id	sid	tid	token	lemma	pos
aiti-11743	1	1	microsoft	microsoft	PROPN
aiti-11743	1	2	word	word	NOUN
aiti-11743	1	3	2	2	NUM
aiti-11743	1	4	-	-	PUNCT
aiti-11743	1	5	v8n4(2023)-aiti#11743(254	v8n4(2023)-aiti#11743(254	NOUN
aiti-11743	1	6	-	-	PUNCT
aiti-11743	1	7	266).docx	266).docx	NUM
aiti-11743	1	8	advances	advance	NOUN
aiti-11743	1	9	in	in	ADP
aiti-11743	1	10	technology	technology	NOUN
aiti-11743	1	11	innovation	innovation	NOUN
aiti-11743	1	12	,	,	PUNCT
aiti-11743	1	13	vol	vol	NOUN
aiti-11743	1	14	.	.	PROPN
aiti-11743	1	15	8	8	NUM
aiti-11743	1	16	,	,	PUNCT
aiti-11743	1	17	no	no	INTJ
aiti-11743	1	18	.	.	NOUN
aiti-11743	1	19	4	4	NUM
aiti-11743	1	20	,	,	PUNCT
aiti-11743	1	21	2023	2023	NUM
aiti-11743	1	22	,	,	PUNCT
aiti-11743	1	23	pp	pp	ADJ
aiti-11743	1	24	.	.	PUNCT
aiti-11743	2	1	254	254	NUM
aiti-11743	2	2	-	-	SYM
aiti-11743	2	3	266	266	NUM
aiti-11743	2	4	english	english	ADJ
aiti-11743	2	5	language	language	NOUN
aiti-11743	2	6	proofreader	proofreader	NOUN
aiti-11743	2	7	:	:	PUNCT
aiti-11743	2	8	chih	chih	PROPN
aiti-11743	2	9	-	-	PUNCT
aiti-11743	2	10	wei	wei	PROPN
aiti-11743	2	11	chang	chang	PROPN
aiti-11743	2	12	a	a	DET
aiti-11743	2	13	novel	novel	ADJ
aiti-11743	2	14	paradigm	paradigm	NOUN
aiti-11743	2	15	for	for	ADP
aiti-11743	2	16	sentiment	sentiment	NOUN
aiti-11743	2	17	analysis	analysis	NOUN
aiti-11743	2	18	on	on	ADP
aiti-11743	2	19	covid-19	covid-19	PROPN
aiti-11743	2	20	tweets	tweet	NOUN
aiti-11743	2	21	with	with	ADP
aiti-11743	2	22	transfer	transfer	NOUN
aiti-11743	2	23	learning	learning	NOUN
aiti-11743	2	24	based	base	VERB
aiti-11743	2	25	fine	fine	ADV
aiti-11743	2	26	-	-	PUNCT
aiti-11743	2	27	tuned	tune	VERB
aiti-11743	2	28	bert	bert	PROPN
aiti-11743	2	29	amit	amit	PROPN
aiti-11743	2	30	pimpalkar1,2	pimpalkar1,2	PROPN
aiti-11743	2	31	,	,	PUNCT
aiti-11743	2	32	*	*	PROPN
aiti-11743	2	33	,	,	PUNCT
aiti-11743	2	34	jeberson	jeberson	PROPN
aiti-11743	2	35	retna	retna	VERB
aiti-11743	2	36	raj1	raj1	PROPN
aiti-11743	2	37	1school	1school	NUM
aiti-11743	2	38	of	of	ADP
aiti-11743	2	39	computing	computing	NOUN
aiti-11743	2	40	,	,	PUNCT
aiti-11743	2	41	sathyabama	sathyabama	PROPN
aiti-11743	2	42	institute	institute	PROPN
aiti-11743	2	43	of	of	ADP
aiti-11743	2	44	science	science	NOUN
aiti-11743	2	45	and	and	CCONJ
aiti-11743	2	46	technology	technology	NOUN
aiti-11743	2	47	,	,	PUNCT
aiti-11743	2	48	chennai	chennai	PROPN
aiti-11743	2	49	,	,	PUNCT
aiti-11743	2	50	india	india	PROPN
aiti-11743	2	51	2department	2department	NUM
aiti-11743	2	52	of	of	ADP
aiti-11743	2	53	computer	computer	NOUN
aiti-11743	2	54	science	science	NOUN
aiti-11743	2	55	and	and	CCONJ
aiti-11743	2	56	engineering	engineering	NOUN
aiti-11743	2	57	(	(	PUNCT
aiti-11743	2	58	aiml	aiml	NOUN
aiti-11743	2	59	)	)	PUNCT
aiti-11743	2	60	,	,	PUNCT
aiti-11743	2	61	shri	shri	PROPN
aiti-11743	2	62	ramdeobaba	ramdeobaba	PROPN
aiti-11743	2	63	college	college	NOUN
aiti-11743	2	64	of	of	ADP
aiti-11743	2	65	engineering	engineering	NOUN
aiti-11743	2	66	and	and	CCONJ
aiti-11743	2	67	management	management	NOUN
aiti-11743	2	68	,	,	PUNCT
aiti-11743	2	69	nagpur	nagpur	PROPN
aiti-11743	2	70	,	,	PUNCT
aiti-11743	2	71	india	india	PROPN
aiti-11743	2	72	received	receive	VERB
aiti-11743	2	73	13	13	NUM
aiti-11743	2	74	march	march	NOUN
aiti-11743	2	75	2023	2023	NUM
aiti-11743	2	76	;	;	PUNCT
aiti-11743	2	77	received	receive	VERB
aiti-11743	2	78	in	in	ADP
aiti-11743	2	79	revised	revise	VERB
aiti-11743	2	80	form	form	NOUN
aiti-11743	2	81	04	04	NUM
aiti-11743	2	82	july	july	PROPN
aiti-11743	2	83	2023	2023	NUM
aiti-11743	2	84	;	;	PUNCT
aiti-11743	2	85	accepted	accept	VERB
aiti-11743	2	86	06	06	NUM
aiti-11743	2	87	july	july	PROPN
aiti-11743	2	88	2023	2023	NUM
aiti-11743	2	89	doi	doi	NOUN
aiti-11743	2	90	:	:	PUNCT
aiti-11743	2	91	https://doi.org/10.46604/aiti.2023.11743	https://doi.org/10.46604/aiti.2023.11743	PROPN
aiti-11743	2	92	abstract	abstract	VERB
aiti-11743	2	93	the	the	DET
aiti-11743	2	94	rapid	rapid	ADJ
aiti-11743	2	95	escalation	escalation	NOUN
aiti-11743	2	96	in	in	ADP
aiti-11743	2	97	global	global	ADJ
aiti-11743	2	98	covid-19	covid-19	PROPN
aiti-11743	2	99	cases	case	NOUN
aiti-11743	2	100	has	have	AUX
aiti-11743	2	101	engendered	engender	VERB
aiti-11743	2	102	profound	profound	ADJ
aiti-11743	2	103	emotions	emotion	NOUN
aiti-11743	2	104	of	of	ADP
aiti-11743	2	105	fear	fear	NOUN
aiti-11743	2	106	,	,	PUNCT
aiti-11743	2	107	agitation	agitation	NOUN
aiti-11743	2	108	,	,	PUNCT
aiti-11743	2	109	and	and	CCONJ
aiti-11743	2	110	despondency	despondency	NOUN
aiti-11743	2	111	within	within	ADP
aiti-11743	2	112	society	society	NOUN
aiti-11743	2	113	.	.	PUNCT
aiti-11743	3	1	it	it	PRON
aiti-11743	3	2	is	be	AUX
aiti-11743	3	3	evident	evident	ADJ
aiti-11743	3	4	from	from	ADP
aiti-11743	3	5	covid-19	covid-19	PROPN
aiti-11743	3	6	-	-	PUNCT
aiti-11743	3	7	related	relate	VERB
aiti-11743	3	8	tweets	tweet	NOUN
aiti-11743	3	9	that	that	PRON
aiti-11743	3	10	spark	spark	VERB
aiti-11743	3	11	panic	panic	NOUN
aiti-11743	3	12	and	and	CCONJ
aiti-11743	3	13	elevate	elevate	VERB
aiti-11743	3	14	stress	stress	NOUN
aiti-11743	3	15	among	among	ADP
aiti-11743	3	16	individuals	individual	NOUN
aiti-11743	3	17	.	.	PUNCT
aiti-11743	4	1	analyzing	analyze	VERB
aiti-11743	4	2	the	the	DET
aiti-11743	4	3	sentiment	sentiment	NOUN
aiti-11743	4	4	expressed	express	VERB
aiti-11743	4	5	in	in	ADP
aiti-11743	4	6	online	online	ADJ
aiti-11743	4	7	comments	comment	NOUN
aiti-11743	4	8	aids	aid	VERB
aiti-11743	4	9	various	various	ADJ
aiti-11743	4	10	stakeholders	stakeholder	NOUN
aiti-11743	4	11	in	in	ADP
aiti-11743	4	12	monitoring	monitor	VERB
aiti-11743	4	13	the	the	DET
aiti-11743	4	14	situation	situation	NOUN
aiti-11743	4	15	.	.	PUNCT
aiti-11743	5	1	this	this	DET
aiti-11743	5	2	research	research	NOUN
aiti-11743	5	3	aims	aim	VERB
aiti-11743	5	4	to	to	PART
aiti-11743	5	5	improve	improve	VERB
aiti-11743	5	6	the	the	DET
aiti-11743	5	7	performance	performance	NOUN
aiti-11743	5	8	of	of	ADP
aiti-11743	5	9	pre	pre	ADJ
aiti-11743	5	10	-	-	ADJ
aiti-11743	5	11	trained	train	VERB
aiti-11743	5	12	bidirectional	bidirectional	ADJ
aiti-11743	5	13	encoder	encoder	NOUN
aiti-11743	5	14	representations	representation	VERB
aiti-11743	5	15	from	from	ADP
aiti-11743	5	16	transformers	transformer	NOUN
aiti-11743	5	17	(	(	PUNCT
aiti-11743	5	18	bert	bert	PROPN
aiti-11743	5	19	)	)	PUNCT
aiti-11743	5	20	by	by	ADP
aiti-11743	5	21	employing	employ	VERB
aiti-11743	5	22	transfer	transfer	NOUN
aiti-11743	5	23	learning	learning	NOUN
aiti-11743	5	24	(	(	PUNCT
aiti-11743	5	25	tl	tl	PROPN
aiti-11743	5	26	)	)	PUNCT
aiti-11743	5	27	and	and	CCONJ
aiti-11743	5	28	fine	fine	ADJ
aiti-11743	5	29	hyper	hyper	ADJ
aiti-11743	5	30	-	-	ADJ
aiti-11743	5	31	parameter	parameter	ADJ
aiti-11743	5	32	tuning	tuning	NOUN
aiti-11743	5	33	(	(	PUNCT
aiti-11743	5	34	ft	ft	NOUN
aiti-11743	5	35	)	)	PUNCT
aiti-11743	5	36	.	.	PUNCT
aiti-11743	6	1	the	the	DET
aiti-11743	6	2	model	model	NOUN
aiti-11743	6	3	is	be	AUX
aiti-11743	6	4	applied	apply	VERB
aiti-11743	6	5	to	to	ADP
aiti-11743	6	6	three	three	NUM
aiti-11743	6	7	distinct	distinct	ADJ
aiti-11743	6	8	covid-19	covid-19	PROPN
aiti-11743	6	9	-	-	PUNCT
aiti-11743	6	10	related	relate	VERB
aiti-11743	6	11	datasets	dataset	NOUN
aiti-11743	6	12	,	,	PUNCT
aiti-11743	6	13	and	and	CCONJ
aiti-11743	6	14	each	each	PRON
aiti-11743	6	15	of	of	ADP
aiti-11743	6	16	the	the	DET
aiti-11743	6	17	datasets	dataset	NOUN
aiti-11743	6	18	belongs	belong	VERB
aiti-11743	6	19	to	to	ADP
aiti-11743	6	20	a	a	DET
aiti-11743	6	21	different	different	ADJ
aiti-11743	6	22	class	class	NOUN
aiti-11743	6	23	.	.	PUNCT
aiti-11743	7	1	the	the	DET
aiti-11743	7	2	evaluation	evaluation	NOUN
aiti-11743	7	3	of	of	ADP
aiti-11743	7	4	the	the	DET
aiti-11743	7	5	model	model	NOUN
aiti-11743	7	6	’s	’s	PART
aiti-11743	7	7	performance	performance	NOUN
aiti-11743	7	8	involves	involve	VERB
aiti-11743	7	9	six	six	NUM
aiti-11743	7	10	different	different	ADJ
aiti-11743	7	11	machine	machine	NOUN
aiti-11743	7	12	learning	learning	NOUN
aiti-11743	7	13	(	(	PUNCT
aiti-11743	7	14	ml	ml	NOUN
aiti-11743	7	15	)	)	PUNCT
aiti-11743	7	16	classification	classification	NOUN
aiti-11743	7	17	models	model	NOUN
aiti-11743	7	18	.	.	PUNCT
aiti-11743	8	1	this	this	DET
aiti-11743	8	2	model	model	NOUN
aiti-11743	8	3	is	be	AUX
aiti-11743	8	4	trained	train	VERB
aiti-11743	8	5	and	and	CCONJ
aiti-11743	8	6	evaluated	evaluate	VERB
aiti-11743	8	7	using	use	VERB
aiti-11743	8	8	metrics	metric	NOUN
aiti-11743	8	9	such	such	ADJ
aiti-11743	8	10	as	as	ADP
aiti-11743	8	11	accuracy	accuracy	NOUN
aiti-11743	8	12	,	,	PUNCT
aiti-11743	8	13	precision	precision	NOUN
aiti-11743	8	14	,	,	PUNCT
aiti-11743	8	15	recall	recall	NOUN
aiti-11743	8	16	,	,	PUNCT
aiti-11743	8	17	and	and	CCONJ
aiti-11743	8	18	f1	f1	NOUN
aiti-11743	8	19	-	-	PUNCT
aiti-11743	8	20	score	score	NOUN
aiti-11743	8	21	.	.	PUNCT
aiti-11743	9	1	heat	heat	NOUN
aiti-11743	9	2	maps	map	NOUN
aiti-11743	9	3	are	be	AUX
aiti-11743	9	4	generated	generate	VERB
aiti-11743	9	5	for	for	ADP
aiti-11743	9	6	each	each	DET
aiti-11743	9	7	model	model	NOUN
aiti-11743	9	8	to	to	PART
aiti-11743	9	9	visualize	visualize	VERB
aiti-11743	9	10	the	the	DET
aiti-11743	9	11	results	result	NOUN
aiti-11743	9	12	.	.	PUNCT
aiti-11743	10	1	the	the	DET
aiti-11743	10	2	performance	performance	NOUN
aiti-11743	10	3	of	of	ADP
aiti-11743	10	4	the	the	DET
aiti-11743	10	5	model	model	NOUN
aiti-11743	10	6	demonstrates	demonstrate	VERB
aiti-11743	10	7	accuracies	accuracy	NOUN
aiti-11743	10	8	of	of	ADP
aiti-11743	10	9	83	83	NUM
aiti-11743	10	10	%	%	NOUN
aiti-11743	10	11	,	,	PUNCT
aiti-11743	10	12	97	97	NUM
aiti-11743	10	13	%	%	NOUN
aiti-11743	10	14	,	,	PUNCT
aiti-11743	10	15	and	and	CCONJ
aiti-11743	10	16	98	98	NUM
aiti-11743	10	17	%	%	NOUN
aiti-11743	10	18	for	for	ADP
aiti-11743	10	19	class-5	class-5	NUM
aiti-11743	10	20	,	,	PUNCT
aiti-11743	10	21	class-3	class-3	NUM
aiti-11743	10	22	,	,	PUNCT
aiti-11743	10	23	and	and	CCONJ
aiti-11743	10	24	binary	binary	ADJ
aiti-11743	10	25	classifications	classification	NOUN
aiti-11743	10	26	,	,	PUNCT
aiti-11743	10	27	respectively	respectively	ADV
aiti-11743	10	28	.	.	PUNCT
aiti-11743	11	1	keywords	keyword	NOUN
aiti-11743	11	2	:	:	PUNCT
aiti-11743	11	3	covid-19	covid-19	PROPN
aiti-11743	11	4	,	,	PUNCT
aiti-11743	11	5	pre	pre	ADJ
aiti-11743	11	6	-	-	VERB
aiti-11743	11	7	trained	trained	ADJ
aiti-11743	11	8	,	,	PUNCT
aiti-11743	11	9	sentiment	sentiment	NOUN
aiti-11743	11	10	analysis	analysis	NOUN
aiti-11743	11	11	,	,	PUNCT
aiti-11743	11	12	bert	bert	NOUN
aiti-11743	11	13	,	,	PUNCT
aiti-11743	11	14	transfer	transfer	NOUN
aiti-11743	11	15	learning	learn	VERB
aiti-11743	11	16	1	1	NUM
aiti-11743	11	17	.	.	PUNCT
aiti-11743	12	1	introduction	introduction	NOUN
aiti-11743	12	2	the	the	DET
aiti-11743	12	3	covid-19	covid-19	PROPN
aiti-11743	12	4	pandemic	pandemic	NOUN
aiti-11743	12	5	has	have	AUX
aiti-11743	12	6	become	become	VERB
aiti-11743	12	7	synonymous	synonymous	ADJ
aiti-11743	12	8	with	with	ADP
aiti-11743	12	9	the	the	DET
aiti-11743	12	10	year	year	NOUN
aiti-11743	12	11	2020	2020	NUM
aiti-11743	12	12	,	,	PUNCT
aiti-11743	12	13	and	and	CCONJ
aiti-11743	12	14	india	india	PROPN
aiti-11743	12	15	stands	stand	VERB
aiti-11743	12	16	among	among	ADP
aiti-11743	12	17	the	the	DET
aiti-11743	12	18	countries	country	NOUN
aiti-11743	12	19	most	most	ADV
aiti-11743	12	20	severely	severely	ADV
aiti-11743	12	21	affected	affect	VERB
aiti-11743	12	22	by	by	ADP
aiti-11743	12	23	the	the	DET
aiti-11743	12	24	outbreak	outbreak	NOUN
aiti-11743	12	25	.	.	PUNCT
aiti-11743	13	1	in	in	ADP
aiti-11743	13	2	2019	2019	NUM
aiti-11743	13	3	,	,	PUNCT
aiti-11743	13	4	scientists	scientist	NOUN
aiti-11743	13	5	identified	identify	VERB
aiti-11743	13	6	the	the	DET
aiti-11743	13	7	severe	severe	ADJ
aiti-11743	13	8	acute	acute	ADJ
aiti-11743	13	9	respiratory	respiratory	ADJ
aiti-11743	13	10	syndrome	syndrome	NOUN
aiti-11743	13	11	-	-	PUNCT
aiti-11743	13	12	associated	associate	VERB
aiti-11743	13	13	coronavirus	coronavirus	NOUN
aiti-11743	13	14	(	(	PUNCT
aiti-11743	13	15	sars	sars	NOUN
aiti-11743	13	16	-	-	PUNCT
aiti-11743	13	17	cov	cov	NOUN
aiti-11743	13	18	)	)	PUNCT
aiti-11743	13	19	as	as	ADP
aiti-11743	13	20	the	the	DET
aiti-11743	13	21	cause	cause	NOUN
aiti-11743	13	22	of	of	ADP
aiti-11743	13	23	the	the	DET
aiti-11743	13	24	pandemic	pandemic	NOUN
aiti-11743	13	25	,	,	PUNCT
aiti-11743	13	26	and	and	CCONJ
aiti-11743	13	27	it	it	PRON
aiti-11743	13	28	was	be	AUX
aiti-11743	13	29	later	later	ADV
aiti-11743	13	30	renamed	rename	VERB
aiti-11743	13	31	covid-19	covid-19	PROPN
aiti-11743	13	32	.	.	PUNCT
aiti-11743	14	1	the	the	DET
aiti-11743	14	2	pandemic	pandemic	NOUN
aiti-11743	14	3	has	have	AUX
aiti-11743	14	4	led	lead	VERB
aiti-11743	14	5	to	to	ADP
aiti-11743	14	6	numerous	numerous	ADJ
aiti-11743	14	7	deaths	death	NOUN
aiti-11743	14	8	and	and	CCONJ
aiti-11743	14	9	has	have	AUX
aiti-11743	14	10	caused	cause	VERB
aiti-11743	14	11	both	both	PRON
aiti-11743	14	12	health	health	NOUN
aiti-11743	14	13	and	and	CCONJ
aiti-11743	14	14	economic	economic	ADJ
aiti-11743	14	15	crises	crisis	NOUN
aiti-11743	14	16	across	across	ADP
aiti-11743	14	17	the	the	DET
aiti-11743	14	18	world	world	NOUN
aiti-11743	14	19	.	.	PUNCT
aiti-11743	15	1	the	the	DET
aiti-11743	15	2	resurgence	resurgence	NOUN
aiti-11743	15	3	of	of	ADP
aiti-11743	15	4	covid-19	covid-19	PROPN
aiti-11743	15	5	,	,	PUNCT
aiti-11743	15	6	particularly	particularly	ADV
aiti-11743	15	7	with	with	ADP
aiti-11743	15	8	the	the	DET
aiti-11743	15	9	omicron	omicron	PROPN
aiti-11743	15	10	variant	variant	NOUN
aiti-11743	15	11	,	,	PUNCT
aiti-11743	15	12	has	have	AUX
aiti-11743	15	13	caused	cause	VERB
aiti-11743	15	14	widespread	widespread	ADJ
aiti-11743	15	15	fear	fear	NOUN
aiti-11743	15	16	,	,	PUNCT
aiti-11743	15	17	agitation	agitation	NOUN
aiti-11743	15	18	,	,	PUNCT
aiti-11743	15	19	and	and	CCONJ
aiti-11743	15	20	despondency	despondency	NOUN
aiti-11743	15	21	[	[	X
aiti-11743	15	22	1	1	NUM
aiti-11743	15	23	]	]	PUNCT
aiti-11743	15	24	.	.	PUNCT
aiti-11743	16	1	due	due	ADP
aiti-11743	16	2	to	to	ADP
aiti-11743	16	3	constant	constant	ADJ
aiti-11743	16	4	lockdowns	lockdown	NOUN
aiti-11743	16	5	and	and	CCONJ
aiti-11743	16	6	social	social	ADJ
aiti-11743	16	7	isolation	isolation	NOUN
aiti-11743	16	8	,	,	PUNCT
aiti-11743	16	9	people	people	NOUN
aiti-11743	16	10	have	have	AUX
aiti-11743	16	11	increasingly	increasingly	ADV
aiti-11743	16	12	turned	turn	VERB
aiti-11743	16	13	to	to	ADP
aiti-11743	16	14	online	online	ADJ
aiti-11743	16	15	activities	activity	NOUN
aiti-11743	16	16	,	,	PUNCT
aiti-11743	16	17	and	and	CCONJ
aiti-11743	16	18	social	social	ADJ
aiti-11743	16	19	media	medium	NOUN
aiti-11743	16	20	platforms	platform	NOUN
aiti-11743	16	21	have	have	AUX
aiti-11743	16	22	become	become	VERB
aiti-11743	16	23	the	the	DET
aiti-11743	16	24	most	most	ADV
aiti-11743	16	25	effective	effective	ADJ
aiti-11743	16	26	medium	medium	NOUN
aiti-11743	16	27	for	for	ADP
aiti-11743	16	28	communication	communication	NOUN
aiti-11743	16	29	.	.	PUNCT
aiti-11743	17	1	twitter	twitter	NOUN
aiti-11743	17	2	is	be	AUX
aiti-11743	17	3	a	a	DET
aiti-11743	17	4	social	social	ADJ
aiti-11743	17	5	networking	network	VERB
aiti-11743	17	6	site	site	NOUN
aiti-11743	17	7	where	where	SCONJ
aiti-11743	17	8	people	people	NOUN
aiti-11743	17	9	share	share	VERB
aiti-11743	17	10	news	news	NOUN
aiti-11743	17	11	and	and	CCONJ
aiti-11743	17	12	relevant	relevant	ADJ
aiti-11743	17	13	information	information	NOUN
aiti-11743	17	14	.	.	PUNCT
aiti-11743	18	1	meanwhile	meanwhile	ADV
aiti-11743	18	2	,	,	PUNCT
aiti-11743	18	3	it	it	PRON
aiti-11743	18	4	’s	’	VERB
aiti-11743	18	5	also	also	ADV
aiti-11743	18	6	one	one	NUM
aiti-11743	18	7	of	of	ADP
aiti-11743	18	8	the	the	DET
aiti-11743	18	9	most	most	ADV
aiti-11743	18	10	widely	widely	ADV
aiti-11743	18	11	used	use	VERB
aiti-11743	18	12	microblogging	microblogging	NOUN
aiti-11743	18	13	platforms	platform	NOUN
aiti-11743	18	14	that	that	PRON
aiti-11743	18	15	provides	provide	VERB
aiti-11743	18	16	invaluable	invaluable	ADJ
aiti-11743	18	17	data	data	NOUN
aiti-11743	18	18	sets	set	NOUN
aiti-11743	18	19	for	for	ADP
aiti-11743	18	20	public	public	ADJ
aiti-11743	18	21	opinion	opinion	NOUN
aiti-11743	18	22	surveys	survey	NOUN
aiti-11743	18	23	.	.	PUNCT
aiti-11743	19	1	as	as	ADP
aiti-11743	19	2	a	a	DET
aiti-11743	19	3	result	result	NOUN
aiti-11743	19	4	,	,	PUNCT
aiti-11743	19	5	the	the	DET
aiti-11743	19	6	covid-19	covid-19	PROPN
aiti-11743	19	7	pandemic	pandemic	NOUN
aiti-11743	19	8	has	have	AUX
aiti-11743	19	9	catalyzed	catalyze	VERB
aiti-11743	19	10	the	the	DET
aiti-11743	19	11	increasing	increase	VERB
aiti-11743	19	12	use	use	NOUN
aiti-11743	19	13	of	of	ADP
aiti-11743	19	14	twitter	twitter	NOUN
aiti-11743	19	15	for	for	ADP
aiti-11743	19	16	discussions	discussion	NOUN
aiti-11743	19	17	on	on	ADP
aiti-11743	19	18	various	various	ADJ
aiti-11743	19	19	topics	topic	NOUN
aiti-11743	19	20	[	[	X
aiti-11743	19	21	2	2	NUM
aiti-11743	19	22	]	]	PUNCT
aiti-11743	19	23	.	.	PUNCT
aiti-11743	20	1	however	however	ADV
aiti-11743	20	2	,	,	PUNCT
aiti-11743	20	3	spreading	spread	VERB
aiti-11743	20	4	false	false	ADJ
aiti-11743	20	5	and	and	CCONJ
aiti-11743	20	6	misleading	misleading	ADJ
aiti-11743	20	7	information	information	NOUN
aiti-11743	20	8	on	on	ADP
aiti-11743	20	9	social	social	ADJ
aiti-11743	20	10	media	medium	NOUN
aiti-11743	20	11	has	have	AUX
aiti-11743	20	12	become	become	VERB
aiti-11743	20	13	a	a	DET
aiti-11743	20	14	significant	significant	ADJ
aiti-11743	20	15	concern	concern	NOUN
aiti-11743	20	16	.	.	PUNCT
aiti-11743	21	1	therefore	therefore	ADV
aiti-11743	21	2	,	,	PUNCT
aiti-11743	21	3	it	it	PRON
aiti-11743	21	4	is	be	AUX
aiti-11743	21	5	crucial	crucial	ADJ
aiti-11743	21	6	to	to	PART
aiti-11743	21	7	verify	verify	VERB
aiti-11743	21	8	the	the	DET
aiti-11743	21	9	accuracy	accuracy	NOUN
aiti-11743	21	10	of	of	ADP
aiti-11743	21	11	information	information	NOUN
aiti-11743	21	12	shared	share	VERB
aiti-11743	21	13	on	on	ADP
aiti-11743	21	14	social	social	ADJ
aiti-11743	21	15	media	medium	NOUN
aiti-11743	21	16	and	and	CCONJ
aiti-11743	21	17	prevent	prevent	VERB
aiti-11743	21	18	the	the	DET
aiti-11743	21	19	spread	spread	NOUN
aiti-11743	21	20	of	of	ADP
aiti-11743	21	21	false	false	ADJ
aiti-11743	21	22	news	news	NOUN
aiti-11743	21	23	by	by	ADP
aiti-11743	21	24	assessing	assess	VERB
aiti-11743	21	25	people	people	NOUN
aiti-11743	21	26	’s	’s	PART
aiti-11743	21	27	sentiments	sentiment	NOUN
aiti-11743	21	28	.	.	PUNCT
aiti-11743	22	1	to	to	PART
aiti-11743	22	2	resolve	resolve	VERB
aiti-11743	22	3	the	the	DET
aiti-11743	22	4	problem	problem	NOUN
aiti-11743	22	5	,	,	PUNCT
aiti-11743	22	6	researchers	researcher	NOUN
aiti-11743	22	7	can	can	AUX
aiti-11743	22	8	use	use	VERB
aiti-11743	22	9	the	the	DET
aiti-11743	22	10	information	information	NOUN
aiti-11743	22	11	collected	collect	VERB
aiti-11743	22	12	from	from	ADP
aiti-11743	22	13	analyzed	analyze	VERB
aiti-11743	22	14	tweets	tweet	NOUN
aiti-11743	22	15	by	by	ADP
aiti-11743	22	16	twitter	twitter	NOUN
aiti-11743	22	17	for	for	ADP
aiti-11743	22	18	academic	academic	ADJ
aiti-11743	22	19	and	and	CCONJ
aiti-11743	22	20	research	research	NOUN
aiti-11743	22	21	purposes	purpose	NOUN
aiti-11743	22	22	.	.	PUNCT
aiti-11743	23	1	consequently	consequently	ADV
aiti-11743	23	2	,	,	PUNCT
aiti-11743	23	3	nations	nation	NOUN
aiti-11743	23	4	must	must	AUX
aiti-11743	23	5	implement	implement	VERB
aiti-11743	23	6	measures	measure	NOUN
aiti-11743	23	7	to	to	PART
aiti-11743	23	8	protect	protect	VERB
aiti-11743	23	9	themselves	themselves	PRON
aiti-11743	23	10	by	by	ADP
aiti-11743	23	11	revealing	reveal	VERB
aiti-11743	23	12	the	the	DET
aiti-11743	23	13	truth	truth	NOUN
aiti-11743	23	14	and	and	CCONJ
aiti-11743	23	15	data	datum	NOUN
aiti-11743	23	16	about	about	ADP
aiti-11743	23	17	the	the	DET
aiti-11743	23	18	pandemic	pandemic	NOUN
aiti-11743	23	19	.	.	PUNCT
aiti-11743	24	1	according	accord	VERB
aiti-11743	24	2	to	to	ADP
aiti-11743	24	3	yella	yella	NOUN
aiti-11743	24	4	[	[	X
aiti-11743	24	5	3	3	NUM
aiti-11743	24	6	]	]	PUNCT
aiti-11743	24	7	,	,	PUNCT
aiti-11743	24	8	the	the	DET
aiti-11743	24	9	later	later	ADJ
aiti-11743	24	10	stages	stage	NOUN
aiti-11743	24	11	of	of	ADP
aiti-11743	24	12	covid-19	covid-19	PROPN
aiti-11743	24	13	now	now	ADV
aiti-11743	24	14	have	have	VERB
aiti-11743	24	15	a	a	DET
aiti-11743	24	16	lower	low	ADJ
aiti-11743	24	17	fatality	fatality	NOUN
aiti-11743	24	18	rate	rate	NOUN
aiti-11743	24	19	but	but	CCONJ
aiti-11743	24	20	a	a	DET
aiti-11743	24	21	more	more	ADV
aiti-11743	24	22	significant	significant	ADJ
aiti-11743	24	23	*	*	PUNCT
aiti-11743	24	24	corresponding	correspond	VERB
aiti-11743	24	25	author	author	NOUN
aiti-11743	24	26	.	.	PUNCT
aiti-11743	25	1	e	e	X
aiti-11743	25	2	-	-	NOUN
aiti-11743	25	3	mail	mail	NOUN
aiti-11743	25	4	address	address	NOUN
aiti-11743	25	5	:	:	PUNCT
aiti-11743	25	6	amit.pimpalkar@gmail.com	amit.pimpalkar@gmail.com	X
aiti-11743	25	7	advances	advance	VERB
aiti-11743	25	8	in	in	ADP
aiti-11743	25	9	technology	technology	NOUN
aiti-11743	25	10	innovation	innovation	NOUN
aiti-11743	25	11	,	,	PUNCT
aiti-11743	25	12	vol	vol	NOUN
aiti-11743	25	13	.	.	PROPN
aiti-11743	25	14	8	8	NUM
aiti-11743	25	15	,	,	PUNCT
aiti-11743	25	16	no	no	INTJ
aiti-11743	25	17	.	.	NOUN
aiti-11743	25	18	4	4	NUM
aiti-11743	25	19	,	,	PUNCT
aiti-11743	25	20	2023	2023	NUM
aiti-11743	25	21	,	,	PUNCT
aiti-11743	25	22	pp	pp	ADJ
aiti-11743	25	23	.	.	PUNCT
aiti-11743	26	1	254	254	NUM
aiti-11743	26	2	-	-	SYM
aiti-11743	26	3	266	266	NUM
aiti-11743	26	4	255	255	NUM
aiti-11743	26	5	contamination	contamination	NOUN
aiti-11743	26	6	and	and	CCONJ
aiti-11743	26	7	spread	spread	ADJ
aiti-11743	26	8	rate	rate	NOUN
aiti-11743	26	9	than	than	ADP
aiti-11743	26	10	previously	previously	ADV
aiti-11743	26	11	transmitted	transmit	VERB
aiti-11743	26	12	sars	sar	NOUN
aiti-11743	26	13	,	,	PUNCT
aiti-11743	26	14	omicron	omicron	PROPN
aiti-11743	26	15	variant	variant	NOUN
aiti-11743	26	16	,	,	PUNCT
aiti-11743	26	17	and	and	CCONJ
aiti-11743	26	18	mers	mers	PROPN
aiti-11743	26	19	covid-19	covid-19	PROPN
aiti-11743	26	20	.	.	PUNCT
aiti-11743	27	1	around	around	ADV
aiti-11743	27	2	2.9	2.9	NUM
aiti-11743	27	3	million	million	NUM
aiti-11743	27	4	new	new	ADJ
aiti-11743	27	5	cases	case	NOUN
aiti-11743	27	6	were	be	AUX
aiti-11743	27	7	recorded	record	VERB
aiti-11743	27	8	worldwide	worldwide	ADV
aiti-11743	27	9	in	in	ADP
aiti-11743	27	10	the	the	DET
aiti-11743	27	11	first	first	ADJ
aiti-11743	27	12	week	week	NOUN
aiti-11743	27	13	of	of	ADP
aiti-11743	27	14	january	january	PROPN
aiti-11743	27	15	2023	2023	NUM
aiti-11743	27	16	,	,	PUNCT
aiti-11743	27	17	an	an	DET
aiti-11743	27	18	increase	increase	NOUN
aiti-11743	27	19	of	of	ADP
aiti-11743	27	20	10	10	NUM
aiti-11743	27	21	%	%	NOUN
aiti-11743	27	22	week	week	NOUN
aiti-11743	27	23	-	-	PUNCT
aiti-11743	27	24	on	on	ADP
aiti-11743	27	25	-	-	PUNCT
aiti-11743	27	26	week	week	NOUN
aiti-11743	27	27	compared	compare	VERB
aiti-11743	27	28	to	to	ADP
aiti-11743	27	29	the	the	DET
aiti-11743	27	30	prior	prior	ADJ
aiti-11743	27	31	weeks	week	NOUN
aiti-11743	27	32	.	.	PUNCT
aiti-11743	28	1	the	the	DET
aiti-11743	28	2	same	same	ADJ
aiti-11743	28	3	week	week	NOUN
aiti-11743	28	4	witnessed	witness	VERB
aiti-11743	28	5	almost	almost	ADV
aiti-11743	28	6	11,000	11,000	NUM
aiti-11743	28	7	recorded	record	VERB
aiti-11743	28	8	fatalities	fatality	NOUN
aiti-11743	28	9	,	,	PUNCT
aiti-11743	28	10	representing	represent	VERB
aiti-11743	28	11	a	a	DET
aiti-11743	28	12	22	22	NUM
aiti-11743	28	13	%	%	NOUN
aiti-11743	28	14	rise	rise	NOUN
aiti-11743	28	15	from	from	ADP
aiti-11743	28	16	the	the	DET
aiti-11743	28	17	preceding	precede	VERB
aiti-11743	28	18	week	week	NOUN
aiti-11743	28	19	.	.	PUNCT
aiti-11743	29	1	659	659	NUM
aiti-11743	29	2	million	million	NUM
aiti-11743	29	3	confirmed	confirm	VERB
aiti-11743	29	4	illnesses	illness	NOUN
aiti-11743	29	5	and	and	CCONJ
aiti-11743	29	6	6.6	6.6	NUM
aiti-11743	29	7	million	million	NUM
aiti-11743	29	8	fatalities	fatality	NOUN
aiti-11743	29	9	have	have	AUX
aiti-11743	29	10	been	be	AUX
aiti-11743	29	11	recorded	record	VERB
aiti-11743	29	12	globally	globally	ADV
aiti-11743	29	13	as	as	ADP
aiti-11743	29	14	of	of	ADP
aiti-11743	29	15	8	8	NUM
aiti-11743	29	16	january	january	NOUN
aiti-11743	29	17	2023	2023	NUM
aiti-11743	30	1	[	[	X
aiti-11743	30	2	4	4	NUM
aiti-11743	30	3	]	]	PUNCT
aiti-11743	30	4	.	.	PUNCT
aiti-11743	31	1	when	when	SCONJ
aiti-11743	31	2	millions	million	NOUN
aiti-11743	31	3	of	of	ADP
aiti-11743	31	4	people	people	NOUN
aiti-11743	31	5	throughout	throughout	ADP
aiti-11743	31	6	the	the	DET
aiti-11743	31	7	globe	globe	NOUN
aiti-11743	31	8	succumb	succumb	ADJ
aiti-11743	31	9	to	to	ADP
aiti-11743	31	10	covid-19	covid-19	PROPN
aiti-11743	31	11	,	,	PUNCT
aiti-11743	31	12	a	a	DET
aiti-11743	31	13	new	new	ADJ
aiti-11743	31	14	pandemic	pandemic	NOUN
aiti-11743	31	15	—	—	PUNCT
aiti-11743	31	16	the	the	DET
aiti-11743	31	17	black	black	ADJ
aiti-11743	31	18	fungus	fungus	NOUN
aiti-11743	31	19	—	—	PUNCT
aiti-11743	31	20	emerges	emerge	VERB
aiti-11743	31	21	to	to	PART
aiti-11743	31	22	threaten	threaten	VERB
aiti-11743	31	23	everyone	everyone	PRON
aiti-11743	31	24	’s	’s	PART
aiti-11743	31	25	life	life	NOUN
aiti-11743	31	26	—	—	PUNCT
aiti-11743	31	27	especially	especially	ADV
aiti-11743	31	28	those	those	PRON
aiti-11743	31	29	who	who	PRON
aiti-11743	31	30	are	be	AUX
aiti-11743	31	31	still	still	ADV
aiti-11743	31	32	recuperating	recuperate	VERB
aiti-11743	31	33	from	from	ADP
aiti-11743	31	34	covid-19	covid-19	PROPN
aiti-11743	31	35	.	.	PUNCT
aiti-11743	32	1	this	this	DET
aiti-11743	32	2	study	study	NOUN
aiti-11743	32	3	presents	present	VERB
aiti-11743	32	4	a	a	DET
aiti-11743	32	5	framework	framework	NOUN
aiti-11743	32	6	for	for	ADP
aiti-11743	32	7	sourcing	source	VERB
aiti-11743	32	8	data	datum	NOUN
aiti-11743	32	9	to	to	PART
aiti-11743	32	10	train	train	VERB
aiti-11743	32	11	the	the	DET
aiti-11743	32	12	pre	pre	ADJ
aiti-11743	32	13	-	-	ADJ
aiti-11743	32	14	trained	train	VERB
aiti-11743	32	15	model	model	NOUN
aiti-11743	32	16	for	for	ADP
aiti-11743	32	17	sentiment	sentiment	NOUN
aiti-11743	32	18	analysis	analysis	NOUN
aiti-11743	32	19	(	(	PUNCT
aiti-11743	32	20	sa	sa	NOUN
aiti-11743	32	21	)	)	PUNCT
aiti-11743	32	22	.	.	PUNCT
aiti-11743	33	1	against	against	ADP
aiti-11743	33	2	this	this	DET
aiti-11743	33	3	background	background	NOUN
aiti-11743	33	4	,	,	PUNCT
aiti-11743	33	5	research	research	NOUN
aiti-11743	33	6	exploration	exploration	NOUN
aiti-11743	33	7	work	work	NOUN
aiti-11743	33	8	attempts	attempt	VERB
aiti-11743	33	9	to	to	PART
aiti-11743	33	10	address	address	VERB
aiti-11743	33	11	the	the	DET
aiti-11743	33	12	accompanying	accompany	VERB
aiti-11743	33	13	research	research	NOUN
aiti-11743	33	14	questions	question	NOUN
aiti-11743	33	15	(	(	PUNCT
aiti-11743	33	16	rq	rq	INTJ
aiti-11743	33	17	)	)	PUNCT
aiti-11743	33	18	related	relate	VERB
aiti-11743	33	19	to	to	ADP
aiti-11743	33	20	covid-19	covid-19	PROPN
aiti-11743	33	21	.	.	PUNCT
aiti-11743	33	22	rq-1	rq-1	PART
aiti-11743	33	23	.	.	PUNCT
aiti-11743	34	1	what	what	PRON
aiti-11743	34	2	are	be	AUX
aiti-11743	34	3	the	the	DET
aiti-11743	34	4	well	well	ADV
aiti-11743	34	5	-	-	PUNCT
aiti-11743	34	6	known	know	VERB
aiti-11743	34	7	catchphrases	catchphrase	NOUN
aiti-11743	34	8	that	that	PRON
aiti-11743	34	9	appear	appear	VERB
aiti-11743	34	10	in	in	ADP
aiti-11743	34	11	indian	indian	ADJ
aiti-11743	34	12	tweets	tweet	NOUN
aiti-11743	34	13	in	in	ADP
aiti-11743	34	14	english	english	PROPN
aiti-11743	34	15	?	?	PUNCT
aiti-11743	35	1	rq-2	rq-2	PROPN
aiti-11743	35	2	.	.	PUNCT
aiti-11743	36	1	how	how	SCONJ
aiti-11743	36	2	did	do	AUX
aiti-11743	36	3	these	these	DET
aiti-11743	36	4	tweets	tweet	NOUN
aiti-11743	36	5	influence	influence	PROPN
aiti-11743	36	6	general	general	ADJ
aiti-11743	36	7	well	well	ADV
aiti-11743	36	8	-	-	PUNCT
aiti-11743	36	9	being	being	NOUN
aiti-11743	36	10	frameworks	framework	NOUN
aiti-11743	36	11	?	?	PUNCT
aiti-11743	37	1	rq-3	rq-3	PUNCT
aiti-11743	37	2	.	.	PUNCT
aiti-11743	38	1	how	how	SCONJ
aiti-11743	38	2	do	do	AUX
aiti-11743	38	3	ml	ml	NOUN
aiti-11743	38	4	calculations	calculation	NOUN
aiti-11743	38	5	serve	serve	VERB
aiti-11743	38	6	to	to	PART
aiti-11743	38	7	investigate	investigate	VERB
aiti-11743	38	8	individuals	individual	NOUN
aiti-11743	38	9	’	'	PUNCT
aiti-11743	38	10	sentiments	sentiment	NOUN
aiti-11743	38	11	?	?	PUNCT
aiti-11743	39	1	rq-4	rq-4	NOUN
aiti-11743	39	2	.	.	PUNCT
aiti-11743	40	1	how	how	SCONJ
aiti-11743	40	2	far	far	ADV
aiti-11743	40	3	can	can	AUX
aiti-11743	40	4	the	the	DET
aiti-11743	40	5	deep	deep	ADJ
aiti-11743	40	6	learning	learning	NOUN
aiti-11743	40	7	(	(	PUNCT
aiti-11743	40	8	dl	dl	NOUN
aiti-11743	40	9	)	)	PUNCT
aiti-11743	40	10	12	12	NUM
aiti-11743	40	11	-	-	PUNCT
aiti-11743	40	12	layer	layer	NOUN
aiti-11743	40	13	bidirectional	bidirectional	ADJ
aiti-11743	40	14	encoder	encoder	NOUN
aiti-11743	40	15	representations	representation	VERB
aiti-11743	40	16	from	from	ADP
aiti-11743	40	17	transformers	transformer	NOUN
aiti-11743	40	18	(	(	PUNCT
aiti-11743	40	19	bert	bert	PROPN
aiti-11743	40	20	)	)	PUNCT
aiti-11743	40	21	model	model	NOUN
aiti-11743	40	22	outperform	outperform	VERB
aiti-11743	40	23	other	other	ADJ
aiti-11743	40	24	conventional	conventional	ADJ
aiti-11743	40	25	ml	ml	NOUN
aiti-11743	40	26	models	model	NOUN
aiti-11743	40	27	?	?	PUNCT
aiti-11743	41	1	rq-5	rq-5	VERB
aiti-11743	41	2	.	.	PUNCT
aiti-11743	42	1	how	how	SCONJ
aiti-11743	42	2	is	be	AUX
aiti-11743	42	3	the	the	DET
aiti-11743	42	4	performance	performance	NOUN
aiti-11743	42	5	comparison	comparison	NOUN
aiti-11743	42	6	of	of	ADP
aiti-11743	42	7	the	the	DET
aiti-11743	42	8	bert	bert	PROPN
aiti-11743	42	9	model	model	NOUN
aiti-11743	42	10	for	for	ADP
aiti-11743	42	11	covid-19	covid-19	PROPN
aiti-11743	42	12	sa	sa	PROPN
aiti-11743	42	13	on	on	ADP
aiti-11743	42	14	the	the	DET
aiti-11743	42	15	bi	bi	NOUN
aiti-11743	42	16	-	-	NOUN
aiti-11743	42	17	class	class	ADJ
aiti-11743	42	18	and	and	CCONJ
aiti-11743	42	19	multi	multi	ADJ
aiti-11743	42	20	-	-	ADJ
aiti-11743	42	21	class	class	ADJ
aiti-11743	42	22	datasets	dataset	NOUN
aiti-11743	42	23	(	(	PUNCT
aiti-11743	42	24	class-3	class-3	NOUN
aiti-11743	42	25	and	and	CCONJ
aiti-11743	42	26	class-5	class-5	NUM
aiti-11743	42	27	)	)	PUNCT
aiti-11743	42	28	?	?	PUNCT
aiti-11743	43	1	the	the	DET
aiti-11743	43	2	majority	majority	NOUN
aiti-11743	43	3	contributions	contribution	NOUN
aiti-11743	43	4	of	of	ADP
aiti-11743	43	5	this	this	DET
aiti-11743	43	6	research	research	NOUN
aiti-11743	43	7	are	be	AUX
aiti-11743	43	8	as	as	SCONJ
aiti-11743	43	9	follows	follow	VERB
aiti-11743	43	10	:	:	PUNCT
aiti-11743	43	11	(	(	PUNCT
aiti-11743	43	12	1	1	X
aiti-11743	43	13	)	)	PUNCT
aiti-11743	43	14	this	this	DET
aiti-11743	43	15	work	work	NOUN
aiti-11743	43	16	adopts	adopt	VERB
aiti-11743	43	17	an	an	DET
aiti-11743	43	18	integrated	integrated	ADJ
aiti-11743	43	19	approach	approach	NOUN
aiti-11743	43	20	to	to	ADP
aiti-11743	43	21	understanding	understand	VERB
aiti-11743	43	22	sa	sa	NOUN
aiti-11743	43	23	for	for	ADP
aiti-11743	43	24	covid-19	covid-19	PROPN
aiti-11743	43	25	.	.	PUNCT
aiti-11743	44	1	(	(	PUNCT
aiti-11743	44	2	2	2	X
aiti-11743	44	3	)	)	PUNCT
aiti-11743	44	4	a	a	DET
aiti-11743	44	5	transfer	transfer	NOUN
aiti-11743	44	6	learning	learning	NOUN
aiti-11743	44	7	(	(	PUNCT
aiti-11743	44	8	tl)-based	tl)-base	VERB
aiti-11743	44	9	pre	pre	ADJ
aiti-11743	44	10	-	-	ADJ
aiti-11743	44	11	trained	train	VERB
aiti-11743	44	12	bert	bert	NOUN
aiti-11743	44	13	model	model	NOUN
aiti-11743	44	14	is	be	AUX
aiti-11743	44	15	employed	employ	VERB
aiti-11743	44	16	to	to	PART
aiti-11743	44	17	address	address	VERB
aiti-11743	44	18	sa	sa	NOUN
aiti-11743	44	19	challenges	challenge	NOUN
aiti-11743	44	20	in	in	ADP
aiti-11743	44	21	english	english	PROPN
aiti-11743	44	22	.	.	PUNCT
aiti-11743	45	1	(	(	PUNCT
aiti-11743	45	2	3	3	X
aiti-11743	45	3	)	)	PUNCT
aiti-11743	45	4	the	the	DET
aiti-11743	45	5	pre	pre	ADJ
aiti-11743	45	6	-	-	ADJ
aiti-11743	45	7	trained	train	VERB
aiti-11743	45	8	bert	bert	NOUN
aiti-11743	45	9	model	model	NOUN
aiti-11743	45	10	is	be	AUX
aiti-11743	45	11	adapted	adapt	VERB
aiti-11743	45	12	to	to	PART
aiti-11743	45	13	perform	perform	VERB
aiti-11743	45	14	sentiment	sentiment	NOUN
aiti-11743	45	15	classification	classification	NOUN
aiti-11743	45	16	on	on	ADP
aiti-11743	45	17	three	three	NUM
aiti-11743	45	18	different	different	ADJ
aiti-11743	45	19	datasets	dataset	NOUN
aiti-11743	45	20	containing	contain	VERB
aiti-11743	45	21	bi	bi	NOUN
aiti-11743	45	22	-	-	ADJ
aiti-11743	45	23	class	class	NOUN
aiti-11743	45	24	or	or	CCONJ
aiti-11743	45	25	multi	multi	ADJ
aiti-11743	45	26	-	-	ADJ
aiti-11743	45	27	class	class	ADJ
aiti-11743	45	28	data	datum	NOUN
aiti-11743	45	29	.	.	PUNCT
aiti-11743	46	1	(	(	PUNCT
aiti-11743	46	2	4	4	X
aiti-11743	46	3	)	)	PUNCT
aiti-11743	46	4	various	various	ADJ
aiti-11743	46	5	encoding	encoding	NOUN
aiti-11743	46	6	techniques	technique	NOUN
aiti-11743	46	7	,	,	PUNCT
aiti-11743	46	8	including	include	VERB
aiti-11743	46	9	one	one	NUM
aiti-11743	46	10	-	-	PUNCT
aiti-11743	46	11	hot	hot	ADJ
aiti-11743	46	12	and	and	CCONJ
aiti-11743	46	13	tf	tf	PROPN
aiti-11743	46	14	-	-	PUNCT
aiti-11743	46	15	idf	idf	PROPN
aiti-11743	46	16	,	,	PUNCT
aiti-11743	46	17	along	along	ADP
aiti-11743	46	18	with	with	ADP
aiti-11743	46	19	tl	tl	PROPN
aiti-11743	46	20	variants	variant	NOUN
aiti-11743	46	21	,	,	PUNCT
aiti-11743	46	22	are	be	AUX
aiti-11743	46	23	explored	explore	VERB
aiti-11743	46	24	to	to	PART
aiti-11743	46	25	address	address	VERB
aiti-11743	46	26	scenarios	scenario	NOUN
aiti-11743	46	27	.	.	PUNCT
aiti-11743	47	1	(	(	PUNCT
aiti-11743	47	2	5	5	X
aiti-11743	47	3	)	)	PUNCT
aiti-11743	47	4	all	all	DET
aiti-11743	47	5	fine	fine	ADJ
aiti-11743	47	6	-	-	PUNCT
aiti-11743	47	7	tuned	tune	VERB
aiti-11743	47	8	network	network	NOUN
aiti-11743	47	9	parameters	parameter	NOUN
aiti-11743	47	10	are	be	AUX
aiti-11743	47	11	incorporated	incorporate	VERB
aiti-11743	47	12	to	to	PART
aiti-11743	47	13	efficiently	efficiently	ADV
aiti-11743	47	14	capture	capture	VERB
aiti-11743	47	15	gaps	gap	NOUN
aiti-11743	47	16	of	of	ADP
aiti-11743	47	17	varying	vary	VERB
aiti-11743	47	18	lengths	length	NOUN
aiti-11743	47	19	and	and	CCONJ
aiti-11743	47	20	weights	weight	NOUN
aiti-11743	47	21	in	in	ADP
aiti-11743	47	22	forming	form	VERB
aiti-11743	47	23	feature	feature	NOUN
aiti-11743	47	24	maps	map	NOUN
aiti-11743	47	25	.	.	PUNCT
aiti-11743	48	1	(	(	PUNCT
aiti-11743	48	2	6	6	NUM
aiti-11743	48	3	)	)	PUNCT
aiti-11743	48	4	a	a	DET
aiti-11743	48	5	range	range	NOUN
aiti-11743	48	6	of	of	ADP
aiti-11743	48	7	standard	standard	ADJ
aiti-11743	48	8	ml	ml	NOUN
aiti-11743	48	9	methods	method	NOUN
aiti-11743	48	10	,	,	PUNCT
aiti-11743	48	11	such	such	ADJ
aiti-11743	48	12	as	as	ADP
aiti-11743	48	13	multinomial	multinomial	ADJ
aiti-11743	48	14	naive	naive	ADJ
aiti-11743	48	15	bayes	bayes	NOUN
aiti-11743	48	16	(	(	PUNCT
aiti-11743	48	17	mnb	mnb	PROPN
aiti-11743	48	18	)	)	PUNCT
aiti-11743	48	19	,	,	PUNCT
aiti-11743	48	20	random	random	ADJ
aiti-11743	48	21	forest	forest	NOUN
aiti-11743	48	22	(	(	PUNCT
aiti-11743	48	23	rf	rf	NOUN
aiti-11743	48	24	)	)	PUNCT
aiti-11743	48	25	,	,	PUNCT
aiti-11743	48	26	logistic	logistic	ADJ
aiti-11743	48	27	regression	regression	NOUN
aiti-11743	48	28	(	(	PUNCT
aiti-11743	48	29	lr	lr	NOUN
aiti-11743	48	30	)	)	PUNCT
aiti-11743	48	31	,	,	PUNCT
aiti-11743	48	32	extreme	extreme	ADJ
aiti-11743	48	33	gradient	gradient	NOUN
aiti-11743	48	34	boosting	boost	VERB
aiti-11743	48	35	(	(	PUNCT
aiti-11743	48	36	xgb	xgb	NUM
aiti-11743	48	37	)	)	PUNCT
aiti-11743	48	38	,	,	PUNCT
aiti-11743	48	39	stochastic	stochastic	ADJ
aiti-11743	48	40	gradient	gradient	ADJ
aiti-11743	48	41	descent	descent	NOUN
aiti-11743	48	42	(	(	PUNCT
aiti-11743	48	43	sgd	sgd	NOUN
aiti-11743	48	44	)	)	PUNCT
aiti-11743	48	45	,	,	PUNCT
aiti-11743	48	46	and	and	CCONJ
aiti-11743	48	47	support	support	VERB
aiti-11743	48	48	vector	vector	NOUN
aiti-11743	48	49	classifier	classifier	NOUN
aiti-11743	48	50	(	(	PUNCT
aiti-11743	48	51	svc	svc	PROPN
aiti-11743	48	52	)	)	PUNCT
aiti-11743	48	53	,	,	PUNCT
aiti-11743	48	54	are	be	AUX
aiti-11743	48	55	employed	employ	VERB
aiti-11743	48	56	alongside	alongside	ADP
aiti-11743	48	57	the	the	DET
aiti-11743	48	58	pre	pre	ADJ
aiti-11743	48	59	-	-	ADJ
aiti-11743	48	60	trained	train	VERB
aiti-11743	48	61	bert	bert	NOUN
aiti-11743	48	62	for	for	ADP
aiti-11743	48	63	covid-19	covid-19	PROPN
aiti-11743	48	64	.	.	PUNCT
aiti-11743	49	1	(	(	PUNCT
aiti-11743	49	2	7	7	X
aiti-11743	49	3	)	)	PUNCT
aiti-11743	49	4	this	this	DET
aiti-11743	49	5	research	research	NOUN
aiti-11743	49	6	conducts	conduct	VERB
aiti-11743	49	7	a	a	DET
aiti-11743	49	8	comparative	comparative	ADJ
aiti-11743	49	9	analysis	analysis	NOUN
aiti-11743	49	10	of	of	ADP
aiti-11743	49	11	seven	seven	NUM
aiti-11743	49	12	models	model	NOUN
aiti-11743	49	13	to	to	PART
aiti-11743	49	14	showcase	showcase	VERB
aiti-11743	49	15	the	the	DET
aiti-11743	49	16	transformer	transformer	NOUN
aiti-11743	49	17	design	design	NOUN
aiti-11743	49	18	’s	’s	PART
aiti-11743	49	19	superiority	superiority	NOUN
aiti-11743	49	20	over	over	ADP
aiti-11743	49	21	prior	prior	ADJ
aiti-11743	49	22	state	state	NOUN
aiti-11743	49	23	-	-	PUNCT
aiti-11743	49	24	of	of	ADP
aiti-11743	49	25	-	-	PUNCT
aiti-11743	49	26	the	the	DET
aiti-11743	49	27	-	-	PUNCT
aiti-11743	49	28	art	art	NOUN
aiti-11743	49	29	methods	method	NOUN
aiti-11743	49	30	.	.	PUNCT
aiti-11743	50	1	with	with	ADP
aiti-11743	50	2	appropriate	appropriate	ADJ
aiti-11743	50	3	fine	fine	ADV
aiti-11743	50	4	-	-	PUNCT
aiti-11743	50	5	tuning	tuning	NOUN
aiti-11743	50	6	,	,	PUNCT
aiti-11743	50	7	the	the	DET
aiti-11743	50	8	transformer	transformer	NOUN
aiti-11743	50	9	design	design	NOUN
aiti-11743	50	10	emerges	emerge	VERB
aiti-11743	50	11	as	as	ADP
aiti-11743	50	12	the	the	DET
aiti-11743	50	13	new	new	ADJ
aiti-11743	50	14	state	state	NOUN
aiti-11743	50	15	-	-	PUNCT
aiti-11743	50	16	of	of	ADP
aiti-11743	50	17	-	-	PUNCT
aiti-11743	50	18	the	the	DET
aiti-11743	50	19	-	-	PUNCT
aiti-11743	50	20	art	art	NOUN
aiti-11743	50	21	model	model	NOUN
aiti-11743	50	22	with	with	ADP
aiti-11743	50	23	superior	superior	ADJ
aiti-11743	50	24	performance	performance	NOUN
aiti-11743	50	25	.	.	PUNCT
aiti-11743	51	1	the	the	DET
aiti-11743	51	2	inspiration	inspiration	NOUN
aiti-11743	51	3	for	for	ADP
aiti-11743	51	4	this	this	DET
aiti-11743	51	5	work	work	NOUN
aiti-11743	51	6	,	,	PUNCT
aiti-11743	51	7	a	a	DET
aiti-11743	51	8	brief	brief	ADJ
aiti-11743	51	9	demonstration	demonstration	NOUN
aiti-11743	51	10	of	of	ADP
aiti-11743	51	11	sa	sa	PROPN
aiti-11743	51	12	,	,	PUNCT
aiti-11743	51	13	rq	rq	NOUN
aiti-11743	51	14	,	,	PUNCT
aiti-11743	51	15	and	and	CCONJ
aiti-11743	51	16	significant	significant	ADJ
aiti-11743	51	17	contributions	contribution	NOUN
aiti-11743	51	18	of	of	ADP
aiti-11743	51	19	the	the	DET
aiti-11743	51	20	research	research	NOUN
aiti-11743	51	21	are	be	AUX
aiti-11743	51	22	provided	provide	VERB
aiti-11743	51	23	in	in	ADP
aiti-11743	51	24	section	section	NOUN
aiti-11743	51	25	1	1	NUM
aiti-11743	51	26	.	.	PUNCT
aiti-11743	52	1	the	the	DET
aiti-11743	52	2	rest	rest	NOUN
aiti-11743	52	3	of	of	ADP
aiti-11743	52	4	the	the	DET
aiti-11743	52	5	paper	paper	NOUN
aiti-11743	52	6	is	be	AUX
aiti-11743	52	7	organized	organize	VERB
aiti-11743	52	8	as	as	SCONJ
aiti-11743	52	9	follows	follow	VERB
aiti-11743	52	10	.	.	PUNCT
aiti-11743	53	1	section	section	NOUN
aiti-11743	53	2	2	2	NUM
aiti-11743	53	3	discusses	discuss	VERB
aiti-11743	53	4	related	relate	VERB
aiti-11743	53	5	works	work	NOUN
aiti-11743	53	6	done	do	VERB
aiti-11743	53	7	by	by	ADP
aiti-11743	53	8	the	the	DET
aiti-11743	53	9	researchers	researcher	NOUN
aiti-11743	53	10	,	,	PUNCT
aiti-11743	53	11	followed	follow	VERB
aiti-11743	53	12	by	by	ADP
aiti-11743	53	13	the	the	DET
aiti-11743	53	14	limitations	limitation	NOUN
aiti-11743	53	15	.	.	PUNCT
aiti-11743	54	1	section	section	NOUN
aiti-11743	54	2	3	3	NUM
aiti-11743	54	3	gives	give	VERB
aiti-11743	54	4	a	a	DET
aiti-11743	54	5	foundation	foundation	NOUN
aiti-11743	54	6	for	for	ADP
aiti-11743	54	7	the	the	DET
aiti-11743	54	8	work	work	NOUN
aiti-11743	54	9	chosen	choose	VERB
aiti-11743	54	10	,	,	PUNCT
aiti-11743	54	11	explaining	explain	VERB
aiti-11743	54	12	the	the	DET
aiti-11743	54	13	essentials	essential	NOUN
aiti-11743	54	14	of	of	ADP
aiti-11743	54	15	the	the	DET
aiti-11743	54	16	fundamentals	fundamental	NOUN
aiti-11743	54	17	of	of	ADP
aiti-11743	54	18	bert	bert	PROPN
aiti-11743	54	19	and	and	CCONJ
aiti-11743	54	20	tl	tl	PROPN
aiti-11743	54	21	on	on	ADP
aiti-11743	54	22	a	a	DET
aiti-11743	54	23	deeper	deep	ADJ
aiti-11743	54	24	level	level	NOUN
aiti-11743	54	25	.	.	PUNCT
aiti-11743	55	1	the	the	DET
aiti-11743	55	2	study	study	NOUN
aiti-11743	55	3	also	also	ADV
aiti-11743	55	4	highlights	highlight	VERB
aiti-11743	55	5	the	the	DET
aiti-11743	55	6	proposed	propose	VERB
aiti-11743	55	7	system	system	NOUN
aiti-11743	55	8	’s	’s	PART
aiti-11743	55	9	methodology	methodology	NOUN
aiti-11743	55	10	,	,	PUNCT
aiti-11743	55	11	architecture	architecture	NOUN
aiti-11743	55	12	,	,	PUNCT
aiti-11743	55	13	dataset	dataset	NOUN
aiti-11743	55	14	,	,	PUNCT
aiti-11743	55	15	feature	feature	NOUN
aiti-11743	55	16	selection	selection	NOUN
aiti-11743	55	17	,	,	PUNCT
aiti-11743	55	18	hyper	hyper	ADJ
aiti-11743	55	19	-	-	ADJ
aiti-11743	55	20	parameter	parameter	ADJ
aiti-11743	55	21	tuning	tuning	NOUN
aiti-11743	55	22	,	,	PUNCT
aiti-11743	55	23	and	and	CCONJ
aiti-11743	55	24	evaluation	evaluation	NOUN
aiti-11743	55	25	process	process	NOUN
aiti-11743	55	26	.	.	PUNCT
aiti-11743	56	1	the	the	DET
aiti-11743	56	2	trial	trial	NOUN
aiti-11743	56	3	results	result	NOUN
aiti-11743	56	4	depicted	depict	VERB
aiti-11743	56	5	in	in	ADP
aiti-11743	56	6	section	section	NOUN
aiti-11743	56	7	4	4	NUM
aiti-11743	56	8	compare	compare	VERB
aiti-11743	56	9	the	the	DET
aiti-11743	56	10	outcomes	outcome	NOUN
aiti-11743	56	11	of	of	ADP
aiti-11743	56	12	the	the	DET
aiti-11743	56	13	innovative	innovative	ADJ
aiti-11743	56	14	classifiers	classifier	NOUN
aiti-11743	56	15	with	with	ADP
aiti-11743	56	16	those	those	PRON
aiti-11743	56	17	obtained	obtain	VERB
aiti-11743	56	18	using	use	VERB
aiti-11743	56	19	the	the	DET
aiti-11743	56	20	proposed	propose	VERB
aiti-11743	56	21	strategy	strategy	NOUN
aiti-11743	56	22	for	for	ADP
aiti-11743	56	23	sa	sa	PROPN
aiti-11743	56	24	.	.	PUNCT
aiti-11743	57	1	at	at	ADP
aiti-11743	57	2	last	last	ADJ
aiti-11743	57	3	,	,	PUNCT
aiti-11743	57	4	section	section	NOUN
aiti-11743	57	5	5	5	NUM
aiti-11743	57	6	concludes	conclude	VERB
aiti-11743	57	7	the	the	DET
aiti-11743	57	8	paper	paper	NOUN
aiti-11743	57	9	and	and	CCONJ
aiti-11743	57	10	suggests	suggest	VERB
aiti-11743	57	11	directions	direction	NOUN
aiti-11743	57	12	for	for	ADP
aiti-11743	57	13	future	future	ADJ
aiti-11743	57	14	research	research	NOUN
aiti-11743	57	15	.	.	PUNCT
aiti-11743	58	1	2	2	X
aiti-11743	58	2	.	.	X
aiti-11743	58	3	related	relate	VERB
aiti-11743	58	4	work	work	NOUN
aiti-11743	58	5	recently	recently	ADV
aiti-11743	58	6	,	,	PUNCT
aiti-11743	58	7	related	related	ADJ
aiti-11743	58	8	researchers	researcher	NOUN
aiti-11743	58	9	reported	report	VERB
aiti-11743	58	10	on	on	ADP
aiti-11743	58	11	sa	sa	PROPN
aiti-11743	58	12	of	of	ADP
aiti-11743	58	13	covid-19	covid-19	PROPN
aiti-11743	58	14	twitter	twitter	NOUN
aiti-11743	58	15	data	datum	NOUN
aiti-11743	58	16	;	;	PUNCT
aiti-11743	58	17	they	they	PRON
aiti-11743	58	18	have	have	AUX
aiti-11743	58	19	developed	develop	VERB
aiti-11743	58	20	many	many	ADJ
aiti-11743	58	21	text	text	NOUN
aiti-11743	58	22	-	-	PUNCT
aiti-11743	58	23	mining	mining	NOUN
aiti-11743	58	24	techniques	technique	NOUN
aiti-11743	58	25	to	to	PART
aiti-11743	58	26	investigate	investigate	VERB
aiti-11743	58	27	the	the	DET
aiti-11743	58	28	various	various	ADJ
aiti-11743	58	29	elements	element	NOUN
aiti-11743	58	30	of	of	ADP
aiti-11743	58	31	covid-19	covid-19	PROPN
aiti-11743	58	32	,	,	PUNCT
aiti-11743	58	33	utilizing	utilize	VERB
aiti-11743	58	34	textual	textual	ADJ
aiti-11743	58	35	data	datum	NOUN
aiti-11743	58	36	from	from	ADP
aiti-11743	58	37	online	online	ADJ
aiti-11743	58	38	social	social	ADJ
aiti-11743	58	39	media	medium	NOUN
aiti-11743	58	40	sites	site	NOUN
aiti-11743	58	41	.	.	PUNCT
aiti-11743	59	1	in	in	ADP
aiti-11743	59	2	this	this	DET
aiti-11743	59	3	advances	advance	NOUN
aiti-11743	59	4	in	in	ADP
aiti-11743	59	5	technology	technology	NOUN
aiti-11743	59	6	innovation	innovation	NOUN
aiti-11743	59	7	,	,	PUNCT
aiti-11743	59	8	vol	vol	NOUN
aiti-11743	59	9	.	.	PROPN
aiti-11743	59	10	8	8	NUM
aiti-11743	59	11	,	,	PUNCT
aiti-11743	59	12	no	no	INTJ
aiti-11743	59	13	.	.	NOUN
aiti-11743	59	14	4	4	NUM
aiti-11743	59	15	,	,	PUNCT
aiti-11743	59	16	2023	2023	NUM
aiti-11743	59	17	,	,	PUNCT
aiti-11743	59	18	pp	pp	ADJ
aiti-11743	59	19	.	.	PUNCT
aiti-11743	59	20	254	254	NUM
aiti-11743	59	21	-	-	SYM
aiti-11743	59	22	266	266	NUM
aiti-11743	59	23	256	256	NUM
aiti-11743	59	24	context	context	NOUN
aiti-11743	59	25	,	,	PUNCT
aiti-11743	59	26	tl	tl	PROPN
aiti-11743	59	27	is	be	AUX
aiti-11743	59	28	becoming	become	VERB
aiti-11743	59	29	extremely	extremely	ADV
aiti-11743	59	30	important	important	ADJ
aiti-11743	59	31	in	in	ADP
aiti-11743	59	32	the	the	DET
aiti-11743	59	33	research	research	NOUN
aiti-11743	59	34	field	field	NOUN
aiti-11743	59	35	.	.	PUNCT
aiti-11743	60	1	developments	development	NOUN
aiti-11743	60	2	in	in	ADP
aiti-11743	60	3	dl	dl	PROPN
aiti-11743	60	4	have	have	AUX
aiti-11743	60	5	led	lead	VERB
aiti-11743	60	6	to	to	ADP
aiti-11743	60	7	significant	significant	ADJ
aiti-11743	60	8	improvements	improvement	NOUN
aiti-11743	60	9	in	in	ADP
aiti-11743	60	10	modeling	modeling	NOUN
aiti-11743	60	11	,	,	PUNCT
aiti-11743	60	12	machine	machine	NOUN
aiti-11743	60	13	translation	translation	NOUN
aiti-11743	60	14	,	,	PUNCT
aiti-11743	60	15	and	and	CCONJ
aiti-11743	60	16	other	other	ADJ
aiti-11743	60	17	natural	natural	ADJ
aiti-11743	60	18	language	language	NOUN
aiti-11743	60	19	processing	processing	NOUN
aiti-11743	60	20	(	(	PUNCT
aiti-11743	60	21	nlp	nlp	NOUN
aiti-11743	60	22	)	)	PUNCT
aiti-11743	60	23	tasks	task	NOUN
aiti-11743	60	24	,	,	PUNCT
aiti-11743	60	25	including	include	VERB
aiti-11743	60	26	text	text	NOUN
aiti-11743	60	27	categorization	categorization	NOUN
aiti-11743	60	28	,	,	PUNCT
aiti-11743	60	29	language	language	NOUN
aiti-11743	60	30	translation	translation	NOUN
aiti-11743	60	31	,	,	PUNCT
aiti-11743	60	32	and	and	CCONJ
aiti-11743	60	33	others	other	NOUN
aiti-11743	60	34	.	.	PUNCT
aiti-11743	61	1	this	this	PRON
aiti-11743	61	2	is	be	AUX
aiti-11743	61	3	especially	especially	ADV
aiti-11743	61	4	true	true	ADJ
aiti-11743	61	5	for	for	ADP
aiti-11743	61	6	neural	neural	ADJ
aiti-11743	61	7	network	network	NOUN
aiti-11743	61	8	designs	design	NOUN
aiti-11743	61	9	like	like	ADP
aiti-11743	61	10	recurrent	recurrent	ADJ
aiti-11743	61	11	neural	neural	ADJ
aiti-11743	61	12	networks	network	NOUN
aiti-11743	61	13	(	(	PUNCT
aiti-11743	61	14	rnn	rnn	PROPN
aiti-11743	61	15	)	)	PUNCT
aiti-11743	61	16	,	,	PUNCT
aiti-11743	61	17	long	long	ADV
aiti-11743	61	18	shortterm	shortterm	PROPN
aiti-11743	61	19	memory	memory	NOUN
aiti-11743	61	20	(	(	PUNCT
aiti-11743	61	21	lstm	lstm	NOUN
aiti-11743	61	22	)	)	PUNCT
aiti-11743	61	23	,	,	PUNCT
aiti-11743	61	24	and	and	CCONJ
aiti-11743	61	25	convolutional	convolutional	ADJ
aiti-11743	61	26	neural	neural	ADJ
aiti-11743	61	27	networks	network	NOUN
aiti-11743	61	28	(	(	PUNCT
aiti-11743	61	29	cnn	cnn	PROPN
aiti-11743	61	30	)	)	PUNCT
aiti-11743	61	31	.	.	PUNCT
aiti-11743	62	1	for	for	ADP
aiti-11743	62	2	real	real	ADJ
aiti-11743	62	3	-	-	PUNCT
aiti-11743	62	4	time	time	NOUN
aiti-11743	62	5	visualization	visualization	NOUN
aiti-11743	62	6	and	and	CCONJ
aiti-11743	62	7	granular	granular	ADJ
aiti-11743	62	8	event	event	NOUN
aiti-11743	62	9	classification	classification	NOUN
aiti-11743	62	10	in	in	ADP
aiti-11743	62	11	public	public	ADJ
aiti-11743	62	12	opinion	opinion	NOUN
aiti-11743	62	13	research	research	NOUN
aiti-11743	62	14	,	,	PUNCT
aiti-11743	62	15	zhuang	zhuang	PROPN
aiti-11743	62	16	et	et	PROPN
aiti-11743	62	17	al	al	PROPN
aiti-11743	62	18	.	.	PUNCT
aiti-11743	63	1	[	[	X
aiti-11743	63	2	5	5	NUM
aiti-11743	63	3	]	]	PUNCT
aiti-11743	63	4	introduced	introduce	VERB
aiti-11743	63	5	the	the	DET
aiti-11743	63	6	latent	latent	NOUN
aiti-11743	63	7	dirichlet	dirichlet	PROPN
aiti-11743	63	8	allocation	allocation	NOUN
aiti-11743	63	9	-	-	PUNCT
aiti-11743	63	10	autoregressive	autoregressive	ADJ
aiti-11743	63	11	moving	move	VERB
aiti-11743	63	12	average	average	ADJ
aiti-11743	63	13	model	model	NOUN
aiti-11743	63	14	deep	deep	ADJ
aiti-11743	63	15	neural	neural	ADJ
aiti-11743	63	16	network	network	NOUN
aiti-11743	63	17	(	(	PUNCT
aiti-11743	63	18	lda	lda	PROPN
aiti-11743	63	19	-	-	PUNCT
aiti-11743	63	20	arma	arma	PROPN
aiti-11743	63	21	dnn	dnn	PROPN
aiti-11743	63	22	)	)	PUNCT
aiti-11743	63	23	.	.	PUNCT
aiti-11743	64	1	lda	lda	PROPN
aiti-11743	64	2	was	be	AUX
aiti-11743	64	3	used	use	VERB
aiti-11743	64	4	to	to	PART
aiti-11743	64	5	determine	determine	VERB
aiti-11743	64	6	what	what	PRON
aiti-11743	64	7	the	the	DET
aiti-11743	64	8	remarks	remark	NOUN
aiti-11743	64	9	were	be	AUX
aiti-11743	64	10	about	about	ADP
aiti-11743	64	11	.	.	PUNCT
aiti-11743	65	1	to	to	PART
aiti-11743	65	2	perform	perform	VERB
aiti-11743	65	3	multi	multi	ADJ
aiti-11743	65	4	-	-	ADJ
aiti-11743	65	5	faceted	faceted	ADJ
aiti-11743	65	6	sa	sa	NOUN
aiti-11743	65	7	and	and	CCONJ
aiti-11743	65	8	variation	variation	NOUN
aiti-11743	65	9	prediction	prediction	NOUN
aiti-11743	65	10	,	,	PUNCT
aiti-11743	65	11	they	they	PRON
aiti-11743	65	12	used	use	VERB
aiti-11743	65	13	the	the	DET
aiti-11743	65	14	arma	arma	NOUN
aiti-11743	65	15	on	on	ADP
aiti-11743	65	16	massive	massive	ADJ
aiti-11743	65	17	amounts	amount	NOUN
aiti-11743	65	18	of	of	ADP
aiti-11743	65	19	textual	textual	ADJ
aiti-11743	65	20	data	datum	NOUN
aiti-11743	65	21	connected	connect	VERB
aiti-11743	65	22	to	to	ADP
aiti-11743	65	23	covid-19	covid-19	PROPN
aiti-11743	65	24	.	.	PROPN
aiti-11743	65	25	malla	malla	PROPN
aiti-11743	65	26	and	and	CCONJ
aiti-11743	65	27	alphonse	alphonse	NOUN
aiti-11743	66	1	[	[	X
aiti-11743	66	2	6	6	NUM
aiti-11743	66	3	]	]	PUNCT
aiti-11743	66	4	proposed	propose	VERB
aiti-11743	66	5	a	a	DET
aiti-11743	66	6	method	method	NOUN
aiti-11743	66	7	majority	majority	NOUN
aiti-11743	66	8	voting	voting	NOUN
aiti-11743	66	9	-	-	PUNCT
aiti-11743	66	10	based	base	VERB
aiti-11743	66	11	ensemble	ensemble	ADJ
aiti-11743	66	12	deep	deep	ADJ
aiti-11743	66	13	learning	learning	NOUN
aiti-11743	66	14	(	(	PUNCT
aiti-11743	66	15	mvedl	mvedl	NOUN
aiti-11743	66	16	)	)	PUNCT
aiti-11743	66	17	model	model	NOUN
aiti-11743	66	18	for	for	ADP
aiti-11743	66	19	locating	locate	VERB
aiti-11743	66	20	critical	critical	ADJ
aiti-11743	66	21	tweets	tweet	NOUN
aiti-11743	66	22	during	during	ADP
aiti-11743	66	23	the	the	DET
aiti-11743	66	24	covid-19	covid-19	PROPN
aiti-11743	66	25	outbreak	outbreak	NOUN
aiti-11743	66	26	using	use	VERB
aiti-11743	66	27	the	the	DET
aiti-11743	66	28	covid-19twitter	covid-19twitter	X
aiti-11743	66	29	bert	bert	PROPN
aiti-11743	66	30	,	,	PUNCT
aiti-11743	66	31	bertweet	bertweet	NOUN
aiti-11743	66	32	,	,	PUNCT
aiti-11743	66	33	and	and	CCONJ
aiti-11743	66	34	roberta	roberta	PROPN
aiti-11743	66	35	dl	dl	PROPN
aiti-11743	66	36	-	-	PUNCT
aiti-11743	66	37	based	base	VERB
aiti-11743	66	38	models	model	NOUN
aiti-11743	66	39	.	.	PUNCT
aiti-11743	67	1	the	the	DET
aiti-11743	67	2	study	study	NOUN
aiti-11743	67	3	attempted	attempt	VERB
aiti-11743	67	4	to	to	PART
aiti-11743	67	5	establish	establish	VERB
aiti-11743	67	6	the	the	DET
aiti-11743	67	7	sentiment	sentiment	NOUN
aiti-11743	67	8	of	of	ADP
aiti-11743	67	9	people	people	NOUN
aiti-11743	67	10	in	in	ADP
aiti-11743	67	11	eight	eight	NUM
aiti-11743	67	12	nations	nation	NOUN
aiti-11743	67	13	[	[	X
aiti-11743	67	14	7	7	NUM
aiti-11743	67	15	]	]	PUNCT
aiti-11743	67	16	.	.	PUNCT
aiti-11743	68	1	they	they	PRON
aiti-11743	68	2	built	build	VERB
aiti-11743	68	3	a	a	DET
aiti-11743	68	4	unification	unification	NOUN
aiti-11743	68	5	model	model	NOUN
aiti-11743	68	6	for	for	ADP
aiti-11743	68	7	sa	sa	PROPN
aiti-11743	68	8	with	with	ADP
aiti-11743	68	9	five	five	NUM
aiti-11743	68	10	different	different	ADJ
aiti-11743	68	11	deep	deep	ADJ
aiti-11743	68	12	-	-	PUNCT
aiti-11743	68	13	learning	learn	VERB
aiti-11743	68	14	classifiers	classifier	NOUN
aiti-11743	68	15	and	and	CCONJ
aiti-11743	68	16	then	then	ADV
aiti-11743	68	17	consolidated	consolidate	VERB
aiti-11743	68	18	them	they	PRON
aiti-11743	68	19	to	to	PART
aiti-11743	68	20	refine	refine	VERB
aiti-11743	68	21	the	the	DET
aiti-11743	68	22	result	result	NOUN
aiti-11743	68	23	via	via	ADP
aiti-11743	68	24	a	a	DET
aiti-11743	68	25	meta	meta	ADV
aiti-11743	68	26	-	-	PUNCT
aiti-11743	68	27	learning	learn	VERB
aiti-11743	68	28	method	method	NOUN
aiti-11743	68	29	.	.	PUNCT
aiti-11743	69	1	researchers	researcher	NOUN
aiti-11743	69	2	have	have	AUX
aiti-11743	69	3	focused	focus	VERB
aiti-11743	69	4	on	on	ADP
aiti-11743	69	5	mucormycosis	mucormycosis	NOUN
aiti-11743	69	6	related	relate	VERB
aiti-11743	69	7	to	to	ADP
aiti-11743	69	8	covid-19	covid-19	PROPN
aiti-11743	69	9	,	,	PUNCT
aiti-11743	69	10	and	and	CCONJ
aiti-11743	69	11	a	a	DET
aiti-11743	69	12	time	time	NOUN
aiti-11743	69	13	series	series	NOUN
aiti-11743	69	14	analysis	analysis	NOUN
aiti-11743	69	15	of	of	ADP
aiti-11743	69	16	tweets	tweet	NOUN
aiti-11743	69	17	has	have	AUX
aiti-11743	69	18	shown	show	VERB
aiti-11743	69	19	that	that	SCONJ
aiti-11743	69	20	negative	negative	ADJ
aiti-11743	69	21	tweets	tweet	NOUN
aiti-11743	69	22	are	be	AUX
aiti-11743	69	23	becoming	become	VERB
aiti-11743	69	24	less	less	ADV
aiti-11743	69	25	common	common	ADJ
aiti-11743	69	26	with	with	ADP
aiti-11743	69	27	time	time	NOUN
aiti-11743	69	28	[	[	X
aiti-11743	69	29	8	8	NUM
aiti-11743	69	30	]	]	PUNCT
aiti-11743	69	31	.	.	PUNCT
aiti-11743	70	1	karthikeyan	karthikeyan	PROPN
aiti-11743	70	2	et	et	PROPN
aiti-11743	70	3	al	al	PROPN
aiti-11743	70	4	.	.	PUNCT
aiti-11743	71	1	[	[	X
aiti-11743	71	2	9	9	X
aiti-11743	71	3	]	]	X
aiti-11743	71	4	propose	propose	VERB
aiti-11743	71	5	the	the	DET
aiti-11743	71	6	use	use	NOUN
aiti-11743	71	7	of	of	ADP
aiti-11743	71	8	a	a	DET
aiti-11743	71	9	modified	modify	VERB
aiti-11743	71	10	nn	nn	NOUN
aiti-11743	71	11	architecture	architecture	NOUN
aiti-11743	71	12	for	for	ADP
aiti-11743	71	13	an	an	DET
aiti-11743	71	14	ai	ai	NOUN
aiti-11743	71	15	system	system	NOUN
aiti-11743	71	16	,	,	PUNCT
aiti-11743	71	17	incorporating	incorporate	VERB
aiti-11743	71	18	a	a	DET
aiti-11743	71	19	hybrid	hybrid	ADJ
aiti-11743	71	20	learning	learning	NOUN
aiti-11743	71	21	-	-	PUNCT
aiti-11743	71	22	based	base	VERB
aiti-11743	71	23	network	network	NOUN
aiti-11743	71	24	classifier	classifier	NOUN
aiti-11743	71	25	that	that	PRON
aiti-11743	71	26	relies	rely	VERB
aiti-11743	71	27	on	on	ADP
aiti-11743	71	28	both	both	DET
aiti-11743	71	29	cnn	cnn	PROPN
aiti-11743	71	30	and	and	CCONJ
aiti-11743	71	31	support	support	VERB
aiti-11743	71	32	vector	vector	NOUN
aiti-11743	71	33	machine	machine	NOUN
aiti-11743	71	34	(	(	PUNCT
aiti-11743	71	35	svm	svm	PROPN
aiti-11743	71	36	)	)	PUNCT
aiti-11743	72	1	[	[	X
aiti-11743	72	2	9	9	NUM
aiti-11743	72	3	]	]	PUNCT
aiti-11743	72	4	.	.	PUNCT
aiti-11743	73	1	yan	yan	PROPN
aiti-11743	73	2	et	et	PROPN
aiti-11743	73	3	al	al	PROPN
aiti-11743	73	4	.	.	PUNCT
aiti-11743	74	1	[	[	X
aiti-11743	74	2	10	10	NUM
aiti-11743	74	3	]	]	PUNCT
aiti-11743	74	4	proposed	propose	VERB
aiti-11743	74	5	an	an	DET
aiti-11743	74	6	attention	attention	NOUN
aiti-11743	74	7	parallel	parallel	ADJ
aiti-11743	74	8	dual	dual	ADJ
aiti-11743	74	9	-	-	PUNCT
aiti-11743	74	10	channel	channel	NOUN
aiti-11743	74	11	deep	deep	ADJ
aiti-11743	74	12	learning	learn	VERB
aiti-11743	74	13	hybrid	hybrid	ADJ
aiti-11743	74	14	model	model	NOUN
aiti-11743	74	15	(	(	PUNCT
aiti-11743	74	16	addhm	addhm	PROPN
aiti-11743	74	17	)	)	PUNCT
aiti-11743	74	18	with	with	ADP
aiti-11743	74	19	bert	bert	PROPN
aiti-11743	74	20	and	and	CCONJ
aiti-11743	74	21	a	a	DET
aiti-11743	74	22	dual	dual	ADJ
aiti-11743	74	23	-	-	PUNCT
aiti-11743	74	24	channel	channel	NOUN
aiti-11743	74	25	architecture	architecture	NOUN
aiti-11743	74	26	built	build	VERB
aiti-11743	74	27	of	of	ADP
aiti-11743	74	28	cnn	cnn	PROPN
aiti-11743	74	29	and	and	CCONJ
aiti-11743	74	30	bidirectional	bidirectional	ADJ
aiti-11743	74	31	long	long	ADJ
aiti-11743	74	32	short	short	ADJ
aiti-11743	74	33	-	-	PUNCT
aiti-11743	74	34	term	term	NOUN
aiti-11743	74	35	memory	memory	NOUN
aiti-11743	74	36	(	(	PUNCT
aiti-11743	74	37	bilstm	bilstm	NOUN
aiti-11743	74	38	)	)	PUNCT
aiti-11743	74	39	.	.	PUNCT
aiti-11743	75	1	furthermore	furthermore	ADV
aiti-11743	75	2	,	,	PUNCT
aiti-11743	75	3	in	in	ADP
aiti-11743	75	4	each	each	DET
aiti-11743	75	5	channel	channel	NOUN
aiti-11743	75	6	,	,	PUNCT
aiti-11743	75	7	an	an	DET
aiti-11743	75	8	attentional	attentional	ADJ
aiti-11743	75	9	mechanism	mechanism	NOUN
aiti-11743	75	10	was	be	AUX
aiti-11743	75	11	incorporated	incorporate	VERB
aiti-11743	75	12	to	to	PART
aiti-11743	75	13	separate	separate	VERB
aiti-11743	75	14	the	the	DET
aiti-11743	75	15	words	word	NOUN
aiti-11743	75	16	that	that	PRON
aiti-11743	75	17	influence	influence	VERB
aiti-11743	75	18	the	the	DET
aiti-11743	75	19	most	most	ADV
aiti-11743	75	20	emotional	emotional	ADJ
aiti-11743	75	21	inclination	inclination	NOUN
aiti-11743	75	22	and	and	CCONJ
aiti-11743	75	23	strengthen	strengthen	VERB
aiti-11743	75	24	the	the	DET
aiti-11743	75	25	quality	quality	NOUN
aiti-11743	75	26	of	of	ADP
aiti-11743	75	27	the	the	DET
aiti-11743	75	28	model	model	NOUN
aiti-11743	75	29	for	for	ADP
aiti-11743	75	30	sentiment	sentiment	NOUN
aiti-11743	75	31	classification	classification	NOUN
aiti-11743	75	32	.	.	PUNCT
aiti-11743	76	1	researchers	researcher	NOUN
aiti-11743	76	2	suganya	suganya	ADJ
aiti-11743	76	3	and	and	CCONJ
aiti-11743	76	4	kalpana	kalpana	PROPN
aiti-11743	76	5	[	[	X
aiti-11743	76	6	11	11	NUM
aiti-11743	76	7	]	]	PUNCT
aiti-11743	76	8	proposed	propose	VERB
aiti-11743	76	9	a	a	DET
aiti-11743	76	10	covid-19	covid-19	PROPN
aiti-11743	76	11	detection	detection	NOUN
aiti-11743	76	12	classification	classification	NOUN
aiti-11743	76	13	utilizing	utilize	VERB
aiti-11743	76	14	a	a	DET
aiti-11743	76	15	pre	pre	ADJ
aiti-11743	76	16	-	-	ADJ
aiti-11743	76	17	trained	train	VERB
aiti-11743	76	18	model	model	NOUN
aiti-11743	76	19	mask	mask	NOUN
aiti-11743	76	20	regional	regional	ADJ
aiti-11743	76	21	-	-	PUNCT
aiti-11743	76	22	convolutional	convolutional	ADJ
aiti-11743	76	23	neural	neural	ADJ
aiti-11743	76	24	network	network	NOUN
aiti-11743	76	25	(	(	PUNCT
aiti-11743	76	26	r	r	NOUN
aiti-11743	76	27	-	-	PUNCT
aiti-11743	76	28	cnn	cnn	NOUN
aiti-11743	76	29	)	)	PUNCT
aiti-11743	76	30	to	to	PART
aiti-11743	76	31	improve	improve	VERB
aiti-11743	76	32	performance	performance	NOUN
aiti-11743	76	33	on	on	ADP
aiti-11743	76	34	both	both	CCONJ
aiti-11743	76	35	binary	binary	ADJ
aiti-11743	76	36	and	and	CCONJ
aiti-11743	76	37	multi	multi	ADJ
aiti-11743	76	38	-	-	ADJ
aiti-11743	76	39	class	class	ADJ
aiti-11743	76	40	classification	classification	NOUN
aiti-11743	76	41	.	.	PUNCT
aiti-11743	77	1	the	the	DET
aiti-11743	77	2	authors	author	NOUN
aiti-11743	77	3	utilized	utilize	VERB
aiti-11743	77	4	a	a	DET
aiti-11743	77	5	shot	shot	NOUN
aiti-11743	77	6	learning	learn	VERB
aiti-11743	77	7	strategy	strategy	NOUN
aiti-11743	77	8	using	use	VERB
aiti-11743	77	9	a	a	DET
aiti-11743	77	10	resnet-50	resnet-50	PROPN
aiti-11743	77	11	baseline	baseline	ADJ
aiti-11743	77	12	classifier	classifier	NOUN
aiti-11743	77	13	and	and	CCONJ
aiti-11743	77	14	softmax	softmax	NOUN
aiti-11743	77	15	as	as	ADP
aiti-11743	77	16	an	an	DET
aiti-11743	77	17	activation	activation	NOUN
aiti-11743	77	18	function	function	NOUN
aiti-11743	77	19	.	.	PUNCT
aiti-11743	78	1	table	table	NOUN
aiti-11743	78	2	1	1	NUM
aiti-11743	78	3	limitations	limitation	NOUN
aiti-11743	78	4	of	of	ADP
aiti-11743	78	5	the	the	DET
aiti-11743	78	6	existing	exist	VERB
aiti-11743	78	7	research	research	NOUN
aiti-11743	78	8	referenced	reference	VERB
aiti-11743	78	9	research	research	NOUN
aiti-11743	78	10	limitations	limitation	NOUN
aiti-11743	78	11	of	of	ADP
aiti-11743	78	12	the	the	DET
aiti-11743	78	13	research	research	NOUN
aiti-11743	78	14	[	[	X
aiti-11743	78	15	7	7	X
aiti-11743	78	16	]	]	PUNCT
aiti-11743	78	17	the	the	DET
aiti-11743	78	18	data	data	NOUN
aiti-11743	78	19	’s	’s	PART
aiti-11743	78	20	country	country	NOUN
aiti-11743	78	21	of	of	ADP
aiti-11743	78	22	origin	origin	NOUN
aiti-11743	78	23	did	do	AUX
aiti-11743	78	24	not	not	PART
aiti-11743	78	25	influence	influence	VERB
aiti-11743	78	26	selected	select	VERB
aiti-11743	78	27	keywords	keyword	NOUN
aiti-11743	78	28	for	for	ADP
aiti-11743	78	29	gathering	gather	VERB
aiti-11743	78	30	and	and	CCONJ
aiti-11743	78	31	filtering	filtering	NOUN
aiti-11743	78	32	tweets	tweet	NOUN
aiti-11743	78	33	.	.	PUNCT
aiti-11743	79	1	at	at	ADP
aiti-11743	79	2	the	the	DET
aiti-11743	79	3	outset	outset	NOUN
aiti-11743	79	4	of	of	ADP
aiti-11743	79	5	march	march	PROPN
aiti-11743	79	6	2020	2020	NUM
aiti-11743	79	7	,	,	PUNCT
aiti-11743	79	8	collected	collect	VERB
aiti-11743	79	9	news	news	NOUN
aiti-11743	79	10	items	item	NOUN
aiti-11743	79	11	and	and	CCONJ
aiti-11743	79	12	obtained	obtain	VERB
aiti-11743	79	13	data	datum	NOUN
aiti-11743	79	14	were	be	AUX
aiti-11743	79	15	found	find	VERB
aiti-11743	79	16	from	from	ADP
aiti-11743	79	17	a	a	DET
aiti-11743	79	18	particular	particular	ADJ
aiti-11743	79	19	source	source	NOUN
aiti-11743	79	20	.	.	PUNCT
aiti-11743	80	1	[	[	X
aiti-11743	80	2	12	12	NUM
aiti-11743	80	3	]	]	PUNCT
aiti-11743	80	4	the	the	DET
aiti-11743	80	5	time	time	NOUN
aiti-11743	80	6	lasted	last	VERB
aiti-11743	80	7	only	only	ADV
aiti-11743	80	8	23	23	NUM
aiti-11743	80	9	days	day	NOUN
aiti-11743	80	10	,	,	PUNCT
aiti-11743	80	11	from	from	ADP
aiti-11743	80	12	3	3	NUM
aiti-11743	80	13	december	december	PROPN
aiti-11743	80	14	2021	2021	NUM
aiti-11743	80	15	to	to	ADP
aiti-11743	80	16	26	26	NUM
aiti-11743	80	17	december	december	PROPN
aiti-11743	80	18	2021	2021	NUM
aiti-11743	80	19	.	.	PUNCT
aiti-11743	81	1	[	[	X
aiti-11743	81	2	13	13	NUM
aiti-11743	81	3	]	]	PUNCT
aiti-11743	81	4	system	system	NOUN
aiti-11743	81	5	performance	performance	NOUN
aiti-11743	81	6	was	be	AUX
aiti-11743	81	7	minimal	minimal	ADJ
aiti-11743	81	8	on	on	ADP
aiti-11743	81	9	the	the	DET
aiti-11743	81	10	smaller	small	ADJ
aiti-11743	81	11	datasets	dataset	NOUN
aiti-11743	81	12	.	.	PUNCT
aiti-11743	82	1	[	[	X
aiti-11743	82	2	14	14	NUM
aiti-11743	82	3	]	]	PUNCT
aiti-11743	82	4	the	the	DET
aiti-11743	82	5	model	model	NOUN
aiti-11743	82	6	was	be	AUX
aiti-11743	82	7	constrained	constrain	VERB
aiti-11743	82	8	using	use	VERB
aiti-11743	82	9	sequential	sequential	ADJ
aiti-11743	82	10	dl	dl	PROPN
aiti-11743	82	11	models	model	NOUN
aiti-11743	82	12	with	with	ADP
aiti-11743	82	13	limited	limited	ADJ
aiti-11743	82	14	performance	performance	NOUN
aiti-11743	82	15	.	.	PUNCT
aiti-11743	83	1	[	[	X
aiti-11743	83	2	15	15	NUM
aiti-11743	83	3	-	-	SYM
aiti-11743	83	4	16	16	NUM
aiti-11743	83	5	]	]	PUNCT
aiti-11743	83	6	the	the	DET
aiti-11743	83	7	feature	feature	NOUN
aiti-11743	83	8	selection	selection	NOUN
aiti-11743	83	9	and	and	CCONJ
aiti-11743	83	10	hyper	hyper	ADJ
aiti-11743	83	11	-	-	ADJ
aiti-11743	83	12	parameter	parameter	ADJ
aiti-11743	83	13	tuning	tuning	NOUN
aiti-11743	83	14	operations	operation	NOUN
aiti-11743	83	15	were	be	AUX
aiti-11743	83	16	not	not	PART
aiti-11743	83	17	carried	carry	VERB
aiti-11743	83	18	out	out	ADP
aiti-11743	83	19	.	.	PUNCT
aiti-11743	84	1	[	[	X
aiti-11743	84	2	17	17	NUM
aiti-11743	84	3	]	]	PUNCT
aiti-11743	84	4	the	the	DET
aiti-11743	84	5	authors	author	NOUN
aiti-11743	84	6	did	do	AUX
aiti-11743	84	7	not	not	PART
aiti-11743	84	8	explore	explore	VERB
aiti-11743	84	9	various	various	ADJ
aiti-11743	84	10	perspectives	perspective	NOUN
aiti-11743	84	11	,	,	PUNCT
aiti-11743	84	12	including	include	VERB
aiti-11743	84	13	geographical	geographical	ADJ
aiti-11743	84	14	ones	one	NOUN
aiti-11743	84	15	.	.	PUNCT
aiti-11743	85	1	[	[	X
aiti-11743	85	2	18	18	NUM
aiti-11743	85	3	]	]	PUNCT
aiti-11743	85	4	insufficient	insufficient	ADJ
aiti-11743	85	5	tweets	tweet	NOUN
aiti-11743	85	6	from	from	ADP
aiti-11743	85	7	a	a	DET
aiti-11743	85	8	particular	particular	ADJ
aiti-11743	85	9	nation	nation	NOUN
aiti-11743	85	10	were	be	AUX
aiti-11743	85	11	evaluated	evaluate	VERB
aiti-11743	85	12	.	.	PUNCT
aiti-11743	86	1	[	[	X
aiti-11743	86	2	19	19	NUM
aiti-11743	86	3	]	]	X
aiti-11743	86	4	the	the	DET
aiti-11743	86	5	research	research	NOUN
aiti-11743	86	6	focused	focus	VERB
aiti-11743	86	7	on	on	ADP
aiti-11743	86	8	sentiments	sentiment	NOUN
aiti-11743	86	9	primarily	primarily	ADV
aiti-11743	86	10	related	relate	VERB
aiti-11743	86	11	to	to	ADP
aiti-11743	86	12	medical	medical	ADJ
aiti-11743	86	13	services	service	NOUN
aiti-11743	86	14	only	only	ADV
aiti-11743	86	15	.	.	PUNCT
aiti-11743	87	1	[	[	X
aiti-11743	87	2	20	20	NUM
aiti-11743	87	3	]	]	PUNCT
aiti-11743	87	4	since	since	SCONJ
aiti-11743	87	5	most	most	ADJ
aiti-11743	87	6	weibo	weibo	NOUN
aiti-11743	87	7	users	user	NOUN
aiti-11743	87	8	are	be	AUX
aiti-11743	87	9	young	young	ADJ
aiti-11743	87	10	individuals	individual	NOUN
aiti-11743	87	11	,	,	PUNCT
aiti-11743	87	12	the	the	DET
aiti-11743	87	13	outcomes	outcome	NOUN
aiti-11743	87	14	of	of	ADP
aiti-11743	87	15	the	the	DET
aiti-11743	87	16	analysis	analysis	NOUN
aiti-11743	87	17	may	may	AUX
aiti-11743	87	18	be	be	AUX
aiti-11743	87	19	skewed	skew	VERB
aiti-11743	87	20	.	.	PUNCT
aiti-11743	88	1	the	the	DET
aiti-11743	88	2	study	study	NOUN
aiti-11743	88	3	only	only	ADV
aiti-11743	88	4	highlights	highlight	VERB
aiti-11743	88	5	the	the	DET
aiti-11743	88	6	emergence	emergence	NOUN
aiti-11743	88	7	of	of	ADP
aiti-11743	88	8	negative	negative	ADJ
aiti-11743	88	9	attitudes	attitude	NOUN
aiti-11743	88	10	among	among	ADP
aiti-11743	88	11	young	young	ADJ
aiti-11743	88	12	individuals	individual	NOUN
aiti-11743	88	13	following	follow	VERB
aiti-11743	88	14	the	the	DET
aiti-11743	88	15	pandemic	pandemic	NOUN
aiti-11743	88	16	.	.	PUNCT
aiti-11743	89	1	[	[	X
aiti-11743	89	2	21	21	NUM
aiti-11743	89	3	]	]	PUNCT
aiti-11743	89	4	the	the	DET
aiti-11743	89	5	cross	cross	ADJ
aiti-11743	89	6	-	-	ADJ
aiti-11743	89	7	validation	validation	ADJ
aiti-11743	89	8	mechanism	mechanism	NOUN
aiti-11743	89	9	was	be	AUX
aiti-11743	89	10	not	not	PART
aiti-11743	89	11	utilized	utilize	VERB
aiti-11743	89	12	.	.	PUNCT
aiti-11743	90	1	[	[	X
aiti-11743	90	2	22	22	NUM
aiti-11743	90	3	]	]	PUNCT
aiti-11743	90	4	the	the	DET
aiti-11743	90	5	sentiments	sentiment	NOUN
aiti-11743	90	6	presented	present	VERB
aiti-11743	90	7	in	in	ADP
aiti-11743	90	8	these	these	DET
aiti-11743	90	9	tweets	tweet	NOUN
aiti-11743	90	10	are	be	AUX
aiti-11743	90	11	solely	solely	ADV
aiti-11743	90	12	based	base	VERB
aiti-11743	90	13	on	on	ADP
aiti-11743	90	14	the	the	DET
aiti-11743	90	15	word	word	NOUN
aiti-11743	90	16	“	"	PUNCT
aiti-11743	90	17	fear	fear	NOUN
aiti-11743	90	18	”	"	PUNCT
aiti-11743	90	19	,	,	PUNCT
aiti-11743	90	20	and	and	CCONJ
aiti-11743	90	21	they	they	PRON
aiti-11743	90	22	were	be	AUX
aiti-11743	90	23	expressed	express	VERB
aiti-11743	90	24	by	by	ADP
aiti-11743	90	25	citizens	citizen	NOUN
aiti-11743	90	26	of	of	ADP
aiti-11743	90	27	the	the	DET
aiti-11743	90	28	united	united	PROPN
aiti-11743	90	29	states	states	PROPN
aiti-11743	90	30	.	.	PUNCT
aiti-11743	91	1	the	the	DET
aiti-11743	91	2	tweets	tweet	NOUN
aiti-11743	91	3	in	in	ADP
aiti-11743	91	4	question	question	NOUN
aiti-11743	91	5	are	be	AUX
aiti-11743	91	6	relatively	relatively	ADV
aiti-11743	91	7	short	short	ADJ
aiti-11743	91	8	in	in	ADP
aiti-11743	91	9	length	length	NOUN
aiti-11743	91	10	.	.	PUNCT
aiti-11743	92	1	there	there	PRON
aiti-11743	92	2	are	be	VERB
aiti-11743	92	3	many	many	ADJ
aiti-11743	92	4	unnoticed	unnoticed	ADJ
aiti-11743	92	5	problems	problem	NOUN
aiti-11743	92	6	and	and	CCONJ
aiti-11743	92	7	probable	probable	ADJ
aiti-11743	92	8	pitfalls	pitfall	NOUN
aiti-11743	92	9	in	in	ADP
aiti-11743	92	10	deciphering	decipher	VERB
aiti-11743	92	11	the	the	DET
aiti-11743	92	12	work	work	NOUN
aiti-11743	92	13	that	that	PRON
aiti-11743	92	14	has	have	AUX
aiti-11743	92	15	been	be	AUX
aiti-11743	92	16	circulating	circulate	VERB
aiti-11743	92	17	lately	lately	ADV
aiti-11743	92	18	.	.	PUNCT
aiti-11743	93	1	previous	previous	ADJ
aiti-11743	93	2	efforts	effort	NOUN
aiti-11743	93	3	focused	focus	VERB
aiti-11743	93	4	on	on	ADP
aiti-11743	93	5	information	information	NOUN
aiti-11743	93	6	analysis	analysis	NOUN
aiti-11743	93	7	of	of	ADP
aiti-11743	93	8	tweets	tweet	NOUN
aiti-11743	93	9	related	relate	VERB
aiti-11743	93	10	to	to	ADP
aiti-11743	93	11	covid-19	covid-19	PROPN
aiti-11743	93	12	had	have	VERB
aiti-11743	93	13	a	a	DET
aiti-11743	93	14	small	small	ADJ
aiti-11743	93	15	corpus	corpus	NOUN
aiti-11743	93	16	of	of	ADP
aiti-11743	93	17	tweets	tweet	NOUN
aiti-11743	93	18	.	.	PUNCT
aiti-11743	94	1	sa	sa	PROPN
aiti-11743	94	2	using	use	VERB
aiti-11743	94	3	twitter	twitter	NOUN
aiti-11743	94	4	has	have	VERB
aiti-11743	94	5	several	several	ADJ
aiti-11743	94	6	practical	practical	ADJ
aiti-11743	94	7	implications	implication	NOUN
aiti-11743	94	8	.	.	PUNCT
aiti-11743	95	1	the	the	DET
aiti-11743	95	2	first	first	ADJ
aiti-11743	95	3	issue	issue	NOUN
aiti-11743	95	4	is	be	AUX
aiti-11743	95	5	the	the	DET
aiti-11743	95	6	data	data	NOUN
aiti-11743	95	7	quality	quality	NOUN
aiti-11743	95	8	,	,	PUNCT
aiti-11743	95	9	as	as	SCONJ
aiti-11743	95	10	twitter	twitter	NOUN
aiti-11743	95	11	data	data	NOUN
aiti-11743	95	12	is	be	AUX
aiti-11743	95	13	often	often	ADV
aiti-11743	95	14	noisy	noisy	ADJ
aiti-11743	95	15	,	,	PUNCT
aiti-11743	95	16	with	with	ADP
aiti-11743	95	17	abbreviations	abbreviation	NOUN
aiti-11743	95	18	,	,	PUNCT
aiti-11743	95	19	slang	slang	PROPN
aiti-11743	95	20	,	,	PUNCT
aiti-11743	95	21	and	and	CCONJ
aiti-11743	95	22	misspellings	misspelling	NOUN
aiti-11743	95	23	,	,	PUNCT
aiti-11743	95	24	which	which	PRON
aiti-11743	95	25	can	can	AUX
aiti-11743	95	26	affect	affect	VERB
aiti-11743	95	27	the	the	DET
aiti-11743	95	28	accuracy	accuracy	NOUN
aiti-11743	95	29	.	.	PUNCT
aiti-11743	96	1	the	the	DET
aiti-11743	96	2	second	second	ADJ
aiti-11743	96	3	issue	issue	NOUN
aiti-11743	96	4	is	be	AUX
aiti-11743	96	5	the	the	DET
aiti-11743	96	6	limitation	limitation	NOUN
aiti-11743	96	7	of	of	ADP
aiti-11743	96	8	twitter	twitter	NOUN
aiti-11743	96	9	’s	’s	PART
aiti-11743	96	10	api	api	NOUN
aiti-11743	96	11	,	,	PUNCT
aiti-11743	96	12	which	which	PRON
aiti-11743	96	13	only	only	ADV
aiti-11743	96	14	provides	provide	VERB
aiti-11743	96	15	access	access	NOUN
aiti-11743	96	16	to	to	ADP
aiti-11743	96	17	a	a	DET
aiti-11743	96	18	small	small	ADJ
aiti-11743	96	19	portion	portion	NOUN
aiti-11743	96	20	of	of	ADP
aiti-11743	96	21	tweets	tweet	NOUN
aiti-11743	96	22	,	,	PUNCT
aiti-11743	96	23	limiting	limit	VERB
aiti-11743	96	24	the	the	DET
aiti-11743	96	25	sample	sample	NOUN
aiti-11743	96	26	’s	’s	PART
aiti-11743	96	27	representativeness	representativeness	NOUN
aiti-11743	96	28	.	.	PUNCT
aiti-11743	97	1	another	another	DET
aiti-11743	97	2	issue	issue	NOUN
aiti-11743	97	3	is	be	AUX
aiti-11743	97	4	the	the	DET
aiti-11743	97	5	potential	potential	ADJ
aiti-11743	97	6	bias	bias	NOUN
aiti-11743	97	7	in	in	ADP
aiti-11743	97	8	the	the	DET
aiti-11743	97	9	training	training	NOUN
aiti-11743	97	10	data	datum	NOUN
aiti-11743	97	11	,	,	PUNCT
aiti-11743	97	12	advances	advance	NOUN
aiti-11743	97	13	in	in	ADP
aiti-11743	97	14	technology	technology	NOUN
aiti-11743	97	15	innovation	innovation	NOUN
aiti-11743	97	16	,	,	PUNCT
aiti-11743	97	17	vol	vol	NOUN
aiti-11743	97	18	.	.	PROPN
aiti-11743	97	19	8	8	NUM
aiti-11743	97	20	,	,	PUNCT
aiti-11743	97	21	no	no	INTJ
aiti-11743	97	22	.	.	NOUN
aiti-11743	97	23	4	4	NUM
aiti-11743	97	24	,	,	PUNCT
aiti-11743	97	25	2023	2023	NUM
aiti-11743	97	26	,	,	PUNCT
aiti-11743	97	27	pp	pp	ADJ
aiti-11743	97	28	.	.	PUNCT
aiti-11743	98	1	254	254	NUM
aiti-11743	98	2	-	-	SYM
aiti-11743	98	3	266	266	NUM
aiti-11743	98	4	257	257	NUM
aiti-11743	98	5	as	as	SCONJ
aiti-11743	98	6	the	the	DET
aiti-11743	98	7	training	training	NOUN
aiti-11743	98	8	data	datum	NOUN
aiti-11743	98	9	used	use	VERB
aiti-11743	98	10	to	to	PART
aiti-11743	98	11	develop	develop	VERB
aiti-11743	98	12	sa	sa	NOUN
aiti-11743	98	13	models	model	NOUN
aiti-11743	98	14	may	may	AUX
aiti-11743	98	15	not	not	PART
aiti-11743	98	16	represent	represent	VERB
aiti-11743	98	17	the	the	DET
aiti-11743	98	18	population	population	NOUN
aiti-11743	98	19	or	or	CCONJ
aiti-11743	98	20	contain	contain	VERB
aiti-11743	98	21	biases	bias	NOUN
aiti-11743	98	22	that	that	PRON
aiti-11743	98	23	affect	affect	VERB
aiti-11743	98	24	the	the	DET
aiti-11743	98	25	model	model	NOUN
aiti-11743	98	26	’s	’s	PART
aiti-11743	98	27	accuracy	accuracy	NOUN
aiti-11743	98	28	.	.	PUNCT
aiti-11743	99	1	finally	finally	ADV
aiti-11743	99	2	,	,	PUNCT
aiti-11743	99	3	there	there	PRON
aiti-11743	99	4	is	be	VERB
aiti-11743	99	5	the	the	DET
aiti-11743	99	6	issue	issue	NOUN
aiti-11743	99	7	of	of	ADP
aiti-11743	99	8	ethical	ethical	ADJ
aiti-11743	99	9	implications	implication	NOUN
aiti-11743	99	10	,	,	PUNCT
aiti-11743	99	11	which	which	PRON
aiti-11743	99	12	means	mean	VERB
aiti-11743	99	13	using	use	VERB
aiti-11743	99	14	sa	sa	NOUN
aiti-11743	99	15	on	on	ADP
aiti-11743	99	16	social	social	ADJ
aiti-11743	99	17	media	medium	NOUN
aiti-11743	99	18	raises	raise	VERB
aiti-11743	99	19	privacy	privacy	NOUN
aiti-11743	99	20	concerns	concern	NOUN
aiti-11743	99	21	involving	involve	VERB
aiti-11743	99	22	analyzing	analyze	VERB
aiti-11743	99	23	personal	personal	ADJ
aiti-11743	99	24	data	datum	NOUN
aiti-11743	99	25	without	without	ADP
aiti-11743	99	26	consent	consent	NOUN
aiti-11743	99	27	.	.	PUNCT
aiti-11743	100	1	there	there	PRON
aiti-11743	100	2	is	be	VERB
aiti-11743	100	3	also	also	ADV
aiti-11743	100	4	the	the	DET
aiti-11743	100	5	potential	potential	NOUN
aiti-11743	100	6	for	for	ADP
aiti-11743	100	7	misuse	misuse	NOUN
aiti-11743	100	8	of	of	ADP
aiti-11743	100	9	sa	sa	PROPN
aiti-11743	100	10	,	,	PUNCT
aiti-11743	100	11	such	such	ADJ
aiti-11743	100	12	as	as	ADP
aiti-11743	100	13	using	use	VERB
aiti-11743	100	14	sa	sa	NOUN
aiti-11743	100	15	to	to	PART
aiti-11743	100	16	identify	identify	VERB
aiti-11743	100	17	and	and	CCONJ
aiti-11743	100	18	target	target	VERB
aiti-11743	100	19	vulnerable	vulnerable	ADJ
aiti-11743	100	20	individuals	individual	NOUN
aiti-11743	100	21	for	for	ADP
aiti-11743	100	22	political	political	ADJ
aiti-11743	100	23	or	or	CCONJ
aiti-11743	100	24	commercial	commercial	ADJ
aiti-11743	100	25	purposes	purpose	NOUN
aiti-11743	100	26	.	.	PUNCT
aiti-11743	101	1	table	table	NOUN
aiti-11743	101	2	1	1	NUM
aiti-11743	101	3	below	below	ADV
aiti-11743	101	4	shows	show	VERB
aiti-11743	101	5	the	the	DET
aiti-11743	101	6	limitations	limitation	NOUN
aiti-11743	101	7	of	of	ADP
aiti-11743	101	8	existing	exist	VERB
aiti-11743	101	9	research	research	NOUN
aiti-11743	101	10	.	.	PUNCT
aiti-11743	102	1	considering	consider	VERB
aiti-11743	102	2	the	the	DET
aiti-11743	102	3	shortcomings	shortcoming	NOUN
aiti-11743	102	4	of	of	ADP
aiti-11743	102	5	current	current	ADJ
aiti-11743	102	6	research	research	NOUN
aiti-11743	102	7	,	,	PUNCT
aiti-11743	102	8	the	the	DET
aiti-11743	102	9	proposed	propose	VERB
aiti-11743	102	10	solution	solution	NOUN
aiti-11743	102	11	advocates	advocate	VERB
aiti-11743	102	12	for	for	ADP
aiti-11743	102	13	a	a	DET
aiti-11743	102	14	pre	pre	ADJ
aiti-11743	102	15	-	-	ADJ
aiti-11743	102	16	trained	train	VERB
aiti-11743	102	17	model	model	NOUN
aiti-11743	102	18	,	,	PUNCT
aiti-11743	102	19	bert	bert	PROPN
aiti-11743	102	20	,	,	PUNCT
aiti-11743	102	21	which	which	PRON
aiti-11743	102	22	is	be	AUX
aiti-11743	102	23	based	base	VERB
aiti-11743	102	24	on	on	ADP
aiti-11743	102	25	the	the	DET
aiti-11743	102	26	transformer	transformer	NOUN
aiti-11743	102	27	architecture	architecture	NOUN
aiti-11743	102	28	and	and	CCONJ
aiti-11743	102	29	includes	include	VERB
aiti-11743	102	30	both	both	PRON
aiti-11743	102	31	tl	tl	PROPN
aiti-11743	102	32	and	and	CCONJ
aiti-11743	102	33	optimization	optimization	NOUN
aiti-11743	102	34	of	of	ADP
aiti-11743	102	35	hyper	hyper	NOUN
aiti-11743	102	36	-	-	NOUN
aiti-11743	102	37	parameters	parameter	NOUN
aiti-11743	102	38	in	in	ADP
aiti-11743	102	39	the	the	DET
aiti-11743	102	40	study	study	NOUN
aiti-11743	102	41	.	.	PUNCT
aiti-11743	103	1	the	the	DET
aiti-11743	103	2	study	study	NOUN
aiti-11743	103	3	extracted	extract	VERB
aiti-11743	103	4	the	the	DET
aiti-11743	103	5	datasets	dataset	NOUN
aiti-11743	103	6	from	from	ADP
aiti-11743	103	7	freely	freely	ADV
aiti-11743	103	8	available	available	ADJ
aiti-11743	103	9	repositories	repository	NOUN
aiti-11743	103	10	and	and	CCONJ
aiti-11743	103	11	explored	explore	VERB
aiti-11743	103	12	them	they	PRON
aiti-11743	103	13	as	as	ADP
aiti-11743	103	14	in	in	ADP
aiti-11743	103	15	section	section	NOUN
aiti-11743	103	16	3.1	3.1	NUM
aiti-11743	103	17	.	.	PUNCT
aiti-11743	104	1	furthermore	furthermore	ADV
aiti-11743	104	2	,	,	PUNCT
aiti-11743	104	3	traditional	traditional	ADJ
aiti-11743	104	4	ml	ml	NOUN
aiti-11743	104	5	and	and	CCONJ
aiti-11743	104	6	dl	dl	PROPN
aiti-11743	104	7	approaches	approach	NOUN
aiti-11743	104	8	have	have	AUX
aiti-11743	104	9	been	be	AUX
aiti-11743	104	10	used	use	VERB
aiti-11743	104	11	in	in	ADP
aiti-11743	104	12	many	many	ADJ
aiti-11743	104	13	covid-19	covid-19	PROPN
aiti-11743	104	14	-	-	PUNCT
aiti-11743	104	15	related	relate	VERB
aiti-11743	104	16	tweets	tweet	NOUN
aiti-11743	104	17	with	with	ADP
aiti-11743	104	18	bi	bi	ADJ
aiti-11743	104	19	-	-	ADJ
aiti-11743	104	20	class	class	ADJ
aiti-11743	104	21	and	and	CCONJ
aiti-11743	104	22	multi	multi	ADJ
aiti-11743	104	23	-	-	ADJ
aiti-11743	104	24	class	class	ADJ
aiti-11743	104	25	data	datum	NOUN
aiti-11743	104	26	.	.	PUNCT
aiti-11743	105	1	nonetheless	nonetheless	ADV
aiti-11743	105	2	,	,	PUNCT
aiti-11743	105	3	this	this	DET
aiti-11743	105	4	proposed	propose	VERB
aiti-11743	105	5	technique	technique	NOUN
aiti-11743	105	6	beats	beat	VERB
aiti-11743	105	7	various	various	ADJ
aiti-11743	105	8	issues	issue	NOUN
aiti-11743	105	9	and	and	CCONJ
aiti-11743	105	10	elasticities	elasticity	NOUN
aiti-11743	105	11	with	with	ADP
aiti-11743	105	12	near	near	ADV
aiti-11743	105	13	-	-	PUNCT
aiti-11743	105	14	perfect	perfect	ADJ
aiti-11743	105	15	accuracy	accuracy	NOUN
aiti-11743	105	16	.	.	PUNCT
aiti-11743	106	1	this	this	DET
aiti-11743	106	2	research	research	NOUN
aiti-11743	106	3	offers	offer	VERB
aiti-11743	106	4	valuable	valuable	ADJ
aiti-11743	106	5	insights	insight	NOUN
aiti-11743	106	6	into	into	ADP
aiti-11743	106	7	the	the	DET
aiti-11743	106	8	potential	potential	NOUN
aiti-11743	106	9	of	of	ADP
aiti-11743	106	10	transformer	transformer	NOUN
aiti-11743	106	11	-	-	PUNCT
aiti-11743	106	12	based	base	VERB
aiti-11743	106	13	models	model	NOUN
aiti-11743	106	14	to	to	PART
aiti-11743	106	15	enhance	enhance	VERB
aiti-11743	106	16	performance	performance	NOUN
aiti-11743	106	17	and	and	CCONJ
aiti-11743	106	18	advance	advance	VERB
aiti-11743	106	19	the	the	DET
aiti-11743	106	20	field	field	NOUN
aiti-11743	106	21	of	of	ADP
aiti-11743	106	22	nlp	nlp	NOUN
aiti-11743	106	23	.	.	PROPN
aiti-11743	107	1	3	3	X
aiti-11743	107	2	.	.	X
aiti-11743	107	3	methodology	methodology	NOUN
aiti-11743	107	4	as	as	SCONJ
aiti-11743	107	5	shown	show	VERB
aiti-11743	107	6	in	in	ADP
aiti-11743	107	7	fig	fig	NOUN
aiti-11743	107	8	.	.	PUNCT
aiti-11743	108	1	1	1	NUM
aiti-11743	108	2	,	,	PUNCT
aiti-11743	108	3	the	the	DET
aiti-11743	108	4	starting	starting	NOUN
aiti-11743	108	5	point	point	NOUN
aiti-11743	108	6	of	of	ADP
aiti-11743	108	7	the	the	DET
aiti-11743	108	8	suggested	suggest	VERB
aiti-11743	108	9	architecture	architecture	NOUN
aiti-11743	108	10	is	be	AUX
aiti-11743	108	11	the	the	DET
aiti-11743	108	12	cleaning	cleaning	NOUN
aiti-11743	108	13	and	and	CCONJ
aiti-11743	108	14	transformation	transformation	NOUN
aiti-11743	108	15	of	of	ADP
aiti-11743	108	16	the	the	DET
aiti-11743	108	17	three	three	NUM
aiti-11743	108	18	datasets	dataset	NOUN
aiti-11743	108	19	utilized	utilize	VERB
aiti-11743	108	20	in	in	ADP
aiti-11743	108	21	this	this	DET
aiti-11743	108	22	study	study	NOUN
aiti-11743	108	23	.	.	PUNCT
aiti-11743	109	1	both	both	PRON
aiti-11743	109	2	unlabeled	unlabele	VERB
aiti-11743	109	3	and	and	CCONJ
aiti-11743	109	4	labeled	label	VERB
aiti-11743	109	5	datasets	dataset	NOUN
aiti-11743	109	6	undergo	undergo	VERB
aiti-11743	109	7	a	a	DET
aiti-11743	109	8	data	data	NOUN
aiti-11743	109	9	refinement	refinement	NOUN
aiti-11743	109	10	process	process	NOUN
aiti-11743	109	11	,	,	PUNCT
aiti-11743	109	12	including	include	VERB
aiti-11743	109	13	steps	step	NOUN
aiti-11743	109	14	like	like	ADP
aiti-11743	109	15	html	html	NOUN
aiti-11743	109	16	parsing	parsing	NOUN
aiti-11743	109	17	,	,	PUNCT
aiti-11743	109	18	pos	pos	NOUN
aiti-11743	109	19	tagging	tagging	NOUN
aiti-11743	109	20	,	,	PUNCT
aiti-11743	109	21	stop	stop	VERB
aiti-11743	109	22	word	word	NOUN
aiti-11743	109	23	removal	removal	NOUN
aiti-11743	109	24	,	,	PUNCT
aiti-11743	109	25	tokenization	tokenization	NOUN
aiti-11743	109	26	,	,	PUNCT
aiti-11743	109	27	word	word	NOUN
aiti-11743	109	28	sense	sense	NOUN
aiti-11743	109	29	disambiguation	disambiguation	NOUN
aiti-11743	109	30	,	,	PUNCT
aiti-11743	109	31	and	and	CCONJ
aiti-11743	109	32	non	non	ADJ
aiti-11743	109	33	-	-	ADJ
aiti-11743	109	34	alphanumeric	alphanumeric	ADJ
aiti-11743	109	35	character	character	NOUN
aiti-11743	109	36	removal	removal	NOUN
aiti-11743	109	37	.	.	PUNCT
aiti-11743	110	1	then	then	ADV
aiti-11743	110	2	,	,	PUNCT
aiti-11743	110	3	the	the	DET
aiti-11743	110	4	labeled	label	VERB
aiti-11743	110	5	corpus	corpus	NOUN
aiti-11743	110	6	was	be	AUX
aiti-11743	110	7	combined	combine	VERB
aiti-11743	110	8	with	with	ADP
aiti-11743	110	9	the	the	DET
aiti-11743	110	10	unlabeled	unlabele	VERB
aiti-11743	110	11	corpus	corpus	NOUN
aiti-11743	110	12	for	for	ADP
aiti-11743	110	13	training	training	NOUN
aiti-11743	110	14	,	,	PUNCT
aiti-11743	110	15	yielding	yield	VERB
aiti-11743	110	16	a	a	DET
aiti-11743	110	17	more	more	ADV
aiti-11743	110	18	robust	robust	ADJ
aiti-11743	110	19	labeled	label	VERB
aiti-11743	110	20	corpus	corpu	NOUN
aiti-11743	110	21	.	.	PUNCT
aiti-11743	111	1	the	the	DET
aiti-11743	111	2	research	research	NOUN
aiti-11743	111	3	conducted	conduct	VERB
aiti-11743	111	4	two	two	NUM
aiti-11743	111	5	separate	separate	ADJ
aiti-11743	111	6	analyses	analysis	NOUN
aiti-11743	111	7	,	,	PUNCT
aiti-11743	111	8	the	the	DET
aiti-11743	111	9	first	first	ADJ
aiti-11743	111	10	sorting	sort	VERB
aiti-11743	111	11	tweets	tweet	NOUN
aiti-11743	111	12	about	about	ADP
aiti-11743	111	13	covid-19	covid-19	PROPN
aiti-11743	111	14	in	in	ADP
aiti-11743	111	15	the	the	DET
aiti-11743	111	16	labeled	label	VERB
aiti-11743	111	17	corpus	corpus	NOUN
aiti-11743	111	18	into	into	ADP
aiti-11743	111	19	positive	positive	ADJ
aiti-11743	111	20	and	and	CCONJ
aiti-11743	111	21	negative	negative	ADJ
aiti-11743	111	22	categories	category	NOUN
aiti-11743	111	23	and	and	CCONJ
aiti-11743	111	24	the	the	DET
aiti-11743	111	25	second	second	ADJ
aiti-11743	111	26	one	one	NOUN
aiti-11743	111	27	using	use	VERB
aiti-11743	111	28	an	an	DET
aiti-11743	111	29	improved	improve	VERB
aiti-11743	111	30	labeled	label	VERB
aiti-11743	111	31	corpus	corpu	NOUN
aiti-11743	111	32	.	.	PUNCT
aiti-11743	112	1	training	training	NOUN
aiti-11743	112	2	and	and	CCONJ
aiti-11743	112	3	testing	testing	NOUN
aiti-11743	112	4	sets	set	NOUN
aiti-11743	112	5	were	be	AUX
aiti-11743	112	6	created	create	VERB
aiti-11743	112	7	from	from	ADP
aiti-11743	112	8	the	the	DET
aiti-11743	112	9	tagged	tag	VERB
aiti-11743	112	10	corpora	corpora	PROPN
aiti-11743	112	11	;	;	PUNCT
aiti-11743	112	12	tlft	tlft	NOUN
aiti-11743	112	13	-	-	PUNCT
aiti-11743	112	14	bert	bert	NOUN
aiti-11743	112	15	-	-	PUNCT
aiti-11743	112	16	based	base	VERB
aiti-11743	112	17	dl	dl	NOUN
aiti-11743	112	18	architecture	architecture	NOUN
aiti-11743	112	19	was	be	AUX
aiti-11743	112	20	trained	train	VERB
aiti-11743	112	21	and	and	CCONJ
aiti-11743	112	22	verified	verify	VERB
aiti-11743	112	23	using	use	VERB
aiti-11743	112	24	these	these	DET
aiti-11743	112	25	datasets	dataset	NOUN
aiti-11743	112	26	before	before	ADP
aiti-11743	112	27	being	be	AUX
aiti-11743	112	28	applied	apply	VERB
aiti-11743	112	29	to	to	ADP
aiti-11743	112	30	sa	sa	NOUN
aiti-11743	112	31	and	and	CCONJ
aiti-11743	112	32	prediction	prediction	NOUN
aiti-11743	112	33	from	from	ADP
aiti-11743	112	34	covid-19	covid-19	PROPN
aiti-11743	112	35	tweets	tweet	NOUN
aiti-11743	112	36	and	and	CCONJ
aiti-11743	112	37	then	then	ADV
aiti-11743	112	38	calculated	calculate	VERB
aiti-11743	112	39	the	the	DET
aiti-11743	112	40	suggested	suggested	ADJ
aiti-11743	112	41	model	model	NOUN
aiti-11743	112	42	’s	’s	PART
aiti-11743	112	43	accuracy	accuracy	NOUN
aiti-11743	112	44	,	,	PUNCT
aiti-11743	112	45	precision	precision	NOUN
aiti-11743	112	46	,	,	PUNCT
aiti-11743	112	47	recall	recall	NOUN
aiti-11743	112	48	,	,	PUNCT
aiti-11743	112	49	and	and	CCONJ
aiti-11743	112	50	f1	f1	PROPN
aiti-11743	112	51	score	score	NOUN
aiti-11743	112	52	.	.	PUNCT
aiti-11743	113	1	fig	fig	NOUN
aiti-11743	113	2	.	.	PUNCT
aiti-11743	114	1	1	1	NUM
aiti-11743	114	2	representative	representative	ADJ
aiti-11743	114	3	mechanism	mechanism	NOUN
aiti-11743	114	4	of	of	ADP
aiti-11743	114	5	the	the	DET
aiti-11743	114	6	proposed	propose	VERB
aiti-11743	114	7	model	model	NOUN
aiti-11743	114	8	advances	advance	NOUN
aiti-11743	114	9	in	in	ADP
aiti-11743	114	10	technology	technology	NOUN
aiti-11743	114	11	innovation	innovation	NOUN
aiti-11743	114	12	,	,	PUNCT
aiti-11743	114	13	vol	vol	NOUN
aiti-11743	114	14	.	.	PROPN
aiti-11743	114	15	8	8	NUM
aiti-11743	114	16	,	,	PUNCT
aiti-11743	114	17	no	no	INTJ
aiti-11743	114	18	.	.	NOUN
aiti-11743	114	19	4	4	NUM
aiti-11743	114	20	,	,	PUNCT
aiti-11743	114	21	2023	2023	NUM
aiti-11743	114	22	,	,	PUNCT
aiti-11743	114	23	pp	pp	ADJ
aiti-11743	114	24	.	.	PUNCT
aiti-11743	115	1	254	254	NUM
aiti-11743	115	2	-	-	SYM
aiti-11743	115	3	266	266	NUM
aiti-11743	115	4	258	258	NUM
aiti-11743	115	5	3.1	3.1	NUM
aiti-11743	115	6	.	.	PUNCT
aiti-11743	116	1	dataset	dataset	VERB
aiti-11743	116	2	the	the	DET
aiti-11743	116	3	experimental	experimental	ADJ
aiti-11743	116	4	investigation	investigation	NOUN
aiti-11743	116	5	employed	employ	VERB
aiti-11743	116	6	three	three	NUM
aiti-11743	116	7	real	real	ADJ
aiti-11743	116	8	-	-	PUNCT
aiti-11743	116	9	world	world	NOUN
aiti-11743	116	10	datasets	dataset	NOUN
aiti-11743	116	11	from	from	ADP
aiti-11743	116	12	the	the	DET
aiti-11743	116	13	kaggle	kaggle	ADJ
aiti-11743	116	14	repository	repository	NOUN
aiti-11743	116	15	to	to	PART
aiti-11743	116	16	evaluate	evaluate	VERB
aiti-11743	116	17	the	the	DET
aiti-11743	116	18	classifier	classifier	NOUN
aiti-11743	116	19	’s	’s	PART
aiti-11743	116	20	classification	classification	NOUN
aiti-11743	116	21	performance	performance	NOUN
aiti-11743	116	22	.	.	PUNCT
aiti-11743	117	1	tables	table	NOUN
aiti-11743	117	2	2	2	NUM
aiti-11743	117	3	,	,	PUNCT
aiti-11743	117	4	3	3	NUM
aiti-11743	117	5	,	,	PUNCT
aiti-11743	117	6	and	and	CCONJ
aiti-11743	117	7	4	4	NUM
aiti-11743	117	8	summarize	summarize	VERB
aiti-11743	117	9	the	the	DET
aiti-11743	117	10	datasets	dataset	NOUN
aiti-11743	117	11	used	use	VERB
aiti-11743	117	12	in	in	ADP
aiti-11743	117	13	this	this	DET
aiti-11743	117	14	investigation	investigation	NOUN
aiti-11743	117	15	.	.	PUNCT
aiti-11743	118	1	an	an	DET
aiti-11743	118	2	80:20	80:20	NUM
aiti-11743	118	3	train	train	NOUN
aiti-11743	118	4	:	:	PUNCT
aiti-11743	118	5	test	test	NOUN
aiti-11743	118	6	split	split	NOUN
aiti-11743	118	7	was	be	AUX
aiti-11743	118	8	employed	employ	VERB
aiti-11743	118	9	on	on	ADP
aiti-11743	118	10	the	the	DET
aiti-11743	118	11	dataset	dataset	NOUN
aiti-11743	118	12	to	to	PART
aiti-11743	118	13	minimize	minimize	VERB
aiti-11743	118	14	overfitting	overfitting	NOUN
aiti-11743	118	15	and	and	CCONJ
aiti-11743	118	16	accurately	accurately	ADV
aiti-11743	118	17	assess	assess	VERB
aiti-11743	118	18	the	the	DET
aiti-11743	118	19	model	model	NOUN
aiti-11743	118	20	.	.	PUNCT
aiti-11743	119	1	the	the	DET
aiti-11743	119	2	testing	testing	NOUN
aiti-11743	119	3	technique	technique	NOUN
aiti-11743	119	4	provides	provide	VERB
aiti-11743	119	5	data	datum	NOUN
aiti-11743	119	6	to	to	PART
aiti-11743	119	7	finetune	finetune	VERB
aiti-11743	119	8	the	the	DET
aiti-11743	119	9	model	model	NOUN
aiti-11743	119	10	’s	’s	PART
aiti-11743	119	11	hyper	hyper	NOUN
aiti-11743	119	12	-	-	NOUN
aiti-11743	119	13	parameters	parameter	NOUN
aiti-11743	119	14	and	and	CCONJ
aiti-11743	119	15	verify	verify	VERB
aiti-11743	119	16	model	model	NOUN
aiti-11743	119	17	performance	performance	NOUN
aiti-11743	119	18	on	on	ADP
aiti-11743	119	19	20	20	NUM
aiti-11743	119	20	%	%	NOUN
aiti-11743	119	21	of	of	ADP
aiti-11743	119	22	the	the	DET
aiti-11743	119	23	data	datum	NOUN
aiti-11743	119	24	after	after	ADP
aiti-11743	119	25	training	train	VERB
aiti-11743	119	26	it	it	PRON
aiti-11743	119	27	on	on	ADP
aiti-11743	119	28	80	80	NUM
aiti-11743	119	29	%	%	NOUN
aiti-11743	119	30	of	of	ADP
aiti-11743	119	31	the	the	DET
aiti-11743	119	32	dataset	dataset	NOUN
aiti-11743	119	33	.	.	PUNCT
aiti-11743	120	1	the	the	DET
aiti-11743	120	2	class-5	class-5	NUM
aiti-11743	120	3	dataset	dataset	NOUN
aiti-11743	120	4	has	have	VERB
aiti-11743	120	5	41,157	41,157	NUM
aiti-11743	120	6	distinct	distinct	ADJ
aiti-11743	120	7	emotional	emotional	ADJ
aiti-11743	120	8	tweets	tweet	NOUN
aiti-11743	120	9	from	from	ADP
aiti-11743	120	10	twitter	twitter	NOUN
aiti-11743	120	11	users	user	NOUN
aiti-11743	120	12	gathered	gather	VERB
aiti-11743	120	13	around	around	ADP
aiti-11743	120	14	one	one	NUM
aiti-11743	120	15	month	month	NOUN
aiti-11743	120	16	(	(	PUNCT
aiti-11743	120	17	march	march	PROPN
aiti-11743	120	18	2020	2020	NUM
aiti-11743	120	19	to	to	ADP
aiti-11743	120	20	april	april	PROPN
aiti-11743	120	21	2020	2020	NUM
aiti-11743	120	22	)	)	PUNCT
aiti-11743	120	23	when	when	SCONJ
aiti-11743	120	24	there	there	PRON
aiti-11743	120	25	were	be	VERB
aiti-11743	120	26	uttermost	uttermost	ADJ
aiti-11743	120	27	cases	case	NOUN
aiti-11743	120	28	of	of	ADP
aiti-11743	120	29	covid-19	covid-19	PROPN
aiti-11743	120	30	.	.	PUNCT
aiti-11743	121	1	the	the	DET
aiti-11743	121	2	dataset	dataset	NOUN
aiti-11743	121	3	was	be	AUX
aiti-11743	121	4	categorized	categorize	VERB
aiti-11743	121	5	into	into	ADP
aiti-11743	121	6	five	five	NUM
aiti-11743	121	7	classes	class	NOUN
aiti-11743	121	8	for	for	ADP
aiti-11743	121	9	the	the	DET
aiti-11743	121	10	task	task	NOUN
aiti-11743	121	11	,	,	PUNCT
aiti-11743	121	12	as	as	SCONJ
aiti-11743	121	13	shown	show	VERB
aiti-11743	121	14	in	in	ADP
aiti-11743	121	15	table	table	NOUN
aiti-11743	121	16	2	2	NUM
aiti-11743	121	17	.	.	PUNCT
aiti-11743	121	18	table	table	NOUN
aiti-11743	121	19	2	2	NUM
aiti-11743	122	1	the	the	DET
aiti-11743	122	2	class-5	class-5	NUM
aiti-11743	122	3	dataset	dataset	ADJ
aiti-11743	122	4	statistics	statistic	NOUN
aiti-11743	122	5	class-5	class-5	CCONJ
aiti-11743	122	6	actual	actual	ADJ
aiti-11743	122	7	dataset	dataset	NOUN
aiti-11743	122	8	after	after	ADP
aiti-11743	122	9	processing	process	VERB
aiti-11743	122	10	20	20	NUM
aiti-11743	122	11	%	%	NOUN
aiti-11743	122	12	of	of	ADP
aiti-11743	122	13	processed	process	VERB
aiti-11743	122	14	data	datum	NOUN
aiti-11743	122	15	80	80	NUM
aiti-11743	122	16	%	%	NOUN
aiti-11743	122	17	of	of	ADP
aiti-11743	122	18	processed	process	VERB
aiti-11743	122	19	data	datum	NOUN
aiti-11743	122	20	extremely	extremely	ADV
aiti-11743	122	21	negative	negative	ADJ
aiti-11743	122	22	(	(	PUNCT
aiti-11743	122	23	0	0	NUM
aiti-11743	122	24	)	)	PUNCT
aiti-11743	122	25	5,481	5,481	NUM
aiti-11743	122	26	5,481	5,481	NUM
aiti-11743	122	27	1,096	1,096	NUM
aiti-11743	122	28	4,385	4,385	NUM
aiti-11743	122	29	negative	negative	ADJ
aiti-11743	122	30	(	(	PUNCT
aiti-11743	122	31	1	1	NUM
aiti-11743	122	32	)	)	PUNCT
aiti-11743	122	33	9,917	9,917	NUM
aiti-11743	122	34	9,890	9,890	NUM
aiti-11743	122	35	1,978	1,978	NUM
aiti-11743	122	36	7,912	7,912	NUM
aiti-11743	122	37	neutral	neutral	ADJ
aiti-11743	122	38	(	(	PUNCT
aiti-11743	122	39	2	2	NUM
aiti-11743	122	40	)	)	PUNCT
aiti-11743	122	41	7,713	7,713	NUM
aiti-11743	122	42	7,565	7,565	NUM
aiti-11743	122	43	1,513	1,513	NUM
aiti-11743	122	44	6,052	6,052	NUM
aiti-11743	122	45	positive	positive	ADJ
aiti-11743	122	46	(	(	PUNCT
aiti-11743	122	47	3	3	NUM
aiti-11743	122	48	)	)	PUNCT
aiti-11743	122	49	11,422	11,422	NUM
aiti-11743	122	50	11,380	11,380	NUM
aiti-11743	122	51	2,276	2,276	NUM
aiti-11743	122	52	9,104	9,104	NUM
aiti-11743	122	53	extremely	extremely	ADV
aiti-11743	122	54	positive	positive	ADJ
aiti-11743	122	55	(	(	PUNCT
aiti-11743	122	56	4	4	NUM
aiti-11743	122	57	)	)	PUNCT
aiti-11743	122	58	6,624	6,624	NUM
aiti-11743	122	59	6,620	6,620	NUM
aiti-11743	122	60	1,324	1,324	NUM
aiti-11743	122	61	5,296	5,296	NUM
aiti-11743	122	62	total	total	ADJ
aiti-11743	122	63	samples	sample	NOUN
aiti-11743	122	64	41,157	41,157	NUM
aiti-11743	122	65	40,936	40,936	NUM
aiti-11743	122	66	8,187	8,187	NUM
aiti-11743	122	67	32,749	32,749	NUM
aiti-11743	122	68	table	table	NOUN
aiti-11743	122	69	3	3	NUM
aiti-11743	122	70	the	the	DET
aiti-11743	122	71	class-3	class-3	NUM
aiti-11743	122	72	dataset	dataset	VERB
aiti-11743	122	73	statistics	statistic	NOUN
aiti-11743	122	74	class-3	class-3	NUM
aiti-11743	122	75	actual	actual	ADJ
aiti-11743	122	76	dataset	dataset	NOUN
aiti-11743	122	77	after	after	ADP
aiti-11743	122	78	processing	process	VERB
aiti-11743	122	79	20	20	NUM
aiti-11743	122	80	%	%	NOUN
aiti-11743	122	81	of	of	ADP
aiti-11743	122	82	processed	process	VERB
aiti-11743	122	83	data	datum	NOUN
aiti-11743	122	84	80	80	NUM
aiti-11743	122	85	%	%	NOUN
aiti-11743	122	86	of	of	ADP
aiti-11743	122	87	processed	process	VERB
aiti-11743	122	88	data	datum	NOUN
aiti-11743	122	89	negative	negative	ADJ
aiti-11743	122	90	(	(	PUNCT
aiti-11743	122	91	0	0	NUM
aiti-11743	122	92	)	)	PUNCT
aiti-11743	122	93	16,335	16,335	NUM
aiti-11743	122	94	16,200	16,200	NUM
aiti-11743	122	95	3,240	3,240	NUM
aiti-11743	122	96	12,960	12,960	NUM
aiti-11743	122	97	neutral	neutral	ADJ
aiti-11743	122	98	(	(	PUNCT
aiti-11743	122	99	1	1	NUM
aiti-11743	122	100	)	)	PUNCT
aiti-11743	122	101	67,835	67,835	NUM
aiti-11743	122	102	65,035	65,035	NUM
aiti-11743	122	103	13,007	13,007	NUM
aiti-11743	122	104	52,028	52,028	NUM
aiti-11743	122	105	positive	positive	ADJ
aiti-11743	122	106	(	(	PUNCT
aiti-11743	122	107	2	2	NUM
aiti-11743	122	108	)	)	PUNCT
aiti-11743	122	109	6,280	6,280	NUM
aiti-11743	122	110	6,175	6,175	NUM
aiti-11743	122	111	1,235	1,235	NUM
aiti-11743	122	112	4,940	4,940	NUM
aiti-11743	122	113	total	total	ADJ
aiti-11743	122	114	samples	sample	NOUN
aiti-11743	122	115	90,450	90,450	NUM
aiti-11743	122	116	87,410	87,410	NUM
aiti-11743	122	117	17,482	17,482	NUM
aiti-11743	122	118	69,928	69,928	NUM
aiti-11743	122	119	table	table	NOUN
aiti-11743	122	120	4	4	NUM
aiti-11743	122	121	the	the	DET
aiti-11743	122	122	class-2	class-2	NUM
aiti-11743	122	123	dataset	dataset	VERB
aiti-11743	122	124	statistics	statistic	NOUN
aiti-11743	122	125	class-2	class-2	NUM
aiti-11743	122	126	actual	actual	ADJ
aiti-11743	122	127	dataset	dataset	NOUN
aiti-11743	122	128	after	after	ADP
aiti-11743	122	129	processing	process	VERB
aiti-11743	122	130	20	20	NUM
aiti-11743	122	131	%	%	NOUN
aiti-11743	122	132	of	of	ADP
aiti-11743	122	133	processed	process	VERB
aiti-11743	122	134	data	datum	NOUN
aiti-11743	122	135	80	80	NUM
aiti-11743	122	136	%	%	NOUN
aiti-11743	122	137	of	of	ADP
aiti-11743	122	138	processed	process	VERB
aiti-11743	122	139	data	datum	NOUN
aiti-11743	122	140	negative	negative	ADJ
aiti-11743	122	141	(	(	PUNCT
aiti-11743	122	142	0	0	NUM
aiti-11743	122	143	)	)	PUNCT
aiti-11743	122	144	40,322	40,322	NUM
aiti-11743	122	145	8,986	8,986	NUM
aiti-11743	122	146	1,798	1,798	NUM
aiti-11743	122	147	7,188	7,188	NUM
aiti-11743	122	148	positive	positive	ADJ
aiti-11743	122	149	(	(	PUNCT
aiti-11743	122	150	1	1	NUM
aiti-11743	122	151	)	)	PUNCT
aiti-11743	122	152	139,537	139,537	NUM
aiti-11743	122	153	48,176	48,176	NUM
aiti-11743	122	154	9,635	9,635	NUM
aiti-11743	122	155	38,541	38,541	NUM
aiti-11743	122	156	total	total	ADJ
aiti-11743	122	157	samples	sample	NOUN
aiti-11743	122	158	179,859	179,859	NUM
aiti-11743	122	159	57,162	57,162	NUM
aiti-11743	122	160	11,433	11,433	NUM
aiti-11743	122	161	45,729	45,729	NUM
aiti-11743	122	162	the	the	DET
aiti-11743	122	163	class-3	class-3	NUM
aiti-11743	122	164	dataset	dataset	NOUN
aiti-11743	122	165	has	have	VERB
aiti-11743	122	166	90,450	90,450	NUM
aiti-11743	122	167	distinct	distinct	ADJ
aiti-11743	122	168	emotional	emotional	ADJ
aiti-11743	122	169	tweets	tweet	NOUN
aiti-11743	122	170	from	from	ADP
aiti-11743	122	171	70,000	70,000	NUM
aiti-11743	122	172	twitter	twitter	NOUN
aiti-11743	122	173	users	user	NOUN
aiti-11743	122	174	gathered	gather	VERB
aiti-11743	122	175	within	within	ADP
aiti-11743	122	176	two	two	NUM
aiti-11743	122	177	months	month	NOUN
aiti-11743	122	178	(	(	PUNCT
aiti-11743	122	179	february	february	PROPN
aiti-11743	122	180	2020	2020	NUM
aiti-11743	122	181	to	to	ADP
aiti-11743	122	182	march	march	PROPN
aiti-11743	122	183	2020	2020	NUM
aiti-11743	122	184	)	)	PUNCT
aiti-11743	122	185	when	when	SCONJ
aiti-11743	122	186	there	there	PRON
aiti-11743	122	187	was	be	VERB
aiti-11743	122	188	a	a	DET
aiti-11743	122	189	peak	peak	NOUN
aiti-11743	122	190	of	of	ADP
aiti-11743	122	191	covid-19	covid-19	PROPN
aiti-11743	123	1	[	[	X
aiti-11743	123	2	23	23	NUM
aiti-11743	123	3	]	]	PUNCT
aiti-11743	123	4	.	.	PUNCT
aiti-11743	124	1	for	for	ADP
aiti-11743	124	2	the	the	DET
aiti-11743	124	3	classification	classification	NOUN
aiti-11743	124	4	job	job	NOUN
aiti-11743	124	5	,	,	PUNCT
aiti-11743	124	6	three	three	NUM
aiti-11743	124	7	different	different	ADJ
aiti-11743	124	8	classes	class	NOUN
aiti-11743	124	9	,	,	PUNCT
aiti-11743	124	10	6,175	6,175	NUM
aiti-11743	124	11	positive	positive	ADJ
aiti-11743	124	12	sentiments	sentiment	NOUN
aiti-11743	124	13	,	,	PUNCT
aiti-11743	124	14	16,200	16,200	NUM
aiti-11743	124	15	negative	negative	ADJ
aiti-11743	124	16	sentiments	sentiment	NOUN
aiti-11743	124	17	,	,	PUNCT
aiti-11743	124	18	and	and	CCONJ
aiti-11743	124	19	65,035	65,035	NUM
aiti-11743	124	20	neutral	neutral	ADJ
aiti-11743	124	21	sentiments	sentiment	NOUN
aiti-11743	124	22	,	,	PUNCT
aiti-11743	124	23	after	after	ADP
aiti-11743	124	24	pre	pre	ADJ
aiti-11743	124	25	-	-	ADJ
aiti-11743	124	26	processing	process	VERB
aiti-11743	124	27	the	the	DET
aiti-11743	124	28	dataset	dataset	NOUN
aiti-11743	124	29	.	.	PUNCT
aiti-11743	125	1	the	the	DET
aiti-11743	125	2	class-2	class-2	NUM
aiti-11743	125	3	dataset	dataset	NOUN
aiti-11743	125	4	has	have	VERB
aiti-11743	125	5	179,859	179,859	NUM
aiti-11743	125	6	distinct	distinct	ADJ
aiti-11743	125	7	emotional	emotional	ADJ
aiti-11743	125	8	tweets	tweet	NOUN
aiti-11743	125	9	from	from	ADP
aiti-11743	125	10	twitter	twitter	NOUN
aiti-11743	125	11	users	user	NOUN
aiti-11743	125	12	gathered	gather	VERB
aiti-11743	125	13	within	within	ADP
aiti-11743	125	14	three	three	NUM
aiti-11743	125	15	months	month	NOUN
aiti-11743	125	16	(	(	PUNCT
aiti-11743	125	17	february	february	PROPN
aiti-11743	125	18	2020	2020	NUM
aiti-11743	125	19	to	to	ADP
aiti-11743	125	20	april	april	PROPN
aiti-11743	125	21	2020	2020	NUM
aiti-11743	125	22	)	)	PUNCT
aiti-11743	125	23	.	.	PUNCT
aiti-11743	126	1	3.2	3.2	NUM
aiti-11743	126	2	.	.	PUNCT
aiti-11743	127	1	data	datum	NOUN
aiti-11743	127	2	pre	pre	VERB
aiti-11743	127	3	-	-	VERB
aiti-11743	127	4	processing	process	VERB
aiti-11743	127	5	the	the	DET
aiti-11743	127	6	information	information	NOUN
aiti-11743	127	7	obtained	obtain	VERB
aiti-11743	127	8	through	through	ADP
aiti-11743	127	9	social	social	ADJ
aiti-11743	127	10	media	medium	NOUN
aiti-11743	127	11	networks	network	NOUN
aiti-11743	127	12	has	have	AUX
aiti-11743	127	13	frequently	frequently	ADV
aiti-11743	127	14	been	be	AUX
aiti-11743	127	15	raw	raw	ADJ
aiti-11743	127	16	,	,	PUNCT
aiti-11743	127	17	noisy	noisy	ADJ
aiti-11743	127	18	,	,	PUNCT
aiti-11743	127	19	varied	varied	ADJ
aiti-11743	127	20	,	,	PUNCT
aiti-11743	127	21	and	and	CCONJ
aiti-11743	127	22	in	in	ADP
aiti-11743	127	23	a	a	DET
aiti-11743	127	24	primitive	primitive	ADJ
aiti-11743	127	25	state	state	NOUN
aiti-11743	127	26	that	that	PRON
aiti-11743	127	27	makes	make	VERB
aiti-11743	127	28	study	study	NOUN
aiti-11743	127	29	impossible	impossible	ADJ
aiti-11743	127	30	;	;	PUNCT
aiti-11743	127	31	so	so	CCONJ
aiti-11743	127	32	,	,	PUNCT
aiti-11743	127	33	it	it	PRON
aiti-11743	127	34	is	be	AUX
aiti-11743	127	35	cleaned	clean	VERB
aiti-11743	127	36	first	first	ADV
aiti-11743	127	37	before	before	ADP
aiti-11743	127	38	the	the	DET
aiti-11743	127	39	research	research	NOUN
aiti-11743	127	40	.	.	PUNCT
aiti-11743	128	1	there	there	PRON
aiti-11743	128	2	are	be	VERB
aiti-11743	128	3	several	several	ADJ
aiti-11743	128	4	steps	step	NOUN
aiti-11743	128	5	involved	involve	VERB
aiti-11743	128	6	in	in	ADP
aiti-11743	128	7	pre	pre	ADJ
aiti-11743	128	8	-	-	ADJ
aiti-11743	128	9	processing	processing	ADJ
aiti-11743	128	10	.	.	PUNCT
aiti-11743	129	1	removing	remove	VERB
aiti-11743	129	2	urls	url	NOUN
aiti-11743	129	3	from	from	ADP
aiti-11743	129	4	the	the	DET
aiti-11743	129	5	text	text	NOUN
aiti-11743	129	6	,	,	PUNCT
aiti-11743	129	7	all	all	DET
aiti-11743	129	8	usernames	username	NOUN
aiti-11743	129	9	,	,	PUNCT
aiti-11743	129	10	stop	stop	VERB
aiti-11743	129	11	words	word	NOUN
aiti-11743	129	12	,	,	PUNCT
aiti-11743	129	13	converting	convert	VERB
aiti-11743	129	14	all	all	DET
aiti-11743	129	15	letters	letter	NOUN
aiti-11743	129	16	to	to	PART
aiti-11743	129	17	lowercase	lowercase	VERB
aiti-11743	129	18	,	,	PUNCT
aiti-11743	129	19	and	and	CCONJ
aiti-11743	129	20	eliminating	eliminate	VERB
aiti-11743	129	21	incorrect	incorrect	ADJ
aiti-11743	129	22	characteristics	characteristic	NOUN
aiti-11743	129	23	are	be	AUX
aiti-11743	129	24	all	all	PRON
aiti-11743	129	25	data	datum	NOUN
aiti-11743	129	26	pre	pre	ADJ
aiti-11743	129	27	-	-	ADJ
aiti-11743	129	28	processing	processing	ADJ
aiti-11743	129	29	strategies	strategy	NOUN
aiti-11743	129	30	.	.	PUNCT
aiti-11743	130	1	several	several	ADJ
aiti-11743	130	2	libraries	library	NOUN
aiti-11743	130	3	were	be	AUX
aiti-11743	130	4	utilized	utilize	VERB
aiti-11743	130	5	in	in	ADP
aiti-11743	130	6	python	python	NOUN
aiti-11743	130	7	for	for	ADP
aiti-11743	130	8	text	text	NOUN
aiti-11743	130	9	pre	pre	ADJ
aiti-11743	130	10	-	-	ADJ
aiti-11743	130	11	processing	processing	ADJ
aiti-11743	130	12	tasks	task	NOUN
aiti-11743	130	13	,	,	PUNCT
aiti-11743	130	14	including	include	VERB
aiti-11743	130	15	the	the	DET
aiti-11743	130	16	natural	natural	ADJ
aiti-11743	130	17	language	language	NOUN
aiti-11743	130	18	toolkit	toolkit	NOUN
aiti-11743	130	19	(	(	PUNCT
aiti-11743	130	20	nltk	nltk	PROPN
aiti-11743	130	21	)	)	PUNCT
aiti-11743	130	22	,	,	PUNCT
aiti-11743	130	23	spacy	spacy	NOUN
aiti-11743	130	24	,	,	PUNCT
aiti-11743	130	25	a	a	DET
aiti-11743	130	26	regular	regular	ADJ
aiti-11743	130	27	expression	expression	NOUN
aiti-11743	130	28	library	library	NOUN
aiti-11743	130	29	,	,	PUNCT
aiti-11743	130	30	and	and	CCONJ
aiti-11743	130	31	other	other	ADJ
aiti-11743	130	32	general	general	ADJ
aiti-11743	130	33	libraries	library	NOUN
aiti-11743	130	34	.	.	PUNCT
aiti-11743	131	1	3.3	3.3	NUM
aiti-11743	131	2	.	.	PUNCT
aiti-11743	132	1	bert	bert	PROPN
aiti-11743	132	2	google	google	PROPN
aiti-11743	132	3	introduced	introduce	VERB
aiti-11743	132	4	a	a	DET
aiti-11743	132	5	novel	novel	ADJ
aiti-11743	132	6	language	language	NOUN
aiti-11743	132	7	representation	representation	NOUN
aiti-11743	132	8	method	method	NOUN
aiti-11743	132	9	known	know	VERB
aiti-11743	132	10	as	as	ADP
aiti-11743	132	11	bert	bert	PROPN
aiti-11743	132	12	[	[	X
aiti-11743	132	13	24	24	NUM
aiti-11743	132	14	]	]	PUNCT
aiti-11743	132	15	.	.	PUNCT
aiti-11743	133	1	bert	bert	PROPN
aiti-11743	133	2	enables	enable	VERB
aiti-11743	133	3	the	the	DET
aiti-11743	133	4	pre	pre	NOUN
aiti-11743	133	5	-	-	NOUN
aiti-11743	133	6	training	training	NOUN
aiti-11743	133	7	of	of	ADP
aiti-11743	133	8	deep	deep	ADJ
aiti-11743	133	9	bidirectional	bidirectional	ADJ
aiti-11743	133	10	representations	representation	NOUN
aiti-11743	133	11	from	from	ADP
aiti-11743	133	12	the	the	DET
aiti-11743	133	13	unlabelled	unlabelled	ADJ
aiti-11743	133	14	text	text	NOUN
aiti-11743	133	15	in	in	ADP
aiti-11743	133	16	each	each	DET
aiti-11743	133	17	layer	layer	NOUN
aiti-11743	133	18	,	,	PUNCT
aiti-11743	133	19	concurrently	concurrently	ADV
aiti-11743	133	20	modifying	modify	VERB
aiti-11743	133	21	the	the	DET
aiti-11743	133	22	context	context	NOUN
aiti-11743	133	23	to	to	ADP
aiti-11743	133	24	the	the	DET
aiti-11743	133	25	left	left	NOUN
aiti-11743	133	26	and	and	CCONJ
aiti-11743	133	27	right	right	NOUN
aiti-11743	133	28	of	of	ADP
aiti-11743	133	29	a	a	DET
aiti-11743	133	30	given	give	VERB
aiti-11743	133	31	text	text	NOUN
aiti-11743	133	32	.	.	PUNCT
aiti-11743	134	1	bert	bert	PROPN
aiti-11743	134	2	includes	include	VERB
aiti-11743	134	3	tokens	token	NOUN
aiti-11743	134	4	such	such	ADJ
aiti-11743	134	5	as	as	ADP
aiti-11743	134	6	unknown	unknown	ADJ
aiti-11743	134	7	[	[	X
aiti-11743	134	8	unk	unk	NOUN
aiti-11743	134	9	]	]	X
aiti-11743	134	10	,	,	PUNCT
aiti-11743	134	11	separation	separation	NOUN
aiti-11743	134	12	[	[	X
aiti-11743	134	13	sep	sep	PROPN
aiti-11743	134	14	]	]	X
aiti-11743	134	15	,	,	PUNCT
aiti-11743	134	16	classification	classification	NOUN
aiti-11743	134	17	[	[	X
aiti-11743	134	18	cls	cls	NOUN
aiti-11743	134	19	]	]	X
aiti-11743	134	20	,	,	PUNCT
aiti-11743	134	21	and	and	CCONJ
aiti-11743	134	22	padding	padding	NOUN
aiti-11743	134	23	[	[	X
aiti-11743	134	24	pad	pad	NOUN
aiti-11743	134	25	]	]	X
aiti-11743	134	26	,	,	PUNCT
aiti-11743	134	27	as	as	ADP
aiti-11743	134	28	advances	advance	NOUN
aiti-11743	134	29	in	in	ADP
aiti-11743	134	30	technology	technology	NOUN
aiti-11743	134	31	innovation	innovation	NOUN
aiti-11743	134	32	,	,	PUNCT
aiti-11743	134	33	vol	vol	NOUN
aiti-11743	134	34	.	.	PROPN
aiti-11743	134	35	8	8	NUM
aiti-11743	134	36	,	,	PUNCT
aiti-11743	134	37	no	no	INTJ
aiti-11743	134	38	.	.	NOUN
aiti-11743	134	39	4	4	NUM
aiti-11743	134	40	,	,	PUNCT
aiti-11743	134	41	2023	2023	NUM
aiti-11743	134	42	,	,	PUNCT
aiti-11743	134	43	pp	pp	ADJ
aiti-11743	134	44	.	.	PUNCT
aiti-11743	135	1	254	254	NUM
aiti-11743	135	2	-	-	SYM
aiti-11743	135	3	266	266	NUM
aiti-11743	135	4	259	259	NUM
aiti-11743	135	5	illustrated	illustrate	VERB
aiti-11743	135	6	in	in	ADP
aiti-11743	135	7	fig	fig	NOUN
aiti-11743	135	8	.	.	PUNCT
aiti-11743	136	1	2	2	NUM
aiti-11743	137	1	[	[	X
aiti-11743	137	2	24	24	NUM
aiti-11743	137	3	]	]	PUNCT
aiti-11743	137	4	.	.	PUNCT
aiti-11743	138	1	the	the	DET
aiti-11743	138	2	bert	bert	PROPN
aiti-11743	138	3	model	model	NOUN
aiti-11743	138	4	was	be	AUX
aiti-11743	138	5	trained	train	VERB
aiti-11743	138	6	using	use	VERB
aiti-11743	138	7	the	the	DET
aiti-11743	138	8	masked	masked	ADJ
aiti-11743	138	9	language	language	NOUN
aiti-11743	138	10	model	model	NOUN
aiti-11743	138	11	(	(	PUNCT
aiti-11743	138	12	mlm	mlm	PROPN
aiti-11743	138	13	)	)	PUNCT
aiti-11743	138	14	and	and	CCONJ
aiti-11743	138	15	next	next	ADJ
aiti-11743	138	16	sentence	sentence	NOUN
aiti-11743	138	17	prediction	prediction	NOUN
aiti-11743	138	18	(	(	PUNCT
aiti-11743	138	19	nsp	nsp	PROPN
aiti-11743	138	20	)	)	PUNCT
aiti-11743	138	21	techniques	technique	NOUN
aiti-11743	138	22	.	.	PUNCT
aiti-11743	139	1	the	the	DET
aiti-11743	139	2	deep	deep	ADJ
aiti-11743	139	3	bidirectional	bidirectional	ADJ
aiti-11743	139	4	model	model	NOUN
aiti-11743	139	5	of	of	ADP
aiti-11743	139	6	the	the	DET
aiti-11743	139	7	mlm	mlm	PROPN
aiti-11743	139	8	is	be	AUX
aiti-11743	139	9	prepared	prepare	VERB
aiti-11743	139	10	by	by	ADP
aiti-11743	139	11	randomly	randomly	ADV
aiti-11743	139	12	selecting	select	VERB
aiti-11743	139	13	and	and	CCONJ
aiti-11743	139	14	masking	mask	VERB
aiti-11743	139	15	input	input	NOUN
aiti-11743	139	16	tokens	token	NOUN
aiti-11743	139	17	and	and	CCONJ
aiti-11743	139	18	then	then	ADV
aiti-11743	139	19	making	make	VERB
aiti-11743	139	20	predictions	prediction	NOUN
aiti-11743	139	21	for	for	ADP
aiti-11743	139	22	the	the	DET
aiti-11743	139	23	masked	mask	VERB
aiti-11743	139	24	tokens	token	NOUN
aiti-11743	139	25	.	.	PUNCT
aiti-11743	140	1	the	the	DET
aiti-11743	140	2	nsp	nsp	ADJ
aiti-11743	140	3	method	method	NOUN
aiti-11743	140	4	helps	help	VERB
aiti-11743	140	5	to	to	PART
aiti-11743	140	6	set	set	VERB
aiti-11743	140	7	up	up	ADP
aiti-11743	140	8	the	the	DET
aiti-11743	140	9	connection	connection	NOUN
aiti-11743	140	10	between	between	ADP
aiti-11743	140	11	sentences	sentence	NOUN
aiti-11743	140	12	in	in	ADP
aiti-11743	140	13	the	the	DET
aiti-11743	140	14	model	model	NOUN
aiti-11743	140	15	.	.	PUNCT
aiti-11743	141	1	for	for	ADP
aiti-11743	141	2	each	each	DET
aiti-11743	141	3	pair	pair	NOUN
aiti-11743	141	4	of	of	ADP
aiti-11743	141	5	phrases	phrase	NOUN
aiti-11743	141	6	p1	p1	PROPN
aiti-11743	141	7	and	and	CCONJ
aiti-11743	141	8	p2	p2	NOUN
aiti-11743	141	9	,	,	PUNCT
aiti-11743	141	10	the	the	DET
aiti-11743	141	11	nsp	nsp	NOUN
aiti-11743	141	12	examine	examine	VERB
aiti-11743	141	13	50	50	NUM
aiti-11743	141	14	%	%	NOUN
aiti-11743	141	15	of	of	ADP
aiti-11743	141	16	the	the	DET
aiti-11743	141	17	pre	pre	ADJ
aiti-11743	141	18	-	-	ADJ
aiti-11743	141	19	trained	train	VERB
aiti-11743	141	20	sample	sample	NOUN
aiti-11743	141	21	to	to	PART
aiti-11743	141	22	determine	determine	VERB
aiti-11743	141	23	their	their	PRON
aiti-11743	141	24	correlation	correlation	NOUN
aiti-11743	141	25	.	.	PUNCT
aiti-11743	142	1	table	table	NOUN
aiti-11743	142	2	5	5	NUM
aiti-11743	142	3	displays	display	VERB
aiti-11743	142	4	the	the	DET
aiti-11743	142	5	characteristics	characteristic	NOUN
aiti-11743	142	6	of	of	ADP
aiti-11743	142	7	the	the	DET
aiti-11743	142	8	bert	bert	PROPN
aiti-11743	142	9	base	base	NOUN
aiti-11743	142	10	and	and	CCONJ
aiti-11743	142	11	the	the	DET
aiti-11743	142	12	bert	bert	PROPN
aiti-11743	142	13	large	large	PROPN
aiti-11743	142	14	.	.	PUNCT
aiti-11743	143	1	fig	fig	NOUN
aiti-11743	143	2	.	.	PUNCT
aiti-11743	144	1	2	2	NUM
aiti-11743	144	2	bert	bert	PROPN
aiti-11743	144	3	representation	representation	NOUN
aiti-11743	144	4	[	[	X
aiti-11743	144	5	24	24	NUM
aiti-11743	144	6	]	]	SYM
aiti-11743	144	7	table	table	NOUN
aiti-11743	144	8	5	5	NUM
aiti-11743	144	9	bert	bert	NOUN
aiti-11743	144	10	model	model	NOUN
aiti-11743	144	11	detail	detail	NOUN
aiti-11743	144	12	view	view	NOUN
aiti-11743	144	13	model	model	NOUN
aiti-11743	144	14	/	/	SYM
aiti-11743	144	15	dimensions	dimension	NOUN
aiti-11743	144	16	number	number	NOUN
aiti-11743	144	17	of	of	ADP
aiti-11743	144	18	layers	layer	NOUN
aiti-11743	144	19	(	(	PUNCT
aiti-11743	144	20	l	l	NOUN
aiti-11743	144	21	)	)	PUNCT
aiti-11743	144	22	hidden	hide	VERB
aiti-11743	144	23	layers	layer	NOUN
aiti-11743	144	24	size	size	NOUN
aiti-11743	144	25	(	(	PUNCT
aiti-11743	144	26	h	h	NOUN
aiti-11743	144	27	)	)	PUNCT
aiti-11743	144	28	self	self	NOUN
aiti-11743	144	29	-	-	PUNCT
aiti-11743	144	30	attention	attention	NOUN
aiti-11743	144	31	heads	head	NOUN
aiti-11743	144	32	(	(	PUNCT
aiti-11743	144	33	a	a	X
aiti-11743	144	34	)	)	PUNCT
aiti-11743	144	35	total	total	ADJ
aiti-11743	144	36	parameters	parameter	NOUN
aiti-11743	144	37	bert	bert	PROPN
aiti-11743	144	38	base	base	PROPN
aiti-11743	144	39	12	12	NUM
aiti-11743	144	40	768	768	NUM
aiti-11743	144	41	12	12	NUM
aiti-11743	144	42	110	110	NUM
aiti-11743	144	43	m	m	NOUN
aiti-11743	144	44	bert	bert	NOUN
aiti-11743	144	45	large	large	ADJ
aiti-11743	144	46	24	24	NUM
aiti-11743	144	47	1024	1024	NUM
aiti-11743	144	48	16	16	NUM
aiti-11743	144	49	340	340	NUM
aiti-11743	144	50	m	m	NUM
aiti-11743	144	51	3.4	3.4	NUM
aiti-11743	144	52	.	.	PUNCT
aiti-11743	145	1	transfer	transfer	NOUN
aiti-11743	145	2	learning	learning	NOUN
aiti-11743	145	3	in	in	ADP
aiti-11743	145	4	nlp	nlp	NOUN
aiti-11743	145	5	today	today	NOUN
aiti-11743	145	6	,	,	PUNCT
aiti-11743	145	7	the	the	DET
aiti-11743	145	8	most	most	ADV
aiti-11743	145	9	powerful	powerful	ADJ
aiti-11743	145	10	language	language	NOUN
aiti-11743	145	11	models	model	NOUN
aiti-11743	145	12	rely	rely	VERB
aiti-11743	145	13	significantly	significantly	ADV
aiti-11743	145	14	on	on	ADP
aiti-11743	145	15	transformers	transformer	NOUN
aiti-11743	145	16	,	,	PUNCT
aiti-11743	145	17	and	and	CCONJ
aiti-11743	145	18	they	they	PRON
aiti-11743	145	19	are	be	AUX
aiti-11743	145	20	often	often	ADV
aiti-11743	145	21	regarded	regard	VERB
aiti-11743	145	22	as	as	ADP
aiti-11743	145	23	the	the	DET
aiti-11743	145	24	best	good	ADJ
aiti-11743	145	25	for	for	ADP
aiti-11743	145	26	all	all	DET
aiti-11743	145	27	fundamental	fundamental	ADJ
aiti-11743	145	28	nlp	nlp	NOUN
aiti-11743	145	29	and	and	CCONJ
aiti-11743	145	30	natural	natural	ADJ
aiti-11743	145	31	language	language	NOUN
aiti-11743	145	32	understanding	understanding	NOUN
aiti-11743	145	33	(	(	PUNCT
aiti-11743	145	34	nlu	nlu	NOUN
aiti-11743	145	35	)	)	PUNCT
aiti-11743	145	36	tasks	task	NOUN
aiti-11743	145	37	.	.	PUNCT
aiti-11743	146	1	since	since	SCONJ
aiti-11743	146	2	training	train	VERB
aiti-11743	146	3	neural	neural	ADJ
aiti-11743	146	4	networks	network	NOUN
aiti-11743	146	5	from	from	ADP
aiti-11743	146	6	scratch	scratch	NOUN
aiti-11743	146	7	with	with	ADP
aiti-11743	146	8	enormous	enormous	ADJ
aiti-11743	146	9	datasets	dataset	NOUN
aiti-11743	146	10	is	be	AUX
aiti-11743	146	11	computationally	computationally	ADV
aiti-11743	146	12	expensive	expensive	ADJ
aiti-11743	146	13	and	and	CCONJ
aiti-11743	146	14	takes	take	VERB
aiti-11743	146	15	a	a	DET
aiti-11743	146	16	long	long	ADJ
aiti-11743	146	17	time	time	NOUN
aiti-11743	146	18	,	,	PUNCT
aiti-11743	146	19	and	and	CCONJ
aiti-11743	146	20	access	access	NOUN
aiti-11743	146	21	to	to	ADP
aiti-11743	146	22	high	high	ADJ
aiti-11743	146	23	-	-	PUNCT
aiti-11743	146	24	end	end	NOUN
aiti-11743	146	25	computing	compute	VERB
aiti-11743	146	26	resources	resource	NOUN
aiti-11743	146	27	,	,	PUNCT
aiti-11743	146	28	such	such	ADJ
aiti-11743	146	29	as	as	ADP
aiti-11743	146	30	clusters	cluster	NOUN
aiti-11743	146	31	of	of	ADP
aiti-11743	146	32	cpus	cpus	PROPN
aiti-11743	146	33	and	and	CCONJ
aiti-11743	146	34	gpus	gpu	NOUN
aiti-11743	146	35	,	,	PUNCT
aiti-11743	146	36	is	be	AUX
aiti-11743	146	37	required	require	VERB
aiti-11743	146	38	.	.	PUNCT
aiti-11743	147	1	to	to	PART
aiti-11743	147	2	avoid	avoid	VERB
aiti-11743	147	3	these	these	DET
aiti-11743	147	4	challenges	challenge	NOUN
aiti-11743	147	5	,	,	PUNCT
aiti-11743	147	6	the	the	DET
aiti-11743	147	7	transfer	transfer	NOUN
aiti-11743	147	8	function	function	NOUN
aiti-11743	147	9	approach	approach	NOUN
aiti-11743	147	10	is	be	AUX
aiti-11743	147	11	presented	present	VERB
aiti-11743	147	12	as	as	ADP
aiti-11743	147	13	an	an	DET
aiti-11743	147	14	easy	easy	ADJ
aiti-11743	147	15	technique	technique	NOUN
aiti-11743	147	16	.	.	PUNCT
aiti-11743	148	1	the	the	DET
aiti-11743	148	2	idea	idea	NOUN
aiti-11743	148	3	behind	behind	ADP
aiti-11743	148	4	the	the	DET
aiti-11743	148	5	tl	tl	PROPN
aiti-11743	148	6	is	be	AUX
aiti-11743	148	7	that	that	PRON
aiti-11743	148	8	rather	rather	ADV
aiti-11743	148	9	than	than	ADP
aiti-11743	148	10	starting	start	VERB
aiti-11743	148	11	from	from	ADP
aiti-11743	148	12	a	a	DET
aiti-11743	148	13	blank	blank	NOUN
aiti-11743	148	14	and	and	CCONJ
aiti-11743	148	15	using	use	VERB
aiti-11743	148	16	random	random	ADJ
aiti-11743	148	17	weights	weight	NOUN
aiti-11743	148	18	,	,	PUNCT
aiti-11743	148	19	it	it	PRON
aiti-11743	148	20	is	be	AUX
aiti-11743	148	21	possible	possible	ADJ
aiti-11743	148	22	to	to	PART
aiti-11743	148	23	solve	solve	VERB
aiti-11743	148	24	future	future	ADJ
aiti-11743	148	25	problems	problem	NOUN
aiti-11743	148	26	with	with	ADP
aiti-11743	148	27	the	the	DET
aiti-11743	148	28	help	help	NOUN
aiti-11743	148	29	of	of	ADP
aiti-11743	148	30	the	the	DET
aiti-11743	148	31	consequences	consequence	NOUN
aiti-11743	148	32	gained	gain	VERB
aiti-11743	148	33	from	from	ADP
aiti-11743	148	34	one	one	NUM
aiti-11743	148	35	training	training	NOUN
aiti-11743	148	36	.	.	PUNCT
aiti-11743	149	1	the	the	DET
aiti-11743	149	2	pre	pre	ADJ
aiti-11743	149	3	-	-	ADJ
aiti-11743	149	4	trained	train	VERB
aiti-11743	149	5	models	model	NOUN
aiti-11743	149	6	can	can	AUX
aiti-11743	149	7	be	be	AUX
aiti-11743	149	8	utilized	utilize	VERB
aiti-11743	149	9	directly	directly	ADV
aiti-11743	149	10	or	or	CCONJ
aiti-11743	149	11	to	to	PART
aiti-11743	149	12	extract	extract	VERB
aiti-11743	149	13	characteristics	characteristic	NOUN
aiti-11743	149	14	other	other	ADJ
aiti-11743	149	15	than	than	ADP
aiti-11743	149	16	those	those	PRON
aiti-11743	149	17	learned	learn	VERB
aiti-11743	149	18	from	from	ADP
aiti-11743	149	19	the	the	DET
aiti-11743	149	20	model	model	NOUN
aiti-11743	149	21	during	during	ADP
aiti-11743	149	22	prior	prior	ADJ
aiti-11743	149	23	training	training	NOUN
aiti-11743	149	24	.	.	PUNCT
aiti-11743	150	1	in	in	ADP
aiti-11743	150	2	the	the	DET
aiti-11743	150	3	context	context	NOUN
aiti-11743	150	4	of	of	ADP
aiti-11743	150	5	tl	tl	PROPN
aiti-11743	150	6	,	,	PUNCT
aiti-11743	150	7	typically	typically	ADV
aiti-11743	150	8	,	,	PUNCT
aiti-11743	150	9	two	two	NUM
aiti-11743	150	10	stages	stage	NOUN
aiti-11743	150	11	are	be	AUX
aiti-11743	150	12	involved	involve	VERB
aiti-11743	150	13	.	.	PUNCT
aiti-11743	151	1	firstly	firstly	ADV
aiti-11743	151	2	,	,	PUNCT
aiti-11743	151	3	a	a	DET
aiti-11743	151	4	model	model	NOUN
aiti-11743	151	5	is	be	AUX
aiti-11743	151	6	pre	pre	ADJ
aiti-11743	151	7	-	-	VERB
aiti-11743	151	8	trained	train	VERB
aiti-11743	151	9	on	on	ADP
aiti-11743	151	10	one	one	NUM
aiti-11743	151	11	dataset	dataset	NOUN
aiti-11743	151	12	to	to	PART
aiti-11743	151	13	serve	serve	VERB
aiti-11743	151	14	as	as	ADP
aiti-11743	151	15	a	a	DET
aiti-11743	151	16	feature	feature	NOUN
aiti-11743	151	17	extractor	extractor	NOUN
aiti-11743	151	18	.	.	PUNCT
aiti-11743	152	1	subsequently	subsequently	ADV
aiti-11743	152	2	,	,	PUNCT
aiti-11743	152	3	the	the	DET
aiti-11743	152	4	pre	pre	ADJ
aiti-11743	152	5	-	-	ADJ
aiti-11743	152	6	trained	train	VERB
aiti-11743	152	7	model	model	NOUN
aiti-11743	152	8	is	be	AUX
aiti-11743	152	9	used	use	VERB
aiti-11743	152	10	to	to	PART
aiti-11743	152	11	apply	apply	VERB
aiti-11743	152	12	the	the	DET
aiti-11743	152	13	acquired	acquire	VERB
aiti-11743	152	14	knowledge	knowledge	NOUN
aiti-11743	152	15	by	by	ADP
aiti-11743	152	16	fine	fine	ADV
aiti-11743	152	17	-	-	PUNCT
aiti-11743	152	18	tuning	tune	VERB
aiti-11743	152	19	it	it	PRON
aiti-11743	152	20	on	on	ADP
aiti-11743	152	21	another	another	DET
aiti-11743	152	22	dataset	dataset	NOUN
aiti-11743	152	23	.	.	PUNCT
aiti-11743	153	1	in	in	ADP
aiti-11743	153	2	this	this	DET
aiti-11743	153	3	specific	specific	ADJ
aiti-11743	153	4	case	case	NOUN
aiti-11743	153	5	,	,	PUNCT
aiti-11743	153	6	the	the	DET
aiti-11743	153	7	bert	bert	PROPN
aiti-11743	153	8	model	model	NOUN
aiti-11743	153	9	in	in	ADP
aiti-11743	153	10	its	its	PRON
aiti-11743	153	11	original	original	ADJ
aiti-11743	153	12	form	form	NOUN
aiti-11743	153	13	has	have	AUX
aiti-11743	153	14	been	be	AUX
aiti-11743	153	15	pre	pre	VERB
aiti-11743	153	16	-	-	VERB
aiti-11743	153	17	trained	train	VERB
aiti-11743	153	18	on	on	ADP
aiti-11743	153	19	the	the	DET
aiti-11743	153	20	combination	combination	NOUN
aiti-11743	153	21	of	of	ADP
aiti-11743	153	22	two	two	NUM
aiti-11743	153	23	massive	massive	ADJ
aiti-11743	153	24	collections	collection	NOUN
aiti-11743	153	25	,	,	PUNCT
aiti-11743	153	26	bookcorpus	bookcorpus	NOUN
aiti-11743	153	27	and	and	CCONJ
aiti-11743	153	28	english	english	PROPN
aiti-11743	153	29	wikipedia	wikipedia	PROPN
aiti-11743	153	30	,	,	PUNCT
aiti-11743	153	31	and	and	CCONJ
aiti-11743	153	32	it	it	PRON
aiti-11743	153	33	is	be	AUX
aiti-11743	153	34	used	use	VERB
aiti-11743	153	35	for	for	ADP
aiti-11743	153	36	solving	solve	VERB
aiti-11743	153	37	a	a	DET
aiti-11743	153	38	task	task	NOUN
aiti-11743	153	39	for	for	ADP
aiti-11743	153	40	classifying	classify	VERB
aiti-11743	153	41	covid-19	covid-19	PROPN
aiti-11743	153	42	reviews	review	NOUN
aiti-11743	153	43	.	.	PUNCT
aiti-11743	154	1	this	this	DET
aiti-11743	154	2	approach	approach	NOUN
aiti-11743	154	3	leads	lead	VERB
aiti-11743	154	4	to	to	ADP
aiti-11743	154	5	a	a	DET
aiti-11743	154	6	reduction	reduction	NOUN
aiti-11743	154	7	in	in	ADP
aiti-11743	154	8	training	training	NOUN
aiti-11743	154	9	time	time	NOUN
aiti-11743	154	10	and	and	CCONJ
aiti-11743	154	11	an	an	DET
aiti-11743	154	12	improvement	improvement	NOUN
aiti-11743	154	13	in	in	ADP
aiti-11743	154	14	neural	neural	ADJ
aiti-11743	154	15	network	network	NOUN
aiti-11743	154	16	performance	performance	NOUN
aiti-11743	154	17	.	.	PUNCT
aiti-11743	155	1	3.5	3.5	NUM
aiti-11743	155	2	.	.	PUNCT
aiti-11743	156	1	experimental	experimental	ADJ
aiti-11743	156	2	hyper	hyper	NOUN
aiti-11743	156	3	-	-	NOUN
aiti-11743	156	4	parameters	parameter	NOUN
aiti-11743	156	5	upon	upon	SCONJ
aiti-11743	156	6	completing	complete	VERB
aiti-11743	156	7	the	the	DET
aiti-11743	156	8	training	training	NOUN
aiti-11743	156	9	set	set	NOUN
aiti-11743	157	1	,	,	PUNCT
aiti-11743	157	2	researchers	researcher	NOUN
aiti-11743	157	3	reconfigured	reconfigure	VERB
aiti-11743	157	4	crucial	crucial	ADJ
aiti-11743	157	5	hyper	hyper	NOUN
aiti-11743	157	6	-	-	NOUN
aiti-11743	157	7	parameters	parameter	NOUN
aiti-11743	157	8	to	to	PART
aiti-11743	157	9	obtain	obtain	VERB
aiti-11743	157	10	a	a	DET
aiti-11743	157	11	refined	refined	ADJ
aiti-11743	157	12	model	model	NOUN
aiti-11743	157	13	with	with	ADP
aiti-11743	157	14	comparable	comparable	ADJ
aiti-11743	157	15	assessment	assessment	NOUN
aiti-11743	157	16	metrics	metric	NOUN
aiti-11743	157	17	.	.	PUNCT
aiti-11743	158	1	ml	ml	PROPN
aiti-11743	158	2	algorithms	algorithm	NOUN
aiti-11743	158	3	may	may	AUX
aiti-11743	158	4	effectively	effectively	ADV
aiti-11743	158	5	train	train	VERB
aiti-11743	158	6	the	the	DET
aiti-11743	158	7	data	datum	NOUN
aiti-11743	158	8	but	but	CCONJ
aiti-11743	158	9	fail	fail	VERB
aiti-11743	158	10	to	to	PART
aiti-11743	158	11	summarize	summarize	VERB
aiti-11743	158	12	inconspicuous	inconspicuous	ADJ
aiti-11743	158	13	data	datum	NOUN
aiti-11743	158	14	,	,	PUNCT
aiti-11743	158	15	which	which	PRON
aiti-11743	158	16	means	mean	VERB
aiti-11743	158	17	overfitting	overfitte	VERB
aiti-11743	158	18	.	.	PUNCT
aiti-11743	159	1	meanwhile	meanwhile	ADV
aiti-11743	159	2	,	,	PUNCT
aiti-11743	159	3	regularization	regularization	NOUN
aiti-11743	159	4	,	,	PUNCT
aiti-11743	159	5	optimizer	optimizer	NOUN
aiti-11743	159	6	,	,	PUNCT
aiti-11743	159	7	learning	learn	VERB
aiti-11743	159	8	rate	rate	NOUN
aiti-11743	159	9	,	,	PUNCT
aiti-11743	159	10	and	and	CCONJ
aiti-11743	159	11	batch	batch	NOUN
aiti-11743	159	12	standardization	standardization	NOUN
aiti-11743	159	13	are	be	AUX
aiti-11743	159	14	generally	generally	ADV
aiti-11743	159	15	employed	employ	VERB
aiti-11743	159	16	to	to	PART
aiti-11743	159	17	avoid	avoid	VERB
aiti-11743	159	18	overfitting	overfitte	VERB
aiti-11743	159	19	.	.	PUNCT
aiti-11743	160	1	advances	advance	NOUN
aiti-11743	160	2	in	in	ADP
aiti-11743	160	3	technology	technology	NOUN
aiti-11743	160	4	innovation	innovation	NOUN
aiti-11743	160	5	,	,	PUNCT
aiti-11743	160	6	vol	vol	NOUN
aiti-11743	160	7	.	.	PROPN
aiti-11743	160	8	8	8	NUM
aiti-11743	160	9	,	,	PUNCT
aiti-11743	160	10	no	no	INTJ
aiti-11743	160	11	.	.	NOUN
aiti-11743	160	12	4	4	NUM
aiti-11743	160	13	,	,	PUNCT
aiti-11743	160	14	2023	2023	NUM
aiti-11743	160	15	,	,	PUNCT
aiti-11743	160	16	pp	pp	ADJ
aiti-11743	160	17	.	.	PUNCT
aiti-11743	161	1	254	254	NUM
aiti-11743	161	2	-	-	SYM
aiti-11743	161	3	266	266	NUM
aiti-11743	161	4	260	260	NUM
aiti-11743	161	5	the	the	DET
aiti-11743	161	6	researchers	researcher	NOUN
aiti-11743	161	7	trained	train	VERB
aiti-11743	161	8	a	a	DET
aiti-11743	161	9	model	model	NOUN
aiti-11743	161	10	with	with	ADP
aiti-11743	161	11	input	input	NOUN
aiti-11743	161	12	layers	layer	NOUN
aiti-11743	161	13	on	on	ADP
aiti-11743	161	14	top	top	NOUN
aiti-11743	161	15	of	of	ADP
aiti-11743	161	16	the	the	DET
aiti-11743	161	17	embedding	embed	VERB
aiti-11743	161	18	layer	layer	NOUN
aiti-11743	161	19	via	via	ADP
aiti-11743	161	20	a	a	DET
aiti-11743	161	21	pre	pre	ADJ
aiti-11743	161	22	-	-	ADJ
aiti-11743	161	23	trained	train	VERB
aiti-11743	161	24	bert	bert	NOUN
aiti-11743	161	25	base	base	NOUN
aiti-11743	161	26	uncased	uncased	ADJ
aiti-11743	161	27	.	.	PUNCT
aiti-11743	162	1	they	they	PRON
aiti-11743	162	2	conducted	conduct	VERB
aiti-11743	162	3	experiments	experiment	NOUN
aiti-11743	162	4	to	to	PART
aiti-11743	162	5	evaluate	evaluate	VERB
aiti-11743	162	6	the	the	DET
aiti-11743	162	7	model	model	NOUN
aiti-11743	162	8	’s	’s	PART
aiti-11743	162	9	performance	performance	NOUN
aiti-11743	162	10	using	use	VERB
aiti-11743	162	11	different	different	ADJ
aiti-11743	162	12	optimizers	optimizer	NOUN
aiti-11743	162	13	and	and	CCONJ
aiti-11743	162	14	learning	learn	VERB
aiti-11743	162	15	rates	rate	NOUN
aiti-11743	162	16	while	while	SCONJ
aiti-11743	162	17	keeping	keep	VERB
aiti-11743	162	18	other	other	ADJ
aiti-11743	162	19	parameters	parameter	NOUN
aiti-11743	162	20	,	,	PUNCT
aiti-11743	162	21	such	such	ADJ
aiti-11743	162	22	as	as	ADP
aiti-11743	162	23	conv1d	conv1d	PROPN
aiti-11743	162	24	kernel	kernel	PROPN
aiti-11743	162	25	size	size	NOUN
aiti-11743	162	26	,	,	PUNCT
aiti-11743	162	27	number	number	NOUN
aiti-11743	162	28	of	of	ADP
aiti-11743	162	29	filters	filter	NOUN
aiti-11743	162	30	,	,	PUNCT
aiti-11743	162	31	and	and	CCONJ
aiti-11743	162	32	batch	batch	VERB
aiti-11743	162	33	size	size	NOUN
aiti-11743	162	34	constant	constant	ADJ
aiti-11743	162	35	.	.	PUNCT
aiti-11743	163	1	the	the	DET
aiti-11743	163	2	evaluation	evaluation	NOUN
aiti-11743	163	3	results	result	NOUN
aiti-11743	163	4	were	be	AUX
aiti-11743	163	5	documented	document	VERB
aiti-11743	163	6	,	,	PUNCT
aiti-11743	163	7	and	and	CCONJ
aiti-11743	163	8	it	it	PRON
aiti-11743	163	9	was	be	AUX
aiti-11743	163	10	observed	observe	VERB
aiti-11743	163	11	that	that	SCONJ
aiti-11743	163	12	the	the	DET
aiti-11743	163	13	“	"	PUNCT
aiti-11743	163	14	adam	adam	ADJ
aiti-11743	163	15	”	"	PUNCT
aiti-11743	163	16	optimizer	optimizer	NOUN
aiti-11743	163	17	with	with	ADP
aiti-11743	163	18	a	a	DET
aiti-11743	163	19	learning	learn	VERB
aiti-11743	163	20	rate	rate	NOUN
aiti-11743	163	21	of	of	ADP
aiti-11743	163	22	1e-5	1e-5	NUM
aiti-11743	163	23	and	and	CCONJ
aiti-11743	163	24	decay	decay	NOUN
aiti-11743	163	25	learning	learn	VERB
aiti-11743	163	26	rate	rate	NOUN
aiti-11743	163	27	of	of	ADP
aiti-11743	163	28	1e-7	1e-7	NUM
aiti-11743	163	29	had	have	VERB
aiti-11743	163	30	the	the	DET
aiti-11743	163	31	most	most	ADJ
aiti-11743	163	32	influence	influence	NOUN
aiti-11743	163	33	on	on	ADP
aiti-11743	163	34	the	the	DET
aiti-11743	163	35	model	model	NOUN
aiti-11743	163	36	’s	’s	PART
aiti-11743	163	37	performance	performance	NOUN
aiti-11743	163	38	.	.	PUNCT
aiti-11743	164	1	subsequently	subsequently	ADV
aiti-11743	164	2	,	,	PUNCT
aiti-11743	164	3	the	the	DET
aiti-11743	164	4	researchers	researcher	NOUN
aiti-11743	164	5	selected	select	VERB
aiti-11743	164	6	the	the	DET
aiti-11743	164	7	aforementioned	aforementioned	ADJ
aiti-11743	164	8	hyper	hyper	NOUN
aiti-11743	164	9	-	-	NOUN
aiti-11743	164	10	parameters	parameter	NOUN
aiti-11743	164	11	and	and	CCONJ
aiti-11743	164	12	fine	fine	ADV
aiti-11743	164	13	-	-	PUNCT
aiti-11743	164	14	tuned	tune	VERB
aiti-11743	164	15	the	the	DET
aiti-11743	164	16	number	number	NOUN
aiti-11743	164	17	of	of	ADP
aiti-11743	164	18	dense	dense	ADJ
aiti-11743	164	19	units	unit	NOUN
aiti-11743	164	20	and	and	CCONJ
aiti-11743	164	21	epoch	epoch	NOUN
aiti-11743	164	22	size	size	NOUN
aiti-11743	164	23	while	while	SCONJ
aiti-11743	164	24	keeping	keep	VERB
aiti-11743	164	25	other	other	ADJ
aiti-11743	164	26	parameters	parameter	NOUN
aiti-11743	164	27	constant	constant	ADJ
aiti-11743	164	28	.	.	PUNCT
aiti-11743	165	1	the	the	DET
aiti-11743	165	2	experimental	experimental	ADJ
aiti-11743	165	3	results	result	NOUN
aiti-11743	165	4	were	be	AUX
aiti-11743	165	5	thoroughly	thoroughly	ADV
aiti-11743	165	6	reviewed	review	VERB
aiti-11743	165	7	and	and	CCONJ
aiti-11743	165	8	implemented	implement	VERB
aiti-11743	165	9	,	,	PUNCT
aiti-11743	165	10	leading	lead	VERB
aiti-11743	165	11	to	to	ADP
aiti-11743	165	12	the	the	DET
aiti-11743	165	13	establishment	establishment	NOUN
aiti-11743	165	14	of	of	ADP
aiti-11743	165	15	model	model	NOUN
aiti-11743	165	16	correlation	correlation	NOUN
aiti-11743	165	17	hyper	hyper	NOUN
aiti-11743	165	18	-	-	NOUN
aiti-11743	165	19	boundaries	boundary	NOUN
aiti-11743	165	20	.	.	PUNCT
aiti-11743	166	1	the	the	DET
aiti-11743	166	2	model	model	NOUN
aiti-11743	166	3	correlation	correlation	NOUN
aiti-11743	166	4	hyper	hyper	NOUN
aiti-11743	166	5	-	-	NOUN
aiti-11743	166	6	boundaries	boundary	NOUN
aiti-11743	166	7	are	be	AUX
aiti-11743	166	8	set	set	VERB
aiti-11743	166	9	as	as	SCONJ
aiti-11743	166	10	follows	follow	VERB
aiti-11743	166	11	,	,	PUNCT
aiti-11743	166	12	as	as	SCONJ
aiti-11743	166	13	shown	show	VERB
aiti-11743	166	14	in	in	ADP
aiti-11743	166	15	table	table	NOUN
aiti-11743	166	16	6	6	NUM
aiti-11743	166	17	.	.	PUNCT
aiti-11743	166	18	table	table	NOUN
aiti-11743	166	19	6	6	NUM
aiti-11743	166	20	hyper	hyper	NOUN
aiti-11743	166	21	-	-	NOUN
aiti-11743	166	22	parameter	parameter	NOUN
aiti-11743	166	23	used	use	VERB
aiti-11743	166	24	in	in	ADP
aiti-11743	166	25	the	the	DET
aiti-11743	166	26	research	research	NOUN
aiti-11743	166	27	hyper	hyper	ADJ
aiti-11743	166	28	-	-	NOUN
aiti-11743	166	29	parameter	parameter	NOUN
aiti-11743	166	30	values	value	NOUN
aiti-11743	166	31	max	max	PROPN
aiti-11743	166	32	review	review	PROPN
aiti-11743	166	33	length	length	NOUN
aiti-11743	166	34	128	128	NUM
aiti-11743	166	35	learning	learning	NOUN
aiti-11743	166	36	rate	rate	NOUN
aiti-11743	166	37	1e-5	1e-5	PROPN
aiti-11743	166	38	decay	decay	NOUN
aiti-11743	166	39	1e-7	1e-7	NUM
aiti-11743	166	40	batch	batch	NOUN
aiti-11743	166	41	size	size	NOUN
aiti-11743	166	42	32	32	NUM
aiti-11743	166	43	number	number	NOUN
aiti-11743	166	44	of	of	ADP
aiti-11743	166	45	epochs	epoch	NOUN
aiti-11743	166	46	10	10	NUM
aiti-11743	166	47	number	number	NOUN
aiti-11743	166	48	of	of	ADP
aiti-11743	166	49	conv1d	conv1d	ADJ
aiti-11743	166	50	filters	filter	NOUN
aiti-11743	166	51	64	64	NUM
aiti-11743	166	52	conv1d	conv1d	ADJ
aiti-11743	166	53	kernel	kernel	NOUN
aiti-11743	166	54	size	size	NOUN
aiti-11743	166	55	3	3	NUM
aiti-11743	166	56	number	number	NOUN
aiti-11743	166	57	of	of	ADP
aiti-11743	166	58	dense	dense	ADJ
aiti-11743	166	59	units	unit	NOUN
aiti-11743	166	60	32	32	NUM
aiti-11743	166	61	threshold	threshold	NOUN
aiti-11743	166	62	0.9	0.9	NUM
aiti-11743	166	63	optimizer	optimizer	NOUN
aiti-11743	166	64	adam	adam	PROPN
aiti-11743	166	65	activation	activation	NOUN
aiti-11743	166	66	function	function	NOUN
aiti-11743	166	67	softmax	softmax	NOUN
aiti-11743	166	68	batch	batch	NOUN
aiti-11743	166	69	normalizations	normalization	NOUN
aiti-11743	166	70	yes	yes	INTJ
aiti-11743	166	71	loss	loss	NOUN
aiti-11743	166	72	function	function	PROPN
aiti-11743	166	73	binary	binary	PROPN
aiti-11743	166	74	cross	cross	PROPN
aiti-11743	166	75	entropy	entropy	PROPN
aiti-11743	166	76	,	,	PUNCT
aiti-11743	166	77	categorical	categorical	PROPN
aiti-11743	166	78	cross	cross	NOUN
aiti-11743	166	79	entropy	entropy	PROPN
aiti-11743	166	80	output	output	NOUN
aiti-11743	166	81	function	function	PROPN
aiti-11743	166	82	sigmoid	sigmoid	NOUN
aiti-11743	166	83	the	the	DET
aiti-11743	166	84	experiments	experiment	NOUN
aiti-11743	166	85	were	be	AUX
aiti-11743	166	86	conducted	conduct	VERB
aiti-11743	166	87	using	use	VERB
aiti-11743	166	88	python	python	NOUN
aiti-11743	166	89	3.8	3.8	NUM
aiti-11743	166	90	,	,	PUNCT
aiti-11743	166	91	with	with	ADP
aiti-11743	166	92	tensorflow	tensorflow	NOUN
aiti-11743	166	93	2.10	2.10	NUM
aiti-11743	166	94	and	and	CCONJ
aiti-11743	166	95	keras	keras	PROPN
aiti-11743	166	96	2.9	2.9	NUM
aiti-11743	166	97	libraries	library	NOUN
aiti-11743	166	98	on	on	ADP
aiti-11743	166	99	windows	window	NOUN
aiti-11743	166	100	10	10	NUM
aiti-11743	166	101	.	.	PUNCT
aiti-11743	167	1	to	to	PART
aiti-11743	167	2	train	train	VERB
aiti-11743	167	3	state	state	NOUN
aiti-11743	167	4	-	-	PUNCT
aiti-11743	167	5	of	of	ADP
aiti-11743	167	6	-	-	PUNCT
aiti-11743	167	7	the	the	DET
aiti-11743	167	8	-	-	PUNCT
aiti-11743	167	9	art	art	NOUN
aiti-11743	167	10	dl	dl	PROPN
aiti-11743	167	11	models	model	NOUN
aiti-11743	167	12	,	,	PUNCT
aiti-11743	167	13	a	a	DET
aiti-11743	167	14	kaggle	kaggle	ADJ
aiti-11743	167	15	kernel	kernel	NOUN
aiti-11743	167	16	that	that	PRON
aiti-11743	167	17	provides	provide	VERB
aiti-11743	167	18	nvidia	nvidia	PROPN
aiti-11743	167	19	p100	p100	PROPN
aiti-11743	167	20	gpu	gpu	PROPN
aiti-11743	167	21	,	,	PUNCT
aiti-11743	167	22	73.1	73.1	NUM
aiti-11743	167	23	gb	gb	NOUN
aiti-11743	167	24	of	of	ADP
aiti-11743	167	25	disk	disk	NOUN
aiti-11743	167	26	,	,	PUNCT
aiti-11743	167	27	15.9	15.9	NUM
aiti-11743	167	28	gb	gb	NOUN
aiti-11743	167	29	of	of	ADP
aiti-11743	167	30	gpu	gpu	NOUN
aiti-11743	167	31	memory	memory	NOUN
aiti-11743	167	32	,	,	PUNCT
aiti-11743	167	33	13	13	NUM
aiti-11743	167	34	gb	gb	NOUN
aiti-11743	167	35	of	of	ADP
aiti-11743	167	36	ram	ram	NOUN
aiti-11743	167	37	,	,	PUNCT
aiti-11743	167	38	1.32	1.32	NUM
aiti-11743	167	39	ghz	ghz	NOUN
aiti-11743	167	40	memory	memory	NOUN
aiti-11743	167	41	clock	clock	NOUN
aiti-11743	167	42	,	,	PUNCT
aiti-11743	167	43	with	with	ADP
aiti-11743	167	44	a	a	DET
aiti-11743	167	45	reasonably	reasonably	ADV
aiti-11743	167	46	high	high	ADJ
aiti-11743	167	47	-	-	PUNCT
aiti-11743	167	48	end	end	NOUN
aiti-11743	167	49	performance	performance	NOUN
aiti-11743	167	50	of	of	ADP
aiti-11743	167	51	9.3	9.3	NUM
aiti-11743	167	52	tflops	tflop	NOUN
aiti-11743	167	53	.	.	PUNCT
aiti-11743	168	1	4	4	X
aiti-11743	168	2	.	.	NOUN
aiti-11743	168	3	result	result	NOUN
aiti-11743	168	4	and	and	CCONJ
aiti-11743	168	5	discussion	discussion	NOUN
aiti-11743	168	6	to	to	PART
aiti-11743	168	7	strengthen	strengthen	VERB
aiti-11743	168	8	the	the	DET
aiti-11743	168	9	experimental	experimental	ADJ
aiti-11743	168	10	hypothesis	hypothesis	NOUN
aiti-11743	168	11	,	,	PUNCT
aiti-11743	168	12	traditional	traditional	ADJ
aiti-11743	168	13	ml	ml	NOUN
aiti-11743	168	14	classifier	classifier	NOUN
aiti-11743	168	15	techniques	technique	NOUN
aiti-11743	168	16	and	and	CCONJ
aiti-11743	168	17	experiments	experiment	NOUN
aiti-11743	168	18	from	from	ADP
aiti-11743	168	19	past	past	ADJ
aiti-11743	168	20	examinations	examination	NOUN
aiti-11743	168	21	explore	explore	VERB
aiti-11743	168	22	different	different	ADJ
aiti-11743	168	23	twitter	twitter	NOUN
aiti-11743	168	24	datasets	dataset	NOUN
aiti-11743	168	25	for	for	ADP
aiti-11743	168	26	sa	sa	PROPN
aiti-11743	168	27	as	as	ADP
aiti-11743	168	28	baseline	baseline	NOUN
aiti-11743	168	29	classifiers	classifier	NOUN
aiti-11743	168	30	including	include	VERB
aiti-11743	168	31	mnb	mnb	PROPN
aiti-11743	168	32	,	,	PUNCT
aiti-11743	168	33	rf	rf	NOUN
aiti-11743	168	34	,	,	PUNCT
aiti-11743	168	35	lr	lr	INTJ
aiti-11743	168	36	,	,	PUNCT
aiti-11743	168	37	xgb	xgb	PROPN
aiti-11743	168	38	,	,	PUNCT
aiti-11743	168	39	sgd	sgd	PROPN
aiti-11743	168	40	,	,	PUNCT
aiti-11743	168	41	and	and	CCONJ
aiti-11743	168	42	svc	svc	PROPN
aiti-11743	168	43	,	,	PUNCT
aiti-11743	168	44	to	to	PART
aiti-11743	168	45	establish	establish	VERB
aiti-11743	168	46	bi	bi	ADJ
aiti-11743	168	47	-	-	ADJ
aiti-11743	168	48	class	class	ADJ
aiti-11743	168	49	and	and	CCONJ
aiti-11743	168	50	multi	multi	ADJ
aiti-11743	168	51	-	-	ADJ
aiti-11743	168	52	class	class	ADJ
aiti-11743	168	53	classification	classification	NOUN
aiti-11743	168	54	.	.	PUNCT
aiti-11743	169	1	regarding	regard	VERB
aiti-11743	169	2	identifying	identify	VERB
aiti-11743	169	3	the	the	DET
aiti-11743	169	4	optimal	optimal	ADJ
aiti-11743	169	5	model	model	NOUN
aiti-11743	169	6	evaluation	evaluation	NOUN
aiti-11743	169	7	technique	technique	NOUN
aiti-11743	169	8	,	,	PUNCT
aiti-11743	169	9	the	the	DET
aiti-11743	169	10	study	study	NOUN
aiti-11743	169	11	investigated	investigate	VERB
aiti-11743	169	12	two	two	NUM
aiti-11743	169	13	feature	feature	NOUN
aiti-11743	169	14	vectors	vector	NOUN
aiti-11743	169	15	tf	tf	PROPN
aiti-11743	169	16	-	-	PUNCT
aiti-11743	169	17	idf	idf	PROPN
aiti-11743	169	18	and	and	CCONJ
aiti-11743	169	19	one	one	NUM
aiti-11743	169	20	-	-	PUNCT
aiti-11743	169	21	hot	hot	ADJ
aiti-11743	169	22	encoding	encoding	NOUN
aiti-11743	169	23	.	.	PUNCT
aiti-11743	170	1	hyper	hyper	ADJ
aiti-11743	170	2	-	-	ADJ
aiti-11743	170	3	parameter	parameter	NOUN
aiti-11743	170	4	tuning	tuning	NOUN
aiti-11743	170	5	and	and	CCONJ
aiti-11743	170	6	tl	tl	PROPN
aiti-11743	170	7	techniques	technique	NOUN
aiti-11743	170	8	were	be	AUX
aiti-11743	170	9	employed	employ	VERB
aiti-11743	170	10	to	to	PART
aiti-11743	170	11	pre	pre	VERB
aiti-11743	170	12	-	-	ADJ
aiti-11743	170	13	trained	train	VERB
aiti-11743	170	14	bert	bert	PROPN
aiti-11743	170	15	encoding	encoding	NOUN
aiti-11743	170	16	,	,	PUNCT
aiti-11743	170	17	utilizing	utilize	VERB
aiti-11743	170	18	the	the	DET
aiti-11743	170	19	same	same	ADJ
aiti-11743	170	20	feature	feature	NOUN
aiti-11743	170	21	vectors	vector	NOUN
aiti-11743	170	22	.	.	PUNCT
aiti-11743	171	1	the	the	DET
aiti-11743	171	2	researchers	researcher	NOUN
aiti-11743	171	3	obtained	obtain	VERB
aiti-11743	171	4	remarkable	remarkable	ADJ
aiti-11743	171	5	outcomes	outcome	NOUN
aiti-11743	171	6	that	that	PRON
aiti-11743	171	7	exceeded	exceed	VERB
aiti-11743	171	8	those	those	PRON
aiti-11743	171	9	of	of	ADP
aiti-11743	171	10	conventional	conventional	ADJ
aiti-11743	171	11	ml	ml	NOUN
aiti-11743	171	12	classifiers	classifier	NOUN
aiti-11743	171	13	.	.	PUNCT
aiti-11743	172	1	they	they	PRON
aiti-11743	172	2	then	then	ADV
aiti-11743	172	3	further	far	ADV
aiti-11743	172	4	illuminated	illuminate	VERB
aiti-11743	172	5	their	their	PRON
aiti-11743	172	6	findings	finding	NOUN
aiti-11743	172	7	by	by	ADP
aiti-11743	172	8	comparing	compare	VERB
aiti-11743	172	9	them	they	PRON
aiti-11743	172	10	with	with	ADP
aiti-11743	172	11	the	the	DET
aiti-11743	172	12	existing	exist	VERB
aiti-11743	172	13	state	state	NOUN
aiti-11743	172	14	-	-	PUNCT
aiti-11743	172	15	of	of	ADP
aiti-11743	172	16	-	-	PUNCT
aiti-11743	172	17	the	the	DET
aiti-11743	172	18	-	-	PUNCT
aiti-11743	172	19	art	art	NOUN
aiti-11743	172	20	bert	bert	NOUN
aiti-11743	172	21	model	model	NOUN
aiti-11743	172	22	on	on	ADP
aiti-11743	172	23	the	the	DET
aiti-11743	172	24	covid-19	covid-19	PROPN
aiti-11743	172	25	dataset	dataset	NOUN
aiti-11743	172	26	.	.	PUNCT
aiti-11743	173	1	the	the	DET
aiti-11743	173	2	following	follow	VERB
aiti-11743	173	3	section	section	NOUN
aiti-11743	173	4	provides	provide	VERB
aiti-11743	173	5	detailed	detailed	ADJ
aiti-11743	173	6	statistics	statistic	NOUN
aiti-11743	173	7	and	and	CCONJ
aiti-11743	173	8	a	a	DET
aiti-11743	173	9	summary	summary	NOUN
aiti-11743	173	10	of	of	ADP
aiti-11743	173	11	the	the	DET
aiti-11743	173	12	discoveries	discovery	NOUN
aiti-11743	173	13	made	make	VERB
aiti-11743	173	14	by	by	ADP
aiti-11743	173	15	the	the	DET
aiti-11743	173	16	research	research	NOUN
aiti-11743	173	17	methodology	methodology	NOUN
aiti-11743	173	18	.	.	PUNCT
aiti-11743	174	1	after	after	ADP
aiti-11743	174	2	evaluating	evaluate	VERB
aiti-11743	174	3	the	the	DET
aiti-11743	174	4	training	training	NOUN
aiti-11743	174	5	model	model	NOUN
aiti-11743	174	6	and	and	CCONJ
aiti-11743	174	7	measuring	measure	VERB
aiti-11743	174	8	its	its	PRON
aiti-11743	174	9	performance	performance	NOUN
aiti-11743	174	10	using	use	VERB
aiti-11743	174	11	several	several	ADJ
aiti-11743	174	12	metrics	metric	NOUN
aiti-11743	174	13	,	,	PUNCT
aiti-11743	174	14	as	as	SCONJ
aiti-11743	174	15	discussed	discuss	VERB
aiti-11743	174	16	earlier	early	ADV
aiti-11743	174	17	,	,	PUNCT
aiti-11743	174	18	the	the	DET
aiti-11743	174	19	experiment	experiment	NOUN
aiti-11743	174	20	tested	test	VERB
aiti-11743	174	21	the	the	DET
aiti-11743	174	22	model	model	NOUN
aiti-11743	174	23	on	on	ADP
aiti-11743	174	24	both	both	DET
aiti-11743	174	25	bi	bi	ADJ
aiti-11743	174	26	-	-	ADJ
aiti-11743	174	27	class	class	ADJ
aiti-11743	174	28	and	and	CCONJ
aiti-11743	174	29	multi	multi	ADJ
aiti-11743	174	30	-	-	NOUN
aiti-11743	174	31	class	class	NOUN
aiti-11743	174	32	(	(	PUNCT
aiti-11743	174	33	class-3	class-3	NOUN
aiti-11743	174	34	and	and	CCONJ
aiti-11743	174	35	class-5	class-5	NUM
aiti-11743	174	36	)	)	PUNCT
aiti-11743	174	37	datasets	dataset	NOUN
aiti-11743	174	38	.	.	PUNCT
aiti-11743	175	1	for	for	ADP
aiti-11743	175	2	assessment	assessment	NOUN
aiti-11743	175	3	reasons	reason	NOUN
aiti-11743	175	4	,	,	PUNCT
aiti-11743	175	5	a	a	DET
aiti-11743	175	6	confusion	confusion	NOUN
aiti-11743	175	7	matrix	matrix	NOUN
aiti-11743	175	8	and	and	CCONJ
aiti-11743	175	9	heat	heat	NOUN
aiti-11743	175	10	maps	map	NOUN
aiti-11743	175	11	also	also	ADV
aiti-11743	175	12	facilitated	facilitate	VERB
aiti-11743	175	13	data	data	NOUN
aiti-11743	175	14	exploration	exploration	NOUN
aiti-11743	175	15	and	and	CCONJ
aiti-11743	175	16	visualization	visualization	NOUN
aiti-11743	175	17	of	of	ADP
aiti-11743	175	18	several	several	ADJ
aiti-11743	175	19	characteristics	characteristic	NOUN
aiti-11743	175	20	.	.	PUNCT
aiti-11743	176	1	because	because	SCONJ
aiti-11743	176	2	covid19	covid19	NOUN
aiti-11743	176	3	datasets	dataset	NOUN
aiti-11743	176	4	have	have	VERB
aiti-11743	176	5	an	an	DET
aiti-11743	176	6	unequal	unequal	ADJ
aiti-11743	176	7	class	class	NOUN
aiti-11743	176	8	distribution	distribution	NOUN
aiti-11743	176	9	,	,	PUNCT
aiti-11743	176	10	accuracy	accuracy	NOUN
aiti-11743	176	11	is	be	AUX
aiti-11743	176	12	the	the	DET
aiti-11743	176	13	most	most	ADV
aiti-11743	176	14	logical	logical	ADJ
aiti-11743	176	15	performance	performance	NOUN
aiti-11743	176	16	statistic	statistic	NOUN
aiti-11743	176	17	to	to	PART
aiti-11743	176	18	employ	employ	VERB
aiti-11743	176	19	here	here	ADV
aiti-11743	176	20	.	.	PUNCT
aiti-11743	177	1	the	the	DET
aiti-11743	177	2	display	display	NOUN
aiti-11743	177	3	of	of	ADP
aiti-11743	177	4	word	word	NOUN
aiti-11743	177	5	clouds	cloud	NOUN
aiti-11743	177	6	can	can	AUX
aiti-11743	177	7	yield	yield	VERB
aiti-11743	177	8	a	a	DET
aiti-11743	177	9	rapid	rapid	ADJ
aiti-11743	177	10	overview	overview	NOUN
aiti-11743	177	11	of	of	ADP
aiti-11743	177	12	the	the	DET
aiti-11743	177	13	dominant	dominant	ADJ
aiti-11743	177	14	lexicon	lexicon	NOUN
aiti-11743	177	15	within	within	ADP
aiti-11743	177	16	a	a	DET
aiti-11743	177	17	given	give	VERB
aiti-11743	177	18	text	text	NOUN
aiti-11743	177	19	or	or	CCONJ
aiti-11743	177	20	may	may	AUX
aiti-11743	177	21	identify	identify	VERB
aiti-11743	177	22	the	the	DET
aiti-11743	177	23	top	top	ADJ
aiti-11743	177	24	themes	theme	NOUN
aiti-11743	177	25	based	base	VERB
aiti-11743	177	26	on	on	ADP
aiti-11743	177	27	the	the	DET
aiti-11743	177	28	relative	relative	ADJ
aiti-11743	177	29	frequency	frequency	NOUN
aiti-11743	177	30	of	of	ADP
aiti-11743	177	31	individual	individual	ADJ
aiti-11743	177	32	words	word	NOUN
aiti-11743	177	33	.	.	PUNCT
aiti-11743	178	1	this	this	DET
aiti-11743	178	2	presentation	presentation	NOUN
aiti-11743	178	3	method	method	NOUN
aiti-11743	178	4	often	often	ADV
aiti-11743	178	5	renders	render	VERB
aiti-11743	178	6	the	the	DET
aiti-11743	178	7	most	most	ADV
aiti-11743	178	8	frequent	frequent	ADJ
aiti-11743	178	9	terms	term	NOUN
aiti-11743	178	10	in	in	ADP
aiti-11743	178	11	larger	large	ADJ
aiti-11743	178	12	font	font	NOUN
aiti-11743	178	13	sizes	size	NOUN
aiti-11743	178	14	while	while	SCONJ
aiti-11743	178	15	relegating	relegate	VERB
aiti-11743	178	16	less	less	ADV
aiti-11743	178	17	commonly	commonly	ADV
aiti-11743	178	18	used	use	VERB
aiti-11743	178	19	terms	term	NOUN
aiti-11743	178	20	to	to	ADP
aiti-11743	178	21	a	a	DET
aiti-11743	178	22	more	more	ADV
aiti-11743	178	23	minor	minor	ADJ
aiti-11743	178	24	,	,	PUNCT
aiti-11743	178	25	secondary	secondary	ADJ
aiti-11743	178	26	position	position	NOUN
aiti-11743	178	27	.	.	PUNCT
aiti-11743	179	1	fig	fig	NOUN
aiti-11743	179	2	.	.	PUNCT
aiti-11743	180	1	3	3	NUM
aiti-11743	180	2	shows	show	VERB
aiti-11743	180	3	the	the	DET
aiti-11743	180	4	most	most	ADV
aiti-11743	180	5	prominent	prominent	ADJ
aiti-11743	180	6	keyword	keyword	NOUN
aiti-11743	180	7	used	use	VERB
aiti-11743	180	8	for	for	ADP
aiti-11743	180	9	class-5	class-5	NUM
aiti-11743	180	10	and	and	CCONJ
aiti-11743	180	11	class-3	class-3	NUM
aiti-11743	180	12	datasets	dataset	NOUN
aiti-11743	180	13	.	.	PUNCT
aiti-11743	181	1	advances	advance	NOUN
aiti-11743	181	2	in	in	ADP
aiti-11743	181	3	technology	technology	NOUN
aiti-11743	181	4	innovation	innovation	NOUN
aiti-11743	181	5	,	,	PUNCT
aiti-11743	181	6	vol	vol	NOUN
aiti-11743	181	7	.	.	PROPN
aiti-11743	181	8	8	8	NUM
aiti-11743	181	9	,	,	PUNCT
aiti-11743	181	10	no	no	INTJ
aiti-11743	181	11	.	.	NOUN
aiti-11743	181	12	4	4	NUM
aiti-11743	181	13	,	,	PUNCT
aiti-11743	181	14	2023	2023	NUM
aiti-11743	181	15	,	,	PUNCT
aiti-11743	181	16	pp	pp	ADJ
aiti-11743	181	17	.	.	PUNCT
aiti-11743	182	1	254	254	NUM
aiti-11743	182	2	-	-	SYM
aiti-11743	182	3	266	266	NUM
aiti-11743	182	4	261	261	NUM
aiti-11743	182	5	(	(	PUNCT
aiti-11743	182	6	a	a	NOUN
aiti-11743	182	7	)	)	PUNCT
aiti-11743	182	8	class-5	class-5	NUM
aiti-11743	182	9	dataset	dataset	ADJ
aiti-11743	182	10	(	(	PUNCT
aiti-11743	182	11	b	b	NOUN
aiti-11743	182	12	)	)	PUNCT
aiti-11743	182	13	class-3	class-3	NUM
aiti-11743	182	14	dataset	dataset	NOUN
aiti-11743	182	15	fig	fig	NOUN
aiti-11743	182	16	.	.	PUNCT
aiti-11743	183	1	3	3	NUM
aiti-11743	183	2	word	word	NOUN
aiti-11743	183	3	cloud	cloud	NOUN
aiti-11743	183	4	for	for	ADP
aiti-11743	183	5	class-5	class-5	NUM
aiti-11743	183	6	and	and	CCONJ
aiti-11743	183	7	class-3	class-3	NUM
aiti-11743	183	8	datasets	dataset	NOUN
aiti-11743	183	9	table	table	NOUN
aiti-11743	183	10	7	7	NUM
aiti-11743	183	11	reveals	reveal	VERB
aiti-11743	183	12	a	a	DET
aiti-11743	183	13	comparative	comparative	ADJ
aiti-11743	183	14	analysis	analysis	NOUN
aiti-11743	183	15	of	of	ADP
aiti-11743	183	16	accuracy	accuracy	NOUN
aiti-11743	183	17	which	which	PRON
aiti-11743	183	18	scores	score	VERB
aiti-11743	183	19	on	on	ADP
aiti-11743	183	20	many	many	ADJ
aiti-11743	183	21	benchmarking	benchmarke	VERB
aiti-11743	183	22	ml	ml	ADP
aiti-11743	183	23	algorithms	algorithm	NOUN
aiti-11743	183	24	and	and	CCONJ
aiti-11743	183	25	the	the	DET
aiti-11743	183	26	proposed	propose	VERB
aiti-11743	183	27	method	method	NOUN
aiti-11743	183	28	of	of	ADP
aiti-11743	183	29	the	the	DET
aiti-11743	183	30	bert	bert	PROPN
aiti-11743	183	31	model	model	NOUN
aiti-11743	183	32	with	with	ADP
aiti-11743	183	33	tl	tl	PROPN
aiti-11743	183	34	.	.	PUNCT
aiti-11743	184	1	meanwhile	meanwhile	ADV
aiti-11743	184	2	,	,	PUNCT
aiti-11743	184	3	fig	fig	NOUN
aiti-11743	184	4	.	.	PUNCT
aiti-11743	185	1	4	4	NUM
aiti-11743	185	2	presents	present	VERB
aiti-11743	185	3	a	a	DET
aiti-11743	185	4	fascinating	fascinating	ADJ
aiti-11743	185	5	contrast	contrast	NOUN
aiti-11743	185	6	of	of	ADP
aiti-11743	185	7	models	model	NOUN
aiti-11743	185	8	being	be	AUX
aiti-11743	185	9	assessed	assess	VERB
aiti-11743	185	10	for	for	ADP
aiti-11743	185	11	various	various	ADJ
aiti-11743	185	12	accuracy	accuracy	NOUN
aiti-11743	185	13	classifications	classification	NOUN
aiti-11743	185	14	.	.	PUNCT
aiti-11743	186	1	table	table	NOUN
aiti-11743	186	2	7	7	NUM
aiti-11743	186	3	comparison	comparison	NOUN
aiti-11743	186	4	of	of	ADP
aiti-11743	186	5	classes-2	classes-2	PROPN
aiti-11743	186	6	,	,	PUNCT
aiti-11743	186	7	3	3	NUM
aiti-11743	186	8	,	,	PUNCT
aiti-11743	186	9	and	and	CCONJ
aiti-11743	186	10	5	5	NUM
aiti-11743	186	11	test	test	NOUN
aiti-11743	186	12	results	result	NOUN
aiti-11743	186	13	between	between	ADP
aiti-11743	186	14	baseline	baseline	NOUN
aiti-11743	186	15	and	and	CCONJ
aiti-11743	186	16	proposed	propose	VERB
aiti-11743	186	17	methods	method	NOUN
aiti-11743	186	18	model	model	NOUN
aiti-11743	186	19	/	/	SYM
aiti-11743	186	20	evaluation	evaluation	NOUN
aiti-11743	186	21	precision	precision	NOUN
aiti-11743	186	22	recall	recall	NOUN
aiti-11743	186	23	f1	f1	NOUN
aiti-11743	186	24	-	-	PUNCT
aiti-11743	186	25	score	score	NOUN
aiti-11743	186	26	class-2	class-2	NUM
aiti-11743	186	27	class-3	class-3	NUM
aiti-11743	186	28	class-5	class-5	NUM
aiti-11743	186	29	class-2	class-2	NUM
aiti-11743	186	30	class-3	class-3	NUM
aiti-11743	186	31	class-5	class-5	NUM
aiti-11743	186	32	class-2	class-2	NUM
aiti-11743	186	33	class-3	class-3	NUM
aiti-11743	186	34	class-5	class-5	NOUN
aiti-11743	186	35	mnb	mnb	VERB
aiti-11743	186	36	0.91	0.91	NUM
aiti-11743	186	37	0.60	0.60	NUM
aiti-11743	186	38	0.49	0.49	NUM
aiti-11743	186	39	0.89	0.89	NUM
aiti-11743	186	40	0.69	0.69	NUM
aiti-11743	186	41	0.51	0.51	NUM
aiti-11743	186	42	0.90	0.90	NUM
aiti-11743	186	43	0.63	0.63	NUM
aiti-11743	186	44	0.50	0.50	NUM
aiti-11743	186	45	rf	rf	NUM
aiti-11743	186	46	0.96	0.96	NUM
aiti-11743	186	47	0.75	0.75	NUM
aiti-11743	186	48	0.54	0.54	NUM
aiti-11743	186	49	0.98	0.98	NUM
aiti-11743	186	50	0.80	0.80	NUM
aiti-11743	186	51	0.60	0.60	NUM
aiti-11743	186	52	0.97	0.97	NUM
aiti-11743	186	53	0.77	0.77	NUM
aiti-11743	186	54	0.55	0.55	NUM
aiti-11743	186	55	lr	lr	NOUN
aiti-11743	186	56	0.96	0.96	NUM
aiti-11743	186	57	0.72	0.72	NUM
aiti-11743	186	58	0.62	0.62	NUM
aiti-11743	186	59	0.97	0.97	NUM
aiti-11743	186	60	0.81	0.81	NUM
aiti-11743	186	61	0.63	0.63	NUM
aiti-11743	186	62	0.96	0.96	NUM
aiti-11743	186	63	0.76	0.76	NUM
aiti-11743	186	64	0.63	0.63	NUM
aiti-11743	186	65	xgb	xgb	NOUN
aiti-11743	186	66	0.92	0.92	NUM
aiti-11743	186	67	0.63	0.63	NUM
aiti-11743	186	68	0.58	0.58	NUM
aiti-11743	186	69	0.96	0.96	NUM
aiti-11743	186	70	0.80	0.80	NUM
aiti-11743	186	71	0.60	0.60	NUM
aiti-11743	186	72	0.94	0.94	NUM
aiti-11743	186	73	0.68	0.68	NUM
aiti-11743	186	74	0.59	0.59	NUM
aiti-11743	186	75	sgd	sgd	X
aiti-11743	186	76	0.95	0.95	NUM
aiti-11743	186	77	0.70	0.70	NUM
aiti-11743	186	78	0.60	0.60	NUM
aiti-11743	186	79	0.97	0.97	NUM
aiti-11743	186	80	0.79	0.79	NUM
aiti-11743	186	81	0.57	0.57	NUM
aiti-11743	186	82	0.96	0.96	NUM
aiti-11743	186	83	0.74	0.74	NUM
aiti-11743	186	84	0.58	0.58	NUM
aiti-11743	186	85	svc	svc	NOUN
aiti-11743	187	1	0.95	0.95	NUM
aiti-11743	187	2	0.67	0.67	NUM
aiti-11743	187	3	0.59	0.59	NUM
aiti-11743	187	4	0.98	0.98	NUM
aiti-11743	187	5	0.83	0.83	NUM
aiti-11743	187	6	0.64	0.64	NUM
aiti-11743	187	7	0.97	0.97	NUM
aiti-11743	187	8	0.72	0.72	NUM
aiti-11743	187	9	0.60	0.60	NUM
aiti-11743	187	10	proposed	propose	VERB
aiti-11743	187	11	bert	bert	NOUN
aiti-11743	187	12	0.98	0.98	NUM
aiti-11743	187	13	0.97	0.97	NUM
aiti-11743	187	14	0.83	0.83	NUM
aiti-11743	187	15	0.98	0.98	NUM
aiti-11743	187	16	0.97	0.97	NUM
aiti-11743	187	17	0.84	0.84	NUM
aiti-11743	187	18	0.98	0.98	NUM
aiti-11743	187	19	0.97	0.97	NUM
aiti-11743	187	20	0.83	0.83	NUM
aiti-11743	187	21	fig	fig	NOUN
aiti-11743	187	22	.	.	PUNCT
aiti-11743	188	1	4	4	NUM
aiti-11743	188	2	the	the	DET
aiti-11743	188	3	comparison	comparison	NOUN
aiti-11743	188	4	of	of	ADP
aiti-11743	188	5	models	model	NOUN
aiti-11743	188	6	under	under	ADP
aiti-11743	188	7	evaluations	evaluation	NOUN
aiti-11743	188	8	with	with	ADP
aiti-11743	188	9	different	different	ADJ
aiti-11743	188	10	classes	class	NOUN
aiti-11743	188	11	on	on	ADP
aiti-11743	188	12	accuracy	accuracy	NOUN
aiti-11743	188	13	fig	fig	NOUN
aiti-11743	188	14	.	.	PUNCT
aiti-11743	189	1	5	5	NUM
aiti-11743	189	2	depicts	depict	VERB
aiti-11743	189	3	the	the	DET
aiti-11743	189	4	suggested	suggest	VERB
aiti-11743	189	5	approach	approach	NOUN
aiti-11743	189	6	’s	’s	PART
aiti-11743	189	7	training	training	NOUN
aiti-11743	189	8	and	and	CCONJ
aiti-11743	189	9	testing	test	VERB
aiti-11743	189	10	loss	loss	NOUN
aiti-11743	189	11	ratio	ratio	NOUN
aiti-11743	189	12	,	,	PUNCT
aiti-11743	189	13	as	as	SCONJ
aiti-11743	189	14	determined	determine	VERB
aiti-11743	189	15	by	by	ADP
aiti-11743	189	16	computing	compute	VERB
aiti-11743	189	17	the	the	DET
aiti-11743	189	18	80	80	NUM
aiti-11743	189	19	%	%	NOUN
aiti-11743	189	20	of	of	ADP
aiti-11743	189	21	trained	train	VERB
aiti-11743	189	22	samples	sample	NOUN
aiti-11743	189	23	and	and	CCONJ
aiti-11743	189	24	the	the	DET
aiti-11743	189	25	randomly	randomly	ADV
aiti-11743	189	26	selected	select	VERB
aiti-11743	189	27	20	20	NUM
aiti-11743	189	28	%	%	NOUN
aiti-11743	189	29	testing	testing	NOUN
aiti-11743	189	30	inputs	input	NOUN
aiti-11743	189	31	.	.	PUNCT
aiti-11743	190	1	according	accord	VERB
aiti-11743	190	2	to	to	ADP
aiti-11743	190	3	the	the	DET
aiti-11743	190	4	experimental	experimental	ADJ
aiti-11743	190	5	results	result	NOUN
aiti-11743	190	6	,	,	PUNCT
aiti-11743	190	7	the	the	DET
aiti-11743	190	8	suggested	suggest	VERB
aiti-11743	190	9	model	model	PROPN
aiti-11743	190	10	’s	’s	PART
aiti-11743	190	11	accuracy	accuracy	NOUN
aiti-11743	190	12	,	,	PUNCT
aiti-11743	190	13	f1	f1	NOUN
aiti-11743	190	14	-	-	PUNCT
aiti-11743	190	15	score	score	NOUN
aiti-11743	190	16	,	,	PUNCT
aiti-11743	190	17	precision	precision	NOUN
aiti-11743	190	18	,	,	PUNCT
aiti-11743	190	19	and	and	CCONJ
aiti-11743	190	20	recall	recall	NOUN
aiti-11743	190	21	were	be	AUX
aiti-11743	190	22	high	high	ADJ
aiti-11743	190	23	.	.	PUNCT
aiti-11743	191	1	even	even	ADV
aiti-11743	191	2	for	for	ADP
aiti-11743	191	3	the	the	DET
aiti-11743	191	4	class-5	class-5	NUM
aiti-11743	191	5	classification	classification	NOUN
aiti-11743	191	6	,	,	PUNCT
aiti-11743	191	7	the	the	DET
aiti-11743	191	8	average	average	ADJ
aiti-11743	191	9	improvement	improvement	NOUN
aiti-11743	191	10	is	be	AUX
aiti-11743	191	11	around	around	ADV
aiti-11743	191	12	30	30	NUM
aiti-11743	191	13	%	%	NOUN
aiti-11743	191	14	using	use	VERB
aiti-11743	191	15	the	the	DET
aiti-11743	191	16	proposed	propose	VERB
aiti-11743	191	17	method	method	NOUN
aiti-11743	191	18	.	.	PUNCT
aiti-11743	192	1	the	the	DET
aiti-11743	192	2	suggested	suggest	VERB
aiti-11743	192	3	model	model	PROPN
aiti-11743	192	4	’s	’s	PART
aiti-11743	192	5	inference	inference	NOUN
aiti-11743	192	6	time	time	NOUN
aiti-11743	192	7	to	to	PART
aiti-11743	192	8	assess	assess	VERB
aiti-11743	192	9	a	a	DET
aiti-11743	192	10	single	single	ADJ
aiti-11743	192	11	sample	sample	NOUN
aiti-11743	192	12	was	be	AUX
aiti-11743	192	13	determined	determine	VERB
aiti-11743	192	14	to	to	PART
aiti-11743	192	15	be	be	AUX
aiti-11743	192	16	as	as	ADV
aiti-11743	192	17	low	low	ADJ
aiti-11743	192	18	as	as	ADP
aiti-11743	192	19	0.516	0.516	NUM
aiti-11743	192	20	s	s	NOUN
aiti-11743	192	21	/	/	SYM
aiti-11743	192	22	step	step	NOUN
aiti-11743	192	23	,	,	PUNCT
aiti-11743	192	24	which	which	PRON
aiti-11743	192	25	is	be	AUX
aiti-11743	192	26	just	just	ADV
aiti-11743	192	27	around	around	ADP
aiti-11743	192	28	half	half	DET
aiti-11743	192	29	a	a	DET
aiti-11743	192	30	second	second	NOUN
aiti-11743	192	31	.	.	PUNCT
aiti-11743	193	1	in	in	ADP
aiti-11743	193	2	the	the	DET
aiti-11743	193	3	illuminating	illuminate	VERB
aiti-11743	193	4	fig	fig	NOUN
aiti-11743	193	5	.	.	PUNCT
aiti-11743	194	1	6	6	NUM
aiti-11743	194	2	,	,	PUNCT
aiti-11743	194	3	the	the	DET
aiti-11743	194	4	predicted	predict	VERB
aiti-11743	194	5	emotions	emotion	NOUN
aiti-11743	194	6	were	be	AUX
aiti-11743	194	7	scrutinized	scrutinize	VERB
aiti-11743	194	8	using	use	VERB
aiti-11743	194	9	heat	heat	NOUN
aiti-11743	194	10	maps	map	NOUN
aiti-11743	194	11	,	,	PUNCT
aiti-11743	194	12	which	which	PRON
aiti-11743	194	13	disclosed	disclose	VERB
aiti-11743	194	14	the	the	DET
aiti-11743	194	15	instances	instance	NOUN
aiti-11743	194	16	of	of	ADP
aiti-11743	194	17	a	a	DET
aiti-11743	194	18	particular	particular	ADJ
aiti-11743	194	19	emotion	emotion	NOUN
aiti-11743	194	20	vis	vis	X
aiti-11743	194	21	-	-	X
aiti-11743	194	22	à	à	X
aiti-11743	194	23	-	-	PUNCT
aiti-11743	194	24	vis	vis	X
aiti-11743	194	25	other	other	ADJ
aiti-11743	194	26	opinions	opinion	NOUN
aiti-11743	194	27	in	in	ADP
aiti-11743	194	28	the	the	DET
aiti-11743	194	29	identical	identical	ADJ
aiti-11743	194	30	sentiment	sentiment	NOUN
aiti-11743	194	31	group	group	NOUN
aiti-11743	194	32	.	.	PUNCT
aiti-11743	195	1	these	these	DET
aiti-11743	195	2	heat	heat	NOUN
aiti-11743	195	3	maps	map	NOUN
aiti-11743	195	4	,	,	PUNCT
aiti-11743	195	5	manifesting	manifest	VERB
aiti-11743	195	6	the	the	DET
aiti-11743	195	7	expressions	expression	NOUN
aiti-11743	195	8	of	of	ADP
aiti-11743	195	9	two	two	NUM
aiti-11743	195	10	sentiments	sentiment	NOUN
aiti-11743	195	11	,	,	PUNCT
aiti-11743	195	12	furnish	furnish	VERB
aiti-11743	195	13	insights	insight	NOUN
aiti-11743	195	14	about	about	ADP
aiti-11743	195	15	the	the	DET
aiti-11743	195	16	attitudes	attitude	NOUN
aiti-11743	195	17	associated	associate	VERB
aiti-11743	195	18	with	with	ADP
aiti-11743	195	19	positive	positive	ADJ
aiti-11743	195	20	,	,	PUNCT
aiti-11743	195	21	negative	negative	ADJ
aiti-11743	195	22	,	,	PUNCT
aiti-11743	195	23	and	and	CCONJ
aiti-11743	195	24	neutral	neutral	ADJ
aiti-11743	195	25	related	related	ADJ
aiti-11743	195	26	classes	class	NOUN
aiti-11743	195	27	.	.	PUNCT
aiti-11743	196	1	the	the	DET
aiti-11743	196	2	advances	advance	NOUN
aiti-11743	196	3	in	in	ADP
aiti-11743	196	4	technology	technology	NOUN
aiti-11743	196	5	innovation	innovation	NOUN
aiti-11743	196	6	,	,	PUNCT
aiti-11743	196	7	vol	vol	NOUN
aiti-11743	196	8	.	.	PROPN
aiti-11743	196	9	8	8	NUM
aiti-11743	196	10	,	,	PUNCT
aiti-11743	196	11	no	no	INTJ
aiti-11743	196	12	.	.	NOUN
aiti-11743	196	13	4	4	NUM
aiti-11743	196	14	,	,	PUNCT
aiti-11743	196	15	2023	2023	NUM
aiti-11743	196	16	,	,	PUNCT
aiti-11743	196	17	pp	pp	ADJ
aiti-11743	196	18	.	.	PUNCT
aiti-11743	197	1	254	254	NUM
aiti-11743	197	2	-	-	SYM
aiti-11743	197	3	266	266	NUM
aiti-11743	197	4	262	262	NUM
aiti-11743	197	5	experimental	experimental	ADJ
aiti-11743	197	6	results	result	NOUN
aiti-11743	197	7	compared	compare	VERB
aiti-11743	197	8	to	to	ADP
aiti-11743	197	9	previous	previous	ADJ
aiti-11743	197	10	work	work	NOUN
aiti-11743	197	11	in	in	ADP
aiti-11743	197	12	text	text	NOUN
aiti-11743	197	13	sentiment	sentiment	NOUN
aiti-11743	197	14	classification	classification	NOUN
aiti-11743	197	15	algorithms	algorithm	NOUN
aiti-11743	197	16	utilizing	utilize	VERB
aiti-11743	197	17	covid-19	covid-19	PROPN
aiti-11743	197	18	datasets	dataset	NOUN
aiti-11743	197	19	to	to	PART
aiti-11743	197	20	verify	verify	VERB
aiti-11743	197	21	the	the	DET
aiti-11743	197	22	model	model	NOUN
aiti-11743	197	23	’s	’s	PART
aiti-11743	197	24	effectiveness	effectiveness	NOUN
aiti-11743	197	25	.	.	PUNCT
aiti-11743	198	1	the	the	DET
aiti-11743	198	2	experimental	experimental	ADJ
aiti-11743	198	3	results	result	NOUN
aiti-11743	198	4	were	be	AUX
aiti-11743	198	5	validated	validate	VERB
aiti-11743	198	6	using	use	VERB
aiti-11743	198	7	classical	classical	ADJ
aiti-11743	198	8	ml	ml	NOUN
aiti-11743	198	9	and	and	CCONJ
aiti-11743	198	10	the	the	DET
aiti-11743	198	11	tlft	tlft	NOUN
aiti-11743	198	12	-	-	PUNCT
aiti-11743	198	13	bert	bert	NOUN
aiti-11743	198	14	model	model	NOUN
aiti-11743	198	15	.	.	PUNCT
aiti-11743	199	1	table	table	NOUN
aiti-11743	199	2	8	8	NUM
aiti-11743	199	3	compares	compare	VERB
aiti-11743	199	4	the	the	DET
aiti-11743	199	5	empirical	empirical	ADJ
aiti-11743	199	6	model	model	NOUN
aiti-11743	199	7	’s	’s	PART
aiti-11743	199	8	accuracy	accuracy	NOUN
aiti-11743	199	9	to	to	ADP
aiti-11743	199	10	previous	previous	ADJ
aiti-11743	199	11	models	model	NOUN
aiti-11743	199	12	,	,	PUNCT
aiti-11743	199	13	and	and	CCONJ
aiti-11743	199	14	the	the	DET
aiti-11743	199	15	findings	finding	NOUN
aiti-11743	199	16	demonstrate	demonstrate	VERB
aiti-11743	199	17	the	the	DET
aiti-11743	199	18	superiority	superiority	NOUN
aiti-11743	199	19	of	of	ADP
aiti-11743	199	20	the	the	DET
aiti-11743	199	21	proposed	propose	VERB
aiti-11743	199	22	technique	technique	NOUN
aiti-11743	199	23	.	.	PUNCT
aiti-11743	200	1	this	this	DET
aiti-11743	200	2	modeling	modeling	NOUN
aiti-11743	200	3	approach	approach	NOUN
aiti-11743	200	4	can	can	AUX
aiti-11743	200	5	be	be	AUX
aiti-11743	200	6	utilized	utilize	VERB
aiti-11743	200	7	to	to	PART
aiti-11743	200	8	improve	improve	VERB
aiti-11743	200	9	covid-19	covid-19	PROPN
aiti-11743	200	10	management	management	NOUN
aiti-11743	200	11	in	in	ADP
aiti-11743	200	12	many	many	ADJ
aiti-11743	200	13	situations	situation	NOUN
aiti-11743	200	14	.	.	PUNCT
aiti-11743	201	1	(	(	PUNCT
aiti-11743	201	2	a	a	X
aiti-11743	201	3	)	)	PUNCT
aiti-11743	201	4	loss	loss	NOUN
aiti-11743	201	5	and	and	CCONJ
aiti-11743	201	6	accuracy	accuracy	NOUN
aiti-11743	201	7	comparison	comparison	NOUN
aiti-11743	201	8	for	for	ADP
aiti-11743	201	9	class-2	class-2	NUM
aiti-11743	201	10	classifiers	classifier	NOUN
aiti-11743	201	11	(	(	PUNCT
aiti-11743	201	12	b	b	NOUN
aiti-11743	201	13	)	)	PUNCT
aiti-11743	201	14	loss	loss	NOUN
aiti-11743	201	15	and	and	CCONJ
aiti-11743	201	16	accuracy	accuracy	NOUN
aiti-11743	201	17	comparison	comparison	NOUN
aiti-11743	201	18	for	for	ADP
aiti-11743	201	19	class-3	class-3	NUM
aiti-11743	201	20	classifiers	classifier	NOUN
aiti-11743	201	21	(	(	PUNCT
aiti-11743	201	22	c	c	NOUN
aiti-11743	201	23	)	)	PUNCT
aiti-11743	201	24	loss	loss	NOUN
aiti-11743	201	25	and	and	CCONJ
aiti-11743	201	26	accuracy	accuracy	NOUN
aiti-11743	201	27	comparison	comparison	NOUN
aiti-11743	201	28	for	for	ADP
aiti-11743	201	29	class-5	class-5	NUM
aiti-11743	201	30	classifiers	classifier	NOUN
aiti-11743	201	31	fig	fig	NOUN
aiti-11743	201	32	.	.	PUNCT
aiti-11743	202	1	5	5	NUM
aiti-11743	202	2	loss	loss	NOUN
aiti-11743	202	3	vs.	vs.	ADP
aiti-11743	202	4	accuracy	accuracy	NOUN
aiti-11743	202	5	for	for	ADP
aiti-11743	202	6	specific	specific	ADJ
aiti-11743	202	7	classes	class	NOUN
aiti-11743	202	8	of	of	ADP
aiti-11743	202	9	datasets	dataset	NOUN
aiti-11743	202	10	with	with	ADP
aiti-11743	202	11	bert	bert	NOUN
aiti-11743	202	12	classification	classification	NOUN
aiti-11743	202	13	advances	advance	NOUN
aiti-11743	202	14	in	in	ADP
aiti-11743	202	15	technology	technology	NOUN
aiti-11743	202	16	innovation	innovation	NOUN
aiti-11743	202	17	,	,	PUNCT
aiti-11743	202	18	vol	vol	NOUN
aiti-11743	202	19	.	.	PROPN
aiti-11743	202	20	8	8	NUM
aiti-11743	202	21	,	,	PUNCT
aiti-11743	202	22	no	no	INTJ
aiti-11743	202	23	.	.	NOUN
aiti-11743	202	24	4	4	NUM
aiti-11743	202	25	,	,	PUNCT
aiti-11743	202	26	2023	2023	NUM
aiti-11743	202	27	,	,	PUNCT
aiti-11743	202	28	pp	pp	ADJ
aiti-11743	202	29	.	.	PUNCT
aiti-11743	203	1	254	254	NUM
aiti-11743	203	2	-	-	SYM
aiti-11743	203	3	266	266	NUM
aiti-11743	203	4	263	263	NUM
aiti-11743	203	5	(	(	PUNCT
aiti-11743	203	6	a	a	NOUN
aiti-11743	203	7	)	)	PUNCT
aiti-11743	203	8	confusion	confusion	NOUN
aiti-11743	203	9	matrix	matrix	NOUN
aiti-11743	203	10	for	for	ADP
aiti-11743	203	11	class-2	class-2	NUM
aiti-11743	203	12	classifiers	classifier	NOUN
aiti-11743	203	13	(	(	PUNCT
aiti-11743	203	14	b	b	NOUN
aiti-11743	203	15	)	)	PUNCT
aiti-11743	203	16	confusion	confusion	NOUN
aiti-11743	203	17	matrix	matrix	NOUN
aiti-11743	203	18	for	for	ADP
aiti-11743	203	19	class-3	class-3	NUM
aiti-11743	203	20	classifier	classifier	NOUN
aiti-11743	203	21	(	(	PUNCT
aiti-11743	203	22	c	c	NOUN
aiti-11743	203	23	)	)	PUNCT
aiti-11743	203	24	confusion	confusion	NOUN
aiti-11743	203	25	matrix	matrix	NOUN
aiti-11743	203	26	for	for	ADP
aiti-11743	203	27	class-5	class-5	NUM
aiti-11743	203	28	classifier	classifier	PROPN
aiti-11743	203	29	fig	fig	PROPN
aiti-11743	203	30	.	.	PUNCT
aiti-11743	204	1	6	6	NUM
aiti-11743	204	2	heat	heat	NOUN
aiti-11743	204	3	map	map	NOUN
aiti-11743	204	4	of	of	ADP
aiti-11743	204	5	the	the	DET
aiti-11743	204	6	proposed	propose	VERB
aiti-11743	204	7	models	model	NOUN
aiti-11743	204	8	under	under	ADP
aiti-11743	204	9	evaluation	evaluation	NOUN
aiti-11743	204	10	table	table	NOUN
aiti-11743	204	11	8	8	NUM
aiti-11743	204	12	comparison	comparison	NOUN
aiti-11743	204	13	of	of	ADP
aiti-11743	204	14	transfer	transfer	NOUN
aiti-11743	204	15	learning	learning	NOUN
aiti-11743	204	16	-	-	PUNCT
aiti-11743	204	17	based	base	VERB
aiti-11743	204	18	approaches	approach	NOUN
aiti-11743	204	19	with	with	ADP
aiti-11743	204	20	state	state	NOUN
aiti-11743	204	21	-	-	PUNCT
aiti-11743	204	22	of	of	ADP
aiti-11743	204	23	-	-	PUNCT
aiti-11743	204	24	the	the	DET
aiti-11743	204	25	-	-	PUNCT
aiti-11743	204	26	art	art	NOUN
aiti-11743	204	27	approaches	approach	NOUN
aiti-11743	204	28	in	in	ADP
aiti-11743	204	29	the	the	DET
aiti-11743	204	30	literature	literature	NOUN
aiti-11743	204	31	author	author	NOUN
aiti-11743	204	32	model	model	NOUN
aiti-11743	204	33	dataset	dataset	PROPN
aiti-11743	204	34	language	language	NOUN
aiti-11743	204	35	best	well	ADV
aiti-11743	204	36	results	result	NOUN
aiti-11743	204	37	malla	malla	NOUN
aiti-11743	204	38	and	and	CCONJ
aiti-11743	204	39	alphonse	alphonse	NOUN
aiti-11743	205	1	[	[	X
aiti-11743	205	2	6	6	NUM
aiti-11743	205	3	]	]	PUNCT
aiti-11743	205	4	majority	majority	NOUN
aiti-11743	205	5	voting	voting	NOUN
aiti-11743	205	6	-	-	PUNCT
aiti-11743	205	7	based	base	VERB
aiti-11743	205	8	ensemble	ensemble	ADJ
aiti-11743	205	9	english	english	PROPN
aiti-11743	205	10	91.75	91.75	NUM
aiti-11743	205	11	basiri	basiri	NOUN
aiti-11743	205	12	et	et	NOUN
aiti-11743	205	13	al	al	PROPN
aiti-11743	205	14	.	.	PUNCT
aiti-11743	206	1	[	[	X
aiti-11743	206	2	7	7	NUM
aiti-11743	206	3	]	]	X
aiti-11743	206	4	cnn	cnn	PROPN
aiti-11743	206	5	,	,	PUNCT
aiti-11743	206	6	bigru	bigru	VERB
aiti-11743	206	7	english	english	PROPN
aiti-11743	206	8	85.80	85.80	NUM
aiti-11743	206	9	naseem	naseem	PROPN
aiti-11743	206	10	et	et	PROPN
aiti-11743	206	11	al	al	PROPN
aiti-11743	206	12	.	.	PUNCT
aiti-11743	207	1	[	[	X
aiti-11743	207	2	23	23	NUM
aiti-11743	207	3	]	]	X
aiti-11743	207	4	bert	bert	PROPN
aiti-11743	207	5	,	,	PUNCT
aiti-11743	207	6	albert	albert	PROPN
aiti-11743	207	7	,	,	PUNCT
aiti-11743	207	8	distilbert	distilbert	VERB
aiti-11743	207	9	english	english	PROPN
aiti-11743	207	10	94.80	94.80	NUM
aiti-11743	207	11	garcia	garcia	PROPN
aiti-11743	207	12	and	and	CCONJ
aiti-11743	207	13	berton	berton	PROPN
aiti-11743	208	1	[	[	X
aiti-11743	208	2	25	25	NUM
aiti-11743	208	3	]	]	X
aiti-11743	208	4	multilingual	multilingual	ADJ
aiti-11743	208	5	universal	universal	ADJ
aiti-11743	208	6	sentence	sentence	NOUN
aiti-11743	208	7	encoder	encoder	NOUN
aiti-11743	208	8	english	english	PROPN
aiti-11743	208	9	&	&	CCONJ
aiti-11743	208	10	portuguese	portuguese	PROPN
aiti-11743	208	11	84.00	84.00	NUM
aiti-11743	208	12	chintalapudi	chintalapudi	PROPN
aiti-11743	208	13	et	et	PROPN
aiti-11743	208	14	al	al	PROPN
aiti-11743	208	15	.	.	PUNCT
aiti-11743	209	1	[	[	X
aiti-11743	209	2	26	26	NUM
aiti-11743	209	3	]	]	X
aiti-11743	209	4	lstm	lstm	PROPN
aiti-11743	209	5	,	,	PUNCT
aiti-11743	209	6	bert	bert	PROPN
aiti-11743	209	7	english	english	PROPN
aiti-11743	209	8	89.00	89.00	NUM
aiti-11743	209	9	satu	satu	PROPN
aiti-11743	209	10	et	et	PROPN
aiti-11743	209	11	al	al	PROPN
aiti-11743	209	12	.	.	PUNCT
aiti-11743	210	1	[	[	X
aiti-11743	210	2	27	27	NUM
aiti-11743	210	3	]	]	X
aiti-11743	210	4	lstm	lstm	NOUN
aiti-11743	210	5	,	,	PUNCT
aiti-11743	210	6	tclustvid	tclustvid	PART
aiti-11743	210	7	english	english	PROPN
aiti-11743	210	8	97.80	97.80	NUM
aiti-11743	210	9	kabakus	kabakus	NOUN
aiti-11743	211	1	[	[	X
aiti-11743	211	2	28	28	NUM
aiti-11743	211	3	]	]	X
aiti-11743	211	4	cnn	cnn	PROPN
aiti-11743	211	5	,	,	PUNCT
aiti-11743	211	6	lstm	lstm	VERB
aiti-11743	211	7	turkish	turkish	ADJ
aiti-11743	211	8	97.89	97.89	NUM
aiti-11743	211	9	jalil	jalil	PROPN
aiti-11743	211	10	et	et	PROPN
aiti-11743	211	11	al	al	PROPN
aiti-11743	211	12	.	.	PUNCT
aiti-11743	212	1	[	[	X
aiti-11743	212	2	29	29	NUM
aiti-11743	212	3	]	]	PUNCT
aiti-11743	212	4	distilbert	distilbert	VERB
aiti-11743	212	5	english	english	PROPN
aiti-11743	212	6	96.66	96.66	NUM
aiti-11743	212	7	pimpalkar	pimpalkar	NOUN
aiti-11743	212	8	and	and	CCONJ
aiti-11743	212	9	raj	raj	PROPN
aiti-11743	213	1	[	[	X
aiti-11743	213	2	30	30	NUM
aiti-11743	213	3	]	]	X
aiti-11743	213	4	mbilstm	mbilstm	PROPN
aiti-11743	213	5	english	english	PROPN
aiti-11743	213	6	93.55	93.55	NUM
aiti-11743	213	7	proposed	propose	VERB
aiti-11743	213	8	model	model	NOUN
aiti-11743	213	9	transfer	transfer	NOUN
aiti-11743	213	10	learning	learning	NOUN
aiti-11743	213	11	-	-	PUNCT
aiti-11743	213	12	based	base	VERB
aiti-11743	213	13	bert	bert	PROPN
aiti-11743	213	14	english	english	PROPN
aiti-11743	213	15	98.00	98.00	NUM
aiti-11743	213	16	the	the	DET
aiti-11743	213	17	following	follow	VERB
aiti-11743	213	18	solutions	solution	NOUN
aiti-11743	213	19	can	can	AUX
aiti-11743	213	20	be	be	AUX
aiti-11743	213	21	drawn	draw	VERB
aiti-11743	213	22	to	to	PART
aiti-11743	213	23	respond	respond	VERB
aiti-11743	213	24	to	to	ADP
aiti-11743	213	25	the	the	DET
aiti-11743	213	26	rq	rq	NOUN
aiti-11743	213	27	relating	relate	VERB
aiti-11743	213	28	to	to	ADP
aiti-11743	213	29	covid-19	covid-19	PROPN
aiti-11743	213	30	indicated	indicate	VERB
aiti-11743	213	31	in	in	ADP
aiti-11743	213	32	section	section	NOUN
aiti-11743	213	33	1	1	NUM
aiti-11743	213	34	.	.	PUNCT
aiti-11743	214	1	rq-1	rq-1	NUM
aiti-11743	214	2	:	:	PUNCT
aiti-11743	214	3	the	the	DET
aiti-11743	214	4	well	well	ADV
aiti-11743	214	5	-	-	PUNCT
aiti-11743	214	6	known	know	VERB
aiti-11743	214	7	top	top	ADJ
aiti-11743	214	8	twelve	twelve	NUM
aiti-11743	214	9	catchphrases	catchphrase	NOUN
aiti-11743	214	10	in	in	ADP
aiti-11743	214	11	indian	indian	ADJ
aiti-11743	214	12	tweets	tweet	NOUN
aiti-11743	214	13	were	be	AUX
aiti-11743	214	14	china	china	PROPN
aiti-11743	214	15	,	,	PUNCT
aiti-11743	214	16	coronavirus	coronavirus	PROPN
aiti-11743	214	17	,	,	PUNCT
aiti-11743	214	18	covid	covid	PROPN
aiti-11743	214	19	,	,	PUNCT
aiti-11743	214	20	death	death	NOUN
aiti-11743	214	21	toll	toll	NOUN
aiti-11743	214	22	,	,	PUNCT
aiti-11743	214	23	food	food	NOUN
aiti-11743	214	24	,	,	PUNCT
aiti-11743	214	25	outbreak	outbreak	NOUN
aiti-11743	214	26	,	,	PUNCT
aiti-11743	214	27	pandemic	pandemic	ADJ
aiti-11743	214	28	,	,	PUNCT
aiti-11743	214	29	people	people	NOUN
aiti-11743	214	30	,	,	PUNCT
aiti-11743	214	31	price	price	NOUN
aiti-11743	214	32	,	,	PUNCT
aiti-11743	214	33	sanitizer	sanitizer	NOUN
aiti-11743	214	34	,	,	PUNCT
aiti-11743	214	35	store	store	NOUN
aiti-11743	214	36	,	,	PUNCT
aiti-11743	214	37	and	and	CCONJ
aiti-11743	214	38	supermarket	supermarket	NOUN
aiti-11743	214	39	in	in	ADP
aiti-11743	214	40	alphabetically	alphabetically	ADV
aiti-11743	214	41	sorted	sort	VERB
aiti-11743	214	42	order	order	NOUN
aiti-11743	214	43	in	in	ADP
aiti-11743	214	44	english	english	PROPN
aiti-11743	214	45	.	.	PUNCT
aiti-11743	215	1	rq	rq	PROPN
aiti-11743	215	2	.	.	PROPN
aiti-11743	216	1	2	2	NUM
aiti-11743	216	2	:	:	PUNCT
aiti-11743	216	3	covid-19	covid-19	PROPN
aiti-11743	216	4	is	be	AUX
aiti-11743	216	5	comparable	comparable	ADJ
aiti-11743	216	6	to	to	ADP
aiti-11743	216	7	other	other	ADJ
aiti-11743	216	8	stress	stress	NOUN
aiti-11743	216	9	in	in	ADP
aiti-11743	216	10	that	that	SCONJ
aiti-11743	216	11	it	it	PRON
aiti-11743	216	12	causes	cause	VERB
aiti-11743	216	13	cognitive	cognitive	ADJ
aiti-11743	216	14	,	,	PUNCT
aiti-11743	216	15	psychological	psychological	ADJ
aiti-11743	216	16	,	,	PUNCT
aiti-11743	216	17	and	and	CCONJ
aiti-11743	216	18	emotional	emotional	ADJ
aiti-11743	216	19	stress	stress	NOUN
aiti-11743	216	20	and	and	CCONJ
aiti-11743	216	21	it	it	PRON
aiti-11743	216	22	is	be	AUX
aiti-11743	216	23	sufficient	sufficient	ADJ
aiti-11743	216	24	to	to	PART
aiti-11743	216	25	affect	affect	VERB
aiti-11743	216	26	people	people	NOUN
aiti-11743	216	27	’s	’s	PART
aiti-11743	216	28	well	well	ADV
aiti-11743	216	29	-	-	PUNCT
aiti-11743	216	30	being	being	NOUN
aiti-11743	216	31	.	.	PUNCT
aiti-11743	217	1	covid-19	covid-19	PROPN
aiti-11743	217	2	has	have	AUX
aiti-11743	217	3	influenced	influence	VERB
aiti-11743	217	4	people	people	NOUN
aiti-11743	217	5	’s	’s	PART
aiti-11743	217	6	lifestyles	lifestyle	NOUN
aiti-11743	217	7	and	and	CCONJ
aiti-11743	217	8	contributed	contribute	VERB
aiti-11743	217	9	to	to	ADP
aiti-11743	217	10	stress	stress	NOUN
aiti-11743	217	11	,	,	PUNCT
aiti-11743	217	12	fear	fear	NOUN
aiti-11743	217	13	of	of	ADP
aiti-11743	217	14	infection	infection	NOUN
aiti-11743	217	15	,	,	PUNCT
aiti-11743	217	16	and	and	CCONJ
aiti-11743	217	17	concern	concern	NOUN
aiti-11743	217	18	for	for	ADP
aiti-11743	217	19	working	work	VERB
aiti-11743	217	20	individuals	individual	NOUN
aiti-11743	217	21	’	’	PART
aiti-11743	217	22	family	family	NOUN
aiti-11743	217	23	lives	live	VERB
aiti-11743	217	24	.	.	PUNCT
aiti-11743	218	1	advances	advance	NOUN
aiti-11743	218	2	in	in	ADP
aiti-11743	218	3	technology	technology	NOUN
aiti-11743	218	4	innovation	innovation	NOUN
aiti-11743	218	5	,	,	PUNCT
aiti-11743	218	6	vol	vol	NOUN
aiti-11743	218	7	.	.	PROPN
aiti-11743	218	8	8	8	NUM
aiti-11743	218	9	,	,	PUNCT
aiti-11743	218	10	no	no	INTJ
aiti-11743	218	11	.	.	NOUN
aiti-11743	218	12	4	4	NUM
aiti-11743	218	13	,	,	PUNCT
aiti-11743	218	14	2023	2023	NUM
aiti-11743	218	15	,	,	PUNCT
aiti-11743	218	16	pp	pp	ADJ
aiti-11743	218	17	.	.	PUNCT
aiti-11743	219	1	254	254	NUM
aiti-11743	219	2	-	-	SYM
aiti-11743	219	3	266	266	NUM
aiti-11743	219	4	264	264	NUM
aiti-11743	219	5	rq	rq	NOUN
aiti-11743	219	6	.	.	PUNCT
aiti-11743	220	1	3	3	NUM
aiti-11743	220	2	:	:	PUNCT
aiti-11743	220	3	this	this	DET
aiti-11743	220	4	research	research	NOUN
aiti-11743	220	5	concludes	conclude	VERB
aiti-11743	220	6	that	that	SCONJ
aiti-11743	220	7	personal	personal	ADJ
aiti-11743	220	8	feelings	feeling	NOUN
aiti-11743	220	9	or	or	CCONJ
aiti-11743	220	10	opinions	opinion	NOUN
aiti-11743	220	11	can	can	AUX
aiti-11743	220	12	aid	aid	VERB
aiti-11743	220	13	in	in	ADP
aiti-11743	220	14	matching	match	VERB
aiti-11743	220	15	and	and	CCONJ
aiti-11743	220	16	comprehending	comprehend	VERB
aiti-11743	220	17	the	the	DET
aiti-11743	220	18	sentiments	sentiment	NOUN
aiti-11743	220	19	of	of	ADP
aiti-11743	220	20	others	other	NOUN
aiti-11743	220	21	by	by	ADP
aiti-11743	220	22	communicating	communicate	VERB
aiti-11743	220	23	feelings	feeling	NOUN
aiti-11743	220	24	and	and	CCONJ
aiti-11743	220	25	providing	provide	VERB
aiti-11743	220	26	feedback	feedback	NOUN
aiti-11743	220	27	to	to	ADP
aiti-11743	220	28	others	other	NOUN
aiti-11743	220	29	.	.	PUNCT
aiti-11743	221	1	sa	sa	PROPN
aiti-11743	221	2	may	may	AUX
aiti-11743	221	3	extract	extract	VERB
aiti-11743	221	4	individuals	individual	NOUN
aiti-11743	221	5	’	'	PUNCT
aiti-11743	221	6	views	view	NOUN
aiti-11743	221	7	from	from	ADP
aiti-11743	221	8	the	the	DET
aiti-11743	221	9	language	language	NOUN
aiti-11743	221	10	used	use	VERB
aiti-11743	221	11	in	in	ADP
aiti-11743	221	12	social	social	ADJ
aiti-11743	221	13	media	medium	NOUN
aiti-11743	221	14	postings	posting	NOUN
aiti-11743	221	15	,	,	PUNCT
aiti-11743	221	16	conversations	conversation	NOUN
aiti-11743	221	17	,	,	PUNCT
aiti-11743	221	18	reviews	review	NOUN
aiti-11743	221	19	,	,	PUNCT
aiti-11743	221	20	and	and	CCONJ
aiti-11743	221	21	more	more	ADJ
aiti-11743	221	22	.	.	PUNCT
aiti-11743	222	1	ml	ml	ADP
aiti-11743	222	2	algorithms	algorithm	NOUN
aiti-11743	222	3	can	can	AUX
aiti-11743	222	4	help	help	VERB
aiti-11743	222	5	to	to	PART
aiti-11743	222	6	predict	predict	VERB
aiti-11743	222	7	whether	whether	SCONJ
aiti-11743	222	8	sentiment	sentiment	NOUN
aiti-11743	222	9	is	be	AUX
aiti-11743	222	10	positive	positive	ADJ
aiti-11743	222	11	or	or	CCONJ
aiti-11743	222	12	negative	negative	ADJ
aiti-11743	222	13	.	.	PUNCT
aiti-11743	223	1	rq-4	rq-4	PUNCT
aiti-11743	223	2	&	&	CCONJ
aiti-11743	223	3	rq-5	rq-5	ADJ
aiti-11743	223	4	:	:	PUNCT
aiti-11743	223	5	table	table	NOUN
aiti-11743	223	6	7	7	NUM
aiti-11743	223	7	demonstrates	demonstrate	VERB
aiti-11743	223	8	that	that	SCONJ
aiti-11743	223	9	the	the	DET
aiti-11743	223	10	12	12	NUM
aiti-11743	223	11	-	-	PUNCT
aiti-11743	223	12	layer	layer	NOUN
aiti-11743	223	13	bert	bert	PROPN
aiti-11743	223	14	model	model	NOUN
aiti-11743	223	15	outperforms	outperform	VERB
aiti-11743	223	16	other	other	ADJ
aiti-11743	223	17	conventional	conventional	ADJ
aiti-11743	223	18	ml	ml	NOUN
aiti-11743	223	19	models	model	NOUN
aiti-11743	223	20	,	,	PUNCT
aiti-11743	223	21	and	and	CCONJ
aiti-11743	223	22	even	even	ADV
aiti-11743	223	23	for	for	ADP
aiti-11743	223	24	class-5	class-5	NUM
aiti-11743	223	25	classification	classification	NOUN
aiti-11743	223	26	.	.	PUNCT
aiti-11743	224	1	the	the	DET
aiti-11743	224	2	average	average	ADJ
aiti-11743	224	3	improvement	improvement	NOUN
aiti-11743	224	4	is	be	AUX
aiti-11743	224	5	over	over	ADP
aiti-11743	224	6	30	30	NUM
aiti-11743	224	7	%	%	NOUN
aiti-11743	224	8	utilizing	utilize	VERB
aiti-11743	224	9	the	the	DET
aiti-11743	224	10	proposed	propose	VERB
aiti-11743	224	11	method	method	NOUN
aiti-11743	224	12	,	,	PUNCT
aiti-11743	224	13	and	and	CCONJ
aiti-11743	224	14	the	the	DET
aiti-11743	224	15	proposed	propose	VERB
aiti-11743	224	16	model	model	NOUN
aiti-11743	224	17	’s	’s	PART
aiti-11743	224	18	inference	inference	NOUN
aiti-11743	224	19	time	time	NOUN
aiti-11743	224	20	for	for	ADP
aiti-11743	224	21	a	a	DET
aiti-11743	224	22	single	single	ADJ
aiti-11743	224	23	sample	sample	NOUN
aiti-11743	224	24	was	be	AUX
aiti-11743	224	25	determined	determine	VERB
aiti-11743	224	26	to	to	PART
aiti-11743	224	27	be	be	AUX
aiti-11743	224	28	as	as	ADV
aiti-11743	224	29	low	low	ADJ
aiti-11743	224	30	as	as	ADP
aiti-11743	224	31	0.516s	0.516	NOUN
aiti-11743	224	32	/	/	SYM
aiti-11743	224	33	step	step	NOUN
aiti-11743	224	34	,	,	PUNCT
aiti-11743	224	35	or	or	CCONJ
aiti-11743	224	36	around	around	ADP
aiti-11743	224	37	half	half	DET
aiti-11743	224	38	a	a	DET
aiti-11743	224	39	second	second	NOUN
aiti-11743	224	40	.	.	PUNCT
aiti-11743	225	1	5	5	X
aiti-11743	225	2	.	.	X
aiti-11743	225	3	conclusion	conclusion	NOUN
aiti-11743	225	4	and	and	CCONJ
aiti-11743	225	5	future	future	ADJ
aiti-11743	225	6	work	work	NOUN
aiti-11743	225	7	the	the	DET
aiti-11743	225	8	manuscript	manuscript	NOUN
aiti-11743	225	9	presents	present	VERB
aiti-11743	225	10	six	six	NUM
aiti-11743	225	11	ml	ml	NOUN
aiti-11743	225	12	and	and	CCONJ
aiti-11743	225	13	a	a	DET
aiti-11743	225	14	dl	dl	NOUN
aiti-11743	225	15	technique	technique	NOUN
aiti-11743	225	16	to	to	PART
aiti-11743	225	17	categorize	categorize	VERB
aiti-11743	225	18	covid-19	covid-19	PROPN
aiti-11743	225	19	-	-	PUNCT
aiti-11743	225	20	related	relate	VERB
aiti-11743	225	21	tweets	tweet	NOUN
aiti-11743	225	22	.	.	PUNCT
aiti-11743	226	1	the	the	DET
aiti-11743	226	2	pre	pre	ADJ
aiti-11743	226	3	-	-	ADJ
aiti-11743	226	4	trained	train	VERB
aiti-11743	226	5	bert	bert	NOUN
aiti-11743	226	6	base	base	NOUN
aiti-11743	226	7	model	model	NOUN
aiti-11743	226	8	is	be	AUX
aiti-11743	226	9	enhanced	enhance	VERB
aiti-11743	226	10	with	with	ADP
aiti-11743	226	11	tl	tl	PROPN
aiti-11743	226	12	as	as	ADP
aiti-11743	226	13	tlft	tlft	NOUN
aiti-11743	226	14	-	-	PUNCT
aiti-11743	226	15	bert	bert	NOUN
aiti-11743	226	16	for	for	ADP
aiti-11743	226	17	class-2	class-2	NUM
aiti-11743	226	18	and	and	CCONJ
aiti-11743	226	19	multi	multi	ADJ
aiti-11743	226	20	-	-	ADJ
aiti-11743	226	21	class	class	ADJ
aiti-11743	226	22	classification	classification	NOUN
aiti-11743	226	23	,	,	PUNCT
aiti-11743	226	24	specifically	specifically	ADV
aiti-11743	226	25	designed	design	VERB
aiti-11743	226	26	to	to	PART
aiti-11743	226	27	tackle	tackle	VERB
aiti-11743	226	28	sa	sa	NOUN
aiti-11743	226	29	challenges	challenge	NOUN
aiti-11743	226	30	in	in	ADP
aiti-11743	226	31	english	english	PROPN
aiti-11743	226	32	,	,	PUNCT
aiti-11743	226	33	and	and	CCONJ
aiti-11743	226	34	uses	use	VERB
aiti-11743	226	35	three	three	NUM
aiti-11743	226	36	covid-19	covid-19	PROPN
aiti-11743	226	37	twitter	twitter	NOUN
aiti-11743	226	38	datasets	dataset	NOUN
aiti-11743	226	39	to	to	PART
aiti-11743	226	40	develop	develop	VERB
aiti-11743	226	41	a	a	DET
aiti-11743	226	42	robust	robust	ADJ
aiti-11743	226	43	sa	sa	NOUN
aiti-11743	226	44	model	model	NOUN
aiti-11743	226	45	.	.	PUNCT
aiti-11743	227	1	(	(	PUNCT
aiti-11743	227	2	1	1	X
aiti-11743	227	3	)	)	PUNCT
aiti-11743	227	4	the	the	DET
aiti-11743	227	5	model	model	NOUN
aiti-11743	227	6	achieves	achieve	VERB
aiti-11743	227	7	high	high	ADJ
aiti-11743	227	8	accuracy	accuracy	NOUN
aiti-11743	227	9	,	,	PUNCT
aiti-11743	227	10	with	with	ADP
aiti-11743	227	11	98	98	NUM
aiti-11743	227	12	%	%	NOUN
aiti-11743	227	13	for	for	ADP
aiti-11743	227	14	binary	binary	ADJ
aiti-11743	227	15	classification	classification	NOUN
aiti-11743	227	16	and	and	CCONJ
aiti-11743	227	17	97	97	NUM
aiti-11743	227	18	%	%	NOUN
aiti-11743	227	19	for	for	ADP
aiti-11743	227	20	class-3	class-3	NOUN
aiti-11743	227	21	classification	classification	NOUN
aiti-11743	227	22	.	.	PUNCT
aiti-11743	228	1	it	it	PRON
aiti-11743	228	2	is	be	AUX
aiti-11743	228	3	worth	worth	ADJ
aiti-11743	228	4	mentioning	mention	VERB
aiti-11743	228	5	that	that	SCONJ
aiti-11743	228	6	the	the	DET
aiti-11743	228	7	suggested	suggest	VERB
aiti-11743	228	8	model	model	NOUN
aiti-11743	228	9	requires	require	VERB
aiti-11743	228	10	less	less	ADJ
aiti-11743	228	11	training	training	NOUN
aiti-11743	228	12	time	time	NOUN
aiti-11743	228	13	.	.	PUNCT
aiti-11743	229	1	(	(	PUNCT
aiti-11743	229	2	2	2	NUM
aiti-11743	229	3	)	)	PUNCT
aiti-11743	229	4	by	by	ADP
aiti-11743	229	5	incorporating	incorporate	VERB
aiti-11743	229	6	all	all	DET
aiti-11743	229	7	fine	fine	ADJ
aiti-11743	229	8	-	-	PUNCT
aiti-11743	229	9	tuned	tune	VERB
aiti-11743	229	10	network	network	NOUN
aiti-11743	229	11	parameters	parameter	NOUN
aiti-11743	229	12	,	,	PUNCT
aiti-11743	229	13	the	the	DET
aiti-11743	229	14	tlft	tlft	NOUN
aiti-11743	229	15	-	-	PUNCT
aiti-11743	229	16	bert	bert	NOUN
aiti-11743	229	17	model	model	NOUN
aiti-11743	229	18	captures	capture	VERB
aiti-11743	229	19	varying	vary	VERB
aiti-11743	229	20	lengths	length	NOUN
aiti-11743	229	21	and	and	CCONJ
aiti-11743	229	22	weights	weight	NOUN
aiti-11743	229	23	of	of	ADP
aiti-11743	229	24	features	feature	NOUN
aiti-11743	229	25	for	for	ADP
aiti-11743	229	26	effective	effective	ADJ
aiti-11743	229	27	feature	feature	NOUN
aiti-11743	229	28	map	map	NOUN
aiti-11743	229	29	summation	summation	NOUN
aiti-11743	229	30	and	and	CCONJ
aiti-11743	229	31	understanding	understanding	NOUN
aiti-11743	229	32	of	of	ADP
aiti-11743	229	33	complex	complex	ADJ
aiti-11743	229	34	linguistic	linguistic	ADJ
aiti-11743	229	35	patterns	pattern	NOUN
aiti-11743	229	36	.	.	PUNCT
aiti-11743	230	1	(	(	PUNCT
aiti-11743	230	2	3	3	X
aiti-11743	230	3	)	)	PUNCT
aiti-11743	230	4	the	the	DET
aiti-11743	230	5	research	research	NOUN
aiti-11743	230	6	demonstrates	demonstrate	VERB
aiti-11743	230	7	the	the	DET
aiti-11743	230	8	pivotal	pivotal	ADJ
aiti-11743	230	9	role	role	NOUN
aiti-11743	230	10	of	of	ADP
aiti-11743	230	11	transformer	transformer	NOUN
aiti-11743	230	12	models	model	NOUN
aiti-11743	230	13	in	in	ADP
aiti-11743	230	14	sa	sa	NOUN
aiti-11743	230	15	when	when	SCONJ
aiti-11743	230	16	appropriately	appropriately	ADV
aiti-11743	230	17	fine	fine	ADV
aiti-11743	230	18	-	-	PUNCT
aiti-11743	230	19	tuned	tune	VERB
aiti-11743	230	20	.	.	PUNCT
aiti-11743	231	1	the	the	DET
aiti-11743	231	2	results	result	NOUN
aiti-11743	231	3	highlight	highlight	VERB
aiti-11743	231	4	the	the	DET
aiti-11743	231	5	superiority	superiority	NOUN
aiti-11743	231	6	of	of	ADP
aiti-11743	231	7	the	the	DET
aiti-11743	231	8	transformer	transformer	NOUN
aiti-11743	231	9	-	-	PUNCT
aiti-11743	231	10	based	base	VERB
aiti-11743	231	11	approach	approach	NOUN
aiti-11743	231	12	,	,	PUNCT
aiti-11743	231	13	outperforming	outperform	VERB
aiti-11743	231	14	traditional	traditional	ADJ
aiti-11743	231	15	ml	ml	NOUN
aiti-11743	231	16	methods	method	NOUN
aiti-11743	231	17	.	.	PUNCT
aiti-11743	232	1	(	(	PUNCT
aiti-11743	232	2	4	4	X
aiti-11743	232	3	)	)	PUNCT
aiti-11743	232	4	these	these	DET
aiti-11743	232	5	findings	finding	NOUN
aiti-11743	232	6	have	have	VERB
aiti-11743	232	7	broader	broad	ADJ
aiti-11743	232	8	implications	implication	NOUN
aiti-11743	232	9	for	for	ADP
aiti-11743	232	10	social	social	ADJ
aiti-11743	232	11	scientists	scientist	NOUN
aiti-11743	232	12	and	and	CCONJ
aiti-11743	232	13	governments	government	NOUN
aiti-11743	232	14	seeking	seek	VERB
aiti-11743	232	15	insights	insight	NOUN
aiti-11743	232	16	into	into	ADP
aiti-11743	232	17	global	global	ADJ
aiti-11743	232	18	sentiments	sentiment	NOUN
aiti-11743	232	19	surrounding	surround	VERB
aiti-11743	232	20	covid-19	covid-19	PROPN
aiti-11743	232	21	tweets	tweet	NOUN
aiti-11743	232	22	.	.	PUNCT
aiti-11743	233	1	the	the	DET
aiti-11743	233	2	findings	finding	NOUN
aiti-11743	233	3	open	open	VERB
aiti-11743	233	4	new	new	ADJ
aiti-11743	233	5	avenues	avenue	NOUN
aiti-11743	233	6	for	for	ADP
aiti-11743	233	7	research	research	NOUN
aiti-11743	233	8	and	and	CCONJ
aiti-11743	233	9	applications	application	NOUN
aiti-11743	233	10	in	in	ADP
aiti-11743	233	11	sa	sa	PROPN
aiti-11743	233	12	and	and	CCONJ
aiti-11743	233	13	other	other	ADJ
aiti-11743	233	14	nlp	nlp	NOUN
aiti-11743	233	15	tasks	task	NOUN
aiti-11743	233	16	,	,	PUNCT
aiti-11743	233	17	driving	drive	VERB
aiti-11743	233	18	advancements	advancement	NOUN
aiti-11743	233	19	in	in	ADP
aiti-11743	233	20	the	the	DET
aiti-11743	233	21	field	field	NOUN
aiti-11743	233	22	.	.	PUNCT
aiti-11743	234	1	(	(	PUNCT
aiti-11743	234	2	5	5	X
aiti-11743	234	3	)	)	PUNCT
aiti-11743	234	4	the	the	DET
aiti-11743	234	5	research	research	NOUN
aiti-11743	234	6	has	have	VERB
aiti-11743	234	7	a	a	DET
aiti-11743	234	8	limitation	limitation	NOUN
aiti-11743	234	9	since	since	SCONJ
aiti-11743	234	10	all	all	DET
aiti-11743	234	11	the	the	DET
aiti-11743	234	12	utilized	utilize	VERB
aiti-11743	234	13	datasets	dataset	NOUN
aiti-11743	234	14	were	be	AUX
aiti-11743	234	15	scribbled	scribble	VERB
aiti-11743	234	16	in	in	ADP
aiti-11743	234	17	english	english	PROPN
aiti-11743	234	18	.	.	PUNCT
aiti-11743	235	1	it	it	PRON
aiti-11743	235	2	would	would	AUX
aiti-11743	235	3	be	be	AUX
aiti-11743	235	4	intriguing	intriguing	ADJ
aiti-11743	235	5	to	to	PART
aiti-11743	235	6	compare	compare	VERB
aiti-11743	235	7	and	and	CCONJ
aiti-11743	235	8	differentiate	differentiate	VERB
aiti-11743	235	9	native	native	ADJ
aiti-11743	235	10	indian	indian	ADJ
aiti-11743	235	11	languages	language	NOUN
aiti-11743	235	12	.	.	PUNCT
aiti-11743	236	1	a	a	DET
aiti-11743	236	2	more	more	ADV
aiti-11743	236	3	extensive	extensive	ADJ
aiti-11743	236	4	dataset	dataset	NOUN
aiti-11743	236	5	may	may	AUX
aiti-11743	236	6	need	need	VERB
aiti-11743	236	7	training	training	NOUN
aiti-11743	236	8	in	in	ADP
aiti-11743	236	9	the	the	DET
aiti-11743	236	10	large	large	ADJ
aiti-11743	236	11	bert	bert	NOUN
aiti-11743	236	12	architecture	architecture	NOUN
aiti-11743	236	13	before	before	ADP
aiti-11743	236	14	being	be	AUX
aiti-11743	236	15	utilized	utilize	VERB
aiti-11743	236	16	.	.	PUNCT
aiti-11743	237	1	furthermore	furthermore	ADV
aiti-11743	237	2	,	,	PUNCT
aiti-11743	237	3	researchers	researcher	NOUN
aiti-11743	237	4	may	may	AUX
aiti-11743	237	5	use	use	VERB
aiti-11743	237	6	twitter	twitter	NOUN
aiti-11743	237	7	streaming	streaming	NOUN
aiti-11743	237	8	api	api	NOUN
aiti-11743	237	9	to	to	PART
aiti-11743	237	10	obtain	obtain	VERB
aiti-11743	237	11	real	real	ADJ
aiti-11743	237	12	-	-	PUNCT
aiti-11743	237	13	time	time	NOUN
aiti-11743	237	14	tweets	tweet	NOUN
aiti-11743	237	15	to	to	PART
aiti-11743	237	16	do	do	VERB
aiti-11743	237	17	sa	sa	NOUN
aiti-11743	237	18	and	and	CCONJ
aiti-11743	237	19	research	research	VERB
aiti-11743	237	20	various	various	ADJ
aiti-11743	237	21	social	social	ADJ
aiti-11743	237	22	networks	network	NOUN
aiti-11743	237	23	.	.	PUNCT
aiti-11743	238	1	this	this	DET
aiti-11743	238	2	work	work	NOUN
aiti-11743	238	3	does	do	AUX
aiti-11743	238	4	not	not	PART
aiti-11743	238	5	have	have	VERB
aiti-11743	238	6	the	the	DET
aiti-11743	238	7	highlights	highlight	NOUN
aiti-11743	238	8	to	to	PART
aiti-11743	238	9	go	go	VERB
aiti-11743	238	10	to	to	ADP
aiti-11743	238	11	multilingual	multilingual	ADJ
aiti-11743	238	12	tweets	tweet	NOUN
aiti-11743	238	13	,	,	PUNCT
aiti-11743	238	14	which	which	PRON
aiti-11743	238	15	could	could	AUX
aiti-11743	238	16	be	be	AUX
aiti-11743	238	17	considered	consider	VERB
aiti-11743	238	18	a	a	DET
aiti-11743	238	19	likely	likely	ADJ
aiti-11743	238	20	future	future	ADJ
aiti-11743	238	21	work	work	NOUN
aiti-11743	238	22	toward	toward	ADP
aiti-11743	238	23	this	this	DET
aiti-11743	238	24	path	path	NOUN
aiti-11743	238	25	.	.	PUNCT
aiti-11743	239	1	it	it	PRON
aiti-11743	239	2	is	be	AUX
aiti-11743	239	3	still	still	ADV
aiti-11743	239	4	a	a	DET
aiti-11743	239	5	research	research	NOUN
aiti-11743	239	6	subject	subject	NOUN
aiti-11743	239	7	on	on	ADP
aiti-11743	239	8	how	how	SCONJ
aiti-11743	239	9	to	to	PART
aiti-11743	239	10	embed	embed	VERB
aiti-11743	239	11	a	a	DET
aiti-11743	239	12	long	long	ADJ
aiti-11743	239	13	document	document	NOUN
aiti-11743	239	14	for	for	ADP
aiti-11743	239	15	enhancing	enhance	VERB
aiti-11743	239	16	classification	classification	NOUN
aiti-11743	239	17	performance	performance	NOUN
aiti-11743	239	18	,	,	PUNCT
aiti-11743	239	19	particularly	particularly	ADV
aiti-11743	239	20	when	when	SCONJ
aiti-11743	239	21	utilizing	utilize	VERB
aiti-11743	239	22	pre	pre	ADJ
aiti-11743	239	23	-	-	ADJ
aiti-11743	239	24	trained	train	VERB
aiti-11743	239	25	contextualized	contextualized	ADJ
aiti-11743	239	26	word	word	NOUN
aiti-11743	239	27	embedding	embed	VERB
aiti-11743	239	28	like	like	ADP
aiti-11743	239	29	elmo	elmo	NOUN
aiti-11743	239	30	,	,	PUNCT
aiti-11743	239	31	xlnet	xlnet	PROPN
aiti-11743	239	32	,	,	PUNCT
aiti-11743	239	33	roberta	roberta	PROPN
aiti-11743	239	34	,	,	PUNCT
aiti-11743	239	35	and	and	CCONJ
aiti-11743	239	36	others	other	NOUN
aiti-11743	239	37	.	.	PUNCT
aiti-11743	240	1	conflicts	conflict	NOUN
aiti-11743	240	2	of	of	ADP
aiti-11743	240	3	interest	interest	NOUN
aiti-11743	240	4	the	the	DET
aiti-11743	240	5	authors	author	NOUN
aiti-11743	240	6	declare	declare	VERB
aiti-11743	240	7	no	no	DET
aiti-11743	240	8	conflict	conflict	NOUN
aiti-11743	240	9	of	of	ADP
aiti-11743	240	10	interest	interest	NOUN
aiti-11743	240	11	.	.	PUNCT
aiti-11743	241	1	references	reference	NOUN
aiti-11743	241	2	[	[	X
aiti-11743	241	3	1	1	X
aiti-11743	241	4	]	]	PUNCT
aiti-11743	241	5	s.	s.	PROPN
aiti-11743	241	6	hosgurmath	hosgurmath	PROPN
aiti-11743	241	7	,	,	PUNCT
aiti-11743	241	8	v.	v.	PROPN
aiti-11743	241	9	petli	petli	PROPN
aiti-11743	241	10	,	,	PUNCT
aiti-11743	241	11	and	and	CCONJ
aiti-11743	241	12	v.	v.	ADP
aiti-11743	241	13	k.	k.	PROPN
aiti-11743	241	14	jalihal	jalihal	PROPN
aiti-11743	241	15	,	,	PUNCT
aiti-11743	241	16	“	"	PUNCT
aiti-11743	241	17	an	an	DET
aiti-11743	241	18	omicron	omicron	PROPN
aiti-11743	241	19	variant	variant	NOUN
aiti-11743	241	20	tweeter	tweeter	NOUN
aiti-11743	241	21	sentiment	sentiment	NOUN
aiti-11743	241	22	analysis	analysis	NOUN
aiti-11743	241	23	using	use	VERB
aiti-11743	241	24	nlp	nlp	NOUN
aiti-11743	241	25	technique	technique	NOUN
aiti-11743	241	26	,	,	PUNCT
aiti-11743	241	27	”	"	PUNCT
aiti-11743	241	28	global	global	ADJ
aiti-11743	241	29	transitions	transition	NOUN
aiti-11743	241	30	proceedings	proceeding	NOUN
aiti-11743	241	31	,	,	PUNCT
aiti-11743	241	32	vol	vol	NOUN
aiti-11743	241	33	.	.	PROPN
aiti-11743	242	1	3	3	NUM
aiti-11743	242	2	,	,	PUNCT
aiti-11743	242	3	no	no	INTJ
aiti-11743	242	4	.	.	NOUN
aiti-11743	242	5	1	1	NUM
aiti-11743	242	6	,	,	PUNCT
aiti-11743	242	7	pp	pp	ADJ
aiti-11743	242	8	.	.	PUNCT
aiti-11743	243	1	215	215	NUM
aiti-11743	243	2	-	-	SYM
aiti-11743	243	3	219	219	NUM
aiti-11743	243	4	,	,	PUNCT
aiti-11743	243	5	june	june	PROPN
aiti-11743	243	6	2022	2022	NUM
aiti-11743	243	7	.	.	PUNCT
aiti-11743	244	1	[	[	X
aiti-11743	244	2	2	2	NUM
aiti-11743	244	3	]	]	PUNCT
aiti-11743	244	4	c.	c.	PROPN
aiti-11743	244	5	guo	guo	PROPN
aiti-11743	244	6	,	,	PUNCT
aiti-11743	244	7	s.	s.	PROPN
aiti-11743	244	8	lin	lin	PROPN
aiti-11743	244	9	,	,	PUNCT
aiti-11743	244	10	z.	z.	PROPN
aiti-11743	244	11	huang	huang	PROPN
aiti-11743	244	12	,	,	PUNCT
aiti-11743	244	13	and	and	CCONJ
aiti-11743	244	14	y.	y.	PROPN
aiti-11743	244	15	yao	yao	PROPN
aiti-11743	244	16	,	,	PUNCT
aiti-11743	244	17	“	"	PUNCT
aiti-11743	244	18	analysis	analysis	NOUN
aiti-11743	244	19	of	of	ADP
aiti-11743	244	20	sentiment	sentiment	NOUN
aiti-11743	244	21	changes	change	NOUN
aiti-11743	244	22	in	in	ADP
aiti-11743	244	23	online	online	ADJ
aiti-11743	244	24	messages	message	NOUN
aiti-11743	244	25	of	of	ADP
aiti-11743	244	26	depression	depression	NOUN
aiti-11743	244	27	patients	patient	NOUN
aiti-11743	244	28	before	before	ADP
aiti-11743	244	29	and	and	CCONJ
aiti-11743	244	30	during	during	ADP
aiti-11743	244	31	the	the	DET
aiti-11743	244	32	covid-19	covid-19	PROPN
aiti-11743	244	33	epidemic	epidemic	NOUN
aiti-11743	244	34	based	base	VERB
aiti-11743	244	35	on	on	ADP
aiti-11743	244	36	bert+bilstm	bert+bilstm	PROPN
aiti-11743	244	37	,	,	PUNCT
aiti-11743	244	38	”	"	PUNCT
aiti-11743	244	39	health	health	NOUN
aiti-11743	244	40	information	information	NOUN
aiti-11743	244	41	science	science	NOUN
aiti-11743	244	42	and	and	CCONJ
aiti-11743	244	43	systems	system	NOUN
aiti-11743	244	44	,	,	PUNCT
aiti-11743	244	45	vol	vol	NOUN
aiti-11743	244	46	.	.	PROPN
aiti-11743	245	1	10	10	NUM
aiti-11743	245	2	,	,	PUNCT
aiti-11743	245	3	no	no	INTJ
aiti-11743	245	4	.	.	NOUN
aiti-11743	245	5	1	1	NUM
aiti-11743	245	6	,	,	PUNCT
aiti-11743	245	7	article	article	NOUN
aiti-11743	245	8	no	no	NOUN
aiti-11743	245	9	.	.	PROPN
aiti-11743	245	10	15	15	NUM
aiti-11743	245	11	,	,	PUNCT
aiti-11743	245	12	december	december	PROPN
aiti-11743	245	13	2022	2022	NUM
aiti-11743	245	14	.	.	PUNCT
aiti-11743	246	1	[	[	X
aiti-11743	246	2	3	3	X
aiti-11743	246	3	]	]	X
aiti-11743	246	4	h.	h.	PROPN
aiti-11743	246	5	m.	m.	PROPN
aiti-11743	246	6	yella	yella	PROPN
aiti-11743	246	7	,	,	PUNCT
aiti-11743	246	8	“	"	PUNCT
aiti-11743	246	9	how	how	SCONJ
aiti-11743	246	10	do	do	AUX
aiti-11743	246	11	sars	sar	NOUN
aiti-11743	246	12	and	and	CCONJ
aiti-11743	246	13	mers	mer	NOUN
aiti-11743	246	14	compare	compare	VERB
aiti-11743	246	15	with	with	ADP
aiti-11743	246	16	covid-19	covid-19	PROPN
aiti-11743	246	17	?	?	PUNCT
aiti-11743	246	18	”	"	PUNCT
aiti-11743	247	1	https://www.medicalnewstoday.com/articles/how-do-sars-and-mers-compare-with-covid-19	https://www.medicalnewstoday.com/articles/how-do-sars-and-mers-compare-with-covid-19	PROPN
aiti-11743	247	2	,	,	PUNCT
aiti-11743	247	3	september	september	PROPN
aiti-11743	247	4	20	20	NUM
aiti-11743	247	5	,	,	PUNCT
aiti-11743	247	6	2022	2022	NUM
aiti-11743	247	7	.	.	PUNCT
aiti-11743	248	1	advances	advance	NOUN
aiti-11743	248	2	in	in	ADP
aiti-11743	248	3	technology	technology	NOUN
aiti-11743	248	4	innovation	innovation	NOUN
aiti-11743	248	5	,	,	PUNCT
aiti-11743	248	6	vol	vol	NOUN
aiti-11743	248	7	.	.	PROPN
aiti-11743	248	8	8	8	NUM
aiti-11743	248	9	,	,	PUNCT
aiti-11743	248	10	no	no	INTJ
aiti-11743	248	11	.	.	NOUN
aiti-11743	248	12	4	4	NUM
aiti-11743	248	13	,	,	PUNCT
aiti-11743	248	14	2023	2023	NUM
aiti-11743	248	15	,	,	PUNCT
aiti-11743	248	16	pp	pp	ADJ
aiti-11743	248	17	.	.	PUNCT
aiti-11743	249	1	254	254	NUM
aiti-11743	249	2	-	-	SYM
aiti-11743	249	3	266	266	NUM
aiti-11743	249	4	265	265	NUM
aiti-11743	249	5	[	[	SYM
aiti-11743	249	6	4	4	NUM
aiti-11743	249	7	]	]	PUNCT
aiti-11743	249	8	world	world	NOUN
aiti-11743	249	9	health	health	NOUN
aiti-11743	249	10	organization	organization	NOUN
aiti-11743	249	11	,	,	PUNCT
aiti-11743	249	12	“	"	PUNCT
aiti-11743	249	13	weekly	weekly	ADJ
aiti-11743	249	14	epidemiological	epidemiological	ADJ
aiti-11743	249	15	update	update	NOUN
aiti-11743	249	16	on	on	ADP
aiti-11743	249	17	covid-19	covid-19	PROPN
aiti-11743	249	18	11	11	NUM
aiti-11743	249	19	january	january	PROPN
aiti-11743	249	20	2023	2023	NUM
aiti-11743	249	21	,	,	PUNCT
aiti-11743	249	22	”	"	PUNCT
aiti-11743	249	23	https://www.who.int/publications/m/item/weekly-epidemiological-update-on-covid-19---11-january-2023	https://www.who.int/publications/m/item/weekly-epidemiological-update-on-covid-19---11-january-2023	PROPN
aiti-11743	249	24	,	,	PUNCT
aiti-11743	249	25	january	january	PROPN
aiti-11743	249	26	19	19	NUM
aiti-11743	249	27	,	,	PUNCT
aiti-11743	249	28	2023	2023	NUM
aiti-11743	249	29	.	.	PUNCT
aiti-11743	250	1	[	[	X
aiti-11743	250	2	5	5	NUM
aiti-11743	250	3	]	]	PUNCT
aiti-11743	250	4	m.	m.	NOUN
aiti-11743	250	5	zhuang	zhuang	PROPN
aiti-11743	250	6	,	,	PUNCT
aiti-11743	250	7	y.	y.	PROPN
aiti-11743	250	8	li	li	PROPN
aiti-11743	250	9	,	,	PUNCT
aiti-11743	250	10	x.	x.	PROPN
aiti-11743	250	11	tan	tan	PROPN
aiti-11743	250	12	,	,	PUNCT
aiti-11743	250	13	l.	l.	PROPN
aiti-11743	250	14	xing	xing	PROPN
aiti-11743	250	15	,	,	PUNCT
aiti-11743	250	16	and	and	CCONJ
aiti-11743	250	17	x.	x.	NOUN
aiti-11743	250	18	lu	lu	PROPN
aiti-11743	250	19	,	,	PUNCT
aiti-11743	250	20	“	"	PUNCT
aiti-11743	250	21	analysis	analysis	NOUN
aiti-11743	250	22	of	of	ADP
aiti-11743	250	23	public	public	ADJ
aiti-11743	250	24	opinion	opinion	NOUN
aiti-11743	250	25	evolution	evolution	NOUN
aiti-11743	250	26	of	of	ADP
aiti-11743	250	27	covid-19	covid-19	PROPN
aiti-11743	250	28	based	base	VERB
aiti-11743	250	29	on	on	ADP
aiti-11743	250	30	ldaarma	ldaarma	PROPN
aiti-11743	250	31	hybrid	hybrid	PROPN
aiti-11743	250	32	model	model	NOUN
aiti-11743	250	33	,	,	PUNCT
aiti-11743	250	34	”	"	PUNCT
aiti-11743	250	35	complex	complex	ADJ
aiti-11743	250	36	&	&	CCONJ
aiti-11743	250	37	intelligent	intelligent	ADJ
aiti-11743	250	38	systems	system	NOUN
aiti-11743	250	39	,	,	PUNCT
aiti-11743	250	40	vol	vol	NOUN
aiti-11743	250	41	.	.	PROPN
aiti-11743	250	42	7	7	NUM
aiti-11743	250	43	,	,	PUNCT
aiti-11743	250	44	no	no	INTJ
aiti-11743	250	45	.	.	NOUN
aiti-11743	250	46	6	6	NUM
aiti-11743	250	47	,	,	PUNCT
aiti-11743	250	48	pp	pp	ADJ
aiti-11743	250	49	.	.	PUNCT
aiti-11743	250	50	3165	3165	NUM
aiti-11743	250	51	-	-	SYM
aiti-11743	250	52	3178	3178	NUM
aiti-11743	250	53	,	,	PUNCT
aiti-11743	250	54	december	december	PROPN
aiti-11743	250	55	2021	2021	NUM
aiti-11743	250	56	.	.	PUNCT
aiti-11743	251	1	[	[	X
aiti-11743	251	2	6	6	NUM
aiti-11743	251	3	]	]	PUNCT
aiti-11743	251	4	s.	s.	PROPN
aiti-11743	251	5	malla	malla	PROPN
aiti-11743	251	6	and	and	CCONJ
aiti-11743	251	7	p.	p.	PROPN
aiti-11743	251	8	j.	j.	PROPN
aiti-11743	251	9	a.	a.	PROPN
aiti-11743	251	10	alphonse	alphonse	PROPN
aiti-11743	251	11	,	,	PUNCT
aiti-11743	251	12	“	"	PUNCT
aiti-11743	251	13	covid-19	covid-19	PROPN
aiti-11743	251	14	outbreak	outbreak	NOUN
aiti-11743	251	15	:	:	PUNCT
aiti-11743	251	16	an	an	DET
aiti-11743	251	17	ensemble	ensemble	ADJ
aiti-11743	251	18	pre	pre	ADJ
aiti-11743	251	19	-	-	ADJ
aiti-11743	251	20	trained	train	VERB
aiti-11743	251	21	deep	deep	ADJ
aiti-11743	251	22	learning	learning	NOUN
aiti-11743	251	23	model	model	NOUN
aiti-11743	251	24	for	for	ADP
aiti-11743	251	25	detecting	detect	VERB
aiti-11743	251	26	informative	informative	ADJ
aiti-11743	251	27	tweets	tweet	NOUN
aiti-11743	251	28	,	,	PUNCT
aiti-11743	251	29	”	"	PUNCT
aiti-11743	251	30	applied	apply	VERB
aiti-11743	251	31	soft	soft	ADJ
aiti-11743	251	32	computing	computing	NOUN
aiti-11743	251	33	,	,	PUNCT
aiti-11743	251	34	vol	vol	NOUN
aiti-11743	251	35	.	.	PUNCT
aiti-11743	251	36	107	107	NUM
aiti-11743	251	37	,	,	PUNCT
aiti-11743	251	38	article	article	NOUN
aiti-11743	251	39	no	no	NOUN
aiti-11743	251	40	.	.	PROPN
aiti-11743	251	41	107495	107495	NUM
aiti-11743	251	42	,	,	PUNCT
aiti-11743	251	43	august	august	PROPN
aiti-11743	251	44	2021	2021	NUM
aiti-11743	251	45	.	.	PUNCT
aiti-11743	252	1	[	[	X
aiti-11743	252	2	7	7	X
aiti-11743	252	3	]	]	PUNCT
aiti-11743	252	4	m.	m.	PROPN
aiti-11743	252	5	e.	e.	PROPN
aiti-11743	252	6	basiri	basiri	PROPN
aiti-11743	252	7	,	,	PUNCT
aiti-11743	252	8	s.	s.	PROPN
aiti-11743	252	9	nemati	nemati	PROPN
aiti-11743	252	10	,	,	PUNCT
aiti-11743	252	11	m.	m.	NOUN
aiti-11743	252	12	abdar	abdar	PROPN
aiti-11743	252	13	,	,	PUNCT
aiti-11743	252	14	s.	s.	PROPN
aiti-11743	252	15	asadi	asadi	PROPN
aiti-11743	252	16	,	,	PUNCT
aiti-11743	252	17	and	and	CCONJ
aiti-11743	252	18	u.	u.	PROPN
aiti-11743	252	19	r.	r.	PROPN
aiti-11743	252	20	acharrya	acharrya	PROPN
aiti-11743	252	21	,	,	PUNCT
aiti-11743	252	22	“	"	PUNCT
aiti-11743	252	23	a	a	DET
aiti-11743	252	24	novel	novel	ADJ
aiti-11743	252	25	fusion	fusion	NOUN
aiti-11743	252	26	-	-	PUNCT
aiti-11743	252	27	based	base	VERB
aiti-11743	252	28	deep	deep	ADJ
aiti-11743	252	29	learning	learning	NOUN
aiti-11743	252	30	model	model	NOUN
aiti-11743	252	31	for	for	ADP
aiti-11743	252	32	sentiment	sentiment	NOUN
aiti-11743	252	33	analysis	analysis	NOUN
aiti-11743	252	34	of	of	ADP
aiti-11743	252	35	covid-19	covid-19	PROPN
aiti-11743	252	36	tweets	tweet	NOUN
aiti-11743	252	37	,	,	PUNCT
aiti-11743	252	38	”	"	PUNCT
aiti-11743	252	39	knowledge	knowledge	NOUN
aiti-11743	252	40	-	-	PUNCT
aiti-11743	252	41	based	base	VERB
aiti-11743	252	42	systems	system	NOUN
aiti-11743	252	43	,	,	PUNCT
aiti-11743	252	44	vol	vol	NOUN
aiti-11743	252	45	.	.	PROPN
aiti-11743	252	46	228	228	NUM
aiti-11743	252	47	,	,	PUNCT
aiti-11743	252	48	article	article	NOUN
aiti-11743	252	49	no	no	NOUN
aiti-11743	252	50	.	.	PROPN
aiti-11743	252	51	107242	107242	NUM
aiti-11743	252	52	,	,	PUNCT
aiti-11743	252	53	september	september	PROPN
aiti-11743	252	54	2021	2021	NUM
aiti-11743	252	55	.	.	PUNCT
aiti-11743	253	1	[	[	X
aiti-11743	253	2	8	8	NUM
aiti-11743	253	3	]	]	X
aiti-11743	253	4	m.	m.	NOUN
aiti-11743	253	5	singh	singh	PROPN
aiti-11743	253	6	,	,	PUNCT
aiti-11743	253	7	h.	h.	PROPN
aiti-11743	253	8	k.	k.	PROPN
aiti-11743	253	9	dhillon	dhillon	PROPN
aiti-11743	253	10	,	,	PUNCT
aiti-11743	253	11	p.	p.	PROPN
aiti-11743	253	12	ichhpujani	ichhpujani	PROPN
aiti-11743	253	13	,	,	PUNCT
aiti-11743	253	14	s.	s.	PROPN
aiti-11743	253	15	iyengar	iyengar	PROPN
aiti-11743	253	16	,	,	PUNCT
aiti-11743	253	17	and	and	CCONJ
aiti-11743	253	18	r.	r.	PROPN
aiti-11743	253	19	kaur	kaur	PROPN
aiti-11743	253	20	,	,	PUNCT
aiti-11743	253	21	“	"	PUNCT
aiti-11743	253	22	twitter	twitter	NOUN
aiti-11743	253	23	sentiment	sentiment	NOUN
aiti-11743	253	24	analysis	analysis	NOUN
aiti-11743	253	25	for	for	ADP
aiti-11743	253	26	covid-19	covid-19	PROPN
aiti-11743	253	27	associated	associated	ADJ
aiti-11743	253	28	mucormycosis	mucormycosis	NOUN
aiti-11743	253	29	,	,	PUNCT
aiti-11743	253	30	”	"	PUNCT
aiti-11743	253	31	indian	indian	ADJ
aiti-11743	253	32	journal	journal	NOUN
aiti-11743	253	33	of	of	ADP
aiti-11743	253	34	ophthalmology	ophthalmology	NOUN
aiti-11743	253	35	,	,	PUNCT
aiti-11743	253	36	vol	vol	NOUN
aiti-11743	253	37	.	.	PROPN
aiti-11743	253	38	70	70	NUM
aiti-11743	253	39	,	,	PUNCT
aiti-11743	253	40	no	no	INTJ
aiti-11743	253	41	.	.	NOUN
aiti-11743	253	42	5	5	NUM
aiti-11743	253	43	,	,	PUNCT
aiti-11743	253	44	pp	pp	ADJ
aiti-11743	253	45	.	.	PUNCT
aiti-11743	253	46	1773	1773	NUM
aiti-11743	253	47	-	-	SYM
aiti-11743	253	48	1779	1779	NUM
aiti-11743	253	49	,	,	PUNCT
aiti-11743	253	50	may	may	AUX
aiti-11743	253	51	2022	2022	NUM
aiti-11743	253	52	.	.	PUNCT
aiti-11743	254	1	[	[	X
aiti-11743	254	2	9	9	NUM
aiti-11743	254	3	]	]	PUNCT
aiti-11743	254	4	s.	s.	PROPN
aiti-11743	254	5	karthikeyan	karthikeyan	PROPN
aiti-11743	254	6	,	,	PUNCT
aiti-11743	254	7	g.	g.	PROPN
aiti-11743	254	8	ramkumar	ramkumar	PROPN
aiti-11743	254	9	,	,	PUNCT
aiti-11743	254	10	s.	s.	PROPN
aiti-11743	254	11	aravindkumar	aravindkumar	PROPN
aiti-11743	254	12	,	,	PUNCT
aiti-11743	254	13	m.	m.	NOUN
aiti-11743	254	14	tamilselvi	tamilselvi	PROPN
aiti-11743	254	15	,	,	PUNCT
aiti-11743	254	16	s.	s.	PROPN
aiti-11743	254	17	ramesh	ramesh	PROPN
aiti-11743	254	18	and	and	CCONJ
aiti-11743	254	19	a.	a.	PROPN
aiti-11743	254	20	ranjith	ranjith	PROPN
aiti-11743	254	21	,	,	PUNCT
aiti-11743	254	22	“	"	PUNCT
aiti-11743	254	23	a	a	DET
aiti-11743	254	24	novel	novel	NOUN
aiti-11743	254	25	deep	deep	ADV
aiti-11743	254	26	learningbased	learningbase	VERB
aiti-11743	254	27	black	black	ADJ
aiti-11743	254	28	fungus	fungus	NOUN
aiti-11743	254	29	disease	disease	NOUN
aiti-11743	254	30	identification	identification	NOUN
aiti-11743	254	31	using	use	VERB
aiti-11743	254	32	modified	modify	VERB
aiti-11743	254	33	hybrid	hybrid	ADJ
aiti-11743	254	34	learning	learning	NOUN
aiti-11743	254	35	methodology	methodology	NOUN
aiti-11743	254	36	,	,	PUNCT
aiti-11743	254	37	”	"	PUNCT
aiti-11743	254	38	contrast	contrast	NOUN
aiti-11743	254	39	media	medium	NOUN
aiti-11743	254	40	&	&	CCONJ
aiti-11743	254	41	molecular	molecular	ADJ
aiti-11743	254	42	imaging	imaging	NOUN
aiti-11743	254	43	,	,	PUNCT
aiti-11743	254	44	vol	vol	NOUN
aiti-11743	254	45	.	.	NOUN
aiti-11743	254	46	2022	2022	NUM
aiti-11743	254	47	,	,	PUNCT
aiti-11743	254	48	article	article	NOUN
aiti-11743	254	49	no	no	NOUN
aiti-11743	254	50	.	.	PROPN
aiti-11743	254	51	4352730	4352730	NUM
aiti-11743	254	52	,	,	PUNCT
aiti-11743	254	53	2022	2022	NUM
aiti-11743	254	54	.	.	PUNCT
aiti-11743	255	1	[	[	X
aiti-11743	255	2	10	10	NUM
aiti-11743	255	3	]	]	X
aiti-11743	255	4	c.	c.	PROPN
aiti-11743	255	5	yan	yan	PROPN
aiti-11743	255	6	,	,	PUNCT
aiti-11743	255	7	j.	j.	PROPN
aiti-11743	255	8	liu	liu	PROPN
aiti-11743	255	9	,	,	PUNCT
aiti-11743	255	10	w.	w.	PROPN
aiti-11743	255	11	liu	liu	PROPN
aiti-11743	255	12	,	,	PUNCT
aiti-11743	255	13	and	and	CCONJ
aiti-11743	255	14	x.	x.	PROPN
aiti-11743	255	15	liu	liu	PROPN
aiti-11743	255	16	,	,	PUNCT
aiti-11743	255	17	“	"	PUNCT
aiti-11743	255	18	research	research	NOUN
aiti-11743	255	19	on	on	ADP
aiti-11743	255	20	public	public	ADJ
aiti-11743	255	21	opinion	opinion	NOUN
aiti-11743	255	22	sentiment	sentiment	NOUN
aiti-11743	255	23	classification	classification	NOUN
aiti-11743	255	24	based	base	VERB
aiti-11743	255	25	on	on	ADP
aiti-11743	255	26	attention	attention	NOUN
aiti-11743	255	27	parallel	parallel	ADJ
aiti-11743	255	28	dual	dual	ADJ
aiti-11743	255	29	-	-	PUNCT
aiti-11743	255	30	channel	channel	NOUN
aiti-11743	255	31	deep	deep	ADJ
aiti-11743	255	32	learning	learn	VERB
aiti-11743	255	33	hybrid	hybrid	ADJ
aiti-11743	255	34	model	model	NOUN
aiti-11743	255	35	,	,	PUNCT
aiti-11743	255	36	”	"	PUNCT
aiti-11743	255	37	engineering	engineering	NOUN
aiti-11743	255	38	applications	application	NOUN
aiti-11743	255	39	of	of	ADP
aiti-11743	255	40	artificial	artificial	ADJ
aiti-11743	255	41	intelligence	intelligence	NOUN
aiti-11743	255	42	,	,	PUNCT
aiti-11743	255	43	vol	vol	NOUN
aiti-11743	255	44	.	.	PROPN
aiti-11743	255	45	116	116	NUM
aiti-11743	255	46	,	,	PUNCT
aiti-11743	255	47	article	article	NOUN
aiti-11743	255	48	no	no	NOUN
aiti-11743	255	49	.	.	PROPN
aiti-11743	255	50	105448	105448	NUM
aiti-11743	255	51	,	,	PUNCT
aiti-11743	255	52	november	november	PROPN
aiti-11743	255	53	2022	2022	NUM
aiti-11743	255	54	.	.	PUNCT
aiti-11743	256	1	[	[	X
aiti-11743	256	2	11	11	NUM
aiti-11743	256	3	]	]	X
aiti-11743	256	4	d.	d.	PROPN
aiti-11743	256	5	suganya	suganya	PROPN
aiti-11743	256	6	and	and	CCONJ
aiti-11743	256	7	r.	r.	PROPN
aiti-11743	256	8	kalpana	kalpana	PROPN
aiti-11743	256	9	,	,	PUNCT
aiti-11743	256	10	“	"	PUNCT
aiti-11743	256	11	prognosticating	prognosticate	VERB
aiti-11743	256	12	various	various	ADJ
aiti-11743	256	13	acute	acute	PROPN
aiti-11743	256	14	covid	covid	PROPN
aiti-11743	256	15	lung	lung	NOUN
aiti-11743	256	16	disorders	disorder	NOUN
aiti-11743	256	17	from	from	ADP
aiti-11743	256	18	covid-19	covid-19	PROPN
aiti-11743	256	19	patient	patient	NOUN
aiti-11743	256	20	using	use	VERB
aiti-11743	256	21	chest	chest	NOUN
aiti-11743	256	22	ct	ct	NUM
aiti-11743	256	23	images	image	NOUN
aiti-11743	256	24	,	,	PUNCT
aiti-11743	256	25	”	"	PUNCT
aiti-11743	256	26	engineering	engineering	NOUN
aiti-11743	256	27	applications	application	NOUN
aiti-11743	256	28	of	of	ADP
aiti-11743	256	29	artificial	artificial	ADJ
aiti-11743	256	30	intelligence	intelligence	NOUN
aiti-11743	256	31	,	,	PUNCT
aiti-11743	256	32	vol	vol	NOUN
aiti-11743	256	33	.	.	PROPN
aiti-11743	256	34	119	119	NUM
aiti-11743	256	35	,	,	PUNCT
aiti-11743	256	36	article	article	NOUN
aiti-11743	256	37	no	no	NOUN
aiti-11743	256	38	.	.	PROPN
aiti-11743	256	39	105820	105820	NUM
aiti-11743	256	40	,	,	PUNCT
aiti-11743	256	41	march	march	PROPN
aiti-11743	256	42	2023	2023	NUM
aiti-11743	256	43	.	.	PUNCT
aiti-11743	257	1	[	[	X
aiti-11743	257	2	12	12	NUM
aiti-11743	257	3	]	]	PUNCT
aiti-11743	257	4	m.	m.	NOUN
aiti-11743	257	5	mahyoob	mahyoob	PROPN
aiti-11743	257	6	,	,	PUNCT
aiti-11743	257	7	j.	j.	PROPN
aiti-11743	257	8	algaraady	algaraady	PROPN
aiti-11743	257	9	,	,	PUNCT
aiti-11743	257	10	m.	m.	NOUN
aiti-11743	257	11	alrahiali	alrahiali	PROPN
aiti-11743	257	12	,	,	PUNCT
aiti-11743	257	13	and	and	CCONJ
aiti-11743	257	14	a.	a.	NOUN
aiti-11743	257	15	alblwi	alblwi	PROPN
aiti-11743	257	16	,	,	PUNCT
aiti-11743	257	17	“	"	PUNCT
aiti-11743	257	18	sentiment	sentiment	NOUN
aiti-11743	257	19	analysis	analysis	NOUN
aiti-11743	257	20	of	of	ADP
aiti-11743	257	21	public	public	ADJ
aiti-11743	257	22	tweets	tweet	NOUN
aiti-11743	257	23	towards	towards	ADP
aiti-11743	257	24	the	the	DET
aiti-11743	257	25	emergence	emergence	NOUN
aiti-11743	257	26	of	of	ADP
aiti-11743	257	27	sars	sar	NOUN
aiti-11743	257	28	-	-	PUNCT
aiti-11743	257	29	cov-2	cov-2	NOUN
aiti-11743	257	30	omicron	omicron	NOUN
aiti-11743	257	31	variant	variant	NOUN
aiti-11743	257	32	:	:	PUNCT
aiti-11743	257	33	a	a	DET
aiti-11743	257	34	social	social	ADJ
aiti-11743	257	35	media	medium	NOUN
aiti-11743	257	36	analytics	analytic	NOUN
aiti-11743	257	37	framework	framework	NOUN
aiti-11743	257	38	,	,	PUNCT
aiti-11743	257	39	”	"	PUNCT
aiti-11743	257	40	engineering	engineering	NOUN
aiti-11743	257	41	,	,	PUNCT
aiti-11743	257	42	technology	technology	NOUN
aiti-11743	257	43	&	&	CCONJ
aiti-11743	257	44	applied	apply	VERB
aiti-11743	257	45	science	science	NOUN
aiti-11743	257	46	research	research	NOUN
aiti-11743	257	47	,	,	PUNCT
aiti-11743	257	48	vol	vol	NOUN
aiti-11743	257	49	.	.	PROPN
aiti-11743	257	50	12	12	NUM
aiti-11743	257	51	,	,	PUNCT
aiti-11743	257	52	no	no	INTJ
aiti-11743	257	53	.	.	NOUN
aiti-11743	257	54	3	3	NUM
aiti-11743	257	55	,	,	PUNCT
aiti-11743	257	56	june	june	PROPN
aiti-11743	257	57	2022	2022	NUM
aiti-11743	257	58	.	.	PUNCT
aiti-11743	258	1	[	[	X
aiti-11743	258	2	13	13	NUM
aiti-11743	258	3	]	]	X
aiti-11743	258	4	b.	b.	PROPN
aiti-11743	258	5	n.	n.	PROPN
aiti-11743	258	6	ramya	ramya	PROPN
aiti-11743	258	7	,	,	PUNCT
aiti-11743	258	8	s.	s.	PROPN
aiti-11743	258	9	m.	m.	PROPN
aiti-11743	258	10	shetty	shetty	PROPN
aiti-11743	258	11	,	,	PUNCT
aiti-11743	258	12	a.	a.	PROPN
aiti-11743	258	13	m.	m.	PROPN
aiti-11743	258	14	amaresh	amaresh	PROPN
aiti-11743	258	15	,	,	PUNCT
aiti-11743	258	16	and	and	CCONJ
aiti-11743	258	17	r.	r.	PROPN
aiti-11743	258	18	rakshitha	rakshitha	PROPN
aiti-11743	258	19	,	,	PUNCT
aiti-11743	258	20	“	"	PUNCT
aiti-11743	258	21	smart	smart	ADJ
aiti-11743	258	22	simon	simon	PROPN
aiti-11743	258	23	bot	bot	PROPN
aiti-11743	258	24	with	with	ADP
aiti-11743	258	25	public	public	ADJ
aiti-11743	258	26	sentiment	sentiment	NOUN
aiti-11743	258	27	analysis	analysis	NOUN
aiti-11743	258	28	for	for	ADP
aiti-11743	258	29	novel	novel	ADJ
aiti-11743	258	30	covid-19	covid-19	PROPN
aiti-11743	258	31	tweets	tweet	NOUN
aiti-11743	258	32	stratification	stratification	NOUN
aiti-11743	258	33	,	,	PUNCT
aiti-11743	258	34	”	"	PUNCT
aiti-11743	258	35	sn	sn	PROPN
aiti-11743	258	36	computer	computer	NOUN
aiti-11743	258	37	science	science	NOUN
aiti-11743	258	38	,	,	PUNCT
aiti-11743	258	39	vol	vol	NOUN
aiti-11743	258	40	.	.	PROPN
aiti-11743	258	41	2	2	NUM
aiti-11743	258	42	,	,	PUNCT
aiti-11743	258	43	no	no	INTJ
aiti-11743	258	44	.	.	NOUN
aiti-11743	258	45	3	3	NUM
aiti-11743	258	46	,	,	PUNCT
aiti-11743	258	47	article	article	NOUN
aiti-11743	258	48	no	no	NOUN
aiti-11743	258	49	.	.	PROPN
aiti-11743	258	50	227	227	NUM
aiti-11743	258	51	,	,	PUNCT
aiti-11743	258	52	may	may	AUX
aiti-11743	258	53	2021	2021	NUM
aiti-11743	258	54	.	.	PUNCT
aiti-11743	259	1	[	[	X
aiti-11743	259	2	14	14	NUM
aiti-11743	259	3	]	]	X
aiti-11743	259	4	g.	g.	PROPN
aiti-11743	259	5	m.	m.	PROPN
aiti-11743	259	6	demirci	demirci	PROPN
aiti-11743	259	7	,	,	PUNCT
aiti-11743	259	8	s.	s.	PROPN
aiti-11743	259	9	r.	r.	PROPN
aiti-11743	259	10	keskin	keskin	PROPN
aiti-11743	259	11	,	,	PUNCT
aiti-11743	259	12	and	and	CCONJ
aiti-11743	259	13	g.	g.	PROPN
aiti-11743	259	14	dogan	dogan	PROPN
aiti-11743	259	15	,	,	PUNCT
aiti-11743	259	16	“	"	PUNCT
aiti-11743	259	17	sentiment	sentiment	NOUN
aiti-11743	259	18	analysis	analysis	NOUN
aiti-11743	259	19	in	in	ADP
aiti-11743	259	20	turkish	turkish	NOUN
aiti-11743	259	21	with	with	ADP
aiti-11743	259	22	deep	deep	ADJ
aiti-11743	259	23	learning	learning	NOUN
aiti-11743	259	24	,	,	PUNCT
aiti-11743	259	25	”	"	PUNCT
aiti-11743	259	26	international	international	ADJ
aiti-11743	259	27	conference	conference	NOUN
aiti-11743	259	28	on	on	ADP
aiti-11743	259	29	big	big	ADJ
aiti-11743	259	30	data	datum	NOUN
aiti-11743	259	31	,	,	PUNCT
aiti-11743	259	32	pp	pp	ADP
aiti-11743	259	33	.	.	PUNCT
aiti-11743	260	1	2215	2215	NUM
aiti-11743	260	2	-	-	SYM
aiti-11743	260	3	2221	2221	NUM
aiti-11743	260	4	,	,	PUNCT
aiti-11743	260	5	december	december	PROPN
aiti-11743	260	6	2019	2019	NUM
aiti-11743	260	7	.	.	PUNCT
aiti-11743	261	1	[	[	X
aiti-11743	261	2	15	15	NUM
aiti-11743	261	3	]	]	X
aiti-11743	261	4	s.	s.	PROPN
aiti-11743	261	5	s.	s.	PROPN
aiti-11743	261	6	aljameel	aljameel	PROPN
aiti-11743	261	7	,	,	PUNCT
aiti-11743	261	8	d.	d.	PROPN
aiti-11743	261	9	a.	a.	PROPN
aiti-11743	261	10	alabbad	alabbad	PROPN
aiti-11743	261	11	,	,	PUNCT
aiti-11743	261	12	n.	n.	PROPN
aiti-11743	261	13	a.	a.	PROPN
aiti-11743	261	14	alzahrani	alzahrani	PROPN
aiti-11743	261	15	,	,	PUNCT
aiti-11743	261	16	s.	s.	PROPN
aiti-11743	261	17	m.	m.	PROPN
aiti-11743	261	18	alqarni	alqarni	PROPN
aiti-11743	261	19	,	,	PUNCT
aiti-11743	261	20	f.	f.	PROPN
aiti-11743	261	21	a.	a.	PROPN
aiti-11743	261	22	alamoudi	alamoudi	PROPN
aiti-11743	261	23	,	,	PUNCT
aiti-11743	261	24	l.	l.	PROPN
aiti-11743	261	25	m.	m.	PROPN
aiti-11743	261	26	babili	babili	PROPN
aiti-11743	261	27	,	,	PUNCT
aiti-11743	261	28	et	et	PROPN
aiti-11743	261	29	al	al	PROPN
aiti-11743	261	30	.	.	PROPN
aiti-11743	261	31	,	,	PUNCT
aiti-11743	261	32	“	"	PUNCT
aiti-11743	261	33	a	a	DET
aiti-11743	261	34	sentiment	sentiment	NOUN
aiti-11743	261	35	analysis	analysis	NOUN
aiti-11743	261	36	approach	approach	NOUN
aiti-11743	261	37	to	to	PART
aiti-11743	261	38	predict	predict	VERB
aiti-11743	261	39	an	an	DET
aiti-11743	261	40	individual	individual	NOUN
aiti-11743	261	41	’s	’s	PART
aiti-11743	261	42	awareness	awareness	NOUN
aiti-11743	261	43	of	of	ADP
aiti-11743	261	44	the	the	DET
aiti-11743	261	45	precautionary	precautionary	ADJ
aiti-11743	261	46	procedures	procedure	NOUN
aiti-11743	261	47	to	to	PART
aiti-11743	261	48	prevent	prevent	VERB
aiti-11743	261	49	covid-19	covid-19	PROPN
aiti-11743	261	50	outbreaks	outbreak	NOUN
aiti-11743	261	51	in	in	ADP
aiti-11743	261	52	saudi	saudi	PROPN
aiti-11743	261	53	arabia	arabia	PROPN
aiti-11743	261	54	,	,	PUNCT
aiti-11743	261	55	”	"	PUNCT
aiti-11743	261	56	international	international	ADJ
aiti-11743	261	57	journal	journal	NOUN
aiti-11743	261	58	of	of	ADP
aiti-11743	261	59	environmental	environmental	ADJ
aiti-11743	261	60	research	research	NOUN
aiti-11743	261	61	and	and	CCONJ
aiti-11743	261	62	public	public	ADJ
aiti-11743	261	63	health	health	NOUN
aiti-11743	261	64	,	,	PUNCT
aiti-11743	261	65	vol	vol	NOUN
aiti-11743	261	66	.	.	PROPN
aiti-11743	261	67	18	18	NUM
aiti-11743	261	68	,	,	PUNCT
aiti-11743	261	69	no	no	INTJ
aiti-11743	261	70	.	.	NOUN
aiti-11743	261	71	1	1	NUM
aiti-11743	261	72	,	,	PUNCT
aiti-11743	261	73	article	article	NOUN
aiti-11743	261	74	no	no	NOUN
aiti-11743	261	75	.	.	PROPN
aiti-11743	261	76	218	218	NUM
aiti-11743	261	77	,	,	PUNCT
aiti-11743	261	78	january	january	NOUN
aiti-11743	261	79	2021	2021	NUM
aiti-11743	261	80	.	.	PUNCT
aiti-11743	262	1	[	[	X
aiti-11743	262	2	16	16	NUM
aiti-11743	262	3	]	]	X
aiti-11743	262	4	a.	a.	NOUN
aiti-11743	262	5	onan	onan	PROPN
aiti-11743	262	6	,	,	PUNCT
aiti-11743	262	7	“	"	PUNCT
aiti-11743	262	8	sentiment	sentiment	NOUN
aiti-11743	262	9	analysis	analysis	NOUN
aiti-11743	262	10	on	on	ADP
aiti-11743	262	11	product	product	NOUN
aiti-11743	262	12	reviews	review	NOUN
aiti-11743	262	13	based	base	VERB
aiti-11743	262	14	on	on	ADP
aiti-11743	262	15	weighted	weight	VERB
aiti-11743	262	16	word	word	NOUN
aiti-11743	262	17	embeddings	embedding	NOUN
aiti-11743	262	18	and	and	CCONJ
aiti-11743	262	19	deep	deep	ADJ
aiti-11743	262	20	neural	neural	ADJ
aiti-11743	262	21	networks	network	NOUN
aiti-11743	262	22	,	,	PUNCT
aiti-11743	262	23	”	"	PUNCT
aiti-11743	262	24	concurrency	concurrency	NOUN
aiti-11743	262	25	and	and	CCONJ
aiti-11743	262	26	computation	computation	NOUN
aiti-11743	262	27	:	:	PUNCT
aiti-11743	262	28	practice	practice	NOUN
aiti-11743	262	29	and	and	CCONJ
aiti-11743	262	30	experience	experience	NOUN
aiti-11743	262	31	,	,	PUNCT
aiti-11743	262	32	vol	vol	NOUN
aiti-11743	262	33	.	.	PROPN
aiti-11743	263	1	33	33	NUM
aiti-11743	263	2	,	,	PUNCT
aiti-11743	263	3	no	no	INTJ
aiti-11743	263	4	.	.	NOUN
aiti-11743	263	5	23	23	NUM
aiti-11743	263	6	,	,	PUNCT
aiti-11743	263	7	article	article	NOUN
aiti-11743	263	8	no	no	INTJ
aiti-11743	263	9	.	.	PUNCT
aiti-11743	264	1	e5909	e5909	ADJ
aiti-11743	264	2	,	,	PUNCT
aiti-11743	264	3	december	december	PROPN
aiti-11743	264	4	2020	2020	NUM
aiti-11743	264	5	.	.	PUNCT
aiti-11743	265	1	[	[	X
aiti-11743	265	2	17	17	NUM
aiti-11743	265	3	]	]	PUNCT
aiti-11743	265	4	j.	j.	PROPN
aiti-11743	265	5	samuel	samuel	PROPN
aiti-11743	265	6	,	,	PUNCT
aiti-11743	265	7	g.	g.	PROPN
aiti-11743	265	8	g.	g.	PROPN
aiti-11743	265	9	m.	m.	PROPN
aiti-11743	265	10	n.	n.	PROPN
aiti-11743	265	11	ali	ali	PROPN
aiti-11743	265	12	,	,	PUNCT
aiti-11743	265	13	m.	m.	NOUN
aiti-11743	265	14	m.	m.	PROPN
aiti-11743	265	15	rahman	rahman	PROPN
aiti-11743	265	16	,	,	PUNCT
aiti-11743	265	17	e.	e.	PROPN
aiti-11743	265	18	esawi	esawi	PROPN
aiti-11743	265	19	,	,	PUNCT
aiti-11743	265	20	and	and	CCONJ
aiti-11743	265	21	y.	y.	PROPN
aiti-11743	265	22	samuel	samuel	PROPN
aiti-11743	265	23	,	,	PUNCT
aiti-11743	265	24	“	"	PUNCT
aiti-11743	265	25	covid-19	covid-19	PROPN
aiti-11743	265	26	public	public	ADJ
aiti-11743	265	27	sentiment	sentiment	NOUN
aiti-11743	265	28	insights	insight	NOUN
aiti-11743	265	29	and	and	CCONJ
aiti-11743	265	30	machine	machine	NOUN
aiti-11743	265	31	learning	learn	VERB
aiti-11743	265	32	for	for	ADP
aiti-11743	265	33	tweets	tweet	NOUN
aiti-11743	265	34	classification	classification	NOUN
aiti-11743	265	35	,	,	PUNCT
aiti-11743	265	36	”	"	PUNCT
aiti-11743	265	37	information	information	NOUN
aiti-11743	265	38	,	,	PUNCT
aiti-11743	265	39	vol	vol	NOUN
aiti-11743	265	40	.	.	PROPN
aiti-11743	265	41	11	11	NUM
aiti-11743	265	42	,	,	PUNCT
aiti-11743	265	43	no	no	INTJ
aiti-11743	265	44	.	.	NOUN
aiti-11743	265	45	6	6	NUM
aiti-11743	265	46	,	,	PUNCT
aiti-11743	265	47	article	article	NOUN
aiti-11743	265	48	no	no	NOUN
aiti-11743	265	49	.	.	PROPN
aiti-11743	265	50	314	314	NUM
aiti-11743	265	51	,	,	PUNCT
aiti-11743	265	52	june	june	PROPN
aiti-11743	265	53	2020	2020	NUM
aiti-11743	265	54	.	.	PUNCT
aiti-11743	266	1	[	[	X
aiti-11743	266	2	18	18	NUM
aiti-11743	266	3	]	]	X
aiti-11743	266	4	g.	g.	PROPN
aiti-11743	266	5	barkur	barkur	PROPN
aiti-11743	266	6	,	,	PUNCT
aiti-11743	266	7	vibha	vibha	NOUN
aiti-11743	266	8	,	,	PUNCT
aiti-11743	266	9	and	and	CCONJ
aiti-11743	266	10	g.	g.	PROPN
aiti-11743	266	11	b.	b.	PROPN
aiti-11743	266	12	kamath	kamath	PROPN
aiti-11743	266	13	,	,	PUNCT
aiti-11743	266	14	“	"	PUNCT
aiti-11743	266	15	sentiment	sentiment	NOUN
aiti-11743	266	16	analysis	analysis	NOUN
aiti-11743	266	17	of	of	ADP
aiti-11743	266	18	nationwide	nationwide	ADJ
aiti-11743	266	19	lockdown	lockdown	NOUN
aiti-11743	266	20	due	due	ADP
aiti-11743	266	21	to	to	PART
aiti-11743	266	22	covid	covid	VERB
aiti-11743	266	23	19	19	NUM
aiti-11743	266	24	outbreak	outbreak	NOUN
aiti-11743	266	25	:	:	PUNCT
aiti-11743	266	26	evidence	evidence	NOUN
aiti-11743	266	27	from	from	ADP
aiti-11743	266	28	india	india	PROPN
aiti-11743	266	29	,	,	PUNCT
aiti-11743	266	30	”	"	PUNCT
aiti-11743	266	31	asian	asian	ADJ
aiti-11743	266	32	journal	journal	NOUN
aiti-11743	266	33	of	of	ADP
aiti-11743	266	34	psychiatry	psychiatry	NOUN
aiti-11743	266	35	,	,	PUNCT
aiti-11743	266	36	vol	vol	NOUN
aiti-11743	266	37	.	.	PROPN
aiti-11743	266	38	51	51	NUM
aiti-11743	266	39	,	,	PUNCT
aiti-11743	266	40	article	article	NOUN
aiti-11743	266	41	no	no	NOUN
aiti-11743	266	42	.	.	PROPN
aiti-11743	266	43	102089	102089	NUM
aiti-11743	266	44	,	,	PUNCT
aiti-11743	266	45	june	june	PROPN
aiti-11743	266	46	2020	2020	NUM
aiti-11743	266	47	.	.	PUNCT
aiti-11743	267	1	[	[	X
aiti-11743	267	2	19	19	NUM
aiti-11743	267	3	]	]	X
aiti-11743	267	4	a.	a.	NOUN
aiti-11743	267	5	abd	abd	PROPN
aiti-11743	267	6	-	-	PUNCT
aiti-11743	267	7	alrazaq	alrazaq	PROPN
aiti-11743	267	8	,	,	PUNCT
aiti-11743	267	9	d.	d.	NOUN
aiti-11743	267	10	alhuwail	alhuwail	NOUN
aiti-11743	267	11	,	,	PUNCT
aiti-11743	267	12	m.	m.	NOUN
aiti-11743	267	13	househ	househ	PROPN
aiti-11743	267	14	,	,	PUNCT
aiti-11743	267	15	m.	m.	PROPN
aiti-11743	267	16	hamdi	hamdi	PROPN
aiti-11743	267	17	,	,	PUNCT
aiti-11743	267	18	and	and	CCONJ
aiti-11743	267	19	z.	z.	PROPN
aiti-11743	267	20	shah	shah	PROPN
aiti-11743	267	21	,	,	PUNCT
aiti-11743	267	22	“	"	PUNCT
aiti-11743	267	23	top	top	ADJ
aiti-11743	267	24	concerns	concern	NOUN
aiti-11743	267	25	of	of	ADP
aiti-11743	267	26	tweeters	tweeter	NOUN
aiti-11743	267	27	during	during	ADP
aiti-11743	267	28	the	the	DET
aiti-11743	267	29	covid-19	covid-19	PROPN
aiti-11743	267	30	pandemic	pandemic	NOUN
aiti-11743	267	31	:	:	PUNCT
aiti-11743	267	32	infoveillance	infoveillance	ADJ
aiti-11743	267	33	study	study	NOUN
aiti-11743	267	34	,	,	PUNCT
aiti-11743	267	35	”	"	PUNCT
aiti-11743	267	36	journal	journal	NOUN
aiti-11743	267	37	of	of	ADP
aiti-11743	267	38	medical	medical	ADJ
aiti-11743	267	39	internet	internet	NOUN
aiti-11743	267	40	research	research	NOUN
aiti-11743	267	41	,	,	PUNCT
aiti-11743	267	42	vol	vol	NOUN
aiti-11743	267	43	.	.	PROPN
aiti-11743	267	44	22	22	NUM
aiti-11743	267	45	,	,	PUNCT
aiti-11743	267	46	no	no	INTJ
aiti-11743	267	47	.	.	NOUN
aiti-11743	267	48	4	4	NUM
aiti-11743	267	49	,	,	PUNCT
aiti-11743	267	50	article	article	NOUN
aiti-11743	267	51	no	no	NOUN
aiti-11743	267	52	.	.	PUNCT
aiti-11743	268	1	e19016	e19016	PROPN
aiti-11743	268	2	,	,	PUNCT
aiti-11743	268	3	april	april	PROPN
aiti-11743	268	4	2020	2020	NUM
aiti-11743	268	5	.	.	PUNCT
aiti-11743	269	1	[	[	X
aiti-11743	269	2	20	20	NUM
aiti-11743	269	3	]	]	PUNCT
aiti-11743	269	4	s.	s.	PROPN
aiti-11743	269	5	li	li	PROPN
aiti-11743	269	6	,	,	PUNCT
aiti-11743	269	7	y.	y.	PROPN
aiti-11743	269	8	wang	wang	PROPN
aiti-11743	269	9	,	,	PUNCT
aiti-11743	269	10	j.	j.	PROPN
aiti-11743	269	11	xue	xue	PROPN
aiti-11743	269	12	,	,	PUNCT
aiti-11743	269	13	n.	n.	PROPN
aiti-11743	269	14	zhao	zhao	PROPN
aiti-11743	269	15	,	,	PUNCT
aiti-11743	269	16	and	and	CCONJ
aiti-11743	269	17	t.	t.	PROPN
aiti-11743	269	18	zhu	zhu	PROPN
aiti-11743	269	19	,	,	PUNCT
aiti-11743	269	20	“	"	PUNCT
aiti-11743	269	21	the	the	DET
aiti-11743	269	22	impact	impact	NOUN
aiti-11743	269	23	of	of	ADP
aiti-11743	269	24	covid-19	covid-19	PROPN
aiti-11743	269	25	epidemic	epidemic	NOUN
aiti-11743	269	26	declaration	declaration	NOUN
aiti-11743	269	27	on	on	ADP
aiti-11743	269	28	psychological	psychological	ADJ
aiti-11743	269	29	consequences	consequence	NOUN
aiti-11743	269	30	:	:	PUNCT
aiti-11743	269	31	a	a	DET
aiti-11743	269	32	study	study	NOUN
aiti-11743	269	33	on	on	ADP
aiti-11743	269	34	active	active	ADJ
aiti-11743	269	35	weibo	weibo	NOUN
aiti-11743	269	36	users	user	NOUN
aiti-11743	269	37	,	,	PUNCT
aiti-11743	269	38	”	"	PUNCT
aiti-11743	269	39	international	international	ADJ
aiti-11743	269	40	journal	journal	NOUN
aiti-11743	269	41	of	of	ADP
aiti-11743	269	42	environmental	environmental	ADJ
aiti-11743	269	43	research	research	NOUN
aiti-11743	269	44	and	and	CCONJ
aiti-11743	269	45	public	public	ADJ
aiti-11743	269	46	health	health	NOUN
aiti-11743	269	47	,	,	PUNCT
aiti-11743	269	48	vol	vol	NOUN
aiti-11743	269	49	.	.	PROPN
aiti-11743	269	50	17	17	NUM
aiti-11743	269	51	,	,	PUNCT
aiti-11743	269	52	no	no	INTJ
aiti-11743	269	53	.	.	NOUN
aiti-11743	269	54	6	6	NUM
aiti-11743	269	55	,	,	PUNCT
aiti-11743	269	56	article	article	NOUN
aiti-11743	269	57	no	no	NOUN
aiti-11743	269	58	.	.	PROPN
aiti-11743	269	59	2032	2032	NUM
aiti-11743	269	60	,	,	PUNCT
aiti-11743	269	61	march	march	PROPN
aiti-11743	269	62	2020	2020	NUM
aiti-11743	269	63	.	.	PUNCT
aiti-11743	270	1	[	[	X
aiti-11743	270	2	21	21	NUM
aiti-11743	270	3	]	]	PUNCT
aiti-11743	270	4	m.	m.	NOUN
aiti-11743	270	5	a.	a.	PROPN
aiti-11743	270	6	tocoglu	tocoglu	PROPN
aiti-11743	270	7	,	,	PUNCT
aiti-11743	270	8	o.	o.	PROPN
aiti-11743	270	9	ozturkmenoglu	ozturkmenoglu	PROPN
aiti-11743	270	10	,	,	PUNCT
aiti-11743	270	11	and	and	CCONJ
aiti-11743	270	12	a.	a.	NOUN
aiti-11743	270	13	alpkocak	alpkocak	NOUN
aiti-11743	270	14	,	,	PUNCT
aiti-11743	270	15	“	"	PUNCT
aiti-11743	270	16	emotion	emotion	NOUN
aiti-11743	270	17	analysis	analysis	NOUN
aiti-11743	270	18	from	from	ADP
aiti-11743	270	19	turkish	turkish	ADJ
aiti-11743	270	20	tweets	tweet	NOUN
aiti-11743	270	21	using	use	VERB
aiti-11743	270	22	deep	deep	ADJ
aiti-11743	270	23	neural	neural	ADJ
aiti-11743	270	24	networks	network	NOUN
aiti-11743	270	25	,	,	PUNCT
aiti-11743	270	26	”	"	PUNCT
aiti-11743	270	27	ieee	ieee	NOUN
aiti-11743	270	28	access	access	NOUN
aiti-11743	270	29	,	,	PUNCT
aiti-11743	270	30	vol	vol	NOUN
aiti-11743	270	31	.	.	PROPN
aiti-11743	270	32	7	7	NUM
aiti-11743	270	33	,	,	PUNCT
aiti-11743	270	34	pp	pp	ADJ
aiti-11743	270	35	.	.	PUNCT
aiti-11743	270	36	183061	183061	NUM
aiti-11743	270	37	-	-	SYM
aiti-11743	270	38	183069	183069	NUM
aiti-11743	270	39	,	,	PUNCT
aiti-11743	270	40	2019	2019	NUM
aiti-11743	270	41	.	.	PUNCT
aiti-11743	271	1	[	[	X
aiti-11743	271	2	22	22	NUM
aiti-11743	271	3	]	]	PUNCT
aiti-11743	271	4	s.	s.	PROPN
aiti-11743	271	5	darad	darad	PROPN
aiti-11743	271	6	and	and	CCONJ
aiti-11743	271	7	s.	s.	PROPN
aiti-11743	271	8	krishnan	krishnan	PROPN
aiti-11743	271	9	,	,	PUNCT
aiti-11743	271	10	“	"	PUNCT
aiti-11743	271	11	sentimental	sentimental	ADJ
aiti-11743	271	12	analysis	analysis	NOUN
aiti-11743	271	13	of	of	ADP
aiti-11743	271	14	covid-19	covid-19	PROPN
aiti-11743	271	15	twitter	twitter	NOUN
aiti-11743	271	16	data	datum	NOUN
aiti-11743	271	17	using	use	VERB
aiti-11743	271	18	deep	deep	ADJ
aiti-11743	271	19	learning	learning	NOUN
aiti-11743	271	20	and	and	CCONJ
aiti-11743	271	21	machine	machine	NOUN
aiti-11743	271	22	learning	learning	NOUN
aiti-11743	271	23	models	model	NOUN
aiti-11743	271	24	,	,	PUNCT
aiti-11743	271	25	”	"	PUNCT
aiti-11743	271	26	ingenius	ingenius	ADJ
aiti-11743	271	27	,	,	PUNCT
aiti-11743	271	28	revista	revista	X
aiti-11743	271	29	de	de	X
aiti-11743	271	30	ciencia	ciencia	PROPN
aiti-11743	271	31	y	y	PROPN
aiti-11743	271	32	tecnología	tecnología	PROPN
aiti-11743	271	33	,	,	PUNCT
aiti-11743	271	34	no	no	INTJ
aiti-11743	271	35	.	.	PROPN
aiti-11743	271	36	29	29	NUM
aiti-11743	271	37	,	,	PUNCT
aiti-11743	271	38	pp	pp	ADJ
aiti-11743	271	39	.	.	PUNCT
aiti-11743	272	1	108	108	NUM
aiti-11743	272	2	-	-	SYM
aiti-11743	272	3	117	117	NUM
aiti-11743	272	4	,	,	PUNCT
aiti-11743	272	5	january	january	PROPN
aiti-11743	272	6	-	-	PUNCT
aiti-11743	272	7	june	june	PROPN
aiti-11743	272	8	2023	2023	NUM
aiti-11743	272	9	.	.	PUNCT
aiti-11743	273	1	(	(	PUNCT
aiti-11743	273	2	in	in	ADP
aiti-11743	273	3	español	español	NOUN
aiti-11743	273	4	)	)	PUNCT
aiti-11743	274	1	[	[	X
aiti-11743	274	2	23	23	NUM
aiti-11743	274	3	]	]	X
aiti-11743	274	4	u.	u.	PROPN
aiti-11743	274	5	naseem	naseem	PROPN
aiti-11743	274	6	,	,	PUNCT
aiti-11743	274	7	i.	i.	PROPN
aiti-11743	274	8	razzak	razzak	PROPN
aiti-11743	274	9	,	,	PUNCT
aiti-11743	274	10	m.	m.	NOUN
aiti-11743	274	11	khushi	khushi	PROPN
aiti-11743	274	12	,	,	PUNCT
aiti-11743	274	13	p.	p.	PROPN
aiti-11743	274	14	w.	w.	PROPN
aiti-11743	274	15	eklund	eklund	PROPN
aiti-11743	274	16	,	,	PUNCT
aiti-11743	274	17	and	and	CCONJ
aiti-11743	274	18	j.	j.	PROPN
aiti-11743	274	19	kim	kim	PROPN
aiti-11743	274	20	,	,	PUNCT
aiti-11743	274	21	“	"	PUNCT
aiti-11743	274	22	covidsenti	covidsenti	NOUN
aiti-11743	274	23	:	:	PUNCT
aiti-11743	274	24	a	a	DET
aiti-11743	274	25	large	large	ADJ
aiti-11743	274	26	-	-	PUNCT
aiti-11743	274	27	scale	scale	NOUN
aiti-11743	274	28	benchmark	benchmark	NOUN
aiti-11743	274	29	twitter	twitter	NOUN
aiti-11743	274	30	data	datum	NOUN
aiti-11743	274	31	set	set	VERB
aiti-11743	274	32	for	for	ADP
aiti-11743	274	33	covid-19	covid-19	PROPN
aiti-11743	274	34	sentiment	sentiment	NOUN
aiti-11743	274	35	analysis	analysis	NOUN
aiti-11743	274	36	,	,	PUNCT
aiti-11743	274	37	”	"	PUNCT
aiti-11743	274	38	ieee	ieee	NOUN
aiti-11743	274	39	transactions	transaction	NOUN
aiti-11743	274	40	on	on	ADP
aiti-11743	274	41	computational	computational	ADJ
aiti-11743	274	42	social	social	ADJ
aiti-11743	274	43	systems	system	NOUN
aiti-11743	274	44	,	,	PUNCT
aiti-11743	274	45	vol	vol	NOUN
aiti-11743	274	46	.	.	PROPN
aiti-11743	274	47	8	8	NUM
aiti-11743	274	48	,	,	PUNCT
aiti-11743	274	49	no	no	INTJ
aiti-11743	274	50	.	.	NOUN
aiti-11743	274	51	4	4	NUM
aiti-11743	274	52	,	,	PUNCT
aiti-11743	274	53	pp	pp	ADJ
aiti-11743	274	54	.	.	PUNCT
aiti-11743	274	55	10031015	10031015	NUM
aiti-11743	274	56	,	,	PUNCT
aiti-11743	274	57	august	august	PROPN
aiti-11743	274	58	2021	2021	NUM
aiti-11743	274	59	.	.	PUNCT
aiti-11743	275	1	[	[	X
aiti-11743	275	2	24	24	NUM
aiti-11743	275	3	]	]	PUNCT
aiti-11743	275	4	j.	j.	PROPN
aiti-11743	275	5	devlin	devlin	PROPN
aiti-11743	275	6	,	,	PUNCT
aiti-11743	275	7	m.	m.	PROPN
aiti-11743	275	8	w.	w.	PROPN
aiti-11743	275	9	chang	chang	PROPN
aiti-11743	275	10	,	,	PUNCT
aiti-11743	275	11	k.	k.	PROPN
aiti-11743	275	12	lee	lee	PROPN
aiti-11743	275	13	,	,	PUNCT
aiti-11743	275	14	and	and	CCONJ
aiti-11743	275	15	k.	k.	PROPN
aiti-11743	275	16	toutanova	toutanova	PROPN
aiti-11743	275	17	,	,	PUNCT
aiti-11743	275	18	“	"	PUNCT
aiti-11743	275	19	bert	bert	PROPN
aiti-11743	275	20	:	:	PUNCT
aiti-11743	275	21	pre	pre	ADJ
aiti-11743	275	22	-	-	NOUN
aiti-11743	275	23	training	training	NOUN
aiti-11743	275	24	of	of	ADP
aiti-11743	275	25	deep	deep	ADJ
aiti-11743	275	26	bidirectional	bidirectional	ADJ
aiti-11743	275	27	transformers	transformer	NOUN
aiti-11743	275	28	for	for	ADP
aiti-11743	275	29	language	language	NOUN
aiti-11743	275	30	understanding	understanding	NOUN
aiti-11743	275	31	,	,	PUNCT
aiti-11743	275	32	”	"	PUNCT
aiti-11743	275	33	https://doi.org/10.48550/arxiv.1810.04805	https://doi.org/10.48550/arxiv.1810.04805	PROPN
aiti-11743	275	34	,	,	PUNCT
aiti-11743	275	35	may	may	AUX
aiti-11743	275	36	24	24	NUM
aiti-11743	275	37	,	,	PUNCT
aiti-11743	275	38	2019	2019	NUM
aiti-11743	275	39	.	.	PUNCT
aiti-11743	276	1	[	[	X
aiti-11743	276	2	25	25	NUM
aiti-11743	276	3	]	]	PUNCT
aiti-11743	276	4	k.	k.	PROPN
aiti-11743	276	5	garcia	garcia	PROPN
aiti-11743	276	6	and	and	CCONJ
aiti-11743	276	7	l.	l.	PROPN
aiti-11743	276	8	berton	berton	PROPN
aiti-11743	276	9	,	,	PUNCT
aiti-11743	276	10	“	"	PUNCT
aiti-11743	276	11	topic	topic	NOUN
aiti-11743	276	12	detection	detection	NOUN
aiti-11743	276	13	and	and	CCONJ
aiti-11743	276	14	sentiment	sentiment	NOUN
aiti-11743	276	15	analysis	analysis	NOUN
aiti-11743	276	16	in	in	ADP
aiti-11743	276	17	twitter	twitter	NOUN
aiti-11743	276	18	content	content	NOUN
aiti-11743	276	19	related	relate	VERB
aiti-11743	276	20	to	to	ADP
aiti-11743	276	21	covid-19	covid-19	PROPN
aiti-11743	276	22	from	from	ADP
aiti-11743	276	23	brazil	brazil	PROPN
aiti-11743	276	24	and	and	CCONJ
aiti-11743	276	25	the	the	DET
aiti-11743	276	26	usa	usa	PROPN
aiti-11743	276	27	,	,	PUNCT
aiti-11743	276	28	”	"	PUNCT
aiti-11743	276	29	applied	apply	VERB
aiti-11743	276	30	soft	soft	ADJ
aiti-11743	276	31	computing	computing	NOUN
aiti-11743	276	32	,	,	PUNCT
aiti-11743	276	33	vol	vol	NOUN
aiti-11743	276	34	.	.	PROPN
aiti-11743	277	1	101	101	NUM
aiti-11743	277	2	,	,	PUNCT
aiti-11743	277	3	article	article	NOUN
aiti-11743	277	4	no	no	NOUN
aiti-11743	277	5	.	.	PROPN
aiti-11743	277	6	107057	107057	NUM
aiti-11743	277	7	,	,	PUNCT
aiti-11743	277	8	march	march	PROPN
aiti-11743	277	9	2021	2021	NUM
aiti-11743	277	10	.	.	PUNCT
aiti-11743	278	1	advances	advance	NOUN
aiti-11743	278	2	in	in	ADP
aiti-11743	278	3	technology	technology	NOUN
aiti-11743	278	4	innovation	innovation	NOUN
aiti-11743	278	5	,	,	PUNCT
aiti-11743	278	6	vol	vol	NOUN
aiti-11743	278	7	.	.	PROPN
aiti-11743	278	8	8	8	NUM
aiti-11743	278	9	,	,	PUNCT
aiti-11743	278	10	no	no	INTJ
aiti-11743	278	11	.	.	NOUN
aiti-11743	278	12	4	4	NUM
aiti-11743	278	13	,	,	PUNCT
aiti-11743	278	14	2023	2023	NUM
aiti-11743	278	15	,	,	PUNCT
aiti-11743	278	16	pp	pp	ADJ
aiti-11743	278	17	.	.	PUNCT
aiti-11743	279	1	254	254	NUM
aiti-11743	279	2	-	-	SYM
aiti-11743	279	3	266	266	NUM
aiti-11743	279	4	266	266	NUM
aiti-11743	279	5	[	[	SYM
aiti-11743	279	6	26	26	NUM
aiti-11743	279	7	]	]	X
aiti-11743	279	8	n.	n.	PROPN
aiti-11743	279	9	chintalapudi	chintalapudi	PROPN
aiti-11743	279	10	,	,	PUNCT
aiti-11743	279	11	g.	g.	PROPN
aiti-11743	279	12	battineni	battineni	PROPN
aiti-11743	279	13	,	,	PUNCT
aiti-11743	279	14	and	and	CCONJ
aiti-11743	279	15	f.	f.	PROPN
aiti-11743	279	16	amenta	amenta	PROPN
aiti-11743	279	17	,	,	PUNCT
aiti-11743	279	18	“	"	PUNCT
aiti-11743	279	19	sentimental	sentimental	ADJ
aiti-11743	279	20	analysis	analysis	NOUN
aiti-11743	279	21	of	of	ADP
aiti-11743	279	22	covid-19	covid-19	PROPN
aiti-11743	279	23	tweets	tweet	NOUN
aiti-11743	279	24	using	use	VERB
aiti-11743	279	25	deep	deep	ADJ
aiti-11743	279	26	learning	learning	NOUN
aiti-11743	279	27	models	model	NOUN
aiti-11743	279	28	,	,	PUNCT
aiti-11743	279	29	”	"	PUNCT
aiti-11743	279	30	infectious	infectious	ADJ
aiti-11743	279	31	disease	disease	NOUN
aiti-11743	279	32	reports	report	NOUN
aiti-11743	279	33	,	,	PUNCT
aiti-11743	279	34	vol	vol	NOUN
aiti-11743	279	35	.	.	PROPN
aiti-11743	280	1	13	13	NUM
aiti-11743	280	2	,	,	PUNCT
aiti-11743	280	3	no	no	INTJ
aiti-11743	280	4	.	.	NOUN
aiti-11743	280	5	2	2	NUM
aiti-11743	280	6	,	,	PUNCT
aiti-11743	280	7	pp	pp	ADJ
aiti-11743	280	8	.	.	PUNCT
aiti-11743	281	1	329	329	NUM
aiti-11743	281	2	-	-	SYM
aiti-11743	281	3	339	339	NUM
aiti-11743	281	4	,	,	PUNCT
aiti-11743	281	5	june	june	PROPN
aiti-11743	281	6	2021	2021	NUM
aiti-11743	281	7	.	.	PUNCT
aiti-11743	282	1	[	[	X
aiti-11743	282	2	27	27	NUM
aiti-11743	282	3	]	]	PUNCT
aiti-11743	282	4	m.	m.	PROPN
aiti-11743	282	5	s.	s.	PROPN
aiti-11743	282	6	satu	satu	PROPN
aiti-11743	282	7	,	,	PUNCT
aiti-11743	282	8	m.	m.	PROPN
aiti-11743	282	9	i.	i.	PROPN
aiti-11743	282	10	khan	khan	PROPN
aiti-11743	282	11	,	,	PUNCT
aiti-11743	282	12	m.	m.	NOUN
aiti-11743	282	13	mahmud	mahmud	PROPN
aiti-11743	282	14	,	,	PUNCT
aiti-11743	282	15	s.	s.	PROPN
aiti-11743	282	16	uddin	uddin	PROPN
aiti-11743	282	17	,	,	PUNCT
aiti-11743	282	18	m.	m.	NOUN
aiti-11743	282	19	a.	a.	NOUN
aiti-11743	282	20	summers	summers	PROPN
aiti-11743	282	21	,	,	PUNCT
aiti-11743	282	22	j.	j.	PROPN
aiti-11743	282	23	m.	m.	PROPN
aiti-11743	282	24	w.	w.	PROPN
aiti-11743	282	25	quinn	quinn	PROPN
aiti-11743	282	26	,	,	PUNCT
aiti-11743	282	27	et	et	PROPN
aiti-11743	282	28	al	al	PROPN
aiti-11743	282	29	.	.	PROPN
aiti-11743	282	30	,	,	PUNCT
aiti-11743	282	31	“	"	PUNCT
aiti-11743	282	32	tclustvid	tclustvid	ADV
aiti-11743	282	33	:	:	PUNCT
aiti-11743	282	34	a	a	DET
aiti-11743	282	35	novel	novel	ADJ
aiti-11743	282	36	machine	machine	NOUN
aiti-11743	282	37	learning	learn	VERB
aiti-11743	282	38	classification	classification	NOUN
aiti-11743	282	39	model	model	NOUN
aiti-11743	282	40	to	to	PART
aiti-11743	282	41	investigate	investigate	VERB
aiti-11743	282	42	topics	topic	NOUN
aiti-11743	282	43	and	and	CCONJ
aiti-11743	282	44	sentiment	sentiment	NOUN
aiti-11743	282	45	in	in	ADP
aiti-11743	282	46	covid-19	covid-19	PROPN
aiti-11743	282	47	tweets	tweet	NOUN
aiti-11743	282	48	,	,	PUNCT
aiti-11743	282	49	”	"	PUNCT
aiti-11743	282	50	knowledge	knowledge	NOUN
aiti-11743	282	51	-	-	PUNCT
aiti-11743	282	52	based	base	VERB
aiti-11743	282	53	systems	system	NOUN
aiti-11743	282	54	,	,	PUNCT
aiti-11743	282	55	vol	vol	NOUN
aiti-11743	282	56	.	.	PROPN
aiti-11743	282	57	226	226	NUM
aiti-11743	282	58	,	,	PUNCT
aiti-11743	282	59	article	article	NOUN
aiti-11743	282	60	no	no	NOUN
aiti-11743	282	61	.	.	PROPN
aiti-11743	282	62	107126	107126	NUM
aiti-11743	282	63	,	,	PUNCT
aiti-11743	282	64	august	august	PROPN
aiti-11743	282	65	2021	2021	NUM
aiti-11743	282	66	.	.	PUNCT
aiti-11743	283	1	[	[	X
aiti-11743	283	2	28	28	NUM
aiti-11743	283	3	]	]	X
aiti-11743	283	4	a.	a.	NOUN
aiti-11743	283	5	t.	t.	PROPN
aiti-11743	283	6	kabakus	kabakus	PROPN
aiti-11743	283	7	,	,	PUNCT
aiti-11743	283	8	“	"	PUNCT
aiti-11743	283	9	a	a	DET
aiti-11743	283	10	novel	novel	NOUN
aiti-11743	283	11	covid-19	covid-19	PROPN
aiti-11743	283	12	sentiment	sentiment	NOUN
aiti-11743	283	13	analysis	analysis	NOUN
aiti-11743	283	14	in	in	ADP
aiti-11743	283	15	turkish	turkish	NOUN
aiti-11743	283	16	based	base	VERB
aiti-11743	283	17	on	on	ADP
aiti-11743	283	18	the	the	DET
aiti-11743	283	19	combination	combination	NOUN
aiti-11743	283	20	of	of	ADP
aiti-11743	283	21	convolutional	convolutional	ADJ
aiti-11743	283	22	neural	neural	ADJ
aiti-11743	283	23	network	network	NOUN
aiti-11743	283	24	and	and	CCONJ
aiti-11743	283	25	bidirectional	bidirectional	ADJ
aiti-11743	283	26	long	long	ADJ
aiti-11743	283	27	-	-	PUNCT
aiti-11743	283	28	short	short	ADJ
aiti-11743	283	29	term	term	NOUN
aiti-11743	283	30	memory	memory	NOUN
aiti-11743	283	31	on	on	ADP
aiti-11743	283	32	twitter	twitter	NOUN
aiti-11743	283	33	,	,	PUNCT
aiti-11743	283	34	”	"	PUNCT
aiti-11743	283	35	concurrency	concurrency	NOUN
aiti-11743	283	36	and	and	CCONJ
aiti-11743	283	37	computation	computation	NOUN
aiti-11743	283	38	:	:	PUNCT
aiti-11743	283	39	practice	practice	NOUN
aiti-11743	283	40	and	and	CCONJ
aiti-11743	283	41	experience	experience	NOUN
aiti-11743	283	42	,	,	PUNCT
aiti-11743	283	43	vol	vol	NOUN
aiti-11743	283	44	.	.	PROPN
aiti-11743	284	1	34	34	NUM
aiti-11743	284	2	,	,	PUNCT
aiti-11743	284	3	no	no	INTJ
aiti-11743	284	4	.	.	NOUN
aiti-11743	284	5	22	22	NUM
aiti-11743	284	6	,	,	PUNCT
aiti-11743	284	7	article	article	NOUN
aiti-11743	284	8	no	no	INTJ
aiti-11743	284	9	.	.	PUNCT
aiti-11743	285	1	e6883	e6883	PROPN
aiti-11743	285	2	,	,	PUNCT
aiti-11743	285	3	october	october	PROPN
aiti-11743	285	4	2022	2022	NUM
aiti-11743	285	5	.	.	PUNCT
aiti-11743	286	1	[	[	X
aiti-11743	286	2	29	29	NUM
aiti-11743	286	3	]	]	PUNCT
aiti-11743	286	4	z.	z.	PROPN
aiti-11743	286	5	jalil	jalil	PROPN
aiti-11743	286	6	,	,	PUNCT
aiti-11743	286	7	a.	a.	PROPN
aiti-11743	286	8	abbasi	abbasi	PROPN
aiti-11743	286	9	,	,	PUNCT
aiti-11743	286	10	a.	a.	PROPN
aiti-11743	286	11	r.	r.	PROPN
aiti-11743	286	12	javed	javed	PROPN
aiti-11743	286	13	,	,	PUNCT
aiti-11743	286	14	m.	m.	PROPN
aiti-11743	286	15	b.	b.	PROPN
aiti-11743	286	16	khan	khan	PROPN
aiti-11743	286	17	,	,	PUNCT
aiti-11743	286	18	m.	m.	PROPN
aiti-11743	286	19	h.	h.	PROPN
aiti-11743	286	20	a.	a.	PROPN
aiti-11743	286	21	hasanat	hasanat	PROPN
aiti-11743	286	22	,	,	PUNCT
aiti-11743	286	23	k.	k.	PROPN
aiti-11743	286	24	m.	m.	PROPN
aiti-11743	286	25	malik	malik	PROPN
aiti-11743	286	26	,	,	PUNCT
aiti-11743	286	27	et	et	PROPN
aiti-11743	286	28	al	al	PROPN
aiti-11743	286	29	.	.	PROPN
aiti-11743	286	30	,	,	PUNCT
aiti-11743	286	31	“	"	PUNCT
aiti-11743	286	32	covid-19	covid-19	PROPN
aiti-11743	286	33	related	related	ADJ
aiti-11743	286	34	sentiment	sentiment	NOUN
aiti-11743	286	35	analysis	analysis	NOUN
aiti-11743	286	36	using	use	VERB
aiti-11743	286	37	state	state	NOUN
aiti-11743	286	38	-	-	PUNCT
aiti-11743	286	39	of	of	ADP
aiti-11743	286	40	-	-	PUNCT
aiti-11743	286	41	the	the	DET
aiti-11743	286	42	-	-	PUNCT
aiti-11743	286	43	art	art	NOUN
aiti-11743	286	44	machine	machine	NOUN
aiti-11743	286	45	learning	learning	NOUN
aiti-11743	286	46	and	and	CCONJ
aiti-11743	286	47	deep	deep	ADJ
aiti-11743	286	48	learning	learning	NOUN
aiti-11743	286	49	techniques	technique	NOUN
aiti-11743	286	50	,	,	PUNCT
aiti-11743	286	51	”	"	PUNCT
aiti-11743	286	52	frontiers	frontier	NOUN
aiti-11743	286	53	in	in	ADP
aiti-11743	286	54	public	public	ADJ
aiti-11743	286	55	health	health	NOUN
aiti-11743	286	56	,	,	PUNCT
aiti-11743	286	57	vol	vol	NOUN
aiti-11743	286	58	.	.	PROPN
aiti-11743	286	59	9	9	NUM
aiti-11743	286	60	,	,	PUNCT
aiti-11743	286	61	article	article	NOUN
aiti-11743	286	62	no	no	NOUN
aiti-11743	286	63	.	.	PROPN
aiti-11743	286	64	812735	812735	NUM
aiti-11743	286	65	,	,	PUNCT
aiti-11743	286	66	january	january	PROPN
aiti-11743	286	67	2022	2022	NUM
aiti-11743	286	68	.	.	PUNCT
aiti-11743	287	1	[	[	X
aiti-11743	287	2	30	30	NUM
aiti-11743	287	3	]	]	X
aiti-11743	287	4	a.	a.	NOUN
aiti-11743	287	5	pimpalkar	pimpalkar	PROPN
aiti-11743	287	6	and	and	CCONJ
aiti-11743	287	7	j.	j.	PROPN
aiti-11743	287	8	r.	r.	PROPN
aiti-11743	287	9	raj	raj	PROPN
aiti-11743	287	10	,	,	PUNCT
aiti-11743	287	11	“	"	PUNCT
aiti-11743	287	12	mbilstmglove	mbilstmglove	NOUN
aiti-11743	287	13	:	:	PUNCT
aiti-11743	287	14	embedding	embed	VERB
aiti-11743	287	15	glove	glove	NOUN
aiti-11743	287	16	knowledge	knowledge	NOUN
aiti-11743	287	17	into	into	ADP
aiti-11743	287	18	the	the	DET
aiti-11743	287	19	corpus	corpus	NOUN
aiti-11743	287	20	using	use	VERB
aiti-11743	287	21	multi	multi	ADJ
aiti-11743	287	22	-	-	ADJ
aiti-11743	287	23	layer	layer	ADJ
aiti-11743	287	24	bilstm	bilstm	NOUN
aiti-11743	287	25	deep	deep	ADJ
aiti-11743	287	26	learning	learning	NOUN
aiti-11743	287	27	model	model	NOUN
aiti-11743	287	28	for	for	ADP
aiti-11743	287	29	social	social	ADJ
aiti-11743	287	30	media	medium	NOUN
aiti-11743	287	31	sentiment	sentiment	NOUN
aiti-11743	287	32	analysis	analysis	NOUN
aiti-11743	287	33	,	,	PUNCT
aiti-11743	287	34	”	"	PUNCT
aiti-11743	287	35	expert	expert	NOUN
aiti-11743	287	36	systems	system	NOUN
aiti-11743	287	37	with	with	ADP
aiti-11743	287	38	applications	application	NOUN
aiti-11743	287	39	,	,	PUNCT
aiti-11743	287	40	vol	vol	NOUN
aiti-11743	287	41	.	.	PROPN
aiti-11743	287	42	203	203	NUM
aiti-11743	287	43	,	,	PUNCT
aiti-11743	287	44	article	article	NOUN
aiti-11743	287	45	no	no	NOUN
aiti-11743	287	46	.	.	PROPN
aiti-11743	287	47	117581	117581	NUM
aiti-11743	287	48	,	,	PUNCT
aiti-11743	287	49	october	october	PROPN
aiti-11743	287	50	2022	2022	NUM
aiti-11743	287	51	.	.	PUNCT
aiti-11743	288	1	copyright	copyright	NOUN
aiti-11743	288	2	©	©	PROPN
aiti-11743	288	3	by	by	ADP
aiti-11743	288	4	the	the	DET
aiti-11743	288	5	authors	author	NOUN
aiti-11743	288	6	.	.	PUNCT
aiti-11743	289	1	licensee	licensee	PROPN
aiti-11743	289	2	taeti	taeti	PROPN
aiti-11743	289	3	,	,	PUNCT
aiti-11743	289	4	taiwan	taiwan	PROPN
aiti-11743	289	5	.	.	PUNCT
aiti-11743	290	1	this	this	DET
aiti-11743	290	2	article	article	NOUN
aiti-11743	290	3	is	be	AUX
aiti-11743	290	4	an	an	DET
aiti-11743	290	5	open	open	ADJ
aiti-11743	290	6	-	-	PUNCT
aiti-11743	290	7	access	access	NOUN
aiti-11743	290	8	article	article	NOUN
aiti-11743	290	9	distributed	distribute	VERB
aiti-11743	290	10	under	under	ADP
aiti-11743	290	11	the	the	DET
aiti-11743	290	12	terms	term	NOUN
aiti-11743	290	13	and	and	CCONJ
aiti-11743	290	14	conditions	condition	NOUN
aiti-11743	290	15	of	of	ADP
aiti-11743	290	16	the	the	DET
aiti-11743	290	17	creative	creative	ADJ
aiti-11743	290	18	commons	common	NOUN
aiti-11743	290	19	attribution	attribution	NOUN
aiti-11743	290	20	(	(	PUNCT
aiti-11743	290	21	cc	cc	NOUN
aiti-11743	290	22	by	by	ADP
aiti-11743	290	23	-	-	PUNCT
aiti-11743	290	24	nc	nc	NOUN
aiti-11743	290	25	)	)	PUNCT
aiti-11743	290	26	license	license	NOUN
aiti-11743	290	27	(	(	PUNCT
aiti-11743	290	28	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-11743	290	29	)	)	PUNCT
aiti-11743	290	30	.	.	PUNCT