id	sid	tid	token	lemma	pos
ssh-2336	1	1	bcp	bcp	VERB
ssh-2336	1	2	social	social	PROPN
ssh-2336	1	3	sciences	sciences	PROPN
ssh-2336	1	4	&	&	CCONJ
ssh-2336	1	5	humanities	humanity	NOUN
ssh-2336	1	6	erss	erss	VERB
ssh-2336	1	7	2022	2022	NUM
ssh-2336	1	8	volume	volume	NOUN
ssh-2336	1	9	20	20	NUM
ssh-2336	1	10	(	(	PUNCT
ssh-2336	1	11	2022	2022	NUM
ssh-2336	1	12	)	)	PUNCT
ssh-2336	1	13	317	317	NUM
ssh-2336	1	14	research	research	NOUN
ssh-2336	1	15	on	on	ADP
ssh-2336	1	16	sentiment	sentiment	NOUN
ssh-2336	1	17	analysis	analysis	NOUN
ssh-2336	1	18	model	model	NOUN
ssh-2336	1	19	of	of	ADP
ssh-2336	1	20	douban	douban	PROPN
ssh-2336	1	21	book	book	NOUN
ssh-2336	1	22	short	short	ADJ
ssh-2336	1	23	reviews	review	NOUN
ssh-2336	1	24	based	base	VERB
ssh-2336	1	25	on	on	ADP
ssh-2336	1	26	machine	machine	NOUN
ssh-2336	1	27	learning	learn	VERB
ssh-2336	1	28	zhen	zhen	PROPN
ssh-2336	1	29	zhang	zhang	PROPN
ssh-2336	1	30	fuzhou	fuzhou	PROPN
ssh-2336	1	31	university	university	PROPN
ssh-2336	1	32	,	,	PUNCT
ssh-2336	1	33	fuzhou	fuzhou	PROPN
ssh-2336	1	34	,	,	PUNCT
ssh-2336	1	35	china	china	PROPN
ssh-2336	1	36	abstract	abstract	NOUN
ssh-2336	1	37	.	.	PUNCT
ssh-2336	2	1	the	the	DET
ssh-2336	2	2	era	era	NOUN
ssh-2336	2	3	of	of	ADP
ssh-2336	2	4	big	big	ADJ
ssh-2336	2	5	data	datum	NOUN
ssh-2336	2	6	has	have	AUX
ssh-2336	2	7	produced	produce	VERB
ssh-2336	2	8	a	a	DET
ssh-2336	2	9	large	large	ADJ
ssh-2336	2	10	amount	amount	NOUN
ssh-2336	2	11	of	of	ADP
ssh-2336	2	12	text	text	NOUN
ssh-2336	2	13	data	datum	NOUN
ssh-2336	2	14	.	.	PUNCT
ssh-2336	3	1	due	due	ADP
ssh-2336	3	2	to	to	ADP
ssh-2336	3	3	the	the	DET
ssh-2336	3	4	different	different	ADJ
ssh-2336	3	5	data	datum	NOUN
ssh-2336	3	6	sources	source	NOUN
ssh-2336	3	7	and	and	CCONJ
ssh-2336	3	8	the	the	DET
ssh-2336	3	9	complexity	complexity	NOUN
ssh-2336	3	10	of	of	ADP
ssh-2336	3	11	the	the	DET
ssh-2336	3	12	data	data	NOUN
ssh-2336	3	13	generation	generation	NOUN
ssh-2336	3	14	process	process	NOUN
ssh-2336	3	15	,	,	PUNCT
ssh-2336	3	16	a	a	DET
ssh-2336	3	17	large	large	ADJ
ssh-2336	3	18	amount	amount	NOUN
ssh-2336	3	19	of	of	ADP
ssh-2336	3	20	data	datum	NOUN
ssh-2336	3	21	has	have	VERB
ssh-2336	3	22	a	a	DET
ssh-2336	3	23	heterogeneous	heterogeneous	ADJ
ssh-2336	3	24	structure	structure	NOUN
ssh-2336	3	25	.	.	PUNCT
ssh-2336	4	1	combining	combine	VERB
ssh-2336	4	2	several	several	ADJ
ssh-2336	4	3	latest	late	ADJ
ssh-2336	4	4	machine	machine	NOUN
ssh-2336	4	5	learning	learning	NOUN
ssh-2336	4	6	methods	method	NOUN
ssh-2336	4	7	with	with	ADP
ssh-2336	4	8	hierarchical	hierarchical	ADJ
ssh-2336	4	9	technology	technology	NOUN
ssh-2336	4	10	,	,	PUNCT
ssh-2336	4	11	the	the	DET
ssh-2336	4	12	algorithm	algorithm	NOUN
ssh-2336	4	13	for	for	ADP
ssh-2336	4	14	text	text	NOUN
ssh-2336	4	15	data	datum	NOUN
ssh-2336	4	16	with	with	ADP
ssh-2336	4	17	heterostructure	heterostructure	NOUN
ssh-2336	4	18	can	can	AUX
ssh-2336	4	19	improve	improve	VERB
ssh-2336	4	20	the	the	DET
ssh-2336	4	21	accuracy	accuracy	NOUN
ssh-2336	4	22	of	of	ADP
ssh-2336	4	23	text	text	NOUN
ssh-2336	4	24	classification	classification	NOUN
ssh-2336	4	25	.	.	PUNCT
ssh-2336	5	1	empirical	empirical	ADJ
ssh-2336	5	2	data	datum	NOUN
ssh-2336	5	3	analysis	analysis	NOUN
ssh-2336	5	4	shows	show	VERB
ssh-2336	5	5	that	that	SCONJ
ssh-2336	5	6	our	our	PRON
ssh-2336	5	7	algorithm	algorithm	NOUN
ssh-2336	5	8	has	have	VERB
ssh-2336	5	9	a	a	DET
ssh-2336	5	10	significant	significant	ADJ
ssh-2336	5	11	effect	effect	NOUN
ssh-2336	5	12	on	on	ADP
ssh-2336	5	13	improving	improve	VERB
ssh-2336	5	14	classification	classification	NOUN
ssh-2336	5	15	accuracy	accuracy	NOUN
ssh-2336	5	16	.	.	PUNCT
ssh-2336	6	1	based	base	VERB
ssh-2336	6	2	on	on	ADP
ssh-2336	6	3	the	the	DET
ssh-2336	6	4	grounded	ground	VERB
ssh-2336	6	5	theory	theory	NOUN
ssh-2336	6	6	,	,	PUNCT
ssh-2336	6	7	this	this	DET
ssh-2336	6	8	paper	paper	NOUN
ssh-2336	6	9	analyzes	analyze	VERB
ssh-2336	6	10	2000	2000	NUM
ssh-2336	6	11	"	"	PUNCT
ssh-2336	6	12	short	short	ADJ
ssh-2336	6	13	comments	comment	NOUN
ssh-2336	6	14	"	"	PUNCT
ssh-2336	6	15	of	of	ADP
ssh-2336	6	16	sample	sample	NOUN
ssh-2336	6	17	books	book	NOUN
ssh-2336	6	18	on	on	ADP
ssh-2336	6	19	the	the	DET
ssh-2336	6	20	"	"	PUNCT
ssh-2336	6	21	douban	douban	NOUN
ssh-2336	6	22	reading	reading	NOUN
ssh-2336	6	23	"	"	PUNCT
ssh-2336	6	24	website	website	NOUN
ssh-2336	6	25	,	,	PUNCT
ssh-2336	6	26	and	and	CCONJ
ssh-2336	6	27	explores	explore	VERB
ssh-2336	6	28	the	the	DET
ssh-2336	6	29	motivation	motivation	NOUN
ssh-2336	6	30	of	of	ADP
ssh-2336	6	31	short	short	ADJ
ssh-2336	6	32	comments	comment	NOUN
ssh-2336	6	33	and	and	CCONJ
ssh-2336	6	34	the	the	DET
ssh-2336	6	35	corresponding	corresponding	ADJ
ssh-2336	6	36	emotional	emotional	ADJ
ssh-2336	6	37	analysis	analysis	NOUN
ssh-2336	6	38	.	.	PUNCT
ssh-2336	7	1	the	the	DET
ssh-2336	7	2	data	data	NOUN
ssh-2336	7	3	results	result	NOUN
ssh-2336	7	4	show	show	VERB
ssh-2336	7	5	that	that	SCONJ
ssh-2336	7	6	users	user	NOUN
ssh-2336	7	7	'	'	PART
ssh-2336	7	8	emotional	emotional	ADJ
ssh-2336	7	9	tendencies	tendency	NOUN
ssh-2336	7	10	in	in	ADP
ssh-2336	7	11	douban	douban	ADJ
ssh-2336	7	12	applications	application	NOUN
ssh-2336	7	13	are	be	AUX
ssh-2336	7	14	diversified	diversified	ADJ
ssh-2336	7	15	and	and	CCONJ
ssh-2336	7	16	consistent	consistent	ADJ
ssh-2336	7	17	,	,	PUNCT
ssh-2336	7	18	and	and	CCONJ
ssh-2336	7	19	neutral	neutral	ADJ
ssh-2336	7	20	comments	comment	NOUN
ssh-2336	7	21	play	play	VERB
ssh-2336	7	22	an	an	DET
ssh-2336	7	23	important	important	ADJ
ssh-2336	7	24	role	role	NOUN
ssh-2336	7	25	.	.	PUNCT
ssh-2336	8	1	the	the	DET
ssh-2336	8	2	user	user	NOUN
ssh-2336	8	3	's	's	PART
ssh-2336	8	4	emotional	emotional	ADJ
ssh-2336	8	5	tendency	tendency	NOUN
ssh-2336	8	6	represents	represent	VERB
ssh-2336	8	7	the	the	DET
ssh-2336	8	8	user	user	NOUN
ssh-2336	8	9	's	's	PART
ssh-2336	8	10	evaluation	evaluation	NOUN
ssh-2336	8	11	attitude	attitude	NOUN
ssh-2336	8	12	towards	towards	ADP
ssh-2336	8	13	books	book	NOUN
ssh-2336	8	14	.	.	PUNCT
ssh-2336	9	1	the	the	DET
ssh-2336	9	2	user	user	NOUN
ssh-2336	9	3	's	's	PART
ssh-2336	9	4	emotional	emotional	ADJ
ssh-2336	9	5	tendency	tendency	NOUN
ssh-2336	9	6	in	in	ADP
ssh-2336	9	7	the	the	DET
ssh-2336	9	8	evaluation	evaluation	NOUN
ssh-2336	9	9	can	can	AUX
ssh-2336	9	10	be	be	AUX
ssh-2336	9	11	grasped	grasp	VERB
ssh-2336	9	12	in	in	ADP
ssh-2336	9	13	a	a	DET
ssh-2336	9	14	timely	timely	ADJ
ssh-2336	9	15	manner	manner	NOUN
ssh-2336	9	16	.	.	PUNCT
ssh-2336	10	1	readers	reader	NOUN
ssh-2336	10	2	can	can	AUX
ssh-2336	10	3	be	be	AUX
ssh-2336	10	4	used	use	VERB
ssh-2336	10	5	to	to	PART
ssh-2336	10	6	understand	understand	VERB
ssh-2336	10	7	the	the	DET
ssh-2336	10	8	user	user	NOUN
ssh-2336	10	9	's	's	PART
ssh-2336	10	10	recognition	recognition	NOUN
ssh-2336	10	11	of	of	ADP
ssh-2336	10	12	books	book	NOUN
ssh-2336	10	13	in	in	ADP
ssh-2336	10	14	a	a	DET
ssh-2336	10	15	timely	timely	ADJ
ssh-2336	10	16	manner	manner	NOUN
ssh-2336	10	17	and	and	CCONJ
ssh-2336	10	18	adjust	adjust	VERB
ssh-2336	10	19	their	their	PRON
ssh-2336	10	20	service	service	NOUN
ssh-2336	10	21	strategies	strategy	NOUN
ssh-2336	10	22	in	in	ADP
ssh-2336	10	23	a	a	DET
ssh-2336	10	24	timely	timely	ADJ
ssh-2336	10	25	manner	manner	NOUN
ssh-2336	10	26	.	.	PUNCT
ssh-2336	11	1	keywords	keyword	NOUN
ssh-2336	11	2	:	:	PUNCT
ssh-2336	11	3	machine	machine	NOUN
ssh-2336	11	4	learning	learning	NOUN
ssh-2336	11	5	;	;	PUNCT
ssh-2336	11	6	douban	douban	PROPN
ssh-2336	11	7	;	;	PUNCT
ssh-2336	11	8	short	short	ADJ
ssh-2336	11	9	book	book	NOUN
ssh-2336	11	10	reviews	review	NOUN
ssh-2336	11	11	;	;	PUNCT
ssh-2336	11	12	sentiment	sentiment	NOUN
ssh-2336	11	13	analysis	analysis	NOUN
ssh-2336	11	14	model	model	NOUN
ssh-2336	11	15	.	.	PUNCT
ssh-2336	12	1	1	1	X
ssh-2336	12	2	.	.	X
ssh-2336	12	3	introduction	introduction	NOUN
ssh-2336	12	4	with	with	ADP
ssh-2336	12	5	the	the	DET
ssh-2336	12	6	development	development	NOUN
ssh-2336	12	7	of	of	ADP
ssh-2336	12	8	the	the	DET
ssh-2336	12	9	internet	internet	NOUN
ssh-2336	12	10	,	,	PUNCT
ssh-2336	12	11	people	people	NOUN
ssh-2336	12	12	are	be	AUX
ssh-2336	12	13	used	use	VERB
ssh-2336	12	14	to	to	ADP
ssh-2336	12	15	expressing	express	VERB
ssh-2336	12	16	their	their	PRON
ssh-2336	12	17	feelings	feeling	NOUN
ssh-2336	12	18	by	by	ADP
ssh-2336	12	19	publishing	publish	VERB
ssh-2336	12	20	various	various	ADJ
ssh-2336	12	21	comments	comment	NOUN
ssh-2336	12	22	on	on	ADP
ssh-2336	12	23	the	the	DET
ssh-2336	12	24	internet	internet	NOUN
ssh-2336	12	25	,	,	PUNCT
ssh-2336	12	26	and	and	CCONJ
ssh-2336	12	27	most	most	ADJ
ssh-2336	12	28	of	of	ADP
ssh-2336	12	29	them	they	PRON
ssh-2336	12	30	will	will	AUX
ssh-2336	12	31	collect	collect	VERB
ssh-2336	12	32	articles	article	NOUN
ssh-2336	12	33	or	or	CCONJ
ssh-2336	12	34	books	book	NOUN
ssh-2336	12	35	that	that	PRON
ssh-2336	12	36	they	they	PRON
ssh-2336	12	37	like	like	VERB
ssh-2336	12	38	better	well	ADV
ssh-2336	12	39	or	or	CCONJ
ssh-2336	12	40	other	other	ADJ
ssh-2336	12	41	websites	website	NOUN
ssh-2336	12	42	that	that	SCONJ
ssh-2336	12	43	they	they	PRON
ssh-2336	12	44	are	be	AUX
ssh-2336	12	45	interested	interested	ADJ
ssh-2336	12	46	in	in	ADP
ssh-2336	12	47	[	[	X
ssh-2336	12	48	1	1	NUM
ssh-2336	12	49	]	]	PUNCT
ssh-2336	12	50	.	.	PUNCT
ssh-2336	13	1	generally	generally	ADV
ssh-2336	13	2	speaking	speak	VERB
ssh-2336	13	3	,	,	PUNCT
ssh-2336	13	4	when	when	SCONJ
ssh-2336	13	5	users	user	NOUN
ssh-2336	13	6	buy	buy	VERB
ssh-2336	13	7	products	product	NOUN
ssh-2336	13	8	online	online	ADV
ssh-2336	13	9	,	,	PUNCT
ssh-2336	13	10	they	they	PRON
ssh-2336	13	11	will	will	AUX
ssh-2336	13	12	browse	browse	VERB
ssh-2336	13	13	the	the	DET
ssh-2336	13	14	comments	comment	NOUN
ssh-2336	13	15	of	of	ADP
ssh-2336	13	16	other	other	ADJ
ssh-2336	13	17	users	user	NOUN
ssh-2336	13	18	to	to	PART
ssh-2336	13	19	help	help	VERB
ssh-2336	13	20	them	they	PRON
ssh-2336	13	21	make	make	VERB
ssh-2336	13	22	decisions	decision	NOUN
ssh-2336	13	23	[	[	X
ssh-2336	13	24	2	2	NUM
ssh-2336	13	25	]	]	PUNCT
ssh-2336	13	26	.	.	PUNCT
ssh-2336	14	1	at	at	ADP
ssh-2336	14	2	the	the	DET
ssh-2336	14	3	same	same	ADJ
ssh-2336	14	4	time	time	NOUN
ssh-2336	14	5	,	,	PUNCT
ssh-2336	14	6	a	a	DET
ssh-2336	14	7	large	large	ADJ
ssh-2336	14	8	number	number	NOUN
ssh-2336	14	9	of	of	ADP
ssh-2336	14	10	comments	comment	NOUN
ssh-2336	14	11	involving	involve	VERB
ssh-2336	14	12	consumers	consumer	NOUN
ssh-2336	14	13	have	have	AUX
ssh-2336	14	14	also	also	ADV
ssh-2336	14	15	been	be	AUX
ssh-2336	14	16	generated	generate	VERB
ssh-2336	14	17	,	,	PUNCT
ssh-2336	14	18	providing	provide	VERB
ssh-2336	14	19	a	a	DET
ssh-2336	14	20	good	good	ADJ
ssh-2336	14	21	sample	sample	NOUN
ssh-2336	14	22	for	for	ADP
ssh-2336	14	23	the	the	DET
ssh-2336	14	24	study	study	NOUN
ssh-2336	14	25	of	of	ADP
ssh-2336	14	26	consumer	consumer	NOUN
ssh-2336	14	27	demand	demand	NOUN
ssh-2336	14	28	characteristics	characteristic	NOUN
ssh-2336	14	29	[	[	X
ssh-2336	14	30	3	3	NUM
ssh-2336	14	31	]	]	PUNCT
ssh-2336	14	32	.	.	PUNCT
ssh-2336	15	1	taking	take	VERB
ssh-2336	15	2	the	the	DET
ssh-2336	15	3	short	short	ADJ
ssh-2336	15	4	review	review	NOUN
ssh-2336	15	5	of	of	ADP
ssh-2336	15	6	douban	douban	NOUN
ssh-2336	15	7	books	book	NOUN
ssh-2336	15	8	as	as	ADP
ssh-2336	15	9	an	an	DET
ssh-2336	15	10	example	example	NOUN
ssh-2336	15	11	,	,	PUNCT
ssh-2336	15	12	we	we	PRON
ssh-2336	15	13	can	can	AUX
ssh-2336	15	14	get	get	VERB
ssh-2336	15	15	a	a	DET
ssh-2336	15	16	lot	lot	NOUN
ssh-2336	15	17	of	of	ADP
ssh-2336	15	18	valuable	valuable	ADJ
ssh-2336	15	19	review	review	NOUN
ssh-2336	15	20	information	information	NOUN
ssh-2336	15	21	,	,	PUNCT
ssh-2336	15	22	which	which	PRON
ssh-2336	15	23	can	can	AUX
ssh-2336	15	24	comprehensively	comprehensively	ADV
ssh-2336	15	25	reflect	reflect	VERB
ssh-2336	15	26	the	the	DET
ssh-2336	15	27	characteristics	characteristic	NOUN
ssh-2336	15	28	of	of	ADP
ssh-2336	15	29	reading	read	VERB
ssh-2336	15	30	needs	need	NOUN
ssh-2336	15	31	.	.	PUNCT
ssh-2336	16	1	text	text	NOUN
ssh-2336	16	2	mining	mining	NOUN
ssh-2336	16	3	and	and	CCONJ
ssh-2336	16	4	emotion	emotion	NOUN
ssh-2336	16	5	analysis	analysis	NOUN
ssh-2336	16	6	are	be	AUX
ssh-2336	16	7	carried	carry	VERB
ssh-2336	16	8	out	out	ADP
ssh-2336	16	9	for	for	ADP
ssh-2336	16	10	mobile	mobile	ADJ
ssh-2336	16	11	library	library	NOUN
ssh-2336	16	12	's	's	PART
ssh-2336	16	13	social	social	ADJ
ssh-2336	16	14	services	service	NOUN
ssh-2336	16	15	to	to	PART
ssh-2336	16	16	discover	discover	VERB
ssh-2336	16	17	users	user	NOUN
ssh-2336	16	18	'	'	PART
ssh-2336	16	19	evaluation	evaluation	NOUN
ssh-2336	16	20	and	and	CCONJ
ssh-2336	16	21	emotional	emotional	ADJ
ssh-2336	16	22	tendency	tendency	NOUN
ssh-2336	16	23	to	to	ADP
ssh-2336	16	24	mobile	mobile	ADJ
ssh-2336	16	25	library	library	NOUN
ssh-2336	16	26	resources	resource	NOUN
ssh-2336	16	27	,	,	PUNCT
ssh-2336	16	28	so	so	SCONJ
ssh-2336	16	29	as	as	SCONJ
ssh-2336	16	30	to	to	PART
ssh-2336	16	31	better	well	ADV
ssh-2336	16	32	realize	realize	VERB
ssh-2336	16	33	mobile	mobile	ADJ
ssh-2336	16	34	library	library	NOUN
ssh-2336	16	35	resource	resource	NOUN
ssh-2336	16	36	promotion	promotion	NOUN
ssh-2336	16	37	and	and	CCONJ
ssh-2336	16	38	accurate	accurate	ADJ
ssh-2336	16	39	recommendation	recommendation	NOUN
ssh-2336	16	40	service	service	NOUN
ssh-2336	16	41	,	,	PUNCT
ssh-2336	16	42	which	which	PRON
ssh-2336	16	43	has	have	AUX
ssh-2336	16	44	become	become	VERB
ssh-2336	16	45	a	a	DET
ssh-2336	16	46	new	new	ADJ
ssh-2336	16	47	research	research	NOUN
ssh-2336	16	48	hotspot	hotspot	NOUN
ssh-2336	16	49	[	[	X
ssh-2336	16	50	4	4	NUM
ssh-2336	16	51	]	]	PUNCT
ssh-2336	16	52	.	.	PUNCT
ssh-2336	17	1	this	this	DET
ssh-2336	17	2	research	research	NOUN
ssh-2336	17	3	starts	start	VERB
ssh-2336	17	4	with	with	ADP
ssh-2336	17	5	the	the	DET
ssh-2336	17	6	overall	overall	ADJ
ssh-2336	17	7	attitude	attitude	NOUN
ssh-2336	17	8	of	of	ADP
ssh-2336	17	9	netizens	netizen	NOUN
ssh-2336	17	10	'	'	PART
ssh-2336	17	11	comments	comment	NOUN
ssh-2336	17	12	on	on	ADP
ssh-2336	17	13	douban	douban	PROPN
ssh-2336	17	14	,	,	PUNCT
ssh-2336	17	15	then	then	ADV
ssh-2336	17	16	analyzes	analyze	VERB
ssh-2336	17	17	the	the	DET
ssh-2336	17	18	high	high	ADJ
ssh-2336	17	19	-	-	PUNCT
ssh-2336	17	20	frequency	frequency	NOUN
ssh-2336	17	21	words	word	NOUN
ssh-2336	17	22	in	in	ADP
ssh-2336	17	23	netizens	netizen	NOUN
ssh-2336	17	24	'	'	PART
ssh-2336	17	25	short	short	ADJ
ssh-2336	17	26	comments	comment	NOUN
ssh-2336	17	27	,	,	PUNCT
ssh-2336	17	28	then	then	ADV
ssh-2336	17	29	analyzes	analyze	VERB
ssh-2336	17	30	the	the	DET
ssh-2336	17	31	most	most	ADV
ssh-2336	17	32	popular	popular	ADJ
ssh-2336	17	33	reviews	review	NOUN
ssh-2336	17	34	,	,	PUNCT
ssh-2336	17	35	and	and	CCONJ
ssh-2336	17	36	finally	finally	ADV
ssh-2336	17	37	clusters	cluster	VERB
ssh-2336	17	38	all	all	DET
ssh-2336	17	39	the	the	DET
ssh-2336	17	40	collected	collect	VERB
ssh-2336	17	41	short	short	ADJ
ssh-2336	17	42	comments	comment	NOUN
ssh-2336	17	43	.	.	PUNCT
ssh-2336	18	1	the	the	DET
ssh-2336	18	2	object	object	NOUN
ssh-2336	18	3	of	of	ADP
ssh-2336	18	4	analysis	analysis	NOUN
ssh-2336	18	5	is	be	AUX
ssh-2336	18	6	from	from	ADP
ssh-2336	18	7	attitude	attitude	NOUN
ssh-2336	18	8	,	,	PUNCT
ssh-2336	18	9	to	to	ADP
ssh-2336	18	10	words	word	NOUN
ssh-2336	18	11	,	,	PUNCT
ssh-2336	18	12	to	to	ADP
ssh-2336	18	13	paragraphs	paragraph	NOUN
ssh-2336	18	14	,	,	PUNCT
ssh-2336	18	15	and	and	CCONJ
ssh-2336	18	16	finally	finally	ADV
ssh-2336	18	17	to	to	ADP
ssh-2336	18	18	the	the	DET
ssh-2336	18	19	data	data	NOUN
ssh-2336	18	20	analysis	analysis	NOUN
ssh-2336	18	21	of	of	ADP
ssh-2336	18	22	all	all	DET
ssh-2336	18	23	short	short	ADJ
ssh-2336	18	24	comments	comment	NOUN
ssh-2336	18	25	.	.	PUNCT
ssh-2336	19	1	the	the	DET
ssh-2336	19	2	whole	whole	ADJ
ssh-2336	19	3	process	process	NOUN
ssh-2336	19	4	is	be	AUX
ssh-2336	19	5	a	a	DET
ssh-2336	19	6	gradual	gradual	ADJ
ssh-2336	19	7	and	and	CCONJ
ssh-2336	19	8	in	in	ADP
ssh-2336	19	9	-	-	PUNCT
ssh-2336	19	10	depth	depth	NOUN
ssh-2336	19	11	analysis	analysis	NOUN
ssh-2336	19	12	of	of	ADP
ssh-2336	19	13	netizens	netizen	NOUN
ssh-2336	19	14	'	'	PART
ssh-2336	19	15	impressions	impression	NOUN
ssh-2336	19	16	.	.	PUNCT
ssh-2336	20	1	2	2	X
ssh-2336	20	2	.	.	X
ssh-2336	20	3	theories	theory	NOUN
ssh-2336	20	4	related	relate	VERB
ssh-2336	20	5	to	to	ADP
ssh-2336	20	6	machine	machine	NOUN
ssh-2336	20	7	learning	learning	NOUN
ssh-2336	20	8	and	and	CCONJ
ssh-2336	20	9	sentiment	sentiment	NOUN
ssh-2336	20	10	analysis	analysis	NOUN
ssh-2336	20	11	2.1	2.1	NUM
ssh-2336	20	12	development	development	NOUN
ssh-2336	20	13	of	of	ADP
ssh-2336	20	14	sentiment	sentiment	NOUN
ssh-2336	20	15	analysis	analysis	NOUN
ssh-2336	20	16	we	we	PRON
ssh-2336	20	17	need	need	VERB
ssh-2336	20	18	to	to	PART
ssh-2336	20	19	analyze	analyze	VERB
ssh-2336	20	20	the	the	DET
ssh-2336	20	21	target	target	NOUN
ssh-2336	20	22	document	document	NOUN
ssh-2336	20	23	in	in	ADP
ssh-2336	20	24	more	more	ADJ
ssh-2336	20	25	detail	detail	NOUN
ssh-2336	20	26	.	.	PUNCT
ssh-2336	21	1	sentence	sentence	NOUN
ssh-2336	21	2	level	level	NOUN
ssh-2336	21	3	emotion	emotion	NOUN
ssh-2336	21	4	analysis	analysis	NOUN
ssh-2336	21	5	task	task	NOUN
ssh-2336	21	6	is	be	AUX
ssh-2336	21	7	to	to	PART
ssh-2336	21	8	determine	determine	VERB
ssh-2336	21	9	whether	whether	SCONJ
ssh-2336	21	10	a	a	DET
ssh-2336	21	11	sentence	sentence	NOUN
ssh-2336	21	12	expresses	express	VERB
ssh-2336	21	13	positive	positive	ADJ
ssh-2336	21	14	,	,	PUNCT
ssh-2336	21	15	negative	negative	ADJ
ssh-2336	21	16	or	or	CCONJ
ssh-2336	21	17	neutral	neutral	ADJ
ssh-2336	21	18	emotions	emotion	NOUN
ssh-2336	21	19	[	[	X
ssh-2336	21	20	5	5	NUM
ssh-2336	21	21	]	]	PUNCT
ssh-2336	21	22	.	.	PUNCT
ssh-2336	22	1	this	this	DET
ssh-2336	22	2	level	level	NOUN
ssh-2336	22	3	of	of	ADP
ssh-2336	22	4	emotion	emotion	NOUN
ssh-2336	22	5	analysis	analysis	NOUN
ssh-2336	22	6	is	be	AUX
ssh-2336	22	7	closely	closely	ADV
ssh-2336	22	8	related	relate	VERB
ssh-2336	22	9	to	to	ADP
ssh-2336	22	10	the	the	DET
ssh-2336	22	11	subjective	subjective	ADJ
ssh-2336	22	12	and	and	CCONJ
ssh-2336	22	13	objective	objective	ADJ
ssh-2336	22	14	classification	classification	NOUN
ssh-2336	22	15	tasks	task	NOUN
ssh-2336	22	16	.	.	PUNCT
ssh-2336	23	1	the	the	DET
ssh-2336	23	2	objective	objective	ADJ
ssh-2336	23	3	and	and	CCONJ
ssh-2336	23	4	subjective	subjective	ADJ
ssh-2336	23	5	classification	classification	NOUN
ssh-2336	23	6	task	task	NOUN
ssh-2336	23	7	is	be	AUX
ssh-2336	23	8	to	to	PART
ssh-2336	23	9	distinguish	distinguish	VERB
ssh-2336	23	10	whether	whether	SCONJ
ssh-2336	23	11	the	the	DET
ssh-2336	23	12	statement	statement	NOUN
ssh-2336	23	13	is	be	AUX
ssh-2336	23	14	to	to	PART
ssh-2336	23	15	state	state	VERB
ssh-2336	23	16	factual	factual	ADJ
ssh-2336	23	17	information	information	NOUN
ssh-2336	23	18	(	(	PUNCT
ssh-2336	23	19	objective	objective	ADJ
ssh-2336	23	20	sentence	sentence	NOUN
ssh-2336	23	21	)	)	PUNCT
ssh-2336	23	22	or	or	CCONJ
ssh-2336	23	23	express	express	VERB
ssh-2336	23	24	subjective	subjective	ADJ
ssh-2336	23	25	information	information	NOUN
ssh-2336	23	26	(	(	PUNCT
ssh-2336	23	27	subjective	subjective	ADJ
ssh-2336	23	28	sentence	sentence	NOUN
ssh-2336	23	29	)	)	PUNCT
ssh-2336	23	30	.	.	PUNCT
ssh-2336	24	1	attribute	attribute	NOUN
ssh-2336	24	2	level	level	NOUN
ssh-2336	24	3	emotional	emotional	ADJ
ssh-2336	24	4	analysis	analysis	NOUN
ssh-2336	24	5	is	be	AUX
ssh-2336	24	6	a	a	DET
ssh-2336	24	7	more	more	ADV
ssh-2336	24	8	detailed	detailed	ADJ
ssh-2336	24	9	emotional	emotional	ADJ
ssh-2336	24	10	analysis	analysis	NOUN
ssh-2336	24	11	,	,	PUNCT
ssh-2336	24	12	which	which	PRON
ssh-2336	24	13	directly	directly	ADV
ssh-2336	24	14	focuses	focus	VERB
ssh-2336	24	15	on	on	ADP
ssh-2336	24	16	goals	goal	NOUN
ssh-2336	24	17	and	and	CCONJ
ssh-2336	24	18	opinions	opinion	NOUN
ssh-2336	24	19	rather	rather	ADV
ssh-2336	24	20	than	than	ADP
ssh-2336	24	21	linguistic	linguistic	ADJ
ssh-2336	24	22	units	unit	NOUN
ssh-2336	24	23	such	such	ADJ
ssh-2336	24	24	as	as	ADP
ssh-2336	24	25	text	text	NOUN
ssh-2336	24	26	and	and	CCONJ
ssh-2336	24	27	sentence	sentence	NOUN
ssh-2336	24	28	[	[	X
ssh-2336	24	29	6	6	NUM
ssh-2336	24	30	]	]	PUNCT
ssh-2336	24	31	.	.	PUNCT
ssh-2336	25	1	for	for	ADP
ssh-2336	25	2	researchers	researcher	NOUN
ssh-2336	25	3	,	,	PUNCT
ssh-2336	25	4	focusing	focus	VERB
ssh-2336	25	5	on	on	ADP
ssh-2336	25	6	the	the	DET
ssh-2336	25	7	extraction	extraction	NOUN
ssh-2336	25	8	and	and	CCONJ
ssh-2336	25	9	analysis	analysis	NOUN
ssh-2336	25	10	of	of	ADP
ssh-2336	25	11	evaluation	evaluation	NOUN
ssh-2336	25	12	objects	object	NOUN
ssh-2336	25	13	can	can	AUX
ssh-2336	25	14	better	well	ADV
ssh-2336	25	15	understand	understand	VERB
ssh-2336	25	16	the	the	DET
ssh-2336	25	17	problem	problem	NOUN
ssh-2336	25	18	of	of	ADP
ssh-2336	25	19	emotion	emotion	NOUN
ssh-2336	25	20	analysis	analysis	NOUN
ssh-2336	25	21	.	.	PUNCT
ssh-2336	26	1	according	accord	VERB
ssh-2336	26	2	to	to	ADP
ssh-2336	26	3	the	the	DET
ssh-2336	26	4	current	current	ADJ
ssh-2336	26	5	research	research	NOUN
ssh-2336	26	6	,	,	PUNCT
ssh-2336	26	7	we	we	PRON
ssh-2336	26	8	can	can	AUX
ssh-2336	26	9	draw	draw	VERB
ssh-2336	26	10	a	a	DET
ssh-2336	26	11	frame	frame	NOUN
ssh-2336	26	12	diagram	diagram	NOUN
ssh-2336	26	13	of	of	ADP
ssh-2336	26	14	emotion	emotion	NOUN
ssh-2336	26	15	analysis	analysis	NOUN
ssh-2336	26	16	,	,	PUNCT
ssh-2336	26	17	as	as	SCONJ
ssh-2336	26	18	shown	show	VERB
ssh-2336	26	19	in	in	ADP
ssh-2336	26	20	figure	figure	NOUN
ssh-2336	26	21	1	1	NUM
ssh-2336	26	22	below	below	ADV
ssh-2336	26	23	:	:	PUNCT
ssh-2336	26	24	bcp	bcp	VERB
ssh-2336	26	25	social	social	PROPN
ssh-2336	26	26	sciences	sciences	PROPN
ssh-2336	26	27	&	&	CCONJ
ssh-2336	26	28	humanities	humanity	NOUN
ssh-2336	26	29	erss	erss	VERB
ssh-2336	26	30	2022	2022	NUM
ssh-2336	26	31	volume	volume	NOUN
ssh-2336	26	32	20	20	NUM
ssh-2336	26	33	(	(	PUNCT
ssh-2336	26	34	2022	2022	NUM
ssh-2336	26	35	)	)	PUNCT
ssh-2336	26	36	318	318	NUM
ssh-2336	26	37	figure	figure	NOUN
ssh-2336	26	38	1	1	NUM
ssh-2336	26	39	.	.	NOUN
ssh-2336	26	40	sentiment	sentiment	NOUN
ssh-2336	26	41	analysis	analysis	NOUN
ssh-2336	26	42	model	model	NOUN
ssh-2336	26	43	framework	framework	NOUN
ssh-2336	26	44	emotion	emotion	NOUN
ssh-2336	26	45	analysis	analysis	NOUN
ssh-2336	26	46	is	be	AUX
ssh-2336	26	47	to	to	PART
ssh-2336	26	48	use	use	VERB
ssh-2336	26	49	machine	machine	NOUN
ssh-2336	26	50	learning	learning	NOUN
ssh-2336	26	51	or	or	CCONJ
ssh-2336	26	52	deep	deep	ADJ
ssh-2336	26	53	learning	learning	NOUN
ssh-2336	26	54	algorithm	algorithm	NOUN
ssh-2336	26	55	,	,	PUNCT
ssh-2336	26	56	combined	combine	VERB
ssh-2336	26	57	with	with	ADP
ssh-2336	26	58	common	common	ADJ
ssh-2336	26	59	methods	method	NOUN
ssh-2336	26	60	of	of	ADP
ssh-2336	26	61	natural	natural	ADJ
ssh-2336	26	62	language	language	NOUN
ssh-2336	26	63	processing	processing	NOUN
ssh-2336	26	64	to	to	PART
ssh-2336	26	65	classify	classify	VERB
ssh-2336	26	66	a	a	DET
ssh-2336	26	67	paragraph	paragraph	NOUN
ssh-2336	26	68	of	of	ADP
ssh-2336	26	69	text	text	NOUN
ssh-2336	26	70	,	,	PUNCT
ssh-2336	26	71	and	and	CCONJ
ssh-2336	26	72	its	its	PRON
ssh-2336	26	73	essence	essence	NOUN
ssh-2336	26	74	is	be	AUX
ssh-2336	26	75	text	text	NOUN
ssh-2336	26	76	classification	classification	NOUN
ssh-2336	26	77	.	.	PUNCT
ssh-2336	27	1	it	it	PRON
ssh-2336	27	2	is	be	AUX
ssh-2336	27	3	a	a	DET
ssh-2336	27	4	sub	sub	NOUN
ssh-2336	27	5	-	-	NOUN
ssh-2336	27	6	direction	direction	NOUN
ssh-2336	27	7	in	in	ADP
ssh-2336	27	8	the	the	DET
ssh-2336	27	9	field	field	NOUN
ssh-2336	27	10	of	of	ADP
ssh-2336	27	11	natural	natural	ADJ
ssh-2336	27	12	language	language	NOUN
ssh-2336	27	13	processing	processing	NOUN
ssh-2336	27	14	.	.	PUNCT
ssh-2336	28	1	at	at	ADP
ssh-2336	28	2	present	present	ADJ
ssh-2336	28	3	,	,	PUNCT
ssh-2336	28	4	affective	affective	ADJ
ssh-2336	28	5	analysis	analysis	NOUN
ssh-2336	28	6	can	can	AUX
ssh-2336	28	7	be	be	AUX
ssh-2336	28	8	divided	divide	VERB
ssh-2336	28	9	into	into	ADP
ssh-2336	28	10	three	three	NUM
ssh-2336	28	11	levels	level	NOUN
ssh-2336	28	12	:	:	PUNCT
ssh-2336	28	13	discourse	discourse	NOUN
ssh-2336	28	14	level	level	NOUN
ssh-2336	28	15	,	,	PUNCT
ssh-2336	28	16	sentence	sentence	NOUN
ssh-2336	28	17	level	level	NOUN
ssh-2336	28	18	and	and	CCONJ
ssh-2336	28	19	attribute	attribute	NOUN
ssh-2336	28	20	level	level	NOUN
ssh-2336	28	21	[	[	X
ssh-2336	28	22	7	7	NUM
ssh-2336	28	23	]	]	PUNCT
ssh-2336	28	24	.	.	PUNCT
ssh-2336	29	1	the	the	DET
ssh-2336	29	2	main	main	ADJ
ssh-2336	29	3	purpose	purpose	NOUN
ssh-2336	29	4	of	of	ADP
ssh-2336	29	5	comment	comment	NOUN
ssh-2336	29	6	sentiment	sentiment	NOUN
ssh-2336	29	7	analysis	analysis	NOUN
ssh-2336	29	8	is	be	AUX
ssh-2336	29	9	to	to	PART
ssh-2336	29	10	predict	predict	VERB
ssh-2336	29	11	the	the	DET
ssh-2336	29	12	emotional	emotional	ADJ
ssh-2336	29	13	polarity	polarity	NOUN
ssh-2336	29	14	of	of	ADP
ssh-2336	29	15	comments	comment	NOUN
ssh-2336	29	16	,	,	PUNCT
ssh-2336	29	17	such	such	ADJ
ssh-2336	29	18	as	as	ADP
ssh-2336	29	19	positive	positive	ADJ
ssh-2336	29	20	comments	comment	NOUN
ssh-2336	29	21	and	and	CCONJ
ssh-2336	29	22	negative	negative	ADJ
ssh-2336	29	23	comments	comment	NOUN
ssh-2336	29	24	[	[	X
ssh-2336	29	25	8	8	NUM
ssh-2336	29	26	]	]	PUNCT
ssh-2336	29	27	.	.	PUNCT
ssh-2336	30	1	emotion	emotion	NOUN
ssh-2336	30	2	analysis	analysis	NOUN
ssh-2336	30	3	has	have	VERB
ssh-2336	30	4	an	an	DET
ssh-2336	30	5	important	important	ADJ
ssh-2336	30	6	application	application	NOUN
ssh-2336	30	7	in	in	ADP
ssh-2336	30	8	e	e	NOUN
ssh-2336	30	9	-	-	NOUN
ssh-2336	30	10	commerce	commerce	ADJ
ssh-2336	30	11	,	,	PUNCT
ssh-2336	30	12	social	social	ADJ
ssh-2336	30	13	media	medium	NOUN
ssh-2336	30	14	analysis	analysis	NOUN
ssh-2336	30	15	and	and	CCONJ
ssh-2336	30	16	marketing	marketing	NOUN
ssh-2336	30	17	,	,	PUNCT
ssh-2336	30	18	making	make	VERB
ssh-2336	30	19	it	it	PRON
ssh-2336	30	20	a	a	DET
ssh-2336	30	21	research	research	NOUN
ssh-2336	30	22	hotspot	hotspot	NOUN
ssh-2336	30	23	[	[	X
ssh-2336	30	24	9	9	NUM
ssh-2336	30	25	]	]	PUNCT
ssh-2336	30	26	.	.	PUNCT
ssh-2336	31	1	an	an	DET
ssh-2336	31	2	emotion	emotion	NOUN
ssh-2336	31	3	analysis	analysis	NOUN
ssh-2336	31	4	model	model	NOUN
ssh-2336	31	5	with	with	ADP
ssh-2336	31	6	high	high	ADJ
ssh-2336	31	7	accuracy	accuracy	NOUN
ssh-2336	31	8	can	can	AUX
ssh-2336	31	9	not	not	PART
ssh-2336	31	10	only	only	ADV
ssh-2336	31	11	save	save	VERB
ssh-2336	31	12	a	a	DET
ssh-2336	31	13	lot	lot	NOUN
ssh-2336	31	14	of	of	ADP
ssh-2336	31	15	manpower	manpower	NOUN
ssh-2336	31	16	and	and	CCONJ
ssh-2336	31	17	material	material	NOUN
ssh-2336	31	18	resources	resource	NOUN
ssh-2336	31	19	,	,	PUNCT
ssh-2336	31	20	but	but	CCONJ
ssh-2336	31	21	also	also	ADV
ssh-2336	31	22	create	create	VERB
ssh-2336	31	23	a	a	DET
ssh-2336	31	24	lot	lot	NOUN
ssh-2336	31	25	of	of	ADP
ssh-2336	31	26	economic	economic	ADJ
ssh-2336	31	27	and	and	CCONJ
ssh-2336	31	28	social	social	ADJ
ssh-2336	31	29	values	value	NOUN
ssh-2336	31	30	[	[	X
ssh-2336	31	31	10	10	NUM
ssh-2336	31	32	]	]	PUNCT
ssh-2336	31	33	.	.	PUNCT
ssh-2336	32	1	with	with	ADP
ssh-2336	32	2	the	the	DET
ssh-2336	32	3	rapid	rapid	ADJ
ssh-2336	32	4	development	development	NOUN
ssh-2336	32	5	of	of	ADP
ssh-2336	32	6	all	all	DET
ssh-2336	32	7	kinds	kind	NOUN
ssh-2336	32	8	of	of	ADP
ssh-2336	32	9	new	new	ADJ
ssh-2336	32	10	media	medium	NOUN
ssh-2336	32	11	,	,	PUNCT
ssh-2336	32	12	new	new	ADJ
ssh-2336	32	13	words	word	NOUN
ssh-2336	32	14	on	on	ADP
ssh-2336	32	15	the	the	DET
ssh-2336	32	16	internet	internet	NOUN
ssh-2336	32	17	emerge	emerge	NOUN
ssh-2336	32	18	in	in	ADP
ssh-2336	32	19	endlessly	endlessly	ADV
ssh-2336	32	20	,	,	PUNCT
ssh-2336	32	21	and	and	CCONJ
ssh-2336	32	22	the	the	DET
ssh-2336	32	23	meaning	meaning	NOUN
ssh-2336	32	24	of	of	ADP
ssh-2336	32	25	existing	exist	VERB
ssh-2336	32	26	emotional	emotional	ADJ
ssh-2336	32	27	words	word	NOUN
ssh-2336	32	28	is	be	AUX
ssh-2336	32	29	also	also	ADV
ssh-2336	32	30	changing	change	VERB
ssh-2336	32	31	constantly	constantly	ADV
ssh-2336	32	32	,	,	PUNCT
ssh-2336	32	33	which	which	PRON
ssh-2336	32	34	may	may	AUX
ssh-2336	32	35	even	even	ADV
ssh-2336	32	36	produce	produce	VERB
ssh-2336	32	37	completely	completely	ADV
ssh-2336	32	38	different	different	ADJ
ssh-2336	32	39	polarities	polarity	NOUN
ssh-2336	32	40	in	in	ADP
ssh-2336	32	41	different	different	ADJ
ssh-2336	32	42	contexts	context	NOUN
ssh-2336	33	1	[	[	X
ssh-2336	33	2	11	11	NUM
ssh-2336	33	3	]	]	PUNCT
ssh-2336	33	4	.	.	PUNCT
ssh-2336	34	1	therefore	therefore	ADV
ssh-2336	34	2	,	,	PUNCT
ssh-2336	34	3	how	how	SCONJ
ssh-2336	34	4	to	to	PART
ssh-2336	34	5	find	find	VERB
ssh-2336	34	6	new	new	ADJ
ssh-2336	34	7	words	word	NOUN
ssh-2336	34	8	more	more	ADV
ssh-2336	34	9	efficiently	efficiently	ADV
ssh-2336	34	10	and	and	CCONJ
ssh-2336	34	11	expand	expand	VERB
ssh-2336	34	12	existing	exist	VERB
ssh-2336	34	13	dictionaries	dictionary	NOUN
ssh-2336	34	14	,	,	PUNCT
ssh-2336	34	15	while	while	SCONJ
ssh-2336	34	16	accurately	accurately	ADV
ssh-2336	34	17	judging	judge	VERB
ssh-2336	34	18	the	the	DET
ssh-2336	34	19	polarity	polarity	NOUN
ssh-2336	34	20	of	of	ADP
ssh-2336	34	21	related	relate	VERB
ssh-2336	34	22	words	word	NOUN
ssh-2336	34	23	in	in	ADP
ssh-2336	34	24	different	different	ADJ
ssh-2336	34	25	contexts	context	NOUN
ssh-2336	34	26	and	and	CCONJ
ssh-2336	34	27	optimizing	optimize	VERB
ssh-2336	34	28	the	the	DET
ssh-2336	34	29	analysis	analysis	NOUN
ssh-2336	34	30	model	model	NOUN
ssh-2336	34	31	,	,	PUNCT
ssh-2336	34	32	will	will	AUX
ssh-2336	34	33	be	be	AUX
ssh-2336	34	34	very	very	ADV
ssh-2336	34	35	important	important	ADJ
ssh-2336	34	36	for	for	ADP
ssh-2336	34	37	decisionmaking	decisionmake	VERB
ssh-2336	34	38	based	base	VERB
ssh-2336	34	39	on	on	ADP
ssh-2336	34	40	the	the	DET
ssh-2336	34	41	results	result	NOUN
ssh-2336	34	42	of	of	ADP
ssh-2336	34	43	emotion	emotion	NOUN
ssh-2336	34	44	analysis	analysis	NOUN
ssh-2336	34	45	.	.	PUNCT
ssh-2336	35	1	combined	combine	VERB
ssh-2336	35	2	with	with	ADP
ssh-2336	35	3	book	book	NOUN
ssh-2336	35	4	review	review	NOUN
ssh-2336	35	5	theme	theme	NOUN
ssh-2336	35	6	modeling	modeling	NOUN
ssh-2336	35	7	and	and	CCONJ
ssh-2336	35	8	emotion	emotion	NOUN
ssh-2336	35	9	analysis	analysis	NOUN
ssh-2336	35	10	,	,	PUNCT
ssh-2336	35	11	the	the	DET
ssh-2336	35	12	same	same	ADJ
ssh-2336	35	13	attention	attention	NOUN
ssh-2336	35	14	attribute	attribute	NOUN
ssh-2336	35	15	and	and	CCONJ
ssh-2336	35	16	its	its	PRON
ssh-2336	35	17	review	review	NOUN
ssh-2336	35	18	content	content	NOUN
ssh-2336	35	19	of	of	ADP
ssh-2336	35	20	different	different	ADJ
ssh-2336	35	21	books	book	NOUN
ssh-2336	35	22	can	can	AUX
ssh-2336	35	23	be	be	AUX
ssh-2336	35	24	displayed	display	VERB
ssh-2336	35	25	side	side	NOUN
ssh-2336	35	26	by	by	ADP
ssh-2336	35	27	side	side	NOUN
ssh-2336	35	28	,	,	PUNCT
ssh-2336	35	29	and	and	CCONJ
ssh-2336	35	30	further	far	ADV
ssh-2336	35	31	set	set	VERB
ssh-2336	35	32	up	up	ADP
ssh-2336	35	33	targeted	target	VERB
ssh-2336	35	34	functional	functional	ADJ
ssh-2336	35	35	display	display	NOUN
ssh-2336	35	36	areas	area	NOUN
ssh-2336	35	37	to	to	PART
ssh-2336	35	38	achieve	achieve	VERB
ssh-2336	35	39	book	book	NOUN
ssh-2336	35	40	promotion	promotion	NOUN
ssh-2336	35	41	and	and	CCONJ
ssh-2336	35	42	content	content	NOUN
ssh-2336	35	43	innovation	innovation	NOUN
ssh-2336	35	44	.	.	PUNCT
ssh-2336	36	1	2.2	2.2	NUM
ssh-2336	36	2	classification	classification	NOUN
ssh-2336	36	3	of	of	ADP
ssh-2336	36	4	sentiment	sentiment	NOUN
ssh-2336	36	5	analysis	analysis	NOUN
ssh-2336	36	6	models	model	NOUN
ssh-2336	36	7	based	base	VERB
ssh-2336	36	8	on	on	ADP
ssh-2336	36	9	machine	machine	NOUN
ssh-2336	36	10	learning	learn	VERB
ssh-2336	36	11	machine	machine	NOUN
ssh-2336	36	12	learning	learning	NOUN
ssh-2336	36	13	refers	refer	VERB
ssh-2336	36	14	to	to	ADP
ssh-2336	36	15	knowing	know	VERB
ssh-2336	36	16	the	the	DET
ssh-2336	36	17	subsequent	subsequent	ADJ
ssh-2336	36	18	behavior	behavior	NOUN
ssh-2336	36	19	according	accord	VERB
ssh-2336	36	20	to	to	ADP
ssh-2336	36	21	the	the	DET
ssh-2336	36	22	acquired	acquire	VERB
ssh-2336	36	23	empirical	empirical	ADJ
ssh-2336	36	24	data	datum	NOUN
ssh-2336	36	25	,	,	PUNCT
ssh-2336	36	26	in	in	ADP
ssh-2336	36	27	which	which	PRON
ssh-2336	36	28	the	the	DET
ssh-2336	36	29	subject	subject	NOUN
ssh-2336	36	30	of	of	ADP
ssh-2336	36	31	acquiring	acquire	VERB
ssh-2336	36	32	empirical	empirical	ADJ
ssh-2336	36	33	data	datum	NOUN
ssh-2336	36	34	and	and	CCONJ
ssh-2336	36	35	the	the	DET
ssh-2336	36	36	object	object	NOUN
ssh-2336	36	37	of	of	ADP
ssh-2336	36	38	knowing	know	VERB
ssh-2336	36	39	the	the	DET
ssh-2336	36	40	subsequent	subsequent	ADJ
ssh-2336	36	41	behavior	behavior	NOUN
ssh-2336	36	42	are	be	AUX
ssh-2336	36	43	both	both	DET
ssh-2336	36	44	machines	machine	NOUN
ssh-2336	36	45	.	.	PUNCT
ssh-2336	37	1	in	in	ADP
ssh-2336	37	2	order	order	NOUN
ssh-2336	37	3	to	to	PART
ssh-2336	37	4	know	know	VERB
ssh-2336	37	5	the	the	DET
ssh-2336	37	6	subsequent	subsequent	ADJ
ssh-2336	37	7	behavior	behavior	NOUN
ssh-2336	37	8	,	,	PUNCT
ssh-2336	37	9	after	after	SCONJ
ssh-2336	37	10	the	the	DET
ssh-2336	37	11	machine	machine	NOUN
ssh-2336	37	12	obtains	obtain	VERB
ssh-2336	37	13	the	the	DET
ssh-2336	37	14	empirical	empirical	ADJ
ssh-2336	37	15	data	datum	NOUN
ssh-2336	37	16	,	,	PUNCT
ssh-2336	37	17	it	it	PRON
ssh-2336	37	18	must	must	AUX
ssh-2336	37	19	conduct	conduct	VERB
ssh-2336	37	20	data	datum	NOUN
ssh-2336	37	21	analysis	analysis	NOUN
ssh-2336	37	22	to	to	PART
ssh-2336	37	23	obtain	obtain	VERB
ssh-2336	37	24	the	the	DET
ssh-2336	37	25	model	model	NOUN
ssh-2336	37	26	information	information	NOUN
ssh-2336	37	27	contained	contain	VERB
ssh-2336	37	28	in	in	ADP
ssh-2336	37	29	the	the	DET
ssh-2336	37	30	data	datum	NOUN
ssh-2336	37	31	and	and	CCONJ
ssh-2336	37	32	make	make	VERB
ssh-2336	37	33	behavior	behavior	NOUN
ssh-2336	37	34	decisions	decision	NOUN
ssh-2336	37	35	based	base	VERB
ssh-2336	37	36	on	on	ADP
ssh-2336	37	37	the	the	DET
ssh-2336	37	38	information	information	NOUN
ssh-2336	37	39	.	.	PUNCT
ssh-2336	38	1	the	the	DET
ssh-2336	38	2	process	process	NOUN
ssh-2336	38	3	of	of	ADP
ssh-2336	38	4	analyzing	analyze	VERB
ssh-2336	38	5	empirical	empirical	ADJ
ssh-2336	38	6	data	datum	NOUN
ssh-2336	38	7	can	can	AUX
ssh-2336	38	8	be	be	AUX
ssh-2336	38	9	seen	see	VERB
ssh-2336	38	10	as	as	ADP
ssh-2336	38	11	learning	learn	VERB
ssh-2336	38	12	.	.	PUNCT
ssh-2336	39	1	compared	compare	VERB
ssh-2336	39	2	with	with	ADP
ssh-2336	39	3	the	the	DET
ssh-2336	39	4	method	method	NOUN
ssh-2336	39	5	of	of	ADP
ssh-2336	39	6	emotion	emotion	PROPN
ssh-2336	39	7	dictionary	dictionary	PROPN
ssh-2336	39	8	,	,	PUNCT
ssh-2336	39	9	machine	machine	NOUN
ssh-2336	39	10	learning	learning	NOUN
ssh-2336	39	11	method	method	NOUN
ssh-2336	39	12	is	be	AUX
ssh-2336	39	13	simpler	simple	ADJ
ssh-2336	39	14	,	,	PUNCT
ssh-2336	39	15	more	more	ADV
ssh-2336	39	16	accurate	accurate	ADJ
ssh-2336	39	17	for	for	ADP
ssh-2336	39	18	emotion	emotion	NOUN
ssh-2336	39	19	analysis	analysis	NOUN
ssh-2336	39	20	,	,	PUNCT
ssh-2336	39	21	better	well	ADJ
ssh-2336	39	22	scalability	scalability	NOUN
ssh-2336	39	23	and	and	CCONJ
ssh-2336	39	24	repeatability	repeatability	NOUN
ssh-2336	39	25	,	,	PUNCT
ssh-2336	39	26	and	and	CCONJ
ssh-2336	39	27	can	can	AUX
ssh-2336	39	28	achieve	achieve	VERB
ssh-2336	39	29	higher	high	ADJ
ssh-2336	39	30	classification	classification	NOUN
ssh-2336	39	31	accuracy	accuracy	NOUN
ssh-2336	39	32	.	.	PUNCT
ssh-2336	40	1	however	however	ADV
ssh-2336	40	2	,	,	PUNCT
ssh-2336	40	3	the	the	DET
ssh-2336	40	4	classification	classification	NOUN
ssh-2336	40	5	accuracy	accuracy	NOUN
ssh-2336	40	6	of	of	ADP
ssh-2336	40	7	machine	machine	NOUN
ssh-2336	40	8	learning	learning	NOUN
ssh-2336	40	9	depends	depend	VERB
ssh-2336	40	10	on	on	ADP
ssh-2336	40	11	high	high	ADJ
ssh-2336	40	12	-	-	PUNCT
ssh-2336	40	13	quality	quality	NOUN
ssh-2336	40	14	labeled	label	VERB
ssh-2336	40	15	training	training	NOUN
ssh-2336	40	16	sets	set	NOUN
ssh-2336	40	17	.	.	PUNCT
ssh-2336	41	1	large	large	ADJ
ssh-2336	41	2	scale	scale	NOUN
ssh-2336	41	3	high	high	ADJ
ssh-2336	41	4	-	-	PUNCT
ssh-2336	41	5	quality	quality	NOUN
ssh-2336	41	6	training	training	NOUN
ssh-2336	41	7	data	datum	NOUN
ssh-2336	41	8	requires	require	VERB
ssh-2336	41	9	high	high	ADJ
ssh-2336	41	10	labor	labor	NOUN
ssh-2336	41	11	costs	cost	NOUN
ssh-2336	41	12	,	,	PUNCT
ssh-2336	41	13	and	and	CCONJ
ssh-2336	41	14	human	human	ADJ
ssh-2336	41	15	subjective	subjective	ADJ
ssh-2336	41	16	data	datum	NOUN
ssh-2336	41	17	labeling	labeling	NOUN
ssh-2336	41	18	results	result	NOUN
ssh-2336	41	19	will	will	AUX
ssh-2336	41	20	also	also	ADV
ssh-2336	41	21	affect	affect	VERB
ssh-2336	41	22	the	the	DET
ssh-2336	41	23	classification	classification	NOUN
ssh-2336	41	24	effect	effect	NOUN
ssh-2336	41	25	.	.	PUNCT
ssh-2336	42	1	bcp	bcp	VERB
ssh-2336	42	2	social	social	PROPN
ssh-2336	42	3	sciences	sciences	PROPN
ssh-2336	42	4	&	&	CCONJ
ssh-2336	42	5	humanities	humanity	NOUN
ssh-2336	42	6	erss	erss	VERB
ssh-2336	42	7	2022	2022	NUM
ssh-2336	42	8	volume	volume	NOUN
ssh-2336	42	9	20	20	NUM
ssh-2336	42	10	(	(	PUNCT
ssh-2336	42	11	2022	2022	NUM
ssh-2336	42	12	)	)	PUNCT
ssh-2336	42	13	319	319	NUM
ssh-2336	42	14	the	the	DET
ssh-2336	42	15	traditional	traditional	ADJ
ssh-2336	42	16	method	method	NOUN
ssh-2336	42	17	based	base	VERB
ssh-2336	42	18	on	on	ADP
ssh-2336	42	19	dictionary	dictionary	NOUN
ssh-2336	42	20	and	and	CCONJ
ssh-2336	42	21	rules	rule	NOUN
ssh-2336	42	22	to	to	PART
ssh-2336	42	23	classify	classify	VERB
ssh-2336	42	24	the	the	DET
ssh-2336	42	25	emotional	emotional	ADJ
ssh-2336	42	26	polarity	polarity	NOUN
ssh-2336	42	27	of	of	ADP
ssh-2336	42	28	book	book	NOUN
ssh-2336	42	29	evaluation	evaluation	NOUN
ssh-2336	42	30	is	be	AUX
ssh-2336	42	31	to	to	PART
ssh-2336	42	32	divide	divide	VERB
ssh-2336	42	33	texts	text	NOUN
ssh-2336	42	34	into	into	ADP
ssh-2336	42	35	three	three	NUM
ssh-2336	42	36	categories	category	NOUN
ssh-2336	42	37	:	:	PUNCT
ssh-2336	42	38	positive	positive	ADJ
ssh-2336	42	39	emotion	emotion	NOUN
ssh-2336	42	40	,	,	PUNCT
ssh-2336	42	41	neutral	neutral	ADJ
ssh-2336	42	42	emotion	emotion	NOUN
ssh-2336	42	43	and	and	CCONJ
ssh-2336	42	44	derogatory	derogatory	ADJ
ssh-2336	42	45	emotion	emotion	NOUN
ssh-2336	42	46	.	.	PUNCT
ssh-2336	43	1	firstly	firstly	ADV
ssh-2336	43	2	,	,	PUNCT
ssh-2336	43	3	the	the	DET
ssh-2336	43	4	emotional	emotional	ADJ
ssh-2336	43	5	information	information	NOUN
ssh-2336	43	6	of	of	ADP
ssh-2336	43	7	words	word	NOUN
ssh-2336	43	8	is	be	AUX
ssh-2336	43	9	modeled	model	VERB
ssh-2336	43	10	.	.	PUNCT
ssh-2336	44	1	the	the	DET
ssh-2336	44	2	cross	cross	ADJ
ssh-2336	44	3	-	-	ADJ
ssh-2336	44	4	domain	domain	ADJ
ssh-2336	44	5	affective	affective	NOUN
ssh-2336	44	6	word	word	NOUN
ssh-2336	44	7	vector	vector	NOUN
ssh-2336	44	8	generation	generation	NOUN
ssh-2336	44	9	model	model	NOUN
ssh-2336	44	10	adopts	adopt	VERB
ssh-2336	44	11	the	the	DET
ssh-2336	44	12	method	method	NOUN
ssh-2336	44	13	of	of	ADP
ssh-2336	44	14	machine	machine	NOUN
ssh-2336	44	15	learning	learning	NOUN
ssh-2336	44	16	,	,	PUNCT
ssh-2336	44	17	so	so	SCONJ
ssh-2336	44	18	that	that	SCONJ
ssh-2336	44	19	the	the	DET
ssh-2336	44	20	word	word	NOUN
ssh-2336	44	21	vector	vector	NOUN
ssh-2336	44	22	model	model	NOUN
ssh-2336	44	23	can	can	AUX
ssh-2336	44	24	predict	predict	VERB
ssh-2336	44	25	the	the	DET
ssh-2336	44	26	emotional	emotional	ADJ
ssh-2336	44	27	tendency	tendency	NOUN
ssh-2336	44	28	of	of	ADP
ssh-2336	44	29	words	word	NOUN
ssh-2336	44	30	while	while	SCONJ
ssh-2336	44	31	using	use	VERB
ssh-2336	44	32	context	context	NOUN
ssh-2336	44	33	to	to	PART
ssh-2336	44	34	predict	predict	VERB
ssh-2336	44	35	the	the	DET
ssh-2336	44	36	central	central	ADJ
ssh-2336	44	37	words	word	NOUN
ssh-2336	44	38	.	.	PUNCT
ssh-2336	45	1	predicting	predict	VERB
ssh-2336	45	2	the	the	DET
ssh-2336	45	3	emotion	emotion	NOUN
ssh-2336	45	4	of	of	ADP
ssh-2336	45	5	words	word	NOUN
ssh-2336	45	6	can	can	AUX
ssh-2336	45	7	be	be	AUX
ssh-2336	45	8	regarded	regard	VERB
ssh-2336	45	9	as	as	ADP
ssh-2336	45	10	an	an	DET
ssh-2336	45	11	emotion	emotion	NOUN
ssh-2336	45	12	classification	classification	NOUN
ssh-2336	45	13	problem	problem	NOUN
ssh-2336	45	14	.	.	PUNCT
ssh-2336	46	1	by	by	ADP
ssh-2336	46	2	adding	add	VERB
ssh-2336	46	3	the	the	DET
ssh-2336	46	4	loss	loss	NOUN
ssh-2336	46	5	function	function	NOUN
ssh-2336	46	6	of	of	ADP
ssh-2336	46	7	emotion	emotion	NOUN
ssh-2336	46	8	prediction	prediction	NOUN
ssh-2336	46	9	into	into	ADP
ssh-2336	46	10	the	the	DET
ssh-2336	46	11	model	model	NOUN
ssh-2336	46	12	,	,	PUNCT
ssh-2336	46	13	and	and	CCONJ
ssh-2336	46	14	training	training	NOUN
ssh-2336	46	15	and	and	CCONJ
ssh-2336	46	16	adjusting	adjust	VERB
ssh-2336	46	17	the	the	DET
ssh-2336	46	18	word	word	NOUN
ssh-2336	46	19	vector	vector	NOUN
ssh-2336	46	20	to	to	PART
ssh-2336	46	21	minimize	minimize	VERB
ssh-2336	46	22	the	the	DET
ssh-2336	46	23	loss	loss	NOUN
ssh-2336	46	24	function	function	NOUN
ssh-2336	46	25	,	,	PUNCT
ssh-2336	46	26	the	the	DET
ssh-2336	46	27	emotion	emotion	NOUN
ssh-2336	46	28	information	information	NOUN
ssh-2336	46	29	can	can	AUX
ssh-2336	46	30	be	be	AUX
ssh-2336	46	31	integrated	integrate	VERB
ssh-2336	46	32	into	into	ADP
ssh-2336	46	33	the	the	DET
ssh-2336	46	34	word	word	NOUN
ssh-2336	46	35	vector	vector	NOUN
ssh-2336	46	36	.	.	PUNCT
ssh-2336	47	1	in	in	ADP
ssh-2336	47	2	addition	addition	NOUN
ssh-2336	47	3	,	,	PUNCT
ssh-2336	47	4	word	word	NOUN
ssh-2336	47	5	vectors	vector	NOUN
ssh-2336	47	6	are	be	AUX
ssh-2336	47	7	trained	train	VERB
ssh-2336	47	8	on	on	ADP
ssh-2336	47	9	large	large	ADJ
ssh-2336	47	10	corpus	corpus	NOUN
ssh-2336	47	11	data	datum	NOUN
ssh-2336	47	12	in	in	ADP
ssh-2336	47	13	an	an	DET
ssh-2336	47	14	unsupervised	unsupervised	ADJ
ssh-2336	47	15	way	way	NOUN
ssh-2336	47	16	.	.	PUNCT
ssh-2336	48	1	how	how	SCONJ
ssh-2336	48	2	to	to	PART
ssh-2336	48	3	effectively	effectively	ADV
ssh-2336	48	4	use	use	VERB
ssh-2336	48	5	data	datum	NOUN
ssh-2336	48	6	from	from	ADP
ssh-2336	48	7	different	different	ADJ
ssh-2336	48	8	fields	field	NOUN
ssh-2336	48	9	to	to	PART
ssh-2336	48	10	train	train	VERB
ssh-2336	48	11	word	word	NOUN
ssh-2336	48	12	vectors	vector	NOUN
ssh-2336	48	13	remains	remain	VERB
ssh-2336	48	14	to	to	PART
ssh-2336	48	15	be	be	AUX
ssh-2336	48	16	solved	solve	VERB
ssh-2336	48	17	.	.	PUNCT
ssh-2336	49	1	3	3	X
ssh-2336	49	2	.	.	X
ssh-2336	49	3	empirical	empirical	ADJ
ssh-2336	49	4	research	research	NOUN
ssh-2336	49	5	when	when	SCONJ
ssh-2336	49	6	users	user	NOUN
ssh-2336	49	7	realize	realize	VERB
ssh-2336	49	8	that	that	SCONJ
ssh-2336	49	9	the	the	DET
ssh-2336	49	10	book	book	NOUN
ssh-2336	49	11	is	be	AUX
ssh-2336	49	12	not	not	PART
ssh-2336	49	13	as	as	ADV
ssh-2336	49	14	good	good	ADJ
ssh-2336	49	15	as	as	SCONJ
ssh-2336	49	16	they	they	PRON
ssh-2336	49	17	imagined	imagine	VERB
ssh-2336	49	18	or	or	CCONJ
ssh-2336	49	19	expected	expect	VERB
ssh-2336	49	20	after	after	ADP
ssh-2336	49	21	reading	reading	NOUN
ssh-2336	49	22	,	,	PUNCT
ssh-2336	49	23	or	or	CCONJ
ssh-2336	49	24	they	they	PRON
ssh-2336	49	25	disagree	disagree	VERB
ssh-2336	49	26	with	with	ADP
ssh-2336	49	27	the	the	DET
ssh-2336	49	28	arguments	argument	NOUN
ssh-2336	49	29	in	in	ADP
ssh-2336	49	30	the	the	DET
ssh-2336	49	31	book	book	NOUN
ssh-2336	49	32	to	to	PART
ssh-2336	49	33	alleviate	alleviate	VERB
ssh-2336	49	34	regret	regret	NOUN
ssh-2336	49	35	or	or	CCONJ
ssh-2336	49	36	disappointment	disappointment	NOUN
ssh-2336	49	37	,	,	PUNCT
ssh-2336	49	38	they	they	PRON
ssh-2336	49	39	will	will	AUX
ssh-2336	49	40	express	express	VERB
ssh-2336	49	41	their	their	PRON
ssh-2336	49	42	unhappy	unhappy	ADJ
ssh-2336	49	43	reading	reading	NOUN
ssh-2336	49	44	experience	experience	NOUN
ssh-2336	49	45	by	by	ADP
ssh-2336	49	46	publishing	publish	VERB
ssh-2336	49	47	book	book	NOUN
ssh-2336	49	48	reviews	review	NOUN
ssh-2336	49	49	on	on	ADP
ssh-2336	49	50	douban	douban	NOUN
ssh-2336	49	51	.	.	PUNCT
ssh-2336	50	1	the	the	DET
ssh-2336	50	2	motivation	motivation	NOUN
ssh-2336	50	3	of	of	ADP
ssh-2336	50	4	users	user	NOUN
ssh-2336	50	5	to	to	PART
ssh-2336	50	6	generate	generate	VERB
ssh-2336	50	7	short	short	ADJ
ssh-2336	50	8	comments	comment	NOUN
ssh-2336	50	9	includes	include	VERB
ssh-2336	50	10	six	six	NUM
ssh-2336	50	11	main	main	ADJ
ssh-2336	50	12	categories	category	NOUN
ssh-2336	50	13	:	:	PUNCT
ssh-2336	50	14	discussion	discussion	NOUN
ssh-2336	50	15	,	,	PUNCT
ssh-2336	50	16	sharing	sharing	NOUN
ssh-2336	50	17	,	,	PUNCT
ssh-2336	50	18	entertainment	entertainment	NOUN
ssh-2336	50	19	,	,	PUNCT
ssh-2336	50	20	external	external	ADJ
ssh-2336	50	21	pressure	pressure	NOUN
ssh-2336	50	22	,	,	PUNCT
ssh-2336	50	23	emotional	emotional	ADJ
ssh-2336	50	24	venting	venting	NOUN
ssh-2336	50	25	and	and	CCONJ
ssh-2336	50	26	data	datum	NOUN
ssh-2336	50	27	acquisition	acquisition	NOUN
ssh-2336	50	28	.	.	PUNCT
ssh-2336	51	1	according	accord	VERB
ssh-2336	51	2	to	to	ADP
ssh-2336	51	3	the	the	DET
ssh-2336	51	4	usage	usage	NOUN
ssh-2336	51	5	habits	habit	NOUN
ssh-2336	51	6	and	and	CCONJ
ssh-2336	51	7	grammatical	grammatical	ADJ
ssh-2336	51	8	structure	structure	NOUN
ssh-2336	51	9	of	of	ADP
ssh-2336	51	10	chinese	chinese	PROPN
ssh-2336	51	11	,	,	PUNCT
ssh-2336	51	12	this	this	DET
ssh-2336	51	13	paper	paper	NOUN
ssh-2336	51	14	selects	select	VERB
ssh-2336	51	15	a	a	DET
ssh-2336	51	16	five	five	NUM
ssh-2336	51	17	-	-	PUNCT
ssh-2336	51	18	part	part	NOUN
ssh-2336	51	19	graded	grade	VERB
ssh-2336	51	20	lexicon	lexicon	NOUN
ssh-2336	51	21	of	of	ADP
ssh-2336	51	22	adjectives	adjective	NOUN
ssh-2336	51	23	,	,	PUNCT
ssh-2336	51	24	verbs	verb	NOUN
ssh-2336	51	25	,	,	PUNCT
ssh-2336	51	26	adverbs	adverb	NOUN
ssh-2336	51	27	,	,	PUNCT
ssh-2336	51	28	nouns	noun	NOUN
ssh-2336	51	29	and	and	CCONJ
ssh-2336	51	30	idioms	idiom	NOUN
ssh-2336	51	31	,	,	PUNCT
ssh-2336	51	32	with	with	ADP
ssh-2336	51	33	200	200	NUM
ssh-2336	51	34	words	word	NOUN
ssh-2336	51	35	and	and	CCONJ
ssh-2336	51	36	idioms	idiom	NOUN
ssh-2336	51	37	,	,	PUNCT
ssh-2336	51	38	500	500	NUM
ssh-2336	51	39	adjectives	adjective	NOUN
ssh-2336	51	40	,	,	PUNCT
ssh-2336	51	41	80	80	NUM
ssh-2336	51	42	adverbs	adverb	NOUN
ssh-2336	51	43	,	,	PUNCT
ssh-2336	51	44	200	200	NUM
ssh-2336	51	45	nouns	noun	NOUN
ssh-2336	51	46	,	,	PUNCT
ssh-2336	51	47	365	365	NUM
ssh-2336	51	48	idioms	idiom	NOUN
ssh-2336	51	49	and	and	CCONJ
ssh-2336	51	50	154	154	NUM
ssh-2336	51	51	verbs	verb	NOUN
ssh-2336	51	52	.	.	PUNCT
ssh-2336	52	1	in	in	ADP
ssh-2336	52	2	order	order	NOUN
ssh-2336	52	3	to	to	PART
ssh-2336	52	4	reflect	reflect	VERB
ssh-2336	52	5	the	the	DET
ssh-2336	52	6	emotional	emotional	ADJ
ssh-2336	52	7	tendency	tendency	NOUN
ssh-2336	52	8	of	of	ADP
ssh-2336	52	9	this	this	DET
ssh-2336	52	10	review	review	NOUN
ssh-2336	52	11	text	text	NOUN
ssh-2336	52	12	more	more	ADV
ssh-2336	52	13	accurately	accurately	ADV
ssh-2336	52	14	and	and	CCONJ
ssh-2336	52	15	carefully	carefully	ADV
ssh-2336	52	16	,	,	PUNCT
ssh-2336	52	17	this	this	DET
ssh-2336	52	18	paper	paper	NOUN
ssh-2336	52	19	divides	divide	VERB
ssh-2336	52	20	nouns	noun	NOUN
ssh-2336	52	21	,	,	PUNCT
ssh-2336	52	22	adjectives	adjective	NOUN
ssh-2336	52	23	,	,	PUNCT
ssh-2336	52	24	idioms	idiom	NOUN
ssh-2336	52	25	and	and	CCONJ
ssh-2336	52	26	verbs	verb	NOUN
ssh-2336	52	27	into	into	ADP
ssh-2336	52	28	four	four	NUM
ssh-2336	52	29	emotional	emotional	ADJ
ssh-2336	52	30	levels	level	NOUN
ssh-2336	52	31	,	,	PUNCT
ssh-2336	52	32	which	which	PRON
ssh-2336	52	33	are	be	AUX
ssh-2336	52	34	-5	-5	ADJ
ssh-2336	52	35	,	,	PUNCT
ssh-2336	52	36	0	0	NUM
ssh-2336	52	37	,	,	PUNCT
ssh-2336	52	38	5	5	NUM
ssh-2336	52	39	and	and	CCONJ
ssh-2336	52	40	10	10	NUM
ssh-2336	52	41	respectively	respectively	ADV
ssh-2336	52	42	.	.	PUNCT
ssh-2336	53	1	thus	thus	ADV
ssh-2336	53	2	,	,	PUNCT
ssh-2336	53	3	the	the	DET
ssh-2336	53	4	emotional	emotional	ADJ
ssh-2336	53	5	score	score	NOUN
ssh-2336	53	6	calculated	calculate	VERB
ssh-2336	53	7	in	in	ADP
ssh-2336	53	8	this	this	DET
ssh-2336	53	9	paper	paper	NOUN
ssh-2336	53	10	is	be	AUX
ssh-2336	53	11	a	a	DET
ssh-2336	53	12	continuous	continuous	ADJ
ssh-2336	53	13	score	score	NOUN
ssh-2336	53	14	,	,	PUNCT
ssh-2336	53	15	so	so	SCONJ
ssh-2336	53	16	that	that	SCONJ
ssh-2336	53	17	the	the	DET
ssh-2336	53	18	degree	degree	NOUN
ssh-2336	53	19	of	of	ADP
ssh-2336	53	20	emotional	emotional	ADJ
ssh-2336	53	21	tendency	tendency	NOUN
ssh-2336	53	22	can	can	AUX
ssh-2336	53	23	be	be	AUX
ssh-2336	53	24	well	well	ADV
ssh-2336	53	25	reflected	reflect	VERB
ssh-2336	53	26	in	in	ADP
ssh-2336	53	27	the	the	DET
ssh-2336	53	28	text	text	NOUN
ssh-2336	53	29	,	,	PUNCT
ssh-2336	53	30	and	and	CCONJ
ssh-2336	53	31	our	our	PRON
ssh-2336	53	32	understanding	understanding	NOUN
ssh-2336	53	33	of	of	ADP
ssh-2336	53	34	this	this	DET
ssh-2336	53	35	kind	kind	NOUN
ssh-2336	53	36	of	of	ADP
ssh-2336	53	37	comment	comment	NOUN
ssh-2336	53	38	text	text	NOUN
ssh-2336	53	39	can	can	AUX
ssh-2336	53	40	be	be	AUX
ssh-2336	53	41	more	more	ADV
ssh-2336	53	42	specific	specific	ADJ
ssh-2336	53	43	and	and	CCONJ
ssh-2336	53	44	accurate	accurate	ADJ
ssh-2336	53	45	(	(	PUNCT
ssh-2336	53	46	see	see	VERB
ssh-2336	53	47	table	table	NOUN
ssh-2336	53	48	1	1	NUM
ssh-2336	53	49	)	)	PUNCT
ssh-2336	53	50	.	.	PUNCT
ssh-2336	54	1	table	table	NOUN
ssh-2336	55	1	1	1	NUM
ssh-2336	55	2	.	.	PUNCT
ssh-2336	55	3	sentiment	sentiment	PROPN
ssh-2336	55	4	dictionary	dictionary	PROPN
ssh-2336	55	5	example	example	NOUN
ssh-2336	55	6	adv	adv	INTJ
ssh-2336	55	7	score	score	NOUN
ssh-2336	55	8	tone	tone	NOUN
ssh-2336	55	9	score	score	NOUN
ssh-2336	55	10	super	super	ADV
ssh-2336	55	11	1.3	1.3	NUM
ssh-2336	55	12	no	no	DET
ssh-2336	55	13	-1	-1	ADV
ssh-2336	55	14	very	very	ADV
ssh-2336	55	15	1.6	1.6	NUM
ssh-2336	55	16	whatever	whatever	DET
ssh-2336	55	17	1	1	NUM
ssh-2336	55	18	incomparable	incomparable	ADJ
ssh-2336	55	19	1.2	1.2	NUM
ssh-2336	55	20	does	do	VERB
ssh-2336	55	21	n't	not	PART
ssh-2336	55	22	it	it	PRON
ssh-2336	55	23	1	1	NUM
ssh-2336	55	24	especially	especially	ADV
ssh-2336	55	25	0.79	0.79	NUM
ssh-2336	55	26	slightly	slightly	ADV
ssh-2336	55	27	0.84	0.84	NUM
ssh-2336	55	28	a	a	DET
ssh-2336	55	29	bit	bit	NOUN
ssh-2336	55	30	0.65	0.65	NUM
ssh-2336	55	31	the	the	DET
ssh-2336	55	32	data	datum	NOUN
ssh-2336	55	33	obtained	obtain	VERB
ssh-2336	55	34	after	after	SCONJ
ssh-2336	55	35	word	word	NOUN
ssh-2336	55	36	segmentation	segmentation	NOUN
ssh-2336	55	37	can	can	AUX
ssh-2336	55	38	not	not	PART
ssh-2336	55	39	be	be	AUX
ssh-2336	55	40	directly	directly	ADV
ssh-2336	55	41	used	use	VERB
ssh-2336	55	42	as	as	ADP
ssh-2336	55	43	the	the	DET
ssh-2336	55	44	processing	processing	NOUN
ssh-2336	55	45	text	text	NOUN
ssh-2336	55	46	for	for	ADP
ssh-2336	55	47	subsequent	subsequent	ADJ
ssh-2336	55	48	work	work	NOUN
ssh-2336	55	49	,	,	PUNCT
ssh-2336	55	50	so	so	CCONJ
ssh-2336	55	51	it	it	PRON
ssh-2336	55	52	is	be	AUX
ssh-2336	55	53	necessary	necessary	ADJ
ssh-2336	55	54	to	to	PART
ssh-2336	55	55	process	process	VERB
ssh-2336	55	56	and	and	CCONJ
ssh-2336	55	57	filter	filter	VERB
ssh-2336	55	58	the	the	DET
ssh-2336	55	59	text	text	NOUN
ssh-2336	55	60	data	datum	NOUN
ssh-2336	55	61	after	after	ADP
ssh-2336	55	62	word	word	NOUN
ssh-2336	55	63	segmentation	segmentation	NOUN
ssh-2336	55	64	.	.	PUNCT
ssh-2336	56	1	with	with	ADP
ssh-2336	56	2	the	the	DET
ssh-2336	56	3	increase	increase	NOUN
ssh-2336	56	4	of	of	ADP
ssh-2336	56	5	text	text	NOUN
ssh-2336	56	6	length	length	NOUN
ssh-2336	56	7	,	,	PUNCT
ssh-2336	56	8	the	the	DET
ssh-2336	56	9	number	number	NOUN
ssh-2336	56	10	of	of	ADP
ssh-2336	56	11	model	model	NOUN
ssh-2336	56	12	parameters	parameter	NOUN
ssh-2336	56	13	will	will	AUX
ssh-2336	56	14	grow	grow	VERB
ssh-2336	56	15	too	too	ADV
ssh-2336	56	16	fast	fast	ADV
ssh-2336	56	17	.	.	PUNCT
ssh-2336	57	1	if	if	SCONJ
ssh-2336	57	2	the	the	DET
ssh-2336	57	3	text	text	NOUN
ssh-2336	57	4	is	be	AUX
ssh-2336	57	5	too	too	ADV
ssh-2336	57	6	long	long	ADJ
ssh-2336	57	7	,	,	PUNCT
ssh-2336	57	8	it	it	PRON
ssh-2336	57	9	may	may	AUX
ssh-2336	57	10	lead	lead	VERB
ssh-2336	57	11	to	to	ADP
ssh-2336	57	12	too	too	ADV
ssh-2336	57	13	many	many	ADJ
ssh-2336	57	14	parameters	parameter	NOUN
ssh-2336	57	15	,	,	PUNCT
ssh-2336	57	16	which	which	PRON
ssh-2336	57	17	will	will	AUX
ssh-2336	57	18	sharply	sharply	ADV
ssh-2336	57	19	degrade	degrade	VERB
ssh-2336	57	20	the	the	DET
ssh-2336	57	21	classification	classification	NOUN
ssh-2336	57	22	performance	performance	NOUN
ssh-2336	57	23	of	of	ADP
ssh-2336	57	24	the	the	DET
ssh-2336	57	25	model	model	NOUN
ssh-2336	57	26	.	.	PUNCT
ssh-2336	58	1	however	however	ADV
ssh-2336	58	2	,	,	PUNCT
ssh-2336	58	3	at	at	ADP
ssh-2336	58	4	this	this	DET
ssh-2336	58	5	stage	stage	NOUN
ssh-2336	58	6	,	,	PUNCT
ssh-2336	58	7	the	the	DET
ssh-2336	58	8	data	data	NOUN
ssh-2336	58	9	scale	scale	NOUN
ssh-2336	58	10	is	be	AUX
ssh-2336	58	11	growing	grow	VERB
ssh-2336	58	12	,	,	PUNCT
ssh-2336	58	13	and	and	CCONJ
ssh-2336	58	14	the	the	DET
ssh-2336	58	15	text	text	NOUN
ssh-2336	58	16	to	to	PART
ssh-2336	58	17	be	be	AUX
ssh-2336	58	18	predicted	predict	VERB
ssh-2336	58	19	is	be	AUX
ssh-2336	58	20	also	also	ADV
ssh-2336	58	21	growing	grow	VERB
ssh-2336	58	22	.	.	PUNCT
ssh-2336	59	1	in	in	ADP
ssh-2336	59	2	order	order	NOUN
ssh-2336	59	3	to	to	PART
ssh-2336	59	4	analyze	analyze	VERB
ssh-2336	59	5	the	the	DET
ssh-2336	59	6	emotion	emotion	NOUN
ssh-2336	59	7	of	of	ADP
ssh-2336	59	8	text	text	NOUN
ssh-2336	59	9	data	datum	NOUN
ssh-2336	59	10	,	,	PUNCT
ssh-2336	59	11	a	a	DET
ssh-2336	59	12	key	key	ADJ
ssh-2336	59	13	basic	basic	ADJ
ssh-2336	59	14	operation	operation	NOUN
ssh-2336	59	15	is	be	AUX
ssh-2336	59	16	to	to	PART
ssh-2336	59	17	select	select	VERB
ssh-2336	59	18	an	an	DET
ssh-2336	59	19	emotion	emotion	NOUN
ssh-2336	59	20	lexicon	lexicon	NOUN
ssh-2336	59	21	suitable	suitable	ADJ
ssh-2336	59	22	for	for	ADP
ssh-2336	59	23	this	this	DET
ssh-2336	59	24	study	study	NOUN
ssh-2336	59	25	.	.	PUNCT
ssh-2336	60	1	when	when	SCONJ
ssh-2336	60	2	calculating	calculate	VERB
ssh-2336	60	3	the	the	DET
ssh-2336	60	4	emotional	emotional	ADJ
ssh-2336	60	5	score	score	NOUN
ssh-2336	60	6	of	of	ADP
ssh-2336	60	7	a	a	DET
ssh-2336	60	8	sentence	sentence	NOUN
ssh-2336	60	9	,	,	PUNCT
ssh-2336	60	10	the	the	DET
ssh-2336	60	11	emoticon	emoticon	NOUN
ssh-2336	60	12	of	of	ADP
ssh-2336	60	13	a	a	DET
ssh-2336	60	14	single	single	ADJ
ssh-2336	60	15	positive	positive	ADJ
ssh-2336	60	16	(	(	PUNCT
ssh-2336	60	17	negative	negative	ADJ
ssh-2336	60	18	)	)	PUNCT
ssh-2336	60	19	emotion	emotion	NOUN
ssh-2336	60	20	is	be	AUX
ssh-2336	60	21	1	1	NUM
ssh-2336	60	22	(	(	PUNCT
ssh-2336	60	23	1	1	NUM
ssh-2336	60	24	)	)	PUNCT
ssh-2336	60	25	point	point	NOUN
ssh-2336	60	26	,	,	PUNCT
ssh-2336	60	27	and	and	CCONJ
ssh-2336	60	28	the	the	DET
ssh-2336	60	29	emoticon	emoticon	NOUN
ssh-2336	60	30	of	of	ADP
ssh-2336	60	31	the	the	DET
ssh-2336	60	32	same	same	ADJ
ssh-2336	60	33	consecutive	consecutive	ADJ
ssh-2336	60	34	positive	positive	ADJ
ssh-2336	60	35	(	(	PUNCT
ssh-2336	60	36	negative	negative	ADJ
ssh-2336	60	37	)	)	PUNCT
ssh-2336	60	38	emotion	emotion	NOUN
ssh-2336	60	39	is	be	AUX
ssh-2336	60	40	2	2	NUM
ssh-2336	60	41	(	(	PUNCT
ssh-2336	60	42	2	2	NUM
ssh-2336	60	43	)	)	PUNCT
ssh-2336	60	44	points	point	NOUN
ssh-2336	60	45	.	.	PUNCT
ssh-2336	61	1	according	accord	VERB
ssh-2336	61	2	to	to	ADP
ssh-2336	61	3	the	the	DET
ssh-2336	61	4	emotional	emotional	ADJ
ssh-2336	61	5	vocabulary	vocabulary	NOUN
ssh-2336	61	6	and	and	CCONJ
ssh-2336	61	7	the	the	DET
ssh-2336	61	8	corresponding	corresponding	ADJ
ssh-2336	61	9	emotional	emotional	ADJ
ssh-2336	61	10	polarity	polarity	NOUN
ssh-2336	61	11	intensity	intensity	NOUN
ssh-2336	61	12	in	in	ADP
ssh-2336	61	13	each	each	DET
ssh-2336	61	14	comment	comment	NOUN
ssh-2336	61	15	,	,	PUNCT
ssh-2336	61	16	the	the	DET
ssh-2336	61	17	formula	formula	NOUN
ssh-2336	61	18	for	for	ADP
ssh-2336	61	19	calculating	calculate	VERB
ssh-2336	61	20	the	the	DET
ssh-2336	61	21	emotional	emotional	ADJ
ssh-2336	61	22	score	score	NOUN
ssh-2336	61	23	of	of	ADP
ssh-2336	61	24	this	this	DET
ssh-2336	61	25	comment	comment	NOUN
ssh-2336	61	26	is	be	AUX
ssh-2336	61	27	:	:	PUNCT
ssh-2336	61	28			X
ssh-2336	61	29			NUM
ssh-2336	61	30			PROPN
ssh-2336	62	1	j	j	PROPN
ssh-2336	62	2	j	j	PROPN
ssh-2336	62	3	j	j	PROPN
ssh-2336	63	1	nk	nk	INTJ
ssh-2336	63	2	i	i	PRON
ssh-2336	64	1	i	i	PRON
ssh-2336	64	2	ekss	ekss	VERB
ssh-2336	64	3	i	i	PRON
ssh-2336	64	4	01	01	NUM
ssh-2336	64	5	)	)	PUNCT
ssh-2336	64	6	1	1	NUM
ssh-2336	64	7	(	(	PUNCT
ssh-2336	64	8	(	(	PUNCT
ssh-2336	64	9	1	1	X
ssh-2336	64	10	)	)	PUNCT
ssh-2336	64	11	bcp	bcp	VERB
ssh-2336	64	12	social	social	PROPN
ssh-2336	64	13	sciences	sciences	PROPN
ssh-2336	64	14	&	&	CCONJ
ssh-2336	64	15	humanities	humanity	NOUN
ssh-2336	64	16	erss	erss	VERB
ssh-2336	64	17	2022	2022	NUM
ssh-2336	64	18	volume	volume	NOUN
ssh-2336	64	19	20	20	NUM
ssh-2336	64	20	(	(	PUNCT
ssh-2336	64	21	2022	2022	NUM
ssh-2336	64	22	)	)	PUNCT
ssh-2336	64	23	320	320	NUM
ssh-2336	64	24	among	among	ADP
ssh-2336	64	25	them	they	PRON
ssh-2336	64	26	,	,	PUNCT
ssh-2336	64	27	s	s	VERB
ssh-2336	64	28	is	be	AUX
ssh-2336	64	29	the	the	DET
ssh-2336	64	30	final	final	ADJ
ssh-2336	64	31	emotional	emotional	ADJ
ssh-2336	64	32	score	score	NOUN
ssh-2336	64	33	of	of	ADP
ssh-2336	64	34	the	the	DET
ssh-2336	64	35	comment	comment	NOUN
ssh-2336	64	36	,	,	PUNCT
ssh-2336	64	37	which	which	PRON
ssh-2336	64	38	includes	include	VERB
ssh-2336	64	39	k	k	PROPN
ssh-2336	64	40	emotional	emotional	ADJ
ssh-2336	64	41	words	word	NOUN
ssh-2336	64	42	and	and	CCONJ
ssh-2336	64	43	j	j	PROPN
ssh-2336	64	44	emoticon	emoticon	PROPN
ssh-2336	64	45	groups	group	NOUN
ssh-2336	64	46	.	.	PUNCT
ssh-2336	65	1	i	i	PRON
ssh-2336	65	2	s	s	VERB
ssh-2336	65	3	is	be	AUX
ssh-2336	65	4	the	the	DET
ssh-2336	65	5	polarity	polarity	NOUN
ssh-2336	65	6	intensity	intensity	NOUN
ssh-2336	65	7	of	of	ADP
ssh-2336	65	8	the	the	DET
ssh-2336	65	9	emotional	emotional	ADJ
ssh-2336	65	10	word	word	NOUN
ssh-2336	65	11	in	in	ADP
ssh-2336	65	12	the	the	DET
ssh-2336	65	13	comment	comment	NOUN
ssh-2336	65	14	,	,	PUNCT
ssh-2336	65	15	and	and	CCONJ
ssh-2336	65	16	there	there	PRON
ssh-2336	65	17	is	be	VERB
ssh-2336	65	18	a	a	DET
ssh-2336	65	19	total	total	NOUN
ssh-2336	65	20	of	of	ADP
ssh-2336	65	21	i	i	PRON
ssh-2336	65	22	n	n	PRON
ssh-2336	65	23	negative	negative	ADJ
ssh-2336	65	24	words	word	NOUN
ssh-2336	65	25	modifying	modify	VERB
ssh-2336	65	26	the	the	DET
ssh-2336	65	27	emotional	emotional	ADJ
ssh-2336	65	28	word	word	NOUN
ssh-2336	65	29	.	.	PUNCT
ssh-2336	66	1	the	the	DET
ssh-2336	66	2	first	first	ADJ
ssh-2336	66	3	k	k	PROPN
ssh-2336	66	4	nearest	near	ADJ
ssh-2336	66	5	word	word	NOUN
ssh-2336	66	6	like	like	SCONJ
ssh-2336	66	7	word	word	NOUN
ssh-2336	66	8	vectors	vector	NOUN
ssh-2336	66	9	control	control	VERB
ssh-2336	66	10	the	the	DET
ssh-2336	66	11	moving	move	VERB
ssh-2336	66	12	direction	direction	NOUN
ssh-2336	66	13	of	of	ADP
ssh-2336	66	14	the	the	DET
ssh-2336	66	15	target	target	NOUN
ssh-2336	66	16	word	word	NOUN
ssh-2336	66	17	vector	vector	NOUN
ssh-2336	66	18	,	,	PUNCT
ssh-2336	66	19	while	while	SCONJ
ssh-2336	66	20	i	i	PRON
ssh-2336	66	21	w	w	VERB
ssh-2336	66	22	controls	control	VERB
ssh-2336	66	23	the	the	DET
ssh-2336	66	24	moving	move	VERB
ssh-2336	66	25	distance	distance	NOUN
ssh-2336	66	26	of	of	ADP
ssh-2336	66	27	the	the	DET
ssh-2336	66	28	target	target	NOUN
ssh-2336	66	29	word	word	NOUN
ssh-2336	66	30	vector	vector	NOUN
ssh-2336	66	31	,	,	PUNCT
ssh-2336	66	32	that	that	ADV
ssh-2336	66	33	is	is	ADV
ssh-2336	66	34	,	,	PUNCT
ssh-2336	66	35	how	how	SCONJ
ssh-2336	66	36	far	far	ADV
ssh-2336	66	37	the	the	DET
ssh-2336	66	38	target	target	NOUN
ssh-2336	66	39	word	word	NOUN
ssh-2336	66	40	vector	vector	NOUN
ssh-2336	66	41	will	will	AUX
ssh-2336	66	42	move	move	VERB
ssh-2336	66	43	towards	towards	ADP
ssh-2336	66	44	its	its	PRON
ssh-2336	66	45	approximate	approximate	ADJ
ssh-2336	66	46	word	word	NOUN
ssh-2336	66	47	vector	vector	NOUN
ssh-2336	66	48	.	.	PUNCT
ssh-2336	67	1	find	find	VERB
ssh-2336	67	2	the	the	DET
ssh-2336	67	3	matching	match	VERB
ssh-2336	67	4	emotion	emotion	NOUN
ssh-2336	67	5	words	word	NOUN
ssh-2336	67	6	in	in	ADP
ssh-2336	67	7	the	the	DET
ssh-2336	67	8	constructed	construct	VERB
ssh-2336	67	9	domain	domain	NOUN
ssh-2336	67	10	emotion	emotion	NOUN
ssh-2336	67	11	dictionary	dictionary	NOUN
ssh-2336	67	12	,	,	PUNCT
ssh-2336	67	13	and	and	CCONJ
ssh-2336	67	14	take	take	VERB
ssh-2336	67	15	each	each	DET
ssh-2336	67	16	emotion	emotion	NOUN
ssh-2336	67	17	word	word	NOUN
ssh-2336	67	18	matched	match	VERB
ssh-2336	67	19	as	as	ADP
ssh-2336	67	20	the	the	DET
ssh-2336	67	21	benchmark	benchmark	NOUN
ssh-2336	67	22	,	,	PUNCT
ssh-2336	67	23	find	find	VERB
ssh-2336	67	24	the	the	DET
ssh-2336	67	25	degree	degree	NOUN
ssh-2336	67	26	adverbs	adverb	NOUN
ssh-2336	67	27	and	and	CCONJ
ssh-2336	67	28	negative	negative	ADJ
ssh-2336	67	29	words	word	NOUN
ssh-2336	67	30	in	in	ADP
ssh-2336	67	31	turn	turn	NOUN
ssh-2336	67	32	forward	forward	ADV
ssh-2336	67	33	,	,	PUNCT
ssh-2336	67	34	and	and	CCONJ
ssh-2336	67	35	calculate	calculate	VERB
ssh-2336	67	36	the	the	DET
ssh-2336	67	37	corresponding	correspond	VERB
ssh-2336	67	38	score	score	NOUN
ssh-2336	67	39	.	.	PUNCT
ssh-2336	68	1	sum	sum	VERB
ssh-2336	68	2	the	the	DET
ssh-2336	68	3	scores	score	NOUN
ssh-2336	68	4	of	of	ADP
ssh-2336	68	5	each	each	DET
ssh-2336	68	6	emotional	emotional	ADJ
ssh-2336	68	7	word	word	NOUN
ssh-2336	68	8	in	in	ADP
ssh-2336	68	9	the	the	DET
ssh-2336	68	10	clause	clause	NOUN
ssh-2336	68	11	,	,	PUNCT
ssh-2336	68	12	and	and	CCONJ
ssh-2336	68	13	finally	finally	ADV
ssh-2336	68	14	accumulate	accumulate	VERB
ssh-2336	68	15	the	the	DET
ssh-2336	68	16	scores	score	NOUN
ssh-2336	68	17	of	of	ADP
ssh-2336	68	18	all	all	DET
ssh-2336	68	19	clauses	clause	NOUN
ssh-2336	68	20	of	of	ADP
ssh-2336	68	21	the	the	DET
ssh-2336	68	22	user	user	NOUN
ssh-2336	68	23	comment	comment	NOUN
ssh-2336	68	24	to	to	PART
ssh-2336	68	25	obtain	obtain	VERB
ssh-2336	68	26	the	the	DET
ssh-2336	68	27	final	final	ADJ
ssh-2336	68	28	score	score	NOUN
ssh-2336	68	29	of	of	ADP
ssh-2336	68	30	the	the	DET
ssh-2336	68	31	user	user	NOUN
ssh-2336	68	32	comment	comment	NOUN
ssh-2336	68	33	(	(	PUNCT
ssh-2336	68	34	table	table	NOUN
ssh-2336	68	35	2	2	NUM
ssh-2336	68	36	)	)	PUNCT
ssh-2336	68	37	.	.	PUNCT
ssh-2336	69	1	table	table	NOUN
ssh-2336	69	2	2	2	NUM
ssh-2336	69	3	.	.	PUNCT
ssh-2336	70	1	the	the	DET
ssh-2336	70	2	experimental	experimental	ADJ
ssh-2336	70	3	results	result	NOUN
ssh-2336	70	4	of	of	ADP
ssh-2336	70	5	selecting	select	VERB
ssh-2336	70	6	the	the	DET
ssh-2336	70	7	best	good	ADJ
ssh-2336	70	8	value	value	NOUN
ssh-2336	70	9	of	of	ADP
ssh-2336	70	10	the	the	DET
ssh-2336	70	11	number	number	NOUN
ssh-2336	70	12	of	of	ADP
ssh-2336	70	13	approximate	approximate	ADJ
ssh-2336	70	14	words	word	NOUN
ssh-2336	70	15	corpus	corpus	NOUN
ssh-2336	70	16	number	number	NOUN
ssh-2336	70	17	of	of	ADP
ssh-2336	70	18	synonyms	synonym	NOUN
ssh-2336	70	19	p	p	X
ssh-2336	70	20	r	r	NOUN
ssh-2336	70	21	f	f	X
ssh-2336	70	22	douban-10c	douban-10c	PROPN
ssh-2336	70	23	data	datum	NOUN
ssh-2336	70	24	set	set	VERB
ssh-2336	70	25	5	5	NUM
ssh-2336	70	26	0.62	0.62	NUM
ssh-2336	70	27	0.73	0.73	NUM
ssh-2336	70	28	0.65	0.65	NUM
ssh-2336	70	29	15	15	NUM
ssh-2336	70	30	0.67	0.67	NUM
ssh-2336	70	31	0.62	0.62	NUM
ssh-2336	70	32	0.64	0.64	NUM
ssh-2336	70	33	20	20	NUM
ssh-2336	70	34	0.79	0.79	NUM
ssh-2336	70	35	0.64	0.64	NUM
ssh-2336	70	36	0.61	0.61	NUM
ssh-2336	70	37	25	25	NUM
ssh-2336	70	38	0.77	0.77	NUM
ssh-2336	70	39	0.73	0.73	NUM
ssh-2336	70	40	0.77	0.77	NUM
ssh-2336	70	41	30	30	NUM
ssh-2336	70	42	0.73	0.73	NUM
ssh-2336	70	43	0.83	0.83	NUM
ssh-2336	70	44	0.84	0.84	NUM
ssh-2336	70	45	douban-102d	douban-102d	PROPN
ssh-2336	70	46	dataset	dataset	VERB
ssh-2336	70	47	5	5	NUM
ssh-2336	70	48	0.63	0.63	NUM
ssh-2336	70	49	0.83	0.83	NUM
ssh-2336	70	50	0.79	0.79	NUM
ssh-2336	70	51	15	15	NUM
ssh-2336	70	52	0.6	0.6	NUM
ssh-2336	70	53	0.66	0.66	NUM
ssh-2336	70	54	0.78	0.78	NUM
ssh-2336	70	55	20	20	NUM
ssh-2336	70	56	0.79	0.79	NUM
ssh-2336	70	57	0.7	0.7	NUM
ssh-2336	70	58	0.64	0.64	NUM
ssh-2336	70	59	25	25	NUM
ssh-2336	70	60	0.67	0.67	NUM
ssh-2336	70	61	0.77	0.77	NUM
ssh-2336	70	62	0.8	0.8	NUM
ssh-2336	70	63	30	30	NUM
ssh-2336	70	64	0.67	0.67	NUM
ssh-2336	70	65	0.71	0.71	NUM
ssh-2336	70	66	0.73	0.73	NUM
ssh-2336	70	67	chn	chn	PROPN
ssh-2336	70	68	htl_all	htl_all	PRON
ssh-2336	70	69	dataset	dataset	NOUN
ssh-2336	70	70	5	5	NUM
ssh-2336	70	71	0.66	0.66	NUM
ssh-2336	70	72	0.63	0.63	NUM
ssh-2336	70	73	0.81	0.81	NUM
ssh-2336	70	74	15	15	NUM
ssh-2336	70	75	0.6	0.6	NUM
ssh-2336	70	76	0.61	0.61	NUM
ssh-2336	70	77	0.67	0.67	NUM
ssh-2336	70	78	20	20	NUM
ssh-2336	70	79	0.73	0.73	NUM
ssh-2336	70	80	0.63	0.63	NUM
ssh-2336	70	81	0.83	0.83	NUM
ssh-2336	70	82	25	25	NUM
ssh-2336	70	83	0.74	0.74	NUM
ssh-2336	70	84	0.7	0.7	NUM
ssh-2336	70	85	0.6	0.6	NUM
ssh-2336	70	86	30	30	NUM
ssh-2336	70	87	0.6	0.6	NUM
ssh-2336	70	88	0.75	0.75	NUM
ssh-2336	70	89	0.7	0.7	NUM
ssh-2336	70	90	suppose	suppose	VERB
ssh-2336	70	91	s	s	VERB
ssh-2336	70	92	is	be	AUX
ssh-2336	70	93	a	a	DET
ssh-2336	70	94	sentence	sentence	NOUN
ssh-2336	70	95	with	with	ADP
ssh-2336	70	96	practical	practical	ADJ
ssh-2336	70	97	meaning	meaning	NOUN
ssh-2336	70	98	,	,	PUNCT
ssh-2336	70	99	including	include	VERB
ssh-2336	70	100	a	a	DET
ssh-2336	70	101	series	series	NOUN
ssh-2336	70	102	of	of	ADP
ssh-2336	70	103	words	word	NOUN
ssh-2336	70	104	n	n	X
ssh-2336	70	105	wwww	wwww	PROPN
ssh-2336	70	106	,	,	PUNCT
ssh-2336	70	107	,	,	PUNCT
ssh-2336	70	108	,	,	PUNCT
ssh-2336	70	109	,	,	PUNCT
ssh-2336	70	110	321	321	NUM
ssh-2336	70	111			PUNCT
ssh-2336	70	112	in	in	ADP
ssh-2336	70	113	a	a	DET
ssh-2336	70	114	specific	specific	ADJ
ssh-2336	70	115	order	order	NOUN
ssh-2336	70	116	.	.	PUNCT
ssh-2336	71	1	where	where	SCONJ
ssh-2336	71	2	n	n	PRON
ssh-2336	71	3	represents	represent	VERB
ssh-2336	71	4	the	the	DET
ssh-2336	71	5	length	length	NOUN
ssh-2336	71	6	of	of	ADP
ssh-2336	71	7	the	the	DET
ssh-2336	71	8	sentence	sentence	NOUN
ssh-2336	71	9	,	,	PUNCT
ssh-2336	71	10	that	that	ADV
ssh-2336	71	11	is	is	ADV
ssh-2336	71	12	,	,	PUNCT
ssh-2336	71	13	the	the	DET
ssh-2336	71	14	number	number	NOUN
ssh-2336	71	15	of	of	ADP
ssh-2336	71	16	words	word	NOUN
ssh-2336	71	17	in	in	ADP
ssh-2336	71	18	the	the	DET
ssh-2336	71	19	sentence	sentence	NOUN
ssh-2336	71	20	.	.	PUNCT
ssh-2336	72	1	j	j	PROPN
ssh-2336	73	1	i	i	PRON
ssh-2336	73	2	w	w	VERB
ssh-2336	73	3	represents	represent	VERB
ssh-2336	73	4	the	the	DET
ssh-2336	73	5	text	text	NOUN
ssh-2336	73	6	segment	segment	NOUN
ssh-2336	73	7	from	from	ADP
ssh-2336	73	8	the	the	PRON
ssh-2336	74	1	i	i	NOUN
ssh-2336	74	2	th	th	X
ssh-2336	74	3	word	word	NOUN
ssh-2336	74	4	to	to	ADP
ssh-2336	74	5	the	the	DET
ssh-2336	74	6	j	j	PROPN
ssh-2336	74	7	th	th	X
ssh-2336	74	8	word	word	NOUN
ssh-2336	74	9	in	in	ADP
ssh-2336	74	10	statement	statement	NOUN
ssh-2336	74	11	s	s	PART
ssh-2336	74	12	.	.	PUNCT
ssh-2336	75	1	then	then	ADV
ssh-2336	75	2	the	the	DET
ssh-2336	75	3	possibility	possibility	NOUN
ssh-2336	75	4	of	of	ADP
ssh-2336	75	5	sentence	sentence	NOUN
ssh-2336	75	6	s	s	PART
ssh-2336	75	7	can	can	AUX
ssh-2336	75	8	be	be	AUX
ssh-2336	75	9	expressed	express	VERB
ssh-2336	75	10	as	as	ADP
ssh-2336	75	11	:	:	PUNCT
ssh-2336	75	12	)	)	PUNCT
ssh-2336	75	13	,	,	PUNCT
ssh-2336	75	14	,	,	PUNCT
ssh-2336	75	15	,	,	PUNCT
ssh-2336	75	16	,	,	PUNCT
ssh-2336	75	17	(	(	PUNCT
ssh-2336	75	18	)	)	PUNCT
ssh-2336	75	19	(	(	PUNCT
ssh-2336	75	20	)	)	PUNCT
ssh-2336	75	21	(	(	PUNCT
ssh-2336	75	22	3211	3211	NUM
ssh-2336	75	23	n	n	CCONJ
ssh-2336	75	24	n	n	PRON
ssh-2336	75	25	wwwwpwpsp	wwwwpwpsp	NOUN
ssh-2336	75	26			PROPN
ssh-2336	75	27	(	(	PUNCT
ssh-2336	75	28	2	2	NUM
ssh-2336	75	29	)	)	PUNCT
ssh-2336	75	30	to	to	PART
ssh-2336	75	31	sum	sum	VERB
ssh-2336	75	32	up	up	ADP
ssh-2336	75	33	,	,	PUNCT
ssh-2336	75	34	the	the	DET
ssh-2336	75	35	sentiment	sentiment	NOUN
ssh-2336	75	36	analysis	analysis	NOUN
ssh-2336	75	37	model	model	NOUN
ssh-2336	75	38	for	for	ADP
ssh-2336	75	39	machine	machine	NOUN
ssh-2336	75	40	learning	learning	NOUN
ssh-2336	75	41	proposed	propose	VERB
ssh-2336	75	42	in	in	ADP
ssh-2336	75	43	this	this	DET
ssh-2336	75	44	chapter	chapter	NOUN
ssh-2336	75	45	outperforms	outperform	VERB
ssh-2336	75	46	other	other	ADJ
ssh-2336	75	47	comparative	comparative	ADJ
ssh-2336	75	48	models	model	NOUN
ssh-2336	75	49	in	in	ADP
ssh-2336	75	50	the	the	DET
ssh-2336	75	51	nlp	nlp	NOUN
ssh-2336	75	52	(	(	PUNCT
ssh-2336	75	53	natural	natural	ADJ
ssh-2336	75	54	language	language	NOUN
ssh-2336	75	55	processing	processing	NOUN
ssh-2336	75	56	)	)	PUNCT
ssh-2336	75	57	aspect	aspect	NOUN
ssh-2336	75	58	-	-	PUNCT
ssh-2336	75	59	level	level	NOUN
ssh-2336	75	60	sentiment	sentiment	NOUN
ssh-2336	75	61	analysis	analysis	NOUN
ssh-2336	75	62	task	task	NOUN
ssh-2336	75	63	.	.	PUNCT
ssh-2336	76	1	the	the	DET
ssh-2336	76	2	emotional	emotional	ADJ
ssh-2336	76	3	tendencies	tendency	NOUN
ssh-2336	76	4	of	of	ADP
ssh-2336	76	5	users	user	NOUN
ssh-2336	76	6	in	in	ADP
ssh-2336	76	7	the	the	DET
ssh-2336	76	8	douban	douban	NOUN
ssh-2336	76	9	application	application	NOUN
ssh-2336	76	10	are	be	AUX
ssh-2336	76	11	diverse	diverse	ADJ
ssh-2336	76	12	and	and	CCONJ
ssh-2336	76	13	consistent	consistent	ADJ
ssh-2336	76	14	,	,	PUNCT
ssh-2336	76	15	and	and	CCONJ
ssh-2336	76	16	neutral	neutral	ADJ
ssh-2336	76	17	comments	comment	NOUN
ssh-2336	76	18	play	play	VERB
ssh-2336	76	19	an	an	DET
ssh-2336	76	20	important	important	ADJ
ssh-2336	76	21	role	role	NOUN
ssh-2336	76	22	.	.	PUNCT
ssh-2336	77	1	this	this	PRON
ssh-2336	77	2	shows	show	VERB
ssh-2336	77	3	that	that	SCONJ
ssh-2336	77	4	the	the	DET
ssh-2336	77	5	method	method	NOUN
ssh-2336	77	6	of	of	ADP
ssh-2336	77	7	sentiment	sentiment	NOUN
ssh-2336	77	8	analysis	analysis	NOUN
ssh-2336	77	9	of	of	ADP
ssh-2336	77	10	readers	reader	NOUN
ssh-2336	77	11	'	'	PART
ssh-2336	77	12	comments	comment	NOUN
ssh-2336	77	13	is	be	AUX
ssh-2336	77	14	helpful	helpful	ADJ
ssh-2336	77	15	to	to	PART
ssh-2336	77	16	identify	identify	VERB
ssh-2336	77	17	niche	niche	NOUN
ssh-2336	77	18	books	book	NOUN
ssh-2336	77	19	that	that	PRON
ssh-2336	77	20	are	be	AUX
ssh-2336	77	21	not	not	PART
ssh-2336	77	22	recommended	recommend	VERB
ssh-2336	77	23	by	by	ADP
ssh-2336	77	24	the	the	DET
ssh-2336	77	25	platform	platform	NOUN
ssh-2336	77	26	,	,	PUNCT
ssh-2336	77	27	and	and	CCONJ
ssh-2336	77	28	can	can	AUX
ssh-2336	77	29	undoubtedly	undoubtedly	ADV
ssh-2336	77	30	increase	increase	VERB
ssh-2336	77	31	users	user	NOUN
ssh-2336	77	32	'	'	PART
ssh-2336	77	33	enthusiasm	enthusiasm	NOUN
ssh-2336	77	34	for	for	ADP
ssh-2336	77	35	books	book	NOUN
ssh-2336	77	36	.	.	PUNCT
ssh-2336	78	1	the	the	DET
ssh-2336	78	2	use	use	NOUN
ssh-2336	78	3	of	of	ADP
ssh-2336	78	4	online	online	ADJ
ssh-2336	78	5	book	book	NOUN
ssh-2336	78	6	platforms	platform	NOUN
ssh-2336	78	7	can	can	AUX
ssh-2336	78	8	not	not	PART
ssh-2336	78	9	only	only	ADV
ssh-2336	78	10	enrich	enrich	VERB
ssh-2336	78	11	website	website	NOUN
ssh-2336	78	12	content	content	NOUN
ssh-2336	78	13	,	,	PUNCT
ssh-2336	78	14	but	but	CCONJ
ssh-2336	78	15	also	also	ADV
ssh-2336	78	16	increase	increase	VERB
ssh-2336	78	17	user	user	NOUN
ssh-2336	78	18	stickiness	stickiness	NOUN
ssh-2336	78	19	.	.	PUNCT
ssh-2336	79	1	bcp	bcp	VERB
ssh-2336	79	2	social	social	PROPN
ssh-2336	79	3	sciences	sciences	PROPN
ssh-2336	79	4	&	&	CCONJ
ssh-2336	79	5	humanities	humanity	NOUN
ssh-2336	79	6	erss	erss	VERB
ssh-2336	79	7	2022	2022	NUM
ssh-2336	79	8	volume	volume	NOUN
ssh-2336	79	9	20	20	NUM
ssh-2336	79	10	(	(	PUNCT
ssh-2336	79	11	2022	2022	NUM
ssh-2336	79	12	)	)	PUNCT
ssh-2336	79	13	321	321	NUM
ssh-2336	79	14	4	4	NUM
ssh-2336	79	15	.	.	PUNCT
ssh-2336	80	1	conclusion	conclusion	NOUN
ssh-2336	80	2	through	through	ADP
ssh-2336	80	3	the	the	DET
ssh-2336	80	4	generation	generation	NOUN
ssh-2336	80	5	,	,	PUNCT
ssh-2336	80	6	sharing	sharing	NOUN
ssh-2336	80	7	and	and	CCONJ
ssh-2336	80	8	dissemination	dissemination	NOUN
ssh-2336	80	9	of	of	ADP
ssh-2336	80	10	mobile	mobile	ADJ
ssh-2336	80	11	internet	internet	NOUN
ssh-2336	80	12	apps	app	NOUN
ssh-2336	80	13	,	,	PUNCT
ssh-2336	80	14	users	user	NOUN
ssh-2336	80	15	can	can	AUX
ssh-2336	80	16	freely	freely	ADV
ssh-2336	80	17	express	express	VERB
ssh-2336	80	18	their	their	PRON
ssh-2336	80	19	personal	personal	ADJ
ssh-2336	80	20	views	view	NOUN
ssh-2336	80	21	and	and	CCONJ
ssh-2336	80	22	comments	comment	NOUN
ssh-2336	80	23	,	,	PUNCT
ssh-2336	80	24	achieve	achieve	VERB
ssh-2336	80	25	interaction	interaction	NOUN
ssh-2336	80	26	and	and	CCONJ
ssh-2336	80	27	communication	communication	NOUN
ssh-2336	80	28	with	with	ADP
ssh-2336	80	29	other	other	ADJ
ssh-2336	80	30	users	user	NOUN
ssh-2336	80	31	,	,	PUNCT
ssh-2336	80	32	and	and	CCONJ
ssh-2336	80	33	integrate	integrate	VERB
ssh-2336	80	34	their	their	PRON
ssh-2336	80	35	personal	personal	ADJ
ssh-2336	80	36	opinions	opinion	NOUN
ssh-2336	80	37	and	and	CCONJ
ssh-2336	80	38	opinions	opinion	NOUN
ssh-2336	80	39	into	into	ADP
ssh-2336	80	40	the	the	DET
ssh-2336	80	41	system	system	NOUN
ssh-2336	80	42	as	as	ADP
ssh-2336	80	43	a	a	DET
ssh-2336	80	44	whole	whole	NOUN
ssh-2336	80	45	.	.	PUNCT
ssh-2336	81	1	in	in	ADP
ssh-2336	81	2	today	today	NOUN
ssh-2336	81	3	's	's	PART
ssh-2336	81	4	network	network	NOUN
ssh-2336	81	5	environment	environment	NOUN
ssh-2336	81	6	,	,	PUNCT
ssh-2336	81	7	new	new	ADJ
ssh-2336	81	8	words	word	NOUN
ssh-2336	81	9	are	be	AUX
ssh-2336	81	10	constantly	constantly	ADV
ssh-2336	81	11	emerging	emerge	VERB
ssh-2336	81	12	,	,	PUNCT
ssh-2336	81	13	and	and	CCONJ
ssh-2336	81	14	the	the	DET
ssh-2336	81	15	text	text	NOUN
ssh-2336	81	16	information	information	NOUN
ssh-2336	81	17	in	in	ADP
ssh-2336	81	18	the	the	DET
ssh-2336	81	19	network	network	NOUN
ssh-2336	81	20	is	be	AUX
ssh-2336	81	21	even	even	ADV
ssh-2336	81	22	more	more	ADV
ssh-2336	81	23	vast	vast	ADJ
ssh-2336	81	24	,	,	PUNCT
ssh-2336	81	25	which	which	PRON
ssh-2336	81	26	makes	make	VERB
ssh-2336	81	27	it	it	PRON
ssh-2336	81	28	difficult	difficult	ADJ
ssh-2336	81	29	for	for	SCONJ
ssh-2336	81	30	traditional	traditional	ADJ
ssh-2336	81	31	methods	method	NOUN
ssh-2336	81	32	to	to	PART
ssh-2336	81	33	fully	fully	ADV
ssh-2336	81	34	extract	extract	VERB
ssh-2336	81	35	and	and	CCONJ
ssh-2336	81	36	train	train	NOUN
ssh-2336	81	37	text	text	NOUN
ssh-2336	81	38	features	feature	NOUN
ssh-2336	81	39	.	.	PUNCT
ssh-2336	82	1	when	when	SCONJ
ssh-2336	82	2	processing	process	VERB
ssh-2336	82	3	large	large	ADJ
ssh-2336	82	4	quantities	quantity	NOUN
ssh-2336	82	5	of	of	ADP
ssh-2336	82	6	data	datum	NOUN
ssh-2336	82	7	,	,	PUNCT
ssh-2336	82	8	the	the	DET
ssh-2336	82	9	analysis	analysis	NOUN
ssh-2336	82	10	performance	performance	NOUN
ssh-2336	82	11	will	will	AUX
ssh-2336	82	12	significantly	significantly	ADV
ssh-2336	82	13	decline	decline	VERB
ssh-2336	82	14	.	.	PUNCT
ssh-2336	83	1	therefore	therefore	ADV
ssh-2336	83	2	,	,	PUNCT
ssh-2336	83	3	a	a	DET
ssh-2336	83	4	more	more	ADV
ssh-2336	83	5	efficient	efficient	ADJ
ssh-2336	83	6	and	and	CCONJ
ssh-2336	83	7	accurate	accurate	ADJ
ssh-2336	83	8	method	method	NOUN
ssh-2336	83	9	of	of	ADP
ssh-2336	83	10	emotion	emotion	NOUN
ssh-2336	83	11	analysis	analysis	NOUN
ssh-2336	83	12	emerged	emerge	VERB
ssh-2336	83	13	emotion	emotion	NOUN
ssh-2336	83	14	analysis	analysis	NOUN
ssh-2336	83	15	model	model	NOUN
ssh-2336	83	16	based	base	VERB
ssh-2336	83	17	on	on	ADP
ssh-2336	83	18	machine	machine	NOUN
ssh-2336	83	19	learning	learning	NOUN
ssh-2336	83	20	.	.	PUNCT
ssh-2336	84	1	using	use	VERB
ssh-2336	84	2	sentiment	sentiment	NOUN
ssh-2336	84	3	analysis	analysis	NOUN
ssh-2336	84	4	technology	technology	NOUN
ssh-2336	84	5	to	to	PART
ssh-2336	84	6	analyze	analyze	VERB
ssh-2336	84	7	comment	comment	NOUN
ssh-2336	84	8	text	text	NOUN
ssh-2336	84	9	automatically	automatically	ADV
ssh-2336	84	10	can	can	AUX
ssh-2336	84	11	not	not	PART
ssh-2336	84	12	only	only	ADV
ssh-2336	84	13	solve	solve	VERB
ssh-2336	84	14	the	the	DET
ssh-2336	84	15	problem	problem	NOUN
ssh-2336	84	16	of	of	ADP
ssh-2336	84	17	soaring	soar	VERB
ssh-2336	84	18	cost	cost	NOUN
ssh-2336	84	19	,	,	PUNCT
ssh-2336	84	20	high	high	ADJ
ssh-2336	84	21	error	error	NOUN
ssh-2336	84	22	rate	rate	NOUN
ssh-2336	84	23	and	and	CCONJ
ssh-2336	84	24	low	low	ADJ
ssh-2336	84	25	efficiency	efficiency	NOUN
ssh-2336	84	26	caused	cause	VERB
ssh-2336	84	27	by	by	ADP
ssh-2336	84	28	manual	manual	ADJ
ssh-2336	84	29	analysis	analysis	NOUN
ssh-2336	84	30	,	,	PUNCT
ssh-2336	84	31	but	but	CCONJ
ssh-2336	84	32	also	also	ADV
ssh-2336	84	33	create	create	VERB
ssh-2336	84	34	greater	great	ADJ
ssh-2336	84	35	social	social	ADJ
ssh-2336	84	36	value	value	NOUN
ssh-2336	84	37	.	.	PUNCT
ssh-2336	85	1	therefore	therefore	ADV
ssh-2336	85	2	,	,	PUNCT
ssh-2336	85	3	the	the	DET
ssh-2336	85	4	research	research	NOUN
ssh-2336	85	5	on	on	ADP
ssh-2336	85	6	emotion	emotion	NOUN
ssh-2336	85	7	analysis	analysis	NOUN
ssh-2336	85	8	technology	technology	NOUN
ssh-2336	85	9	has	have	VERB
ssh-2336	85	10	great	great	ADJ
ssh-2336	85	11	practical	practical	ADJ
ssh-2336	85	12	significance	significance	NOUN
ssh-2336	85	13	.	.	PUNCT
ssh-2336	86	1	references	reference	NOUN
ssh-2336	86	2	[	[	X
ssh-2336	86	3	1	1	NUM
ssh-2336	86	4	]	]	PUNCT
ssh-2336	86	5	li	li	PROPN
ssh-2336	86	6	mengnan	mengnan	PROPN
ssh-2336	86	7	,	,	PUNCT
ssh-2336	86	8	wang	wang	PROPN
ssh-2336	86	9	mingyan	mingyan	PROPN
ssh-2336	86	10	.	.	PUNCT
ssh-2336	87	1	a	a	DET
ssh-2336	87	2	review	review	NOUN
ssh-2336	87	3	of	of	ADP
ssh-2336	87	4	sentiment	sentiment	NOUN
ssh-2336	87	5	analysis	analysis	NOUN
ssh-2336	87	6	methods	method	NOUN
ssh-2336	87	7	and	and	CCONJ
ssh-2336	87	8	applications	application	NOUN
ssh-2336	87	9	based	base	VERB
ssh-2336	87	10	on	on	ADP
ssh-2336	87	11	machine	machine	NOUN
ssh-2336	87	12	learning	learn	VERB
ssh-2336	87	13	[	[	X
ssh-2336	87	14	j	j	X
ssh-2336	87	15	]	]	X
ssh-2336	87	16	.	.	PUNCT
ssh-2336	88	1	software	software	NOUN
ssh-2336	88	2	engineering	engineering	NOUN
ssh-2336	88	3	,	,	PUNCT
ssh-2336	88	4	2021	2021	NUM
ssh-2336	88	5	,	,	PUNCT
ssh-2336	88	6	24(9):4	24(9):4	NUM
ssh-2336	88	7	.	.	PUNCT
ssh-2336	89	1	[	[	X
ssh-2336	89	2	2	2	NUM
ssh-2336	89	3	]	]	PUNCT
ssh-2336	89	4	xue	xue	PROPN
ssh-2336	89	5	tao	tao	PROPN
ssh-2336	89	6	.	.	PUNCT
ssh-2336	90	1	research	research	NOUN
ssh-2336	90	2	on	on	ADP
ssh-2336	90	3	a	a	DET
ssh-2336	90	4	python	python	NOUN
ssh-2336	90	5	-	-	PUNCT
ssh-2336	90	6	based	base	VERB
ssh-2336	90	7	machine	machine	NOUN
ssh-2336	90	8	learning	learn	VERB
ssh-2336	90	9	sentiment	sentiment	NOUN
ssh-2336	90	10	analysis	analysis	NOUN
ssh-2336	90	11	method	method	NOUN
ssh-2336	90	12	[	[	X
ssh-2336	90	13	j	j	X
ssh-2336	90	14	]	]	X
ssh-2336	90	15	.	.	PUNCT
ssh-2336	91	1	journal	journal	PROPN
ssh-2336	91	2	of	of	ADP
ssh-2336	91	3	jiamusi	jiamusi	PROPN
ssh-2336	91	4	university	university	PROPN
ssh-2336	91	5	:	:	PUNCT
ssh-2336	91	6	natural	natural	ADJ
ssh-2336	91	7	science	science	NOUN
ssh-2336	91	8	edition	edition	NOUN
ssh-2336	91	9	,	,	PUNCT
ssh-2336	91	10	2020	2020	NUM
ssh-2336	91	11	,	,	PUNCT
ssh-2336	91	12	38(3):4	38(3):4	NUM
ssh-2336	91	13	.	.	PUNCT
ssh-2336	92	1	[	[	X
ssh-2336	92	2	3	3	NUM
ssh-2336	92	3	]	]	X
ssh-2336	92	4	li	li	PROPN
ssh-2336	92	5	ding	ding	PROPN
ssh-2336	92	6	.	.	PUNCT
ssh-2336	93	1	research	research	NOUN
ssh-2336	93	2	on	on	ADP
ssh-2336	93	3	the	the	DET
ssh-2336	93	4	improvement	improvement	NOUN
ssh-2336	93	5	of	of	ADP
ssh-2336	93	6	machine	machine	NOUN
ssh-2336	93	7	learning	learn	VERB
ssh-2336	93	8	sentiment	sentiment	NOUN
ssh-2336	93	9	analysis	analysis	NOUN
ssh-2336	93	10	method	method	NOUN
ssh-2336	93	11	[	[	X
ssh-2336	93	12	j	j	X
ssh-2336	93	13	]	]	X
ssh-2336	93	14	.	.	PUNCT
ssh-2336	94	1	journal	journal	PROPN
ssh-2336	94	2	of	of	ADP
ssh-2336	94	3	xi'an	xi'an	PROPN
ssh-2336	94	4	institute	institute	PROPN
ssh-2336	94	5	of	of	ADP
ssh-2336	94	6	aeronautics	aeronautics	PROPN
ssh-2336	94	7	and	and	CCONJ
ssh-2336	94	8	astronautics	astronautic	NOUN
ssh-2336	94	9	,	,	PUNCT
ssh-2336	94	10	2020	2020	NUM
ssh-2336	94	11	,	,	PUNCT
ssh-2336	94	12	38(1):6	38(1):6	PROPN
ssh-2336	94	13	.	.	PUNCT
ssh-2336	95	1	[	[	X
ssh-2336	95	2	4	4	NUM
ssh-2336	95	3	]	]	X
ssh-2336	95	4	li	li	PROPN
ssh-2336	95	5	ding	ding	PROPN
ssh-2336	95	6	.	.	PUNCT
ssh-2336	96	1	on	on	ADP
ssh-2336	96	2	the	the	DET
ssh-2336	96	3	basic	basic	ADJ
ssh-2336	96	4	theory	theory	NOUN
ssh-2336	96	5	of	of	ADP
ssh-2336	96	6	machine	machine	NOUN
ssh-2336	96	7	learning	learn	VERB
ssh-2336	96	8	sentiment	sentiment	NOUN
ssh-2336	96	9	analysis	analysis	NOUN
ssh-2336	96	10	[	[	X
ssh-2336	96	11	j	j	X
ssh-2336	96	12	]	]	X
ssh-2336	96	13	.	.	PUNCT
ssh-2336	97	1	farm	farm	NOUN
ssh-2336	97	2	staff	staff	NOUN
ssh-2336	97	3	,	,	PUNCT
ssh-2336	97	4	2020	2020	NUM
ssh-2336	97	5	,	,	PUNCT
ssh-2336	97	6	no.661	no.661	PROPN
ssh-2336	97	7	(	(	PUNCT
ssh-2336	97	8	14	14	NUM
ssh-2336	97	9	):	):	PUNCT
ssh-2336	97	10	280	280	NUM
ssh-2336	97	11	-	-	SYM
ssh-2336	97	12	280	280	NUM
ssh-2336	97	13	.	.	PUNCT
ssh-2336	98	1	[	[	X
ssh-2336	98	2	5	5	NUM
ssh-2336	98	3	]	]	SYM
ssh-2336	98	4	li	li	PROPN
ssh-2336	98	5	ding	ding	PROPN
ssh-2336	98	6	.	.	PUNCT
ssh-2336	99	1	talking	talk	VERB
ssh-2336	99	2	about	about	ADP
ssh-2336	99	3	the	the	DET
ssh-2336	99	4	machine	machine	NOUN
ssh-2336	99	5	learning	learn	VERB
ssh-2336	99	6	sentiment	sentiment	NOUN
ssh-2336	99	7	analysis	analysis	NOUN
ssh-2336	99	8	method	method	NOUN
ssh-2336	99	9	[	[	X
ssh-2336	99	10	j	j	X
ssh-2336	99	11	]	]	X
ssh-2336	99	12	.	.	PUNCT
ssh-2336	100	1	farm	farm	NOUN
ssh-2336	100	2	staff	staff	NOUN
ssh-2336	100	3	,	,	PUNCT
ssh-2336	100	4	2020	2020	NUM
ssh-2336	100	5	,	,	PUNCT
ssh-2336	100	6	no.648(05):170	no.648(05):170	NOUN
ssh-2336	100	7	+	+	NOUN
ssh-2336	100	8	205	205	NUM
ssh-2336	100	9	.	.	PUNCT
ssh-2336	101	1	[	[	X
ssh-2336	101	2	6	6	NUM
ssh-2336	101	3	]	]	PUNCT
ssh-2336	101	4	song	song	NOUN
ssh-2336	101	5	zukang	zukang	PROPN
ssh-2336	101	6	,	,	PUNCT
ssh-2336	101	7	yan	yan	PROPN
ssh-2336	101	8	ruixia	ruixia	PROPN
ssh-2336	101	9	,	,	PUNCT
ssh-2336	101	10	gu	gu	NOUN
ssh-2336	101	11	liqiong	liqiong	PROPN
ssh-2336	101	12	.	.	PUNCT
ssh-2336	102	1	text	text	NOUN
ssh-2336	102	2	topic	topic	NOUN
ssh-2336	102	3	generalization	generalization	NOUN
ssh-2336	102	4	and	and	CCONJ
ssh-2336	102	5	sentiment	sentiment	NOUN
ssh-2336	102	6	analysis	analysis	NOUN
ssh-2336	102	7	based	base	VERB
ssh-2336	102	8	on	on	ADP
ssh-2336	102	9	machine	machine	NOUN
ssh-2336	102	10	learning	learning	NOUN
ssh-2336	102	11	and	and	CCONJ
ssh-2336	102	12	sentiment	sentiment	NOUN
ssh-2336	103	1	dictionary	dictionary	NOUN
ssh-2336	104	1	[	[	X
ssh-2336	104	2	j	j	X
ssh-2336	104	3	]	]	X
ssh-2336	104	4	.	.	PUNCT
ssh-2336	105	1	software	software	NOUN
ssh-2336	105	2	guide	guide	NOUN
ssh-2336	105	3	,	,	PUNCT
ssh-2336	105	4	2019	2019	NUM
ssh-2336	105	5	,	,	PUNCT
ssh-2336	105	6	018(004):4	018(004):4	NOUN
ssh-2336	105	7	-	-	PUNCT
ssh-2336	105	8	8	8	NUM
ssh-2336	105	9	.	.	PUNCT
ssh-2336	106	1	[	[	X
ssh-2336	106	2	7	7	X
ssh-2336	106	3	]	]	X
ssh-2336	106	4	sun	sun	PROPN
ssh-2336	106	5	jianwang	jianwang	PROPN
ssh-2336	106	6	,	,	PUNCT
ssh-2336	106	7	lv	lv	PROPN
ssh-2336	106	8	xueqiang	xueqiang	PROPN
ssh-2336	106	9	,	,	PUNCT
ssh-2336	106	10	zhang	zhang	PROPN
ssh-2336	106	11	leihan	leihan	PROPN
ssh-2336	106	12	.	.	PUNCT
ssh-2336	107	1	research	research	NOUN
ssh-2336	107	2	on	on	ADP
ssh-2336	107	3	chinese	chinese	ADJ
ssh-2336	107	4	microblog	microblog	ADJ
ssh-2336	107	5	sentiment	sentiment	NOUN
ssh-2336	107	6	analysis	analysis	NOUN
ssh-2336	107	7	based	base	VERB
ssh-2336	107	8	on	on	ADP
ssh-2336	107	9	dictionary	dictionary	ADJ
ssh-2336	107	10	and	and	CCONJ
ssh-2336	107	11	machine	machine	NOUN
ssh-2336	107	12	learning	learn	VERB
ssh-2336	108	1	[	[	X
ssh-2336	108	2	j	j	X
ssh-2336	108	3	]	]	X
ssh-2336	108	4	.	.	PUNCT
ssh-2336	109	1	computer	computer	NOUN
ssh-2336	109	2	applications	application	NOUN
ssh-2336	109	3	and	and	CCONJ
ssh-2336	109	4	software	software	NOUN
ssh-2336	109	5	,	,	PUNCT
ssh-2336	109	6	2014	2014	NUM
ssh-2336	109	7	,	,	PUNCT
ssh-2336	109	8	31(7):5	31(7):5	PROPN
ssh-2336	109	9	.	.	PUNCT
ssh-2336	110	1	[	[	X
ssh-2336	110	2	8	8	NUM
ssh-2336	110	3	]	]	X
ssh-2336	110	4	han	han	PROPN
ssh-2336	110	5	bixiang	bixiang	PROPN
ssh-2336	110	6	.	.	PUNCT
ssh-2336	111	1	sentiment	sentiment	NOUN
ssh-2336	111	2	analysis	analysis	NOUN
ssh-2336	111	3	of	of	ADP
ssh-2336	111	4	"	"	PUNCT
ssh-2336	111	5	number	number	NOUN
ssh-2336	111	6	porting	porting	NOUN
ssh-2336	111	7	"	"	PUNCT
ssh-2336	111	8	weibo	weibo	NOUN
ssh-2336	111	9	comments	comment	NOUN
ssh-2336	111	10	based	base	VERB
ssh-2336	111	11	on	on	ADP
ssh-2336	111	12	machine	machine	NOUN
ssh-2336	111	13	learning	learn	VERB
ssh-2336	111	14	[	[	X
ssh-2336	111	15	j	j	X
ssh-2336	111	16	]	]	X
ssh-2336	111	17	.	.	PUNCT
ssh-2336	112	1	word	word	NOUN
ssh-2336	112	2	world	world	NOUN
ssh-2336	112	3	,	,	PUNCT
ssh-2336	112	4	2021,23(1):36	2021,23(1):36	X
ssh-2336	112	5	.	.	PUNCT
ssh-2336	113	1	[	[	X
ssh-2336	113	2	9	9	NUM
ssh-2336	113	3	]	]	X
ssh-2336	113	4	kinyua	kinyua	NOUN
ssh-2336	113	5	j	j	PROPN
ssh-2336	113	6	d	d	PROPN
ssh-2336	113	7	,	,	PUNCT
ssh-2336	113	8	mutigwe	mutigwe	PROPN
ssh-2336	113	9	c	c	AUX
ssh-2336	113	10	,	,	PUNCT
ssh-2336	113	11	cushing	cushe	VERB
ssh-2336	113	12	d	d	PROPN
ssh-2336	113	13	j	j	PROPN
ssh-2336	113	14	,	,	PUNCT
ssh-2336	113	15	et	et	PROPN
ssh-2336	113	16	al	al	PROPN
ssh-2336	113	17	.	.	PUNCT
ssh-2336	114	1	an	an	DET
ssh-2336	114	2	analysis	analysis	NOUN
ssh-2336	114	3	of	of	ADP
ssh-2336	114	4	the	the	DET
ssh-2336	114	5	impact	impact	NOUN
ssh-2336	114	6	of	of	ADP
ssh-2336	114	7	president	president	PROPN
ssh-2336	114	8	trump	trump	NOUN
ssh-2336	114	9	's	's	PART
ssh-2336	114	10	tweets	tweet	NOUN
ssh-2336	114	11	on	on	ADP
ssh-2336	114	12	the	the	DET
ssh-2336	114	13	djia	djia	PROPN
ssh-2336	114	14	and	and	CCONJ
ssh-2336	114	15	s&p	s&p	PROPN
ssh-2336	114	16	500	500	NUM
ssh-2336	114	17	using	use	VERB
ssh-2336	114	18	machine	machine	NOUN
ssh-2336	114	19	learning	learning	NOUN
ssh-2336	114	20	and	and	CCONJ
ssh-2336	114	21	sentiment	sentiment	NOUN
ssh-2336	114	22	analysis[j	analysis[j	PROPN
ssh-2336	114	23	]	]	PUNCT
ssh-2336	114	24	.	.	PUNCT
ssh-2336	115	1	journal	journal	PROPN
ssh-2336	115	2	of	of	ADP
ssh-2336	115	3	behavioral	behavioral	ADJ
ssh-2336	115	4	and	and	CCONJ
ssh-2336	115	5	experimental	experimental	ADJ
ssh-2336	115	6	finance	finance	NOUN
ssh-2336	115	7	,	,	PUNCT
ssh-2336	115	8	2021	2021	NUM
ssh-2336	115	9	,	,	PUNCT
ssh-2336	115	10	29(2):100447	29(2):100447	NUM
ssh-2336	115	11	.	.	PUNCT
ssh-2336	116	1	[	[	X
ssh-2336	116	2	10	10	NUM
ssh-2336	116	3	]	]	X
ssh-2336	116	4	kinyua	kinyua	X
ssh-2336	116	5	j	j	PROPN
ssh-2336	116	6	d	d	PROPN
ssh-2336	116	7	,	,	PUNCT
ssh-2336	116	8	mutigwe	mutigwe	PROPN
ssh-2336	116	9	c	c	AUX
ssh-2336	116	10	,	,	PUNCT
ssh-2336	116	11	cushing	cushe	VERB
ssh-2336	116	12	d	d	PROPN
ssh-2336	116	13	j	j	PROPN
ssh-2336	116	14	,	,	PUNCT
ssh-2336	116	15	et	et	PROPN
ssh-2336	116	16	al	al	PROPN
ssh-2336	116	17	.	.	PUNCT
ssh-2336	117	1	an	an	DET
ssh-2336	117	2	analysis	analysis	NOUN
ssh-2336	117	3	of	of	ADP
ssh-2336	117	4	the	the	DET
ssh-2336	117	5	impact	impact	NOUN
ssh-2336	117	6	of	of	ADP
ssh-2336	117	7	president	president	PROPN
ssh-2336	117	8	trump	trump	NOUN
ssh-2336	117	9	's	's	PART
ssh-2336	117	10	tweets	tweet	NOUN
ssh-2336	117	11	on	on	ADP
ssh-2336	117	12	the	the	DET
ssh-2336	117	13	djia	djia	PROPN
ssh-2336	117	14	and	and	CCONJ
ssh-2336	117	15	s&p	s&p	PROPN
ssh-2336	117	16	500	500	NUM
ssh-2336	117	17	using	use	VERB
ssh-2336	117	18	machine	machine	NOUN
ssh-2336	117	19	learning	learning	NOUN
ssh-2336	117	20	and	and	CCONJ
ssh-2336	117	21	sentiment	sentiment	NOUN
ssh-2336	117	22	analysis[j	analysis[j	PROPN
ssh-2336	117	23	]	]	PUNCT
ssh-2336	117	24	.	.	PUNCT
ssh-2336	118	1	journal	journal	PROPN
ssh-2336	118	2	of	of	ADP
ssh-2336	118	3	behavioral	behavioral	ADJ
ssh-2336	118	4	and	and	CCONJ
ssh-2336	118	5	experimental	experimental	ADJ
ssh-2336	118	6	finance	finance	NOUN
ssh-2336	118	7	,	,	PUNCT
ssh-2336	118	8	2021	2021	NUM
ssh-2336	118	9	,	,	PUNCT
ssh-2336	118	10	29(2):100447	29(2):100447	NUM
ssh-2336	118	11	.	.	PUNCT
ssh-2336	119	1	[	[	X
ssh-2336	119	2	11	11	NUM
ssh-2336	119	3	]	]	X
ssh-2336	119	4	kalaivani	kalaivani	PROPN
ssh-2336	119	5	m	m	PROPN
ssh-2336	119	6	s	s	PROPN
ssh-2336	119	7	,	,	PUNCT
ssh-2336	119	8	jayalakshmi	jayalakshmi	PROPN
ssh-2336	119	9	s.	s.	PROPN
ssh-2336	119	10	sentiment	sentiment	PROPN
ssh-2336	119	11	analysis	analysis	NOUN
ssh-2336	119	12	on	on	ADP
ssh-2336	119	13	micro	micro	ADJ
ssh-2336	119	14	-	-	NOUN
ssh-2336	119	15	blog	blog	ADJ
ssh-2336	119	16	data	datum	NOUN
ssh-2336	119	17	using	use	VERB
ssh-2336	119	18	machine	machine	NOUN
ssh-2336	119	19	learning	learn	VERB
ssh-2336	119	20	techniques	technique	NOUN
ssh-2336	119	21	a	a	DET
ssh-2336	119	22	review	review	NOUN
ssh-2336	119	23	[	[	X
ssh-2336	119	24	j	j	X
ssh-2336	119	25	]	]	X
ssh-2336	119	26	.	.	PUNCT
ssh-2336	120	1	iop	iop	PROPN
ssh-2336	120	2	conference	conference	PROPN
ssh-2336	120	3	series	series	PROPN
ssh-2336	120	4	materials	material	NOUN
ssh-2336	120	5	science	science	NOUN
ssh-2336	120	6	and	and	CCONJ
ssh-2336	120	7	engineering	engineering	NOUN
ssh-2336	120	8	,	,	PUNCT
ssh-2336	120	9	2021	2021	NUM
ssh-2336	120	10	,	,	PUNCT
ssh-2336	120	11	1049	1049	NUM
ssh-2336	120	12	(	(	PUNCT
ssh-2336	120	13	1	1	NUM
ssh-2336	120	14	):	):	PUNCT
ssh-2336	120	15	012012	012012	NUM
ssh-2336	120	16	.	.	PUNCT