id	sid	tid	token	lemma	pos
bracis-33599	1	1	portuguese	portuguese	ADJ
bracis-33599	1	2	emotion	emotion	NOUN
bracis-33599	1	3	detection	detection	NOUN
bracis-33599	1	4	model	model	NOUN
bracis-33599	1	5	using	use	VERB
bracis-33599	1	6	bertimbau	bertimbau	NOUN
bracis-33599	1	7	applied	apply	VERB
bracis-33599	1	8	to	to	ADP
bracis-33599	1	9	 	 	SPACE
bracis-33599	1	10	covid-19	covid-19	PROPN
bracis-33599	1	11	news	news	NOUN
bracis-33599	1	12	and	and	CCONJ
bracis-33599	1	13	 	 	SPACE
bracis-33599	1	14	replies	reply	NOUN
bracis-33599	1	15	|	|	ADV
bracis-33599	1	16	springer	springer	NOUN
bracis-33599	1	17	nature	nature	PROPN
bracis-33599	1	18	link	link	PROPN
bracis-33599	1	19	(	(	PUNCT
bracis-33599	1	20	formerly	formerly	ADV
bracis-33599	1	21	springerlink	springerlink	NOUN
bracis-33599	1	22	)	)	PUNCT
bracis-33599	1	23	skip	skip	VERB
bracis-33599	1	24	to	to	ADP
bracis-33599	1	25	main	main	ADJ
bracis-33599	1	26	content	content	NOUN
bracis-33599	1	27	advertisement	advertisement	NOUN
bracis-33599	1	28	log	log	NOUN
bracis-33599	1	29	in	in	ADP
bracis-33599	1	30	menu	menu	NOUN
bracis-33599	1	31	find	find	VERB
bracis-33599	1	32	a	a	DET
bracis-33599	1	33	journal	journal	NOUN
bracis-33599	1	34	publish	publish	VERB
bracis-33599	1	35	with	with	ADP
bracis-33599	1	36	us	we	PRON
bracis-33599	1	37	track	track	VERB
bracis-33599	1	38	your	your	PRON
bracis-33599	1	39	research	research	NOUN
bracis-33599	1	40	search	search	NOUN
bracis-33599	1	41	cart	cart	NOUN
bracis-33599	1	42	home	home	NOUN
bracis-33599	1	43	intelligent	intelligent	ADJ
bracis-33599	1	44	systems	system	NOUN
bracis-33599	1	45	conference	conference	NOUN
bracis-33599	1	46	paper	paper	NOUN
bracis-33599	1	47	portuguese	portuguese	ADJ
bracis-33599	1	48	emotion	emotion	NOUN
bracis-33599	1	49	detection	detection	NOUN
bracis-33599	1	50	model	model	NOUN
bracis-33599	1	51	using	use	VERB
bracis-33599	1	52	bertimbau	bertimbau	NOUN
bracis-33599	1	53	applied	apply	VERB
bracis-33599	1	54	to	to	ADP
bracis-33599	1	55	 	 	SPACE
bracis-33599	1	56	covid-19	covid-19	PROPN
bracis-33599	1	57	news	news	NOUN
bracis-33599	1	58	and	and	CCONJ
bracis-33599	1	59	 	 	SPACE
bracis-33599	1	60	replies	reply	NOUN
bracis-33599	1	61	conference	conference	NOUN
bracis-33599	1	62	paper	paper	NOUN
bracis-33599	1	63	first	first	ADV
bracis-33599	1	64	online	online	ADV
bracis-33599	1	65	:	:	PUNCT
bracis-33599	1	66	30	30	NUM
bracis-33599	1	67	january	january	NOUN
bracis-33599	1	68	2025	2025	NUM
bracis-33599	1	69	pp	pp	ADP
bracis-33599	1	70	265–280	265–280	NUM
bracis-33599	1	71	cite	cite	VERB
bracis-33599	1	72	this	this	DET
bracis-33599	1	73	conference	conference	NOUN
bracis-33599	1	74	paper	paper	NOUN
bracis-33599	1	75	access	access	NOUN
bracis-33599	1	76	provided	provide	VERB
bracis-33599	1	77	by	by	ADP
bracis-33599	1	78	university	university	PROPN
bracis-33599	1	79	of	of	ADP
bracis-33599	1	80	notre	notre	PROPN
bracis-33599	1	81	dame	dame	PROPN
bracis-33599	1	82	hesburgh	hesburgh	PROPN
bracis-33599	1	83	library	library	PROPN
bracis-33599	1	84	download	download	PROPN
bracis-33599	1	85	book	book	NOUN
bracis-33599	1	86	pdf	pdf	PROPN
bracis-33599	1	87	download	download	NOUN
bracis-33599	1	88	book	book	NOUN
bracis-33599	1	89	epub	epub	PROPN
bracis-33599	1	90	intelligent	intelligent	ADJ
bracis-33599	1	91	systems	system	NOUN
bracis-33599	1	92	(	(	PUNCT
bracis-33599	1	93	bracis	bracis	NOUN
bracis-33599	1	94	2024	2024	NUM
bracis-33599	1	95	)	)	PUNCT
bracis-33599	1	96	portuguese	portuguese	ADJ
bracis-33599	1	97	emotion	emotion	NOUN
bracis-33599	1	98	detection	detection	NOUN
bracis-33599	1	99	model	model	NOUN
bracis-33599	1	100	using	use	VERB
bracis-33599	1	101	bertimbau	bertimbau	NOUN
bracis-33599	1	102	applied	apply	VERB
bracis-33599	1	103	to	to	ADP
bracis-33599	1	104	 	 	SPACE
bracis-33599	1	105	covid-19	covid-19	PROPN
bracis-33599	1	106	news	news	NOUN
bracis-33599	1	107	and	and	CCONJ
bracis-33599	1	108	 	 	SPACE
bracis-33599	1	109	replies	reply	NOUN
bracis-33599	1	110	download	download	VERB
bracis-33599	1	111	book	book	NOUN
bracis-33599	1	112	pdf	pdf	PROPN
bracis-33599	1	113	download	download	NOUN
bracis-33599	1	114	book	book	PROPN
bracis-33599	1	115	epub	epub	PROPN
bracis-33599	1	116	francisco	francisco	PROPN
bracis-33599	1	117	bráulio	bráulio	PROPN
bracis-33599	1	118	oliveira	oliveira	PROPN
bracis-33599	1	119	  	  	SPACE
bracis-33599	1	120	orcid	orcid	NOUN
bracis-33599	1	121	:	:	PUNCT
bracis-33599	1	122	orcid.org/0000-0003-2926-82149	orcid.org/0000-0003-2926-82149	NOUN
bracis-33599	1	123	&	&	CCONJ
bracis-33599	1	124	jaime	jaime	PROPN
bracis-33599	1	125	simão	simão	PROPN
bracis-33599	1	126	sichman	sichman	PROPN
bracis-33599	1	127	  	  	SPACE
bracis-33599	1	128	orcid	orcid	NOUN
bracis-33599	1	129	:	:	PUNCT
bracis-33599	1	130	orcid.org/0000-0001-8924-96439	orcid.org/0000-0001-8924-96439	NOUN
bracis-33599	1	131	  	  	SPACE
bracis-33599	1	132	part	part	NOUN
bracis-33599	1	133	of	of	ADP
bracis-33599	1	134	the	the	DET
bracis-33599	1	135	book	book	NOUN
bracis-33599	1	136	series	series	NOUN
bracis-33599	1	137	:	:	PUNCT
bracis-33599	1	138	lecture	lecture	NOUN
bracis-33599	1	139	notes	note	NOUN
bracis-33599	1	140	in	in	ADP
bracis-33599	1	141	computer	computer	NOUN
bracis-33599	1	142	science	science	NOUN
bracis-33599	1	143	(	(	PUNCT
bracis-33599	1	144	(	(	PUNCT
bracis-33599	1	145	lnai	lnai	ADJ
bracis-33599	1	146	,	,	PUNCT
bracis-33599	1	147	volume	volume	NOUN
bracis-33599	1	148	15413	15413	NUM
bracis-33599	1	149	)	)	PUNCT
bracis-33599	1	150	)	)	PUNCT
bracis-33599	1	151	included	include	VERB
bracis-33599	1	152	in	in	ADP
bracis-33599	1	153	the	the	DET
bracis-33599	1	154	following	follow	VERB
bracis-33599	1	155	conference	conference	NOUN
bracis-33599	1	156	series	series	NOUN
bracis-33599	1	157	:	:	PUNCT
bracis-33599	1	158	brazilian	brazilian	ADJ
bracis-33599	1	159	conference	conference	NOUN
bracis-33599	1	160	on	on	ADP
bracis-33599	1	161	intelligent	intelligent	ADJ
bracis-33599	1	162	systems	system	NOUN
bracis-33599	1	163	390	390	NUM
bracis-33599	1	164	accesses	access	NOUN
bracis-33599	1	165	1	1	NUM
bracis-33599	1	166	citation	citation	NOUN
bracis-33599	1	167	abstract	abstract	NOUN
bracis-33599	1	168	in	in	ADP
bracis-33599	1	169	this	this	DET
bracis-33599	1	170	study	study	NOUN
bracis-33599	1	171	,	,	PUNCT
bracis-33599	1	172	we	we	PRON
bracis-33599	1	173	developed	develop	VERB
bracis-33599	1	174	an	an	DET
bracis-33599	1	175	emotion	emotion	NOUN
bracis-33599	1	176	detection	detection	NOUN
bracis-33599	1	177	(	(	PUNCT
bracis-33599	1	178	ed	ed	NOUN
bracis-33599	1	179	)	)	PUNCT
bracis-33599	1	180	model	model	NOUN
bracis-33599	1	181	for	for	ADP
bracis-33599	1	182	brazilian	brazilian	ADJ
bracis-33599	1	183	portuguese	portuguese	ADJ
bracis-33599	1	184	social	social	ADJ
bracis-33599	1	185	media	medium	NOUN
bracis-33599	1	186	comments	comment	NOUN
bracis-33599	1	187	and	and	CCONJ
bracis-33599	1	188	used	use	VERB
bracis-33599	1	189	it	it	PRON
bracis-33599	1	190	to	to	PART
bracis-33599	1	191	analyze	analyze	VERB
bracis-33599	1	192	emotion	emotion	NOUN
bracis-33599	1	193	distribution	distribution	NOUN
bracis-33599	1	194	in	in	ADP
bracis-33599	1	195	replies	reply	NOUN
bracis-33599	1	196	to	to	ADP
bracis-33599	1	197	covid-19	covid-19	PROPN
bracis-33599	1	198	-	-	PUNCT
bracis-33599	1	199	related	relate	VERB
bracis-33599	1	200	news	news	NOUN
bracis-33599	1	201	on	on	ADP
bracis-33599	1	202	twitter	twitter	NOUN
bracis-33599	1	203	.	.	PUNCT
bracis-33599	2	1	we	we	PRON
bracis-33599	2	2	translated	translate	VERB
bracis-33599	2	3	the	the	DET
bracis-33599	2	4	goemotions	goemotion	NOUN
bracis-33599	2	5	dataset	dataset	VERB
bracis-33599	2	6	into	into	ADP
bracis-33599	2	7	portuguese	portuguese	PROPN
bracis-33599	2	8	using	use	VERB
bracis-33599	2	9	a	a	DET
bracis-33599	2	10	large	large	ADJ
bracis-33599	2	11	language	language	NOUN
bracis-33599	2	12	model	model	NOUN
bracis-33599	2	13	,	,	PUNCT
bracis-33599	2	14	preserving	preserve	VERB
bracis-33599	2	15	the	the	DET
bracis-33599	2	16	original	original	ADJ
bracis-33599	2	17	social	social	ADJ
bracis-33599	2	18	media	medium	NOUN
bracis-33599	2	19	writing	write	VERB
bracis-33599	2	20	style	style	NOUN
bracis-33599	2	21	,	,	PUNCT
bracis-33599	2	22	and	and	CCONJ
bracis-33599	2	23	fine	fine	ADV
bracis-33599	2	24	-	-	PUNCT
bracis-33599	2	25	tuned	tune	VERB
bracis-33599	2	26	the	the	DET
bracis-33599	2	27	bertimbau	bertimbau	NOUN
bracis-33599	2	28	model	model	NOUN
bracis-33599	2	29	for	for	ADP
bracis-33599	2	30	detecting	detect	VERB
bracis-33599	2	31	ekman	ekman	NOUN
bracis-33599	2	32	’s	’s	PART
bracis-33599	2	33	six	six	NUM
bracis-33599	2	34	basic	basic	ADJ
bracis-33599	2	35	emotions	emotion	NOUN
bracis-33599	2	36	plus	plus	CCONJ
bracis-33599	2	37	neutral	neutral	ADJ
bracis-33599	2	38	emotion	emotion	NOUN
bracis-33599	2	39	.	.	PUNCT
bracis-33599	3	1	we	we	PRON
bracis-33599	3	2	collected	collect	VERB
bracis-33599	3	3	tweets	tweet	NOUN
bracis-33599	3	4	related	relate	VERB
bracis-33599	3	5	to	to	ADP
bracis-33599	3	6	the	the	DET
bracis-33599	3	7	covid-19	covid-19	PROPN
bracis-33599	3	8	pandemic	pandemic	NOUN
bracis-33599	3	9	from	from	ADP
bracis-33599	3	10	major	major	ADJ
bracis-33599	3	11	brazilian	brazilian	ADJ
bracis-33599	3	12	news	news	NOUN
bracis-33599	3	13	portals	portal	NOUN
bracis-33599	3	14	and	and	CCONJ
bracis-33599	3	15	analyzed	analyze	VERB
bracis-33599	3	16	user	user	NOUN
bracis-33599	3	17	replies	reply	NOUN
bracis-33599	3	18	for	for	ADP
bracis-33599	3	19	expressed	express	VERB
bracis-33599	3	20	emotions	emotion	NOUN
bracis-33599	3	21	.	.	PUNCT
bracis-33599	4	1	chi	chi	ADJ
bracis-33599	4	2	-	-	PUNCT
bracis-33599	4	3	square	square	ADJ
bracis-33599	4	4	tests	test	NOUN
bracis-33599	4	5	indicated	indicate	VERB
bracis-33599	4	6	that	that	SCONJ
bracis-33599	4	7	emotion	emotion	NOUN
bracis-33599	4	8	distribution	distribution	NOUN
bracis-33599	4	9	depended	depend	VERB
bracis-33599	4	10	on	on	ADP
bracis-33599	4	11	both	both	CCONJ
bracis-33599	4	12	the	the	DET
bracis-33599	4	13	news	news	NOUN
bracis-33599	4	14	topic	topic	NOUN
bracis-33599	4	15	and	and	CCONJ
bracis-33599	4	16	the	the	DET
bracis-33599	4	17	media	medium	NOUN
bracis-33599	4	18	outlet	outlet	NOUN
bracis-33599	4	19	,	,	PUNCT
bracis-33599	4	20	while	while	SCONJ
bracis-33599	4	21	the	the	DET
bracis-33599	4	22	augmented	augment	VERB
bracis-33599	4	23	dickey	dickey	NOUN
bracis-33599	4	24	-	-	PUNCT
bracis-33599	4	25	fuller	full	ADJ
bracis-33599	4	26	(	(	PUNCT
bracis-33599	4	27	adf	adf	NOUN
bracis-33599	4	28	)	)	PUNCT
bracis-33599	4	29	test	test	NOUN
bracis-33599	4	30	showed	show	VERB
bracis-33599	4	31	that	that	SCONJ
bracis-33599	4	32	some	some	DET
bracis-33599	4	33	emotions	emotion	NOUN
bracis-33599	4	34	’	'	PUNCT
bracis-33599	4	35	distributions	distribution	NOUN
bracis-33599	4	36	were	be	AUX
bracis-33599	4	37	influenced	influence	VERB
bracis-33599	4	38	by	by	ADP
bracis-33599	4	39	the	the	DET
bracis-33599	4	40	publication	publication	NOUN
bracis-33599	4	41	date	date	NOUN
bracis-33599	4	42	.	.	PUNCT
bracis-33599	5	1	among	among	ADP
bracis-33599	5	2	replies	reply	NOUN
bracis-33599	5	3	with	with	ADP
bracis-33599	5	4	identifiable	identifiable	ADJ
bracis-33599	5	5	emotions	emotion	NOUN
bracis-33599	5	6	,	,	PUNCT
bracis-33599	5	7	anger	anger	NOUN
bracis-33599	5	8	(	(	PUNCT
bracis-33599	5	9	21.1	21.1	NUM
bracis-33599	5	10	%	%	NOUN
bracis-33599	5	11	)	)	PUNCT
bracis-33599	5	12	,	,	PUNCT
bracis-33599	5	13	joy	joy	NOUN
bracis-33599	5	14	(	(	PUNCT
bracis-33599	5	15	17.2	17.2	NUM
bracis-33599	5	16	%	%	NOUN
bracis-33599	5	17	)	)	PUNCT
bracis-33599	5	18	,	,	PUNCT
bracis-33599	5	19	and	and	CCONJ
bracis-33599	5	20	surprise	surprise	NOUN
bracis-33599	5	21	(	(	PUNCT
bracis-33599	5	22	11.6	11.6	NUM
bracis-33599	5	23	%	%	NOUN
bracis-33599	5	24	)	)	PUNCT
bracis-33599	5	25	were	be	AUX
bracis-33599	5	26	most	most	ADV
bracis-33599	5	27	prevalent	prevalent	ADJ
bracis-33599	5	28	.	.	PUNCT
bracis-33599	6	1	the	the	DET
bracis-33599	6	2	brazilian	brazilian	ADJ
bracis-33599	6	3	pandemic	pandemic	ADJ
bracis-33599	6	4	inquiry	inquiry	NOUN
bracis-33599	6	5	(	(	PUNCT
bracis-33599	6	6	cpi	cpi	PROPN
bracis-33599	6	7	)	)	PUNCT
bracis-33599	6	8	prompted	prompt	VERB
bracis-33599	6	9	the	the	DET
bracis-33599	6	10	highest	high	ADJ
bracis-33599	6	11	anger	anger	NOUN
bracis-33599	6	12	prevalence	prevalence	NOUN
bracis-33599	6	13	(	(	PUNCT
bracis-33599	6	14	41.9	41.9	NUM
bracis-33599	6	15	%	%	NOUN
bracis-33599	6	16	)	)	PUNCT
bracis-33599	6	17	,	,	PUNCT
bracis-33599	6	18	while	while	SCONJ
bracis-33599	6	19	news	news	NOUN
bracis-33599	6	20	from	from	ADP
bracis-33599	6	21	uol	uol	PROPN
bracis-33599	6	22	notícias	notícias	PROPN
bracis-33599	6	23	had	have	VERB
bracis-33599	6	24	the	the	DET
bracis-33599	6	25	highest	high	ADJ
bracis-33599	6	26	anger	anger	NOUN
bracis-33599	6	27	(	(	PUNCT
bracis-33599	6	28	40.0	40.0	NUM
bracis-33599	6	29	%	%	NOUN
bracis-33599	6	30	)	)	PUNCT
bracis-33599	6	31	and	and	CCONJ
bracis-33599	6	32	g1	g1	NOUN
bracis-33599	6	33	led	lead	VERB
bracis-33599	6	34	in	in	ADP
bracis-33599	6	35	sadness	sadness	NOUN
bracis-33599	6	36	(	(	PUNCT
bracis-33599	6	37	13.6	13.6	NUM
bracis-33599	6	38	%	%	NOUN
bracis-33599	6	39	)	)	PUNCT
bracis-33599	6	40	.	.	PUNCT
bracis-33599	7	1	access	access	NOUN
bracis-33599	7	2	provided	provide	VERB
bracis-33599	7	3	by	by	ADP
bracis-33599	7	4	university	university	PROPN
bracis-33599	7	5	of	of	ADP
bracis-33599	7	6	notre	notre	PROPN
bracis-33599	7	7	dame	dame	PROPN
bracis-33599	7	8	hesburgh	hesburgh	PROPN
bracis-33599	7	9	library	library	PROPN
bracis-33599	7	10	.	.	PUNCT
bracis-33599	8	1	download	download	PROPN
bracis-33599	8	2	conference	conference	NOUN
bracis-33599	8	3	paper	paper	NOUN
bracis-33599	8	4	pdf	pdf	NOUN
bracis-33599	8	5	similar	similar	ADJ
bracis-33599	8	6	content	content	NOUN
bracis-33599	8	7	being	be	AUX
bracis-33599	8	8	viewed	view	VERB
bracis-33599	8	9	by	by	ADP
bracis-33599	8	10	others	other	NOUN
bracis-33599	8	11	using	use	VERB
bracis-33599	8	12	social	social	ADJ
bracis-33599	8	13	media	medium	NOUN
bracis-33599	8	14	categorical	categorical	ADJ
bracis-33599	8	15	reactions	reaction	NOUN
bracis-33599	8	16	as	as	ADP
bracis-33599	8	17	a	a	DET
bracis-33599	8	18	gateway	gateway	NOUN
bracis-33599	8	19	to	to	PART
bracis-33599	8	20	identify	identify	VERB
bracis-33599	8	21	hate	hate	NOUN
bracis-33599	8	22	speech	speech	NOUN
bracis-33599	8	23	in	in	ADP
bracis-33599	8	24	covid-19	covid-19	PROPN
bracis-33599	8	25	news	news	NOUN
bracis-33599	8	26	article	article	NOUN
bracis-33599	8	27	16	16	NUM
bracis-33599	8	28	october	october	PROPN
bracis-33599	8	29	2022	2022	NUM
bracis-33599	8	30	applying	apply	VERB
bracis-33599	8	31	and	and	CCONJ
bracis-33599	8	32	understanding	understand	VERB
bracis-33599	8	33	an	an	DET
bracis-33599	8	34	advanced	advanced	ADJ
bracis-33599	8	35	,	,	PUNCT
bracis-33599	8	36	novel	novel	ADJ
bracis-33599	8	37	deep	deep	ADJ
bracis-33599	8	38	learning	learning	NOUN
bracis-33599	8	39	approach	approach	NOUN
bracis-33599	8	40	:	:	PUNCT
bracis-33599	8	41	a	a	DET
bracis-33599	8	42	covid	covid	PROPN
bracis-33599	8	43	19	19	NUM
bracis-33599	8	44	,	,	PUNCT
bracis-33599	8	45	text	text	NOUN
bracis-33599	8	46	based	base	VERB
bracis-33599	8	47	,	,	PUNCT
bracis-33599	8	48	emotions	emotion	NOUN
bracis-33599	8	49	analysis	analysis	NOUN
bracis-33599	8	50	study	study	NOUN
bracis-33599	8	51	article	article	NOUN
bracis-33599	8	52	25	25	NUM
bracis-33599	8	53	june	june	PROPN
bracis-33599	8	54	2021	2021	NUM
bracis-33599	8	55	emotions	emotion	NOUN
bracis-33599	8	56	,	,	PUNCT
bracis-33599	8	57	morals	moral	NOUN
bracis-33599	8	58	and	and	CCONJ
bracis-33599	8	59	resilience	resilience	NOUN
bracis-33599	8	60	:	:	PUNCT
bracis-33599	8	61	the	the	DET
bracis-33599	8	62	consumption	consumption	NOUN
bracis-33599	8	63	of	of	ADP
bracis-33599	8	64	news	news	NOUN
bracis-33599	8	65	in	in	ADP
bracis-33599	8	66	ibero	ibero	NOUN
bracis-33599	8	67	-	-	PUNCT
bracis-33599	8	68	america	america	PROPN
bracis-33599	8	69	during	during	ADP
bracis-33599	8	70	the	the	DET
bracis-33599	8	71	covid-19	covid-19	PROPN
bracis-33599	8	72	pandemic	pandemic	ADJ
bracis-33599	8	73	chapter	chapter	NOUN
bracis-33599	8	74	©	©	NOUN
bracis-33599	8	75	2021	2021	NUM
bracis-33599	8	76	1	1	NUM
bracis-33599	8	77	introduction	introduction	NOUN
bracis-33599	8	78	emotions	emotion	NOUN
bracis-33599	8	79	constitute	constitute	VERB
bracis-33599	8	80	a	a	DET
bracis-33599	8	81	fundamental	fundamental	ADJ
bracis-33599	8	82	aspect	aspect	NOUN
bracis-33599	8	83	of	of	ADP
bracis-33599	8	84	human	human	ADJ
bracis-33599	8	85	cognition	cognition	NOUN
bracis-33599	8	86	and	and	CCONJ
bracis-33599	8	87	behavior	behavior	NOUN
bracis-33599	8	88	.	.	PUNCT
bracis-33599	9	1	they	they	PRON
bracis-33599	9	2	play	play	VERB
bracis-33599	9	3	a	a	DET
bracis-33599	9	4	critical	critical	ADJ
bracis-33599	9	5	indicator	indicator	NOUN
bracis-33599	9	6	of	of	ADP
bracis-33599	9	7	psychological	psychological	ADJ
bracis-33599	9	8	state	state	NOUN
bracis-33599	9	9	and	and	CCONJ
bracis-33599	9	10	social	social	ADJ
bracis-33599	9	11	interaction	interaction	NOUN
bracis-33599	9	12	.	.	PUNCT
bracis-33599	10	1	understanding	understand	VERB
bracis-33599	10	2	the	the	DET
bracis-33599	10	3	emotional	emotional	ADJ
bracis-33599	10	4	expressions	expression	NOUN
bracis-33599	10	5	within	within	ADP
bracis-33599	10	6	text	text	NOUN
bracis-33599	10	7	not	not	PART
bracis-33599	10	8	only	only	ADV
bracis-33599	10	9	provides	provide	VERB
bracis-33599	10	10	insights	insight	NOUN
bracis-33599	10	11	into	into	ADP
bracis-33599	10	12	individual	individual	ADJ
bracis-33599	10	13	sentiment	sentiment	NOUN
bracis-33599	10	14	,	,	PUNCT
bracis-33599	10	15	but	but	CCONJ
bracis-33599	10	16	also	also	ADV
bracis-33599	10	17	unveils	unveil	VERB
bracis-33599	10	18	collective	collective	ADJ
bracis-33599	10	19	trends	trend	NOUN
bracis-33599	10	20	and	and	CCONJ
bracis-33599	10	21	behavioral	behavioral	ADJ
bracis-33599	10	22	patterns	pattern	NOUN
bracis-33599	10	23	within	within	ADP
bracis-33599	10	24	communities	community	NOUN
bracis-33599	10	25	.	.	PUNCT
bracis-33599	11	1	therefore	therefore	ADV
bracis-33599	11	2	,	,	PUNCT
bracis-33599	11	3	analysis	analysis	NOUN
bracis-33599	11	4	of	of	ADP
bracis-33599	11	5	textual	textual	ADJ
bracis-33599	11	6	data	datum	NOUN
bracis-33599	11	7	using	use	VERB
bracis-33599	11	8	artificial	artificial	ADJ
bracis-33599	11	9	intelligence	intelligence	NOUN
bracis-33599	11	10	(	(	PUNCT
bracis-33599	11	11	ai	ai	NOUN
bracis-33599	11	12	)	)	PUNCT
bracis-33599	11	13	techniques	technique	NOUN
bracis-33599	11	14	has	have	AUX
bracis-33599	11	15	became	become	VERB
bracis-33599	11	16	an	an	DET
bracis-33599	11	17	important	important	ADJ
bracis-33599	11	18	activity	activity	NOUN
bracis-33599	11	19	across	across	ADP
bracis-33599	11	20	multiple	multiple	ADJ
bracis-33599	11	21	domains	domain	NOUN
bracis-33599	11	22	.	.	PUNCT
bracis-33599	12	1	in	in	ADP
bracis-33599	12	2	recent	recent	ADJ
bracis-33599	12	3	years	year	NOUN
bracis-33599	12	4	,	,	PUNCT
bracis-33599	12	5	the	the	DET
bracis-33599	12	6	intersection	intersection	NOUN
bracis-33599	12	7	of	of	ADP
bracis-33599	12	8	natural	natural	ADJ
bracis-33599	12	9	language	language	NOUN
bracis-33599	12	10	processing	processing	NOUN
bracis-33599	12	11	(	(	PUNCT
bracis-33599	12	12	nlp	nlp	NOUN
bracis-33599	12	13	)	)	PUNCT
bracis-33599	12	14	and	and	CCONJ
bracis-33599	12	15	machine	machine	NOUN
bracis-33599	12	16	learning	learning	NOUN
bracis-33599	12	17	has	have	AUX
bracis-33599	12	18	facilitated	facilitate	VERB
bracis-33599	12	19	significant	significant	ADJ
bracis-33599	12	20	advancements	advancement	NOUN
bracis-33599	12	21	in	in	ADP
bracis-33599	12	22	emotion	emotion	NOUN
bracis-33599	12	23	analysis	analysis	NOUN
bracis-33599	12	24	.	.	PUNCT
bracis-33599	13	1	notably	notably	ADV
bracis-33599	13	2	,	,	PUNCT
bracis-33599	13	3	the	the	DET
bracis-33599	13	4	utilization	utilization	NOUN
bracis-33599	13	5	of	of	ADP
bracis-33599	13	6	deep	deep	ADJ
bracis-33599	13	7	learning	learning	NOUN
bracis-33599	13	8	architectures	architecture	NOUN
bracis-33599	13	9	,	,	PUNCT
bracis-33599	13	10	such	such	ADJ
bracis-33599	13	11	as	as	ADP
bracis-33599	13	12	bert	bert	PROPN
bracis-33599	13	13	(	(	PUNCT
bracis-33599	13	14	bidirectional	bidirectional	ADJ
bracis-33599	13	15	encoder	encoder	NOUN
bracis-33599	13	16	representations	representation	VERB
bracis-33599	13	17	from	from	ADP
bracis-33599	13	18	transformers	transformer	NOUN
bracis-33599	13	19	)	)	PUNCT
bracis-33599	13	20	,	,	PUNCT
bracis-33599	13	21	achieve	achieve	VERB
bracis-33599	13	22	significant	significant	ADJ
bracis-33599	13	23	results	result	NOUN
bracis-33599	13	24	.	.	PUNCT
bracis-33599	14	1	social	social	ADJ
bracis-33599	14	2	media	medium	NOUN
bracis-33599	14	3	platforms	platform	NOUN
bracis-33599	14	4	provide	provide	VERB
bracis-33599	14	5	a	a	DET
bracis-33599	14	6	significant	significant	ADJ
bracis-33599	14	7	amount	amount	NOUN
bracis-33599	14	8	of	of	ADP
bracis-33599	14	9	data	datum	NOUN
bracis-33599	14	10	to	to	PART
bracis-33599	14	11	be	be	AUX
bracis-33599	14	12	analyzed	analyze	VERB
bracis-33599	14	13	by	by	ADP
bracis-33599	14	14	text	text	NOUN
bracis-33599	14	15	classification	classification	NOUN
bracis-33599	14	16	models	model	NOUN
bracis-33599	14	17	.	.	PUNCT
bracis-33599	15	1	also	also	ADV
bracis-33599	15	2	,	,	PUNCT
bracis-33599	15	3	sentiments	sentiment	NOUN
bracis-33599	15	4	and	and	CCONJ
bracis-33599	15	5	topics	topic	NOUN
bracis-33599	15	6	on	on	ADP
bracis-33599	15	7	social	social	ADJ
bracis-33599	15	8	media	medium	NOUN
bracis-33599	15	9	can	can	AUX
bracis-33599	15	10	be	be	AUX
bracis-33599	15	11	a	a	DET
bracis-33599	15	12	good	good	ADJ
bracis-33599	15	13	proxy	proxy	NOUN
bracis-33599	15	14	for	for	ADP
bracis-33599	15	15	public	public	ADJ
bracis-33599	15	16	opinion	opinion	NOUN
bracis-33599	15	17	.	.	PUNCT
bracis-33599	16	1	for	for	ADP
bracis-33599	16	2	instance	instance	NOUN
bracis-33599	16	3	,	,	PUNCT
bracis-33599	16	4	data	datum	NOUN
bracis-33599	16	5	from	from	ADP
bracis-33599	16	6	social	social	ADJ
bracis-33599	16	7	media	medium	NOUN
bracis-33599	16	8	,	,	PUNCT
bracis-33599	16	9	such	such	ADJ
bracis-33599	16	10	as	as	ADP
bracis-33599	16	11	twitter	twitter	NOUN
bracis-33599	16	12	,	,	PUNCT
bracis-33599	16	13	replicate	replicate	VERB
bracis-33599	16	14	consumer	consumer	NOUN
bracis-33599	16	15	confidence	confidence	NOUN
bracis-33599	16	16	and	and	CCONJ
bracis-33599	16	17	presidential	presidential	ADJ
bracis-33599	16	18	job	job	NOUN
bracis-33599	16	19	approval	approval	NOUN
bracis-33599	16	20	polls	poll	NOUN
bracis-33599	16	21	[	[	X
bracis-33599	16	22	28	28	NUM
bracis-33599	16	23	]	]	PUNCT
bracis-33599	16	24	and	and	CCONJ
bracis-33599	16	25	contribute	contribute	VERB
bracis-33599	16	26	to	to	PART
bracis-33599	16	27	understand	understand	VERB
bracis-33599	16	28	the	the	DET
bracis-33599	16	29	response	response	NOUN
bracis-33599	16	30	to	to	ADP
bracis-33599	16	31	terrorist	terrorist	ADJ
bracis-33599	16	32	attacks	attack	NOUN
bracis-33599	16	33	[	[	X
bracis-33599	16	34	6	6	NUM
bracis-33599	16	35	]	]	PUNCT
bracis-33599	16	36	.	.	PUNCT
bracis-33599	17	1	recently	recently	ADV
bracis-33599	17	2	,	,	PUNCT
bracis-33599	17	3	it	it	PRON
bracis-33599	17	4	helps	help	VERB
bracis-33599	17	5	elucidate	elucidate	VERB
bracis-33599	17	6	covid-19	covid-19	PROPN
bracis-33599	17	7	-	-	PUNCT
bracis-33599	17	8	related	relate	VERB
bracis-33599	17	9	discourse	discourse	NOUN
bracis-33599	17	10	,	,	PUNCT
bracis-33599	17	11	providing	provide	VERB
bracis-33599	17	12	valuable	valuable	ADJ
bracis-33599	17	13	insights	insight	NOUN
bracis-33599	17	14	into	into	ADP
bracis-33599	17	15	public	public	ADJ
bracis-33599	17	16	sentiment	sentiment	NOUN
bracis-33599	17	17	,	,	PUNCT
bracis-33599	17	18	reactions	reaction	NOUN
bracis-33599	17	19	to	to	ADP
bracis-33599	17	20	health	health	NOUN
bracis-33599	17	21	policies	policy	NOUN
bracis-33599	17	22	,	,	PUNCT
bracis-33599	17	23	and	and	CCONJ
bracis-33599	17	24	the	the	DET
bracis-33599	17	25	dissemination	dissemination	NOUN
bracis-33599	17	26	of	of	ADP
bracis-33599	17	27	information	information	NOUN
bracis-33599	17	28	during	during	ADP
bracis-33599	17	29	crises	crisis	NOUN
bracis-33599	17	30	.	.	PUNCT
bracis-33599	18	1	however	however	ADV
bracis-33599	18	2	,	,	PUNCT
bracis-33599	18	3	while	while	SCONJ
bracis-33599	18	4	numerous	numerous	ADJ
bracis-33599	18	5	studies	study	NOUN
bracis-33599	18	6	have	have	AUX
bracis-33599	18	7	explored	explore	VERB
bracis-33599	18	8	emotion	emotion	NOUN
bracis-33599	18	9	analysis	analysis	NOUN
bracis-33599	18	10	in	in	ADP
bracis-33599	18	11	english	english	ADJ
bracis-33599	18	12	-	-	PUNCT
bracis-33599	18	13	language	language	NOUN
bracis-33599	18	14	contexts	contexts	NOUN
bracis-33599	18	15	,	,	PUNCT
bracis-33599	18	16	research	research	NOUN
bracis-33599	18	17	in	in	ADP
bracis-33599	18	18	brazilian	brazilian	ADJ
bracis-33599	18	19	portuguese	portuguese	PROPN
bracis-33599	18	20	remains	remain	VERB
bracis-33599	18	21	limited	limited	ADJ
bracis-33599	18	22	.	.	PUNCT
bracis-33599	19	1	this	this	DET
bracis-33599	19	2	gap	gap	NOUN
bracis-33599	19	3	in	in	ADP
bracis-33599	19	4	the	the	DET
bracis-33599	19	5	literature	literature	NOUN
bracis-33599	19	6	restricts	restrict	VERB
bracis-33599	19	7	comprehensive	comprehensive	ADJ
bracis-33599	19	8	analyses	analysis	NOUN
bracis-33599	19	9	of	of	ADP
bracis-33599	19	10	emotions	emotion	NOUN
bracis-33599	19	11	expressed	express	VERB
bracis-33599	19	12	by	by	ADP
bracis-33599	19	13	portuguese	portuguese	PROPN
bracis-33599	19	14	-	-	PUNCT
bracis-33599	19	15	speaking	speak	VERB
bracis-33599	19	16	communities	community	NOUN
bracis-33599	19	17	,	,	PUNCT
bracis-33599	19	18	particularly	particularly	ADV
bracis-33599	19	19	in	in	ADP
bracis-33599	19	20	response	response	NOUN
bracis-33599	19	21	to	to	ADP
bracis-33599	19	22	significant	significant	ADJ
bracis-33599	19	23	events	event	NOUN
bracis-33599	19	24	like	like	ADP
bracis-33599	19	25	the	the	DET
bracis-33599	19	26	covid-19	covid-19	PROPN
bracis-33599	19	27	pandemic	pandemic	NOUN
bracis-33599	19	28	.	.	PUNCT
bracis-33599	20	1	addressing	address	VERB
bracis-33599	20	2	this	this	DET
bracis-33599	20	3	gap	gap	NOUN
bracis-33599	20	4	is	be	AUX
bracis-33599	20	5	crucial	crucial	ADJ
bracis-33599	20	6	for	for	ADP
bracis-33599	20	7	promoting	promote	VERB
bracis-33599	20	8	inclusive	inclusive	ADJ
bracis-33599	20	9	research	research	NOUN
bracis-33599	20	10	and	and	CCONJ
bracis-33599	20	11	understanding	understand	VERB
bracis-33599	20	12	the	the	DET
bracis-33599	20	13	unique	unique	ADJ
bracis-33599	20	14	cultural	cultural	ADJ
bracis-33599	20	15	nuances	nuance	NOUN
bracis-33599	20	16	present	present	ADJ
bracis-33599	20	17	in	in	ADP
bracis-33599	20	18	brazilian	brazilian	ADJ
bracis-33599	20	19	portuguese	portuguese	ADJ
bracis-33599	20	20	discourse	discourse	NOUN
bracis-33599	20	21	.	.	PUNCT
bracis-33599	21	1	in	in	ADP
bracis-33599	21	2	this	this	DET
bracis-33599	21	3	study	study	NOUN
bracis-33599	21	4	,	,	PUNCT
bracis-33599	21	5	we	we	PRON
bracis-33599	21	6	aim	aim	VERB
bracis-33599	21	7	to	to	PART
bracis-33599	21	8	contribute	contribute	VERB
bracis-33599	21	9	to	to	ADP
bracis-33599	21	10	the	the	DET
bracis-33599	21	11	advancement	advancement	NOUN
bracis-33599	21	12	of	of	ADP
bracis-33599	21	13	natural	natural	ADJ
bracis-33599	21	14	language	language	NOUN
bracis-33599	21	15	processing	processing	NOUN
bracis-33599	21	16	(	(	PUNCT
bracis-33599	21	17	nlp	nlp	NOUN
bracis-33599	21	18	)	)	PUNCT
bracis-33599	21	19	research	research	NOUN
bracis-33599	21	20	in	in	ADP
bracis-33599	21	21	brazilian	brazilian	ADJ
bracis-33599	21	22	portuguese	portuguese	NOUN
bracis-33599	21	23	by	by	ADP
bracis-33599	21	24	developing	develop	VERB
bracis-33599	21	25	and	and	CCONJ
bracis-33599	21	26	applying	apply	VERB
bracis-33599	21	27	a	a	DET
bracis-33599	21	28	bert	bert	NOUN
bracis-33599	21	29	-	-	PUNCT
bracis-33599	21	30	based	base	VERB
bracis-33599	21	31	emotion	emotion	NOUN
bracis-33599	21	32	classification	classification	NOUN
bracis-33599	21	33	model	model	NOUN
bracis-33599	21	34	,	,	PUNCT
bracis-33599	21	35	using	use	VERB
bracis-33599	21	36	the	the	DET
bracis-33599	21	37	bertimbau	bertimbau	ADJ
bracis-33599	21	38	language	language	NOUN
bracis-33599	21	39	model	model	NOUN
bracis-33599	21	40	.	.	PUNCT
bracis-33599	22	1	specifically	specifically	ADV
bracis-33599	22	2	,	,	PUNCT
bracis-33599	22	3	we	we	PRON
bracis-33599	22	4	seek	seek	VERB
bracis-33599	22	5	to	to	PART
bracis-33599	22	6	answer	answer	VERB
bracis-33599	22	7	the	the	DET
bracis-33599	22	8	following	follow	VERB
bracis-33599	22	9	research	research	NOUN
bracis-33599	22	10	questions	question	NOUN
bracis-33599	22	11	:	:	PUNCT
bracis-33599	22	12	rq1	rq1	NOUN
bracis-33599	22	13	:	:	PUNCT
bracis-33599	22	14	given	give	VERB
bracis-33599	22	15	an	an	DET
bracis-33599	22	16	ekman	ekman	NOUN
bracis-33599	22	17	-	-	PUNCT
bracis-33599	22	18	based	base	VERB
bracis-33599	22	19	labeled	label	VERB
bracis-33599	22	20	emotion	emotion	NOUN
bracis-33599	22	21	corpus	corpus	NOUN
bracis-33599	22	22	in	in	ADP
bracis-33599	22	23	english	english	PROPN
bracis-33599	22	24	,	,	PUNCT
bracis-33599	22	25	is	be	AUX
bracis-33599	22	26	it	it	PRON
bracis-33599	22	27	feasible	feasible	ADJ
bracis-33599	22	28	to	to	PART
bracis-33599	22	29	use	use	VERB
bracis-33599	22	30	llms	llm	NOUN
bracis-33599	22	31	to	to	PART
bracis-33599	22	32	generate	generate	VERB
bracis-33599	22	33	a	a	DET
bracis-33599	22	34	similarly	similarly	ADV
bracis-33599	22	35	labeled	label	VERB
bracis-33599	22	36	corpus	corpus	NOUN
bracis-33599	22	37	in	in	ADP
bracis-33599	22	38	brazilian	brazilian	ADJ
bracis-33599	22	39	portuguese	portuguese	PROPN
bracis-33599	22	40	while	while	SCONJ
bracis-33599	22	41	maintaining	maintain	VERB
bracis-33599	22	42	the	the	DET
bracis-33599	22	43	language	language	NOUN
bracis-33599	22	44	style	style	NOUN
bracis-33599	22	45	?	?	PUNCT
bracis-33599	23	1	moreover	moreover	ADV
bracis-33599	23	2	,	,	PUNCT
bracis-33599	23	3	can	can	AUX
bracis-33599	23	4	we	we	PRON
bracis-33599	23	5	build	build	VERB
bracis-33599	23	6	an	an	DET
bracis-33599	23	7	efficient	efficient	ADJ
bracis-33599	23	8	emotion	emotion	NOUN
bracis-33599	23	9	transformer	transformer	NOUN
bracis-33599	23	10	-	-	PUNCT
bracis-33599	23	11	based	base	VERB
bracis-33599	23	12	classifier	classifier	NOUN
bracis-33599	23	13	in	in	ADP
bracis-33599	23	14	brazilian	brazilian	ADJ
bracis-33599	23	15	portuguese	portuguese	PROPN
bracis-33599	23	16	using	use	VERB
bracis-33599	23	17	this	this	DET
bracis-33599	23	18	new	new	ADJ
bracis-33599	23	19	corpus	corpus	NOUN
bracis-33599	23	20	?	?	PUNCT
bracis-33599	24	1	rq2	rq2	NOUN
bracis-33599	24	2	:	:	PUNCT
bracis-33599	24	3	what	what	PRON
bracis-33599	24	4	are	be	AUX
bracis-33599	24	5	the	the	DET
bracis-33599	24	6	predominant	predominant	ADJ
bracis-33599	24	7	emotions	emotion	NOUN
bracis-33599	24	8	expressed	express	VERB
bracis-33599	24	9	in	in	ADP
bracis-33599	24	10	comments	comment	NOUN
bracis-33599	24	11	on	on	ADP
bracis-33599	24	12	brazilian	brazilian	ADJ
bracis-33599	24	13	media	medium	NOUN
bracis-33599	24	14	news	news	NOUN
bracis-33599	24	15	about	about	ADP
bracis-33599	24	16	the	the	DET
bracis-33599	24	17	covid-19	covid-19	PROPN
bracis-33599	24	18	pandemic	pandemic	NOUN
bracis-33599	24	19	on	on	ADP
bracis-33599	24	20	twitter	twitter	NOUN
bracis-33599	24	21	?	?	PUNCT
bracis-33599	25	1	rq3	rq3	NOUN
bracis-33599	25	2	:	:	PUNCT
bracis-33599	25	3	how	how	SCONJ
bracis-33599	25	4	do	do	AUX
bracis-33599	25	5	these	these	DET
bracis-33599	25	6	emotions	emotion	NOUN
bracis-33599	25	7	distribute	distribute	VERB
bracis-33599	25	8	across	across	ADP
bracis-33599	25	9	different	different	ADJ
bracis-33599	25	10	press	press	NOUN
bracis-33599	25	11	outlets	outlet	NOUN
bracis-33599	25	12	,	,	PUNCT
bracis-33599	25	13	news	news	NOUN
bracis-33599	25	14	themes	theme	NOUN
bracis-33599	25	15	,	,	PUNCT
bracis-33599	25	16	and	and	CCONJ
bracis-33599	25	17	over	over	ADP
bracis-33599	25	18	time	time	NOUN
bracis-33599	25	19	?	?	PUNCT
bracis-33599	26	1	to	to	PART
bracis-33599	26	2	address	address	VERB
bracis-33599	26	3	these	these	DET
bracis-33599	26	4	questions	question	NOUN
bracis-33599	26	5	,	,	PUNCT
bracis-33599	26	6	we	we	PRON
bracis-33599	26	7	employ	employ	VERB
bracis-33599	26	8	a	a	DET
bracis-33599	26	9	multi	multi	ADJ
bracis-33599	26	10	-	-	ADJ
bracis-33599	26	11	step	step	ADJ
bracis-33599	26	12	methodology	methodology	NOUN
bracis-33599	26	13	involving	involve	VERB
bracis-33599	26	14	corpus	corpus	NOUN
bracis-33599	26	15	translation	translation	NOUN
bracis-33599	26	16	,	,	PUNCT
bracis-33599	26	17	model	model	NOUN
bracis-33599	26	18	fine	fine	ADV
bracis-33599	26	19	-	-	PUNCT
bracis-33599	26	20	tuning	tuning	NOUN
bracis-33599	26	21	,	,	PUNCT
bracis-33599	26	22	dataset	dataset	NOUN
bracis-33599	26	23	collection	collection	NOUN
bracis-33599	26	24	,	,	PUNCT
bracis-33599	26	25	and	and	CCONJ
bracis-33599	26	26	emotion	emotion	NOUN
bracis-33599	26	27	detection	detection	NOUN
bracis-33599	26	28	.	.	PUNCT
bracis-33599	27	1	this	this	DET
bracis-33599	27	2	study	study	NOUN
bracis-33599	27	3	also	also	ADV
bracis-33599	27	4	aims	aim	VERB
bracis-33599	27	5	to	to	PART
bracis-33599	27	6	provide	provide	VERB
bracis-33599	27	7	insights	insight	NOUN
bracis-33599	27	8	for	for	ADP
bracis-33599	27	9	policymakers	policymaker	NOUN
bracis-33599	27	10	,	,	PUNCT
bracis-33599	27	11	healthcare	healthcare	NOUN
bracis-33599	27	12	experts	expert	NOUN
bracis-33599	27	13	,	,	PUNCT
bracis-33599	27	14	and	and	CCONJ
bracis-33599	27	15	marketers	marketer	NOUN
bracis-33599	27	16	by	by	ADP
bracis-33599	27	17	explaining	explain	VERB
bracis-33599	27	18	the	the	DET
bracis-33599	27	19	emotional	emotional	ADJ
bracis-33599	27	20	landscape	landscape	NOUN
bracis-33599	27	21	of	of	ADP
bracis-33599	27	22	covid-19	covid-19	PROPN
bracis-33599	27	23	discourse	discourse	NOUN
bracis-33599	27	24	in	in	ADP
bracis-33599	27	25	brazilian	brazilian	ADJ
bracis-33599	27	26	portuguese	portuguese	PROPN
bracis-33599	27	27	.	.	PUNCT
bracis-33599	28	1	it	it	PRON
bracis-33599	28	2	hopes	hope	VERB
bracis-33599	28	3	to	to	PART
bracis-33599	28	4	enable	enable	VERB
bracis-33599	28	5	more	more	ADV
bracis-33599	28	6	informed	informed	ADJ
bracis-33599	28	7	decision	decision	NOUN
bracis-33599	28	8	-	-	PUNCT
bracis-33599	28	9	making	make	VERB
bracis-33599	28	10	and	and	CCONJ
bracis-33599	28	11	communication	communication	NOUN
bracis-33599	28	12	strategies	strategy	NOUN
bracis-33599	28	13	in	in	ADP
bracis-33599	28	14	the	the	DET
bracis-33599	28	15	context	context	NOUN
bracis-33599	28	16	of	of	ADP
bracis-33599	28	17	a	a	DET
bracis-33599	28	18	major	major	ADJ
bracis-33599	28	19	event	event	NOUN
bracis-33599	28	20	.	.	PUNCT
bracis-33599	29	1	the	the	DET
bracis-33599	29	2	remainder	remainder	NOUN
bracis-33599	29	3	of	of	ADP
bracis-33599	29	4	the	the	DET
bracis-33599	29	5	paper	paper	NOUN
bracis-33599	29	6	is	be	AUX
bracis-33599	29	7	organized	organize	VERB
bracis-33599	29	8	as	as	SCONJ
bracis-33599	29	9	follows	follow	VERB
bracis-33599	29	10	.	.	PUNCT
bracis-33599	30	1	section	section	NOUN
bracis-33599	30	2	 	 	SPACE
bracis-33599	30	3	2	2	NUM
bracis-33599	30	4	gives	give	VERB
bracis-33599	30	5	an	an	DET
bracis-33599	30	6	overview	overview	NOUN
bracis-33599	30	7	of	of	ADP
bracis-33599	30	8	the	the	DET
bracis-33599	30	9	related	related	ADJ
bracis-33599	30	10	work	work	NOUN
bracis-33599	30	11	.	.	PUNCT
bracis-33599	31	1	section	section	NOUN
bracis-33599	31	2	 	 	SPACE
bracis-33599	31	3	3	3	NUM
bracis-33599	31	4	describes	describe	VERB
bracis-33599	31	5	our	our	PRON
bracis-33599	31	6	methodology	methodology	NOUN
bracis-33599	31	7	,	,	PUNCT
bracis-33599	31	8	and	and	CCONJ
bracis-33599	31	9	sect	sect	NOUN
bracis-33599	31	10	.	.	PUNCT
bracis-33599	31	11	 	 	SPACE
bracis-33599	32	1	4	4	NUM
bracis-33599	32	2	presents	present	VERB
bracis-33599	32	3	our	our	PRON
bracis-33599	32	4	findings	finding	NOUN
bracis-33599	32	5	.	.	PUNCT
bracis-33599	33	1	we	we	PRON
bracis-33599	33	2	conclude	conclude	VERB
bracis-33599	33	3	the	the	DET
bracis-33599	33	4	paper	paper	NOUN
bracis-33599	33	5	in	in	ADP
bracis-33599	33	6	sect	sect	NOUN
bracis-33599	33	7	.	.	PUNCT
bracis-33599	33	8	 	 	SPACE
bracis-33599	33	9	5	5	NUM
bracis-33599	33	10	with	with	ADP
bracis-33599	33	11	some	some	DET
bracis-33599	33	12	general	general	ADJ
bracis-33599	33	13	remarks	remark	NOUN
bracis-33599	33	14	.	.	PUNCT
bracis-33599	34	1	2	2	NUM
bracis-33599	34	2	background	background	NOUN
bracis-33599	34	3	and	and	CCONJ
bracis-33599	34	4	 	 	SPACE
bracis-33599	34	5	related	relate	VERB
bracis-33599	34	6	work	work	NOUN
bracis-33599	34	7	human	human	ADJ
bracis-33599	34	8	emotions	emotion	NOUN
bracis-33599	34	9	are	be	AUX
bracis-33599	34	10	expressed	express	VERB
bracis-33599	34	11	in	in	ADP
bracis-33599	34	12	a	a	DET
bracis-33599	34	13	multi	multi	ADJ
bracis-33599	34	14	-	-	ADJ
bracis-33599	34	15	modal	modal	ADJ
bracis-33599	34	16	fashion	fashion	NOUN
bracis-33599	34	17	,	,	PUNCT
bracis-33599	34	18	encompassing	encompass	VERB
bracis-33599	34	19	facial	facial	ADJ
bracis-33599	34	20	expressions	expression	NOUN
bracis-33599	34	21	,	,	PUNCT
bracis-33599	34	22	voice	voice	NOUN
bracis-33599	34	23	,	,	PUNCT
bracis-33599	34	24	and	and	CCONJ
bracis-33599	34	25	language	language	NOUN
bracis-33599	35	1	[	[	X
bracis-33599	35	2	23	23	NUM
bracis-33599	35	3	]	]	PUNCT
bracis-33599	35	4	.	.	PUNCT
bracis-33599	36	1	however	however	ADV
bracis-33599	36	2	,	,	PUNCT
bracis-33599	36	3	classification	classification	NOUN
bracis-33599	36	4	strategies	strategy	NOUN
bracis-33599	36	5	focusing	focus	VERB
bracis-33599	36	6	only	only	ADV
bracis-33599	36	7	on	on	ADP
bracis-33599	36	8	textual	textual	ADJ
bracis-33599	36	9	data	datum	NOUN
bracis-33599	36	10	exhibit	exhibit	NOUN
bracis-33599	36	11	performance	performance	NOUN
bracis-33599	36	12	comparable	comparable	ADJ
bracis-33599	36	13	to	to	ADP
bracis-33599	36	14	multimodal	multimodal	ADJ
bracis-33599	36	15	approaches	approach	NOUN
bracis-33599	36	16	[	[	X
bracis-33599	36	17	1	1	NUM
bracis-33599	36	18	]	]	PUNCT
bracis-33599	36	19	.	.	PUNCT
bracis-33599	37	1	a	a	DET
bracis-33599	37	2	crucial	crucial	ADJ
bracis-33599	37	3	aspect	aspect	NOUN
bracis-33599	37	4	in	in	ADP
bracis-33599	37	5	developing	develop	VERB
bracis-33599	37	6	emotion	emotion	NOUN
bracis-33599	37	7	classifiers	classifier	NOUN
bracis-33599	37	8	is	be	AUX
bracis-33599	37	9	the	the	DET
bracis-33599	37	10	establishment	establishment	NOUN
bracis-33599	37	11	of	of	ADP
bracis-33599	37	12	an	an	DET
bracis-33599	37	13	emotion	emotion	NOUN
bracis-33599	37	14	model	model	NOUN
bracis-33599	37	15	,	,	PUNCT
bracis-33599	37	16	defining	define	VERB
bracis-33599	37	17	how	how	SCONJ
bracis-33599	37	18	emotions	emotion	NOUN
bracis-33599	37	19	are	be	AUX
bracis-33599	37	20	represented	represent	VERB
bracis-33599	37	21	.	.	PUNCT
bracis-33599	38	1	the	the	DET
bracis-33599	38	2	main	main	ADJ
bracis-33599	38	3	kinds	kind	NOUN
bracis-33599	38	4	of	of	ADP
bracis-33599	38	5	emotion	emotion	NOUN
bracis-33599	38	6	models	model	NOUN
bracis-33599	38	7	include	include	VERB
bracis-33599	38	8	discrete	discrete	ADJ
bracis-33599	38	9	and	and	CCONJ
bracis-33599	38	10	dimensional	dimensional	ADJ
bracis-33599	38	11	models	model	NOUN
bracis-33599	38	12	[	[	X
bracis-33599	38	13	46	46	NUM
bracis-33599	38	14	]	]	PUNCT
bracis-33599	38	15	.	.	PUNCT
bracis-33599	39	1	discrete	discrete	ADJ
bracis-33599	39	2	models	model	NOUN
bracis-33599	39	3	categorize	categorize	VERB
bracis-33599	39	4	emotions	emotion	NOUN
bracis-33599	39	5	into	into	ADP
bracis-33599	39	6	a	a	DET
bracis-33599	39	7	limited	limited	ADJ
bracis-33599	39	8	set	set	NOUN
bracis-33599	39	9	of	of	ADP
bracis-33599	39	10	categories	category	NOUN
bracis-33599	39	11	.	.	PUNCT
bracis-33599	40	1	paul	paul	PROPN
bracis-33599	40	2	ekman	ekman	PROPN
bracis-33599	40	3	’s	’s	PART
bracis-33599	40	4	study	study	NOUN
bracis-33599	40	5	suggests	suggest	VERB
bracis-33599	40	6	six	six	NUM
bracis-33599	40	7	fundamental	fundamental	ADJ
bracis-33599	40	8	emotions	emotion	NOUN
bracis-33599	40	9	—	—	PUNCT
bracis-33599	40	10	anger	anger	NOUN
bracis-33599	40	11	,	,	PUNCT
bracis-33599	40	12	sadness	sadness	NOUN
bracis-33599	40	13	,	,	PUNCT
bracis-33599	40	14	disgust	disgust	NOUN
bracis-33599	40	15	,	,	PUNCT
bracis-33599	40	16	joy	joy	NOUN
bracis-33599	40	17	,	,	PUNCT
bracis-33599	40	18	surprise	surprise	NOUN
bracis-33599	40	19	,	,	PUNCT
bracis-33599	40	20	and	and	CCONJ
bracis-33599	40	21	fear	fear	NOUN
bracis-33599	40	22	—	—	PUNCT
bracis-33599	40	23	originating	originate	VERB
bracis-33599	40	24	from	from	ADP
bracis-33599	40	25	distinct	distinct	ADJ
bracis-33599	40	26	neural	neural	ADJ
bracis-33599	40	27	systems	system	NOUN
bracis-33599	40	28	[	[	X
bracis-33599	40	29	11	11	NUM
bracis-33599	40	30	]	]	PUNCT
bracis-33599	40	31	.	.	PUNCT
bracis-33599	41	1	in	in	ADP
bracis-33599	41	2	contrast	contrast	NOUN
bracis-33599	41	3	,	,	PUNCT
bracis-33599	41	4	robert	robert	PROPN
bracis-33599	41	5	plutchik	plutchik	PROPN
bracis-33599	41	6	’s	’s	PART
bracis-33599	41	7	model	model	NOUN
bracis-33599	41	8	suggests	suggest	VERB
bracis-33599	41	9	that	that	SCONJ
bracis-33599	41	10	emotions	emotion	NOUN
bracis-33599	41	11	occur	occur	VERB
bracis-33599	41	12	in	in	ADP
bracis-33599	41	13	opposing	oppose	VERB
bracis-33599	41	14	pairs	pair	NOUN
bracis-33599	41	15	at	at	ADP
bracis-33599	41	16	varying	vary	VERB
bracis-33599	41	17	intensities	intensity	NOUN
bracis-33599	41	18	,	,	PUNCT
bracis-33599	41	19	augmenting	augment	VERB
bracis-33599	41	20	ekman	ekman	NOUN
bracis-33599	41	21	’s	’s	PART
bracis-33599	41	22	set	set	VERB
bracis-33599	41	23	with	with	ADP
bracis-33599	41	24	acceptance	acceptance	NOUN
bracis-33599	41	25	/	/	SYM
bracis-33599	41	26	trust	trust	NOUN
bracis-33599	41	27	and	and	CCONJ
bracis-33599	41	28	anticipation	anticipation	NOUN
bracis-33599	41	29	[	[	X
bracis-33599	41	30	32	32	NUM
bracis-33599	41	31	]	]	PUNCT
bracis-33599	41	32	.	.	PUNCT
bracis-33599	42	1	meanwhile	meanwhile	ADV
bracis-33599	42	2	,	,	PUNCT
bracis-33599	42	3	dimensional	dimensional	ADJ
bracis-33599	42	4	models	model	NOUN
bracis-33599	42	5	propose	propose	VERB
bracis-33599	42	6	emotions	emotion	NOUN
bracis-33599	42	7	as	as	ADP
bracis-33599	42	8	non	non	ADJ
bracis-33599	42	9	-	-	ADJ
bracis-33599	42	10	independent	independent	ADJ
bracis-33599	42	11	entities	entity	NOUN
bracis-33599	42	12	,	,	PUNCT
bracis-33599	42	13	represented	represent	VERB
bracis-33599	42	14	within	within	ADP
bracis-33599	42	15	a	a	DET
bracis-33599	42	16	continuous	continuous	ADJ
bracis-33599	42	17	multi	multi	ADJ
bracis-33599	42	18	-	-	ADJ
bracis-33599	42	19	dimensional	dimensional	ADJ
bracis-33599	42	20	space	space	NOUN
bracis-33599	42	21	.	.	PUNCT
bracis-33599	43	1	plutchik	plutchik	PROPN
bracis-33599	43	2	’s	’s	PART
bracis-33599	43	3	two	two	NUM
bracis-33599	43	4	-	-	PUNCT
bracis-33599	43	5	dimensional	dimensional	ADJ
bracis-33599	43	6	wheel	wheel	NOUN
bracis-33599	43	7	[	[	X
bracis-33599	43	8	32	32	NUM
bracis-33599	43	9	]	]	PUNCT
bracis-33599	43	10	and	and	CCONJ
bracis-33599	43	11	russell	russell	PROPN
bracis-33599	43	12	’s	’s	PART
bracis-33599	43	13	circumplex	circumplex	PROPN
bracis-33599	43	14	model	model	NOUN
bracis-33599	43	15	[	[	X
bracis-33599	43	16	34	34	NUM
bracis-33599	43	17	]	]	PUNCT
bracis-33599	43	18	differentiate	differentiate	VERB
bracis-33599	43	19	emotions	emotion	NOUN
bracis-33599	43	20	based	base	VERB
bracis-33599	43	21	on	on	ADP
bracis-33599	43	22	arousal	arousal	NOUN
bracis-33599	43	23	(	(	PUNCT
bracis-33599	43	24	activation	activation	NOUN
bracis-33599	43	25	vs.	vs.	ADP
bracis-33599	43	26	deactivation	deactivation	NOUN
bracis-33599	43	27	)	)	PUNCT
bracis-33599	43	28	and	and	CCONJ
bracis-33599	43	29	valence	valence	NOUN
bracis-33599	43	30	(	(	PUNCT
bracis-33599	43	31	pleasantness	pleasantness	NOUN
bracis-33599	43	32	vs.	vs.	ADP
bracis-33599	43	33	unpleasantness	unpleasantness	NOUN
bracis-33599	43	34	)	)	PUNCT
bracis-33599	43	35	.	.	PUNCT
bracis-33599	44	1	furthermore	furthermore	ADV
bracis-33599	44	2	,	,	PUNCT
bracis-33599	44	3	the	the	DET
bracis-33599	44	4	pleasure	pleasure	NOUN
bracis-33599	44	5	-	-	PUNCT
bracis-33599	44	6	arousal	arousal	NOUN
bracis-33599	44	7	-	-	PUNCT
bracis-33599	44	8	dominance	dominance	NOUN
bracis-33599	44	9	(	(	PUNCT
bracis-33599	44	10	pad	pad	NOUN
bracis-33599	44	11	)	)	PUNCT
bracis-33599	44	12	model	model	NOUN
bracis-33599	44	13	delineates	delineate	VERB
bracis-33599	44	14	emotions	emotion	NOUN
bracis-33599	44	15	across	across	ADP
bracis-33599	44	16	three	three	NUM
bracis-33599	44	17	axes	axis	NOUN
bracis-33599	44	18	[	[	X
bracis-33599	44	19	22	22	NUM
bracis-33599	44	20	]	]	PUNCT
bracis-33599	44	21	.	.	PUNCT
bracis-33599	45	1	the	the	DET
bracis-33599	45	2	field	field	NOUN
bracis-33599	45	3	of	of	ADP
bracis-33599	45	4	research	research	NOUN
bracis-33599	45	5	known	know	VERB
bracis-33599	45	6	as	as	ADP
bracis-33599	45	7	affective	affective	NOUN
bracis-33599	45	8	computing	computing	NOUN
bracis-33599	45	9	emerged	emerge	VERB
bracis-33599	45	10	with	with	ADP
bracis-33599	45	11	the	the	DET
bracis-33599	45	12	recognition	recognition	NOUN
bracis-33599	45	13	that	that	SCONJ
bracis-33599	45	14	computational	computational	ADJ
bracis-33599	45	15	systems	system	NOUN
bracis-33599	45	16	could	could	AUX
bracis-33599	45	17	potentially	potentially	ADV
bracis-33599	45	18	classify	classify	VERB
bracis-33599	45	19	a	a	DET
bracis-33599	45	20	user	user	NOUN
bracis-33599	45	21	’s	’s	PART
bracis-33599	45	22	emotional	emotional	ADJ
bracis-33599	45	23	state	state	NOUN
bracis-33599	45	24	[	[	X
bracis-33599	45	25	30	30	NUM
bracis-33599	45	26	]	]	PUNCT
bracis-33599	45	27	,	,	PUNCT
bracis-33599	45	28	from	from	ADP
bracis-33599	45	29	where	where	SCONJ
bracis-33599	45	30	emerged	emerge	VERB
bracis-33599	45	31	the	the	DET
bracis-33599	45	32	text	text	NOUN
bracis-33599	45	33	-	-	PUNCT
bracis-33599	45	34	based	base	VERB
bracis-33599	45	35	emotional	emotional	ADJ
bracis-33599	45	36	detection	detection	NOUN
bracis-33599	45	37	(	(	PUNCT
bracis-33599	45	38	tbed	tbe	VERB
bracis-33599	45	39	)	)	PUNCT
bracis-33599	45	40	.	.	PUNCT
bracis-33599	46	1	annotated	annotate	VERB
bracis-33599	46	2	collections	collection	NOUN
bracis-33599	46	3	of	of	ADP
bracis-33599	46	4	documents	document	NOUN
bracis-33599	46	5	,	,	PUNCT
bracis-33599	46	6	or	or	CCONJ
bracis-33599	46	7	texts	text	NOUN
bracis-33599	46	8	,	,	PUNCT
bracis-33599	46	9	with	with	ADP
bracis-33599	46	10	distinct	distinct	ADJ
bracis-33599	46	11	emotions	emotion	NOUN
bracis-33599	46	12	facilitated	facilitate	VERB
bracis-33599	46	13	the	the	DET
bracis-33599	46	14	development	development	NOUN
bracis-33599	46	15	of	of	ADP
bracis-33599	46	16	artificial	artificial	ADJ
bracis-33599	46	17	intelligence	intelligence	NOUN
bracis-33599	46	18	models	model	NOUN
bracis-33599	46	19	capable	capable	ADJ
bracis-33599	46	20	of	of	ADP
bracis-33599	46	21	supervised	supervised	ADJ
bracis-33599	46	22	emotion	emotion	NOUN
bracis-33599	46	23	detection	detection	NOUN
bracis-33599	46	24	in	in	ADP
bracis-33599	46	25	new	new	ADJ
bracis-33599	46	26	documents	document	NOUN
bracis-33599	46	27	,	,	PUNCT
bracis-33599	46	28	as	as	ADV
bracis-33599	46	29	well	well	ADV
bracis-33599	46	30	as	as	ADP
bracis-33599	46	31	performance	performance	NOUN
bracis-33599	46	32	evaluation	evaluation	NOUN
bracis-33599	46	33	and	and	CCONJ
bracis-33599	46	34	comparison	comparison	NOUN
bracis-33599	46	35	with	with	ADP
bracis-33599	46	36	other	other	ADJ
bracis-33599	46	37	models	model	NOUN
bracis-33599	46	38	.	.	PUNCT
bracis-33599	47	1	the	the	DET
bracis-33599	47	2	first	first	ADJ
bracis-33599	47	3	annotated	annotate	VERB
bracis-33599	47	4	corpus	corpus	NOUN
bracis-33599	47	5	for	for	ADP
bracis-33599	47	6	emotions	emotion	NOUN
bracis-33599	47	7	was	be	AUX
bracis-33599	47	8	the	the	DET
bracis-33599	47	9	isear	isear	ADJ
bracis-33599	47	10	dataset	dataset	NOUN
bracis-33599	47	11	,	,	PUNCT
bracis-33599	47	12	encompassing	encompass	VERB
bracis-33599	47	13	7	7	NUM
bracis-33599	47	14	distinct	distinct	ADJ
bracis-33599	47	15	emotions	emotion	NOUN
bracis-33599	47	16	[	[	X
bracis-33599	47	17	35	35	NUM
bracis-33599	47	18	]	]	PUNCT
bracis-33599	47	19	.	.	PUNCT
bracis-33599	48	1	subsequently	subsequently	ADV
bracis-33599	48	2	,	,	PUNCT
bracis-33599	48	3	wordnet	wordnet	PROPN
bracis-33599	48	4	was	be	AUX
bracis-33599	48	5	developed	develop	VERB
bracis-33599	48	6	as	as	ADP
bracis-33599	48	7	one	one	NUM
bracis-33599	48	8	of	of	ADP
bracis-33599	48	9	the	the	DET
bracis-33599	48	10	primary	primary	ADJ
bracis-33599	48	11	lexical	lexical	ADJ
bracis-33599	48	12	databases	database	NOUN
bracis-33599	48	13	specifically	specifically	ADV
bracis-33599	48	14	constructed	construct	VERB
bracis-33599	48	15	for	for	ADP
bracis-33599	48	16	natural	natural	ADJ
bracis-33599	48	17	language	language	NOUN
bracis-33599	48	18	processing	processing	NOUN
bracis-33599	48	19	(	(	PUNCT
bracis-33599	48	20	nlp	nlp	NOUN
bracis-33599	48	21	)	)	PUNCT
bracis-33599	48	22	in	in	ADP
bracis-33599	48	23	english	english	PROPN
bracis-33599	48	24	[	[	X
bracis-33599	48	25	12	12	NUM
bracis-33599	48	26	]	]	PUNCT
bracis-33599	48	27	.	.	PUNCT
bracis-33599	49	1	lexical	lexical	ADJ
bracis-33599	49	2	databases	database	NOUN
bracis-33599	49	3	consist	consist	VERB
bracis-33599	49	4	of	of	ADP
bracis-33599	49	5	structured	structured	ADJ
bracis-33599	49	6	sets	set	NOUN
bracis-33599	49	7	of	of	ADP
bracis-33599	49	8	terms	term	NOUN
bracis-33599	49	9	aiming	aim	VERB
bracis-33599	49	10	to	to	PART
bracis-33599	49	11	approximate	approximate	VERB
bracis-33599	49	12	the	the	DET
bracis-33599	49	13	terms	term	NOUN
bracis-33599	49	14	native	native	ADJ
bracis-33599	49	15	speakers	speaker	NOUN
bracis-33599	49	16	associate	associate	VERB
bracis-33599	49	17	with	with	ADP
bracis-33599	49	18	a	a	DET
bracis-33599	49	19	given	give	VERB
bracis-33599	49	20	concept	concept	NOUN
bracis-33599	49	21	.	.	PUNCT
bracis-33599	50	1	early	early	ADJ
bracis-33599	50	2	nlp	nlp	ADJ
bracis-33599	50	3	applications	application	NOUN
bracis-33599	50	4	focused	focus	VERB
bracis-33599	50	5	on	on	ADP
bracis-33599	50	6	emotion	emotion	NOUN
bracis-33599	50	7	detection	detection	NOUN
bracis-33599	50	8	used	use	VERB
bracis-33599	50	9	lexical	lexical	ADJ
bracis-33599	50	10	databases	database	NOUN
bracis-33599	50	11	to	to	PART
bracis-33599	50	12	identify	identify	VERB
bracis-33599	50	13	the	the	DET
bracis-33599	50	14	predominant	predominant	ADJ
bracis-33599	50	15	emotion	emotion	NOUN
bracis-33599	50	16	in	in	ADP
bracis-33599	50	17	a	a	DET
bracis-33599	50	18	document	document	NOUN
bracis-33599	50	19	[	[	X
bracis-33599	50	20	13	13	NUM
bracis-33599	50	21	,	,	PUNCT
bracis-33599	50	22	38	38	NUM
bracis-33599	50	23	,	,	PUNCT
bracis-33599	50	24	40	40	NUM
bracis-33599	50	25	,	,	PUNCT
bracis-33599	50	26	45	45	NUM
bracis-33599	50	27	]	]	PUNCT
bracis-33599	50	28	.	.	PUNCT
bracis-33599	51	1	following	follow	VERB
bracis-33599	51	2	this	this	PRON
bracis-33599	51	3	,	,	PUNCT
bracis-33599	51	4	word2vec	word2vec	X
bracis-33599	51	5	[	[	X
bracis-33599	51	6	25	25	NUM
bracis-33599	51	7	]	]	PUNCT
bracis-33599	51	8	enabled	enable	VERB
bracis-33599	51	9	the	the	DET
bracis-33599	51	10	usage	usage	NOUN
bracis-33599	51	11	of	of	ADP
bracis-33599	51	12	word	word	NOUN
bracis-33599	51	13	embeddings	embedding	NOUN
bracis-33599	51	14	,	,	PUNCT
bracis-33599	51	15	opening	open	VERB
bracis-33599	51	16	the	the	DET
bracis-33599	51	17	way	way	NOUN
bracis-33599	51	18	for	for	ADP
bracis-33599	51	19	neural	neural	ADJ
bracis-33599	51	20	networks	network	NOUN
bracis-33599	51	21	and	and	CCONJ
bracis-33599	51	22	deep	deep	ADJ
bracis-33599	51	23	learning	learning	NOUN
bracis-33599	51	24	in	in	ADP
bracis-33599	51	25	a	a	DET
bracis-33599	51	26	variety	variety	NOUN
bracis-33599	51	27	of	of	ADP
bracis-33599	51	28	nlp	nlp	NOUN
bracis-33599	51	29	tasks	task	NOUN
bracis-33599	51	30	,	,	PUNCT
bracis-33599	51	31	including	include	VERB
bracis-33599	51	32	emotion	emotion	NOUN
bracis-33599	51	33	detection	detection	NOUN
bracis-33599	51	34	.	.	PUNCT
bracis-33599	52	1	in	in	ADP
bracis-33599	52	2	2017	2017	NUM
bracis-33599	52	3	,	,	PUNCT
bracis-33599	52	4	the	the	DET
bracis-33599	52	5	introduction	introduction	NOUN
bracis-33599	52	6	of	of	ADP
bracis-33599	52	7	transformers	transformer	NOUN
bracis-33599	52	8	[	[	X
bracis-33599	52	9	42	42	NUM
bracis-33599	52	10	]	]	PUNCT
bracis-33599	52	11	enabled	enable	VERB
bracis-33599	52	12	the	the	DET
bracis-33599	52	13	development	development	NOUN
bracis-33599	52	14	of	of	ADP
bracis-33599	52	15	language	language	NOUN
bracis-33599	52	16	models	model	NOUN
bracis-33599	52	17	,	,	PUNCT
bracis-33599	52	18	including	include	VERB
bracis-33599	52	19	bert	bert	NOUN
bracis-33599	52	20	[	[	X
bracis-33599	52	21	10	10	NUM
bracis-33599	52	22	]	]	PUNCT
bracis-33599	52	23	,	,	PUNCT
bracis-33599	52	24	representing	represent	VERB
bracis-33599	52	25	a	a	DET
bracis-33599	52	26	qualitative	qualitative	ADJ
bracis-33599	52	27	leap	leap	NOUN
bracis-33599	52	28	in	in	ADP
bracis-33599	52	29	emotion	emotion	NOUN
bracis-33599	52	30	analysis	analysis	NOUN
bracis-33599	52	31	tasks	task	NOUN
bracis-33599	52	32	.	.	PUNCT
bracis-33599	53	1	presently	presently	ADV
bracis-33599	53	2	,	,	PUNCT
bracis-33599	53	3	tbed	tbed	ADJ
bracis-33599	53	4	research	research	NOUN
bracis-33599	53	5	indicates	indicate	VERB
bracis-33599	53	6	that	that	SCONJ
bracis-33599	53	7	lexicon	lexicon	NOUN
bracis-33599	53	8	-	-	PUNCT
bracis-33599	53	9	based	base	VERB
bracis-33599	53	10	applications	application	NOUN
bracis-33599	53	11	are	be	AUX
bracis-33599	53	12	still	still	ADV
bracis-33599	53	13	in	in	ADP
bracis-33599	53	14	use	use	NOUN
bracis-33599	53	15	;	;	PUNCT
bracis-33599	53	16	however	however	ADV
bracis-33599	53	17	,	,	PUNCT
bracis-33599	53	18	classifiers	classifier	NOUN
bracis-33599	53	19	based	base	VERB
bracis-33599	53	20	on	on	ADP
bracis-33599	53	21	machine	machine	NOUN
bracis-33599	53	22	learning	learning	NOUN
bracis-33599	53	23	and	and	CCONJ
bracis-33599	53	24	deep	deep	ADJ
bracis-33599	53	25	learning	learning	NOUN
bracis-33599	53	26	are	be	AUX
bracis-33599	53	27	becoming	become	VERB
bracis-33599	53	28	more	more	ADV
bracis-33599	53	29	prevalent	prevalent	ADJ
bracis-33599	53	30	[	[	X
bracis-33599	53	31	2	2	NUM
bracis-33599	53	32	,	,	PUNCT
bracis-33599	53	33	15	15	NUM
bracis-33599	53	34	,	,	PUNCT
bracis-33599	53	35	16	16	NUM
bracis-33599	53	36	]	]	PUNCT
bracis-33599	53	37	.	.	PUNCT
bracis-33599	54	1	recent	recent	ADJ
bracis-33599	54	2	works	work	NOUN
bracis-33599	54	3	have	have	AUX
bracis-33599	54	4	employed	employ	VERB
bracis-33599	54	5	large	large	ADJ
bracis-33599	54	6	language	language	NOUN
bracis-33599	54	7	models	model	NOUN
bracis-33599	54	8	(	(	PUNCT
bracis-33599	54	9	llms	llm	NOUN
bracis-33599	54	10	)	)	PUNCT
bracis-33599	54	11	for	for	ADP
bracis-33599	54	12	tbed	tbed	ADJ
bracis-33599	54	13	activities	activity	NOUN
bracis-33599	54	14	[	[	X
bracis-33599	54	15	3	3	NUM
bracis-33599	54	16	,	,	PUNCT
bracis-33599	54	17	44	44	NUM
bracis-33599	54	18	]	]	PUNCT
bracis-33599	54	19	.	.	PUNCT
bracis-33599	55	1	among	among	ADP
bracis-33599	55	2	works	work	NOUN
bracis-33599	55	3	focused	focus	VERB
bracis-33599	55	4	on	on	ADP
bracis-33599	55	5	the	the	DET
bracis-33599	55	6	portuguese	portuguese	ADJ
bracis-33599	55	7	language	language	NOUN
bracis-33599	55	8	,	,	PUNCT
bracis-33599	55	9	notable	notable	ADJ
bracis-33599	55	10	efforts	effort	NOUN
bracis-33599	55	11	include	include	VERB
bracis-33599	55	12	the	the	DET
bracis-33599	55	13	development	development	NOUN
bracis-33599	55	14	of	of	ADP
bracis-33599	55	15	wordnetaffectbr	wordnetaffectbr	NOUN
bracis-33599	55	16	,	,	PUNCT
bracis-33599	55	17	one	one	NUM
bracis-33599	55	18	of	of	ADP
bracis-33599	55	19	the	the	DET
bracis-33599	55	20	earliest	early	ADJ
bracis-33599	55	21	and	and	CCONJ
bracis-33599	55	22	most	most	ADV
bracis-33599	55	23	significant	significant	ADJ
bracis-33599	55	24	lexical	lexical	ADJ
bracis-33599	55	25	databases	database	NOUN
bracis-33599	55	26	in	in	ADP
bracis-33599	55	27	brazilian	brazilian	ADJ
bracis-33599	55	28	portuguese	portuguese	NOUN
bracis-33599	55	29	[	[	X
bracis-33599	55	30	29	29	NUM
bracis-33599	55	31	]	]	PUNCT
bracis-33599	55	32	.	.	PUNCT
bracis-33599	56	1	another	another	DET
bracis-33599	56	2	contribution	contribution	NOUN
bracis-33599	56	3	constructed	construct	VERB
bracis-33599	56	4	a	a	DET
bracis-33599	56	5	corpus	corpus	NOUN
bracis-33599	56	6	of	of	ADP
bracis-33599	56	7	short	short	ADJ
bracis-33599	56	8	news	news	NOUN
bracis-33599	56	9	items	item	NOUN
bracis-33599	56	10	(	(	PUNCT
bracis-33599	56	11	headlines	headline	NOUN
bracis-33599	56	12	and	and	CCONJ
bracis-33599	56	13	brief	brief	ADJ
bracis-33599	56	14	descriptions	description	NOUN
bracis-33599	56	15	)	)	PUNCT
bracis-33599	56	16	and	and	CCONJ
bracis-33599	56	17	utilized	utilize	VERB
bracis-33599	56	18	latent	latent	NOUN
bracis-33599	56	19	semantic	semantic	ADJ
bracis-33599	56	20	analysis	analysis	NOUN
bracis-33599	56	21	to	to	PART
bracis-33599	56	22	classify	classify	VERB
bracis-33599	56	23	documents	document	NOUN
bracis-33599	56	24	among	among	ADP
bracis-33599	56	25	ekman	ekman	NOUN
bracis-33599	56	26	’s	’s	PART
bracis-33599	56	27	six	six	NUM
bracis-33599	56	28	emotions	emotion	NOUN
bracis-33599	56	29	,	,	PUNCT
bracis-33599	56	30	along	along	ADP
bracis-33599	56	31	with	with	ADP
bracis-33599	56	32	neutral	neutral	ADJ
bracis-33599	56	33	emotion	emotion	NOUN
bracis-33599	56	34	.	.	PUNCT
bracis-33599	57	1	more	more	ADV
bracis-33599	57	2	recently	recently	ADV
bracis-33599	57	3	,	,	PUNCT
bracis-33599	57	4	a	a	DET
bracis-33599	57	5	bert	bert	NOUN
bracis-33599	57	6	-	-	PUNCT
bracis-33599	57	7	based	base	VERB
bracis-33599	57	8	language	language	NOUN
bracis-33599	57	9	model	model	NOUN
bracis-33599	57	10	named	name	VERB
bracis-33599	57	11	bertimbau	bertimbau	NOUN
bracis-33599	57	12	was	be	AUX
bracis-33599	57	13	developed	develop	VERB
bracis-33599	57	14	[	[	X
bracis-33599	57	15	37	37	NUM
bracis-33599	57	16	]	]	PUNCT
bracis-33599	57	17	.	.	PUNCT
bracis-33599	58	1	bertimbau	bertimbau	NOUN
bracis-33599	58	2	underwent	underwent	ADJ
bracis-33599	58	3	fine	fine	ADV
bracis-33599	58	4	-	-	PUNCT
bracis-33599	58	5	tuning	tuning	NOUN
bracis-33599	58	6	using	use	VERB
bracis-33599	58	7	a	a	DET
bracis-33599	58	8	version	version	NOUN
bracis-33599	58	9	of	of	ADP
bracis-33599	58	10	the	the	DET
bracis-33599	58	11	goemotions	goemotions	PROPN
bracis-33599	58	12	corpus	corpus	NOUN
bracis-33599	58	13	[	[	X
bracis-33599	58	14	9	9	NUM
bracis-33599	58	15	]	]	PUNCT
bracis-33599	58	16	translated	translate	VERB
bracis-33599	58	17	by	by	ADP
bracis-33599	58	18	google	google	PROPN
bracis-33599	58	19	translate	translate	NOUN
bracis-33599	58	20	to	to	PART
bracis-33599	58	21	generate	generate	VERB
bracis-33599	58	22	a	a	DET
bracis-33599	58	23	model	model	NOUN
bracis-33599	58	24	specialized	specialize	VERB
bracis-33599	58	25	in	in	ADP
bracis-33599	58	26	emotion	emotion	NOUN
bracis-33599	58	27	classification	classification	NOUN
bracis-33599	58	28	in	in	ADP
bracis-33599	58	29	portuguese	portuguese	PROPN
bracis-33599	58	30	[	[	X
bracis-33599	58	31	14	14	NUM
bracis-33599	58	32	]	]	PUNCT
bracis-33599	58	33	.	.	PUNCT
bracis-33599	59	1	this	this	DET
bracis-33599	59	2	model	model	NOUN
bracis-33599	59	3	was	be	AUX
bracis-33599	59	4	utilized	utilize	VERB
bracis-33599	59	5	to	to	PART
bracis-33599	59	6	evaluate	evaluate	VERB
bracis-33599	59	7	the	the	DET
bracis-33599	59	8	polarity	polarity	NOUN
bracis-33599	59	9	of	of	ADP
bracis-33599	59	10	comments	comment	NOUN
bracis-33599	59	11	related	relate	VERB
bracis-33599	59	12	to	to	ADP
bracis-33599	59	13	political	political	ADJ
bracis-33599	59	14	discourse	discourse	NOUN
bracis-33599	59	15	,	,	PUNCT
bracis-33599	59	16	and	and	CCONJ
bracis-33599	59	17	it	it	PRON
bracis-33599	59	18	was	be	AUX
bracis-33599	59	19	compared	compare	VERB
bracis-33599	59	20	to	to	ADP
bracis-33599	59	21	chatgpt	chatgpt	NOUN
bracis-33599	59	22	,	,	PUNCT
bracis-33599	59	23	demonstrating	demonstrate	VERB
bracis-33599	59	24	superior	superior	ADJ
bracis-33599	59	25	performance	performance	NOUN
bracis-33599	59	26	[	[	X
bracis-33599	59	27	36	36	NUM
bracis-33599	59	28	]	]	PUNCT
bracis-33599	59	29	.	.	PUNCT
bracis-33599	60	1	in	in	ADP
bracis-33599	60	2	contrast	contrast	NOUN
bracis-33599	60	3	,	,	PUNCT
bracis-33599	60	4	other	other	ADJ
bracis-33599	60	5	techniques	technique	NOUN
bracis-33599	60	6	,	,	PUNCT
bracis-33599	60	7	such	such	ADJ
bracis-33599	60	8	as	as	ADP
bracis-33599	60	9	classification	classification	NOUN
bracis-33599	60	10	models	model	NOUN
bracis-33599	60	11	based	base	VERB
bracis-33599	60	12	on	on	ADP
bracis-33599	60	13	lexical	lexical	ADJ
bracis-33599	60	14	databases	database	NOUN
bracis-33599	60	15	,	,	PUNCT
bracis-33599	60	16	were	be	AUX
bracis-33599	60	17	employed	employ	VERB
bracis-33599	60	18	to	to	PART
bracis-33599	60	19	identify	identify	VERB
bracis-33599	60	20	emotions	emotion	NOUN
bracis-33599	60	21	in	in	ADP
bracis-33599	60	22	tweets	tweet	NOUN
bracis-33599	60	23	related	relate	VERB
bracis-33599	60	24	to	to	ADP
bracis-33599	60	25	the	the	DET
bracis-33599	60	26	covid-19	covid-19	PROPN
bracis-33599	60	27	pandemic	pandemic	NOUN
bracis-33599	60	28	in	in	ADP
bracis-33599	60	29	portuguese	portuguese	PROPN
bracis-33599	60	30	[	[	X
bracis-33599	60	31	4	4	NUM
bracis-33599	60	32	]	]	PUNCT
bracis-33599	60	33	.	.	PUNCT
bracis-33599	61	1	regarding	regard	VERB
bracis-33599	61	2	tweets	tweet	NOUN
bracis-33599	61	3	related	relate	VERB
bracis-33599	61	4	to	to	ADP
bracis-33599	61	5	the	the	DET
bracis-33599	61	6	covid-19	covid-19	PROPN
bracis-33599	61	7	pandemic	pandemic	NOUN
bracis-33599	61	8	written	write	VERB
bracis-33599	61	9	in	in	ADP
bracis-33599	61	10	english	english	PROPN
bracis-33599	61	11	,	,	PUNCT
bracis-33599	61	12	multiple	multiple	ADJ
bracis-33599	61	13	studies	study	NOUN
bracis-33599	61	14	used	use	VERB
bracis-33599	61	15	machine	machine	NOUN
bracis-33599	61	16	learning	learning	NOUN
bracis-33599	61	17	and	and	CCONJ
bracis-33599	61	18	deep	deep	ADJ
bracis-33599	61	19	learning	learning	NOUN
bracis-33599	61	20	techniques	technique	NOUN
bracis-33599	61	21	to	to	PART
bracis-33599	61	22	investigate	investigate	VERB
bracis-33599	61	23	the	the	DET
bracis-33599	61	24	distribution	distribution	NOUN
bracis-33599	61	25	of	of	ADP
bracis-33599	61	26	emotions	emotion	NOUN
bracis-33599	61	27	among	among	ADP
bracis-33599	61	28	social	social	ADJ
bracis-33599	61	29	media	medium	NOUN
bracis-33599	61	30	users	user	NOUN
bracis-33599	61	31	,	,	PUNCT
bracis-33599	61	32	finding	find	VERB
bracis-33599	61	33	a	a	DET
bracis-33599	61	34	prevalence	prevalence	NOUN
bracis-33599	61	35	of	of	ADP
bracis-33599	61	36	negative	negative	ADJ
bracis-33599	61	37	emotions	emotion	NOUN
bracis-33599	61	38	such	such	ADJ
bracis-33599	61	39	as	as	ADP
bracis-33599	61	40	anger	anger	NOUN
bracis-33599	61	41	[	[	X
bracis-33599	61	42	18	18	NUM
bracis-33599	61	43	,	,	PUNCT
bracis-33599	61	44	27	27	NUM
bracis-33599	61	45	,	,	PUNCT
bracis-33599	61	46	47	47	NUM
bracis-33599	61	47	]	]	PUNCT
bracis-33599	61	48	.	.	PUNCT
bracis-33599	62	1	3	3	NUM
bracis-33599	62	2	methodology	methodology	NOUN
bracis-33599	62	3	in	in	ADP
bracis-33599	62	4	this	this	DET
bracis-33599	62	5	study	study	NOUN
bracis-33599	62	6	,	,	PUNCT
bracis-33599	62	7	we	we	PRON
bracis-33599	62	8	construct	construct	VERB
bracis-33599	62	9	a	a	DET
bracis-33599	62	10	model	model	NOUN
bracis-33599	62	11	for	for	ADP
bracis-33599	62	12	classifying	classify	VERB
bracis-33599	62	13	emotions	emotion	NOUN
bracis-33599	62	14	in	in	ADP
bracis-33599	62	15	social	social	ADJ
bracis-33599	62	16	media	medium	NOUN
bracis-33599	62	17	comments	comment	NOUN
bracis-33599	62	18	,	,	PUNCT
bracis-33599	62	19	applied	apply	VERB
bracis-33599	62	20	to	to	ADP
bracis-33599	62	21	a	a	DET
bracis-33599	62	22	dataset	dataset	NOUN
bracis-33599	62	23	of	of	ADP
bracis-33599	62	24	covid-19	covid-19	PROPN
bracis-33599	62	25	-	-	PUNCT
bracis-33599	62	26	related	relate	VERB
bracis-33599	62	27	tweets	tweet	NOUN
bracis-33599	62	28	collected	collect	VERB
bracis-33599	62	29	from	from	ADP
bracis-33599	62	30	twitter	twitter	NOUN
bracis-33599	62	31	.	.	PUNCT
bracis-33599	63	1	we	we	PRON
bracis-33599	63	2	adapt	adapt	VERB
bracis-33599	63	3	the	the	DET
bracis-33599	63	4	goemotions	goemotion	NOUN
bracis-33599	63	5	dataset	dataset	VERB
bracis-33599	64	1	[	[	PUNCT
bracis-33599	64	2	9	9	NUM
bracis-33599	64	3	]	]	PUNCT
bracis-33599	64	4	to	to	ADP
bracis-33599	64	5	portuguese	portuguese	PROPN
bracis-33599	64	6	using	use	VERB
bracis-33599	64	7	chatgpt	chatgpt	NOUN
bracis-33599	64	8	to	to	PART
bracis-33599	64	9	ensure	ensure	VERB
bracis-33599	64	10	that	that	SCONJ
bracis-33599	64	11	we	we	PRON
bracis-33599	64	12	keep	keep	VERB
bracis-33599	64	13	the	the	DET
bracis-33599	64	14	writing	writing	NOUN
bracis-33599	64	15	style	style	NOUN
bracis-33599	64	16	of	of	ADP
bracis-33599	64	17	social	social	ADJ
bracis-33599	64	18	media	medium	NOUN
bracis-33599	64	19	comments	comment	NOUN
bracis-33599	64	20	.	.	PUNCT
bracis-33599	65	1	then	then	ADV
bracis-33599	65	2	,	,	PUNCT
bracis-33599	65	3	we	we	PRON
bracis-33599	65	4	fine	fine	ADJ
bracis-33599	65	5	-	-	PUNCT
bracis-33599	65	6	tune	tune	NOUN
bracis-33599	65	7	a	a	DET
bracis-33599	65	8	pre	pre	ADJ
bracis-33599	65	9	-	-	ADJ
bracis-33599	65	10	trained	train	VERB
bracis-33599	65	11	portuguese	portuguese	ADJ
bracis-33599	65	12	language	language	NOUN
bracis-33599	65	13	model	model	NOUN
bracis-33599	65	14	,	,	PUNCT
bracis-33599	65	15	bertimbau	bertimbau	NOUN
bracis-33599	65	16	,	,	PUNCT
bracis-33599	65	17	for	for	ADP
bracis-33599	65	18	emotion	emotion	NOUN
bracis-33599	65	19	detection	detection	NOUN
bracis-33599	65	20	(	(	PUNCT
bracis-33599	65	21	ed	ed	NOUN
bracis-33599	65	22	)	)	PUNCT
bracis-33599	65	23	,	,	PUNCT
bracis-33599	65	24	employing	employ	VERB
bracis-33599	65	25	ekman	ekman	NOUN
bracis-33599	65	26	’s	’s	PART
bracis-33599	65	27	model	model	NOUN
bracis-33599	65	28	of	of	ADP
bracis-33599	65	29	six	six	NUM
bracis-33599	65	30	basic	basic	ADJ
bracis-33599	65	31	emotions	emotion	NOUN
bracis-33599	65	32	plus	plus	CCONJ
bracis-33599	65	33	neutral	neutral	ADJ
bracis-33599	65	34	emotion	emotion	NOUN
bracis-33599	65	35	.	.	PUNCT
bracis-33599	66	1	following	follow	VERB
bracis-33599	66	2	this	this	PRON
bracis-33599	66	3	,	,	PUNCT
bracis-33599	66	4	we	we	PRON
bracis-33599	66	5	gather	gather	VERB
bracis-33599	66	6	tweets	tweet	NOUN
bracis-33599	66	7	related	relate	VERB
bracis-33599	66	8	to	to	ADP
bracis-33599	66	9	the	the	DET
bracis-33599	66	10	covid-19	covid-19	PROPN
bracis-33599	66	11	pandemic	pandemic	NOUN
bracis-33599	66	12	from	from	ADP
bracis-33599	66	13	major	major	ADJ
bracis-33599	66	14	brazilian	brazilian	ADJ
bracis-33599	66	15	news	news	NOUN
bracis-33599	66	16	portals	portal	NOUN
bracis-33599	66	17	on	on	ADP
bracis-33599	66	18	twitter	twitter	NOUN
bracis-33599	66	19	,	,	PUNCT
bracis-33599	66	20	and	and	CCONJ
bracis-33599	66	21	their	their	PRON
bracis-33599	66	22	user	user	NOUN
bracis-33599	66	23	replies	reply	VERB
bracis-33599	66	24	.	.	PUNCT
bracis-33599	67	1	the	the	DET
bracis-33599	67	2	fine	fine	ADV
bracis-33599	67	3	-	-	PUNCT
bracis-33599	67	4	tuned	tune	VERB
bracis-33599	67	5	model	model	NOUN
bracis-33599	67	6	is	be	AUX
bracis-33599	67	7	used	use	VERB
bracis-33599	67	8	to	to	PART
bracis-33599	67	9	detect	detect	VERB
bracis-33599	67	10	the	the	DET
bracis-33599	67	11	emotions	emotion	NOUN
bracis-33599	67	12	expressed	express	VERB
bracis-33599	67	13	in	in	ADP
bracis-33599	67	14	these	these	DET
bracis-33599	67	15	replies	reply	NOUN
bracis-33599	67	16	.	.	PUNCT
bracis-33599	68	1	finally	finally	ADV
bracis-33599	68	2	,	,	PUNCT
bracis-33599	68	3	we	we	PRON
bracis-33599	68	4	conduct	conduct	VERB
bracis-33599	68	5	statistical	statistical	ADJ
bracis-33599	68	6	analysis	analysis	NOUN
bracis-33599	68	7	on	on	ADP
bracis-33599	68	8	the	the	DET
bracis-33599	68	9	distribution	distribution	NOUN
bracis-33599	68	10	of	of	ADP
bracis-33599	68	11	these	these	DET
bracis-33599	68	12	emotions	emotion	NOUN
bracis-33599	68	13	relating	relate	VERB
bracis-33599	68	14	them	they	PRON
bracis-33599	68	15	to	to	ADP
bracis-33599	68	16	the	the	DET
bracis-33599	68	17	news	news	NOUN
bracis-33599	68	18	topic	topic	NOUN
bracis-33599	68	19	,	,	PUNCT
bracis-33599	68	20	the	the	DET
bracis-33599	68	21	news	news	NOUN
bracis-33599	68	22	media	medium	NOUN
bracis-33599	68	23	,	,	PUNCT
bracis-33599	68	24	and	and	CCONJ
bracis-33599	68	25	the	the	DET
bracis-33599	68	26	date	date	NOUN
bracis-33599	68	27	when	when	SCONJ
bracis-33599	68	28	the	the	DET
bracis-33599	68	29	news	news	NOUN
bracis-33599	68	30	was	be	AUX
bracis-33599	68	31	published	publish	VERB
bracis-33599	68	32	.	.	PUNCT
bracis-33599	69	1	3.1	3.1	NUM
bracis-33599	69	2	model	model	NOUN
bracis-33599	69	3	training	training	NOUN
bracis-33599	69	4	table	table	NOUN
bracis-33599	69	5	1	1	NUM
bracis-33599	69	6	.	.	PUNCT
bracis-33599	69	7	sample	sample	NOUN
bracis-33599	69	8	comments	comment	NOUN
bracis-33599	69	9	from	from	ADP
bracis-33599	69	10	goemotions	goemotion	NOUN
bracis-33599	69	11	,	,	PUNCT
bracis-33599	69	12	their	their	PRON
bracis-33599	69	13	translation	translation	NOUN
bracis-33599	69	14	to	to	ADP
bracis-33599	69	15	portuguese	portuguese	PROPN
bracis-33599	69	16	using	use	VERB
bracis-33599	69	17	google	google	PROPN
bracis-33599	69	18	translate	translate	NOUN
bracis-33599	69	19	,	,	PUNCT
bracis-33599	69	20	and	and	CCONJ
bracis-33599	69	21	chatgpt	chatgpt	NOUN
bracis-33599	69	22	(	(	PUNCT
bracis-33599	69	23	goemotions	goemotion	NOUN
bracis-33599	69	24	-	-	PUNCT
bracis-33599	69	25	br).full	br).full	ADJ
bracis-33599	69	26	size	size	NOUN
bracis-33599	69	27	table	table	NOUN
bracis-33599	69	28	language	language	NOUN
bracis-33599	69	29	model	model	NOUN
bracis-33599	69	30	(	(	PUNCT
bracis-33599	69	31	lm	lm	INTJ
bracis-33599	69	32	)	)	PUNCT
bracis-33599	69	33	.	.	PUNCT
bracis-33599	70	1	language	language	NOUN
bracis-33599	70	2	models	model	NOUN
bracis-33599	70	3	are	be	AUX
bracis-33599	70	4	artifacts	artifact	NOUN
bracis-33599	70	5	capable	capable	ADJ
bracis-33599	70	6	of	of	ADP
bracis-33599	70	7	performing	perform	VERB
bracis-33599	70	8	language	language	NOUN
bracis-33599	70	9	-	-	PUNCT
bracis-33599	70	10	related	relate	VERB
bracis-33599	70	11	tasks	task	NOUN
bracis-33599	70	12	automatically	automatically	ADV
bracis-33599	70	13	.	.	PUNCT
bracis-33599	71	1	typically	typically	ADV
bracis-33599	71	2	,	,	PUNCT
bracis-33599	71	3	they	they	PRON
bracis-33599	71	4	are	be	AUX
bracis-33599	71	5	generated	generate	VERB
bracis-33599	71	6	through	through	ADP
bracis-33599	71	7	machine	machine	NOUN
bracis-33599	71	8	learning	learning	NOUN
bracis-33599	71	9	or	or	CCONJ
bracis-33599	71	10	statistical	statistical	ADJ
bracis-33599	71	11	modeling	modeling	NOUN
bracis-33599	71	12	.	.	PUNCT
bracis-33599	72	1	recently	recently	ADV
bracis-33599	72	2	,	,	PUNCT
bracis-33599	72	3	lms	lm	NOUN
bracis-33599	72	4	have	have	AUX
bracis-33599	72	5	been	be	AUX
bracis-33599	72	6	build	build	VERB
bracis-33599	72	7	using	use	VERB
bracis-33599	72	8	deep	deep	ADJ
bracis-33599	72	9	neural	neural	ADJ
bracis-33599	72	10	network	network	NOUN
bracis-33599	72	11	(	(	PUNCT
bracis-33599	72	12	dnn	dnn	PROPN
bracis-33599	72	13	)	)	PUNCT
bracis-33599	72	14	models	model	NOUN
bracis-33599	72	15	trained	train	VERB
bracis-33599	72	16	on	on	ADP
bracis-33599	72	17	large	large	ADJ
bracis-33599	72	18	volumes	volume	NOUN
bracis-33599	72	19	of	of	ADP
bracis-33599	72	20	data	datum	NOUN
bracis-33599	72	21	,	,	PUNCT
bracis-33599	72	22	utilizing	utilize	VERB
bracis-33599	72	23	a	a	DET
bracis-33599	72	24	transformer	transformer	ADJ
bracis-33599	72	25	architecture	architecture	NOUN
bracis-33599	72	26	[	[	X
bracis-33599	72	27	42	42	NUM
bracis-33599	72	28	]	]	PUNCT
bracis-33599	72	29	.	.	PUNCT
bracis-33599	73	1	one	one	NUM
bracis-33599	73	2	of	of	ADP
bracis-33599	73	3	the	the	DET
bracis-33599	73	4	most	most	ADV
bracis-33599	73	5	commonly	commonly	ADV
bracis-33599	73	6	used	use	VERB
bracis-33599	73	7	lm	lm	PROPN
bracis-33599	73	8	architectures	architecture	NOUN
bracis-33599	73	9	is	be	AUX
bracis-33599	73	10	the	the	DET
bracis-33599	73	11	bidirectional	bidirectional	ADJ
bracis-33599	73	12	encoder	encoder	NOUN
bracis-33599	73	13	representations	representation	VERB
bracis-33599	73	14	from	from	ADP
bracis-33599	73	15	transformers	transformer	NOUN
bracis-33599	73	16	(	(	PUNCT
bracis-33599	73	17	bert	bert	PROPN
bracis-33599	73	18	)	)	PUNCT
bracis-33599	74	1	[	[	X
bracis-33599	74	2	10	10	NUM
bracis-33599	74	3	]	]	PUNCT
bracis-33599	74	4	.	.	PUNCT
bracis-33599	75	1	this	this	DET
bracis-33599	75	2	modeling	modeling	NOUN
bracis-33599	75	3	approach	approach	NOUN
bracis-33599	75	4	provides	provide	VERB
bracis-33599	75	5	contextual	contextual	ADJ
bracis-33599	75	6	language	language	NOUN
bracis-33599	75	7	features	feature	NOUN
bracis-33599	75	8	,	,	PUNCT
bracis-33599	75	9	enabling	enable	VERB
bracis-33599	75	10	lms	lm	NOUN
bracis-33599	75	11	to	to	PART
bracis-33599	75	12	have	have	VERB
bracis-33599	75	13	generalist	generalist	ADJ
bracis-33599	75	14	capabilities	capability	NOUN
bracis-33599	75	15	.	.	PUNCT
bracis-33599	76	1	that	that	PRON
bracis-33599	76	2	is	is	ADV
bracis-33599	76	3	,	,	PUNCT
bracis-33599	76	4	they	they	PRON
bracis-33599	76	5	can	can	AUX
bracis-33599	76	6	undergo	undergo	VERB
bracis-33599	76	7	fine	fine	ADJ
bracis-33599	76	8	-	-	PUNCT
bracis-33599	76	9	tuning	tune	VERB
bracis-33599	76	10	processes	process	NOUN
bracis-33599	76	11	,	,	PUNCT
bracis-33599	76	12	generating	generate	VERB
bracis-33599	76	13	new	new	ADJ
bracis-33599	76	14	models	model	NOUN
bracis-33599	76	15	specialized	specialize	VERB
bracis-33599	76	16	in	in	ADP
bracis-33599	76	17	specific	specific	ADJ
bracis-33599	76	18	tasks	task	NOUN
bracis-33599	76	19	,	,	PUNCT
bracis-33599	76	20	including	include	VERB
bracis-33599	76	21	sentiment	sentiment	NOUN
bracis-33599	76	22	analysis	analysis	NOUN
bracis-33599	76	23	,	,	PUNCT
bracis-33599	76	24	machine	machine	NOUN
bracis-33599	76	25	translation	translation	NOUN
bracis-33599	76	26	,	,	PUNCT
bracis-33599	76	27	question	question	NOUN
bracis-33599	76	28	-	-	PUNCT
bracis-33599	76	29	answering	answer	VERB
bracis-33599	76	30	systems	system	NOUN
bracis-33599	76	31	,	,	PUNCT
bracis-33599	76	32	and	and	CCONJ
bracis-33599	76	33	more	more	ADJ
bracis-33599	76	34	.	.	PUNCT
bracis-33599	77	1	in	in	ADP
bracis-33599	77	2	this	this	DET
bracis-33599	77	3	study	study	NOUN
bracis-33599	77	4	,	,	PUNCT
bracis-33599	77	5	we	we	PRON
bracis-33599	77	6	utilize	utilize	VERB
bracis-33599	77	7	a	a	DET
bracis-33599	77	8	lm	lm	NOUN
bracis-33599	77	9	called	call	VERB
bracis-33599	77	10	bertimbau	bertimbau	NOUN
bracis-33599	77	11	[	[	X
bracis-33599	77	12	37	37	NUM
bracis-33599	77	13	]	]	PUNCT
bracis-33599	77	14	,	,	PUNCT
bracis-33599	77	15	trained	train	VERB
bracis-33599	77	16	using	use	VERB
bracis-33599	77	17	the	the	DET
bracis-33599	77	18	bert	bert	NOUN
bracis-33599	77	19	architecture	architecture	NOUN
bracis-33599	77	20	on	on	ADP
bracis-33599	77	21	a	a	DET
bracis-33599	77	22	dataset	dataset	NOUN
bracis-33599	77	23	collected	collect	VERB
bracis-33599	77	24	in	in	ADP
bracis-33599	77	25	brazilian	brazilian	ADJ
bracis-33599	77	26	portuguese	portuguese	PROPN
bracis-33599	77	27	.	.	PUNCT
bracis-33599	78	1	bertimbau	bertimbau	NOUN
bracis-33599	78	2	was	be	AUX
bracis-33599	78	3	trained	train	VERB
bracis-33599	78	4	on	on	ADP
bracis-33599	78	5	the	the	DET
bracis-33599	78	6	brwac	brwac	PROPN
bracis-33599	78	7	corpus	corpus	NOUN
bracis-33599	78	8	[	[	X
bracis-33599	78	9	43	43	NUM
bracis-33599	78	10	]	]	PUNCT
bracis-33599	78	11	,	,	PUNCT
bracis-33599	78	12	compiled	compile	VERB
bracis-33599	78	13	from	from	ADP
bracis-33599	78	14	web	web	NOUN
bracis-33599	78	15	pages	page	NOUN
bracis-33599	78	16	,	,	PUNCT
bracis-33599	78	17	consisting	consist	VERB
bracis-33599	78	18	of	of	ADP
bracis-33599	78	19	3.53	3.53	NUM
bracis-33599	78	20	million	million	NUM
bracis-33599	78	21	documents	document	NOUN
bracis-33599	78	22	and	and	CCONJ
bracis-33599	78	23	a	a	DET
bracis-33599	78	24	total	total	NOUN
bracis-33599	78	25	of	of	ADP
bracis-33599	78	26	2.68	2.68	NUM
bracis-33599	78	27	billion	billion	NUM
bracis-33599	78	28	tokens	token	NOUN
bracis-33599	78	29	.	.	PUNCT
bracis-33599	79	1	fine	fine	ADJ
bracis-33599	79	2	-	-	PUNCT
bracis-33599	79	3	tuning	tuning	NOUN
bracis-33599	79	4	.	.	PUNCT
bracis-33599	80	1	fine	fine	ADJ
bracis-33599	80	2	-	-	PUNCT
bracis-33599	80	3	tuning	tune	VERB
bracis-33599	80	4	a	a	DET
bracis-33599	80	5	language	language	NOUN
bracis-33599	80	6	model	model	NOUN
bracis-33599	80	7	(	(	PUNCT
bracis-33599	80	8	lm	lm	INTJ
bracis-33599	80	9	)	)	PUNCT
bracis-33599	80	10	typically	typically	ADV
bracis-33599	80	11	involves	involve	VERB
bracis-33599	80	12	retraining	retrain	VERB
bracis-33599	80	13	one	one	NUM
bracis-33599	80	14	of	of	ADP
bracis-33599	80	15	its	its	PRON
bracis-33599	80	16	layers	layer	NOUN
bracis-33599	80	17	using	use	VERB
bracis-33599	80	18	an	an	DET
bracis-33599	80	19	annotated	annotate	VERB
bracis-33599	80	20	dataset	dataset	NOUN
bracis-33599	80	21	tailored	tailor	VERB
bracis-33599	80	22	to	to	ADP
bracis-33599	80	23	a	a	DET
bracis-33599	80	24	specific	specific	ADJ
bracis-33599	80	25	task	task	NOUN
bracis-33599	80	26	.	.	PUNCT
bracis-33599	81	1	this	this	DET
bracis-33599	81	2	study	study	NOUN
bracis-33599	81	3	aimed	aim	VERB
bracis-33599	81	4	to	to	PART
bracis-33599	81	5	develop	develop	VERB
bracis-33599	81	6	an	an	DET
bracis-33599	81	7	lm	lm	INTJ
bracis-33599	81	8	specialized	specialized	ADJ
bracis-33599	81	9	in	in	ADP
bracis-33599	81	10	emotion	emotion	NOUN
bracis-33599	81	11	detection	detection	NOUN
bracis-33599	81	12	(	(	PUNCT
bracis-33599	81	13	ed	ed	NOUN
bracis-33599	81	14	)	)	PUNCT
bracis-33599	81	15	using	use	VERB
bracis-33599	81	16	the	the	DET
bracis-33599	81	17	goemotions	goemotion	NOUN
bracis-33599	81	18	dataset	dataset	NOUN
bracis-33599	81	19	,	,	PUNCT
bracis-33599	81	20	which	which	PRON
bracis-33599	81	21	includes	include	VERB
bracis-33599	81	22	about	about	ADP
bracis-33599	81	23	58,000	58,000	NUM
bracis-33599	81	24	reddit	reddit	NOUN
bracis-33599	81	25	comments	comment	NOUN
bracis-33599	81	26	manually	manually	ADV
bracis-33599	81	27	annotated	annotate	VERB
bracis-33599	81	28	into	into	ADP
bracis-33599	81	29	27	27	NUM
bracis-33599	81	30	emotions	emotion	NOUN
bracis-33599	81	31	,	,	PUNCT
bracis-33599	81	32	later	later	ADV
bracis-33599	81	33	aggregated	aggregate	VERB
bracis-33599	81	34	into	into	ADP
bracis-33599	81	35	ekman	ekman	PROPN
bracis-33599	81	36	’s	’s	PART
bracis-33599	81	37	six	six	NUM
bracis-33599	81	38	basic	basic	ADJ
bracis-33599	81	39	emotions	emotion	NOUN
bracis-33599	81	40	plus	plus	CCONJ
bracis-33599	81	41	neutral	neutral	ADJ
bracis-33599	81	42	.	.	PUNCT
bracis-33599	82	1	hammes	hamme	NOUN
bracis-33599	82	2	and	and	CCONJ
bracis-33599	82	3	freitas	freita	NOUN
bracis-33599	83	1	[	[	X
bracis-33599	83	2	14	14	NUM
bracis-33599	83	3	]	]	PUNCT
bracis-33599	83	4	previously	previously	ADV
bracis-33599	83	5	translated	translate	VERB
bracis-33599	83	6	this	this	DET
bracis-33599	83	7	dataset	dataset	NOUN
bracis-33599	83	8	using	use	VERB
bracis-33599	83	9	google	google	PROPN
bracis-33599	83	10	translate	translate	NOUN
bracis-33599	83	11	but	but	CCONJ
bracis-33599	83	12	noted	note	VERB
bracis-33599	83	13	its	its	PRON
bracis-33599	83	14	inability	inability	NOUN
bracis-33599	83	15	to	to	PART
bracis-33599	83	16	preserve	preserve	VERB
bracis-33599	83	17	the	the	DET
bracis-33599	83	18	social	social	ADJ
bracis-33599	83	19	media	medium	NOUN
bracis-33599	83	20	writing	write	VERB
bracis-33599	83	21	style	style	NOUN
bracis-33599	83	22	.	.	PUNCT
bracis-33599	84	1	recent	recent	ADJ
bracis-33599	84	2	studies	study	NOUN
bracis-33599	84	3	[	[	X
bracis-33599	84	4	8	8	NUM
bracis-33599	84	5	,	,	PUNCT
bracis-33599	84	6	17	17	NUM
bracis-33599	84	7	]	]	PUNCT
bracis-33599	84	8	have	have	AUX
bracis-33599	84	9	used	use	VERB
bracis-33599	84	10	chatgpt	chatgpt	NOUN
bracis-33599	84	11	for	for	ADP
bracis-33599	84	12	translating	translate	VERB
bracis-33599	84	13	corpora	corpora	ADV
bracis-33599	84	14	to	to	ADP
bracis-33599	84	15	fine	fine	ADJ
bracis-33599	84	16	-	-	PUNCT
bracis-33599	84	17	tune	tune	NOUN
bracis-33599	84	18	lms	lm	NOUN
bracis-33599	84	19	for	for	ADP
bracis-33599	84	20	underrepresented	underrepresented	ADJ
bracis-33599	84	21	languages	language	NOUN
bracis-33599	84	22	.	.	PUNCT
bracis-33599	85	1	following	follow	VERB
bracis-33599	85	2	this	this	DET
bracis-33599	85	3	approach	approach	NOUN
bracis-33599	85	4	,	,	PUNCT
bracis-33599	85	5	we	we	PRON
bracis-33599	85	6	created	create	VERB
bracis-33599	85	7	goemotions	goemotion	NOUN
bracis-33599	85	8	-	-	PUNCT
bracis-33599	85	9	br	br	NOUN
bracis-33599	85	10	by	by	ADP
bracis-33599	85	11	translating	translate	VERB
bracis-33599	85	12	the	the	DET
bracis-33599	85	13	goemotions	goemotions	PROPN
bracis-33599	85	14	corpus	corpus	PROPN
bracis-33599	85	15	with	with	ADP
bracis-33599	85	16	chatgpt-3.5	chatgpt-3.5	NOUN
bracis-33599	85	17	-	-	PUNCT
bracis-33599	85	18	turbo	turbo	NOUN
bracis-33599	85	19	,	,	PUNCT
bracis-33599	85	20	maintaining	maintain	VERB
bracis-33599	85	21	the	the	DET
bracis-33599	85	22	original	original	ADJ
bracis-33599	85	23	writing	writing	NOUN
bracis-33599	85	24	style	style	NOUN
bracis-33599	85	25	and	and	CCONJ
bracis-33599	85	26	localizing	localize	VERB
bracis-33599	85	27	slang	slang	PROPN
bracis-33599	85	28	(	(	PUNCT
bracis-33599	85	29	see	see	VERB
bracis-33599	85	30	table	table	NOUN
bracis-33599	85	31	 	 	SPACE
bracis-33599	85	32	1	1	NUM
bracis-33599	85	33	)	)	PUNCT
bracis-33599	85	34	.	.	PUNCT
bracis-33599	86	1	the	the	DET
bracis-33599	86	2	translation	translation	NOUN
bracis-33599	86	3	prompt	prompt	NOUN
bracis-33599	86	4	used	use	VERB
bracis-33599	86	5	was	be	AUX
bracis-33599	86	6	:	:	PUNCT
bracis-33599	86	7	“	"	PUNCT
bracis-33599	86	8	translate	translate	VERB
bracis-33599	86	9	the	the	DET
bracis-33599	86	10	following	follow	VERB
bracis-33599	86	11	message	message	NOUN
bracis-33599	86	12	to	to	ADP
bracis-33599	86	13	portuguese	portuguese	PROPN
bracis-33599	86	14	.	.	PUNCT
bracis-33599	87	1	preserve	preserve	VERB
bracis-33599	87	2	the	the	DET
bracis-33599	87	3	writing	writing	NOUN
bracis-33599	87	4	style	style	NOUN
bracis-33599	87	5	,	,	PUNCT
bracis-33599	87	6	using	use	VERB
bracis-33599	87	7	equivalent	equivalent	ADJ
bracis-33599	87	8	slang	slang	PROPN
bracis-33599	87	9	and	and	CCONJ
bracis-33599	87	10	abbreviations	abbreviation	NOUN
bracis-33599	87	11	,	,	PUNCT
bracis-33599	87	12	if	if	SCONJ
bracis-33599	87	13	needed	need	VERB
bracis-33599	87	14	.	.	PUNCT
bracis-33599	87	15	”	"	PUNCT
bracis-33599	88	1	for	for	ADP
bracis-33599	88	2	example	example	NOUN
bracis-33599	88	3	,	,	PUNCT
bracis-33599	88	4	“	"	PUNCT
bracis-33599	88	5	looks	look	VERB
bracis-33599	88	6	better	well	ADJ
bracis-33599	88	7	imo	imo	ADV
bracis-33599	88	8	”	"	PUNCT
bracis-33599	88	9	’	'	PUNCT
bracis-33599	88	10	was	be	AUX
bracis-33599	88	11	accurately	accurately	ADV
bracis-33599	88	12	translated	translate	VERB
bracis-33599	88	13	to	to	ADP
bracis-33599	88	14	“	"	PUNCT
bracis-33599	88	15	parece	parece	PROPN
bracis-33599	88	16	melhor	melhor	PROPN
bracis-33599	88	17	na	na	X
bracis-33599	88	18	minha	minha	NOUN
bracis-33599	88	19	opinião	opinião	PROPN
bracis-33599	88	20	,	,	PUNCT
bracis-33599	88	21	”	"	PUNCT
bracis-33599	88	22	with	with	ADP
bracis-33599	88	23	chatgpt	chatgpt	NOUN
bracis-33599	88	24	recognizing	recognize	VERB
bracis-33599	88	25	“	"	PUNCT
bracis-33599	88	26	imo	imo	ADJ
bracis-33599	88	27	”	"	PUNCT
bracis-33599	88	28	as	as	ADP
bracis-33599	88	29	“	"	PUNCT
bracis-33599	88	30	na	na	X
bracis-33599	88	31	minha	minha	X
bracis-33599	88	32	opinião	opinião	X
bracis-33599	88	33	”	"	PUNCT
bracis-33599	88	34	.	.	PUNCT
bracis-33599	89	1	similarly	similarly	ADV
bracis-33599	89	2	,	,	PUNCT
bracis-33599	89	3	“	"	PUNCT
bracis-33599	89	4	i	i	PRON
bracis-33599	89	5	brought	bring	VERB
bracis-33599	89	6	my	my	PRON
bracis-33599	89	7	love	love	NOUN
bracis-33599	89	8	a	a	DET
bracis-33599	89	9	cherrrryyyyy	cherrrryyyyy	NOUN
bracis-33599	89	10	”	"	PUNCT
bracis-33599	89	11	was	be	AUX
bracis-33599	89	12	translated	translate	VERB
bracis-33599	89	13	as	as	ADP
bracis-33599	89	14	“	"	PUNCT
bracis-33599	89	15	eu	eu	PROPN
bracis-33599	89	16	trouxe	trouxe	PROPN
bracis-33599	89	17	umaaaa	umaaaa	NOUN
bracis-33599	89	18	cerreeeejjjaaaaa	cerreeeejjjaaaaa	NOUN
bracis-33599	89	19	pro	pro	X
bracis-33599	89	20	meu	meu	PROPN
bracis-33599	89	21	amoooorrrrrr	amoooorrrrrr	PROPN
bracis-33599	89	22	”	"	PUNCT
bracis-33599	89	23	,	,	PUNCT
bracis-33599	89	24	preserving	preserve	VERB
bracis-33599	89	25	the	the	DET
bracis-33599	89	26	original	original	ADJ
bracis-33599	89	27	’s	’s	PART
bracis-33599	89	28	expressive	expressive	ADJ
bracis-33599	89	29	style	style	NOUN
bracis-33599	89	30	,	,	PUNCT
bracis-33599	89	31	unlike	unlike	ADP
bracis-33599	89	32	google	google	PROPN
bracis-33599	89	33	translate	translate	NOUN
bracis-33599	89	34	.	.	PUNCT
bracis-33599	90	1	the	the	DET
bracis-33599	90	2	goemotions	goemotion	NOUN
bracis-33599	90	3	-	-	PUNCT
bracis-33599	90	4	br	br	NOUN
bracis-33599	90	5	corpus	corpus	NOUN
bracis-33599	90	6	was	be	AUX
bracis-33599	90	7	then	then	ADV
bracis-33599	90	8	used	use	VERB
bracis-33599	90	9	to	to	ADP
bracis-33599	90	10	fine	fine	ADJ
bracis-33599	90	11	-	-	PUNCT
bracis-33599	90	12	tune	tune	NOUN
bracis-33599	90	13	the	the	DET
bracis-33599	90	14	bertimbau	bertimbau	NOUN
bracis-33599	90	15	-	-	PUNCT
bracis-33599	90	16	base	base	NOUN
bracis-33599	90	17	model	model	NOUN
bracis-33599	90	18	,	,	PUNCT
bracis-33599	90	19	creating	create	VERB
bracis-33599	90	20	bertimbau	bertimbau	NOUN
bracis-33599	90	21	-	-	PUNCT
bracis-33599	90	22	ekman	ekman	NOUN
bracis-33599	90	23	-	-	PUNCT
bracis-33599	90	24	br	br	PROPN
bracis-33599	90	25	,	,	PUNCT
bracis-33599	90	26	specialized	specialize	VERB
bracis-33599	90	27	in	in	ADP
bracis-33599	90	28	ed	ed	NOUN
bracis-33599	90	29	.	.	PUNCT
bracis-33599	91	1	we	we	PRON
bracis-33599	91	2	followed	follow	VERB
bracis-33599	91	3	the	the	DET
bracis-33599	91	4	code	code	NOUN
bracis-33599	91	5	and	and	CCONJ
bracis-33599	91	6	configurations	configuration	NOUN
bracis-33599	91	7	provided	provide	VERB
bracis-33599	91	8	by	by	ADP
bracis-33599	91	9	hammes	hamme	NOUN
bracis-33599	91	10	and	and	CCONJ
bracis-33599	91	11	freitas	freita	NOUN
bracis-33599	92	1	[	[	X
bracis-33599	92	2	14	14	NUM
bracis-33599	92	3	]	]	PUNCT
bracis-33599	92	4	.	.	PUNCT
bracis-33599	93	1	table	table	NOUN
bracis-33599	93	2	2	2	NUM
bracis-33599	93	3	.	.	PUNCT
bracis-33599	94	1	statistics	statistic	NOUN
bracis-33599	94	2	of	of	ADP
bracis-33599	94	3	the	the	DET
bracis-33599	94	4	twitter	twitter	NOUN
bracis-33599	94	5	accounts	account	VERB
bracis-33599	94	6	of	of	ADP
bracis-33599	94	7	the	the	DET
bracis-33599	94	8	selected	select	VERB
bracis-33599	94	9	media	medium	NOUN
bracis-33599	94	10	outlets.full	outlets.full	NOUN
bracis-33599	94	11	size	size	NOUN
bracis-33599	94	12	table	table	NOUN
bracis-33599	94	13	3.2	3.2	NUM
bracis-33599	94	14	emotion	emotion	NOUN
bracis-33599	94	15	distribution	distribution	NOUN
bracis-33599	94	16	the	the	DET
bracis-33599	94	17	corpus	corpus	NOUN
bracis-33599	94	18	.	.	PUNCT
bracis-33599	95	1	we	we	PRON
bracis-33599	95	2	utilize	utilize	VERB
bracis-33599	95	3	the	the	DET
bracis-33599	95	4	reuters	reuters	PROPN
bracis-33599	95	5	institute	institute	PROPN
bracis-33599	95	6	’s	’s	PART
bracis-33599	95	7	digital	digital	PROPN
bracis-33599	95	8	news	news	PROPN
bracis-33599	95	9	report	report	NOUN
bracis-33599	95	10	2023	2023	NUM
bracis-33599	95	11	[	[	X
bracis-33599	95	12	26	26	NUM
bracis-33599	95	13	]	]	PUNCT
bracis-33599	95	14	to	to	PART
bracis-33599	95	15	identify	identify	VERB
bracis-33599	95	16	the	the	DET
bracis-33599	95	17	most	most	ADV
bracis-33599	95	18	prominent	prominent	ADJ
bracis-33599	95	19	digital	digital	ADJ
bracis-33599	95	20	media	medium	NOUN
bracis-33599	95	21	outlets	outlet	NOUN
bracis-33599	95	22	in	in	ADP
bracis-33599	95	23	brazil	brazil	PROPN
bracis-33599	95	24	.	.	PUNCT
bracis-33599	96	1	then	then	ADV
bracis-33599	96	2	,	,	PUNCT
bracis-33599	96	3	we	we	PRON
bracis-33599	96	4	search	search	VERB
bracis-33599	96	5	for	for	ADP
bracis-33599	96	6	the	the	DET
bracis-33599	96	7	highly	highly	ADV
bracis-33599	96	8	active	active	ADJ
bracis-33599	96	9	twitter	twitter	NOUN
bracis-33599	96	10	accounts	account	VERB
bracis-33599	96	11	that	that	PRON
bracis-33599	96	12	best	good	ADJ
bracis-33599	96	13	represent	represent	VERB
bracis-33599	96	14	each	each	DET
bracis-33599	96	15	media	medium	NOUN
bracis-33599	96	16	outlet	outlet	NOUN
bracis-33599	96	17	,	,	PUNCT
bracis-33599	96	18	as	as	SCONJ
bracis-33599	96	19	presented	present	VERB
bracis-33599	96	20	in	in	ADP
bracis-33599	96	21	table	table	NOUN
bracis-33599	96	22	 	 	SPACE
bracis-33599	96	23	2	2	NUM
bracis-33599	96	24	.	.	PUNCT
bracis-33599	97	1	we	we	PRON
bracis-33599	97	2	utilize	utilize	VERB
bracis-33599	97	3	the	the	DET
bracis-33599	97	4	twitter	twitter	NOUN
bracis-33599	97	5	api	api	NOUN
bracis-33599	97	6	to	to	PART
bracis-33599	97	7	collect	collect	VERB
bracis-33599	97	8	tweets	tweet	NOUN
bracis-33599	97	9	related	relate	VERB
bracis-33599	97	10	to	to	ADP
bracis-33599	97	11	the	the	DET
bracis-33599	97	12	covid-19	covid-19	PROPN
bracis-33599	97	13	pandemic	pandemic	NOUN
bracis-33599	97	14	from	from	ADP
bracis-33599	97	15	these	these	DET
bracis-33599	97	16	accounts	account	NOUN
bracis-33599	97	17	.	.	PUNCT
bracis-33599	98	1	the	the	DET
bracis-33599	98	2	tweets	tweet	NOUN
bracis-33599	98	3	are	be	AUX
bracis-33599	98	4	identified	identify	VERB
bracis-33599	98	5	through	through	ADP
bracis-33599	98	6	contextual	contextual	ADJ
bracis-33599	98	7	annotations	annotation	NOUN
bracis-33599	98	8	provided	provide	VERB
bracis-33599	98	9	by	by	ADP
bracis-33599	98	10	twitter	twitter	NOUN
bracis-33599	98	11	itself	itself	PRON
bracis-33599	99	1	[	[	X
bracis-33599	99	2	41	41	NUM
bracis-33599	99	3	]	]	PUNCT
bracis-33599	99	4	,	,	PUNCT
bracis-33599	99	5	a	a	DET
bracis-33599	99	6	tool	tool	NOUN
bracis-33599	99	7	that	that	PRON
bracis-33599	99	8	employs	employ	VERB
bracis-33599	99	9	artificial	artificial	ADJ
bracis-33599	99	10	intelligence	intelligence	NOUN
bracis-33599	99	11	and	and	CCONJ
bracis-33599	99	12	manual	manual	ADJ
bracis-33599	99	13	annotations	annotation	NOUN
bracis-33599	99	14	to	to	PART
bracis-33599	99	15	determine	determine	VERB
bracis-33599	99	16	the	the	DET
bracis-33599	99	17	topic	topic	NOUN
bracis-33599	99	18	of	of	ADP
bracis-33599	99	19	posts	post	NOUN
bracis-33599	99	20	on	on	ADP
bracis-33599	99	21	the	the	DET
bracis-33599	99	22	social	social	ADJ
bracis-33599	99	23	network	network	NOUN
bracis-33599	99	24	.	.	PUNCT
bracis-33599	100	1	in	in	ADP
bracis-33599	100	2	total	total	ADJ
bracis-33599	100	3	,	,	PUNCT
bracis-33599	100	4	169,281	169,281	NUM
bracis-33599	100	5	news	news	NOUN
bracis-33599	100	6	-	-	PUNCT
bracis-33599	100	7	related	relate	VERB
bracis-33599	100	8	tweets	tweet	NOUN
bracis-33599	100	9	and	and	CCONJ
bracis-33599	100	10	4,861,704	4,861,704	NUM
bracis-33599	100	11	replies	reply	NOUN
bracis-33599	100	12	on	on	ADP
bracis-33599	100	13	these	these	DET
bracis-33599	100	14	news	news	NOUN
bracis-33599	100	15	items	item	NOUN
bracis-33599	100	16	were	be	AUX
bracis-33599	100	17	collected	collect	VERB
bracis-33599	100	18	,	,	PUNCT
bracis-33599	100	19	originated	originate	VERB
bracis-33599	100	20	from	from	ADP
bracis-33599	100	21	971,176	971,176	NUM
bracis-33599	100	22	distinct	distinct	ADJ
bracis-33599	100	23	users	user	NOUN
bracis-33599	100	24	.	.	PUNCT
bracis-33599	101	1	topic	topic	NOUN
bracis-33599	101	2	modeling	modeling	NOUN
bracis-33599	101	3	.	.	PUNCT
bracis-33599	102	1	we	we	PRON
bracis-33599	102	2	employ	employ	VERB
bracis-33599	102	3	a	a	DET
bracis-33599	102	4	technique	technique	NOUN
bracis-33599	102	5	called	call	VERB
bracis-33599	102	6	latent	latent	ADJ
bracis-33599	102	7	dirichlet	dirichlet	PROPN
bracis-33599	102	8	allocation	allocation	NOUN
bracis-33599	102	9	(	(	PUNCT
bracis-33599	102	10	lda	lda	PROPN
bracis-33599	102	11	)	)	PUNCT
bracis-33599	102	12	 	 	SPACE
bracis-33599	103	1	[	[	X
bracis-33599	103	2	5	5	NUM
bracis-33599	103	3	]	]	PUNCT
bracis-33599	103	4	to	to	PART
bracis-33599	103	5	identify	identify	VERB
bracis-33599	103	6	the	the	DET
bracis-33599	103	7	topics	topic	NOUN
bracis-33599	103	8	present	present	ADJ
bracis-33599	103	9	in	in	ADP
bracis-33599	103	10	the	the	DET
bracis-33599	103	11	news	news	NOUN
bracis-33599	103	12	tweets	tweet	NOUN
bracis-33599	103	13	.	.	PUNCT
bracis-33599	104	1	lda	lda	PROPN
bracis-33599	104	2	is	be	AUX
bracis-33599	104	3	a	a	DET
bracis-33599	104	4	statistical	statistical	ADJ
bracis-33599	104	5	method	method	NOUN
bracis-33599	104	6	that	that	PRON
bracis-33599	104	7	discovers	discover	VERB
bracis-33599	104	8	latent	latent	ADJ
bracis-33599	104	9	topics	topic	NOUN
bracis-33599	104	10	from	from	ADP
bracis-33599	104	11	a	a	DET
bracis-33599	104	12	corpus	corpus	NOUN
bracis-33599	104	13	of	of	ADP
bracis-33599	104	14	documents	document	NOUN
bracis-33599	104	15	.	.	PUNCT
bracis-33599	105	1	before	before	ADP
bracis-33599	105	2	training	training	NOUN
bracis-33599	105	3	,	,	PUNCT
bracis-33599	105	4	we	we	PRON
bracis-33599	105	5	exclude	exclude	VERB
bracis-33599	105	6	stopwords	stopword	NOUN
bracis-33599	105	7	(	(	PUNCT
bracis-33599	105	8	i.e.	i.e.	X
bracis-33599	105	9	,	,	PUNCT
bracis-33599	105	10	very	very	ADV
bracis-33599	105	11	common	common	ADJ
bracis-33599	105	12	words	word	NOUN
bracis-33599	105	13	such	such	ADJ
bracis-33599	105	14	as	as	ADP
bracis-33599	105	15	articles	article	NOUN
bracis-33599	105	16	,	,	PUNCT
bracis-33599	105	17	prepositions	preposition	NOUN
bracis-33599	105	18	,	,	PUNCT
bracis-33599	105	19	and	and	CCONJ
bracis-33599	105	20	others	other	NOUN
bracis-33599	105	21	)	)	PUNCT
bracis-33599	105	22	,	,	PUNCT
bracis-33599	105	23	web	web	NOUN
bracis-33599	105	24	links	link	NOUN
bracis-33599	105	25	,	,	PUNCT
bracis-33599	105	26	punctuation	punctuation	NOUN
bracis-33599	105	27	marks	mark	NOUN
bracis-33599	105	28	,	,	PUNCT
bracis-33599	105	29	numbers	number	NOUN
bracis-33599	105	30	,	,	PUNCT
bracis-33599	105	31	and	and	CCONJ
bracis-33599	105	32	named	name	VERB
bracis-33599	105	33	entities	entity	NOUN
bracis-33599	105	34	of	of	ADP
bracis-33599	105	35	geographical	geographical	ADJ
bracis-33599	105	36	type	type	NOUN
bracis-33599	105	37	(	(	PUNCT
bracis-33599	105	38	e.g.	e.g.	ADV
bracis-33599	105	39	,	,	PUNCT
bracis-33599	105	40	city	city	NOUN
bracis-33599	105	41	names	name	NOUN
bracis-33599	105	42	,	,	PUNCT
bracis-33599	105	43	countries	country	NOUN
bracis-33599	105	44	)	)	PUNCT
bracis-33599	105	45	.	.	PUNCT
bracis-33599	106	1	additionally	additionally	ADV
bracis-33599	106	2	,	,	PUNCT
bracis-33599	106	3	other	other	ADJ
bracis-33599	106	4	terms	term	NOUN
bracis-33599	106	5	that	that	PRON
bracis-33599	106	6	are	be	AUX
bracis-33599	106	7	either	either	CCONJ
bracis-33599	106	8	too	too	ADV
bracis-33599	106	9	common	common	ADJ
bracis-33599	106	10	(	(	PUNCT
bracis-33599	106	11	i.e.	i.e.	X
bracis-33599	106	12	,	,	PUNCT
bracis-33599	106	13	appearing	appear	VERB
bracis-33599	106	14	in	in	ADP
bracis-33599	106	15	more	more	ADJ
bracis-33599	106	16	than	than	ADP
bracis-33599	106	17	one	one	NUM
bracis-33599	106	18	-	-	PUNCT
bracis-33599	106	19	third	third	NOUN
bracis-33599	106	20	of	of	ADP
bracis-33599	106	21	the	the	DET
bracis-33599	106	22	documents	document	NOUN
bracis-33599	106	23	)	)	PUNCT
bracis-33599	106	24	or	or	CCONJ
bracis-33599	106	25	too	too	ADV
bracis-33599	106	26	rare	rare	ADJ
bracis-33599	106	27	(	(	PUNCT
bracis-33599	106	28	i.e.	i.e.	X
bracis-33599	106	29	,	,	PUNCT
bracis-33599	106	30	appearing	appear	VERB
bracis-33599	106	31	in	in	ADP
bracis-33599	106	32	less	less	ADJ
bracis-33599	106	33	than	than	ADP
bracis-33599	106	34	0.05	0.05	NUM
bracis-33599	106	35	%	%	NOUN
bracis-33599	106	36	of	of	ADP
bracis-33599	106	37	the	the	DET
bracis-33599	106	38	documents	document	NOUN
bracis-33599	106	39	)	)	PUNCT
bracis-33599	106	40	are	be	AUX
bracis-33599	106	41	removed	remove	VERB
bracis-33599	106	42	.	.	PUNCT
bracis-33599	107	1	we	we	PRON
bracis-33599	107	2	also	also	ADV
bracis-33599	107	3	create	create	VERB
bracis-33599	107	4	tokens	token	NOUN
bracis-33599	107	5	from	from	ADP
bracis-33599	107	6	bigrams	bigram	NOUN
bracis-33599	107	7	—	—	PUNCT
bracis-33599	107	8	pairs	pair	NOUN
bracis-33599	107	9	of	of	ADP
bracis-33599	107	10	words	word	NOUN
bracis-33599	107	11	that	that	PRON
bracis-33599	107	12	occur	occur	VERB
bracis-33599	107	13	frequently	frequently	ADV
bracis-33599	107	14	together	together	ADV
bracis-33599	107	15	.	.	PUNCT
bracis-33599	108	1	at	at	ADP
bracis-33599	108	2	the	the	DET
bracis-33599	108	3	end	end	NOUN
bracis-33599	108	4	,	,	PUNCT
bracis-33599	108	5	the	the	DET
bracis-33599	108	6	dictionary	dictionary	NOUN
bracis-33599	108	7	have	have	VERB
bracis-33599	108	8	56,444	56,444	NUM
bracis-33599	108	9	unique	unique	ADJ
bracis-33599	108	10	tokens	token	NOUN
bracis-33599	108	11	,	,	PUNCT
bracis-33599	108	12	used	use	VERB
bracis-33599	108	13	in	in	ADP
bracis-33599	108	14	169,281	169,281	NUM
bracis-33599	108	15	documents	document	NOUN
bracis-33599	108	16	,	,	PUNCT
bracis-33599	108	17	with	with	ADP
bracis-33599	108	18	an	an	DET
bracis-33599	108	19	average	average	NOUN
bracis-33599	108	20	of	of	ADP
bracis-33599	108	21	7.56	7.56	NUM
bracis-33599	108	22	tokens	token	NOUN
bracis-33599	108	23	per	per	ADP
bracis-33599	108	24	document	document	NOUN
bracis-33599	108	25	.	.	PUNCT
bracis-33599	109	1	we	we	PRON
bracis-33599	109	2	use	use	VERB
bracis-33599	109	3	the	the	DET
bracis-33599	109	4	implementation	implementation	NOUN
bracis-33599	109	5	of	of	ADP
bracis-33599	109	6	the	the	DET
bracis-33599	109	7	machine	machine	NOUN
bracis-33599	109	8	learning	learn	VERB
bracis-33599	109	9	for	for	ADP
bracis-33599	109	10	language	language	NOUN
bracis-33599	109	11	toolkit	toolkit	NOUN
bracis-33599	109	12	(	(	PUNCT
bracis-33599	109	13	mallet	mallet	NOUN
bracis-33599	109	14	)	)	PUNCT
bracis-33599	109	15	library	library	NOUN
bracis-33599	109	16	 	 	SPACE
bracis-33599	110	1	[	[	X
bracis-33599	110	2	20	20	NUM
bracis-33599	110	3	]	]	PUNCT
bracis-33599	110	4	for	for	ADP
bracis-33599	110	5	the	the	DET
bracis-33599	110	6	lda	lda	PROPN
bracis-33599	110	7	algorithm	algorithm	NOUN
bracis-33599	110	8	to	to	ADP
bracis-33599	110	9	topic	topic	NOUN
bracis-33599	110	10	modeling	modeling	NOUN
bracis-33599	110	11	.	.	PUNCT
bracis-33599	111	1	we	we	PRON
bracis-33599	111	2	identify	identify	VERB
bracis-33599	111	3	the	the	DET
bracis-33599	111	4	appropriate	appropriate	ADJ
bracis-33599	111	5	number	number	NOUN
bracis-33599	111	6	of	of	ADP
bracis-33599	111	7	topics	topic	NOUN
bracis-33599	111	8	(	(	PUNCT
bracis-33599	111	9	as	as	ADP
bracis-33599	111	10	the	the	DET
bracis-33599	111	11	lda	lda	PROPN
bracis-33599	111	12	input	input	NOUN
bracis-33599	111	13	)	)	PUNCT
bracis-33599	111	14	by	by	ADP
bracis-33599	111	15	analyzing	analyze	VERB
bracis-33599	111	16	the	the	DET
bracis-33599	111	17	coherence	coherence	NOUN
bracis-33599	111	18	scores	score	NOUN
bracis-33599	111	19	ranging	range	VERB
bracis-33599	111	20	from	from	ADP
bracis-33599	111	21	3	3	NUM
bracis-33599	111	22	to	to	ADP
bracis-33599	111	23	39	39	NUM
bracis-33599	111	24	,	,	PUNCT
bracis-33599	111	25	with	with	ADP
bracis-33599	111	26	a	a	DET
bracis-33599	111	27	step	step	NOUN
bracis-33599	111	28	of	of	ADP
bracis-33599	111	29	3	3	NUM
bracis-33599	111	30	.	.	PUNCT
bracis-33599	112	1	the	the	DET
bracis-33599	112	2	coherence	coherence	NOUN
bracis-33599	112	3	of	of	ADP
bracis-33599	112	4	a	a	DET
bracis-33599	112	5	topic	topic	NOUN
bracis-33599	112	6	,	,	PUNCT
bracis-33599	112	7	used	use	VERB
bracis-33599	112	8	as	as	ADP
bracis-33599	112	9	an	an	DET
bracis-33599	112	10	indicator	indicator	NOUN
bracis-33599	112	11	for	for	ADP
bracis-33599	112	12	topic	topic	NOUN
bracis-33599	112	13	quality	quality	NOUN
bracis-33599	112	14	,	,	PUNCT
bracis-33599	112	15	is	be	AUX
bracis-33599	112	16	based	base	VERB
bracis-33599	112	17	on	on	ADP
bracis-33599	112	18	the	the	DET
bracis-33599	112	19	distributional	distributional	ADJ
bracis-33599	112	20	hypothesis	hypothesis	NOUN
bracis-33599	112	21	that	that	PRON
bracis-33599	112	22	words	word	NOUN
bracis-33599	112	23	with	with	ADP
bracis-33599	112	24	similar	similar	ADJ
bracis-33599	112	25	meaning	meaning	NOUN
bracis-33599	112	26	tend	tend	VERB
bracis-33599	112	27	to	to	PART
bracis-33599	112	28	co	co	VERB
bracis-33599	112	29	-	-	VERB
bracis-33599	112	30	occur	occur	VERB
bracis-33599	112	31	within	within	ADP
bracis-33599	112	32	a	a	DET
bracis-33599	112	33	similar	similar	ADJ
bracis-33599	112	34	context	context	NOUN
bracis-33599	113	1	[	[	X
bracis-33599	113	2	39	39	NUM
bracis-33599	113	3	]	]	PUNCT
bracis-33599	113	4	.	.	PUNCT
bracis-33599	114	1	the	the	DET
bracis-33599	114	2	coherence	coherence	NOUN
bracis-33599	114	3	score	score	NOUN
bracis-33599	114	4	of	of	ADP
bracis-33599	114	5	a	a	DET
bracis-33599	114	6	model	model	NOUN
bracis-33599	114	7	is	be	AUX
bracis-33599	114	8	the	the	DET
bracis-33599	114	9	average	average	NOUN
bracis-33599	114	10	of	of	ADP
bracis-33599	114	11	the	the	DET
bracis-33599	114	12	coherence	coherence	NOUN
bracis-33599	114	13	scores	score	NOUN
bracis-33599	114	14	of	of	ADP
bracis-33599	114	15	all	all	DET
bracis-33599	114	16	topics	topic	NOUN
bracis-33599	114	17	.	.	PUNCT
bracis-33599	115	1	a	a	DET
bracis-33599	115	2	coherence	coherence	NOUN
bracis-33599	115	3	score	score	NOUN
bracis-33599	115	4	of	of	ADP
bracis-33599	115	5	0.38	0.38	NUM
bracis-33599	115	6	was	be	AUX
bracis-33599	115	7	achieved	achieve	VERB
bracis-33599	115	8	for	for	ADP
bracis-33599	115	9	12	12	NUM
bracis-33599	115	10	topics	topic	NOUN
bracis-33599	115	11	,	,	PUNCT
bracis-33599	115	12	in	in	ADP
bracis-33599	115	13	our	our	PRON
bracis-33599	115	14	dataset	dataset	NOUN
bracis-33599	115	15	.	.	PUNCT
bracis-33599	116	1	statistical	statistical	ADJ
bracis-33599	116	2	analysis	analysis	NOUN
bracis-33599	116	3	.	.	PUNCT
bracis-33599	117	1	we	we	PRON
bracis-33599	117	2	use	use	VERB
bracis-33599	117	3	the	the	DET
bracis-33599	117	4	chi	chi	ADJ
bracis-33599	117	5	-	-	PUNCT
bracis-33599	117	6	square	square	ADJ
bracis-33599	117	7	test	test	NOUN
bracis-33599	117	8	of	of	ADP
bracis-33599	117	9	independence	independence	NOUN
bracis-33599	117	10	 	 	SPACE
bracis-33599	118	1	[	[	X
bracis-33599	118	2	21	21	NUM
bracis-33599	118	3	]	]	PUNCT
bracis-33599	118	4	to	to	PART
bracis-33599	118	5	assess	assess	VERB
bracis-33599	118	6	whether	whether	SCONJ
bracis-33599	118	7	a	a	DET
bracis-33599	118	8	pair	pair	NOUN
bracis-33599	118	9	of	of	ADP
bracis-33599	118	10	categorical	categorical	ADJ
bracis-33599	118	11	variables	variable	NOUN
bracis-33599	118	12	(	(	PUNCT
bracis-33599	118	13	e.g.	e.g.	ADV
bracis-33599	118	14	,	,	PUNCT
bracis-33599	118	15	emotion	emotion	NOUN
bracis-33599	118	16	and	and	CCONJ
bracis-33599	118	17	media	medium	NOUN
bracis-33599	118	18	outlet	outlet	NOUN
bracis-33599	118	19	)	)	PUNCT
bracis-33599	118	20	are	be	AUX
bracis-33599	118	21	related	relate	VERB
bracis-33599	118	22	(	(	PUNCT
bracis-33599	118	23	alternative	alternative	ADJ
bracis-33599	118	24	hypothesis	hypothesis	NOUN
bracis-33599	118	25	)	)	PUNCT
bracis-33599	118	26	or	or	CCONJ
bracis-33599	118	27	independent	independent	ADJ
bracis-33599	118	28	(	(	PUNCT
bracis-33599	118	29	null	null	ADJ
bracis-33599	118	30	hypothesis	hypothesis	NOUN
bracis-33599	118	31	)	)	PUNCT
bracis-33599	118	32	.	.	PUNCT
bracis-33599	119	1	this	this	PRON
bracis-33599	119	2	is	be	AUX
bracis-33599	119	3	a	a	DET
bracis-33599	119	4	non	non	ADJ
bracis-33599	119	5	-	-	ADJ
bracis-33599	119	6	parametric	parametric	ADJ
bracis-33599	119	7	test	test	NOUN
bracis-33599	119	8	,	,	PUNCT
bracis-33599	119	9	appropriate	appropriate	ADJ
bracis-33599	119	10	for	for	ADP
bracis-33599	119	11	our	our	PRON
bracis-33599	119	12	dataset	dataset	NOUN
bracis-33599	119	13	because	because	SCONJ
bracis-33599	119	14	some	some	PRON
bracis-33599	119	15	of	of	ADP
bracis-33599	119	16	the	the	DET
bracis-33599	119	17	variables	variable	NOUN
bracis-33599	119	18	(	(	PUNCT
bracis-33599	119	19	i.e.	i.e.	X
bracis-33599	119	20	,	,	PUNCT
bracis-33599	119	21	emotion	emotion	NOUN
bracis-33599	119	22	,	,	PUNCT
bracis-33599	119	23	topic	topic	NOUN
bracis-33599	119	24	,	,	PUNCT
bracis-33599	119	25	and	and	CCONJ
bracis-33599	119	26	media	medium	NOUN
bracis-33599	119	27	outlet	outlet	NOUN
bracis-33599	119	28	)	)	PUNCT
bracis-33599	119	29	are	be	AUX
bracis-33599	119	30	nominal	nominal	ADJ
bracis-33599	119	31	in	in	ADP
bracis-33599	119	32	nature	nature	NOUN
bracis-33599	119	33	.	.	PUNCT
bracis-33599	120	1	by	by	ADP
bracis-33599	120	2	analyzing	analyze	VERB
bracis-33599	120	3	the	the	DET
bracis-33599	120	4	test	test	NOUN
bracis-33599	120	5	statistic	statistic	NOUN
bracis-33599	120	6	and	and	CCONJ
bracis-33599	120	7	the	the	DET
bracis-33599	120	8	degrees	degree	NOUN
bracis-33599	120	9	of	of	ADP
bracis-33599	120	10	freedom	freedom	NOUN
bracis-33599	120	11	,	,	PUNCT
bracis-33599	120	12	we	we	PRON
bracis-33599	120	13	can	can	AUX
bracis-33599	120	14	determine	determine	VERB
bracis-33599	120	15	the	the	DET
bracis-33599	120	16	p	p	NOUN
bracis-33599	120	17	-	-	PUNCT
bracis-33599	120	18	value	value	NOUN
bracis-33599	120	19	.	.	PUNCT
bracis-33599	121	1	when	when	SCONJ
bracis-33599	121	2	the	the	DET
bracis-33599	121	3	p	p	NOUN
bracis-33599	121	4	-	-	PUNCT
bracis-33599	121	5	value	value	NOUN
bracis-33599	121	6	is	be	AUX
bracis-33599	121	7	greater	great	ADJ
bracis-33599	121	8	than	than	ADP
bracis-33599	121	9	the	the	DET
bracis-33599	121	10	significance	significance	NOUN
bracis-33599	121	11	level	level	NOUN
bracis-33599	121	12	(	(	PUNCT
bracis-33599	121	13	\(p	\(p	X
bracis-33599	121	14	>	>	X
bracis-33599	121	15	0.05\	0.05\	PROPN
bracis-33599	121	16	)	)	PUNCT
bracis-33599	121	17	)	)	PUNCT
bracis-33599	121	18	,	,	PUNCT
bracis-33599	121	19	we	we	PRON
bracis-33599	121	20	do	do	AUX
bracis-33599	121	21	not	not	PART
bracis-33599	121	22	reject	reject	VERB
bracis-33599	121	23	the	the	DET
bracis-33599	121	24	null	null	ADJ
bracis-33599	121	25	hypothesis	hypothesis	NOUN
bracis-33599	121	26	,	,	PUNCT
bracis-33599	121	27	indicating	indicate	VERB
bracis-33599	121	28	insufficient	insufficient	ADJ
bracis-33599	121	29	evidence	evidence	NOUN
bracis-33599	121	30	to	to	PART
bracis-33599	121	31	conclude	conclude	VERB
bracis-33599	121	32	that	that	SCONJ
bracis-33599	121	33	the	the	DET
bracis-33599	121	34	categorical	categorical	ADJ
bracis-33599	121	35	variables	variable	NOUN
bracis-33599	121	36	are	be	AUX
bracis-33599	121	37	related	relate	VERB
bracis-33599	121	38	.	.	PUNCT
bracis-33599	122	1	additionally	additionally	ADV
bracis-33599	122	2	,	,	PUNCT
bracis-33599	122	3	the	the	DET
bracis-33599	122	4	effect	effect	NOUN
bracis-33599	122	5	size	size	NOUN
bracis-33599	122	6	measures	measure	VERB
bracis-33599	122	7	the	the	DET
bracis-33599	122	8	strength	strength	NOUN
bracis-33599	122	9	of	of	ADP
bracis-33599	122	10	the	the	DET
bracis-33599	122	11	relationship	relationship	NOUN
bracis-33599	122	12	between	between	ADP
bracis-33599	122	13	the	the	DET
bracis-33599	122	14	variables	variable	NOUN
bracis-33599	122	15	;	;	PUNCT
bracis-33599	122	16	larger	large	ADJ
bracis-33599	122	17	effect	effect	NOUN
bracis-33599	122	18	sizes	size	NOUN
bracis-33599	122	19	suggest	suggest	VERB
bracis-33599	122	20	a	a	DET
bracis-33599	122	21	stronger	strong	ADJ
bracis-33599	122	22	association	association	NOUN
bracis-33599	122	23	.	.	PUNCT
bracis-33599	123	1	we	we	PRON
bracis-33599	123	2	also	also	ADV
bracis-33599	123	3	use	use	VERB
bracis-33599	123	4	the	the	DET
bracis-33599	123	5	augmented	augment	VERB
bracis-33599	123	6	dickey	dickey	NOUN
bracis-33599	123	7	-	-	PUNCT
bracis-33599	123	8	fuller	full	ADJ
bracis-33599	123	9	(	(	PUNCT
bracis-33599	123	10	adf	adf	NOUN
bracis-33599	123	11	)	)	PUNCT
bracis-33599	123	12	test	test	NOUN
bracis-33599	123	13	 	 	SPACE
bracis-33599	124	1	[	[	X
bracis-33599	124	2	19	19	NUM
bracis-33599	124	3	]	]	PUNCT
bracis-33599	124	4	to	to	PART
bracis-33599	124	5	assess	assess	VERB
bracis-33599	124	6	whether	whether	SCONJ
bracis-33599	124	7	a	a	DET
bracis-33599	124	8	time	time	NOUN
bracis-33599	124	9	series	series	NOUN
bracis-33599	124	10	(	(	PUNCT
bracis-33599	124	11	e.g.	e.g.	ADV
bracis-33599	124	12	,	,	PUNCT
bracis-33599	124	13	the	the	DET
bracis-33599	124	14	monthly	monthly	ADJ
bracis-33599	124	15	prevalence	prevalence	NOUN
bracis-33599	124	16	of	of	ADP
bracis-33599	124	17	emotion	emotion	NOUN
bracis-33599	124	18	in	in	ADP
bracis-33599	124	19	replies	reply	NOUN
bracis-33599	124	20	)	)	PUNCT
bracis-33599	124	21	is	be	AUX
bracis-33599	124	22	stationary	stationary	ADJ
bracis-33599	124	23	(	(	PUNCT
bracis-33599	124	24	alternative	alternative	ADJ
bracis-33599	124	25	hypothesis	hypothesis	NOUN
bracis-33599	124	26	)	)	PUNCT
bracis-33599	124	27	or	or	CCONJ
bracis-33599	124	28	non	non	ADJ
bracis-33599	124	29	-	-	ADJ
bracis-33599	124	30	stationary	stationary	ADJ
bracis-33599	124	31	(	(	PUNCT
bracis-33599	124	32	null	null	ADJ
bracis-33599	124	33	hypothesis	hypothesis	NOUN
bracis-33599	124	34	)	)	PUNCT
bracis-33599	124	35	.	.	PUNCT
bracis-33599	125	1	a	a	DET
bracis-33599	125	2	non	non	ADJ
bracis-33599	125	3	-	-	ADJ
bracis-33599	125	4	stationary	stationary	ADJ
bracis-33599	125	5	time	time	NOUN
bracis-33599	125	6	series	series	PROPN
bracis-33599	125	7	exhibits	exhibit	VERB
bracis-33599	125	8	some	some	DET
bracis-33599	125	9	time	time	NOUN
bracis-33599	125	10	-	-	PUNCT
bracis-33599	125	11	dependent	dependent	ADJ
bracis-33599	125	12	structure	structure	NOUN
bracis-33599	125	13	(	(	PUNCT
bracis-33599	125	14	e.g.	e.g.	ADV
bracis-33599	125	15	,	,	PUNCT
bracis-33599	125	16	variance	variance	NOUN
bracis-33599	125	17	that	that	PRON
bracis-33599	125	18	changes	change	VERB
bracis-33599	125	19	over	over	ADP
bracis-33599	125	20	time	time	NOUN
bracis-33599	125	21	)	)	PUNCT
bracis-33599	125	22	.	.	PUNCT
bracis-33599	126	1	when	when	SCONJ
bracis-33599	126	2	the	the	DET
bracis-33599	126	3	test	test	NOUN
bracis-33599	126	4	statistic	statistic	NOUN
bracis-33599	126	5	exceeds	exceed	VERB
bracis-33599	126	6	the	the	DET
bracis-33599	126	7	critical	critical	ADJ
bracis-33599	126	8	value	value	NOUN
bracis-33599	126	9	at	at	ADP
bracis-33599	126	10	a	a	DET
bracis-33599	126	11	5	5	NUM
bracis-33599	126	12	%	%	NOUN
bracis-33599	126	13	significance	significance	NOUN
bracis-33599	126	14	level	level	NOUN
bracis-33599	126	15	,	,	PUNCT
bracis-33599	126	16	this	this	PRON
bracis-33599	126	17	is	be	AUX
bracis-33599	126	18	reflected	reflect	VERB
bracis-33599	126	19	in	in	ADP
bracis-33599	126	20	the	the	DET
bracis-33599	126	21	p	p	NOUN
bracis-33599	126	22	-	-	PUNCT
bracis-33599	126	23	value	value	NOUN
bracis-33599	126	24	(	(	PUNCT
bracis-33599	126	25	\(p	\(p	X
bracis-33599	126	26	>	>	X
bracis-33599	126	27	0.05\	0.05\	PROPN
bracis-33599	126	28	)	)	PUNCT
bracis-33599	126	29	)	)	PUNCT
bracis-33599	126	30	,	,	PUNCT
bracis-33599	126	31	leading	lead	VERB
bracis-33599	126	32	us	we	PRON
bracis-33599	126	33	not	not	PART
bracis-33599	126	34	to	to	PART
bracis-33599	126	35	reject	reject	VERB
bracis-33599	126	36	the	the	DET
bracis-33599	126	37	null	null	ADJ
bracis-33599	126	38	hypothesis	hypothesis	NOUN
bracis-33599	126	39	,	,	PUNCT
bracis-33599	126	40	indicating	indicate	VERB
bracis-33599	126	41	insufficient	insufficient	ADJ
bracis-33599	126	42	evidence	evidence	NOUN
bracis-33599	126	43	to	to	PART
bracis-33599	126	44	conclude	conclude	VERB
bracis-33599	126	45	that	that	SCONJ
bracis-33599	126	46	the	the	DET
bracis-33599	126	47	time	time	NOUN
bracis-33599	126	48	series	series	PROPN
bracis-33599	126	49	is	be	AUX
bracis-33599	126	50	stationary	stationary	ADJ
bracis-33599	126	51	.	.	PUNCT
bracis-33599	127	1	4	4	NUM
bracis-33599	127	2	results	result	NOUN
bracis-33599	127	3	in	in	ADP
bracis-33599	127	4	this	this	DET
bracis-33599	127	5	work	work	NOUN
bracis-33599	127	6	,	,	PUNCT
bracis-33599	127	7	our	our	PRON
bracis-33599	127	8	aim	aim	NOUN
bracis-33599	127	9	is	be	AUX
bracis-33599	127	10	to	to	PART
bracis-33599	127	11	train	train	VERB
bracis-33599	127	12	a	a	DET
bracis-33599	127	13	model	model	NOUN
bracis-33599	127	14	for	for	ADP
bracis-33599	127	15	emotion	emotion	NOUN
bracis-33599	127	16	detection	detection	NOUN
bracis-33599	127	17	(	(	PUNCT
bracis-33599	127	18	ed	ed	NOUN
bracis-33599	127	19	)	)	PUNCT
bracis-33599	127	20	in	in	ADP
bracis-33599	127	21	brazilian	brazilian	ADJ
bracis-33599	127	22	portuguese	portuguese	PROPN
bracis-33599	127	23	.	.	PUNCT
bracis-33599	128	1	we	we	PRON
bracis-33599	128	2	usecchatgpt	usecchatgpt	VERB
bracis-33599	128	3	for	for	ADP
bracis-33599	128	4	dataset	dataset	NOUN
bracis-33599	128	5	translation	translation	NOUN
bracis-33599	128	6	,	,	PUNCT
bracis-33599	128	7	enabling	enable	VERB
bracis-33599	128	8	the	the	DET
bracis-33599	128	9	model	model	NOUN
bracis-33599	128	10	to	to	PART
bracis-33599	128	11	classify	classify	VERB
bracis-33599	128	12	social	social	ADJ
bracis-33599	128	13	media	medium	NOUN
bracis-33599	128	14	comments	comment	NOUN
bracis-33599	128	15	within	within	ADP
bracis-33599	128	16	the	the	DET
bracis-33599	128	17	scope	scope	NOUN
bracis-33599	128	18	of	of	ADP
bracis-33599	128	19	ekman	ekman	PROPN
bracis-33599	128	20	’s	’s	PART
bracis-33599	128	21	basic	basic	ADJ
bracis-33599	128	22	emotions	emotion	NOUN
bracis-33599	128	23	model	model	NOUN
bracis-33599	128	24	.	.	PUNCT
bracis-33599	129	1	we	we	PRON
bracis-33599	129	2	then	then	ADV
bracis-33599	129	3	utilize	utilize	VERB
bracis-33599	129	4	this	this	DET
bracis-33599	129	5	model	model	NOUN
bracis-33599	129	6	to	to	PART
bracis-33599	129	7	analyze	analyze	VERB
bracis-33599	129	8	the	the	DET
bracis-33599	129	9	distribution	distribution	NOUN
bracis-33599	129	10	of	of	ADP
bracis-33599	129	11	emotions	emotion	NOUN
bracis-33599	129	12	in	in	ADP
bracis-33599	129	13	replies	reply	NOUN
bracis-33599	129	14	to	to	ADP
bracis-33599	129	15	brazilian	brazilian	ADJ
bracis-33599	129	16	news	news	NOUN
bracis-33599	129	17	tweets	tweet	NOUN
bracis-33599	129	18	related	relate	VERB
bracis-33599	129	19	to	to	ADP
bracis-33599	129	20	the	the	DET
bracis-33599	129	21	covid-19	covid-19	PROPN
bracis-33599	129	22	pandemic	pandemic	NOUN
bracis-33599	129	23	,	,	PUNCT
bracis-33599	129	24	considering	consider	VERB
bracis-33599	129	25	variations	variation	NOUN
bracis-33599	129	26	related	relate	VERB
bracis-33599	129	27	to	to	ADP
bracis-33599	129	28	the	the	DET
bracis-33599	129	29	news	news	NOUN
bracis-33599	129	30	outlet	outlet	NOUN
bracis-33599	129	31	,	,	PUNCT
bracis-33599	129	32	the	the	DET
bracis-33599	129	33	topic	topic	NOUN
bracis-33599	129	34	of	of	ADP
bracis-33599	129	35	the	the	DET
bracis-33599	129	36	news	news	NOUN
bracis-33599	129	37	,	,	PUNCT
bracis-33599	129	38	and	and	CCONJ
bracis-33599	129	39	the	the	DET
bracis-33599	129	40	time	time	NOUN
bracis-33599	129	41	of	of	ADP
bracis-33599	129	42	publication	publication	NOUN
bracis-33599	129	43	.	.	PUNCT
bracis-33599	130	1	4.1	4.1	NUM
bracis-33599	130	2	emotion	emotion	NOUN
bracis-33599	130	3	detection	detection	NOUN
bracis-33599	130	4	model	model	NOUN
bracis-33599	130	5	table	table	NOUN
bracis-33599	130	6	 	 	SPACE
bracis-33599	130	7	3	3	NUM
bracis-33599	130	8	presents	present	VERB
bracis-33599	130	9	the	the	DET
bracis-33599	130	10	f1	f1	ADJ
bracis-33599	130	11	-	-	PUNCT
bracis-33599	130	12	score	score	NOUN
bracis-33599	130	13	results	result	NOUN
bracis-33599	130	14	for	for	ADP
bracis-33599	130	15	each	each	DET
bracis-33599	130	16	emotion	emotion	NOUN
bracis-33599	130	17	detected	detect	VERB
bracis-33599	130	18	by	by	ADP
bracis-33599	130	19	the	the	DET
bracis-33599	130	20	bert	bert	PROPN
bracis-33599	130	21	model	model	NOUN
bracis-33599	130	22	used	use	VERB
bracis-33599	130	23	in	in	ADP
bracis-33599	130	24	the	the	DET
bracis-33599	130	25	goemotions	goemotions	PROPN
bracis-33599	130	26	study	study	NOUN
bracis-33599	130	27	[	[	X
bracis-33599	130	28	9	9	NUM
bracis-33599	130	29	]	]	PUNCT
bracis-33599	130	30	,	,	PUNCT
bracis-33599	130	31	as	as	ADV
bracis-33599	130	32	well	well	ADV
bracis-33599	130	33	as	as	ADP
bracis-33599	130	34	the	the	DET
bracis-33599	130	35	performance	performance	NOUN
bracis-33599	130	36	achieved	achieve	VERB
bracis-33599	130	37	with	with	ADP
bracis-33599	130	38	our	our	PRON
bracis-33599	130	39	model	model	NOUN
bracis-33599	130	40	for	for	ADP
bracis-33599	130	41	the	the	DET
bracis-33599	130	42	goemotions	goemotion	NOUN
bracis-33599	130	43	-	-	PUNCT
bracis-33599	130	44	br	br	NOUN
bracis-33599	130	45	corpus	corpus	NOUN
bracis-33599	130	46	.	.	PUNCT
bracis-33599	131	1	although	although	SCONJ
bracis-33599	131	2	the	the	DET
bracis-33599	131	3	results	result	NOUN
bracis-33599	131	4	are	be	AUX
bracis-33599	131	5	not	not	PART
bracis-33599	131	6	directly	directly	ADV
bracis-33599	131	7	comparable	comparable	ADJ
bracis-33599	131	8	,	,	PUNCT
bracis-33599	131	9	since	since	SCONJ
bracis-33599	131	10	they	they	PRON
bracis-33599	131	11	were	be	AUX
bracis-33599	131	12	calculated	calculate	VERB
bracis-33599	131	13	on	on	ADP
bracis-33599	131	14	different	different	ADJ
bracis-33599	131	15	corpora	corpus	NOUN
bracis-33599	131	16	,	,	PUNCT
bracis-33599	131	17	they	they	PRON
bracis-33599	131	18	provide	provide	VERB
bracis-33599	131	19	an	an	DET
bracis-33599	131	20	indicative	indicative	ADJ
bracis-33599	131	21	of	of	ADP
bracis-33599	131	22	expected	expect	VERB
bracis-33599	131	23	outcome	outcome	NOUN
bracis-33599	131	24	.	.	PUNCT
bracis-33599	132	1	our	our	PRON
bracis-33599	132	2	results	result	NOUN
bracis-33599	132	3	demonstrate	demonstrate	VERB
bracis-33599	132	4	a	a	DET
bracis-33599	132	5	similar	similar	ADJ
bracis-33599	132	6	order	order	NOUN
bracis-33599	132	7	of	of	ADP
bracis-33599	132	8	magnitude	magnitude	NOUN
bracis-33599	132	9	and	and	CCONJ
bracis-33599	132	10	consistency	consistency	NOUN
bracis-33599	132	11	across	across	ADP
bracis-33599	132	12	emotion	emotion	NOUN
bracis-33599	132	13	classes	class	NOUN
bracis-33599	132	14	,	,	PUNCT
bracis-33599	132	15	indicating	indicate	VERB
bracis-33599	132	16	that	that	SCONJ
bracis-33599	132	17	the	the	DET
bracis-33599	132	18	developed	develop	VERB
bracis-33599	132	19	model	model	NOUN
bracis-33599	132	20	satisfactorily	satisfactorily	ADV
bracis-33599	132	21	meets	meet	VERB
bracis-33599	132	22	the	the	DET
bracis-33599	132	23	conditions	condition	NOUN
bracis-33599	132	24	for	for	ADP
bracis-33599	132	25	analyzing	analyze	VERB
bracis-33599	132	26	emotion	emotion	NOUN
bracis-33599	132	27	distribution	distribution	NOUN
bracis-33599	132	28	in	in	ADP
bracis-33599	132	29	responses	response	NOUN
bracis-33599	132	30	to	to	ADP
bracis-33599	132	31	covid-19	covid-19	PROPN
bracis-33599	132	32	-	-	PUNCT
bracis-33599	132	33	related	relate	VERB
bracis-33599	132	34	news	news	NOUN
bracis-33599	132	35	tweets	tweet	NOUN
bracis-33599	132	36	in	in	ADP
bracis-33599	132	37	brazil	brazil	PROPN
bracis-33599	132	38	.	.	PUNCT
bracis-33599	133	1	table	table	NOUN
bracis-33599	133	2	3	3	NUM
bracis-33599	133	3	.	.	PUNCT
bracis-33599	133	4	f1	f1	ADJ
bracis-33599	133	5	-	-	PUNCT
bracis-33599	133	6	score	score	NOUN
bracis-33599	133	7	comparison	comparison	NOUN
bracis-33599	133	8	of	of	ADP
bracis-33599	133	9	ekman	ekman	PROPN
bracis-33599	133	10	emotion	emotion	NOUN
bracis-33599	133	11	for	for	ADP
bracis-33599	133	12	goemotions	goemotion	NOUN
bracis-33599	133	13	and	and	CCONJ
bracis-33599	133	14	bertimbau	bertimbau	NOUN
bracis-33599	133	15	-	-	PUNCT
bracis-33599	133	16	ekman	ekman	NOUN
bracis-33599	133	17	-	-	PUNCT
bracis-33599	133	18	br	br	NOUN
bracis-33599	133	19	models.full	models.full	NOUN
bracis-33599	133	20	size	size	NOUN
bracis-33599	133	21	table	table	NOUN
bracis-33599	133	22	4.2	4.2	NUM
bracis-33599	133	23	emotion	emotion	NOUN
bracis-33599	133	24	distribution	distribution	NOUN
bracis-33599	133	25	table	table	NOUN
bracis-33599	133	26	4	4	NUM
bracis-33599	133	27	.	.	PUNCT
bracis-33599	133	28	summary	summary	NOUN
bracis-33599	133	29	of	of	ADP
bracis-33599	133	30	chi	chi	ADJ
bracis-33599	133	31	-	-	PUNCT
bracis-33599	133	32	square	square	ADJ
bracis-33599	133	33	test	test	NOUN
bracis-33599	133	34	of	of	ADP
bracis-33599	133	35	independence	independence	NOUN
bracis-33599	133	36	results	result	NOUN
bracis-33599	133	37	for	for	ADP
bracis-33599	133	38	multiple	multiple	ADJ
bracis-33599	133	39	pairs	pair	NOUN
bracis-33599	133	40	of	of	ADP
bracis-33599	133	41	categorical	categorical	ADJ
bracis-33599	133	42	variables	variable	NOUN
bracis-33599	133	43	.	.	PUNCT
bracis-33599	134	1	the	the	DET
bracis-33599	134	2	test	test	NOUN
bracis-33599	134	3	statistics	statistic	NOUN
bracis-33599	134	4	is	be	AUX
bracis-33599	134	5	presented	present	VERB
bracis-33599	134	6	in	in	ADP
bracis-33599	134	7	thousands	thousand	NOUN
bracis-33599	134	8	.	.	PUNCT
bracis-33599	135	1	a	a	DET
bracis-33599	135	2	p	p	NOUN
bracis-33599	135	3	-	-	PUNCT
bracis-33599	135	4	value	value	NOUN
bracis-33599	135	5	lower	low	ADJ
bracis-33599	135	6	than	than	ADP
bracis-33599	135	7	5	5	NUM
bracis-33599	135	8	%	%	NOUN
bracis-33599	135	9	rejects	reject	VERB
bracis-33599	135	10	the	the	DET
bracis-33599	135	11	null	null	ADJ
bracis-33599	135	12	hypothesis	hypothesis	NOUN
bracis-33599	135	13	that	that	PRON
bracis-33599	135	14	the	the	DET
bracis-33599	135	15	two	two	NUM
bracis-33599	135	16	variables	variable	NOUN
bracis-33599	135	17	are	be	AUX
bracis-33599	135	18	independent	independent	ADJ
bracis-33599	135	19	.	.	PUNCT
bracis-33599	136	1	the	the	DET
bracis-33599	136	2	table	table	NOUN
bracis-33599	136	3	presents	present	VERB
bracis-33599	136	4	the	the	DET
bracis-33599	136	5	rule	rule	NOUN
bracis-33599	136	6	of	of	ADP
bracis-33599	136	7	thumb	thumb	NOUN
bracis-33599	136	8	over	over	ADP
bracis-33599	136	9	cohen	cohen	PROPN
bracis-33599	136	10	’s	’s	PART
bracis-33599	136	11	\(\omega	\(\omega	X
bracis-33599	136	12	\	\	ADJ
bracis-33599	136	13	)	)	PUNCT
bracis-33599	136	14	measure	measure	NOUN
bracis-33599	136	15	[	[	X
bracis-33599	136	16	7	7	X
bracis-33599	136	17	]	]	PUNCT
bracis-33599	136	18	as	as	ADP
bracis-33599	136	19	the	the	DET
bracis-33599	136	20	effect	effect	NOUN
bracis-33599	136	21	size	size	NOUN
bracis-33599	136	22	result.full	result.full	NOUN
bracis-33599	136	23	size	size	NOUN
bracis-33599	136	24	table	table	NOUN
bracis-33599	136	25	we	we	PRON
bracis-33599	136	26	conducted	conduct	VERB
bracis-33599	136	27	a	a	DET
bracis-33599	136	28	multi	multi	ADJ
bracis-33599	136	29	-	-	ADJ
bracis-33599	136	30	stage	stage	ADJ
bracis-33599	136	31	statistical	statistical	ADJ
bracis-33599	136	32	analysis	analysis	NOUN
bracis-33599	136	33	to	to	PART
bracis-33599	136	34	investigate	investigate	VERB
bracis-33599	136	35	how	how	SCONJ
bracis-33599	136	36	the	the	DET
bracis-33599	136	37	distribution	distribution	NOUN
bracis-33599	136	38	of	of	ADP
bracis-33599	136	39	emotions	emotion	NOUN
bracis-33599	136	40	varies	vary	VERB
bracis-33599	136	41	according	accord	VERB
bracis-33599	136	42	to	to	ADP
bracis-33599	136	43	different	different	ADJ
bracis-33599	136	44	factors	factor	NOUN
bracis-33599	136	45	.	.	PUNCT
bracis-33599	137	1	firstly	firstly	ADV
bracis-33599	137	2	,	,	PUNCT
bracis-33599	137	3	we	we	PRON
bracis-33599	137	4	examine	examine	VERB
bracis-33599	137	5	the	the	DET
bracis-33599	137	6	global	global	ADJ
bracis-33599	137	7	distribution	distribution	NOUN
bracis-33599	137	8	of	of	ADP
bracis-33599	137	9	emotions	emotion	NOUN
bracis-33599	137	10	in	in	ADP
bracis-33599	137	11	replies	reply	NOUN
bracis-33599	137	12	to	to	ADP
bracis-33599	137	13	news	news	NOUN
bracis-33599	137	14	tweets	tweet	NOUN
bracis-33599	137	15	,	,	PUNCT
bracis-33599	137	16	how	how	SCONJ
bracis-33599	137	17	reply	reply	ADJ
bracis-33599	137	18	volume	volume	NOUN
bracis-33599	137	19	varies	vary	VERB
bracis-33599	137	20	over	over	ADP
bracis-33599	137	21	time	time	NOUN
bracis-33599	137	22	,	,	PUNCT
bracis-33599	137	23	and	and	CCONJ
bracis-33599	137	24	how	how	SCONJ
bracis-33599	137	25	the	the	DET
bracis-33599	137	26	distribution	distribution	NOUN
bracis-33599	137	27	of	of	ADP
bracis-33599	137	28	emotions	emotion	NOUN
bracis-33599	137	29	also	also	ADV
bracis-33599	137	30	changes	change	VERB
bracis-33599	137	31	over	over	ADP
bracis-33599	137	32	time	time	NOUN
bracis-33599	137	33	.	.	PUNCT
bracis-33599	138	1	subsequently	subsequently	ADV
bracis-33599	138	2	,	,	PUNCT
bracis-33599	138	3	we	we	PRON
bracis-33599	138	4	used	use	VERB
bracis-33599	138	5	latent	latent	NOUN
bracis-33599	138	6	dirichlet	dirichlet	PROPN
bracis-33599	138	7	allocation	allocation	NOUN
bracis-33599	138	8	(	(	PUNCT
bracis-33599	138	9	lda	lda	PROPN
bracis-33599	138	10	)	)	PUNCT
bracis-33599	138	11	to	to	PART
bracis-33599	138	12	identify	identify	VERB
bracis-33599	138	13	latent	latent	ADJ
bracis-33599	138	14	topics	topic	NOUN
bracis-33599	138	15	within	within	ADP
bracis-33599	138	16	the	the	DET
bracis-33599	138	17	corpus	corpus	NOUN
bracis-33599	138	18	of	of	ADP
bracis-33599	138	19	covid-19	covid-19	PROPN
bracis-33599	138	20	-	-	PUNCT
bracis-33599	138	21	related	relate	VERB
bracis-33599	138	22	news	news	NOUN
bracis-33599	138	23	tweets	tweet	NOUN
bracis-33599	138	24	.	.	PUNCT
bracis-33599	139	1	then	then	ADV
bracis-33599	139	2	,	,	PUNCT
bracis-33599	139	3	we	we	PRON
bracis-33599	139	4	assess	assess	VERB
bracis-33599	139	5	how	how	SCONJ
bracis-33599	139	6	emotions	emotion	NOUN
bracis-33599	139	7	are	be	AUX
bracis-33599	139	8	distributed	distribute	VERB
bracis-33599	139	9	among	among	ADP
bracis-33599	139	10	these	these	DET
bracis-33599	139	11	topics	topic	NOUN
bracis-33599	139	12	.	.	PUNCT
bracis-33599	140	1	finally	finally	ADV
bracis-33599	140	2	,	,	PUNCT
bracis-33599	140	3	we	we	PRON
bracis-33599	140	4	evaluate	evaluate	VERB
bracis-33599	140	5	how	how	SCONJ
bracis-33599	140	6	emotions	emotion	NOUN
bracis-33599	140	7	are	be	AUX
bracis-33599	140	8	distributed	distribute	VERB
bracis-33599	140	9	among	among	ADP
bracis-33599	140	10	different	different	ADJ
bracis-33599	140	11	news	news	NOUN
bracis-33599	140	12	outlets	outlet	NOUN
bracis-33599	140	13	.	.	PUNCT
bracis-33599	141	1	with	with	ADP
bracis-33599	141	2	that	that	PRON
bracis-33599	141	3	,	,	PUNCT
bracis-33599	141	4	we	we	PRON
bracis-33599	141	5	are	be	AUX
bracis-33599	141	6	able	able	ADJ
bracis-33599	141	7	to	to	PART
bracis-33599	141	8	map	map	VERB
bracis-33599	141	9	different	different	ADJ
bracis-33599	141	10	scenarios	scenario	NOUN
bracis-33599	141	11	impacting	impact	VERB
bracis-33599	141	12	the	the	DET
bracis-33599	141	13	distribution	distribution	NOUN
bracis-33599	141	14	of	of	ADP
bracis-33599	141	15	emotions	emotion	NOUN
bracis-33599	141	16	in	in	ADP
bracis-33599	141	17	replies	reply	NOUN
bracis-33599	141	18	,	,	PUNCT
bracis-33599	141	19	and	and	CCONJ
bracis-33599	141	20	statistically	statistically	ADV
bracis-33599	141	21	assess	assess	VERB
bracis-33599	141	22	their	their	PRON
bracis-33599	141	23	impact	impact	NOUN
bracis-33599	141	24	.	.	PUNCT
bracis-33599	142	1	the	the	DET
bracis-33599	142	2	results	result	NOUN
bracis-33599	142	3	for	for	ADP
bracis-33599	142	4	multiple	multiple	ADJ
bracis-33599	142	5	pairs	pair	NOUN
bracis-33599	142	6	of	of	ADP
bracis-33599	142	7	variables	variable	NOUN
bracis-33599	142	8	are	be	AUX
bracis-33599	142	9	summarized	summarize	VERB
bracis-33599	142	10	in	in	ADP
bracis-33599	142	11	table	table	NOUN
bracis-33599	142	12	 	 	SPACE
bracis-33599	142	13	4	4	NUM
bracis-33599	142	14	,	,	PUNCT
bracis-33599	142	15	along	along	ADP
bracis-33599	142	16	with	with	ADP
bracis-33599	142	17	the	the	DET
bracis-33599	142	18	effect	effect	NOUN
bracis-33599	142	19	size	size	NOUN
bracis-33599	142	20	estimated	estimate	VERB
bracis-33599	142	21	using	use	VERB
bracis-33599	142	22	cohen	cohen	PROPN
bracis-33599	142	23	’s	’s	PART
bracis-33599	142	24	\(\omega	\(\omega	X
bracis-33599	142	25	\	\	NOUN
bracis-33599	142	26	)	)	PUNCT
bracis-33599	143	1	[	[	X
bracis-33599	143	2	7	7	NUM
bracis-33599	143	3	]	]	PUNCT
bracis-33599	143	4	.	.	PUNCT
bracis-33599	144	1	both	both	CCONJ
bracis-33599	144	2	the	the	DET
bracis-33599	144	3	topic	topic	NOUN
bracis-33599	144	4	and	and	CCONJ
bracis-33599	144	5	the	the	DET
bracis-33599	144	6	news	news	NOUN
bracis-33599	144	7	outlet	outlet	NOUN
bracis-33599	144	8	are	be	AUX
bracis-33599	144	9	hypothesized	hypothesize	VERB
bracis-33599	144	10	to	to	PART
bracis-33599	144	11	influence	influence	VERB
bracis-33599	144	12	the	the	DET
bracis-33599	144	13	distribution	distribution	NOUN
bracis-33599	144	14	of	of	ADP
bracis-33599	144	15	emotions	emotion	NOUN
bracis-33599	144	16	,	,	PUNCT
bracis-33599	144	17	as	as	SCONJ
bracis-33599	144	18	the	the	DET
bracis-33599	144	19	statistical	statistical	ADJ
bracis-33599	144	20	test	test	NOUN
bracis-33599	144	21	fails	fail	VERB
bracis-33599	144	22	to	to	PART
bracis-33599	144	23	reject	reject	VERB
bracis-33599	144	24	the	the	DET
bracis-33599	144	25	null	null	ADJ
bracis-33599	144	26	hypothesis	hypothesis	NOUN
bracis-33599	144	27	that	that	SCONJ
bracis-33599	144	28	they	they	PRON
bracis-33599	144	29	are	be	AUX
bracis-33599	144	30	independent	independent	ADJ
bracis-33599	144	31	in	in	ADP
bracis-33599	144	32	both	both	DET
bracis-33599	144	33	cases	case	NOUN
bracis-33599	144	34	.	.	PUNCT
bracis-33599	145	1	however	however	ADV
bracis-33599	145	2	,	,	PUNCT
bracis-33599	145	3	the	the	DET
bracis-33599	145	4	effect	effect	NOUN
bracis-33599	145	5	in	in	ADP
bracis-33599	145	6	both	both	DET
bracis-33599	145	7	instances	instance	NOUN
bracis-33599	145	8	is	be	AUX
bracis-33599	145	9	small	small	ADJ
bracis-33599	145	10	.	.	PUNCT
bracis-33599	146	1	fig	fig	NOUN
bracis-33599	146	2	.	.	PUNCT
bracis-33599	147	1	1	1	X
bracis-33599	147	2	.	.	X
bracis-33599	147	3	the	the	DET
bracis-33599	147	4	prevalence	prevalence	NOUN
bracis-33599	147	5	of	of	ADP
bracis-33599	147	6	emotions	emotion	NOUN
bracis-33599	147	7	in	in	ADP
bracis-33599	147	8	user	user	NOUN
bracis-33599	147	9	replies	reply	NOUN
bracis-33599	147	10	.	.	PUNCT
bracis-33599	148	1	full	full	ADJ
bracis-33599	148	2	size	size	NOUN
bracis-33599	148	3	image	image	NOUN
bracis-33599	148	4	distribution	distribution	NOUN
bracis-33599	148	5	over	over	ADP
bracis-33599	148	6	time	time	NOUN
bracis-33599	148	7	.	.	PUNCT
bracis-33599	149	1	in	in	ADP
bracis-33599	149	2	total	total	ADJ
bracis-33599	149	3	,	,	PUNCT
bracis-33599	149	4	4,861,704	4,861,704	NUM
bracis-33599	149	5	replies	reply	NOUN
bracis-33599	149	6	to	to	ADP
bracis-33599	149	7	news	news	NOUN
bracis-33599	149	8	tweets	tweet	NOUN
bracis-33599	149	9	were	be	AUX
bracis-33599	149	10	collected	collect	VERB
bracis-33599	149	11	over	over	ADP
bracis-33599	149	12	a	a	DET
bracis-33599	149	13	three	three	NUM
bracis-33599	149	14	-	-	PUNCT
bracis-33599	149	15	year	year	NOUN
bracis-33599	149	16	period	period	NOUN
bracis-33599	149	17	,	,	PUNCT
bracis-33599	149	18	from	from	ADP
bracis-33599	149	19	january	january	PROPN
bracis-33599	149	20	2020	2020	NUM
bracis-33599	149	21	to	to	ADP
bracis-33599	149	22	december	december	PROPN
bracis-33599	149	23	2022	2022	NUM
bracis-33599	149	24	.	.	PUNCT
bracis-33599	150	1	the	the	DET
bracis-33599	150	2	volume	volume	NOUN
bracis-33599	150	3	of	of	ADP
bracis-33599	150	4	replies	reply	NOUN
bracis-33599	150	5	varied	vary	VERB
bracis-33599	150	6	considerably	considerably	ADV
bracis-33599	150	7	throughout	throughout	ADP
bracis-33599	150	8	the	the	DET
bracis-33599	150	9	observed	observed	ADJ
bracis-33599	150	10	period	period	NOUN
bracis-33599	150	11	,	,	PUNCT
bracis-33599	150	12	peaking	peak	VERB
bracis-33599	150	13	at	at	ADP
bracis-33599	150	14	over	over	ADP
bracis-33599	150	15	300,000	300,000	NUM
bracis-33599	150	16	posts	post	NOUN
bracis-33599	150	17	per	per	ADP
bracis-33599	150	18	month	month	NOUN
bracis-33599	150	19	in	in	ADP
bracis-33599	150	20	the	the	DET
bracis-33599	150	21	first	first	ADJ
bracis-33599	150	22	quarters	quarter	NOUN
bracis-33599	150	23	of	of	ADP
bracis-33599	150	24	2020	2020	NUM
bracis-33599	150	25	and	and	CCONJ
bracis-33599	150	26	2021	2021	NUM
bracis-33599	150	27	,	,	PUNCT
bracis-33599	150	28	but	but	CCONJ
bracis-33599	150	29	becoming	become	VERB
bracis-33599	150	30	virtually	virtually	ADV
bracis-33599	150	31	irrelevant	irrelevant	ADJ
bracis-33599	150	32	from	from	ADP
bracis-33599	150	33	february	february	PROPN
bracis-33599	150	34	2022	2022	NUM
bracis-33599	150	35	onward	onward	ADV
bracis-33599	150	36	.	.	PUNCT
bracis-33599	151	1	conversely	conversely	ADV
bracis-33599	151	2	,	,	PUNCT
bracis-33599	151	3	fig	fig	NOUN
bracis-33599	151	4	.	.	PUNCT
bracis-33599	151	5	 	 	SPACE
bracis-33599	152	1	1	1	NUM
bracis-33599	152	2	shows	show	VERB
bracis-33599	152	3	the	the	DET
bracis-33599	152	4	distribution	distribution	NOUN
bracis-33599	152	5	of	of	ADP
bracis-33599	152	6	emotions	emotion	NOUN
bracis-33599	152	7	across	across	ADP
bracis-33599	152	8	the	the	DET
bracis-33599	152	9	entire	entire	ADJ
bracis-33599	152	10	corpus	corpus	NOUN
bracis-33599	152	11	of	of	ADP
bracis-33599	152	12	news	news	NOUN
bracis-33599	152	13	tweet	tweet	NOUN
bracis-33599	152	14	replies	reply	NOUN
bracis-33599	152	15	.	.	PUNCT
bracis-33599	153	1	just	just	ADV
bracis-33599	153	2	under	under	ADP
bracis-33599	153	3	half	half	NOUN
bracis-33599	153	4	(	(	PUNCT
bracis-33599	153	5	40.9	40.9	NUM
bracis-33599	153	6	%	%	NOUN
bracis-33599	153	7	)	)	PUNCT
bracis-33599	153	8	of	of	ADP
bracis-33599	153	9	the	the	DET
bracis-33599	153	10	replies	reply	NOUN
bracis-33599	153	11	exhibit	exhibit	VERB
bracis-33599	153	12	no	no	DET
bracis-33599	153	13	detectable	detectable	ADJ
bracis-33599	153	14	emotion	emotion	NOUN
bracis-33599	153	15	,	,	PUNCT
bracis-33599	153	16	categorized	categorize	VERB
bracis-33599	153	17	as	as	ADP
bracis-33599	153	18	neutral	neutral	ADJ
bracis-33599	153	19	.	.	PUNCT
bracis-33599	154	1	among	among	ADP
bracis-33599	154	2	the	the	DET
bracis-33599	154	3	replies	reply	NOUN
bracis-33599	154	4	with	with	ADP
bracis-33599	154	5	detectable	detectable	ADJ
bracis-33599	154	6	emotions	emotion	NOUN
bracis-33599	154	7	,	,	PUNCT
bracis-33599	154	8	anger	anger	NOUN
bracis-33599	154	9	(	(	PUNCT
bracis-33599	154	10	21.1	21.1	NUM
bracis-33599	154	11	%	%	NOUN
bracis-33599	154	12	)	)	PUNCT
bracis-33599	154	13	emerges	emerge	VERB
bracis-33599	154	14	as	as	ADP
bracis-33599	154	15	the	the	DET
bracis-33599	154	16	most	most	ADV
bracis-33599	154	17	prevalent	prevalent	ADJ
bracis-33599	154	18	,	,	PUNCT
bracis-33599	154	19	followed	follow	VERB
bracis-33599	154	20	by	by	ADP
bracis-33599	154	21	joy	joy	NOUN
bracis-33599	154	22	(	(	PUNCT
bracis-33599	154	23	17.2	17.2	NUM
bracis-33599	154	24	%	%	NOUN
bracis-33599	154	25	)	)	PUNCT
bracis-33599	154	26	,	,	PUNCT
bracis-33599	154	27	surprise	surprise	NOUN
bracis-33599	154	28	(	(	PUNCT
bracis-33599	154	29	11.6	11.6	NUM
bracis-33599	154	30	%	%	NOUN
bracis-33599	154	31	)	)	PUNCT
bracis-33599	154	32	,	,	PUNCT
bracis-33599	154	33	sadness	sadness	NOUN
bracis-33599	154	34	(	(	PUNCT
bracis-33599	154	35	6.7	6.7	NUM
bracis-33599	154	36	%	%	NOUN
bracis-33599	154	37	)	)	PUNCT
bracis-33599	154	38	,	,	PUNCT
bracis-33599	154	39	disgust	disgust	NOUN
bracis-33599	154	40	(	(	PUNCT
bracis-33599	154	41	1.3	1.3	NUM
bracis-33599	154	42	%	%	NOUN
bracis-33599	154	43	)	)	PUNCT
bracis-33599	154	44	,	,	PUNCT
bracis-33599	154	45	and	and	CCONJ
bracis-33599	154	46	fear	fear	NOUN
bracis-33599	154	47	(	(	PUNCT
bracis-33599	154	48	1.2	1.2	NUM
bracis-33599	154	49	%	%	NOUN
bracis-33599	154	50	)	)	PUNCT
bracis-33599	154	51	,	,	PUNCT
bracis-33599	154	52	which	which	PRON
bracis-33599	154	53	represents	represent	VERB
bracis-33599	154	54	the	the	DET
bracis-33599	154	55	least	least	ADJ
bracis-33599	154	56	prevalent	prevalent	ADJ
bracis-33599	154	57	emotion	emotion	NOUN
bracis-33599	154	58	.	.	PUNCT
bracis-33599	155	1	fig	fig	NOUN
bracis-33599	155	2	.	.	PUNCT
bracis-33599	156	1	2	2	X
bracis-33599	156	2	.	.	NOUN
bracis-33599	156	3	monthly	monthly	ADJ
bracis-33599	156	4	distribution	distribution	NOUN
bracis-33599	156	5	of	of	ADP
bracis-33599	156	6	emotions	emotion	NOUN
bracis-33599	156	7	in	in	ADP
bracis-33599	156	8	the	the	DET
bracis-33599	156	9	corpus	corpus	NOUN
bracis-33599	156	10	.	.	PUNCT
bracis-33599	157	1	full	full	ADJ
bracis-33599	157	2	size	size	NOUN
bracis-33599	157	3	image	image	NOUN
bracis-33599	157	4	furthermore	furthermore	ADV
bracis-33599	157	5	,	,	PUNCT
bracis-33599	157	6	fig	fig	NOUN
bracis-33599	157	7	.	.	PUNCT
bracis-33599	157	8	 	 	SPACE
bracis-33599	157	9	2	2	NUM
bracis-33599	157	10	presents	present	VERB
bracis-33599	157	11	the	the	DET
bracis-33599	157	12	distribution	distribution	NOUN
bracis-33599	157	13	of	of	ADP
bracis-33599	157	14	emotions	emotion	NOUN
bracis-33599	157	15	over	over	ADP
bracis-33599	157	16	time	time	NOUN
bracis-33599	157	17	in	in	ADP
bracis-33599	157	18	replies	reply	NOUN
bracis-33599	157	19	.	.	PUNCT
bracis-33599	158	1	this	this	DET
bracis-33599	158	2	figure	figure	NOUN
bracis-33599	158	3	considers	consider	VERB
bracis-33599	158	4	only	only	ADV
bracis-33599	158	5	the	the	DET
bracis-33599	158	6	replies	reply	NOUN
bracis-33599	158	7	with	with	ADP
bracis-33599	158	8	detectable	detectable	ADJ
bracis-33599	158	9	emotions	emotion	NOUN
bracis-33599	158	10	,	,	PUNCT
bracis-33599	158	11	thus	thus	ADV
bracis-33599	158	12	excluding	exclude	VERB
bracis-33599	158	13	those	those	PRON
bracis-33599	158	14	categorized	categorize	VERB
bracis-33599	158	15	as	as	ADP
bracis-33599	158	16	neutral	neutral	ADJ
bracis-33599	158	17	.	.	PUNCT
bracis-33599	159	1	over	over	ADP
bracis-33599	159	2	the	the	DET
bracis-33599	159	3	course	course	NOUN
bracis-33599	159	4	of	of	ADP
bracis-33599	159	5	time	time	NOUN
bracis-33599	159	6	,	,	PUNCT
bracis-33599	159	7	slightly	slightly	ADV
bracis-33599	159	8	more	more	ADJ
bracis-33599	159	9	than	than	ADP
bracis-33599	159	10	a	a	DET
bracis-33599	159	11	third	third	NOUN
bracis-33599	159	12	of	of	ADP
bracis-33599	159	13	the	the	DET
bracis-33599	159	14	replies	reply	NOUN
bracis-33599	159	15	with	with	ADP
bracis-33599	159	16	detectable	detectable	ADJ
bracis-33599	159	17	emotions	emotion	NOUN
bracis-33599	159	18	were	be	AUX
bracis-33599	159	19	associated	associate	VERB
bracis-33599	159	20	with	with	ADP
bracis-33599	159	21	anger	anger	NOUN
bracis-33599	159	22	,	,	PUNCT
bracis-33599	159	23	while	while	SCONJ
bracis-33599	159	24	just	just	ADV
bracis-33599	159	25	under	under	ADP
bracis-33599	159	26	a	a	DET
bracis-33599	159	27	third	third	NOUN
bracis-33599	159	28	were	be	AUX
bracis-33599	159	29	linked	link	VERB
bracis-33599	159	30	to	to	ADP
bracis-33599	159	31	joy	joy	NOUN
bracis-33599	159	32	.	.	PUNCT
bracis-33599	160	1	the	the	DET
bracis-33599	160	2	remainder	remainder	NOUN
bracis-33599	160	3	was	be	AUX
bracis-33599	160	4	distributed	distribute	VERB
bracis-33599	160	5	among	among	ADP
bracis-33599	160	6	the	the	DET
bracis-33599	160	7	other	other	ADJ
bracis-33599	160	8	emotions	emotion	NOUN
bracis-33599	160	9	,	,	PUNCT
bracis-33599	160	10	with	with	ADP
bracis-33599	160	11	sadness	sadness	NOUN
bracis-33599	160	12	experiencing	experience	VERB
bracis-33599	160	13	a	a	DET
bracis-33599	160	14	significant	significant	ADJ
bracis-33599	160	15	peak	peak	NOUN
bracis-33599	160	16	in	in	ADP
bracis-33599	160	17	may	may	PROPN
bracis-33599	160	18	2021	2021	NUM
bracis-33599	160	19	,	,	PUNCT
bracis-33599	160	20	surpassing	surpass	VERB
bracis-33599	160	21	20	20	NUM
bracis-33599	160	22	%	%	NOUN
bracis-33599	160	23	of	of	ADP
bracis-33599	160	24	the	the	DET
bracis-33599	160	25	replies	reply	NOUN
bracis-33599	160	26	with	with	ADP
bracis-33599	160	27	detectable	detectable	ADJ
bracis-33599	160	28	emotions	emotion	NOUN
bracis-33599	160	29	.	.	PUNCT
bracis-33599	161	1	table	table	NOUN
bracis-33599	161	2	5	5	NUM
bracis-33599	161	3	.	.	PUNCT
bracis-33599	161	4	augmented	augment	VERB
bracis-33599	161	5	dickey	dickey	PROPN
bracis-33599	161	6	-	-	PUNCT
bracis-33599	161	7	fuller	full	ADJ
bracis-33599	161	8	test	test	NOUN
bracis-33599	161	9	for	for	ADP
bracis-33599	161	10	monthly	monthly	ADJ
bracis-33599	161	11	prevalence	prevalence	NOUN
bracis-33599	161	12	of	of	ADP
bracis-33599	161	13	emotions	emotion	NOUN
bracis-33599	161	14	in	in	ADP
bracis-33599	161	15	user	user	NOUN
bracis-33599	161	16	comments	comment	NOUN
bracis-33599	161	17	.	.	PUNCT
bracis-33599	162	1	a	a	DET
bracis-33599	162	2	p	p	ADJ
bracis-33599	162	3	-	-	PUNCT
bracis-33599	162	4	value	value	NOUN
bracis-33599	162	5	higher	high	ADJ
bracis-33599	162	6	than	than	SCONJ
bracis-33599	162	7	5	5	NUM
bracis-33599	162	8	%	%	NOUN
bracis-33599	162	9	fails	fail	VERB
bracis-33599	162	10	to	to	PART
bracis-33599	162	11	reject	reject	VERB
bracis-33599	162	12	the	the	DET
bracis-33599	162	13	null	null	ADJ
bracis-33599	162	14	hypothesis	hypothesis	NOUN
bracis-33599	162	15	that	that	PRON
bracis-33599	162	16	the	the	DET
bracis-33599	162	17	time	time	NOUN
bracis-33599	162	18	series	series	NOUN
bracis-33599	162	19	of	of	ADP
bracis-33599	162	20	the	the	DET
bracis-33599	162	21	daily	daily	ADJ
bracis-33599	162	22	amount	amount	NOUN
bracis-33599	162	23	of	of	ADP
bracis-33599	162	24	user	user	NOUN
bracis-33599	162	25	comments	comment	NOUN
bracis-33599	162	26	with	with	ADP
bracis-33599	162	27	each	each	DET
bracis-33599	162	28	emotion	emotion	NOUN
bracis-33599	162	29	is	be	AUX
bracis-33599	162	30	non	non	ADJ
bracis-33599	162	31	-	-	ADJ
bracis-33599	162	32	stationary	stationary	ADJ
bracis-33599	162	33	,	,	PUNCT
bracis-33599	162	34	thus	thus	ADV
bracis-33599	162	35	indicating	indicate	VERB
bracis-33599	162	36	that	that	SCONJ
bracis-33599	162	37	the	the	DET
bracis-33599	162	38	time	time	NOUN
bracis-33599	162	39	series	series	PROPN
bracis-33599	162	40	probably	probably	ADV
bracis-33599	162	41	have	have	VERB
bracis-33599	162	42	time	time	NOUN
bracis-33599	162	43	-	-	PUNCT
bracis-33599	162	44	dependent	dependent	ADJ
bracis-33599	162	45	structures.full	structures.full	NOUN
bracis-33599	162	46	size	size	NOUN
bracis-33599	162	47	table	table	NOUN
bracis-33599	162	48	table	table	NOUN
bracis-33599	162	49	 	 	SPACE
bracis-33599	162	50	5	5	NUM
bracis-33599	162	51	indicates	indicate	VERB
bracis-33599	162	52	that	that	PRON
bracis-33599	162	53	joy	joy	NOUN
bracis-33599	162	54	and	and	CCONJ
bracis-33599	162	55	neutral	neutral	ADJ
bracis-33599	162	56	are	be	AUX
bracis-33599	162	57	likely	likely	ADJ
bracis-33599	162	58	the	the	DET
bracis-33599	162	59	only	only	ADJ
bracis-33599	162	60	emotions	emotion	NOUN
bracis-33599	162	61	that	that	PRON
bracis-33599	162	62	are	be	AUX
bracis-33599	162	63	non	non	ADJ
bracis-33599	162	64	-	-	ADJ
bracis-33599	162	65	stationary	stationary	ADJ
bracis-33599	162	66	,	,	PUNCT
bracis-33599	162	67	whereas	whereas	SCONJ
bracis-33599	162	68	anger	anger	NOUN
bracis-33599	162	69	,	,	PUNCT
bracis-33599	162	70	disgust	disgust	NOUN
bracis-33599	162	71	,	,	PUNCT
bracis-33599	162	72	fear	fear	NOUN
bracis-33599	162	73	,	,	PUNCT
bracis-33599	162	74	surprise	surprise	NOUN
bracis-33599	162	75	,	,	PUNCT
bracis-33599	162	76	and	and	CCONJ
bracis-33599	162	77	sadness	sadness	NOUN
bracis-33599	162	78	are	be	AUX
bracis-33599	162	79	likely	likely	ADV
bracis-33599	162	80	stationary	stationary	ADJ
bracis-33599	162	81	.	.	PUNCT
bracis-33599	163	1	this	this	PRON
bracis-33599	163	2	suggests	suggest	VERB
bracis-33599	163	3	that	that	SCONJ
bracis-33599	163	4	the	the	DET
bracis-33599	163	5	monthly	monthly	ADJ
bracis-33599	163	6	prevalence	prevalence	NOUN
bracis-33599	163	7	of	of	ADP
bracis-33599	163	8	these	these	DET
bracis-33599	163	9	emotions	emotion	NOUN
bracis-33599	163	10	in	in	ADP
bracis-33599	163	11	user	user	NOUN
bracis-33599	163	12	replies	reply	NOUN
bracis-33599	163	13	is	be	AUX
bracis-33599	163	14	not	not	PART
bracis-33599	163	15	dependent	dependent	ADJ
bracis-33599	163	16	on	on	ADP
bracis-33599	163	17	time	time	NOUN
bracis-33599	163	18	.	.	PUNCT
bracis-33599	164	1	a	a	DET
bracis-33599	164	2	more	more	ADV
bracis-33599	164	3	negative	negative	ADJ
bracis-33599	164	4	test	test	NOUN
bracis-33599	164	5	statistic	statistic	NOUN
bracis-33599	164	6	indicates	indicate	VERB
bracis-33599	164	7	a	a	DET
bracis-33599	164	8	stronger	strong	ADJ
bracis-33599	164	9	rejection	rejection	NOUN
bracis-33599	164	10	of	of	ADP
bracis-33599	164	11	the	the	DET
bracis-33599	164	12	null	null	ADJ
bracis-33599	164	13	hypothesis	hypothesis	NOUN
bracis-33599	164	14	.	.	PUNCT
bracis-33599	165	1	consequently	consequently	ADV
bracis-33599	165	2	,	,	PUNCT
bracis-33599	165	3	we	we	PRON
bracis-33599	165	4	can	can	AUX
bracis-33599	165	5	infer	infer	VERB
bracis-33599	165	6	with	with	ADP
bracis-33599	165	7	greater	great	ADJ
bracis-33599	165	8	confidence	confidence	NOUN
bracis-33599	165	9	that	that	SCONJ
bracis-33599	165	10	joy	joy	NOUN
bracis-33599	165	11	is	be	AUX
bracis-33599	165	12	non	non	ADJ
bracis-33599	165	13	-	-	ADJ
bracis-33599	165	14	stationary	stationary	ADJ
bracis-33599	165	15	,	,	PUNCT
bracis-33599	165	16	while	while	SCONJ
bracis-33599	165	17	disgust	disgust	NOUN
bracis-33599	165	18	is	be	AUX
bracis-33599	165	19	stationary	stationary	ADJ
bracis-33599	165	20	.	.	PUNCT
bracis-33599	165	21	table	table	NOUN
bracis-33599	165	22	6	6	NUM
bracis-33599	165	23	.	.	PUNCT
bracis-33599	166	1	the	the	DET
bracis-33599	166	2	topics	topic	NOUN
bracis-33599	166	3	identified	identify	VERB
bracis-33599	166	4	by	by	ADP
bracis-33599	166	5	lda.full	lda.full	NOUN
bracis-33599	166	6	size	size	NOUN
bracis-33599	166	7	table	table	NOUN
bracis-33599	166	8	table	table	NOUN
bracis-33599	166	9	7	7	NUM
bracis-33599	166	10	.	.	PUNCT
bracis-33599	166	11	prevalence	prevalence	NOUN
bracis-33599	166	12	and	and	CCONJ
bracis-33599	166	13	chi	chi	ADJ
bracis-33599	166	14	-	-	PUNCT
bracis-33599	166	15	square	square	ADJ
bracis-33599	166	16	values	value	NOUN
bracis-33599	166	17	(	(	PUNCT
bracis-33599	166	18	in	in	ADP
bracis-33599	166	19	thousands	thousand	NOUN
bracis-33599	166	20	)	)	PUNCT
bracis-33599	166	21	of	of	ADP
bracis-33599	166	22	emotions	emotion	NOUN
bracis-33599	166	23	in	in	ADP
bracis-33599	166	24	user	user	NOUN
bracis-33599	166	25	comments	comment	NOUN
bracis-33599	166	26	per	per	ADP
bracis-33599	166	27	topic	topic	NOUN
bracis-33599	166	28	.	.	PUNCT
bracis-33599	167	1	a	a	DET
bracis-33599	167	2	higher	high	ADJ
bracis-33599	167	3	chi	chi	ADJ
bracis-33599	167	4	-	-	PUNCT
bracis-33599	167	5	square	square	ADJ
bracis-33599	167	6	value	value	NOUN
bracis-33599	167	7	indicates	indicate	VERB
bracis-33599	167	8	a	a	DET
bracis-33599	167	9	more	more	ADV
bracis-33599	167	10	significant	significant	ADJ
bracis-33599	167	11	deviation	deviation	NOUN
bracis-33599	167	12	from	from	ADP
bracis-33599	167	13	the	the	DET
bracis-33599	167	14	expected	expect	VERB
bracis-33599	167	15	(	(	PUNCT
bracis-33599	167	16	random	random	ADJ
bracis-33599	167	17	)	)	PUNCT
bracis-33599	167	18	prevalence	prevalence	NOUN
bracis-33599	167	19	.	.	PUNCT
bracis-33599	168	1	for	for	ADP
bracis-33599	168	2	example	example	NOUN
bracis-33599	168	3	,	,	PUNCT
bracis-33599	168	4	anger	anger	NOUN
bracis-33599	168	5	appears	appear	VERB
bracis-33599	168	6	in	in	ADP
bracis-33599	168	7	20.5	20.5	NUM
bracis-33599	168	8	%	%	NOUN
bracis-33599	168	9	of	of	ADP
bracis-33599	168	10	comments	comment	NOUN
bracis-33599	168	11	on	on	ADP
bracis-33599	168	12	cases	case	NOUN
bracis-33599	168	13	&	&	CCONJ
bracis-33599	168	14	deaths	death	NOUN
bracis-33599	168	15	news	news	PROPN
bracis-33599	168	16	,	,	PUNCT
bracis-33599	168	17	with	with	ADP
bracis-33599	168	18	a	a	DET
bracis-33599	168	19	chi	chi	ADJ
bracis-33599	168	20	-	-	PUNCT
bracis-33599	168	21	square	square	ADJ
bracis-33599	168	22	value	value	NOUN
bracis-33599	168	23	of	of	ADP
bracis-33599	168	24	\(5.9x10	\(5.9x10	NOUN
bracis-33599	168	25	^	^	SYM
bracis-33599	168	26	3\).full	3\).full	NUM
bracis-33599	168	27	size	size	NOUN
bracis-33599	168	28	table	table	NOUN
bracis-33599	168	29	table	table	NOUN
bracis-33599	168	30	8	8	NUM
bracis-33599	168	31	.	.	PUNCT
bracis-33599	169	1	prevalence	prevalence	NOUN
bracis-33599	169	2	and	and	CCONJ
bracis-33599	169	3	chi	chi	ADJ
bracis-33599	169	4	-	-	PUNCT
bracis-33599	169	5	square	square	ADJ
bracis-33599	169	6	values	value	NOUN
bracis-33599	169	7	(	(	PUNCT
bracis-33599	169	8	in	in	ADP
bracis-33599	169	9	thousands	thousand	NOUN
bracis-33599	169	10	)	)	PUNCT
bracis-33599	169	11	of	of	ADP
bracis-33599	169	12	emotions	emotion	NOUN
bracis-33599	169	13	in	in	ADP
bracis-33599	169	14	user	user	NOUN
bracis-33599	169	15	comments	comment	NOUN
bracis-33599	169	16	per	per	ADP
bracis-33599	169	17	media	medium	NOUN
bracis-33599	169	18	outlet	outlet	NOUN
bracis-33599	169	19	.	.	PUNCT
bracis-33599	170	1	a	a	DET
bracis-33599	170	2	higher	high	ADJ
bracis-33599	170	3	chi	chi	ADJ
bracis-33599	170	4	-	-	PUNCT
bracis-33599	170	5	square	square	ADJ
bracis-33599	170	6	value	value	NOUN
bracis-33599	170	7	indicates	indicate	VERB
bracis-33599	170	8	a	a	DET
bracis-33599	170	9	more	more	ADV
bracis-33599	170	10	significant	significant	ADJ
bracis-33599	170	11	deviation	deviation	NOUN
bracis-33599	170	12	from	from	ADP
bracis-33599	170	13	the	the	DET
bracis-33599	170	14	expected	expect	VERB
bracis-33599	170	15	prevalence	prevalence	NOUN
bracis-33599	170	16	.	.	PUNCT
bracis-33599	171	1	for	for	ADP
bracis-33599	171	2	example	example	NOUN
bracis-33599	171	3	,	,	PUNCT
bracis-33599	171	4	anger	anger	NOUN
bracis-33599	171	5	appears	appear	VERB
bracis-33599	171	6	in	in	ADP
bracis-33599	171	7	29.7	29.7	NUM
bracis-33599	171	8	%	%	NOUN
bracis-33599	171	9	of	of	ADP
bracis-33599	171	10	comments	comment	NOUN
bracis-33599	171	11	on	on	ADP
bracis-33599	171	12	bbc	bbc	PROPN
bracis-33599	171	13	news	news	PROPN
bracis-33599	171	14	brasil	brasil	PROPN
bracis-33599	171	15	,	,	PUNCT
bracis-33599	171	16	with	with	ADP
bracis-33599	171	17	a	a	DET
bracis-33599	171	18	chi	chi	ADJ
bracis-33599	171	19	-	-	PUNCT
bracis-33599	171	20	square	square	ADJ
bracis-33599	171	21	value	value	NOUN
bracis-33599	171	22	of	of	ADP
bracis-33599	171	23	\(1.1x10	\(1.1x10	PROPN
bracis-33599	171	24	^	^	SYM
bracis-33599	171	25	3\).full	3\).full	NUM
bracis-33599	171	26	size	size	NOUN
bracis-33599	171	27	table	table	NOUN
bracis-33599	171	28	distribution	distribution	NOUN
bracis-33599	171	29	over	over	ADP
bracis-33599	171	30	topics	topic	NOUN
bracis-33599	171	31	.	.	PUNCT
bracis-33599	172	1	using	use	VERB
bracis-33599	172	2	lda	lda	PROPN
bracis-33599	172	3	,	,	PUNCT
bracis-33599	172	4	we	we	PRON
bracis-33599	172	5	identify	identify	VERB
bracis-33599	172	6	12	12	NUM
bracis-33599	172	7	topics	topic	NOUN
bracis-33599	172	8	in	in	ADP
bracis-33599	172	9	the	the	DET
bracis-33599	172	10	news	news	NOUN
bracis-33599	172	11	tweets	tweet	NOUN
bracis-33599	172	12	,	,	PUNCT
bracis-33599	172	13	shown	show	VERB
bracis-33599	172	14	in	in	ADP
bracis-33599	172	15	table	table	NOUN
bracis-33599	172	16	 	 	SPACE
bracis-33599	172	17	6	6	NUM
bracis-33599	172	18	.	.	PUNCT
bracis-33599	173	1	each	each	DET
bracis-33599	173	2	topic	topic	NOUN
bracis-33599	173	3	is	be	AUX
bracis-33599	173	4	represented	represent	VERB
bracis-33599	173	5	by	by	ADP
bracis-33599	173	6	the	the	DET
bracis-33599	173	7	ten	ten	NUM
bracis-33599	173	8	most	most	ADV
bracis-33599	173	9	related	relate	VERB
bracis-33599	173	10	words	word	NOUN
bracis-33599	173	11	,	,	PUNCT
bracis-33599	173	12	a	a	DET
bracis-33599	173	13	sample	sample	NOUN
bracis-33599	173	14	tweet	tweet	NOUN
bracis-33599	173	15	,	,	PUNCT
bracis-33599	173	16	its	its	PRON
bracis-33599	173	17	prevalence	prevalence	NOUN
bracis-33599	173	18	among	among	ADP
bracis-33599	173	19	the	the	DET
bracis-33599	173	20	news	news	NOUN
bracis-33599	173	21	tweets	tweet	NOUN
bracis-33599	173	22	,	,	PUNCT
bracis-33599	173	23	coherence	coherence	NOUN
bracis-33599	173	24	score	score	NOUN
bracis-33599	173	25	,	,	PUNCT
bracis-33599	173	26	and	and	CCONJ
bracis-33599	173	27	label	label	NOUN
bracis-33599	173	28	(	(	PUNCT
bracis-33599	173	29	e.g.	e.g.	ADV
bracis-33599	173	30	,	,	PUNCT
bracis-33599	173	31	cases	case	NOUN
bracis-33599	173	32	&	&	CCONJ
bracis-33599	173	33	deaths	death	NOUN
bracis-33599	173	34	”	"	PUNCT
bracis-33599	173	35	)	)	PUNCT
bracis-33599	173	36	.	.	PUNCT
bracis-33599	174	1	for	for	ADP
bracis-33599	174	2	instance	instance	NOUN
bracis-33599	174	3	,	,	PUNCT
bracis-33599	174	4	the	the	DET
bracis-33599	174	5	first	first	ADJ
bracis-33599	174	6	topic	topic	NOUN
bracis-33599	174	7	is	be	AUX
bracis-33599	174	8	more	more	ADV
bracis-33599	174	9	likely	likely	ADJ
bracis-33599	174	10	to	to	PART
bracis-33599	174	11	be	be	AUX
bracis-33599	174	12	chosen	choose	VERB
bracis-33599	174	13	by	by	ADP
bracis-33599	174	14	the	the	DET
bracis-33599	174	15	lda	lda	PROPN
bracis-33599	174	16	model	model	NOUN
bracis-33599	174	17	if	if	SCONJ
bracis-33599	174	18	a	a	DET
bracis-33599	174	19	news	news	NOUN
bracis-33599	174	20	tweet	tweet	NOUN
bracis-33599	174	21	contains	contain	VERB
bracis-33599	174	22	keywords	keyword	NOUN
bracis-33599	174	23	like	like	ADP
bracis-33599	174	24	coronavírus	coronavírus	NOUN
bracis-33599	174	25	,	,	PUNCT
bracis-33599	174	26	”	"	PUNCT
bracis-33599	174	27	saúde	saúde	NOUN
bracis-33599	174	28	,	,	PUNCT
bracis-33599	174	29	”	"	PUNCT
bracis-33599	174	30	or	or	CCONJ
bracis-33599	174	31	pacientes	paciente	NOUN
bracis-33599	174	32	.	.	PUNCT
bracis-33599	174	33	”	"	PUNCT
bracis-33599	175	1	this	this	DET
bracis-33599	175	2	topic	topic	NOUN
bracis-33599	175	3	has	have	VERB
bracis-33599	175	4	a	a	DET
bracis-33599	175	5	coherence	coherence	NOUN
bracis-33599	175	6	score	score	NOUN
bracis-33599	175	7	of	of	ADP
bracis-33599	175	8	38.94	38.94	NUM
bracis-33599	175	9	%	%	NOUN
bracis-33599	175	10	,	,	PUNCT
bracis-33599	175	11	appears	appear	VERB
bracis-33599	175	12	in	in	ADP
bracis-33599	175	13	15	15	NUM
bracis-33599	175	14	%	%	NOUN
bracis-33599	175	15	of	of	ADP
bracis-33599	175	16	news	news	NOUN
bracis-33599	175	17	tweets	tweet	NOUN
bracis-33599	175	18	,	,	PUNCT
bracis-33599	175	19	and	and	CCONJ
bracis-33599	175	20	is	be	AUX
bracis-33599	175	21	labeled	label	VERB
bracis-33599	175	22	as	as	ADP
bracis-33599	175	23	“	"	PUNCT
bracis-33599	175	24	impact	impact	NOUN
bracis-33599	175	25	on	on	ADP
bracis-33599	175	26	health	health	NOUN
bracis-33599	175	27	system	system	NOUN
bracis-33599	175	28	.	.	PUNCT
bracis-33599	175	29	”	"	PUNCT
bracis-33599	176	1	the	the	DET
bracis-33599	176	2	chi	chi	ADJ
bracis-33599	176	3	-	-	PUNCT
bracis-33599	176	4	square	square	ADJ
bracis-33599	176	5	test	test	NOUN
bracis-33599	176	6	(	(	PUNCT
bracis-33599	176	7	\(\chi	\(\chi	NOUN
bracis-33599	176	8	^2\	^2\	NOUN
bracis-33599	176	9	)	)	PUNCT
bracis-33599	176	10	)	)	PUNCT
bracis-33599	176	11	shows	show	VERB
bracis-33599	176	12	a	a	DET
bracis-33599	176	13	significant	significant	ADJ
bracis-33599	176	14	relationship	relationship	NOUN
bracis-33599	176	15	between	between	ADP
bracis-33599	176	16	topics	topic	NOUN
bracis-33599	176	17	and	and	CCONJ
bracis-33599	176	18	the	the	DET
bracis-33599	176	19	prevalence	prevalence	NOUN
bracis-33599	176	20	of	of	ADP
bracis-33599	176	21	emotions	emotion	NOUN
bracis-33599	176	22	in	in	ADP
bracis-33599	176	23	user	user	NOUN
bracis-33599	176	24	comments	comment	NOUN
bracis-33599	176	25	(	(	PUNCT
bracis-33599	176	26	table	table	NOUN
bracis-33599	176	27	 	 	SPACE
bracis-33599	176	28	4	4	NUM
bracis-33599	176	29	)	)	PUNCT
bracis-33599	176	30	,	,	PUNCT
bracis-33599	176	31	although	although	SCONJ
bracis-33599	176	32	with	with	ADP
bracis-33599	176	33	a	a	DET
bracis-33599	176	34	small	small	ADJ
bracis-33599	176	35	effect	effect	NOUN
bracis-33599	176	36	size	size	NOUN
bracis-33599	176	37	.	.	PUNCT
bracis-33599	177	1	table	table	NOUN
bracis-33599	177	2	 	 	SPACE
bracis-33599	177	3	7	7	NUM
bracis-33599	177	4	provides	provide	VERB
bracis-33599	177	5	\(\chi	\(\chi	NOUN
bracis-33599	177	6	^2\	^2\	NOUN
bracis-33599	177	7	)	)	PUNCT
bracis-33599	177	8	results	result	NOUN
bracis-33599	177	9	and	and	CCONJ
bracis-33599	177	10	the	the	DET
bracis-33599	177	11	prevalence	prevalence	NOUN
bracis-33599	177	12	of	of	ADP
bracis-33599	177	13	emotions	emotion	NOUN
bracis-33599	177	14	in	in	ADP
bracis-33599	177	15	comments	comment	NOUN
bracis-33599	177	16	according	accord	VERB
bracis-33599	177	17	to	to	ADP
bracis-33599	177	18	the	the	DET
bracis-33599	177	19	topic	topic	NOUN
bracis-33599	177	20	.	.	PUNCT
bracis-33599	178	1	a	a	DET
bracis-33599	178	2	higher	high	ADJ
bracis-33599	178	3	\(\chi	\(\chi	NOUN
bracis-33599	178	4	^2\	^2\	NOUN
bracis-33599	178	5	)	)	PUNCT
bracis-33599	178	6	value	value	NOUN
bracis-33599	178	7	indicates	indicate	VERB
bracis-33599	178	8	a	a	DET
bracis-33599	178	9	greater	great	ADJ
bracis-33599	178	10	deviation	deviation	NOUN
bracis-33599	178	11	from	from	ADP
bracis-33599	178	12	the	the	DET
bracis-33599	178	13	mean	mean	NOUN
bracis-33599	178	14	(	(	PUNCT
bracis-33599	178	15	e.g.	e.g.	ADV
bracis-33599	178	16	,	,	PUNCT
bracis-33599	178	17	anger	anger	NOUN
bracis-33599	178	18	in	in	ADP
bracis-33599	178	19	responses	response	NOUN
bracis-33599	178	20	to	to	ADP
bracis-33599	178	21	vaccination	vaccination	NOUN
bracis-33599	178	22	news	news	NOUN
bracis-33599	178	23	)	)	PUNCT
bracis-33599	178	24	.	.	PUNCT
bracis-33599	179	1	the	the	DET
bracis-33599	179	2	highest	high	ADJ
bracis-33599	179	3	\(\chi	\(\chi	NOUN
bracis-33599	179	4	^2\	^2\	NOUN
bracis-33599	179	5	)	)	PUNCT
bracis-33599	179	6	is	be	AUX
bracis-33599	179	7	observed	observe	VERB
bracis-33599	179	8	for	for	ADP
bracis-33599	179	9	anger	anger	NOUN
bracis-33599	179	10	in	in	ADP
bracis-33599	179	11	replies	reply	NOUN
bracis-33599	179	12	to	to	ADP
bracis-33599	179	13	pandemic	pandemic	ADJ
bracis-33599	179	14	investigation	investigation	NOUN
bracis-33599	179	15	news	news	NOUN
bracis-33599	179	16	(	(	PUNCT
bracis-33599	179	17	41.9	41.9	NUM
bracis-33599	179	18	%	%	NOUN
bracis-33599	179	19	)	)	PUNCT
bracis-33599	179	20	,	,	PUNCT
bracis-33599	179	21	higher	high	ADJ
bracis-33599	179	22	than	than	ADP
bracis-33599	179	23	the	the	DET
bracis-33599	179	24	mean	mean	ADJ
bracis-33599	179	25	anger	anger	NOUN
bracis-33599	179	26	prevalence	prevalence	NOUN
bracis-33599	179	27	(	(	PUNCT
bracis-33599	179	28	35.7	35.7	NUM
bracis-33599	179	29	%	%	NOUN
bracis-33599	179	30	)	)	PUNCT
bracis-33599	179	31	.	.	PUNCT
bracis-33599	180	1	this	this	DET
bracis-33599	180	2	topic	topic	NOUN
bracis-33599	180	3	also	also	ADV
bracis-33599	180	4	has	have	VERB
bracis-33599	180	5	the	the	DET
bracis-33599	180	6	lowest	low	ADJ
bracis-33599	180	7	joy	joy	NOUN
bracis-33599	180	8	(	(	PUNCT
bracis-33599	180	9	25.4	25.4	NUM
bracis-33599	180	10	%	%	NOUN
bracis-33599	180	11	)	)	PUNCT
bracis-33599	180	12	and	and	CCONJ
bracis-33599	180	13	sadness	sadness	NOUN
bracis-33599	180	14	(	(	PUNCT
bracis-33599	180	15	9.2	9.2	NUM
bracis-33599	180	16	%	%	NOUN
bracis-33599	180	17	)	)	PUNCT
bracis-33599	180	18	.	.	PUNCT
bracis-33599	181	1	replies	reply	NOUN
bracis-33599	181	2	to	to	ADP
bracis-33599	181	3	cases	case	NOUN
bracis-33599	181	4	&	&	CCONJ
bracis-33599	181	5	deaths	death	NOUN
bracis-33599	181	6	news	news	NOUN
bracis-33599	181	7	show	show	VERB
bracis-33599	181	8	the	the	DET
bracis-33599	181	9	lowest	low	ADJ
bracis-33599	181	10	anger	anger	NOUN
bracis-33599	181	11	(	(	PUNCT
bracis-33599	181	12	29.4	29.4	NUM
bracis-33599	181	13	%	%	NOUN
bracis-33599	181	14	)	)	PUNCT
bracis-33599	181	15	but	but	CCONJ
bracis-33599	181	16	the	the	DET
bracis-33599	181	17	highest	high	ADJ
bracis-33599	181	18	sadness	sadness	NOUN
bracis-33599	181	19	(	(	PUNCT
bracis-33599	181	20	16.3	16.3	NUM
bracis-33599	181	21	%	%	NOUN
bracis-33599	181	22	)	)	PUNCT
bracis-33599	181	23	,	,	PUNCT
bracis-33599	181	24	surprise	surprise	NOUN
bracis-33599	181	25	(	(	PUNCT
bracis-33599	181	26	21.5	21.5	NUM
bracis-33599	181	27	%	%	NOUN
bracis-33599	181	28	)	)	PUNCT
bracis-33599	181	29	,	,	PUNCT
bracis-33599	181	30	and	and	CCONJ
bracis-33599	181	31	fear	fear	NOUN
bracis-33599	181	32	(	(	PUNCT
bracis-33599	181	33	3.5	3.5	NUM
bracis-33599	181	34	%	%	NOUN
bracis-33599	181	35	)	)	PUNCT
bracis-33599	181	36	.	.	PUNCT
bracis-33599	182	1	news	news	NOUN
bracis-33599	182	2	on	on	ADP
bracis-33599	182	3	preventive	preventive	ADJ
bracis-33599	182	4	measures	measure	NOUN
bracis-33599	182	5	have	have	VERB
bracis-33599	182	6	the	the	DET
bracis-33599	182	7	second	second	ADV
bracis-33599	182	8	-	-	PUNCT
bracis-33599	182	9	highest	high	ADJ
bracis-33599	182	10	sadness	sadness	NOUN
bracis-33599	182	11	(	(	PUNCT
bracis-33599	182	12	14.3	14.3	NUM
bracis-33599	182	13	%	%	NOUN
bracis-33599	182	14	)	)	PUNCT
bracis-33599	182	15	and	and	CCONJ
bracis-33599	182	16	lowest	low	ADJ
bracis-33599	182	17	surprise	surprise	NOUN
bracis-33599	182	18	(	(	PUNCT
bracis-33599	182	19	17.6	17.6	NUM
bracis-33599	182	20	%	%	NOUN
bracis-33599	182	21	)	)	PUNCT
bracis-33599	182	22	.	.	PUNCT
bracis-33599	183	1	joy	joy	NOUN
bracis-33599	183	2	is	be	AUX
bracis-33599	183	3	prevalent	prevalent	ADJ
bracis-33599	183	4	in	in	ADP
bracis-33599	183	5	replies	reply	NOUN
bracis-33599	183	6	to	to	ADP
bracis-33599	183	7	almost	almost	ADV
bracis-33599	183	8	any	any	PRON
bracis-33599	183	9	topic	topic	NOUN
bracis-33599	183	10	,	,	PUNCT
bracis-33599	183	11	with	with	ADP
bracis-33599	183	12	the	the	DET
bracis-33599	183	13	highest	high	ADJ
bracis-33599	183	14	rates	rate	NOUN
bracis-33599	183	15	in	in	ADP
bracis-33599	183	16	vaccine	vaccine	NOUN
bracis-33599	183	17	distribution	distribution	NOUN
bracis-33599	183	18	(	(	PUNCT
bracis-33599	183	19	34.6	34.6	NUM
bracis-33599	183	20	%	%	NOUN
bracis-33599	183	21	)	)	PUNCT
bracis-33599	183	22	and	and	CCONJ
bracis-33599	183	23	international	international	ADJ
bracis-33599	183	24	impact	impact	NOUN
bracis-33599	183	25	news	news	NOUN
bracis-33599	183	26	(	(	PUNCT
bracis-33599	183	27	32.3	32.3	NUM
bracis-33599	183	28	%	%	NOUN
bracis-33599	183	29	)	)	PUNCT
bracis-33599	183	30	.	.	PUNCT
bracis-33599	184	1	distribution	distribution	NOUN
bracis-33599	184	2	over	over	ADP
bracis-33599	184	3	media	medium	NOUN
bracis-33599	184	4	outlet	outlet	NOUN
bracis-33599	184	5	.	.	PUNCT
bracis-33599	185	1	media	medium	NOUN
bracis-33599	185	2	outlet	outlet	NOUN
bracis-33599	185	3	and	and	CCONJ
bracis-33599	185	4	emotion	emotion	NOUN
bracis-33599	185	5	are	be	AUX
bracis-33599	185	6	also	also	ADV
bracis-33599	185	7	two	two	NUM
bracis-33599	185	8	categorical	categorical	ADJ
bracis-33599	185	9	variables	variable	NOUN
bracis-33599	185	10	that	that	PRON
bracis-33599	185	11	hold	hold	VERB
bracis-33599	185	12	a	a	DET
bracis-33599	185	13	significant	significant	ADJ
bracis-33599	185	14	relationship	relationship	NOUN
bracis-33599	185	15	,	,	PUNCT
bracis-33599	185	16	according	accord	VERB
bracis-33599	185	17	to	to	ADP
bracis-33599	185	18	the	the	DET
bracis-33599	185	19	\(\chi	\(\chi	PROPN
bracis-33599	185	20	^2\	^2\	PROPN
bracis-33599	185	21	)	)	PUNCT
bracis-33599	185	22	test	test	NOUN
bracis-33599	185	23	result	result	NOUN
bracis-33599	185	24	(	(	PUNCT
bracis-33599	185	25	table	table	NOUN
bracis-33599	185	26	 	 	SPACE
bracis-33599	185	27	4	4	NUM
bracis-33599	185	28	)	)	PUNCT
bracis-33599	185	29	,	,	PUNCT
bracis-33599	185	30	although	although	SCONJ
bracis-33599	185	31	with	with	ADP
bracis-33599	185	32	a	a	DET
bracis-33599	185	33	small	small	ADJ
bracis-33599	185	34	effect	effect	NOUN
bracis-33599	185	35	size	size	NOUN
bracis-33599	185	36	.	.	PUNCT
bracis-33599	186	1	table	table	NOUN
bracis-33599	186	2	 	 	SPACE
bracis-33599	186	3	8	8	NUM
bracis-33599	186	4	displays	display	VERB
bracis-33599	186	5	the	the	DET
bracis-33599	186	6	prevalence	prevalence	NOUN
bracis-33599	186	7	of	of	ADP
bracis-33599	186	8	each	each	DET
bracis-33599	186	9	emotion	emotion	NOUN
bracis-33599	186	10	in	in	ADP
bracis-33599	186	11	user	user	NOUN
bracis-33599	186	12	comments	comment	NOUN
bracis-33599	186	13	as	as	ADV
bracis-33599	186	14	well	well	ADV
bracis-33599	186	15	as	as	ADP
bracis-33599	186	16	the	the	DET
bracis-33599	186	17	\(\chi	\(\chi	NOUN
bracis-33599	186	18	2\	2\	NOUN
bracis-33599	186	19	)	)	PUNCT
bracis-33599	186	20	value	value	NOUN
bracis-33599	186	21	for	for	ADP
bracis-33599	186	22	a	a	DET
bracis-33599	186	23	given	give	VERB
bracis-33599	186	24	media	medium	NOUN
bracis-33599	186	25	outlet	outlet	NOUN
bracis-33599	186	26	.	.	PUNCT
bracis-33599	187	1	the	the	DET
bracis-33599	187	2	coverage	coverage	NOUN
bracis-33599	187	3	of	of	ADP
bracis-33599	187	4	uol	uol	NOUN
bracis-33599	187	5	has	have	VERB
bracis-33599	187	6	the	the	DET
bracis-33599	187	7	highest	high	ADJ
bracis-33599	187	8	prevalence	prevalence	NOUN
bracis-33599	187	9	of	of	ADP
bracis-33599	187	10	anger	anger	NOUN
bracis-33599	187	11	(	(	PUNCT
bracis-33599	187	12	40.0	40.0	NUM
bracis-33599	187	13	%	%	NOUN
bracis-33599	187	14	)	)	PUNCT
bracis-33599	187	15	and	and	CCONJ
bracis-33599	187	16	the	the	DET
bracis-33599	187	17	lowest	low	ADJ
bracis-33599	187	18	of	of	ADP
bracis-33599	187	19	joy	joy	NOUN
bracis-33599	187	20	(	(	PUNCT
bracis-33599	187	21	26.1	26.1	NUM
bracis-33599	187	22	%	%	NOUN
bracis-33599	187	23	)	)	PUNCT
bracis-33599	187	24	among	among	ADP
bracis-33599	187	25	user	user	NOUN
bracis-33599	187	26	replies	reply	NOUN
bracis-33599	187	27	.	.	PUNCT
bracis-33599	188	1	meanwhile	meanwhile	ADV
bracis-33599	188	2	,	,	PUNCT
bracis-33599	188	3	the	the	DET
bracis-33599	188	4	highest	high	ADJ
bracis-33599	188	5	prevalence	prevalence	NOUN
bracis-33599	188	6	of	of	ADP
bracis-33599	188	7	sadness	sadness	NOUN
bracis-33599	188	8	(	(	PUNCT
bracis-33599	188	9	13.6	13.6	NUM
bracis-33599	188	10	%	%	NOUN
bracis-33599	188	11	)	)	PUNCT
bracis-33599	188	12	and	and	CCONJ
bracis-33599	188	13	the	the	DET
bracis-33599	188	14	lowest	low	ADJ
bracis-33599	188	15	of	of	ADP
bracis-33599	188	16	surprise	surprise	NOUN
bracis-33599	188	17	(	(	PUNCT
bracis-33599	188	18	18.0	18.0	NUM
bracis-33599	188	19	%	%	NOUN
bracis-33599	188	20	)	)	PUNCT
bracis-33599	188	21	are	be	AUX
bracis-33599	188	22	observed	observe	VERB
bracis-33599	188	23	in	in	ADP
bracis-33599	188	24	user	user	NOUN
bracis-33599	188	25	replies	reply	NOUN
bracis-33599	188	26	to	to	ADP
bracis-33599	188	27	the	the	DET
bracis-33599	188	28	news	news	NOUN
bracis-33599	188	29	from	from	ADP
bracis-33599	188	30	g1	g1	PROPN
bracis-33599	188	31	,	,	PUNCT
bracis-33599	188	32	with	with	ADP
bracis-33599	188	33	a	a	DET
bracis-33599	188	34	significant	significant	ADJ
bracis-33599	188	35	deviation	deviation	NOUN
bracis-33599	188	36	from	from	ADP
bracis-33599	188	37	the	the	DET
bracis-33599	188	38	global	global	ADJ
bracis-33599	188	39	mean	mean	NOUN
bracis-33599	188	40	.	.	PUNCT
bracis-33599	189	1	the	the	DET
bracis-33599	189	2	highest	high	ADJ
bracis-33599	189	3	prevalence	prevalence	NOUN
bracis-33599	189	4	of	of	ADP
bracis-33599	189	5	joy	joy	NOUN
bracis-33599	189	6	is	be	AUX
bracis-33599	189	7	observed	observe	VERB
bracis-33599	189	8	in	in	ADP
bracis-33599	189	9	user	user	NOUN
bracis-33599	189	10	replies	reply	NOUN
bracis-33599	189	11	to	to	ADP
bracis-33599	189	12	bbc	bbc	PROPN
bracis-33599	189	13	news	news	PROPN
bracis-33599	189	14	brasil	brasil	PROPN
bracis-33599	189	15	(	(	PUNCT
bracis-33599	189	16	32.9	32.9	NUM
bracis-33599	189	17	%	%	NOUN
bracis-33599	189	18	)	)	PUNCT
bracis-33599	189	19	,	,	PUNCT
bracis-33599	189	20	and	and	CCONJ
bracis-33599	189	21	surprise	surprise	NOUN
bracis-33599	189	22	reach	reach	VERB
bracis-33599	189	23	the	the	DET
bracis-33599	189	24	highest	high	ADJ
bracis-33599	189	25	prevalence	prevalence	NOUN
bracis-33599	189	26	in	in	ADP
bracis-33599	189	27	user	user	NOUN
bracis-33599	189	28	replies	reply	NOUN
bracis-33599	189	29	to	to	ADP
bracis-33599	189	30	the	the	DET
bracis-33599	189	31	news	news	NOUN
bracis-33599	189	32	published	publish	VERB
bracis-33599	189	33	by	by	ADP
bracis-33599	189	34	sbt	sbt	PROPN
bracis-33599	189	35	(	(	PUNCT
bracis-33599	189	36	22.3	22.3	NUM
bracis-33599	189	37	%	%	NOUN
bracis-33599	189	38	)	)	PUNCT
bracis-33599	189	39	.	.	PUNCT
bracis-33599	190	1	5	5	NUM
bracis-33599	190	2	conclusions	conclusion	NOUN
bracis-33599	190	3	and	and	CCONJ
bracis-33599	190	4	 	 	SPACE
bracis-33599	190	5	future	future	ADJ
bracis-33599	190	6	work	work	NOUN
bracis-33599	190	7	in	in	ADP
bracis-33599	190	8	this	this	DET
bracis-33599	190	9	study	study	NOUN
bracis-33599	190	10	,	,	PUNCT
bracis-33599	190	11	we	we	PRON
bracis-33599	190	12	developed	develop	VERB
bracis-33599	190	13	a	a	DET
bracis-33599	190	14	specialized	specialized	ADJ
bracis-33599	190	15	emotion	emotion	NOUN
bracis-33599	190	16	detection	detection	NOUN
bracis-33599	190	17	(	(	PUNCT
bracis-33599	190	18	ed	ed	NOUN
bracis-33599	190	19	)	)	PUNCT
bracis-33599	190	20	model	model	NOUN
bracis-33599	190	21	for	for	ADP
bracis-33599	190	22	brazilian	brazilian	ADJ
bracis-33599	190	23	portuguese	portuguese	ADJ
bracis-33599	190	24	social	social	ADJ
bracis-33599	190	25	media	medium	NOUN
bracis-33599	190	26	comments	comment	NOUN
bracis-33599	190	27	.	.	PUNCT
bracis-33599	191	1	while	while	SCONJ
bracis-33599	191	2	goemotions	goemotion	NOUN
bracis-33599	191	3	[	[	X
bracis-33599	191	4	9	9	NUM
bracis-33599	191	5	]	]	PUNCT
bracis-33599	191	6	is	be	AUX
bracis-33599	191	7	widely	widely	ADV
bracis-33599	191	8	used	use	VERB
bracis-33599	191	9	,	,	PUNCT
bracis-33599	191	10	there	there	PRON
bracis-33599	191	11	have	have	AUX
bracis-33599	191	12	been	be	AUX
bracis-33599	191	13	no	no	DET
bracis-33599	191	14	prior	prior	ADJ
bracis-33599	191	15	efforts	effort	NOUN
bracis-33599	191	16	to	to	PART
bracis-33599	191	17	create	create	VERB
bracis-33599	191	18	emotion	emotion	NOUN
bracis-33599	191	19	classifiers	classifier	NOUN
bracis-33599	191	20	in	in	ADP
bracis-33599	191	21	brazilian	brazilian	ADJ
bracis-33599	191	22	portuguese	portuguese	NOUN
bracis-33599	191	23	that	that	PRON
bracis-33599	191	24	preserve	preserve	VERB
bracis-33599	191	25	the	the	DET
bracis-33599	191	26	original	original	ADJ
bracis-33599	191	27	social	social	ADJ
bracis-33599	191	28	media	medium	NOUN
bracis-33599	191	29	writing	write	VERB
bracis-33599	191	30	style	style	NOUN
bracis-33599	191	31	.	.	PUNCT
bracis-33599	192	1	to	to	PART
bracis-33599	192	2	address	address	VERB
bracis-33599	192	3	this	this	PRON
bracis-33599	192	4	,	,	PUNCT
bracis-33599	192	5	we	we	PRON
bracis-33599	192	6	translated	translate	VERB
bracis-33599	192	7	goemotions	goemotion	NOUN
bracis-33599	192	8	into	into	ADP
bracis-33599	192	9	goemotions	goemotion	NOUN
bracis-33599	192	10	-	-	PUNCT
bracis-33599	192	11	br	br	NOUN
bracis-33599	192	12	,	,	PUNCT
bracis-33599	192	13	with	with	ADP
bracis-33599	192	14	chatgpt-3.5	chatgpt-3.5	NOUN
bracis-33599	192	15	-	-	PUNCT
bracis-33599	192	16	turbo	turbo	NOUN
bracis-33599	192	17	effectively	effectively	ADV
bracis-33599	192	18	capturing	capture	VERB
bracis-33599	192	19	nuanced	nuanced	ADJ
bracis-33599	192	20	expressions	expression	NOUN
bracis-33599	192	21	.	.	PUNCT
bracis-33599	193	1	the	the	DET
bracis-33599	193	2	bertimbau	bertimbau	NOUN
bracis-33599	193	3	-	-	PUNCT
bracis-33599	193	4	base	base	NOUN
bracis-33599	193	5	model	model	NOUN
bracis-33599	193	6	,	,	PUNCT
bracis-33599	193	7	fine	fine	ADV
bracis-33599	193	8	-	-	PUNCT
bracis-33599	193	9	tuned	tune	VERB
bracis-33599	193	10	on	on	ADP
bracis-33599	193	11	goemotions	goemotion	NOUN
bracis-33599	193	12	-	-	PUNCT
bracis-33599	193	13	br	br	PROPN
bracis-33599	193	14	,	,	PUNCT
bracis-33599	193	15	enabled	enable	VERB
bracis-33599	193	16	the	the	DET
bracis-33599	193	17	detection	detection	NOUN
bracis-33599	193	18	of	of	ADP
bracis-33599	193	19	ekman	ekman	PROPN
bracis-33599	193	20	’s	’s	PART
bracis-33599	193	21	six	six	NUM
bracis-33599	193	22	basic	basic	ADJ
bracis-33599	193	23	emotions	emotion	NOUN
bracis-33599	193	24	and	and	CCONJ
bracis-33599	193	25	neutral	neutral	ADJ
bracis-33599	193	26	emotion	emotion	NOUN
bracis-33599	193	27	in	in	ADP
bracis-33599	193	28	portuguese	portuguese	PROPN
bracis-33599	193	29	.	.	PUNCT
bracis-33599	194	1	our	our	PRON
bracis-33599	194	2	model	model	NOUN
bracis-33599	194	3	achieved	achieve	VERB
bracis-33599	194	4	a	a	DET
bracis-33599	194	5	f1	f1	NOUN
bracis-33599	194	6	-	-	PUNCT
bracis-33599	194	7	score	score	NOUN
bracis-33599	194	8	in	in	ADP
bracis-33599	194	9	the	the	DET
bracis-33599	194	10	0.5–0.6	0.5–0.6	NOUN
bracis-33599	194	11	range	range	NOUN
bracis-33599	194	12	,	,	PUNCT
bracis-33599	194	13	close	close	ADJ
bracis-33599	194	14	to	to	ADP
bracis-33599	194	15	state	state	NOUN
bracis-33599	194	16	-	-	PUNCT
bracis-33599	194	17	of	of	ADP
bracis-33599	194	18	-	-	PUNCT
bracis-33599	194	19	the	the	DET
bracis-33599	194	20	-	-	PUNCT
bracis-33599	194	21	art	art	NOUN
bracis-33599	194	22	results	result	NOUN
bracis-33599	194	23	,	,	PUNCT
bracis-33599	194	24	with	with	ADP
bracis-33599	194	25	consistent	consistent	ADJ
bracis-33599	194	26	performance	performance	NOUN
bracis-33599	194	27	across	across	ADP
bracis-33599	194	28	emotions	emotion	NOUN
bracis-33599	194	29	,	,	PUNCT
bracis-33599	194	30	indicating	indicate	VERB
bracis-33599	194	31	evenly	evenly	ADV
bracis-33599	194	32	distributed	distribute	VERB
bracis-33599	194	33	errors	error	NOUN
bracis-33599	194	34	and	and	CCONJ
bracis-33599	194	35	minimal	minimal	ADJ
bracis-33599	194	36	bias	bias	NOUN
bracis-33599	194	37	.	.	PUNCT
bracis-33599	195	1	although	although	SCONJ
bracis-33599	195	2	there	there	PRON
bracis-33599	195	3	is	be	VERB
bracis-33599	195	4	room	room	NOUN
bracis-33599	195	5	for	for	ADP
bracis-33599	195	6	improvement	improvement	NOUN
bracis-33599	195	7	,	,	PUNCT
bracis-33599	195	8	the	the	DET
bracis-33599	195	9	model	model	NOUN
bracis-33599	195	10	’s	’s	PART
bracis-33599	195	11	performance	performance	NOUN
bracis-33599	195	12	is	be	AUX
bracis-33599	195	13	significantly	significantly	ADV
bracis-33599	195	14	better	well	ADJ
bracis-33599	195	15	than	than	ADP
bracis-33599	195	16	chance	chance	NOUN
bracis-33599	195	17	,	,	PUNCT
bracis-33599	195	18	given	give	VERB
bracis-33599	195	19	the	the	DET
bracis-33599	195	20	number	number	NOUN
bracis-33599	195	21	of	of	ADP
bracis-33599	195	22	emotion	emotion	NOUN
bracis-33599	195	23	classes	class	NOUN
bracis-33599	195	24	.	.	PUNCT
bracis-33599	196	1	we	we	PRON
bracis-33599	196	2	analyzed	analyze	VERB
bracis-33599	196	3	factors	factor	NOUN
bracis-33599	196	4	influencing	influence	VERB
bracis-33599	196	5	emotion	emotion	NOUN
bracis-33599	196	6	distribution	distribution	NOUN
bracis-33599	196	7	in	in	ADP
bracis-33599	196	8	replies	reply	NOUN
bracis-33599	196	9	to	to	ADP
bracis-33599	196	10	covid-19	covid-19	PROPN
bracis-33599	196	11	-	-	PUNCT
bracis-33599	196	12	related	relate	VERB
bracis-33599	196	13	news	news	NOUN
bracis-33599	196	14	,	,	PUNCT
bracis-33599	196	15	using	use	VERB
bracis-33599	196	16	169,281	169,281	NUM
bracis-33599	196	17	tweets	tweet	NOUN
bracis-33599	196	18	and	and	CCONJ
bracis-33599	196	19	4,861,704	4,861,704	NUM
bracis-33599	196	20	replies	reply	NOUN
bracis-33599	196	21	.	.	PUNCT
bracis-33599	197	1	lda	lda	PROPN
bracis-33599	197	2	identified	identify	VERB
bracis-33599	197	3	the	the	DET
bracis-33599	197	4	top	top	ADJ
bracis-33599	197	5	12	12	NUM
bracis-33599	197	6	topics	topic	NOUN
bracis-33599	197	7	,	,	PUNCT
bracis-33599	197	8	and	and	CCONJ
bracis-33599	197	9	chi	chi	ADJ
bracis-33599	197	10	-	-	PUNCT
bracis-33599	197	11	squared	square	VERB
bracis-33599	197	12	tests	test	NOUN
bracis-33599	197	13	confirmed	confirm	VERB
bracis-33599	197	14	that	that	SCONJ
bracis-33599	197	15	emotion	emotion	NOUN
bracis-33599	197	16	distribution	distribution	NOUN
bracis-33599	197	17	depended	depend	VERB
bracis-33599	197	18	on	on	ADP
bracis-33599	197	19	both	both	CCONJ
bracis-33599	197	20	the	the	DET
bracis-33599	197	21	news	news	NOUN
bracis-33599	197	22	topic	topic	NOUN
bracis-33599	197	23	and	and	CCONJ
bracis-33599	197	24	the	the	DET
bracis-33599	197	25	publishing	publishing	NOUN
bracis-33599	197	26	outlet	outlet	NOUN
bracis-33599	197	27	.	.	PUNCT
bracis-33599	198	1	the	the	DET
bracis-33599	198	2	adf	adf	PROPN
bracis-33599	198	3	test	test	NOUN
bracis-33599	198	4	revealed	reveal	VERB
bracis-33599	198	5	non	non	ADJ
bracis-33599	198	6	-	-	NOUN
bracis-33599	198	7	stationarity	stationarity	NOUN
bracis-33599	198	8	in	in	ADP
bracis-33599	198	9	joy	joy	NOUN
bracis-33599	198	10	prevalence	prevalence	NOUN
bracis-33599	198	11	,	,	PUNCT
bracis-33599	198	12	while	while	SCONJ
bracis-33599	198	13	other	other	ADJ
bracis-33599	198	14	emotions	emotion	NOUN
bracis-33599	198	15	were	be	AUX
bracis-33599	198	16	stationary	stationary	ADJ
bracis-33599	198	17	.	.	PUNCT
bracis-33599	199	1	most	most	ADJ
bracis-33599	199	2	replies	reply	NOUN
bracis-33599	199	3	were	be	AUX
bracis-33599	199	4	neutral	neutral	ADJ
bracis-33599	199	5	,	,	PUNCT
bracis-33599	199	6	with	with	ADP
bracis-33599	199	7	anger	anger	NOUN
bracis-33599	199	8	(	(	PUNCT
bracis-33599	199	9	21.1	21.1	NUM
bracis-33599	199	10	%	%	NOUN
bracis-33599	199	11	)	)	PUNCT
bracis-33599	199	12	being	be	AUX
bracis-33599	199	13	the	the	DET
bracis-33599	199	14	most	most	ADV
bracis-33599	199	15	prevalent	prevalent	ADJ
bracis-33599	199	16	identifiable	identifiable	ADJ
bracis-33599	199	17	emotion	emotion	NOUN
bracis-33599	199	18	,	,	PUNCT
bracis-33599	199	19	followed	follow	VERB
bracis-33599	199	20	by	by	ADP
bracis-33599	199	21	joy	joy	NOUN
bracis-33599	199	22	(	(	PUNCT
bracis-33599	199	23	17.2	17.2	NUM
bracis-33599	199	24	%	%	NOUN
bracis-33599	199	25	)	)	PUNCT
bracis-33599	199	26	and	and	CCONJ
bracis-33599	199	27	surprise	surprise	NOUN
bracis-33599	199	28	(	(	PUNCT
bracis-33599	199	29	11.6	11.6	NUM
bracis-33599	199	30	%	%	NOUN
bracis-33599	199	31	)	)	PUNCT
bracis-33599	199	32	.	.	PUNCT
bracis-33599	200	1	the	the	DET
bracis-33599	200	2	2021	2021	NUM
bracis-33599	200	3	brazilian	brazilian	ADJ
bracis-33599	200	4	pandemic	pandemic	ADJ
bracis-33599	200	5	inquiry	inquiry	NOUN
bracis-33599	200	6	had	have	VERB
bracis-33599	200	7	the	the	DET
bracis-33599	200	8	highest	high	ADJ
bracis-33599	200	9	prevalence	prevalence	NOUN
bracis-33599	200	10	of	of	ADP
bracis-33599	200	11	anger	anger	NOUN
bracis-33599	200	12	(	(	PUNCT
bracis-33599	200	13	41.9	41.9	NUM
bracis-33599	200	14	%	%	NOUN
bracis-33599	200	15	)	)	PUNCT
bracis-33599	200	16	,	,	PUNCT
bracis-33599	200	17	preventive	preventive	ADJ
bracis-33599	200	18	measures	measure	NOUN
bracis-33599	200	19	news	news	NOUN
bracis-33599	200	20	led	lead	VERB
bracis-33599	200	21	to	to	ADP
bracis-33599	200	22	the	the	DET
bracis-33599	200	23	most	most	ADJ
bracis-33599	200	24	sadness	sadness	NOUN
bracis-33599	200	25	(	(	PUNCT
bracis-33599	200	26	14.3	14.3	NUM
bracis-33599	200	27	%	%	NOUN
bracis-33599	200	28	)	)	PUNCT
bracis-33599	200	29	,	,	PUNCT
bracis-33599	200	30	and	and	CCONJ
bracis-33599	200	31	vaccine	vaccine	NOUN
bracis-33599	200	32	production	production	NOUN
bracis-33599	200	33	news	news	PROPN
bracis-33599	200	34	elicited	elicit	VERB
bracis-33599	200	35	the	the	DET
bracis-33599	200	36	most	most	ADJ
bracis-33599	200	37	joy	joy	NOUN
bracis-33599	200	38	(	(	PUNCT
bracis-33599	200	39	32.3	32.3	NUM
bracis-33599	200	40	%	%	NOUN
bracis-33599	200	41	)	)	PUNCT
bracis-33599	200	42	.	.	PUNCT
bracis-33599	201	1	uol	uol	PROPN
bracis-33599	201	2	notícias	notícias	PROPN
bracis-33599	201	3	had	have	VERB
bracis-33599	201	4	the	the	DET
bracis-33599	201	5	highest	high	ADJ
bracis-33599	201	6	anger	anger	NOUN
bracis-33599	201	7	(	(	PUNCT
bracis-33599	201	8	40.0	40.0	NUM
bracis-33599	201	9	%	%	NOUN
bracis-33599	201	10	)	)	PUNCT
bracis-33599	201	11	and	and	CCONJ
bracis-33599	201	12	lowest	low	ADJ
bracis-33599	201	13	joy	joy	NOUN
bracis-33599	201	14	(	(	PUNCT
bracis-33599	201	15	26.1	26.1	NUM
bracis-33599	201	16	%	%	NOUN
bracis-33599	201	17	)	)	PUNCT
bracis-33599	201	18	,	,	PUNCT
bracis-33599	201	19	while	while	SCONJ
bracis-33599	201	20	g1	g1	PROPN
bracis-33599	201	21	had	have	VERB
bracis-33599	201	22	the	the	DET
bracis-33599	201	23	highest	high	ADJ
bracis-33599	201	24	sadness	sadness	NOUN
bracis-33599	201	25	(	(	PUNCT
bracis-33599	201	26	13.6	13.6	NUM
bracis-33599	201	27	%	%	NOUN
bracis-33599	201	28	)	)	PUNCT
bracis-33599	201	29	.	.	PUNCT
bracis-33599	202	1	future	future	ADJ
bracis-33599	202	2	research	research	NOUN
bracis-33599	202	3	should	should	AUX
bracis-33599	202	4	focus	focus	VERB
bracis-33599	202	5	on	on	ADP
bracis-33599	202	6	creating	create	VERB
bracis-33599	202	7	ed	ed	NOUN
bracis-33599	202	8	datasets	dataset	NOUN
bracis-33599	202	9	that	that	PRON
bracis-33599	202	10	reflect	reflect	VERB
bracis-33599	202	11	brazilian	brazilian	ADJ
bracis-33599	202	12	cultural	cultural	ADJ
bracis-33599	202	13	nuances	nuance	NOUN
bracis-33599	202	14	and	and	CCONJ
bracis-33599	202	15	evaluating	evaluate	VERB
bracis-33599	202	16	emotion	emotion	NOUN
bracis-33599	202	17	classifiers	classifier	NOUN
bracis-33599	202	18	with	with	ADP
bracis-33599	202	19	other	other	ADJ
bracis-33599	202	20	language	language	NOUN
bracis-33599	202	21	models	model	NOUN
bracis-33599	202	22	,	,	PUNCT
bracis-33599	202	23	such	such	ADJ
bracis-33599	202	24	as	as	ADP
bracis-33599	202	25	albertina	albertina	PROPN
bracis-33599	202	26	 	 	SPACE
bracis-33599	203	1	[	[	X
bracis-33599	203	2	33	33	NUM
bracis-33599	203	3	]	]	PUNCT
bracis-33599	203	4	,	,	PUNCT
bracis-33599	203	5	pelle	pelle	PROPN
bracis-33599	203	6	 	 	SPACE
bracis-33599	204	1	[	[	X
bracis-33599	204	2	24	24	NUM
bracis-33599	204	3	]	]	PUNCT
bracis-33599	204	4	,	,	PUNCT
bracis-33599	204	5	and	and	CCONJ
bracis-33599	204	6	sabiá	sabiá	NOUN
bracis-33599	204	7	 	 	SPACE
bracis-33599	205	1	[	[	X
bracis-33599	205	2	31	31	NUM
bracis-33599	205	3	]	]	PUNCT
bracis-33599	205	4	.	.	PUNCT
bracis-33599	206	1	additionally	additionally	ADV
bracis-33599	206	2	,	,	PUNCT
bracis-33599	206	3	comparing	compare	VERB
bracis-33599	206	4	the	the	DET
bracis-33599	206	5	results	result	NOUN
bracis-33599	206	6	on	on	ADP
bracis-33599	206	7	goemotions	goemotion	NOUN
bracis-33599	206	8	-	-	PUNCT
bracis-33599	206	9	br	br	NOUN
bracis-33599	206	10	with	with	ADP
bracis-33599	206	11	other	other	ADJ
bracis-33599	206	12	strategies	strategy	NOUN
bracis-33599	206	13	,	,	PUNCT
bracis-33599	206	14	like	like	ADP
bracis-33599	206	15	bag	bag	NOUN
bracis-33599	206	16	-	-	PUNCT
bracis-33599	206	17	of	of	ADP
bracis-33599	206	18	-	-	PUNCT
bracis-33599	206	19	words	word	NOUN
bracis-33599	206	20	,	,	PUNCT
bracis-33599	206	21	could	could	AUX
bracis-33599	206	22	help	help	VERB
bracis-33599	206	23	assess	assess	VERB
bracis-33599	206	24	the	the	DET
bracis-33599	206	25	proposed	propose	VERB
bracis-33599	206	26	model	model	NOUN
bracis-33599	206	27	’s	’s	PART
bracis-33599	206	28	quality	quality	NOUN
bracis-33599	206	29	.	.	PUNCT
bracis-33599	207	1	finally	finally	ADV
bracis-33599	207	2	,	,	PUNCT
bracis-33599	207	3	the	the	DET
bracis-33599	207	4	methodology	methodology	NOUN
bracis-33599	207	5	could	could	AUX
bracis-33599	207	6	be	be	AUX
bracis-33599	207	7	extended	extend	VERB
bracis-33599	207	8	to	to	ADP
bracis-33599	207	9	other	other	ADJ
bracis-33599	207	10	tasks	task	NOUN
bracis-33599	207	11	,	,	PUNCT
bracis-33599	207	12	such	such	ADJ
bracis-33599	207	13	as	as	ADP
bracis-33599	207	14	hate	hate	NOUN
bracis-33599	207	15	speech	speech	NOUN
bracis-33599	207	16	detection	detection	NOUN
bracis-33599	207	17	.	.	PUNCT
bracis-33599	208	1	data	datum	NOUN
bracis-33599	208	2	availability	availability	NOUN
bracis-33599	208	3	statement	statement	NOUN
bracis-33599	208	4	the	the	DET
bracis-33599	208	5	data	datum	NOUN
bracis-33599	208	6	and	and	CCONJ
bracis-33599	208	7	models	model	NOUN
bracis-33599	208	8	developed	develop	VERB
bracis-33599	208	9	in	in	ADP
bracis-33599	208	10	this	this	DET
bracis-33599	208	11	study	study	NOUN
bracis-33599	208	12	will	will	AUX
bracis-33599	208	13	be	be	AUX
bracis-33599	208	14	made	make	VERB
bracis-33599	208	15	available	available	ADJ
bracis-33599	208	16	upon	upon	SCONJ
bracis-33599	208	17	request	request	NOUN
bracis-33599	208	18	.	.	PUNCT
bracis-33599	209	1	references	reference	NOUN
bracis-33599	209	2	akhtar	akhtar	PROPN
bracis-33599	209	3	,	,	PUNCT
bracis-33599	209	4	m.s	m.s	PROPN
bracis-33599	209	5	.	.	PROPN
bracis-33599	209	6	,	,	PUNCT
bracis-33599	209	7	chauhan	chauhan	PROPN
bracis-33599	209	8	,	,	PUNCT
bracis-33599	209	9	d.s	d.s	PROPN
bracis-33599	209	10	.	.	PROPN
bracis-33599	209	11	,	,	PUNCT
bracis-33599	209	12	ghosal	ghosal	PROPN
bracis-33599	209	13	,	,	PUNCT
bracis-33599	209	14	d.	d.	PROPN
bracis-33599	209	15	,	,	PUNCT
bracis-33599	209	16	poria	poria	PROPN
bracis-33599	209	17	,	,	PUNCT
bracis-33599	209	18	s.	s.	PROPN
bracis-33599	209	19	,	,	PUNCT
bracis-33599	209	20	ekbal	ekbal	PROPN
bracis-33599	209	21	,	,	PUNCT
bracis-33599	209	22	a.	a.	NOUN
bracis-33599	209	23	,	,	PUNCT
bracis-33599	209	24	bhattacharyya	bhattacharyya	ADJ
bracis-33599	209	25	,	,	PUNCT
bracis-33599	209	26	p.	p.	NOUN
bracis-33599	209	27	:	:	PUNCT
bracis-33599	209	28	multi	multi	ADJ
bracis-33599	209	29	-	-	NOUN
bracis-33599	209	30	task	task	ADJ
bracis-33599	209	31	learning	learning	NOUN
bracis-33599	209	32	for	for	ADP
bracis-33599	209	33	multi	multi	ADJ
bracis-33599	209	34	-	-	ADJ
bracis-33599	209	35	modal	modal	ADJ
bracis-33599	209	36	emotion	emotion	NOUN
bracis-33599	209	37	recognition	recognition	NOUN
bracis-33599	209	38	and	and	CCONJ
bracis-33599	209	39	sentiment	sentiment	NOUN
bracis-33599	209	40	analysis	analysis	NOUN
bracis-33599	209	41	.	.	PUNCT
bracis-33599	210	1	arxiv	arxiv	PROPN
bracis-33599	210	2	preprint	preprint	PROPN
bracis-33599	210	3	arxiv:1905.05812	arxiv:1905.05812	NOUN
bracis-33599	210	4	(	(	PUNCT
bracis-33599	210	5	2019	2019	NUM
bracis-33599	210	6	)	)	PUNCT
bracis-33599	210	7	al	al	PROPN
bracis-33599	210	8	 	 	SPACE
bracis-33599	210	9	maruf	maruf	PROPN
bracis-33599	210	10	,	,	PUNCT
bracis-33599	210	11	a.	a.	NOUN
bracis-33599	210	12	,	,	PUNCT
bracis-33599	210	13	khanam	khanam	PROPN
bracis-33599	210	14	,	,	PUNCT
bracis-33599	210	15	f.	f.	PROPN
bracis-33599	210	16	,	,	PUNCT
bracis-33599	210	17	haque	haque	PROPN
bracis-33599	210	18	,	,	PUNCT
bracis-33599	210	19	m.m	m.m	PROPN
bracis-33599	210	20	.	.	PROPN
bracis-33599	210	21	,	,	PUNCT
bracis-33599	210	22	jiyad	jiyad	PROPN
bracis-33599	210	23	,	,	PUNCT
bracis-33599	210	24	z.m	z.m	PROPN
bracis-33599	210	25	.	.	PROPN
bracis-33599	210	26	,	,	PUNCT
bracis-33599	210	27	mridha	mridha	PROPN
bracis-33599	210	28	,	,	PUNCT
bracis-33599	210	29	f.	f.	PROPN
bracis-33599	210	30	,	,	PUNCT
bracis-33599	210	31	aung	aung	PROPN
bracis-33599	210	32	,	,	PUNCT
bracis-33599	210	33	z.	z.	PROPN
bracis-33599	210	34	:	:	PUNCT
bracis-33599	210	35	challenges	challenge	NOUN
bracis-33599	210	36	and	and	CCONJ
bracis-33599	210	37	opportunities	opportunity	NOUN
bracis-33599	210	38	of	of	ADP
bracis-33599	210	39	text	text	NOUN
bracis-33599	210	40	-	-	PUNCT
bracis-33599	210	41	based	base	VERB
bracis-33599	210	42	emotion	emotion	NOUN
bracis-33599	210	43	detection	detection	NOUN
bracis-33599	210	44	:	:	PUNCT
bracis-33599	210	45	a	a	DET
bracis-33599	210	46	survey	survey	NOUN
bracis-33599	210	47	.	.	PUNCT
bracis-33599	211	1	ieee	ieee	NOUN
bracis-33599	211	2	access	access	NOUN
bracis-33599	211	3	(	(	PUNCT
bracis-33599	211	4	2024	2024	NUM
bracis-33599	211	5	)	)	PUNCT
bracis-33599	211	6	google	google	PROPN
bracis-33599	211	7	scholar	scholar	NOUN
bracis-33599	211	8	  	  	SPACE
bracis-33599	211	9	amin	amin	PROPN
bracis-33599	211	10	,	,	PUNCT
bracis-33599	211	11	m.m	m.m	PROPN
bracis-33599	211	12	.	.	PROPN
bracis-33599	211	13	,	,	PUNCT
bracis-33599	211	14	mao	mao	PROPN
bracis-33599	211	15	,	,	PUNCT
bracis-33599	211	16	r.	r.	PROPN
bracis-33599	211	17	,	,	PUNCT
bracis-33599	211	18	cambria	cambria	PROPN
bracis-33599	211	19	,	,	PUNCT
bracis-33599	211	20	e.	e.	PROPN
bracis-33599	211	21	,	,	PUNCT
bracis-33599	211	22	schuller	schuller	PROPN
bracis-33599	211	23	,	,	PUNCT
bracis-33599	211	24	b.w	b.w	PROPN
bracis-33599	211	25	.	.	PROPN
bracis-33599	211	26	:	:	PUNCT
bracis-33599	211	27	a	a	DET
bracis-33599	211	28	wide	wide	ADJ
bracis-33599	211	29	evaluation	evaluation	NOUN
bracis-33599	211	30	of	of	ADP
bracis-33599	211	31	chatgpt	chatgpt	NOUN
bracis-33599	211	32	on	on	ADP
bracis-33599	211	33	affective	affective	ADJ
bracis-33599	211	34	computing	computing	NOUN
bracis-33599	211	35	tasks	task	NOUN
bracis-33599	211	36	.	.	PUNCT
bracis-33599	212	1	arxiv	arxiv	PROPN
bracis-33599	212	2	preprint	preprint	VERB
bracis-33599	212	3	arxiv:2308.13911	arxiv:2308.13911	PROPN
bracis-33599	212	4	(	(	PUNCT
bracis-33599	212	5	2023	2023	NUM
bracis-33599	212	6	)	)	PUNCT
bracis-33599	212	7	bernardi	bernardi	PROPN
bracis-33599	212	8	,	,	PUNCT
bracis-33599	212	9	f.a	f.a	PROPN
bracis-33599	212	10	.	.	PROPN
bracis-33599	212	11	,	,	PUNCT
bracis-33599	212	12	lima	lima	PROPN
bracis-33599	212	13	,	,	PUNCT
bracis-33599	212	14	v.c	v.c	PROPN
bracis-33599	212	15	.	.	PROPN
bracis-33599	212	16	,	,	PUNCT
bracis-33599	212	17	rijo	rijo	PROPN
bracis-33599	212	18	,	,	PUNCT
bracis-33599	212	19	r.p.c.l	r.p.c.l	PROPN
bracis-33599	212	20	.	.	PROPN
bracis-33599	212	21	,	,	PUNCT
bracis-33599	212	22	alves	alves	PROPN
bracis-33599	212	23	,	,	PUNCT
bracis-33599	212	24	d.	d.	PROPN
bracis-33599	212	25	:	:	PUNCT
bracis-33599	212	26	mais	mais	PROPN
bracis-33599	212	27	do	do	VERB
bracis-33599	212	28	que	que	PROPN
bracis-33599	212	29	palavras	palavras	PROPN
bracis-33599	212	30	:	:	PUNCT
bracis-33599	212	31	uma	uma	PROPN
bracis-33599	212	32	análise	análise	PROPN
bracis-33599	212	33	das	das	PROPN
bracis-33599	212	34	emoções	emoções	PROPN
bracis-33599	212	35	brasileiras	brasileiras	PROPN
bracis-33599	212	36	durante	durante	PROPN
bracis-33599	212	37	a	a	DET
bracis-33599	212	38	covid-19	covid-19	PROPN
bracis-33599	212	39	.	.	PROPN
bracis-33599	212	40	revista	revista	PROPN
bracis-33599	212	41	ibérica	ibérica	PROPN
bracis-33599	212	42	de	de	X
bracis-33599	212	43	sistemas	sistemas	PROPN
bracis-33599	212	44	e	e	PROPN
bracis-33599	212	45	tecnologias	tecnologias	PROPN
bracis-33599	212	46	de	de	PROPN
bracis-33599	212	47	informação	informação	PROPN
bracis-33599	212	48	e40	e40	PROPN
bracis-33599	212	49	,	,	PUNCT
bracis-33599	212	50	526–541	526–541	NUM
bracis-33599	212	51	(	(	PUNCT
bracis-33599	212	52	2021	2021	NUM
bracis-33599	212	53	)	)	PUNCT
bracis-33599	212	54	google	google	NOUN
bracis-33599	212	55	scholar	scholar	NOUN
bracis-33599	212	56	  	  	SPACE
bracis-33599	212	57	blei	blei	NOUN
bracis-33599	212	58	,	,	PUNCT
bracis-33599	212	59	d.m	d.m	PROPN
bracis-33599	212	60	.	.	PROPN
bracis-33599	212	61	,	,	PUNCT
bracis-33599	212	62	ng	ng	PROPN
bracis-33599	212	63	,	,	PUNCT
bracis-33599	212	64	a.y	a.y	PROPN
bracis-33599	212	65	.	.	PROPN
bracis-33599	212	66	,	,	PUNCT
bracis-33599	212	67	jordan	jordan	PROPN
bracis-33599	212	68	,	,	PUNCT
bracis-33599	212	69	m.i	m.i	PROPN
bracis-33599	212	70	.	.	PROPN
bracis-33599	212	71	:	:	PUNCT
bracis-33599	213	1	latent	latent	PROPN
bracis-33599	213	2	dirichlet	dirichlet	PROPN
bracis-33599	213	3	allocation	allocation	NOUN
bracis-33599	213	4	.	.	PUNCT
bracis-33599	214	1	j.	j.	PROPN
bracis-33599	214	2	mach	mach	PROPN
bracis-33599	214	3	.	.	PUNCT
bracis-33599	215	1	learn	learn	VERB
bracis-33599	215	2	.	.	PUNCT
bracis-33599	216	1	res	re	NOUN
bracis-33599	216	2	.	.	PROPN
bracis-33599	217	1	3	3	NUM
bracis-33599	217	2	,	,	PUNCT
bracis-33599	217	3	993–1022	993–1022	NUM
bracis-33599	217	4	(	(	PUNCT
bracis-33599	217	5	2003	2003	NUM
bracis-33599	217	6	)	)	PUNCT
bracis-33599	217	7	google	google	PROPN
bracis-33599	217	8	scholar	scholar	NOUN
bracis-33599	217	9	  	  	SPACE
bracis-33599	217	10	cheong	cheong	PROPN
bracis-33599	217	11	,	,	PUNCT
bracis-33599	217	12	m.	m.	NOUN
bracis-33599	217	13	,	,	PUNCT
bracis-33599	217	14	lee	lee	PROPN
bracis-33599	217	15	,	,	PUNCT
bracis-33599	217	16	v.c	v.c	PROPN
bracis-33599	217	17	.	.	PROPN
bracis-33599	217	18	:	:	PUNCT
bracis-33599	218	1	a	a	DET
bracis-33599	218	2	microblogging	microblogge	VERB
bracis-33599	218	3	-	-	PUNCT
bracis-33599	218	4	based	base	VERB
bracis-33599	218	5	approach	approach	NOUN
bracis-33599	218	6	to	to	ADP
bracis-33599	218	7	terrorism	terrorism	NOUN
bracis-33599	218	8	informatics	informatic	NOUN
bracis-33599	218	9	:	:	PUNCT
bracis-33599	218	10	exploration	exploration	NOUN
bracis-33599	218	11	and	and	CCONJ
bracis-33599	218	12	chronicling	chronicle	VERB
bracis-33599	218	13	civilian	civilian	ADJ
bracis-33599	218	14	sentiment	sentiment	NOUN
bracis-33599	218	15	and	and	CCONJ
bracis-33599	218	16	response	response	NOUN
bracis-33599	218	17	to	to	ADP
bracis-33599	218	18	terrorism	terrorism	NOUN
bracis-33599	218	19	events	event	NOUN
bracis-33599	218	20	via	via	ADP
bracis-33599	218	21	twitter	twitter	NOUN
bracis-33599	218	22	.	.	PUNCT
bracis-33599	219	1	inf	inf	PROPN
bracis-33599	219	2	.	.	PUNCT
bracis-33599	219	3	syst	syst	PROPN
bracis-33599	219	4	.	.	PUNCT
bracis-33599	220	1	front	front	NOUN
bracis-33599	220	2	.	.	PUNCT
bracis-33599	221	1	13	13	NUM
bracis-33599	221	2	,	,	PUNCT
bracis-33599	221	3	45–59	45–59	NUM
bracis-33599	221	4	(	(	PUNCT
bracis-33599	221	5	2011	2011	NUM
bracis-33599	221	6	)	)	PUNCT
bracis-33599	221	7	.	.	PUNCT
bracis-33599	222	1	https://doi.org/10.1007/s10796-010-9273-x	https://doi.org/10.1007/s10796-010-9273-x	PROPN
bracis-33599	222	2	article	article	NOUN
bracis-33599	222	3	  	  	SPACE
bracis-33599	222	4	google	google	PROPN
bracis-33599	222	5	scholar	scholar	NOUN
bracis-33599	222	6	  	  	SPACE
bracis-33599	222	7	cohen	cohen	PROPN
bracis-33599	222	8	,	,	PUNCT
bracis-33599	222	9	j.	j.	PROPN
bracis-33599	222	10	:	:	PUNCT
bracis-33599	222	11	statistical	statistical	ADJ
bracis-33599	222	12	power	power	NOUN
bracis-33599	222	13	analysis	analysis	NOUN
bracis-33599	222	14	for	for	ADP
bracis-33599	222	15	the	the	DET
bracis-33599	222	16	behavioral	behavioral	ADJ
bracis-33599	222	17	sciences	sciences	PROPN
bracis-33599	222	18	.	.	PUNCT
bracis-33599	223	1	routledge	routledge	PROPN
bracis-33599	223	2	(	(	PUNCT
bracis-33599	223	3	2013	2013	NUM
bracis-33599	223	4	)	)	PUNCT
bracis-33599	223	5	google	google	PROPN
bracis-33599	223	6	scholar	scholar	NOUN
bracis-33599	223	7	  	  	SPACE
bracis-33599	223	8	cui	cui	NOUN
bracis-33599	223	9	,	,	PUNCT
bracis-33599	223	10	y.	y.	PROPN
bracis-33599	223	11	,	,	PUNCT
bracis-33599	223	12	yang	yang	PROPN
bracis-33599	223	13	,	,	PUNCT
bracis-33599	223	14	z.	z.	PROPN
bracis-33599	223	15	,	,	PUNCT
bracis-33599	223	16	yao	yao	PROPN
bracis-33599	223	17	,	,	PUNCT
bracis-33599	223	18	x.	x.	NOUN
bracis-33599	223	19	:	:	PUNCT
bracis-33599	223	20	efficient	efficient	ADJ
bracis-33599	223	21	and	and	CCONJ
bracis-33599	223	22	effective	effective	ADJ
bracis-33599	223	23	text	text	NOUN
bracis-33599	223	24	encoding	encoding	NOUN
bracis-33599	223	25	for	for	ADP
bracis-33599	223	26	chinese	chinese	ADJ
bracis-33599	223	27	llama	llama	NOUN
bracis-33599	223	28	and	and	CCONJ
bracis-33599	223	29	alpaca	alpaca	NOUN
bracis-33599	223	30	.	.	PUNCT
bracis-33599	224	1	arxiv	arxiv	PROPN
bracis-33599	224	2	preprint	preprint	VERB
bracis-33599	224	3	arxiv:2304.08177	arxiv:2304.08177	ADV
bracis-33599	224	4	(	(	PUNCT
bracis-33599	224	5	2023	2023	NUM
bracis-33599	224	6	)	)	PUNCT
bracis-33599	224	7	demszky	demszky	ADJ
bracis-33599	224	8	,	,	PUNCT
bracis-33599	224	9	d.	d.	PROPN
bracis-33599	224	10	,	,	PUNCT
bracis-33599	224	11	movshovitz	movshovitz	NOUN
bracis-33599	224	12	-	-	PUNCT
bracis-33599	224	13	attias	attias	PROPN
bracis-33599	224	14	,	,	PUNCT
bracis-33599	224	15	d.	d.	PROPN
bracis-33599	224	16	,	,	PUNCT
bracis-33599	224	17	ko	ko	PROPN
bracis-33599	224	18	,	,	PUNCT
bracis-33599	224	19	j.	j.	PROPN
bracis-33599	224	20	,	,	PUNCT
bracis-33599	224	21	cowen	cowen	PROPN
bracis-33599	224	22	,	,	PUNCT
bracis-33599	224	23	a.	a.	PROPN
bracis-33599	224	24	,	,	PUNCT
bracis-33599	224	25	nemade	nemade	PROPN
bracis-33599	224	26	,	,	PUNCT
bracis-33599	224	27	g.	g.	PROPN
bracis-33599	224	28	,	,	PUNCT
bracis-33599	224	29	ravi	ravi	PROPN
bracis-33599	224	30	,	,	PUNCT
bracis-33599	224	31	s.	s.	PROPN
bracis-33599	224	32	:	:	PUNCT
bracis-33599	224	33	goemotions	goemotion	NOUN
bracis-33599	224	34	:	:	PUNCT
bracis-33599	224	35	a	a	DET
bracis-33599	224	36	dataset	dataset	NOUN
bracis-33599	224	37	of	of	ADP
bracis-33599	224	38	fine	fine	ADV
bracis-33599	224	39	-	-	PUNCT
bracis-33599	224	40	grained	grain	VERB
bracis-33599	224	41	emotions	emotion	NOUN
bracis-33599	224	42	.	.	PUNCT
bracis-33599	225	1	arxiv	arxiv	PROPN
bracis-33599	225	2	preprint	preprint	PROPN
bracis-33599	225	3	arxiv:2005.00547	arxiv:2005.00547	NUM
bracis-33599	225	4	(	(	PUNCT
bracis-33599	225	5	2020	2020	NUM
bracis-33599	225	6	)	)	PUNCT
bracis-33599	225	7	devlin	devlin	PROPN
bracis-33599	225	8	,	,	PUNCT
bracis-33599	225	9	j.	j.	PROPN
bracis-33599	225	10	,	,	PUNCT
bracis-33599	225	11	chang	chang	PROPN
bracis-33599	225	12	,	,	PUNCT
bracis-33599	225	13	m.w	m.w	PROPN
bracis-33599	225	14	.	.	PROPN
bracis-33599	225	15	,	,	PUNCT
bracis-33599	225	16	lee	lee	PROPN
bracis-33599	225	17	,	,	PUNCT
bracis-33599	225	18	k.	k.	PROPN
bracis-33599	225	19	,	,	PUNCT
bracis-33599	225	20	toutanova	toutanova	PROPN
bracis-33599	225	21	,	,	PUNCT
bracis-33599	225	22	k.	k.	PROPN
bracis-33599	225	23	:	:	PUNCT
bracis-33599	225	24	bert	bert	PROPN
bracis-33599	225	25	:	:	PUNCT
bracis-33599	225	26	pre	pre	ADJ
bracis-33599	225	27	-	-	NOUN
bracis-33599	225	28	training	training	NOUN
bracis-33599	225	29	of	of	ADP
bracis-33599	225	30	deep	deep	ADJ
bracis-33599	225	31	bidirectional	bidirectional	ADJ
bracis-33599	225	32	transformers	transformer	NOUN
bracis-33599	225	33	for	for	ADP
bracis-33599	225	34	language	language	NOUN
bracis-33599	225	35	understanding	understanding	NOUN
bracis-33599	225	36	.	.	PUNCT
bracis-33599	226	1	arxiv	arxiv	PROPN
bracis-33599	226	2	preprint	preprint	PROPN
bracis-33599	226	3	arxiv:1810.04805	arxiv:1810.04805	PROPN
bracis-33599	226	4	(	(	PUNCT
bracis-33599	226	5	2018	2018	NUM
bracis-33599	226	6	)	)	PUNCT
bracis-33599	226	7	ekman	ekman	NOUN
bracis-33599	226	8	,	,	PUNCT
bracis-33599	226	9	p.	p.	NOUN
bracis-33599	226	10	:	:	PUNCT
bracis-33599	226	11	an	an	DET
bracis-33599	226	12	argument	argument	NOUN
bracis-33599	226	13	for	for	ADP
bracis-33599	226	14	basic	basic	ADJ
bracis-33599	226	15	emotions	emotion	NOUN
bracis-33599	226	16	.	.	PUNCT
bracis-33599	227	1	cognit	cognit	VERB
bracis-33599	227	2	.	.	PUNCT
bracis-33599	228	1	emotion	emotion	NOUN
bracis-33599	228	2	6(3–4	6(3–4	PROPN
bracis-33599	228	3	)	)	PUNCT
bracis-33599	228	4	,	,	PUNCT
bracis-33599	228	5	169–200	169–200	NUM
bracis-33599	228	6	(	(	PUNCT
bracis-33599	228	7	1992	1992	NUM
bracis-33599	228	8	)	)	PUNCT
bracis-33599	228	9	article	article	NOUN
bracis-33599	228	10	  	  	SPACE
bracis-33599	228	11	math	math	NOUN
bracis-33599	228	12	  	  	SPACE
bracis-33599	228	13	google	google	PROPN
bracis-33599	228	14	scholar	scholar	NOUN
bracis-33599	228	15	  	  	SPACE
bracis-33599	228	16	fellbaum	fellbaum	NOUN
bracis-33599	228	17	,	,	PUNCT
bracis-33599	228	18	c.	c.	NOUN
bracis-33599	228	19	:	:	PUNCT
bracis-33599	229	1	wordnet	wordnet	NOUN
bracis-33599	229	2	.	.	PUNCT
bracis-33599	230	1	in	in	ADP
bracis-33599	230	2	:	:	PUNCT
bracis-33599	230	3	theory	theory	NOUN
bracis-33599	230	4	and	and	CCONJ
bracis-33599	230	5	applications	application	NOUN
bracis-33599	230	6	of	of	ADP
bracis-33599	230	7	ontology	ontology	NOUN
bracis-33599	230	8	:	:	PUNCT
bracis-33599	230	9	computer	computer	NOUN
bracis-33599	230	10	applications	application	NOUN
bracis-33599	230	11	,	,	PUNCT
bracis-33599	230	12	pp	pp	ADJ
bracis-33599	230	13	.	.	PUNCT
bracis-33599	231	1	231–243	231–243	NUM
bracis-33599	231	2	.	.	PUNCT
bracis-33599	232	1	springer	springer	NOUN
bracis-33599	232	2	(	(	PUNCT
bracis-33599	232	3	2010	2010	NUM
bracis-33599	232	4	)	)	PUNCT
bracis-33599	232	5	google	google	PROPN
bracis-33599	232	6	scholar	scholar	NOUN
bracis-33599	232	7	  	  	SPACE
bracis-33599	232	8	gill	gill	PROPN
bracis-33599	232	9	,	,	PUNCT
bracis-33599	232	10	a.j	a.j	PROPN
bracis-33599	232	11	.	.	PROPN
bracis-33599	232	12	,	,	PUNCT
bracis-33599	232	13	french	french	PROPN
bracis-33599	232	14	,	,	PUNCT
bracis-33599	232	15	r.m	r.m	PROPN
bracis-33599	232	16	.	.	PROPN
bracis-33599	232	17	,	,	PUNCT
bracis-33599	232	18	gergle	gergle	NOUN
bracis-33599	232	19	,	,	PUNCT
bracis-33599	232	20	d.	d.	PROPN
bracis-33599	232	21	,	,	PUNCT
bracis-33599	232	22	oberlander	oberlander	PROPN
bracis-33599	232	23	,	,	PUNCT
bracis-33599	232	24	j.	j.	PROPN
bracis-33599	232	25	:	:	PUNCT
bracis-33599	232	26	identifying	identify	VERB
bracis-33599	232	27	emotional	emotional	ADJ
bracis-33599	232	28	characteristics	characteristic	NOUN
bracis-33599	232	29	from	from	ADP
bracis-33599	232	30	short	short	ADJ
bracis-33599	232	31	blog	blog	NOUN
bracis-33599	232	32	texts	text	NOUN
bracis-33599	232	33	.	.	PUNCT
bracis-33599	233	1	in	in	ADP
bracis-33599	233	2	:	:	PUNCT
bracis-33599	233	3	proceedings	proceeding	NOUN
bracis-33599	233	4	for	for	ADP
bracis-33599	233	5	the	the	DET
bracis-33599	233	6	30th	30th	ADJ
bracis-33599	233	7	annual	annual	ADJ
bracis-33599	233	8	meeting	meeting	NOUN
bracis-33599	233	9	of	of	ADP
bracis-33599	233	10	the	the	DET
bracis-33599	233	11	cognitive	cognitive	ADJ
bracis-33599	233	12	science	science	NOUN
bracis-33599	233	13	society	society	NOUN
bracis-33599	233	14	,	,	PUNCT
bracis-33599	233	15	pp	pp	ADP
bracis-33599	233	16	.	.	PUNCT
bracis-33599	234	1	2237–2242	2237–2242	NOUN
bracis-33599	234	2	.	.	PUNCT
bracis-33599	234	3	cognitive	cognitive	ADJ
bracis-33599	234	4	science	science	NOUN
bracis-33599	234	5	society	society	NOUN
bracis-33599	234	6	(	(	PUNCT
bracis-33599	234	7	2008	2008	NUM
bracis-33599	234	8	)	)	PUNCT
bracis-33599	234	9	google	google	PROPN
bracis-33599	234	10	scholar	scholar	NOUN
bracis-33599	234	11	  	  	SPACE
bracis-33599	234	12	hammes	hamme	NOUN
bracis-33599	234	13	,	,	PUNCT
bracis-33599	234	14	l.o.a	l.o.a	PROPN
bracis-33599	234	15	.	.	PUNCT
bracis-33599	234	16	,	,	PUNCT
bracis-33599	234	17	de	de	NOUN
bracis-33599	234	18	 	 	SPACE
bracis-33599	234	19	freitas	freita	NOUN
bracis-33599	234	20	,	,	PUNCT
bracis-33599	234	21	l.a	l.a	PROPN
bracis-33599	234	22	.	.	PROPN
bracis-33599	234	23	:	:	PUNCT
bracis-33599	234	24	utilizando	utilizando	PROPN
bracis-33599	234	25	bertimbau	bertimbau	PROPN
bracis-33599	234	26	para	para	VERB
bracis-33599	234	27	a	a	DET
bracis-33599	234	28	classificação	classificação	ADJ
bracis-33599	234	29	de	de	X
bracis-33599	234	30	emoções	emoções	VERB
bracis-33599	234	31	em	em	PRON
bracis-33599	234	32	português	português	NOUN
bracis-33599	234	33	.	.	PUNCT
bracis-33599	235	1	in	in	ADP
bracis-33599	235	2	:	:	PUNCT
bracis-33599	235	3	anais	anais	PROPN
bracis-33599	235	4	do	do	AUX
bracis-33599	235	5	xiii	xiii	PROPN
bracis-33599	235	6	simpósio	simpósio	VERB
bracis-33599	235	7	brasileiro	brasileiro	PROPN
bracis-33599	235	8	de	de	X
bracis-33599	235	9	tecnologia	tecnologia	PROPN
bracis-33599	235	10	da	da	PROPN
bracis-33599	235	11	informação	informação	PROPN
bracis-33599	235	12	e	e	PROPN
bracis-33599	235	13	da	da	PROPN
bracis-33599	235	14	linguagem	linguagem	PROPN
bracis-33599	235	15	humana	humana	PROPN
bracis-33599	235	16	,	,	PUNCT
bracis-33599	235	17	pp	pp	X
bracis-33599	235	18	.	.	PUNCT
bracis-33599	236	1	56–63	56–63	NUM
bracis-33599	236	2	.	.	PUNCT
bracis-33599	237	1	sbc	sbc	NOUN
bracis-33599	237	2	(	(	PUNCT
bracis-33599	237	3	2021	2021	NUM
bracis-33599	237	4	)	)	PUNCT
bracis-33599	237	5	google	google	PROPN
bracis-33599	237	6	scholar	scholar	NOUN
bracis-33599	237	7	  	  	SPACE
bracis-33599	237	8	hung	hung	PROPN
bracis-33599	237	9	,	,	PUNCT
bracis-33599	237	10	l.p	l.p	PROPN
bracis-33599	237	11	.	.	PROPN
bracis-33599	237	12	,	,	PUNCT
bracis-33599	237	13	alias	alias	PROPN
bracis-33599	237	14	,	,	PUNCT
bracis-33599	237	15	s.	s.	PROPN
bracis-33599	237	16	:	:	PUNCT
bracis-33599	237	17	beyond	beyond	ADP
bracis-33599	237	18	sentiment	sentiment	NOUN
bracis-33599	237	19	analysis	analysis	NOUN
bracis-33599	237	20	:	:	PUNCT
bracis-33599	237	21	a	a	DET
bracis-33599	237	22	review	review	NOUN
bracis-33599	237	23	of	of	ADP
bracis-33599	237	24	recent	recent	ADJ
bracis-33599	237	25	trends	trend	NOUN
bracis-33599	237	26	in	in	ADP
bracis-33599	237	27	text	text	NOUN
bracis-33599	237	28	based	base	VERB
bracis-33599	237	29	sentiment	sentiment	NOUN
bracis-33599	237	30	analysis	analysis	NOUN
bracis-33599	237	31	and	and	CCONJ
bracis-33599	237	32	emotion	emotion	NOUN
bracis-33599	237	33	detection	detection	NOUN
bracis-33599	237	34	.	.	PUNCT
bracis-33599	238	1	j.	j.	PROPN
bracis-33599	238	2	adv	adv	PROPN
bracis-33599	238	3	.	.	PUNCT
bracis-33599	239	1	comput	comput	PROPN
bracis-33599	239	2	.	.	PUNCT
bracis-33599	240	1	intell	intell	PROPN
bracis-33599	240	2	.	.	PUNCT
bracis-33599	241	1	intell	intell	PROPN
bracis-33599	241	2	.	.	PUNCT
bracis-33599	242	1	inform	inform	NOUN
bracis-33599	242	2	.	.	PUNCT
bracis-33599	243	1	27(1	27(1	NUM
bracis-33599	243	2	)	)	PUNCT
bracis-33599	243	3	,	,	PUNCT
bracis-33599	243	4	84–95	84–95	NUM
bracis-33599	243	5	(	(	PUNCT
bracis-33599	243	6	2023	2023	NUM
bracis-33599	243	7	)	)	PUNCT
bracis-33599	243	8	article	article	NOUN
bracis-33599	243	9	  	  	SPACE
bracis-33599	243	10	math	math	NOUN
bracis-33599	243	11	  	  	SPACE
bracis-33599	243	12	google	google	PROPN
bracis-33599	243	13	scholar	scholar	NOUN
bracis-33599	243	14	  	  	SPACE
bracis-33599	243	15	kusal	kusal	PROPN
bracis-33599	243	16	,	,	PUNCT
bracis-33599	243	17	s.	s.	PROPN
bracis-33599	243	18	,	,	PUNCT
bracis-33599	243	19	patil	patil	PROPN
bracis-33599	243	20	,	,	PUNCT
bracis-33599	243	21	s.	s.	PROPN
bracis-33599	243	22	,	,	PUNCT
bracis-33599	243	23	choudrie	choudrie	PROPN
bracis-33599	243	24	,	,	PUNCT
bracis-33599	243	25	j.	j.	PROPN
bracis-33599	243	26	,	,	PUNCT
bracis-33599	243	27	kotecha	kotecha	PROPN
bracis-33599	243	28	,	,	PUNCT
bracis-33599	243	29	k.	k.	PROPN
bracis-33599	243	30	,	,	PUNCT
bracis-33599	243	31	vora	vora	PROPN
bracis-33599	243	32	,	,	PUNCT
bracis-33599	243	33	d.	d.	PROPN
bracis-33599	243	34	,	,	PUNCT
bracis-33599	243	35	pappas	pappas	PROPN
bracis-33599	243	36	,	,	PUNCT
bracis-33599	243	37	i.	i.	PROPN
bracis-33599	243	38	:	:	PUNCT
bracis-33599	243	39	a	a	DET
bracis-33599	243	40	systematic	systematic	ADJ
bracis-33599	243	41	review	review	NOUN
bracis-33599	243	42	of	of	ADP
bracis-33599	243	43	applications	application	NOUN
bracis-33599	243	44	of	of	ADP
bracis-33599	243	45	natural	natural	ADJ
bracis-33599	243	46	language	language	NOUN
bracis-33599	243	47	processing	processing	NOUN
bracis-33599	243	48	and	and	CCONJ
bracis-33599	243	49	future	future	ADJ
bracis-33599	243	50	challenges	challenge	NOUN
bracis-33599	243	51	with	with	ADP
bracis-33599	243	52	special	special	ADJ
bracis-33599	243	53	emphasis	emphasis	NOUN
bracis-33599	243	54	in	in	ADP
bracis-33599	243	55	text	text	NOUN
bracis-33599	243	56	-	-	PUNCT
bracis-33599	243	57	based	base	VERB
bracis-33599	243	58	emotion	emotion	NOUN
bracis-33599	243	59	detection	detection	NOUN
bracis-33599	243	60	.	.	PUNCT
bracis-33599	244	1	artif	artif	INTJ
bracis-33599	244	2	.	.	PUNCT
bracis-33599	245	1	intell	intell	PROPN
bracis-33599	245	2	.	.	PUNCT
bracis-33599	246	1	rev	rev	PROPN
bracis-33599	246	2	.	.	PROPN
bracis-33599	246	3	56(12	56(12	NUM
bracis-33599	246	4	)	)	PUNCT
bracis-33599	246	5	,	,	PUNCT
bracis-33599	246	6	15129–15215	15129–15215	NUM
bracis-33599	246	7	(	(	PUNCT
bracis-33599	246	8	2023	2023	NUM
bracis-33599	246	9	)	)	PUNCT
bracis-33599	246	10	article	article	NOUN
bracis-33599	246	11	  	  	SPACE
bracis-33599	246	12	google	google	PROPN
bracis-33599	246	13	scholar	scholar	NOUN
bracis-33599	246	14	  	  	SPACE
bracis-33599	246	15	larcher	larcher	ADV
bracis-33599	246	16	,	,	PUNCT
bracis-33599	246	17	c.	c.	PROPN
bracis-33599	246	18	,	,	PUNCT
bracis-33599	246	19	piau	piau	NOUN
bracis-33599	246	20	,	,	PUNCT
bracis-33599	246	21	m.	m.	NOUN
bracis-33599	246	22	,	,	PUNCT
bracis-33599	246	23	finardi	finardi	PROPN
bracis-33599	246	24	,	,	PUNCT
bracis-33599	246	25	p.	p.	NOUN
bracis-33599	246	26	,	,	PUNCT
bracis-33599	246	27	gengo	gengo	PROPN
bracis-33599	246	28	,	,	PUNCT
bracis-33599	246	29	p.	p.	PROPN
bracis-33599	246	30	,	,	PUNCT
bracis-33599	246	31	esposito	esposito	PROPN
bracis-33599	246	32	,	,	PUNCT
bracis-33599	246	33	p.	p.	PROPN
bracis-33599	246	34	,	,	PUNCT
bracis-33599	246	35	caridá	caridá	NOUN
bracis-33599	246	36	,	,	PUNCT
bracis-33599	246	37	v.	v.	ADV
bracis-33599	246	38	:	:	PUNCT
bracis-33599	246	39	cabrita	cabrita	NOUN
bracis-33599	246	40	:	:	PUNCT
bracis-33599	246	41	closing	close	VERB
bracis-33599	246	42	the	the	DET
bracis-33599	246	43	gap	gap	NOUN
bracis-33599	246	44	for	for	ADP
bracis-33599	246	45	foreign	foreign	ADJ
bracis-33599	246	46	languages	language	NOUN
bracis-33599	246	47	.	.	PUNCT
bracis-33599	247	1	arxiv	arxiv	PROPN
bracis-33599	247	2	preprint	preprint	VERB
bracis-33599	247	3	arxiv:2308.11878	arxiv:2308.11878	ADJ
bracis-33599	247	4	(	(	PUNCT
bracis-33599	247	5	2023	2023	NUM
bracis-33599	247	6	)	)	PUNCT
bracis-33599	247	7	lwin	lwin	PROPN
bracis-33599	247	8	,	,	PUNCT
bracis-33599	247	9	m.o	m.o	PROPN
bracis-33599	247	10	.	.	PROPN
bracis-33599	247	11	,	,	PUNCT
bracis-33599	247	12	et	et	PROPN
bracis-33599	247	13	al	al	PROPN
bracis-33599	247	14	.	.	PUNCT
bracis-33599	247	15	:	:	PUNCT
bracis-33599	248	1	global	global	ADJ
bracis-33599	248	2	sentiments	sentiment	NOUN
bracis-33599	248	3	surrounding	surround	VERB
bracis-33599	248	4	the	the	DET
bracis-33599	248	5	covid-19	covid-19	PROPN
bracis-33599	248	6	pandemic	pandemic	NOUN
bracis-33599	248	7	on	on	ADP
bracis-33599	248	8	twitter	twitter	NOUN
bracis-33599	248	9	:	:	PUNCT
bracis-33599	248	10	analysis	analysis	NOUN
bracis-33599	248	11	of	of	ADP
bracis-33599	248	12	twitter	twitter	NOUN
bracis-33599	248	13	trends	trend	NOUN
bracis-33599	248	14	.	.	PUNCT
bracis-33599	249	1	jmir	jmir	PROPN
bracis-33599	249	2	public	public	ADJ
bracis-33599	249	3	health	health	PROPN
bracis-33599	249	4	surveill	surveill	NOUN
bracis-33599	249	5	.	.	PUNCT
bracis-33599	250	1	6(2	6(2	NUM
bracis-33599	250	2	)	)	PUNCT
bracis-33599	250	3	,	,	PUNCT
bracis-33599	250	4	e19447	e19447	PROPN
bracis-33599	250	5	(	(	PUNCT
bracis-33599	250	6	2020	2020	NUM
bracis-33599	250	7	)	)	PUNCT
bracis-33599	250	8	article	article	NOUN
bracis-33599	250	9	  	  	SPACE
bracis-33599	250	10	math	math	NOUN
bracis-33599	250	11	  	  	SPACE
bracis-33599	250	12	google	google	PROPN
bracis-33599	250	13	scholar	scholar	NOUN
bracis-33599	250	14	  	  	SPACE
bracis-33599	250	15	mackinnon	mackinnon	PROPN
bracis-33599	250	16	,	,	PUNCT
bracis-33599	250	17	j.g	j.g	PROPN
bracis-33599	250	18	.	.	PROPN
bracis-33599	250	19	:	:	PUNCT
bracis-33599	250	20	approximate	approximate	ADJ
bracis-33599	250	21	asymptotic	asymptotic	ADJ
bracis-33599	250	22	distribution	distribution	NOUN
bracis-33599	250	23	functions	function	NOUN
bracis-33599	250	24	for	for	ADP
bracis-33599	250	25	unit	unit	NOUN
bracis-33599	250	26	-	-	PUNCT
bracis-33599	250	27	root	root	NOUN
bracis-33599	250	28	and	and	CCONJ
bracis-33599	250	29	cointegration	cointegration	NOUN
bracis-33599	250	30	tests	test	NOUN
bracis-33599	250	31	.	.	PUNCT
bracis-33599	251	1	j.	j.	PROPN
bracis-33599	251	2	bus	bus	PROPN
bracis-33599	251	3	.	.	PUNCT
bracis-33599	251	4	econ	econ	PROPN
bracis-33599	251	5	.	.	PUNCT
bracis-33599	251	6	statist	statist	PROPN
bracis-33599	251	7	.	.	PUNCT
bracis-33599	252	1	12(2	12(2	NUM
bracis-33599	252	2	)	)	PUNCT
bracis-33599	252	3	,	,	PUNCT
bracis-33599	253	1	167–176	167–176	NUM
bracis-33599	253	2	(	(	PUNCT
bracis-33599	253	3	1994	1994	NUM
bracis-33599	253	4	)	)	PUNCT
bracis-33599	253	5	article	article	NOUN
bracis-33599	253	6	  	  	SPACE
bracis-33599	253	7	mathscinet	mathscinet	NOUN
bracis-33599	253	8	  	  	SPACE
bracis-33599	253	9	math	math	NOUN
bracis-33599	253	10	  	  	SPACE
bracis-33599	253	11	google	google	PROPN
bracis-33599	253	12	scholar	scholar	NOUN
bracis-33599	253	13	  	  	SPACE
bracis-33599	253	14	mccallum	mccallum	NOUN
bracis-33599	253	15	,	,	PUNCT
bracis-33599	253	16	a.k	a.k	PROPN
bracis-33599	253	17	.	.	PUNCT
bracis-33599	253	18	:	:	PUNCT
bracis-33599	253	19	mallet	mallet	NOUN
bracis-33599	253	20	:	:	PUNCT
bracis-33599	253	21	a	a	DET
bracis-33599	253	22	machine	machine	NOUN
bracis-33599	253	23	learning	learn	VERB
bracis-33599	253	24	for	for	ADP
bracis-33599	253	25	language	language	NOUN
bracis-33599	253	26	toolkit	toolkit	NOUN
bracis-33599	253	27	(	(	PUNCT
bracis-33599	253	28	2002	2002	NUM
bracis-33599	253	29	)	)	PUNCT
bracis-33599	253	30	.	.	PUNCT
bracis-33599	254	1	http://mallet.cs.umass.edu	http://mallet.cs.umass.edu	VERB
bracis-33599	254	2	mchugh	mchugh	PROPN
bracis-33599	254	3	,	,	PUNCT
bracis-33599	254	4	m.l	m.l	PROPN
bracis-33599	254	5	.	.	PROPN
bracis-33599	254	6	:	:	PUNCT
bracis-33599	255	1	the	the	DET
bracis-33599	255	2	chi	chi	ADJ
bracis-33599	255	3	-	-	PUNCT
bracis-33599	255	4	square	square	ADJ
bracis-33599	255	5	test	test	NOUN
bracis-33599	255	6	of	of	ADP
bracis-33599	255	7	independence	independence	NOUN
bracis-33599	255	8	.	.	PUNCT
bracis-33599	256	1	biochemia	biochemia	NOUN
bracis-33599	256	2	medica	medica	PROPN
bracis-33599	256	3	23(2	23(2	PROPN
bracis-33599	256	4	)	)	PUNCT
bracis-33599	256	5	,	,	PUNCT
bracis-33599	256	6	143–149	143–149	NUM
bracis-33599	256	7	(	(	PUNCT
bracis-33599	256	8	2013	2013	NUM
bracis-33599	256	9	)	)	PUNCT
bracis-33599	256	10	article	article	NOUN
bracis-33599	256	11	  	  	SPACE
bracis-33599	256	12	math	math	NOUN
bracis-33599	256	13	  	  	SPACE
bracis-33599	256	14	google	google	PROPN
bracis-33599	256	15	scholar	scholar	NOUN
bracis-33599	256	16	  	  	SPACE
bracis-33599	256	17	mehrabian	mehrabian	NOUN
bracis-33599	256	18	,	,	PUNCT
bracis-33599	256	19	a.	a.	NOUN
bracis-33599	256	20	:	:	PUNCT
bracis-33599	256	21	basic	basic	ADJ
bracis-33599	256	22	dimensions	dimension	NOUN
bracis-33599	256	23	for	for	ADP
bracis-33599	256	24	a	a	DET
bracis-33599	256	25	general	general	ADJ
bracis-33599	256	26	psychological	psychological	ADJ
bracis-33599	256	27	theory	theory	NOUN
bracis-33599	256	28	:	:	PUNCT
bracis-33599	256	29	implications	implication	NOUN
bracis-33599	256	30	for	for	ADP
bracis-33599	256	31	personality	personality	NOUN
bracis-33599	256	32	,	,	PUNCT
bracis-33599	256	33	social	social	ADJ
bracis-33599	256	34	,	,	PUNCT
bracis-33599	256	35	environmental	environmental	ADJ
bracis-33599	256	36	,	,	PUNCT
bracis-33599	256	37	and	and	CCONJ
bracis-33599	256	38	developmental	developmental	ADJ
bracis-33599	256	39	studies	study	NOUN
bracis-33599	256	40	(	(	PUNCT
bracis-33599	256	41	1980	1980	NUM
bracis-33599	256	42	)	)	PUNCT
bracis-33599	256	43	google	google	PROPN
bracis-33599	256	44	scholar	scholar	NOUN
bracis-33599	256	45	  	  	SPACE
bracis-33599	256	46	mehrabian	mehrabian	NOUN
bracis-33599	256	47	,	,	PUNCT
bracis-33599	256	48	a.	a.	NOUN
bracis-33599	256	49	:	:	PUNCT
bracis-33599	256	50	communication	communication	NOUN
bracis-33599	256	51	without	without	ADP
bracis-33599	256	52	words	word	NOUN
bracis-33599	256	53	.	.	PUNCT
bracis-33599	257	1	in	in	ADP
bracis-33599	257	2	:	:	PUNCT
bracis-33599	257	3	communication	communication	NOUN
bracis-33599	257	4	theory	theory	NOUN
bracis-33599	257	5	,	,	PUNCT
bracis-33599	257	6	pp	pp	ADP
bracis-33599	257	7	.	.	PUNCT
bracis-33599	258	1	193–200	193–200	NUM
bracis-33599	258	2	.	.	PUNCT
bracis-33599	259	1	routledge	routledge	PROPN
bracis-33599	259	2	(	(	PUNCT
bracis-33599	259	3	2017	2017	NUM
bracis-33599	259	4	)	)	PUNCT
bracis-33599	259	5	google	google	NOUN
bracis-33599	259	6	scholar	scholar	NOUN
bracis-33599	259	7	  	  	SPACE
bracis-33599	259	8	de	de	PROPN
bracis-33599	259	9	 	 	SPACE
bracis-33599	259	10	mello	mello	PROPN
bracis-33599	259	11	,	,	PUNCT
bracis-33599	259	12	g.l	g.l	PROPN
bracis-33599	259	13	.	.	PROPN
bracis-33599	259	14	,	,	PUNCT
bracis-33599	259	15	finger	finger	NOUN
bracis-33599	259	16	,	,	PUNCT
bracis-33599	259	17	m.	m.	NOUN
bracis-33599	259	18	,	,	PUNCT
bracis-33599	259	19	carpi	carpi	NOUN
bracis-33599	259	20	,	,	PUNCT
bracis-33599	259	21	m.d.m	m.d.m	PROPN
bracis-33599	259	22	.	.	PROPN
bracis-33599	259	23	,	,	PUNCT
bracis-33599	259	24	jose	jose	PROPN
bracis-33599	259	25	,	,	PUNCT
bracis-33599	259	26	m.m	m.m	PROPN
bracis-33599	259	27	.	.	PROPN
bracis-33599	259	28	,	,	PUNCT
bracis-33599	259	29	domingues	domingue	NOUN
bracis-33599	259	30	,	,	PUNCT
bracis-33599	259	31	p.h	p.h	PROPN
bracis-33599	259	32	.	.	PROPN
bracis-33599	259	33	,	,	PUNCT
bracis-33599	259	34	cavalim	cavalim	NOUN
bracis-33599	259	35	,	,	PUNCT
bracis-33599	259	36	p.	p.	PROPN
bracis-33599	259	37	,	,	PUNCT
bracis-33599	259	38	et	et	PROPN
bracis-33599	259	39	 	 	SPACE
bracis-33599	259	40	al	al	PROPN
bracis-33599	259	41	.	.	PROPN
bracis-33599	259	42	:	:	PUNCT
bracis-33599	260	1	pelle	pelle	NOUN
bracis-33599	260	2	:	:	PUNCT
bracis-33599	260	3	encoder	encoder	NOUN
bracis-33599	260	4	-	-	PUNCT
bracis-33599	260	5	based	base	VERB
bracis-33599	260	6	language	language	NOUN
bracis-33599	260	7	models	model	NOUN
bracis-33599	260	8	for	for	ADP
bracis-33599	260	9	brazilian	brazilian	ADJ
bracis-33599	260	10	portuguese	portuguese	NOUN
bracis-33599	260	11	based	base	VERB
bracis-33599	260	12	on	on	ADP
bracis-33599	260	13	open	open	ADJ
bracis-33599	260	14	data	datum	NOUN
bracis-33599	260	15	.	.	PUNCT
bracis-33599	261	1	arxiv	arxiv	PROPN
bracis-33599	261	2	preprint	preprint	PROPN
bracis-33599	261	3	arxiv:2402.19204	arxiv:2402.19204	PROPN
bracis-33599	261	4	(	(	PUNCT
bracis-33599	261	5	2024	2024	NUM
bracis-33599	261	6	)	)	PUNCT
bracis-33599	261	7	mikolov	mikolov	NOUN
bracis-33599	261	8	,	,	PUNCT
bracis-33599	261	9	t.	t.	PROPN
bracis-33599	261	10	,	,	PUNCT
bracis-33599	261	11	chen	chen	PROPN
bracis-33599	261	12	,	,	PUNCT
bracis-33599	261	13	k.	k.	PROPN
bracis-33599	261	14	,	,	PUNCT
bracis-33599	261	15	corrado	corrado	PROPN
bracis-33599	261	16	,	,	PUNCT
bracis-33599	261	17	g.	g.	PROPN
bracis-33599	261	18	,	,	PUNCT
bracis-33599	261	19	dean	dean	PROPN
bracis-33599	261	20	,	,	PUNCT
bracis-33599	261	21	j.	j.	PROPN
bracis-33599	261	22	:	:	PUNCT
bracis-33599	261	23	efficient	efficient	ADJ
bracis-33599	261	24	estimation	estimation	NOUN
bracis-33599	261	25	of	of	ADP
bracis-33599	261	26	word	word	NOUN
bracis-33599	261	27	representations	representation	NOUN
bracis-33599	261	28	in	in	ADP
bracis-33599	261	29	vector	vector	NOUN
bracis-33599	261	30	space	space	NOUN
bracis-33599	261	31	.	.	PUNCT
bracis-33599	262	1	arxiv	arxiv	PROPN
bracis-33599	262	2	preprint	preprint	VERB
bracis-33599	262	3	arxiv:1301.3781	arxiv:1301.3781	NOUN
bracis-33599	262	4	(	(	PUNCT
bracis-33599	262	5	2013	2013	NUM
bracis-33599	262	6	)	)	PUNCT
bracis-33599	262	7	newman	newman	PROPN
bracis-33599	262	8	,	,	PUNCT
bracis-33599	262	9	n.	n.	PROPN
bracis-33599	262	10	,	,	PUNCT
bracis-33599	262	11	fletcher	fletcher	PROPN
bracis-33599	262	12	,	,	PUNCT
bracis-33599	262	13	r.	r.	PROPN
bracis-33599	262	14	,	,	PUNCT
bracis-33599	262	15	eddy	eddy	PROPN
bracis-33599	262	16	,	,	PUNCT
bracis-33599	262	17	k.	k.	PROPN
bracis-33599	262	18	,	,	PUNCT
bracis-33599	262	19	robertson	robertson	PROPN
bracis-33599	262	20	,	,	PUNCT
bracis-33599	262	21	c.t	c.t	PROPN
bracis-33599	262	22	.	.	PROPN
bracis-33599	262	23	,	,	PUNCT
bracis-33599	262	24	nielsen	nielsen	PROPN
bracis-33599	262	25	,	,	PUNCT
bracis-33599	262	26	r.k	r.k	PROPN
bracis-33599	262	27	.	.	PROPN
bracis-33599	262	28	:	:	PUNCT
bracis-33599	263	1	digital	digital	PROPN
bracis-33599	263	2	news	news	NOUN
bracis-33599	263	3	report	report	NOUN
bracis-33599	263	4	2023	2023	NUM
bracis-33599	263	5	(	(	PUNCT
bracis-33599	263	6	2023	2023	NUM
bracis-33599	263	7	)	)	PUNCT
bracis-33599	263	8	google	google	PROPN
bracis-33599	263	9	scholar	scholar	NOUN
bracis-33599	263	10	  	  	SPACE
bracis-33599	263	11	oliveira	oliveira	PROPN
bracis-33599	263	12	,	,	PUNCT
bracis-33599	263	13	f.b	f.b	PROPN
bracis-33599	263	14	.	.	PROPN
bracis-33599	263	15	,	,	PUNCT
bracis-33599	263	16	haque	haque	PROPN
bracis-33599	263	17	,	,	PUNCT
bracis-33599	263	18	a.	a.	PROPN
bracis-33599	263	19	,	,	PUNCT
bracis-33599	263	20	mougouei	mougouei	PROPN
bracis-33599	263	21	,	,	PUNCT
bracis-33599	263	22	d.	d.	PROPN
bracis-33599	263	23	,	,	PUNCT
bracis-33599	263	24	evans	evans	PROPN
bracis-33599	263	25	,	,	PUNCT
bracis-33599	263	26	s.	s.	PROPN
bracis-33599	263	27	,	,	PUNCT
bracis-33599	263	28	sichman	sichman	PROPN
bracis-33599	263	29	,	,	PUNCT
bracis-33599	263	30	j.s	j.s	PROPN
bracis-33599	263	31	.	.	PROPN
bracis-33599	263	32	,	,	PUNCT
bracis-33599	263	33	singh	singh	PROPN
bracis-33599	263	34	,	,	PUNCT
bracis-33599	263	35	m.p	m.p	PROPN
bracis-33599	263	36	.	.	PROPN
bracis-33599	263	37	:	:	PUNCT
bracis-33599	263	38	investigating	investigate	VERB
bracis-33599	263	39	the	the	DET
bracis-33599	263	40	emotional	emotional	ADJ
bracis-33599	263	41	response	response	NOUN
bracis-33599	263	42	to	to	ADP
bracis-33599	263	43	covid-19	covid-19	PROPN
bracis-33599	263	44	news	news	NOUN
bracis-33599	263	45	on	on	ADP
bracis-33599	263	46	twitter	twitter	NOUN
bracis-33599	263	47	:	:	PUNCT
bracis-33599	263	48	a	a	DET
bracis-33599	263	49	topic	topic	NOUN
bracis-33599	263	50	modeling	modeling	NOUN
bracis-33599	263	51	and	and	CCONJ
bracis-33599	263	52	emotion	emotion	NOUN
bracis-33599	263	53	classification	classification	NOUN
bracis-33599	263	54	approach	approach	NOUN
bracis-33599	263	55	.	.	PUNCT
bracis-33599	264	1	ieee	ieee	NOUN
bracis-33599	264	2	access	access	NOUN
bracis-33599	264	3	10	10	NUM
bracis-33599	264	4	,	,	PUNCT
bracis-33599	264	5	16883–16897	16883–16897	NUM
bracis-33599	264	6	(	(	PUNCT
bracis-33599	264	7	2022	2022	NUM
bracis-33599	264	8	)	)	PUNCT
bracis-33599	264	9	article	article	NOUN
bracis-33599	264	10	  	  	SPACE
bracis-33599	264	11	google	google	PROPN
bracis-33599	264	12	scholar	scholar	NOUN
bracis-33599	264	13	  	  	SPACE
bracis-33599	264	14	o’connor	o’connor	ADV
bracis-33599	264	15	,	,	PUNCT
bracis-33599	264	16	b.	b.	PROPN
bracis-33599	264	17	,	,	PUNCT
bracis-33599	264	18	balasubramanyan	balasubramanyan	PROPN
bracis-33599	264	19	,	,	PUNCT
bracis-33599	264	20	r.	r.	PROPN
bracis-33599	264	21	,	,	PUNCT
bracis-33599	264	22	routledge	routledge	PROPN
bracis-33599	264	23	,	,	PUNCT
bracis-33599	264	24	b.	b.	PROPN
bracis-33599	264	25	,	,	PUNCT
bracis-33599	264	26	smith	smith	PROPN
bracis-33599	264	27	,	,	PUNCT
bracis-33599	264	28	n.	n.	NOUN
bracis-33599	264	29	:	:	PUNCT
bracis-33599	264	30	from	from	ADP
bracis-33599	264	31	tweets	tweet	NOUN
bracis-33599	264	32	to	to	ADP
bracis-33599	264	33	polls	poll	NOUN
bracis-33599	264	34	:	:	PUNCT
bracis-33599	264	35	linking	link	VERB
bracis-33599	264	36	text	text	NOUN
bracis-33599	264	37	sentiment	sentiment	NOUN
bracis-33599	264	38	to	to	ADP
bracis-33599	264	39	public	public	ADJ
bracis-33599	264	40	opinion	opinion	NOUN
bracis-33599	264	41	time	time	NOUN
bracis-33599	264	42	series	series	PROPN
bracis-33599	264	43	.	.	PUNCT
bracis-33599	265	1	in	in	ADP
bracis-33599	265	2	:	:	PUNCT
bracis-33599	265	3	proceedings	proceeding	NOUN
bracis-33599	265	4	of	of	ADP
bracis-33599	265	5	the	the	DET
bracis-33599	265	6	international	international	ADJ
bracis-33599	265	7	aaai	aaai	PROPN
bracis-33599	265	8	conference	conference	PROPN
bracis-33599	265	9	on	on	ADP
bracis-33599	265	10	web	web	NOUN
bracis-33599	265	11	and	and	CCONJ
bracis-33599	265	12	social	social	ADJ
bracis-33599	265	13	media	medium	NOUN
bracis-33599	265	14	(	(	PUNCT
bracis-33599	265	15	icwsm	icwsm	NOUN
bracis-33599	265	16	)	)	PUNCT
bracis-33599	265	17	,	,	PUNCT
bracis-33599	265	18	vol	vol	NOUN
bracis-33599	265	19	.	.	PUNCT
bracis-33599	265	20	4(1	4(1	NOUN
bracis-33599	265	21	)	)	PUNCT
bracis-33599	265	22	,	,	PUNCT
bracis-33599	265	23	pp	pp	ADP
bracis-33599	265	24	.	.	PUNCT
bracis-33599	266	1	122–129	122–129	NUM
bracis-33599	266	2	(	(	PUNCT
bracis-33599	266	3	2010	2010	NUM
bracis-33599	266	4	)	)	PUNCT
bracis-33599	266	5	.	.	PUNCT
bracis-33599	267	1	https://doi.org/10.1609/icwsm.v4i1.14031	https://doi.org/10.1609/icwsm.v4i1.14031	NOUN
bracis-33599	267	2	pasqualotti	pasqualotti	PROPN
bracis-33599	267	3	,	,	PUNCT
bracis-33599	267	4	p.r	p.r	PROPN
bracis-33599	267	5	.	.	PROPN
bracis-33599	267	6	,	,	PUNCT
bracis-33599	267	7	vieira	vieira	PROPN
bracis-33599	267	8	,	,	PUNCT
bracis-33599	267	9	r.	r.	PROPN
bracis-33599	267	10	:	:	PUNCT
bracis-33599	267	11	wordnetaffectbr	wordnetaffectbr	NOUN
bracis-33599	267	12	:	:	PUNCT
bracis-33599	267	13	uma	uma	PROPN
bracis-33599	267	14	base	base	PROPN
bracis-33599	267	15	lexical	lexical	ADJ
bracis-33599	267	16	de	de	X
bracis-33599	267	17	palavras	palavras	X
bracis-33599	267	18	de	de	ADP
bracis-33599	267	19	emoções	emoções	ADJ
bracis-33599	267	20	para	para	NOUN
bracis-33599	267	21	a	a	DET
bracis-33599	267	22	língua	língua	PROPN
bracis-33599	267	23	portuguesa	portuguesa	PROPN
bracis-33599	267	24	.	.	PROPN
bracis-33599	268	1	revista	revista	PROPN
bracis-33599	268	2	novas	novas	PROPN
bracis-33599	268	3	tecnologias	tecnologias	PROPN
bracis-33599	268	4	na	na	AUX
bracis-33599	268	5	educação	educação	PROPN
bracis-33599	268	6	6(1	6(1	PROPN
bracis-33599	268	7	)	)	PUNCT
bracis-33599	268	8	(	(	PUNCT
bracis-33599	268	9	2008	2008	NUM
bracis-33599	268	10	)	)	PUNCT
bracis-33599	268	11	google	google	PROPN
bracis-33599	268	12	scholar	scholar	NOUN
bracis-33599	268	13	  	  	SPACE
bracis-33599	268	14	picard	picard	NOUN
bracis-33599	268	15	,	,	PUNCT
bracis-33599	268	16	r.w	r.w	PROPN
bracis-33599	268	17	.	.	PROPN
bracis-33599	268	18	:	:	PUNCT
bracis-33599	268	19	affective	affective	ADJ
bracis-33599	268	20	computing	computing	NOUN
bracis-33599	268	21	.	.	PUNCT
bracis-33599	269	1	mit	mit	PROPN
bracis-33599	269	2	press	press	PROPN
bracis-33599	269	3	(	(	PUNCT
bracis-33599	269	4	2000	2000	NUM
bracis-33599	269	5	)	)	PUNCT
bracis-33599	269	6	google	google	PROPN
bracis-33599	269	7	scholar	scholar	NOUN
bracis-33599	269	8	  	  	SPACE
bracis-33599	269	9	pires	pire	NOUN
bracis-33599	269	10	,	,	PUNCT
bracis-33599	269	11	r.	r.	PROPN
bracis-33599	269	12	,	,	PUNCT
bracis-33599	269	13	abonizio	abonizio	PROPN
bracis-33599	269	14	,	,	PUNCT
bracis-33599	269	15	h.	h.	PROPN
bracis-33599	269	16	,	,	PUNCT
bracis-33599	269	17	almeida	almeida	PROPN
bracis-33599	269	18	,	,	PUNCT
bracis-33599	269	19	t.s	t.s	PROPN
bracis-33599	269	20	.	.	PROPN
bracis-33599	269	21	,	,	PUNCT
bracis-33599	269	22	nogueira	nogueira	PROPN
bracis-33599	269	23	,	,	PUNCT
bracis-33599	269	24	r.	r.	PROPN
bracis-33599	269	25	:	:	PUNCT
bracis-33599	269	26	sabiá	sabiá	NOUN
bracis-33599	269	27	:	:	PUNCT
bracis-33599	269	28	portuguese	portuguese	VERB
bracis-33599	269	29	large	large	ADJ
bracis-33599	269	30	language	language	NOUN
bracis-33599	269	31	models	model	NOUN
bracis-33599	269	32	.	.	PUNCT
bracis-33599	270	1	in	in	ADP
bracis-33599	270	2	:	:	PUNCT
bracis-33599	270	3	brazilian	brazilian	ADJ
bracis-33599	270	4	conference	conference	NOUN
bracis-33599	270	5	on	on	ADP
bracis-33599	270	6	intelligent	intelligent	ADJ
bracis-33599	270	7	systems	system	NOUN
bracis-33599	270	8	,	,	PUNCT
bracis-33599	270	9	pp	pp	ADV
bracis-33599	270	10	.	.	PUNCT
bracis-33599	271	1	226–240	226–240	NUM
bracis-33599	271	2	.	.	PUNCT
bracis-33599	271	3	springer	springer	NOUN
bracis-33599	271	4	(	(	PUNCT
bracis-33599	271	5	2023	2023	NUM
bracis-33599	271	6	)	)	PUNCT
bracis-33599	271	7	google	google	NOUN
bracis-33599	271	8	scholar	scholar	NOUN
bracis-33599	271	9	  	  	SPACE
bracis-33599	271	10	plutchik	plutchik	NOUN
bracis-33599	271	11	,	,	PUNCT
bracis-33599	271	12	r.	r.	PROPN
bracis-33599	271	13	:	:	PUNCT
bracis-33599	271	14	emotions	emotion	NOUN
bracis-33599	271	15	:	:	PUNCT
bracis-33599	271	16	a	a	DET
bracis-33599	271	17	general	general	ADJ
bracis-33599	271	18	psychoevolutionary	psychoevolutionary	ADJ
bracis-33599	271	19	theory	theory	NOUN
bracis-33599	271	20	.	.	PUNCT
bracis-33599	272	1	approach	approach	NOUN
bracis-33599	272	2	.	.	PUNCT
bracis-33599	273	1	emot	emot	PROPN
bracis-33599	273	2	.	.	PUNCT
bracis-33599	274	1	1984	1984	NUM
bracis-33599	274	2	,	,	PUNCT
bracis-33599	274	3	197–219	197–219	NUM
bracis-33599	274	4	(	(	PUNCT
bracis-33599	274	5	1984	1984	NUM
bracis-33599	274	6	)	)	PUNCT
bracis-33599	274	7	google	google	PROPN
bracis-33599	274	8	scholar	scholar	NOUN
bracis-33599	274	9	  	  	SPACE
bracis-33599	274	10	rodrigues	rodrigue	NOUN
bracis-33599	274	11	,	,	PUNCT
bracis-33599	274	12	j.	j.	PROPN
bracis-33599	274	13	,	,	PUNCT
bracis-33599	274	14	et	et	PROPN
bracis-33599	274	15	al	al	PROPN
bracis-33599	274	16	.	.	PROPN
bracis-33599	274	17	:	:	PUNCT
bracis-33599	274	18	advancing	advance	VERB
bracis-33599	274	19	neural	neural	ADJ
bracis-33599	274	20	encoding	encoding	NOUN
bracis-33599	274	21	of	of	ADP
bracis-33599	274	22	portuguese	portuguese	PROPN
bracis-33599	274	23	with	with	ADP
bracis-33599	274	24	transformer	transformer	PROPN
bracis-33599	274	25	albertina	albertina	PROPN
bracis-33599	274	26	pt	pt	PROPN
bracis-33599	274	27	.	.	PROPN
bracis-33599	275	1	in	in	ADP
bracis-33599	275	2	:	:	PUNCT
bracis-33599	275	3	epia	epia	ADJ
bracis-33599	275	4	conference	conference	NOUN
bracis-33599	275	5	on	on	ADP
bracis-33599	275	6	artificial	artificial	ADJ
bracis-33599	275	7	intelligence	intelligence	NOUN
bracis-33599	275	8	,	,	PUNCT
bracis-33599	275	9	pp	pp	ADJ
bracis-33599	275	10	.	.	PUNCT
bracis-33599	276	1	441–453	441–453	NUM
bracis-33599	276	2	.	.	PUNCT
bracis-33599	276	3	springer	springer	NOUN
bracis-33599	276	4	(	(	PUNCT
bracis-33599	276	5	2023	2023	NUM
bracis-33599	276	6	)	)	PUNCT
bracis-33599	276	7	.	.	PUNCT
bracis-33599	277	1	https://doi.org/10.1007/978-3-031-49008-8_35	https://doi.org/10.1007/978-3-031-49008-8_35	PROPN
bracis-33599	277	2	russell	russell	PROPN
bracis-33599	277	3	,	,	PUNCT
bracis-33599	277	4	j.a	j.a	PROPN
bracis-33599	277	5	.	.	PROPN
bracis-33599	277	6	:	:	PUNCT
bracis-33599	277	7	a	a	DET
bracis-33599	277	8	circumplex	circumplex	NOUN
bracis-33599	277	9	model	model	NOUN
bracis-33599	277	10	of	of	ADP
bracis-33599	277	11	affect	affect	PROPN
bracis-33599	277	12	.	.	PUNCT
bracis-33599	278	1	j.	j.	PROPN
bracis-33599	278	2	pers	pers	PROPN
bracis-33599	278	3	.	.	PUNCT
bracis-33599	279	1	soc	soc	PROPN
bracis-33599	279	2	.	.	PUNCT
bracis-33599	280	1	psychol	psychol	NOUN
bracis-33599	280	2	.	.	PUNCT
bracis-33599	281	1	39(6	39(6	NUM
bracis-33599	281	2	)	)	PUNCT
bracis-33599	281	3	,	,	PUNCT
bracis-33599	281	4	1161	1161	NUM
bracis-33599	281	5	(	(	PUNCT
bracis-33599	281	6	1980	1980	NUM
bracis-33599	281	7	)	)	PUNCT
bracis-33599	281	8	article	article	NOUN
bracis-33599	281	9	  	  	SPACE
bracis-33599	281	10	math	math	NOUN
bracis-33599	281	11	  	  	SPACE
bracis-33599	281	12	google	google	PROPN
bracis-33599	281	13	scholar	scholar	NOUN
bracis-33599	281	14	  	  	SPACE
bracis-33599	281	15	scherer	scherer	PROPN
bracis-33599	281	16	,	,	PUNCT
bracis-33599	281	17	k.	k.	PROPN
bracis-33599	281	18	:	:	PUNCT
bracis-33599	281	19	profiles	profile	NOUN
bracis-33599	281	20	of	of	ADP
bracis-33599	281	21	emotion	emotion	NOUN
bracis-33599	281	22	-	-	PUNCT
bracis-33599	281	23	antecedent	antecedent	NOUN
bracis-33599	281	24	appraisal	appraisal	NOUN
bracis-33599	281	25	:	:	PUNCT
bracis-33599	281	26	testing	test	VERB
bracis-33599	281	27	theoretical	theoretical	ADJ
bracis-33599	281	28	predictions	prediction	NOUN
bracis-33599	281	29	across	across	ADP
bracis-33599	281	30	cultures	culture	NOUN
bracis-33599	281	31	.	.	PUNCT
bracis-33599	282	1	cogn	cogn	PROPN
bracis-33599	282	2	.	.	PUNCT
bracis-33599	283	1	emot	emot	PROPN
bracis-33599	283	2	.	.	PUNCT
bracis-33599	284	1	11(2	11(2	X
bracis-33599	284	2	)	)	PUNCT
bracis-33599	284	3	,	,	PUNCT
bracis-33599	284	4	113–150	113–150	NUM
bracis-33599	284	5	(	(	PUNCT
bracis-33599	284	6	1997	1997	NUM
bracis-33599	284	7	)	)	PUNCT
bracis-33599	284	8	article	article	NOUN
bracis-33599	284	9	  	  	SPACE
bracis-33599	284	10	math	math	NOUN
bracis-33599	284	11	  	  	SPACE
bracis-33599	284	12	google	google	PROPN
bracis-33599	284	13	scholar	scholar	NOUN
bracis-33599	284	14	  	  	SPACE
bracis-33599	284	15	silva	silva	NOUN
bracis-33599	284	16	,	,	PUNCT
bracis-33599	284	17	l.g	l.g	PROPN
bracis-33599	284	18	.	.	PROPN
bracis-33599	284	19	,	,	PUNCT
bracis-33599	284	20	caseli	caseli	PROPN
bracis-33599	284	21	,	,	PUNCT
bracis-33599	284	22	h.m	h.m	PROPN
bracis-33599	284	23	.	.	PUNCT
bracis-33599	284	24	:	:	PUNCT
bracis-33599	284	25	aspect	aspect	NOUN
bracis-33599	284	26	-	-	PUNCT
bracis-33599	284	27	based	base	VERB
bracis-33599	284	28	sentiment	sentiment	NOUN
bracis-33599	284	29	analysis	analysis	NOUN
bracis-33599	284	30	in	in	ADP
bracis-33599	284	31	comments	comment	NOUN
bracis-33599	284	32	on	on	ADP
bracis-33599	284	33	political	political	ADJ
bracis-33599	284	34	debates	debate	NOUN
bracis-33599	284	35	in	in	ADP
bracis-33599	284	36	portuguese	portuguese	NOUN
bracis-33599	284	37	:	:	PUNCT
bracis-33599	284	38	evaluating	evaluate	VERB
bracis-33599	284	39	the	the	DET
bracis-33599	284	40	potential	potential	NOUN
bracis-33599	284	41	of	of	ADP
bracis-33599	284	42	chatgpt	chatgpt	NOUN
bracis-33599	284	43	.	.	PUNCT
bracis-33599	285	1	propor	propor	ADJ
bracis-33599	285	2	2024	2024	NUM
bracis-33599	285	3	,	,	PUNCT
bracis-33599	285	4	312	312	NUM
bracis-33599	285	5	(	(	PUNCT
bracis-33599	285	6	2024	2024	NUM
bracis-33599	285	7	)	)	PUNCT
bracis-33599	285	8	math	math	NOUN
bracis-33599	285	9	  	  	SPACE
bracis-33599	285	10	google	google	PROPN
bracis-33599	285	11	scholar	scholar	NOUN
bracis-33599	285	12	  	  	SPACE
bracis-33599	285	13	souza	souza	PROPN
bracis-33599	285	14	,	,	PUNCT
bracis-33599	285	15	f.	f.	PROPN
bracis-33599	285	16	,	,	PUNCT
bracis-33599	285	17	nogueira	nogueira	PROPN
bracis-33599	285	18	,	,	PUNCT
bracis-33599	285	19	r.	r.	PROPN
bracis-33599	285	20	,	,	PUNCT
bracis-33599	285	21	lotufo	lotufo	PROPN
bracis-33599	285	22	,	,	PUNCT
bracis-33599	285	23	r.	r.	PROPN
bracis-33599	285	24	:	:	PUNCT
bracis-33599	285	25	bertimbau	bertimbau	PROPN
bracis-33599	285	26	:	:	PUNCT
bracis-33599	285	27	pretrained	pretraine	VERB
bracis-33599	285	28	bert	bert	NOUN
bracis-33599	285	29	models	model	NOUN
bracis-33599	285	30	for	for	ADP
bracis-33599	285	31	brazilian	brazilian	ADJ
bracis-33599	285	32	portuguese	portuguese	NOUN
bracis-33599	285	33	.	.	PUNCT
bracis-33599	286	1	in	in	ADP
bracis-33599	286	2	:	:	PUNCT
bracis-33599	286	3	cerri	cerri	PROPN
bracis-33599	286	4	,	,	PUNCT
bracis-33599	286	5	r.	r.	PROPN
bracis-33599	286	6	,	,	PUNCT
bracis-33599	286	7	prati	prati	PROPN
bracis-33599	286	8	,	,	PUNCT
bracis-33599	286	9	r.c	r.c	PROPN
bracis-33599	286	10	.	.	PROPN
bracis-33599	286	11	(	(	PUNCT
bracis-33599	286	12	eds	ed	NOUN
bracis-33599	286	13	.	.	PUNCT
bracis-33599	286	14	)	)	PUNCT
bracis-33599	286	15	bracis	bracis	PROPN
bracis-33599	286	16	2020	2020	NUM
bracis-33599	286	17	.	.	PUNCT
bracis-33599	287	1	lncs	lncs	PROPN
bracis-33599	287	2	(	(	PUNCT
bracis-33599	287	3	lnai	lnai	ADJ
bracis-33599	287	4	)	)	PUNCT
bracis-33599	287	5	,	,	PUNCT
bracis-33599	287	6	vol	vol	NOUN
bracis-33599	287	7	.	.	PUNCT
bracis-33599	287	8	12319	12319	NUM
bracis-33599	287	9	,	,	PUNCT
bracis-33599	287	10	pp	pp	ADP
bracis-33599	287	11	.	.	PUNCT
bracis-33599	288	1	403–417	403–417	NUM
bracis-33599	288	2	.	.	PUNCT
bracis-33599	288	3	springer	springer	NOUN
bracis-33599	288	4	,	,	PUNCT
bracis-33599	288	5	cham	cham	PROPN
bracis-33599	288	6	(	(	PUNCT
bracis-33599	288	7	2020	2020	NUM
bracis-33599	288	8	)	)	PUNCT
bracis-33599	288	9	.	.	PUNCT
bracis-33599	289	1	https://doi.org/10.1007/978-3-030-61377-8_28	https://doi.org/10.1007/978-3-030-61377-8_28	PROPN
bracis-33599	289	2	chapter	chapter	NOUN
bracis-33599	289	3	  	  	SPACE
bracis-33599	289	4	google	google	PROPN
bracis-33599	289	5	scholar	scholar	NOUN
bracis-33599	289	6	  	  	SPACE
bracis-33599	289	7	strapparava	strapparava	NOUN
bracis-33599	289	8	,	,	PUNCT
bracis-33599	289	9	c.	c.	PROPN
bracis-33599	289	10	,	,	PUNCT
bracis-33599	289	11	mihalcea	mihalcea	PROPN
bracis-33599	289	12	,	,	PUNCT
bracis-33599	289	13	r.	r.	PROPN
bracis-33599	289	14	:	:	PUNCT
bracis-33599	289	15	learning	learn	VERB
bracis-33599	289	16	to	to	PART
bracis-33599	289	17	identify	identify	VERB
bracis-33599	289	18	emotions	emotion	NOUN
bracis-33599	289	19	in	in	ADP
bracis-33599	289	20	text	text	NOUN
bracis-33599	289	21	.	.	PUNCT
bracis-33599	290	1	in	in	ADP
bracis-33599	290	2	:	:	PUNCT
bracis-33599	290	3	proceedings	proceeding	NOUN
bracis-33599	290	4	of	of	ADP
bracis-33599	290	5	the	the	DET
bracis-33599	290	6	2008	2008	NUM
bracis-33599	290	7	acm	acm	NOUN
bracis-33599	290	8	symposium	symposium	NOUN
bracis-33599	290	9	on	on	ADP
bracis-33599	290	10	applied	apply	VERB
bracis-33599	290	11	computing	computing	NOUN
bracis-33599	290	12	,	,	PUNCT
bracis-33599	290	13	pp	pp	ADJ
bracis-33599	290	14	.	.	PUNCT
bracis-33599	291	1	1556–1560	1556–1560	NUM
bracis-33599	291	2	(	(	PUNCT
bracis-33599	291	3	2008	2008	NUM
bracis-33599	291	4	)	)	PUNCT
bracis-33599	291	5	google	google	PROPN
bracis-33599	291	6	scholar	scholar	NOUN
bracis-33599	291	7	  	  	SPACE
bracis-33599	291	8	syed	syed	ADJ
bracis-33599	291	9	,	,	PUNCT
bracis-33599	291	10	s.	s.	PROPN
bracis-33599	291	11	,	,	PUNCT
bracis-33599	291	12	spruit	spruit	NOUN
bracis-33599	291	13	,	,	PUNCT
bracis-33599	291	14	m.	m.	NOUN
bracis-33599	291	15	:	:	PUNCT
bracis-33599	291	16	full	full	ADJ
bracis-33599	291	17	-	-	PUNCT
bracis-33599	291	18	text	text	NOUN
bracis-33599	291	19	or	or	CCONJ
bracis-33599	291	20	abstract	abstract	ADJ
bracis-33599	291	21	?	?	PUNCT
bracis-33599	292	1	examining	examine	VERB
bracis-33599	292	2	topic	topic	NOUN
bracis-33599	292	3	coherence	coherence	NOUN
bracis-33599	292	4	scores	score	NOUN
bracis-33599	292	5	using	use	VERB
bracis-33599	292	6	latent	latent	ADJ
bracis-33599	292	7	dirichlet	dirichlet	PROPN
bracis-33599	292	8	allocation	allocation	NOUN
bracis-33599	292	9	.	.	PUNCT
bracis-33599	293	1	in	in	ADP
bracis-33599	293	2	:	:	PUNCT
bracis-33599	293	3	2017	2017	NUM
bracis-33599	293	4	ieee	ieee	NOUN
bracis-33599	293	5	international	international	ADJ
bracis-33599	293	6	conference	conference	NOUN
bracis-33599	293	7	on	on	ADP
bracis-33599	293	8	data	datum	NOUN
bracis-33599	293	9	science	science	NOUN
bracis-33599	293	10	and	and	CCONJ
bracis-33599	293	11	advanced	advanced	ADJ
bracis-33599	293	12	analytics	analytic	NOUN
bracis-33599	293	13	(	(	PUNCT
bracis-33599	293	14	dsaa	dsaa	PROPN
bracis-33599	293	15	)	)	PUNCT
bracis-33599	293	16	,	,	PUNCT
bracis-33599	293	17	pp	pp	ADP
bracis-33599	293	18	.	.	PUNCT
bracis-33599	294	1	165–174	165–174	NUM
bracis-33599	294	2	(	(	PUNCT
bracis-33599	294	3	2017	2017	NUM
bracis-33599	294	4	)	)	PUNCT
bracis-33599	294	5	.	.	PUNCT
bracis-33599	295	1	https://doi.org/10.1109/dsaa.2017.61	https://doi.org/10.1109/dsaa.2017.61	PROPN
bracis-33599	295	2	sykora	sykora	PROPN
bracis-33599	295	3	,	,	PUNCT
bracis-33599	295	4	m.	m.	NOUN
bracis-33599	295	5	,	,	PUNCT
bracis-33599	295	6	jackson	jackson	PROPN
bracis-33599	295	7	,	,	PUNCT
bracis-33599	295	8	t.	t.	PROPN
bracis-33599	295	9	,	,	PUNCT
bracis-33599	295	10	o’brien	o’brien	PROPN
bracis-33599	295	11	,	,	PUNCT
bracis-33599	295	12	a.	a.	NOUN
bracis-33599	295	13	,	,	PUNCT
bracis-33599	295	14	elayan	elayan	PROPN
bracis-33599	295	15	,	,	PUNCT
bracis-33599	295	16	s.	s.	PROPN
bracis-33599	295	17	:	:	PUNCT
bracis-33599	295	18	emotive	emotive	ADJ
bracis-33599	295	19	ontology	ontology	NOUN
bracis-33599	295	20	:	:	PUNCT
bracis-33599	295	21	extracting	extract	VERB
bracis-33599	295	22	fine	fine	ADV
bracis-33599	295	23	-	-	PUNCT
bracis-33599	295	24	grained	grain	VERB
bracis-33599	295	25	emotions	emotion	NOUN
bracis-33599	295	26	from	from	ADP
bracis-33599	295	27	terse	terse	ADJ
bracis-33599	295	28	,	,	PUNCT
bracis-33599	295	29	informal	informal	ADJ
bracis-33599	295	30	messages	message	NOUN
bracis-33599	295	31	(	(	PUNCT
bracis-33599	295	32	2013	2013	NUM
bracis-33599	295	33	)	)	PUNCT
bracis-33599	295	34	google	google	PROPN
bracis-33599	295	35	scholar	scholar	NOUN
bracis-33599	295	36	  	  	SPACE
bracis-33599	295	37	twitter	twitter	NOUN
bracis-33599	295	38	,	,	PUNCT
bracis-33599	295	39	i.	i.	NOUN
bracis-33599	295	40	:	:	PUNCT
bracis-33599	295	41	twitter	twitter	NOUN
bracis-33599	295	42	context	context	NOUN
bracis-33599	295	43	annotations	annotation	NOUN
bracis-33599	295	44	:	:	PUNCT
bracis-33599	295	45	list	list	NOUN
bracis-33599	295	46	of	of	ADP
bracis-33599	295	47	entities	entity	NOUN
bracis-33599	295	48	(	(	PUNCT
bracis-33599	295	49	2022	2022	NUM
bracis-33599	295	50	)	)	PUNCT
bracis-33599	295	51	.	.	PUNCT
bracis-33599	296	1	https://github.com/twitterdev/twitter-context-annotations	https://github.com/twitterdev/twitter-context-annotation	NOUN
bracis-33599	296	2	vaswani	vaswani	NOUN
bracis-33599	296	3	,	,	PUNCT
bracis-33599	296	4	a.	a.	NOUN
bracis-33599	296	5	,	,	PUNCT
bracis-33599	296	6	et	et	PROPN
bracis-33599	296	7	al	al	PROPN
bracis-33599	296	8	.	.	PUNCT
bracis-33599	296	9	:	:	PUNCT
bracis-33599	297	1	attention	attention	NOUN
bracis-33599	297	2	is	be	AUX
bracis-33599	297	3	all	all	PRON
bracis-33599	297	4	you	you	PRON
bracis-33599	297	5	need	need	VERB
bracis-33599	297	6	.	.	PUNCT
bracis-33599	298	1	adv	adv	PROPN
bracis-33599	298	2	.	.	PUNCT
bracis-33599	298	3	neural	neural	ADJ
bracis-33599	298	4	inform	inform	NOUN
bracis-33599	298	5	.	.	PUNCT
bracis-33599	299	1	process	process	NOUN
bracis-33599	299	2	.	.	PUNCT
bracis-33599	300	1	syst	syst	PROPN
bracis-33599	300	2	.	.	PUNCT
bracis-33599	301	1	30	30	NUM
bracis-33599	301	2	(	(	PUNCT
bracis-33599	301	3	2017	2017	NUM
bracis-33599	301	4	)	)	PUNCT
bracis-33599	301	5	google	google	PROPN
bracis-33599	301	6	scholar	scholar	NOUN
bracis-33599	301	7	  	  	SPACE
bracis-33599	301	8	wagner	wagner	NOUN
bracis-33599	301	9	 	 	SPACE
bracis-33599	301	10	filho	filho	PROPN
bracis-33599	301	11	,	,	PUNCT
bracis-33599	301	12	j.a	j.a	PROPN
bracis-33599	301	13	.	.	PROPN
bracis-33599	301	14	,	,	PUNCT
bracis-33599	301	15	wilkens	wilkens	PROPN
bracis-33599	301	16	,	,	PUNCT
bracis-33599	301	17	r.	r.	PROPN
bracis-33599	301	18	,	,	PUNCT
bracis-33599	301	19	idiart	idiart	NOUN
bracis-33599	301	20	,	,	PUNCT
bracis-33599	301	21	m.	m.	NOUN
bracis-33599	301	22	,	,	PUNCT
bracis-33599	301	23	villavicencio	villavicencio	NOUN
bracis-33599	301	24	,	,	PUNCT
bracis-33599	301	25	a.	a.	NOUN
bracis-33599	301	26	:	:	PUNCT
bracis-33599	301	27	the	the	DET
bracis-33599	301	28	brwac	brwac	PROPN
bracis-33599	301	29	corpus	corpus	PROPN
bracis-33599	301	30	:	:	PUNCT
bracis-33599	301	31	a	a	DET
bracis-33599	301	32	new	new	ADJ
bracis-33599	301	33	open	open	ADJ
bracis-33599	301	34	resource	resource	NOUN
bracis-33599	301	35	for	for	ADP
bracis-33599	301	36	brazilian	brazilian	ADJ
bracis-33599	301	37	portuguese	portuguese	NOUN
bracis-33599	301	38	.	.	PUNCT
bracis-33599	302	1	in	in	ADP
bracis-33599	302	2	:	:	PUNCT
bracis-33599	302	3	proceedings	proceeding	NOUN
bracis-33599	302	4	of	of	ADP
bracis-33599	302	5	the	the	DET
bracis-33599	302	6	eleventh	eleventh	ADJ
bracis-33599	302	7	international	international	ADJ
bracis-33599	302	8	conference	conference	NOUN
bracis-33599	302	9	on	on	ADP
bracis-33599	302	10	language	language	NOUN
bracis-33599	302	11	resources	resource	NOUN
bracis-33599	302	12	and	and	CCONJ
bracis-33599	302	13	evaluation	evaluation	NOUN
bracis-33599	302	14	(	(	PUNCT
bracis-33599	302	15	lrec	lrec	PROPN
bracis-33599	302	16	2018	2018	NUM
bracis-33599	302	17	)	)	PUNCT
bracis-33599	302	18	(	(	PUNCT
bracis-33599	302	19	2018	2018	NUM
bracis-33599	302	20	)	)	PUNCT
bracis-33599	302	21	google	google	PROPN
bracis-33599	302	22	scholar	scholar	NOUN
bracis-33599	302	23	  	  	SPACE
bracis-33599	302	24	wake	wake	NOUN
bracis-33599	302	25	,	,	PUNCT
bracis-33599	302	26	n.	n.	NOUN
bracis-33599	302	27	,	,	PUNCT
bracis-33599	302	28	kanehira	kanehira	PROPN
bracis-33599	302	29	,	,	PUNCT
bracis-33599	302	30	a.	a.	NOUN
bracis-33599	302	31	,	,	PUNCT
bracis-33599	302	32	sasabuchi	sasabuchi	NOUN
bracis-33599	302	33	,	,	PUNCT
bracis-33599	302	34	k.	k.	PROPN
bracis-33599	302	35	,	,	PUNCT
bracis-33599	302	36	takamatsu	takamatsu	PROPN
bracis-33599	302	37	,	,	PUNCT
bracis-33599	302	38	j.	j.	PROPN
bracis-33599	302	39	,	,	PUNCT
bracis-33599	302	40	ikeuchi	ikeuchi	PROPN
bracis-33599	302	41	,	,	PUNCT
bracis-33599	302	42	k.	k.	PROPN
bracis-33599	302	43	:	:	PUNCT
bracis-33599	302	44	bias	bias	VERB
bracis-33599	302	45	in	in	ADP
bracis-33599	302	46	emotion	emotion	NOUN
bracis-33599	302	47	recognition	recognition	NOUN
bracis-33599	302	48	with	with	ADP
bracis-33599	302	49	chatgpt	chatgpt	NOUN
bracis-33599	302	50	.	.	PUNCT
bracis-33599	303	1	arxiv	arxiv	PROPN
bracis-33599	303	2	preprint	preprint	VERB
bracis-33599	303	3	arxiv:2310.11753	arxiv:2310.11753	PROPN
bracis-33599	303	4	(	(	PUNCT
bracis-33599	303	5	2023	2023	NUM
bracis-33599	303	6	)	)	PUNCT
bracis-33599	303	7	wang	wang	PROPN
bracis-33599	303	8	,	,	PUNCT
bracis-33599	303	9	x.	x.	PROPN
bracis-33599	303	10	,	,	PUNCT
bracis-33599	303	11	zheng	zheng	PROPN
bracis-33599	303	12	,	,	PUNCT
bracis-33599	303	13	q.	q.	PROPN
bracis-33599	303	14	:	:	PUNCT
bracis-33599	303	15	text	text	NOUN
bracis-33599	303	16	emotion	emotion	NOUN
bracis-33599	303	17	classification	classification	NOUN
bracis-33599	303	18	research	research	NOUN
bracis-33599	303	19	based	base	VERB
bracis-33599	303	20	on	on	ADP
bracis-33599	303	21	improved	improved	ADJ
bracis-33599	303	22	latent	latent	NOUN
bracis-33599	303	23	semantic	semantic	ADJ
bracis-33599	303	24	analysis	analysis	NOUN
bracis-33599	303	25	algorithm	algorithm	NOUN
bracis-33599	303	26	.	.	PUNCT
bracis-33599	304	1	in	in	ADP
bracis-33599	304	2	:	:	PUNCT
bracis-33599	304	3	conference	conference	NOUN
bracis-33599	304	4	of	of	ADP
bracis-33599	304	5	the	the	DET
bracis-33599	304	6	2nd	2nd	ADJ
bracis-33599	304	7	international	international	ADJ
bracis-33599	304	8	conference	conference	NOUN
bracis-33599	304	9	on	on	ADP
bracis-33599	304	10	computer	computer	NOUN
bracis-33599	304	11	science	science	NOUN
bracis-33599	304	12	and	and	CCONJ
bracis-33599	304	13	electronics	electronic	NOUN
bracis-33599	304	14	engineering	engineering	NOUN
bracis-33599	304	15	(	(	PUNCT
bracis-33599	304	16	iccsee	iccsee	PROPN
bracis-33599	304	17	2013	2013	NUM
bracis-33599	304	18	)	)	PUNCT
bracis-33599	304	19	,	,	PUNCT
bracis-33599	304	20	pp	pp	ADP
bracis-33599	304	21	.	.	PUNCT
bracis-33599	305	1	210–213	210–213	NUM
bracis-33599	305	2	.	.	PUNCT
bracis-33599	305	3	atlantis	atlantis	PROPN
bracis-33599	305	4	press	press	PROPN
bracis-33599	305	5	(	(	PUNCT
bracis-33599	305	6	2013	2013	NUM
bracis-33599	305	7	)	)	PUNCT
bracis-33599	305	8	google	google	PROPN
bracis-33599	305	9	scholar	scholar	NOUN
bracis-33599	305	10	  	  	SPACE
bracis-33599	305	11	wang	wang	PROPN
bracis-33599	305	12	,	,	PUNCT
bracis-33599	305	13	y.	y.	PROPN
bracis-33599	305	14	,	,	PUNCT
bracis-33599	305	15	et	et	PROPN
bracis-33599	305	16	al	al	PROPN
bracis-33599	305	17	.	.	PUNCT
bracis-33599	305	18	:	:	PUNCT
bracis-33599	306	1	a	a	DET
bracis-33599	306	2	systematic	systematic	ADJ
bracis-33599	306	3	review	review	NOUN
bracis-33599	306	4	on	on	ADP
bracis-33599	306	5	affective	affective	ADJ
bracis-33599	306	6	computing	computing	NOUN
bracis-33599	306	7	:	:	PUNCT
bracis-33599	306	8	emotion	emotion	NOUN
bracis-33599	306	9	models	model	NOUN
bracis-33599	306	10	,	,	PUNCT
bracis-33599	306	11	databases	database	NOUN
bracis-33599	306	12	,	,	PUNCT
bracis-33599	306	13	and	and	CCONJ
bracis-33599	306	14	recent	recent	ADJ
bracis-33599	306	15	advances	advance	NOUN
bracis-33599	306	16	.	.	PUNCT
bracis-33599	307	1	inform	inform	NOUN
bracis-33599	307	2	.	.	PUNCT
bracis-33599	308	1	fusion	fusion	NOUN
bracis-33599	308	2	83	83	NUM
bracis-33599	308	3	,	,	PUNCT
bracis-33599	308	4	19–52	19–52	NUM
bracis-33599	308	5	(	(	PUNCT
bracis-33599	308	6	2022	2022	NUM
bracis-33599	308	7	)	)	PUNCT
bracis-33599	308	8	article	article	NOUN
bracis-33599	308	9	  	  	SPACE
bracis-33599	308	10	math	math	NOUN
bracis-33599	308	11	  	  	SPACE
bracis-33599	308	12	google	google	PROPN
bracis-33599	308	13	scholar	scholar	NOUN
bracis-33599	308	14	  	  	SPACE
bracis-33599	308	15	xue	xue	PROPN
bracis-33599	308	16	,	,	PUNCT
bracis-33599	308	17	j.	j.	PROPN
bracis-33599	308	18	,	,	PUNCT
bracis-33599	308	19	et	et	PROPN
bracis-33599	308	20	al	al	PROPN
bracis-33599	308	21	.	.	PUNCT
bracis-33599	308	22	:	:	PUNCT
bracis-33599	309	1	twitter	twitter	NOUN
bracis-33599	309	2	discussions	discussion	NOUN
bracis-33599	309	3	and	and	CCONJ
bracis-33599	309	4	emotions	emotion	NOUN
bracis-33599	309	5	about	about	ADP
bracis-33599	309	6	the	the	DET
bracis-33599	309	7	covid-19	covid-19	PROPN
bracis-33599	309	8	pandemic	pandemic	NOUN
bracis-33599	309	9	:	:	PUNCT
bracis-33599	309	10	machine	machine	NOUN
bracis-33599	309	11	learning	learning	NOUN
bracis-33599	309	12	approach	approach	NOUN
bracis-33599	309	13	.	.	PUNCT
bracis-33599	310	1	j.	j.	PROPN
bracis-33599	310	2	med	med	PROPN
bracis-33599	310	3	.	.	PUNCT
bracis-33599	310	4	internet	internet	NOUN
bracis-33599	310	5	res	re	NOUN
bracis-33599	310	6	.	.	PUNCT
bracis-33599	310	7	22(11	22(11	NUM
bracis-33599	310	8	)	)	PUNCT
bracis-33599	310	9	,	,	PUNCT
bracis-33599	310	10	e20550	e20550	PROPN
bracis-33599	310	11	(	(	PUNCT
bracis-33599	310	12	2020	2020	NUM
bracis-33599	310	13	)	)	PUNCT
bracis-33599	310	14	article	article	NOUN
bracis-33599	310	15	  	  	SPACE
bracis-33599	310	16	google	google	PROPN
bracis-33599	310	17	scholar	scholar	NOUN
bracis-33599	310	18	  	  	SPACE
bracis-33599	310	19	download	download	NOUN
bracis-33599	310	20	references	reference	NOUN
bracis-33599	310	21	acknowledgments	acknowledgment	NOUN
bracis-33599	310	22	this	this	DET
bracis-33599	310	23	study	study	NOUN
bracis-33599	310	24	was	be	AUX
bracis-33599	310	25	financed	finance	VERB
bracis-33599	310	26	in	in	ADP
bracis-33599	310	27	part	part	NOUN
bracis-33599	310	28	by	by	ADP
bracis-33599	310	29	the	the	DET
bracis-33599	310	30	coordenação	coordenação	PROPN
bracis-33599	310	31	de	de	PROPN
bracis-33599	310	32	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33599	310	33	de	de	X
bracis-33599	310	34	pessoal	pessoal	PROPN
bracis-33599	310	35	de	de	PROPN
bracis-33599	310	36	nível	nível	PROPN
bracis-33599	310	37	superior	superior	ADJ
bracis-33599	310	38	–	–	PUNCT
bracis-33599	310	39	brasil	brasil	PROPN
bracis-33599	310	40	(	(	PUNCT
bracis-33599	310	41	capes	cape	NOUN
bracis-33599	310	42	)	)	PUNCT
bracis-33599	310	43	–	–	PUNCT
bracis-33599	310	44	finance	finance	NOUN
bracis-33599	310	45	code	code	NOUN
bracis-33599	310	46	001	001	NUM
bracis-33599	310	47	.	.	PUNCT
bracis-33599	311	1	author	author	NOUN
bracis-33599	311	2	information	information	NOUN
bracis-33599	311	3	authors	author	NOUN
bracis-33599	311	4	and	and	CCONJ
bracis-33599	311	5	affiliations	affiliation	NOUN
bracis-33599	311	6	laboratório	laboratório	PROPN
bracis-33599	311	7	de	de	X
bracis-33599	311	8	técnicas	técnicas	PROPN
bracis-33599	311	9	inteligentes	inteligente	VERB
bracis-33599	311	10	(	(	PUNCT
bracis-33599	311	11	lti	lti	PROPN
bracis-33599	311	12	)	)	PUNCT
bracis-33599	311	13	,	,	PUNCT
bracis-33599	311	14	escola	escola	PROPN
bracis-33599	311	15	politécnica	politécnica	PROPN
bracis-33599	311	16	(	(	PUNCT
bracis-33599	311	17	ep	ep	PROPN
bracis-33599	311	18	)	)	PUNCT
bracis-33599	311	19	,	,	PUNCT
bracis-33599	311	20	universidade	universidade	PROPN
bracis-33599	311	21	de	de	PROPN
bracis-33599	311	22	são	são	PROPN
bracis-33599	311	23	paulo	paulo	PROPN
bracis-33599	311	24	(	(	PUNCT
bracis-33599	311	25	usp	usp	PROPN
bracis-33599	311	26	)	)	PUNCT
bracis-33599	311	27	,	,	PUNCT
bracis-33599	311	28	são	são	PROPN
bracis-33599	311	29	paulo	paulo	PROPN
bracis-33599	311	30	,	,	PUNCT
bracis-33599	311	31	brazil	brazil	PROPN
bracis-33599	311	32	francisco	francisco	PROPN
bracis-33599	311	33	bráulio	bráulio	PROPN
bracis-33599	311	34	oliveira	oliveira	PROPN
bracis-33599	311	35	 	 	SPACE
bracis-33599	311	36	&	&	CCONJ
bracis-33599	311	37	 	 	SPACE
bracis-33599	311	38	jaime	jaime	NOUN
bracis-33599	311	39	simão	simão	PROPN
bracis-33599	311	40	sichman	sichman	PROPN
bracis-33599	311	41	authors	authors	PROPN
bracis-33599	311	42	francisco	francisco	PROPN
bracis-33599	311	43	bráulio	bráulio	PROPN
bracis-33599	311	44	oliveiraview	oliveiraview	NOUN
bracis-33599	311	45	author	author	NOUN
bracis-33599	311	46	publications	publication	NOUN
bracis-33599	311	47	search	search	NOUN
bracis-33599	311	48	author	author	NOUN
bracis-33599	311	49	on	on	ADP
bracis-33599	311	50	:	:	PUNCT
bracis-33599	311	51	pubmed	pubmed	PROPN
bracis-33599	311	52	 	 	SPACE
bracis-33599	311	53	google	google	PROPN
bracis-33599	311	54	scholar	scholar	NOUN
bracis-33599	311	55	jaime	jaime	NOUN
bracis-33599	311	56	simão	simão	PROPN
bracis-33599	311	57	sichmanview	sichmanview	PROPN
bracis-33599	311	58	author	author	NOUN
bracis-33599	311	59	publications	publication	NOUN
bracis-33599	311	60	search	search	NOUN
bracis-33599	311	61	author	author	NOUN
bracis-33599	311	62	on	on	ADP
bracis-33599	311	63	:	:	PUNCT
bracis-33599	311	64	pubmed	pubmed	PROPN
bracis-33599	311	65	 	 	SPACE
bracis-33599	311	66	google	google	PROPN
bracis-33599	311	67	scholar	scholar	NOUN
bracis-33599	311	68	corresponding	correspond	VERB
bracis-33599	311	69	author	author	NOUN
bracis-33599	311	70	correspondence	correspondence	NOUN
bracis-33599	311	71	to	to	ADP
bracis-33599	311	72	francisco	francisco	PROPN
bracis-33599	311	73	bráulio	bráulio	PROPN
bracis-33599	311	74	oliveira	oliveira	PROPN
bracis-33599	311	75	.	.	PUNCT
bracis-33599	312	1	editor	editor	NOUN
bracis-33599	312	2	information	information	NOUN
bracis-33599	312	3	editors	editor	NOUN
bracis-33599	312	4	and	and	CCONJ
bracis-33599	312	5	affiliations	affiliation	NOUN
bracis-33599	312	6	universidade	universidade	VERB
bracis-33599	312	7	federal	federal	PROPN
bracis-33599	312	8	fluminense	fluminense	PROPN
bracis-33599	312	9	,	,	PUNCT
bracis-33599	312	10	niterói	niterói	PROPN
bracis-33599	312	11	,	,	PUNCT
bracis-33599	312	12	brazil	brazil	PROPN
bracis-33599	312	13	aline	aline	PROPN
bracis-33599	312	14	paes	paes	PROPN
bracis-33599	312	15	instituto	instituto	PROPN
bracis-33599	312	16	tecnológico	tecnológico	PROPN
bracis-33599	312	17	de	de	PROPN
bracis-33599	312	18	aeronáutica	aeronáutica	PROPN
bracis-33599	312	19	,	,	PUNCT
bracis-33599	312	20	são	são	PROPN
bracis-33599	312	21	josé	josé	PROPN
bracis-33599	312	22	dos	dos	PROPN
bracis-33599	312	23	campos	campos	PROPN
bracis-33599	312	24	,	,	PUNCT
bracis-33599	312	25	brazil	brazil	PROPN
bracis-33599	312	26	filipe	filipe	PROPN
bracis-33599	312	27	a.	a.	PROPN
bracis-33599	312	28	n.	n.	PROPN
bracis-33599	312	29	verri	verri	PROPN
bracis-33599	312	30	ethics	ethic	NOUN
bracis-33599	312	31	declarations	declaration	VERB
bracis-33599	312	32	disclosure	disclosure	NOUN
bracis-33599	312	33	of	of	ADP
bracis-33599	312	34	interests	interest	NOUN
bracis-33599	312	35	the	the	DET
bracis-33599	312	36	authors	author	NOUN
bracis-33599	312	37	have	have	VERB
bracis-33599	312	38	no	no	DET
bracis-33599	312	39	competing	compete	VERB
bracis-33599	312	40	interests	interest	NOUN
bracis-33599	312	41	to	to	PART
bracis-33599	312	42	declare	declare	VERB
bracis-33599	312	43	that	that	PRON
bracis-33599	312	44	are	be	AUX
bracis-33599	312	45	relevant	relevant	ADJ
bracis-33599	312	46	to	to	ADP
bracis-33599	312	47	the	the	DET
bracis-33599	312	48	content	content	NOUN
bracis-33599	312	49	of	of	ADP
bracis-33599	312	50	this	this	DET
bracis-33599	312	51	article	article	NOUN
bracis-33599	312	52	.	.	PUNCT
bracis-33599	313	1	rights	right	NOUN
bracis-33599	313	2	and	and	CCONJ
bracis-33599	313	3	permissions	permission	NOUN
bracis-33599	313	4	reprints	reprint	NOUN
bracis-33599	313	5	and	and	CCONJ
bracis-33599	313	6	permissions	permission	VERB
bracis-33599	313	7	copyright	copyright	NOUN
bracis-33599	313	8	information	information	NOUN
bracis-33599	313	9	©	©	ADP
bracis-33599	313	10	2025	2025	NUM
bracis-33599	313	11	the	the	DET
bracis-33599	313	12	author(s	author(s	NOUN
bracis-33599	313	13	)	)	PUNCT
bracis-33599	313	14	,	,	PUNCT
bracis-33599	313	15	under	under	ADP
bracis-33599	313	16	exclusive	exclusive	ADJ
bracis-33599	313	17	license	license	NOUN
bracis-33599	313	18	to	to	ADP
bracis-33599	313	19	springer	springer	NOUN
bracis-33599	313	20	nature	nature	PROPN
bracis-33599	313	21	switzerland	switzerland	PROPN
bracis-33599	313	22	ag	ag	PROPN
bracis-33599	313	23	about	about	ADP
bracis-33599	313	24	this	this	DET
bracis-33599	313	25	paper	paper	NOUN
bracis-33599	313	26	cite	cite	VERB
bracis-33599	313	27	this	this	DET
bracis-33599	313	28	paper	paper	NOUN
bracis-33599	313	29	oliveira	oliveira	PROPN
bracis-33599	313	30	,	,	PUNCT
bracis-33599	313	31	f.b	f.b	PROPN
bracis-33599	313	32	.	.	PROPN
bracis-33599	313	33	,	,	PUNCT
bracis-33599	313	34	sichman	sichman	PROPN
bracis-33599	313	35	,	,	PUNCT
bracis-33599	313	36	j.s	j.s	PROPN
bracis-33599	313	37	.	.	PROPN
bracis-33599	314	1	(	(	PUNCT
bracis-33599	314	2	2025	2025	NUM
bracis-33599	314	3	)	)	PUNCT
bracis-33599	314	4	.	.	PUNCT
bracis-33599	315	1	portuguese	portuguese	ADJ
bracis-33599	315	2	emotion	emotion	NOUN
bracis-33599	315	3	detection	detection	NOUN
bracis-33599	315	4	model	model	NOUN
bracis-33599	315	5	using	use	VERB
bracis-33599	315	6	bertimbau	bertimbau	NOUN
bracis-33599	315	7	applied	apply	VERB
bracis-33599	315	8	to	to	ADP
bracis-33599	315	9	 	 	SPACE
bracis-33599	315	10	covid-19	covid-19	PROPN
bracis-33599	315	11	news	news	NOUN
bracis-33599	315	12	and	and	CCONJ
bracis-33599	315	13	 	 	SPACE
bracis-33599	315	14	replies	reply	NOUN
bracis-33599	315	15	.	.	PUNCT
bracis-33599	316	1	in	in	ADP
bracis-33599	316	2	:	:	PUNCT
bracis-33599	316	3	paes	paes	PROPN
bracis-33599	316	4	,	,	PUNCT
bracis-33599	316	5	a.	a.	PROPN
bracis-33599	316	6	,	,	PUNCT
bracis-33599	316	7	verri	verri	NOUN
bracis-33599	316	8	,	,	PUNCT
bracis-33599	316	9	f.a.n	f.a.n	ADJ
bracis-33599	316	10	.	.	PUNCT
bracis-33599	316	11	(	(	PUNCT
bracis-33599	316	12	eds	ed	NOUN
bracis-33599	316	13	)	)	PUNCT
bracis-33599	316	14	intelligent	intelligent	ADJ
bracis-33599	316	15	systems	system	NOUN
bracis-33599	316	16	.	.	PUNCT
bracis-33599	316	17	bracis	bracis	PROPN
bracis-33599	316	18	2024	2024	NUM
bracis-33599	316	19	.	.	PUNCT
bracis-33599	317	1	lecture	lecture	NOUN
bracis-33599	317	2	notes	note	NOUN
bracis-33599	317	3	in	in	ADP
bracis-33599	317	4	computer	computer	NOUN
bracis-33599	317	5	science	science	NOUN
bracis-33599	317	6	(	(	PUNCT
bracis-33599	317	7	)	)	PUNCT
bracis-33599	317	8	,	,	PUNCT
bracis-33599	317	9	vol	vol	NOUN
bracis-33599	317	10	15413	15413	NUM
bracis-33599	317	11	.	.	PUNCT
bracis-33599	318	1	springer	springer	NOUN
bracis-33599	318	2	,	,	PUNCT
bracis-33599	318	3	cham	cham	PROPN
bracis-33599	318	4	.	.	PUNCT
bracis-33599	319	1	https://doi.org/10.1007/978-3-031-79032-4_19	https://doi.org/10.1007/978-3-031-79032-4_19	PROPN
bracis-33599	319	2	download	download	PROPN
bracis-33599	319	3	citation	citation	NOUN
bracis-33599	319	4	.ris	.ris	PUNCT
bracis-33599	320	1	.enw	.enw	PROPN
bracis-33599	320	2	.bib	.bib	PUNCT
bracis-33599	321	1	doi	doi	PROPN
bracis-33599	321	2	:	:	PUNCT
bracis-33599	321	3	https://doi.org/10.1007/978-3-031-79032-4_19	https://doi.org/10.1007/978-3-031-79032-4_19	NOUN
bracis-33599	321	4	published	publish	VERB
bracis-33599	321	5	:	:	PUNCT
bracis-33599	321	6	30	30	NUM
bracis-33599	321	7	january	january	PROPN
bracis-33599	321	8	2025	2025	NUM
bracis-33599	321	9	publisher	publisher	NOUN
bracis-33599	321	10	name	name	NOUN
bracis-33599	321	11	:	:	PUNCT
bracis-33599	321	12	springer	springer	NOUN
bracis-33599	321	13	,	,	PUNCT
bracis-33599	321	14	cham	cham	PROPN
bracis-33599	321	15	print	print	PROPN
bracis-33599	321	16	isbn	isbn	PROPN
bracis-33599	321	17	:	:	PUNCT
bracis-33599	321	18	978	978	NUM
bracis-33599	321	19	-	-	SYM
bracis-33599	321	20	3	3	NUM
bracis-33599	321	21	-	-	PUNCT
bracis-33599	321	22	031	031	NUM
bracis-33599	321	23	-	-	PUNCT
bracis-33599	321	24	79031	79031	NUM
bracis-33599	321	25	-	-	SYM
bracis-33599	321	26	7	7	NUM
bracis-33599	321	27	online	online	ADJ
bracis-33599	321	28	isbn	isbn	NOUN
bracis-33599	321	29	:	:	PUNCT
bracis-33599	321	30	978	978	NUM
bracis-33599	321	31	-	-	SYM
bracis-33599	321	32	3	3	NUM
bracis-33599	321	33	-	-	PUNCT
bracis-33599	321	34	031	031	NUM
bracis-33599	321	35	-	-	PUNCT
bracis-33599	321	36	79032	79032	NUM
bracis-33599	321	37	-	-	SYM
bracis-33599	321	38	4	4	NUM
bracis-33599	321	39	ebook	ebook	NOUN
bracis-33599	321	40	packages	package	NOUN
bracis-33599	321	41	:	:	PUNCT
bracis-33599	321	42	computer	computer	NOUN
bracis-33599	321	43	sciencecomputer	sciencecomputer	NOUN
bracis-33599	321	44	science	science	NOUN
bracis-33599	321	45	(	(	PUNCT
bracis-33599	321	46	r0	r0	NOUN
bracis-33599	321	47	)	)	PUNCT
bracis-33599	321	48	share	share	VERB
bracis-33599	321	49	this	this	DET
bracis-33599	321	50	paper	paper	NOUN
bracis-33599	321	51	anyone	anyone	PRON
bracis-33599	321	52	you	you	PRON
bracis-33599	321	53	share	share	VERB
bracis-33599	321	54	the	the	DET
bracis-33599	321	55	following	follow	VERB
bracis-33599	321	56	link	link	NOUN
bracis-33599	321	57	with	with	ADP
bracis-33599	321	58	will	will	AUX
bracis-33599	321	59	be	be	AUX
bracis-33599	321	60	able	able	ADJ
bracis-33599	321	61	to	to	PART
bracis-33599	321	62	read	read	VERB
bracis-33599	321	63	this	this	DET
bracis-33599	321	64	content	content	NOUN
bracis-33599	321	65	:	:	PUNCT
bracis-33599	321	66	get	get	VERB
bracis-33599	321	67	shareable	shareable	ADJ
bracis-33599	321	68	linksorry	linksorry	NOUN
bracis-33599	321	69	,	,	PUNCT
bracis-33599	321	70	a	a	DET
bracis-33599	321	71	shareable	shareable	ADJ
bracis-33599	321	72	link	link	NOUN
bracis-33599	321	73	is	be	AUX
bracis-33599	321	74	not	not	PART
bracis-33599	321	75	currently	currently	ADV
bracis-33599	321	76	available	available	ADJ
bracis-33599	321	77	for	for	ADP
bracis-33599	321	78	this	this	DET
bracis-33599	321	79	article	article	NOUN
bracis-33599	321	80	.	.	PUNCT
bracis-33599	322	1	copy	copy	VERB
bracis-33599	322	2	shareable	shareable	ADJ
bracis-33599	322	3	link	link	NOUN
bracis-33599	322	4	to	to	PART
bracis-33599	322	5	clipboard	clipboard	NOUN
bracis-33599	322	6	provided	provide	VERB
bracis-33599	322	7	by	by	ADP
bracis-33599	322	8	the	the	DET
bracis-33599	322	9	springer	springer	NOUN
bracis-33599	322	10	nature	nature	PROPN
bracis-33599	322	11	sharedit	sharedit	PROPN
bracis-33599	322	12	content	content	NOUN
bracis-33599	322	13	-	-	PUNCT
bracis-33599	322	14	sharing	share	VERB
bracis-33599	322	15	initiative	initiative	NOUN
bracis-33599	322	16	keywords	keyword	NOUN
bracis-33599	322	17	nlp	nlp	ADJ
bracis-33599	322	18	emotion	emotion	NOUN
bracis-33599	322	19	detection	detection	NOUN
bracis-33599	322	20	deep	deep	ADJ
bracis-33599	322	21	learning	learn	VERB
bracis-33599	322	22	topic	topic	NOUN
bracis-33599	322	23	modeling	model	VERB
bracis-33599	322	24	covid-19	covid-19	PROPN
bracis-33599	322	25	news	news	NOUN
bracis-33599	322	26	publish	publish	NOUN
bracis-33599	322	27	with	with	ADP
bracis-33599	322	28	us	us	PROPN
bracis-33599	322	29	policies	policy	NOUN
bracis-33599	322	30	and	and	CCONJ
bracis-33599	322	31	ethics	ethic	NOUN
bracis-33599	322	32	profiles	profile	NOUN
bracis-33599	322	33	jaime	jaime	NOUN
bracis-33599	322	34	simão	simão	PROPN
bracis-33599	322	35	sichman	sichman	ADJ
bracis-33599	322	36	view	view	NOUN
bracis-33599	322	37	author	author	NOUN
bracis-33599	322	38	profile	profile	NOUN
bracis-33599	322	39	search	search	NOUN
bracis-33599	322	40	search	search	NOUN
bracis-33599	322	41	by	by	ADP
bracis-33599	322	42	keyword	keyword	NOUN
bracis-33599	322	43	or	or	CCONJ
bracis-33599	322	44	author	author	NOUN
bracis-33599	322	45	search	search	NOUN
bracis-33599	322	46	navigation	navigation	NOUN
bracis-33599	322	47	find	find	VERB
bracis-33599	322	48	a	a	DET
bracis-33599	322	49	journal	journal	NOUN
bracis-33599	322	50	publish	publish	VERB
bracis-33599	322	51	with	with	ADP
bracis-33599	322	52	us	we	PRON
bracis-33599	322	53	track	track	VERB
bracis-33599	322	54	your	your	PRON
bracis-33599	322	55	research	research	NOUN
bracis-33599	322	56	discover	discover	VERB
bracis-33599	322	57	content	content	NOUN
bracis-33599	322	58	journals	journal	NOUN
bracis-33599	322	59	a	a	DET
bracis-33599	322	60	-	-	PUNCT
bracis-33599	322	61	z	z	NOUN
bracis-33599	322	62	books	book	NOUN
bracis-33599	322	63	a	a	DET
bracis-33599	322	64	-	-	PUNCT
bracis-33599	322	65	z	z	NOUN
bracis-33599	322	66	publish	publish	NOUN
bracis-33599	322	67	with	with	ADP
bracis-33599	322	68	us	us	PROPN
bracis-33599	322	69	journal	journal	PROPN
bracis-33599	322	70	finder	finder	PROPN
bracis-33599	322	71	publish	publish	VERB
bracis-33599	322	72	your	your	PRON
bracis-33599	322	73	research	research	NOUN
bracis-33599	322	74	language	language	NOUN
bracis-33599	322	75	editing	edit	VERB
bracis-33599	322	76	open	open	ADJ
bracis-33599	322	77	access	access	NOUN
bracis-33599	322	78	publishing	publishing	NOUN
bracis-33599	322	79	products	product	NOUN
bracis-33599	322	80	and	and	CCONJ
bracis-33599	322	81	services	service	NOUN
bracis-33599	322	82	our	our	PRON
bracis-33599	322	83	products	product	NOUN
bracis-33599	322	84	librarians	librarian	VERB
bracis-33599	322	85	societies	society	NOUN
bracis-33599	322	86	partners	partner	NOUN
bracis-33599	322	87	and	and	CCONJ
bracis-33599	322	88	advertisers	advertiser	NOUN
bracis-33599	322	89	our	our	PRON
bracis-33599	322	90	brands	brand	NOUN
bracis-33599	322	91	springer	springer	NOUN
bracis-33599	322	92	nature	nature	PROPN
bracis-33599	322	93	portfolio	portfolio	PROPN
bracis-33599	322	94	bmc	bmc	PROPN
bracis-33599	322	95	palgrave	palgrave	PROPN
bracis-33599	322	96	macmillan	macmillan	PROPN
bracis-33599	322	97	apress	apress	PROPN
bracis-33599	322	98	discover	discover	VERB
bracis-33599	322	99	your	your	PRON
bracis-33599	322	100	privacy	privacy	NOUN
bracis-33599	322	101	choices	choice	NOUN
bracis-33599	322	102	/	/	SYM
bracis-33599	322	103	manage	manage	NOUN
bracis-33599	322	104	cookies	cookie	NOUN
bracis-33599	322	105	your	your	PRON
bracis-33599	322	106	us	us	PROPN
bracis-33599	323	1	state	state	NOUN
bracis-33599	323	2	privacy	privacy	NOUN
bracis-33599	323	3	rights	right	NOUN
bracis-33599	323	4	accessibility	accessibility	NOUN
bracis-33599	323	5	statement	statement	NOUN
bracis-33599	323	6	terms	term	NOUN
bracis-33599	323	7	and	and	CCONJ
bracis-33599	323	8	conditions	condition	NOUN
bracis-33599	323	9	privacy	privacy	NOUN
bracis-33599	323	10	policy	policy	NOUN
bracis-33599	323	11	help	help	NOUN
bracis-33599	323	12	and	and	CCONJ
bracis-33599	323	13	support	support	VERB
bracis-33599	323	14	legal	legal	ADJ
bracis-33599	323	15	notice	notice	NOUN
bracis-33599	323	16	cancel	cancel	VERB
bracis-33599	323	17	contracts	contract	NOUN
bracis-33599	323	18	here	here	ADV
bracis-33599	323	19	129.74.145.123	129.74.145.123	NUM
bracis-33599	323	20	hesburgh	hesburgh	PROPN
bracis-33599	323	21	library	library	PROPN
bracis-33599	323	22	er	er	INTJ
bracis-33599	323	23	unit	unit	NOUN
bracis-33599	323	24	(	(	PUNCT
bracis-33599	323	25	3005732405	3005732405	NUM
bracis-33599	323	26	)	)	PUNCT
bracis-33599	323	27	northeast	northeast	ADJ
bracis-33599	323	28	research	research	NOUN
bracis-33599	323	29	libraries	library	NOUN
bracis-33599	323	30	(	(	PUNCT
bracis-33599	323	31	nerl	nerl	PROPN
bracis-33599	323	32	)	)	PUNCT
bracis-33599	323	33	(	(	PUNCT
bracis-33599	323	34	8200828607	8200828607	NUM
bracis-33599	323	35	)	)	PUNCT
bracis-33599	323	36	nerl	nerl	VERB
bracis-33599	323	37	ta	ta	X
bracis-33599	323	38	account	account	NOUN
bracis-33599	323	39	(	(	PUNCT
bracis-33599	323	40	3006206169	3006206169	NUM
bracis-33599	323	41	)	)	PUNCT
bracis-33599	323	42	university	university	NOUN
bracis-33599	323	43	of	of	ADP
bracis-33599	323	44	notre	notre	PROPN
bracis-33599	323	45	dame	dame	PROPN
bracis-33599	323	46	hesburgh	hesburgh	PROPN
bracis-33599	323	47	library	library	NOUN
bracis-33599	323	48	(	(	PUNCT
bracis-33599	323	49	3000184373	3000184373	NUM
bracis-33599	323	50	)	)	PUNCT
bracis-33599	324	1	©	©	ADP
bracis-33599	324	2	2025	2025	NUM
bracis-33599	324	3	springer	springer	NOUN
bracis-33599	324	4	nature	nature	NOUN