUN
easat-2711	101	4	for	for	ADP
easat-2711	101	5	sentiment	sentiment	NOUN
easat-2711	101	6	analysis	analysis	NOUN
easat-2711	101	7	in	in	ADP
easat-2711	101	8	deep	deep	ADJ
easat-2711	101	9	learning	learning	NOUN
easat-2711	101	10	include	include	VERB
easat-2711	101	11	cnn	cnn	PROPN
easat-2711	101	12	,	,	PUNCT
easat-2711	101	13	rnn	rnn	PROPN
easat-2711	101	14	,	,	PUNCT
easat-2711	101	15	and	and	CCONJ
easat-2711	101	16	lstm	lstm	ADJ
easat-2711	101	17	,	,	PUNCT
easat-2711	101	18	as	as	ADV
easat-2711	101	19	well	well	ADV
easat-2711	101	20	as	as	ADP
easat-2711	101	21	variants	variant	NOUN
easat-2711	101	22	and	and	CCONJ
easat-2711	101	23	hybrids	hybrid	NOUN
easat-2711	101	24	of	of	ADP
easat-2711	101	25	these	these	DET
easat-2711	101	26	models	model	NOUN
easat-2711	101	27	,	,	PUNCT
easat-2711	101	28	such	such	ADJ
easat-2711	101	29	as	as	ADP
easat-2711	101	30	bidirectional	bidirectional	ADJ
easat-2711	101	31	long	long	ADJ
easat-2711	101	32	short	short	ADJ
easat-2711	101	33	-	-	PUNCT
easat-2711	101	34	term	term	NOUN
easat-2711	101	35	memory	memory	NOUN
easat-2711	101	36	(	(	PUNCT
easat-2711	101	37	bilstm	bilstm	NOUN
easat-2711	101	38	)	)	PUNCT
easat-2711	101	39	,	,	PUNCT
easat-2711	101	40	gated	gate	VERB
easat-2711	101	41	recurrent	recurrent	ADJ
easat-2711	101	42	units	unit	NOUN
easat-2711	101	43	(	(	PUNCT
easat-2711	101	44	gru	gru	NOUN
easat-2711	101	45	)	)	PUNCT
easat-2711	101	46	,	,	PUNCT
easat-2711	101	47	and	and	CCONJ
easat-2711	101	48	bidirectional	bidirectional	ADJ
easat-2711	101	49	gated	gate	VERB
easat-2711	101	50	recurrent	recurrent	ADJ
easat-2711	101	51	units	unit	NOUN
easat-2711	101	52	(	(	PUNCT
easat-2711	101	53	bigru	bigru	NOUN
easat-2711	101	54	)	)	PUNCT
easat-2711	102	1	[	[	X
easat-2711	102	2	20	20	NUM
easat-2711	102	3	,	,	PUNCT
easat-2711	102	4	31	31	NUM
easat-2711	102	5	]	]	PUNCT
easat-2711	102	6	.	.	PUNCT
easat-2711	103	1	a	a	DET
easat-2711	103	2	convolutional	convolutional	ADJ
easat-2711	103	3	neural	neural	ADJ
easat-2711	103	4	network	network	NOUN
easat-2711	103	5	(	(	PUNCT
easat-2711	103	6	cnn	cnn	PROPN
easat-2711	103	7	)	)	PUNCT
easat-2711	103	8	is	be	AUX
easat-2711	103	9	a	a	DET
easat-2711	103	10	form	form	NOUN
easat-2711	103	11	of	of	ADP
easat-2711	103	12	an	an	DET
easat-2711	103	13	artificial	artificial	ADJ
easat-2711	103	14	neural	neural	ADJ
easat-2711	103	15	network	network	NOUN
easat-2711	103	16	created	create	VERB
easat-2711	103	17	by	by	ADP
easat-2711	103	18	lecunet	lecunet	PROPN
easat-2711	103	19	al	al	PROPN
easat-2711	103	20	.	.	PUNCT
easat-2711	104	1	[	[	X
easat-2711	104	2	9	9	NUM
easat-2711	104	3	]	]	PUNCT
easat-2711	104	4	.	.	PUNCT
easat-2711	105	1	a	a	DET
easat-2711	105	2	cnn	cnn	PROPN
easat-2711	105	3	consists	consist	VERB
easat-2711	105	4	of	of	ADP
easat-2711	105	5	a	a	DET
easat-2711	105	6	series	series	NOUN
easat-2711	105	7	of	of	ADP
easat-2711	105	8	convolution	convolution	NOUN
easat-2711	105	9	and	and	CCONJ
easat-2711	105	10	sub	sub	ADJ
easat-2711	105	11	-	-	ADJ
easat-2711	105	12	sampling	sample	VERB
easat-2711	105	13	layers	layer	NOUN
easat-2711	105	14	followed	follow	VERB
easat-2711	105	15	by	by	ADP
easat-2711	105	16	a	a	DET
easat-2711	105	17	fully	fully	ADV
easat-2711	105	18	connected	connect	VERB
easat-2711	105	19	layer	layer	NOUN
easat-2711	105	20	and	and	CCONJ
easat-2711	105	21	a	a	DET
easat-2711	105	22	normalizing	normalizing	ADJ
easat-2711	105	23	(	(	PUNCT
easat-2711	105	24	e.g.	e.g.	ADV
easat-2711	105	25	,	,	PUNCT
easat-2711	105	26	softmax	softmax	NOUN
easat-2711	105	27	function	function	NOUN
easat-2711	105	28	)	)	PUNCT
easat-2711	105	29	layer	layer	NOUN
easat-2711	106	1	[	[	X
easat-2711	106	2	31	31	NUM
easat-2711	106	3	]	]	PUNCT
easat-2711	106	4	.	.	PUNCT
easat-2711	107	1	liao	liao	PROPN
easat-2711	107	2	et	et	PROPN
easat-2711	107	3	al	al	PROPN
easat-2711	107	4	.	.	PUNCT
easat-2711	108	1	[	[	X
easat-2711	108	2	32	32	NUM
easat-2711	108	3	]	]	PUNCT
easat-2711	108	4	used	use	VERB
easat-2711	108	5	cnn	cnn	PROPN
easat-2711	108	6	in	in	ADP
easat-2711	108	7	twitter	twitter	NOUN
easat-2711	108	8	sentiment	sentiment	NOUN
easat-2711	108	9	classification	classification	NOUN
easat-2711	108	10	and	and	CCONJ
easat-2711	108	11	demonstrated	demonstrate	VERB
easat-2711	108	12	that	that	SCONJ
easat-2711	108	13	it	it	PRON
easat-2711	108	14	is	be	AUX
easat-2711	108	15	more	more	ADV
easat-2711	108	16	accurate	accurate	ADJ
easat-2711	108	17	than	than	ADP
easat-2711	108	18	traditional	traditional	ADJ
easat-2711	108	19	machine	machine	NOUN
easat-2711	108	20	learningbased	learningbase	VERB
easat-2711	108	21	approaches	approach	NOUN
easat-2711	108	22	such	such	ADJ
easat-2711	108	23	as	as	ADP
easat-2711	108	24	svm	svm	PROPN
easat-2711	108	25	.	.	PROPN
easat-2711	108	26	socher	socher	PROPN
easat-2711	108	27	et	et	PROPN
easat-2711	108	28	al	al	PROPN
easat-2711	108	29	.	.	PUNCT
easat-2711	109	1	[	[	X
easat-2711	109	2	33	33	NUM
easat-2711	109	3	]	]	PUNCT
easat-2711	109	4	built	build	VERB
easat-2711	109	5	a	a	DET
easat-2711	109	6	sentiment	sentiment	NOUN
easat-2711	109	7	tree	tree	NOUN
easat-2711	109	8	library	library	NOUN
easat-2711	109	9	,	,	PUNCT
easat-2711	109	10	introduced	introduce	VERB
easat-2711	109	11	fine	fine	ADV
easat-2711	109	12	-	-	PUNCT
easat-2711	109	13	grained	grain	VERB
easat-2711	109	14	sentiment	sentiment	NOUN
easat-2711	109	15	labels	label	VERB
easat-2711	109	16	,	,	PUNCT
easat-2711	109	17	and	and	CCONJ
easat-2711	109	18	used	use	VERB
easat-2711	109	19	rnn	rnn	NOUN
easat-2711	109	20	for	for	ADP
easat-2711	109	21	sentence	sentence	NOUN
easat-2711	109	22	-	-	PUNCT
easat-2711	109	23	level	level	NOUN
easat-2711	109	24	sentiment	sentiment	NOUN
easat-2711	109	25	prediction	prediction	NOUN
easat-2711	109	26	.	.	PUNCT
easat-2711	110	1	bengioet	bengioet	PROPN
easat-2711	110	2	al	al	PROPN
easat-2711	110	3	.	.	PUNCT
easat-2711	111	1	[	[	X
easat-2711	111	2	34	34	NUM
easat-2711	111	3	]	]	PUNCT
easat-2711	111	4	pointed	point	VERB
easat-2711	111	5	out	out	ADP
easat-2711	111	6	that	that	SCONJ
easat-2711	111	7	the	the	DET
easat-2711	111	8	original	original	ADJ
easat-2711	111	9	rnn	rnn	NOUN
easat-2711	111	10	had	have	VERB
easat-2711	111	11	its	its	PRON
easat-2711	111	12	own	own	ADJ
easat-2711	111	13	limitations	limitation	NOUN
easat-2711	111	14	,	,	PUNCT
easat-2711	111	15	such	such	ADJ
easat-2711	111	16	as	as	ADP
easat-2711	111	17	gradient	gradient	ADJ
easat-2711	111	18	disappearance	disappearance	NOUN
easat-2711	111	19	and	and	CCONJ
easat-2711	111	20	gradient	gradient	NOUN
easat-2711	111	21	explosion	explosion	NOUN
easat-2711	111	22	when	when	SCONJ
easat-2711	111	23	dealing	deal	VERB
easat-2711	111	24	with	with	ADP
easat-2711	111	25	a	a	DET
easat-2711	111	26	long	long	ADJ
easat-2711	111	27	series	series	NOUN
easat-2711	111	28	.	.	PUNCT
easat-2711	112	1	to	to	PART
easat-2711	112	2	address	address	VERB
easat-2711	112	3	these	these	DET
easat-2711	112	4	issues	issue	NOUN
easat-2711	112	5	,	,	PUNCT
easat-2711	112	6	hochreiter	hochreiter	PROPN
easat-2711	112	7	and	and	CCONJ
easat-2711	112	8	schmidhuber	schmidhuber	NOUN
easat-2711	113	1	[	[	X
easat-2711	113	2	10	10	NUM
easat-2711	113	3	]	]	PUNCT
easat-2711	113	4	proposed	propose	VERB
easat-2711	113	5	long	long	ADJ
easat-2711	113	6	short	short	ADJ
easat-2711	113	7	-	-	PUNCT
easat-2711	113	8	term	term	NOUN
easat-2711	113	9	memory	memory	NOUN
easat-2711	113	10	(	(	PUNCT
easat-2711	113	11	lstm	lstm	NOUN
easat-2711	113	12	)	)	PUNCT
easat-2711	113	13	,	,	PUNCT
easat-2711	113	14	which	which	PRON
easat-2711	113	15	addressed	address	VERB
easat-2711	113	16	the	the	DET
easat-2711	113	17	nonlinearity	nonlinearity	NOUN
easat-2711	113	18	of	of	ADP
easat-2711	113	19	information	information	NOUN
easat-2711	113	20	and	and	CCONJ
easat-2711	113	21	tackled	tackle	VERB
easat-2711	113	22	the	the	DET
easat-2711	113	23	vanishing	vanishing	NOUN
easat-2711	113	24	and	and	CCONJ
easat-2711	113	25	exploding	explode	VERB
easat-2711	113	26	gradient	gradient	NOUN
easat-2711	113	27	problems	problem	NOUN
easat-2711	113	28	inherent	inherent	ADJ
easat-2711	113	29	in	in	ADP
easat-2711	113	30	traditional	traditional	ADJ
easat-2711	113	31	rnns	rnn	NOUN
easat-2711	113	32	by	by	ADP
easat-2711	113	33	keeping	keep	VERB
easat-2711	113	34	essential	essential	ADJ
easat-2711	113	35	information	information	NOUN
easat-2711	113	36	in	in	ADP
easat-2711	113	37	memory	memory	NOUN
easat-2711	113	38	cells	cell	NOUN
easat-2711	113	39	and	and	CCONJ
easat-2711	113	40	eliminating	eliminate	VERB
easat-2711	113	41	futile	futile	ADJ
easat-2711	113	42	information	information	NOUN
easat-2711	113	43	.	.	PUNCT
easat-2711	114	1	in	in	ADP
easat-2711	114	2	addition	addition	NOUN
easat-2711	114	3	to	to	ADP
easat-2711	114	4	using	use	VERB
easat-2711	114	5	a	a	DET
easat-2711	114	6	single	single	ADJ
easat-2711	114	7	deep	deep	ADJ
easat-2711	114	8	learning	learning	NOUN
easat-2711	114	9	model	model	NOUN
easat-2711	114	10	,	,	PUNCT
easat-2711	114	11	some	some	DET
easat-2711	114	12	literature	literature	NOUN
easat-2711	114	13	has	have	AUX
easat-2711	114	14	attempted	attempt	VERB
easat-2711	114	15	different	different	ADJ
easat-2711	114	16	hybrid	hybrid	NOUN
easat-2711	114	17	models	model	NOUN
easat-2711	114	18	for	for	ADP
easat-2711	114	19	sentiment	sentiment	NOUN
easat-2711	114	20	analysis	analysis	NOUN
easat-2711	114	21	(	(	PUNCT
easat-2711	114	22	xu	xu	INTJ
easat-2711	114	23	et	et	PROPN
easat-2711	114	24	al	al	PROPN
easat-2711	114	25	.	.	PROPN
easat-2711	114	26	,	,	PUNCT
easat-2711	114	27	2022	2022	NUM
easat-2711	114	28	)	)	PUNCT
easat-2711	114	29	.	.	PUNCT
easat-2711	115	1	ombabiet	ombabiet	PROPN
easat-2711	115	2	al	al	PROPN
easat-2711	115	3	.	.	PUNCT
easat-2711	116	1	[	[	X
easat-2711	116	2	35	35	NUM
easat-2711	116	3	]	]	PUNCT
easat-2711	116	4	proposed	propose	VERB
easat-2711	116	5	a	a	DET
easat-2711	116	6	novel	novel	ADJ
easat-2711	116	7	deep	deep	ADJ
easat-2711	116	8	learning	learning	NOUN
easat-2711	116	9	model	model	NOUN
easat-2711	116	10	for	for	ADP
easat-2711	116	11	arabic	arabic	ADJ
easat-2711	116	12	language	language	NOUN
easat-2711	116	13	sentiment	sentiment	NOUN
easat-2711	116	14	analysis	analysis	NOUN
easat-2711	116	15	based	base	VERB
easat-2711	116	16	on	on	ADP
easat-2711	116	17	one	one	NUM
easat-2711	116	18	layer	layer	NOUN
easat-2711	116	19	of	of	ADP
easat-2711	116	20	cnn	cnn	PROPN
easat-2711	116	21	architecture	architecture	NOUN
easat-2711	116	22	for	for	ADP
easat-2711	116	23	local	local	ADJ
easat-2711	116	24	feature	feature	NOUN
easat-2711	116	25	extraction	extraction	NOUN
easat-2711	116	26	,	,	PUNCT
easat-2711	116	27	and	and	CCONJ
easat-2711	116	28	two	two	NUM
easat-2711	116	29	layers	layer	NOUN
easat-2711	116	30	of	of	ADP
easat-2711	116	31	lstm	lstm	NOUN
easat-2711	116	32	to	to	PART
easat-2711	116	33	maintain	maintain	VERB
easat-2711	116	34	long	long	ADJ
easat-2711	116	35	-	-	PUNCT
easat-2711	116	36	term	term	NOUN
easat-2711	116	37	dependencies	dependency	NOUN
easat-2711	116	38	.	.	PUNCT
easat-2711	117	1	the	the	DET
easat-2711	117	2	feature	feature	NOUN
easat-2711	117	3	maps	map	NOUN
easat-2711	117	4	learned	learn	VERB
easat-2711	117	5	by	by	ADP
easat-2711	117	6	cnn	cnn	PROPN
easat-2711	117	7	and	and	CCONJ
easat-2711	117	8	lstm	lstm	NOUN
easat-2711	117	9	were	be	AUX
easat-2711	117	10	passed	pass	VERB
easat-2711	117	11	to	to	ADP
easat-2711	117	12	the	the	DET
easat-2711	117	13	svm	svm	PROPN
easat-2711	117	14	classifier	classifier	NOUN
easat-2711	117	15	,	,	PUNCT
easat-2711	117	16	which	which	PRON
easat-2711	117	17	demonstrated	demonstrate	VERB
easat-2711	117	18	better	well	ADJ
easat-2711	117	19	classification	classification	NOUN
easat-2711	117	20	performance	performance	NOUN
easat-2711	117	21	and	and	CCONJ
easat-2711	117	22	accuracy	accuracy	NOUN
easat-2711	117	23	of	of	ADP
easat-2711	117	24	90.75	90.75	NUM
easat-2711	117	25	%	%	NOUN
easat-2711	117	26	.	.	PUNCT
easat-2711	118	1	feng	feng	PROPN
easat-2711	118	2	and	and	CCONJ
easat-2711	118	3	cheng	cheng	PROPN
easat-2711	119	1	[	[	X
easat-2711	119	2	36	36	NUM
easat-2711	119	3	]	]	PUNCT
easat-2711	119	4	proposed	propose	VERB
easat-2711	119	5	a	a	DET
easat-2711	119	6	novel	novel	ADJ
easat-2711	119	7	sentiment	sentiment	NOUN
easat-2711	119	8	analysis	analysis	NOUN
easat-2711	119	9	model	model	NOUN
easat-2711	119	10	by	by	ADP
easat-2711	119	11	integrating	integrate	VERB
easat-2711	119	12	a	a	DET
easat-2711	119	13	multi	multi	ADJ
easat-2711	119	14	-	-	ADJ
easat-2711	119	15	channel	channel	ADJ
easat-2711	119	16	convolutional	convolutional	ADJ
easat-2711	119	17	neural	neural	ADJ
easat-2711	119	18	network	network	NOUN
easat-2711	119	19	with	with	ADP
easat-2711	119	20	a	a	DET
easat-2711	119	21	multi	multi	ADJ
easat-2711	119	22	-	-	ADJ
easat-2711	119	23	head	head	ADJ
easat-2711	119	24	attention	attention	NOUN
easat-2711	119	25	mechanism	mechanism	NOUN
easat-2711	119	26	(	(	PUNCT
easat-2711	119	27	mcnn	mcnn	NOUN
easat-2711	119	28	-	-	PUNCT
easat-2711	119	29	ma	ma	PROPN
easat-2711	119	30	)	)	PUNCT
easat-2711	119	31	.	.	PUNCT
easat-2711	120	1	their	their	PRON
easat-2711	120	2	experimental	experimental	ADJ
easat-2711	120	3	results	result	NOUN
easat-2711	120	4	showed	show	VERB
easat-2711	120	5	that	that	SCONJ
easat-2711	120	6	the	the	DET
easat-2711	120	7	mcnn	mcnn	NOUN
easat-2711	120	8	-	-	PUNCT
easat-2711	120	9	ma	ma	PROPN
easat-2711	120	10	model	model	NOUN
easat-2711	120	11	had	have	VERB
easat-2711	120	12	a	a	DET
easat-2711	120	13	higher	high	ADJ
easat-2711	120	14	classification	classification	NOUN
easat-2711	120	15	accuracy	accuracy	NOUN
easat-2711	120	16	and	and	CCONJ
easat-2711	120	17	a	a	DET
easat-2711	120	18	relatively	relatively	ADV
easat-2711	120	19	low	low	ADJ
easat-2711	120	20	training	training	NOUN
easat-2711	120	21	time	time	NOUN
easat-2711	120	22	cost	cost	NOUN
easat-2711	120	23	compared	compare	VERB
easat-2711	120	24	with	with	ADP
easat-2711	120	25	other	other	ADJ
easat-2711	120	26	baseline	baseline	NOUN
easat-2711	120	27	models	model	NOUN
easat-2711	120	28	.	.	PUNCT
easat-2711	121	1	ramaswamy	ramaswamy	ADJ
easat-2711	121	2	and	and	CCONJ
easat-2711	121	3	jayakumar	jayakumar	NOUN
easat-2711	122	1	[	[	X
easat-2711	122	2	37	37	NUM
easat-2711	122	3	]	]	PUNCT
easat-2711	122	4	proposed	propose	VERB
easat-2711	122	5	a	a	DET
easat-2711	122	6	neural	neural	ADJ
easat-2711	122	7	network	network	NOUN
easat-2711	122	8	structure	structure	NOUN
easat-2711	122	9	based	base	VERB
easat-2711	122	10	on	on	ADP
easat-2711	122	11	lstm	lstm	PROPN
easat-2711	122	12	and	and	CCONJ
easat-2711	122	13	cnn	cnn	PROPN
easat-2711	122	14	,	,	PUNCT
easat-2711	122	15	which	which	PRON
easat-2711	122	16	combined	combine	VERB
easat-2711	122	17	the	the	DET
easat-2711	122	18	explicit	explicit	ADJ
easat-2711	122	19	knowledge	knowledge	NOUN
easat-2711	122	20	from	from	ADP
easat-2711	122	21	the	the	DET
easat-2711	122	22	external	external	ADJ
easat-2711	122	23	database	database	NOUN
easat-2711	122	24	(	(	PUNCT
easat-2711	122	25	recognet	recognet	NOUN
easat-2711	122	26	)	)	PUNCT
easat-2711	122	27	with	with	ADP
easat-2711	122	28	the	the	DET
easat-2711	122	29	implicit	implicit	ADJ
easat-2711	122	30	information	information	NOUN
easat-2711	122	31	of	of	ADP
easat-2711	122	32	the	the	DET
easat-2711	122	33	lstm	lstm	PROPN
easat-2711	122	34	model	model	NOUN
easat-2711	122	35	to	to	PART
easat-2711	122	36	improve	improve	VERB
easat-2711	122	37	sentiment	sentiment	NOUN
easat-2711	122	38	accuracy	accuracy	NOUN
easat-2711	122	39	.	.	PUNCT
easat-2711	123	1	khan	khan	PROPN
easat-2711	123	2	et	et	PROPN
easat-2711	123	3	al	al	PROPN
easat-2711	123	4	.	.	PUNCT
easat-2711	124	1	[	[	X
easat-2711	124	2	38	38	NUM
easat-2711	124	3	]	]	PUNCT
easat-2711	124	4	developed	develop	VERB
easat-2711	124	5	a	a	DET
easat-2711	124	6	hybrid	hybrid	ADJ
easat-2711	124	7	architecture	architecture	NOUN
easat-2711	124	8	using	use	VERB
easat-2711	124	9	cnn	cnn	PROPN
easat-2711	124	10	and	and	CCONJ
easat-2711	124	11	lstm	lstm	PROPN
easat-2711	124	12	,	,	PUNCT
easat-2711	124	13	and	and	CCONJ
easat-2711	124	14	experiments	experiment	NOUN
easat-2711	124	15	showed	show	VERB
easat-2711	124	16	that	that	SCONJ
easat-2711	124	17	its	its	PRON
easat-2711	124	18	accuracy	accuracy	NOUN
easat-2711	124	19	for	for	ADP
easat-2711	124	20	text	text	NOUN
easat-2711	124	21	classification	classification	NOUN
easat-2711	124	22	in	in	ADP
easat-2711	124	23	roman	roman	PROPN
easat-2711	124	24	urdu	urdu	PROPN
easat-2711	124	25	and	and	CCONJ
easat-2711	124	26	english	english	PROPN
easat-2711	124	27	was	be	AUX
easat-2711	124	28	improved	improve	VERB
easat-2711	124	29	by	by	ADP
easat-2711	124	30	5	5	NUM
easat-2711	124	31	%	%	NOUN
easat-2711	124	32	on	on	ADP
easat-2711	124	33	a	a	DET
easat-2711	124	34	relevant	relevant	ADJ
easat-2711	124	35	corpus	corpus	NOUN
easat-2711	124	36	.	.	PUNCT
easat-2711	125	1	sitaula	sitaula	PROPN
easat-2711	125	2	et	et	PROPN
easat-2711	125	3	al	al	PROPN
easat-2711	125	4	.	.	PUNCT
easat-2711	126	1	[	[	X
easat-2711	126	2	39	39	NUM
easat-2711	126	3	]	]	PUNCT
easat-2711	126	4	proposed	propose	VERB
easat-2711	126	5	three	three	NUM
easat-2711	126	6	different	different	ADJ
easat-2711	126	7	cnn	cnn	PROPN
easat-2711	126	8	models	model	NOUN
easat-2711	126	9	for	for	ADP
easat-2711	126	10	the	the	DET
easat-2711	126	11	sentiment	sentiment	NOUN
easat-2711	126	12	classification	classification	NOUN
easat-2711	126	13	of	of	ADP
easat-2711	126	14	tweets	tweet	NOUN
easat-2711	126	15	using	use	VERB
easat-2711	126	16	fasttext	fasttext	PROPN
easat-2711	126	17	-	-	PUNCT
easat-2711	126	18	based	base	VERB
easat-2711	126	19	feature	feature	NOUN
easat-2711	126	20	extraction	extraction	NOUN
easat-2711	126	21	,	,	PUNCT
easat-2711	126	22	domain	domain	NOUN
easat-2711	126	23	-	-	PUNCT
easat-2711	126	24	specific	specific	ADJ
easat-2711	126	25	probability	probability	NOUN
easat-2711	126	26	-	-	PUNCT
easat-2711	126	27	based	base	VERB
easat-2711	126	28	feature	feature	NOUN
easat-2711	126	29	extraction	extraction	NOUN
easat-2711	126	30	,	,	PUNCT
easat-2711	126	31	and	and	CCONJ
easat-2711	126	32	domain	domain	NOUN
easat-2711	126	33	-	-	PUNCT
easat-2711	126	34	agnostic	agnostic	ADJ
easat-2711	126	35	probability	probability	NOUN
easat-2711	126	36	-	-	PUNCT
easat-2711	126	37	based	base	VERB
easat-2711	126	38	feature	feature	NOUN
easat-2711	126	39	extraction	extraction	NOUN
easat-2711	126	40	respectively	respectively	ADV
easat-2711	126	41	.	.	PUNCT
easat-2711	127	1	in	in	ADP
easat-2711	127	2	sum	sum	NOUN
easat-2711	127	3	,	,	PUNCT
easat-2711	127	4	previous	previous	ADJ
easat-2711	127	5	research	research	NOUN
easat-2711	127	6	has	have	AUX
easat-2711	127	7	shown	show	VERB
easat-2711	127	8	that	that	SCONJ
easat-2711	127	9	traditional	traditional	ADJ
easat-2711	127	10	approaches	approach	NOUN
easat-2711	127	11	to	to	ADP
easat-2711	127	12	developing	develop	VERB
easat-2711	127	13	sentiment	sentiment	NOUN
easat-2711	127	14	classification	classification	NOUN
easat-2711	127	15	models	model	NOUN
easat-2711	127	16	such	such	ADJ
easat-2711	127	17	as	as	ADP
easat-2711	127	18	dictionary	dictionary	ADJ
easat-2711	127	19	-	-	PUNCT
easat-2711	127	20	based	base	VERB
easat-2711	127	21	methods	method	NOUN
easat-2711	127	22	that	that	PRON
easat-2711	127	23	rely	rely	VERB
easat-2711	127	24	on	on	ADP
easat-2711	127	25	lexicons	lexicon	NOUN
easat-2711	127	26	(	(	PUNCT
easat-2711	127	27	e.g.	e.g.	ADV
easat-2711	127	28	,	,	PUNCT
easat-2711	127	29	wordnet	wordnet	NOUN
easat-2711	127	30	)	)	PUNCT
easat-2711	127	31	and	and	CCONJ
easat-2711	127	32	traditional	traditional	ADJ
easat-2711	127	33	machine	machine	NOUN
easat-2711	127	34	learning	learn	VERB
easat-2711	127	35	algorithms	algorithm	NOUN
easat-2711	127	36	(	(	PUNCT
easat-2711	127	37	e.g.	e.g.	ADV
easat-2711	127	38	,	,	PUNCT
easat-2711	127	39	naïve	naïve	ADJ
easat-2711	127	40	bayes	bayes	NOUN
easat-2711	127	41	and	and	CCONJ
easat-2711	127	42	random	random	ADJ
easat-2711	127	43	forest	forest	NOUN
easat-2711	127	44	)	)	PUNCT
easat-2711	127	45	often	often	ADV
easat-2711	127	46	fail	fail	VERB
easat-2711	127	47	to	to	PART
easat-2711	127	48	accurately	accurately	ADV
easat-2711	127	49	predict	predict	VERB
easat-2711	127	50	the	the	DET
easat-2711	127	51	polarity	polarity	NOUN
easat-2711	127	52	of	of	ADP
easat-2711	127	53	car	car	NOUN
easat-2711	127	54	review	review	NOUN
easat-2711	127	55	texts	text	NOUN
easat-2711	127	56	due	due	ADP
easat-2711	127	57	to	to	ADP
easat-2711	127	58	their	their	PRON
easat-2711	127	59	poor	poor	ADJ
easat-2711	127	60	feature	feature	NOUN
easat-2711	127	61	extraction	extraction	NOUN
easat-2711	127	62	and	and	CCONJ
easat-2711	127	63	nonlinear	nonlinear	ADJ
easat-2711	127	64	fitting	fitting	ADJ
easat-2711	127	65	capabilities	capability	NOUN
easat-2711	127	66	.	.	PUNCT
easat-2711	128	1	3	3	X
easat-2711	128	2	.	.	X
easat-2711	128	3	bilstm	bilstm	NOUN
easat-2711	128	4	-	-	PUNCT
easat-2711	128	5	cnn	cnn	PROPN
easat-2711	128	6	model	model	NOUN
easat-2711	128	7	in	in	ADP
easat-2711	128	8	this	this	DET
easat-2711	128	9	paper	paper	NOUN
easat-2711	128	10	,	,	PUNCT
easat-2711	128	11	a	a	DET
easat-2711	128	12	hybrid	hybrid	ADJ
easat-2711	128	13	deep	deep	ADJ
easat-2711	128	14	learning	learning	NOUN
easat-2711	128	15	model	model	NOUN
easat-2711	128	16	integrating	integrating	NOUN
easat-2711	128	17	bilstm	bilstm	NOUN
easat-2711	128	18	and	and	CCONJ
easat-2711	128	19	cnn	cnn	PROPN
easat-2711	128	20	was	be	AUX
easat-2711	128	21	proposed	propose	VERB
easat-2711	128	22	for	for	ADP
easat-2711	128	23	sentiment	sentiment	NOUN
easat-2711	128	24	analysis	analysis	NOUN
easat-2711	128	25	on	on	ADP
easat-2711	128	26	chinese	chinese	ADJ
easat-2711	128	27	car	car	NOUN
easat-2711	128	28	review	review	NOUN
easat-2711	128	29	texts	text	NOUN
easat-2711	128	30	.	.	PUNCT
easat-2711	129	1	the	the	DET
easat-2711	129	2	bilstm	bilstm	NOUN
easat-2711	129	3	is	be	AUX
easat-2711	129	4	designed	design	VERB
easat-2711	129	5	to	to	PART
easat-2711	129	6	capture	capture	VERB
easat-2711	129	7	the	the	DET
easat-2711	129	8	semantics	semantic	NOUN
easat-2711	129	9	by	by	ADP
easat-2711	129	10	containing	contain	VERB
easat-2711	129	11	a	a	DET
easat-2711	129	12	forward	forward	NOUN
easat-2711	129	13	and	and	CCONJ
easat-2711	129	14	a	a	DET
easat-2711	129	15	backward	backward	ADJ
easat-2711	129	16	lstm	lstm	NOUN
easat-2711	129	17	,	,	PUNCT
easat-2711	129	18	which	which	PRON
easat-2711	129	19	better	well	ADJ
easat-2711	129	20	compensates	compensate	VERB
easat-2711	129	21	for	for	ADP
easat-2711	129	22	the	the	DET
easat-2711	129	23	inability	inability	NOUN
easat-2711	129	24	of	of	ADP
easat-2711	129	25	lstm	lstm	NOUN
easat-2711	129	26	to	to	PART
easat-2711	129	27	encode	encode	VERB
easat-2711	129	28	information	information	NOUN
easat-2711	129	29	from	from	ADP
easat-2711	129	30	both	both	DET
easat-2711	129	31	directions	direction	NOUN
easat-2711	129	32	[	[	X
easat-2711	129	33	12	12	NUM
easat-2711	129	34	]	]	PUNCT
easat-2711	129	35	.	.	PUNCT
easat-2711	130	1	however	however	ADV
easat-2711	130	2	,	,	PUNCT
easat-2711	130	3	using	use	VERB
easat-2711	130	4	the	the	DET
easat-2711	130	5	bilstm	bilstm	NOUN
easat-2711	130	6	model	model	NOUN
easat-2711	130	7	directly	directly	ADV
easat-2711	130	8	may	may	AUX
easat-2711	130	9	result	result	VERB
easat-2711	130	10	in	in	ADP
easat-2711	130	11	too	too	ADV
easat-2711	130	12	much	much	ADJ
easat-2711	130	13	computing	computing	NOUN
easat-2711	130	14	cost	cost	NOUN
easat-2711	130	15	owing	owe	VERB
easat-2711	130	16	to	to	ADP
easat-2711	130	17	a	a	DET
easat-2711	130	18	large	large	ADJ
easat-2711	130	19	number	number	NOUN
easat-2711	130	20	of	of	ADP
easat-2711	130	21	input	input	NOUN
easat-2711	130	22	dimensions	dimension	NOUN
easat-2711	130	23	.	.	PUNCT
easat-2711	131	1	thus	thus	ADV
easat-2711	131	2	,	,	PUNCT
easat-2711	131	3	we	we	PRON
easat-2711	131	4	first	first	ADV
easat-2711	131	5	used	use	VERB
easat-2711	131	6	bilstm	bilstm	NOUN
easat-2711	131	7	to	to	PART
easat-2711	131	8	automatically	automatically	ADV
easat-2711	131	9	extract	extract	VERB
easat-2711	131	10	contextual	contextual	ADJ
easat-2711	131	11	features	feature	NOUN
easat-2711	131	12	from	from	ADP
easat-2711	131	13	the	the	DET
easat-2711	131	14	review	review	NOUN
easat-2711	131	15	texts	text	NOUN
easat-2711	131	16	,	,	PUNCT
easat-2711	131	17	which	which	PRON
easat-2711	131	18	were	be	AUX
easat-2711	131	19	then	then	ADV
easat-2711	131	20	used	use	VERB
easat-2711	131	21	as	as	ADP
easat-2711	131	22	the	the	DET
easat-2711	131	23	input	input	NOUN
easat-2711	131	24	of	of	ADP
easat-2711	131	25	cnn	cnn	PROPN
easat-2711	131	26	to	to	PART
easat-2711	131	27	extract	extract	VERB
easat-2711	131	28	local	local	ADJ
easat-2711	131	29	semantic	semantic	ADJ
easat-2711	131	30	features	feature	NOUN
easat-2711	131	31	.	.	PUNCT
easat-2711	132	1	it	it	PRON
easat-2711	132	2	is	be	AUX
easat-2711	132	3	possible	possible	ADJ
easat-2711	132	4	to	to	PART
easat-2711	132	5	take	take	VERB
easat-2711	132	6	advantage	advantage	NOUN
easat-2711	132	7	of	of	ADP
easat-2711	132	8	both	both	DET
easat-2711	132	9	bilstm	bilstm	NOUN
easat-2711	132	10	and	and	CCONJ
easat-2711	132	11	cnn	cnn	PROPN
easat-2711	132	12	to	to	PART
easat-2711	132	13	extract	extract	VERB
easat-2711	132	14	features	feature	NOUN
easat-2711	132	15	and	and	CCONJ
easat-2711	132	16	understand	understand	VERB
easat-2711	132	17	the	the	DET
easat-2711	132	18	semantics	semantic	NOUN
easat-2711	132	19	of	of	ADP
easat-2711	132	20	the	the	DET
easat-2711	132	21	review	review	NOUN
easat-2711	132	22	texts	text	NOUN
easat-2711	132	23	.	.	PUNCT
easat-2711	133	1	the	the	DET
easat-2711	133	2	structure	structure	NOUN
easat-2711	133	3	diagram	diagram	NOUN
easat-2711	133	4	of	of	ADP
easat-2711	133	5	bilstmcnn	bilstmcnn	PROPN
easat-2711	133	6	is	be	AUX
easat-2711	133	7	shown	show	VERB
easat-2711	133	8	in	in	ADP
easat-2711	133	9	figure	figure	NOUN
easat-2711	133	10	1	1	NUM
easat-2711	133	11	.	.	SYM
easat-2711	133	12	3317	3317	NUM
easat-2711	133	13	edelweiss	edelweiss	PROPN
easat-2711	133	14	applied	apply	VERB
easat-2711	133	15	science	science	NOUN
easat-2711	133	16	and	and	CCONJ
easat-2711	133	17	technology	technology	NOUN
easat-2711	133	18	issn	issn	PROPN
easat-2711	133	19	:	:	PUNCT
easat-2711	133	20	2576	2576	NUM
easat-2711	133	21	-	-	SYM
easat-2711	133	22	8484	8484	NUM
easat-2711	133	23	vol	vol	NOUN
easat-2711	133	24	.	.	PROPN
easat-2711	134	1	8	8	NUM
easat-2711	134	2	,	,	PUNCT
easat-2711	134	3	no	no	INTJ
easat-2711	134	4	.	.	NOUN
easat-2711	135	1	6	6	NUM
easat-2711	135	2	:	:	SYM
easat-2711	135	3	3313	3313	NUM
easat-2711	135	4	-	-	SYM
easat-2711	135	5	3326	3326	NUM
easat-2711	135	6	,	,	PUNCT
easat-2711	135	7	2024	2024	NUM
easat-2711	135	8	doi	doi	NOUN
easat-2711	135	9	:	:	PUNCT
easat-2711	135	10	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	135	11	©	©	PROPN
easat-2711	135	12	2024	2024	NUM
easat-2711	135	13	by	by	ADP
easat-2711	135	14	the	the	DET
easat-2711	135	15	authors	author	NOUN
easat-2711	135	16	;	;	PUNCT
easat-2711	135	17	licensee	licensee	PROPN
easat-2711	135	18	learning	learn	VERB
easat-2711	135	19	gate	gate	NOUN
easat-2711	135	20	figure	figure	NOUN
easat-2711	135	21	1	1	NUM
easat-2711	135	22	.	.	PUNCT
easat-2711	136	1	the	the	DET
easat-2711	136	2	structure	structure	NOUN
easat-2711	136	3	diagram	diagram	NOUN
easat-2711	136	4	of	of	ADP
easat-2711	136	5	bilstm	bilstm	NOUN
easat-2711	136	6	-	-	PUNCT
easat-2711	136	7	cnn	cnn	PROPN
easat-2711	136	8	model	model	NOUN
easat-2711	136	9	.	.	PUNCT
easat-2711	137	1	(	(	PUNCT
easat-2711	137	2	1	1	X
easat-2711	137	3	)	)	PUNCT
easat-2711	137	4	to	to	PART
easat-2711	137	5	classify	classify	VERB
easat-2711	137	6	text	text	NOUN
easat-2711	137	7	data	datum	NOUN
easat-2711	137	8	,	,	PUNCT
easat-2711	137	9	it	it	PRON
easat-2711	137	10	is	be	AUX
easat-2711	137	11	necessary	necessary	ADJ
easat-2711	137	12	to	to	PART
easat-2711	137	13	convert	convert	VERB
easat-2711	137	14	the	the	DET
easat-2711	137	15	text	text	NOUN
easat-2711	137	16	data	datum	NOUN
easat-2711	137	17	into	into	ADP
easat-2711	137	18	a	a	DET
easat-2711	137	19	mathematical	mathematical	ADJ
easat-2711	137	20	representation	representation	NOUN
easat-2711	137	21	that	that	PRON
easat-2711	137	22	can	can	AUX
easat-2711	137	23	be	be	AUX
easat-2711	137	24	processed	process	VERB
easat-2711	137	25	by	by	ADP
easat-2711	137	26	the	the	DET
easat-2711	137	27	model	model	NOUN
easat-2711	137	28	.	.	PUNCT
easat-2711	138	1	one	one	NUM
easat-2711	138	2	of	of	ADP
easat-2711	138	3	the	the	DET
easat-2711	138	4	most	most	ADV
easat-2711	138	5	common	common	ADJ
easat-2711	138	6	approaches	approach	NOUN
easat-2711	138	7	is	be	AUX
easat-2711	138	8	to	to	PART
easat-2711	138	9	use	use	VERB
easat-2711	138	10	a	a	DET
easat-2711	138	11	distributed	distribute	VERB
easat-2711	138	12	word	word	NOUN
easat-2711	138	13	vector	vector	NOUN
easat-2711	138	14	to	to	PART
easat-2711	138	15	represent	represent	VERB
easat-2711	138	16	a	a	DET
easat-2711	138	17	word	word	NOUN
easat-2711	138	18	.	.	PUNCT
easat-2711	139	1	word2vec	word2vec	X
easat-2711	139	2	is	be	AUX
easat-2711	139	3	a	a	DET
easat-2711	139	4	classical	classical	ADJ
easat-2711	139	5	method	method	NOUN
easat-2711	139	6	developed	develop	VERB
easat-2711	139	7	by	by	ADP
easat-2711	139	8	google	google	PROPN
easat-2711	139	9	in	in	ADP
easat-2711	139	10	2013	2013	NUM
easat-2711	139	11	that	that	PRON
easat-2711	139	12	creates	create	VERB
easat-2711	139	13	word	word	NOUN
easat-2711	139	14	embeddings	embedding	NOUN
easat-2711	139	15	in	in	ADP
easat-2711	139	16	the	the	DET
easat-2711	139	17	field	field	NOUN
easat-2711	139	18	of	of	ADP
easat-2711	139	19	nlp	nlp	NOUN
easat-2711	139	20	.	.	PUNCT
easat-2711	140	1	word2vec	word2vec	PROPN
easat-2711	140	2	uses	use	VERB
easat-2711	140	3	neural	neural	ADJ
easat-2711	140	4	networks	network	NOUN
easat-2711	140	5	to	to	PART
easat-2711	140	6	create	create	VERB
easat-2711	140	7	word	word	NOUN
easat-2711	140	8	embeddings	embedding	NOUN
easat-2711	140	9	such	such	ADJ
easat-2711	140	10	that	that	DET
easat-2711	140	11	embeddings	embedding	NOUN
easat-2711	140	12	with	with	ADP
easat-2711	140	13	similar	similar	ADJ
easat-2711	140	14	word	word	NOUN
easat-2711	140	15	meanings	meaning	NOUN
easat-2711	140	16	tend	tend	VERB
easat-2711	140	17	to	to	PART
easat-2711	140	18	point	point	VERB
easat-2711	140	19	in	in	ADP
easat-2711	140	20	a	a	DET
easat-2711	140	21	similar	similar	ADJ
easat-2711	140	22	direction	direction	NOUN
easat-2711	140	23	.	.	PUNCT
easat-2711	141	1	the	the	DET
easat-2711	141	2	word2vec	word2vec	PRON
easat-2711	141	3	includes	include	VERB
easat-2711	141	4	two	two	NUM
easat-2711	141	5	training	training	NOUN
easat-2711	141	6	models	model	NOUN
easat-2711	141	7	:	:	PUNCT
easat-2711	141	8	the	the	DET
easat-2711	141	9	continuous	continuous	ADJ
easat-2711	141	10	bag	bag	NOUN
easat-2711	141	11	-	-	PUNCT
easat-2711	141	12	of	of	ADP
easat-2711	141	13	-	-	PUNCT
easat-2711	141	14	words	word	NOUN
easat-2711	141	15	(	(	PUNCT
easat-2711	141	16	cbow	cbow	VERB
easat-2711	141	17	)	)	PUNCT
easat-2711	141	18	model	model	NOUN
easat-2711	141	19	and	and	CCONJ
easat-2711	141	20	the	the	DET
easat-2711	141	21	skip	skip	NOUN
easat-2711	141	22	-	-	PUNCT
easat-2711	141	23	gram	gram	NOUN
easat-2711	141	24	model	model	NOUN
easat-2711	141	25	.	.	PUNCT
easat-2711	142	1	the	the	DET
easat-2711	142	2	former	former	ADJ
easat-2711	142	3	uses	use	VERB
easat-2711	142	4	context	context	NOUN
easat-2711	142	5	words	word	NOUN
easat-2711	142	6	to	to	PART
easat-2711	142	7	predict	predict	VERB
easat-2711	142	8	the	the	DET
easat-2711	142	9	target	target	NOUN
easat-2711	142	10	words	word	NOUN
easat-2711	142	11	.	.	PUNCT
easat-2711	143	1	conversely	conversely	ADV
easat-2711	143	2	,	,	PUNCT
easat-2711	143	3	the	the	DET
easat-2711	143	4	latter	latter	ADJ
easat-2711	143	5	uses	use	VERB
easat-2711	143	6	the	the	DET
easat-2711	143	7	target	target	NOUN
easat-2711	143	8	words	word	NOUN
easat-2711	143	9	to	to	PART
easat-2711	143	10	predict	predict	VERB
easat-2711	143	11	the	the	DET
easat-2711	143	12	context	context	NOUN
easat-2711	143	13	words	word	NOUN
easat-2711	143	14	.	.	PUNCT
easat-2711	144	1	the	the	DET
easat-2711	144	2	embedding	embed	VERB
easat-2711	144	3	layer	layer	NOUN
easat-2711	144	4	transformed	transform	VERB
easat-2711	144	5	the	the	DET
easat-2711	144	6	input	input	NOUN
easat-2711	144	7	text	text	NOUN
easat-2711	144	8	}	}	PUNCT
easat-2711	144	9	,	,	PUNCT
easat-2711	144	10	,	,	PUNCT
easat-2711	144	11	{	{	PUNCT
easat-2711	144	12	21	21	NUM
easat-2711	144	13	nxxxx	nxxxx	NOUN
easat-2711	144	14	=	=	ADJ
easat-2711	144	15	into	into	ADP
easat-2711	144	16	a	a	DET
easat-2711	144	17	lexicon	lexicon	NOUN
easat-2711	144	18	of	of	ADP
easat-2711	144	19	word	word	NOUN
easat-2711	144	20	vectors	vector	NOUN
easat-2711	144	21	that	that	PRON
easat-2711	144	22	can	can	AUX
easat-2711	144	23	be	be	AUX
easat-2711	144	24	recognized	recognize	VERB
easat-2711	144	25	by	by	ADP
easat-2711	144	26	the	the	DET
easat-2711	144	27	model	model	NOUN
easat-2711	144	28	through	through	ADP
easat-2711	144	29	the	the	DET
easat-2711	144	30	cbow	cbow	NOUN
easat-2711	144	31	or	or	CCONJ
easat-2711	144	32	the	the	DET
easat-2711	144	33	skip	skip	NOUN
easat-2711	144	34	-	-	PUNCT
easat-2711	144	35	gram	gram	NOUN
easat-2711	144	36	model	model	NOUN
easat-2711	144	37	.	.	PUNCT
easat-2711	145	1	in	in	ADP
easat-2711	145	2	this	this	DET
easat-2711	145	3	paper	paper	NOUN
easat-2711	145	4	,	,	PUNCT
easat-2711	145	5	the	the	DET
easat-2711	145	6	word	word	NOUN
easat-2711	145	7	vector	vector	NOUN
easat-2711	145	8	was	be	AUX
easat-2711	145	9	trained	train	VERB
easat-2711	145	10	by	by	ADP
easat-2711	145	11	the	the	DET
easat-2711	145	12	cbow	cbow	NOUN
easat-2711	145	13	model	model	NOUN
easat-2711	145	14	with	with	ADP
easat-2711	145	15	the	the	DET
easat-2711	145	16	dimensionality	dimensionality	NOUN
easat-2711	145	17	set	set	VERB
easat-2711	145	18	as	as	ADP
easat-2711	145	19	300	300	NUM
easat-2711	145	20	.	.	PUNCT
easat-2711	146	1	in	in	ADP
easat-2711	146	2	this	this	DET
easat-2711	146	3	way	way	NOUN
easat-2711	146	4	,	,	PUNCT
easat-2711	146	5	it	it	PRON
easat-2711	146	6	satisfied	satisfy	VERB
easat-2711	146	7	the	the	DET
easat-2711	146	8	model	model	NOUN
easat-2711	146	9	's	's	PART
easat-2711	146	10	demand	demand	NOUN
easat-2711	146	11	for	for	ADP
easat-2711	146	12	a	a	DET
easat-2711	146	13	large	large	ADJ
easat-2711	146	14	amount	amount	NOUN
easat-2711	146	15	of	of	ADP
easat-2711	146	16	corpus	corpus	NOUN
easat-2711	146	17	on	on	ADP
easat-2711	146	18	the	the	DET
easat-2711	146	19	one	one	NUM
easat-2711	146	20	hand	hand	NOUN
easat-2711	146	21	,	,	PUNCT
easat-2711	146	22	and	and	CCONJ
easat-2711	146	23	on	on	ADP
easat-2711	146	24	the	the	DET
easat-2711	146	25	other	other	ADJ
easat-2711	146	26	hand	hand	NOUN
easat-2711	146	27	,	,	PUNCT
easat-2711	146	28	the	the	DET
easat-2711	146	29	large	large	ADJ
easat-2711	146	30	amount	amount	NOUN
easat-2711	146	31	of	of	ADP
easat-2711	146	32	car	car	NOUN
easat-2711	146	33	terminology	terminology	NOUN
easat-2711	146	34	greatly	greatly	ADV
easat-2711	146	35	improved	improve	VERB
easat-2711	146	36	the	the	DET
easat-2711	146	37	quality	quality	NOUN
easat-2711	146	38	of	of	ADP
easat-2711	146	39	the	the	DET
easat-2711	146	40	word	word	NOUN
easat-2711	146	41	vector	vector	NOUN
easat-2711	146	42	.	.	PUNCT
easat-2711	147	1	if	if	SCONJ
easat-2711	147	2	no	no	DET
easat-2711	147	3	word	word	NOUN
easat-2711	147	4	in	in	ADP
easat-2711	147	5	the	the	DET
easat-2711	147	6	input	input	NOUN
easat-2711	147	7	text	text	NOUN
easat-2711	147	8	appears	appear	VERB
easat-2711	147	9	in	in	ADP
easat-2711	147	10	the	the	DET
easat-2711	147	11	dictionary	dictionary	NOUN
easat-2711	147	12	,	,	PUNCT
easat-2711	147	13	the	the	DET
easat-2711	147	14	values	value	NOUN
easat-2711	147	15	of	of	ADP
easat-2711	147	16	all	all	DET
easat-2711	147	17	dimensions	dimension	NOUN
easat-2711	147	18	of	of	ADP
easat-2711	147	19	the	the	DET
easat-2711	147	20	word	word	NOUN
easat-2711	147	21	are	be	AUX
easat-2711	147	22	taken	take	VERB
easat-2711	147	23	as	as	ADP
easat-2711	147	24	0	0	NUM
easat-2711	147	25	.	.	PUNCT
easat-2711	148	1	then	then	ADV
easat-2711	148	2	the	the	DET
easat-2711	148	3	word	word	NOUN
easat-2711	148	4	vectors	vector	NOUN
easat-2711	148	5	of	of	ADP
easat-2711	148	6	all	all	DET
easat-2711	148	7	words	word	NOUN
easat-2711	148	8	are	be	AUX
easat-2711	148	9	stitched	stitch	VERB
easat-2711	148	10	together	together	ADV
easat-2711	148	11	to	to	PART
easat-2711	148	12	generate	generate	VERB
easat-2711	148	13	the	the	DET
easat-2711	148	14	word	word	NOUN
easat-2711	148	15	vector	vector	NOUN
easat-2711	148	16	matrix	matrix	NOUN
easat-2711	148	17	ijs	ijs	PROPN
easat-2711	148	18	.	.	PUNCT
easat-2711	148	19	)	)	PUNCT
easat-2711	148	20	)	)	PUNCT
easat-2711	149	1	]	]	PUNCT
easat-2711	149	2	(	(	PUNCT
easat-2711	149	3	(	(	PUNCT
easat-2711	149	4	,	,	PUNCT
easat-2711	149	5	)	)	PUNCT
easat-2711	149	6	)	)	PUNCT
easat-2711	149	7	,	,	PUNCT
easat-2711	149	8	2(()),1	2(()),1	NUM
easat-2711	149	9	(	(	PUNCT
easat-2711	149	10	(	(	PUNCT
easat-2711	149	11	[	[	PUNCT
easat-2711	149	12	ixvxvxvsij	ixvxvxvsij	NOUN
easat-2711	149	13	=	=	NOUN
easat-2711	149	14	（	（	SYM
easat-2711	149	15	1	1	NUM
easat-2711	149	16	）	）	PUNCT
easat-2711	149	17	where	where	SCONJ
easat-2711	149	18	)	)	PUNCT
easat-2711	149	19	)	)	PUNCT
easat-2711	149	20	(	(	PUNCT
easat-2711	149	21	(	(	PUNCT
easat-2711	149	22	ixv	ixv	NOUN
easat-2711	149	23	is	be	AUX
easat-2711	149	24	the	the	DET
easat-2711	149	25	word	word	NOUN
easat-2711	149	26	vector	vector	NOUN
easat-2711	149	27	of	of	ADP
easat-2711	149	28	the	the	DET
easat-2711	149	29	ith	ith	PROPN
easat-2711	149	30	word	word	NOUN
easat-2711	149	31	,	,	PUNCT
easat-2711	149	32	ijs	ijs	PROPN
easat-2711	149	33	is	be	AUX
easat-2711	149	34	the	the	DET
easat-2711	149	35	j	j	PROPN
easat-2711	149	36	-	-	ADJ
easat-2711	149	37	dimensional	dimensional	ADJ
easat-2711	149	38	word	word	NOUN
easat-2711	149	39	vector	vector	NOUN
easat-2711	149	40	matrix	matrix	NOUN
easat-2711	149	41	consisting	consist	VERB
easat-2711	149	42	of	of	ADP
easat-2711	149	43	i	i	PRON
easat-2711	149	44	words	word	NOUN
easat-2711	149	45	merged	merge	VERB
easat-2711	149	46	together	together	ADV
easat-2711	149	47	.	.	PUNCT
easat-2711	150	1	(	(	PUNCT
easat-2711	150	2	2	2	X
easat-2711	150	3	)	)	PUNCT
easat-2711	150	4	the	the	DET
easat-2711	150	5	input	input	NOUN
easat-2711	150	6	of	of	ADP
easat-2711	150	7	the	the	DET
easat-2711	150	8	bilstm	bilstm	NOUN
easat-2711	150	9	layer	layer	NOUN
easat-2711	150	10	comes	come	VERB
easat-2711	150	11	from	from	ADP
easat-2711	150	12	the	the	DET
easat-2711	150	13	word	word	NOUN
easat-2711	150	14	vectormatrix	vectormatrix	NOUN
easat-2711	150	15	of	of	ADP
easat-2711	150	16	the	the	DET
easat-2711	150	17	embedding	embed	VERB
easat-2711	150	18	layer	layer	NOUN
easat-2711	150	19	.	.	PUNCT
easat-2711	151	1	the	the	DET
easat-2711	151	2	hidden	hide	VERB
easat-2711	151	3	layer	layer	NOUN
easat-2711	151	4	was	be	AUX
easat-2711	151	5	set	set	VERB
easat-2711	151	6	to	to	ADP
easat-2711	151	7	128	128	NUM
easat-2711	151	8	in	in	ADP
easat-2711	151	9	this	this	DET
easat-2711	151	10	paper	paper	NOUN
easat-2711	151	11	and	and	CCONJ
easat-2711	151	12	the	the	DET
easat-2711	151	13	sigmoid	sigmoid	NOUN
easat-2711	151	14	function	function	NOUN
easat-2711	151	15	was	be	AUX
easat-2711	151	16	used	use	VERB
easat-2711	151	17	as	as	ADP
easat-2711	151	18	the	the	DET
easat-2711	151	19	activation	activation	NOUN
easat-2711	151	20	function	function	NOUN
easat-2711	151	21	.	.	PUNCT
easat-2711	152	1	the	the	DET
easat-2711	152	2	sequences	sequence	NOUN
easat-2711	152	3	of	of	ADP
easat-2711	152	4	the	the	DET
easat-2711	152	5	word	word	NOUN
easat-2711	152	6	vector	vector	NOUN
easat-2711	152	7	matrix	matrix	NOUN
easat-2711	152	8	were	be	AUX
easat-2711	152	9	used	use	VERB
easat-2711	152	10	as	as	ADP
easat-2711	152	11	input	input	NOUN
easat-2711	152	12	of	of	ADP
easat-2711	152	13	the	the	DET
easat-2711	152	14	forward	forward	ADJ
easat-2711	152	15	and	and	CCONJ
easat-2711	152	16	backward	backward	ADJ
easat-2711	152	17	lstm	lstm	NOUN
easat-2711	152	18	,	,	PUNCT
easat-2711	152	19	which	which	PRON
easat-2711	152	20	used	use	VERB
easat-2711	152	21	the	the	DET
easat-2711	152	22	contextual	contextual	ADJ
easat-2711	152	23	information	information	NOUN
easat-2711	152	24	features	feature	NOUN
easat-2711	152	25	of	of	ADP
easat-2711	152	26	the	the	DET
easat-2711	152	27	text	text	NOUN
easat-2711	152	28	from	from	ADP
easat-2711	152	29	both	both	DET
easat-2711	152	30	directions	direction	NOUN
easat-2711	152	31	and	and	CCONJ
easat-2711	152	32	then	then	ADV
easat-2711	152	33	took	take	VERB
easat-2711	152	34	the	the	DET
easat-2711	152	35	data	datum	NOUN
easat-2711	152	36	from	from	ADP
easat-2711	152	37	both	both	DET
easat-2711	152	38	directions	direction	NOUN
easat-2711	152	39	into	into	ADP
easat-2711	152	40	the	the	DET
easat-2711	152	41	stacking	stacking	NOUN
easat-2711	152	42	operation	operation	NOUN
easat-2711	152	43	as	as	SCONJ
easat-2711	152	44	follows	follow	VERB
easat-2711	152	45	.	.	PUNCT
easat-2711	153	1	3318	3318	NUM
easat-2711	153	2	edelweiss	edelweiss	PROPN
easat-2711	153	3	applied	apply	VERB
easat-2711	153	4	science	science	NOUN
easat-2711	153	5	and	and	CCONJ
easat-2711	153	6	technology	technology	NOUN
easat-2711	153	7	issn	issn	PROPN
easat-2711	153	8	:	:	PUNCT
easat-2711	153	9	2576	2576	NUM
easat-2711	153	10	-	-	SYM
easat-2711	153	11	8484	8484	NUM
easat-2711	153	12	vol	vol	NOUN
easat-2711	153	13	.	.	PROPN
easat-2711	153	14	8	8	NUM
easat-2711	153	15	,	,	PUNCT
easat-2711	153	16	no	no	INTJ
easat-2711	153	17	.	.	NOUN
easat-2711	154	1	6	6	NUM
easat-2711	154	2	:	:	SYM
easat-2711	154	3	3313	3313	NUM
easat-2711	154	4	-	-	SYM
easat-2711	154	5	3326	3326	NUM
easat-2711	154	6	,	,	PUNCT
easat-2711	154	7	2024	2024	NUM
easat-2711	154	8	doi	doi	NOUN
easat-2711	154	9	:	:	PUNCT
easat-2711	154	10	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	154	11	©	©	PROPN
easat-2711	154	12	2024	2024	NUM
easat-2711	154	13	by	by	ADP
easat-2711	154	14	the	the	DET
easat-2711	154	15	authors	author	NOUN
easat-2711	154	16	;	;	PUNCT
easat-2711	154	17	licensee	licensee	PROPN
easat-2711	154	18	learning	learning	NOUN
easat-2711	154	19	gate	gate	NOUN
easat-2711	154	20	)	)	PUNCT
easat-2711	154	21	(	(	PUNCT
easat-2711	154	22	ijtijt	ijtijt	NOUN
easat-2711	154	23	sbilstmh	sbilstmh	NOUN
easat-2711	154	24	=	=	SYM
easat-2711	154	25	（	（	PUNCT
easat-2711	154	26	2	2	NUM
easat-2711	154	27	）	）	PUNCT
easat-2711	154	28	where	where	SCONJ
easat-2711	154	29	ijts	ijts	NOUN
easat-2711	154	30	is	be	AUX
easat-2711	154	31	the	the	DET
easat-2711	154	32	word	word	NOUN
easat-2711	154	33	vector	vector	NOUN
easat-2711	154	34	matrix	matrix	NOUN
easat-2711	154	35	in	in	ADP
easat-2711	154	36	time	time	NOUN
easat-2711	154	37	t	t	PROPN
easat-2711	154	38	,	,	PUNCT
easat-2711	154	39	ijth	ijth	PROPN
easat-2711	154	40	is	be	AUX
easat-2711	154	41	the	the	DET
easat-2711	154	42	output	output	NOUN
easat-2711	154	43	of	of	ADP
easat-2711	154	44	the	the	DET
easat-2711	154	45	bilstm	bilstm	NOUN
easat-2711	154	46	layer	layer	NOUN
easat-2711	154	47	in	in	ADP
easat-2711	154	48	time	time	NOUN
easat-2711	154	49	t	t	PROPN
easat-2711	154	50	.	.	PUNCT
easat-2711	155	1	(	(	PUNCT
easat-2711	155	2	3	3	X
easat-2711	155	3	)	)	PUNCT
easat-2711	155	4	the	the	DET
easat-2711	155	5	convolutional	convolutional	ADJ
easat-2711	155	6	layer	layer	NOUN
easat-2711	155	7	used	use	VERB
easat-2711	155	8	the	the	DET
easat-2711	155	9	fine	fine	ADV
easat-2711	155	10	-	-	PUNCT
easat-2711	155	11	tuning	tune	VERB
easat-2711	155	12	parameters	parameter	NOUN
easat-2711	155	13	for	for	ADP
easat-2711	155	14	textcnn	textcnn	PROPN
easat-2711	155	15	to	to	PART
easat-2711	155	16	extract	extract	VERB
easat-2711	155	17	local	local	ADJ
easat-2711	155	18	features	feature	NOUN
easat-2711	155	19	.	.	PUNCT
easat-2711	156	1	the	the	DET
easat-2711	156	2	size	size	NOUN
easat-2711	156	3	of	of	ADP
easat-2711	156	4	the	the	DET
easat-2711	156	5	convolutional	convolutional	ADJ
easat-2711	156	6	kernels	kernel	NOUN
easat-2711	156	7	used	use	VERB
easat-2711	156	8	for	for	ADP
easat-2711	156	9	the	the	DET
easat-2711	156	10	combination	combination	NOUN
easat-2711	156	11	was	be	AUX
easat-2711	156	12	(	(	PUNCT
easat-2711	156	13	3	3	NUM
easat-2711	156	14	,	,	PUNCT
easat-2711	156	15	4	4	NUM
easat-2711	156	16	,	,	PUNCT
easat-2711	156	17	5	5	NUM
easat-2711	156	18	)	)	PUNCT
easat-2711	156	19	and	and	CCONJ
easat-2711	156	20	the	the	DET
easat-2711	156	21	number	number	NOUN
easat-2711	156	22	of	of	ADP
easat-2711	156	23	each	each	DET
easat-2711	156	24	convolutional	convolutional	ADJ
easat-2711	156	25	kernel	kernel	NOUN
easat-2711	156	26	was	be	AUX
easat-2711	156	27	set	set	VERB
easat-2711	156	28	as	as	ADP
easat-2711	156	29	128	128	NUM
easat-2711	156	30	.	.	PUNCT
easat-2711	156	31	)	)	PUNCT
easat-2711	157	1	(	(	PUNCT
easat-2711	157	2	ijtijt	ijtijt	NOUN
easat-2711	157	3	hcnno	hcnno	ADJ
easat-2711	157	4	=	=	PUNCT
easat-2711	157	5	（	（	PUNCT
easat-2711	157	6	3	3	NUM
easat-2711	157	7	）	）	VERB
easat-2711	157	8	where	where	SCONJ
easat-2711	157	9	ijto	ijto	NOUN
easat-2711	157	10	is	be	AUX
easat-2711	157	11	the	the	DET
easat-2711	157	12	output	output	NOUN
easat-2711	157	13	of	of	ADP
easat-2711	157	14	cnn	cnn	PROPN
easat-2711	157	15	in	in	ADP
easat-2711	157	16	time	time	NOUN
easat-2711	157	17	t.	t.	PROPN
easat-2711	157	18	in	in	ADP
easat-2711	157	19	the	the	DET
easat-2711	157	20	following	follow	VERB
easat-2711	157	21	experiment	experiment	NOUN
easat-2711	157	22	,	,	PUNCT
easat-2711	157	23	the	the	DET
easat-2711	157	24	step	step	NOUN
easat-2711	157	25	size	size	NOUN
easat-2711	157	26	was	be	AUX
easat-2711	157	27	set	set	VERB
easat-2711	157	28	as	as	ADP
easat-2711	157	29	1	1	NUM
easat-2711	157	30	.	.	PUNCT
easat-2711	158	1	the	the	DET
easat-2711	158	2	relu	relu	NOUN
easat-2711	158	3	activation	activation	NOUN
easat-2711	158	4	function	function	NOUN
easat-2711	158	5	was	be	AUX
easat-2711	158	6	used	use	VERB
easat-2711	158	7	,	,	PUNCT
easat-2711	158	8	and	and	CCONJ
easat-2711	158	9	the	the	DET
easat-2711	158	10	maximum	maximum	ADJ
easat-2711	158	11	pooling	pooling	NOUN
easat-2711	158	12	was	be	AUX
easat-2711	158	13	chosen	choose	VERB
easat-2711	158	14	to	to	PART
easat-2711	158	15	reduce	reduce	VERB
easat-2711	158	16	the	the	DET
easat-2711	158	17	dimension	dimension	NOUN
easat-2711	158	18	of	of	ADP
easat-2711	158	19	the	the	DET
easat-2711	158	20	matrix	matrix	NOUN
easat-2711	158	21	that	that	PRON
easat-2711	158	22	had	have	AUX
easat-2711	158	23	undergone	undergo	VERB
easat-2711	158	24	convolutional	convolutional	ADJ
easat-2711	158	25	operations	operation	NOUN
easat-2711	158	26	,	,	PUNCT
easat-2711	158	27	and	and	CCONJ
easat-2711	158	28	was	be	AUX
easat-2711	158	29	then	then	ADV
easat-2711	158	30	connected	connect	VERB
easat-2711	158	31	by	by	ADP
easat-2711	158	32	a	a	DET
easat-2711	158	33	fully	fully	ADV
easat-2711	158	34	connected	connect	VERB
easat-2711	158	35	layer	layer	NOUN
easat-2711	158	36	.	.	PUNCT
easat-2711	159	1	(	(	PUNCT
easat-2711	159	2	4	4	X
easat-2711	159	3	)	)	PUNCT
easat-2711	159	4	the	the	DET
easat-2711	159	5	output	output	NOUN
easat-2711	159	6	layer	layer	NOUN
easat-2711	159	7	classified	classify	VERB
easat-2711	159	8	the	the	DET
easat-2711	159	9	sentiment	sentiment	NOUN
easat-2711	159	10	of	of	ADP
easat-2711	159	11	the	the	DET
easat-2711	159	12	data	datum	NOUN
easat-2711	159	13	after	after	ADP
easat-2711	159	14	a	a	DET
easat-2711	159	15	series	series	NOUN
easat-2711	159	16	of	of	ADP
easat-2711	159	17	processing	processing	NOUN
easat-2711	159	18	by	by	ADP
easat-2711	159	19	a	a	DET
easat-2711	159	20	classifier	classifier	NOUN
easat-2711	159	21	.	.	PUNCT
easat-2711	160	1	the	the	DET
easat-2711	160	2	experiment	experiment	NOUN
easat-2711	160	3	in	in	ADP
easat-2711	160	4	this	this	DET
easat-2711	160	5	paper	paper	NOUN
easat-2711	160	6	was	be	AUX
easat-2711	160	7	a	a	DET
easat-2711	160	8	binary	binary	ADJ
easat-2711	160	9	classification	classification	NOUN
easat-2711	160	10	of	of	ADP
easat-2711	160	11	the	the	DET
easat-2711	160	12	sentiment	sentiment	NOUN
easat-2711	160	13	,	,	PUNCT
easat-2711	160	14	so	so	ADV
easat-2711	160	15	the	the	DET
easat-2711	160	16	sigmoid	sigmoid	NOUN
easat-2711	160	17	function	function	NOUN
easat-2711	160	18	was	be	AUX
easat-2711	160	19	used	use	VERB
easat-2711	160	20	.	.	PUNCT
easat-2711	160	21	)	)	PUNCT
easat-2711	161	1	(	(	PUNCT
easat-2711	161	2	iijtii	iijtii	VERB
easat-2711	161	3	bdwsigmoidy	bdwsigmoidy	NOUN
easat-2711	161	4	+	+	PROPN
easat-2711	161	5	=	=	SYM
easat-2711	161	6	（	（	PUNCT
easat-2711	161	7	4	4	NUM
easat-2711	161	8	）	）	VERB
easat-2711	161	9	where	where	SCONJ
easat-2711	161	10	iw	iw	PROPN
easat-2711	161	11	is	be	AUX
easat-2711	161	12	the	the	DET
easat-2711	161	13	weight	weight	NOUN
easat-2711	161	14	matrix	matrix	NOUN
easat-2711	161	15	of	of	ADP
easat-2711	161	16	the	the	DET
easat-2711	161	17	fully	fully	ADV
easat-2711	161	18	connected	connect	VERB
easat-2711	161	19	layer	layer	NOUN
easat-2711	161	20	,	,	PUNCT
easat-2711	161	21	ib	ib	PROPN
easat-2711	161	22	is	be	AUX
easat-2711	161	23	the	the	DET
easat-2711	161	24	bias	bias	NOUN
easat-2711	161	25	term	term	NOUN
easat-2711	161	26	,	,	PUNCT
easat-2711	161	27	and	and	CCONJ
easat-2711	161	28	ijtd	ijtd	NOUN
easat-2711	161	29	is	be	AUX
easat-2711	161	30	the	the	DET
easat-2711	161	31	output	output	NOUN
easat-2711	161	32	of	of	ADP
easat-2711	161	33	the	the	DET
easat-2711	161	34	fully	fully	ADV
easat-2711	161	35	connected	connected	ADJ
easat-2711	161	36	layer	layer	NOUN
easat-2711	161	37	.	.	PUNCT
easat-2711	162	1	4	4	X
easat-2711	162	2	.	.	X
easat-2711	162	3	discussion	discussion	NOUN
easat-2711	162	4	4.1	4.1	NUM
easat-2711	162	5	.	.	PUNCT
easat-2711	163	1	datasets	dataset	NOUN
easat-2711	163	2	to	to	PART
easat-2711	163	3	evaluate	evaluate	VERB
easat-2711	163	4	the	the	DET
easat-2711	163	5	performance	performance	NOUN
easat-2711	163	6	of	of	ADP
easat-2711	163	7	the	the	DET
easat-2711	163	8	proposed	propose	VERB
easat-2711	163	9	model	model	NOUN
easat-2711	163	10	for	for	ADP
easat-2711	163	11	chinese	chinese	ADJ
easat-2711	163	12	sentiment	sentiment	NOUN
easat-2711	163	13	analysis	analysis	NOUN
easat-2711	163	14	,	,	PUNCT
easat-2711	163	15	this	this	DET
easat-2711	163	16	paper	paper	NOUN
easat-2711	163	17	used	use	VERB
easat-2711	163	18	dataset	dataset	NOUN
easat-2711	163	19	from	from	ADP
easat-2711	163	20	the	the	DET
easat-2711	163	21	following	follow	VERB
easat-2711	163	22	three	three	NUM
easat-2711	163	23	websites	website	NOUN
easat-2711	163	24	:	:	PUNCT
easat-2711	163	25	pcauto	pcauto	ADJ
easat-2711	163	26	(	(	PUNCT
easat-2711	163	27	https://www.pcauto.com.cn/	https://www.pcauto.com.cn/	NOUN
easat-2711	163	28	)	)	PUNCT
easat-2711	163	29	,	,	PUNCT
easat-2711	163	30	xcar	xcar	NOUN
easat-2711	163	31	(	(	PUNCT
easat-2711	163	32	https://www	https://www	PROPN
easat-2711	163	33	.	.	PUNCT
easat-2711	163	34	xcar.com.cn/	xcar.com.cn/	X
easat-2711	163	35	)	)	PUNCT
easat-2711	163	36	,	,	PUNCT
easat-2711	163	37	and	and	CCONJ
easat-2711	163	38	12365auto	12365auto	NUM
easat-2711	163	39	(	(	PUNCT
easat-2711	163	40	http://	http://	PROPN
easat-2711	163	41	www	www	PROPN
easat-2711	163	42	.	.	PROPN
easat-2711	164	1	12365auto	12365auto	NOUN
easat-2711	164	2	.	.	PUNCT
easat-2711	165	1	com/	com/	NOUN
easat-2711	165	2	)	)	PUNCT
easat-2711	165	3	.	.	PUNCT
easat-2711	166	1	pcauto	pcauto	ADJ
easat-2711	166	2	:	:	PUNCT
easat-2711	166	3	it	it	PRON
easat-2711	166	4	is	be	AUX
easat-2711	166	5	one	one	NUM
easat-2711	166	6	of	of	ADP
easat-2711	166	7	the	the	DET
easat-2711	166	8	largest	large	ADJ
easat-2711	166	9	automobile	automobile	NOUN
easat-2711	166	10	portals	portal	NOUN
easat-2711	166	11	in	in	ADP
easat-2711	166	12	china	china	PROPN
easat-2711	166	13	.	.	PUNCT
easat-2711	167	1	it	it	PRON
easat-2711	167	2	provides	provide	VERB
easat-2711	167	3	both	both	CCONJ
easat-2711	167	4	comprehensive	comprehensive	ADJ
easat-2711	167	5	and	and	CCONJ
easat-2711	167	6	the	the	DET
easat-2711	167	7	latest	late	ADJ
easat-2711	167	8	product	product	NOUN
easat-2711	167	9	information	information	NOUN
easat-2711	167	10	on	on	ADP
easat-2711	167	11	various	various	ADJ
easat-2711	167	12	domestic	domestic	ADJ
easat-2711	167	13	and	and	CCONJ
easat-2711	167	14	international	international	ADJ
easat-2711	167	15	automobiles	automobile	NOUN
easat-2711	167	16	through	through	ADP
easat-2711	167	17	its	its	PRON
easat-2711	167	18	local	local	ADJ
easat-2711	167	19	guides	guide	NOUN
easat-2711	167	20	and	and	CCONJ
easat-2711	167	21	directories	directory	NOUN
easat-2711	167	22	serving	serve	VERB
easat-2711	167	23	the	the	DET
easat-2711	167	24	major	major	ADJ
easat-2711	167	25	cities	city	NOUN
easat-2711	167	26	in	in	ADP
easat-2711	167	27	china	china	PROPN
easat-2711	167	28	.	.	PUNCT
easat-2711	168	1	xcar	xcar	PROPN
easat-2711	168	2	:	:	PUNCT
easat-2711	168	3	to	to	ADP
easat-2711	168	4	date	date	NOUN
easat-2711	168	5	,	,	PUNCT
easat-2711	168	6	xcar	xcar	NOUN
easat-2711	168	7	is	be	AUX
easat-2711	168	8	the	the	DET
easat-2711	168	9	largest	large	ADJ
easat-2711	168	10	car	car	NOUN
easat-2711	168	11	-	-	PUNCT
easat-2711	168	12	themed	theme	VERB
easat-2711	168	13	community	community	NOUN
easat-2711	168	14	in	in	ADP
easat-2711	168	15	china	china	PROPN
easat-2711	168	16	and	and	CCONJ
easat-2711	168	17	the	the	DET
easat-2711	168	18	world	world	NOUN
easat-2711	168	19	,	,	PUNCT
easat-2711	168	20	including	include	VERB
easat-2711	168	21	196	196	NUM
easat-2711	168	22	mainstream	mainstream	NOUN
easat-2711	168	23	car	car	NOUN
easat-2711	168	24	clubs	club	NOUN
easat-2711	168	25	,	,	PUNCT
easat-2711	168	26	and	and	CCONJ
easat-2711	168	27	43	43	NUM
easat-2711	168	28	personalized	personalized	ADJ
easat-2711	168	29	discussion	discussion	NOUN
easat-2711	168	30	forums	forum	NOUN
easat-2711	168	31	.	.	PUNCT
easat-2711	169	1	as	as	ADP
easat-2711	169	2	an	an	DET
easat-2711	169	3	important	important	ADJ
easat-2711	169	4	portal	portal	NOUN
easat-2711	169	5	for	for	ADP
easat-2711	169	6	car	car	NOUN
easat-2711	169	7	lovers	lover	NOUN
easat-2711	169	8	before	before	ADP
easat-2711	169	9	and	and	CCONJ
easat-2711	169	10	after	after	ADP
easat-2711	169	11	purchasing	purchase	VERB
easat-2711	169	12	a	a	DET
easat-2711	169	13	car	car	NOUN
easat-2711	169	14	,	,	PUNCT
easat-2711	169	15	the	the	DET
easat-2711	169	16	car	car	NOUN
easat-2711	169	17	-	-	PUNCT
easat-2711	169	18	themed	theme	VERB
easat-2711	169	19	community	community	NOUN
easat-2711	169	20	provides	provide	VERB
easat-2711	169	21	a	a	PRON
easat-2711	169	22	more	more	ADJ
easat-2711	169	23	up	up	ADP
easat-2711	169	24	-	-	PUNCT
easat-2711	169	25	to	to	ADP
easat-2711	169	26	-	-	PUNCT
easat-2711	169	27	date	date	NOUN
easat-2711	169	28	,	,	PUNCT
easat-2711	169	29	realistic	realistic	ADJ
easat-2711	169	30	,	,	PUNCT
easat-2711	169	31	and	and	CCONJ
easat-2711	169	32	professional	professional	ADJ
easat-2711	169	33	user	user	NOUN
easat-2711	169	34	experience	experience	NOUN
easat-2711	169	35	,	,	PUNCT
easat-2711	169	36	car	car	NOUN
easat-2711	169	37	information	information	NOUN
easat-2711	169	38	,	,	PUNCT
easat-2711	169	39	and	and	CCONJ
easat-2711	169	40	an	an	DET
easat-2711	169	41	interactive	interactive	ADJ
easat-2711	169	42	communication	communication	NOUN
easat-2711	169	43	platform	platform	NOUN
easat-2711	169	44	.	.	PUNCT
easat-2711	170	1	12365auto	12365auto	NUM
easat-2711	170	2	:	:	PUNCT
easat-2711	170	3	based	base	VERB
easat-2711	170	4	on	on	ADP
easat-2711	170	5	its	its	PRON
easat-2711	170	6	unique	unique	ADJ
easat-2711	170	7	advantages	advantage	NOUN
easat-2711	170	8	in	in	ADP
easat-2711	170	9	collecting	collect	VERB
easat-2711	170	10	a	a	DET
easat-2711	170	11	large	large	ADJ
easat-2711	170	12	amount	amount	NOUN
easat-2711	170	13	of	of	ADP
easat-2711	170	14	customer	customer	NOUN
easat-2711	170	15	complaint	complaint	NOUN
easat-2711	170	16	information	information	NOUN
easat-2711	170	17	,	,	PUNCT
easat-2711	170	18	producing	produce	VERB
easat-2711	170	19	professional	professional	ADJ
easat-2711	170	20	evaluation	evaluation	NOUN
easat-2711	170	21	content	content	NOUN
easat-2711	170	22	of	of	ADP
easat-2711	170	23	auto	auto	NOUN
easat-2711	170	24	products	product	NOUN
easat-2711	170	25	,	,	PUNCT
easat-2711	170	26	and	and	CCONJ
easat-2711	170	27	data	datum	NOUN
easat-2711	170	28	analysis	analysis	NOUN
easat-2711	170	29	and	and	CCONJ
easat-2711	170	30	research	research	NOUN
easat-2711	170	31	,	,	PUNCT
easat-2711	170	32	12365auto	12365auto	NOUN
easat-2711	170	33	can	can	AUX
easat-2711	170	34	not	not	PART
easat-2711	170	35	only	only	ADV
easat-2711	170	36	help	help	VERB
easat-2711	170	37	solve	solve	VERB
easat-2711	170	38	auto	auto	NOUN
easat-2711	170	39	quality	quality	NOUN
easat-2711	170	40	and	and	CCONJ
easat-2711	170	41	service	service	NOUN
easat-2711	170	42	problems	problem	NOUN
easat-2711	170	43	encountered	encounter	VERB
easat-2711	170	44	by	by	ADP
easat-2711	170	45	car	car	NOUN
easat-2711	170	46	owners	owner	NOUN
easat-2711	170	47	and	and	CCONJ
easat-2711	170	48	provide	provide	VERB
easat-2711	170	49	important	important	ADJ
easat-2711	170	50	information	information	NOUN
easat-2711	170	51	reference	reference	NOUN
easat-2711	170	52	for	for	ADP
easat-2711	170	53	auto	auto	NOUN
easat-2711	170	54	consumers	consumer	NOUN
easat-2711	170	55	,	,	PUNCT
easat-2711	170	56	but	but	CCONJ
easat-2711	170	57	also	also	ADV
easat-2711	170	58	provide	provide	VERB
easat-2711	170	59	authoritative	authoritative	ADJ
easat-2711	170	60	data	datum	NOUN
easat-2711	170	61	support	support	NOUN
easat-2711	170	62	and	and	CCONJ
easat-2711	170	63	solutions	solution	NOUN
easat-2711	170	64	for	for	ADP
easat-2711	170	65	car	car	NOUN
easat-2711	170	66	companies	company	NOUN
easat-2711	170	67	and	and	CCONJ
easat-2711	170	68	dealers	dealer	NOUN
easat-2711	170	69	in	in	ADP
easat-2711	170	70	product	product	NOUN
easat-2711	170	71	development	development	NOUN
easat-2711	170	72	,	,	PUNCT
easat-2711	170	73	quality	quality	NOUN
easat-2711	170	74	control	control	NOUN
easat-2711	170	75	,	,	PUNCT
easat-2711	170	76	and	and	CCONJ
easat-2711	170	77	after	after	ADP
easat-2711	170	78	-	-	PUNCT
easat-2711	170	79	sales	sale	NOUN
easat-2711	170	80	service	service	NOUN
easat-2711	170	81	improvement	improvement	NOUN
easat-2711	170	82	.	.	PUNCT
easat-2711	171	1	since	since	SCONJ
easat-2711	171	2	the	the	DET
easat-2711	171	3	review	review	NOUN
easat-2711	171	4	texts	text	NOUN
easat-2711	171	5	may	may	AUX
easat-2711	171	6	involve	involve	VERB
easat-2711	171	7	different	different	ADJ
easat-2711	171	8	aspects	aspect	NOUN
easat-2711	171	9	related	relate	VERB
easat-2711	171	10	to	to	ADP
easat-2711	171	11	car	car	NOUN
easat-2711	171	12	performance	performance	NOUN
easat-2711	171	13	,	,	PUNCT
easat-2711	171	14	the	the	DET
easat-2711	171	15	short	short	ADJ
easat-2711	171	16	text	text	NOUN
easat-2711	171	17	is	be	AUX
easat-2711	171	18	not	not	PART
easat-2711	171	19	enough	enough	ADJ
easat-2711	171	20	to	to	PART
easat-2711	171	21	describe	describe	VERB
easat-2711	171	22	it	it	PRON
easat-2711	171	23	clearly	clearly	ADV
easat-2711	171	24	.	.	PUNCT
easat-2711	172	1	therefore	therefore	ADV
easat-2711	172	2	,	,	PUNCT
easat-2711	172	3	it	it	PRON
easat-2711	172	4	is	be	AUX
easat-2711	172	5	necessary	necessary	ADJ
easat-2711	172	6	to	to	PART
easat-2711	172	7	improve	improve	VERB
easat-2711	172	8	the	the	DET
easat-2711	172	9	data	datum	NOUN
easat-2711	172	10	quality	quality	NOUN
easat-2711	172	11	by	by	ADP
easat-2711	172	12	filtering	filter	VERB
easat-2711	172	13	the	the	DET
easat-2711	172	14	length	length	NOUN
easat-2711	172	15	of	of	ADP
easat-2711	172	16	the	the	DET
easat-2711	172	17	review	review	NOUN
easat-2711	172	18	texts	text	NOUN
easat-2711	172	19	by	by	ADP
easat-2711	172	20	setting	set	VERB
easat-2711	172	21	the	the	DET
easat-2711	172	22	minimum	minimum	ADJ
easat-2711	172	23	text	text	NOUN
easat-2711	172	24	length	length	NOUN
easat-2711	172	25	to	to	ADP
easat-2711	172	26	80	80	NUM
easat-2711	172	27	characters	character	NOUN
easat-2711	172	28	.	.	PUNCT
easat-2711	173	1	two	two	NUM
easat-2711	173	2	types	type	NOUN
easat-2711	173	3	of	of	ADP
easat-2711	173	4	reviews	review	NOUN
easat-2711	173	5	with	with	ADP
easat-2711	173	6	opposite	opposite	ADJ
easat-2711	173	7	polarities	polarity	NOUN
easat-2711	173	8	appear	appear	VERB
easat-2711	173	9	on	on	ADP
easat-2711	173	10	car	car	NOUN
easat-2711	173	11	websites	website	NOUN
easat-2711	173	12	,	,	PUNCT
easat-2711	173	13	ranging	range	VERB
easat-2711	173	14	from	from	ADP
easat-2711	173	15	"	"	PUNCT
easat-2711	173	16	most	most	ADV
easat-2711	173	17	satisfied	satisfied	ADJ
easat-2711	173	18	"	"	PUNCT
easat-2711	173	19	to	to	PART
easat-2711	173	20	"	"	PUNCT
easat-2711	173	21	least	least	ADV
easat-2711	173	22	satisfied	satisfied	ADJ
easat-2711	173	23	"	"	PUNCT
easat-2711	173	24	or	or	CCONJ
easat-2711	173	25	"	"	PUNCT
easat-2711	173	26	good	good	ADJ
easat-2711	173	27	"	"	PUNCT
easat-2711	173	28	to	to	AUX
easat-2711	173	29	"	"	PUNCT
easat-2711	173	30	bad	bad	ADJ
easat-2711	173	31	"	"	PUNCT
easat-2711	173	32	.	.	PUNCT
easat-2711	174	1	in	in	ADP
easat-2711	174	2	this	this	DET
easat-2711	174	3	paper	paper	NOUN
easat-2711	174	4	,	,	PUNCT
easat-2711	174	5	the	the	DET
easat-2711	174	6	positive	positive	ADJ
easat-2711	174	7	comments	comment	NOUN
easat-2711	174	8	were	be	AUX
easat-2711	174	9	labeled	label	VERB
easat-2711	174	10	with	with	ADP
easat-2711	174	11	a	a	DET
easat-2711	174	12	value	value	NOUN
easat-2711	174	13	of	of	ADP
easat-2711	174	14	1	1	NUM
easat-2711	174	15	,	,	PUNCT
easat-2711	174	16	while	while	SCONJ
easat-2711	174	17	the	the	DET
easat-2711	174	18	negative	negative	ADJ
easat-2711	174	19	comments	comment	NOUN
easat-2711	174	20	were	be	AUX
easat-2711	174	21	labeled	label	VERB
easat-2711	174	22	with	with	ADP
easat-2711	174	23	0	0	NUM
easat-2711	174	24	.	.	PUNCT
easat-2711	175	1	the	the	DET
easat-2711	175	2	car	car	NOUN
easat-2711	175	3	review	review	NOUN
easat-2711	175	4	texts	text	NOUN
easat-2711	175	5	were	be	AUX
easat-2711	175	6	obtained	obtain	VERB
easat-2711	175	7	using	use	VERB
easat-2711	175	8	a	a	DET
easat-2711	175	9	python	python	NOUN
easat-2711	175	10	crawler	crawler	NOUN
easat-2711	175	11	from	from	ADP
easat-2711	175	12	the	the	DET
easat-2711	175	13	above	above	ADJ
easat-2711	175	14	three	three	NUM
easat-2711	175	15	websites	website	NOUN
easat-2711	175	16	on	on	ADP
easat-2711	175	17	nov	nov	PROPN
easat-2711	175	18	.	.	PROPN
easat-2711	175	19	22th	22th	NOUN
easat-2711	175	20	,	,	PUNCT
easat-2711	175	21	2020	2020	NUM
easat-2711	175	22	.	.	PUNCT
easat-2711	176	1	by	by	ADP
easat-2711	176	2	de	de	NOUN
easat-2711	176	3	-	-	NOUN
easat-2711	176	4	duplication	duplication	NOUN
easat-2711	176	5	,	,	PUNCT
easat-2711	176	6	40209	40209	NUM
easat-2711	176	7	valid	valid	ADJ
easat-2711	176	8	comments	comment	NOUN
easat-2711	176	9	were	be	AUX
easat-2711	176	10	finally	finally	ADV
easat-2711	176	11	obtained	obtain	VERB
easat-2711	176	12	,	,	PUNCT
easat-2711	176	13	including	include	VERB
easat-2711	176	14	20465	20465	NUM
easat-2711	176	15	positive	positive	ADJ
easat-2711	176	16	comments	comment	NOUN
easat-2711	176	17	and	and	CCONJ
easat-2711	176	18	19744	19744	NUM
easat-2711	176	19	negative	negative	ADJ
easat-2711	176	20	comments	comment	NOUN
easat-2711	176	21	,	,	PUNCT
easat-2711	176	22	and	and	CCONJ
easat-2711	176	23	the	the	DET
easat-2711	176	24	data	data	NOUN
easat-2711	176	25	volume	volume	NOUN
easat-2711	176	26	of	of	ADP
easat-2711	176	27	both	both	DET
easat-2711	176	28	sentiment	sentiment	NOUN
easat-2711	176	29	polarities	polarity	NOUN
easat-2711	176	30	was	be	AUX
easat-2711	176	31	basically	basically	ADV
easat-2711	176	32	balanced	balanced	ADJ
easat-2711	176	33	.	.	PUNCT
easat-2711	177	1	examples	example	NOUN
easat-2711	177	2	of	of	ADP
easat-2711	177	3	the	the	DET
easat-2711	177	4	car	car	NOUN
easat-2711	177	5	review	review	NOUN
easat-2711	177	6	texts	text	NOUN
easat-2711	177	7	are	be	AUX
easat-2711	177	8	shown	show	VERB
easat-2711	177	9	in	in	ADP
easat-2711	177	10	table	table	NOUN
easat-2711	177	11	1	1	NUM
easat-2711	177	12	.	.	X
easat-2711	177	13	3319	3319	NUM
easat-2711	177	14	edelweiss	edelweiss	PROPN
easat-2711	177	15	applied	apply	VERB
easat-2711	177	16	science	science	NOUN
easat-2711	177	17	and	and	CCONJ
easat-2711	177	18	technology	technology	NOUN
easat-2711	177	19	issn	issn	PROPN
easat-2711	177	20	:	:	PUNCT
easat-2711	177	21	2576	2576	NUM
easat-2711	177	22	-	-	SYM
easat-2711	177	23	8484	8484	NUM
easat-2711	177	24	vol	vol	NOUN
easat-2711	177	25	.	.	PROPN
easat-2711	178	1	8	8	NUM
easat-2711	178	2	,	,	PUNCT
easat-2711	178	3	no	no	INTJ
easat-2711	178	4	.	.	NOUN
easat-2711	179	1	6	6	NUM
easat-2711	179	2	:	:	SYM
easat-2711	179	3	3313	3313	NUM
easat-2711	179	4	-	-	SYM
easat-2711	179	5	3326	3326	NUM
easat-2711	179	6	,	,	PUNCT
easat-2711	179	7	2024	2024	NUM
easat-2711	179	8	doi	doi	NOUN
easat-2711	179	9	:	:	PUNCT
easat-2711	179	10	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	179	11	©	©	PROPN
easat-2711	179	12	2024	2024	NUM
easat-2711	179	13	by	by	ADP
easat-2711	179	14	the	the	DET
easat-2711	179	15	authors	author	NOUN
easat-2711	179	16	;	;	PUNCT
easat-2711	179	17	licensee	licensee	PROPN
easat-2711	179	18	learning	learn	VERB
easat-2711	179	19	gate	gate	NOUN
easat-2711	179	20	table	table	NOUN
easat-2711	179	21	1	1	NUM
easat-2711	179	22	.	.	PUNCT
easat-2711	180	1	examples	example	NOUN
easat-2711	180	2	of	of	ADP
easat-2711	180	3	chinese	chinese	ADJ
easat-2711	180	4	car	car	NOUN
easat-2711	180	5	review	review	NOUN
easat-2711	180	6	texts	text	NOUN
easat-2711	180	7	.	.	PUNCT
easat-2711	181	1	label	label	NOUN
easat-2711	181	2	original	original	ADJ
easat-2711	181	3	review	review	NOUN
easat-2711	181	4	texts	text	NOUN
easat-2711	181	5	translation	translation	NOUN
easat-2711	181	6	1	1	NUM
easat-2711	181	7	电子助力转向非常轻盈，一个手指就可以自由	电子助力转向非常轻盈，一个手指就可以自由	NOUN
easat-2711	181	8	得转动，然后就是它的空间真的是非常大，我	得转动，然后就是它的空间真的是非常大，我	PROPN
easat-2711	181	9	身高	身高	ADP
easat-2711	181	10	183	183	NUM
easat-2711	181	11	坐进去正常坐姿头部空间还有一拳左	坐进去正常坐姿头部空间还有一拳左	ADJ
easat-2711	181	12	右非常的宽裕，这也是它的一大亮点。还有就	右非常的宽裕，这也是它的一大亮点。还有就	NUM
easat-2711	181	13	是我们高速开起来稳定性还是很不错，我在高	是我们高速开起来稳定性还是很不错，我在高	NUM
easat-2711	181	14	速上开到过	速上开到过	NUM
easat-2711	181	15	150	150	NUM
easat-2711	181	16	多也不会感觉车子轻飘飘的	多也不会感觉车子轻飘飘的	NOUN
easat-2711	181	17	，	，	PUNCT
easat-2711	181	18	再说说它得刹车性能，在日常用车过程中这套	再说说它得刹车性能，在日常用车过程中这套	VERB
easat-2711	181	19	刹车系统还是可以给足我们足够的信心，整个	刹车系统还是可以给足我们足够的信心，整个	NOUN
easat-2711	181	20	刹车用起来还是很线性，基本上是你踩多少就	刹车用起来还是很线性，基本上是你踩多少就	NOUN
easat-2711	181	21	给你多少	给你多少	NOUN
easat-2711	181	22	。	。	NOUN
easat-2711	181	23	electronic	electronic	ADJ
easat-2711	181	24	power	power	NOUN
easat-2711	181	25	steering	steering	NOUN
easat-2711	181	26	is	be	AUX
easat-2711	181	27	very	very	ADV
easat-2711	181	28	light	light	ADJ
easat-2711	181	29	,	,	PUNCT
easat-2711	181	30	and	and	CCONJ
easat-2711	181	31	you	you	PRON
easat-2711	181	32	can	can	AUX
easat-2711	181	33	manipulate	manipulate	VERB
easat-2711	181	34	it	it	PRON
easat-2711	181	35	even	even	ADV
easat-2711	181	36	with	with	ADP
easat-2711	181	37	a	a	DET
easat-2711	181	38	finger	finger	NOUN
easat-2711	181	39	.	.	PUNCT
easat-2711	182	1	then	then	ADV
easat-2711	182	2	,	,	PUNCT
easat-2711	182	3	its	its	PRON
easat-2711	182	4	space	space	NOUN
easat-2711	182	5	is	be	AUX
easat-2711	182	6	really	really	ADV
easat-2711	182	7	large	large	ADJ
easat-2711	182	8	.	.	PUNCT
easat-2711	183	1	i	i	PRON
easat-2711	183	2	am	be	AUX
easat-2711	183	3	1.83	1.83	NUM
easat-2711	183	4	m	m	NOUN
easat-2711	183	5	tall	tall	ADJ
easat-2711	183	6	,	,	PUNCT
easat-2711	183	7	and	and	CCONJ
easat-2711	183	8	when	when	SCONJ
easat-2711	183	9	i	i	PRON
easat-2711	183	10	sit	sit	VERB
easat-2711	183	11	in	in	ADP
easat-2711	183	12	the	the	DET
easat-2711	183	13	normal	normal	ADJ
easat-2711	183	14	position	position	NOUN
easat-2711	183	15	,	,	PUNCT
easat-2711	183	16	the	the	DET
easat-2711	183	17	space	space	NOUN
easat-2711	183	18	between	between	ADP
easat-2711	183	19	my	my	PRON
easat-2711	183	20	head	head	NOUN
easat-2711	183	21	and	and	CCONJ
easat-2711	183	22	the	the	DET
easat-2711	183	23	car	car	NOUN
easat-2711	183	24	ceiling	ceiling	NOUN
easat-2711	183	25	is	be	AUX
easat-2711	183	26	about	about	ADP
easat-2711	183	27	a	a	DET
easat-2711	183	28	fist	fist	NOUN
easat-2711	183	29	or	or	CCONJ
easat-2711	183	30	so	so	ADV
easat-2711	183	31	,	,	PUNCT
easat-2711	183	32	which	which	PRON
easat-2711	183	33	is	be	AUX
easat-2711	183	34	a	a	DET
easat-2711	183	35	major	major	ADJ
easat-2711	183	36	highlight	highlight	NOUN
easat-2711	183	37	.	.	PUNCT
easat-2711	184	1	besides	besides	SCONJ
easat-2711	184	2	,	,	PUNCT
easat-2711	184	3	the	the	DET
easat-2711	184	4	stability	stability	NOUN
easat-2711	184	5	of	of	ADP
easat-2711	184	6	high	high	ADJ
easat-2711	184	7	-	-	PUNCT
easat-2711	184	8	speed	speed	NOUN
easat-2711	184	9	driving	driving	NOUN
easat-2711	184	10	is	be	AUX
easat-2711	184	11	very	very	ADV
easat-2711	184	12	good	good	ADJ
easat-2711	184	13	.	.	PUNCT
easat-2711	185	1	the	the	DET
easat-2711	185	2	car	car	NOUN
easat-2711	185	3	did	do	AUX
easat-2711	185	4	n't	not	PART
easat-2711	185	5	seem	seem	VERB
easat-2711	185	6	to	to	PART
easat-2711	185	7	be	be	AUX
easat-2711	185	8	particularly	particularly	ADV
easat-2711	185	9	light	light	ADJ
easat-2711	185	10	when	when	SCONJ
easat-2711	185	11	i	i	PRON
easat-2711	185	12	drove	drive	VERB
easat-2711	185	13	over	over	ADP
easat-2711	185	14	150	150	NUM
easat-2711	185	15	mph	mph	NOUN
easat-2711	185	16	on	on	ADP
easat-2711	185	17	the	the	DET
easat-2711	185	18	highway	highway	NOUN
easat-2711	185	19	.	.	PUNCT
easat-2711	186	1	finally	finally	ADV
easat-2711	186	2	,	,	PUNCT
easat-2711	186	3	i	i	PRON
easat-2711	186	4	would	would	AUX
easat-2711	186	5	say	say	VERB
easat-2711	186	6	that	that	SCONJ
easat-2711	186	7	it	it	PRON
easat-2711	186	8	has	have	VERB
easat-2711	186	9	an	an	DET
easat-2711	186	10	excellent	excellent	ADJ
easat-2711	186	11	performance	performance	NOUN
easat-2711	186	12	in	in	ADP
easat-2711	186	13	braking	brake	VERB
easat-2711	186	14	in	in	ADP
easat-2711	186	15	daily	daily	ADJ
easat-2711	186	16	use	use	NOUN
easat-2711	186	17	.	.	PUNCT
easat-2711	187	1	the	the	DET
easat-2711	187	2	brake	brake	NOUN
easat-2711	187	3	system	system	NOUN
easat-2711	187	4	is	be	AUX
easat-2711	187	5	still	still	ADV
easat-2711	187	6	very	very	ADV
easat-2711	187	7	smooth	smooth	ADJ
easat-2711	187	8	and	and	CCONJ
easat-2711	187	9	you	you	PRON
easat-2711	187	10	can	can	AUX
easat-2711	187	11	brake	brake	VERB
easat-2711	187	12	as	as	ADV
easat-2711	187	13	much	much	ADV
easat-2711	187	14	as	as	SCONJ
easat-2711	187	15	you	you	PRON
easat-2711	187	16	want	want	VERB
easat-2711	187	17	.	.	PUNCT
easat-2711	187	18	0	0	PUNCT
easat-2711	187	19	仪表盘没有水温表，只有高水温报警，这个问	仪表盘没有水温表，只有高水温报警，这个问	X
easat-2711	187	20	题其实很严重；雨刮器不好用，声音响还刮不	题其实很严重；雨刮器不好用，声音响还刮不	NUM
easat-2711	187	21	干净。准备换无骨的用用看；驾驶侧玻璃在上	干净。准备换无骨的用用看；驾驶侧玻璃在上	NOUN
easat-2711	187	22	升快到位时，明显的“疙瘩”一下，原因查不出	升快到位时，明显的“疙瘩”一下，原因查不出	PUNCT
easat-2711	188	1	来。在行驶时，有时听到驾驶侧门有异响；减	来。在行驶时，有时听到驾驶侧门有异响；减	PROPN
easat-2711	188	2	震效果不好，低速通过不平路段时，都感觉车	震效果不好，低速通过不平路段时，都感觉车	ADP
easat-2711	188	3	身抖动。3	身抖动。3	VERB
easat-2711	189	1	档升	档升	ADP
easat-2711	189	2	4	4	NUM
easat-2711	189	3	档有点困难，一定要到	档有点困难，一定要到	SYM
easat-2711	189	4	2000	2000	NUM
easat-2711	189	5	转以上才行	转以上才行	NOUN
easat-2711	189	6	。	。	PROPN
easat-2711	189	7	the	the	DET
easat-2711	189	8	dashboard	dashboard	NOUN
easat-2711	189	9	does	do	AUX
easat-2711	189	10	not	not	PART
easat-2711	189	11	have	have	VERB
easat-2711	189	12	a	a	DET
easat-2711	189	13	water	water	NOUN
easat-2711	189	14	temperature	temperature	NOUN
easat-2711	189	15	gauge	gauge	NOUN
easat-2711	189	16	,	,	PUNCT
easat-2711	189	17	only	only	ADV
easat-2711	189	18	equipped	equip	VERB
easat-2711	189	19	with	with	ADP
easat-2711	189	20	a	a	DET
easat-2711	189	21	high	high	ADJ
easat-2711	189	22	water	water	NOUN
easat-2711	189	23	-	-	PUNCT
easat-2711	189	24	temperature	temperature	NOUN
easat-2711	189	25	alarm	alarm	NOUN
easat-2711	189	26	,	,	PUNCT
easat-2711	189	27	which	which	PRON
easat-2711	189	28	is	be	AUX
easat-2711	189	29	actually	actually	ADV
easat-2711	189	30	a	a	DET
easat-2711	189	31	very	very	ADV
easat-2711	189	32	serious	serious	ADJ
easat-2711	189	33	problem	problem	NOUN
easat-2711	189	34	.	.	PUNCT
easat-2711	190	1	the	the	DET
easat-2711	190	2	wipers	wiper	NOUN
easat-2711	190	3	do	do	AUX
easat-2711	190	4	not	not	PART
easat-2711	190	5	work	work	VERB
easat-2711	190	6	well	well	ADV
easat-2711	190	7	,	,	PUNCT
easat-2711	190	8	the	the	DET
easat-2711	190	9	sound	sound	NOUN
easat-2711	190	10	is	be	AUX
easat-2711	190	11	loud	loud	ADJ
easat-2711	190	12	,	,	PUNCT
easat-2711	190	13	and	and	CCONJ
easat-2711	190	14	ca	can	AUX
easat-2711	190	15	n’t	not	PART
easat-2711	190	16	clean	clean	VERB
easat-2711	190	17	the	the	DET
easat-2711	190	18	front	front	ADJ
easat-2711	190	19	windshield	windshield	NOUN
easat-2711	190	20	.	.	PUNCT
easat-2711	191	1	(	(	PUNCT
easat-2711	191	2	i	i	PRON
easat-2711	191	3	’m	’m	VERB
easat-2711	191	4	)	)	PUNCT
easat-2711	191	5	ready	ready	ADJ
easat-2711	191	6	to	to	PART
easat-2711	191	7	replace	replace	VERB
easat-2711	191	8	them	they	PRON
easat-2711	191	9	with	with	ADP
easat-2711	191	10	the	the	DET
easat-2711	191	11	boneless	boneless	NOUN
easat-2711	191	12	wipers	wiper	NOUN
easat-2711	191	13	;	;	PUNCT
easat-2711	191	14	the	the	DET
easat-2711	191	15	lift	lift	NOUN
easat-2711	191	16	of	of	ADP
easat-2711	191	17	glass	glass	NOUN
easat-2711	191	18	on	on	ADP
easat-2711	191	19	the	the	DET
easat-2711	191	20	driver	driver	NOUN
easat-2711	191	21	's	's	PART
easat-2711	191	22	side	side	NOUN
easat-2711	191	23	is	be	AUX
easat-2711	191	24	also	also	ADV
easat-2711	191	25	problematic	problematic	ADJ
easat-2711	191	26	and	and	CCONJ
easat-2711	191	27	there	there	PRON
easat-2711	191	28	is	be	VERB
easat-2711	191	29	an	an	DET
easat-2711	191	30	obvious	obvious	ADJ
easat-2711	191	31	"	"	PUNCT
easat-2711	191	32	lump	lump	NOUN
easat-2711	191	33	"	"	PUNCT
easat-2711	191	34	,	,	PUNCT
easat-2711	191	35	with	with	SCONJ
easat-2711	191	36	the	the	DET
easat-2711	191	37	reason	reason	NOUN
easat-2711	191	38	not	not	PART
easat-2711	191	39	being	be	AUX
easat-2711	191	40	detected	detect	VERB
easat-2711	191	41	.	.	PUNCT
easat-2711	192	1	when	when	SCONJ
easat-2711	192	2	you	you	PRON
easat-2711	192	3	are	be	AUX
easat-2711	192	4	driving	drive	VERB
easat-2711	192	5	,	,	PUNCT
easat-2711	192	6	you	you	PRON
easat-2711	192	7	may	may	AUX
easat-2711	192	8	sometimes	sometimes	ADV
easat-2711	192	9	hear	hear	VERB
easat-2711	192	10	the	the	DET
easat-2711	192	11	noise	noise	NOUN
easat-2711	192	12	in	in	ADP
easat-2711	192	13	the	the	DET
easat-2711	192	14	driver	driver	NOUN
easat-2711	192	15	's	's	PART
easat-2711	192	16	side	side	NOUN
easat-2711	192	17	door	door	NOUN
easat-2711	192	18	;	;	PUNCT
easat-2711	192	19	the	the	DET
easat-2711	192	20	shock	shock	NOUN
easat-2711	192	21	absorption	absorption	NOUN
easat-2711	192	22	is	be	AUX
easat-2711	192	23	poor	poor	ADJ
easat-2711	192	24	and	and	CCONJ
easat-2711	192	25	you	you	PRON
easat-2711	192	26	may	may	AUX
easat-2711	192	27	feel	feel	VERB
easat-2711	192	28	the	the	DET
easat-2711	192	29	car	car	NOUN
easat-2711	192	30	body	body	NOUN
easat-2711	192	31	shaking	shake	VERB
easat-2711	192	32	when	when	SCONJ
easat-2711	192	33	passing	pass	VERB
easat-2711	192	34	through	through	ADP
easat-2711	192	35	the	the	DET
easat-2711	192	36	uneven	uneven	ADJ
easat-2711	192	37	road	road	NOUN
easat-2711	192	38	at	at	ADP
easat-2711	192	39	low	low	ADJ
easat-2711	192	40	speed	speed	NOUN
easat-2711	192	41	.	.	PUNCT
easat-2711	193	1	it	it	PRON
easat-2711	193	2	is	be	AUX
easat-2711	193	3	a	a	DET
easat-2711	193	4	bit	bit	NOUN
easat-2711	193	5	of	of	ADP
easat-2711	193	6	difficulty	difficulty	NOUN
easat-2711	193	7	to	to	PART
easat-2711	193	8	move	move	VERB
easat-2711	193	9	from	from	ADP
easat-2711	193	10	3rd	3rd	NOUN
easat-2711	193	11	up	up	ADP
easat-2711	193	12	to	to	ADP
easat-2711	193	13	4th	4th	ADJ
easat-2711	193	14	gear	gear	NOUN
easat-2711	193	15	.	.	PUNCT
easat-2711	194	1	(	(	PUNCT
easat-2711	194	2	to	to	PART
easat-2711	194	3	do	do	VERB
easat-2711	194	4	so	so	ADV
easat-2711	194	5	,	,	PUNCT
easat-2711	194	6	)	)	PUNCT
easat-2711	194	7	the	the	DET
easat-2711	194	8	engine	engine	NOUN
easat-2711	194	9	speed	speed	NOUN
easat-2711	194	10	must	must	AUX
easat-2711	194	11	reach	reach	VERB
easat-2711	194	12	2000	2000	NUM
easat-2711	194	13	rpm	rpm	NOUN
easat-2711	194	14	.	.	PUNCT
easat-2711	195	1	4.2	4.2	NUM
easat-2711	195	2	.	.	PUNCT
easat-2711	196	1	data	datum	NOUN
easat-2711	196	2	preprocessing	preprocesse	VERB
easat-2711	196	3	pre	pre	ADJ
easat-2711	196	4	-	-	ADJ
easat-2711	196	5	processing	processing	ADJ
easat-2711	196	6	refers	refer	VERB
easat-2711	196	7	to	to	ADP
easat-2711	196	8	the	the	DET
easat-2711	196	9	transformations	transformation	NOUN
easat-2711	196	10	applied	apply	VERB
easat-2711	196	11	to	to	ADP
easat-2711	196	12	our	our	PRON
easat-2711	196	13	data	datum	NOUN
easat-2711	196	14	before	before	ADP
easat-2711	196	15	feeding	feed	VERB
easat-2711	196	16	it	it	PRON
easat-2711	196	17	to	to	ADP
easat-2711	196	18	the	the	DET
easat-2711	196	19	algorithm	algorithm	NOUN
easat-2711	196	20	.	.	PUNCT
easat-2711	197	1	data	datum	NOUN
easat-2711	197	2	preprocessing	preprocessing	NOUN
easat-2711	197	3	is	be	AUX
easat-2711	197	4	a	a	DET
easat-2711	197	5	technique	technique	NOUN
easat-2711	197	6	that	that	PRON
easat-2711	197	7	is	be	AUX
easat-2711	197	8	used	use	VERB
easat-2711	197	9	to	to	PART
easat-2711	197	10	convert	convert	VERB
easat-2711	197	11	the	the	DET
easat-2711	197	12	raw	raw	ADJ
easat-2711	197	13	data	datum	NOUN
easat-2711	197	14	into	into	ADP
easat-2711	197	15	a	a	DET
easat-2711	197	16	clean	clean	ADJ
easat-2711	197	17	dataset	dataset	NOUN
easat-2711	197	18	.	.	PUNCT
easat-2711	198	1	first	first	ADV
easat-2711	198	2	,	,	PUNCT
easat-2711	198	3	we	we	PRON
easat-2711	198	4	removed	remove	VERB
easat-2711	198	5	duplicate	duplicate	ADJ
easat-2711	198	6	car	car	NOUN
easat-2711	198	7	review	review	NOUN
easat-2711	198	8	records	record	NOUN
easat-2711	198	9	.	.	PUNCT
easat-2711	199	1	on	on	ADP
easat-2711	199	2	the	the	DET
easat-2711	199	3	one	one	NUM
easat-2711	199	4	hand	hand	NOUN
easat-2711	199	5	,	,	PUNCT
easat-2711	199	6	duplicate	duplicate	ADJ
easat-2711	199	7	information	information	NOUN
easat-2711	199	8	will	will	AUX
easat-2711	199	9	inevitably	inevitably	ADV
easat-2711	199	10	appear	appear	VERB
easat-2711	199	11	in	in	ADP
easat-2711	199	12	the	the	DET
easat-2711	199	13	data	data	NOUN
easat-2711	199	14	crawling	crawling	NOUN
easat-2711	199	15	process	process	NOUN
easat-2711	199	16	,	,	PUNCT
easat-2711	199	17	and	and	CCONJ
easat-2711	199	18	on	on	ADP
easat-2711	199	19	the	the	DET
easat-2711	199	20	other	other	ADJ
easat-2711	199	21	hand	hand	NOUN
easat-2711	199	22	,	,	PUNCT
easat-2711	199	23	the	the	DET
easat-2711	199	24	comments	comment	NOUN
easat-2711	199	25	themselves	themselves	PRON
easat-2711	199	26	may	may	AUX
easat-2711	199	27	have	have	VERB
easat-2711	199	28	duplication	duplication	NOUN
easat-2711	199	29	problems	problem	NOUN
easat-2711	199	30	.	.	PUNCT
easat-2711	200	1	in	in	ADP
easat-2711	200	2	this	this	DET
easat-2711	200	3	paper	paper	NOUN
easat-2711	200	4	,	,	PUNCT
easat-2711	200	5	some	some	DET
easat-2711	200	6	information	information	NOUN
easat-2711	200	7	was	be	AUX
easat-2711	200	8	even	even	ADV
easat-2711	200	9	repeated	repeat	VERB
easat-2711	200	10	up	up	ADP
easat-2711	200	11	to	to	PART
easat-2711	200	12	5	5	NUM
easat-2711	200	13	times	time	NOUN
easat-2711	200	14	in	in	ADP
easat-2711	200	15	the	the	DET
easat-2711	200	16	original	original	ADJ
easat-2711	200	17	datasets	dataset	NOUN
easat-2711	200	18	.	.	PUNCT
easat-2711	201	1	these	these	PRON
easat-2711	201	2	increase	increase	VERB
easat-2711	201	3	the	the	DET
easat-2711	201	4	training	training	NOUN
easat-2711	201	5	time	time	NOUN
easat-2711	201	6	of	of	ADP
easat-2711	201	7	the	the	DET
easat-2711	201	8	model	model	NOUN
easat-2711	201	9	during	during	ADP
easat-2711	201	10	model	model	NOUN
easat-2711	201	11	training	training	NOUN
easat-2711	201	12	on	on	ADP
easat-2711	201	13	the	the	DET
easat-2711	201	14	one	one	NUM
easat-2711	201	15	hand	hand	NOUN
easat-2711	201	16	,	,	PUNCT
easat-2711	201	17	and	and	CCONJ
easat-2711	201	18	seriously	seriously	ADV
easat-2711	201	19	affect	affect	VERB
easat-2711	201	20	the	the	DET
easat-2711	201	21	reliability	reliability	NOUN
easat-2711	201	22	of	of	ADP
easat-2711	201	23	the	the	DET
easat-2711	201	24	model	model	NOUN
easat-2711	201	25	training	training	NOUN
easat-2711	201	26	parameters	parameter	NOUN
easat-2711	201	27	on	on	ADP
easat-2711	201	28	the	the	DET
easat-2711	201	29	other	other	ADJ
easat-2711	201	30	hand	hand	NOUN
easat-2711	201	31	,	,	PUNCT
easat-2711	201	32	which	which	PRON
easat-2711	201	33	in	in	ADP
easat-2711	201	34	turn	turn	NOUN
easat-2711	201	35	leads	lead	VERB
easat-2711	201	36	to	to	ADP
easat-2711	201	37	the	the	DET
easat-2711	201	38	low	low	ADJ
easat-2711	201	39	prediction	prediction	NOUN
easat-2711	201	40	performance	performance	NOUN
easat-2711	201	41	of	of	ADP
easat-2711	201	42	the	the	DET
easat-2711	201	43	sentiment	sentiment	NOUN
easat-2711	201	44	classification	classification	NOUN
easat-2711	201	45	.	.	PUNCT
easat-2711	202	1	therefore	therefore	ADV
easat-2711	202	2	,	,	PUNCT
easat-2711	202	3	it	it	PRON
easat-2711	202	4	is	be	AUX
easat-2711	202	5	very	very	ADV
easat-2711	202	6	necessary	necessary	ADJ
easat-2711	202	7	to	to	PART
easat-2711	202	8	filter	filter	VERB
easat-2711	202	9	out	out	ADP
easat-2711	202	10	duplicate	duplicate	ADJ
easat-2711	202	11	information	information	NOUN
easat-2711	202	12	.	.	PUNCT
easat-2711	203	1	second	second	ADV
easat-2711	203	2	,	,	PUNCT
easat-2711	203	3	we	we	PRON
easat-2711	203	4	removed	remove	VERB
easat-2711	203	5	non	non	ADJ
easat-2711	203	6	-	-	ADJ
easat-2711	203	7	textual	textual	ADJ
easat-2711	203	8	content	content	NOUN
easat-2711	203	9	from	from	ADP
easat-2711	203	10	the	the	DET
easat-2711	203	11	data	datum	NOUN
easat-2711	203	12	.	.	PUNCT
easat-2711	204	1	in	in	ADP
easat-2711	204	2	most	most	ADJ
easat-2711	204	3	cases	case	NOUN
easat-2711	204	4	,	,	PUNCT
easat-2711	204	5	there	there	PRON
easat-2711	204	6	is	be	VERB
easat-2711	204	7	a	a	DET
easat-2711	204	8	lot	lot	NOUN
easat-2711	204	9	of	of	ADP
easat-2711	204	10	useless	useless	ADJ
easat-2711	204	11	content	content	NOUN
easat-2711	204	12	in	in	ADP
easat-2711	204	13	the	the	DET
easat-2711	204	14	fetched	fetched	ADJ
easat-2711	204	15	text	text	NOUN
easat-2711	204	16	data	datum	NOUN
easat-2711	204	17	,	,	PUNCT
easat-2711	204	18	such	such	ADJ
easat-2711	204	19	as	as	ADP
easat-2711	204	20	html	html	NOUN
easat-2711	204	21	,	,	PUNCT
easat-2711	204	22	codes	code	NOUN
easat-2711	204	23	,	,	PUNCT
easat-2711	204	24	css	css	ADJ
easat-2711	204	25	tags	tag	NOUN
easat-2711	204	26	,	,	PUNCT
easat-2711	204	27	and	and	CCONJ
easat-2711	204	28	unwanted	unwanted	ADJ
easat-2711	204	29	punctuation	punctuation	NOUN
easat-2711	204	30	,	,	PUNCT
easat-2711	204	31	which	which	PRON
easat-2711	204	32	need	need	VERB
easat-2711	204	33	to	to	PART
easat-2711	204	34	be	be	AUX
easat-2711	204	35	removed	remove	VERB
easat-2711	204	36	before	before	ADP
easat-2711	204	37	sentiment	sentiment	NOUN
easat-2711	204	38	analysis	analysis	NOUN
easat-2711	204	39	.	.	PUNCT
easat-2711	205	1	python	python	PROPN
easat-2711	205	2	's	's	PART
easat-2711	205	3	regularization	regularization	NOUN
easat-2711	205	4	works	work	NOUN
easat-2711	205	5	and	and	CCONJ
easat-2711	205	6	python	python	NOUN
easat-2711	205	7	's	's	PART
easat-2711	205	8	beautiful	beautiful	ADJ
easat-2711	205	9	soup	soup	NOUN
easat-2711	205	10	library	library	NOUN
easat-2711	205	11	were	be	AUX
easat-2711	205	12	used	use	VERB
easat-2711	205	13	as	as	ADP
easat-2711	205	14	techniques	technique	NOUN
easat-2711	205	15	for	for	ADP
easat-2711	205	16	removing	remove	VERB
easat-2711	205	17	the	the	DET
easat-2711	205	18	non	non	ADJ
easat-2711	205	19	-	-	ADJ
easat-2711	205	20	text	text	ADJ
easat-2711	205	21	content	content	NOUN
easat-2711	205	22	.	.	PUNCT
easat-2711	206	1	third	third	ADJ
easat-2711	206	2	,	,	PUNCT
easat-2711	206	3	tokenization	tokenization	NOUN
easat-2711	206	4	was	be	AUX
easat-2711	206	5	used	use	VERB
easat-2711	206	6	by	by	ADP
easat-2711	206	7	splitting	split	VERB
easat-2711	206	8	the	the	DET
easat-2711	206	9	sentences	sentence	NOUN
easat-2711	206	10	into	into	ADP
easat-2711	206	11	words	word	NOUN
easat-2711	206	12	known	know	VERB
easat-2711	206	13	as	as	ADP
easat-2711	206	14	tokens	token	NOUN
easat-2711	206	15	.	.	PUNCT
easat-2711	207	1	western	western	ADJ
easat-2711	207	2	languages	language	NOUN
easat-2711	207	3	(	(	PUNCT
easat-2711	207	4	e.g.	e.g.	ADV
easat-2711	207	5	english	english	NOUN
easat-2711	207	6	)	)	PUNCT
easat-2711	207	7	naturally	naturally	ADV
easat-2711	207	8	use	use	VERB
easat-2711	207	9	spaces	space	NOUN
easat-2711	207	10	as	as	ADP
easat-2711	207	11	word	word	NOUN
easat-2711	207	12	separators	separator	NOUN
easat-2711	207	13	,	,	PUNCT
easat-2711	207	14	so	so	CCONJ
easat-2711	207	15	tokenization	tokenization	NOUN
easat-2711	207	16	can	can	AUX
easat-2711	207	17	be	be	AUX
easat-2711	207	18	achieved	achieve	VERB
easat-2711	207	19	by	by	ADP
easat-2711	207	20	using	use	VERB
easat-2711	207	21	only	only	ADJ
easat-2711	207	22	spaces	space	NOUN
easat-2711	207	23	or	or	CCONJ
easat-2711	207	24	punctuation	punctuation	NOUN
easat-2711	207	25	.	.	PUNCT
easat-2711	208	1	in	in	ADP
easat-2711	208	2	contrast	contrast	NOUN
easat-2711	208	3	,	,	PUNCT
easat-2711	208	4	since	since	SCONJ
easat-2711	208	5	chinese	chinese	ADJ
easat-2711	208	6	and	and	CCONJ
easat-2711	208	7	some	some	DET
easat-2711	208	8	adherent	adherent	NOUN
easat-2711	208	9	languages	language	NOUN
easat-2711	208	10	(	(	PUNCT
easat-2711	208	11	e.g.	e.g.	ADV
easat-2711	208	12	japanese	japanese	ADJ
easat-2711	208	13	,	,	PUNCT
easat-2711	208	14	korean	korean	ADJ
easat-2711	208	15	,	,	PUNCT
easat-2711	208	16	etc	etc	X
easat-2711	208	17	.	.	X
easat-2711	208	18	)	)	PUNCT
easat-2711	208	19	are	be	AUX
easat-2711	208	20	written	write	VERB
easat-2711	208	21	without	without	ADP
easat-2711	208	22	word	word	NOUN
easat-2711	208	23	segmentation	segmentation	NOUN
easat-2711	208	24	markers	marker	NOUN
easat-2711	208	25	,	,	PUNCT
easat-2711	208	26	the	the	DET
easat-2711	208	27	meaning	meaning	NOUN
easat-2711	208	28	of	of	ADP
easat-2711	208	29	a	a	DET
easat-2711	208	30	sentence	sentence	NOUN
easat-2711	208	31	may	may	AUX
easat-2711	208	32	be	be	AUX
easat-2711	208	33	completely	completely	ADV
easat-2711	208	34	opposite	opposite	ADJ
easat-2711	208	35	if	if	SCONJ
easat-2711	208	36	it	it	PRON
easat-2711	208	37	is	be	AUX
easat-2711	208	38	split	split	VERB
easat-2711	208	39	in	in	ADP
easat-2711	208	40	different	different	ADJ
easat-2711	208	41	ways	way	NOUN
easat-2711	208	42	.	.	PUNCT
easat-2711	209	1	for	for	ADP
easat-2711	209	2	example	example	NOUN
easat-2711	209	3	,	,	PUNCT
easat-2711	209	4	for	for	ADP
easat-2711	209	5	the	the	DET
easat-2711	209	6	sentence	sentence	NOUN
easat-2711	209	7	"	"	PUNCT
easat-2711	209	8	这辆汽车不大精致	这辆汽车不大精致	NOUN
easat-2711	209	9	"	"	PUNCT
easat-2711	209	10	(	(	PUNCT
easat-2711	209	11	this	this	DET
easat-2711	209	12	car	car	NOUN
easat-2711	209	13	is	be	AUX
easat-2711	209	14	not	not	PART
easat-2711	209	15	so	so	ADV
easat-2711	209	16	exquisite	exquisite	ADJ
easat-2711	209	17	)	)	PUNCT
easat-2711	209	18	,	,	PUNCT
easat-2711	209	19	one	one	NUM
easat-2711	209	20	way	way	NOUN
easat-2711	209	21	of	of	ADP
easat-2711	209	22	tokenization	tokenization	NOUN
easat-2711	209	23	is	be	AUX
easat-2711	209	24	“	"	PUNCT
easat-2711	209	25	这辆	这辆	PROPN
easat-2711	209	26	/	/	SYM
easat-2711	209	27	汽车	汽车	NOUN
easat-2711	209	28	/	/	SYM
easat-2711	209	29	不大精致”(this	不大精致”(this	PROPN
easat-2711	209	30	/	/	SYM
easat-2711	209	31	car	car	NOUN
easat-2711	209	32	/	/	PUNCT
easat-2711	209	33	is	be	AUX
easat-2711	209	34	not	not	PART
easat-2711	209	35	so	so	ADV
easat-2711	209	36	exquisite	exquisite	ADJ
easat-2711	209	37	)	)	PUNCT
easat-2711	209	38	,	,	PUNCT
easat-2711	209	39	which	which	PRON
easat-2711	209	40	is	be	AUX
easat-2711	209	41	a	a	DET
easat-2711	209	42	negative	negative	ADJ
easat-2711	209	43	sentiment	sentiment	NOUN
easat-2711	209	44	by	by	ADP
easat-2711	209	45	evaluating	evaluate	VERB
easat-2711	209	46	the	the	DET
easat-2711	209	47	car	car	NOUN
easat-2711	209	48	from	from	ADP
easat-2711	209	49	the	the	DET
easat-2711	209	50	appearance	appearance	NOUN
easat-2711	209	51	.	.	PUNCT
easat-2711	210	1	another	another	DET
easat-2711	210	2	way	way	NOUN
easat-2711	210	3	of	of	ADP
easat-2711	210	4	tokenization	tokenization	NOUN
easat-2711	210	5	is	be	AUX
easat-2711	210	6	“	"	PUNCT
easat-2711	210	7	这辆	这辆	PROPN
easat-2711	210	8	/	/	SYM
easat-2711	210	9	汽车	汽车	NOUN
easat-2711	210	10	/	/	SYM
easat-2711	210	11	不大	不大	PROPN
easat-2711	210	12	/	/	SYM
easat-2711	210	13	精致	精致	PROPN
easat-2711	210	14	”	"	PUNCT
easat-2711	210	15	(	(	PUNCT
easat-2711	210	16	this	this	DET
easat-2711	210	17	/	/	SYM
easat-2711	210	18	car	car	NOUN
easat-2711	210	19	/	/	PUNCT
easat-2711	210	20	is	be	AUX
easat-2711	210	21	not	not	PART
easat-2711	210	22	(	(	PUNCT
easat-2711	210	23	big)/	big)/	ADJ
easat-2711	210	24	so	so	ADV
easat-2711	210	25	exquisite	exquisite	ADJ
easat-2711	210	26	)	)	PUNCT
easat-2711	210	27	,	,	PUNCT
easat-2711	210	28	which	which	PRON
easat-2711	210	29	is	be	AUX
easat-2711	210	30	evaluated	evaluate	VERB
easat-2711	210	31	from	from	ADP
easat-2711	210	32	two	two	NUM
easat-2711	210	33	aspects	aspect	NOUN
easat-2711	210	34	.	.	PUNCT
easat-2711	211	1	one	one	NUM
easat-2711	211	2	aspect	aspect	NOUN
easat-2711	211	3	indicates	indicate	VERB
easat-2711	211	4	that	that	SCONJ
easat-2711	211	5	the	the	DET
easat-2711	211	6	car	car	NOUN
easat-2711	211	7	is	be	AUX
easat-2711	211	8	small	small	ADJ
easat-2711	211	9	and	and	CCONJ
easat-2711	211	10	does	do	AUX
easat-2711	211	11	n’t	not	PART
easat-2711	211	12	have	have	VERB
easat-2711	211	13	enough	enough	ADJ
easat-2711	211	14	room	room	NOUN
easat-2711	211	15	,	,	PUNCT
easat-2711	211	16	which	which	PRON
easat-2711	211	17	may	may	AUX
easat-2711	211	18	be	be	AUX
easat-2711	211	19	a	a	DET
easat-2711	211	20	negative	negative	ADJ
easat-2711	211	21	or	or	CCONJ
easat-2711	211	22	positive	positive	ADJ
easat-2711	211	23	sentiment	sentiment	NOUN
easat-2711	211	24	.	.	PUNCT
easat-2711	212	1	the	the	DET
easat-2711	212	2	other	other	ADJ
easat-2711	212	3	aspect	aspect	NOUN
easat-2711	212	4	shows	show	VERB
easat-2711	212	5	that	that	SCONJ
easat-2711	212	6	the	the	DET
easat-2711	212	7	appearance	appearance	NOUN
easat-2711	212	8	of	of	ADP
easat-2711	212	9	the	the	DET
easat-2711	212	10	car	car	NOUN
easat-2711	212	11	is	be	AUX
easat-2711	212	12	exquisite	exquisite	ADJ
easat-2711	212	13	,	,	PUNCT
easat-2711	212	14	which	which	PRON
easat-2711	212	15	is	be	AUX
easat-2711	212	16	an	an	DET
easat-2711	212	17	obvious	obvious	ADJ
easat-2711	212	18	positive	positive	ADJ
easat-2711	212	19	sentiment	sentiment	NOUN
easat-2711	212	20	.	.	PUNCT
easat-2711	213	1	thus	thus	ADV
easat-2711	213	2	,	,	PUNCT
easat-2711	213	3	it	it	PRON
easat-2711	213	4	is	be	AUX
easat-2711	213	5	necessary	necessary	ADJ
easat-2711	213	6	to	to	PART
easat-2711	213	7	accurately	accurately	ADV
easat-2711	213	8	split	split	VERB
easat-2711	213	9	the	the	DET
easat-2711	213	10	review	review	NOUN
easat-2711	213	11	texts	text	NOUN
easat-2711	213	12	.	.	PUNCT
easat-2711	214	1	the	the	DET
easat-2711	214	2	result	result	NOUN
easat-2711	214	3	of	of	ADP
easat-2711	214	4	the	the	DET
easat-2711	214	5	tokenization	tokenization	NOUN
easat-2711	214	6	is	be	AUX
easat-2711	214	7	a	a	DET
easat-2711	214	8	list	list	NOUN
easat-2711	214	9	of	of	ADP
easat-2711	214	10	tokens	token	NOUN
easat-2711	214	11	separated	separate	VERB
easat-2711	214	12	without	without	ADP
easat-2711	214	13	punctuation	punctuation	NOUN
easat-2711	214	14	.	.	PUNCT
easat-2711	215	1	at	at	ADP
easat-2711	215	2	present	present	ADJ
easat-2711	215	3	,	,	PUNCT
easat-2711	215	4	there	there	PRON
easat-2711	215	5	are	be	VERB
easat-2711	215	6	more	more	ADV
easat-2711	215	7	and	and	CCONJ
easat-2711	215	8	more	more	ADV
easat-2711	215	9	mature	mature	ADJ
easat-2711	215	10	tools	tool	NOUN
easat-2711	215	11	for	for	ADP
easat-2711	215	12	chinese	chinese	ADJ
easat-2711	215	13	text	text	NOUN
easat-2711	215	14	tokenization	tokenization	NOUN
easat-2711	215	15	,	,	PUNCT
easat-2711	215	16	such	such	ADJ
easat-2711	215	17	as	as	ADP
easat-2711	215	18	jieba	jieba	NOUN
easat-2711	215	19	tool	tool	NOUN
easat-2711	215	20	in	in	ADP
easat-2711	215	21	python	python	PROPN
easat-2711	215	22	,	,	PUNCT
easat-2711	215	23	ictclas	ictcla	NOUN
easat-2711	215	24	of	of	ADP
easat-2711	215	25	cas	cas	PROPN
easat-2711	215	26	,	,	PUNCT
easat-2711	215	27	and	and	CCONJ
easat-2711	215	28	ltp	ltp	PROPN
easat-2711	215	29	-	-	PUNCT
easat-2711	215	30	cloud	cloud	NOUN
easat-2711	215	31	of	of	ADP
easat-2711	215	32	hust	hust	NOUN
easat-2711	215	33	,	,	PUNCT
easat-2711	215	34	which	which	PRON
easat-2711	215	35	are	be	AUX
easat-2711	215	36	all	all	PRON
easat-2711	215	37	open	open	ADJ
easat-2711	215	38	-	-	PUNCT
easat-2711	215	39	source	source	NOUN
easat-2711	215	40	software	software	NOUN
easat-2711	215	41	.	.	PUNCT
easat-2711	216	1	in	in	ADP
easat-2711	216	2	this	this	DET
easat-2711	216	3	paper	paper	NOUN
easat-2711	216	4	,	,	PUNCT
easat-2711	216	5	we	we	PRON
easat-2711	216	6	chose	choose	VERB
easat-2711	216	7	jieba	jieba	PROPN
easat-2711	216	8	for	for	ADP
easat-2711	216	9	tokenization	tokenization	NOUN
easat-2711	216	10	.	.	PUNCT
easat-2711	217	1	because	because	SCONJ
easat-2711	217	2	all	all	DET
easat-2711	217	3	the	the	DET
easat-2711	217	4	code	code	NOUN
easat-2711	217	5	in	in	ADP
easat-2711	217	6	this	this	DET
easat-2711	217	7	paper	paper	NOUN
easat-2711	217	8	was	be	AUX
easat-2711	217	9	done	do	VERB
easat-2711	217	10	with	with	ADP
easat-2711	217	11	python	python	NOUN
easat-2711	217	12	,	,	PUNCT
easat-2711	217	13	jieba	jieba	VERB
easat-2711	217	14	is	be	AUX
easat-2711	217	15	easy	easy	ADJ
easat-2711	217	16	to	to	ADP
easat-2711	217	17	3320	3320	NUM
easat-2711	217	18	edelweiss	edelweiss	PROPN
easat-2711	217	19	applied	apply	VERB
easat-2711	217	20	science	science	NOUN
easat-2711	217	21	and	and	CCONJ
easat-2711	217	22	technology	technology	NOUN
easat-2711	217	23	issn	issn	PROPN
easat-2711	217	24	:	:	PUNCT
easat-2711	217	25	2576	2576	NUM
easat-2711	217	26	-	-	SYM
easat-2711	217	27	8484	8484	NUM
easat-2711	217	28	vol	vol	NOUN
easat-2711	217	29	.	.	PROPN
easat-2711	217	30	8	8	NUM
easat-2711	217	31	,	,	PUNCT
easat-2711	217	32	no	no	INTJ
easat-2711	217	33	.	.	NOUN
easat-2711	218	1	6	6	NUM
easat-2711	218	2	:	:	SYM
easat-2711	218	3	3313	3313	NUM
easat-2711	218	4	-	-	SYM
easat-2711	218	5	3326	3326	NUM
easat-2711	218	6	,	,	PUNCT
easat-2711	218	7	2024	2024	NUM
easat-2711	218	8	doi	doi	NOUN
easat-2711	218	9	:	:	PUNCT
easat-2711	218	10	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	218	11	©	©	PROPN
easat-2711	218	12	2024	2024	NUM
easat-2711	218	13	by	by	ADP
easat-2711	218	14	the	the	DET
easat-2711	218	15	authors	author	NOUN
easat-2711	218	16	;	;	PUNCT
easat-2711	218	17	licensee	licensee	PROPN
easat-2711	218	18	learning	learn	VERB
easat-2711	218	19	gate	gate	NOUN
easat-2711	218	20	install	install	NOUN
easat-2711	218	21	and	and	CCONJ
easat-2711	218	22	widely	widely	ADV
easat-2711	218	23	used	use	VERB
easat-2711	218	24	.	.	PUNCT
easat-2711	219	1	jieba	jieba	VERB
easat-2711	219	2	word	word	NOUN
easat-2711	219	3	splitting	splitting	NOUN
easat-2711	219	4	has	have	VERB
easat-2711	219	5	3	3	NUM
easat-2711	219	6	modes	mode	NOUN
easat-2711	219	7	:	:	PUNCT
easat-2711	219	8	(	(	PUNCT
easat-2711	219	9	1	1	X
easat-2711	219	10	)	)	PUNCT
easat-2711	219	11	the	the	DET
easat-2711	219	12	precise	precise	ADJ
easat-2711	219	13	mode	mode	NOUN
easat-2711	219	14	,	,	PUNCT
easat-2711	219	15	which	which	PRON
easat-2711	219	16	attempts	attempt	VERB
easat-2711	219	17	to	to	PART
easat-2711	219	18	make	make	VERB
easat-2711	219	19	the	the	DET
easat-2711	219	20	most	most	ADV
easat-2711	219	21	accurate	accurate	ADJ
easat-2711	219	22	results	result	NOUN
easat-2711	219	23	after	after	ADP
easat-2711	219	24	word	word	NOUN
easat-2711	219	25	splitting	splitting	NOUN
easat-2711	219	26	;	;	PUNCT
easat-2711	219	27	(	(	PUNCT
easat-2711	219	28	2	2	X
easat-2711	219	29	)	)	PUNCT
easat-2711	219	30	the	the	DET
easat-2711	219	31	full	full	ADJ
easat-2711	219	32	mode	mode	NOUN
easat-2711	219	33	,	,	PUNCT
easat-2711	219	34	which	which	PRON
easat-2711	219	35	has	have	VERB
easat-2711	219	36	the	the	DET
easat-2711	219	37	advantage	advantage	NOUN
easat-2711	219	38	of	of	ADP
easat-2711	219	39	outputting	output	VERB
easat-2711	219	40	all	all	DET
easat-2711	219	41	possible	possible	ADJ
easat-2711	219	42	words	word	NOUN
easat-2711	219	43	of	of	ADP
easat-2711	219	44	the	the	DET
easat-2711	219	45	sentence	sentence	NOUN
easat-2711	219	46	;	;	PUNCT
easat-2711	219	47	(	(	PUNCT
easat-2711	219	48	3	3	X
easat-2711	219	49	)	)	PUNCT
easat-2711	219	50	the	the	DET
easat-2711	219	51	search	search	NOUN
easat-2711	219	52	engine	engine	NOUN
easat-2711	219	53	mode	mode	NOUN
easat-2711	219	54	,	,	PUNCT
easat-2711	219	55	which	which	PRON
easat-2711	219	56	is	be	AUX
easat-2711	219	57	based	base	VERB
easat-2711	219	58	on	on	ADP
easat-2711	219	59	the	the	DET
easat-2711	219	60	precise	precise	ADJ
easat-2711	219	61	mode	mode	NOUN
easat-2711	219	62	,	,	PUNCT
easat-2711	219	63	and	and	CCONJ
easat-2711	219	64	the	the	DET
easat-2711	219	65	long	long	ADJ
easat-2711	219	66	words	word	NOUN
easat-2711	219	67	are	be	AUX
easat-2711	219	68	split	split	VERB
easat-2711	219	69	and	and	CCONJ
easat-2711	219	70	re	re	VERB
easat-2711	219	71	-	-	VERB
easat-2711	219	72	split	split	ADJ
easat-2711	219	73	again	again	ADV
easat-2711	219	74	to	to	PART
easat-2711	219	75	improve	improve	VERB
easat-2711	219	76	the	the	DET
easat-2711	219	77	recall	recall	NOUN
easat-2711	219	78	rate	rate	NOUN
easat-2711	219	79	,	,	PUNCT
easat-2711	219	80	which	which	PRON
easat-2711	219	81	is	be	AUX
easat-2711	219	82	suitable	suitable	ADJ
easat-2711	219	83	for	for	ADP
easat-2711	219	84	search	search	NOUN
easat-2711	219	85	engine	engine	NOUN
easat-2711	219	86	splitting	splitting	NOUN
easat-2711	219	87	.	.	PUNCT
easat-2711	220	1	in	in	ADP
easat-2711	220	2	this	this	DET
easat-2711	220	3	paper	paper	NOUN
easat-2711	220	4	,	,	PUNCT
easat-2711	220	5	we	we	PRON
easat-2711	220	6	chose	choose	VERB
easat-2711	220	7	the	the	DET
easat-2711	220	8	precise	precise	ADJ
easat-2711	220	9	mode	mode	NOUN
easat-2711	220	10	,	,	PUNCT
easat-2711	220	11	which	which	PRON
easat-2711	220	12	is	be	AUX
easat-2711	220	13	also	also	ADV
easat-2711	220	14	the	the	DET
easat-2711	220	15	default	default	NOUN
easat-2711	220	16	mode	mode	NOUN
easat-2711	220	17	of	of	ADP
easat-2711	220	18	jieba	jieba	NOUN
easat-2711	220	19	.	.	PUNCT
easat-2711	221	1	tab	tab	NOUN
easat-2711	221	2	.	.	PUNCT
easat-2711	221	3	2	2	NUM
easat-2711	221	4	shows	show	VERB
easat-2711	221	5	the	the	DET
easat-2711	221	6	tokenization	tokenization	NOUN
easat-2711	221	7	for	for	ADP
easat-2711	221	8	chinese	chinese	ADJ
easat-2711	221	9	review	review	NOUN
easat-2711	221	10	texts	text	NOUN
easat-2711	221	11	.	.	PUNCT
easat-2711	222	1	table	table	NOUN
easat-2711	222	2	2	2	NUM
easat-2711	222	3	.	.	PUNCT
easat-2711	223	1	examples	example	NOUN
easat-2711	223	2	of	of	ADP
easat-2711	223	3	tokenization	tokenization	NOUN
easat-2711	223	4	for	for	ADP
easat-2711	223	5	chinese	chinese	ADJ
easat-2711	223	6	care	care	NOUN
easat-2711	223	7	review	review	NOUN
easat-2711	223	8	texts	text	NOUN
easat-2711	223	9	.	.	PUNCT
easat-2711	224	1	texts	text	NOUN
easat-2711	224	2	with	with	ADP
easat-2711	224	3	tokenization	tokenization	NOUN
easat-2711	224	4	translation	translation	NOUN
easat-2711	224	5	动力	动力	ADP
easat-2711	224	6	/	/	SYM
easat-2711	224	7	吧	吧	NOUN
easat-2711	224	8	/	/	SYM
easat-2711	224	9	车子	车子	PROPN
easat-2711	224	10	/	/	SYM
easat-2711	224	11	也	也	NOUN
easat-2711	224	12	/	/	SYM
easat-2711	224	13	不重	不重	NOUN
easat-2711	224	14	/	/	SYM
easat-2711	224	15	动力	动力	PROPN
easat-2711	224	16	/	/	SYM
easat-2711	224	17	应该	应该	NOUN
easat-2711	224	18	/	/	SYM
easat-2711	224	19	也	也	NOUN
easat-2711	224	20	/	/	SYM
easat-2711	224	21	要点	要点	ADJ
easat-2711	224	22	/	/	SYM
easat-2711	224	23	表现	表现	ADJ
easat-2711	224	24	/	/	SYM
easat-2711	224	25	的	的	NOUN
easat-2711	224	26	/	/	SYM
easat-2711	224	27	提速/	提速/	ADJ
easat-2711	224	28	快	快	NOUN
easat-2711	224	29	/	/	SYM
easat-2711	224	30	动力	动力	PROPN
easat-2711	224	31	/	/	SYM
easat-2711	224	32	好	好	NOUN
easat-2711	224	33	/	/	SYM
easat-2711	224	34	超车	超车	NOUN
easat-2711	224	35	/	/	SYM
easat-2711	224	36	随随便便	随随便便	NOUN
easat-2711	224	37	/	/	SYM
easat-2711	224	38	的	的	NOUN
easat-2711	224	39	/	/	SYM
easat-2711	224	40	油门	油门	NOUN
easat-2711	224	41	/	/	SYM
easat-2711	224	42	就	就	PROPN
easat-2711	224	43	/	/	SYM
easat-2711	224	44	过去	过去	PROPN
easat-2711	224	45	/	/	SYM
easat-2711	224	46	了	了	NOUN
easat-2711	224	47	as	as	ADP
easat-2711	224	48	for	for	ADP
easat-2711	224	49	power	power	NOUN
easat-2711	224	50	,	,	PUNCT
easat-2711	224	51	(	(	PUNCT
easat-2711	224	52	since	since	SCONJ
easat-2711	224	53	)	)	PUNCT
easat-2711	224	54	the	the	DET
easat-2711	224	55	car	car	NOUN
easat-2711	224	56	is	be	AUX
easat-2711	224	57	not	not	PART
easat-2711	224	58	heavy	heavy	ADJ
easat-2711	224	59	,	,	PUNCT
easat-2711	224	60	the	the	DET
easat-2711	224	61	(	(	PUNCT
easat-2711	224	62	engine	engine	NOUN
easat-2711	224	63	)	)	PUNCT
easat-2711	224	64	power	power	NOUN
easat-2711	224	65	ought	ought	AUX
easat-2711	224	66	to	to	PART
easat-2711	224	67	be	be	AUX
easat-2711	224	68	strong	strong	ADJ
easat-2711	224	69	with	with	ADP
easat-2711	224	70	start	start	NOUN
easat-2711	224	71	and	and	CCONJ
easat-2711	224	72	it	it	PRON
easat-2711	224	73	is	be	AUX
easat-2711	224	74	easy	easy	ADJ
easat-2711	224	75	to	to	PART
easat-2711	224	76	overtake	overtake	VERB
easat-2711	224	77	other	other	ADJ
easat-2711	224	78	cars	car	NOUN
easat-2711	224	79	by	by	ADP
easat-2711	224	80	putting	put	VERB
easat-2711	224	81	a	a	DET
easat-2711	224	82	little	little	ADJ
easat-2711	224	83	pressure	pressure	NOUN
easat-2711	224	84	on	on	ADP
easat-2711	224	85	the	the	DET
easat-2711	224	86	gas	gas	NOUN
easat-2711	224	87	.	.	PUNCT
easat-2711	225	1	反正	反正	X
easat-2711	225	2	/	/	SYM
easat-2711	225	3	能	能	PRON
easat-2711	225	4	/	/	SYM
easat-2711	225	5	满足	满足	NOUN
easat-2711	225	6	/	/	SYM
easat-2711	225	7	我	我	NOUN
easat-2711	225	8	/	/	SYM
easat-2711	225	9	的	的	NOUN
easat-2711	225	10	/	/	SYM
easat-2711	225	11	要求	要求	PROPN
easat-2711	225	12	/	/	SYM
easat-2711	225	13	一人	一人	PROPN
easat-2711	225	14	/	/	SYM
easat-2711	225	15	一个	一个	PROPN
easat-2711	225	16	/	/	SYM
easat-2711	225	17	标准	标准	NUM
easat-2711	225	18	/	/	SYM
easat-2711	225	19	吧	吧	NOUN
easat-2711	225	20	/	/	SYM
easat-2711	225	21	只要/	只要/	NOUN
easat-2711	225	22	给油	给油	NOUN
easat-2711	225	23	/	/	SYM
easat-2711	225	24	也有	也有	PROPN
easat-2711	225	25	/	/	SYM
easat-2711	225	26	推背感	推背感	PROPN
easat-2711	225	27	anyway	anyway	ADV
easat-2711	225	28	,	,	PUNCT
easat-2711	225	29	it	it	PRON
easat-2711	225	30	can	can	AUX
easat-2711	225	31	meet	meet	VERB
easat-2711	225	32	my	my	PRON
easat-2711	225	33	requirements	requirement	NOUN
easat-2711	225	34	.	.	PUNCT
easat-2711	226	1	everyone	everyone	PRON
easat-2711	226	2	has	have	VERB
easat-2711	226	3	their	their	PRON
easat-2711	226	4	own	own	ADJ
easat-2711	226	5	rules	rule	NOUN
easat-2711	226	6	.	.	PUNCT
easat-2711	227	1	as	as	ADV
easat-2711	227	2	long	long	ADV
easat-2711	227	3	as	as	SCONJ
easat-2711	227	4	you	you	PRON
easat-2711	227	5	push	push	VERB
easat-2711	227	6	the	the	DET
easat-2711	227	7	gas	gas	NOUN
easat-2711	227	8	pedal	pedal	NOUN
easat-2711	227	9	,	,	PUNCT
easat-2711	227	10	there	there	PRON
easat-2711	227	11	is	be	VERB
easat-2711	227	12	a	a	DET
easat-2711	227	13	feeling	feeling	NOUN
easat-2711	227	14	of	of	ADP
easat-2711	227	15	being	be	AUX
easat-2711	227	16	pushed	push	VERB
easat-2711	227	17	into	into	ADP
easat-2711	227	18	the	the	DET
easat-2711	227	19	seat	seat	NOUN
easat-2711	227	20	(	(	PUNCT
easat-2711	227	21	due	due	ADP
easat-2711	227	22	to	to	ADP
easat-2711	227	23	rapid	rapid	ADJ
easat-2711	227	24	acceleration	acceleration	NOUN
easat-2711	227	25	)	)	PUNCT
easat-2711	227	26	.	.	PUNCT
easat-2711	228	1	市区	市区	PROPN
easat-2711	228	2	/	/	SYM
easat-2711	228	3	开	开	PROPN
easat-2711	228	4	/	/	SYM
easat-2711	228	5	只有	只有	PROPN
easat-2711	228	6	/	/	SYM
easat-2711	228	7	多余	多余	NOUN
easat-2711	228	8	/	/	SYM
easat-2711	228	9	的	的	PROPN
easat-2711	228	10	/	/	SYM
easat-2711	228	11	力	力	PROPN
easat-2711	228	12	/	/	SYM
easat-2711	228	13	了	了	NOUN
easat-2711	228	14	/	/	SYM
easat-2711	228	15	高速	高速	NOUN
easat-2711	228	16	/	/	SYM
easat-2711	228	17	两个	两个	NOUN
easat-2711	228	18	/	/	SYM
easat-2711	228	19	人	人	PROPN
easat-2711	228	20	/	/	SYM
easat-2711	228	21	开起	开起	PROPN
easat-2711	228	22	/	/	SYM
easat-2711	228	23	刚好/	刚好/	NOUN
easat-2711	228	24	满载	满载	NOUN
easat-2711	228	25	/	/	SYM
easat-2711	228	26	时	时	NOUN
easat-2711	228	27	/	/	SYM
easat-2711	228	28	动力	动力	PROPN
easat-2711	228	29	/	/	SYM
easat-2711	228	30	就要	就要	NOUN
easat-2711	228	31	/	/	SYM
easat-2711	228	32	差些	差些	PROPN
easat-2711	228	33	(	(	PUNCT
easat-2711	228	34	if	if	SCONJ
easat-2711	228	35	you	you	PRON
easat-2711	228	36	drive	drive	VERB
easat-2711	228	37	)	)	PUNCT
easat-2711	228	38	in	in	ADP
easat-2711	228	39	the	the	DET
easat-2711	228	40	city	city	NOUN
easat-2711	228	41	,	,	PUNCT
easat-2711	228	42	(	(	PUNCT
easat-2711	228	43	there	there	PRON
easat-2711	228	44	may	may	AUX
easat-2711	228	45	be	be	AUX
easat-2711	228	46	)	)	PUNCT
easat-2711	228	47	extra	extra	ADJ
easat-2711	228	48	power	power	NOUN
easat-2711	228	49	;	;	PUNCT
easat-2711	228	50	(	(	PUNCT
easat-2711	228	51	but	but	CCONJ
easat-2711	228	52	if	if	SCONJ
easat-2711	228	53	you	you	PRON
easat-2711	228	54	drive	drive	VERB
easat-2711	228	55	)	)	PUNCT
easat-2711	228	56	on	on	ADP
easat-2711	228	57	the	the	DET
easat-2711	228	58	highway	highway	NOUN
easat-2711	228	59	with	with	ADP
easat-2711	228	60	two	two	NUM
easat-2711	228	61	people	people	NOUN
easat-2711	228	62	and	and	CCONJ
easat-2711	228	63	the	the	DET
easat-2711	228	64	car	car	NOUN
easat-2711	228	65	is	be	AUX
easat-2711	228	66	just	just	ADV
easat-2711	228	67	fully	fully	ADV
easat-2711	228	68	loaded	load	VERB
easat-2711	228	69	,	,	PUNCT
easat-2711	228	70	the	the	DET
easat-2711	228	71	power	power	NOUN
easat-2711	228	72	will	will	AUX
easat-2711	228	73	be	be	AUX
easat-2711	228	74	worse	bad	ADJ
easat-2711	228	75	.	.	PUNCT
easat-2711	229	1	finally	finally	ADV
easat-2711	229	2	,	,	PUNCT
easat-2711	229	3	the	the	DET
easat-2711	229	4	removal	removal	NOUN
easat-2711	229	5	of	of	ADP
easat-2711	229	6	stop	stop	NOUN
easat-2711	229	7	words	word	NOUN
easat-2711	229	8	was	be	AUX
easat-2711	229	9	applied	apply	VERB
easat-2711	229	10	.	.	PUNCT
easat-2711	230	1	stop	stop	VERB
easat-2711	230	2	words	word	NOUN
easat-2711	230	3	are	be	AUX
easat-2711	230	4	words	word	NOUN
easat-2711	230	5	that	that	PRON
easat-2711	230	6	are	be	AUX
easat-2711	230	7	not	not	PART
easat-2711	230	8	necessary	necessary	ADJ
easat-2711	230	9	to	to	PART
easat-2711	230	10	be	be	AUX
easat-2711	230	11	present	present	ADJ
easat-2711	230	12	in	in	ADP
easat-2711	230	13	a	a	DET
easat-2711	230	14	sentence	sentence	NOUN
easat-2711	230	15	.	.	PUNCT
easat-2711	231	1	in	in	ADP
easat-2711	231	2	chinese	chinese	ADJ
easat-2711	231	3	texts	text	NOUN
easat-2711	231	4	,	,	PUNCT
easat-2711	231	5	stop	stop	VERB
easat-2711	231	6	words	word	NOUN
easat-2711	231	7	are	be	AUX
easat-2711	231	8	words	word	NOUN
easat-2711	231	9	without	without	ADP
easat-2711	231	10	real	real	ADJ
easat-2711	231	11	meaning	meaning	NOUN
easat-2711	231	12	,	,	PUNCT
easat-2711	231	13	mainly	mainly	ADV
easat-2711	231	14	including	include	VERB
easat-2711	231	15	pronouns	pronoun	NOUN
easat-2711	231	16	,	,	PUNCT
easat-2711	231	17	conjunctions	conjunction	NOUN
easat-2711	231	18	,	,	PUNCT
easat-2711	231	19	prepositions	preposition	NOUN
easat-2711	231	20	,	,	PUNCT
easat-2711	231	21	etc	etc	X
easat-2711	231	22	.	.	X
easat-2711	232	1	for	for	ADP
easat-2711	232	2	example	example	NOUN
easat-2711	232	3	,	,	PUNCT
easat-2711	232	4	"	"	PUNCT
easat-2711	232	5	我(i	我(i	NOUN
easat-2711	232	6	)	)	PUNCT
easat-2711	232	7	"	"	PUNCT
easat-2711	232	8	,	,	PUNCT
easat-2711	232	9	"	"	PUNCT
easat-2711	232	10	不仅(not	不仅(not	ADJ
easat-2711	232	11	only	only	ADV
easat-2711	232	12	)	)	PUNCT
easat-2711	232	13	"	"	PUNCT
easat-2711	232	14	,	,	PUNCT
easat-2711	232	15	"	"	PUNCT
easat-2711	232	16	啊(oh	啊(oh	NOUN
easat-2711	232	17	)	)	PUNCT
easat-2711	232	18	"	"	PUNCT
easat-2711	232	19	,	,	PUNCT
easat-2711	232	20	"	"	PUNCT
easat-2711	232	21	的(and	的(and	NOUN
easat-2711	232	22	the	the	DET
easat-2711	232	23	like	like	ADJ
easat-2711	232	24	)	)	PUNCT
easat-2711	232	25	"	"	PUNCT
easat-2711	232	26	and	and	CCONJ
easat-2711	232	27	so	so	ADV
easat-2711	232	28	on	on	ADV
easat-2711	232	29	.	.	PUNCT
easat-2711	233	1	these	these	DET
easat-2711	233	2	words	word	NOUN
easat-2711	233	3	have	have	VERB
easat-2711	233	4	no	no	DET
easat-2711	233	5	effect	effect	NOUN
easat-2711	233	6	on	on	ADP
easat-2711	233	7	sentiment	sentiment	NOUN
easat-2711	233	8	expressions	expression	NOUN
easat-2711	233	9	but	but	CCONJ
easat-2711	233	10	appear	appear	VERB
easat-2711	233	11	very	very	ADV
easat-2711	233	12	frequently	frequently	ADV
easat-2711	233	13	,	,	PUNCT
easat-2711	233	14	which	which	PRON
easat-2711	233	15	may	may	AUX
easat-2711	233	16	slow	slow	VERB
easat-2711	233	17	down	down	ADP
easat-2711	233	18	the	the	DET
easat-2711	233	19	training	training	NOUN
easat-2711	233	20	model	model	NOUN
easat-2711	233	21	.	.	PUNCT
easat-2711	234	1	thus	thus	ADV
easat-2711	234	2	,	,	PUNCT
easat-2711	234	3	those	those	PRON
easat-2711	234	4	stop	stop	VERB
easat-2711	234	5	words	word	NOUN
easat-2711	234	6	are	be	AUX
easat-2711	234	7	usually	usually	ADV
easat-2711	234	8	removed	remove	VERB
easat-2711	234	9	before	before	ADP
easat-2711	234	10	text	text	NOUN
easat-2711	234	11	mining	mining	NOUN
easat-2711	234	12	.	.	PUNCT
easat-2711	235	1	in	in	ADP
easat-2711	235	2	this	this	DET
easat-2711	235	3	paper	paper	NOUN
easat-2711	235	4	,	,	PUNCT
easat-2711	235	5	the	the	DET
easat-2711	235	6	10	10	NUM
easat-2711	235	7	-	-	ADJ
easat-2711	235	8	fold	fold	ADJ
easat-2711	235	9	cross	cross	ADJ
easat-2711	235	10	-	-	ADJ
easat-2711	235	11	validation	validation	ADJ
easat-2711	235	12	technique	technique	NOUN
easat-2711	235	13	was	be	AUX
easat-2711	235	14	used	use	VERB
easat-2711	235	15	to	to	PART
easat-2711	235	16	split	split	VERB
easat-2711	235	17	the	the	DET
easat-2711	235	18	training	training	NOUN
easat-2711	235	19	and	and	CCONJ
easat-2711	235	20	test	test	NOUN
easat-2711	235	21	dataset	dataset	VERB
easat-2711	235	22	.	.	PUNCT
easat-2711	236	1	the	the	DET
easat-2711	236	2	input	input	NOUN
easat-2711	236	3	of	of	ADP
easat-2711	236	4	the	the	DET
easat-2711	236	5	model	model	NOUN
easat-2711	236	6	was	be	AUX
easat-2711	236	7	the	the	DET
easat-2711	236	8	index	index	NOUN
easat-2711	236	9	of	of	ADP
easat-2711	236	10	each	each	DET
easat-2711	236	11	word	word	NOUN
easat-2711	236	12	in	in	ADP
easat-2711	236	13	the	the	DET
easat-2711	236	14	word	word	NOUN
easat-2711	236	15	vector	vector	NOUN
easat-2711	236	16	matrix	matrix	NOUN
easat-2711	236	17	,	,	PUNCT
easat-2711	236	18	and	and	CCONJ
easat-2711	236	19	then	then	ADV
easat-2711	236	20	the	the	DET
easat-2711	236	21	index	index	NOUN
easat-2711	236	22	was	be	AUX
easat-2711	236	23	used	use	VERB
easat-2711	236	24	to	to	PART
easat-2711	236	25	find	find	VERB
easat-2711	236	26	the	the	DET
easat-2711	236	27	corresponding	corresponding	ADJ
easat-2711	236	28	word	word	NOUN
easat-2711	236	29	vector	vector	NOUN
easat-2711	236	30	in	in	ADP
easat-2711	236	31	the	the	DET
easat-2711	236	32	embedding	embed	VERB
easat-2711	236	33	matrix	matrix	NOUN
easat-2711	236	34	.	.	PUNCT
easat-2711	237	1	if	if	SCONJ
easat-2711	237	2	the	the	DET
easat-2711	237	3	word	word	NOUN
easat-2711	237	4	is	be	AUX
easat-2711	237	5	not	not	PART
easat-2711	237	6	in	in	ADP
easat-2711	237	7	the	the	DET
easat-2711	237	8	dictionary	dictionary	NOUN
easat-2711	237	9	,	,	PUNCT
easat-2711	237	10	the	the	DET
easat-2711	237	11	index	index	NOUN
easat-2711	237	12	value	value	NOUN
easat-2711	237	13	is	be	AUX
easat-2711	237	14	0	0	NUM
easat-2711	237	15	.	.	PUNCT
easat-2711	238	1	since	since	SCONJ
easat-2711	238	2	the	the	DET
easat-2711	238	3	length	length	NOUN
easat-2711	238	4	of	of	ADP
easat-2711	238	5	different	different	ADJ
easat-2711	238	6	text	text	NOUN
easat-2711	238	7	indexes	index	NOUN
easat-2711	238	8	was	be	AUX
easat-2711	238	9	not	not	PART
easat-2711	238	10	the	the	DET
easat-2711	238	11	same	same	ADJ
easat-2711	238	12	,	,	PUNCT
easat-2711	238	13	it	it	PRON
easat-2711	238	14	was	be	AUX
easat-2711	238	15	not	not	PART
easat-2711	238	16	conducive	conducive	ADJ
easat-2711	238	17	to	to	ADP
easat-2711	238	18	the	the	DET
easat-2711	238	19	batch	batch	NOUN
easat-2711	238	20	processing	processing	NOUN
easat-2711	238	21	of	of	ADP
easat-2711	238	22	data	datum	NOUN
easat-2711	238	23	.	.	PUNCT
easat-2711	239	1	usually	usually	ADV
easat-2711	239	2	,	,	PUNCT
easat-2711	239	3	a	a	DET
easat-2711	239	4	fixed	fix	VERB
easat-2711	239	5	length	length	NOUN
easat-2711	239	6	was	be	AUX
easat-2711	239	7	set	set	VERB
easat-2711	239	8	,	,	PUNCT
easat-2711	239	9	and	and	CCONJ
easat-2711	239	10	the	the	DET
easat-2711	239	11	text	text	NOUN
easat-2711	239	12	that	that	PRON
easat-2711	239	13	was	be	AUX
easat-2711	239	14	longer	long	ADJ
easat-2711	239	15	than	than	SCONJ
easat-2711	239	16	the	the	DET
easat-2711	239	17	fixed	fix	VERB
easat-2711	239	18	length	length	NOUN
easat-2711	239	19	would	would	AUX
easat-2711	239	20	be	be	AUX
easat-2711	239	21	intercepted	intercept	VERB
easat-2711	239	22	to	to	ADP
easat-2711	239	23	the	the	DET
easat-2711	239	24	fixed	fix	VERB
easat-2711	239	25	length	length	NOUN
easat-2711	239	26	,	,	PUNCT
easat-2711	239	27	while	while	SCONJ
easat-2711	239	28	the	the	DET
easat-2711	239	29	text	text	NOUN
easat-2711	239	30	that	that	PRON
easat-2711	239	31	was	be	AUX
easat-2711	239	32	less	less	ADJ
easat-2711	239	33	than	than	SCONJ
easat-2711	239	34	the	the	DET
easat-2711	239	35	fixed	fix	VERB
easat-2711	239	36	length	length	NOUN
easat-2711	239	37	would	would	AUX
easat-2711	239	38	be	be	AUX
easat-2711	239	39	made	make	VERB
easat-2711	239	40	up	up	ADP
easat-2711	239	41	with	with	ADP
easat-2711	239	42	the	the	DET
easat-2711	239	43	value	value	NOUN
easat-2711	239	44	of	of	ADP
easat-2711	239	45	0	0	NUM
easat-2711	239	46	.	.	PUNCT
easat-2711	240	1	as	as	ADP
easat-2711	240	2	for	for	ADP
easat-2711	240	3	the	the	DET
easat-2711	240	4	choice	choice	NOUN
easat-2711	240	5	of	of	ADP
easat-2711	240	6	the	the	DET
easat-2711	240	7	fixed	fix	VERB
easat-2711	240	8	length	length	NOUN
easat-2711	240	9	,	,	PUNCT
easat-2711	240	10	if	if	SCONJ
easat-2711	240	11	the	the	DET
easat-2711	240	12	shortest	short	ADJ
easat-2711	240	13	text	text	NOUN
easat-2711	240	14	length	length	NOUN
easat-2711	240	15	was	be	AUX
easat-2711	240	16	chosen	choose	VERB
easat-2711	240	17	as	as	ADP
easat-2711	240	18	the	the	DET
easat-2711	240	19	fixed	fix	VERB
easat-2711	240	20	length	length	NOUN
easat-2711	240	21	,	,	PUNCT
easat-2711	240	22	it	it	PRON
easat-2711	240	23	would	would	AUX
easat-2711	240	24	waste	waste	VERB
easat-2711	240	25	a	a	DET
easat-2711	240	26	lot	lot	NOUN
easat-2711	240	27	of	of	ADP
easat-2711	240	28	effective	effective	ADJ
easat-2711	240	29	data	datum	NOUN
easat-2711	240	30	.	.	PUNCT
easat-2711	241	1	however	however	ADV
easat-2711	241	2	,	,	PUNCT
easat-2711	241	3	if	if	SCONJ
easat-2711	241	4	the	the	DET
easat-2711	241	5	longest	long	ADJ
easat-2711	241	6	text	text	NOUN
easat-2711	241	7	length	length	NOUN
easat-2711	241	8	was	be	AUX
easat-2711	241	9	taken	take	VERB
easat-2711	241	10	as	as	ADP
easat-2711	241	11	the	the	DET
easat-2711	241	12	fixed	fix	VERB
easat-2711	241	13	length	length	NOUN
easat-2711	241	14	,	,	PUNCT
easat-2711	241	15	it	it	PRON
easat-2711	241	16	would	would	AUX
easat-2711	241	17	cause	cause	VERB
easat-2711	241	18	a	a	DET
easat-2711	241	19	waste	waste	NOUN
easat-2711	241	20	of	of	ADP
easat-2711	241	21	computational	computational	ADJ
easat-2711	241	22	resources	resource	NOUN
easat-2711	241	23	.	.	PUNCT
easat-2711	242	1	taking	take	VERB
easat-2711	242	2	into	into	ADP
easat-2711	242	3	account	account	NOUN
easat-2711	242	4	the	the	DET
easat-2711	242	5	influence	influence	NOUN
easat-2711	242	6	of	of	ADP
easat-2711	242	7	some	some	DET
easat-2711	242	8	extreme	extreme	ADJ
easat-2711	242	9	values	value	NOUN
easat-2711	242	10	,	,	PUNCT
easat-2711	242	11	the	the	DET
easat-2711	242	12	final	final	ADJ
easat-2711	242	13	fixed	fix	VERB
easat-2711	242	14	length	length	NOUN
easat-2711	242	15	of	of	ADP
easat-2711	242	16	100	100	NUM
easat-2711	242	17	words	word	NOUN
easat-2711	242	18	was	be	AUX
easat-2711	242	19	chosen	choose	VERB
easat-2711	242	20	in	in	ADP
easat-2711	242	21	this	this	DET
easat-2711	242	22	paper	paper	NOUN
easat-2711	242	23	.	.	PUNCT
easat-2711	243	1	4.3	4.3	NUM
easat-2711	243	2	.	.	PUNCT
easat-2711	243	3	word	word	NOUN
easat-2711	243	4	vector	vector	NOUN
easat-2711	243	5	training	training	NOUN
easat-2711	243	6	after	after	ADP
easat-2711	243	7	pre	pre	ADJ
easat-2711	243	8	-	-	ADJ
easat-2711	243	9	processing	processing	NOUN
easat-2711	243	10	,	,	PUNCT
easat-2711	243	11	the	the	DET
easat-2711	243	12	text	text	NOUN
easat-2711	243	13	data	datum	NOUN
easat-2711	243	14	need	need	VERB
easat-2711	243	15	to	to	PART
easat-2711	243	16	be	be	AUX
easat-2711	243	17	vectorized	vectorize	VERB
easat-2711	243	18	(	(	PUNCT
easat-2711	243	19	word	word	NOUN
easat-2711	243	20	embedding	embed	VERB
easat-2711	243	21	)	)	PUNCT
easat-2711	243	22	to	to	PART
easat-2711	243	23	be	be	AUX
easat-2711	243	24	represented	represent	VERB
easat-2711	243	25	as	as	ADP
easat-2711	243	26	the	the	DET
easat-2711	243	27	input	input	NOUN
easat-2711	243	28	of	of	ADP
easat-2711	243	29	the	the	DET
easat-2711	243	30	text	text	NOUN
easat-2711	243	31	sentiment	sentiment	NOUN
easat-2711	243	32	analysis	analysis	NOUN
easat-2711	243	33	model	model	NOUN
easat-2711	243	34	.	.	PUNCT
easat-2711	244	1	in	in	ADP
easat-2711	244	2	this	this	DET
easat-2711	244	3	paper	paper	NOUN
easat-2711	244	4	,	,	PUNCT
easat-2711	244	5	we	we	PRON
easat-2711	244	6	used	use	VERB
easat-2711	244	7	the	the	DET
easat-2711	244	8	wikiipedia	wikiipedia	PROPN
easat-2711	244	9	chinese	chinese	PROPN
easat-2711	244	10	corpus	corpus	PROPN
easat-2711	244	11	as	as	ADP
easat-2711	244	12	the	the	DET
easat-2711	244	13	base	base	NOUN
easat-2711	244	14	,	,	PUNCT
easat-2711	244	15	and	and	CCONJ
easat-2711	244	16	then	then	ADV
easat-2711	244	17	added	add	VERB
easat-2711	244	18	car	car	NOUN
easat-2711	244	19	-	-	PUNCT
easat-2711	244	20	related	relate	VERB
easat-2711	244	21	review	review	NOUN
easat-2711	244	22	text	text	NOUN
easat-2711	244	23	corpus	corpus	NOUN
easat-2711	244	24	for	for	ADP
easat-2711	244	25	the	the	DET
easat-2711	244	26	final	final	ADJ
easat-2711	244	27	word	word	NOUN
easat-2711	244	28	vector	vector	NOUN
easat-2711	244	29	training	training	NOUN
easat-2711	244	30	,	,	PUNCT
easat-2711	244	31	and	and	CCONJ
easat-2711	244	32	used	use	VERB
easat-2711	244	33	google	google	PROPN
easat-2711	244	34	's	's	PART
easat-2711	244	35	word2vec	word2vec	NOUN
easat-2711	244	36	tool	tool	NOUN
easat-2711	244	37	for	for	ADP
easat-2711	244	38	word	word	NOUN
easat-2711	244	39	vector	vector	NOUN
easat-2711	244	40	training	training	NOUN
easat-2711	244	41	,	,	PUNCT
easat-2711	244	42	and	and	CCONJ
easat-2711	244	43	selected	select	VERB
easat-2711	244	44	the	the	DET
easat-2711	244	45	cbow	cbow	NOUN
easat-2711	244	46	neural	neural	ADJ
easat-2711	244	47	network	network	NOUN
easat-2711	244	48	language	language	NOUN
easat-2711	244	49	model	model	NOUN
easat-2711	244	50	[	[	X
easat-2711	244	51	5	5	NUM
easat-2711	244	52	]	]	PUNCT
easat-2711	244	53	.	.	PUNCT
easat-2711	245	1	mapping	map	VERB
easat-2711	245	2	each	each	DET
easat-2711	245	3	word	word	NOUN
easat-2711	245	4	as	as	ADP
easat-2711	245	5	a	a	DET
easat-2711	245	6	k	k	ADV
easat-2711	245	7	-	-	ADJ
easat-2711	245	8	dimensional	dimensional	ADJ
easat-2711	245	9	real	real	ADJ
easat-2711	245	10	vector	vector	NOUN
easat-2711	245	11	is	be	AUX
easat-2711	245	12	able	able	ADJ
easat-2711	245	13	to	to	PART
easat-2711	245	14	avoid	avoid	VERB
easat-2711	245	15	the	the	DET
easat-2711	245	16	feature	feature	NOUN
easat-2711	245	17	sparsity	sparsity	NOUN
easat-2711	245	18	problem	problem	NOUN
easat-2711	245	19	while	while	SCONJ
easat-2711	245	20	reducing	reduce	VERB
easat-2711	245	21	the	the	DET
easat-2711	245	22	dimensionality	dimensionality	NOUN
easat-2711	245	23	of	of	ADP
easat-2711	245	24	the	the	DET
easat-2711	245	25	word	word	NOUN
easat-2711	245	26	vectors	vector	NOUN
easat-2711	245	27	.	.	PUNCT
easat-2711	246	1	the	the	DET
easat-2711	246	2	word	word	NOUN
easat-2711	246	3	vectors	vector	NOUN
easat-2711	246	4	obtained	obtain	VERB
easat-2711	246	5	from	from	ADP
easat-2711	246	6	the	the	DET
easat-2711	246	7	training	training	NOUN
easat-2711	246	8	can	can	AUX
easat-2711	246	9	be	be	AUX
easat-2711	246	10	used	use	VERB
easat-2711	246	11	to	to	PART
easat-2711	246	12	determine	determine	VERB
easat-2711	246	13	the	the	DET
easat-2711	246	14	semantic	semantic	ADJ
easat-2711	246	15	similarity	similarity	NOUN
easat-2711	246	16	between	between	ADP
easat-2711	246	17	words	word	NOUN
easat-2711	246	18	based	base	VERB
easat-2711	246	19	on	on	ADP
easat-2711	246	20	the	the	DET
easat-2711	246	21	cosine	cosine	NOUN
easat-2711	246	22	distance	distance	NOUN
easat-2711	246	23	or	or	CCONJ
easat-2711	246	24	euclidean	euclidean	ADJ
easat-2711	246	25	distance	distance	NOUN
easat-2711	246	26	between	between	ADP
easat-2711	246	27	each	each	DET
easat-2711	246	28	other	other	ADJ
easat-2711	246	29	.	.	PUNCT
easat-2711	247	1	the	the	DET
easat-2711	247	2	dimensionality	dimensionality	NOUN
easat-2711	247	3	of	of	ADP
easat-2711	247	4	the	the	DET
easat-2711	247	5	word	word	NOUN
easat-2711	247	6	vectors	vector	NOUN
easat-2711	247	7	is	be	AUX
easat-2711	247	8	300	300	NUM
easat-2711	247	9	.	.	PUNCT
easat-2711	248	1	we	we	PRON
easat-2711	248	2	then	then	ADV
easat-2711	248	3	finetune	finetune	VERB
easat-2711	248	4	the	the	DET
easat-2711	248	5	word	word	NOUN
easat-2711	248	6	vectors	vector	NOUN
easat-2711	248	7	along	along	ADP
easat-2711	248	8	with	with	ADP
easat-2711	248	9	other	other	ADJ
easat-2711	248	10	model	model	NOUN
easat-2711	248	11	parameters	parameter	NOUN
easat-2711	248	12	during	during	ADP
easat-2711	248	13	training	training	NOUN
easat-2711	248	14	.	.	PUNCT
easat-2711	249	1	4.4	4.4	NUM
easat-2711	249	2	.	.	PUNCT
easat-2711	250	1	evaluation	evaluation	NOUN
easat-2711	250	2	metrics	metric	NOUN
easat-2711	250	3	the	the	DET
easat-2711	250	4	confusion	confusion	NOUN
easat-2711	250	5	matrix	matrix	NOUN
easat-2711	250	6	is	be	AUX
easat-2711	250	7	usually	usually	ADV
easat-2711	250	8	used	use	VERB
easat-2711	250	9	to	to	PART
easat-2711	250	10	evaluate	evaluate	VERB
easat-2711	250	11	the	the	DET
easat-2711	250	12	goodness	goodness	NOUN
easat-2711	250	13	of	of	ADP
easat-2711	250	14	fit	fit	NOUN
easat-2711	250	15	of	of	ADP
easat-2711	250	16	the	the	DET
easat-2711	250	17	model	model	NOUN
easat-2711	250	18	.	.	PUNCT
easat-2711	251	1	there	there	PRON
easat-2711	251	2	are	be	VERB
easat-2711	251	3	four	four	NUM
easat-2711	251	4	kinds	kind	NOUN
easat-2711	251	5	of	of	ADP
easat-2711	251	6	results	result	NOUN
easat-2711	251	7	:	:	PUNCT
easat-2711	251	8	the	the	DET
easat-2711	251	9	sample	sample	NOUN
easat-2711	251	10	is	be	AUX
easat-2711	251	11	positive	positive	ADJ
easat-2711	251	12	and	and	CCONJ
easat-2711	251	13	still	still	ADV
easat-2711	251	14	positive	positive	ADJ
easat-2711	251	15	after	after	SCONJ
easat-2711	251	16	the	the	DET
easat-2711	251	17	model	model	NOUN
easat-2711	251	18	classification	classification	NOUN
easat-2711	251	19	,	,	PUNCT
easat-2711	251	20	which	which	PRON
easat-2711	251	21	is	be	AUX
easat-2711	251	22	classified	classify	VERB
easat-2711	251	23	3321	3321	NUM
easat-2711	251	24	edelweiss	edelweiss	PROPN
easat-2711	251	25	applied	apply	VERB
easat-2711	251	26	science	science	NOUN
easat-2711	251	27	and	and	CCONJ
easat-2711	251	28	technology	technology	NOUN
easat-2711	251	29	issn	issn	PROPN
easat-2711	251	30	:	:	PUNCT
easat-2711	251	31	2576	2576	NUM
easat-2711	251	32	-	-	SYM
easat-2711	251	33	8484	8484	NUM
easat-2711	251	34	vol	vol	NOUN
easat-2711	251	35	.	.	PROPN
easat-2711	251	36	8	8	NUM
easat-2711	251	37	,	,	PUNCT
easat-2711	251	38	no	no	INTJ
easat-2711	251	39	.	.	NOUN
easat-2711	252	1	6	6	NUM
easat-2711	252	2	:	:	SYM
easat-2711	252	3	3313	3313	NUM
easat-2711	252	4	-	-	SYM
easat-2711	252	5	3326	3326	NUM
easat-2711	252	6	,	,	PUNCT
easat-2711	252	7	2024	2024	NUM
easat-2711	252	8	doi	doi	NOUN
easat-2711	252	9	:	:	PUNCT
easat-2711	252	10	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	252	11	©	©	PROPN
easat-2711	252	12	2024	2024	NUM
easat-2711	252	13	by	by	ADP
easat-2711	252	14	the	the	DET
easat-2711	252	15	authors	author	NOUN
easat-2711	252	16	;	;	PUNCT
easat-2711	252	17	licensee	licensee	PROPN
easat-2711	252	18	learning	learning	NOUN
easat-2711	252	19	gate	gate	NOUN
easat-2711	252	20	as	as	ADP
easat-2711	252	21	true	true	ADJ
easat-2711	252	22	positive	positive	ADJ
easat-2711	252	23	(	(	PUNCT
easat-2711	252	24	tp	tp	NOUN
easat-2711	252	25	)	)	PUNCT
easat-2711	252	26	;	;	PUNCT
easat-2711	252	27	the	the	DET
easat-2711	252	28	sample	sample	NOUN
easat-2711	252	29	is	be	AUX
easat-2711	252	30	positive	positive	ADJ
easat-2711	252	31	but	but	CCONJ
easat-2711	252	32	negative	negative	ADJ
easat-2711	252	33	after	after	ADP
easat-2711	252	34	the	the	DET
easat-2711	252	35	model	model	NOUN
easat-2711	252	36	classification	classification	NOUN
easat-2711	252	37	,	,	PUNCT
easat-2711	252	38	which	which	PRON
easat-2711	252	39	is	be	AUX
easat-2711	252	40	classified	classify	VERB
easat-2711	252	41	as	as	ADP
easat-2711	252	42	false	false	ADJ
easat-2711	252	43	negative	negative	ADJ
easat-2711	252	44	(	(	PUNCT
easat-2711	252	45	fn	fn	NOUN
easat-2711	252	46	)	)	PUNCT
easat-2711	252	47	;	;	PUNCT
easat-2711	252	48	the	the	DET
easat-2711	252	49	sample	sample	NOUN
easat-2711	252	50	is	be	AUX
easat-2711	252	51	negative	negative	ADJ
easat-2711	252	52	and	and	CCONJ
easat-2711	252	53	positive	positive	ADJ
easat-2711	252	54	after	after	ADP
easat-2711	252	55	the	the	DET
easat-2711	252	56	model	model	NOUN
easat-2711	252	57	classification	classification	NOUN
easat-2711	252	58	,	,	PUNCT
easat-2711	252	59	which	which	PRON
easat-2711	252	60	is	be	AUX
easat-2711	252	61	classified	classify	VERB
easat-2711	252	62	as	as	ADP
easat-2711	252	63	false	false	ADJ
easat-2711	252	64	positive	positive	ADJ
easat-2711	252	65	(	(	PUNCT
easat-2711	252	66	fp	fp	NOUN
easat-2711	252	67	)	)	PUNCT
easat-2711	252	68	;	;	PUNCT
easat-2711	252	69	and	and	CCONJ
easat-2711	252	70	the	the	DET
easat-2711	252	71	sample	sample	NOUN
easat-2711	252	72	is	be	AUX
easat-2711	252	73	classified	classify	VERB
easat-2711	252	74	as	as	ADP
easat-2711	252	75	true	true	ADJ
easat-2711	252	76	negative	negative	ADJ
easat-2711	252	77	(	(	PUNCT
easat-2711	252	78	tn	tn	NOUN
easat-2711	252	79	)	)	PUNCT
easat-2711	252	80	when	when	SCONJ
easat-2711	252	81	it	it	PRON
easat-2711	252	82	is	be	AUX
easat-2711	252	83	still	still	ADV
easat-2711	252	84	negative	negative	ADJ
easat-2711	252	85	after	after	ADP
easat-2711	252	86	the	the	DET
easat-2711	252	87	model	model	NOUN
easat-2711	252	88	classification	classification	NOUN
easat-2711	252	89	.	.	PUNCT
easat-2711	253	1	accuracy	accuracy	NOUN
easat-2711	253	2	is	be	AUX
easat-2711	253	3	the	the	DET
easat-2711	253	4	ratio	ratio	NOUN
easat-2711	253	5	of	of	ADP
easat-2711	253	6	the	the	DET
easat-2711	253	7	sum	sum	NOUN
easat-2711	253	8	of	of	ADP
easat-2711	253	9	the	the	DET
easat-2711	253	10	number	number	NOUN
easat-2711	253	11	of	of	ADP
easat-2711	253	12	all	all	DET
easat-2711	253	13	correct	correct	ADJ
easat-2711	253	14	predictions	prediction	NOUN
easat-2711	253	15	to	to	ADP
easat-2711	253	16	the	the	DET
easat-2711	253	17	number	number	NOUN
easat-2711	253	18	of	of	ADP
easat-2711	253	19	all	all	DET
easat-2711	253	20	samples	sample	NOUN
easat-2711	253	21	.	.	PUNCT
easat-2711	254	1	it	it	PRON
easat-2711	254	2	describes	describe	VERB
easat-2711	254	3	how	how	SCONJ
easat-2711	254	4	frequently	frequently	ADV
easat-2711	254	5	the	the	DET
easat-2711	254	6	sentiment	sentiment	NOUN
easat-2711	254	7	rating	rating	NOUN
easat-2711	254	8	predicted	predict	VERB
easat-2711	254	9	by	by	ADP
easat-2711	254	10	the	the	DET
easat-2711	254	11	model	model	NOUN
easat-2711	254	12	is	be	AUX
easat-2711	254	13	correct	correct	ADJ
easat-2711	254	14	.	.	PUNCT
easat-2711	255	1	accuracy	accuracy	NOUN
easat-2711	255	2	is	be	AUX
easat-2711	255	3	calculated	calculate	VERB
easat-2711	255	4	as	as	ADP
easat-2711	255	5	:	:	PUNCT
easat-2711	255	6	fnfptntp	fnfptntp	ADJ
easat-2711	255	7	tntp	tntp	NOUN
easat-2711	255	8	ccuracyy	ccuracyy	NOUN
easat-2711	255	9	+	+	PROPN
easat-2711	256	1	+	+	PROPN
easat-2711	256	2	+	+	ADJ
easat-2711	256	3	+	+	NOUN
easat-2711	256	4	=	=	NOUN
easat-2711	256	5	a	a	DET
easat-2711	256	6	（	（	SYM
easat-2711	256	7	5	5	NUM
easat-2711	256	8	）	）	NOUN
easat-2711	256	9	precision	precision	NOUN
easat-2711	256	10	is	be	AUX
easat-2711	256	11	the	the	DET
easat-2711	256	12	ratio	ratio	NOUN
easat-2711	256	13	of	of	ADP
easat-2711	256	14	the	the	DET
easat-2711	256	15	number	number	NOUN
easat-2711	256	16	of	of	ADP
easat-2711	256	17	positive	positive	ADJ
easat-2711	256	18	evaluations	evaluation	NOUN
easat-2711	256	19	predicted	predict	VERB
easat-2711	256	20	correctly	correctly	ADV
easat-2711	256	21	to	to	ADP
easat-2711	256	22	the	the	DET
easat-2711	256	23	number	number	NOUN
easat-2711	256	24	of	of	ADP
easat-2711	256	25	all	all	DET
easat-2711	256	26	predictions	prediction	NOUN
easat-2711	256	27	that	that	PRON
easat-2711	256	28	are	be	AUX
easat-2711	256	29	positive	positive	ADJ
easat-2711	256	30	.	.	PUNCT
easat-2711	257	1	a	a	DET
easat-2711	257	2	larger	large	ADJ
easat-2711	257	3	value	value	NOUN
easat-2711	257	4	of	of	ADP
easat-2711	257	5	precision	precision	NOUN
easat-2711	257	6	indicates	indicate	VERB
easat-2711	257	7	a	a	DET
easat-2711	257	8	better	well	ADJ
easat-2711	257	9	model	model	NOUN
easat-2711	257	10	.	.	PUNCT
easat-2711	258	1	fptp	fptp	PROPN
easat-2711	258	2	tp	tp	PART
easat-2711	258	3	precision	precision	VERB
easat-2711	258	4	+	+	CCONJ
easat-2711	259	1	=	=	SYM
easat-2711	260	1	（	（	PUNCT
easat-2711	260	2	6	6	NUM
easat-2711	260	3	）	）	NOUN
easat-2711	260	4	recall	recall	NOUN
easat-2711	260	5	is	be	AUX
easat-2711	260	6	the	the	DET
easat-2711	260	7	ratio	ratio	NOUN
easat-2711	260	8	of	of	ADP
easat-2711	260	9	the	the	DET
easat-2711	260	10	number	number	NOUN
easat-2711	260	11	of	of	ADP
easat-2711	260	12	positive	positive	ADJ
easat-2711	260	13	evaluations	evaluation	NOUN
easat-2711	260	14	predicted	predict	VERB
easat-2711	260	15	correctly	correctly	ADV
easat-2711	260	16	to	to	ADP
easat-2711	260	17	the	the	DET
easat-2711	260	18	number	number	NOUN
easat-2711	260	19	of	of	ADP
easat-2711	260	20	positive	positive	ADJ
easat-2711	260	21	evaluations	evaluation	NOUN
easat-2711	260	22	for	for	ADP
easat-2711	260	23	the	the	DET
easat-2711	260	24	entire	entire	ADJ
easat-2711	260	25	sample	sample	NOUN
easat-2711	260	26	.	.	PUNCT
easat-2711	261	1	a	a	DET
easat-2711	261	2	larger	large	ADJ
easat-2711	261	3	value	value	NOUN
easat-2711	261	4	of	of	ADP
easat-2711	261	5	recall	recall	NOUN
easat-2711	261	6	rate	rate	NOUN
easat-2711	261	7	indicates	indicate	VERB
easat-2711	261	8	a	a	DET
easat-2711	261	9	better	well	ADJ
easat-2711	261	10	model	model	NOUN
easat-2711	261	11	.	.	PUNCT
easat-2711	262	1	fntp	fntp	NOUN
easat-2711	262	2	tp	tp	PART
easat-2711	262	3	recall	recall	VERB
easat-2711	262	4	+	+	CCONJ
easat-2711	263	1	=	=	PUNCT
easat-2711	264	1	（	（	PUNCT
easat-2711	264	2	7	7	NUM
easat-2711	264	3	）	）	NOUN
easat-2711	264	4	bothprecision	bothprecision	NOUN
easat-2711	264	5	and	and	CCONJ
easat-2711	264	6	recall	recall	NOUN
easat-2711	264	7	of	of	ADP
easat-2711	264	8	test	test	NOUN
easat-2711	264	9	data	datum	NOUN
easat-2711	264	10	are	be	AUX
easat-2711	264	11	used	use	VERB
easat-2711	264	12	to	to	PART
easat-2711	264	13	calculate	calculate	VERB
easat-2711	264	14	the	the	DET
easat-2711	264	15	f1	f1	NOUN
easat-2711	264	16	score	score	NOUN
easat-2711	264	17	.	.	PUNCT
easat-2711	265	1	it	it	PRON
easat-2711	265	2	is	be	AUX
easat-2711	265	3	calculated	calculate	VERB
easat-2711	265	4	as	as	SCONJ
easat-2711	265	5	follows	follow	VERB
easat-2711	265	6	.	.	PUNCT
easat-2711	266	1	recallprecision	recallprecision	NOUN
easat-2711	266	2	recallprecision	recallprecision	NOUN
easat-2711	266	3	f	f	PROPN
easat-2711	267	1	+	+	CCONJ
easat-2711	267	2			NOUN
easat-2711	267	3	=	=	SYM
easat-2711	267	4	2	2	NUM
easat-2711	267	5	1	1	NUM
easat-2711	267	6	（	（	NUM
easat-2711	267	7	8	8	NUM
easat-2711	267	8	）	）	SYM
easat-2711	267	9	4.4	4.4	NUM
easat-2711	267	10	.	.	PUNCT
easat-2711	267	11	model	model	NOUN
easat-2711	267	12	parameters	parameter	NOUN
easat-2711	267	13	and	and	CCONJ
easat-2711	267	14	comparison	comparison	NOUN
easat-2711	267	15	of	of	ADP
easat-2711	267	16	experiments	experiment	NOUN
easat-2711	267	17	results	result	VERB
easat-2711	267	18	the	the	DET
easat-2711	267	19	experiment	experiment	NOUN
easat-2711	267	20	was	be	AUX
easat-2711	267	21	based	base	VERB
easat-2711	267	22	on	on	ADP
easat-2711	267	23	the	the	DET
easat-2711	267	24	keras	keras	PROPN
easat-2711	267	25	deep	deep	ADJ
easat-2711	267	26	learning	learning	NOUN
easat-2711	267	27	framework	framework	NOUN
easat-2711	267	28	and	and	CCONJ
easat-2711	267	29	used	use	VERB
easat-2711	267	30	ten	ten	NUM
easat-2711	267	31	-	-	ADJ
easat-2711	267	32	fold	fold	ADJ
easat-2711	267	33	crossvalidation	crossvalidation	NOUN
easat-2711	267	34	.	.	PUNCT
easat-2711	268	1	the	the	DET
easat-2711	268	2	training	training	NOUN
easat-2711	268	3	process	process	NOUN
easat-2711	268	4	used	use	VERB
easat-2711	268	5	the	the	DET
easat-2711	268	6	dropout	dropout	NOUN
easat-2711	268	7	mechanism	mechanism	NOUN
easat-2711	268	8	and	and	CCONJ
easat-2711	268	9	the	the	DET
easat-2711	268	10	model	model	NOUN
easat-2711	268	11	accuracy	accuracy	NOUN
easat-2711	268	12	was	be	AUX
easat-2711	268	13	highest	high	ADJ
easat-2711	268	14	when	when	SCONJ
easat-2711	268	15	the	the	DET
easat-2711	268	16	dropout	dropout	NOUN
easat-2711	268	17	rate	rate	NOUN
easat-2711	268	18	was	be	AUX
easat-2711	268	19	set	set	VERB
easat-2711	268	20	to	to	ADP
easat-2711	268	21	0.5	0.5	NUM
easat-2711	268	22	.	.	PUNCT
easat-2711	269	1	the	the	DET
easat-2711	269	2	window	window	NOUN
easat-2711	269	3	size	size	NOUN
easat-2711	269	4	of	of	ADP
easat-2711	269	5	the	the	DET
easat-2711	269	6	convolution	convolution	NOUN
easat-2711	269	7	kernels	kernel	NOUN
easat-2711	269	8	selected	select	VERB
easat-2711	269	9	by	by	ADP
easat-2711	269	10	the	the	DET
easat-2711	269	11	three	three	NUM
easat-2711	269	12	channels	channel	NOUN
easat-2711	269	13	are	be	AUX
easat-2711	269	14	(	(	PUNCT
easat-2711	269	15	3	3	NUM
easat-2711	269	16	,	,	PUNCT
easat-2711	269	17	4	4	NUM
easat-2711	269	18	,	,	PUNCT
easat-2711	269	19	5	5	NUM
easat-2711	269	20	)	)	PUNCT
easat-2711	269	21	and	and	CCONJ
easat-2711	269	22	the	the	DET
easat-2711	269	23	batch	batch	NOUN
easat-2711	269	24	size	size	NOUN
easat-2711	269	25	was	be	AUX
easat-2711	269	26	set	set	VERB
easat-2711	269	27	to	to	ADP
easat-2711	269	28	128	128	NUM
easat-2711	269	29	.	.	PUNCT
easat-2711	270	1	the	the	DET
easat-2711	270	2	adam	adam	PROPN
easat-2711	270	3	optimizer	optimizer	NOUN
easat-2711	270	4	was	be	AUX
easat-2711	270	5	used	use	VERB
easat-2711	270	6	in	in	ADP
easat-2711	270	7	the	the	DET
easat-2711	270	8	training	training	NOUN
easat-2711	270	9	process	process	NOUN
easat-2711	270	10	,	,	PUNCT
easat-2711	270	11	and	and	CCONJ
easat-2711	270	12	the	the	DET
easat-2711	270	13	initial	initial	ADJ
easat-2711	270	14	learning	learning	NOUN
easat-2711	270	15	rate	rate	NOUN
easat-2711	270	16	was	be	AUX
easat-2711	270	17	0.001	0.001	NUM
easat-2711	270	18	.	.	PUNCT
easat-2711	271	1	tab	tab	NOUN
easat-2711	271	2	.	.	PUNCT
easat-2711	272	1	3	3	NUM
easat-2711	272	2	lists	list	VERB
easat-2711	272	3	the	the	DET
easat-2711	272	4	parameters	parameter	NOUN
easat-2711	272	5	and	and	CCONJ
easat-2711	272	6	tab	tab	NOUN
easat-2711	272	7	.	.	PUNCT
easat-2711	272	8	4	4	NUM
easat-2711	272	9	shows	show	VERB
easat-2711	272	10	the	the	DET
easat-2711	272	11	prediction	prediction	NOUN
easat-2711	272	12	performance	performance	NOUN
easat-2711	272	13	of	of	ADP
easat-2711	272	14	the	the	DET
easat-2711	272	15	various	various	ADJ
easat-2711	272	16	models	model	NOUN
easat-2711	272	17	.	.	PUNCT
easat-2711	273	1	table	table	NOUN
easat-2711	273	2	3	3	NUM
easat-2711	273	3	.	.	PUNCT
easat-2711	274	1	parameters	parameter	NOUN
easat-2711	274	2	of	of	ADP
easat-2711	274	3	the	the	DET
easat-2711	274	4	bilstm	bilstm	NOUN
easat-2711	274	5	-	-	PUNCT
easat-2711	274	6	cnn	cnn	PROPN
easat-2711	274	7	model	model	NOUN
easat-2711	274	8	.	.	PUNCT
easat-2711	275	1	parameters	parameter	NOUN
easat-2711	275	2	value	value	NOUN
easat-2711	275	3	/	/	SYM
easat-2711	275	4	category	category	NOUN
easat-2711	275	5	dropout	dropout	NOUN
easat-2711	275	6	rate	rate	NOUN
easat-2711	275	7	0.5	0.5	NUM
easat-2711	275	8	window	window	NOUN
easat-2711	275	9	size	size	NOUN
easat-2711	275	10	of	of	ADP
easat-2711	275	11	the	the	DET
easat-2711	275	12	convolution	convolution	NOUN
easat-2711	275	13	kernels	kernel	NOUN
easat-2711	275	14	(	(	PUNCT
easat-2711	275	15	3,4,5	3,4,5	NUM
easat-2711	275	16	)	)	PUNCT
easat-2711	275	17	number	number	NOUN
easat-2711	275	18	of	of	ADP
easat-2711	275	19	convolution	convolution	NOUN
easat-2711	275	20	kernel	kernel	NOUN
easat-2711	275	21	128	128	NUM
easat-2711	275	22	optimizer	optimizer	NOUN
easat-2711	275	23	adam	adam	PROPN
easat-2711	275	24	learning	learning	PROPN
easat-2711	275	25	rate	rate	NOUN
easat-2711	275	26	0.001	0.001	NUM
easat-2711	275	27	cross	cross	ADJ
easat-2711	275	28	-	-	ADJ
easat-2711	275	29	entropy	entropy	ADJ
easat-2711	275	30	loss	loss	NOUN
easat-2711	275	31	function	function	VERB
easat-2711	275	32	binary	binary	NOUN
easat-2711	275	33	classifier	classifier	NOUN
easat-2711	275	34	sigmoid	sigmoid	NOUN
easat-2711	275	35	to	to	PART
easat-2711	275	36	validate	validate	VERB
easat-2711	275	37	the	the	DET
easat-2711	275	38	proposed	propose	VERB
easat-2711	275	39	hybrid	hybrid	NOUN
easat-2711	275	40	model	model	NOUN
easat-2711	275	41	,	,	PUNCT
easat-2711	276	1	the	the	DET
easat-2711	276	2	performance	performance	NOUN
easat-2711	276	3	of	of	ADP
easat-2711	276	4	the	the	DET
easat-2711	276	5	proposed	propose	VERB
easat-2711	276	6	model	model	NOUN
easat-2711	276	7	was	be	AUX
easat-2711	276	8	compared	compare	VERB
easat-2711	276	9	to	to	ADP
easat-2711	276	10	nine	nine	NUM
easat-2711	276	11	baseline	baseline	NOUN
easat-2711	276	12	models	model	NOUN
easat-2711	276	13	:	:	PUNCT
easat-2711	276	14	knn	knn	PROPN
easat-2711	276	15	,	,	PUNCT
easat-2711	276	16	svm	svm	PROPN
easat-2711	276	17	,	,	PUNCT
easat-2711	276	18	naïve	naïve	ADJ
easat-2711	276	19	bayes	bayes	NOUN
easat-2711	276	20	,	,	PUNCT
easat-2711	276	21	rf	rf	PROPN
easat-2711	276	22	,	,	PUNCT
easat-2711	276	23	cnn	cnn	PROPN
easat-2711	276	24	,	,	PUNCT
easat-2711	276	25	lstm	lstm	PROPN
easat-2711	276	26	,	,	PUNCT
easat-2711	276	27	bilstm	bilstm	NOUN
easat-2711	276	28	,	,	PUNCT
easat-2711	276	29	and	and	CCONJ
easat-2711	276	30	lstm	lstm	PROPN
easat-2711	276	31	-	-	PUNCT
easat-2711	276	32	cnn	cnn	PROPN
easat-2711	276	33	.	.	PUNCT
easat-2711	277	1	as	as	SCONJ
easat-2711	277	2	can	can	AUX
easat-2711	277	3	be	be	AUX
easat-2711	277	4	seen	see	VERB
easat-2711	277	5	from	from	ADP
easat-2711	277	6	tab	tab	NOUN
easat-2711	277	7	.	.	PUNCT
easat-2711	278	1	4	4	NUM
easat-2711	278	2	,	,	PUNCT
easat-2711	278	3	the	the	DET
easat-2711	278	4	performance	performance	NOUN
easat-2711	278	5	indices	index	NOUN
easat-2711	278	6	of	of	ADP
easat-2711	278	7	the	the	DET
easat-2711	278	8	deep	deep	ADJ
easat-2711	278	9	learning	learning	NOUN
easat-2711	278	10	models	model	NOUN
easat-2711	278	11	(	(	PUNCT
easat-2711	278	12	cnn	cnn	PROPN
easat-2711	278	13	,	,	PUNCT
easat-2711	278	14	lstm	lstm	PROPN
easat-2711	278	15	,	,	PUNCT
easat-2711	278	16	bilstm	bilstm	NOUN
easat-2711	278	17	)	)	PUNCT
easat-2711	278	18	are	be	AUX
easat-2711	278	19	much	much	ADV
easat-2711	278	20	better	well	ADJ
easat-2711	278	21	than	than	ADP
easat-2711	278	22	the	the	DET
easat-2711	278	23	traditional	traditional	ADJ
easat-2711	278	24	machine	machine	NOUN
easat-2711	278	25	learning	learning	NOUN
easat-2711	278	26	model	model	NOUN
easat-2711	278	27	(	(	PUNCT
easat-2711	278	28	e.g.	e.g.	ADV
easat-2711	278	29	,	,	PUNCT
easat-2711	278	30	naïve	naïve	ADJ
easat-2711	278	31	bayes	bayes	PROPN
easat-2711	278	32	model	model	NOUN
easat-2711	278	33	,	,	PUNCT
easat-2711	278	34	rf	rf	NOUN
easat-2711	278	35	,	,	PUNCT
easat-2711	278	36	svm	svm	ADJ
easat-2711	278	37	,	,	PUNCT
easat-2711	278	38	and	and	CCONJ
easat-2711	278	39	knn	knn	PROPN
easat-2711	278	40	)	)	PUNCT
easat-2711	278	41	.	.	PUNCT
easat-2711	279	1	compared	compare	VERB
easat-2711	279	2	with	with	ADP
easat-2711	279	3	the	the	DET
easat-2711	279	4	traditional	traditional	ADJ
easat-2711	279	5	machine	machine	NOUN
easat-2711	279	6	learning	learning	NOUN
easat-2711	279	7	model	model	NOUN
easat-2711	279	8	,	,	PUNCT
easat-2711	279	9	the	the	DET
easat-2711	279	10	feature	feature	NOUN
easat-2711	279	11	extraction	extraction	NOUN
easat-2711	279	12	of	of	ADP
easat-2711	279	13	the	the	DET
easat-2711	279	14	neural	neural	ADJ
easat-2711	279	15	network	network	NOUN
easat-2711	279	16	model	model	NOUN
easat-2711	279	17	uses	use	VERB
easat-2711	279	18	word	word	NOUN
easat-2711	279	19	vectors	vector	NOUN
easat-2711	279	20	trained	train	VERB
easat-2711	279	21	by	by	ADP
easat-2711	279	22	word2vec	word2vec	PROPN
easat-2711	279	23	,	,	PUNCT
easat-2711	279	24	which	which	PRON
easat-2711	279	25	are	be	AUX
easat-2711	279	26	rich	rich	ADJ
easat-2711	279	27	in	in	ADP
easat-2711	279	28	semantic	semantic	ADJ
easat-2711	279	29	and	and	CCONJ
easat-2711	279	30	contextual	contextual	ADJ
easat-2711	279	31	information	information	NOUN
easat-2711	279	32	.	.	PUNCT
easat-2711	280	1	therefore	therefore	ADV
easat-2711	280	2	,	,	PUNCT
easat-2711	280	3	the	the	DET
easat-2711	280	4	experiment	experiment	NOUN
easat-2711	280	5	results	result	NOUN
easat-2711	280	6	illustrated	illustrate	VERB
easat-2711	280	7	that	that	SCONJ
easat-2711	280	8	deep	deep	ADJ
easat-2711	280	9	learning	learning	NOUN
easat-2711	280	10	models	model	NOUN
easat-2711	280	11	were	be	AUX
easat-2711	280	12	more	more	ADV
easat-2711	280	13	effective	effective	ADJ
easat-2711	280	14	in	in	ADP
easat-2711	280	15	sentiment	sentiment	NOUN
easat-2711	280	16	analysis	analysis	NOUN
easat-2711	280	17	compared	compare	VERB
easat-2711	280	18	to	to	ADP
easat-2711	280	19	traditional	traditional	ADJ
easat-2711	280	20	machine	machine	NOUN
easat-2711	280	21	learning	learning	NOUN
easat-2711	280	22	models	model	NOUN
easat-2711	280	23	(	(	PUNCT
easat-2711	280	24	e.g.	e.g.	ADV
easat-2711	280	25	,	,	PUNCT
easat-2711	280	26	naïve	naïve	ADJ
easat-2711	280	27	bayes	bayes	NOUN
easat-2711	280	28	in	in	ADP
easat-2711	280	29	this	this	DET
easat-2711	280	30	paper	paper	NOUN
easat-2711	280	31	)	)	PUNCT
easat-2711	280	32	,	,	PUNCT
easat-2711	280	33	which	which	PRON
easat-2711	280	34	was	be	AUX
easat-2711	280	35	attributed	attribute	VERB
easat-2711	280	36	to	to	ADP
easat-2711	280	37	the	the	DET
easat-2711	280	38	powerful	powerful	ADJ
easat-2711	280	39	feature	feature	NOUN
easat-2711	280	40	extraction	extraction	NOUN
easat-2711	280	41	ability	ability	NOUN
easat-2711	280	42	of	of	ADP
easat-2711	280	43	deep	deep	ADJ
easat-2711	280	44	learning	learning	NOUN
easat-2711	280	45	and	and	CCONJ
easat-2711	280	46	its	its	PRON
easat-2711	280	47	nonlinear	nonlinear	ADJ
easat-2711	280	48	fitting	fitting	ADJ
easat-2711	280	49	ability	ability	NOUN
easat-2711	280	50	.	.	PUNCT
easat-2711	281	1	3322	3322	NUM
easat-2711	281	2	edelweiss	edelweiss	PROPN
easat-2711	281	3	applied	apply	VERB
easat-2711	281	4	science	science	NOUN
easat-2711	281	5	and	and	CCONJ
easat-2711	281	6	technology	technology	NOUN
easat-2711	281	7	issn	issn	PROPN
easat-2711	281	8	:	:	PUNCT
easat-2711	281	9	2576	2576	NUM
easat-2711	281	10	-	-	SYM
easat-2711	281	11	8484	8484	NUM
easat-2711	281	12	vol	vol	NOUN
easat-2711	281	13	.	.	PROPN
easat-2711	281	14	8	8	NUM
easat-2711	281	15	,	,	PUNCT
easat-2711	281	16	no	no	INTJ
easat-2711	281	17	.	.	NOUN
easat-2711	282	1	6	6	NUM
easat-2711	282	2	:	:	SYM
easat-2711	282	3	3313	3313	NUM
easat-2711	282	4	-	-	SYM
easat-2711	282	5	3326	3326	NUM
easat-2711	282	6	,	,	PUNCT
easat-2711	282	7	2024	2024	NUM
easat-2711	282	8	doi	doi	NOUN
easat-2711	282	9	:	:	PUNCT
easat-2711	282	10	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	282	11	©	©	PROPN
easat-2711	282	12	2024	2024	NUM
easat-2711	282	13	by	by	ADP
easat-2711	282	14	the	the	DET
easat-2711	282	15	authors	author	NOUN
easat-2711	282	16	;	;	PUNCT
easat-2711	282	17	licensee	licensee	PROPN
easat-2711	282	18	learning	learn	VERB
easat-2711	282	19	gate	gate	NOUN
easat-2711	282	20	table	table	NOUN
easat-2711	282	21	4	4	NUM
easat-2711	282	22	.	.	PUNCT
easat-2711	282	23	summary	summary	NOUN
easat-2711	282	24	of	of	ADP
easat-2711	282	25	the	the	DET
easat-2711	282	26	prediction	prediction	NOUN
easat-2711	282	27	performance	performance	NOUN
easat-2711	282	28	for	for	ADP
easat-2711	282	29	different	different	ADJ
easat-2711	282	30	models	model	NOUN
easat-2711	282	31	.	.	PUNCT
easat-2711	283	1	model	model	NOUN
easat-2711	283	2	accuracy	accuracy	PROPN
easat-2711	283	3	precision	precision	PROPN
easat-2711	283	4	recall	recall	PROPN
easat-2711	283	5	f1	f1	PROPN
easat-2711	283	6	(	(	PUNCT
easat-2711	283	7	a	a	NOUN
easat-2711	283	8	)	)	PUNCT
easat-2711	283	9	knn	knn	PROPN
easat-2711	284	1	62.82	62.82	NUM
easat-2711	284	2	%	%	NOUN
easat-2711	284	3	60.71	60.71	NUM
easat-2711	284	4	%	%	NOUN
easat-2711	284	5	82.65	82.65	NUM
easat-2711	284	6	%	%	NOUN
easat-2711	284	7	70.18	70.18	NUM
easat-2711	284	8	%	%	NOUN
easat-2711	284	9	(	(	PUNCT
easat-2711	284	10	b	b	NOUN
easat-2711	284	11	)	)	PUNCT
easat-2711	284	12	svm	svm	NOUN
easat-2711	284	13	72.26	72.26	NUM
easat-2711	284	14	%	%	NOUN
easat-2711	284	15	66.28	66.28	NUM
easat-2711	284	16	%	%	NOUN
easat-2711	284	17	88.64	88.64	NUM
easat-2711	284	18	%	%	NOUN
easat-2711	284	19	79.24	79.24	NUM
easat-2711	284	20	%	%	NOUN
easat-2711	284	21	(	(	PUNCT
easat-2711	284	22	c	c	NOUN
easat-2711	284	23	)	)	PUNCT
easat-2711	284	24	naïve	naïve	ADJ
easat-2711	284	25	bayes	baye	NOUN
easat-2711	284	26	73.37	73.37	NUM
easat-2711	284	27	%	%	NOUN
easat-2711	284	28	69.32	69.32	NUM
easat-2711	284	29	%	%	NOUN
easat-2711	284	30	95.34	95.34	NUM
easat-2711	284	31	%	%	NOUN
easat-2711	284	32	80.27	80.27	NUM
easat-2711	284	33	%	%	NOUN
easat-2711	284	34	(	(	PUNCT
easat-2711	284	35	d	d	NOUN
easat-2711	284	36	)	)	PUNCT
easat-2711	284	37	rf	rf	VERB
easat-2711	284	38	78.61	78.61	NUM
easat-2711	284	39	%	%	NOUN
easat-2711	284	40	80.59	80.59	NUM
easat-2711	284	41	%	%	NOUN
easat-2711	284	42	90.71	90.71	NUM
easat-2711	284	43	%	%	NOUN
easat-2711	284	44	82.13	82.13	NUM
easat-2711	284	45	%	%	NOUN
easat-2711	284	46	(	(	PUNCT
easat-2711	284	47	e	e	NOUN
easat-2711	284	48	)	)	PUNCT
easat-2711	284	49	cnn	cnn	NOUN
easat-2711	284	50	94.42	94.42	NUM
easat-2711	284	51	%	%	NOUN
easat-2711	284	52	91.67	91.67	NUM
easat-2711	284	53	%	%	NOUN
easat-2711	284	54	97.81	97.81	NUM
easat-2711	284	55	%	%	NOUN
easat-2711	284	56	94.64	94.64	NUM
easat-2711	284	57	%	%	NOUN
easat-2711	284	58	(	(	PUNCT
easat-2711	284	59	f	f	X
easat-2711	284	60	)	)	PUNCT
easat-2711	284	61	lstm	lstm	NOUN
easat-2711	284	62	94.91	94.91	NUM
easat-2711	284	63	%	%	NOUN
easat-2711	284	64	93.34	93.34	NUM
easat-2711	284	65	%	%	NOUN
easat-2711	284	66	96.81	96.81	NUM
easat-2711	284	67	%	%	NOUN
easat-2711	284	68	95.05	95.05	NUM
easat-2711	284	69	%	%	NOUN
easat-2711	284	70	(	(	PUNCT
easat-2711	284	71	g	g	NOUN
easat-2711	284	72	)	)	PUNCT
easat-2711	284	73	bilstm	bilstm	NOUN
easat-2711	284	74	95.52	95.52	NUM
easat-2711	284	75	%	%	NOUN
easat-2711	284	76	94.64	94.64	NUM
easat-2711	284	77	%	%	NOUN
easat-2711	284	78	96.60	96.60	NUM
easat-2711	284	79	%	%	NOUN
easat-2711	284	80	95.60	95.60	NUM
easat-2711	284	81	%	%	NOUN
easat-2711	284	82	(	(	PUNCT
easat-2711	284	83	h	h	NOUN
easat-2711	284	84	)	)	PUNCT
easat-2711	284	85	lstm	lstm	PROPN
easat-2711	284	86	-	-	PUNCT
easat-2711	284	87	cnn	cnn	PROPN
easat-2711	284	88	95.96	95.96	NUM
easat-2711	284	89	%	%	NOUN
easat-2711	284	90	95.51	95.51	NUM
easat-2711	284	91	%	%	NOUN
easat-2711	284	92	96.52	96.52	NUM
easat-2711	284	93	%	%	NOUN
easat-2711	284	94	96.01	96.01	NUM
easat-2711	284	95	%	%	NOUN
easat-2711	284	96	(	(	PUNCT
easat-2711	284	97	i	i	NOUN
easat-2711	284	98	)	)	PUNCT
easat-2711	284	99	bilstm	bilstm	NOUN
easat-2711	284	100	-	-	PUNCT
easat-2711	284	101	cnn	cnn	PROPN
easat-2711	284	102	96.53	96.53	NUM
easat-2711	284	103	%	%	NOUN
easat-2711	284	104	97.70	97.70	NUM
easat-2711	284	105	%	%	NOUN
easat-2711	284	106	95.36	95.36	NUM
easat-2711	284	107	%	%	NOUN
easat-2711	284	108	96.52	96.52	NUM
easat-2711	284	109	%	%	NOUN
easat-2711	284	110	in	in	ADP
easat-2711	284	111	addition	addition	NOUN
easat-2711	284	112	,	,	PUNCT
easat-2711	284	113	compared	compare	VERB
easat-2711	284	114	with	with	ADP
easat-2711	284	115	the	the	DET
easat-2711	284	116	deep	deep	ADJ
easat-2711	284	117	learning	learning	NOUN
easat-2711	284	118	models	model	NOUN
easat-2711	284	119	,	,	PUNCT
easat-2711	284	120	i.e.	i.e.	X
easat-2711	284	121	,	,	PUNCT
easat-2711	284	122	cnn	cnn	PROPN
easat-2711	284	123	,	,	PUNCT
easat-2711	284	124	lstm	lstm	PROPN
easat-2711	284	125	,	,	PUNCT
easat-2711	284	126	bilstm	bilstm	NOUN
easat-2711	284	127	,	,	PUNCT
easat-2711	284	128	and	and	CCONJ
easat-2711	284	129	lstm	lstm	PROPN
easat-2711	284	130	-	-	PUNCT
easat-2711	284	131	cnn	cnn	PROPN
easat-2711	284	132	,	,	PUNCT
easat-2711	284	133	the	the	DET
easat-2711	284	134	proposed	propose	VERB
easat-2711	284	135	hybrid	hybrid	NOUN
easat-2711	284	136	model	model	NOUN
easat-2711	284	137	obtained	obtain	VERB
easat-2711	284	138	the	the	DET
easat-2711	284	139	best	good	ADJ
easat-2711	284	140	prediction	prediction	NOUN
easat-2711	284	141	performance	performance	NOUN
easat-2711	284	142	in	in	ADP
easat-2711	284	143	all	all	DET
easat-2711	284	144	performance	performance	NOUN
easat-2711	284	145	indices	index	NOUN
easat-2711	284	146	except	except	SCONJ
easat-2711	284	147	the	the	DET
easat-2711	284	148	recall	recall	NOUN
easat-2711	284	149	rate	rate	NOUN
easat-2711	284	150	.	.	PUNCT
easat-2711	285	1	compared	compare	VERB
easat-2711	285	2	with	with	ADP
easat-2711	285	3	cnn	cnn	PROPN
easat-2711	285	4	,	,	PUNCT
easat-2711	285	5	the	the	DET
easat-2711	285	6	accuracy	accuracy	NOUN
easat-2711	285	7	rate	rate	NOUN
easat-2711	285	8	,	,	PUNCT
easat-2711	285	9	precision	precision	NOUN
easat-2711	285	10	rate	rate	NOUN
easat-2711	285	11	and	and	CCONJ
easat-2711	285	12	f1	f1	ADJ
easat-2711	285	13	score	score	NOUN
easat-2711	285	14	of	of	ADP
easat-2711	285	15	the	the	DET
easat-2711	285	16	bilstmcnn	bilstmcnn	PROPN
easat-2711	285	17	model	model	NOUN
easat-2711	285	18	increased	increase	VERB
easat-2711	285	19	by	by	ADP
easat-2711	285	20	2.11	2.11	NUM
easat-2711	285	21	%	%	NOUN
easat-2711	285	22	,	,	PUNCT
easat-2711	285	23	6.03	6.03	NUM
easat-2711	285	24	%	%	NOUN
easat-2711	285	25	,	,	PUNCT
easat-2711	285	26	and	and	CCONJ
easat-2711	285	27	1.88	1.88	NUM
easat-2711	285	28	%	%	NOUN
easat-2711	285	29	,	,	PUNCT
easat-2711	285	30	respectively	respectively	ADV
easat-2711	285	31	.	.	PUNCT
easat-2711	286	1	this	this	PRON
easat-2711	286	2	is	be	AUX
easat-2711	286	3	due	due	ADJ
easat-2711	286	4	to	to	ADP
easat-2711	286	5	the	the	DET
easat-2711	286	6	temporal	temporal	ADJ
easat-2711	286	7	characteristics	characteristic	NOUN
easat-2711	286	8	of	of	ADP
easat-2711	286	9	the	the	DET
easat-2711	286	10	bilstm	bilstm	NOUN
easat-2711	286	11	model	model	NOUN
easat-2711	286	12	,	,	PUNCT
easat-2711	286	13	which	which	PRON
easat-2711	286	14	is	be	AUX
easat-2711	286	15	able	able	ADJ
easat-2711	286	16	to	to	PART
easat-2711	286	17	link	link	VERB
easat-2711	286	18	the	the	DET
easat-2711	286	19	contextual	contextual	ADJ
easat-2711	286	20	relationships	relationship	NOUN
easat-2711	286	21	and	and	CCONJ
easat-2711	286	22	thus	thus	ADV
easat-2711	286	23	has	have	VERB
easat-2711	286	24	better	well	ADJ
easat-2711	286	25	predictive	predictive	ADJ
easat-2711	286	26	performance	performance	NOUN
easat-2711	286	27	.	.	PUNCT
easat-2711	287	1	compared	compare	VERB
easat-2711	287	2	with	with	ADP
easat-2711	287	3	bilstm	bilstm	NOUN
easat-2711	287	4	,	,	PUNCT
easat-2711	287	5	the	the	DET
easat-2711	287	6	accuracy	accuracy	NOUN
easat-2711	287	7	rate	rate	NOUN
easat-2711	287	8	,	,	PUNCT
easat-2711	287	9	precision	precision	NOUN
easat-2711	287	10	rate	rate	NOUN
easat-2711	287	11	and	and	CCONJ
easat-2711	287	12	f1	f1	ADJ
easat-2711	287	13	score	score	NOUN
easat-2711	287	14	of	of	ADP
easat-2711	287	15	the	the	DET
easat-2711	287	16	bilstm	bilstm	NOUN
easat-2711	287	17	-	-	PUNCT
easat-2711	287	18	cnn	cnn	PROPN
easat-2711	287	19	model	model	NOUN
easat-2711	287	20	increased	increase	VERB
easat-2711	287	21	by	by	ADP
easat-2711	287	22	1.01	1.01	NUM
easat-2711	287	23	%	%	NOUN
easat-2711	287	24	,	,	PUNCT
easat-2711	287	25	3.06	3.06	NUM
easat-2711	287	26	%	%	NOUN
easat-2711	287	27	,	,	PUNCT
easat-2711	287	28	and	and	CCONJ
easat-2711	287	29	0.92	0.92	NUM
easat-2711	287	30	%	%	NOUN
easat-2711	287	31	,	,	PUNCT
easat-2711	287	32	respectively	respectively	ADV
easat-2711	287	33	.	.	PUNCT
easat-2711	288	1	since	since	SCONJ
easat-2711	288	2	the	the	DET
easat-2711	288	3	proposed	propose	VERB
easat-2711	288	4	hybrid	hybrid	NOUN
easat-2711	288	5	model	model	NOUN
easat-2711	288	6	integratedcnn	integratedcnn	PROPN
easat-2711	288	7	to	to	PART
easat-2711	288	8	reduce	reduce	VERB
easat-2711	288	9	the	the	DET
easat-2711	288	10	dimensionality	dimensionality	NOUN
easat-2711	288	11	of	of	ADP
easat-2711	288	12	the	the	DET
easat-2711	288	13	features	feature	NOUN
easat-2711	288	14	and	and	CCONJ
easat-2711	288	15	thus	thus	ADV
easat-2711	288	16	could	could	AUX
easat-2711	288	17	extract	extract	VERB
easat-2711	288	18	features	feature	NOUN
easat-2711	288	19	more	more	ADV
easat-2711	288	20	effectively	effectively	ADV
easat-2711	288	21	and	and	CCONJ
easat-2711	288	22	used	use	VERB
easat-2711	288	23	them	they	PRON
easat-2711	288	24	for	for	ADP
easat-2711	288	25	sentiment	sentiment	NOUN
easat-2711	288	26	analysis	analysis	NOUN
easat-2711	288	27	,	,	PUNCT
easat-2711	288	28	which	which	PRON
easat-2711	288	29	further	far	ADV
easat-2711	288	30	improved	improve	VERB
easat-2711	288	31	the	the	DET
easat-2711	288	32	prediction	prediction	NOUN
easat-2711	288	33	accuracy	accuracy	NOUN
easat-2711	288	34	and	and	CCONJ
easat-2711	288	35	operational	operational	ADJ
easat-2711	288	36	efficiency	efficiency	NOUN
easat-2711	288	37	of	of	ADP
easat-2711	288	38	the	the	DET
easat-2711	288	39	bilstm	bilstm	NOUN
easat-2711	288	40	-	-	PUNCT
easat-2711	288	41	cnn	cnn	PROPN
easat-2711	288	42	model	model	NOUN
easat-2711	288	43	.	.	PUNCT
easat-2711	289	1	furthermore	furthermore	ADV
easat-2711	289	2	,	,	PUNCT
easat-2711	289	3	as	as	SCONJ
easat-2711	289	4	shown	show	VERB
easat-2711	289	5	in	in	ADP
easat-2711	289	6	tab	tab	NOUN
easat-2711	289	7	.	.	PUNCT
easat-2711	289	8	4	4	NUM
easat-2711	289	9	,	,	PUNCT
easat-2711	289	10	compared	compare	VERB
easat-2711	289	11	with	with	ADP
easat-2711	289	12	the	the	DET
easat-2711	289	13	hybrid	hybrid	ADJ
easat-2711	289	14	model	model	NOUN
easat-2711	289	15	of	of	ADP
easat-2711	289	16	lstm	lstm	PROPN
easat-2711	289	17	-	-	PUNCT
easat-2711	289	18	cnn	cnn	PROPN
easat-2711	289	19	,	,	PUNCT
easat-2711	289	20	the	the	DET
easat-2711	289	21	accuracy	accuracy	NOUN
easat-2711	289	22	rate	rate	NOUN
easat-2711	289	23	,	,	PUNCT
easat-2711	289	24	precision	precision	NOUN
easat-2711	289	25	rate	rate	NOUN
easat-2711	289	26	and	and	CCONJ
easat-2711	289	27	f1	f1	ADJ
easat-2711	289	28	score	score	NOUN
easat-2711	289	29	of	of	ADP
easat-2711	289	30	the	the	DET
easat-2711	289	31	proposed	propose	VERB
easat-2711	289	32	hybrid	hybrid	NOUN
easat-2711	289	33	model	model	NOUN
easat-2711	289	34	of	of	ADP
easat-2711	289	35	bilstm	bilstm	NOUN
easat-2711	289	36	-	-	PUNCT
easat-2711	289	37	cnn	cnn	PROPN
easat-2711	289	38	increased	increase	VERB
easat-2711	289	39	by	by	ADP
easat-2711	289	40	0.57	0.57	NUM
easat-2711	289	41	%	%	NOUN
easat-2711	289	42	,	,	PUNCT
easat-2711	289	43	2.19	2.19	NUM
easat-2711	289	44	%	%	NOUN
easat-2711	289	45	,	,	PUNCT
easat-2711	289	46	and	and	CCONJ
easat-2711	289	47	0.51	0.51	NUM
easat-2711	289	48	%	%	NOUN
easat-2711	289	49	,	,	PUNCT
easat-2711	289	50	respectively	respectively	ADV
easat-2711	289	51	.	.	PUNCT
easat-2711	290	1	unlike	unlike	ADP
easat-2711	290	2	standard	standard	ADJ
easat-2711	290	3	lstm	lstm	NOUN
easat-2711	290	4	,	,	PUNCT
easat-2711	290	5	bilstm	bilstm	NOUN
easat-2711	290	6	used	use	VERB
easat-2711	290	7	the	the	DET
easat-2711	290	8	input	input	NOUN
easat-2711	290	9	flows	flow	NOUN
easat-2711	290	10	in	in	ADP
easat-2711	290	11	both	both	DET
easat-2711	290	12	directions	direction	NOUN
easat-2711	290	13	,	,	PUNCT
easat-2711	290	14	and	and	CCONJ
easat-2711	290	15	it	it	PRON
easat-2711	290	16	was	be	AUX
easat-2711	290	17	capable	capable	ADJ
easat-2711	290	18	of	of	ADP
easat-2711	290	19	utilizing	utilize	VERB
easat-2711	290	20	information	information	NOUN
easat-2711	290	21	from	from	ADP
easat-2711	290	22	both	both	DET
easat-2711	290	23	sides	side	NOUN
easat-2711	290	24	.	.	PUNCT
easat-2711	291	1	it	it	PRON
easat-2711	291	2	was	be	AUX
easat-2711	291	3	also	also	ADV
easat-2711	291	4	a	a	DET
easat-2711	291	5	powerful	powerful	ADJ
easat-2711	291	6	tool	tool	NOUN
easat-2711	291	7	for	for	ADP
easat-2711	291	8	modeling	model	VERB
easat-2711	291	9	the	the	DET
easat-2711	291	10	sequential	sequential	ADJ
easat-2711	291	11	dependencies	dependency	NOUN
easat-2711	291	12	between	between	ADP
easat-2711	291	13	words	word	NOUN
easat-2711	291	14	and	and	CCONJ
easat-2711	291	15	phrases	phrase	NOUN
easat-2711	291	16	in	in	ADP
easat-2711	291	17	both	both	DET
easat-2711	291	18	directions	direction	NOUN
easat-2711	291	19	of	of	ADP
easat-2711	291	20	the	the	DET
easat-2711	291	21	sequence	sequence	NOUN
easat-2711	291	22	.	.	PUNCT
easat-2711	292	1	again	again	ADV
easat-2711	292	2	,	,	PUNCT
easat-2711	292	3	the	the	DET
easat-2711	292	4	only	only	ADJ
easat-2711	292	5	difference	difference	NOUN
easat-2711	292	6	between	between	ADP
easat-2711	292	7	lstm	lstm	PROPN
easat-2711	292	8	-	-	PUNCT
easat-2711	292	9	cnn	cnn	PROPN
easat-2711	292	10	and	and	CCONJ
easat-2711	292	11	bilstm	bilstm	NOUN
easat-2711	292	12	-	-	PUNCT
easat-2711	292	13	cnn	cnn	PROPN
easat-2711	292	14	was	be	AUX
easat-2711	292	15	the	the	DET
easat-2711	292	16	possibility	possibility	NOUN
easat-2711	292	17	for	for	SCONJ
easat-2711	292	18	bilstm	bilstm	NOUN
easat-2711	292	19	to	to	PART
easat-2711	292	20	leverage	leverage	VERB
easat-2711	292	21	future	future	ADJ
easat-2711	292	22	context	context	NOUN
easat-2711	292	23	chunks	chunk	VERB
easat-2711	292	24	to	to	PART
easat-2711	292	25	learn	learn	VERB
easat-2711	292	26	better	well	ADJ
easat-2711	292	27	representations	representation	NOUN
easat-2711	292	28	of	of	ADP
easat-2711	292	29	single	single	ADJ
easat-2711	292	30	words	word	NOUN
easat-2711	292	31	.	.	PUNCT
easat-2711	293	1	as	as	ADP
easat-2711	293	2	a	a	DET
easat-2711	293	3	result	result	NOUN
easat-2711	293	4	,	,	PUNCT
easat-2711	293	5	the	the	DET
easat-2711	293	6	bilstm	bilstm	NOUN
easat-2711	293	7	model	model	NOUN
easat-2711	293	8	is	be	AUX
easat-2711	293	9	beneficial	beneficial	ADJ
easat-2711	293	10	in	in	ADP
easat-2711	293	11	some	some	DET
easat-2711	293	12	nlp	nlp	NOUN
easat-2711	293	13	tasks	task	NOUN
easat-2711	293	14	,	,	PUNCT
easat-2711	293	15	such	such	ADJ
easat-2711	293	16	as	as	ADP
easat-2711	293	17	sentence	sentence	NOUN
easat-2711	293	18	classification	classification	NOUN
easat-2711	293	19	,	,	PUNCT
easat-2711	293	20	translation	translation	NOUN
easat-2711	293	21	,	,	PUNCT
easat-2711	293	22	and	and	CCONJ
easat-2711	293	23	entity	entity	NOUN
easat-2711	293	24	recognition	recognition	NOUN
easat-2711	293	25	.	.	PUNCT
easat-2711	294	1	we	we	PRON
easat-2711	294	2	further	far	ADV
easat-2711	294	3	conducted	conduct	VERB
easat-2711	294	4	the	the	DET
easat-2711	294	5	regular	regular	ADJ
easat-2711	294	6	two	two	NUM
easat-2711	294	7	-	-	PUNCT
easat-2711	294	8	dimensional	dimensional	ADJ
easat-2711	294	9	confusion	confusion	NOUN
easat-2711	294	10	matrixes	matrix	NOUN
easat-2711	294	11	to	to	PART
easat-2711	294	12	demonstrate	demonstrate	VERB
easat-2711	294	13	the	the	DET
easat-2711	294	14	classification	classification	NOUN
easat-2711	294	15	performances	performance	NOUN
easat-2711	294	16	of	of	ADP
easat-2711	294	17	different	different	ADJ
easat-2711	294	18	models	model	NOUN
easat-2711	294	19	based	base	VERB
easat-2711	294	20	on	on	ADP
easat-2711	294	21	testing	test	VERB
easat-2711	294	22	data	datum	NOUN
easat-2711	294	23	.	.	PUNCT
easat-2711	295	1	as	as	SCONJ
easat-2711	295	2	shown	show	VERB
easat-2711	295	3	in	in	ADP
easat-2711	295	4	fig.2	fig.2	PROPN
easat-2711	295	5	,	,	PUNCT
easat-2711	295	6	the	the	DET
easat-2711	295	7	hybrid	hybrid	ADJ
easat-2711	295	8	model	model	NOUN
easat-2711	295	9	bilstm	bilstm	PROPN
easat-2711	295	10	-	-	PUNCT
easat-2711	295	11	cnn	cnn	PROPN
easat-2711	295	12	demonstrated	demonstrate	VERB
easat-2711	295	13	the	the	DET
easat-2711	295	14	best	good	ADJ
easat-2711	295	15	classification	classification	NOUN
easat-2711	295	16	performance	performance	NOUN
easat-2711	295	17	,	,	PUNCT
easat-2711	295	18	followed	follow	VERB
easat-2711	295	19	by	by	ADP
easat-2711	295	20	the	the	DET
easat-2711	295	21	lstm	lstm	PROPN
easat-2711	295	22	-	-	PUNCT
easat-2711	295	23	cnn	cnn	PROPN
easat-2711	295	24	,	,	PUNCT
easat-2711	295	25	bilstm	bilstm	NOUN
easat-2711	295	26	,	,	PUNCT
easat-2711	295	27	lstm	lstm	PROPN
easat-2711	295	28	,	,	PUNCT
easat-2711	295	29	cnn	cnn	PROPN
easat-2711	295	30	,	,	PUNCT
easat-2711	295	31	rf	rf	PROPN
easat-2711	295	32	,	,	PUNCT
easat-2711	295	33	nb	nb	PROPN
easat-2711	295	34	,	,	PUNCT
easat-2711	295	35	svm	svm	PROPN
easat-2711	295	36	,	,	PUNCT
easat-2711	295	37	and	and	CCONJ
easat-2711	295	38	knn	knn	PROPN
easat-2711	295	39	.	.	PROPN
easat-2711	295	40	3323	3323	NUM
easat-2711	295	41	edelweiss	edelweiss	PROPN
easat-2711	295	42	applied	apply	VERB
easat-2711	295	43	science	science	NOUN
easat-2711	295	44	and	and	CCONJ
easat-2711	295	45	technology	technology	NOUN
easat-2711	295	46	issn	issn	PROPN
easat-2711	295	47	:	:	PUNCT
easat-2711	295	48	2576	2576	NUM
easat-2711	295	49	-	-	SYM
easat-2711	295	50	8484	8484	NUM
easat-2711	295	51	vol	vol	NOUN
easat-2711	295	52	.	.	PROPN
easat-2711	295	53	8	8	NUM
easat-2711	295	54	,	,	PUNCT
easat-2711	295	55	no	no	INTJ
easat-2711	295	56	.	.	NOUN
easat-2711	296	1	6	6	NUM
easat-2711	296	2	:	:	SYM
easat-2711	296	3	3313	3313	NUM
easat-2711	296	4	-	-	SYM
easat-2711	296	5	3326	3326	NUM
easat-2711	296	6	,	,	PUNCT
easat-2711	296	7	2024	2024	NUM
easat-2711	296	8	doi	doi	NOUN
easat-2711	296	9	:	:	PUNCT
easat-2711	296	10	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	296	11	©	©	PROPN
easat-2711	296	12	2024	2024	NUM
easat-2711	296	13	by	by	ADP
easat-2711	296	14	the	the	DET
easat-2711	296	15	authors	author	NOUN
easat-2711	296	16	;	;	PUNCT
easat-2711	296	17	licensee	licensee	PROPN
easat-2711	296	18	learning	learn	VERB
easat-2711	296	19	gate	gate	NOUN
easat-2711	296	20	figure	figure	NOUN
easat-2711	296	21	2	2	NUM
easat-2711	296	22	.	.	PUNCT
easat-2711	296	23	confusion	confusion	NOUN
easat-2711	296	24	matrixes	matrix	NOUN
easat-2711	296	25	for	for	ADP
easat-2711	296	26	different	different	ADJ
easat-2711	296	27	models	model	NOUN
easat-2711	296	28	.	.	PUNCT
easat-2711	297	1	4.6	4.6	NUM
easat-2711	297	2	.	.	PUNCT
easat-2711	297	3	word	word	NOUN
easat-2711	297	4	cloud	cloud	NOUN
easat-2711	297	5	of	of	ADP
easat-2711	297	6	chinese	chinese	ADJ
easat-2711	297	7	car	car	NOUN
easat-2711	297	8	reviews	review	NOUN
easat-2711	297	9	in	in	ADP
easat-2711	297	10	order	order	NOUN
easat-2711	297	11	to	to	PART
easat-2711	297	12	visualize	visualize	VERB
easat-2711	297	13	the	the	DET
easat-2711	297	14	aspects	aspect	NOUN
easat-2711	297	15	that	that	PRON
easat-2711	297	16	users	user	NOUN
easat-2711	297	17	prioritize	prioritize	VERB
easat-2711	297	18	,	,	PUNCT
easat-2711	297	19	we	we	PRON
easat-2711	297	20	created	create	VERB
easat-2711	297	21	the	the	DET
easat-2711	297	22	word	word	NOUN
easat-2711	297	23	cloud	cloud	NOUN
easat-2711	297	24	of	of	ADP
easat-2711	297	25	chinese	chinese	ADJ
easat-2711	297	26	car	car	NOUN
easat-2711	297	27	reviews	review	NOUN
easat-2711	297	28	.	.	PUNCT
easat-2711	298	1	as	as	SCONJ
easat-2711	298	2	shown	show	VERB
easat-2711	298	3	in	in	ADP
easat-2711	298	4	fig.3	fig.3	PROPN
easat-2711	298	5	,	,	PUNCT
easat-2711	298	6	the	the	DET
easat-2711	298	7	performance	performance	NOUN
easat-2711	298	8	evaluations	evaluation	NOUN
easat-2711	298	9	of	of	ADP
easat-2711	298	10	the	the	DET
easat-2711	298	11	car	car	NOUN
easat-2711	298	12	are	be	AUX
easat-2711	298	13	the	the	DET
easat-2711	298	14	most	most	ADV
easat-2711	298	15	mentioned	mention	VERB
easat-2711	298	16	aspects	aspect	NOUN
easat-2711	298	17	in	in	ADP
easat-2711	298	18	the	the	DET
easat-2711	298	19	reviewtext	reviewtext	NOUN
easat-2711	298	20	,	,	PUNCT
easat-2711	298	21	such	such	ADJ
easat-2711	298	22	as	as	ADP
easat-2711	298	23	“	"	PUNCT
easat-2711	298	24	空间”(space	空间”(space	NOUN
easat-2711	298	25	)	)	PUNCT
easat-2711	298	26	,	,	PUNCT
easat-2711	298	27	“	"	PUNCT
easat-2711	298	28	内饰(interior	内饰(interior	ADJ
easat-2711	298	29	system	system	NOUN
easat-2711	298	30	)	)	PUNCT
easat-2711	298	31	”	"	PUNCT
easat-2711	298	32	,	,	PUNCT
easat-2711	298	33	and“外观	and“外观	NUM
easat-2711	298	34	(	(	PUNCT
easat-2711	298	35	appearance	appearance	NOUN
easat-2711	298	36	design	design	NOUN
easat-2711	298	37	)	)	PUNCT
easat-2711	298	38	”	"	PUNCT
easat-2711	298	39	.	.	PUNCT
easat-2711	299	1	these	these	PRON
easat-2711	299	2	are	be	AUX
easat-2711	299	3	exactly	exactly	ADV
easat-2711	299	4	in	in	ADP
easat-2711	299	5	line	line	NOUN
easat-2711	299	6	with	with	ADP
easat-2711	299	7	the	the	DET
easat-2711	299	8	theme	theme	NOUN
easat-2711	299	9	classification	classification	NOUN
easat-2711	299	10	of	of	ADP
easat-2711	299	11	the	the	DET
easat-2711	299	12	car	car	NOUN
easat-2711	299	13	website	website	NOUN
easat-2711	299	14	,	,	PUNCT
easat-2711	299	15	which	which	PRON
easat-2711	299	16	indicates	indicate	VERB
easat-2711	299	17	the	the	DET
easat-2711	299	18	high	high	ADJ
easat-2711	299	19	quality	quality	NOUN
easat-2711	299	20	of	of	ADP
easat-2711	299	21	the	the	DET
easat-2711	299	22	text	text	NOUN
easat-2711	299	23	selected	select	VERB
easat-2711	299	24	in	in	ADP
easat-2711	299	25	this	this	DET
easat-2711	299	26	paper	paper	NOUN
easat-2711	299	27	.	.	PUNCT
easat-2711	300	1	there	there	PRON
easat-2711	300	2	are	be	VERB
easat-2711	300	3	also	also	ADV
easat-2711	300	4	some	some	DET
easat-2711	300	5	technical	technical	ADJ
easat-2711	300	6	terms	term	NOUN
easat-2711	300	7	related	relate	VERB
easat-2711	300	8	to	to	ADP
easat-2711	300	9	cars	car	NOUN
easat-2711	300	10	,	,	PUNCT
easat-2711	300	11	such	such	ADJ
easat-2711	300	12	as	as	ADP
easat-2711	300	13	“	"	PUNCT
easat-2711	300	14	刹车(brake)”,“发	刹车(brake)”,“发	NOUN
easat-2711	300	15	动机(engine)”and	动机(engine)”and	NUM
easat-2711	300	16	“	"	PUNCT
easat-2711	300	17	变速箱	变速箱	X
easat-2711	300	18	(	(	PUNCT
easat-2711	300	19	transmission	transmission	NOUN
easat-2711	300	20	box	box	NOUN
easat-2711	300	21	)	)	PUNCT
easat-2711	300	22	”	"	PUNCT
easat-2711	300	23	.	.	PUNCT
easat-2711	301	1	the	the	DET
easat-2711	301	2	correct	correct	ADJ
easat-2711	301	3	classification	classification	NOUN
easat-2711	301	4	of	of	ADP
easat-2711	301	5	these	these	DET
easat-2711	301	6	words	word	NOUN
easat-2711	301	7	shows	show	VERB
easat-2711	301	8	the	the	DET
easat-2711	301	9	reliability	reliability	NOUN
easat-2711	301	10	of	of	ADP
easat-2711	301	11	tokenization	tokenization	NOUN
easat-2711	301	12	withjieba	withjieba	NOUN
easat-2711	301	13	.	.	PUNCT
easat-2711	302	1	some	some	DET
easat-2711	302	2	emotional	emotional	ADJ
easat-2711	302	3	words	word	NOUN
easat-2711	302	4	also	also	ADV
easat-2711	302	5	appear	appear	VERB
easat-2711	302	6	with	with	ADP
easat-2711	302	7	high	high	ADJ
easat-2711	302	8	frequency	frequency	NOUN
easat-2711	302	9	,	,	PUNCT
easat-2711	302	10	such	such	ADJ
easat-2711	302	11	as	as	ADP
easat-2711	302	12	“	"	PUNCT
easat-2711	302	13	满	满	PROPN
easat-2711	302	14	意(satisfactory	意(satisfactory	NOUN
easat-2711	302	15	)	)	PUNCT
easat-2711	302	16	”	"	PUNCT
easat-2711	302	17	,	,	PUNCT
easat-2711	302	18	“	"	PUNCT
easat-2711	302	19	好(good)”,“不好(bad	好(good)”,“不好(bad	NOUN
easat-2711	302	20	)	)	PUNCT
easat-2711	302	21	”	"	PUNCT
easat-2711	302	22	,	,	PUNCT
easat-2711	302	23	which	which	PRON
easat-2711	302	24	are	be	AUX
easat-2711	302	25	exactly	exactly	ADV
easat-2711	302	26	in	in	ADP
easat-2711	302	27	line	line	NOUN
easat-2711	302	28	with	with	ADP
easat-2711	302	29	the	the	DET
easat-2711	302	30	text	text	NOUN
easat-2711	302	31	requirements	requirement	NOUN
easat-2711	302	32	of	of	ADP
easat-2711	302	33	the	the	DET
easat-2711	302	34	text	text	NOUN
easat-2711	302	35	for	for	ADP
easat-2711	302	36	sentiment	sentiment	NOUN
easat-2711	302	37	analysis	analysis	NOUN
easat-2711	302	38	.	.	PUNCT
easat-2711	303	1	3324	3324	NUM
easat-2711	303	2	edelweiss	edelweiss	PROPN
easat-2711	303	3	applied	apply	VERB
easat-2711	303	4	science	science	NOUN
easat-2711	303	5	and	and	CCONJ
easat-2711	303	6	technology	technology	NOUN
easat-2711	303	7	issn	issn	PROPN
easat-2711	303	8	:	:	PUNCT
easat-2711	303	9	2576	2576	NUM
easat-2711	303	10	-	-	SYM
easat-2711	303	11	8484	8484	NUM
easat-2711	303	12	vol	vol	NOUN
easat-2711	303	13	.	.	PROPN
easat-2711	303	14	8	8	NUM
easat-2711	303	15	,	,	PUNCT
easat-2711	303	16	no	no	INTJ
easat-2711	303	17	.	.	NOUN
easat-2711	304	1	6	6	NUM
easat-2711	304	2	:	:	SYM
easat-2711	304	3	3313	3313	NUM
easat-2711	304	4	-	-	SYM
easat-2711	304	5	3326	3326	NUM
easat-2711	304	6	,	,	PUNCT
easat-2711	304	7	2024	2024	NUM
easat-2711	304	8	doi	doi	NOUN
easat-2711	304	9	:	:	PUNCT
easat-2711	304	10	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	304	11	©	©	PROPN
easat-2711	304	12	2024	2024	NUM
easat-2711	304	13	by	by	ADP
easat-2711	304	14	the	the	DET
easat-2711	304	15	authors	author	NOUN
easat-2711	304	16	;	;	PUNCT
easat-2711	304	17	licensee	licensee	PROPN
easat-2711	304	18	learning	learn	VERB
easat-2711	304	19	gate	gate	PROPN
easat-2711	304	20	figure	figure	NOUN
easat-2711	304	21	3	3	NUM
easat-2711	304	22	.	.	PUNCT
easat-2711	304	23	word	word	NOUN
easat-2711	304	24	cloud	cloud	NOUN
easat-2711	304	25	of	of	ADP
easat-2711	304	26	car	car	NOUN
easat-2711	304	27	reviews	review	NOUN
easat-2711	304	28	.	.	PUNCT
easat-2711	305	1	5	5	X
easat-2711	305	2	.	.	X
easat-2711	305	3	conclusions	conclusion	NOUN
easat-2711	305	4	with	with	ADP
easat-2711	305	5	the	the	DET
easat-2711	305	6	rapid	rapid	ADJ
easat-2711	305	7	growth	growth	NOUN
easat-2711	305	8	of	of	ADP
easat-2711	305	9	the	the	DET
easat-2711	305	10	mobile	mobile	ADJ
easat-2711	305	11	internet	internet	NOUN
easat-2711	305	12	,	,	PUNCT
easat-2711	305	13	car	car	NOUN
easat-2711	305	14	reviews	review	NOUN
easat-2711	305	15	by	by	ADP
easat-2711	305	16	internet	internet	NOUN
easat-2711	305	17	users	user	NOUN
easat-2711	305	18	have	have	AUX
easat-2711	305	19	been	be	AUX
easat-2711	305	20	constantly	constantly	ADV
easat-2711	305	21	increasing	increase	VERB
easat-2711	305	22	.	.	PUNCT
easat-2711	306	1	as	as	ADP
easat-2711	306	2	a	a	DET
easat-2711	306	3	high	high	ADJ
easat-2711	306	4	-	-	PUNCT
easat-2711	306	5	value	value	NOUN
easat-2711	306	6	commodity	commodity	NOUN
easat-2711	306	7	,	,	PUNCT
easat-2711	306	8	almost	almost	ADV
easat-2711	306	9	all	all	DET
easat-2711	306	10	consumers	consumer	NOUN
easat-2711	306	11	use	use	VERB
easat-2711	306	12	search	search	NOUN
easat-2711	306	13	engines	engine	NOUN
easat-2711	306	14	to	to	PART
easat-2711	306	15	find	find	VERB
easat-2711	306	16	out	out	ADP
easat-2711	306	17	other	other	ADJ
easat-2711	306	18	users	user	NOUN
easat-2711	306	19	’	'	PUNCT
easat-2711	306	20	comments	comment	NOUN
easat-2711	306	21	about	about	ADP
easat-2711	306	22	their	their	PRON
easat-2711	306	23	favorite	favorite	ADJ
easat-2711	306	24	car	car	NOUN
easat-2711	306	25	models	model	NOUN
easat-2711	306	26	before	before	SCONJ
easat-2711	306	27	they	they	PRON
easat-2711	306	28	buy	buy	VERB
easat-2711	306	29	[	[	X
easat-2711	306	30	1	1	NUM
easat-2711	306	31	]	]	PUNCT
easat-2711	306	32	.	.	PUNCT
easat-2711	307	1	how	how	SCONJ
easat-2711	307	2	to	to	PART
easat-2711	307	3	make	make	VERB
easat-2711	307	4	full	full	ADJ
easat-2711	307	5	use	use	NOUN
easat-2711	307	6	of	of	ADP
easat-2711	307	7	text	text	NOUN
easat-2711	307	8	mining	mining	NOUN
easat-2711	307	9	and	and	CCONJ
easat-2711	307	10	other	other	ADJ
easat-2711	307	11	related	related	ADJ
easat-2711	307	12	technologies	technology	NOUN
easat-2711	307	13	to	to	PART
easat-2711	307	14	efficiently	efficiently	ADV
easat-2711	307	15	extract	extract	VERB
easat-2711	307	16	users	user	NOUN
easat-2711	307	17	’	'	PUNCT
easat-2711	307	18	emotional	emotional	ADJ
easat-2711	307	19	information	information	NOUN
easat-2711	307	20	contained	contain	VERB
easat-2711	307	21	in	in	ADP
easat-2711	307	22	the	the	DET
easat-2711	307	23	review	review	NOUN
easat-2711	307	24	texts	text	NOUN
easat-2711	307	25	,	,	PUNCT
easat-2711	307	26	so	so	SCONJ
easat-2711	307	27	as	as	SCONJ
easat-2711	307	28	to	to	PART
easat-2711	307	29	help	help	VERB
easat-2711	307	30	consumers	consumer	NOUN
easat-2711	307	31	in	in	ADP
easat-2711	307	32	making	make	VERB
easat-2711	307	33	accurate	accurate	ADJ
easat-2711	307	34	purchase	purchase	NOUN
easat-2711	307	35	decisions	decision	NOUN
easat-2711	307	36	,	,	PUNCT
easat-2711	307	37	and	and	CCONJ
easat-2711	307	38	help	help	VERB
easat-2711	307	39	automotive	automotive	ADJ
easat-2711	307	40	companies	company	NOUN
easat-2711	307	41	improve	improve	VERB
easat-2711	307	42	their	their	PRON
easat-2711	307	43	products	product	NOUN
easat-2711	307	44	and	and	CCONJ
easat-2711	307	45	services	service	NOUN
easat-2711	307	46	,	,	PUNCT
easat-2711	307	47	is	be	AUX
easat-2711	307	48	an	an	DET
easat-2711	307	49	important	important	ADJ
easat-2711	307	50	issue	issue	NOUN
easat-2711	307	51	that	that	PRON
easat-2711	307	52	needs	need	VERB
easat-2711	307	53	to	to	PART
easat-2711	307	54	be	be	AUX
easat-2711	307	55	addressed	address	VERB
easat-2711	307	56	.	.	PUNCT
easat-2711	308	1	to	to	PART
easat-2711	308	2	address	address	VERB
easat-2711	308	3	the	the	DET
easat-2711	308	4	problems	problem	NOUN
easat-2711	308	5	that	that	SCONJ
easat-2711	308	6	existing	exist	VERB
easat-2711	308	7	chinese	chinese	ADJ
easat-2711	308	8	text	text	NOUN
easat-2711	308	9	sentiment	sentiment	NOUN
easat-2711	308	10	analysis	analysis	NOUN
easat-2711	308	11	methods	method	NOUN
easat-2711	308	12	can	can	AUX
easat-2711	308	13	not	not	PART
easat-2711	308	14	simultaneously	simultaneously	ADV
easat-2711	308	15	extract	extract	VERB
easat-2711	308	16	the	the	DET
easat-2711	308	17	contextual	contextual	ADJ
easat-2711	308	18	features	feature	NOUN
easat-2711	308	19	and	and	CCONJ
easat-2711	308	20	the	the	DET
easat-2711	308	21	local	local	ADJ
easat-2711	308	22	semantic	semantic	ADJ
easat-2711	308	23	information	information	NOUN
easat-2711	308	24	of	of	ADP
easat-2711	308	25	review	review	NOUN
easat-2711	308	26	texts	text	NOUN
easat-2711	308	27	,	,	PUNCT
easat-2711	308	28	a	a	DET
easat-2711	308	29	hybrid	hybrid	ADJ
easat-2711	308	30	deep	deep	ADJ
easat-2711	308	31	learning	learning	NOUN
easat-2711	308	32	model	model	NOUN
easat-2711	308	33	namely	namely	ADV
easat-2711	308	34	bilstm	bilstm	NOUN
easat-2711	308	35	-	-	PUNCT
easat-2711	308	36	cnn	cnn	PROPN
easat-2711	308	37	was	be	AUX
easat-2711	308	38	designed	design	VERB
easat-2711	308	39	.	.	PUNCT
easat-2711	309	1	the	the	DET
easat-2711	309	2	hybrid	hybrid	ADJ
easat-2711	309	3	model	model	NOUN
easat-2711	309	4	incorporated	incorporate	VERB
easat-2711	309	5	the	the	DET
easat-2711	309	6	advantages	advantage	NOUN
easat-2711	309	7	of	of	ADP
easat-2711	309	8	bilstm	bilstm	NOUN
easat-2711	309	9	and	and	CCONJ
easat-2711	309	10	cnn	cnn	PROPN
easat-2711	309	11	,	,	PUNCT
easat-2711	309	12	successfully	successfully	ADV
easat-2711	309	13	overcoming	overcome	VERB
easat-2711	309	14	the	the	DET
easat-2711	309	15	drawbacks	drawback	NOUN
easat-2711	309	16	of	of	ADP
easat-2711	309	17	a	a	DET
easat-2711	309	18	single	single	ADJ
easat-2711	309	19	model	model	NOUN
easat-2711	309	20	and	and	CCONJ
easat-2711	309	21	making	make	VERB
easat-2711	309	22	learning	learn	VERB
easat-2711	309	23	more	more	ADV
easat-2711	309	24	efficient	efficient	ADJ
easat-2711	309	25	.	.	PUNCT
easat-2711	310	1	to	to	PART
easat-2711	310	2	evaluate	evaluate	VERB
easat-2711	310	3	the	the	DET
easat-2711	310	4	performance	performance	NOUN
easat-2711	310	5	of	of	ADP
easat-2711	310	6	the	the	DET
easat-2711	310	7	proposed	propose	VERB
easat-2711	310	8	model	model	NOUN
easat-2711	310	9	for	for	ADP
easat-2711	310	10	chinese	chinese	ADJ
easat-2711	310	11	sentiment	sentiment	NOUN
easat-2711	310	12	analysis	analysis	NOUN
easat-2711	310	13	,	,	PUNCT
easat-2711	310	14	this	this	DET
easat-2711	310	15	paper	paper	NOUN
easat-2711	310	16	used	use	VERB
easat-2711	310	17	care	care	NOUN
easat-2711	310	18	review	review	NOUN
easat-2711	310	19	datasets	dataset	NOUN
easat-2711	310	20	from	from	ADP
easat-2711	310	21	three	three	NUM
easat-2711	310	22	websites	website	NOUN
easat-2711	310	23	:	:	PUNCT
easat-2711	310	24	pcauto	pcauto	ADJ
easat-2711	310	25	,	,	PUNCT
easat-2711	310	26	xcar	xcar	NOUN
easat-2711	310	27	,	,	PUNCT
easat-2711	310	28	and	and	CCONJ
easat-2711	310	29	12365auto	12365auto	NUM
easat-2711	310	30	.	.	PUNCT
easat-2711	311	1	experimental	experimental	ADJ
easat-2711	311	2	results	result	NOUN
easat-2711	311	3	based	base	VERB
easat-2711	311	4	on	on	ADP
easat-2711	311	5	chinese	chinese	ADJ
easat-2711	311	6	car	car	NOUN
easat-2711	311	7	review	review	NOUN
easat-2711	311	8	texts	text	NOUN
easat-2711	311	9	showed	show	VERB
easat-2711	311	10	that	that	SCONJ
easat-2711	311	11	the	the	DET
easat-2711	311	12	performance	performance	NOUN
easat-2711	311	13	indices	index	NOUN
easat-2711	311	14	of	of	ADP
easat-2711	311	15	the	the	DET
easat-2711	311	16	deep	deep	ADJ
easat-2711	311	17	learning	learning	NOUN
easat-2711	311	18	models	model	NOUN
easat-2711	311	19	(	(	PUNCT
easat-2711	311	20	cnn	cnn	PROPN
easat-2711	311	21	,	,	PUNCT
easat-2711	311	22	lstm	lstm	PROPN
easat-2711	311	23	,	,	PUNCT
easat-2711	311	24	bilstm	bilstm	NOUN
easat-2711	311	25	)	)	PUNCT
easat-2711	311	26	were	be	AUX
easat-2711	311	27	much	much	ADV
easat-2711	311	28	better	well	ADJ
easat-2711	311	29	than	than	ADP
easat-2711	311	30	the	the	DET
easat-2711	311	31	naïve	naïve	ADJ
easat-2711	311	32	bayes	bayes	PROPN
easat-2711	311	33	model	model	NOUN
easat-2711	311	34	,	,	PUNCT
easat-2711	311	35	which	which	PRON
easat-2711	311	36	was	be	AUX
easat-2711	311	37	attributed	attribute	VERB
easat-2711	311	38	to	to	ADP
easat-2711	311	39	the	the	DET
easat-2711	311	40	powerful	powerful	ADJ
easat-2711	311	41	feature	feature	NOUN
easat-2711	311	42	extraction	extraction	NOUN
easat-2711	311	43	ability	ability	NOUN
easat-2711	311	44	of	of	ADP
easat-2711	311	45	deep	deep	ADJ
easat-2711	311	46	learning	learning	NOUN
easat-2711	311	47	and	and	CCONJ
easat-2711	311	48	its	its	PRON
easat-2711	311	49	nonlinear	nonlinear	ADJ
easat-2711	311	50	fitting	fitting	ADJ
easat-2711	311	51	ability	ability	NOUN
easat-2711	311	52	.	.	PUNCT
easat-2711	312	1	in	in	ADP
easat-2711	312	2	addition	addition	NOUN
easat-2711	312	3	,	,	PUNCT
easat-2711	312	4	compared	compare	VERB
easat-2711	312	5	with	with	ADP
easat-2711	312	6	the	the	DET
easat-2711	312	7	deep	deep	ADJ
easat-2711	312	8	learning	learning	NOUN
easat-2711	312	9	models	model	NOUN
easat-2711	312	10	,	,	PUNCT
easat-2711	312	11	i.e.	i.e.	X
easat-2711	312	12	,	,	PUNCT
easat-2711	312	13	cnn	cnn	PROPN
easat-2711	312	14	,	,	PUNCT
easat-2711	312	15	lstm	lstm	PROPN
easat-2711	312	16	,	,	PUNCT
easat-2711	312	17	bilstm	bilstm	NOUN
easat-2711	312	18	,	,	PUNCT
easat-2711	312	19	and	and	CCONJ
easat-2711	312	20	lstm	lstm	PROPN
easat-2711	312	21	-	-	PUNCT
easat-2711	312	22	cnn	cnn	PROPN
easat-2711	312	23	,	,	PUNCT
easat-2711	312	24	the	the	DET
easat-2711	312	25	proposed	propose	VERB
easat-2711	312	26	hybrid	hybrid	ADJ
easat-2711	312	27	bilstmcnn	bilstmcnn	PROPN
easat-2711	312	28	model	model	PROPN
easat-2711	312	29	obtained	obtain	VERB
easat-2711	312	30	the	the	DET
easat-2711	312	31	best	good	ADJ
easat-2711	312	32	prediction	prediction	NOUN
easat-2711	312	33	performance	performance	NOUN
easat-2711	312	34	in	in	ADP
easat-2711	312	35	all	all	DET
easat-2711	312	36	performance	performance	NOUN
easat-2711	312	37	indices	index	NOUN
easat-2711	312	38	except	except	SCONJ
easat-2711	312	39	the	the	DET
easat-2711	312	40	recall	recall	NOUN
easat-2711	312	41	rate	rate	NOUN
easat-2711	312	42	.	.	PUNCT
easat-2711	313	1	in	in	ADP
easat-2711	313	2	the	the	DET
easat-2711	313	3	e	e	PROPN
easat-2711	313	4	-	-	PROPN
easat-2711	313	5	commerce	commerce	NOUN
easat-2711	313	6	environment	environment	NOUN
easat-2711	313	7	,	,	PUNCT
easat-2711	313	8	car	car	NOUN
easat-2711	313	9	makers	maker	NOUN
easat-2711	313	10	can	can	AUX
easat-2711	313	11	infer	infer	VERB
easat-2711	313	12	consumers	consumer	NOUN
easat-2711	313	13	’	'	PUNCT
easat-2711	313	14	repurchase	repurchase	VERB
easat-2711	313	15	intentions	intention	NOUN
easat-2711	313	16	and	and	CCONJ
easat-2711	313	17	behavior	behavior	NOUN
easat-2711	313	18	through	through	ADP
easat-2711	313	19	the	the	DET
easat-2711	313	20	sentiment	sentiment	NOUN
easat-2711	313	21	polarity	polarity	NOUN
easat-2711	313	22	of	of	ADP
easat-2711	313	23	car	car	NOUN
easat-2711	313	24	review	review	NOUN
easat-2711	313	25	texts	text	NOUN
easat-2711	313	26	,	,	PUNCT
easat-2711	313	27	which	which	PRON
easat-2711	313	28	provides	provide	VERB
easat-2711	313	29	a	a	DET
easat-2711	313	30	reference	reference	NOUN
easat-2711	313	31	basis	basis	NOUN
easat-2711	313	32	for	for	SCONJ
easat-2711	313	33	car	car	NOUN
easat-2711	313	34	makers	maker	NOUN
easat-2711	313	35	to	to	PART
easat-2711	313	36	develop	develop	VERB
easat-2711	313	37	personalized	personalized	ADJ
easat-2711	313	38	marketing	marketing	NOUN
easat-2711	313	39	strategies	strategy	NOUN
easat-2711	313	40	.	.	PUNCT
easat-2711	314	1	copyright	copyright	NOUN
easat-2711	314	2	:	:	PUNCT
easat-2711	314	3	©	©	PROPN
easat-2711	314	4	2024	2024	NUM
easat-2711	314	5	by	by	ADP
easat-2711	314	6	the	the	DET
easat-2711	314	7	authors	author	NOUN
easat-2711	314	8	.	.	PUNCT
easat-2711	315	1	this	this	DET
easat-2711	315	2	article	article	NOUN
easat-2711	315	3	is	be	AUX
easat-2711	315	4	an	an	DET
easat-2711	315	5	open	open	ADJ
easat-2711	315	6	access	access	NOUN
easat-2711	315	7	article	article	NOUN
easat-2711	315	8	distributed	distribute	VERB
easat-2711	315	9	under	under	ADP
easat-2711	315	10	the	the	DET
easat-2711	315	11	terms	term	NOUN
easat-2711	315	12	and	and	CCONJ
easat-2711	315	13	conditions	condition	NOUN
easat-2711	315	14	of	of	ADP
easat-2711	315	15	the	the	DET
easat-2711	315	16	creative	creative	ADJ
easat-2711	315	17	commons	common	NOUN
easat-2711	315	18	attribution	attribution	NOUN
easat-2711	315	19	(	(	PUNCT
easat-2711	315	20	cc	cc	NOUN
easat-2711	315	21	by	by	ADP
easat-2711	315	22	)	)	PUNCT
easat-2711	315	23	license	license	NOUN
easat-2711	315	24	(	(	PUNCT
easat-2711	315	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2711	315	26	)	)	PUNCT
easat-2711	315	27	.	.	PUNCT
easat-2711	316	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2711	316	2	3325	3325	PROPN
easat-2711	316	3	edelweiss	edelweiss	PROPN
easat-2711	316	4	applied	apply	VERB
easat-2711	316	5	science	science	NOUN
easat-2711	316	6	and	and	CCONJ
easat-2711	316	7	technology	technology	NOUN
easat-2711	316	8	issn	issn	PROPN
easat-2711	316	9	:	:	PUNCT
easat-2711	316	10	2576	2576	NUM
easat-2711	316	11	-	-	SYM
easat-2711	316	12	8484	8484	NUM
easat-2711	316	13	vol	vol	NOUN
easat-2711	316	14	.	.	PROPN
easat-2711	316	15	8	8	NUM
easat-2711	316	16	,	,	PUNCT
easat-2711	316	17	no	no	INTJ
easat-2711	316	18	.	.	NOUN
easat-2711	316	19	6	6	NUM
easat-2711	316	20	:	:	SYM
easat-2711	316	21	3313	3313	NUM
easat-2711	316	22	-	-	SYM
easat-2711	316	23	3326	3326	NUM
easat-2711	316	24	,	,	PUNCT
easat-2711	316	25	2024	2024	NUM
easat-2711	316	26	doi	doi	NOUN
easat-2711	316	27	:	:	PUNCT
easat-2711	316	28	10.55214/25768484.v8i6.2711	10.55214/25768484.v8i6.2711	NUM
easat-2711	316	29	©	©	PROPN
easat-2711	316	30	2024	2024	NUM
easat-2711	316	31	by	by	ADP
easat-2711	316	32	the	the	DET
easat-2711	316	33	authors	author	NOUN
easat-2711	316	34	;	;	PUNCT
easat-2711	316	35	licensee	licensee	PROPN
easat-2711	316	36	learning	learn	VERB
easat-2711	316	37	gate	gate	NOUN
easat-2711	316	38	references	reference	NOUN
easat-2711	316	39	[	[	X
easat-2711	316	40	1	1	NUM
easat-2711	316	41	]	]	SYM
easat-2711	316	42	li	li	PROPN
easat-2711	316	43	,	,	PUNCT
easat-2711	316	44	d.	d.	PROPN
easat-2711	316	45	;	;	PUNCT
easat-2711	316	46	li	li	PROPN
easat-2711	316	47	,	,	PUNCT
easat-2711	316	48	m.	m.	NOUN
easat-2711	316	49	;	;	PUNCT
easat-2711	316	50	han	han	PROPN
easat-2711	316	51	,	,	PUNCT
easat-2711	316	52	g.	g.	PROPN
easat-2711	316	53	;	;	PUNCT
easat-2711	316	54	li	li	PROPN
easat-2711	316	55	,	,	PUNCT
easat-2711	316	56	t.	t.	PROPN
easat-2711	316	57	a	a	DET
easat-2711	316	58	combined	combine	VERB
easat-2711	316	59	deep	deep	ADJ
easat-2711	316	60	learning	learning	NOUN
easat-2711	316	61	method	method	NOUN
easat-2711	316	62	for	for	ADP
easat-2711	316	63	internet	internet	NOUN
easat-2711	316	64	car	car	NOUN
easat-2711	316	65	evaluation	evaluation	NOUN
easat-2711	316	66	.	.	PUNCT
easat-2711	317	1	neural	neural	ADJ
easat-2711	317	2	comput	comput	NOUN
easat-2711	317	3	.	.	PUNCT
easat-2711	318	1	appl	appl	PROPN
easat-2711	318	2	.	.	PROPN
easat-2711	318	3	2021	2021	NUM
easat-2711	318	4	,	,	PUNCT
easat-2711	318	5	33	33	NUM
easat-2711	318	6	,	,	PUNCT
easat-2711	318	7	4623	4623	NUM
easat-2711	318	8	-	-	SYM
easat-2711	318	9	4637	4637	NUM
easat-2711	319	1	[	[	X
easat-2711	319	2	2	2	NUM
easat-2711	319	3	]	]	X
easat-2711	319	4	wang	wang	PROPN
easat-2711	319	5	,	,	PUNCT
easat-2711	319	6	y.	y.	PROPN
easat-2711	319	7	;	;	PUNCT
easat-2711	319	8	wang	wang	PROPN
easat-2711	319	9	,	,	PUNCT
easat-2711	319	10	m.	m.	NOUN
easat-2711	319	11	;	;	PUNCT
easat-2711	319	12	xu	xu	PROPN
easat-2711	319	13	,	,	PUNCT
easat-2711	319	14	w.	w.	PROPN
easat-2711	319	15	a	a	DET
easat-2711	319	16	sentiment	sentiment	NOUN
easat-2711	319	17	-	-	PUNCT
easat-2711	319	18	enhanced	enhance	VERB
easat-2711	319	19	hybrid	hybrid	ADJ
easat-2711	319	20	recommender	recommender	NOUN
easat-2711	319	21	system	system	NOUN
easat-2711	319	22	for	for	ADP
easat-2711	319	23	movie	movie	NOUN
easat-2711	319	24	recommendation	recommendation	NOUN
easat-2711	319	25	:	:	PUNCT
easat-2711	319	26	a	a	DET
easat-2711	319	27	big	big	ADJ
easat-2711	319	28	data	data	NOUN
easat-2711	319	29	analytics	analytic	NOUN
easat-2711	319	30	framework	framework	NOUN
easat-2711	319	31	.	.	PUNCT
easat-2711	319	32	wirel	wirel	NOUN
easat-2711	319	33	.	.	PUNCT
easat-2711	320	1	commun	commun	PROPN
easat-2711	320	2	.	.	PUNCT
easat-2711	321	1	mob	mob	PROPN
easat-2711	321	2	.	.	PUNCT
easat-2711	322	1	comput	comput	NOUN
easat-2711	322	2	.	.	PUNCT
easat-2711	323	1	2018	2018	NUM
easat-2711	323	2	,	,	PUNCT
easat-2711	323	3	1	1	NUM
easat-2711	323	4	,	,	PUNCT
easat-2711	323	5	1	1	NUM
easat-2711	323	6	-	-	SYM
easat-2711	323	7	9	9	NUM
easat-2711	323	8	[	[	SYM
easat-2711	323	9	3	3	NUM
easat-2711	323	10	]	]	X
easat-2711	323	11	revathy	revathy	NOUN
easat-2711	323	12	,	,	PUNCT
easat-2711	323	13	g.	g.	NOUN
easat-2711	323	14	;	;	PUNCT
easat-2711	323	15	alghamdi	alghamdi	NOUN
easat-2711	323	16	,	,	PUNCT
easat-2711	323	17	s.a	s.a	PROPN
easat-2711	323	18	;	;	PUNCT
easat-2711	323	19	alahmari	alahmari	PROPN
easat-2711	323	20	,	,	PUNCT
easat-2711	323	21	s.m	s.m	PROPN
easat-2711	323	22	;	;	PUNCT
easat-2711	323	23	yonbawi	yonbawi	PROPN
easat-2711	323	24	,	,	PUNCT
easat-2711	323	25	s.r	s.r	PROPN
easat-2711	323	26	.	.	PROPN
easat-2711	323	27	;	;	PUNCT
easat-2711	323	28	kumar	kumar	PROPN
easat-2711	323	29	,	,	PUNCT
easat-2711	323	30	a.	a.	PROPN
easat-2711	323	31	;	;	PUNCT
easat-2711	323	32	haq	haq	PROPN
easat-2711	323	33	,	,	PUNCT
easat-2711	323	34	m.a	m.a	PROPN
easat-2711	323	35	.	.	PROPN
easat-2711	323	36	sentiment	sentiment	NOUN
easat-2711	323	37	analysis	analysis	NOUN
easat-2711	323	38	using	use	VERB
easat-2711	323	39	machine	machine	NOUN
easat-2711	323	40	learning	learning	NOUN
easat-2711	323	41	:	:	PUNCT
easat-2711	323	42	progress	progress	NOUN
easat-2711	323	43	in	in	ADP
easat-2711	323	44	the	the	DET
easat-2711	323	45	machine	machine	NOUN
easat-2711	323	46	intelligence	intelligence	NOUN
easat-2711	323	47	for	for	ADP
easat-2711	323	48	data	data	NOUN
easat-2711	323	49	science	science	NOUN
easat-2711	323	50	.	.	PUNCT
easat-2711	324	1	sustain	sustain	VERB
easat-2711	324	2	.	.	PUNCT
easat-2711	325	1	energy	energy	NOUN
easat-2711	325	2	techn	techn	NOUN
easat-2711	325	3	.	.	PROPN
easat-2711	325	4	2022	2022	NUM
easat-2711	325	5	,	,	PUNCT
easat-2711	325	6	53,102557	53,102557	NUM
easat-2711	326	1	[	[	X
easat-2711	326	2	4	4	NUM
easat-2711	326	3	]	]	X
easat-2711	326	4	kim	kim	PROPN
easat-2711	326	5	,	,	PUNCT
easat-2711	326	6	y.convolutional	y.convolutional	ADJ
easat-2711	326	7	neural	neural	ADJ
easat-2711	326	8	networks	network	NOUN
easat-2711	326	9	for	for	ADP
easat-2711	326	10	sentence	sentence	NOUN
easat-2711	326	11	classification	classification	NOUN
easat-2711	326	12	.	.	PUNCT
easat-2711	327	1	in	in	ADP
easat-2711	327	2	proceedings	proceeding	NOUN
easat-2711	327	3	of	of	ADP
easat-2711	327	4	the	the	DET
easat-2711	327	5	2014	2014	NUM
easat-2711	327	6	conference	conference	NOUN
easat-2711	327	7	on	on	ADP
easat-2711	327	8	empirical	empirical	ADJ
easat-2711	327	9	methods	method	NOUN
easat-2711	327	10	in	in	ADP
easat-2711	327	11	natural	natural	ADJ
easat-2711	327	12	language	language	NOUN
easat-2711	327	13	processing	processing	NOUN
easat-2711	327	14	(	(	PUNCT
easat-2711	327	15	emnlp	emnlp	ADJ
easat-2711	327	16	)	)	PUNCT
easat-2711	327	17	,	,	PUNCT
easat-2711	327	18	doha	doha	PROPN
easat-2711	327	19	,	,	PUNCT
easat-2711	327	20	qatar.2014	qatar.2014	PROPN
easat-2711	327	21	,	,	PUNCT
easat-2711	327	22	1746	1746	NUM
easat-2711	327	23	-	-	SYM
easat-2711	327	24	1751	1751	NUM
easat-2711	327	25	[	[	X
easat-2711	327	26	5	5	NUM
easat-2711	327	27	]	]	X
easat-2711	327	28	mikolov	mikolov	NOUN
easat-2711	327	29	,	,	PUNCT
easat-2711	327	30	t.	t.	PROPN
easat-2711	327	31	;	;	PUNCT
easat-2711	327	32	corrado	corrado	PROPN
easat-2711	327	33	,	,	PUNCT
easat-2711	327	34	g.;chen	g.;chen	PROPN
easat-2711	327	35	,	,	PUNCT
easat-2711	327	36	k.;dean	k.;dean	PROPN
easat-2711	327	37	,	,	PUNCT
easat-2711	327	38	j.efficient	j.efficient	ADJ
easat-2711	327	39	estimation	estimation	NOUN
easat-2711	327	40	of	of	ADP
easat-2711	327	41	word	word	NOUN
easat-2711	327	42	representations	representation	NOUN
easat-2711	327	43	in	in	ADP
easat-2711	327	44	vector	vector	NOUN
easat-2711	327	45	space	space	NOUN
easat-2711	327	46	.	.	PUNCT
easat-2711	328	1	in	in	ADP
easat-2711	328	2	int	int	PROPN
easat-2711	328	3	.	.	PUNCT
easat-2711	329	1	conf	conf	NOUN
easat-2711	329	2	.	.	PUNCT
easat-2711	330	1	learn	learn	VERB
easat-2711	330	2	.	.	PUNCT
easat-2711	331	1	represent	represent	VERB
easat-2711	331	2	.	.	PUNCT
easat-2711	332	1	,	,	PUNCT
easat-2711	332	2	iclr	iclr	VERB
easat-2711	332	3	workshop	workshop	NOUN
easat-2711	332	4	track	track	NOUN
easat-2711	332	5	proc	proc	NOUN
easat-2711	332	6	.	.	PROPN
easat-2711	332	7	,	,	PUNCT
easat-2711	332	8	scottsdale	scottsdale	PROPN
easat-2711	332	9	,	,	PUNCT
easat-2711	332	10	az	az	PROPN
easat-2711	332	11	,	,	PUNCT
easat-2711	332	12	usa	usa	PROPN
easat-2711	332	13	.	.	PROPN
easat-2711	332	14	2013	2013	NUM
easat-2711	332	15	,	,	PUNCT
easat-2711	332	16	1	1	NUM
easat-2711	332	17	-	-	SYM
easat-2711	332	18	12	12	NUM
easat-2711	332	19	[	[	X
easat-2711	332	20	6	6	NUM
easat-2711	332	21	]	]	X
easat-2711	332	22	zhou	zhou	PROPN
easat-2711	332	23	,	,	PUNCT
easat-2711	332	24	c.	c.	PROPN
easat-2711	332	25	;	;	PUNCT
easat-2711	332	26	sun	sun	PROPN
easat-2711	332	27	,	,	PUNCT
easat-2711	332	28	c.	c.	PROPN
easat-2711	332	29	;	;	PUNCT
easat-2711	332	30	liu	liu	PROPN
easat-2711	332	31	,	,	PUNCT
easat-2711	332	32	z.	z.	PROPN
easat-2711	332	33	;	;	PUNCT
easat-2711	332	34	lau	lau	PROPN
easat-2711	332	35	,	,	PUNCT
easat-2711	332	36	f.c.m	f.c.m	NOUN
easat-2711	332	37	.	.	PUNCT
easat-2711	333	1	a	a	DET
easat-2711	333	2	c	c	NOUN
easat-2711	333	3	-	-	PUNCT
easat-2711	333	4	lstm	lstm	ADJ
easat-2711	333	5	neural	neural	ADJ
easat-2711	333	6	network	network	NOUN
easat-2711	333	7	for	for	ADP
easat-2711	333	8	text	text	NOUN
easat-2711	333	9	classification	classification	NOUN
easat-2711	333	10	.	.	PUNCT
easat-2711	334	1	arxiv:1511.08630	arxiv:1511.08630	PROPN
easat-2711	334	2	,	,	PUNCT
easat-2711	334	3	2015,https://doi.org/10.48550	2015,https://doi.org/10.48550	NUM
easat-2711	334	4	/	/	SYM
easat-2711	334	5	arxiv.1511.08630	arxiv.1511.08630	PROPN
easat-2711	335	1	[	[	X
easat-2711	335	2	7	7	X
easat-2711	335	3	]	]	X
easat-2711	335	4	david	david	PROPN
easat-2711	335	5	,	,	PUNCT
easat-2711	335	6	m.s	m.s	PROPN
easat-2711	335	7	.	.	PROPN
easat-2711	335	8	;	;	PUNCT
easat-2711	335	9	renjith	renjith	NOUN
easat-2711	335	10	,	,	PUNCT
easat-2711	335	11	d.	d.	PROPN
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easat-2711	335	13	of	of	ADP
easat-2711	335	14	word	word	NOUN
easat-2711	335	15	embeddings	embedding	NOUN
easat-2711	335	16	in	in	ADP
easat-2711	335	17	text	text	NOUN
easat-2711	335	18	classification	classification	NOUN
easat-2711	335	19	based	base	VERB
easat-2711	335	20	on	on	ADP
easat-2711	335	21	rnn	rnn	PROPN
easat-2711	335	22	and	and	CCONJ
easat-2711	335	23	cnn	cnn	PROPN
easat-2711	335	24	.	.	PUNCT
easat-2711	336	1	in	in	ADP
easat-2711	336	2	iop	iop	PROPN
easat-2711	336	3	conference	conference	NOUN
easat-2711	336	4	series	series	NOUN
easat-2711	336	5	:	:	PUNCT
easat-2711	336	6	materials	material	NOUN
easat-2711	336	7	science	science	NOUN
easat-2711	336	8	and	and	CCONJ
easat-2711	336	9	engineering	engineering	NOUN
easat-2711	336	10	.	.	PUNCT
easat-2711	337	1	2021	2021	NUM
easat-2711	337	2	,	,	PUNCT
easat-2711	337	3	1	1	NUM
easat-2711	337	4	-	-	SYM
easat-2711	337	5	9	9	NUM
easat-2711	337	6	[	[	SYM
easat-2711	337	7	8	8	NUM
easat-2711	337	8	]	]	X
easat-2711	337	9	chen	chen	PROPN
easat-2711	337	10	,	,	PUNCT
easat-2711	337	11	t.	t.	PROPN
easat-2711	337	12	;	;	PUNCT
easat-2711	337	13	xu	xu	PROPN
easat-2711	337	14	,	,	PUNCT
easat-2711	337	15	r.	r.	PROPN
easat-2711	337	16	;	;	PUNCT
easat-2711	337	17	he	he	PRON
easat-2711	337	18	,	,	PUNCT
easat-2711	337	19	y.	y.	PROPN
easat-2711	337	20	;	;	PUNCT
easat-2711	337	21	wang	wang	PROPN
easat-2711	337	22	,	,	PUNCT
easat-2711	337	23	x.improving	x.improving	NOUN
easat-2711	337	24	sentiment	sentiment	NOUN
easat-2711	337	25	analysis	analysis	NOUN
easat-2711	337	26	via	via	ADP
easat-2711	337	27	sentence	sentence	NOUN
easat-2711	337	28	type	type	NOUN
easat-2711	337	29	classification	classification	NOUN
easat-2711	337	30	using	use	VERB
easat-2711	337	31	bilstm	bilstm	NOUN
easat-2711	337	32	-	-	PUNCT
easat-2711	337	33	crf	crf	PROPN
easat-2711	337	34	and	and	CCONJ
easat-2711	337	35	cnn	cnn	PROPN
easat-2711	337	36	.	.	PUNCT
easat-2711	338	1	expert	expert	PROPN
easat-2711	338	2	syst	syst	PROPN
easat-2711	338	3	.	.	PUNCT
easat-2711	339	1	appl.2017	appl.2017	NOUN
easat-2711	339	2	,	,	PUNCT
easat-2711	339	3	72	72	NUM
easat-2711	339	4	,	,	PUNCT
easat-2711	339	5	221	221	NUM
easat-2711	339	6	-	-	SYM
easat-2711	339	7	230	230	NUM
easat-2711	339	8	[	[	SYM
easat-2711	339	9	9	9	NUM
easat-2711	339	10	]	]	SYM
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easat-2711	339	12	,	,	PUNCT
easat-2711	339	13	y.	y.	PROPN
easat-2711	339	14	;	;	PUNCT
easat-2711	339	15	bottou	bottou	PROPN
easat-2711	339	16	,	,	PUNCT
easat-2711	339	17	l.	l.	PROPN
easat-2711	339	18	;	;	PUNCT
easat-2711	339	19	bengio	bengio	PROPN
easat-2711	339	20	,	,	PUNCT
easat-2711	339	21	y.	y.	PROPN
easat-2711	339	22	;	;	PUNCT
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easat-2711	339	24	,	,	PUNCT
easat-2711	339	25	p.gradient	p.gradient	NOUN
easat-2711	339	26	-	-	PUNCT
easat-2711	339	27	based	base	VERB
easat-2711	339	28	learning	learning	NOUN
easat-2711	339	29	applied	apply	VERB
easat-2711	339	30	to	to	ADP
easat-2711	339	31	document	document	NOUN
easat-2711	339	32	recognition	recognition	NOUN
easat-2711	339	33	.	.	PUNCT
easat-2711	340	1	proc	proc	NOUN
easat-2711	340	2	.	.	PUNCT
easat-2711	341	1	ieee.1998	ieee.1998	PROPN
easat-2711	341	2	,	,	PUNCT
easat-2711	341	3	86	86	NUM
easat-2711	341	4	,	,	PUNCT
easat-2711	341	5	2278	2278	NUM
easat-2711	341	6	-	-	SYM
easat-2711	341	7	2324	2324	NUM
easat-2711	341	8	[	[	X
easat-2711	341	9	10	10	NUM
easat-2711	341	10	]	]	X
easat-2711	341	11	hochreiter	hochreiter	PROPN
easat-2711	341	12	,	,	PUNCT
easat-2711	341	13	s.	s.	PROPN
easat-2711	341	14	;	;	PUNCT
easat-2711	341	15	schmidhuber	schmidhuber	PROPN
easat-2711	341	16	,	,	PUNCT
easat-2711	341	17	j.long	j.long	ADP
easat-2711	341	18	short	short	ADJ
easat-2711	341	19	-	-	PUNCT
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easat-2711	341	22	.	.	PUNCT
easat-2711	342	1	neural	neural	ADJ
easat-2711	342	2	comput.1997,9	comput.1997,9	PROPN
easat-2711	342	3	,	,	PUNCT
easat-2711	342	4	1735	1735	NUM
easat-2711	342	5	-	-	SYM
easat-2711	342	6	1780	1780	NUM
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easat-2711	342	8	11	11	NUM
easat-2711	342	9	]	]	PUNCT
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easat-2711	342	11	,	,	PUNCT
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easat-2711	342	13	,	,	PUNCT
easat-2711	342	14	j.	j.	PROPN
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easat-2711	342	16	phoneme	phoneme	NOUN
easat-2711	342	17	classification	classification	NOUN
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easat-2711	342	19	bidirectional	bidirectional	ADJ
easat-2711	342	20	lstm	lstm	NOUN
easat-2711	342	21	and	and	CCONJ
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easat-2711	342	25	architectures	architecture	NOUN
easat-2711	342	26	.	.	PUNCT
easat-2711	343	1	neural	neural	PROPN
easat-2711	343	2	networks.2005	networks.2005	PROPN
easat-2711	343	3	,	,	PUNCT
easat-2711	343	4	18	18	NUM
easat-2711	343	5	,	,	PUNCT
easat-2711	343	6	602610	602610	NUM
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easat-2711	343	8	12	12	NUM
easat-2711	343	9	]	]	X
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easat-2711	343	11	,	,	PUNCT
easat-2711	343	12	q.	q.	PROPN
easat-2711	343	13	;	;	PUNCT
easat-2711	343	14	chang	chang	PROPN
easat-2711	343	15	,	,	PUNCT
easat-2711	343	16	v.	v.	PROPN
easat-2711	343	17	;	;	PUNCT
easat-2711	343	18	jayne	jayne	PROPN
easat-2711	343	19	,	,	PUNCT
easat-2711	343	20	c.a	c.a	PROPN
easat-2711	343	21	systematic	systematic	ADJ
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easat-2711	343	26	-	-	PUNCT
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easat-2711	343	28	sentiment	sentiment	NOUN
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easat-2711	343	30	:	:	PUNCT
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easat-2711	343	35	.	.	PROPN
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easat-2711	343	37	.	.	PUNCT
easat-2711	344	1	j.	j.	PROPN
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easat-2711	344	8	13	13	NUM
easat-2711	344	9	]	]	PUNCT
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easat-2711	344	11	-	-	PUNCT
easat-2711	344	12	guerrero	guerrero	PROPN
easat-2711	344	13	,	,	PUNCT
easat-2711	344	14	j.	j.	PROPN
easat-2711	344	15	;	;	PUNCT
easat-2711	344	16	olivas	olivas	PROPN
easat-2711	344	17	,	,	PUNCT
easat-2711	344	18	j.a	j.a	PROPN
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easat-2711	344	20	;	;	PUNCT
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easat-2711	345	2	,	,	PUNCT
easat-2711	345	3	r.p	r.p	PROPN
easat-2711	345	4	.	.	PROPN
easat-2711	345	5	;	;	PUNCT
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easat-2711	345	7	-	-	PUNCT
easat-2711	345	8	viedma	viedma	NOUN
easat-2711	345	9	,	,	PUNCT
easat-2711	345	10	e.	e.	PROPN
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easat-2711	345	13	:	:	PUNCT
easat-2711	345	14	a	a	DET
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easat-2711	345	16	and	and	CCONJ
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easat-2711	345	22	.	.	PUNCT
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easat-2711	346	2	.	.	PUNCT
easat-2711	347	1	sciences	science	NOUN
easat-2711	347	2	.	.	PUNCT
easat-2711	348	1	2015	2015	NUM
easat-2711	348	2	,	,	PUNCT
easat-2711	348	3	311,18	311,18	NUM
easat-2711	348	4	-	-	SYM
easat-2711	348	5	38	38	NUM
easat-2711	348	6	[	[	X
easat-2711	348	7	14	14	NUM
easat-2711	348	8	]	]	PUNCT
easat-2711	348	9	choi	choi	NOUN
easat-2711	348	10	,	,	PUNCT
easat-2711	348	11	y.	y.	PROPN
easat-2711	348	12	;	;	PUNCT
easat-2711	348	13	cardie	cardie	PROPN
easat-2711	348	14	,	,	PUNCT
easat-2711	348	15	c.adapting	c.adapte	VERB
easat-2711	348	16	a	a	DET
easat-2711	348	17	polarity	polarity	NOUN
easat-2711	348	18	lexicon	lexicon	NOUN
easat-2711	348	19	using	use	VERB
easat-2711	348	20	integer	integer	NOUN
easat-2711	348	21	linear	linear	ADJ
easat-2711	348	22	programming	programming	NOUN
easat-2711	348	23	for	for	ADP
easat-2711	348	24	domain	domain	NOUN
easat-2711	348	25	-	-	PUNCT
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easat-2711	348	27	sentiment	sentiment	NOUN
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easat-2711	348	29	.	.	PUNCT
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easat-2711	349	2	emnlp	emnlp	ADJ
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easat-2711	349	4	.	.	PUNCT
easat-2711	350	1	conf	conf	NOUN
easat-2711	350	2	.	.	PUNCT
easat-2711	351	1	empir	empir	PROPN
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easat-2711	353	4	.	.	PUNCT
easat-2711	354	1	:	:	PUNCT
easat-2711	354	2	meet	meet	VERB
easat-2711	354	3	.	.	PUNCT
easat-2711	355	1	sigdat	sigdat	NOUN
easat-2711	355	2	,	,	PUNCT
easat-2711	355	3	spec	spec	PROPN
easat-2711	355	4	.	.	PUNCT
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easat-2711	356	2	group	group	PROPN
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easat-2711	356	4	,	,	PUNCT
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easat-2711	356	8	-	-	PUNCT
easat-2711	356	9	ijcnlp	ijcnlp	PROPN
easat-2711	356	10	,	,	PUNCT
easat-2711	356	11	singapore	singapore	PROPN
easat-2711	356	12	.	.	PUNCT
easat-2711	357	1	2009,590	2009,590	NUM
easat-2711	357	2	-	-	SYM
easat-2711	357	3	598	598	NUM
easat-2711	357	4	[	[	SYM
easat-2711	357	5	15	15	NUM
easat-2711	357	6	]	]	X
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easat-2711	357	8	,	,	PUNCT
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easat-2711	357	10	.	.	PUNCT
easat-2711	357	11	;	;	PUNCT
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easat-2711	357	22	data	datum	NOUN
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easat-2711	357	24	stock	stock	NOUN
easat-2711	357	25	market	market	NOUN
easat-2711	357	26	values	value	NOUN
easat-2711	357	27	.	.	PUNCT
easat-2711	358	1	ieee	ieee	NOUN
easat-2711	358	2	access	access	NOUN
easat-2711	358	3	.	.	PUNCT
easat-2711	359	1	2018	2018	NUM
easat-2711	359	2	,	,	PUNCT
easat-2711	359	3	6	6	NUM
easat-2711	359	4	,	,	PUNCT
easat-2711	359	5	57655	57655	NUM
easat-2711	359	6	-	-	SYM
easat-2711	359	7	57662	57662	NUM
easat-2711	359	8	[	[	X
easat-2711	359	9	16	16	NUM
easat-2711	359	10	]	]	X
easat-2711	359	11	wilson	wilson	PROPN
easat-2711	359	12	,	,	PUNCT
easat-2711	359	13	t.;wiebe	t.;wiebe	PROPN
easat-2711	359	14	,	,	PUNCT
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easat-2711	359	21	:	:	PUNCT
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easat-2711	359	30	sentiment	sentiment	NOUN
easat-2711	359	31	analysis	analysis	NOUN
easat-2711	359	32	.	.	PUNCT
easat-2711	360	1	comput	comput	NOUN
easat-2711	360	2	.	.	PUNCT
easat-2711	361	1	linguist	linguist	NOUN
easat-2711	361	2	.	.	PUNCT
easat-2711	362	1	2009	2009	NUM
easat-2711	362	2	,	,	PUNCT
easat-2711	362	3	35	35	NUM
easat-2711	362	4	,	,	PUNCT
easat-2711	362	5	399	399	NUM
easat-2711	362	6	-	-	SYM
easat-2711	362	7	433	433	NUM
easat-2711	362	8	[	[	X
easat-2711	362	9	17	17	NUM
easat-2711	362	10	]	]	SYM
easat-2711	362	11	li	li	PROPN
easat-2711	362	12	,	,	PUNCT
easat-2711	362	13	h.	h.	PROPN
easat-2711	362	14	;	;	PUNCT
easat-2711	362	15	chen	chen	PROPN
easat-2711	362	16	,	,	PUNCT
easat-2711	362	17	q.	q.	PROPN
easat-2711	362	18	;	;	PUNCT
easat-2711	362	19	zhong	zhong	PROPN
easat-2711	362	20	,	,	PUNCT
easat-2711	362	21	z.	z.	PROPN
easat-2711	362	22	;	;	PUNCT
easat-2711	362	23	gong	gong	PROPN
easat-2711	362	24	,	,	PUNCT
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easat-2711	362	26	;	;	PUNCT
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easat-2711	362	28	,	,	PUNCT
easat-2711	362	29	g.	g.	PROPN
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easat-2711	362	31	-	-	NOUN
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easat-2711	362	37	for	for	ADP
easat-2711	362	38	user	user	NOUN
easat-2711	362	39	behavior	behavior	NOUN
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easat-2711	362	41	.	.	PUNCT
easat-2711	363	1	inform	inform	NOUN
easat-2711	363	2	.	.	PUNCT
easat-2711	364	1	process	process	NOUN
easat-2711	364	2	.	.	PUNCT
easat-2711	365	1	manag	manag	PROPN
easat-2711	365	2	.	.	PUNCT
easat-2711	366	1	2022	2022	NUM
easat-2711	366	2	,	,	PUNCT
easat-2711	366	3	59	59	NUM
easat-2711	366	4	,	,	PUNCT
easat-2711	366	5	102784	102784	NUM
easat-2711	366	6	[	[	X
easat-2711	366	7	18	18	NUM
easat-2711	366	8	]	]	X
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easat-2711	366	10	,	,	PUNCT
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easat-2711	366	12	;	;	PUNCT
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easat-2711	366	14	,	,	PUNCT
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easat-2711	366	18	different	different	ADJ
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easat-2711	366	20	using	use	VERB
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easat-2711	366	24	.	.	PUNCT
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easat-2711	367	8	.	.	PUNCT
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easat-2711	368	10	k.k	k.k	PROPN
easat-2711	368	11	.	.	PROPN
easat-2711	368	12	;	;	PUNCT
easat-2711	368	13	singh	singh	PROPN
easat-2711	368	14	ed	ed	NOUN
easat-2711	368	15	.	.	PUNCT
easat-2711	368	16	,b	,b	PROPN
easat-2711	368	17	.	.	PUNCT
easat-2711	369	1	k.	k.	PROPN
easat-2711	369	2	singapore	singapore	PROPN
easat-2711	369	3	.	.	PUNCT
easat-2711	370	1	2022	2022	NUM
easat-2711	370	2	,	,	PUNCT
easat-2711	370	3	143153	143153	NUM
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easat-2711	370	6	]	]	X
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easat-2711	370	8	,	,	PUNCT
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easat-2711	370	10	;	;	PUNCT
easat-2711	370	11	isabel	isabel	PROPN
easat-2711	370	12	,	,	PUNCT
easat-2711	370	13	s.	s.	PROPN
easat-2711	370	14	;	;	PUNCT
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easat-2711	370	16	,	,	PUNCT
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easat-2711	371	18	.	.	PUNCT
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easat-2711	372	2	syst	syst	PROPN
easat-2711	372	3	.	.	PUNCT
easat-2711	373	1	appl	appl	PROPN
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easat-2711	374	2	,	,	PUNCT
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easat-2711	374	4	,	,	PUNCT
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easat-2711	375	1	[	[	X
easat-2711	375	2	20	20	NUM
easat-2711	375	3	]	]	X
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easat-2711	375	5	,	,	PUNCT
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easat-2711	375	7	;	;	PUNCT
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easat-2711	375	11	.	.	PROPN
easat-2711	375	12	;	;	PUNCT
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easat-2711	375	22	analysis	analysis	NOUN
easat-2711	375	23	.	.	PUNCT
easat-2711	376	1	mater	mater	NOUN
easat-2711	376	2	.	.	PUNCT
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easat-2711	377	3	.	.	PUNCT
easat-2711	378	1	2022,58	2022,58	NOUN
easat-2711	378	2	,	,	PUNCT
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easat-2711	378	4	-	-	SYM
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easat-2711	378	7	21	21	NUM
easat-2711	378	8	]	]	PUNCT
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easat-2711	378	10	,	,	PUNCT
easat-2711	378	11	s.	s.	PROPN
easat-2711	378	12	;	;	PUNCT
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easat-2711	378	14	,	,	PUNCT
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easat-2711	378	16	;	;	PUNCT
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easat-2711	378	19	f.	f.	PROPN
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easat-2711	378	22	:	:	PUNCT
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easat-2711	378	34	inproc	inproc	PROPN
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easat-2711	379	2	.	.	PUNCT
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easat-2711	380	2	.	.	PUNCT
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easat-2711	381	2	.	.	PUNCT
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easat-2711	382	2	.	.	PUNCT
easat-2711	382	3	,	,	PUNCT
easat-2711	382	4	lrec	lrec	PROPN
easat-2711	382	5	,	,	PUNCT
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easat-2711	382	7	,	,	PUNCT
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easat-2711	382	11	,	,	PUNCT
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easat-2711	382	13	-	-	SYM
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easat-2711	382	17	]	]	X
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easat-2711	382	24	-	-	PUNCT
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easat-2711	382	29	;	;	PUNCT
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easat-2711	382	41	:	:	PUNCT
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easat-2711	382	45	.	.	PUNCT
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easat-2711	383	2	-	-	PUNCT
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easat-2711	385	6	-	-	SYM
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easat-2711	385	10	]	]	X
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easat-2711	386	10	-	-	PUNCT
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easat-2711	387	5	.	.	PUNCT
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easat-2711	388	7	25	25	NUM
easat-2711	388	8	]	]	PUNCT
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easat-2711	388	10	,	,	PUNCT
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easat-2711	388	12	;	;	PUNCT
easat-2711	388	13	zhang	zhang	PROPN
easat-2711	388	14	,	,	PUNCT
easat-2711	388	15	q.;kok	q.;kok	PROPN
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easat-2711	388	18	;	;	PUNCT
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easat-2711	388	38	.	.	PUNCT
easat-2711	389	1	knowl	knowl	PROPN
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easat-2711	391	9	d.r	d.r	PROPN
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easat-2711	391	22	.	.	PUNCT
easat-2711	392	1	int	int	NOUN
easat-2711	392	2	.	.	PUNCT
easat-2711	393	1	j.	j.	PROPN
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easat-2711	394	2	.	.	PUNCT
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easat-2711	395	13	;	;	PUNCT
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easat-2711	395	15	,	,	PUNCT
easat-2711	395	16	c.	c.	PROPN
easat-2711	395	17	;	;	PUNCT
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easat-2711	395	19	,	,	PUNCT
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easat-2711	396	2	,	,	PUNCT
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easat-2711	396	4	-	-	SYM
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easat-2711	396	8	]	]	X
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easat-2711	396	17	;	;	PUNCT
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easat-2711	396	19	,	,	PUNCT
easat-2711	396	20	s.m	s.m	PROPN
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easat-2711	396	32	.	.	PUNCT
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easat-2711	397	2	.	.	PUNCT
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easat-2711	398	2	-	-	SYM
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easat-2711	398	4	,	,	PUNCT
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easat-2711	398	6	-	-	SYM
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easat-2711	398	8	[	[	X
easat-2711	398	9	29	29	NUM
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easat-2711	398	16	,	,	PUNCT
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easat-2711	398	18	;	;	PUNCT
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easat-2711	398	20	,	,	PUNCT
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easat-2711	398	29	.	.	PUNCT
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easat-2711	399	2	.	.	PUNCT
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easat-2711	400	2	,	,	PUNCT
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easat-2711	400	4	,	,	PUNCT
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easat-2711	400	6	-	-	SYM
easat-2711	400	7	12	12	NUM
easat-2711	400	8	[	[	SYM
easat-2711	400	9	30	30	NUM
easat-2711	400	10	]	]	X
easat-2711	400	11	al	al	PROPN
easat-2711	400	12	-	-	PUNCT
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easat-2711	400	15	n.f	n.f	PROPN
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easat-2711	400	24	a.t	a.t	PROPN
easat-2711	400	25	.	.	PROPN
easat-2711	400	26	;	;	PUNCT
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easat-2711	400	28	,	,	PUNCT
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easat-2711	400	34	media	medium	NOUN
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easat-2711	400	36	sentiment	sentiment	NOUN
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easat-2711	400	38	.	.	PUNCT
easat-2711	401	1	baghdad	baghdad	PROPN
easat-2711	401	2	sci	sci	PROPN
easat-2711	401	3	.	.	PUNCT
easat-2711	402	1	j.	j.	PROPN
easat-2711	402	2	(	(	PUNCT
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easat-2711	402	4	)	)	PUNCT
easat-2711	402	5	.	.	PUNCT
easat-2711	403	1	2021	2021	NUM
easat-2711	403	2	,	,	PUNCT
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easat-2711	403	4	,	,	PUNCT
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easat-2711	403	6	-	-	SYM
easat-2711	403	7	429	429	NUM
easat-2711	404	1	[	[	X
easat-2711	404	2	31	31	NUM
easat-2711	404	3	]	]	PUNCT
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easat-2711	404	5	,	,	PUNCT
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easat-2711	404	7	;	;	PUNCT
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easat-2711	404	9	,	,	PUNCT
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easat-2711	404	11	of	of	ADP
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easat-2711	404	13	learning	learning	NOUN
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easat-2711	404	17	.	.	PUNCT
easat-2711	405	1	ieee	ieee	NOUN
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easat-2711	405	3	.	.	PUNCT
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easat-2711	406	2	,	,	PUNCT
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easat-2711	406	19	,	,	PUNCT
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easat-2711	406	25	-	-	SYM
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easat-2711	407	3	]	]	SYM
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easat-2711	407	10	j.	j.	PROPN
easat-2711	407	11	;	;	PUNCT
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easat-2711	407	14	r.	r.	PROPN
easat-2711	407	15	;	;	PUNCT
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easat-2711	407	17	,	,	PUNCT
easat-2711	407	18	k.	k.	PROPN
easat-2711	407	19	;	;	PUNCT
easat-2711	407	20	cheng	cheng	PROPN
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easat-2711	408	1	proc	proc	PROPN
easat-2711	408	2	.	.	PUNCT
easat-2711	409	1	comput	comput	NOUN
easat-2711	409	2	.	.	PUNCT
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easat-2711	410	2	,	,	PUNCT
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easat-2711	410	4	,	,	PUNCT
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easat-2711	410	6	-	-	SYM
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easat-2711	415	11	,	,	PUNCT
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easat-2711	415	25	;	;	PUNCT
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easat-2711	415	31	-	-	PUNCT
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easat-2711	415	39	.	.	PUNCT
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easat-2711	416	14	a.h	a.h	PROPN
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easat-2711	417	13	information	information	NOUN
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easat-2711	418	10	-	-	SYM
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easat-2711	418	13	36	36	NUM
easat-2711	418	14	]	]	X
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easat-2711	418	31	multi	multi	ADJ
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easat-2711	418	36	.	.	PUNCT
easat-2711	419	1	ieee	ieee	PROPN
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easat-2711	419	3	,	,	PUNCT
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easat-2711	419	5	-	-	SYM
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easat-2711	420	1	[	[	X
easat-2711	420	2	37	37	NUM
easat-2711	420	3	]	]	X
easat-2711	420	4	ramaswamy	ramaswamy	ADJ
easat-2711	420	5	,	,	PUNCT
easat-2711	420	6	s.l	s.l	PROPN
easat-2711	420	7	.	.	PROPN
easat-2711	420	8	;	;	PUNCT
easat-2711	420	9	jayakumar	jayakumar	NOUN
easat-2711	420	10	,	,	PUNCT
easat-2711	420	11	c.recognet	c.recognet	NOUN
easat-2711	420	12	-	-	PUNCT
easat-2711	420	13	lstm+cnn	lstm+cnn	PROPN
easat-2711	420	14	:	:	PUNCT
easat-2711	420	15	a	a	DET
easat-2711	420	16	hybrid	hybrid	ADJ
easat-2711	420	17	network	network	NOUN
easat-2711	420	18	with	with	ADP
easat-2711	420	19	attention	attention	NOUN
easat-2711	420	20	mechanism	mechanism	NOUN
easat-2711	420	21	for	for	ADP
easat-2711	420	22	aspect	aspect	NOUN
easat-2711	420	23	categorization	categorization	NOUN
easat-2711	420	24	and	and	CCONJ
easat-2711	420	25	sentiment	sentiment	NOUN
easat-2711	420	26	classification	classification	NOUN
easat-2711	420	27	.	.	PUNCT
easat-2711	421	1	j.	j.	PROPN
easat-2711	421	2	intell	intell	PROPN
easat-2711	421	3	.	.	PUNCT
easat-2711	422	1	inf	inf	PROPN
easat-2711	422	2	.	.	PUNCT
easat-2711	422	3	syst	syst	PROPN
easat-2711	422	4	.	.	PUNCT
easat-2711	423	1	2022	2022	NUM
easat-2711	423	2	,	,	PUNCT
easat-2711	423	3	58	58	NUM
easat-2711	423	4	,	,	PUNCT
easat-2711	423	5	379	379	NUM
easat-2711	423	6	-	-	SYM
easat-2711	423	7	404	404	NUM
easat-2711	423	8	[	[	X
easat-2711	423	9	38	38	NUM
easat-2711	423	10	]	]	X
easat-2711	423	11	khan	khan	PROPN
easat-2711	423	12	,	,	PUNCT
easat-2711	423	13	l.;amjad	l.;amjad	PROPN
easat-2711	423	14	,	,	PUNCT
easat-2711	423	15	a.;afaq	a.;afaq	NOUN
easat-2711	423	16	,	,	PUNCT
easat-2711	423	17	k.m	k.m	PROPN
easat-2711	423	18	.	.	PROPN
easat-2711	423	19	;	;	PUNCT
easat-2711	423	20	chang	chang	PROPN
easat-2711	423	21	,	,	PUNCT
easat-2711	423	22	h.deep	h.deep	VERB
easat-2711	423	23	sentiment	sentiment	NOUN
easat-2711	423	24	analysis	analysis	NOUN
easat-2711	423	25	using	use	VERB
easat-2711	423	26	cnn	cnn	PROPN
easat-2711	423	27	-	-	PUNCT
easat-2711	423	28	lstm	lstm	ADJ
easat-2711	423	29	architecture	architecture	NOUN
easat-2711	423	30	of	of	ADP
easat-2711	423	31	english	english	PROPN
easat-2711	423	32	and	and	CCONJ
easat-2711	423	33	roman	roman	ADJ
easat-2711	423	34	urdu	urdu	PROPN
easat-2711	423	35	text	text	NOUN
easat-2711	423	36	shared	share	VERB
easat-2711	423	37	in	in	ADP
easat-2711	423	38	social	social	ADJ
easat-2711	423	39	media	medium	NOUN
easat-2711	423	40	.	.	PUNCT
easat-2711	424	1	appl	appl	PROPN
easat-2711	424	2	.	.	PUNCT
easat-2711	425	1	sci	sci	PROPN
easat-2711	425	2	.	.	PROPN
easat-2711	425	3	2022	2022	NUM
easat-2711	425	4	,	,	PUNCT
easat-2711	425	5	12	12	NUM
easat-2711	425	6	,	,	PUNCT
easat-2711	425	7	1	1	NUM
easat-2711	425	8	-	-	SYM
easat-2711	425	9	18	18	NUM
easat-2711	425	10	[	[	SYM
easat-2711	425	11	39	39	NUM
easat-2711	425	12	]	]	PUNCT
easat-2711	425	13	sitaula	sitaula	PROPN
easat-2711	425	14	,	,	PUNCT
easat-2711	425	15	c.	c.	PROPN
easat-2711	425	16	;	;	PUNCT
easat-2711	425	17	basnet	basnet	PROPN
easat-2711	425	18	,	,	PUNCT
easat-2711	425	19	a.	a.	NOUN
easat-2711	425	20	;	;	PUNCT
easat-2711	425	21	mainali	mainali	VERB
easat-2711	425	22	,	,	PUNCT
easat-2711	425	23	a.	a.	PROPN
easat-2711	425	24	;	;	PUNCT
easat-2711	425	25	shahi	shahi	PROPN
easat-2711	425	26	,	,	PUNCT
easat-2711	425	27	tb.deep	tb.deep	X
easat-2711	425	28	learning	learn	VERB
easat-2711	425	29	-	-	PUNCT
easat-2711	425	30	based	base	VERB
easat-2711	425	31	methods	method	NOUN
easat-2711	425	32	for	for	ADP
easat-2711	425	33	sentiment	sentiment	NOUN
easat-2711	425	34	analysis	analysis	NOUN
easat-2711	425	35	on	on	ADP
easat-2711	425	36	nepali	nepali	ADJ
easat-2711	425	37	covid-19	covid-19	PROPN
easat-2711	425	38	-	-	PUNCT
easat-2711	425	39	related	relate	VERB
easat-2711	425	40	tweets	tweet	NOUN
easat-2711	425	41	.	.	PUNCT
easat-2711	426	1	computintellneurosci	computintellneurosci	PROPN
easat-2711	426	2	.	.	PUNCT
easat-2711	427	1	2021	2021	NUM
easat-2711	427	2	,	,	PUNCT
easat-2711	427	3	1	1	NUM
easat-2711	427	4	,	,	PUNCT
easat-2711	427	5	1	1	NUM
easat-2711	427	6	-	-	SYM
easat-2711	427	7	11	11	NUM
easat-2711	427	8	[	[	SYM
easat-2711	427	9	40	40	NUM
easat-2711	427	10	]	]	PUNCT
easat-2711	427	11	wikimedia	wikimedia	NOUN
easat-2711	427	12	downloads[eb	downloads[eb	PROPN
easat-2711	427	13	/	/	SYM
easat-2711	427	14	ol	ol	PROPN
easat-2711	427	15	]	]	PUNCT
easat-2711	427	16	.	.	PUNCT
easat-2711	428	1	https://dumps.wikimedia.org/zhwiki/	https://dumps.wikimedia.org/zhwiki/	NOUN
easat-2711	428	2	https://dumps.wikimedia.org/zhwiki/	https://dumps.wikimedia.org/zhwiki/	NOUN