id	sid	tid	token	lemma	pos
fcis-6022	1	1	frontiers	frontier	NOUN
fcis-6022	1	2	in	in	ADP
fcis-6022	1	3	computing	computing	NOUN
fcis-6022	1	4	and	and	CCONJ
fcis-6022	1	5	intelligent	intelligent	ADJ
fcis-6022	1	6	systems	system	NOUN
fcis-6022	1	7	issn	issn	VERB
fcis-6022	1	8	:	:	PUNCT
fcis-6022	1	9	2832	2832	NUM
fcis-6022	1	10	-	-	SYM
fcis-6022	1	11	6024	6024	NUM
fcis-6022	1	12	|	|	NOUN
fcis-6022	1	13	vol	vol	NOUN
fcis-6022	1	14	.	.	PROPN
fcis-6022	2	1	3	3	NUM
fcis-6022	2	2	,	,	PUNCT
fcis-6022	2	3	no	no	INTJ
fcis-6022	2	4	.	.	NOUN
fcis-6022	2	5	1	1	NUM
fcis-6022	2	6	,	,	PUNCT
fcis-6022	2	7	2023	2023	NUM
fcis-6022	2	8	42	42	NUM
fcis-6022	2	9	research	research	NOUN
fcis-6022	2	10	on	on	ADP
fcis-6022	2	11	sentiment	sentiment	NOUN
fcis-6022	2	12	analysis	analysis	NOUN
fcis-6022	2	13	methods	method	NOUN
fcis-6022	2	14	for	for	ADP
fcis-6022	2	15	textoriented	textoriente	VERB
fcis-6022	2	16	data	data	PROPN
fcis-6022	2	17	yuanfei	yuanfei	PROPN
fcis-6022	2	18	deng	deng	PROPN
fcis-6022	2	19	school	school	PROPN
fcis-6022	2	20	of	of	ADP
fcis-6022	2	21	computer	computer	NOUN
fcis-6022	2	22	science	science	NOUN
fcis-6022	2	23	,	,	PUNCT
fcis-6022	2	24	south	south	PROPN
fcis-6022	2	25	china	china	PROPN
fcis-6022	2	26	normal	normal	ADJ
fcis-6022	2	27	university	university	PROPN
fcis-6022	2	28	,	,	PUNCT
fcis-6022	2	29	guangzhou	guangzhou	PROPN
fcis-6022	2	30	510631	510631	NUM
fcis-6022	2	31	,	,	PUNCT
fcis-6022	2	32	china	china	PROPN
fcis-6022	2	33	dengyf@m.scnu.edu.cn	dengyf@m.scnu.edu.cn	PROPN
fcis-6022	2	34	abstract	abstract	NOUN
fcis-6022	2	35	:	:	PUNCT
fcis-6022	2	36	with	with	ADP
fcis-6022	2	37	the	the	DET
fcis-6022	2	38	rapid	rapid	ADJ
fcis-6022	2	39	development	development	NOUN
fcis-6022	2	40	of	of	ADP
fcis-6022	2	41	information	information	NOUN
fcis-6022	2	42	technology	technology	NOUN
fcis-6022	2	43	,	,	PUNCT
fcis-6022	2	44	the	the	DET
fcis-6022	2	45	results	result	NOUN
fcis-6022	2	46	obtained	obtain	VERB
fcis-6022	2	47	from	from	ADP
fcis-6022	2	48	sentiment	sentiment	NOUN
fcis-6022	2	49	analysis	analysis	NOUN
fcis-6022	2	50	on	on	ADP
fcis-6022	2	51	a	a	DET
fcis-6022	2	52	large	large	ADJ
fcis-6022	2	53	number	number	NOUN
fcis-6022	2	54	of	of	ADP
fcis-6022	2	55	speech	speech	NOUN
fcis-6022	2	56	information	information	NOUN
fcis-6022	2	57	on	on	ADP
fcis-6022	2	58	these	these	DET
fcis-6022	2	59	platforms	platform	NOUN
fcis-6022	2	60	can	can	AUX
fcis-6022	2	61	be	be	AUX
fcis-6022	2	62	used	use	VERB
fcis-6022	2	63	for	for	ADP
fcis-6022	2	64	comment	comment	NOUN
fcis-6022	2	65	classification	classification	NOUN
fcis-6022	2	66	,	,	PUNCT
fcis-6022	2	67	product	product	NOUN
fcis-6022	2	68	analysis	analysis	NOUN
fcis-6022	2	69	and	and	CCONJ
fcis-6022	2	70	recommendation	recommendation	NOUN
fcis-6022	2	71	,	,	PUNCT
fcis-6022	2	72	consumption	consumption	NOUN
fcis-6022	2	73	forecast	forecast	NOUN
fcis-6022	2	74	and	and	CCONJ
fcis-6022	2	75	other	other	ADJ
fcis-6022	2	76	aspects	aspect	NOUN
fcis-6022	2	77	of	of	ADP
fcis-6022	2	78	the	the	DET
fcis-6022	2	79	network	network	NOUN
fcis-6022	2	80	platform	platform	NOUN
fcis-6022	2	81	with	with	ADP
fcis-6022	2	82	the	the	DET
fcis-6022	2	83	rapid	rapid	ADJ
fcis-6022	2	84	development	development	NOUN
fcis-6022	2	85	of	of	ADP
fcis-6022	2	86	information	information	NOUN
fcis-6022	2	87	technology	technology	NOUN
fcis-6022	2	88	,	,	PUNCT
fcis-6022	2	89	the	the	DET
fcis-6022	2	90	results	result	NOUN
fcis-6022	2	91	obtained	obtain	VERB
fcis-6022	2	92	from	from	ADP
fcis-6022	2	93	sentiment	sentiment	NOUN
fcis-6022	2	94	analysis	analysis	NOUN
fcis-6022	2	95	on	on	ADP
fcis-6022	2	96	a	a	DET
fcis-6022	2	97	large	large	ADJ
fcis-6022	2	98	number	number	NOUN
fcis-6022	2	99	of	of	ADP
fcis-6022	2	100	speech	speech	NOUN
fcis-6022	2	101	information	information	NOUN
fcis-6022	2	102	on	on	ADP
fcis-6022	2	103	these	these	DET
fcis-6022	2	104	platforms	platform	NOUN
fcis-6022	2	105	can	can	AUX
fcis-6022	2	106	be	be	AUX
fcis-6022	2	107	used	use	VERB
fcis-6022	2	108	for	for	ADP
fcis-6022	2	109	comment	comment	NOUN
fcis-6022	2	110	classification	classification	NOUN
fcis-6022	2	111	,	,	PUNCT
fcis-6022	2	112	product	product	NOUN
fcis-6022	2	113	analysis	analysis	NOUN
fcis-6022	2	114	and	and	CCONJ
fcis-6022	2	115	recommendation	recommendation	NOUN
fcis-6022	2	116	,	,	PUNCT
fcis-6022	2	117	consumption	consumption	NOUN
fcis-6022	2	118	forecast	forecast	NOUN
fcis-6022	2	119	and	and	CCONJ
fcis-6022	2	120	other	other	ADJ
fcis-6022	2	121	aspects	aspect	NOUN
fcis-6022	2	122	of	of	ADP
fcis-6022	2	123	the	the	DET
fcis-6022	2	124	network	network	NOUN
fcis-6022	2	125	platform	platform	NOUN
fcis-6022	2	126	sentiment	sentiment	NOUN
fcis-6022	2	127	analysis	analysis	NOUN
fcis-6022	2	128	is	be	AUX
fcis-6022	2	129	a	a	DET
fcis-6022	2	130	practical	practical	ADJ
fcis-6022	2	131	technique	technique	NOUN
fcis-6022	2	132	which	which	PRON
fcis-6022	2	133	has	have	AUX
fcis-6022	2	134	become	become	VERB
fcis-6022	2	135	one	one	NUM
fcis-6022	2	136	of	of	ADP
fcis-6022	2	137	the	the	DET
fcis-6022	2	138	most	most	ADV
fcis-6022	2	139	active	active	ADJ
fcis-6022	2	140	research	research	NOUN
fcis-6022	2	141	fields	field	NOUN
fcis-6022	2	142	in	in	ADP
fcis-6022	2	143	natural	natural	ADJ
fcis-6022	2	144	language	language	NOUN
fcis-6022	2	145	processing	processing	NOUN
fcis-6022	2	146	.	.	PUNCT
fcis-6022	3	1	the	the	DET
fcis-6022	3	2	traditional	traditional	ADJ
fcis-6022	3	3	text	text	NOUN
fcis-6022	3	4	sentiment	sentiment	NOUN
fcis-6022	3	5	analysis	analysis	NOUN
fcis-6022	3	6	method	method	NOUN
fcis-6022	3	7	consumes	consume	VERB
fcis-6022	3	8	a	a	DET
fcis-6022	3	9	lot	lot	NOUN
fcis-6022	3	10	of	of	ADP
fcis-6022	3	11	human	human	ADJ
fcis-6022	3	12	resources	resource	NOUN
fcis-6022	3	13	,	,	PUNCT
fcis-6022	3	14	but	but	CCONJ
fcis-6022	3	15	the	the	DET
fcis-6022	3	16	coverage	coverage	NOUN
fcis-6022	3	17	of	of	ADP
fcis-6022	3	18	artificial	artificial	ADJ
fcis-6022	3	19	extracted	extract	VERB
fcis-6022	3	20	features	feature	NOUN
fcis-6022	3	21	is	be	AUX
fcis-6022	3	22	the	the	DET
fcis-6022	3	23	traditional	traditional	ADJ
fcis-6022	3	24	text	text	NOUN
fcis-6022	3	25	sentiment	sentiment	NOUN
fcis-6022	3	26	analysis	analysis	NOUN
fcis-6022	3	27	method	method	NOUN
fcis-6022	3	28	consumes	consume	VERB
fcis-6022	3	29	a	a	DET
fcis-6022	3	30	lot	lot	NOUN
fcis-6022	3	31	of	of	ADP
fcis-6022	3	32	human	human	ADJ
fcis-6022	3	33	resources	resource	NOUN
fcis-6022	3	34	,	,	PUNCT
fcis-6022	3	35	but	but	CCONJ
fcis-6022	3	36	the	the	DET
fcis-6022	3	37	coverage	coverage	NOUN
fcis-6022	3	38	of	of	ADP
fcis-6022	3	39	artificial	artificial	ADJ
fcis-6022	3	40	extracted	extract	VERB
fcis-6022	3	41	features	feature	NOUN
fcis-6022	3	42	is	be	AUX
fcis-6022	3	43	limited	limit	VERB
fcis-6022	3	44	and	and	CCONJ
fcis-6022	3	45	the	the	DET
fcis-6022	3	46	artificial	artificial	ADJ
fcis-6022	3	47	irrational	irrational	ADJ
fcis-6022	3	48	behavior	behavior	NOUN
fcis-6022	3	49	will	will	AUX
fcis-6022	3	50	affect	affect	VERB
fcis-6022	3	51	the	the	DET
fcis-6022	3	52	correctness	correctness	NOUN
fcis-6022	3	53	of	of	ADP
fcis-6022	3	54	the	the	DET
fcis-6022	3	55	results	result	NOUN
fcis-6022	3	56	,	,	PUNCT
fcis-6022	3	57	so	so	CCONJ
fcis-6022	3	58	the	the	DET
fcis-6022	3	59	traditional	traditional	ADJ
fcis-6022	3	60	method	method	NOUN
fcis-6022	3	61	is	be	AUX
fcis-6022	3	62	not	not	PART
fcis-6022	3	63	universal	universal	ADJ
fcis-6022	3	64	.	.	PUNCT
fcis-6022	4	1	with	with	ADP
fcis-6022	4	2	the	the	DET
fcis-6022	4	3	development	development	NOUN
fcis-6022	4	4	of	of	ADP
fcis-6022	4	5	deep	deep	ADJ
fcis-6022	4	6	learning	learning	NOUN
fcis-6022	4	7	,	,	PUNCT
fcis-6022	4	8	text	text	NOUN
fcis-6022	4	9	pre	pre	ADJ
fcis-6022	4	10	-	-	ADJ
fcis-6022	4	11	training	training	ADJ
fcis-6022	4	12	language	language	NOUN
fcis-6022	4	13	model	model	NOUN
fcis-6022	4	14	and	and	CCONJ
fcis-6022	4	15	knowledge	knowledge	NOUN
fcis-6022	4	16	graph	graph	NOUN
fcis-6022	4	17	technology	technology	NOUN
fcis-6022	4	18	continue	continue	VERB
fcis-6022	4	19	to	to	PART
fcis-6022	4	20	develop	develop	VERB
fcis-6022	4	21	.	.	PUNCT
fcis-6022	5	1	aiming	aim	VERB
fcis-6022	5	2	at	at	ADP
fcis-6022	5	3	the	the	DET
fcis-6022	5	4	research	research	NOUN
fcis-6022	5	5	of	of	ADP
fcis-6022	5	6	sentiment	sentiment	NOUN
fcis-6022	5	7	analysis	analysis	NOUN
fcis-6022	5	8	methods	method	NOUN
fcis-6022	5	9	for	for	ADP
fcis-6022	5	10	text	text	NOUN
fcis-6022	5	11	data	datum	NOUN
fcis-6022	5	12	,	,	PUNCT
fcis-6022	5	13	we	we	PRON
fcis-6022	5	14	summarize	summarize	VERB
fcis-6022	5	15	the	the	DET
fcis-6022	5	16	research	research	NOUN
fcis-6022	5	17	background	background	NOUN
fcis-6022	5	18	and	and	CCONJ
fcis-6022	5	19	domestic	domestic	ADJ
fcis-6022	5	20	and	and	CCONJ
fcis-6022	5	21	foreign	foreign	ADJ
fcis-6022	5	22	research	research	NOUN
fcis-6022	5	23	status	status	NOUN
fcis-6022	5	24	of	of	ADP
fcis-6022	5	25	sentiment	sentiment	NOUN
fcis-6022	5	26	analysis	analysis	NOUN
fcis-6022	5	27	methods	method	NOUN
fcis-6022	5	28	for	for	ADP
fcis-6022	5	29	text	text	NOUN
fcis-6022	5	30	data	datum	NOUN
fcis-6022	5	31	,	,	PUNCT
fcis-6022	5	32	and	and	CCONJ
fcis-6022	5	33	explore	explore	VERB
fcis-6022	5	34	the	the	DET
fcis-6022	5	35	hot	hot	ADJ
fcis-6022	5	36	research	research	NOUN
fcis-6022	5	37	content	content	NOUN
fcis-6022	5	38	,	,	PUNCT
fcis-6022	5	39	key	key	ADJ
fcis-6022	5	40	problems	problem	NOUN
fcis-6022	5	41	,	,	PUNCT
fcis-6022	5	42	commonly	commonly	ADV
fcis-6022	5	43	used	use	VERB
fcis-6022	5	44	experimental	experimental	ADJ
fcis-6022	5	45	methods	method	NOUN
fcis-6022	5	46	and	and	CCONJ
fcis-6022	5	47	technical	technical	ADJ
fcis-6022	5	48	lines	line	NOUN
fcis-6022	5	49	of	of	ADP
fcis-6022	5	50	sentiment	sentiment	NOUN
fcis-6022	5	51	analysis	analysis	NOUN
fcis-6022	5	52	methods	method	NOUN
fcis-6022	5	53	for	for	ADP
fcis-6022	5	54	text	text	NOUN
fcis-6022	5	55	text	text	NOUN
fcis-6022	5	56	data	datum	NOUN
fcis-6022	5	57	.	.	PUNCT
fcis-6022	6	1	keywords	keyword	NOUN
fcis-6022	6	2	:	:	PUNCT
fcis-6022	6	3	sentiment	sentiment	NOUN
fcis-6022	6	4	analysis	analysis	NOUN
fcis-6022	6	5	;	;	PUNCT
fcis-6022	6	6	aspect	aspect	NOUN
fcis-6022	6	7	level	level	NOUN
fcis-6022	6	8	;	;	PUNCT
fcis-6022	6	9	knowledge	knowledge	NOUN
fcis-6022	6	10	graph	graph	NOUN
fcis-6022	6	11	;	;	PUNCT
fcis-6022	6	12	pre	pre	ADJ
fcis-6022	6	13	-	-	ADJ
fcis-6022	6	14	training	training	ADJ
fcis-6022	6	15	model	model	NOUN
fcis-6022	6	16	.	.	PUNCT
fcis-6022	7	1	1	1	X
fcis-6022	7	2	.	.	X
fcis-6022	7	3	introduction	introduction	NOUN
fcis-6022	7	4	with	with	ADP
fcis-6022	7	5	the	the	DET
fcis-6022	7	6	rapid	rapid	ADJ
fcis-6022	7	7	development	development	NOUN
fcis-6022	7	8	and	and	CCONJ
fcis-6022	7	9	popularity	popularity	NOUN
fcis-6022	7	10	of	of	ADP
fcis-6022	7	11	the	the	DET
fcis-6022	7	12	internet	internet	NOUN
fcis-6022	7	13	and	and	CCONJ
fcis-6022	7	14	information	information	NOUN
fcis-6022	7	15	technology	technology	NOUN
fcis-6022	7	16	,	,	PUNCT
fcis-6022	7	17	the	the	DET
fcis-6022	7	18	scale	scale	NOUN
fcis-6022	7	19	and	and	CCONJ
fcis-6022	7	20	number	number	NOUN
fcis-6022	7	21	of	of	ADP
fcis-6022	7	22	various	various	ADJ
fcis-6022	7	23	computer	computer	NOUN
fcis-6022	7	24	software	software	NOUN
fcis-6022	7	25	,	,	PUNCT
fcis-6022	7	26	websites	website	NOUN
fcis-6022	7	27	,	,	PUNCT
fcis-6022	7	28	mobile	mobile	ADJ
fcis-6022	7	29	phone	phone	NOUN
fcis-6022	7	30	apps	app	NOUN
fcis-6022	7	31	and	and	CCONJ
fcis-6022	7	32	small	small	ADJ
fcis-6022	7	33	programs	program	NOUN
fcis-6022	7	34	are	be	AUX
fcis-6022	7	35	rapidly	rapidly	ADV
fcis-6022	7	36	expanding	expand	VERB
fcis-6022	7	37	,	,	PUNCT
fcis-6022	7	38	and	and	CCONJ
fcis-6022	7	39	the	the	DET
fcis-6022	7	40	data	datum	NOUN
fcis-6022	7	41	generated	generate	VERB
fcis-6022	7	42	by	by	ADP
fcis-6022	7	43	them	they	PRON
fcis-6022	7	44	is	be	AUX
fcis-6022	7	45	exploding	explode	VERB
fcis-6022	7	46	,	,	PUNCT
fcis-6022	7	47	and	and	CCONJ
fcis-6022	7	48	the	the	DET
fcis-6022	7	49	world	world	NOUN
fcis-6022	7	50	has	have	AUX
fcis-6022	7	51	entered	enter	VERB
fcis-6022	7	52	the	the	DET
fcis-6022	7	53	internet	internet	NOUN
fcis-6022	7	54	+	+	CCONJ
fcis-6022	7	55	big	big	ADJ
fcis-6022	7	56	data	datum	NOUN
fcis-6022	7	57	era	era	NOUN
fcis-6022	7	58	.	.	PUNCT
fcis-6022	8	1	31	31	NUM
fcis-6022	8	2	august	august	PROPN
fcis-6022	8	3	2015	2015	NUM
fcis-6022	8	4	,	,	PUNCT
fcis-6022	8	5	the	the	DET
fcis-6022	8	6	state	state	PROPN
fcis-6022	8	7	council	council	PROPN
fcis-6022	8	8	issued	issue	VERB
fcis-6022	8	9	the	the	DET
fcis-6022	8	10	"	"	PUNCT
fcis-6022	8	11	action	action	NOUN
fcis-6022	8	12	plan	plan	NOUN
fcis-6022	8	13	for	for	ADP
fcis-6022	8	14	promoting	promote	VERB
fcis-6022	8	15	the	the	DET
fcis-6022	8	16	development	development	NOUN
fcis-6022	8	17	of	of	ADP
fcis-6022	8	18	big	big	ADJ
fcis-6022	8	19	data	datum	NOUN
fcis-6022	8	20	"	"	PUNCT
fcis-6022	8	21	,	,	PUNCT
fcis-6022	8	22	which	which	PRON
fcis-6022	8	23	mentioned	mention	VERB
fcis-6022	8	24	the	the	DET
fcis-6022	8	25	need	need	NOUN
fcis-6022	8	26	to	to	PART
fcis-6022	8	27	promote	promote	VERB
fcis-6022	8	28	the	the	DET
fcis-6022	8	29	integration	integration	NOUN
fcis-6022	8	30	of	of	ADP
fcis-6022	8	31	big	big	ADJ
fcis-6022	8	32	data	datum	NOUN
fcis-6022	8	33	resources	resource	NOUN
fcis-6022	8	34	and	and	CCONJ
fcis-6022	8	35	promote	promote	VERB
fcis-6022	8	36	big	big	ADJ
fcis-6022	8	37	data	datum	NOUN
fcis-6022	8	38	industry	industry	NOUN
fcis-6022	8	39	innovation	innovation	NOUN
fcis-6022	8	40	and	and	CCONJ
fcis-6022	8	41	development	development	NOUN
fcis-6022	8	42	to	to	PART
fcis-6022	8	43	help	help	VERB
fcis-6022	8	44	social	social	ADJ
fcis-6022	8	45	and	and	CCONJ
fcis-6022	8	46	economic	economic	ADJ
fcis-6022	8	47	transformation	transformation	NOUN
fcis-6022	8	48	and	and	CCONJ
fcis-6022	8	49	upgrading[7	upgrading[7	ADP
fcis-6022	8	50	]	]	X
fcis-6022	8	51	on	on	ADP
fcis-6022	8	52	29	29	NUM
fcis-6022	8	53	march	march	PROPN
fcis-6022	8	54	2018	2018	NUM
fcis-6022	8	55	,	,	PUNCT
fcis-6022	8	56	the	the	DET
fcis-6022	8	57	white	white	PROPN
fcis-6022	8	58	paper	paper	NOUN
fcis-6022	8	59	on	on	ADP
fcis-6022	8	60	big	big	ADJ
fcis-6022	8	61	data	datum	NOUN
fcis-6022	8	62	standardisation	standardisation	NOUN
fcis-6022	8	63	(	(	PUNCT
fcis-6022	8	64	2018	2018	NUM
fcis-6022	8	65	edition	edition	NOUN
fcis-6022	8	66	)	)	PUNCT
fcis-6022	8	67	,	,	PUNCT
fcis-6022	8	68	edited	edit	VERB
fcis-6022	8	69	by	by	ADP
fcis-6022	8	70	the	the	DET
fcis-6022	8	71	china	china	PROPN
fcis-6022	8	72	institute	institute	PROPN
fcis-6022	8	73	of	of	ADP
fcis-6022	8	74	electronic	electronic	ADJ
fcis-6022	8	75	technology	technology	NOUN
fcis-6022	8	76	standardisation	standardisation	NOUN
fcis-6022	8	77	,	,	PUNCT
fcis-6022	8	78	was	be	AUX
fcis-6022	8	79	officially	officially	ADV
fcis-6022	8	80	released[8	released[8	NOUN
fcis-6022	8	81	]	]	PUNCT
fcis-6022	8	82	to	to	PART
fcis-6022	8	83	promote	promote	VERB
fcis-6022	8	84	the	the	DET
fcis-6022	8	85	continuous	continuous	ADJ
fcis-6022	8	86	development	development	NOUN
fcis-6022	8	87	and	and	CCONJ
fcis-6022	8	88	improvement	improvement	NOUN
fcis-6022	8	89	of	of	ADP
fcis-6022	8	90	big	big	ADJ
fcis-6022	8	91	datarelated	datarelated	ADJ
fcis-6022	8	92	technologies	technology	NOUN
fcis-6022	8	93	,	,	PUNCT
fcis-6022	8	94	products	product	NOUN
fcis-6022	8	95	,	,	PUNCT
fcis-6022	8	96	applications	application	NOUN
fcis-6022	8	97	and	and	CCONJ
fcis-6022	8	98	standards	standard	NOUN
fcis-6022	8	99	,	,	PUNCT
fcis-6022	8	100	further	far	ADV
fcis-6022	8	101	highlighting	highlight	VERB
fcis-6022	8	102	the	the	DET
fcis-6022	8	103	technical	technical	ADJ
fcis-6022	8	104	support	support	NOUN
fcis-6022	8	105	and	and	CCONJ
fcis-6022	8	106	leading	lead	VERB
fcis-6022	8	107	role	role	NOUN
fcis-6022	8	108	of	of	ADP
fcis-6022	8	109	big	big	ADJ
fcis-6022	8	110	data	datum	NOUN
fcis-6022	8	111	standards	standard	NOUN
fcis-6022	8	112	.	.	PUNCT
fcis-6022	9	1	in	in	ADP
fcis-6022	9	2	the	the	DET
fcis-6022	9	3	era	era	NOUN
fcis-6022	9	4	of	of	ADP
fcis-6022	9	5	big	big	ADJ
fcis-6022	9	6	data	datum	NOUN
fcis-6022	9	7	,	,	PUNCT
fcis-6022	9	8	the	the	DET
fcis-6022	9	9	accumulation	accumulation	NOUN
fcis-6022	9	10	of	of	ADP
fcis-6022	9	11	massive	massive	ADJ
fcis-6022	9	12	amounts	amount	NOUN
fcis-6022	9	13	of	of	ADP
fcis-6022	9	14	text	text	NOUN
fcis-6022	9	15	continues	continue	VERB
fcis-6022	9	16	to	to	PART
fcis-6022	9	17	emerge	emerge	VERB
fcis-6022	9	18	in	in	ADP
fcis-6022	9	19	various	various	ADJ
fcis-6022	9	20	fields	field	NOUN
fcis-6022	9	21	.	.	PUNCT
fcis-6022	10	1	text	text	NOUN
fcis-6022	10	2	(	(	PUNCT
fcis-6022	10	3	natural	natural	ADJ
fcis-6022	10	4	language	language	NOUN
fcis-6022	10	5	)	)	PUNCT
fcis-6022	10	6	is	be	AUX
fcis-6022	10	7	the	the	DET
fcis-6022	10	8	most	most	ADV
fcis-6022	10	9	natural	natural	ADJ
fcis-6022	10	10	way	way	NOUN
fcis-6022	10	11	to	to	PART
fcis-6022	10	12	encode	encode	VERB
fcis-6022	10	13	human	human	ADJ
fcis-6022	10	14	knowledge	knowledge	NOUN
fcis-6022	10	15	,	,	PUNCT
fcis-6022	10	16	and	and	CCONJ
fcis-6022	10	17	is	be	AUX
fcis-6022	10	18	the	the	DET
fcis-6022	10	19	most	most	ADV
fcis-6022	10	20	common	common	ADJ
fcis-6022	10	21	type	type	NOUN
fcis-6022	10	22	of	of	ADP
fcis-6022	10	23	information	information	NOUN
fcis-6022	10	24	people	people	NOUN
fcis-6022	10	25	encounter	encounter	VERB
fcis-6022	10	26	,	,	PUNCT
fcis-6022	10	27	the	the	DET
fcis-6022	10	28	most	most	ADV
fcis-6022	10	29	expressive	expressive	ADJ
fcis-6022	10	30	form	form	NOUN
fcis-6022	10	31	of	of	ADP
fcis-6022	10	32	information	information	NOUN
fcis-6022	10	33	.	.	PUNCT
fcis-6022	11	1	from	from	ADP
fcis-6022	11	2	humanities	humanity	NOUN
fcis-6022	11	3	research	research	NOUN
fcis-6022	11	4	to	to	ADP
fcis-6022	11	5	government	government	NOUN
fcis-6022	11	6	decision	decision	NOUN
fcis-6022	11	7	-	-	PUNCT
fcis-6022	11	8	making	making	NOUN
fcis-6022	11	9	,	,	PUNCT
fcis-6022	11	10	from	from	ADP
fcis-6022	11	11	precision	precision	NOUN
fcis-6022	11	12	medicine	medicine	NOUN
fcis-6022	11	13	to	to	ADP
fcis-6022	11	14	quantitative	quantitative	ADJ
fcis-6022	11	15	finance	finance	NOUN
fcis-6022	11	16	,	,	PUNCT
fcis-6022	11	17	from	from	ADP
fcis-6022	11	18	customer	customer	NOUN
fcis-6022	11	19	management	management	NOUN
fcis-6022	11	20	to	to	ADP
fcis-6022	11	21	marketing	marketing	NOUN
fcis-6022	11	22	,	,	PUNCT
fcis-6022	11	23	massive	massive	ADJ
fcis-6022	11	24	text	text	NOUN
fcis-6022	11	25	plays	play	VERB
fcis-6022	11	26	a	a	DET
fcis-6022	11	27	pivotal	pivotal	ADJ
fcis-6022	11	28	role	role	NOUN
fcis-6022	11	29	as	as	ADP
fcis-6022	11	30	one	one	NUM
fcis-6022	11	31	of	of	ADP
fcis-6022	11	32	the	the	DET
fcis-6022	11	33	most	most	ADV
fcis-6022	11	34	important	important	ADJ
fcis-6022	11	35	information	information	NOUN
fcis-6022	11	36	carriers	carrier	NOUN
fcis-6022	11	37	everywhere	everywhere	ADV
fcis-6022	11	38	.	.	PUNCT
fcis-6022	12	1	sentiment	sentiment	NOUN
fcis-6022	12	2	analysis	analysis	NOUN
fcis-6022	12	3	is	be	AUX
fcis-6022	12	4	an	an	DET
fcis-6022	12	5	active	active	ADJ
fcis-6022	12	6	research	research	NOUN
fcis-6022	12	7	area	area	NOUN
fcis-6022	12	8	in	in	ADP
fcis-6022	12	9	text	text	NOUN
fcis-6022	12	10	mining	mining	NOUN
fcis-6022	12	11	.	.	PUNCT
fcis-6022	13	1	it	it	PRON
fcis-6022	13	2	identifies	identify	VERB
fcis-6022	13	3	,	,	PUNCT
fcis-6022	13	4	extracts	extract	NOUN
fcis-6022	13	5	,	,	PUNCT
fcis-6022	13	6	quantifies	quantifie	NOUN
fcis-6022	13	7	and	and	CCONJ
fcis-6022	13	8	processes	process	VERB
fcis-6022	13	9	the	the	DET
fcis-6022	13	10	sentiment	sentiment	NOUN
fcis-6022	13	11	states	state	NOUN
fcis-6022	13	12	and	and	CCONJ
fcis-6022	13	13	subjectivity	subjectivity	NOUN
fcis-6022	13	14	of	of	ADP
fcis-6022	13	15	texts	text	NOUN
fcis-6022	13	16	in	in	ADP
fcis-6022	13	17	a	a	DET
fcis-6022	13	18	computational	computational	ADJ
fcis-6022	13	19	process	process	NOUN
fcis-6022	13	20	and	and	CCONJ
fcis-6022	13	21	systematic	systematic	ADJ
fcis-6022	13	22	way	way	NOUN
fcis-6022	13	23	.	.	PUNCT
fcis-6022	14	1	among	among	ADP
fcis-6022	14	2	the	the	DET
fcis-6022	14	3	different	different	ADJ
fcis-6022	14	4	applications	application	NOUN
fcis-6022	14	5	of	of	ADP
fcis-6022	14	6	sa	sa	PROPN
fcis-6022	14	7	,	,	PUNCT
fcis-6022	14	8	it	it	PRON
fcis-6022	14	9	is	be	AUX
fcis-6022	14	10	crucial	crucial	ADJ
fcis-6022	14	11	to	to	PART
fcis-6022	14	12	gain	gain	VERB
fcis-6022	14	13	insight	insight	NOUN
fcis-6022	14	14	into	into	ADP
fcis-6022	14	15	public	public	ADJ
fcis-6022	14	16	opinion	opinion	NOUN
fcis-6022	14	17	on	on	ADP
fcis-6022	14	18	various	various	ADJ
fcis-6022	14	19	sociopolitical	sociopolitical	ADJ
fcis-6022	14	20	topics	topic	NOUN
fcis-6022	14	21	by	by	ADP
fcis-6022	14	22	analysing	analyse	VERB
fcis-6022	14	23	tweets	tweet	NOUN
fcis-6022	14	24	and	and	CCONJ
fcis-6022	14	25	other	other	ADJ
fcis-6022	14	26	social	social	ADJ
fcis-6022	14	27	media	medium	NOUN
fcis-6022	14	28	text	text	NOUN
fcis-6022	14	29	public	public	ADJ
fcis-6022	14	30	material	material	NOUN
fcis-6022	14	31	,	,	PUNCT
fcis-6022	14	32	automatically	automatically	ADV
fcis-6022	14	33	analysing	analyse	VERB
fcis-6022	14	34	historical	historical	ADJ
fcis-6022	14	35	corpora	corpora	NOUN
fcis-6022	14	36	,	,	PUNCT
fcis-6022	14	37	and	and	CCONJ
fcis-6022	14	38	studying	study	VERB
fcis-6022	14	39	product	product	NOUN
fcis-6022	14	40	reviews	review	NOUN
fcis-6022	14	41	for	for	ADP
fcis-6022	14	42	real	real	ADJ
fcis-6022	14	43	customer	customer	NOUN
fcis-6022	14	44	feedback	feedback	NOUN
fcis-6022	14	45	and	and	CCONJ
fcis-6022	14	46	customer	customer	NOUN
fcis-6022	14	47	sales	sale	NOUN
fcis-6022	14	48	forecasts[1	forecasts[1	X
fcis-6022	14	49	]	]	PUNCT
fcis-6022	14	50	.	.	PUNCT
fcis-6022	15	1	due	due	ADP
fcis-6022	15	2	to	to	ADP
fcis-6022	15	3	the	the	DET
fcis-6022	15	4	downward	downward	ADJ
fcis-6022	15	5	trend	trend	NOUN
fcis-6022	15	6	in	in	ADP
fcis-6022	15	7	data	datum	NOUN
fcis-6022	15	8	storage	storage	NOUN
fcis-6022	15	9	prices	price	NOUN
fcis-6022	15	10	and	and	CCONJ
fcis-6022	15	11	the	the	DET
fcis-6022	15	12	rapid	rapid	ADJ
fcis-6022	15	13	growth	growth	NOUN
fcis-6022	15	14	of	of	ADP
fcis-6022	15	15	information	information	NOUN
fcis-6022	15	16	technology	technology	NOUN
fcis-6022	15	17	,	,	PUNCT
fcis-6022	15	18	the	the	DET
fcis-6022	15	19	global	global	ADJ
fcis-6022	15	20	community	community	NOUN
fcis-6022	15	21	stores	store	VERB
fcis-6022	15	22	huge	huge	ADJ
fcis-6022	15	23	amounts	amount	NOUN
fcis-6022	15	24	of	of	ADP
fcis-6022	15	25	data	datum	NOUN
fcis-6022	15	26	every	every	DET
fcis-6022	15	27	day	day	NOUN
fcis-6022	15	28	.	.	PUNCT
fcis-6022	16	1	one	one	NUM
fcis-6022	16	2	of	of	ADP
fcis-6022	16	3	the	the	DET
fcis-6022	16	4	main	main	ADJ
fcis-6022	16	5	focuses	focus	NOUN
fcis-6022	16	6	of	of	ADP
fcis-6022	16	7	natural	natural	ADJ
fcis-6022	16	8	language	language	NOUN
fcis-6022	16	9	processing	processing	NOUN
fcis-6022	16	10	(	(	PUNCT
fcis-6022	16	11	nlp	nlp	NOUN
fcis-6022	16	12	)	)	PUNCT
fcis-6022	16	13	is	be	AUX
fcis-6022	16	14	the	the	DET
fcis-6022	16	15	design	design	NOUN
fcis-6022	16	16	and	and	CCONJ
fcis-6022	16	17	construction	construction	NOUN
fcis-6022	16	18	of	of	ADP
fcis-6022	16	19	computational	computational	ADJ
fcis-6022	16	20	platforms	platform	NOUN
fcis-6022	16	21	using	use	VERB
fcis-6022	16	22	artificial	artificial	ADJ
fcis-6022	16	23	intelligence	intelligence	NOUN
fcis-6022	16	24	(	(	PUNCT
fcis-6022	16	25	ai	ai	NOUN
fcis-6022	16	26	)	)	PUNCT
fcis-6022	16	27	methods[2][3][4][5	methods[2][3][4][5	NOUN
fcis-6022	16	28	]	]	PUNCT
fcis-6022	16	29	.	.	PUNCT
fcis-6022	17	1	these	these	DET
fcis-6022	17	2	platforms	platform	NOUN
fcis-6022	17	3	automate	automate	VERB
fcis-6022	17	4	the	the	DET
fcis-6022	17	5	process	process	NOUN
fcis-6022	17	6	of	of	ADP
fcis-6022	17	7	extracting	extract	VERB
fcis-6022	17	8	knowledge	knowledge	NOUN
fcis-6022	17	9	and	and	CCONJ
fcis-6022	17	10	previously	previously	ADV
fcis-6022	17	11	unknown	unknown	ADJ
fcis-6022	17	12	interesting	interesting	ADJ
fcis-6022	17	13	patterns	pattern	NOUN
fcis-6022	17	14	from	from	ADP
fcis-6022	17	15	structured	structured	ADJ
fcis-6022	17	16	and	and	CCONJ
fcis-6022	17	17	unstructured	unstructured	ADJ
fcis-6022	17	18	text	text	NOUN
fcis-6022	17	19	sources[6	sources[6	NOUN
fcis-6022	17	20	]	]	PUNCT
fcis-6022	17	21	.	.	PUNCT
fcis-6022	18	1	sentiment	sentiment	NOUN
fcis-6022	18	2	analysis	analysis	NOUN
fcis-6022	18	3	is	be	AUX
fcis-6022	18	4	a	a	DET
fcis-6022	18	5	method	method	NOUN
fcis-6022	18	6	for	for	ADP
fcis-6022	18	7	extracting	extract	VERB
fcis-6022	18	8	the	the	DET
fcis-6022	18	9	contextual	contextual	ADJ
fcis-6022	18	10	polarity	polarity	NOUN
fcis-6022	18	11	(	(	PUNCT
fcis-6022	18	12	positive	positive	ADJ
fcis-6022	18	13	,	,	PUNCT
fcis-6022	18	14	negative	negative	ADJ
fcis-6022	18	15	or	or	CCONJ
fcis-6022	18	16	neutral	neutral	ADJ
fcis-6022	18	17	)	)	PUNCT
fcis-6022	18	18	of	of	ADP
fcis-6022	18	19	texts	text	NOUN
fcis-6022	18	20	.	.	PUNCT
fcis-6022	19	1	text	text	NOUN
fcis-6022	19	2	sentiment	sentiment	NOUN
fcis-6022	19	3	analysis	analysis	NOUN
fcis-6022	19	4	focuses	focus	VERB
fcis-6022	19	5	on	on	ADP
fcis-6022	19	6	how	how	SCONJ
fcis-6022	19	7	to	to	PART
fcis-6022	19	8	enable	enable	VERB
fcis-6022	19	9	computers	computer	NOUN
fcis-6022	19	10	to	to	PART
fcis-6022	19	11	automatically	automatically	ADV
fcis-6022	19	12	identify	identify	VERB
fcis-6022	19	13	,	,	PUNCT
fcis-6022	19	14	classify	classify	VERB
fcis-6022	19	15	,	,	PUNCT
fcis-6022	19	16	annotate	annotate	VERB
fcis-6022	19	17	or	or	CCONJ
fcis-6022	19	18	extract	extract	VERB
fcis-6022	19	19	the	the	DET
fcis-6022	19	20	subjective	subjective	ADJ
fcis-6022	19	21	content	content	NOUN
fcis-6022	19	22	of	of	ADP
fcis-6022	19	23	human	human	ADJ
fcis-6022	19	24	sentiment	sentiment	NOUN
fcis-6022	19	25	,	,	PUNCT
fcis-6022	19	26	emotions	emotion	NOUN
fcis-6022	19	27	,	,	PUNCT
fcis-6022	19	28	opinions	opinion	NOUN
fcis-6022	19	29	,	,	PUNCT
fcis-6022	19	30	evaluations	evaluation	NOUN
fcis-6022	19	31	,	,	PUNCT
fcis-6022	19	32	etc	etc	X
fcis-6022	19	33	.	.	X
fcis-6022	19	34	expressed	express	VERB
fcis-6022	19	35	in	in	ADP
fcis-6022	19	36	natural	natural	ADJ
fcis-6022	19	37	language	language	NOUN
fcis-6022	19	38	texts	text	NOUN
fcis-6022	19	39	about	about	ADP
fcis-6022	19	40	a	a	DET
fcis-6022	19	41	given	give	VERB
fcis-6022	19	42	subject	subject	NOUN
fcis-6022	19	43	or	or	CCONJ
fcis-6022	19	44	topic[9][10	topic[9][10	NUM
fcis-6022	19	45	]	]	PUNCT
fcis-6022	19	46	the	the	DET
fcis-6022	19	47	sentiment	sentiment	NOUN
fcis-6022	19	48	analysis	analysis	NOUN
fcis-6022	19	49	is	be	AUX
fcis-6022	19	50	the	the	DET
fcis-6022	19	51	evaluation	evaluation	NOUN
fcis-6022	19	52	of	of	ADP
fcis-6022	19	53	the	the	DET
fcis-6022	19	54	public	public	NOUN
fcis-6022	19	55	's	's	PART
fcis-6022	19	56	opinions	opinion	NOUN
fcis-6022	19	57	,	,	PUNCT
fcis-6022	19	58	emotionally	emotionally	ADV
fcis-6022	19	59	recognized	recognize	VERB
fcis-6022	19	60	attitudes	attitude	NOUN
fcis-6022	19	61	towards	towards	ADP
fcis-6022	19	62	products	product	NOUN
fcis-6022	19	63	,	,	PUNCT
fcis-6022	19	64	services	service	NOUN
fcis-6022	19	65	,	,	PUNCT
fcis-6022	19	66	organizations	organization	NOUN
fcis-6022	19	67	and	and	CCONJ
fcis-6022	19	68	other	other	ADJ
fcis-6022	19	69	objects[11	objects[11	NOUN
fcis-6022	19	70	]	]	X
fcis-6022	19	71	the	the	DET
fcis-6022	19	72	analysis	analysis	NOUN
fcis-6022	19	73	of	of	ADP
fcis-6022	19	74	the	the	DET
fcis-6022	19	75	sentiment	sentiment	NOUN
fcis-6022	19	76	information	information	NOUN
fcis-6022	19	77	in	in	ADP
fcis-6022	19	78	the	the	DET
fcis-6022	19	79	review	review	NOUN
fcis-6022	19	80	text	text	NOUN
fcis-6022	19	81	allows	allow	VERB
fcis-6022	19	82	the	the	DET
fcis-6022	19	83	extraction	extraction	NOUN
fcis-6022	19	84	of	of	ADP
fcis-6022	19	85	the	the	DET
fcis-6022	19	86	user	user	NOUN
fcis-6022	19	87	's	's	PART
fcis-6022	19	88	emotional	emotional	ADJ
fcis-6022	19	89	attitude	attitude	NOUN
fcis-6022	19	90	expressed	express	VERB
fcis-6022	19	91	in	in	ADP
fcis-6022	19	92	a	a	DET
fcis-6022	19	93	piece	piece	NOUN
fcis-6022	19	94	of	of	ADP
fcis-6022	19	95	review	review	NOUN
fcis-6022	19	96	text[12	text[12	PROPN
fcis-6022	19	97	]	]	PUNCT
fcis-6022	19	98	in	in	ADP
fcis-6022	19	99	recent	recent	ADJ
fcis-6022	19	100	years	year	NOUN
fcis-6022	19	101	,	,	PUNCT
fcis-6022	19	102	as	as	SCONJ
fcis-6022	19	103	social	social	ADJ
fcis-6022	19	104	networks	network	NOUN
fcis-6022	19	105	and	and	CCONJ
fcis-6022	19	106	e	e	NOUN
fcis-6022	19	107	-	-	NOUN
fcis-6022	19	108	commerce	commerce	NOUN
fcis-6022	19	109	have	have	AUX
fcis-6022	19	110	become	become	VERB
fcis-6022	19	111	more	more	ADV
fcis-6022	19	112	and	and	CCONJ
fcis-6022	19	113	more	more	ADV
fcis-6022	19	114	connected	connected	ADJ
fcis-6022	19	115	to	to	ADP
fcis-6022	19	116	each	each	DET
fcis-6022	19	117	other	other	ADJ
fcis-6022	19	118	,	,	PUNCT
fcis-6022	19	119	it	it	PRON
fcis-6022	19	120	is	be	AUX
fcis-6022	19	121	possible	possible	ADJ
fcis-6022	19	122	to	to	PART
fcis-6022	19	123	extract	extract	VERB
fcis-6022	19	124	the	the	DET
fcis-6022	19	125	emotional	emotional	ADJ
fcis-6022	19	126	attitude	attitude	NOUN
fcis-6022	19	127	of	of	ADP
fcis-6022	19	128	users	user	NOUN
fcis-6022	19	129	in	in	ADP
fcis-6022	19	130	a	a	DET
fcis-6022	19	131	review	review	NOUN
fcis-6022	19	132	text	text	NOUN
fcis-6022	19	133	.	.	PUNCT
fcis-6022	20	1	in	in	ADP
fcis-6022	20	2	recent	recent	ADJ
fcis-6022	20	3	years	year	NOUN
fcis-6022	20	4	,	,	PUNCT
fcis-6022	20	5	with	with	ADP
fcis-6022	20	6	the	the	DET
fcis-6022	20	7	rapid	rapid	ADJ
fcis-6022	20	8	development	development	NOUN
fcis-6022	20	9	of	of	ADP
fcis-6022	20	10	social	social	ADJ
fcis-6022	20	11	networks	network	NOUN
fcis-6022	20	12	and	and	CCONJ
fcis-6022	20	13	e	e	NOUN
fcis-6022	20	14	-	-	NOUN
fcis-6022	20	15	commerce	commerce	NOUN
fcis-6022	20	16	platforms	platform	NOUN
fcis-6022	20	17	,	,	PUNCT
fcis-6022	20	18	the	the	DET
fcis-6022	20	19	internet	internet	NOUN
fcis-6022	20	20	has	have	AUX
fcis-6022	20	21	generated	generate	VERB
fcis-6022	20	22	a	a	DET
fcis-6022	20	23	huge	huge	ADJ
fcis-6022	20	24	amount	amount	NOUN
fcis-6022	20	25	of	of	ADP
fcis-6022	20	26	text	text	NOUN
fcis-6022	20	27	data	datum	NOUN
fcis-6022	20	28	,	,	PUNCT
fcis-6022	20	29	which	which	PRON
fcis-6022	20	30	requires	require	VERB
fcis-6022	20	31	the	the	DET
fcis-6022	20	32	use	use	NOUN
fcis-6022	20	33	of	of	ADP
fcis-6022	20	34	computers	computer	NOUN
fcis-6022	20	35	to	to	PART
fcis-6022	20	36	process	process	VERB
fcis-6022	20	37	the	the	DET
fcis-6022	20	38	massive	massive	ADJ
fcis-6022	20	39	amount	amount	NOUN
fcis-6022	20	40	of	of	ADP
fcis-6022	20	41	information	information	NOUN
fcis-6022	20	42	that	that	PRON
fcis-6022	20	43	can	can	AUX
fcis-6022	20	44	not	not	PART
fcis-6022	20	45	be	be	AUX
fcis-6022	20	46	processed	process	VERB
fcis-6022	20	47	manually	manually	ADV
fcis-6022	20	48	.	.	PUNCT
fcis-6022	21	1	how	how	SCONJ
fcis-6022	21	2	to	to	PART
fcis-6022	21	3	compute	compute	VERB
fcis-6022	21	4	sentiment	sentiment	NOUN
fcis-6022	21	5	on	on	ADP
fcis-6022	21	6	the	the	DET
fcis-6022	21	7	massive	massive	ADJ
fcis-6022	21	8	amount	amount	NOUN
fcis-6022	21	9	of	of	ADP
fcis-6022	21	10	text	text	NOUN
fcis-6022	21	11	data	datum	NOUN
fcis-6022	21	12	from	from	ADP
fcis-6022	21	13	ecommerce	ecommerce	NOUN
fcis-6022	21	14	platforms	platform	NOUN
fcis-6022	21	15	and	and	CCONJ
fcis-6022	21	16	social	social	ADJ
fcis-6022	21	17	networks	network	NOUN
fcis-6022	21	18	and	and	CCONJ
fcis-6022	21	19	uncover	uncover	VERB
fcis-6022	21	20	the	the	DET
fcis-6022	21	21	hidden	hide	VERB
fcis-6022	21	22	value	value	NOUN
fcis-6022	21	23	behind	behind	ADP
fcis-6022	21	24	it	it	PRON
fcis-6022	21	25	will	will	AUX
fcis-6022	21	26	have	have	VERB
fcis-6022	21	27	important	important	ADJ
fcis-6022	21	28	commercial	commercial	ADJ
fcis-6022	21	29	value	value	NOUN
fcis-6022	21	30	and	and	CCONJ
fcis-6022	21	31	research	research	NOUN
fcis-6022	21	32	significance	significance	NOUN
fcis-6022	21	33	.	.	PUNCT
fcis-6022	22	1	sentiment	sentiment	NOUN
fcis-6022	22	2	analysis	analysis	NOUN
fcis-6022	22	3	has	have	VERB
fcis-6022	22	4	the	the	DET
fcis-6022	22	5	need	need	NOUN
fcis-6022	22	6	to	to	PART
fcis-6022	22	7	43	43	NUM
fcis-6022	22	8	organise	organise	VERB
fcis-6022	22	9	and	and	CCONJ
fcis-6022	22	10	analyse	analyse	VERB
fcis-6022	22	11	text	text	NOUN
fcis-6022	22	12	at	at	ADP
fcis-6022	22	13	both	both	CCONJ
fcis-6022	22	14	the	the	DET
fcis-6022	22	15	whole	whole	ADJ
fcis-6022	22	16	document	document	NOUN
fcis-6022	22	17	and	and	CCONJ
fcis-6022	22	18	semantic	semantic	ADJ
fcis-6022	22	19	detail	detail	NOUN
fcis-6022	22	20	levels	level	NOUN
fcis-6022	22	21	.	.	PUNCT
fcis-6022	23	1	sentiment	sentiment	NOUN
fcis-6022	23	2	analysis	analysis	NOUN
fcis-6022	23	3	is	be	AUX
fcis-6022	23	4	a	a	DET
fcis-6022	23	5	practical	practical	ADJ
fcis-6022	23	6	technique	technique	NOUN
fcis-6022	23	7	that	that	PRON
fcis-6022	23	8	has	have	AUX
fcis-6022	23	9	become	become	VERB
fcis-6022	23	10	one	one	NUM
fcis-6022	23	11	of	of	ADP
fcis-6022	23	12	the	the	DET
fcis-6022	23	13	most	most	ADV
fcis-6022	23	14	active	active	ADJ
fcis-6022	23	15	areas	area	NOUN
fcis-6022	23	16	of	of	ADP
fcis-6022	23	17	research	research	NOUN
fcis-6022	23	18	in	in	ADP
fcis-6022	23	19	natural	natural	ADJ
fcis-6022	23	20	language	language	NOUN
fcis-6022	23	21	processing	processing	NOUN
fcis-6022	23	22	(	(	PUNCT
fcis-6022	23	23	nlp	nlp	NOUN
fcis-6022	23	24	)	)	PUNCT
fcis-6022	23	25	.	.	PUNCT
fcis-6022	24	1	much	much	ADJ
fcis-6022	24	2	progress	progress	NOUN
fcis-6022	24	3	has	have	AUX
fcis-6022	24	4	been	be	AUX
fcis-6022	24	5	made	make	VERB
fcis-6022	24	6	with	with	ADP
fcis-6022	24	7	the	the	DET
fcis-6022	24	8	help	help	NOUN
fcis-6022	24	9	of	of	ADP
fcis-6022	24	10	existing	exist	VERB
fcis-6022	24	11	research	research	NOUN
fcis-6022	24	12	results	result	NOUN
fcis-6022	24	13	in	in	ADP
fcis-6022	24	14	nlp[13	nlp[13	PROPN
fcis-6022	24	15	]	]	PUNCT
fcis-6022	24	16	emotion	emotion	NOUN
fcis-6022	24	17	analysis	analysis	NOUN
fcis-6022	24	18	sentiment	sentiment	NOUN
fcis-6022	24	19	analysis	analysis	NOUN
fcis-6022	24	20	allows	allow	VERB
fcis-6022	24	21	companies	company	NOUN
fcis-6022	24	22	,	,	PUNCT
fcis-6022	24	23	researchers	researcher	NOUN
fcis-6022	24	24	,	,	PUNCT
fcis-6022	24	25	governments	government	NOUN
fcis-6022	24	26	,	,	PUNCT
fcis-6022	24	27	politicians	politician	NOUN
fcis-6022	24	28	and	and	CCONJ
fcis-6022	24	29	organizations	organization	NOUN
fcis-6022	24	30	to	to	PART
fcis-6022	24	31	understand	understand	VERB
fcis-6022	24	32	people	people	NOUN
fcis-6022	24	33	's	's	PART
fcis-6022	24	34	emotions	emotion	NOUN
fcis-6022	24	35	,	,	PUNCT
fcis-6022	24	36	which	which	PRON
fcis-6022	24	37	play	play	VERB
fcis-6022	24	38	an	an	DET
fcis-6022	24	39	important	important	ADJ
fcis-6022	24	40	role	role	NOUN
fcis-6022	24	41	in	in	ADP
fcis-6022	24	42	the	the	DET
fcis-6022	24	43	decision	decision	NOUN
fcis-6022	24	44	-	-	PUNCT
fcis-6022	24	45	making	make	VERB
fcis-6022	24	46	process	process	NOUN
fcis-6022	24	47	.	.	PUNCT
fcis-6022	25	1	to	to	PART
fcis-6022	25	2	enable	enable	VERB
fcis-6022	25	3	computers	computer	NOUN
fcis-6022	25	4	to	to	PART
fcis-6022	25	5	mimic	mimic	VERB
fcis-6022	25	6	humans	human	NOUN
fcis-6022	25	7	,	,	PUNCT
fcis-6022	25	8	the	the	DET
fcis-6022	25	9	focus	focus	NOUN
fcis-6022	25	10	and	and	CCONJ
fcis-6022	25	11	difficulty	difficulty	NOUN
fcis-6022	25	12	of	of	ADP
fcis-6022	25	13	research	research	NOUN
fcis-6022	25	14	is	be	AUX
fcis-6022	25	15	the	the	DET
fcis-6022	25	16	understanding	understanding	NOUN
fcis-6022	25	17	and	and	CCONJ
fcis-6022	25	18	analysis	analysis	NOUN
fcis-6022	25	19	of	of	ADP
fcis-6022	25	20	human	human	ADJ
fcis-6022	25	21	emotions	emotion	NOUN
fcis-6022	25	22	,	,	PUNCT
fcis-6022	25	23	which	which	PRON
fcis-6022	25	24	is	be	AUX
fcis-6022	25	25	an	an	DET
fcis-6022	25	26	important	important	ADJ
fcis-6022	25	27	task	task	NOUN
fcis-6022	25	28	in	in	ADP
fcis-6022	25	29	the	the	DET
fcis-6022	25	30	development	development	NOUN
fcis-6022	25	31	of	of	ADP
fcis-6022	25	32	artificial	artificial	ADJ
fcis-6022	25	33	intelligence	intelligence	NOUN
fcis-6022	25	34	.	.	PUNCT
fcis-6022	26	1	the	the	DET
fcis-6022	26	2	results	result	NOUN
fcis-6022	26	3	of	of	ADP
fcis-6022	26	4	emotion	emotion	NOUN
fcis-6022	26	5	analysis	analysis	NOUN
fcis-6022	26	6	research	research	NOUN
fcis-6022	26	7	can	can	AUX
fcis-6022	26	8	be	be	AUX
fcis-6022	26	9	widely	widely	ADV
fcis-6022	26	10	used	use	VERB
fcis-6022	26	11	for	for	ADP
fcis-6022	26	12	needs	need	NOUN
fcis-6022	26	13	such	such	ADJ
fcis-6022	26	14	as	as	ADP
fcis-6022	26	15	online	online	ADJ
fcis-6022	26	16	opinion	opinion	NOUN
fcis-6022	26	17	monitoring	monitoring	NOUN
fcis-6022	26	18	,	,	PUNCT
fcis-6022	26	19	hot	hot	ADJ
fcis-6022	26	20	topic	topic	NOUN
fcis-6022	26	21	tracking	tracking	NOUN
fcis-6022	26	22	and	and	CCONJ
fcis-6022	26	23	product	product	NOUN
fcis-6022	26	24	review	review	NOUN
fcis-6022	26	25	classification[14	classification[14	PROPN
fcis-6022	26	26	]	]	PUNCT
fcis-6022	26	27	.	.	PUNCT
fcis-6022	27	1	in	in	ADP
fcis-6022	27	2	ecommerce	ecommerce	NOUN
fcis-6022	27	3	practice	practice	NOUN
fcis-6022	27	4	,	,	PUNCT
fcis-6022	27	5	sentiment	sentiment	NOUN
fcis-6022	27	6	analysis	analysis	NOUN
fcis-6022	27	7	of	of	ADP
fcis-6022	27	8	user	user	NOUN
fcis-6022	27	9	reviews	review	NOUN
fcis-6022	27	10	can	can	AUX
fcis-6022	27	11	help	help	VERB
fcis-6022	27	12	vendors	vendor	NOUN
fcis-6022	27	13	improve	improve	VERB
fcis-6022	27	14	their	their	PRON
fcis-6022	27	15	products	product	NOUN
fcis-6022	27	16	and	and	CCONJ
fcis-6022	27	17	after	after	ADP
fcis-6022	27	18	-	-	PUNCT
fcis-6022	27	19	sales	sale	NOUN
fcis-6022	27	20	services[15][16	services[15][16	PROPN
fcis-6022	27	21	]	]	X
fcis-6022	27	22	this	this	PRON
fcis-6022	27	23	is	be	AUX
fcis-6022	27	24	essential	essential	ADJ
fcis-6022	27	25	for	for	ADP
fcis-6022	27	26	product	product	NOUN
fcis-6022	27	27	improvement	improvement	NOUN
fcis-6022	27	28	and	and	CCONJ
fcis-6022	27	29	decision	decision	NOUN
fcis-6022	27	30	making	making	NOUN
fcis-6022	27	31	.	.	PUNCT
fcis-6022	28	1	the	the	DET
fcis-6022	28	2	main	main	ADJ
fcis-6022	28	3	contributions	contribution	NOUN
fcis-6022	28	4	of	of	ADP
fcis-6022	28	5	this	this	DET
fcis-6022	28	6	paper	paper	NOUN
fcis-6022	28	7	are	be	AUX
fcis-6022	28	8	as	as	SCONJ
fcis-6022	28	9	follows	follow	VERB
fcis-6022	28	10	.	.	PUNCT
fcis-6022	29	1	(	(	PUNCT
fcis-6022	29	2	1	1	X
fcis-6022	29	3	)	)	PUNCT
fcis-6022	29	4	an	an	DET
fcis-6022	29	5	overview	overview	NOUN
fcis-6022	29	6	summarizing	summarize	VERB
fcis-6022	29	7	the	the	DET
fcis-6022	29	8	research	research	NOUN
fcis-6022	29	9	background	background	NOUN
fcis-6022	29	10	and	and	CCONJ
fcis-6022	29	11	the	the	DET
fcis-6022	29	12	current	current	ADJ
fcis-6022	29	13	status	status	NOUN
fcis-6022	29	14	of	of	ADP
fcis-6022	29	15	domestic	domestic	ADJ
fcis-6022	29	16	and	and	CCONJ
fcis-6022	29	17	international	international	ADJ
fcis-6022	29	18	research	research	NOUN
fcis-6022	29	19	on	on	ADP
fcis-6022	29	20	sentiment	sentiment	NOUN
fcis-6022	29	21	analysis	analysis	NOUN
fcis-6022	29	22	methods	method	NOUN
fcis-6022	29	23	for	for	ADP
fcis-6022	29	24	text	text	NOUN
fcis-6022	29	25	-	-	PUNCT
fcis-6022	29	26	oriented	orient	VERB
fcis-6022	29	27	data	datum	NOUN
fcis-6022	29	28	.	.	PUNCT
fcis-6022	30	1	(	(	PUNCT
fcis-6022	30	2	2	2	X
fcis-6022	30	3	)	)	PUNCT
fcis-6022	30	4	to	to	PART
fcis-6022	30	5	point	point	VERB
fcis-6022	30	6	out	out	ADP
fcis-6022	30	7	the	the	DET
fcis-6022	30	8	hot	hot	ADJ
fcis-6022	30	9	research	research	NOUN
fcis-6022	30	10	contents	content	NOUN
fcis-6022	30	11	,	,	PUNCT
fcis-6022	30	12	key	key	ADJ
fcis-6022	30	13	problem	problem	NOUN
fcis-6022	30	14	studies	study	NOUN
fcis-6022	30	15	,	,	PUNCT
fcis-6022	30	16	common	common	ADJ
fcis-6022	30	17	experimental	experimental	ADJ
fcis-6022	30	18	methods	method	NOUN
fcis-6022	30	19	and	and	CCONJ
fcis-6022	30	20	technical	technical	ADJ
fcis-6022	30	21	lines	line	NOUN
fcis-6022	30	22	of	of	ADP
fcis-6022	30	23	research	research	NOUN
fcis-6022	30	24	on	on	ADP
fcis-6022	30	25	sentiment	sentiment	NOUN
fcis-6022	30	26	analysis	analysis	NOUN
fcis-6022	30	27	methods	method	NOUN
fcis-6022	30	28	for	for	ADP
fcis-6022	30	29	text	text	NOUN
fcis-6022	30	30	-	-	PUNCT
fcis-6022	30	31	oriented	orient	VERB
fcis-6022	30	32	data	datum	NOUN
fcis-6022	30	33	.	.	PUNCT
fcis-6022	31	1	2	2	X
fcis-6022	31	2	.	.	X
fcis-6022	31	3	current	current	ADJ
fcis-6022	31	4	status	status	NOUN
fcis-6022	31	5	of	of	ADP
fcis-6022	31	6	domestic	domestic	ADJ
fcis-6022	31	7	and	and	CCONJ
fcis-6022	31	8	international	international	ADJ
fcis-6022	31	9	research	research	NOUN
fcis-6022	31	10	in	in	ADP
fcis-6022	31	11	recent	recent	ADJ
fcis-6022	31	12	years	year	NOUN
fcis-6022	31	13	,	,	PUNCT
fcis-6022	31	14	research	research	NOUN
fcis-6022	31	15	related	relate	VERB
fcis-6022	31	16	to	to	ADP
fcis-6022	31	17	affective	affective	ADJ
fcis-6022	31	18	computing	computing	NOUN
fcis-6022	31	19	has	have	AUX
fcis-6022	31	20	gained	gain	VERB
fcis-6022	31	21	increasing	increase	VERB
fcis-6022	31	22	attention	attention	NOUN
fcis-6022	31	23	in	in	ADP
fcis-6022	31	24	academia	academia	NOUN
fcis-6022	31	25	and	and	CCONJ
fcis-6022	31	26	industry	industry	NOUN
fcis-6022	31	27	,	,	PUNCT
fcis-6022	31	28	and	and	CCONJ
fcis-6022	31	29	has	have	AUX
fcis-6022	31	30	become	become	VERB
fcis-6022	31	31	a	a	DET
fcis-6022	31	32	popular	popular	ADJ
fcis-6022	31	33	research	research	NOUN
fcis-6022	31	34	direction	direction	NOUN
fcis-6022	31	35	in	in	ADP
fcis-6022	31	36	areas	area	NOUN
fcis-6022	31	37	such	such	ADJ
fcis-6022	31	38	as	as	ADP
fcis-6022	31	39	data	data	NOUN
fcis-6022	31	40	mining	mining	NOUN
fcis-6022	31	41	and	and	CCONJ
fcis-6022	31	42	deep	deep	ADJ
fcis-6022	31	43	learning[17	learning[17	PROPN
fcis-6022	31	44	]	]	PUNCT
fcis-6022	31	45	.	.	PUNCT
fcis-6022	32	1	emotion	emotion	NOUN
fcis-6022	32	2	computing	computing	NOUN
fcis-6022	32	3	is	be	AUX
fcis-6022	32	4	one	one	NUM
fcis-6022	32	5	of	of	ADP
fcis-6022	32	6	the	the	DET
fcis-6022	32	7	research	research	NOUN
fcis-6022	32	8	areas	area	NOUN
fcis-6022	32	9	of	of	ADP
fcis-6022	32	10	natural	natural	ADJ
fcis-6022	32	11	language	language	NOUN
fcis-6022	32	12	processing	processing	NOUN
fcis-6022	32	13	,	,	PUNCT
fcis-6022	32	14	which	which	PRON
fcis-6022	32	15	has	have	AUX
fcis-6022	32	16	been	be	AUX
fcis-6022	32	17	discussed	discuss	VERB
fcis-6022	32	18	in	in	ADP
fcis-6022	32	19	top	top	ADJ
fcis-6022	32	20	international	international	ADJ
fcis-6022	32	21	conferences	conference	NOUN
fcis-6022	32	22	such	such	ADJ
fcis-6022	32	23	as	as	ADP
fcis-6022	32	24	acl	acl	PROPN
fcis-6022	32	25	,	,	PUNCT
fcis-6022	32	26	emnlp	emnlp	ADJ
fcis-6022	32	27	,	,	PUNCT
fcis-6022	32	28	naccl	naccl	NOUN
fcis-6022	32	29	,	,	PUNCT
fcis-6022	32	30	coling	coling	NOUN
fcis-6022	32	31	,	,	PUNCT
fcis-6022	32	32	aaai	aaai	PROPN
fcis-6022	32	33	,	,	PUNCT
fcis-6022	32	34	ijcai	ijcai	NOUN
fcis-6022	32	35	,	,	PUNCT
fcis-6022	32	36	icml	icml	NOUN
fcis-6022	32	37	,	,	PUNCT
fcis-6022	32	38	nips[18	nips[18	PROPN
fcis-6022	32	39	]	]	PUNCT
fcis-6022	32	40	.	.	PUNCT
fcis-6022	33	1	due	due	ADP
fcis-6022	33	2	to	to	ADP
fcis-6022	33	3	the	the	DET
fcis-6022	33	4	rapid	rapid	ADJ
fcis-6022	33	5	development	development	NOUN
fcis-6022	33	6	of	of	ADP
fcis-6022	33	7	computer	computer	NOUN
fcis-6022	33	8	technology	technology	NOUN
fcis-6022	33	9	,	,	PUNCT
fcis-6022	33	10	the	the	DET
fcis-6022	33	11	fields	field	NOUN
fcis-6022	33	12	of	of	ADP
fcis-6022	33	13	artificial	artificial	ADJ
fcis-6022	33	14	intelligence	intelligence	NOUN
fcis-6022	33	15	and	and	CCONJ
fcis-6022	33	16	natural	natural	ADJ
fcis-6022	33	17	language	language	NOUN
fcis-6022	33	18	processing	processing	NOUN
fcis-6022	33	19	place	place	NOUN
fcis-6022	33	20	more	more	ADJ
fcis-6022	33	21	emphasis	emphasis	NOUN
fcis-6022	33	22	on	on	ADP
fcis-6022	33	23	publishing	publish	VERB
fcis-6022	33	24	conference	conference	NOUN
fcis-6022	33	25	papers	paper	NOUN
fcis-6022	33	26	and	and	CCONJ
fcis-6022	33	27	being	be	AUX
fcis-6022	33	28	able	able	ADJ
fcis-6022	33	29	to	to	PART
fcis-6022	33	30	communicate	communicate	VERB
fcis-6022	33	31	the	the	DET
fcis-6022	33	32	latest	late	ADJ
fcis-6022	33	33	advances	advance	NOUN
fcis-6022	33	34	through	through	ADP
fcis-6022	33	35	conferences	conference	NOUN
fcis-6022	33	36	in	in	ADP
fcis-6022	33	37	a	a	DET
fcis-6022	33	38	timely	timely	ADJ
fcis-6022	33	39	manner	manner	NOUN
fcis-6022	33	40	.	.	PUNCT
fcis-6022	34	1	however	however	ADV
fcis-6022	34	2	,	,	PUNCT
fcis-6022	34	3	there	there	PRON
fcis-6022	34	4	are	be	VERB
fcis-6022	34	5	also	also	ADV
fcis-6022	34	6	exclusive	exclusive	ADJ
fcis-6022	34	7	academic	academic	ADJ
fcis-6022	34	8	journals	journal	NOUN
fcis-6022	34	9	in	in	ADP
fcis-6022	34	10	top	top	ADJ
fcis-6022	34	11	international	international	ADJ
fcis-6022	34	12	journals	journal	NOUN
fcis-6022	34	13	such	such	ADJ
fcis-6022	34	14	as	as	ADP
fcis-6022	34	15	computational	computational	ADJ
fcis-6022	34	16	linguistics	linguistic	NOUN
fcis-6022	34	17	,	,	PUNCT
fcis-6022	34	18	transactions	transaction	NOUN
fcis-6022	34	19	of	of	ADP
fcis-6022	34	20	the	the	DET
fcis-6022	34	21	association	association	NOUN
fcis-6022	34	22	for	for	ADP
fcis-6022	34	23	computational	computational	ADJ
fcis-6022	34	24	linguistics	linguistic	NOUN
fcis-6022	34	25	,	,	PUNCT
fcis-6022	34	26	acm	acm	NOUN
fcis-6022	34	27	transactions	transaction	NOUN
fcis-6022	34	28	on	on	ADP
fcis-6022	34	29	speech	speech	NOUN
fcis-6022	34	30	and	and	CCONJ
fcis-6022	34	31	language	language	NOUN
fcis-6022	34	32	processing	processing	NOUN
fcis-6022	34	33	,	,	PUNCT
fcis-6022	34	34	etc	etc	X
fcis-6022	34	35	.	.	X
fcis-6022	35	1	the	the	DET
fcis-6022	35	2	top	top	ADJ
fcis-6022	35	3	international	international	ADJ
fcis-6022	35	4	journals	journal	NOUN
fcis-6022	35	5	also	also	ADV
fcis-6022	35	6	have	have	VERB
fcis-6022	35	7	their	their	PRON
fcis-6022	35	8	own	own	ADJ
fcis-6022	35	9	academic	academic	ADJ
fcis-6022	35	10	journals	journal	NOUN
fcis-6022	35	11	.	.	PUNCT
fcis-6022	36	1	in	in	ADP
fcis-6022	36	2	china	china	PROPN
fcis-6022	36	3	,	,	PUNCT
fcis-6022	36	4	there	there	PRON
fcis-6022	36	5	are	be	VERB
fcis-6022	36	6	numerous	numerous	ADJ
fcis-6022	36	7	research	research	NOUN
fcis-6022	36	8	units	unit	NOUN
fcis-6022	36	9	focusing	focus	VERB
fcis-6022	36	10	on	on	ADP
fcis-6022	36	11	cutting	cut	VERB
fcis-6022	36	12	-	-	PUNCT
fcis-6022	36	13	edge	edge	NOUN
fcis-6022	36	14	research	research	NOUN
fcis-6022	36	15	in	in	ADP
fcis-6022	36	16	multiemotional	multiemotional	ADJ
fcis-6022	36	17	computing	computing	NOUN
fcis-6022	36	18	,	,	PUNCT
fcis-6022	36	19	including	include	VERB
fcis-6022	36	20	the	the	DET
fcis-6022	36	21	social	social	ADJ
fcis-6022	36	22	computing	computing	NOUN
fcis-6022	36	23	and	and	CCONJ
fcis-6022	36	24	information	information	NOUN
fcis-6022	36	25	retrieval	retrieval	NOUN
fcis-6022	36	26	laboratory	laboratory	NOUN
fcis-6022	36	27	at	at	ADP
fcis-6022	36	28	hust	hust	PROPN
fcis-6022	36	29	,	,	PUNCT
fcis-6022	36	30	the	the	DET
fcis-6022	36	31	natural	natural	ADJ
fcis-6022	36	32	language	language	NOUN
fcis-6022	36	33	processing	processing	NOUN
fcis-6022	36	34	and	and	CCONJ
fcis-6022	36	35	social	social	ADJ
fcis-6022	36	36	humanities	humanity	NOUN
fcis-6022	36	37	computing	compute	VERB
fcis-6022	36	38	laboratory	laboratory	NOUN
fcis-6022	36	39	at	at	ADP
fcis-6022	36	40	tsinghua	tsinghua	PROPN
fcis-6022	36	41	university	university	PROPN
fcis-6022	36	42	,	,	PUNCT
fcis-6022	36	43	and	and	CCONJ
fcis-6022	36	44	the	the	DET
fcis-6022	36	45	language	language	NOUN
fcis-6022	36	46	computing	computing	NOUN
fcis-6022	36	47	and	and	CCONJ
fcis-6022	36	48	internet	internet	NOUN
fcis-6022	36	49	mining	mining	NOUN
fcis-6022	36	50	research	research	NOUN
fcis-6022	36	51	group	group	NOUN
fcis-6022	36	52	at	at	ADP
fcis-6022	36	53	peking	peking	PROPN
fcis-6022	36	54	university	university	NOUN
fcis-6022	36	55	.	.	PUNCT
fcis-6022	37	1	in	in	ADP
fcis-6022	37	2	industry	industry	NOUN
fcis-6022	37	3	,	,	PUNCT
fcis-6022	37	4	major	major	ADJ
fcis-6022	37	5	ecommerce	ecommerce	NOUN
fcis-6022	37	6	shopping	shopping	NOUN
fcis-6022	37	7	sites	site	NOUN
fcis-6022	37	8	such	such	ADJ
fcis-6022	37	9	as	as	ADP
fcis-6022	37	10	taobao	taobao	PROPN
fcis-6022	37	11	,	,	PUNCT
fcis-6022	37	12	tmall	tmall	NOUN
fcis-6022	37	13	,	,	PUNCT
fcis-6022	37	14	jingdong	jingdong	PROPN
fcis-6022	37	15	,	,	PUNCT
fcis-6022	37	16	jindo	jindo	PROPN
fcis-6022	37	17	and	and	CCONJ
fcis-6022	37	18	other	other	ADJ
fcis-6022	37	19	social	social	ADJ
fcis-6022	37	20	networking	network	VERB
fcis-6022	37	21	software	software	NOUN
fcis-6022	37	22	such	such	ADJ
fcis-6022	37	23	as	as	ADP
fcis-6022	37	24	weibo	weibo	NOUN
fcis-6022	37	25	and	and	CCONJ
fcis-6022	37	26	twitter	twitter	NOUN
fcis-6022	37	27	have	have	AUX
fcis-6022	37	28	applied	apply	VERB
fcis-6022	37	29	sentiment	sentiment	NOUN
fcis-6022	37	30	computing	compute	VERB
fcis-6022	37	31	technology	technology	NOUN
fcis-6022	37	32	to	to	ADP
fcis-6022	37	33	user	user	NOUN
fcis-6022	37	34	review	review	NOUN
fcis-6022	37	35	analysis	analysis	NOUN
fcis-6022	37	36	.	.	PUNCT
fcis-6022	38	1	through	through	ADP
fcis-6022	38	2	user	user	NOUN
fcis-6022	38	3	review	review	NOUN
fcis-6022	38	4	mining	mining	NOUN
fcis-6022	38	5	,	,	PUNCT
fcis-6022	38	6	manufacturers	manufacturer	NOUN
fcis-6022	38	7	find	find	VERB
fcis-6022	38	8	problems	problem	NOUN
fcis-6022	38	9	with	with	ADP
fcis-6022	38	10	their	their	PRON
fcis-6022	38	11	products	product	NOUN
fcis-6022	38	12	and	and	CCONJ
fcis-6022	38	13	improve	improve	VERB
fcis-6022	38	14	them	they	PRON
fcis-6022	38	15	to	to	PART
fcis-6022	38	16	enhance	enhance	VERB
fcis-6022	38	17	customer	customer	NOUN
fcis-6022	38	18	experience	experience	NOUN
fcis-6022	38	19	,	,	PUNCT
fcis-6022	38	20	thereby	thereby	ADV
fcis-6022	38	21	achieving	achieve	VERB
fcis-6022	38	22	the	the	DET
fcis-6022	38	23	goal	goal	NOUN
fcis-6022	38	24	of	of	ADP
fcis-6022	38	25	increasing	increase	VERB
fcis-6022	38	26	product	product	NOUN
fcis-6022	38	27	sales	sale	NOUN
fcis-6022	38	28	.	.	PUNCT
fcis-6022	39	1	text	text	NOUN
fcis-6022	39	2	sentiment	sentiment	NOUN
fcis-6022	39	3	analysis	analysis	NOUN
fcis-6022	39	4	refers	refer	VERB
fcis-6022	39	5	to	to	ADP
fcis-6022	39	6	the	the	DET
fcis-6022	39	7	process	process	NOUN
fcis-6022	39	8	of	of	ADP
fcis-6022	39	9	analyzing	analyzing	NOUN
fcis-6022	39	10	,	,	PUNCT
fcis-6022	39	11	processing	processing	NOUN
fcis-6022	39	12	and	and	CCONJ
fcis-6022	39	13	extracting	extract	VERB
fcis-6022	39	14	subjective	subjective	ADJ
fcis-6022	39	15	texts	text	NOUN
fcis-6022	39	16	with	with	ADP
fcis-6022	39	17	emotional	emotional	ADJ
fcis-6022	39	18	overtones	overtone	NOUN
fcis-6022	39	19	using	use	VERB
fcis-6022	39	20	natural	natural	ADJ
fcis-6022	39	21	language	language	NOUN
fcis-6022	39	22	processing	processing	NOUN
fcis-6022	39	23	and	and	CCONJ
fcis-6022	39	24	text	text	NOUN
fcis-6022	39	25	mining	mining	NOUN
fcis-6022	39	26	techniques[22	techniques[22	NOUN
fcis-6022	39	27	]	]	PUNCT
fcis-6022	39	28	.	.	PUNCT
fcis-6022	40	1	text	text	NOUN
fcis-6022	40	2	sentiment	sentiment	NOUN
fcis-6022	40	3	analysis[19	analysis[19	ADV
fcis-6022	40	4	]	]	X
fcis-6022	40	5	it	it	PRON
fcis-6022	40	6	is	be	AUX
fcis-6022	40	7	one	one	NUM
fcis-6022	40	8	of	of	ADP
fcis-6022	40	9	the	the	DET
fcis-6022	40	10	important	important	ADJ
fcis-6022	40	11	research	research	NOUN
fcis-6022	40	12	areas	area	NOUN
fcis-6022	40	13	in	in	ADP
fcis-6022	40	14	the	the	DET
fcis-6022	40	15	field	field	NOUN
fcis-6022	40	16	of	of	ADP
fcis-6022	40	17	affective	affective	NOUN
fcis-6022	40	18	computing[20	computing[20	PROPN
fcis-6022	40	19	]	]	PUNCT
fcis-6022	40	20	.	.	PUNCT
fcis-6022	41	1	the	the	DET
fcis-6022	41	2	research	research	NOUN
fcis-6022	41	3	scope	scope	NOUN
fcis-6022	41	4	of	of	ADP
fcis-6022	41	5	sentiment	sentiment	NOUN
fcis-6022	41	6	analysis	analysis	NOUN
fcis-6022	41	7	includes	include	VERB
fcis-6022	41	8	opinion	opinion	NOUN
fcis-6022	41	9	mining[22	mining[22	NOUN
fcis-6022	41	10	]	]	PUNCT
fcis-6022	41	11	,	,	PUNCT
fcis-6022	41	12	opinion	opinion	NOUN
fcis-6022	41	13	mining[23	mining[23	X
fcis-6022	41	14	]	]	X
fcis-6022	41	15	,	,	PUNCT
fcis-6022	41	16	opinion	opinion	NOUN
fcis-6022	41	17	analysis[24	analysis[24	PROPN
fcis-6022	41	18	]	]	PUNCT
fcis-6022	41	19	,	,	PUNCT
fcis-6022	41	20	comment	comment	NOUN
fcis-6022	41	21	mining[25	mining[25	NOUN
fcis-6022	41	22	]	]	X
fcis-6022	41	23	etc	etc	X
fcis-6022	41	24	.	.	X
fcis-6022	41	25	,	,	PUNCT
fcis-6022	41	26	is	be	AUX
fcis-6022	41	27	the	the	DET
fcis-6022	41	28	process	process	NOUN
fcis-6022	41	29	of	of	ADP
fcis-6022	41	30	analyzing	analyzing	NOUN
fcis-6022	41	31	,	,	PUNCT
fcis-6022	41	32	processing	processing	NOUN
fcis-6022	41	33	,	,	PUNCT
fcis-6022	41	34	summarizing	summarizing	NOUN
fcis-6022	41	35	and	and	CCONJ
fcis-6022	41	36	reasoning	reasoning	NOUN
fcis-6022	41	37	about	about	ADP
fcis-6022	41	38	the	the	DET
fcis-6022	41	39	subjective	subjective	ADJ
fcis-6022	41	40	information	information	NOUN
fcis-6022	41	41	such	such	ADJ
fcis-6022	41	42	as	as	ADP
fcis-6022	41	43	the	the	DET
fcis-6022	41	44	opinions	opinion	NOUN
fcis-6022	41	45	and	and	CCONJ
fcis-6022	41	46	attitudes	attitude	NOUN
fcis-6022	41	47	or	or	CCONJ
fcis-6022	41	48	emotional	emotional	ADJ
fcis-6022	41	49	tendencies	tendency	NOUN
fcis-6022	41	50	of	of	ADP
fcis-6022	41	51	the	the	DET
fcis-6022	41	52	expresser[26	expresser[26	NOUN
fcis-6022	41	53	]	]	X
fcis-6022	41	54	the	the	DET
fcis-6022	41	55	research	research	NOUN
fcis-6022	41	56	is	be	AUX
fcis-6022	41	57	divided	divide	VERB
fcis-6022	41	58	into	into	ADP
fcis-6022	41	59	depending	depend	VERB
fcis-6022	41	60	on	on	ADP
fcis-6022	41	61	the	the	DET
fcis-6022	41	62	granularity	granularity	NOUN
fcis-6022	41	63	of	of	ADP
fcis-6022	41	64	the	the	DET
fcis-6022	41	65	research	research	NOUN
fcis-6022	41	66	,	,	PUNCT
fcis-6022	41	67	it	it	PRON
fcis-6022	41	68	is	be	AUX
fcis-6022	41	69	mainly	mainly	ADV
fcis-6022	41	70	divided	divide	VERB
fcis-6022	41	71	into	into	ADP
fcis-6022	41	72	documentlevel	documentlevel	NOUN
fcis-6022	41	73	,	,	PUNCT
fcis-6022	41	74	sentence	sentence	NOUN
fcis-6022	41	75	-	-	PUNCT
fcis-6022	41	76	level	level	NOUN
fcis-6022	41	77	and	and	CCONJ
fcis-6022	41	78	aspect	aspect	NOUN
fcis-6022	41	79	-	-	PUNCT
fcis-6022	41	80	based	base	VERB
fcis-6022	42	1	[	[	X
fcis-6022	42	2	27].[27	27].[27	NUM
fcis-6022	42	3	]	]	X
fcis-6022	42	4	the	the	DET
fcis-6022	42	5	document	document	NOUN
fcis-6022	42	6	-	-	PUNCT
fcis-6022	42	7	level	level	NOUN
fcis-6022	42	8	sentiment	sentiment	NOUN
fcis-6022	42	9	analysis	analysis	NOUN
fcis-6022	42	10	refers	refer	VERB
fcis-6022	42	11	to	to	ADP
fcis-6022	42	12	the	the	DET
fcis-6022	42	13	analysis	analysis	NOUN
fcis-6022	42	14	of	of	ADP
fcis-6022	42	15	the	the	DET
fcis-6022	42	16	document	document	NOUN
fcis-6022	42	17	.	.	PUNCT
fcis-6022	43	1	documentlevel	documentlevel	NOUN
fcis-6022	43	2	sentiment	sentiment	NOUN
fcis-6022	43	3	analysis	analysis	NOUN
fcis-6022	43	4	refers	refer	VERB
fcis-6022	43	5	to	to	ADP
fcis-6022	43	6	the	the	DET
fcis-6022	43	7	classification	classification	NOUN
fcis-6022	43	8	of	of	ADP
fcis-6022	43	9	the	the	DET
fcis-6022	43	10	sentiment	sentiment	NOUN
fcis-6022	43	11	polarity	polarity	NOUN
fcis-6022	43	12	of	of	ADP
fcis-6022	43	13	a	a	DET
fcis-6022	43	14	document	document	NOUN
fcis-6022	43	15	,	,	PUNCT
fcis-6022	43	16	i.e.	i.e.	X
fcis-6022	43	17	positive	positive	ADJ
fcis-6022	43	18	and	and	CCONJ
fcis-6022	43	19	negative	negative	ADJ
fcis-6022	43	20	polarity	polarity	NOUN
fcis-6022	43	21	.	.	PUNCT
fcis-6022	44	1	in	in	ADP
fcis-6022	44	2	addition	addition	NOUN
fcis-6022	44	3	to	to	ADP
fcis-6022	44	4	positive	positive	ADJ
fcis-6022	44	5	and	and	CCONJ
fcis-6022	44	6	negative	negative	ADJ
fcis-6022	44	7	polarity	polarity	NOUN
fcis-6022	44	8	,	,	PUNCT
fcis-6022	44	9	the	the	DET
fcis-6022	44	10	metric	metric	NOUN
fcis-6022	44	11	of	of	ADP
fcis-6022	44	12	a	a	DET
fcis-6022	44	13	document	document	NOUN
fcis-6022	44	14	or	or	CCONJ
fcis-6022	44	15	sentence	sentence	NOUN
fcis-6022	44	16	may	may	AUX
fcis-6022	44	17	take	take	VERB
fcis-6022	44	18	different	different	ADJ
fcis-6022	44	19	forms	form	NOUN
fcis-6022	44	20	.	.	PUNCT
fcis-6022	45	1	for	for	ADP
fcis-6022	45	2	example	example	NOUN
fcis-6022	45	3	,	,	PUNCT
fcis-6022	45	4	'	'	PUNCT
fcis-6022	45	5	five	five	NUM
fcis-6022	45	6	-	-	PUNCT
fcis-6022	45	7	star	star	NOUN
fcis-6022	45	8	'	'	PART
fcis-6022	45	9	ratings	rating	NOUN
fcis-6022	45	10	are	be	AUX
fcis-6022	45	11	common	common	ADJ
fcis-6022	45	12	in	in	ADP
fcis-6022	45	13	almost	almost	ADV
fcis-6022	45	14	all	all	PRON
fcis-6022	45	15	assessment	assessment	NOUN
fcis-6022	45	16	systems	system	NOUN
fcis-6022	45	17	.	.	PUNCT
fcis-6022	46	1	in	in	ADP
fcis-6022	46	2	this	this	DET
fcis-6022	46	3	case	case	NOUN
fcis-6022	46	4	,	,	PUNCT
fcis-6022	46	5	sentiment	sentiment	NOUN
fcis-6022	46	6	polarity	polarity	NOUN
fcis-6022	46	7	is	be	AUX
fcis-6022	46	8	divided	divide	VERB
fcis-6022	46	9	into	into	ADP
fcis-6022	46	10	five	five	NUM
fcis-6022	46	11	levels	level	NOUN
fcis-6022	46	12	.	.	PUNCT
fcis-6022	47	1	sentence	sentence	NOUN
fcis-6022	47	2	-	-	PUNCT
fcis-6022	47	3	level	level	NOUN
fcis-6022	47	4	sentiment	sentiment	NOUN
fcis-6022	47	5	analysis	analysis	NOUN
fcis-6022	47	6	is	be	AUX
fcis-6022	47	7	similar	similar	ADJ
fcis-6022	47	8	to	to	ADP
fcis-6022	47	9	document	document	NOUN
fcis-6022	47	10	-	-	PUNCT
fcis-6022	47	11	level	level	NOUN
fcis-6022	47	12	sentiment	sentiment	NOUN
fcis-6022	47	13	analysis	analysis	NOUN
fcis-6022	47	14	in	in	ADP
fcis-6022	47	15	that	that	SCONJ
fcis-6022	47	16	it	it	PRON
fcis-6022	47	17	aims	aim	VERB
fcis-6022	47	18	to	to	PART
fcis-6022	47	19	extract	extract	VERB
fcis-6022	47	20	the	the	DET
fcis-6022	47	21	sentiment	sentiment	NOUN
fcis-6022	47	22	polarity	polarity	NOUN
fcis-6022	47	23	of	of	ADP
fcis-6022	47	24	sentences	sentence	NOUN
fcis-6022	47	25	.	.	PUNCT
fcis-6022	48	1	traditionally	traditionally	ADV
fcis-6022	48	2	,	,	PUNCT
fcis-6022	48	3	sentiment	sentiment	NOUN
fcis-6022	48	4	analysis	analysis	NOUN
fcis-6022	48	5	has	have	AUX
fcis-6022	48	6	been	be	AUX
fcis-6022	48	7	carried	carry	VERB
fcis-6022	48	8	out	out	ADP
fcis-6022	48	9	at	at	ADP
fcis-6022	48	10	a	a	DET
fcis-6022	48	11	coarse	coarse	ADV
fcis-6022	48	12	-	-	PUNCT
fcis-6022	48	13	grained	grain	VERB
fcis-6022	48	14	level	level	NOUN
fcis-6022	48	15	for	for	ADP
fcis-6022	48	16	both	both	DET
fcis-6022	48	17	chapter	chapter	NOUN
fcis-6022	48	18	-	-	PUNCT
fcis-6022	48	19	level	level	NOUN
fcis-6022	48	20	and	and	CCONJ
fcis-6022	48	21	sentence	sentence	NOUN
fcis-6022	48	22	-	-	PUNCT
fcis-6022	48	23	level	level	NOUN
fcis-6022	48	24	text	text	NOUN
fcis-6022	48	25	.	.	PUNCT
fcis-6022	49	1	coarse	coarse	NOUN
fcis-6022	49	2	-	-	PUNCT
fcis-6022	49	3	grained	grain	VERB
fcis-6022	49	4	sentiment	sentiment	NOUN
fcis-6022	49	5	analysis	analysis	NOUN
fcis-6022	49	6	,	,	PUNCT
fcis-6022	49	7	however	however	ADV
fcis-6022	49	8	,	,	PUNCT
fcis-6022	49	9	only	only	ADV
fcis-6022	49	10	assumes	assume	VERB
fcis-6022	49	11	that	that	SCONJ
fcis-6022	49	12	a	a	DET
fcis-6022	49	13	text	text	NOUN
fcis-6022	49	14	contains	contain	VERB
fcis-6022	49	15	only	only	ADV
fcis-6022	49	16	a	a	DET
fcis-6022	49	17	single	single	ADJ
fcis-6022	49	18	sentiment	sentiment	NOUN
fcis-6022	49	19	,	,	PUNCT
fcis-6022	49	20	such	such	ADJ
fcis-6022	49	21	as	as	ADP
fcis-6022	49	22	positive	positive	ADJ
fcis-6022	49	23	or	or	CCONJ
fcis-6022	49	24	negative	negative	ADJ
fcis-6022	49	25	,	,	PUNCT
fcis-6022	49	26	and	and	CCONJ
fcis-6022	49	27	is	be	AUX
fcis-6022	49	28	unable	unable	ADJ
fcis-6022	49	29	to	to	PART
fcis-6022	49	30	identify	identify	VERB
fcis-6022	49	31	sentiment	sentiment	NOUN
fcis-6022	49	32	for	for	ADP
fcis-6022	49	33	texts	text	NOUN
fcis-6022	49	34	containing	contain	VERB
fcis-6022	49	35	multiple	multiple	ADJ
fcis-6022	49	36	aspects	aspect	NOUN
fcis-6022	49	37	.	.	PUNCT
fcis-6022	50	1	research	research	NOUN
fcis-6022	50	2	methods	method	NOUN
fcis-6022	50	3	for	for	ADP
fcis-6022	50	4	sentiment	sentiment	NOUN
fcis-6022	50	5	classification	classification	NOUN
fcis-6022	50	6	are	be	AUX
fcis-6022	50	7	mainly	mainly	ADV
fcis-6022	50	8	divided	divide	VERB
fcis-6022	50	9	into	into	ADP
fcis-6022	50	10	lexicon	lexicon	NOUN
fcis-6022	50	11	-	-	PUNCT
fcis-6022	50	12	based	base	VERB
fcis-6022	50	13	method	method	NOUN
fcis-6022	50	14	and	and	CCONJ
fcis-6022	50	15	machine	machine	NOUN
fcis-6022	50	16	learning	learning	NOUN
fcis-6022	50	17	methods	method	NOUN
fcis-6022	50	18	(	(	PUNCT
fcis-6022	50	19	e.g.	e.g.	ADV
fcis-6022	50	20	,	,	PUNCT
fcis-6022	50	21	deep	deep	ADJ
fcis-6022	50	22	learning	learn	VERB
fcis-6022	50	23	deep	deep	ADV
fcis-6022	50	24	learning	learn	VERB
fcis-6022	50	25	method)[28	method)[28	PROPN
fcis-6022	50	26	]	]	PUNCT
fcis-6022	50	27	.	.	PUNCT
fcis-6022	51	1	lexicon	lexicon	PROPN
fcis-6022	51	2	based	base	VERB
fcis-6022	51	3	sentiment	sentiment	NOUN
fcis-6022	51	4	analysis	analysis	NOUN
fcis-6022	51	5	is	be	AUX
fcis-6022	51	6	mainly	mainly	ADV
fcis-6022	51	7	used	use	VERB
fcis-6022	51	8	to	to	PART
fcis-6022	51	9	solve	solve	VERB
fcis-6022	51	10	general	general	ADJ
fcis-6022	51	11	sentiment	sentiment	NOUN
fcis-6022	51	12	analysis	analysis	NOUN
fcis-6022	51	13	problems[28	problems[28	NOUN
fcis-6022	51	14	]	]	X
fcis-6022	51	15	it	it	PRON
fcis-6022	51	16	sometimes	sometimes	ADV
fcis-6022	51	17	suffers	suffer	VERB
fcis-6022	51	18	from	from	ADP
fcis-6022	51	19	the	the	DET
fcis-6022	51	20	low	low	ADJ
fcis-6022	51	21	coverage	coverage	NOUN
fcis-6022	51	22	of	of	ADP
fcis-6022	51	23	sentiment	sentiment	NOUN
fcis-6022	51	24	dictionaries[29	dictionaries[29	NOUN
fcis-6022	51	25	]	]	PUNCT
fcis-6022	51	26	.	.	PUNCT
fcis-6022	52	1	to	to	PART
fcis-6022	52	2	improve	improve	VERB
fcis-6022	52	3	the	the	DET
fcis-6022	52	4	accuracy	accuracy	NOUN
fcis-6022	52	5	of	of	ADP
fcis-6022	52	6	sentiment	sentiment	NOUN
fcis-6022	52	7	classification	classification	NOUN
fcis-6022	52	8	,	,	PUNCT
fcis-6022	52	9	lexiconbased	lexiconbase	VERB
fcis-6022	52	10	approaches	approach	NOUN
fcis-6022	52	11	have	have	AUX
fcis-6022	52	12	recently	recently	ADV
fcis-6022	52	13	been	be	AUX
fcis-6022	52	14	combined	combine	VERB
fcis-6022	52	15	with	with	ADP
fcis-6022	52	16	machine	machine	NOUN
fcis-6022	52	17	learning	learning	NOUN
fcis-6022	52	18	methods	method	NOUN
fcis-6022	52	19	.	.	PUNCT
fcis-6022	53	1	hailong	hailong	PROPN
fcis-6022	53	2	et	et	PROPN
fcis-6022	53	3	al.[30	al.[30	PROPN
fcis-6022	53	4	]	]	PUNCT
fcis-6022	53	5	and	and	CCONJ
fcis-6022	53	6	ravi[31	ravi[31	X
fcis-6022	53	7	]	]	PUNCT
fcis-6022	53	8	found	find	VERB
fcis-6022	53	9	that	that	SCONJ
fcis-6022	53	10	machine	machine	NOUN
fcis-6022	53	11	learning	learning	NOUN
fcis-6022	53	12	methods	method	NOUN
fcis-6022	53	13	were	be	AUX
fcis-6022	53	14	more	more	ADV
fcis-6022	53	15	accurate	accurate	ADJ
fcis-6022	53	16	than	than	ADP
fcis-6022	53	17	lexical	lexical	ADJ
fcis-6022	53	18	methods	method	NOUN
fcis-6022	53	19	.	.	PUNCT
fcis-6022	54	1	mudinas	mudinas	PROPN
fcis-6022	54	2	and	and	CCONJ
fcis-6022	54	3	zhang	zhang	PROPN
fcis-6022	54	4	et	et	PROPN
fcis-6022	54	5	al.[32	al.[32	PROPN
fcis-6022	54	6	]	]	PUNCT
fcis-6022	54	7	improved	improve	VERB
fcis-6022	54	8	the	the	DET
fcis-6022	54	9	accuracy	accuracy	NOUN
fcis-6022	54	10	of	of	ADP
fcis-6022	54	11	sentiment	sentiment	NOUN
fcis-6022	54	12	analysis	analysis	NOUN
fcis-6022	54	13	by	by	ADP
fcis-6022	54	14	combining	combine	VERB
fcis-6022	54	15	lexicon	lexicon	NOUN
fcis-6022	54	16	and	and	CCONJ
fcis-6022	54	17	support	support	VERB
fcis-6022	54	18	vector	vector	NOUN
fcis-6022	54	19	machine	machine	NOUN
fcis-6022	54	20	(	(	PUNCT
fcis-6022	54	21	svm	svm	PROPN
fcis-6022	54	22	)	)	PUNCT
fcis-6022	54	23	based	base	VERB
fcis-6022	54	24	methods	method	NOUN
fcis-6022	54	25	.	.	PUNCT
fcis-6022	55	1	recently	recently	ADV
fcis-6022	55	2	,	,	PUNCT
fcis-6022	55	3	deep	deep	ADJ
fcis-6022	55	4	learning	learning	NOUN
fcis-6022	55	5	methods	method	NOUN
fcis-6022	55	6	have	have	AUX
fcis-6022	55	7	been	be	AUX
fcis-6022	55	8	playing	play	VERB
fcis-6022	55	9	an	an	DET
fcis-6022	55	10	increasingly	increasingly	ADV
fcis-6022	55	11	important	important	ADJ
fcis-6022	55	12	role	role	NOUN
fcis-6022	55	13	in	in	ADP
fcis-6022	55	14	natural	natural	ADJ
fcis-6022	55	15	language	language	NOUN
fcis-6022	55	16	processing	processing	NOUN
fcis-6022	55	17	.	.	PUNCT
fcis-6022	56	1	most	most	ADJ
fcis-6022	56	2	of	of	ADP
fcis-6022	56	3	the	the	DET
fcis-6022	56	4	deep	deep	ADJ
fcis-6022	56	5	learning	learning	NOUN
fcis-6022	56	6	tasks	task	NOUN
fcis-6022	56	7	in	in	ADP
fcis-6022	56	8	nlp	nlp	NOUN
fcis-6022	56	9	have	have	AUX
fcis-6022	56	10	been	be	AUX
fcis-6022	56	11	targeted	target	VERB
fcis-6022	56	12	using	use	VERB
fcis-6022	56	13	word	word	NOUN
fcis-6022	56	14	vector	vector	NOUN
fcis-6022	56	15	representation[33	representation[33	NOUN
fcis-6022	56	16	]	]	PUNCT
fcis-6022	56	17	.	.	PUNCT
fcis-6022	57	1	word	word	NOUN
fcis-6022	57	2	embedding	embed	VERB
fcis-6022	57	3	(	(	PUNCT
fcis-6022	57	4	e.g.	e.g.	ADV
fcis-6022	57	5	word2vec	word2vec	X
fcis-6022	57	6	and	and	CCONJ
fcis-6022	57	7	glove	glove	NOUN
fcis-6022	57	8	)	)	PUNCT
fcis-6022	57	9	of	of	ADP
fcis-6022	57	10	continuous	continuous	ADJ
fcis-6022	57	11	vector	vector	NOUN
fcis-6022	57	12	representations	representation	NOUN
fcis-6022	57	13	is	be	AUX
fcis-6022	57	14	a	a	DET
fcis-6022	57	15	deep	deep	ADJ
fcis-6022	57	16	learning	learning	NOUN
fcis-6022	57	17	technique	technique	NOUN
fcis-6022	57	18	that	that	PRON
fcis-6022	57	19	converts	convert	VERB
fcis-6022	57	20	words	word	NOUN
fcis-6022	57	21	into	into	ADP
fcis-6022	57	22	meaningful	meaningful	ADJ
fcis-6022	57	23	vectors	vector	NOUN
fcis-6022	57	24	.	.	PUNCT
fcis-6022	58	1	vector	vector	NOUN
fcis-6022	58	2	representations	representation	NOUN
fcis-6022	58	3	of	of	ADP
fcis-6022	58	4	words	word	NOUN
fcis-6022	58	5	are	be	AUX
fcis-6022	58	6	useful	useful	ADJ
fcis-6022	58	7	in	in	ADP
fcis-6022	58	8	text	text	NOUN
fcis-6022	58	9	classification	classification	NOUN
fcis-6022	58	10	,	,	PUNCT
fcis-6022	58	11	clustering	clustering	NOUN
fcis-6022	58	12	and	and	CCONJ
fcis-6022	58	13	information	information	NOUN
fcis-6022	58	14	retrieval	retrieval	NOUN
fcis-6022	58	15	.	.	PUNCT
fcis-6022	59	1	due	due	ADP
fcis-6022	59	2	to	to	ADP
fcis-6022	59	3	the	the	DET
fcis-6022	59	4	rise	rise	NOUN
fcis-6022	59	5	of	of	ADP
fcis-6022	59	6	neural	neural	ADJ
fcis-6022	59	7	networks	network	NOUN
fcis-6022	59	8	,	,	PUNCT
fcis-6022	59	9	especially	especially	ADV
fcis-6022	59	10	the	the	DET
fcis-6022	59	11	successful	successful	ADJ
fcis-6022	59	12	application	application	NOUN
fcis-6022	59	13	of	of	ADP
fcis-6022	59	14	attention	attention	NOUN
fcis-6022	59	15	and	and	CCONJ
fcis-6022	59	16	memory	memory	NOUN
fcis-6022	59	17	mechanisms	mechanism	NOUN
fcis-6022	59	18	to	to	ADP
fcis-6022	59	19	various	various	ADJ
fcis-6022	59	20	natural	natural	ADJ
fcis-6022	59	21	language	language	NOUN
fcis-6022	59	22	processing	processing	NOUN
fcis-6022	59	23	tasks	task	NOUN
fcis-6022	59	24	,	,	PUNCT
fcis-6022	59	25	deep	deep	ADJ
fcis-6022	59	26	learning	learning	NOUN
fcis-6022	59	27	-	-	PUNCT
fcis-6022	59	28	based	base	VERB
fcis-6022	59	29	sentiment	sentiment	NOUN
fcis-6022	59	30	analysis	analysis	NOUN
fcis-6022	59	31	methods	method	NOUN
fcis-6022	59	32	can	can	AUX
fcis-6022	59	33	achieve	achieve	VERB
fcis-6022	59	34	superior	superior	ADJ
fcis-6022	59	35	results	result	NOUN
fcis-6022	59	36	.	.	PUNCT
fcis-6022	60	1	with	with	ADP
fcis-6022	60	2	the	the	DET
fcis-6022	60	3	development	development	NOUN
fcis-6022	60	4	of	of	ADP
fcis-6022	60	5	deep	deep	ADJ
fcis-6022	60	6	learning	learning	NOUN
fcis-6022	60	7	,	,	PUNCT
fcis-6022	60	8	various	various	ADJ
fcis-6022	60	9	neural	neural	ADJ
fcis-6022	60	10	networks	network	NOUN
fcis-6022	60	11	are	be	AUX
fcis-6022	60	12	widely	widely	ADV
fcis-6022	60	13	used	use	VERB
fcis-6022	60	14	to	to	PART
fcis-6022	60	15	solve	solve	VERB
fcis-6022	60	16	natural	natural	ADJ
fcis-6022	60	17	language	language	NOUN
fcis-6022	60	18	processing	processing	NOUN
fcis-6022	60	19	(	(	PUNCT
fcis-6022	60	20	nlp	nlp	NOUN
fcis-6022	60	21	)	)	PUNCT
fcis-6022	60	22	tasks	task	NOUN
fcis-6022	60	23	,	,	PUNCT
fcis-6022	60	24	such	such	ADJ
fcis-6022	60	25	as	as	ADP
fcis-6022	60	26	convolutional	convolutional	ADJ
fcis-6022	60	27	neural	neural	ADJ
fcis-6022	60	28	networks	network	NOUN
fcis-6022	60	29	(	(	PUNCT
fcis-6022	60	30	cnns)[34	cnns)[34	PROPN
fcis-6022	60	31	]	]	PUNCT
fcis-6022	60	32	,	,	PUNCT
fcis-6022	60	33	recurrent	recurrent	ADJ
fcis-6022	60	34	neural	neural	ADJ
fcis-6022	60	35	networks	network	NOUN
fcis-6022	60	36	(	(	PUNCT
fcis-6022	60	37	rnns)[35	rnns)[35	PROPN
fcis-6022	60	38	]	]	PUNCT
fcis-6022	61	1	[	[	X
fcis-6022	61	2	35	35	NUM
fcis-6022	61	3	]	]	PUNCT
fcis-6022	61	4	,	,	PUNCT
fcis-6022	61	5	graph	graph	NOUN
fcis-6022	61	6	based	base	VERB
fcis-6022	61	7	neural	neural	ADJ
fcis-6022	61	8	networks	network	NOUN
fcis-6022	61	9	(	(	PUNCT
fcis-6022	61	10	gnns)[36	gnns)[36	NOUN
fcis-6022	61	11	]	]	PUNCT
fcis-6022	61	12	and	and	CCONJ
fcis-6022	61	13	attention	attention	NOUN
fcis-6022	61	14	mechanisms[37	mechanisms[37	NOUN
fcis-6022	61	15	]	]	PUNCT
fcis-6022	61	16	etc	etc	X
fcis-6022	61	17	.	.	X
fcis-6022	61	18	one	one	NUM
fcis-6022	61	19	of	of	ADP
fcis-6022	61	20	the	the	DET
fcis-6022	61	21	advantages	advantage	NOUN
fcis-6022	61	22	of	of	ADP
fcis-6022	61	23	these	these	DET
fcis-6022	61	24	neural	neural	ADJ
fcis-6022	61	25	models	model	NOUN
fcis-6022	61	26	is	be	AUX
fcis-6022	61	27	their	their	PRON
fcis-6022	61	28	ability	ability	NOUN
fcis-6022	61	29	to	to	PART
fcis-6022	61	30	alleviate	alleviate	VERB
fcis-6022	61	31	feature	feature	NOUN
fcis-6022	61	32	engineering	engineering	NOUN
fcis-6022	61	33	problems	problem	NOUN
fcis-6022	61	34	.	.	PUNCT
fcis-6022	62	1	while	while	SCONJ
fcis-6022	62	2	non	non	ADJ
fcis-6022	62	3	-	-	ADJ
fcis-6022	62	4	neural	neural	ADJ
fcis-6022	62	5	nlp	nlp	NOUN
fcis-6022	62	6	methods	method	NOUN
fcis-6022	62	7	typically	typically	ADV
fcis-6022	62	8	rely	rely	VERB
fcis-6022	62	9	heavily	heavily	ADV
fcis-6022	62	10	on	on	ADP
fcis-6022	62	11	discrete	discrete	ADJ
fcis-6022	62	12	manual	manual	ADJ
fcis-6022	62	13	features	feature	NOUN
fcis-6022	62	14	,	,	PUNCT
fcis-6022	62	15	neural	neural	ADJ
fcis-6022	62	16	methods	method	NOUN
fcis-6022	62	17	typically	typically	ADV
fcis-6022	62	18	use	use	VERB
fcis-6022	62	19	low	low	ADJ
fcis-6022	62	20	-	-	PUNCT
fcis-6022	62	21	dimensional	dimensional	ADJ
fcis-6022	62	22	and	and	CCONJ
fcis-6022	62	23	dense	dense	ADJ
fcis-6022	62	24	vectors	vector	NOUN
fcis-6022	62	25	(	(	PUNCT
fcis-6022	62	26	also	also	ADV
fcis-6022	62	27	known	know	VERB
fcis-6022	62	28	as	as	ADP
fcis-6022	62	29	distributed	distribute	VERB
fcis-6022	62	30	representations	representation	NOUN
fcis-6022	62	31	)	)	PUNCT
fcis-6022	62	32	to	to	PART
fcis-6022	62	33	implicitly	implicitly	ADV
fcis-6022	62	34	represent	represent	VERB
fcis-6022	62	35	the	the	DET
fcis-6022	62	36	syntactic	syntactic	ADJ
fcis-6022	62	37	or	or	CCONJ
fcis-6022	62	38	semantic	semantic	ADJ
fcis-6022	62	39	features	feature	NOUN
fcis-6022	62	40	of	of	ADP
fcis-6022	62	41	a	a	DET
fcis-6022	62	42	44	44	NUM
fcis-6022	62	43	language	language	NOUN
fcis-6022	62	44	.	.	PUNCT
fcis-6022	63	1	these	these	DET
fcis-6022	63	2	representations	representation	NOUN
fcis-6022	63	3	are	be	AUX
fcis-6022	63	4	learned	learn	VERB
fcis-6022	63	5	in	in	ADP
fcis-6022	63	6	the	the	DET
fcis-6022	63	7	context	context	NOUN
fcis-6022	63	8	of	of	ADP
fcis-6022	63	9	a	a	DET
fcis-6022	63	10	specific	specific	ADJ
fcis-6022	63	11	nlp	nlp	NOUN
fcis-6022	63	12	task	task	NOUN
fcis-6022	63	13	.	.	PUNCT
fcis-6022	64	1	thus	thus	ADV
fcis-6022	64	2	,	,	PUNCT
fcis-6022	64	3	neural	neural	ADJ
fcis-6022	64	4	methods	method	NOUN
fcis-6022	64	5	make	make	VERB
fcis-6022	64	6	it	it	PRON
fcis-6022	64	7	easy	easy	ADJ
fcis-6022	64	8	to	to	PART
fcis-6022	64	9	develop	develop	VERB
fcis-6022	64	10	a	a	DET
fcis-6022	64	11	variety	variety	NOUN
fcis-6022	64	12	of	of	ADP
fcis-6022	64	13	nlp	nlp	NOUN
fcis-6022	64	14	systems	system	NOUN
fcis-6022	64	15	.	.	PUNCT
fcis-6022	65	1	recently	recently	ADV
fcis-6022	65	2	,	,	PUNCT
fcis-6022	65	3	there	there	PRON
fcis-6022	65	4	has	have	AUX
fcis-6022	65	5	been	be	AUX
fcis-6022	65	6	widespread	widespread	ADJ
fcis-6022	65	7	interest	interest	NOUN
fcis-6022	65	8	in	in	ADP
fcis-6022	65	9	the	the	DET
fcis-6022	65	10	field	field	NOUN
fcis-6022	65	11	of	of	ADP
fcis-6022	65	12	natural	natural	ADJ
fcis-6022	65	13	language	language	NOUN
fcis-6022	65	14	processing	processing	NOUN
fcis-6022	65	15	(	(	PUNCT
fcis-6022	65	16	nlp	nlp	NOUN
fcis-6022	65	17	)	)	PUNCT
fcis-6022	65	18	,	,	PUNCT
fcis-6022	65	19	where	where	SCONJ
fcis-6022	65	20	the	the	DET
fcis-6022	65	21	use	use	NOUN
fcis-6022	65	22	of	of	ADP
fcis-6022	65	23	language	language	NOUN
fcis-6022	65	24	model	model	NOUN
fcis-6022	65	25	pre	pre	ADJ
fcis-6022	65	26	-	-	ADJ
fcis-6022	65	27	training	training	ADJ
fcis-6022	65	28	methods	method	NOUN
fcis-6022	65	29	has	have	AUX
fcis-6022	65	30	yielded	yield	VERB
fcis-6022	65	31	good	good	ADJ
fcis-6022	65	32	improvements	improvement	NOUN
fcis-6022	65	33	on	on	ADP
fcis-6022	65	34	a	a	DET
fcis-6022	65	35	number	number	NOUN
fcis-6022	65	36	of	of	ADP
fcis-6022	65	37	nlp	nlp	NOUN
fcis-6022	65	38	tasks	task	NOUN
fcis-6022	65	39	.	.	PUNCT
fcis-6022	66	1	pre	pre	VERB
fcis-6022	66	2	-	-	ADJ
fcis-6022	66	3	trained	train	VERB
fcis-6022	66	4	language	language	NOUN
fcis-6022	66	5	models	model	NOUN
fcis-6022	66	6	have	have	AUX
fcis-6022	66	7	been	be	AUX
fcis-6022	66	8	shown	show	VERB
fcis-6022	66	9	to	to	PART
fcis-6022	66	10	be	be	AUX
fcis-6022	66	11	effective	effective	ADJ
fcis-6022	66	12	in	in	ADP
fcis-6022	66	13	improving	improve	VERB
fcis-6022	66	14	many	many	ADJ
fcis-6022	66	15	nlp	nlp	ADJ
fcis-6022	66	16	tasks[38	tasks[38	NOUN
fcis-6022	66	17	]	]	PUNCT
fcis-6022	66	18	.	.	PUNCT
fcis-6022	67	1	despite	despite	SCONJ
fcis-6022	67	2	the	the	DET
fcis-6022	67	3	success	success	NOUN
fcis-6022	67	4	of	of	ADP
fcis-6022	67	5	neural	neural	ADJ
fcis-6022	67	6	models	model	NOUN
fcis-6022	67	7	in	in	ADP
fcis-6022	67	8	nlp	nlp	NOUN
fcis-6022	67	9	tasks	task	NOUN
fcis-6022	67	10	,	,	PUNCT
fcis-6022	67	11	the	the	DET
fcis-6022	67	12	performance	performance	NOUN
fcis-6022	67	13	improvements	improvement	NOUN
fcis-6022	67	14	may	may	AUX
fcis-6022	67	15	be	be	AUX
fcis-6022	67	16	less	less	ADV
fcis-6022	67	17	dramatic	dramatic	ADJ
fcis-6022	67	18	compared	compare	VERB
fcis-6022	67	19	to	to	ADP
fcis-6022	67	20	the	the	DET
fcis-6022	67	21	field	field	NOUN
fcis-6022	67	22	of	of	ADP
fcis-6022	67	23	computer	computer	NOUN
fcis-6022	67	24	vision	vision	NOUN
fcis-6022	67	25	.	.	PUNCT
fcis-6022	68	1	a	a	DET
fcis-6022	68	2	large	large	ADJ
fcis-6022	68	3	body	body	NOUN
fcis-6022	68	4	of	of	ADP
fcis-6022	68	5	recent	recent	ADJ
fcis-6022	68	6	work	work	NOUN
fcis-6022	68	7	has	have	AUX
fcis-6022	68	8	shown	show	VERB
fcis-6022	68	9	that	that	SCONJ
fcis-6022	68	10	pre	pre	ADJ
fcis-6022	68	11	-	-	ADJ
fcis-6022	68	12	trained	train	VERB
fcis-6022	68	13	models	model	NOUN
fcis-6022	68	14	on	on	ADP
fcis-6022	68	15	large	large	ADJ
fcis-6022	68	16	corpora	corpora	NOUN
fcis-6022	68	17	can	can	AUX
fcis-6022	68	18	learn	learn	VERB
fcis-6022	68	19	generic	generic	ADJ
fcis-6022	68	20	language	language	NOUN
fcis-6022	68	21	representations	representation	NOUN
fcis-6022	68	22	,	,	PUNCT
fcis-6022	68	23	which	which	PRON
fcis-6022	68	24	can	can	AUX
fcis-6022	68	25	be	be	AUX
fcis-6022	68	26	beneficial	beneficial	ADJ
fcis-6022	68	27	for	for	ADP
fcis-6022	68	28	subsequent	subsequent	ADJ
fcis-6022	68	29	nlp	nlp	NOUN
fcis-6022	68	30	tasks	task	NOUN
fcis-6022	68	31	,	,	PUNCT
fcis-6022	68	32	avoiding	avoid	VERB
fcis-6022	68	33	the	the	DET
fcis-6022	68	34	need	need	NOUN
fcis-6022	68	35	to	to	PART
fcis-6022	68	36	train	train	VERB
fcis-6022	68	37	new	new	ADJ
fcis-6022	68	38	models	model	NOUN
fcis-6022	68	39	from	from	ADP
fcis-6022	68	40	scratch	scratch	NOUN
fcis-6022	68	41	.	.	PUNCT
fcis-6022	69	1	models	model	NOUN
fcis-6022	69	2	are	be	AUX
fcis-6022	69	3	not	not	PART
fcis-6022	69	4	usually	usually	ADV
fcis-6022	69	5	built	build	VERB
fcis-6022	69	6	and	and	CCONJ
fcis-6022	69	7	trained	train	VERB
fcis-6022	69	8	from	from	ADP
fcis-6022	69	9	scratch	scratch	NOUN
fcis-6022	69	10	due	due	ADP
fcis-6022	69	11	to	to	ADP
fcis-6022	69	12	time	time	NOUN
fcis-6022	69	13	constraints	constraint	NOUN
fcis-6022	69	14	or	or	CCONJ
fcis-6022	69	15	hardware	hardware	NOUN
fcis-6022	69	16	level	level	NOUN
fcis-6022	69	17	limitations	limitation	NOUN
fcis-6022	69	18	,	,	PUNCT
fcis-6022	69	19	and	and	CCONJ
fcis-6022	69	20	the	the	DET
fcis-6022	69	21	use	use	NOUN
fcis-6022	69	22	of	of	ADP
fcis-6022	69	23	pre	pre	ADJ
fcis-6022	69	24	-	-	ADJ
fcis-6022	69	25	trained	train	VERB
fcis-6022	69	26	models	model	NOUN
fcis-6022	69	27	allows	allow	VERB
fcis-6022	69	28	for	for	ADP
fcis-6022	69	29	rapid	rapid	ADJ
fcis-6022	69	30	implementation	implementation	NOUN
fcis-6022	69	31	of	of	ADP
fcis-6022	69	32	models	model	NOUN
fcis-6022	69	33	,	,	PUNCT
fcis-6022	69	34	which	which	PRON
fcis-6022	69	35	is	be	AUX
fcis-6022	69	36	why	why	SCONJ
fcis-6022	69	37	pre	pre	ADJ
fcis-6022	69	38	-	-	ADJ
fcis-6022	69	39	trained	train	VERB
fcis-6022	69	40	models	model	NOUN
fcis-6022	69	41	exist	exist	VERB
fcis-6022	69	42	.	.	PUNCT
fcis-6022	70	1	therefore	therefore	ADV
fcis-6022	70	2	,	,	PUNCT
fcis-6022	70	3	improving	improve	VERB
fcis-6022	70	4	the	the	DET
fcis-6022	70	5	accuracy	accuracy	NOUN
fcis-6022	70	6	of	of	ADP
fcis-6022	70	7	pre	pre	ADJ
fcis-6022	70	8	-	-	ADJ
fcis-6022	70	9	trained	train	VERB
fcis-6022	70	10	word	word	NOUN
fcis-6022	70	11	embeddings	embedding	NOUN
fcis-6022	70	12	is	be	AUX
fcis-6022	70	13	important	important	ADJ
fcis-6022	70	14	and	and	CCONJ
fcis-6022	70	15	plays	play	VERB
fcis-6022	70	16	a	a	DET
fcis-6022	70	17	crucial	crucial	ADJ
fcis-6022	70	18	role	role	NOUN
fcis-6022	70	19	in	in	ADP
fcis-6022	70	20	sentiment	sentiment	NOUN
fcis-6022	70	21	classification	classification	NOUN
fcis-6022	70	22	methods	method	NOUN
fcis-6022	70	23	.	.	PUNCT
fcis-6022	71	1	zhang	zhang	PROPN
fcis-6022	71	2	and	and	CCONJ
fcis-6022	71	3	wallace[39	wallace[39	PROPN
fcis-6022	71	4	]	]	PUNCT
fcis-6022	71	5	combined	combine	VERB
fcis-6022	71	6	pretrained	pretraine	VERB
fcis-6022	71	7	word2vec	word2vec	X
fcis-6022	71	8	and	and	CCONJ
fcis-6022	71	9	glove	glove	NOUN
fcis-6022	71	10	vectors	vector	NOUN
fcis-6022	71	11	in	in	ADP
fcis-6022	71	12	their	their	PRON
fcis-6022	71	13	deep	deep	ADJ
fcis-6022	71	14	learning	learning	NOUN
fcis-6022	71	15	model	model	NOUN
fcis-6022	71	16	,	,	PUNCT
fcis-6022	71	17	but	but	CCONJ
fcis-6022	71	18	with	with	ADP
fcis-6022	71	19	reduced	reduced	ADJ
fcis-6022	71	20	accuracy	accuracy	NOUN
fcis-6022	71	21	.	.	PUNCT
fcis-6022	72	1	due	due	ADP
fcis-6022	72	2	to	to	ADP
fcis-6022	72	3	time	time	NOUN
fcis-6022	72	4	constraints	constraint	NOUN
fcis-6022	72	5	or	or	CCONJ
fcis-6022	72	6	hardware	hardware	NOUN
fcis-6022	72	7	level	level	NOUN
fcis-6022	72	8	limitations	limitation	NOUN
fcis-6022	72	9	,	,	PUNCT
fcis-6022	72	10	in	in	ADP
fcis-6022	72	11	order	order	NOUN
fcis-6022	72	12	to	to	PART
fcis-6022	72	13	make	make	VERB
fcis-6022	72	14	better	well	ADJ
fcis-6022	72	15	use	use	NOUN
fcis-6022	72	16	of	of	ADP
fcis-6022	72	17	the	the	DET
fcis-6022	72	18	pre	pre	ADJ
fcis-6022	72	19	-	-	ADJ
fcis-6022	72	20	trained	train	VERB
fcis-6022	72	21	model	model	NOUN
fcis-6022	72	22	and	and	CCONJ
fcis-6022	72	23	to	to	PART
fcis-6022	72	24	better	well	ADV
fcis-6022	72	25	implement	implement	VERB
fcis-6022	72	26	fine	fine	ADV
fcis-6022	72	27	-	-	PUNCT
fcis-6022	72	28	grained	grain	VERB
fcis-6022	72	29	sentiment	sentiment	NOUN
fcis-6022	72	30	analysis	analysis	NOUN
fcis-6022	72	31	tasks	task	NOUN
fcis-6022	72	32	,	,	PUNCT
fcis-6022	72	33	we	we	PRON
fcis-6022	72	34	conducted	conduct	VERB
fcis-6022	72	35	an	an	DET
fcis-6022	72	36	in	in	ADP
fcis-6022	72	37	-	-	PUNCT
fcis-6022	72	38	depth	depth	NOUN
fcis-6022	72	39	study	study	NOUN
fcis-6022	72	40	to	to	PART
fcis-6022	72	41	improve	improve	VERB
fcis-6022	72	42	the	the	DET
fcis-6022	72	43	pre	pre	ADJ
fcis-6022	72	44	-	-	ADJ
fcis-6022	72	45	trained	train	VERB
fcis-6022	72	46	model	model	NOUN
fcis-6022	72	47	by	by	ADP
fcis-6022	72	48	incorporating	incorporate	VERB
fcis-6022	72	49	more	more	ADJ
fcis-6022	72	50	text	text	NOUN
fcis-6022	72	51	features	feature	NOUN
fcis-6022	72	52	to	to	PART
fcis-6022	72	53	achieve	achieve	VERB
fcis-6022	72	54	fine	fine	ADV
fcis-6022	72	55	-	-	PUNCT
fcis-6022	72	56	grained	grain	VERB
fcis-6022	72	57	aspect	aspect	NOUN
fcis-6022	72	58	-	-	PUNCT
fcis-6022	72	59	level	level	NOUN
fcis-6022	72	60	sentiment	sentiment	NOUN
fcis-6022	72	61	computation	computation	NOUN
fcis-6022	72	62	tasks	task	NOUN
fcis-6022	72	63	.	.	PUNCT
fcis-6022	73	1	3	3	X
fcis-6022	73	2	.	.	X
fcis-6022	73	3	research	research	NOUN
fcis-6022	73	4	on	on	ADP
fcis-6022	73	5	sentiment	sentiment	NOUN
fcis-6022	73	6	analysis	analysis	NOUN
fcis-6022	73	7	methods	method	NOUN
fcis-6022	73	8	for	for	ADP
fcis-6022	73	9	text	text	NOUN
fcis-6022	73	10	-	-	PUNCT
fcis-6022	73	11	oriented	orient	VERB
fcis-6022	73	12	data	datum	NOUN
fcis-6022	73	13	this	this	DET
fcis-6022	73	14	thesis	thesis	NOUN
fcis-6022	73	15	is	be	AUX
fcis-6022	73	16	oriented	orient	VERB
fcis-6022	73	17	towards	towards	ADP
fcis-6022	73	18	the	the	DET
fcis-6022	73	19	research	research	NOUN
fcis-6022	73	20	of	of	ADP
fcis-6022	73	21	sentiment	sentiment	NOUN
fcis-6022	73	22	analysis	analysis	NOUN
fcis-6022	73	23	methods	method	NOUN
fcis-6022	73	24	for	for	ADP
fcis-6022	73	25	text	text	NOUN
fcis-6022	73	26	data	datum	NOUN
fcis-6022	73	27	,	,	PUNCT
fcis-6022	73	28	in	in	ADP
fcis-6022	73	29	order	order	NOUN
fcis-6022	73	30	to	to	PART
fcis-6022	73	31	improve	improve	VERB
fcis-6022	73	32	the	the	DET
fcis-6022	73	33	accuracy	accuracy	NOUN
fcis-6022	73	34	,	,	PUNCT
fcis-6022	73	35	efficiency	efficiency	NOUN
fcis-6022	73	36	and	and	CCONJ
fcis-6022	73	37	cost	cost	NOUN
fcis-6022	73	38	reduction	reduction	NOUN
fcis-6022	73	39	of	of	ADP
fcis-6022	73	40	sentiment	sentiment	NOUN
fcis-6022	73	41	analysis	analysis	NOUN
fcis-6022	73	42	,	,	PUNCT
fcis-6022	73	43	with	with	ADP
fcis-6022	73	44	the	the	DET
fcis-6022	73	45	application	application	NOUN
fcis-6022	73	46	needs	need	NOUN
fcis-6022	73	47	of	of	ADP
fcis-6022	73	48	massive	massive	ADJ
fcis-6022	73	49	text	text	NOUN
fcis-6022	73	50	data	datum	NOUN
fcis-6022	73	51	as	as	ADP
fcis-6022	73	52	the	the	DET
fcis-6022	73	53	traction	traction	NOUN
fcis-6022	73	54	,	,	PUNCT
fcis-6022	73	55	focusing	focus	VERB
fcis-6022	73	56	on	on	ADP
fcis-6022	73	57	the	the	DET
fcis-6022	73	58	challenges	challenge	NOUN
fcis-6022	73	59	of	of	ADP
fcis-6022	73	60	text	text	NOUN
fcis-6022	73	61	sentiment	sentiment	NOUN
fcis-6022	73	62	computation	computation	NOUN
fcis-6022	73	63	theory	theory	NOUN
fcis-6022	73	64	,	,	PUNCT
fcis-6022	73	65	pre	pre	ADJ
fcis-6022	73	66	-	-	ADJ
fcis-6022	73	67	trained	train	VERB
fcis-6022	73	68	language	language	NOUN
fcis-6022	73	69	model	model	NOUN
fcis-6022	73	70	,	,	PUNCT
fcis-6022	73	71	aspect	aspect	NOUN
fcis-6022	73	72	-	-	PUNCT
fcis-6022	73	73	level	level	NOUN
fcis-6022	73	74	text	text	NOUN
fcis-6022	73	75	classification	classification	NOUN
fcis-6022	73	76	,	,	PUNCT
fcis-6022	73	77	knowledge	knowledge	NOUN
fcis-6022	73	78	graph	graph	NOUN
fcis-6022	73	79	semantic	semantic	ADJ
fcis-6022	73	80	understanding	understanding	NOUN
fcis-6022	73	81	and	and	CCONJ
fcis-6022	73	82	other	other	ADJ
fcis-6022	73	83	aspects	aspect	NOUN
fcis-6022	73	84	,	,	PUNCT
fcis-6022	73	85	focusing	focus	VERB
fcis-6022	73	86	on	on	ADP
fcis-6022	73	87	the	the	DET
fcis-6022	73	88	research	research	NOUN
fcis-6022	73	89	of	of	ADP
fcis-6022	73	90	text	text	NOUN
fcis-6022	73	91	sentiment	sentiment	NOUN
fcis-6022	73	92	computation	computation	NOUN
fcis-6022	73	93	theory	theory	NOUN
fcis-6022	73	94	,	,	PUNCT
fcis-6022	73	95	text	text	NOUN
fcis-6022	73	96	pre	pre	VERB
fcis-6022	73	97	-	-	ADJ
fcis-6022	73	98	trained	train	VERB
fcis-6022	73	99	language	language	NOUN
fcis-6022	73	100	model	model	NOUN
fcis-6022	73	101	,	,	PUNCT
fcis-6022	73	102	aspectlevel	aspectlevel	ADJ
fcis-6022	73	103	text	text	NOUN
fcis-6022	73	104	sentiment	sentiment	NOUN
fcis-6022	73	105	classification	classification	NOUN
fcis-6022	73	106	,	,	PUNCT
fcis-6022	73	107	the	the	DET
fcis-6022	73	108	study	study	NOUN
fcis-6022	73	109	focuses	focus	VERB
fcis-6022	73	110	on	on	ADP
fcis-6022	73	111	the	the	DET
fcis-6022	73	112	theory	theory	NOUN
fcis-6022	73	113	of	of	ADP
fcis-6022	73	114	text	text	NOUN
fcis-6022	73	115	sentiment	sentiment	NOUN
fcis-6022	73	116	computing	computing	NOUN
fcis-6022	73	117	,	,	PUNCT
fcis-6022	73	118	pre	pre	ADJ
fcis-6022	73	119	-	-	ADJ
fcis-6022	73	120	trained	train	VERB
fcis-6022	73	121	language	language	NOUN
fcis-6022	73	122	models	model	NOUN
fcis-6022	73	123	,	,	PUNCT
fcis-6022	73	124	aspect	aspect	NOUN
fcis-6022	73	125	-	-	PUNCT
fcis-6022	73	126	level	level	NOUN
fcis-6022	73	127	text	text	NOUN
fcis-6022	73	128	sentiment	sentiment	NOUN
fcis-6022	73	129	classification	classification	NOUN
fcis-6022	73	130	,	,	PUNCT
fcis-6022	73	131	and	and	CCONJ
fcis-6022	73	132	semantic	semantic	ADJ
fcis-6022	73	133	understanding	understanding	NOUN
fcis-6022	73	134	of	of	ADP
fcis-6022	73	135	text	text	NOUN
fcis-6022	73	136	based	base	VERB
fcis-6022	73	137	on	on	ADP
fcis-6022	73	138	knowledge	knowledge	NOUN
fcis-6022	73	139	graphs	graph	NOUN
fcis-6022	73	140	to	to	PART
fcis-6022	73	141	achieve	achieve	VERB
fcis-6022	73	142	high	high	ADJ
fcis-6022	73	143	accuracy	accuracy	NOUN
fcis-6022	73	144	and	and	CCONJ
fcis-6022	73	145	efficiency	efficiency	NOUN
fcis-6022	73	146	in	in	ADP
fcis-6022	73	147	text	text	NOUN
fcis-6022	73	148	sentiment	sentiment	NOUN
fcis-6022	73	149	classification	classification	NOUN
fcis-6022	73	150	.	.	PUNCT
fcis-6022	74	1	3.1	3.1	NUM
fcis-6022	74	2	.	.	PUNCT
fcis-6022	74	3	hot	hot	ADJ
fcis-6022	74	4	research	research	NOUN
fcis-6022	74	5	content	content	NOUN
fcis-6022	74	6	3.1.1	3.1.1	NUM
fcis-6022	74	7	.	.	PUNCT
fcis-6022	75	1	a	a	DET
fcis-6022	75	2	computational	computational	ADJ
fcis-6022	75	3	theory	theory	NOUN
fcis-6022	75	4	of	of	ADP
fcis-6022	75	5	textual	textual	ADJ
fcis-6022	75	6	emotion	emotion	NOUN
fcis-6022	75	7	.	.	PUNCT
fcis-6022	76	1	research	research	NOUN
fcis-6022	76	2	point	point	NOUN
fcis-6022	76	3	1	1	NUM
fcis-6022	76	4	focuses	focus	VERB
fcis-6022	76	5	on	on	ADP
fcis-6022	76	6	theories	theory	NOUN
fcis-6022	76	7	of	of	ADP
fcis-6022	76	8	textual	textual	ADJ
fcis-6022	76	9	affective	affective	NOUN
fcis-6022	76	10	computing	computing	NOUN
fcis-6022	76	11	.	.	PUNCT
fcis-6022	77	1	the	the	DET
fcis-6022	77	2	development	development	NOUN
fcis-6022	77	3	of	of	ADP
fcis-6022	77	4	affective	affective	ADJ
fcis-6022	77	5	computing	computing	NOUN
fcis-6022	77	6	research	research	NOUN
fcis-6022	77	7	relies	rely	VERB
fcis-6022	77	8	heavily	heavily	ADV
fcis-6022	77	9	on	on	ADP
fcis-6022	77	10	new	new	ADJ
fcis-6022	77	11	advances	advance	NOUN
fcis-6022	77	12	in	in	ADP
fcis-6022	77	13	the	the	DET
fcis-6022	77	14	study	study	NOUN
fcis-6022	77	15	of	of	ADP
fcis-6022	77	16	human	human	ADJ
fcis-6022	77	17	intelligence	intelligence	NOUN
fcis-6022	77	18	and	and	CCONJ
fcis-6022	77	19	emotion	emotion	NOUN
fcis-6022	77	20	in	in	ADP
fcis-6022	77	21	the	the	DET
fcis-6022	77	22	psychological	psychological	ADJ
fcis-6022	77	23	and	and	CCONJ
fcis-6022	77	24	cognitive	cognitive	ADJ
fcis-6022	77	25	sciences	science	NOUN
fcis-6022	77	26	.	.	PUNCT
fcis-6022	78	1	textual	textual	ADJ
fcis-6022	78	2	affective	affective	NOUN
fcis-6022	78	3	computing	computing	NOUN
fcis-6022	78	4	focuses	focus	VERB
fcis-6022	78	5	on	on	ADP
fcis-6022	78	6	the	the	DET
fcis-6022	78	7	correspondence	correspondence	NOUN
fcis-6022	78	8	between	between	ADP
fcis-6022	78	9	affective	affective	ADJ
fcis-6022	78	10	states	state	NOUN
fcis-6022	78	11	and	and	CCONJ
fcis-6022	78	12	textual	textual	ADJ
fcis-6022	78	13	information	information	NOUN
fcis-6022	78	14	,	,	PUNCT
fcis-6022	78	15	providing	provide	VERB
fcis-6022	78	16	clues	clue	NOUN
fcis-6022	78	17	to	to	ADP
fcis-6022	78	18	human	human	ADJ
fcis-6022	78	19	affective	affective	NOUN
fcis-6022	78	20	states	state	NOUN
fcis-6022	78	21	,	,	PUNCT
fcis-6022	78	22	finding	find	VERB
fcis-6022	78	23	features	feature	NOUN
fcis-6022	78	24	that	that	PRON
fcis-6022	78	25	can	can	AUX
fcis-6022	78	26	be	be	AUX
fcis-6022	78	27	extracted	extract	VERB
fcis-6022	78	28	by	by	ADP
fcis-6022	78	29	computers	computer	NOUN
fcis-6022	78	30	and	and	CCONJ
fcis-6022	78	31	using	use	VERB
fcis-6022	78	32	models	model	NOUN
fcis-6022	78	33	that	that	PRON
fcis-6022	78	34	can	can	AUX
fcis-6022	78	35	be	be	AUX
fcis-6022	78	36	used	use	VERB
fcis-6022	78	37	for	for	ADP
fcis-6022	78	38	affective	affective	ADJ
fcis-6022	78	39	classification	classification	NOUN
fcis-6022	78	40	,	,	PUNCT
fcis-6022	78	41	converting	convert	VERB
fcis-6022	78	42	natural	natural	ADJ
fcis-6022	78	43	language	language	NOUN
fcis-6022	78	44	text	text	NOUN
fcis-6022	78	45	in	in	ADP
fcis-6022	78	46	text	text	NOUN
fcis-6022	78	47	into	into	ADP
fcis-6022	78	48	a	a	DET
fcis-6022	78	49	form	form	NOUN
fcis-6022	78	50	that	that	PRON
fcis-6022	78	51	can	can	AUX
fcis-6022	78	52	be	be	AUX
fcis-6022	78	53	recognised	recognise	VERB
fcis-6022	78	54	and	and	CCONJ
fcis-6022	78	55	processed	process	VERB
fcis-6022	78	56	by	by	ADP
fcis-6022	78	57	computers	computer	NOUN
fcis-6022	78	58	,	,	PUNCT
fcis-6022	78	59	and	and	CCONJ
fcis-6022	78	60	using	use	VERB
fcis-6022	78	61	the	the	DET
fcis-6022	78	62	affective	affective	ADJ
fcis-6022	78	63	information	information	NOUN
fcis-6022	78	64	classification	classification	NOUN
fcis-6022	78	65	module	module	NOUN
fcis-6022	78	66	to	to	PART
fcis-6022	78	67	obtain	obtain	VERB
fcis-6022	78	68	computational	computational	ADJ
fcis-6022	78	69	results	result	NOUN
fcis-6022	78	70	.	.	PUNCT
fcis-6022	79	1	3.1.2	3.1.2	X
fcis-6022	79	2	.	.	PUNCT
fcis-6022	79	3	text	text	NOUN
fcis-6022	79	4	pre	pre	ADJ
fcis-6022	79	5	-	-	ADJ
fcis-6022	79	6	training	training	ADJ
fcis-6022	79	7	language	language	NOUN
fcis-6022	79	8	models	model	NOUN
fcis-6022	79	9	.	.	PUNCT
fcis-6022	80	1	pre	pre	VERB
fcis-6022	80	2	-	-	ADJ
fcis-6022	80	3	trained	train	VERB
fcis-6022	80	4	language	language	NOUN
fcis-6022	80	5	models	model	NOUN
fcis-6022	80	6	have	have	AUX
fcis-6022	80	7	developed	develop	VERB
fcis-6022	80	8	a	a	DET
fcis-6022	80	9	new	new	ADJ
fcis-6022	80	10	paradigm	paradigm	NOUN
fcis-6022	80	11	for	for	ADP
fcis-6022	80	12	natural	natural	ADJ
fcis-6022	80	13	language	language	NOUN
fcis-6022	80	14	processing	processing	NOUN
fcis-6022	80	15	:	:	PUNCT
fcis-6022	80	16	pre	pre	ADJ
fcis-6022	80	17	-	-	NOUN
fcis-6022	80	18	training	training	NOUN
fcis-6022	80	19	using	use	VERB
fcis-6022	80	20	large	large	ADJ
fcis-6022	80	21	text	text	NOUN
fcis-6022	80	22	corpora	corpora	NOUN
fcis-6022	80	23	,	,	PUNCT
fcis-6022	80	24	fine	fine	ADV
fcis-6022	80	25	-	-	PUNCT
fcis-6022	80	26	tuning	tune	VERB
fcis-6022	80	27	small	small	ADJ
fcis-6022	80	28	datasets	dataset	NOUN
fcis-6022	80	29	for	for	ADP
fcis-6022	80	30	specific	specific	ADJ
fcis-6022	80	31	tasks	task	NOUN
fcis-6022	80	32	,	,	PUNCT
fcis-6022	80	33	and	and	CCONJ
fcis-6022	80	34	reducing	reduce	VERB
fcis-6022	80	35	the	the	DET
fcis-6022	80	36	difficulty	difficulty	NOUN
fcis-6022	80	37	of	of	ADP
fcis-6022	80	38	individual	individual	ADJ
fcis-6022	80	39	natural	natural	ADJ
fcis-6022	80	40	language	language	NOUN
fcis-6022	80	41	processing	processing	NOUN
fcis-6022	80	42	tasks	task	NOUN
fcis-6022	80	43	.	.	PUNCT
fcis-6022	81	1	a	a	DET
fcis-6022	81	2	pre	pre	ADJ
fcis-6022	81	3	-	-	ADJ
fcis-6022	81	4	trained	train	VERB
fcis-6022	81	5	language	language	NOUN
fcis-6022	81	6	model	model	NOUN
fcis-6022	81	7	is	be	AUX
fcis-6022	81	8	a	a	DET
fcis-6022	81	9	sentencelevel	sentencelevel	NOUN
fcis-6022	81	10	representation	representation	NOUN
fcis-6022	81	11	of	of	ADP
fcis-6022	81	12	word	word	NOUN
fcis-6022	81	13	/	/	SYM
fcis-6022	81	14	word	word	NOUN
fcis-6022	81	15	embeddings	embedding	NOUN
fcis-6022	81	16	in	in	ADP
fcis-6022	81	17	context	context	NOUN
fcis-6022	81	18	,	,	PUNCT
fcis-6022	81	19	containing	contain	VERB
fcis-6022	81	20	rich	rich	ADJ
fcis-6022	81	21	syntactic	syntactic	ADJ
fcis-6022	81	22	and	and	CCONJ
fcis-6022	81	23	semantic	semantic	ADJ
fcis-6022	81	24	information	information	NOUN
fcis-6022	81	25	,	,	PUNCT
fcis-6022	81	26	which	which	PRON
fcis-6022	81	27	makes	make	VERB
fcis-6022	81	28	full	full	ADJ
fcis-6022	81	29	use	use	NOUN
fcis-6022	81	30	of	of	ADP
fcis-6022	81	31	a	a	DET
fcis-6022	81	32	large	large	ADJ
fcis-6022	81	33	-	-	PUNCT
fcis-6022	81	34	scale	scale	NOUN
fcis-6022	81	35	monolingual	monolingual	ADJ
fcis-6022	81	36	corpus	corpus	NOUN
fcis-6022	81	37	,	,	PUNCT
fcis-6022	81	38	allowing	allow	VERB
fcis-6022	81	39	the	the	DET
fcis-6022	81	40	modelling	modelling	NOUN
fcis-6022	81	41	of	of	ADP
fcis-6022	81	42	multiple	multiple	ADJ
fcis-6022	81	43	meanings	meaning	NOUN
fcis-6022	81	44	of	of	ADP
fcis-6022	81	45	a	a	DET
fcis-6022	81	46	word	word	NOUN
fcis-6022	81	47	and	and	CCONJ
fcis-6022	81	48	learning	learn	VERB
fcis-6022	81	49	rich	rich	ADJ
fcis-6022	81	50	semantic	semantic	ADJ
fcis-6022	81	51	knowledge	knowledge	NOUN
fcis-6022	81	52	from	from	ADP
fcis-6022	81	53	an	an	DET
fcis-6022	81	54	unbounded	unbounded	ADJ
fcis-6022	81	55	large	large	ADJ
fcis-6022	81	56	-	-	PUNCT
fcis-6022	81	57	scale	scale	NOUN
fcis-6022	81	58	monolingual	monolingual	ADJ
fcis-6022	81	59	corpus	corpus	NOUN
fcis-6022	81	60	.	.	PUNCT
fcis-6022	82	1	3.1.3	3.1.3	NUM
fcis-6022	82	2	.	.	PUNCT
fcis-6022	82	3	aspect	aspect	NOUN
fcis-6022	82	4	-	-	PUNCT
fcis-6022	82	5	level	level	NOUN
fcis-6022	82	6	text	text	NOUN
fcis-6022	82	7	sentiment	sentiment	NOUN
fcis-6022	82	8	classification	classification	NOUN
fcis-6022	82	9	.	.	PUNCT
fcis-6022	83	1	aspect	aspect	NOUN
fcis-6022	83	2	-	-	PUNCT
fcis-6022	83	3	level	level	NOUN
fcis-6022	83	4	sentiment	sentiment	NOUN
fcis-6022	83	5	analysis	analysis	NOUN
fcis-6022	83	6	is	be	AUX
fcis-6022	83	7	more	more	ADV
fcis-6022	83	8	granular	granular	ADJ
fcis-6022	83	9	,	,	PUNCT
fcis-6022	83	10	with	with	ADP
fcis-6022	83	11	the	the	DET
fcis-6022	83	12	task	task	NOUN
fcis-6022	83	13	of	of	ADP
fcis-6022	83	14	extracting	extract	VERB
fcis-6022	83	15	and	and	CCONJ
fcis-6022	83	16	summarizing	summarize	VERB
fcis-6022	83	17	people	people	NOUN
fcis-6022	83	18	's	's	PART
fcis-6022	83	19	opinions	opinion	NOUN
fcis-6022	83	20	about	about	ADP
fcis-6022	83	21	an	an	DET
fcis-6022	83	22	entity	entity	NOUN
fcis-6022	83	23	and	and	CCONJ
fcis-6022	83	24	the	the	DET
fcis-6022	83	25	characteristics	characteristic	NOUN
fcis-6022	83	26	of	of	ADP
fcis-6022	83	27	the	the	DET
fcis-6022	83	28	entity	entity	NOUN
fcis-6022	83	29	(	(	PUNCT
fcis-6022	83	30	the	the	DET
fcis-6022	83	31	target	target	NOUN
fcis-6022	83	32	)	)	PUNCT
fcis-6022	83	33	.	.	PUNCT
fcis-6022	84	1	aspect	aspect	NOUN
fcis-6022	84	2	-	-	PUNCT
fcis-6022	84	3	level	level	NOUN
fcis-6022	84	4	sentiment	sentiment	NOUN
fcis-6022	84	5	analysis	analysis	NOUN
fcis-6022	84	6	consists	consist	VERB
fcis-6022	84	7	of	of	ADP
fcis-6022	84	8	several	several	ADJ
fcis-6022	84	9	subtasks	subtask	NOUN
fcis-6022	84	10	,	,	PUNCT
fcis-6022	84	11	such	such	ADJ
fcis-6022	84	12	as	as	ADP
fcis-6022	84	13	aspect	aspect	NOUN
fcis-6022	84	14	extraction	extraction	NOUN
fcis-6022	84	15	,	,	PUNCT
fcis-6022	84	16	entity	entity	NOUN
fcis-6022	84	17	extraction	extraction	NOUN
fcis-6022	84	18	and	and	CCONJ
fcis-6022	84	19	aspect	aspect	NOUN
fcis-6022	84	20	sentiment	sentiment	NOUN
fcis-6022	84	21	classification	classification	NOUN
fcis-6022	84	22	.	.	PUNCT
fcis-6022	85	1	aspect	aspect	NOUN
fcis-6022	85	2	-	-	PUNCT
fcis-6022	85	3	level	level	NOUN
fcis-6022	85	4	sentiment	sentiment	NOUN
fcis-6022	85	5	classification	classification	NOUN
fcis-6022	85	6	takes	take	VERB
fcis-6022	85	7	into	into	ADP
fcis-6022	85	8	account	account	NOUN
fcis-6022	85	9	both	both	DET
fcis-6022	85	10	sentiment	sentiment	NOUN
fcis-6022	85	11	and	and	CCONJ
fcis-6022	85	12	topic	topic	NOUN
fcis-6022	85	13	information	information	NOUN
fcis-6022	85	14	.	.	PUNCT
fcis-6022	86	1	given	give	VERB
fcis-6022	86	2	a	a	DET
fcis-6022	86	3	sentence	sentence	NOUN
fcis-6022	86	4	and	and	CCONJ
fcis-6022	86	5	a	a	DET
fcis-6022	86	6	topic	topic	NOUN
fcis-6022	86	7	feature	feature	NOUN
fcis-6022	86	8	,	,	PUNCT
fcis-6022	86	9	aspect	aspect	NOUN
fcis-6022	86	10	-	-	PUNCT
fcis-6022	86	11	level	level	NOUN
fcis-6022	86	12	sentiment	sentiment	NOUN
fcis-6022	86	13	classification	classification	NOUN
fcis-6022	86	14	can	can	AUX
fcis-6022	86	15	infer	infer	VERB
fcis-6022	86	16	the	the	DET
fcis-6022	86	17	sentiment	sentiment	NOUN
fcis-6022	86	18	polarity	polarity	NOUN
fcis-6022	86	19	/	/	SYM
fcis-6022	86	20	proclivity	proclivity	NOUN
fcis-6022	86	21	of	of	ADP
fcis-6022	86	22	the	the	DET
fcis-6022	86	23	sentence	sentence	NOUN
fcis-6022	86	24	with	with	ADP
fcis-6022	86	25	respect	respect	NOUN
fcis-6022	86	26	to	to	ADP
fcis-6022	86	27	the	the	DET
fcis-6022	86	28	topic	topic	NOUN
fcis-6022	86	29	feature	feature	NOUN
fcis-6022	86	30	.	.	PUNCT
fcis-6022	87	1	the	the	DET
fcis-6022	87	2	modelling	model	VERB
fcis-6022	87	3	goal	goal	NOUN
fcis-6022	87	4	of	of	ADP
fcis-6022	87	5	aspect	aspect	NOUN
fcis-6022	87	6	-	-	PUNCT
fcis-6022	87	7	level	level	NOUN
fcis-6022	87	8	sentiment	sentiment	NOUN
fcis-6022	87	9	classification	classification	NOUN
fcis-6022	87	10	is	be	AUX
fcis-6022	87	11	difficult	difficult	ADJ
fcis-6022	87	12	to	to	PART
fcis-6022	87	13	correlate	correlate	VERB
fcis-6022	87	14	with	with	ADP
fcis-6022	87	15	the	the	DET
fcis-6022	87	16	semantic	semantic	ADJ
fcis-6022	87	17	relevance	relevance	NOUN
fcis-6022	87	18	of	of	ADP
fcis-6022	87	19	contextual	contextual	ADJ
fcis-6022	87	20	words	word	NOUN
fcis-6022	87	21	in	in	ADP
fcis-6022	87	22	the	the	DET
fcis-6022	87	23	context	context	NOUN
fcis-6022	87	24	.	.	PUNCT
fcis-6022	88	1	to	to	PART
fcis-6022	88	2	investigate	investigate	VERB
fcis-6022	88	3	how	how	SCONJ
fcis-6022	88	4	different	different	ADJ
fcis-6022	88	5	contextual	contextual	ADJ
fcis-6022	88	6	words	word	NOUN
fcis-6022	88	7	,	,	PUNCT
fcis-6022	88	8	have	have	VERB
fcis-6022	88	9	different	different	ADJ
fcis-6022	88	10	effects	effect	NOUN
fcis-6022	88	11	on	on	ADP
fcis-6022	88	12	the	the	DET
fcis-6022	88	13	sentiment	sentiment	NOUN
fcis-6022	88	14	polarity	polarity	NOUN
fcis-6022	88	15	of	of	ADP
fcis-6022	88	16	sentences	sentence	NOUN
fcis-6022	88	17	at	at	ADP
fcis-6022	88	18	the	the	DET
fcis-6022	88	19	target	target	NOUN
fcis-6022	88	20	feature	feature	NOUN
fcis-6022	88	21	.	.	PUNCT
fcis-6022	89	1	3.1.4	3.1.4	NUM
fcis-6022	89	2	.	.	PUNCT
fcis-6022	90	1	knowledge	knowledge	NOUN
fcis-6022	90	2	graph	graph	NOUN
fcis-6022	90	3	-	-	PUNCT
fcis-6022	90	4	based	base	VERB
fcis-6022	90	5	text	text	NOUN
fcis-6022	90	6	semantic	semantic	ADJ
fcis-6022	90	7	understanding	understanding	NOUN
fcis-6022	90	8	techniques	technique	NOUN
fcis-6022	90	9	.	.	PUNCT
fcis-6022	91	1	semantic	semantic	ADJ
fcis-6022	91	2	understanding	understanding	NOUN
fcis-6022	91	3	of	of	ADP
fcis-6022	91	4	text	text	NOUN
fcis-6022	91	5	based	base	VERB
fcis-6022	91	6	on	on	ADP
fcis-6022	91	7	knowledge	knowledge	NOUN
fcis-6022	91	8	graph	graph	NOUN
fcis-6022	91	9	is	be	AUX
fcis-6022	91	10	to	to	PART
fcis-6022	91	11	do	do	VERB
fcis-6022	91	12	all	all	PRON
fcis-6022	91	13	-	-	PUNCT
fcis-6022	91	14	round	round	ADJ
fcis-6022	91	15	parsing	parsing	NOUN
fcis-6022	91	16	of	of	ADP
fcis-6022	91	17	text	text	NOUN
fcis-6022	91	18	from	from	ADP
fcis-6022	91	19	the	the	DET
fcis-6022	91	20	knowledge	knowledge	NOUN
fcis-6022	91	21	dimensions	dimension	NOUN
fcis-6022	91	22	of	of	ADP
fcis-6022	91	23	entity	entity	NOUN
fcis-6022	91	24	,	,	PUNCT
fcis-6022	91	25	concept	concept	NOUN
fcis-6022	91	26	and	and	CCONJ
fcis-6022	91	27	relationship	relationship	NOUN
fcis-6022	91	28	to	to	PART
fcis-6022	91	29	help	help	VERB
fcis-6022	91	30	provide	provide	VERB
fcis-6022	91	31	the	the	DET
fcis-6022	91	32	semantic	semantic	ADJ
fcis-6022	91	33	knowledge	knowledge	NOUN
fcis-6022	91	34	required	require	VERB
fcis-6022	91	35	by	by	ADP
fcis-6022	91	36	the	the	DET
fcis-6022	91	37	application	application	NOUN
fcis-6022	91	38	.	.	PUNCT
fcis-6022	92	1	firstly	firstly	ADV
fcis-6022	92	2	,	,	PUNCT
fcis-6022	92	3	the	the	DET
fcis-6022	92	4	text	text	NOUN
fcis-6022	92	5	is	be	AUX
fcis-6022	92	6	annotated	annotate	VERB
fcis-6022	92	7	with	with	ADP
fcis-6022	92	8	entity	entity	NOUN
fcis-6022	92	9	classes	class	NOUN
fcis-6022	92	10	,	,	PUNCT
fcis-6022	92	11	then	then	ADV
fcis-6022	92	12	the	the	DET
fcis-6022	92	13	entities	entity	NOUN
fcis-6022	92	14	are	be	AUX
fcis-6022	92	15	associated	associate	VERB
fcis-6022	92	16	to	to	ADP
fcis-6022	92	17	the	the	DET
fcis-6022	92	18	knowledge	knowledge	NOUN
fcis-6022	92	19	graph	graph	NOUN
fcis-6022	92	20	,	,	PUNCT
fcis-6022	92	21	and	and	CCONJ
fcis-6022	92	22	the	the	DET
fcis-6022	92	23	corresponding	corresponding	ADJ
fcis-6022	92	24	information	information	NOUN
fcis-6022	92	25	of	of	ADP
fcis-6022	92	26	the	the	DET
fcis-6022	92	27	entities	entity	NOUN
fcis-6022	92	28	is	be	AUX
fcis-6022	92	29	obtained	obtain	VERB
fcis-6022	92	30	through	through	ADP
fcis-6022	92	31	the	the	DET
fcis-6022	92	32	associated	associated	ADJ
fcis-6022	92	33	relationships	relationship	NOUN
fcis-6022	92	34	as	as	ADV
fcis-6022	92	35	well	well	ADV
fcis-6022	92	36	as	as	ADP
fcis-6022	92	37	the	the	DET
fcis-6022	92	38	knowledge	knowledge	NOUN
fcis-6022	92	39	graph	graph	NOUN
fcis-6022	92	40	;	;	PUNCT
fcis-6022	92	41	secondly	secondly	ADV
fcis-6022	92	42	,	,	PUNCT
fcis-6022	92	43	conceptualization	conceptualization	NOUN
fcis-6022	92	44	is	be	AUX
fcis-6022	92	45	carried	carry	VERB
fcis-6022	92	46	out	out	ADP
fcis-6022	92	47	to	to	PART
fcis-6022	92	48	understand	understand	VERB
fcis-6022	92	49	the	the	DET
fcis-6022	92	50	knowledge	knowledge	NOUN
fcis-6022	92	51	behind	behind	ADP
fcis-6022	92	52	the	the	DET
fcis-6022	92	53	entities	entity	NOUN
fcis-6022	92	54	;	;	PUNCT
fcis-6022	92	55	finally	finally	ADV
fcis-6022	92	56	,	,	PUNCT
fcis-6022	92	57	the	the	DET
fcis-6022	92	58	relationships	relationship	NOUN
fcis-6022	92	59	between	between	ADP
fcis-6022	92	60	the	the	DET
fcis-6022	92	61	entities	entity	NOUN
fcis-6022	92	62	will	will	AUX
fcis-6022	92	63	be	be	AUX
fcis-6022	92	64	understood	understand	VERB
fcis-6022	92	65	,	,	PUNCT
fcis-6022	92	66	including	include	VERB
fcis-6022	92	67	the	the	DET
fcis-6022	92	68	attributes	attribute	NOUN
fcis-6022	92	69	and	and	CCONJ
fcis-6022	92	70	sides	side	NOUN
fcis-6022	92	71	of	of	ADP
fcis-6022	92	72	the	the	DET
fcis-6022	92	73	entities	entity	NOUN
fcis-6022	92	74	.	.	PUNCT
fcis-6022	93	1	the	the	DET
fcis-6022	93	2	semantic	semantic	ADJ
fcis-6022	93	3	understanding	understanding	NOUN
fcis-6022	93	4	of	of	ADP
fcis-6022	93	5	text	text	NOUN
fcis-6022	93	6	that	that	PRON
fcis-6022	93	7	builds	build	VERB
fcis-6022	93	8	the	the	DET
fcis-6022	93	9	knowledge	knowledge	NOUN
fcis-6022	93	10	graph	graph	NOUN
fcis-6022	93	11	will	will	AUX
fcis-6022	93	12	have	have	VERB
fcis-6022	93	13	technical	technical	ADJ
fcis-6022	93	14	features	feature	NOUN
fcis-6022	93	15	such	such	ADJ
fcis-6022	93	16	as	as	ADP
fcis-6022	93	17	semantic	semantic	ADJ
fcis-6022	93	18	disambiguation	disambiguation	NOUN
fcis-6022	93	19	,	,	PUNCT
fcis-6022	93	20	computable	computable	ADJ
fcis-6022	93	21	reasoning	reasoning	NOUN
fcis-6022	93	22	and	and	CCONJ
fcis-6022	93	23	generalizable	generalizable	ADJ
fcis-6022	93	24	interpretation	interpretation	NOUN
fcis-6022	93	25	.	.	PUNCT
fcis-6022	94	1	3.2	3.2	NUM
fcis-6022	94	2	.	.	PUNCT
fcis-6022	95	1	key	key	ADJ
fcis-6022	95	2	issues	issue	NOUN
fcis-6022	95	3	research	research	VERB
fcis-6022	95	4	3.2.1	3.2.1	NUM
fcis-6022	95	5	.	.	PUNCT
fcis-6022	96	1	textual	textual	ADJ
fcis-6022	96	2	affective	affective	ADJ
fcis-6022	96	3	computational	computational	ADJ
fcis-6022	96	4	theory	theory	NOUN
fcis-6022	96	5	reframes	reframe	VERB
fcis-6022	96	6	the	the	DET
fcis-6022	96	7	problem	problem	NOUN
fcis-6022	96	8	.	.	PUNCT
fcis-6022	97	1	how	how	SCONJ
fcis-6022	97	2	to	to	PART
fcis-6022	97	3	carry	carry	VERB
fcis-6022	97	4	out	out	ADP
fcis-6022	97	5	theoretical	theoretical	ADJ
fcis-6022	97	6	research	research	NOUN
fcis-6022	97	7	on	on	ADP
fcis-6022	97	8	textual	textual	ADJ
fcis-6022	97	9	affective	affective	NOUN
fcis-6022	97	10	computing	computing	NOUN
fcis-6022	97	11	in	in	ADP
fcis-6022	97	12	conjunction	conjunction	NOUN
fcis-6022	97	13	with	with	ADP
fcis-6022	97	14	theoretical	theoretical	ADJ
fcis-6022	97	15	research	research	NOUN
fcis-6022	97	16	on	on	ADP
fcis-6022	97	17	affective	affective	NOUN
fcis-6022	97	18	computing	computing	NOUN
fcis-6022	97	19	for	for	ADP
fcis-6022	97	20	textual	textual	ADJ
fcis-6022	97	21	data	datum	NOUN
fcis-6022	97	22	.	.	PUNCT
fcis-6022	98	1	through	through	ADP
fcis-6022	98	2	the	the	DET
fcis-6022	98	3	combination	combination	NOUN
fcis-6022	98	4	of	of	ADP
fcis-6022	98	5	computational	computational	ADJ
fcis-6022	98	6	science	science	NOUN
fcis-6022	98	7	with	with	ADP
fcis-6022	98	8	psychological	psychological	ADJ
fcis-6022	98	9	science	science	NOUN
fcis-6022	98	10	and	and	CCONJ
fcis-6022	98	11	cognitive	cognitive	ADJ
fcis-6022	98	12	science	science	NOUN
fcis-6022	98	13	,	,	PUNCT
fcis-6022	98	14	we	we	PRON
fcis-6022	98	15	study	study	VERB
fcis-6022	98	16	the	the	DET
fcis-6022	98	17	characteristics	characteristic	NOUN
fcis-6022	98	18	of	of	ADP
fcis-6022	98	19	emotion	emotion	NOUN
fcis-6022	98	20	during	during	ADP
fcis-6022	98	21	human	human	ADJ
fcis-6022	98	22	-	-	PUNCT
fcis-6022	98	23	human	human	NOUN
fcis-6022	98	24	interaction	interaction	NOUN
fcis-6022	98	25	and	and	CCONJ
fcis-6022	98	26	humancomputer	humancomputer	NOUN
fcis-6022	98	27	interaction	interaction	NOUN
fcis-6022	98	28	,	,	PUNCT
fcis-6022	98	29	design	design	VERB
fcis-6022	98	30	human	human	ADJ
fcis-6022	98	31	-	-	PUNCT
fcis-6022	98	32	computer	computer	NOUN
fcis-6022	98	33	interaction	interaction	NOUN
fcis-6022	98	34	environments	environment	NOUN
fcis-6022	98	35	with	with	ADP
fcis-6022	98	36	emotional	emotional	ADJ
fcis-6022	98	37	feedback	feedback	NOUN
fcis-6022	98	38	,	,	PUNCT
fcis-6022	98	39	study	study	VERB
fcis-6022	98	40	how	how	SCONJ
fcis-6022	98	41	to	to	PART
fcis-6022	98	42	acquire	acquire	VERB
fcis-6022	98	43	and	and	CCONJ
fcis-6022	98	44	model	model	VERB
fcis-6022	98	45	emotional	emotional	ADJ
fcis-6022	98	46	information	information	NOUN
fcis-6022	98	47	,	,	PUNCT
fcis-6022	98	48	and	and	CCONJ
fcis-6022	98	49	how	how	SCONJ
fcis-6022	98	50	to	to	PART
fcis-6022	98	51	better	well	ADV
fcis-6022	98	52	recognise	recognise	VERB
fcis-6022	98	53	emotion	emotion	NOUN
fcis-6022	98	54	and	and	CCONJ
fcis-6022	98	55	understand	understand	VERB
fcis-6022	98	56	and	and	CCONJ
fcis-6022	98	57	express	express	VERB
fcis-6022	98	58	emotion	emotion	NOUN
fcis-6022	98	59	.	.	PUNCT
fcis-6022	99	1	3.2.2	3.2.2	NUM
fcis-6022	99	2	.	.	PUNCT
fcis-6022	99	3	accuracy	accuracy	NOUN
fcis-6022	99	4	issues	issue	NOUN
fcis-6022	99	5	in	in	ADP
fcis-6022	99	6	text	text	NOUN
fcis-6022	99	7	pre	pre	ADJ
fcis-6022	99	8	-	-	ADJ
fcis-6022	99	9	training	training	ADJ
fcis-6022	99	10	language	language	NOUN
fcis-6022	99	11	models	model	NOUN
fcis-6022	99	12	.	.	PUNCT
fcis-6022	100	1	how	how	SCONJ
fcis-6022	100	2	to	to	PART
fcis-6022	100	3	better	well	ADV
fcis-6022	100	4	distinguish	distinguish	VERB
fcis-6022	100	5	the	the	DET
fcis-6022	100	6	different	different	ADJ
fcis-6022	100	7	semantics	semantic	NOUN
fcis-6022	100	8	of	of	ADP
fcis-6022	100	9	polysemous	polysemous	ADJ
fcis-6022	100	10	words	word	NOUN
fcis-6022	100	11	/	/	SYM
fcis-6022	100	12	words	word	NOUN
fcis-6022	100	13	and	and	CCONJ
fcis-6022	100	14	understand	understand	VERB
fcis-6022	100	15	complex	complex	ADJ
fcis-6022	100	16	contexts	context	NOUN
fcis-6022	100	17	45	45	NUM
fcis-6022	100	18	for	for	ADP
fcis-6022	100	19	more	more	ADV
fcis-6022	100	20	accurate	accurate	ADJ
fcis-6022	100	21	text	text	NOUN
fcis-6022	100	22	representation	representation	NOUN
fcis-6022	100	23	,	,	PUNCT
fcis-6022	100	24	and	and	CCONJ
fcis-6022	100	25	how	how	SCONJ
fcis-6022	100	26	to	to	PART
fcis-6022	100	27	improve	improve	VERB
fcis-6022	100	28	the	the	DET
fcis-6022	100	29	accuracy	accuracy	NOUN
fcis-6022	100	30	of	of	ADP
fcis-6022	100	31	pre	pre	ADJ
fcis-6022	100	32	-	-	ADJ
fcis-6022	100	33	trained	train	VERB
fcis-6022	100	34	languages	language	NOUN
fcis-6022	100	35	to	to	PART
fcis-6022	100	36	improve	improve	VERB
fcis-6022	100	37	sentiment	sentiment	NOUN
fcis-6022	100	38	classification	classification	NOUN
fcis-6022	100	39	calculations	calculation	NOUN
fcis-6022	100	40	.	.	PUNCT
fcis-6022	101	1	how	how	SCONJ
fcis-6022	101	2	to	to	PART
fcis-6022	101	3	use	use	VERB
fcis-6022	101	4	pre	pre	ADJ
fcis-6022	101	5	-	-	ADJ
fcis-6022	101	6	trained	train	VERB
fcis-6022	101	7	models	model	NOUN
fcis-6022	101	8	as	as	ADP
fcis-6022	101	9	benchmarks	benchmark	NOUN
fcis-6022	101	10	to	to	PART
fcis-6022	101	11	improve	improve	VERB
fcis-6022	101	12	existing	exist	VERB
fcis-6022	101	13	models	model	NOUN
fcis-6022	101	14	for	for	ADP
fcis-6022	101	15	more	more	ADV
fcis-6022	101	16	accurate	accurate	ADJ
fcis-6022	101	17	text	text	NOUN
fcis-6022	101	18	sentiment	sentiment	NOUN
fcis-6022	101	19	computation	computation	NOUN
fcis-6022	101	20	due	due	ADP
fcis-6022	101	21	to	to	ADP
fcis-6022	101	22	time	time	NOUN
fcis-6022	101	23	constraints	constraint	NOUN
fcis-6022	101	24	or	or	CCONJ
fcis-6022	101	25	hardware	hardware	NOUN
fcis-6022	101	26	level	level	NOUN
fcis-6022	101	27	limitations	limitation	NOUN
fcis-6022	101	28	.	.	PUNCT
fcis-6022	102	1	3.2.3	3.2.3	X
fcis-6022	102	2	.	.	X
fcis-6022	102	3	aspect	aspect	NOUN
fcis-6022	102	4	-	-	PUNCT
fcis-6022	102	5	level	level	NOUN
fcis-6022	102	6	textual	textual	ADJ
fcis-6022	102	7	emotion	emotion	NOUN
fcis-6022	102	8	object	object	NOUN
fcis-6022	102	9	recognition	recognition	NOUN
fcis-6022	102	10	issues	issue	NOUN
fcis-6022	102	11	.	.	PUNCT
fcis-6022	103	1	a	a	DET
fcis-6022	103	2	key	key	ADJ
fcis-6022	103	3	step	step	NOUN
fcis-6022	103	4	in	in	ADP
fcis-6022	103	5	text	text	NOUN
fcis-6022	103	6	sentiment	sentiment	NOUN
fcis-6022	103	7	computing	compute	VERB
fcis-6022	103	8	is	be	AUX
fcis-6022	103	9	sentiment	sentiment	NOUN
fcis-6022	103	10	object	object	NOUN
fcis-6022	103	11	recognition	recognition	NOUN
fcis-6022	103	12	.	.	PUNCT
fcis-6022	104	1	sentiment	sentiment	NOUN
fcis-6022	104	2	objects	object	NOUN
fcis-6022	104	3	include	include	VERB
fcis-6022	104	4	both	both	DET
fcis-6022	104	5	fine	fine	ADV
fcis-6022	104	6	-	-	PUNCT
fcis-6022	104	7	grained	grain	VERB
fcis-6022	104	8	sentiment	sentiment	NOUN
fcis-6022	104	9	object	object	VERB
fcis-6022	104	10	recognition	recognition	NOUN
fcis-6022	104	11	and	and	CCONJ
fcis-6022	104	12	implicit	implicit	ADJ
fcis-6022	104	13	sentiment	sentiment	NOUN
fcis-6022	104	14	object	object	NOUN
fcis-6022	104	15	recognition	recognition	NOUN
fcis-6022	104	16	.	.	PUNCT
fcis-6022	105	1	in	in	ADP
fcis-6022	105	2	textual	textual	ADJ
fcis-6022	105	3	data	datum	NOUN
fcis-6022	105	4	,	,	PUNCT
fcis-6022	105	5	a	a	DET
fcis-6022	105	6	sentence	sentence	NOUN
fcis-6022	105	7	usually	usually	ADV
fcis-6022	105	8	contains	contain	VERB
fcis-6022	105	9	multiple	multiple	ADJ
fcis-6022	105	10	objects	object	NOUN
fcis-6022	105	11	,	,	PUNCT
fcis-6022	105	12	each	each	PRON
fcis-6022	105	13	holding	hold	VERB
fcis-6022	105	14	different	different	ADJ
fcis-6022	105	15	sentiment	sentiment	NOUN
fcis-6022	105	16	tendencies	tendency	NOUN
fcis-6022	105	17	.	.	PUNCT
fcis-6022	106	1	depending	depend	VERB
fcis-6022	106	2	on	on	ADP
fcis-6022	106	3	the	the	DET
fcis-6022	106	4	characteristics	characteristic	NOUN
fcis-6022	106	5	of	of	ADP
fcis-6022	106	6	the	the	DET
fcis-6022	106	7	data	datum	NOUN
fcis-6022	106	8	,	,	PUNCT
fcis-6022	106	9	it	it	PRON
fcis-6022	106	10	is	be	AUX
fcis-6022	106	11	a	a	DET
fcis-6022	106	12	challenge	challenge	NOUN
fcis-6022	106	13	to	to	PART
fcis-6022	106	14	construct	construct	VERB
fcis-6022	106	15	a	a	DET
fcis-6022	106	16	suitable	suitable	ADJ
fcis-6022	106	17	model	model	NOUN
fcis-6022	106	18	to	to	PART
fcis-6022	106	19	solve	solve	VERB
fcis-6022	106	20	the	the	DET
fcis-6022	106	21	problem	problem	NOUN
fcis-6022	106	22	of	of	ADP
fcis-6022	106	23	object	object	NOUN
fcis-6022	106	24	recognition	recognition	NOUN
fcis-6022	106	25	and	and	CCONJ
fcis-6022	106	26	sentiment	sentiment	NOUN
fcis-6022	106	27	tendency	tendency	NOUN
fcis-6022	106	28	determination	determination	NOUN
fcis-6022	106	29	.	.	PUNCT
fcis-6022	107	1	3.2.4	3.2.4	X
fcis-6022	107	2	.	.	PUNCT
fcis-6022	107	3	multidimensional	multidimensional	ADJ
fcis-6022	107	4	semantic	semantic	ADJ
fcis-6022	107	5	disambiguation	disambiguation	NOUN
fcis-6022	107	6	issues	issue	NOUN
fcis-6022	107	7	for	for	ADP
fcis-6022	107	8	knowledge	knowledge	NOUN
fcis-6022	107	9	enhancement	enhancement	NOUN
fcis-6022	107	10	.	.	PUNCT
fcis-6022	108	1	to	to	PART
fcis-6022	108	2	address	address	VERB
fcis-6022	108	3	the	the	DET
fcis-6022	108	4	problem	problem	NOUN
fcis-6022	108	5	of	of	ADP
fcis-6022	108	6	semantic	semantic	ADJ
fcis-6022	108	7	disambiguation	disambiguation	NOUN
fcis-6022	108	8	in	in	ADP
fcis-6022	108	9	the	the	DET
fcis-6022	108	10	semantic	semantic	ADJ
fcis-6022	108	11	understanding	understanding	NOUN
fcis-6022	108	12	of	of	ADP
fcis-6022	108	13	knowledge	knowledge	NOUN
fcis-6022	108	14	graph	graph	NOUN
fcis-6022	108	15	text	text	NOUN
fcis-6022	108	16	,	,	PUNCT
fcis-6022	108	17	how	how	SCONJ
fcis-6022	108	18	the	the	DET
fcis-6022	108	19	text	text	NOUN
fcis-6022	108	20	can	can	AUX
fcis-6022	108	21	be	be	AUX
fcis-6022	108	22	parsed	parse	VERB
fcis-6022	108	23	from	from	ADP
fcis-6022	108	24	the	the	DET
fcis-6022	108	25	knowledge	knowledge	NOUN
fcis-6022	108	26	dimensions	dimension	NOUN
fcis-6022	108	27	of	of	ADP
fcis-6022	108	28	entities	entity	NOUN
fcis-6022	108	29	,	,	PUNCT
fcis-6022	108	30	concepts	concept	NOUN
fcis-6022	108	31	and	and	CCONJ
fcis-6022	108	32	relationships	relationship	NOUN
fcis-6022	108	33	to	to	PART
fcis-6022	108	34	do	do	VERB
fcis-6022	108	35	a	a	DET
fcis-6022	108	36	full	full	ADJ
fcis-6022	108	37	range	range	NOUN
fcis-6022	108	38	of	of	ADP
fcis-6022	108	39	parsing	parse	VERB
fcis-6022	108	40	to	to	PART
fcis-6022	108	41	help	help	VERB
fcis-6022	108	42	provide	provide	VERB
fcis-6022	108	43	the	the	DET
fcis-6022	108	44	semantic	semantic	ADJ
fcis-6022	108	45	knowledge	knowledge	NOUN
fcis-6022	108	46	required	require	VERB
fcis-6022	108	47	for	for	ADP
fcis-6022	108	48	applications	application	NOUN
fcis-6022	108	49	and	and	CCONJ
fcis-6022	108	50	establish	establish	VERB
fcis-6022	108	51	the	the	DET
fcis-6022	108	52	semantic	semantic	ADJ
fcis-6022	108	53	understanding	understanding	NOUN
fcis-6022	108	54	of	of	ADP
fcis-6022	108	55	text	text	NOUN
fcis-6022	108	56	for	for	ADP
fcis-6022	108	57	knowledge	knowledge	NOUN
fcis-6022	108	58	graph	graph	NOUN
fcis-6022	108	59	.	.	PUNCT
fcis-6022	109	1	3.3	3.3	NUM
fcis-6022	109	2	.	.	PUNCT
fcis-6022	110	1	commonly	commonly	ADV
fcis-6022	110	2	used	use	VERB
fcis-6022	110	3	experimental	experimental	ADJ
fcis-6022	110	4	methods	method	NOUN
fcis-6022	110	5	research	research	NOUN
fcis-6022	110	6	methods	method	NOUN
fcis-6022	110	7	used	use	VERB
fcis-6022	110	8	the	the	DET
fcis-6022	110	9	research	research	NOUN
fcis-6022	110	10	for	for	ADP
fcis-6022	110	11	this	this	DET
fcis-6022	110	12	thesis	thesis	NOUN
fcis-6022	110	13	is	be	AUX
fcis-6022	110	14	based	base	VERB
fcis-6022	110	15	on	on	ADP
fcis-6022	110	16	literature	literature	NOUN
fcis-6022	110	17	research	research	NOUN
fcis-6022	110	18	,	,	PUNCT
fcis-6022	110	19	experimental	experimental	ADJ
fcis-6022	110	20	research	research	NOUN
fcis-6022	110	21	,	,	PUNCT
fcis-6022	110	22	cross	cross	ADJ
fcis-6022	110	23	-	-	ADJ
fcis-6022	110	24	sectional	sectional	ADJ
fcis-6022	110	25	research	research	NOUN
fcis-6022	110	26	and	and	CCONJ
fcis-6022	110	27	empirical	empirical	ADJ
fcis-6022	110	28	findings	finding	NOUN
fcis-6022	110	29	.	.	PUNCT
fcis-6022	111	1	3.3.1	3.3.1	X
fcis-6022	111	2	.	.	X
fcis-6022	111	3	literature	literature	NOUN
fcis-6022	111	4	research	research	NOUN
fcis-6022	111	5	method	method	NOUN
fcis-6022	111	6	.	.	PUNCT
fcis-6022	112	1	a	a	DET
fcis-6022	112	2	method	method	NOUN
fcis-6022	112	3	of	of	ADP
fcis-6022	112	4	obtaining	obtain	VERB
fcis-6022	112	5	information	information	NOUN
fcis-6022	112	6	through	through	ADP
fcis-6022	112	7	a	a	DET
fcis-6022	112	8	survey	survey	NOUN
fcis-6022	112	9	of	of	ADP
fcis-6022	112	10	the	the	DET
fcis-6022	112	11	literature	literature	NOUN
fcis-6022	112	12	in	in	ADP
fcis-6022	112	13	order	order	NOUN
fcis-6022	112	14	to	to	PART
fcis-6022	112	15	gain	gain	VERB
fcis-6022	112	16	a	a	DET
fcis-6022	112	17	better	well	ADJ
fcis-6022	112	18	understanding	understanding	NOUN
fcis-6022	112	19	of	of	ADP
fcis-6022	112	20	the	the	DET
fcis-6022	112	21	history	history	NOUN
fcis-6022	112	22	and	and	CCONJ
fcis-6022	112	23	current	current	ADJ
fcis-6022	112	24	status	status	NOUN
fcis-6022	112	25	of	of	ADP
fcis-6022	112	26	the	the	DET
fcis-6022	112	27	issue	issue	NOUN
fcis-6022	112	28	and	and	CCONJ
fcis-6022	112	29	to	to	PART
fcis-6022	112	30	help	help	VERB
fcis-6022	112	31	define	define	VERB
fcis-6022	112	32	the	the	DET
fcis-6022	112	33	research	research	NOUN
fcis-6022	112	34	topic	topic	NOUN
fcis-6022	112	35	,	,	PUNCT
fcis-6022	112	36	so	so	SCONJ
fcis-6022	112	37	as	as	SCONJ
fcis-6022	112	38	to	to	PART
fcis-6022	112	39	gain	gain	VERB
fcis-6022	112	40	a	a	DET
fcis-6022	112	41	comprehensive	comprehensive	ADJ
fcis-6022	112	42	and	and	CCONJ
fcis-6022	112	43	correct	correct	ADJ
fcis-6022	112	44	understanding	understanding	NOUN
fcis-6022	112	45	of	of	ADP
fcis-6022	112	46	the	the	DET
fcis-6022	112	47	problem	problem	NOUN
fcis-6022	112	48	to	to	PART
fcis-6022	112	49	be	be	AUX
fcis-6022	112	50	studied	study	VERB
fcis-6022	112	51	,	,	PUNCT
fcis-6022	112	52	in	in	ADP
fcis-6022	112	53	accordance	accordance	NOUN
fcis-6022	112	54	with	with	ADP
fcis-6022	112	55	the	the	DET
fcis-6022	112	56	content	content	NOUN
fcis-6022	112	57	and	and	CCONJ
fcis-6022	112	58	purpose	purpose	NOUN
fcis-6022	112	59	of	of	ADP
fcis-6022	112	60	the	the	DET
fcis-6022	112	61	research	research	NOUN
fcis-6022	112	62	project	project	NOUN
fcis-6022	112	63	"	"	PUNCT
fcis-6022	112	64	sentiment	sentiment	NOUN
fcis-6022	112	65	analysis	analysis	NOUN
fcis-6022	112	66	methods	method	NOUN
fcis-6022	112	67	for	for	ADP
fcis-6022	112	68	textual	textual	ADJ
fcis-6022	112	69	data	datum	NOUN
fcis-6022	112	70	"	"	PUNCT
fcis-6022	112	71	.	.	PUNCT
fcis-6022	113	1	3.3.2	3.3.2	X
fcis-6022	113	2	.	.	PUNCT
fcis-6022	114	1	the	the	DET
fcis-6022	114	2	experimental	experimental	ADJ
fcis-6022	114	3	research	research	NOUN
fcis-6022	114	4	method	method	NOUN
fcis-6022	114	5	.	.	PUNCT
fcis-6022	115	1	the	the	DET
fcis-6022	115	2	experimental	experimental	ADJ
fcis-6022	115	3	research	research	NOUN
fcis-6022	115	4	method	method	NOUN
fcis-6022	115	5	is	be	AUX
fcis-6022	115	6	an	an	DET
fcis-6022	115	7	important	important	ADJ
fcis-6022	115	8	method	method	NOUN
fcis-6022	115	9	of	of	ADP
fcis-6022	115	10	researching	research	VERB
fcis-6022	115	11	a	a	DET
fcis-6022	115	12	subject	subject	NOUN
fcis-6022	115	13	.	.	PUNCT
fcis-6022	116	1	the	the	DET
fcis-6022	116	2	experimental	experimental	ADJ
fcis-6022	116	3	research	research	NOUN
fcis-6022	116	4	method	method	NOUN
fcis-6022	116	5	was	be	AUX
fcis-6022	116	6	first	first	ADV
fcis-6022	116	7	used	use	VERB
fcis-6022	116	8	in	in	ADP
fcis-6022	116	9	the	the	DET
fcis-6022	116	10	natural	natural	ADJ
fcis-6022	116	11	sciences	science	NOUN
fcis-6022	116	12	and	and	CCONJ
fcis-6022	116	13	has	have	AUX
fcis-6022	116	14	become	become	VERB
fcis-6022	116	15	its	its	PRON
fcis-6022	116	16	main	main	ADJ
fcis-6022	116	17	research	research	NOUN
fcis-6022	116	18	method	method	NOUN
fcis-6022	116	19	.	.	PUNCT
fcis-6022	117	1	it	it	PRON
fcis-6022	117	2	is	be	AUX
fcis-6022	117	3	a	a	DET
fcis-6022	117	4	method	method	NOUN
fcis-6022	117	5	of	of	ADP
fcis-6022	117	6	drawing	draw	VERB
fcis-6022	117	7	certain	certain	ADJ
fcis-6022	117	8	scientific	scientific	ADJ
fcis-6022	117	9	conclusions	conclusion	NOUN
fcis-6022	117	10	by	by	ADP
fcis-6022	117	11	carrying	carry	VERB
fcis-6022	117	12	out	out	ADP
fcis-6022	117	13	planned	plan	VERB
fcis-6022	117	14	practice	practice	NOUN
fcis-6022	117	15	based	base	VERB
fcis-6022	117	16	on	on	ADP
fcis-6022	117	17	certain	certain	ADJ
fcis-6022	117	18	theories	theory	NOUN
fcis-6022	117	19	or	or	CCONJ
fcis-6022	117	20	hypotheses	hypothesis	NOUN
fcis-6022	117	21	and	and	CCONJ
fcis-6022	117	22	testing	test	VERB
fcis-6022	117	23	them	they	PRON
fcis-6022	117	24	through	through	ADP
fcis-6022	117	25	experimental	experimental	ADJ
fcis-6022	117	26	operations	operation	NOUN
fcis-6022	117	27	.	.	PUNCT
fcis-6022	118	1	3.3.3	3.3.3	X
fcis-6022	118	2	.	.	PUNCT
fcis-6022	119	1	the	the	DET
fcis-6022	119	2	cross	cross	ADJ
fcis-6022	119	3	-	-	ADJ
fcis-6022	119	4	sectional	sectional	ADJ
fcis-6022	119	5	approach	approach	NOUN
fcis-6022	119	6	.	.	PUNCT
fcis-6022	120	1	a	a	DET
fcis-6022	120	2	comprehensive	comprehensive	ADJ
fcis-6022	120	3	approach	approach	NOUN
fcis-6022	120	4	to	to	ADP
fcis-6022	120	5	a	a	DET
fcis-6022	120	6	subject	subject	NOUN
fcis-6022	120	7	using	use	VERB
fcis-6022	120	8	theories	theory	NOUN
fcis-6022	120	9	,	,	PUNCT
fcis-6022	120	10	methods	method	NOUN
fcis-6022	120	11	and	and	CCONJ
fcis-6022	120	12	results	result	NOUN
fcis-6022	120	13	from	from	ADP
fcis-6022	120	14	multiple	multiple	ADJ
fcis-6022	120	15	disciplines	discipline	NOUN
fcis-6022	120	16	,	,	PUNCT
fcis-6022	120	17	also	also	ADV
fcis-6022	120	18	known	know	VERB
fcis-6022	120	19	as	as	ADP
fcis-6022	120	20	the	the	DET
fcis-6022	120	21	'	'	PUNCT
fcis-6022	120	22	cross	cross	ADJ
fcis-6022	120	23	-	-	ADJ
fcis-6022	120	24	research	research	ADJ
fcis-6022	120	25	method	method	NOUN
fcis-6022	120	26	'	'	PUNCT
fcis-6022	120	27	.	.	PUNCT
fcis-6022	121	1	the	the	DET
fcis-6022	121	2	interdisciplinary	interdisciplinary	ADJ
fcis-6022	121	3	approach	approach	NOUN
fcis-6022	121	4	refers	refer	VERB
fcis-6022	121	5	to	to	ADP
fcis-6022	121	6	the	the	DET
fcis-6022	121	7	interpenetration	interpenetration	NOUN
fcis-6022	121	8	of	of	ADP
fcis-6022	121	9	disciplines	discipline	NOUN
fcis-6022	121	10	,	,	PUNCT
fcis-6022	121	11	which	which	PRON
fcis-6022	121	12	simply	simply	ADV
fcis-6022	121	13	means	mean	VERB
fcis-6022	121	14	that	that	SCONJ
fcis-6022	121	15	the	the	DET
fcis-6022	121	16	disciplines	discipline	NOUN
fcis-6022	121	17	are	be	AUX
fcis-6022	121	18	no	no	ADV
fcis-6022	121	19	longer	long	ADV
fcis-6022	121	20	based	base	VERB
fcis-6022	121	21	on	on	ADP
fcis-6022	121	22	the	the	DET
fcis-6022	121	23	knowledge	knowledge	NOUN
fcis-6022	121	24	of	of	ADP
fcis-6022	121	25	one	one	NUM
fcis-6022	121	26	discipline	discipline	NOUN
fcis-6022	121	27	alone	alone	ADV
fcis-6022	121	28	,	,	PUNCT
fcis-6022	121	29	but	but	CCONJ
fcis-6022	121	30	rather	rather	ADV
fcis-6022	121	31	form	form	VERB
fcis-6022	121	32	a	a	DET
fcis-6022	121	33	situation	situation	NOUN
fcis-6022	121	34	in	in	ADP
fcis-6022	121	35	which	which	PRON
fcis-6022	121	36	you	you	PRON
fcis-6022	121	37	have	have	VERB
fcis-6022	121	38	me	i	PRON
fcis-6022	121	39	and	and	CCONJ
fcis-6022	121	40	i	i	PRON
fcis-6022	121	41	have	have	VERB
fcis-6022	121	42	you	you	PRON
fcis-6022	121	43	.	.	PUNCT
fcis-6022	122	1	3.3.4	3.3.4	X
fcis-6022	122	2	.	.	PUNCT
fcis-6022	123	1	summary	summary	NOUN
fcis-6022	123	2	of	of	ADP
fcis-6022	123	3	experience	experience	NOUN
fcis-6022	123	4	method	method	NOUN
fcis-6022	123	5	.	.	PUNCT
fcis-6022	124	1	based	base	VERB
fcis-6022	124	2	on	on	ADP
fcis-6022	124	3	one	one	PRON
fcis-6022	124	4	's	's	PART
fcis-6022	124	5	accumulated	accumulate	VERB
fcis-6022	124	6	technical	technical	ADJ
fcis-6022	124	7	experience	experience	NOUN
fcis-6022	124	8	combined	combine	VERB
fcis-6022	124	9	with	with	ADP
fcis-6022	124	10	relevant	relevant	ADJ
fcis-6022	124	11	theoretical	theoretical	ADJ
fcis-6022	124	12	research	research	NOUN
fcis-6022	124	13	on	on	ADP
fcis-6022	124	14	the	the	DET
fcis-6022	124	15	research	research	NOUN
fcis-6022	124	16	object	object	NOUN
fcis-6022	124	17	to	to	PART
fcis-6022	124	18	share	share	VERB
fcis-6022	124	19	,	,	PUNCT
fcis-6022	124	20	from	from	ADP
fcis-6022	124	21	a	a	DET
fcis-6022	124	22	large	large	ADJ
fcis-6022	124	23	amount	amount	NOUN
fcis-6022	124	24	of	of	ADP
fcis-6022	124	25	research	research	NOUN
fcis-6022	124	26	information	information	NOUN
fcis-6022	124	27	to	to	PART
fcis-6022	124	28	summaries	summarie	VERB
fcis-6022	124	29	the	the	DET
fcis-6022	124	30	pattern	pattern	NOUN
fcis-6022	124	31	,	,	PUNCT
fcis-6022	124	32	and	and	CCONJ
fcis-6022	124	33	through	through	ADP
fcis-6022	124	34	the	the	DET
fcis-6022	124	35	research	research	NOUN
fcis-6022	124	36	results	result	NOUN
fcis-6022	124	37	to	to	PART
fcis-6022	124	38	verify	verify	VERB
fcis-6022	124	39	and	and	CCONJ
fcis-6022	124	40	enhance	enhance	VERB
fcis-6022	124	41	the	the	DET
fcis-6022	124	42	hypothesis	hypothesis	NOUN
fcis-6022	124	43	.	.	PUNCT
fcis-6022	125	1	3.4	3.4	NUM
fcis-6022	125	2	.	.	PUNCT
fcis-6022	126	1	technical	technical	ADJ
fcis-6022	126	2	lines	line	NOUN
fcis-6022	126	3	3.4.1	3.4.1	NUM
fcis-6022	126	4	.	.	PUNCT
fcis-6022	127	1	a	a	DET
fcis-6022	127	2	computational	computational	ADJ
fcis-6022	127	3	theory	theory	NOUN
fcis-6022	127	4	of	of	ADP
fcis-6022	127	5	textual	textual	ADJ
fcis-6022	127	6	emotion	emotion	NOUN
fcis-6022	127	7	.	.	PUNCT
fcis-6022	128	1	research	research	NOUN
fcis-6022	128	2	point	point	NOUN
fcis-6022	128	3	one	one	PRON
fcis-6022	128	4	proposes	propose	VERB
fcis-6022	128	5	to	to	PART
fcis-6022	128	6	expand	expand	VERB
fcis-6022	128	7	the	the	DET
fcis-6022	128	8	theory	theory	NOUN
fcis-6022	128	9	of	of	ADP
fcis-6022	128	10	textual	textual	ADJ
fcis-6022	128	11	emotion	emotion	NOUN
fcis-6022	128	12	computing	compute	VERB
fcis-6022	128	13	by	by	ADP
fcis-6022	128	14	building	build	VERB
fcis-6022	128	15	on	on	ADP
fcis-6022	128	16	existing	exist	VERB
fcis-6022	128	17	theories	theory	NOUN
fcis-6022	128	18	of	of	ADP
fcis-6022	128	19	emotion	emotion	NOUN
fcis-6022	128	20	computing	computing	NOUN
fcis-6022	128	21	.	.	PUNCT
fcis-6022	129	1	text	text	NOUN
fcis-6022	129	2	sentiment	sentiment	NOUN
fcis-6022	129	3	computing	computing	NOUN
fcis-6022	129	4	focuses	focus	VERB
fcis-6022	129	5	on	on	ADP
fcis-6022	129	6	the	the	DET
fcis-6022	129	7	correspondence	correspondence	NOUN
fcis-6022	129	8	between	between	ADP
fcis-6022	129	9	sentiment	sentiment	NOUN
fcis-6022	129	10	states	state	NOUN
fcis-6022	129	11	and	and	CCONJ
fcis-6022	129	12	textual	textual	ADJ
fcis-6022	129	13	information	information	NOUN
fcis-6022	129	14	,	,	PUNCT
fcis-6022	129	15	providing	provide	VERB
fcis-6022	129	16	clues	clue	NOUN
fcis-6022	129	17	to	to	ADP
fcis-6022	129	18	human	human	ADJ
fcis-6022	129	19	sentiment	sentiment	NOUN
fcis-6022	129	20	states	state	NOUN
fcis-6022	129	21	,	,	PUNCT
fcis-6022	129	22	finding	find	VERB
fcis-6022	129	23	features	feature	NOUN
fcis-6022	129	24	that	that	PRON
fcis-6022	129	25	can	can	AUX
fcis-6022	129	26	be	be	AUX
fcis-6022	129	27	extracted	extract	VERB
fcis-6022	129	28	by	by	ADP
fcis-6022	129	29	computers	computer	NOUN
fcis-6022	129	30	,	,	PUNCT
fcis-6022	129	31	and	and	CCONJ
fcis-6022	129	32	using	use	VERB
fcis-6022	129	33	models	model	NOUN
fcis-6022	129	34	that	that	PRON
fcis-6022	129	35	can	can	AUX
fcis-6022	129	36	be	be	AUX
fcis-6022	129	37	used	use	VERB
fcis-6022	129	38	for	for	ADP
fcis-6022	129	39	sentiment	sentiment	NOUN
fcis-6022	129	40	classification	classification	NOUN
fcis-6022	129	41	to	to	PART
fcis-6022	129	42	transform	transform	VERB
fcis-6022	129	43	natural	natural	ADJ
fcis-6022	129	44	language	language	NOUN
fcis-6022	129	45	text	text	NOUN
fcis-6022	129	46	into	into	ADP
fcis-6022	129	47	a	a	DET
fcis-6022	129	48	form	form	NOUN
fcis-6022	129	49	that	that	PRON
fcis-6022	129	50	can	can	AUX
fcis-6022	129	51	be	be	AUX
fcis-6022	129	52	recognised	recognise	VERB
fcis-6022	129	53	and	and	CCONJ
fcis-6022	129	54	processed	process	VERB
fcis-6022	129	55	by	by	ADP
fcis-6022	129	56	computers	computer	NOUN
fcis-6022	129	57	,	,	PUNCT
fcis-6022	129	58	and	and	CCONJ
fcis-6022	129	59	using	use	VERB
fcis-6022	129	60	sentiment	sentiment	NOUN
fcis-6022	129	61	information	information	NOUN
fcis-6022	129	62	classification	classification	NOUN
fcis-6022	129	63	modules	module	NOUN
fcis-6022	129	64	to	to	PART
fcis-6022	129	65	obtain	obtain	VERB
fcis-6022	129	66	computational	computational	ADJ
fcis-6022	129	67	results	result	NOUN
fcis-6022	129	68	.	.	PUNCT
fcis-6022	130	1	depending	depend	VERB
fcis-6022	130	2	on	on	ADP
fcis-6022	130	3	the	the	DET
fcis-6022	130	4	granularity	granularity	NOUN
fcis-6022	130	5	of	of	ADP
fcis-6022	130	6	the	the	DET
fcis-6022	130	7	text	text	NOUN
fcis-6022	130	8	being	be	AUX
fcis-6022	130	9	processed	process	VERB
fcis-6022	130	10	,	,	PUNCT
fcis-6022	130	11	text	text	NOUN
fcis-6022	130	12	sentiment	sentiment	NOUN
fcis-6022	130	13	computing	computing	NOUN
fcis-6022	130	14	can	can	AUX
fcis-6022	130	15	be	be	AUX
fcis-6022	130	16	broadly	broadly	ADV
fcis-6022	130	17	divided	divide	VERB
fcis-6022	130	18	into	into	ADP
fcis-6022	130	19	three	three	NUM
fcis-6022	130	20	levels	level	NOUN
fcis-6022	130	21	of	of	ADP
fcis-6022	130	22	research	research	NOUN
fcis-6022	130	23	:	:	PUNCT
fcis-6022	130	24	word	word	NOUN
fcis-6022	130	25	-	-	PUNCT
fcis-6022	130	26	level	level	NOUN
fcis-6022	130	27	,	,	PUNCT
fcis-6022	130	28	sentence	sentence	NOUN
fcis-6022	130	29	-	-	PUNCT
fcis-6022	130	30	level	level	NOUN
fcis-6022	130	31	and	and	CCONJ
fcis-6022	130	32	chapter	chapter	NOUN
fcis-6022	130	33	-	-	PUNCT
fcis-6022	130	34	level	level	NOUN
fcis-6022	130	35	.	.	PUNCT
fcis-6022	131	1	the	the	DET
fcis-6022	131	2	internet	internet	NOUN
fcis-6022	131	3	(	(	PUNCT
fcis-6022	131	4	e.g.	e.g.	ADV
fcis-6022	131	5	blogs	blog	NOUN
fcis-6022	131	6	and	and	CCONJ
fcis-6022	131	7	forums	forum	NOUN
fcis-6022	131	8	,	,	PUNCT
fcis-6022	131	9	and	and	CCONJ
fcis-6022	131	10	social	social	ADJ
fcis-6022	131	11	service	service	NOUN
fcis-6022	131	12	networks	network	NOUN
fcis-6022	131	13	such	such	ADJ
fcis-6022	131	14	as	as	ADP
fcis-6022	131	15	public	public	ADJ
fcis-6022	131	16	reviews	review	NOUN
fcis-6022	131	17	)	)	PUNCT
fcis-6022	131	18	generates	generate	VERB
fcis-6022	131	19	a	a	DET
fcis-6022	131	20	large	large	ADJ
fcis-6022	131	21	number	number	NOUN
fcis-6022	131	22	of	of	ADP
fcis-6022	131	23	user	user	NOUN
fcis-6022	131	24	-	-	PUNCT
fcis-6022	131	25	participated	participate	VERB
fcis-6022	131	26	reviews	review	NOUN
fcis-6022	131	27	of	of	ADP
fcis-6022	131	28	valuable	valuable	ADJ
fcis-6022	131	29	information	information	NOUN
fcis-6022	131	30	such	such	ADJ
fcis-6022	131	31	as	as	ADP
fcis-6022	131	32	people	people	NOUN
fcis-6022	131	33	,	,	PUNCT
fcis-6022	131	34	events	event	NOUN
fcis-6022	131	35	and	and	CCONJ
fcis-6022	131	36	products	product	NOUN
fcis-6022	131	37	.	.	PUNCT
fcis-6022	132	1	these	these	DET
fcis-6022	132	2	reviews	review	NOUN
fcis-6022	132	3	express	express	VERB
fcis-6022	132	4	various	various	ADJ
fcis-6022	132	5	emotional	emotional	ADJ
fcis-6022	132	6	colours	colour	NOUN
fcis-6022	132	7	and	and	CCONJ
fcis-6022	132	8	tendencies	tendency	NOUN
fcis-6022	132	9	,	,	PUNCT
fcis-6022	132	10	such	such	ADJ
fcis-6022	132	11	as	as	ADP
fcis-6022	132	12	happiness	happiness	NOUN
fcis-6022	132	13	,	,	PUNCT
fcis-6022	132	14	anger	anger	NOUN
fcis-6022	132	15	,	,	PUNCT
fcis-6022	132	16	sadness	sadness	NOUN
fcis-6022	132	17	,	,	PUNCT
fcis-6022	132	18	joy	joy	NOUN
fcis-6022	132	19	and	and	CCONJ
fcis-6022	132	20	criticism	criticism	NOUN
fcis-6022	132	21	,	,	PUNCT
fcis-6022	132	22	praise	praise	NOUN
fcis-6022	132	23	,	,	PUNCT
fcis-6022	132	24	etc	etc	X
fcis-6022	132	25	.	.	X
fcis-6022	132	26	in	in	ADP
fcis-6022	132	27	terms	term	NOUN
fcis-6022	132	28	of	of	ADP
fcis-6022	132	29	data	datum	NOUN
fcis-6022	132	30	sources	source	NOUN
fcis-6022	132	31	,	,	PUNCT
fcis-6022	132	32	it	it	PRON
fcis-6022	132	33	is	be	AUX
fcis-6022	132	34	mainly	mainly	ADV
fcis-6022	132	35	based	base	VERB
fcis-6022	132	36	on	on	ADP
fcis-6022	132	37	online	online	ADJ
fcis-6022	132	38	open	open	ADJ
fcis-6022	132	39	data	data	NOUN
fcis-6022	132	40	sets	set	NOUN
fcis-6022	132	41	,	,	PUNCT
fcis-6022	132	42	such	such	ADJ
fcis-6022	132	43	as	as	ADP
fcis-6022	132	44	the	the	DET
fcis-6022	132	45	weibo	weibo	PROPN
fcis-6022	132	46	data	datum	NOUN
fcis-6022	132	47	set	set	PROPN
fcis-6022	132	48	,	,	PUNCT
fcis-6022	132	49	taobao	taobao	PROPN
fcis-6022	132	50	,	,	PUNCT
fcis-6022	132	51	jingdong	jingdong	PROPN
fcis-6022	132	52	,	,	PUNCT
fcis-6022	132	53	twitter	twitter	NOUN
fcis-6022	132	54	and	and	CCONJ
fcis-6022	132	55	other	other	ADJ
fcis-6022	132	56	open	open	ADJ
fcis-6022	132	57	source	source	NOUN
fcis-6022	132	58	rich	rich	ADJ
fcis-6022	132	59	data	datum	NOUN
fcis-6022	132	60	.	.	PUNCT
fcis-6022	133	1	3.4.2	3.4.2	X
fcis-6022	133	2	.	.	PUNCT
fcis-6022	134	1	text	text	NOUN
fcis-6022	134	2	pre	pre	ADJ
fcis-6022	134	3	-	-	ADJ
fcis-6022	134	4	training	training	ADJ
fcis-6022	134	5	language	language	NOUN
fcis-6022	134	6	models	model	NOUN
fcis-6022	134	7	.	.	PUNCT
fcis-6022	135	1	a	a	DET
fcis-6022	135	2	text	text	NOUN
fcis-6022	135	3	pre	pre	VERB
fcis-6022	135	4	-	-	ADJ
fcis-6022	135	5	trained	train	VERB
fcis-6022	135	6	language	language	NOUN
fcis-6022	135	7	model	model	NOUN
fcis-6022	135	8	is	be	AUX
fcis-6022	135	9	a	a	DET
fcis-6022	135	10	sentence	sentence	NOUN
fcis-6022	135	11	-	-	PUNCT
fcis-6022	135	12	level	level	NOUN
fcis-6022	135	13	representation	representation	NOUN
fcis-6022	135	14	of	of	ADP
fcis-6022	135	15	word	word	NOUN
fcis-6022	135	16	/	/	SYM
fcis-6022	135	17	word	word	NOUN
fcis-6022	135	18	embeddings	embedding	NOUN
fcis-6022	135	19	in	in	ADP
fcis-6022	135	20	context	context	NOUN
fcis-6022	135	21	,	,	PUNCT
fcis-6022	135	22	containing	contain	VERB
fcis-6022	135	23	rich	rich	ADJ
fcis-6022	135	24	syntactic	syntactic	ADJ
fcis-6022	135	25	and	and	CCONJ
fcis-6022	135	26	semantic	semantic	ADJ
fcis-6022	135	27	information	information	NOUN
fcis-6022	135	28	,	,	PUNCT
fcis-6022	135	29	making	make	VERB
fcis-6022	135	30	full	full	ADJ
fcis-6022	135	31	use	use	NOUN
fcis-6022	135	32	of	of	ADP
fcis-6022	135	33	a	a	DET
fcis-6022	135	34	large	large	ADJ
fcis-6022	135	35	-	-	PUNCT
fcis-6022	135	36	scale	scale	NOUN
fcis-6022	135	37	monolingual	monolingual	ADJ
fcis-6022	135	38	corpus	corpus	NOUN
fcis-6022	135	39	,	,	PUNCT
fcis-6022	135	40	which	which	PRON
fcis-6022	135	41	allows	allow	VERB
fcis-6022	135	42	the	the	DET
fcis-6022	135	43	modelling	modelling	NOUN
fcis-6022	135	44	of	of	ADP
fcis-6022	135	45	multiple	multiple	ADJ
fcis-6022	135	46	meanings	meaning	NOUN
fcis-6022	135	47	of	of	ADP
fcis-6022	135	48	a	a	DET
fcis-6022	135	49	word	word	NOUN
fcis-6022	135	50	and	and	CCONJ
fcis-6022	135	51	the	the	DET
fcis-6022	135	52	learning	learning	NOUN
fcis-6022	135	53	of	of	ADP
fcis-6022	135	54	rich	rich	ADJ
fcis-6022	135	55	semantic	semantic	ADJ
fcis-6022	135	56	knowledge	knowledge	NOUN
fcis-6022	135	57	from	from	ADP
fcis-6022	135	58	an	an	DET
fcis-6022	135	59	unbounded	unbounded	ADJ
fcis-6022	135	60	large	large	ADJ
fcis-6022	135	61	-	-	PUNCT
fcis-6022	135	62	scale	scale	NOUN
fcis-6022	135	63	monolingual	monolingual	ADJ
fcis-6022	135	64	corpus	corpus	NOUN
fcis-6022	135	65	.	.	PUNCT
fcis-6022	136	1	sentiment	sentiment	NOUN
fcis-6022	136	2	analysis	analysis	NOUN
fcis-6022	136	3	based	base	VERB
fcis-6022	136	4	on	on	ADP
fcis-6022	136	5	text	text	NOUN
fcis-6022	136	6	pretraining	pretraine	VERB
fcis-6022	136	7	performs	perform	VERB
fcis-6022	136	8	sentiment	sentiment	NOUN
fcis-6022	136	9	classification	classification	NOUN
fcis-6022	136	10	by	by	ADP
fcis-6022	136	11	means	mean	NOUN
fcis-6022	136	12	of	of	ADP
fcis-6022	136	13	a	a	DET
fcis-6022	136	14	text	text	NOUN
fcis-6022	136	15	pre	pre	ADJ
fcis-6022	136	16	-	-	ADJ
fcis-6022	136	17	training	training	ADJ
fcis-6022	136	18	model	model	NOUN
fcis-6022	136	19	and	and	CCONJ
fcis-6022	136	20	a	a	DET
fcis-6022	136	21	sentiment	sentiment	NOUN
fcis-6022	136	22	classification	classification	NOUN
fcis-6022	136	23	model	model	NOUN
fcis-6022	136	24	.	.	PUNCT
fcis-6022	137	1	the	the	DET
fcis-6022	137	2	key	key	ADJ
fcis-6022	137	3	model	model	NOUN
fcis-6022	137	4	building	building	NOUN
fcis-6022	137	5	steps	step	NOUN
fcis-6022	137	6	are	be	AUX
fcis-6022	137	7	as	as	SCONJ
fcis-6022	137	8	follows	follow	VERB
fcis-6022	137	9	.	.	PUNCT
fcis-6022	138	1	3.4.3	3.4.3	X
fcis-6022	138	2	.	.	PUNCT
fcis-6022	138	3	aspect	aspect	NOUN
fcis-6022	138	4	-	-	PUNCT
fcis-6022	138	5	level	level	NOUN
fcis-6022	138	6	text	text	NOUN
fcis-6022	138	7	sentiment	sentiment	NOUN
fcis-6022	138	8	classification	classification	NOUN
fcis-6022	138	9	.	.	PUNCT
fcis-6022	139	1	aspect	aspect	NOUN
fcis-6022	139	2	-	-	PUNCT
fcis-6022	139	3	level	level	NOUN
fcis-6022	139	4	sentiment	sentiment	NOUN
fcis-6022	139	5	analysis	analysis	NOUN
fcis-6022	139	6	is	be	AUX
fcis-6022	139	7	a	a	DET
fcis-6022	139	8	more	more	ADV
fcis-6022	139	9	fine	fine	ADV
fcis-6022	139	10	-	-	PUNCT
fcis-6022	139	11	grained	grain	VERB
fcis-6022	139	12	sentiment	sentiment	NOUN
fcis-6022	139	13	analysis	analysis	NOUN
fcis-6022	139	14	that	that	SCONJ
fcis-6022	139	15	extracts	extract	NOUN
fcis-6022	139	16	and	and	CCONJ
fcis-6022	139	17	summarises	summarise	NOUN
fcis-6022	139	18	people	people	NOUN
fcis-6022	139	19	's	's	PART
fcis-6022	139	20	opinions	opinion	NOUN
fcis-6022	139	21	about	about	ADP
fcis-6022	139	22	an	an	DET
fcis-6022	139	23	entity	entity	NOUN
fcis-6022	139	24	and	and	CCONJ
fcis-6022	139	25	the	the	DET
fcis-6022	139	26	characteristics	characteristic	NOUN
fcis-6022	139	27	of	of	ADP
fcis-6022	139	28	the	the	DET
fcis-6022	139	29	entity	entity	NOUN
fcis-6022	139	30	(	(	PUNCT
fcis-6022	139	31	target	target	NOUN
fcis-6022	139	32	)	)	PUNCT
fcis-6022	139	33	,	,	PUNCT
fcis-6022	139	34	classifies	classify	VERB
fcis-6022	139	35	the	the	DET
fcis-6022	139	36	sentiment	sentiment	NOUN
fcis-6022	139	37	contained	contain	VERB
fcis-6022	139	38	in	in	ADP
fcis-6022	139	39	different	different	ADJ
fcis-6022	139	40	aspects	aspect	NOUN
fcis-6022	139	41	of	of	ADP
fcis-6022	139	42	the	the	DET
fcis-6022	139	43	text	text	NOUN
fcis-6022	139	44	,	,	PUNCT
fcis-6022	139	45	and	and	CCONJ
fcis-6022	139	46	enables	enable	VERB
fcis-6022	139	47	multidimensional	multidimensional	ADJ
fcis-6022	139	48	sentiment	sentiment	NOUN
fcis-6022	139	49	understanding	understanding	NOUN
fcis-6022	139	50	of	of	ADP
fcis-6022	139	51	the	the	DET
fcis-6022	139	52	text	text	NOUN
fcis-6022	139	53	.	.	PUNCT
fcis-6022	140	1	aspect	aspect	NOUN
fcis-6022	140	2	-	-	PUNCT
fcis-6022	140	3	based	base	VERB
fcis-6022	140	4	sentiment	sentiment	NOUN
fcis-6022	140	5	analysis	analysis	NOUN
fcis-6022	140	6	consists	consist	VERB
fcis-6022	140	7	of	of	ADP
fcis-6022	140	8	several	several	ADJ
fcis-6022	140	9	subtasks	subtask	NOUN
fcis-6022	140	10	,	,	PUNCT
fcis-6022	140	11	such	such	ADJ
fcis-6022	140	12	as	as	ADP
fcis-6022	140	13	aspect	aspect	NOUN
fcis-6022	140	14	extraction	extraction	NOUN
fcis-6022	140	15	,	,	PUNCT
fcis-6022	140	16	entity	entity	NOUN
fcis-6022	140	17	extraction	extraction	NOUN
fcis-6022	140	18	and	and	CCONJ
fcis-6022	140	19	aspect	aspect	NOUN
fcis-6022	140	20	sentiment	sentiment	NOUN
fcis-6022	140	21	classification	classification	NOUN
fcis-6022	140	22	.	.	PUNCT
fcis-6022	141	1	depending	depend	VERB
fcis-6022	141	2	on	on	ADP
fcis-6022	141	3	the	the	DET
fcis-6022	141	4	characteristics	characteristic	NOUN
fcis-6022	141	5	of	of	ADP
fcis-6022	141	6	the	the	DET
fcis-6022	141	7	data	datum	NOUN
fcis-6022	141	8	,	,	PUNCT
fcis-6022	141	9	suitable	suitable	ADJ
fcis-6022	141	10	models	model	NOUN
fcis-6022	141	11	are	be	AUX
fcis-6022	141	12	constructed	construct	VERB
fcis-6022	141	13	to	to	PART
fcis-6022	141	14	solve	solve	VERB
fcis-6022	141	15	object	object	NOUN
fcis-6022	141	16	recognition	recognition	NOUN
fcis-6022	141	17	and	and	CCONJ
fcis-6022	141	18	sentiment	sentiment	NOUN
fcis-6022	141	19	tendency	tendency	NOUN
fcis-6022	141	20	determination	determination	NOUN
fcis-6022	141	21	problems	problem	NOUN
fcis-6022	141	22	.	.	PUNCT
fcis-6022	142	1	3.4.4	3.4.4	X
fcis-6022	142	2	.	.	PUNCT
fcis-6022	143	1	knowledge	knowledge	NOUN
fcis-6022	143	2	graph	graph	NOUN
fcis-6022	143	3	-	-	PUNCT
fcis-6022	143	4	based	base	VERB
fcis-6022	143	5	text	text	NOUN
fcis-6022	143	6	semantic	semantic	ADJ
fcis-6022	143	7	understanding	understanding	NOUN
fcis-6022	143	8	techniques	technique	NOUN
fcis-6022	143	9	.	.	PUNCT
fcis-6022	144	1	semantic	semantic	ADJ
fcis-6022	144	2	understanding	understanding	NOUN
fcis-6022	144	3	of	of	ADP
fcis-6022	144	4	text	text	NOUN
fcis-6022	144	5	based	base	VERB
fcis-6022	144	6	on	on	ADP
fcis-6022	144	7	knowledge	knowledge	NOUN
fcis-6022	144	8	graph	graph	NOUN
fcis-6022	144	9	is	be	AUX
fcis-6022	144	10	to	to	PART
fcis-6022	144	11	do	do	VERB
fcis-6022	144	12	all	all	PRON
fcis-6022	144	13	-	-	PUNCT
fcis-6022	144	14	round	round	ADJ
fcis-6022	144	15	parsing	parsing	NOUN
fcis-6022	144	16	of	of	ADP
fcis-6022	144	17	text	text	NOUN
fcis-6022	144	18	from	from	ADP
fcis-6022	144	19	the	the	DET
fcis-6022	144	20	knowledge	knowledge	NOUN
fcis-6022	144	21	dimensions	dimension	NOUN
fcis-6022	144	22	of	of	ADP
fcis-6022	144	23	entity	entity	NOUN
fcis-6022	144	24	,	,	PUNCT
fcis-6022	144	25	concept	concept	NOUN
fcis-6022	144	26	and	and	CCONJ
fcis-6022	144	27	relationship	relationship	NOUN
fcis-6022	144	28	to	to	PART
fcis-6022	144	29	help	help	VERB
fcis-6022	144	30	provide	provide	VERB
fcis-6022	144	31	the	the	DET
fcis-6022	144	32	semantic	semantic	ADJ
fcis-6022	144	33	knowledge	knowledge	NOUN
fcis-6022	144	34	required	require	VERB
fcis-6022	144	35	by	by	ADP
fcis-6022	144	36	the	the	DET
fcis-6022	144	37	application	application	NOUN
fcis-6022	144	38	.	.	PUNCT
fcis-6022	145	1	firstly	firstly	ADV
fcis-6022	145	2	,	,	PUNCT
fcis-6022	145	3	the	the	DET
fcis-6022	145	4	text	text	NOUN
fcis-6022	145	5	is	be	AUX
fcis-6022	145	6	annotated	annotate	VERB
fcis-6022	145	7	with	with	ADP
fcis-6022	145	8	entity	entity	NOUN
fcis-6022	145	9	classes	class	NOUN
fcis-6022	145	10	,	,	PUNCT
fcis-6022	145	11	then	then	ADV
fcis-6022	145	12	the	the	DET
fcis-6022	145	13	entities	entity	NOUN
fcis-6022	145	14	are	be	AUX
fcis-6022	145	15	associated	associate	VERB
fcis-6022	145	16	to	to	ADP
fcis-6022	145	17	the	the	DET
fcis-6022	145	18	knowledge	knowledge	NOUN
fcis-6022	145	19	graph	graph	NOUN
fcis-6022	145	20	,	,	PUNCT
fcis-6022	145	21	and	and	CCONJ
fcis-6022	145	22	the	the	DET
fcis-6022	145	23	corresponding	corresponding	ADJ
fcis-6022	145	24	information	information	NOUN
fcis-6022	145	25	of	of	ADP
fcis-6022	145	26	the	the	DET
fcis-6022	145	27	entities	entity	NOUN
fcis-6022	145	28	is	be	AUX
fcis-6022	145	29	obtained	obtain	VERB
fcis-6022	145	30	through	through	ADP
fcis-6022	145	31	the	the	DET
fcis-6022	145	32	associated	associated	ADJ
fcis-6022	145	33	relationships	relationship	NOUN
fcis-6022	145	34	and	and	CCONJ
fcis-6022	145	35	the	the	DET
fcis-6022	145	36	knowledge	knowledge	NOUN
fcis-6022	145	37	graph	graph	NOUN
fcis-6022	145	38	;	;	PUNCT
fcis-6022	145	39	secondly	secondly	ADV
fcis-6022	145	40	,	,	PUNCT
fcis-6022	145	41	conceptualization	conceptualization	NOUN
fcis-6022	145	42	is	be	AUX
fcis-6022	145	43	carried	carry	VERB
fcis-6022	145	44	out	out	ADP
fcis-6022	145	45	to	to	PART
fcis-6022	145	46	understand	understand	VERB
fcis-6022	145	47	the	the	DET
fcis-6022	145	48	knowledge	knowledge	NOUN
fcis-6022	145	49	behind	behind	ADP
fcis-6022	145	50	the	the	DET
fcis-6022	145	51	entities	entity	NOUN
fcis-6022	145	52	;	;	PUNCT
fcis-6022	145	53	finally	finally	ADV
fcis-6022	145	54	,	,	PUNCT
fcis-6022	145	55	the	the	DET
fcis-6022	145	56	relationships	relationship	NOUN
fcis-6022	145	57	between	between	ADP
fcis-6022	145	58	the	the	DET
fcis-6022	145	59	entities	entity	NOUN
fcis-6022	145	60	will	will	AUX
fcis-6022	145	61	be	be	AUX
fcis-6022	145	62	understood	understand	VERB
fcis-6022	145	63	,	,	PUNCT
fcis-6022	145	64	including	include	VERB
fcis-6022	145	65	the	the	DET
fcis-6022	145	66	attributes	attribute	NOUN
fcis-6022	145	67	and	and	CCONJ
fcis-6022	145	68	sides	side	NOUN
fcis-6022	145	69	of	of	ADP
fcis-6022	145	70	the	the	DET
fcis-6022	145	71	entities	entity	NOUN
fcis-6022	145	72	,	,	PUNCT
fcis-6022	145	73	etc	etc	X
fcis-6022	145	74	.	.	X
fcis-6022	145	75	by	by	ADP
fcis-6022	145	76	introducing	introduce	VERB
fcis-6022	145	77	the	the	DET
fcis-6022	145	78	corresponding	corresponding	ADJ
fcis-6022	145	79	knowledge	knowledge	NOUN
fcis-6022	145	80	graphs	graph	NOUN
fcis-6022	145	81	,	,	PUNCT
fcis-6022	145	82	knowledge	knowledge	NOUN
fcis-6022	145	83	-	-	PUNCT
fcis-6022	145	84	enhanced	enhance	VERB
fcis-6022	145	85	semantic	semantic	ADJ
fcis-6022	145	86	analysis	analysis	NOUN
fcis-6022	145	87	from	from	ADP
fcis-6022	145	88	multiple	multiple	ADJ
fcis-6022	145	89	dimensions	dimension	NOUN
fcis-6022	145	90	can	can	AUX
fcis-6022	145	91	be	be	AUX
fcis-6022	145	92	carried	carry	VERB
fcis-6022	145	93	out	out	ADP
fcis-6022	145	94	for	for	ADP
fcis-6022	145	95	better	well	ADJ
fcis-6022	145	96	46	46	NUM
fcis-6022	145	97	semantic	semantic	ADJ
fcis-6022	145	98	understanding	understanding	NOUN
fcis-6022	145	99	,	,	PUNCT
fcis-6022	145	100	leading	lead	VERB
fcis-6022	145	101	to	to	ADP
fcis-6022	145	102	a	a	DET
fcis-6022	145	103	more	more	ADV
fcis-6022	145	104	prepared	prepared	ADJ
fcis-6022	145	105	sentiment	sentiment	NOUN
fcis-6022	145	106	classification	classification	NOUN
fcis-6022	145	107	.	.	PUNCT
fcis-6022	146	1	4	4	X
fcis-6022	146	2	.	.	X
fcis-6022	146	3	conclusion	conclusion	NOUN
fcis-6022	146	4	the	the	DET
fcis-6022	146	5	rapid	rapid	ADJ
fcis-6022	146	6	development	development	NOUN
fcis-6022	146	7	of	of	ADP
fcis-6022	146	8	information	information	NOUN
fcis-6022	146	9	technology	technology	NOUN
fcis-6022	146	10	has	have	AUX
fcis-6022	146	11	brought	bring	VERB
fcis-6022	146	12	about	about	ADP
fcis-6022	146	13	a	a	DET
fcis-6022	146	14	boom	boom	NOUN
fcis-6022	146	15	in	in	ADP
fcis-6022	146	16	development	development	NOUN
fcis-6022	146	17	and	and	CCONJ
fcis-6022	146	18	a	a	DET
fcis-6022	146	19	dramatic	dramatic	ADJ
fcis-6022	146	20	increase	increase	NOUN
fcis-6022	146	21	in	in	ADP
fcis-6022	146	22	the	the	DET
fcis-6022	146	23	number	number	NOUN
fcis-6022	146	24	of	of	ADP
fcis-6022	146	25	online	online	ADJ
fcis-6022	146	26	platforms	platform	NOUN
fcis-6022	146	27	.	.	PUNCT
fcis-6022	147	1	the	the	DET
fcis-6022	147	2	results	result	NOUN
fcis-6022	147	3	obtained	obtain	VERB
fcis-6022	147	4	from	from	ADP
fcis-6022	147	5	sentiment	sentiment	NOUN
fcis-6022	147	6	analysis	analysis	NOUN
fcis-6022	147	7	of	of	ADP
fcis-6022	147	8	the	the	DET
fcis-6022	147	9	large	large	ADJ
fcis-6022	147	10	amount	amount	NOUN
fcis-6022	147	11	of	of	ADP
fcis-6022	147	12	speech	speech	NOUN
fcis-6022	147	13	information	information	NOUN
fcis-6022	147	14	on	on	ADP
fcis-6022	147	15	these	these	DET
fcis-6022	147	16	platforms	platform	NOUN
fcis-6022	147	17	can	can	AUX
fcis-6022	147	18	be	be	AUX
fcis-6022	147	19	used	use	VERB
fcis-6022	147	20	to	to	PART
fcis-6022	147	21	classify	classify	VERB
fcis-6022	147	22	reviews	review	NOUN
fcis-6022	147	23	on	on	ADP
fcis-6022	147	24	online	online	ADJ
fcis-6022	147	25	platforms	platform	NOUN
fcis-6022	147	26	,	,	PUNCT
fcis-6022	147	27	analyse	analyse	VERB
fcis-6022	147	28	and	and	CCONJ
fcis-6022	147	29	recommend	recommend	VERB
fcis-6022	147	30	products	product	NOUN
fcis-6022	147	31	and	and	CCONJ
fcis-6022	147	32	make	make	VERB
fcis-6022	147	33	consumption	consumption	NOUN
fcis-6022	147	34	predictions	prediction	NOUN
fcis-6022	147	35	,	,	PUNCT
fcis-6022	147	36	which	which	PRON
fcis-6022	147	37	have	have	VERB
fcis-6022	147	38	high	high	ADJ
fcis-6022	147	39	commercial	commercial	ADJ
fcis-6022	147	40	value	value	NOUN
fcis-6022	147	41	.	.	PUNCT
fcis-6022	148	1	traditional	traditional	ADJ
fcis-6022	148	2	methods	method	NOUN
fcis-6022	148	3	of	of	ADP
fcis-6022	148	4	text	text	NOUN
fcis-6022	148	5	sentiment	sentiment	NOUN
fcis-6022	148	6	analysis	analysis	NOUN
fcis-6022	148	7	are	be	AUX
fcis-6022	148	8	labourintensive	labourintensive	ADJ
fcis-6022	148	9	,	,	PUNCT
fcis-6022	148	10	but	but	CCONJ
fcis-6022	148	11	the	the	DET
fcis-6022	148	12	limited	limited	ADJ
fcis-6022	148	13	coverage	coverage	NOUN
fcis-6022	148	14	of	of	ADP
fcis-6022	148	15	manually	manually	ADV
fcis-6022	148	16	extracted	extract	VERB
fcis-6022	148	17	features	feature	NOUN
fcis-6022	148	18	and	and	CCONJ
fcis-6022	148	19	the	the	DET
fcis-6022	148	20	irrational	irrational	ADJ
fcis-6022	148	21	behaviour	behaviour	NOUN
fcis-6022	148	22	of	of	ADP
fcis-6022	148	23	humans	human	NOUN
fcis-6022	148	24	can	can	AUX
fcis-6022	148	25	affect	affect	VERB
fcis-6022	148	26	the	the	DET
fcis-6022	148	27	correctness	correctness	NOUN
fcis-6022	148	28	of	of	ADP
fcis-6022	148	29	the	the	DET
fcis-6022	148	30	results	result	NOUN
fcis-6022	148	31	,	,	PUNCT
fcis-6022	148	32	so	so	ADV
fcis-6022	148	33	traditional	traditional	ADJ
fcis-6022	148	34	methods	method	NOUN
fcis-6022	148	35	are	be	AUX
fcis-6022	148	36	not	not	PART
fcis-6022	148	37	universally	universally	ADV
fcis-6022	148	38	applicable	applicable	ADJ
fcis-6022	148	39	.	.	PUNCT
fcis-6022	149	1	with	with	ADP
fcis-6022	149	2	the	the	DET
fcis-6022	149	3	development	development	NOUN
fcis-6022	149	4	of	of	ADP
fcis-6022	149	5	deep	deep	ADJ
fcis-6022	149	6	learning	learning	NOUN
fcis-6022	149	7	,	,	PUNCT
fcis-6022	149	8	pre	pre	ADJ
fcis-6022	149	9	-	-	ADJ
fcis-6022	149	10	trained	train	VERB
fcis-6022	149	11	language	language	NOUN
fcis-6022	149	12	models	model	NOUN
fcis-6022	149	13	of	of	ADP
fcis-6022	149	14	text	text	NOUN
fcis-6022	149	15	have	have	AUX
fcis-6022	149	16	emerged	emerge	VERB
fcis-6022	149	17	as	as	ADP
fcis-6022	149	18	a	a	DET
fcis-6022	149	19	new	new	ADJ
fcis-6022	149	20	paradigm	paradigm	NOUN
fcis-6022	149	21	for	for	ADP
fcis-6022	149	22	natural	natural	ADJ
fcis-6022	149	23	language	language	NOUN
fcis-6022	149	24	processing	processing	NOUN
fcis-6022	149	25	.	.	PUNCT
fcis-6022	150	1	pre	pre	VERB
fcis-6022	150	2	-	-	ADJ
fcis-6022	150	3	training	training	NOUN
fcis-6022	150	4	is	be	AUX
fcis-6022	150	5	performed	perform	VERB
fcis-6022	150	6	using	use	VERB
fcis-6022	150	7	a	a	DET
fcis-6022	150	8	large	large	ADJ
fcis-6022	150	9	text	text	NOUN
fcis-6022	150	10	corpus	corpus	NOUN
fcis-6022	150	11	to	to	ADP
fcis-6022	150	12	fine	fine	ADJ
fcis-6022	150	13	-	-	PUNCT
fcis-6022	150	14	tune	tune	NOUN
fcis-6022	150	15	small	small	ADJ
fcis-6022	150	16	datasets	dataset	NOUN
fcis-6022	150	17	for	for	ADP
fcis-6022	150	18	specific	specific	ADJ
fcis-6022	150	19	tasks	task	NOUN
fcis-6022	150	20	and	and	CCONJ
fcis-6022	150	21	reduce	reduce	VERB
fcis-6022	150	22	the	the	DET
fcis-6022	150	23	difficulty	difficulty	NOUN
fcis-6022	150	24	of	of	ADP
fcis-6022	150	25	individual	individual	ADJ
fcis-6022	150	26	natural	natural	ADJ
fcis-6022	150	27	language	language	NOUN
fcis-6022	150	28	processing	processing	NOUN
fcis-6022	150	29	tasks	task	NOUN
fcis-6022	150	30	.	.	PUNCT
fcis-6022	151	1	a	a	DET
fcis-6022	151	2	pretrained	pretraine	VERB
fcis-6022	151	3	language	language	NOUN
fcis-6022	151	4	model	model	NOUN
fcis-6022	151	5	is	be	AUX
fcis-6022	151	6	a	a	DET
fcis-6022	151	7	sentence	sentence	NOUN
fcis-6022	151	8	-	-	PUNCT
fcis-6022	151	9	level	level	NOUN
fcis-6022	151	10	representation	representation	NOUN
fcis-6022	151	11	of	of	ADP
fcis-6022	151	12	word	word	NOUN
fcis-6022	151	13	/	/	SYM
fcis-6022	151	14	word	word	NOUN
fcis-6022	151	15	embeddings	embedding	NOUN
fcis-6022	151	16	in	in	ADP
fcis-6022	151	17	context	context	NOUN
fcis-6022	151	18	,	,	PUNCT
fcis-6022	151	19	containing	contain	VERB
fcis-6022	151	20	rich	rich	ADJ
fcis-6022	151	21	syntactic	syntactic	ADJ
fcis-6022	151	22	and	and	CCONJ
fcis-6022	151	23	semantic	semantic	ADJ
fcis-6022	151	24	information	information	NOUN
fcis-6022	151	25	,	,	PUNCT
fcis-6022	151	26	making	make	VERB
fcis-6022	151	27	full	full	ADJ
fcis-6022	151	28	use	use	NOUN
fcis-6022	151	29	of	of	ADP
fcis-6022	151	30	a	a	DET
fcis-6022	151	31	large	large	ADJ
fcis-6022	151	32	-	-	PUNCT
fcis-6022	151	33	scale	scale	NOUN
fcis-6022	151	34	monolingual	monolingual	ADJ
fcis-6022	151	35	corpus	corpus	NOUN
fcis-6022	151	36	,	,	PUNCT
fcis-6022	151	37	allowing	allow	VERB
fcis-6022	151	38	the	the	DET
fcis-6022	151	39	modelling	modelling	NOUN
fcis-6022	151	40	of	of	ADP
fcis-6022	151	41	multiple	multiple	ADJ
fcis-6022	151	42	meanings	meaning	NOUN
fcis-6022	151	43	of	of	ADP
fcis-6022	151	44	a	a	DET
fcis-6022	151	45	word	word	NOUN
fcis-6022	151	46	and	and	CCONJ
fcis-6022	151	47	learning	learn	VERB
fcis-6022	151	48	rich	rich	ADJ
fcis-6022	151	49	semantic	semantic	ADJ
fcis-6022	151	50	knowledge	knowledge	NOUN
fcis-6022	151	51	from	from	ADP
fcis-6022	151	52	an	an	DET
fcis-6022	151	53	unbounded	unbounded	ADJ
fcis-6022	151	54	large	large	ADJ
fcis-6022	151	55	-	-	PUNCT
fcis-6022	151	56	scale	scale	NOUN
fcis-6022	151	57	monolingual	monolingual	ADJ
fcis-6022	151	58	corpus	corpus	NOUN
fcis-6022	151	59	.	.	PUNCT
fcis-6022	152	1	for	for	ADP
fcis-6022	152	2	the	the	DET
fcis-6022	152	3	study	study	NOUN
fcis-6022	152	4	of	of	ADP
fcis-6022	152	5	sentiment	sentiment	NOUN
fcis-6022	152	6	analysis	analysis	NOUN
fcis-6022	152	7	methods	method	NOUN
fcis-6022	152	8	for	for	ADP
fcis-6022	152	9	textoriented	textoriente	VERB
fcis-6022	152	10	data	datum	NOUN
fcis-6022	152	11	,	,	PUNCT
fcis-6022	152	12	we	we	PRON
fcis-6022	152	13	propose	propose	VERB
fcis-6022	152	14	to	to	PART
fcis-6022	152	15	explore	explore	VERB
fcis-6022	152	16	sentiment	sentiment	NOUN
fcis-6022	152	17	analysis	analysis	NOUN
fcis-6022	152	18	based	base	VERB
fcis-6022	152	19	on	on	ADP
fcis-6022	152	20	pre	pre	ADJ
fcis-6022	152	21	-	-	ADJ
fcis-6022	152	22	trained	train	VERB
fcis-6022	152	23	language	language	NOUN
fcis-6022	152	24	,	,	PUNCT
fcis-6022	152	25	aspect	aspect	NOUN
fcis-6022	152	26	-	-	PUNCT
fcis-6022	152	27	level	level	NOUN
fcis-6022	152	28	sentiment	sentiment	NOUN
fcis-6022	152	29	analysis	analysis	NOUN
fcis-6022	152	30	and	and	CCONJ
fcis-6022	152	31	knowledge	knowledge	NOUN
fcis-6022	152	32	graph	graph	NOUN
fcis-6022	152	33	-	-	PUNCT
fcis-6022	152	34	based	base	VERB
fcis-6022	152	35	understanding	understanding	NOUN
fcis-6022	152	36	.	.	PUNCT
fcis-6022	153	1	in	in	ADP
fcis-6022	153	2	summary	summary	NOUN
fcis-6022	153	3	,	,	PUNCT
fcis-6022	153	4	the	the	DET
fcis-6022	153	5	research	research	NOUN
fcis-6022	153	6	work	work	NOUN
fcis-6022	153	7	in	in	ADP
fcis-6022	153	8	this	this	DET
fcis-6022	153	9	paper	paper	NOUN
fcis-6022	153	10	has	have	VERB
fcis-6022	153	11	good	good	ADJ
fcis-6022	153	12	theoretical	theoretical	ADJ
fcis-6022	153	13	research	research	NOUN
fcis-6022	153	14	significance	significance	NOUN
fcis-6022	153	15	,	,	PUNCT
fcis-6022	153	16	commercial	commercial	ADJ
fcis-6022	153	17	value	value	NOUN
fcis-6022	153	18	and	and	CCONJ
fcis-6022	153	19	application	application	NOUN
fcis-6022	153	20	prospects	prospect	NOUN
fcis-6022	153	21	.	.	PUNCT
fcis-6022	154	1	text	text	NOUN
fcis-6022	154	2	sentiment	sentiment	NOUN
fcis-6022	154	3	computing	compute	VERB
fcis-6022	154	4	techniques	technique	NOUN
fcis-6022	154	5	are	be	AUX
fcis-6022	154	6	not	not	PART
fcis-6022	154	7	only	only	ADV
fcis-6022	154	8	of	of	ADP
fcis-6022	154	9	important	important	ADJ
fcis-6022	154	10	research	research	NOUN
fcis-6022	154	11	value	value	NOUN
fcis-6022	154	12	in	in	ADP
fcis-6022	154	13	theoretical	theoretical	ADJ
fcis-6022	154	14	studies	study	NOUN
fcis-6022	154	15	such	such	ADJ
fcis-6022	154	16	as	as	ADP
fcis-6022	154	17	learning	learn	VERB
fcis-6022	154	18	models	model	NOUN
fcis-6022	154	19	and	and	CCONJ
fcis-6022	154	20	algorithm	algorithm	NOUN
fcis-6022	154	21	optimisation	optimisation	NOUN
fcis-6022	154	22	,	,	PUNCT
fcis-6022	154	23	but	but	CCONJ
fcis-6022	154	24	also	also	ADV
fcis-6022	154	25	in	in	ADP
fcis-6022	154	26	engineering	engineering	NOUN
fcis-6022	154	27	applications	application	NOUN
fcis-6022	154	28	such	such	ADJ
fcis-6022	154	29	as	as	ADP
fcis-6022	154	30	commodity	commodity	NOUN
fcis-6022	154	31	evaluation	evaluation	NOUN
fcis-6022	154	32	,	,	PUNCT
fcis-6022	154	33	opinion	opinion	NOUN
fcis-6022	154	34	retrieval	retrieval	NOUN
fcis-6022	154	35	,	,	PUNCT
fcis-6022	154	36	opinion	opinion	NOUN
fcis-6022	154	37	detection	detection	NOUN
fcis-6022	154	38	and	and	CCONJ
fcis-6022	154	39	information	information	NOUN
fcis-6022	154	40	prediction	prediction	NOUN
fcis-6022	154	41	.	.	PUNCT
fcis-6022	155	1	references	reference	NOUN
fcis-6022	155	2	[	[	X
fcis-6022	155	3	1	1	NUM
fcis-6022	155	4	]	]	PUNCT
fcis-6022	155	5	w.	w.	PROPN
fcis-6022	155	6	medhat	medhat	PROPN
fcis-6022	155	7	,	,	PUNCT
fcis-6022	155	8	a.	a.	PROPN
fcis-6022	155	9	hassan	hassan	PROPN
fcis-6022	155	10	,	,	PUNCT
fcis-6022	155	11	and	and	CCONJ
fcis-6022	155	12	h.	h.	PROPN
fcis-6022	155	13	korashy	korashy	PROPN
fcis-6022	155	14	,	,	PUNCT
fcis-6022	155	15	"	"	PUNCT
fcis-6022	155	16	sentiment	sentiment	NOUN
fcis-6022	155	17	analysis	analysis	NOUN
fcis-6022	155	18	algorithms	algorithm	NOUN
fcis-6022	155	19	and	and	CCONJ
fcis-6022	155	20	applications	application	NOUN
fcis-6022	155	21	:	:	PUNCT
fcis-6022	155	22	a	a	DET
fcis-6022	155	23	survey	survey	NOUN
fcis-6022	155	24	,	,	PUNCT
fcis-6022	155	25	"	"	PUNCT
fcis-6022	155	26	ain	ain	PROPN
fcis-6022	155	27	shams	sham	NOUN
fcis-6022	155	28	engineering	engineering	NOUN
fcis-6022	155	29	journal	journal	NOUN
fcis-6022	155	30	,	,	PUNCT
fcis-6022	155	31	vol	vol	NOUN
fcis-6022	155	32	.	.	PROPN
fcis-6022	155	33	5	5	NUM
fcis-6022	155	34	,	,	PUNCT
fcis-6022	155	35	no	no	INTJ
fcis-6022	155	36	.	.	NOUN
fcis-6022	155	37	4	4	NUM
fcis-6022	155	38	,	,	PUNCT
fcis-6022	155	39	pp	pp	ADJ
fcis-6022	155	40	.	.	PUNCT
fcis-6022	156	1	1093	1093	NUM
fcis-6022	156	2	-	-	SYM
fcis-6022	156	3	1113	1113	NUM
fcis-6022	156	4	,	,	PUNCT
fcis-6022	156	5	2014	2014	NUM
fcis-6022	156	6	.	.	PUNCT
fcis-6022	157	1	[	[	X
fcis-6022	157	2	2	2	NUM
fcis-6022	157	3	]	]	PUNCT
fcis-6022	157	4	m.	m.	NOUN
fcis-6022	157	5	heidari	heidari	ADJ
fcis-6022	157	6	and	and	CCONJ
fcis-6022	157	7	s.	s.	PROPN
fcis-6022	157	8	rafatirad	rafatirad	PROPN
fcis-6022	157	9	,	,	PUNCT
fcis-6022	157	10	"	"	PUNCT
fcis-6022	157	11	using	use	VERB
fcis-6022	157	12	transfer	transfer	NOUN
fcis-6022	157	13	learning	learn	VERB
fcis-6022	157	14	approach	approach	NOUN
fcis-6022	157	15	to	to	PART
fcis-6022	157	16	implement	implement	VERB
fcis-6022	157	17	convolutional	convolutional	ADJ
fcis-6022	157	18	neural	neural	ADJ
fcis-6022	157	19	network	network	NOUN
fcis-6022	157	20	model	model	NOUN
fcis-6022	157	21	to	to	PART
fcis-6022	157	22	recommend	recommend	VERB
fcis-6022	157	23	airline	airline	NOUN
fcis-6022	157	24	tickets	ticket	NOUN
fcis-6022	157	25	by	by	ADP
fcis-6022	157	26	using	use	VERB
fcis-6022	157	27	online	online	ADJ
fcis-6022	157	28	reviews	review	NOUN
fcis-6022	157	29	,	,	PUNCT
fcis-6022	157	30	"	"	PUNCT
fcis-6022	157	31	in	in	ADP
fcis-6022	157	32	2020	2020	NUM
fcis-6022	157	33	15th	15th	ADJ
fcis-6022	157	34	international	international	ADJ
fcis-6022	157	35	workshop	workshop	NOUN
fcis-6022	157	36	on	on	ADP
fcis-6022	157	37	semantic	semantic	ADJ
fcis-6022	157	38	and	and	CCONJ
fcis-6022	157	39	social	social	ADJ
fcis-6022	157	40	media	medium	NOUN
fcis-6022	157	41	adaptation	adaptation	NOUN
fcis-6022	157	42	and	and	CCONJ
fcis-6022	157	43	personalization	personalization	NOUN
fcis-6022	157	44	(	(	PUNCT
fcis-6022	157	45	sma	sma	PROPN
fcis-6022	157	46	)	)	PUNCT
fcis-6022	157	47	,	,	PUNCT
fcis-6022	157	48	pp	pp	ADJ
fcis-6022	157	49	.	.	PUNCT
fcis-6022	158	1	1	1	NUM
fcis-6022	158	2	-	-	SYM
fcis-6022	158	3	6	6	NUM
fcis-6022	158	4	,	,	PUNCT
fcis-6022	158	5	2020	2020	NUM
fcis-6022	158	6	.	.	PUNCT
fcis-6022	159	1	[	[	X
fcis-6022	159	2	3	3	X
fcis-6022	159	3	]	]	X
fcis-6022	159	4	m.	m.	NOUN
fcis-6022	159	5	heidari	heidari	ADJ
fcis-6022	159	6	and	and	CCONJ
fcis-6022	159	7	s.	s.	PROPN
fcis-6022	159	8	rafatirad	rafatirad	PROPN
fcis-6022	159	9	,	,	PUNCT
fcis-6022	159	10	"	"	PUNCT
fcis-6022	159	11	semantic	semantic	ADJ
fcis-6022	159	12	convolutional	convolutional	ADJ
fcis-6022	159	13	neural	neural	ADJ
fcis-6022	159	14	network	network	NOUN
fcis-6022	159	15	model	model	NOUN
fcis-6022	159	16	for	for	ADP
fcis-6022	159	17	safe	safe	ADJ
fcis-6022	159	18	business	business	NOUN
fcis-6022	159	19	investment	investment	NOUN
fcis-6022	159	20	by	by	ADP
fcis-6022	159	21	using	use	VERB
fcis-6022	159	22	bert	bert	NOUN
fcis-6022	159	23	,	,	PUNCT
fcis-6022	159	24	"	"	PUNCT
fcis-6022	159	25	in	in	ADP
fcis-6022	159	26	ieee	ieee	NOUN
fcis-6022	159	27	2020	2020	NUM
fcis-6022	159	28	seventh	seventh	ADJ
fcis-6022	159	29	international	international	ADJ
fcis-6022	159	30	conference	conference	NOUN
fcis-6022	159	31	on	on	ADP
fcis-6022	159	32	social	social	ADJ
fcis-6022	159	33	networks	network	NOUN
fcis-6022	159	34	analysis	analysis	NOUN
fcis-6022	159	35	,	,	PUNCT
fcis-6022	159	36	management	management	NOUN
fcis-6022	159	37	and	and	CCONJ
fcis-6022	159	38	security	security	NOUN
fcis-6022	159	39	,	,	PUNCT
fcis-6022	159	40	snams	snam	NOUN
fcis-6022	159	41	2020	2020	NUM
fcis-6022	159	42	,	,	PUNCT
fcis-6022	159	43	2020	2020	NUM
fcis-6022	159	44	.	.	PUNCT
fcis-6022	160	1	[	[	X
fcis-6022	160	2	4	4	NUM
fcis-6022	160	3	]	]	X
fcis-6022	160	4	m.	m.	NOUN
fcis-6022	160	5	heidari	heidari	PROPN
fcis-6022	160	6	,	,	PUNCT
fcis-6022	160	7	j.	j.	PROPN
fcis-6022	160	8	h.	h.	PROPN
fcis-6022	160	9	j.	j.	PROPN
fcis-6022	160	10	jones	jones	PROPN
fcis-6022	160	11	,	,	PUNCT
fcis-6022	160	12	and	and	CCONJ
fcis-6022	160	13	o.	o.	NOUN
fcis-6022	160	14	uzuner	uzuner	NOUN
fcis-6022	160	15	,	,	PUNCT
fcis-6022	160	16	"	"	PUNCT
fcis-6022	160	17	deep	deep	ADJ
fcis-6022	160	18	contextualized	contextualized	ADJ
fcis-6022	160	19	word	word	NOUN
fcis-6022	160	20	embedding	embed	VERB
fcis-6022	160	21	for	for	ADP
fcis-6022	160	22	text	text	NOUN
fcis-6022	160	23	-	-	PUNCT
fcis-6022	160	24	based	base	VERB
fcis-6022	160	25	online	online	ADJ
fcis-6022	160	26	user	user	NOUN
fcis-6022	160	27	profiling	profiling	NOUN
fcis-6022	160	28	to	to	PART
fcis-6022	160	29	detect	detect	VERB
fcis-6022	160	30	social	social	ADJ
fcis-6022	160	31	bots	bot	NOUN
fcis-6022	160	32	on	on	ADP
fcis-6022	160	33	twitter	twitter	NOUN
fcis-6022	160	34	,	,	PUNCT
fcis-6022	160	35	"	"	PUNCT
fcis-6022	160	36	in	in	ADP
fcis-6022	160	37	ieee	ieee	NOUN
fcis-6022	160	38	2020	2020	NUM
fcis-6022	160	39	international	international	ADJ
fcis-6022	160	40	conference	conference	NOUN
fcis-6022	160	41	on	on	ADP
fcis-6022	160	42	data	datum	NOUN
fcis-6022	160	43	mining	mining	NOUN
fcis-6022	160	44	workshops	workshop	NOUN
fcis-6022	160	45	(	(	PUNCT
fcis-6022	160	46	icdmw	icdmw	PROPN
fcis-6022	160	47	)	)	PUNCT
fcis-6022	160	48	,	,	PUNCT
fcis-6022	160	49	icdmw	icdmw	ADP
fcis-6022	160	50	2020	2020	NUM
fcis-6022	160	51	,	,	PUNCT
fcis-6022	160	52	2020	2020	NUM
fcis-6022	160	53	.	.	PUNCT
fcis-6022	161	1	[	[	X
fcis-6022	161	2	5	5	NUM
fcis-6022	161	3	]	]	PUNCT
fcis-6022	161	4	m.	m.	NOUN
fcis-6022	161	5	heidari	heidari	PROPN
fcis-6022	161	6	and	and	CCONJ
fcis-6022	161	7	j.	j.	PROPN
fcis-6022	161	8	h.	h.	PROPN
fcis-6022	161	9	jones	jones	PROPN
fcis-6022	161	10	,	,	PUNCT
fcis-6022	161	11	"	"	PUNCT
fcis-6022	161	12	using	use	VERB
fcis-6022	161	13	bert	bert	PROPN
fcis-6022	161	14	to	to	PART
fcis-6022	161	15	extract	extract	VERB
fcis-6022	161	16	topicindependent	topicindependent	NOUN
fcis-6022	161	17	sentiment	sentiment	NOUN
fcis-6022	161	18	features	feature	VERB
fcis-6022	161	19	for	for	ADP
fcis-6022	161	20	social	social	ADJ
fcis-6022	161	21	media	medium	NOUN
fcis-6022	161	22	bot	bot	NOUN
fcis-6022	161	23	detection	detection	NOUN
fcis-6022	161	24	,	,	PUNCT
fcis-6022	161	25	"	"	PUNCT
fcis-6022	161	26	in	in	ADP
fcis-6022	161	27	2020	2020	NUM
fcis-6022	161	28	11th	11th	ADJ
fcis-6022	161	29	ieee	ieee	NOUN
fcis-6022	161	30	annual	annual	ADJ
fcis-6022	161	31	ubiquitous	ubiquitous	ADJ
fcis-6022	161	32	computing	computing	NOUN
fcis-6022	161	33	,	,	PUNCT
fcis-6022	161	34	electronics	electronic	NOUN
fcis-6022	161	35	mobile	mobile	ADJ
fcis-6022	161	36	communication	communication	NOUN
fcis-6022	161	37	conference	conference	NOUN
fcis-6022	161	38	(	(	PUNCT
fcis-6022	161	39	uemcon	uemcon	NOUN
fcis-6022	161	40	)	)	PUNCT
fcis-6022	161	41	,	,	PUNCT
fcis-6022	161	42	pp	pp	PROPN
fcis-6022	161	43	.	.	PUNCT
fcis-6022	161	44	0542	0542	NUM
fcis-6022	161	45	-	-	SYM
fcis-6022	161	46	0547	0547	NUM
fcis-6022	161	47	,	,	PUNCT
fcis-6022	161	48	2020	2020	NUM
fcis-6022	161	49	.	.	PUNCT
fcis-6022	162	1	[	[	X
fcis-6022	162	2	6	6	NUM
fcis-6022	162	3	]	]	PUNCT
fcis-6022	162	4	m.	m.	NOUN
fcis-6022	162	5	heidari	heidari	PROPN
fcis-6022	162	6	,	,	PUNCT
fcis-6022	162	7	s.	s.	PROPN
fcis-6022	162	8	zad	zad	PROPN
fcis-6022	162	9	,	,	PUNCT
fcis-6022	162	10	b.	b.	PROPN
fcis-6022	162	11	berlin	berlin	PROPN
fcis-6022	162	12	,	,	PUNCT
fcis-6022	162	13	and	and	CCONJ
fcis-6022	162	14	s.	s.	PROPN
fcis-6022	162	15	rafatirad	rafatirad	PROPN
fcis-6022	162	16	,	,	PUNCT
fcis-6022	162	17	"	"	PUNCT
fcis-6022	162	18	ontology	ontology	NOUN
fcis-6022	162	19	creation	creation	NOUN
fcis-6022	162	20	model	model	NOUN
fcis-6022	162	21	based	base	VERB
fcis-6022	162	22	on	on	ADP
fcis-6022	162	23	attention	attention	NOUN
fcis-6022	162	24	mechanism	mechanism	NOUN
fcis-6022	162	25	for	for	ADP
fcis-6022	162	26	a	a	DET
fcis-6022	162	27	specific	specific	ADJ
fcis-6022	162	28	business	business	NOUN
fcis-6022	162	29	domain	domain	NOUN
fcis-6022	162	30	,	,	PUNCT
fcis-6022	162	31	"	"	PUNCT
fcis-6022	162	32	in	in	ADP
fcis-6022	162	33	ieee	ieee	NOUN
fcis-6022	162	34	2021	2021	NUM
fcis-6022	162	35	international	international	ADJ
fcis-6022	162	36	iot	iot	NOUN
fcis-6022	162	37	,	,	PUNCT
fcis-6022	162	38	electronics	electronic	NOUN
fcis-6022	162	39	and	and	CCONJ
fcis-6022	162	40	mechatronics	mechatronic	NOUN
fcis-6022	162	41	conference	conference	NOUN
fcis-6022	162	42	,	,	PUNCT
fcis-6022	162	43	iemtronics	iemtronic	NOUN
fcis-6022	162	44	2021	2021	NUM
fcis-6022	162	45	,	,	PUNCT
fcis-6022	162	46	2021	2021	NUM
fcis-6022	162	47	.	.	PUNCT
fcis-6022	163	1	[	[	X
fcis-6022	163	2	7	7	X
fcis-6022	163	3	]	]	PUNCT
fcis-6022	163	4	state	state	NOUN
fcis-6022	163	5	council	council	PROPN
fcis-6022	163	6	.	.	PUNCT
fcis-6022	164	1	notice	notice	NOUN
fcis-6022	164	2	of	of	ADP
fcis-6022	164	3	the	the	DET
fcis-6022	164	4	state	state	NOUN
fcis-6022	164	5	council	council	NOUN
fcis-6022	164	6	on	on	ADP
fcis-6022	164	7	the	the	DET
fcis-6022	164	8	issuance	issuance	NOUN
fcis-6022	164	9	of	of	ADP
fcis-6022	164	10	the	the	DET
fcis-6022	164	11	action	action	NOUN
fcis-6022	164	12	outline	outline	NOUN
fcis-6022	164	13	for	for	ADP
fcis-6022	164	14	promoting	promote	VERB
fcis-6022	164	15	the	the	DET
fcis-6022	164	16	development	development	NOUN
fcis-6022	164	17	of	of	ADP
fcis-6022	164	18	big	big	ADJ
fcis-6022	164	19	data	datum	NOUN
fcis-6022	164	20	[	[	X
fcis-6022	164	21	ol	ol	X
fcis-6022	164	22	]	]	PUNCT
fcis-6022	164	23	.	.	PUNCT
fcis-6022	165	1	china	china	PROPN
fcis-6022	165	2	government	government	PROPN
fcis-6022	165	3	website	website	NOUN
fcis-6022	165	4	.	.	PUNCT
fcis-6022	166	1	beijing	beijing	PROPN
fcis-6022	166	2	:	:	PUNCT
fcis-6022	166	3	2015	2015	NUM
fcis-6022	166	4	.	.	PUNCT
fcis-6022	167	1	[	[	X
fcis-6022	167	2	8	8	NUM
fcis-6022	167	3	]	]	X
fcis-6022	167	4	china	china	PROPN
fcis-6022	167	5	electronics	electronics	PROPN
fcis-6022	167	6	technology	technology	NOUN
fcis-6022	167	7	standardization	standardization	NOUN
fcis-6022	167	8	institute	institute	NOUN
fcis-6022	167	9	,	,	PUNCT
fcis-6022	167	10	working	working	NOUN
fcis-6022	167	11	group	group	NOUN
fcis-6022	167	12	on	on	ADP
fcis-6022	167	13	big	big	ADJ
fcis-6022	167	14	data	datum	NOUN
fcis-6022	167	15	standards	standard	NOUN
fcis-6022	167	16	,	,	PUNCT
fcis-6022	167	17	national	national	ADJ
fcis-6022	167	18	information	information	NOUN
fcis-6022	167	19	technology	technology	NOUN
fcis-6022	167	20	standardization	standardization	NOUN
fcis-6022	167	21	technical	technical	PROPN
fcis-6022	167	22	committee	committee	NOUN
fcis-6022	167	23	.	.	PUNCT
fcis-6022	168	1	big	big	ADJ
fcis-6022	168	2	data	data	PROPN
fcis-6022	168	3	standardization	standardization	NOUN
fcis-6022	168	4	white	white	PROPN
fcis-6022	168	5	paper	paper	PROPN
fcis-6022	168	6	2018	2018	NUM
fcis-6022	168	7	edition	edition	NOUN
fcis-6022	168	8	,	,	PUNCT
fcis-6022	168	9	2018	2018	NUM
fcis-6022	168	10	-	-	SYM
fcis-6022	168	11	04	04	NUM
fcis-6022	168	12	.	.	PUNCT
fcis-6022	169	1	[	[	X
fcis-6022	169	2	9	9	NUM
fcis-6022	169	3	]	]	PUNCT
fcis-6022	169	4	pang	pang	NOUN
fcis-6022	169	5	b	b	PROPN
fcis-6022	169	6	,	,	PUNCT
fcis-6022	169	7	lee	lee	PROPN
fcis-6022	169	8	l	l	PROPN
fcis-6022	169	9	,	,	PUNCT
fcis-6022	169	10	vaithyanathan	vaithyanathan	PROPN
fcis-6022	169	11	s.	s.	PROPN
fcis-6022	169	12	thumbs	thumb	VERB
fcis-6022	169	13	up	up	ADP
fcis-6022	169	14	?	?	PUNCT
fcis-6022	169	15	:	:	PUNCT
fcis-6022	169	16	sentiment	sentiment	NOUN
fcis-6022	169	17	classification	classification	NOUN
fcis-6022	169	18	using	use	VERB
fcis-6022	169	19	machine	machine	NOUN
fcis-6022	169	20	learning	learn	VERB
fcis-6022	169	21	techniques[c	techniques[c	PROPN
fcis-6022	169	22	]	]	PUNCT
fcis-6022	169	23	.	.	PUNCT
fcis-6022	170	1	proceedings	proceeding	NOUN
fcis-6022	170	2	of	of	ADP
fcis-6022	170	3	the	the	DET
fcis-6022	170	4	2002	2002	NUM
fcis-6022	170	5	conference	conference	NOUN
fcis-6022	170	6	on	on	ADP
fcis-6022	170	7	empirical	empirical	ADJ
fcis-6022	170	8	methods	method	NOUN
fcis-6022	170	9	in	in	ADP
fcis-6022	170	10	natural	natural	ADJ
fcis-6022	170	11	language	language	NOUN
fcis-6022	170	12	processing	processing	NOUN
fcis-6022	170	13	(	(	PUNCT
fcis-6022	170	14	emnlp	emnlp	ADJ
fcis-6022	170	15	)	)	PUNCT
fcis-6022	170	16	.	.	PUNCT
fcis-6022	171	1	philadelphia	philadelphia	PROPN
fcis-6022	171	2	,	,	PUNCT
fcis-6022	171	3	pa	pa	PROPN
fcis-6022	171	4	,	,	PUNCT
fcis-6022	171	5	usa	usa	PROPN
fcis-6022	171	6	:	:	PUNCT
fcis-6022	171	7	association	association	NOUN
fcis-6022	171	8	for	for	ADP
fcis-6022	171	9	computational	computational	ADJ
fcis-6022	171	10	linguistics	linguistic	NOUN
fcis-6022	171	11	,	,	PUNCT
fcis-6022	171	12	2002	2002	NUM
fcis-6022	171	13	:	:	PUNCT
fcis-6022	171	14	79	79	NUM
fcis-6022	171	15	-	-	SYM
fcis-6022	171	16	86	86	NUM
fcis-6022	171	17	.	.	PUNCT
fcis-6022	172	1	[	[	X
fcis-6022	172	2	10	10	NUM
fcis-6022	172	3	]	]	X
fcis-6022	172	4	liu	liu	PROPN
fcis-6022	172	5	b.	b.	PROPN
fcis-6022	172	6	sentiment	sentiment	PROPN
fcis-6022	172	7	analysis	analysis	NOUN
fcis-6022	172	8	:	:	PUNCT
fcis-6022	172	9	mining	mining	NOUN
fcis-6022	172	10	opinions	opinion	NOUN
fcis-6022	172	11	,	,	PUNCT
fcis-6022	172	12	sentiments	sentiment	NOUN
fcis-6022	172	13	,	,	PUNCT
fcis-6022	172	14	and	and	CCONJ
fcis-6022	172	15	emotions[m	emotions[m	NOUN
fcis-6022	172	16	]	]	PUNCT
fcis-6022	172	17	.	.	PUNCT
fcis-6022	173	1	cambridge	cambridge	PROPN
fcis-6022	173	2	cb2	cb2	PROPN
fcis-6022	173	3	8bs	8bs	PROPN
fcis-6022	173	4	uk	uk	PROPN
fcis-6022	173	5	:	:	PUNCT
fcis-6022	173	6	cambridge	cambridge	PROPN
fcis-6022	173	7	university	university	PROPN
fcis-6022	173	8	press	press	NOUN
fcis-6022	173	9	,	,	PUNCT
fcis-6022	173	10	2015	2015	NUM
fcis-6022	173	11	.	.	PUNCT
fcis-6022	174	1	[	[	X
fcis-6022	174	2	11	11	NUM
fcis-6022	174	3	]	]	X
fcis-6022	174	4	e.	e.	PROPN
fcis-6022	174	5	cambria	cambria	PROPN
fcis-6022	174	6	,	,	PUNCT
fcis-6022	174	7	s.	s.	PROPN
fcis-6022	174	8	poria	poria	PROPN
fcis-6022	174	9	,	,	PUNCT
fcis-6022	174	10	a.	a.	NOUN
fcis-6022	174	11	hussain	hussain	PROPN
fcis-6022	174	12	and	and	CCONJ
fcis-6022	174	13	b.	b.	PROPN
fcis-6022	174	14	liu	liu	PROPN
fcis-6022	174	15	.	.	PUNCT
fcis-6022	175	1	computational	computational	ADJ
fcis-6022	175	2	intelligence	intelligence	NOUN
fcis-6022	175	3	for	for	ADP
fcis-6022	175	4	affective	affective	NOUN
fcis-6022	175	5	computing	computing	NOUN
fcis-6022	175	6	and	and	CCONJ
fcis-6022	175	7	sentiment	sentiment	NOUN
fcis-6022	175	8	analysis	analysis	NOUN
fcis-6022	175	9	[	[	X
fcis-6022	175	10	j	j	X
fcis-6022	175	11	]	]	X
fcis-6022	175	12	.	.	PUNCT
fcis-6022	176	1	ieee	ieee	PROPN
fcis-6022	176	2	computational	computational	PROPN
fcis-6022	176	3	intelligence	intelligence	PROPN
fcis-6022	176	4	magazine	magazine	NOUN
fcis-6022	176	5	,	,	PUNCT
fcis-6022	176	6	2019,14(2):16	2019,14(2):16	NUM
fcis-6022	176	7	-	-	SYM
fcis-6022	176	8	17	17	NUM
fcis-6022	176	9	.	.	PUNCT
fcis-6022	177	1	[	[	X
fcis-6022	177	2	12	12	NUM
fcis-6022	177	3	]	]	X
fcis-6022	177	4	kim	kim	PROPN
fcis-6022	177	5	,	,	PUNCT
fcis-6022	177	6	soo	soo	PROPN
fcis-6022	177	7	-	-	PUNCT
fcis-6022	177	8	min	min	PROPN
fcis-6022	177	9	&	&	CCONJ
fcis-6022	177	10	hovy	hovy	PROPN
fcis-6022	177	11	,	,	PUNCT
fcis-6022	177	12	eduard	eduard	PROPN
fcis-6022	177	13	.	.	PUNCT
fcis-6022	178	1	determining	determine	VERB
fcis-6022	178	2	the	the	DET
fcis-6022	178	3	sentiment	sentiment	NOUN
fcis-6022	178	4	of	of	ADP
fcis-6022	178	5	opinions[c]//proceeding	opinions[c]//proceeding	PROPN
fcis-6022	178	6	of	of	ADP
fcis-6022	178	7	the	the	DET
fcis-6022	178	8	20th	20th	ADJ
fcis-6022	178	9	international	international	ADJ
fcis-6022	178	10	conference	conference	NOUN
fcis-6022	178	11	on	on	ADP
fcis-6022	178	12	computational	computational	ADJ
fcis-6022	178	13	linguistics	linguistic	NOUN
fcis-6022	178	14	.	.	PUNCT
fcis-6022	179	1	association	association	NOUN
fcis-6022	179	2	for	for	ADP
fcis-6022	179	3	computational	computational	ADJ
fcis-6022	179	4	linguistics	linguistic	NOUN
fcis-6022	179	5	,	,	PUNCT
fcis-6022	179	6	2004:1367	2004:1367	NUM
fcis-6022	179	7	.	.	PUNCT
fcis-6022	180	1	[	[	X
fcis-6022	180	2	13	13	NUM
fcis-6022	180	3	]	]	PUNCT
fcis-6022	180	4	collobert	collobert	PROPN
fcis-6022	180	5	r	r	PROPN
fcis-6022	180	6	,	,	PUNCT
fcis-6022	180	7	weston	weston	PROPN
fcis-6022	180	8	j	j	PROPN
fcis-6022	180	9	,	,	PUNCT
fcis-6022	180	10	bottou	bottou	PROPN
fcis-6022	180	11	l	l	PROPN
fcis-6022	180	12	,	,	PUNCT
fcis-6022	180	13	et	et	PROPN
fcis-6022	180	14	al	al	PROPN
fcis-6022	180	15	.	.	PROPN
fcis-6022	180	16	natural	natural	ADJ
fcis-6022	180	17	language	language	NOUN
fcis-6022	180	18	processing	processing	NOUN
fcis-6022	180	19	(	(	PUNCT
fcis-6022	180	20	almost	almost	ADV
fcis-6022	180	21	)	)	PUNCT
fcis-6022	180	22	from	from	ADP
fcis-6022	180	23	scratch[j	scratch[j	PROPN
fcis-6022	180	24	]	]	PUNCT
fcis-6022	180	25	.	.	PUNCT
fcis-6022	181	1	journal	journal	PROPN
fcis-6022	181	2	of	of	ADP
fcis-6022	181	3	machine	machine	NOUN
fcis-6022	181	4	learning	learn	VERB
fcis-6022	181	5	research	research	NOUN
fcis-6022	181	6	,	,	PUNCT
fcis-6022	181	7	2011	2011	NUM
fcis-6022	181	8	,	,	PUNCT
fcis-6022	181	9	12(aug	12(aug	NUM
fcis-6022	181	10	):	):	PUNCT
fcis-6022	181	11	2493	2493	NUM
fcis-6022	181	12	-	-	SYM
fcis-6022	181	13	2537	2537	NUM
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fcis-6022	182	12	,	,	PUNCT
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fcis-6022	182	14	al	al	PROPN
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fcis-6022	182	18	is	be	AUX
fcis-6022	182	19	a	a	DET
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fcis-6022	182	21	suitcase[j	suitcase[j	NOUN
fcis-6022	182	22	]	]	PUNCT
fcis-6022	182	23	.	.	PUNCT
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fcis-6022	183	4	,	,	PUNCT
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fcis-6022	183	6	,	,	PUNCT
fcis-6022	183	7	32(6	32(6	NUM
fcis-6022	183	8	):	):	PUNCT
fcis-6022	183	9	7480	7480	NUM
fcis-6022	183	10	.	.	PUNCT
fcis-6022	184	1	[	[	X
fcis-6022	184	2	15	15	NUM
fcis-6022	184	3	]	]	X
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fcis-6022	184	7	cambria	cambria	PROPN
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fcis-6022	184	9	,	,	PUNCT
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fcis-6022	184	12	e	e	PROPN
fcis-6022	184	13	,	,	PUNCT
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fcis-6022	184	16	.	.	PUNCT
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fcis-6022	185	2	between	between	ADP
fcis-6022	185	3	facts	fact	NOUN
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fcis-6022	185	9	:	:	PUNCT
fcis-6022	185	10	survey	survey	NOUN
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fcis-6022	185	12	challenges[j	challenges[j	NOUN
fcis-6022	185	13	]	]	PUNCT
fcis-6022	185	14	.	.	PUNCT
fcis-6022	186	1	information	information	NOUN
fcis-6022	186	2	fusion	fusion	NOUN
fcis-6022	186	3	,	,	PUNCT
fcis-6022	186	4	2018	2018	NUM
fcis-6022	186	5	,	,	PUNCT
fcis-6022	186	6	44	44	NUM
fcis-6022	186	7	:	:	SYM
fcis-6022	186	8	65	65	NUM
fcis-6022	186	9	-	-	SYM
fcis-6022	186	10	77	77	NUM
fcis-6022	186	11	.	.	PUNCT
fcis-6022	187	1	[	[	X
fcis-6022	187	2	16	16	NUM
fcis-6022	187	3	]	]	X
fcis-6022	187	4	lo	lo	PROPN
fcis-6022	187	5	s	s	PROPN
fcis-6022	187	6	l	l	NOUN
fcis-6022	187	7	,	,	PUNCT
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fcis-6022	187	10	,	,	PUNCT
fcis-6022	187	11	chiong	chiong	PROPN
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fcis-6022	187	13	,	,	PUNCT
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fcis-6022	187	15	al	al	PROPN
fcis-6022	187	16	.	.	PROPN
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fcis-6022	187	18	sentiment	sentiment	NOUN
fcis-6022	187	19	analysis	analysis	NOUN
fcis-6022	187	20	:	:	PUNCT
fcis-6022	187	21	from	from	ADP
fcis-6022	187	22	formal	formal	ADJ
fcis-6022	187	23	to	to	ADP
fcis-6022	187	24	informal	informal	ADJ
fcis-6022	187	25	and	and	CCONJ
fcis-6022	187	26	scarce	scarce	ADJ
fcis-6022	187	27	resource	resource	NOUN
fcis-6022	187	28	languages[j	languages[j	NOUN
fcis-6022	187	29	]	]	PUNCT
fcis-6022	187	30	.	.	PUNCT
fcis-6022	188	1	artificial	artificial	ADJ
fcis-6022	188	2	intelligence	intelligence	NOUN
fcis-6022	188	3	review	review	NOUN
fcis-6022	188	4	,	,	PUNCT
fcis-6022	188	5	2017	2017	NUM
fcis-6022	188	6	,	,	PUNCT
fcis-6022	188	7	48(4	48(4	NUM
fcis-6022	188	8	):	):	PUNCT
fcis-6022	188	9	499527	499527	NUM
fcis-6022	188	10	.	.	PUNCT
fcis-6022	189	1	[	[	X
fcis-6022	189	2	17	17	NUM
fcis-6022	189	3	]	]	X
fcis-6022	189	4	bernhard	bernhard	PROPN
fcis-6022	189	5	k	k	PROPN
fcis-6022	189	6	,	,	PUNCT
fcis-6022	189	7	suzana	suzana	PROPN
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fcis-6022	189	9	,	,	PUNCT
fcis-6022	189	10	mathias	mathias	PROPN
fcis-6022	189	11	k	k	PROPN
fcis-6022	189	12	,	,	PUNCT
fcis-6022	189	13	et	et	PROPN
fcis-6022	189	14	al	al	PROPN
fcis-6022	189	15	.	.	PUNCT
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fcis-6022	190	2	learning	learning	NOUN
fcis-6022	190	3	for	for	ADP
fcis-6022	190	4	affective	affective	ADJ
fcis-6022	190	5	computing	computing	NOUN
fcis-6022	190	6	:	:	PUNCT
fcis-6022	190	7	text	text	NOUN
fcis-6022	190	8	-	-	PUNCT
fcis-6022	190	9	based	base	VERB
fcis-6022	190	10	emotion	emotion	NOUN
fcis-6022	190	11	recognition	recognition	NOUN
fcis-6022	190	12	in	in	ADP
fcis-6022	190	13	decision	decision	NOUN
fcis-6022	190	14	support[j	support[j	PROPN
fcis-6022	190	15	]	]	PUNCT
fcis-6022	190	16	.	.	PUNCT
fcis-6022	191	1	decision	decision	NOUN
fcis-6022	191	2	support	support	NOUN
fcis-6022	191	3	systems	system	NOUN
fcis-6022	191	4	,	,	PUNCT
fcis-6022	191	5	2018	2018	NUM
fcis-6022	191	6	,	,	PUNCT
fcis-6022	191	7	115(nov.):24	115(nov.):24	NUM
fcis-6022	191	8	-	-	SYM
fcis-6022	191	9	35	35	NUM
fcis-6022	191	10	.	.	PUNCT
fcis-6022	192	1	[	[	X
fcis-6022	192	2	18	18	NUM
fcis-6022	192	3	]	]	X
fcis-6022	192	4	cambria	cambria	PROPN
fcis-6022	192	5	e	e	PROPN
fcis-6022	192	6	.	.	PUNCT
fcis-6022	192	7	affective	affective	ADJ
fcis-6022	192	8	computing	computing	NOUN
fcis-6022	192	9	and	and	CCONJ
fcis-6022	192	10	sentiment	sentiment	NOUN
fcis-6022	192	11	analysis[j	analysis[j	PROPN
fcis-6022	192	12	]	]	PUNCT
fcis-6022	192	13	.	.	PUNCT
fcis-6022	193	1	ieee	ieee	PROPN
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fcis-6022	193	3	systems	system	NOUN
fcis-6022	193	4	,	,	PUNCT
fcis-6022	193	5	2016	2016	NUM
fcis-6022	193	6	,	,	PUNCT
fcis-6022	193	7	31(2):102	31(2):102	NUM
fcis-6022	193	8	-	-	SYM
fcis-6022	193	9	107	107	NUM
fcis-6022	193	10	.	.	PUNCT
fcis-6022	194	1	[	[	X
fcis-6022	194	2	19	19	NUM
fcis-6022	194	3	]	]	X
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fcis-6022	194	7	qin	qin	PROPN
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fcis-6022	194	9	,	,	PUNCT
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fcis-6022	194	12	.	.	PUNCT
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fcis-6022	195	5	.	.	PUNCT
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fcis-6022	196	4	,	,	PUNCT
fcis-6022	196	5	2010	2010	NUM
fcis-6022	196	6	,	,	PUNCT
fcis-6022	196	7	21(8):1834	21(8):1834	PROPN
fcis-6022	196	8	-	-	PUNCT
fcis-6022	196	9	1848	1848	NUM
fcis-6022	196	10	.	.	PUNCT
fcis-6022	197	1	zhao	zhao	PROPN
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fcis-6022	197	6	,	,	PUNCT
fcis-6022	197	7	liu	liu	PROPN
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fcis-6022	197	9	.	.	PUNCT
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fcis-6022	198	4	.	.	PUNCT
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fcis-6022	199	4	,	,	PUNCT
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fcis-6022	199	6	,	,	PUNCT
fcis-6022	199	7	21(8):1834	21(8):1834	PROPN
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fcis-6022	199	10	.	.	PUNCT
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fcis-6022	200	3	]	]	PUNCT
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fcis-6022	200	9	,	,	PUNCT
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fcis-6022	201	1	et	et	PROPN
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fcis-6022	201	11	[	[	X
fcis-6022	201	12	j	j	X
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fcis-6022	201	14	.	.	PUNCT
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fcis-6022	202	4	management	management	NOUN
fcis-6022	202	5	,	,	PUNCT
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fcis-6022	202	7	,	,	PUNCT
fcis-6022	202	8	52	52	NUM
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fcis-6022	202	10	1):5	1):5	NUM
fcis-6022	202	11	-	-	SYM
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fcis-6022	202	13	.	.	PUNCT
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fcis-6022	203	3	]	]	X
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fcis-6022	203	6	,	,	PUNCT
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fcis-6022	203	9	,	,	PUNCT
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fcis-6022	203	12	,	,	PUNCT
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fcis-6022	203	17	embeddings	embedding	NOUN
fcis-6022	203	18	with	with	ADP
fcis-6022	203	19	applications	application	NOUN
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fcis-6022	203	24	.	.	PUNCT
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fcis-6022	204	8	,	,	PUNCT
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fcis-6022	204	10	-	-	SYM
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fcis-6022	204	12	.	.	PUNCT
fcis-6022	205	1	[	[	X
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fcis-6022	205	3	]	]	PUNCT
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fcis-6022	205	9	.	.	PUNCT
fcis-6022	206	1	opinion	opinion	NOUN
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fcis-6022	206	6	]	]	PUNCT
fcis-6022	206	7	.	.	PUNCT
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fcis-6022	207	7	,	,	PUNCT
fcis-6022	207	8	2008	2008	NUM
fcis-6022	207	9	,	,	PUNCT
fcis-6022	207	10	2(1	2(1	NUM
fcis-6022	207	11	2):1	2):1	NUM
fcis-6022	207	12	-	-	SYM
fcis-6022	207	13	135	135	NUM
fcis-6022	207	14	.	.	PUNCT
fcis-6022	208	1	[	[	X
fcis-6022	208	2	23	23	NUM
fcis-6022	208	3	]	]	X
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fcis-6022	208	5	,	,	PUNCT
fcis-6022	208	6	bing	bing	NOUN
fcis-6022	208	7	.	.	PUNCT
fcis-6022	209	1	sentiment	sentiment	NOUN
fcis-6022	209	2	analysis	analysis	NOUN
fcis-6022	209	3	and	and	CCONJ
fcis-6022	209	4	opinion	opinion	NOUN
fcis-6022	209	5	mining[j	mining[j	PROPN
fcis-6022	209	6	]	]	PUNCT
fcis-6022	209	7	.	.	PUNCT
fcis-6022	210	1	synthesis	synthesis	NOUN
fcis-6022	210	2	lectures	lecture	NOUN
fcis-6022	210	3	on	on	ADP
fcis-6022	210	4	human	human	ADJ
fcis-6022	210	5	language	language	NOUN
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fcis-6022	210	9	,	,	PUNCT
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fcis-6022	210	11	-	-	SYM
fcis-6022	210	12	167	167	NUM
fcis-6022	210	13	.	.	PUNCT
fcis-6022	211	1	47	47	NUM
fcis-6022	212	1	[	[	X
fcis-6022	212	2	24	24	NUM
fcis-6022	212	3	]	]	PUNCT
fcis-6022	212	4	schouten	schouten	PROPN
fcis-6022	212	5	k	k	PROPN
fcis-6022	212	6	,	,	PUNCT
fcis-6022	212	7	frasincar	frasincar	NOUN
fcis-6022	212	8	f	f	PROPN
fcis-6022	212	9	.	.	PUNCT
fcis-6022	213	1	survey	survey	NOUN
fcis-6022	213	2	on	on	ADP
fcis-6022	213	3	aspect	aspect	NOUN
fcis-6022	213	4	-	-	PUNCT
fcis-6022	213	5	level	level	NOUN
fcis-6022	213	6	sentiment	sentiment	NOUN
fcis-6022	213	7	analysis[j	analysis[j	PROPN
fcis-6022	213	8	]	]	PUNCT
fcis-6022	213	9	.	.	PUNCT
fcis-6022	214	1	ieee	ieee	NOUN
fcis-6022	214	2	transactions	transaction	NOUN
fcis-6022	214	3	on	on	ADP
fcis-6022	214	4	knowledge	knowledge	NOUN
fcis-6022	214	5	and	and	CCONJ
fcis-6022	214	6	data	datum	NOUN
fcis-6022	214	7	engineering	engineering	NOUN
fcis-6022	214	8	,	,	PUNCT
fcis-6022	214	9	2016	2016	NUM
fcis-6022	214	10	,	,	PUNCT
fcis-6022	214	11	28(3):813	28(3):813	NUM
fcis-6022	214	12	-	-	SYM
fcis-6022	214	13	830	830	NUM
fcis-6022	214	14	.	.	PUNCT
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fcis-6022	215	2	25	25	NUM
fcis-6022	215	3	]	]	X
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fcis-6022	215	6	,	,	PUNCT
fcis-6022	215	7	siddhartha	siddhartha	PROPN
fcis-6022	215	8	bhattacharyya	bhattacharyya	PROPN
fcis-6022	215	9	,	,	PUNCT
fcis-6022	215	10	rajib	rajib	NOUN
fcis-6022	215	11	bag	bag	NOUN
fcis-6022	215	12	,	,	PUNCT
fcis-6022	215	13	et	et	PROPN
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fcis-6022	215	15	.	.	PROPN
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fcis-6022	215	17	sentiment	sentiment	NOUN
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fcis-6022	215	21	set	set	NOUN
fcis-6022	215	22	of	of	ADP
fcis-6022	215	23	movie	movie	NOUN
fcis-6022	215	24	reviews	review	NOUN
fcis-6022	215	25	using	use	VERB
fcis-6022	215	26	deep	deep	ADJ
fcis-6022	215	27	learning	learning	NOUN
fcis-6022	215	28	approach	approach	NOUN
fcis-6022	215	29	[	[	X
fcis-6022	215	30	c	c	X
fcis-6022	215	31	]	]	X
fcis-6022	215	32	//	//	X
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fcis-6022	215	34	conference	conference	NOUN
fcis-6022	215	35	on	on	ADP
fcis-6022	215	36	advanced	advanced	ADJ
fcis-6022	215	37	machine	machine	NOUN
fcis-6022	215	38	learning	learning	NOUN
fcis-6022	215	39	technologies	technology	NOUN
fcis-6022	215	40	&	&	CCONJ
fcis-6022	215	41	applications	application	NOUN
fcis-6022	215	42	.	.	PUNCT
fcis-6022	216	1	springer	springer	NOUN
fcis-6022	216	2	,	,	PUNCT
fcis-6022	216	3	cham	cham	PROPN
fcis-6022	216	4	,	,	PUNCT
fcis-6022	216	5	2018	2018	NUM
fcis-6022	216	6	.	.	PUNCT
fcis-6022	217	1	[	[	X
fcis-6022	217	2	26	26	NUM
fcis-6022	217	3	]	]	X
fcis-6022	217	4	giatsoglou	giatsoglou	PROPN
fcis-6022	217	5	m	m	PROPN
fcis-6022	217	6	,	,	PUNCT
fcis-6022	217	7	vozalis	vozalis	PROPN
fcis-6022	217	8	m	m	VERB
fcis-6022	217	9	g	g	NOUN
fcis-6022	217	10	,	,	PUNCT
fcis-6022	217	11	diamantaras	diamantaras	PROPN
fcis-6022	217	12	k	k	PROPN
fcis-6022	217	13	,	,	PUNCT
fcis-6022	217	14	et	et	PROPN
fcis-6022	217	15	al	al	PROPN
fcis-6022	217	16	.	.	PROPN
fcis-6022	217	17	sentiment	sentiment	NOUN
fcis-6022	217	18	analysis	analysis	NOUN
fcis-6022	217	19	leveraging	leverage	VERB
fcis-6022	217	20	emotions	emotion	NOUN
fcis-6022	217	21	and	and	CCONJ
fcis-6022	217	22	word	word	NOUN
fcis-6022	217	23	embeddings[j	embeddings[j	PROPN
fcis-6022	217	24	]	]	PUNCT
fcis-6022	217	25	.	.	PUNCT
fcis-6022	218	1	expert	expert	NOUN
fcis-6022	218	2	systems	system	NOUN
fcis-6022	218	3	with	with	ADP
fcis-6022	218	4	application	application	NOUN
fcis-6022	218	5	,	,	PUNCT
fcis-6022	218	6	2017	2017	NUM
fcis-6022	218	7	,	,	PUNCT
fcis-6022	218	8	69(mar.):214	69(mar.):214	NUM
fcis-6022	218	9	-	-	PUNCT
fcis-6022	218	10	224	224	NUM
fcis-6022	218	11	.	.	PUNCT
fcis-6022	219	1	[	[	X
fcis-6022	219	2	27	27	NUM
fcis-6022	219	3	]	]	X
fcis-6022	219	4	wilson	wilson	PROPN
fcis-6022	219	5	t	t	PROPN
fcis-6022	219	6	,	,	PUNCT
fcis-6022	219	7	wiebe	wiebe	PROPN
fcis-6022	219	8	j	j	PROPN
fcis-6022	219	9	,	,	PUNCT
fcis-6022	219	10	hoffmann	hoffmann	PROPN
fcis-6022	219	11	p.	p.	NOUN
fcis-6022	219	12	recognizing	recognize	VERB
fcis-6022	219	13	contextual	contextual	ADJ
fcis-6022	219	14	polarity	polarity	NOUN
fcis-6022	219	15	in	in	ADP
fcis-6022	219	16	phrase	phrase	ADJ
fcis-6022	219	17	-	-	PUNCT
fcis-6022	219	18	level	level	NOUN
fcis-6022	219	19	sentiment	sentiment	NOUN
fcis-6022	219	20	analysis	analysis	NOUN
fcis-6022	219	21	.	.	PUNCT
fcis-6022	220	1	int'l	int'l	PROPN
fcis-6022	220	2	journal	journal	NOUN
fcis-6022	220	3	of	of	ADP
fcis-6022	220	4	computer	computer	NOUN
fcis-6022	220	5	applications	application	NOUN
fcis-6022	220	6	,	,	PUNCT
fcis-6022	220	7	2005,7(5):347	2005,7(5):347	PROPN
fcis-6022	220	8	-	-	PUNCT
fcis-6022	220	9	354	354	NUM
fcis-6022	220	10	.	.	PUNCT
fcis-6022	221	1	[	[	X
fcis-6022	221	2	28	28	NUM
fcis-6022	221	3	]	]	X
fcis-6022	221	4	medhat	medhat	PROPN
fcis-6022	221	5	w	w	PROPN
fcis-6022	221	6	,	,	PUNCT
fcis-6022	221	7	hassan	hassan	PROPN
fcis-6022	221	8	a	a	PRON
fcis-6022	221	9	,	,	PUNCT
fcis-6022	221	10	korashy	korashy	ADJ
fcis-6022	221	11	h	h	NOUN
fcis-6022	221	12	.	.	PUNCT
fcis-6022	222	1	sentiment	sentiment	NOUN
fcis-6022	222	2	analysis	analysis	NOUN
fcis-6022	222	3	algorithms	algorithm	NOUN
fcis-6022	222	4	and	and	CCONJ
fcis-6022	222	5	applications	application	NOUN
fcis-6022	222	6	:	:	PUNCT
fcis-6022	222	7	a	a	DET
fcis-6022	222	8	survey[j	survey[j	PROPN
fcis-6022	222	9	]	]	PUNCT
fcis-6022	222	10	.	.	PUNCT
fcis-6022	223	1	ain	ain	PROPN
fcis-6022	223	2	shams	sham	VERB
fcis-6022	223	3	engineering	engineering	NOUN
fcis-6022	223	4	journal	journal	NOUN
fcis-6022	223	5	,	,	PUNCT
fcis-6022	223	6	2014	2014	NUM
fcis-6022	223	7	,	,	PUNCT
fcis-6022	223	8	5	5	NUM
fcis-6022	223	9	(	(	PUNCT
fcis-6022	223	10	4):1093	4):1093	NOUN
fcis-6022	223	11	-	-	PUNCT
fcis-6022	223	12	1113	1113	NUM
fcis-6022	223	13	.	.	PUNCT
fcis-6022	224	1	[	[	X
fcis-6022	224	2	29	29	NUM
fcis-6022	224	3	]	]	X
fcis-6022	224	4	giatsoglou	giatsoglou	PROPN
fcis-6022	224	5	m	m	PROPN
fcis-6022	224	6	,	,	PUNCT
fcis-6022	224	7	vozalis	vozalis	PROPN
fcis-6022	224	8	m	m	VERB
fcis-6022	224	9	g	g	NOUN
fcis-6022	224	10	,	,	PUNCT
fcis-6022	224	11	diamantaras	diamantaras	PROPN
fcis-6022	224	12	k	k	PROPN
fcis-6022	224	13	,	,	PUNCT
fcis-6022	224	14	et	et	PROPN
fcis-6022	224	15	al	al	PROPN
fcis-6022	224	16	.	.	PROPN
fcis-6022	224	17	sentiment	sentiment	NOUN
fcis-6022	224	18	analysis	analysis	NOUN
fcis-6022	224	19	leveraging	leverage	VERB
fcis-6022	224	20	emotions	emotion	NOUN
fcis-6022	224	21	and	and	CCONJ
fcis-6022	224	22	word	word	NOUN
fcis-6022	224	23	embeddings[j	embeddings[j	PROPN
fcis-6022	224	24	]	]	PUNCT
fcis-6022	224	25	.	.	PUNCT
fcis-6022	225	1	expert	expert	NOUN
fcis-6022	225	2	systems	system	NOUN
fcis-6022	225	3	with	with	ADP
fcis-6022	225	4	application	application	NOUN
fcis-6022	225	5	,	,	PUNCT
fcis-6022	225	6	2017	2017	NUM
fcis-6022	225	7	,	,	PUNCT
fcis-6022	225	8	69(mar.):214	69(mar.):214	NUM
fcis-6022	225	9	-	-	PUNCT
fcis-6022	225	10	224	224	NUM
fcis-6022	225	11	.	.	PUNCT
fcis-6022	226	1	[	[	X
fcis-6022	226	2	30	30	NUM
fcis-6022	226	3	]	]	PUNCT
fcis-6022	226	4	z.	z.	PROPN
fcis-6022	226	5	hailong	hailong	PROPN
fcis-6022	226	6	,	,	PUNCT
fcis-6022	226	7	g.	g.	PROPN
fcis-6022	226	8	wenyan	wenyan	PROPN
fcis-6022	226	9	and	and	CCONJ
fcis-6022	226	10	j.	j.	PROPN
fcis-6022	226	11	bo	bo	PROPN
fcis-6022	226	12	,	,	PUNCT
fcis-6022	226	13	"	"	PUNCT
fcis-6022	226	14	machine	machine	NOUN
fcis-6022	226	15	learning	learning	NOUN
fcis-6022	226	16	and	and	CCONJ
fcis-6022	226	17	lexicon	lexicon	NOUN
fcis-6022	226	18	based	base	VERB
fcis-6022	226	19	methods	method	NOUN
fcis-6022	226	20	for	for	ADP
fcis-6022	226	21	sentiment	sentiment	NOUN
fcis-6022	226	22	classification	classification	NOUN
fcis-6022	226	23	:	:	PUNCT
fcis-6022	226	24	a	a	DET
fcis-6022	226	25	survey	survey	NOUN
fcis-6022	226	26	,	,	PUNCT
fcis-6022	226	27	"	"	PUNCT
fcis-6022	226	28	2014	2014	NUM
fcis-6022	226	29	11th	11th	NOUN
fcis-6022	226	30	web	web	NOUN
fcis-6022	226	31	information	information	NOUN
fcis-6022	226	32	system	system	NOUN
fcis-6022	226	33	and	and	CCONJ
fcis-6022	226	34	application	application	NOUN
fcis-6022	226	35	conference	conference	NOUN
fcis-6022	226	36	,	,	PUNCT
fcis-6022	226	37	tianjin	tianjin	PROPN
fcis-6022	226	38	,	,	PUNCT
fcis-6022	226	39	2014	2014	NUM
fcis-6022	226	40	,	,	PUNCT
fcis-6022	226	41	pp	pp	ADJ
fcis-6022	226	42	.	.	PUNCT
fcis-6022	227	1	262	262	NUM
fcis-6022	227	2	-	-	SYM
fcis-6022	227	3	265	265	NUM
fcis-6022	227	4	.	.	PUNCT
fcis-6022	228	1	[	[	X
fcis-6022	228	2	31	31	NUM
fcis-6022	228	3	]	]	X
fcis-6022	228	4	kumar	kumar	PROPN
fcis-6022	228	5	ravi	ravi	PROPN
fcis-6022	228	6	,	,	PUNCT
fcis-6022	228	7	vadlamani	vadlamani	PROPN
fcis-6022	228	8	ravi	ravi	PROPN
fcis-6022	228	9	,	,	PUNCT
fcis-6022	228	10	a	a	DET
fcis-6022	228	11	survey	survey	NOUN
fcis-6022	228	12	on	on	ADP
fcis-6022	228	13	opinion	opinion	NOUN
fcis-6022	228	14	mining	mining	NOUN
fcis-6022	228	15	and	and	CCONJ
fcis-6022	228	16	sentiment	sentiment	NOUN
fcis-6022	228	17	analysis	analysis	NOUN
fcis-6022	228	18	:	:	PUNCT
fcis-6022	228	19	tasks	task	NOUN
fcis-6022	228	20	,	,	PUNCT
fcis-6022	228	21	approaches	approach	NOUN
fcis-6022	228	22	and	and	CCONJ
fcis-6022	228	23	applications	application	NOUN
fcis-6022	228	24	,	,	PUNCT
fcis-6022	228	25	knowledge	knowledge	NOUN
fcis-6022	228	26	-	-	PUNCT
fcis-6022	228	27	based	base	VERB
fcis-6022	228	28	systems	system	NOUN
fcis-6022	228	29	,	,	PUNCT
fcis-6022	228	30	volume	volume	NOUN
fcis-6022	228	31	89	89	NUM
fcis-6022	228	32	,	,	PUNCT
fcis-6022	228	33	2015	2015	NUM
fcis-6022	228	34	,	,	PUNCT
fcis-6022	228	35	pages	page	NOUN
fcis-6022	228	36	14	14	NUM
fcis-6022	228	37	-	-	SYM
fcis-6022	228	38	46	46	NUM
fcis-6022	228	39	.	.	PUNCT
fcis-6022	229	1	[	[	X
fcis-6022	229	2	32	32	NUM
fcis-6022	229	3	]	]	PUNCT
fcis-6022	229	4	andrius	andrius	NOUN
fcis-6022	229	5	mudinas	mudinas	PROPN
fcis-6022	229	6	,	,	PUNCT
fcis-6022	229	7	dell	dell	PROPN
fcis-6022	229	8	zhang	zhang	PROPN
fcis-6022	229	9	,	,	PUNCT
fcis-6022	229	10	and	and	CCONJ
fcis-6022	229	11	mark	mark	PROPN
fcis-6022	229	12	levene	levene	NOUN
fcis-6022	229	13	.	.	PUNCT
fcis-6022	230	1	2012	2012	NUM
fcis-6022	230	2	.	.	PUNCT
fcis-6022	231	1	combining	combine	VERB
fcis-6022	231	2	lexicon	lexicon	NOUN
fcis-6022	231	3	and	and	CCONJ
fcis-6022	231	4	learning	learn	VERB
fcis-6022	231	5	based	base	VERB
fcis-6022	231	6	approaches	approach	NOUN
fcis-6022	231	7	for	for	ADP
fcis-6022	231	8	concept	concept	NOUN
fcis-6022	231	9	level	level	NOUN
fcis-6022	231	10	sentiment	sentiment	NOUN
fcis-6022	231	11	analysis	analysis	NOUN
fcis-6022	231	12	.	.	PUNCT
fcis-6022	232	1	in	in	ADP
fcis-6022	232	2	proceedings	proceeding	NOUN
fcis-6022	232	3	of	of	ADP
fcis-6022	232	4	the	the	DET
fcis-6022	232	5	first	first	ADJ
fcis-6022	232	6	international	international	ADJ
fcis-6022	232	7	workshop	workshop	NOUN
fcis-6022	232	8	on	on	ADP
fcis-6022	232	9	issues	issue	NOUN
fcis-6022	232	10	of	of	ADP
fcis-6022	232	11	sentiment	sentiment	NOUN
fcis-6022	232	12	discovery	discovery	NOUN
fcis-6022	232	13	and	and	CCONJ
fcis-6022	232	14	opinion	opinion	NOUN
fcis-6022	232	15	mining	mining	NOUN
fcis-6022	232	16	(	(	PUNCT
fcis-6022	232	17	wisdom	wisdom	NOUN
fcis-6022	232	18	'	'	NUM
fcis-6022	232	19	12	12	NUM
fcis-6022	232	20	)	)	PUNCT
fcis-6022	232	21	.	.	PUNCT
fcis-6022	233	1	association	association	NOUN
fcis-6022	233	2	for	for	ADP
fcis-6022	233	3	computing	compute	VERB
fcis-6022	233	4	machinery	machinery	NOUN
fcis-6022	233	5	,	,	PUNCT
fcis-6022	233	6	new	new	PROPN
fcis-6022	233	7	york	york	PROPN
fcis-6022	233	8	,	,	PUNCT
fcis-6022	233	9	ny	ny	PROPN
fcis-6022	233	10	,	,	PUNCT
fcis-6022	233	11	usa	usa	PROPN
fcis-6022	233	12	,	,	PUNCT
fcis-6022	233	13	article	article	NOUN
fcis-6022	233	14	5	5	NUM
fcis-6022	233	15	,	,	PUNCT
fcis-6022	233	16	1	1	NUM
fcis-6022	233	17	-	-	SYM
fcis-6022	233	18	8	8	NUM
fcis-6022	233	19	.	.	PUNCT
fcis-6022	234	1	[	[	X
fcis-6022	234	2	33	33	NUM
fcis-6022	234	3	]	]	X
fcis-6022	234	4	sanchez	sanchez	PROPN
fcis-6022	234	5	-	-	PUNCT
fcis-6022	234	6	rada	rada	PROPN
fcis-6022	234	7	,	,	PUNCT
fcis-6022	234	8	j	j	PROPN
fcis-6022	234	9	,	,	PUNCT
fcis-6022	234	10	fernando	fernando	PROPN
fcis-6022	234	11	,	,	PUNCT
fcis-6022	234	12	et	et	PROPN
fcis-6022	234	13	al	al	PROPN
fcis-6022	234	14	.	.	PUNCT
fcis-6022	234	15	enhancing	enhance	VERB
fcis-6022	234	16	deep	deep	ADJ
fcis-6022	234	17	learning	learning	NOUN
fcis-6022	234	18	sentiment	sentiment	NOUN
fcis-6022	234	19	analysis	analysis	NOUN
fcis-6022	234	20	with	with	ADP
fcis-6022	234	21	ensemble	ensemble	ADJ
fcis-6022	234	22	techniques	technique	NOUN
fcis-6022	234	23	in	in	ADP
fcis-6022	234	24	social	social	ADJ
fcis-6022	234	25	applications[j	applications[j	NOUN
fcis-6022	234	26	]	]	PUNCT
fcis-6022	234	27	.	.	PUNCT
fcis-6022	235	1	expert	expert	NOUN
fcis-6022	235	2	systems	system	NOUN
fcis-6022	235	3	with	with	ADP
fcis-6022	235	4	application	application	NOUN
fcis-6022	235	5	,	,	PUNCT
fcis-6022	235	6	2017	2017	NUM
fcis-6022	235	7	.	.	PUNCT
fcis-6022	236	1	[	[	X
fcis-6022	236	2	34	34	NUM
fcis-6022	236	3	]	]	X
fcis-6022	236	4	nal	nal	ADJ
fcis-6022	236	5	kalchbrenner	kalchbrenner	NOUN
fcis-6022	236	6	,	,	PUNCT
fcis-6022	236	7	edward	edward	NOUN
fcis-6022	236	8	grefenstette	grefenstette	PROPN
fcis-6022	236	9	,	,	PUNCT
fcis-6022	236	10	and	and	CCONJ
fcis-6022	236	11	phil	phil	PROPN
fcis-6022	236	12	blunsom	blunsom	NOUN
fcis-6022	236	13	.	.	PUNCT
fcis-6022	237	1	a	a	DET
fcis-6022	237	2	convolutional	convolutional	ADJ
fcis-6022	237	3	neural	neural	ADJ
fcis-6022	237	4	network	network	NOUN
fcis-6022	237	5	for	for	ADP
fcis-6022	237	6	modelling	model	VERB
fcis-6022	237	7	sentences	sentence	NOUN
fcis-6022	237	8	.	.	PUNCT
fcis-6022	238	1	in	in	ADP
fcis-6022	238	2	acl	acl	PROPN
fcis-6022	238	3	,	,	PUNCT
fcis-6022	238	4	2014	2014	NUM
fcis-6022	238	5	.	.	PUNCT
fcis-6022	239	1	[	[	X
fcis-6022	239	2	35	35	NUM
fcis-6022	239	3	]	]	PUNCT
fcis-6022	239	4	kaitao	kaitao	PROPN
fcis-6022	239	5	song	song	NOUN
fcis-6022	239	6	,	,	PUNCT
fcis-6022	239	7	xu	xu	PROPN
fcis-6022	239	8	tan	tan	PROPN
fcis-6022	239	9	,	,	PUNCT
fcis-6022	239	10	tao	tao	PROPN
fcis-6022	239	11	qin	qin	PROPN
fcis-6022	239	12	,	,	PUNCT
fcis-6022	239	13	jianfeng	jianfeng	PROPN
fcis-6022	239	14	lu	lu	PROPN
fcis-6022	239	15	,	,	PUNCT
fcis-6022	239	16	and	and	CCONJ
fcis-6022	239	17	tie	tie	NOUN
fcis-6022	239	18	-	-	PUNCT
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fcis-6022	239	21	.	.	PROPN
fcis-6022	239	22	mass	mass	PROPN
fcis-6022	239	23	:	:	PUNCT
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fcis-6022	239	26	to	to	ADP
fcis-6022	239	27	sequence	sequence	NOUN
fcis-6022	239	28	pre	pre	ADJ
fcis-6022	239	29	-	-	NOUN
fcis-6022	239	30	training	training	NOUN
fcis-6022	239	31	for	for	ADP
fcis-6022	239	32	language	language	NOUN
fcis-6022	239	33	generation	generation	NOUN
fcis-6022	239	34	.	.	PUNCT
fcis-6022	240	1	in	in	ADP
fcis-6022	240	2	icml	icml	NOUN
fcis-6022	240	3	,	,	PUNCT
fcis-6022	240	4	volume	volume	NOUN
fcis-6022	240	5	97	97	NUM
fcis-6022	240	6	of	of	ADP
fcis-6022	240	7	proceedings	proceeding	NOUN
fcis-6022	240	8	of	of	ADP
fcis-6022	240	9	machine	machine	NOUN
fcis-6022	240	10	learning	learn	VERB
fcis-6022	240	11	research	research	NOUN
fcis-6022	240	12	,	,	PUNCT
fcis-6022	240	13	pages	page	NOUN
fcis-6022	240	14	5926	5926	NUM
fcis-6022	240	15	-	-	SYM
fcis-6022	240	16	5936	5936	NUM
fcis-6022	240	17	,	,	PUNCT
fcis-6022	240	18	2019	2019	NUM
fcis-6022	240	19	.	.	PUNCT
fcis-6022	241	1	[	[	X
fcis-6022	241	2	36	36	NUM
fcis-6022	241	3	]	]	X
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fcis-6022	241	5	ramachandran	ramachandran	PROPN
fcis-6022	241	6	,	,	PUNCT
fcis-6022	241	7	peter	peter	PROPN
fcis-6022	241	8	j	j	PROPN
fcis-6022	241	9	liu	liu	PROPN
fcis-6022	241	10	,	,	PUNCT
fcis-6022	241	11	and	and	CCONJ
fcis-6022	241	12	quoc	quoc	PROPN
fcis-6022	241	13	le	le	X
fcis-6022	241	14	.	.	PUNCT
fcis-6022	241	15	unsupervised	unsupervised	ADJ
fcis-6022	241	16	pretraining	pretraine	VERB
fcis-6022	241	17	for	for	ADP
fcis-6022	241	18	sequence	sequence	NOUN
fcis-6022	241	19	to	to	ADP
fcis-6022	241	20	sequence	sequence	NOUN
fcis-6022	241	21	learning	learning	NOUN
fcis-6022	241	22	.	.	PUNCT
fcis-6022	242	1	in	in	ADP
fcis-6022	242	2	emnlp	emnlp	NOUN
fcis-6022	242	3	,	,	PUNCT
fcis-6022	242	4	pages	page	NOUN
fcis-6022	242	5	383	383	NUM
fcis-6022	242	6	-	-	SYM
fcis-6022	242	7	391	391	NUM
fcis-6022	242	8	,	,	PUNCT
fcis-6022	242	9	2017	2017	NUM
fcis-6022	242	10	.	.	PUNCT
fcis-6022	243	1	[	[	X
fcis-6022	243	2	37	37	NUM
fcis-6022	243	3	]	]	X
fcis-6022	243	4	yu	yu	PROPN
fcis-6022	243	5	sun	sun	PROPN
fcis-6022	243	6	,	,	PUNCT
fcis-6022	243	7	shuohuan	shuohuan	PROPN
fcis-6022	243	8	wang	wang	PROPN
fcis-6022	243	9	,	,	PUNCT
fcis-6022	243	10	yukun	yukun	PROPN
fcis-6022	243	11	li	li	PROPN
fcis-6022	243	12	,	,	PUNCT
fcis-6022	243	13	shikun	shikun	NOUN
fcis-6022	243	14	feng	feng	PROPN
fcis-6022	243	15	,	,	PUNCT
fcis-6022	243	16	hao	hao	PROPN
fcis-6022	243	17	tian	tian	PROPN
fcis-6022	243	18	,	,	PUNCT
fcis-6022	243	19	hua	hua	PROPN
fcis-6022	243	20	wu	wu	PROPN
fcis-6022	243	21	,	,	PUNCT
fcis-6022	243	22	and	and	CCONJ
fcis-6022	243	23	haifeng	haifeng	PROPN
fcis-6022	243	24	wang	wang	PROPN
fcis-6022	243	25	.	.	PUNCT
fcis-6022	244	1	ernie	ernie	PROPN
fcis-6022	244	2	2.0	2.0	NUM
fcis-6022	244	3	:	:	PUNCT
fcis-6022	244	4	a	a	DET
fcis-6022	244	5	continual	continual	ADJ
fcis-6022	244	6	pretraining	pretraine	VERB
fcis-6022	244	7	framework	framework	NOUN
fcis-6022	244	8	for	for	ADP
fcis-6022	244	9	language	language	NOUN
fcis-6022	244	10	understanding	understanding	NOUN
fcis-6022	244	11	.	.	PUNCT
fcis-6022	245	1	in	in	ADP
fcis-6022	245	2	aaai	aaai	PROPN
fcis-6022	245	3	,	,	PUNCT
fcis-6022	245	4	2019	2019	NUM
fcis-6022	245	5	.	.	PUNCT
fcis-6022	246	1	[	[	X
fcis-6022	246	2	38	38	NUM
fcis-6022	246	3	]	]	X
fcis-6022	246	4	andrew	andrew	PROPN
fcis-6022	246	5	m	m	PROPN
fcis-6022	246	6	dai	dai	PROPN
fcis-6022	246	7	and	and	CCONJ
fcis-6022	246	8	quoc	quoc	VERB
fcis-6022	246	9	v	v	NUM
fcis-6022	246	10	le	le	X
fcis-6022	246	11	.	.	PUNCT
fcis-6022	246	12	semi	semi	ADJ
fcis-6022	246	13	-	-	ADJ
fcis-6022	246	14	supervised	supervised	ADJ
fcis-6022	246	15	sequence	sequence	NOUN
fcis-6022	246	16	learning	learning	NOUN
fcis-6022	246	17	.	.	PUNCT
fcis-6022	247	1	in	in	ADP
fcis-6022	247	2	neurips	neurip	NOUN
fcis-6022	247	3	,	,	PUNCT
fcis-6022	247	4	pages	page	NOUN
fcis-6022	247	5	3079	3079	NUM
fcis-6022	247	6	-	-	SYM
fcis-6022	247	7	3087	3087	NUM
fcis-6022	247	8	,	,	PUNCT
fcis-6022	247	9	2015	2015	NUM
fcis-6022	247	10	.	.	PUNCT
fcis-6022	248	1	[	[	X
fcis-6022	248	2	39	39	NUM
fcis-6022	248	3	]	]	X
fcis-6022	248	4	zhang	zhang	PROPN
fcis-6022	248	5	,	,	PUNCT
fcis-6022	248	6	y.	y.	PROPN
fcis-6022	248	7	,	,	PUNCT
fcis-6022	248	8	&	&	CCONJ
fcis-6022	248	9	wallace	wallace	PROPN
fcis-6022	248	10	,	,	PUNCT
fcis-6022	248	11	b.	b.	PROPN
fcis-6022	248	12	(	(	PUNCT
fcis-6022	248	13	2015	2015	NUM
fcis-6022	248	14	)	)	PUNCT
fcis-6022	248	15	.	.	PUNCT
fcis-6022	249	1	a	a	DET
fcis-6022	249	2	sensitivity	sensitivity	NOUN
fcis-6022	249	3	analysis	analysis	NOUN
fcis-6022	249	4	of	of	ADP
fcis-6022	249	5	(	(	PUNCT
fcis-6022	249	6	and	and	CCONJ
fcis-6022	249	7	practitioners	practitioner	NOUN
fcis-6022	249	8	'	'	PART
fcis-6022	249	9	guide	guide	NOUN
fcis-6022	249	10	to	to	ADP
fcis-6022	249	11	)	)	PUNCT
fcis-6022	249	12	convolutional	convolutional	ADJ
fcis-6022	249	13	neural	neural	ADJ
fcis-6022	249	14	networks	network	NOUN
fcis-6022	249	15	for	for	ADP
fcis-6022	249	16	sentence	sentence	NOUN
fcis-6022	249	17	classification	classification	NOUN
fcis-6022	249	18	,	,	PUNCT
fcis-6022	249	19	arxiv	arxiv	PROPN
fcis-6022	249	20	,	,	PUNCT
fcis-6022	249	21	1510.03820	1510.03820	NOUN
fcis-6022	249	22	v4	v4	NOUN
fcis-6022	249	23	.	.	PUNCT
fcis-6022	250	1	[	[	X
fcis-6022	250	2	40	40	NUM
fcis-6022	250	3	]	]	PUNCT
fcis-6022	250	4	matthew	matthew	PROPN
fcis-6022	250	5	peters	peters	PROPN
fcis-6022	250	6	,	,	PUNCT
fcis-6022	250	7	mark	mark	PROPN
fcis-6022	250	8	neumann	neumann	PROPN
fcis-6022	250	9	,	,	PUNCT
fcis-6022	250	10	mohit	mohit	PROPN
fcis-6022	250	11	iyyer	iyyer	PROPN
fcis-6022	250	12	,	,	PUNCT
fcis-6022	250	13	matt	matt	PROPN
fcis-6022	250	14	gardner	gardner	PROPN
fcis-6022	250	15	,	,	PUNCT
fcis-6022	250	16	christopher	christopher	PROPN
fcis-6022	250	17	clark	clark	PROPN
fcis-6022	250	18	,	,	PUNCT
fcis-6022	250	19	kenton	kenton	PROPN
fcis-6022	250	20	lee	lee	PROPN
fcis-6022	250	21	,	,	PUNCT
fcis-6022	250	22	and	and	CCONJ
fcis-6022	250	23	luke	luke	PROPN
fcis-6022	250	24	zettlemoyer	zettlemoyer	PROPN
fcis-6022	250	25	.	.	PUNCT
fcis-6022	251	1	2018a	2018a	NUM
fcis-6022	251	2	.	.	PUNCT
fcis-6022	252	1	deep	deep	ADJ
fcis-6022	252	2	contextualized	contextualized	ADJ
fcis-6022	252	3	word	word	NOUN
fcis-6022	252	4	representations	representation	NOUN
fcis-6022	252	5	.	.	PUNCT
fcis-6022	253	1	in	in	ADP
fcis-6022	253	2	naacl	naacl	PROPN
fcis-6022	253	3	.	.	PUNCT
fcis-6022	254	1	[	[	X
fcis-6022	254	2	41	41	NUM
fcis-6022	254	3	]	]	PUNCT
fcis-6022	254	4	alec	alec	PROPN
fcis-6022	254	5	radford	radford	PROPN
fcis-6022	254	6	,	,	PUNCT
fcis-6022	254	7	karthik	karthik	PROPN
fcis-6022	254	8	narasimhan	narasimhan	PROPN
fcis-6022	254	9	,	,	PUNCT
fcis-6022	254	10	tim	tim	PROPN
fcis-6022	254	11	salimans	salimans	PROPN
fcis-6022	254	12	,	,	PUNCT
fcis-6022	254	13	and	and	CCONJ
fcis-6022	254	14	ilya	ilya	PROPN
fcis-6022	254	15	sutskever	sutskever	VERB
fcis-6022	254	16	.	.	PUNCT
fcis-6022	255	1	2018	2018	NUM
fcis-6022	255	2	.	.	PUNCT
fcis-6022	256	1	improving	improve	VERB
fcis-6022	256	2	language	language	NOUN
fcis-6022	256	3	understanding	understanding	NOUN
fcis-6022	256	4	with	with	ADP
fcis-6022	256	5	unsupervised	unsupervised	ADJ
fcis-6022	256	6	learning	learning	NOUN
fcis-6022	256	7	.	.	PUNCT
fcis-6022	257	1	technical	technical	ADJ
fcis-6022	257	2	report	report	PROPN
fcis-6022	257	3	,	,	PUNCT
fcis-6022	257	4	openai	openai	PROPN
fcis-6022	257	5	.	.	PUNCT
fcis-6022	258	1	report	report	NOUN
fcis-6022	258	2	,	,	PUNCT
fcis-6022	258	3	openai	openai	PROPN
fcis-6022	258	4	.	.	PUNCT
fcis-6022	259	1	[	[	X
fcis-6022	259	2	42	42	NUM
fcis-6022	259	3	]	]	X
fcis-6022	259	4	jeremy	jeremy	PROPN
fcis-6022	259	5	howard	howard	PROPN
fcis-6022	259	6	and	and	CCONJ
fcis-6022	259	7	sebastian	sebastian	PROPN
fcis-6022	259	8	ruder	ruder	PROPN
fcis-6022	259	9	.	.	PUNCT
fcis-6022	260	1	2018	2018	NUM
fcis-6022	260	2	.	.	PUNCT
fcis-6022	261	1	universal	universal	ADJ
fcis-6022	261	2	language	language	NOUN
fcis-6022	261	3	model	model	NOUN
fcis-6022	261	4	fine	fine	ADV
fcis-6022	261	5	-	-	PUNCT
fcis-6022	261	6	tuning	tuning	NOUN
fcis-6022	261	7	for	for	ADP
fcis-6022	261	8	text	text	NOUN
fcis-6022	261	9	classification	classification	NOUN
fcis-6022	261	10	.	.	PUNCT
fcis-6022	262	1	in	in	ADP
fcis-6022	262	2	acl	acl	PROPN
fcis-6022	262	3	.	.	PROPN
fcis-6022	262	4	association	association	PROPN
fcis-6022	262	5	for	for	ADP
fcis-6022	262	6	computational	computational	ADJ
fcis-6022	262	7	linguistics	linguistic	NOUN
fcis-6022	262	8	.	.	PUNCT