id	sid	tid	token	lemma	pos
ajsts-4667	1	1	pa	pa	PROPN
ajsts-4667	1	2	ge	ge	PROPN
ajsts-4667	1	3	1	1	NUM
ajsts-4667	1	4	pa	pa	PROPN
ajsts-4667	1	5	ge	ge	PROPN
ajsts-4667	1	6	68	68	NUM
ajsts-4667	1	7	american	american	ADJ
ajsts-4667	1	8	journal	journal	NOUN
ajsts-4667	1	9	of	of	ADP
ajsts-4667	1	10	smart	smart	ADJ
ajsts-4667	1	11	technology	technology	NOUN
ajsts-4667	1	12	and	and	CCONJ
ajsts-4667	1	13	solutions	solution	NOUN
ajsts-4667	1	14	(	(	PUNCT
ajsts-4667	1	15	ajsts	ajst	NOUN
ajsts-4667	1	16	)	)	PUNCT
ajsts-4667	1	17	public	public	ADJ
ajsts-4667	1	18	perceptions	perception	NOUN
ajsts-4667	1	19	of	of	ADP
ajsts-4667	1	20	telegram	telegram	NOUN
ajsts-4667	1	21	’s	’s	PART
ajsts-4667	1	22	association	association	NOUN
ajsts-4667	1	23	with	with	ADP
ajsts-4667	1	24	illicit	illicit	ADJ
ajsts-4667	1	25	activities	activity	NOUN
ajsts-4667	1	26	:	:	PUNCT
ajsts-4667	1	27	a	a	DET
ajsts-4667	1	28	sentiment	sentiment	NOUN
ajsts-4667	1	29	analysis	analysis	NOUN
ajsts-4667	1	30	using	use	VERB
ajsts-4667	1	31	vader	vader	NOUN
ajsts-4667	1	32	and	and	CCONJ
ajsts-4667	1	33	machine	machine	NOUN
ajsts-4667	1	34	learning	learn	VERB
ajsts-4667	1	35	rabel	rabel	PROPN
ajsts-4667	1	36	catayoc1	catayoc1	PROPN
ajsts-4667	1	37	*	*	PROPN
ajsts-4667	1	38	volume	volume	NOUN
ajsts-4667	1	39	4	4	NUM
ajsts-4667	1	40	issue	issue	NOUN
ajsts-4667	1	41	1	1	NUM
ajsts-4667	1	42	,	,	PUNCT
ajsts-4667	1	43	year	year	NOUN
ajsts-4667	1	44	2025	2025	NUM
ajsts-4667	1	45	issn	issn	NOUN
ajsts-4667	1	46	:	:	PUNCT
ajsts-4667	1	47	2837	2837	NUM
ajsts-4667	1	48	-	-	SYM
ajsts-4667	1	49	0295	0295	NUM
ajsts-4667	1	50	(	(	PUNCT
ajsts-4667	1	51	online	online	ADJ
ajsts-4667	1	52	)	)	PUNCT
ajsts-4667	1	53	doi	doi	NOUN
ajsts-4667	1	54	:	:	PUNCT
ajsts-4667	1	55	https://doi.org/10.54536/ajsts.v4i1.4667	https://doi.org/10.54536/ajsts.v4i1.4667	PROPN
ajsts-4667	1	56	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	1	57	article	article	NOUN
ajsts-4667	1	58	information	information	NOUN
ajsts-4667	1	59	abstract	abstract	ADV
ajsts-4667	1	60	received	receive	VERB
ajsts-4667	1	61	:	:	PUNCT
ajsts-4667	1	62	march	march	PROPN
ajsts-4667	1	63	02	02	NUM
ajsts-4667	1	64	,	,	PUNCT
ajsts-4667	1	65	2025	2025	NUM
ajsts-4667	1	66	accepted	accept	VERB
ajsts-4667	1	67	:	:	PUNCT
ajsts-4667	1	68	april	april	PROPN
ajsts-4667	1	69	05	05	NUM
ajsts-4667	1	70	,	,	PUNCT
ajsts-4667	1	71	2025	2025	NUM
ajsts-4667	1	72	published	publish	VERB
ajsts-4667	1	73	:	:	PUNCT
ajsts-4667	1	74	may	may	AUX
ajsts-4667	1	75	07	07	NUM
ajsts-4667	1	76	,	,	PUNCT
ajsts-4667	1	77	2025	2025	NUM
ajsts-4667	1	78	digital	digital	ADJ
ajsts-4667	1	79	communication	communication	NOUN
ajsts-4667	1	80	platforms	platform	NOUN
ajsts-4667	1	81	have	have	AUX
ajsts-4667	1	82	significantly	significantly	ADV
ajsts-4667	1	83	transformed	transform	VERB
ajsts-4667	1	84	social	social	ADJ
ajsts-4667	1	85	interaction	interaction	NOUN
ajsts-4667	1	86	and	and	CCONJ
ajsts-4667	1	87	information	information	NOUN
ajsts-4667	1	88	dissemination	dissemination	NOUN
ajsts-4667	1	89	,	,	PUNCT
ajsts-4667	1	90	yet	yet	CCONJ
ajsts-4667	1	91	simultaneously	simultaneously	ADV
ajsts-4667	1	92	present	present	ADJ
ajsts-4667	1	93	challenges	challenge	NOUN
ajsts-4667	1	94	related	relate	VERB
ajsts-4667	1	95	to	to	ADP
ajsts-4667	1	96	illicit	illicit	ADJ
ajsts-4667	1	97	activities	activity	NOUN
ajsts-4667	1	98	,	,	PUNCT
ajsts-4667	1	99	security	security	NOUN
ajsts-4667	1	100	threats	threat	NOUN
ajsts-4667	1	101	,	,	PUNCT
ajsts-4667	1	102	and	and	CCONJ
ajsts-4667	1	103	regulatory	regulatory	ADJ
ajsts-4667	1	104	oversight	oversight	NOUN
ajsts-4667	1	105	.	.	PUNCT
ajsts-4667	2	1	telegram	telegram	NOUN
ajsts-4667	2	2	,	,	PUNCT
ajsts-4667	2	3	a	a	DET
ajsts-4667	2	4	widely	widely	ADV
ajsts-4667	2	5	-	-	PUNCT
ajsts-4667	2	6	used	use	VERB
ajsts-4667	2	7	encrypted	encrypt	VERB
ajsts-4667	2	8	messaging	messaging	NOUN
ajsts-4667	2	9	service	service	NOUN
ajsts-4667	2	10	,	,	PUNCT
ajsts-4667	2	11	has	have	AUX
ajsts-4667	2	12	recently	recently	ADV
ajsts-4667	2	13	drawn	draw	VERB
ajsts-4667	2	14	global	global	ADJ
ajsts-4667	2	15	scrutiny	scrutiny	NOUN
ajsts-4667	2	16	due	due	ADP
ajsts-4667	2	17	to	to	ADP
ajsts-4667	2	18	allegations	allegation	NOUN
ajsts-4667	2	19	linking	link	VERB
ajsts-4667	2	20	it	it	PRON
ajsts-4667	2	21	to	to	ADP
ajsts-4667	2	22	criminal	criminal	ADJ
ajsts-4667	2	23	enterprises	enterprise	NOUN
ajsts-4667	2	24	,	,	PUNCT
ajsts-4667	2	25	including	include	VERB
ajsts-4667	2	26	identity	identity	NOUN
ajsts-4667	2	27	theft	theft	NOUN
ajsts-4667	2	28	,	,	PUNCT
ajsts-4667	2	29	illicit	illicit	ADJ
ajsts-4667	2	30	drug	drug	NOUN
ajsts-4667	2	31	markets	market	NOUN
ajsts-4667	2	32	,	,	PUNCT
ajsts-4667	2	33	and	and	CCONJ
ajsts-4667	2	34	distribution	distribution	NOUN
ajsts-4667	2	35	of	of	ADP
ajsts-4667	2	36	child	child	NOUN
ajsts-4667	2	37	exploitation	exploitation	NOUN
ajsts-4667	2	38	materials	material	NOUN
ajsts-4667	2	39	.	.	PUNCT
ajsts-4667	3	1	this	this	DET
ajsts-4667	3	2	study	study	NOUN
ajsts-4667	3	3	systematically	systematically	ADV
ajsts-4667	3	4	evaluates	evaluate	VERB
ajsts-4667	3	5	public	public	ADJ
ajsts-4667	3	6	sentiment	sentiment	NOUN
ajsts-4667	3	7	surrounding	surround	VERB
ajsts-4667	3	8	telegram	telegram	NOUN
ajsts-4667	3	9	’s	’s	PART
ajsts-4667	3	10	reported	report	VERB
ajsts-4667	3	11	facilitation	facilitation	NOUN
ajsts-4667	3	12	of	of	ADP
ajsts-4667	3	13	illegal	illegal	ADJ
ajsts-4667	3	14	activities	activity	NOUN
ajsts-4667	3	15	,	,	PUNCT
ajsts-4667	3	16	employing	employ	VERB
ajsts-4667	3	17	comparative	comparative	ADJ
ajsts-4667	3	18	sentiment	sentiment	NOUN
ajsts-4667	3	19	analysis	analysis	NOUN
ajsts-4667	3	20	methodologies	methodology	NOUN
ajsts-4667	3	21	:	:	PUNCT
ajsts-4667	3	22	vader	vader	NOUN
ajsts-4667	3	23	(	(	PUNCT
ajsts-4667	3	24	valence	valence	NOUN
ajsts-4667	3	25	aware	aware	ADJ
ajsts-4667	3	26	dictionary	dictionary	ADJ
ajsts-4667	3	27	and	and	CCONJ
ajsts-4667	3	28	sentiment	sentiment	NOUN
ajsts-4667	3	29	reasoner	reasoner	NOUN
ajsts-4667	3	30	)	)	PUNCT
ajsts-4667	3	31	and	and	CCONJ
ajsts-4667	3	32	a	a	DET
ajsts-4667	3	33	supervised	supervised	ADJ
ajsts-4667	3	34	machine	machine	NOUN
ajsts-4667	3	35	learning	learn	VERB
ajsts-4667	3	36	approach	approach	NOUN
ajsts-4667	3	37	(	(	PUNCT
ajsts-4667	3	38	tf	tf	PROPN
ajsts-4667	3	39	-	-	PUNCT
ajsts-4667	3	40	idf	idf	PROPN
ajsts-4667	3	41	vectorization	vectorization	NOUN
ajsts-4667	3	42	coupled	couple	VERB
ajsts-4667	3	43	with	with	ADP
ajsts-4667	3	44	logistic	logistic	ADJ
ajsts-4667	3	45	regression	regression	NOUN
ajsts-4667	3	46	)	)	PUNCT
ajsts-4667	3	47	.	.	PUNCT
ajsts-4667	4	1	a	a	DET
ajsts-4667	4	2	corpus	corpus	NOUN
ajsts-4667	4	3	of	of	ADP
ajsts-4667	4	4	632	632	NUM
ajsts-4667	4	5	reader	reader	NOUN
ajsts-4667	4	6	comments	comment	NOUN
ajsts-4667	4	7	from	from	ADP
ajsts-4667	4	8	a	a	DET
ajsts-4667	4	9	wall	wall	PROPN
ajsts-4667	4	10	street	street	PROPN
ajsts-4667	4	11	journal	journal	PROPN
ajsts-4667	4	12	article	article	NOUN
ajsts-4667	4	13	discussing	discuss	VERB
ajsts-4667	4	14	telegram	telegram	PROPN
ajsts-4667	4	15	’s	’s	PART
ajsts-4667	4	16	controversial	controversial	ADJ
ajsts-4667	4	17	associations	association	NOUN
ajsts-4667	4	18	was	be	AUX
ajsts-4667	4	19	analysed	analyse	VERB
ajsts-4667	4	20	.	.	PUNCT
ajsts-4667	5	1	vader	vader	NOUN
ajsts-4667	5	2	-	-	PUNCT
ajsts-4667	5	3	based	base	VERB
ajsts-4667	5	4	labelling	labelling	NOUN
ajsts-4667	5	5	identified	identify	VERB
ajsts-4667	5	6	an	an	DET
ajsts-4667	5	7	unexpectedly	unexpectedly	ADV
ajsts-4667	5	8	predominant	predominant	ADJ
ajsts-4667	5	9	positive	positive	ADJ
ajsts-4667	5	10	sentiment	sentiment	NOUN
ajsts-4667	5	11	(	(	PUNCT
ajsts-4667	5	12	59.5	59.5	NUM
ajsts-4667	5	13	%	%	NOUN
ajsts-4667	5	14	)	)	PUNCT
ajsts-4667	5	15	,	,	PUNCT
ajsts-4667	5	16	indicating	indicate	VERB
ajsts-4667	5	17	potential	potential	ADJ
ajsts-4667	5	18	public	public	ADJ
ajsts-4667	5	19	scepticism	scepticism	NOUN
ajsts-4667	5	20	toward	toward	ADP
ajsts-4667	5	21	negative	negative	ADJ
ajsts-4667	5	22	media	medium	NOUN
ajsts-4667	5	23	narratives	narrative	NOUN
ajsts-4667	5	24	or	or	CCONJ
ajsts-4667	5	25	ideological	ideological	ADJ
ajsts-4667	5	26	support	support	NOUN
ajsts-4667	5	27	for	for	ADP
ajsts-4667	5	28	encrypted	encrypt	VERB
ajsts-4667	5	29	platforms	platform	NOUN
ajsts-4667	5	30	.	.	PUNCT
ajsts-4667	6	1	the	the	DET
ajsts-4667	6	2	logistic	logistic	ADJ
ajsts-4667	6	3	regression	regression	NOUN
ajsts-4667	6	4	classifier	classifier	NOUN
ajsts-4667	6	5	demonstrated	demonstrate	VERB
ajsts-4667	6	6	robust	robust	ADJ
ajsts-4667	6	7	predictive	predictive	ADJ
ajsts-4667	6	8	performance	performance	NOUN
ajsts-4667	6	9	,	,	PUNCT
ajsts-4667	6	10	with	with	ADP
ajsts-4667	6	11	overall	overall	ADJ
ajsts-4667	6	12	accuracy	accuracy	NOUN
ajsts-4667	6	13	of	of	ADP
ajsts-4667	6	14	89.56	89.56	NUM
ajsts-4667	6	15	%	%	NOUN
ajsts-4667	6	16	,	,	PUNCT
ajsts-4667	6	17	precision	precision	NOUN
ajsts-4667	6	18	of	of	ADP
ajsts-4667	6	19	91	91	NUM
ajsts-4667	6	20	%	%	NOUN
ajsts-4667	6	21	,	,	PUNCT
ajsts-4667	6	22	recall	recall	NOUN
ajsts-4667	6	23	of	of	ADP
ajsts-4667	6	24	90	90	NUM
ajsts-4667	6	25	%	%	NOUN
ajsts-4667	6	26	,	,	PUNCT
ajsts-4667	6	27	and	and	CCONJ
ajsts-4667	6	28	an	an	DET
ajsts-4667	6	29	f1	f1	NOUN
ajsts-4667	6	30	-	-	PUNCT
ajsts-4667	6	31	score	score	NOUN
ajsts-4667	6	32	of	of	ADP
ajsts-4667	6	33	89	89	NUM
ajsts-4667	6	34	%	%	NOUN
ajsts-4667	6	35	,	,	PUNCT
ajsts-4667	6	36	yet	yet	CCONJ
ajsts-4667	6	37	displayed	display	VERB
ajsts-4667	6	38	a	a	DET
ajsts-4667	6	39	notable	notable	ADJ
ajsts-4667	6	40	positivity	positivity	NOUN
ajsts-4667	6	41	bias	bias	NOUN
ajsts-4667	6	42	,	,	PUNCT
ajsts-4667	6	43	misclassifying	misclassifye	VERB
ajsts-4667	6	44	nuanced	nuanced	ADJ
ajsts-4667	6	45	negative	negative	ADJ
ajsts-4667	6	46	commentary	commentary	NOUN
ajsts-4667	6	47	.	.	PUNCT
ajsts-4667	7	1	qualitative	qualitative	ADJ
ajsts-4667	7	2	word	word	NOUN
ajsts-4667	7	3	cloud	cloud	NOUN
ajsts-4667	7	4	visualizations	visualization	NOUN
ajsts-4667	7	5	further	far	ADV
ajsts-4667	7	6	highlighted	highlight	VERB
ajsts-4667	7	7	distinctive	distinctive	ADJ
ajsts-4667	7	8	lexical	lexical	ADJ
ajsts-4667	7	9	patterns	pattern	NOUN
ajsts-4667	7	10	,	,	PUNCT
ajsts-4667	7	11	underscoring	underscore	VERB
ajsts-4667	7	12	explicit	explicit	ADJ
ajsts-4667	7	13	concerns	concern	NOUN
ajsts-4667	7	14	around	around	ADP
ajsts-4667	7	15	security	security	NOUN
ajsts-4667	7	16	and	and	CCONJ
ajsts-4667	7	17	criminality	criminality	NOUN
ajsts-4667	7	18	in	in	ADP
ajsts-4667	7	19	negative	negative	ADJ
ajsts-4667	7	20	comments	comment	NOUN
ajsts-4667	7	21	and	and	CCONJ
ajsts-4667	7	22	humour	humour	NOUN
ajsts-4667	7	23	or	or	CCONJ
ajsts-4667	7	24	reflective	reflective	ADJ
ajsts-4667	7	25	discourse	discourse	NOUN
ajsts-4667	7	26	in	in	ADP
ajsts-4667	7	27	positive	positive	ADJ
ajsts-4667	7	28	remarks	remark	NOUN
ajsts-4667	7	29	.	.	PUNCT
ajsts-4667	8	1	methodologically	methodologically	ADV
ajsts-4667	8	2	,	,	PUNCT
ajsts-4667	8	3	results	result	NOUN
ajsts-4667	8	4	expose	expose	VERB
ajsts-4667	8	5	critical	critical	ADJ
ajsts-4667	8	6	limitations	limitation	NOUN
ajsts-4667	8	7	of	of	ADP
ajsts-4667	8	8	traditional	traditional	ADJ
ajsts-4667	8	9	lexical	lexical	ADJ
ajsts-4667	8	10	approaches	approach	NOUN
ajsts-4667	8	11	in	in	ADP
ajsts-4667	8	12	capturing	capture	VERB
ajsts-4667	8	13	subtle	subtle	ADJ
ajsts-4667	8	14	,	,	PUNCT
ajsts-4667	8	15	implicit	implicit	ADJ
ajsts-4667	8	16	,	,	PUNCT
ajsts-4667	8	17	or	or	CCONJ
ajsts-4667	8	18	context	context	NOUN
ajsts-4667	8	19	-	-	PUNCT
ajsts-4667	8	20	dependent	dependent	ADJ
ajsts-4667	8	21	negativity	negativity	NOUN
ajsts-4667	8	22	,	,	PUNCT
ajsts-4667	8	23	suggesting	suggest	VERB
ajsts-4667	8	24	the	the	DET
ajsts-4667	8	25	integration	integration	NOUN
ajsts-4667	8	26	of	of	ADP
ajsts-4667	8	27	advanced	advanced	ADJ
ajsts-4667	8	28	context	context	NOUN
ajsts-4667	8	29	-	-	PUNCT
ajsts-4667	8	30	aware	aware	ADJ
ajsts-4667	8	31	modelling	modelling	NOUN
ajsts-4667	8	32	techniques	technique	NOUN
ajsts-4667	8	33	,	,	PUNCT
ajsts-4667	8	34	such	such	ADJ
ajsts-4667	8	35	as	as	ADP
ajsts-4667	8	36	transformer	transformer	NOUN
ajsts-4667	8	37	-	-	PUNCT
ajsts-4667	8	38	based	base	VERB
ajsts-4667	8	39	neural	neural	ADJ
ajsts-4667	8	40	embeddings	embedding	NOUN
ajsts-4667	8	41	,	,	PUNCT
ajsts-4667	8	42	for	for	ADP
ajsts-4667	8	43	enhanced	enhanced	ADJ
ajsts-4667	8	44	precision	precision	NOUN
ajsts-4667	8	45	.	.	PUNCT
ajsts-4667	9	1	practically	practically	ADV
ajsts-4667	9	2	,	,	PUNCT
ajsts-4667	9	3	this	this	DET
ajsts-4667	9	4	analysis	analysis	NOUN
ajsts-4667	9	5	provides	provide	VERB
ajsts-4667	9	6	critical	critical	ADJ
ajsts-4667	9	7	insights	insight	NOUN
ajsts-4667	9	8	for	for	ADP
ajsts-4667	9	9	platform	platform	NOUN
ajsts-4667	9	10	governance	governance	NOUN
ajsts-4667	9	11	,	,	PUNCT
ajsts-4667	9	12	risk	risk	NOUN
ajsts-4667	9	13	management	management	NOUN
ajsts-4667	9	14	strategies	strategy	NOUN
ajsts-4667	9	15	,	,	PUNCT
ajsts-4667	9	16	regulatory	regulatory	ADJ
ajsts-4667	9	17	frameworks	framework	NOUN
ajsts-4667	9	18	,	,	PUNCT
ajsts-4667	9	19	journalistic	journalistic	ADJ
ajsts-4667	9	20	practices	practice	NOUN
ajsts-4667	9	21	,	,	PUNCT
ajsts-4667	9	22	and	and	CCONJ
ajsts-4667	9	23	computational	computational	ADJ
ajsts-4667	9	24	linguistics	linguistic	NOUN
ajsts-4667	9	25	research	research	NOUN
ajsts-4667	9	26	,	,	PUNCT
ajsts-4667	9	27	emphasizing	emphasize	VERB
ajsts-4667	9	28	the	the	DET
ajsts-4667	9	29	necessity	necessity	NOUN
ajsts-4667	9	30	for	for	ADP
ajsts-4667	9	31	balanced	balanced	ADJ
ajsts-4667	9	32	methodological	methodological	ADJ
ajsts-4667	9	33	approaches	approach	NOUN
ajsts-4667	9	34	to	to	PART
ajsts-4667	9	35	accurately	accurately	ADV
ajsts-4667	9	36	gauge	gauge	VERB
ajsts-4667	9	37	and	and	CCONJ
ajsts-4667	9	38	respond	respond	VERB
ajsts-4667	9	39	to	to	ADP
ajsts-4667	9	40	nuanced	nuanced	ADJ
ajsts-4667	9	41	public	public	ADJ
ajsts-4667	9	42	sentiment	sentiment	NOUN
ajsts-4667	9	43	within	within	ADP
ajsts-4667	9	44	contentious	contentious	ADJ
ajsts-4667	9	45	digital	digital	ADJ
ajsts-4667	9	46	discourse	discourse	NOUN
ajsts-4667	9	47	contexts	contexts	NOUN
ajsts-4667	9	48	.	.	PUNCT
ajsts-4667	10	1	keywords	keyword	VERB
ajsts-4667	10	2	entiment	entiment	ADJ
ajsts-4667	10	3	reasoner	reasoner	NOUN
ajsts-4667	10	4	,	,	PUNCT
ajsts-4667	10	5	logistic	logistic	ADJ
ajsts-4667	10	6	regression	regression	NOUN
ajsts-4667	10	7	,	,	PUNCT
ajsts-4667	10	8	machine	machine	NOUN
ajsts-4667	10	9	learning	learning	NOUN
ajsts-4667	10	10	,	,	PUNCT
ajsts-4667	10	11	sentiment	sentiment	NOUN
ajsts-4667	10	12	analysis	analysis	NOUN
ajsts-4667	10	13	,	,	PUNCT
ajsts-4667	10	14	vader	vader	NOUN
ajsts-4667	10	15	,	,	PUNCT
ajsts-4667	10	16	tf	tf	PROPN
ajsts-4667	10	17	-	-	PUNCT
ajsts-4667	10	18	idf	idf	ADJ
ajsts-4667	10	19	1	1	NUM
ajsts-4667	10	20	mindanao	mindanao	PROPN
ajsts-4667	10	21	state	state	PROPN
ajsts-4667	10	22	university	university	PROPN
ajsts-4667	10	23	iligan	iligan	PROPN
ajsts-4667	10	24	institute	institute	PROPN
ajsts-4667	10	25	of	of	ADP
ajsts-4667	10	26	technology	technology	PROPN
ajsts-4667	10	27	,	,	PUNCT
ajsts-4667	10	28	philippines	philippine	NOUN
ajsts-4667	10	29	*	*	PUNCT
ajsts-4667	10	30	corresponding	correspond	VERB
ajsts-4667	10	31	author	author	NOUN
ajsts-4667	10	32	’s	’s	PART
ajsts-4667	10	33	e	e	NOUN
ajsts-4667	10	34	-	-	NOUN
ajsts-4667	10	35	mail	mail	NOUN
ajsts-4667	10	36	:	:	PUNCT
ajsts-4667	11	1	rabelcatayoc@gmail.com	rabelcatayoc@gmail.com	X
ajsts-4667	11	2	introduction	introduction	NOUN
ajsts-4667	11	3	over	over	ADP
ajsts-4667	11	4	the	the	DET
ajsts-4667	11	5	past	past	ADJ
ajsts-4667	11	6	decade	decade	NOUN
ajsts-4667	11	7	,	,	PUNCT
ajsts-4667	11	8	digital	digital	ADJ
ajsts-4667	11	9	communication	communication	NOUN
ajsts-4667	11	10	platforms	platform	NOUN
ajsts-4667	11	11	have	have	AUX
ajsts-4667	11	12	substantially	substantially	ADV
ajsts-4667	11	13	transformed	transform	VERB
ajsts-4667	11	14	interpersonal	interpersonal	ADJ
ajsts-4667	11	15	communication	communication	NOUN
ajsts-4667	11	16	,	,	PUNCT
ajsts-4667	11	17	information	information	NOUN
ajsts-4667	11	18	dissemination	dissemination	NOUN
ajsts-4667	11	19	,	,	PUNCT
ajsts-4667	11	20	and	and	CCONJ
ajsts-4667	11	21	commercial	commercial	ADJ
ajsts-4667	11	22	interactions	interaction	NOUN
ajsts-4667	11	23	(	(	PUNCT
ajsts-4667	11	24	van	van	PROPN
ajsts-4667	11	25	dijck	dijck	NOUN
ajsts-4667	11	26	et	et	PROPN
ajsts-4667	11	27	al	al	PROPN
ajsts-4667	11	28	.	.	PROPN
ajsts-4667	11	29	,	,	PUNCT
ajsts-4667	11	30	2018	2018	NUM
ajsts-4667	11	31	;	;	PUNCT
ajsts-4667	11	32	castells	castell	NOUN
ajsts-4667	11	33	,	,	PUNCT
ajsts-4667	11	34	2013	2013	NUM
ajsts-4667	11	35	)	)	PUNCT
ajsts-4667	11	36	.	.	PUNCT
ajsts-4667	12	1	among	among	ADP
ajsts-4667	12	2	the	the	DET
ajsts-4667	12	3	rapidly	rapidly	ADV
ajsts-4667	12	4	expanding	expand	VERB
ajsts-4667	12	5	range	range	NOUN
ajsts-4667	12	6	of	of	ADP
ajsts-4667	12	7	messaging	message	VERB
ajsts-4667	12	8	services	service	NOUN
ajsts-4667	12	9	,	,	PUNCT
ajsts-4667	12	10	telegram	telegram	NOUN
ajsts-4667	12	11	—	—	PUNCT
ajsts-4667	12	12	founded	found	VERB
ajsts-4667	12	13	in	in	ADP
ajsts-4667	12	14	2013	2013	NUM
ajsts-4667	12	15	—	—	PUNCT
ajsts-4667	12	16	has	have	AUX
ajsts-4667	12	17	emerged	emerge	VERB
ajsts-4667	12	18	as	as	ADP
ajsts-4667	12	19	a	a	DET
ajsts-4667	12	20	particularly	particularly	ADV
ajsts-4667	12	21	influential	influential	ADJ
ajsts-4667	12	22	platform	platform	NOUN
ajsts-4667	12	23	,	,	PUNCT
ajsts-4667	12	24	attracting	attract	VERB
ajsts-4667	12	25	approximately	approximately	ADV
ajsts-4667	12	26	950	950	NUM
ajsts-4667	12	27	million	million	NUM
ajsts-4667	12	28	active	active	ADJ
ajsts-4667	12	29	monthly	monthly	ADJ
ajsts-4667	12	30	users	user	NOUN
ajsts-4667	12	31	as	as	ADP
ajsts-4667	12	32	of	of	ADP
ajsts-4667	12	33	july	july	PROPN
ajsts-4667	12	34	2024	2024	NUM
ajsts-4667	12	35	(	(	PUNCT
ajsts-4667	12	36	team	team	NOUN
ajsts-4667	12	37	,	,	PUNCT
ajsts-4667	12	38	2025	2025	NUM
ajsts-4667	12	39	)	)	PUNCT
ajsts-4667	12	40	.	.	PUNCT
ajsts-4667	13	1	telegram	telegram	NOUN
ajsts-4667	13	2	’s	’s	PART
ajsts-4667	13	3	appeal	appeal	NOUN
ajsts-4667	13	4	stems	stem	VERB
ajsts-4667	13	5	largely	largely	ADV
ajsts-4667	13	6	from	from	ADP
ajsts-4667	13	7	its	its	PRON
ajsts-4667	13	8	userfriendly	userfriendly	ADJ
ajsts-4667	13	9	interface	interface	NOUN
ajsts-4667	13	10	,	,	PUNCT
ajsts-4667	13	11	robust	robust	ADJ
ajsts-4667	13	12	end	end	NOUN
ajsts-4667	13	13	-	-	PUNCT
ajsts-4667	13	14	to	to	ADP
ajsts-4667	13	15	-	-	PUNCT
ajsts-4667	13	16	end	end	NOUN
ajsts-4667	13	17	encryption	encryption	NOUN
ajsts-4667	13	18	,	,	PUNCT
ajsts-4667	13	19	and	and	CCONJ
ajsts-4667	13	20	publicly	publicly	ADV
ajsts-4667	13	21	professed	profess	VERB
ajsts-4667	13	22	commitment	commitment	NOUN
ajsts-4667	13	23	to	to	ADP
ajsts-4667	13	24	user	user	NOUN
ajsts-4667	13	25	privacy	privacy	NOUN
ajsts-4667	13	26	,	,	PUNCT
ajsts-4667	13	27	rendering	render	VERB
ajsts-4667	13	28	it	it	PRON
ajsts-4667	13	29	a	a	DET
ajsts-4667	13	30	versatile	versatile	ADJ
ajsts-4667	13	31	medium	medium	NOUN
ajsts-4667	13	32	for	for	ADP
ajsts-4667	13	33	both	both	CCONJ
ajsts-4667	13	34	personal	personal	ADJ
ajsts-4667	13	35	and	and	CCONJ
ajsts-4667	13	36	professional	professional	ADJ
ajsts-4667	13	37	exchanges	exchange	NOUN
ajsts-4667	13	38	(	(	PUNCT
ajsts-4667	13	39	gillespie	gillespie	PROPN
ajsts-4667	13	40	,	,	PUNCT
ajsts-4667	13	41	2018	2018	NUM
ajsts-4667	13	42	;	;	PUNCT
ajsts-4667	13	43	baumgartner	baumgartner	PROPN
ajsts-4667	13	44	et	et	PROPN
ajsts-4667	13	45	al	al	PROPN
ajsts-4667	13	46	.	.	PROPN
ajsts-4667	13	47	,	,	PUNCT
ajsts-4667	13	48	2020	2020	NUM
ajsts-4667	13	49	)	)	PUNCT
ajsts-4667	13	50	.	.	PUNCT
ajsts-4667	14	1	despite	despite	SCONJ
ajsts-4667	14	2	its	its	PRON
ajsts-4667	14	3	legitimate	legitimate	ADJ
ajsts-4667	14	4	utility	utility	NOUN
ajsts-4667	14	5	,	,	PUNCT
ajsts-4667	14	6	telegram	telegram	NOUN
ajsts-4667	14	7	has	have	AUX
ajsts-4667	14	8	increasingly	increasingly	ADV
ajsts-4667	14	9	faced	face	VERB
ajsts-4667	14	10	scrutiny	scrutiny	NOUN
ajsts-4667	14	11	for	for	ADP
ajsts-4667	14	12	allegedly	allegedly	ADV
ajsts-4667	14	13	facilitating	facilitate	VERB
ajsts-4667	14	14	illicit	illicit	ADJ
ajsts-4667	14	15	activities	activity	NOUN
ajsts-4667	14	16	(	(	PUNCT
ajsts-4667	14	17	kohlmann	kohlmann	NOUN
ajsts-4667	14	18	,	,	PUNCT
ajsts-4667	14	19	2024	2024	NUM
ajsts-4667	14	20	;	;	PUNCT
ajsts-4667	14	21	sexton	sexton	PROPN
ajsts-4667	14	22	,	,	PUNCT
ajsts-4667	14	23	2024	2024	NUM
ajsts-4667	14	24	)	)	PUNCT
ajsts-4667	14	25	.	.	PUNCT
ajsts-4667	15	1	emerging	emerge	VERB
ajsts-4667	15	2	evidence	evidence	NOUN
ajsts-4667	15	3	indicates	indicate	VERB
ajsts-4667	15	4	that	that	SCONJ
ajsts-4667	15	5	the	the	DET
ajsts-4667	15	6	platform	platform	NOUN
ajsts-4667	15	7	has	have	AUX
ajsts-4667	15	8	become	become	VERB
ajsts-4667	15	9	instrumental	instrumental	ADJ
ajsts-4667	15	10	in	in	ADP
ajsts-4667	15	11	enabling	enable	VERB
ajsts-4667	15	12	cybercriminal	cybercriminal	ADJ
ajsts-4667	15	13	behavior	behavior	NOUN
ajsts-4667	15	14	,	,	PUNCT
ajsts-4667	15	15	including	include	VERB
ajsts-4667	15	16	identity	identity	NOUN
ajsts-4667	15	17	theft	theft	NOUN
ajsts-4667	15	18	,	,	PUNCT
ajsts-4667	15	19	illicit	illicit	ADJ
ajsts-4667	15	20	drug	drug	NOUN
ajsts-4667	15	21	distribution	distribution	NOUN
ajsts-4667	15	22	,	,	PUNCT
ajsts-4667	15	23	circulation	circulation	NOUN
ajsts-4667	15	24	of	of	ADP
ajsts-4667	15	25	child	child	NOUN
ajsts-4667	15	26	sexual	sexual	ADJ
ajsts-4667	15	27	exploitation	exploitation	NOUN
ajsts-4667	15	28	material	material	NOUN
ajsts-4667	15	29	,	,	PUNCT
ajsts-4667	15	30	and	and	CCONJ
ajsts-4667	15	31	the	the	DET
ajsts-4667	15	32	orchestration	orchestration	NOUN
ajsts-4667	15	33	of	of	ADP
ajsts-4667	15	34	extremist	extremist	ADJ
ajsts-4667	15	35	activities	activity	NOUN
ajsts-4667	15	36	(	(	PUNCT
ajsts-4667	15	37	europol	europol	NOUN
ajsts-4667	15	38	,	,	PUNCT
ajsts-4667	15	39	2022	2022	NUM
ajsts-4667	15	40	;	;	PUNCT
ajsts-4667	15	41	the	the	DET
ajsts-4667	15	42	wall	wall	PROPN
ajsts-4667	15	43	street	street	PROPN
ajsts-4667	15	44	journal	journal	PROPN
ajsts-4667	16	1	[	[	X
ajsts-4667	16	2	wsj	wsj	PROPN
ajsts-4667	16	3	]	]	X
ajsts-4667	16	4	,	,	PUNCT
ajsts-4667	16	5	2024	2024	NUM
ajsts-4667	16	6	)	)	PUNCT
ajsts-4667	16	7	.	.	PUNCT
ajsts-4667	17	1	telegram	telegram	NOUN
ajsts-4667	17	2	’s	’s	PART
ajsts-4667	17	3	minimal	minimal	ADJ
ajsts-4667	17	4	content	content	NOUN
ajsts-4667	17	5	moderation	moderation	NOUN
ajsts-4667	17	6	policies	policy	NOUN
ajsts-4667	17	7	,	,	PUNCT
ajsts-4667	17	8	coupled	couple	VERB
ajsts-4667	17	9	with	with	ADP
ajsts-4667	17	10	its	its	PRON
ajsts-4667	17	11	robust	robust	ADJ
ajsts-4667	17	12	encryption	encryption	NOUN
ajsts-4667	17	13	and	and	CCONJ
ajsts-4667	17	14	the	the	DET
ajsts-4667	17	15	resultant	resultant	NOUN
ajsts-4667	17	16	anonymity	anonymity	NOUN
ajsts-4667	17	17	,	,	PUNCT
ajsts-4667	17	18	have	have	AUX
ajsts-4667	17	19	been	be	AUX
ajsts-4667	17	20	identified	identify	VERB
ajsts-4667	17	21	as	as	ADP
ajsts-4667	17	22	pivotal	pivotal	ADJ
ajsts-4667	17	23	factors	factor	NOUN
ajsts-4667	17	24	that	that	PRON
ajsts-4667	17	25	attract	attract	VERB
ajsts-4667	17	26	malicious	malicious	ADJ
ajsts-4667	17	27	actors	actor	NOUN
ajsts-4667	17	28	to	to	ADP
ajsts-4667	17	29	the	the	DET
ajsts-4667	17	30	platform	platform	NOUN
ajsts-4667	17	31	(	(	PUNCT
ajsts-4667	17	32	gillespie	gillespie	PROPN
ajsts-4667	17	33	,	,	PUNCT
ajsts-4667	17	34	2018	2018	NUM
ajsts-4667	17	35	;	;	PUNCT
ajsts-4667	17	36	europol	europol	NOUN
ajsts-4667	17	37	,	,	PUNCT
ajsts-4667	17	38	2022	2022	NUM
ajsts-4667	17	39	)	)	PUNCT
ajsts-4667	17	40	.	.	PUNCT
ajsts-4667	18	1	the	the	DET
ajsts-4667	18	2	arrest	arrest	NOUN
ajsts-4667	18	3	of	of	ADP
ajsts-4667	18	4	telegram	telegram	NOUN
ajsts-4667	18	5	’s	’s	PART
ajsts-4667	18	6	ceo	ceo	PROPN
ajsts-4667	18	7	,	,	PUNCT
ajsts-4667	18	8	pavel	pavel	PROPN
ajsts-4667	18	9	durov	durov	PROPN
ajsts-4667	18	10	,	,	PUNCT
ajsts-4667	18	11	by	by	ADP
ajsts-4667	18	12	french	french	ADJ
ajsts-4667	18	13	authorities	authority	NOUN
ajsts-4667	18	14	in	in	ADP
ajsts-4667	18	15	august	august	PROPN
ajsts-4667	18	16	2024	2024	NUM
ajsts-4667	18	17	marked	mark	VERB
ajsts-4667	18	18	a	a	DET
ajsts-4667	18	19	significant	significant	ADJ
ajsts-4667	18	20	turning	turning	NOUN
ajsts-4667	18	21	point	point	NOUN
ajsts-4667	18	22	,	,	PUNCT
ajsts-4667	18	23	drawing	draw	VERB
ajsts-4667	18	24	global	global	ADJ
ajsts-4667	18	25	media	medium	NOUN
ajsts-4667	18	26	attention	attention	NOUN
ajsts-4667	18	27	to	to	ADP
ajsts-4667	18	28	the	the	DET
ajsts-4667	18	29	platform	platform	NOUN
ajsts-4667	18	30	’s	’s	PART
ajsts-4667	18	31	alleged	allege	VERB
ajsts-4667	18	32	role	role	NOUN
ajsts-4667	18	33	in	in	ADP
ajsts-4667	18	34	supporting	support	VERB
ajsts-4667	18	35	criminal	criminal	ADJ
ajsts-4667	18	36	enterprises	enterprise	NOUN
ajsts-4667	18	37	(	(	PUNCT
ajsts-4667	18	38	wsj	wsj	PROPN
ajsts-4667	18	39	,	,	PUNCT
ajsts-4667	18	40	2024	2024	NUM
ajsts-4667	18	41	)	)	PUNCT
ajsts-4667	18	42	.	.	PUNCT
ajsts-4667	19	1	this	this	DET
ajsts-4667	19	2	high	high	ADJ
ajsts-4667	19	3	-	-	PUNCT
ajsts-4667	19	4	profile	profile	NOUN
ajsts-4667	19	5	incident	incident	NOUN
ajsts-4667	19	6	intensified	intensify	VERB
ajsts-4667	19	7	discussions	discussion	NOUN
ajsts-4667	19	8	concerning	concern	VERB
ajsts-4667	19	9	digital	digital	ADJ
ajsts-4667	19	10	platform	platform	NOUN
ajsts-4667	19	11	accountability	accountability	NOUN
ajsts-4667	19	12	,	,	PUNCT
ajsts-4667	19	13	focusing	focus	VERB
ajsts-4667	19	14	on	on	ADP
ajsts-4667	19	15	the	the	DET
ajsts-4667	19	16	ethical	ethical	ADJ
ajsts-4667	19	17	and	and	CCONJ
ajsts-4667	19	18	regulatory	regulatory	ADJ
ajsts-4667	19	19	responsibilities	responsibility	NOUN
ajsts-4667	19	20	of	of	ADP
ajsts-4667	19	21	technology	technology	NOUN
ajsts-4667	19	22	providers	provider	NOUN
ajsts-4667	19	23	in	in	ADP
ajsts-4667	19	24	moderating	moderate	VERB
ajsts-4667	19	25	user	user	NOUN
ajsts-4667	19	26	-	-	PUNCT
ajsts-4667	19	27	generated	generate	VERB
ajsts-4667	19	28	content	content	NOUN
ajsts-4667	19	29	to	to	PART
ajsts-4667	19	30	prevent	prevent	VERB
ajsts-4667	19	31	the	the	DET
ajsts-4667	19	32	proliferation	proliferation	NOUN
ajsts-4667	19	33	of	of	ADP
ajsts-4667	19	34	illegal	illegal	ADJ
ajsts-4667	19	35	activities	activity	NOUN
ajsts-4667	19	36	(	(	PUNCT
ajsts-4667	19	37	gorwa	gorwa	NOUN
ajsts-4667	19	38	,	,	PUNCT
ajsts-4667	19	39	2019	2019	NUM
ajsts-4667	19	40	;	;	PUNCT
ajsts-4667	19	41	suzor	suzor	NOUN
ajsts-4667	19	42	,	,	PUNCT
ajsts-4667	19	43	2019	2019	NUM
ajsts-4667	19	44	)	)	PUNCT
ajsts-4667	19	45	.	.	PUNCT
ajsts-4667	20	1	pa	pa	PROPN
ajsts-4667	20	2	ge	ge	PROPN
ajsts-4667	20	3	69	69	NUM
ajsts-4667	20	4	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	20	5	am	be	AUX
ajsts-4667	20	6	.	.	PUNCT
ajsts-4667	21	1	j.	j.	PROPN
ajsts-4667	21	2	smart	smart	PROPN
ajsts-4667	21	3	.	.	PUNCT
ajsts-4667	22	1	technol	technol	PROPN
ajsts-4667	22	2	.	.	PUNCT
ajsts-4667	22	3	solutions	solution	NOUN
ajsts-4667	22	4	4(1	4(1	NOUN
ajsts-4667	22	5	)	)	PUNCT
ajsts-4667	22	6	68	68	NUM
ajsts-4667	22	7	-	-	SYM
ajsts-4667	22	8	88	88	NUM
ajsts-4667	22	9	,	,	PUNCT
ajsts-4667	22	10	2025	2025	NUM
ajsts-4667	22	11	in	in	ADP
ajsts-4667	22	12	this	this	DET
ajsts-4667	22	13	evolving	evolve	VERB
ajsts-4667	22	14	context	context	NOUN
ajsts-4667	22	15	,	,	PUNCT
ajsts-4667	22	16	understanding	understand	VERB
ajsts-4667	22	17	public	public	ADJ
ajsts-4667	22	18	sentiment	sentiment	NOUN
ajsts-4667	22	19	toward	toward	ADP
ajsts-4667	22	20	telegram	telegram	NOUN
ajsts-4667	22	21	is	be	AUX
ajsts-4667	22	22	critically	critically	ADV
ajsts-4667	22	23	important	important	ADJ
ajsts-4667	22	24	,	,	PUNCT
ajsts-4667	22	25	given	give	VERB
ajsts-4667	22	26	its	its	PRON
ajsts-4667	22	27	influence	influence	NOUN
ajsts-4667	22	28	on	on	ADP
ajsts-4667	22	29	user	user	NOUN
ajsts-4667	22	30	trust	trust	PROPN
ajsts-4667	22	31	,	,	PUNCT
ajsts-4667	22	32	regulatory	regulatory	ADJ
ajsts-4667	22	33	responses	response	NOUN
ajsts-4667	22	34	,	,	PUNCT
ajsts-4667	22	35	and	and	CCONJ
ajsts-4667	22	36	corporate	corporate	ADJ
ajsts-4667	22	37	reputation	reputation	NOUN
ajsts-4667	22	38	(	(	PUNCT
ajsts-4667	22	39	pfeffer	pfeffer	PROPN
ajsts-4667	22	40	et	et	PROPN
ajsts-4667	22	41	al	al	PROPN
ajsts-4667	22	42	.	.	PROPN
ajsts-4667	22	43	,	,	PUNCT
ajsts-4667	22	44	2014	2014	NUM
ajsts-4667	22	45	;	;	PUNCT
ajsts-4667	22	46	liu	liu	PROPN
ajsts-4667	22	47	,	,	PUNCT
ajsts-4667	22	48	2015	2015	NUM
ajsts-4667	22	49	)	)	PUNCT
ajsts-4667	22	50	.	.	PUNCT
ajsts-4667	23	1	sentiment	sentiment	NOUN
ajsts-4667	23	2	analysis	analysis	NOUN
ajsts-4667	23	3	—	—	PUNCT
ajsts-4667	23	4	a	a	DET
ajsts-4667	23	5	computational	computational	ADJ
ajsts-4667	23	6	methodology	methodology	NOUN
ajsts-4667	23	7	employing	employ	VERB
ajsts-4667	23	8	natural	natural	ADJ
ajsts-4667	23	9	language	language	NOUN
ajsts-4667	23	10	processing	processing	NOUN
ajsts-4667	23	11	techniques	technique	NOUN
ajsts-4667	23	12	—	—	PUNCT
ajsts-4667	23	13	provides	provide	VERB
ajsts-4667	23	14	an	an	DET
ajsts-4667	23	15	effective	effective	ADJ
ajsts-4667	23	16	tool	tool	NOUN
ajsts-4667	23	17	for	for	ADP
ajsts-4667	23	18	systematically	systematically	ADV
ajsts-4667	23	19	assessing	assess	VERB
ajsts-4667	23	20	public	public	ADJ
ajsts-4667	23	21	perceptions	perception	NOUN
ajsts-4667	23	22	and	and	CCONJ
ajsts-4667	23	23	societal	societal	ADJ
ajsts-4667	23	24	concerns	concern	NOUN
ajsts-4667	23	25	as	as	SCONJ
ajsts-4667	23	26	expressed	express	VERB
ajsts-4667	23	27	in	in	ADP
ajsts-4667	23	28	textual	textual	ADJ
ajsts-4667	23	29	form	form	NOUN
ajsts-4667	23	30	(	(	PUNCT
ajsts-4667	23	31	cambria	cambria	PROPN
ajsts-4667	23	32	,	,	PUNCT
ajsts-4667	23	33	das	das	PROPN
ajsts-4667	23	34	,	,	PUNCT
ajsts-4667	23	35	bandyopadhyay	bandyopadhyay	NOUN
ajsts-4667	23	36	,	,	PUNCT
ajsts-4667	23	37	&	&	CCONJ
ajsts-4667	23	38	feraco	feraco	PROPN
ajsts-4667	23	39	,	,	PUNCT
ajsts-4667	23	40	2017	2017	NUM
ajsts-4667	23	41	)	)	PUNCT
ajsts-4667	23	42	.	.	PUNCT
ajsts-4667	24	1	by	by	ADP
ajsts-4667	24	2	analyzing	analyze	VERB
ajsts-4667	24	3	reader	reader	NOUN
ajsts-4667	24	4	-	-	PUNCT
ajsts-4667	24	5	generated	generate	VERB
ajsts-4667	24	6	comments	comment	NOUN
ajsts-4667	24	7	on	on	ADP
ajsts-4667	24	8	news	news	NOUN
ajsts-4667	24	9	articles	article	NOUN
ajsts-4667	24	10	addressing	address	VERB
ajsts-4667	24	11	telegram	telegram	PROPN
ajsts-4667	24	12	’s	’s	PART
ajsts-4667	24	13	purported	purport	VERB
ajsts-4667	24	14	association	association	NOUN
ajsts-4667	24	15	with	with	ADP
ajsts-4667	24	16	criminal	criminal	ADJ
ajsts-4667	24	17	activities	activity	NOUN
ajsts-4667	24	18	,	,	PUNCT
ajsts-4667	24	19	scholars	scholar	NOUN
ajsts-4667	24	20	can	can	AUX
ajsts-4667	24	21	derive	derive	VERB
ajsts-4667	24	22	nuanced	nuanced	ADJ
ajsts-4667	24	23	insights	insight	NOUN
ajsts-4667	24	24	into	into	ADP
ajsts-4667	24	25	public	public	ADJ
ajsts-4667	24	26	attitudes	attitude	NOUN
ajsts-4667	24	27	and	and	CCONJ
ajsts-4667	24	28	discursive	discursive	ADJ
ajsts-4667	24	29	trends	trend	NOUN
ajsts-4667	24	30	,	,	PUNCT
ajsts-4667	24	31	thereby	thereby	ADV
ajsts-4667	24	32	informing	inform	VERB
ajsts-4667	24	33	business	business	NOUN
ajsts-4667	24	34	strategy	strategy	NOUN
ajsts-4667	24	35	and	and	CCONJ
ajsts-4667	24	36	regulatory	regulatory	ADJ
ajsts-4667	24	37	policy	policy	NOUN
ajsts-4667	24	38	formulation	formulation	NOUN
ajsts-4667	24	39	(	(	PUNCT
ajsts-4667	24	40	stieglitz	stieglitz	PROPN
ajsts-4667	24	41	&	&	CCONJ
ajsts-4667	24	42	dang	dang	PROPN
ajsts-4667	24	43	-	-	PROPN
ajsts-4667	24	44	xuan	xuan	PROPN
ajsts-4667	24	45	,	,	PUNCT
ajsts-4667	24	46	2013	2013	NUM
ajsts-4667	24	47	;	;	PUNCT
ajsts-4667	24	48	mostafa	mostafa	PROPN
ajsts-4667	24	49	,	,	PUNCT
ajsts-4667	24	50	2013	2013	NUM
ajsts-4667	24	51	)	)	PUNCT
ajsts-4667	24	52	.	.	PUNCT
ajsts-4667	25	1	this	this	DET
ajsts-4667	25	2	study	study	NOUN
ajsts-4667	25	3	systematically	systematically	ADV
ajsts-4667	25	4	applies	apply	VERB
ajsts-4667	25	5	sentiment	sentiment	NOUN
ajsts-4667	25	6	analysis	analysis	NOUN
ajsts-4667	25	7	methodologies	methodology	NOUN
ajsts-4667	25	8	—	—	PUNCT
ajsts-4667	25	9	specifically	specifically	ADV
ajsts-4667	25	10	,	,	PUNCT
ajsts-4667	25	11	the	the	DET
ajsts-4667	25	12	valence	valence	NOUN
ajsts-4667	25	13	aware	aware	ADJ
ajsts-4667	25	14	dictionary	dictionary	ADJ
ajsts-4667	25	15	and	and	CCONJ
ajsts-4667	25	16	sentiment	sentiment	NOUN
ajsts-4667	25	17	reasoner	reasoner	NOUN
ajsts-4667	25	18	(	(	PUNCT
ajsts-4667	25	19	vader	vader	NOUN
ajsts-4667	25	20	)	)	PUNCT
ajsts-4667	25	21	and	and	CCONJ
ajsts-4667	25	22	a	a	DET
ajsts-4667	25	23	supervised	supervised	ADJ
ajsts-4667	25	24	machine	machine	NOUN
ajsts-4667	25	25	learning	learn	VERB
ajsts-4667	25	26	approach	approach	NOUN
ajsts-4667	25	27	(	(	PUNCT
ajsts-4667	25	28	tf	tf	PROPN
ajsts-4667	25	29	-	-	PUNCT
ajsts-4667	25	30	idf	idf	PROPN
ajsts-4667	25	31	vectorization	vectorization	NOUN
ajsts-4667	25	32	with	with	ADP
ajsts-4667	25	33	logistic	logistic	ADJ
ajsts-4667	25	34	regression)—to	regression)—to	ADJ
ajsts-4667	25	35	reader	reader	NOUN
ajsts-4667	25	36	comments	comment	NOUN
ajsts-4667	25	37	from	from	ADP
ajsts-4667	25	38	a	a	DET
ajsts-4667	25	39	recent	recent	ADJ
ajsts-4667	25	40	wall	wall	PROPN
ajsts-4667	25	41	street	street	PROPN
ajsts-4667	25	42	journal	journal	PROPN
ajsts-4667	25	43	article	article	NOUN
ajsts-4667	25	44	examining	examine	VERB
ajsts-4667	25	45	telegram	telegram	NOUN
ajsts-4667	25	46	’s	’s	PART
ajsts-4667	25	47	contentious	contentious	ADJ
ajsts-4667	25	48	role	role	NOUN
ajsts-4667	25	49	in	in	ADP
ajsts-4667	25	50	illicit	illicit	ADJ
ajsts-4667	25	51	activities	activity	NOUN
ajsts-4667	25	52	.	.	PUNCT
ajsts-4667	26	1	the	the	DET
ajsts-4667	26	2	research	research	NOUN
ajsts-4667	26	3	aims	aim	VERB
ajsts-4667	26	4	to	to	PART
ajsts-4667	26	5	elucidate	elucidate	VERB
ajsts-4667	26	6	prevailing	prevail	VERB
ajsts-4667	26	7	public	public	ADJ
ajsts-4667	26	8	sentiment	sentiment	NOUN
ajsts-4667	26	9	,	,	PUNCT
ajsts-4667	26	10	offering	offer	VERB
ajsts-4667	26	11	critical	critical	ADJ
ajsts-4667	26	12	implications	implication	NOUN
ajsts-4667	26	13	for	for	ADP
ajsts-4667	26	14	telegram	telegram	NOUN
ajsts-4667	26	15	’s	’s	PART
ajsts-4667	26	16	reputation	reputation	NOUN
ajsts-4667	26	17	management	management	NOUN
ajsts-4667	26	18	,	,	PUNCT
ajsts-4667	26	19	policy	policy	NOUN
ajsts-4667	26	20	strategies	strategy	NOUN
ajsts-4667	26	21	,	,	PUNCT
ajsts-4667	26	22	regulatory	regulatory	ADJ
ajsts-4667	26	23	considerations	consideration	NOUN
ajsts-4667	26	24	,	,	PUNCT
ajsts-4667	26	25	and	and	CCONJ
ajsts-4667	26	26	broader	broad	ADJ
ajsts-4667	26	27	sociotechnical	sociotechnical	ADJ
ajsts-4667	26	28	discourse	discourse	NOUN
ajsts-4667	26	29	.	.	PUNCT
ajsts-4667	27	1	literature	literature	NOUN
ajsts-4667	27	2	review	review	PROPN
ajsts-4667	27	3	as	as	ADP
ajsts-4667	27	4	digital	digital	ADJ
ajsts-4667	27	5	platforms	platform	NOUN
ajsts-4667	27	6	have	have	AUX
ajsts-4667	27	7	gained	gain	VERB
ajsts-4667	27	8	substantial	substantial	ADJ
ajsts-4667	27	9	user	user	NOUN
ajsts-4667	27	10	bases	basis	NOUN
ajsts-4667	27	11	worldwide	worldwide	ADV
ajsts-4667	27	12	,	,	PUNCT
ajsts-4667	27	13	there	there	PRON
ajsts-4667	27	14	has	have	AUX
ajsts-4667	27	15	been	be	AUX
ajsts-4667	27	16	growing	grow	VERB
ajsts-4667	27	17	attention	attention	NOUN
ajsts-4667	27	18	to	to	ADP
ajsts-4667	27	19	the	the	DET
ajsts-4667	27	20	way	way	NOUN
ajsts-4667	27	21	users	user	NOUN
ajsts-4667	27	22	interact	interact	VERB
ajsts-4667	27	23	,	,	PUNCT
ajsts-4667	27	24	interpret	interpret	VERB
ajsts-4667	27	25	,	,	PUNCT
ajsts-4667	27	26	and	and	CCONJ
ajsts-4667	27	27	respond	respond	VERB
ajsts-4667	27	28	to	to	ADP
ajsts-4667	27	29	media	medium	NOUN
ajsts-4667	27	30	representations	representation	NOUN
ajsts-4667	27	31	of	of	ADP
ajsts-4667	27	32	digital	digital	ADJ
ajsts-4667	27	33	companies	company	NOUN
ajsts-4667	27	34	and	and	CCONJ
ajsts-4667	27	35	their	their	PRON
ajsts-4667	27	36	societal	societal	ADJ
ajsts-4667	27	37	impacts	impact	NOUN
ajsts-4667	27	38	.	.	PUNCT
ajsts-4667	28	1	particularly	particularly	ADV
ajsts-4667	28	2	,	,	PUNCT
ajsts-4667	28	3	understanding	understand	VERB
ajsts-4667	28	4	public	public	ADJ
ajsts-4667	28	5	perceptions	perception	NOUN
ajsts-4667	28	6	of	of	ADP
ajsts-4667	28	7	criminal	criminal	ADJ
ajsts-4667	28	8	activities	activity	NOUN
ajsts-4667	28	9	linked	link	VERB
ajsts-4667	28	10	to	to	ADP
ajsts-4667	28	11	technology	technology	NOUN
ajsts-4667	28	12	platforms	platform	NOUN
ajsts-4667	28	13	has	have	VERB
ajsts-4667	28	14	critical	critical	ADJ
ajsts-4667	28	15	implications	implication	NOUN
ajsts-4667	28	16	for	for	ADP
ajsts-4667	28	17	business	business	NOUN
ajsts-4667	28	18	practices	practice	NOUN
ajsts-4667	28	19	,	,	PUNCT
ajsts-4667	28	20	regulatory	regulatory	ADJ
ajsts-4667	28	21	scrutiny	scrutiny	NOUN
ajsts-4667	28	22	,	,	PUNCT
ajsts-4667	28	23	and	and	CCONJ
ajsts-4667	28	24	corporate	corporate	ADJ
ajsts-4667	28	25	reputation	reputation	NOUN
ajsts-4667	28	26	(	(	PUNCT
ajsts-4667	28	27	pfeffer	pfeffer	PROPN
ajsts-4667	28	28	,	,	PUNCT
ajsts-4667	28	29	zorbach	zorbach	PRON
ajsts-4667	28	30	,	,	PUNCT
ajsts-4667	28	31	&	&	CCONJ
ajsts-4667	28	32	carley	carley	PROPN
ajsts-4667	28	33	,	,	PUNCT
ajsts-4667	28	34	2014	2014	NUM
ajsts-4667	28	35	)	)	PUNCT
ajsts-4667	28	36	.	.	PUNCT
ajsts-4667	29	1	sentiment	sentiment	NOUN
ajsts-4667	29	2	analysis	analysis	NOUN
ajsts-4667	29	3	has	have	AUX
ajsts-4667	29	4	emerged	emerge	VERB
ajsts-4667	29	5	as	as	ADP
ajsts-4667	29	6	a	a	DET
ajsts-4667	29	7	valuable	valuable	ADJ
ajsts-4667	29	8	analytical	analytical	ADJ
ajsts-4667	29	9	tool	tool	NOUN
ajsts-4667	29	10	for	for	ADP
ajsts-4667	29	11	systematically	systematically	ADV
ajsts-4667	29	12	evaluating	evaluate	VERB
ajsts-4667	29	13	public	public	ADJ
ajsts-4667	29	14	perceptions	perception	NOUN
ajsts-4667	29	15	and	and	CCONJ
ajsts-4667	29	16	interpreting	interpret	VERB
ajsts-4667	29	17	their	their	PRON
ajsts-4667	29	18	potential	potential	ADJ
ajsts-4667	29	19	impacts	impact	NOUN
ajsts-4667	29	20	on	on	ADP
ajsts-4667	29	21	business	business	NOUN
ajsts-4667	29	22	decisions	decision	NOUN
ajsts-4667	29	23	and	and	CCONJ
ajsts-4667	29	24	policymaking	policymaking	NOUN
ajsts-4667	29	25	(	(	PUNCT
ajsts-4667	29	26	liu	liu	PROPN
ajsts-4667	29	27	,	,	PUNCT
ajsts-4667	29	28	2012	2012	NUM
ajsts-4667	29	29	)	)	PUNCT
ajsts-4667	29	30	.	.	PUNCT
ajsts-4667	30	1	this	this	DET
ajsts-4667	30	2	literature	literature	NOUN
ajsts-4667	30	3	review	review	NOUN
ajsts-4667	30	4	explores	explore	VERB
ajsts-4667	30	5	prior	prior	ADV
ajsts-4667	30	6	research	research	NOUN
ajsts-4667	30	7	employing	employ	VERB
ajsts-4667	30	8	sentiment	sentiment	NOUN
ajsts-4667	30	9	analysis	analysis	NOUN
ajsts-4667	30	10	methods	method	NOUN
ajsts-4667	30	11	relevant	relevant	ADJ
ajsts-4667	30	12	to	to	ADP
ajsts-4667	30	13	online	online	ADJ
ajsts-4667	30	14	public	public	ADJ
ajsts-4667	30	15	discourse	discourse	NOUN
ajsts-4667	30	16	about	about	ADP
ajsts-4667	30	17	technology	technology	NOUN
ajsts-4667	30	18	platforms	platform	NOUN
ajsts-4667	30	19	and	and	CCONJ
ajsts-4667	30	20	illegal	illegal	ADJ
ajsts-4667	30	21	activities	activity	NOUN
ajsts-4667	30	22	.	.	PUNCT
ajsts-4667	31	1	it	it	PRON
ajsts-4667	31	2	specifically	specifically	ADV
ajsts-4667	31	3	focuses	focus	VERB
ajsts-4667	31	4	on	on	ADP
ajsts-4667	31	5	the	the	DET
ajsts-4667	31	6	business	business	NOUN
ajsts-4667	31	7	implications	implication	NOUN
ajsts-4667	31	8	for	for	ADP
ajsts-4667	31	9	telegram	telegram	NOUN
ajsts-4667	31	10	,	,	PUNCT
ajsts-4667	31	11	a	a	DET
ajsts-4667	31	12	widely	widely	ADV
ajsts-4667	31	13	used	use	VERB
ajsts-4667	31	14	messaging	messaging	NOUN
ajsts-4667	31	15	and	and	CCONJ
ajsts-4667	31	16	social	social	ADJ
ajsts-4667	31	17	media	medium	NOUN
ajsts-4667	31	18	app	app	NOUN
ajsts-4667	31	19	identified	identify	VERB
ajsts-4667	31	20	recently	recently	ADV
ajsts-4667	31	21	as	as	ADP
ajsts-4667	31	22	a	a	DET
ajsts-4667	31	23	primary	primary	ADJ
ajsts-4667	31	24	marketplace	marketplace	NOUN
ajsts-4667	31	25	for	for	ADP
ajsts-4667	31	26	criminal	criminal	ADJ
ajsts-4667	31	27	transactions	transaction	NOUN
ajsts-4667	31	28	(	(	PUNCT
ajsts-4667	31	29	wall	wall	PROPN
ajsts-4667	31	30	street	street	PROPN
ajsts-4667	31	31	journal	journal	PROPN
ajsts-4667	31	32	,	,	PUNCT
ajsts-4667	31	33	2024	2024	NUM
ajsts-4667	31	34	)	)	PUNCT
ajsts-4667	31	35	.	.	PUNCT
ajsts-4667	32	1	sentiment	sentiment	NOUN
ajsts-4667	32	2	analysis	analysis	NOUN
ajsts-4667	32	3	:	:	PUNCT
ajsts-4667	32	4	methods	method	NOUN
ajsts-4667	32	5	and	and	CCONJ
ajsts-4667	32	6	applications	application	NOUN
ajsts-4667	32	7	sentiment	sentiment	NOUN
ajsts-4667	32	8	analysis	analysis	NOUN
ajsts-4667	32	9	involves	involve	VERB
ajsts-4667	32	10	computational	computational	ADJ
ajsts-4667	32	11	methodologies	methodology	NOUN
ajsts-4667	32	12	designed	design	VERB
ajsts-4667	32	13	to	to	PART
ajsts-4667	32	14	systematically	systematically	ADV
ajsts-4667	32	15	identify	identify	VERB
ajsts-4667	32	16	and	and	CCONJ
ajsts-4667	32	17	extract	extract	VERB
ajsts-4667	32	18	subjective	subjective	ADJ
ajsts-4667	32	19	information	information	NOUN
ajsts-4667	32	20	from	from	ADP
ajsts-4667	32	21	textual	textual	ADJ
ajsts-4667	32	22	datasets	dataset	NOUN
ajsts-4667	32	23	,	,	PUNCT
ajsts-4667	32	24	evaluating	evaluate	VERB
ajsts-4667	32	25	public	public	ADJ
ajsts-4667	32	26	attitudes	attitude	NOUN
ajsts-4667	32	27	toward	toward	ADP
ajsts-4667	32	28	particular	particular	ADJ
ajsts-4667	32	29	topics	topic	NOUN
ajsts-4667	32	30	,	,	PUNCT
ajsts-4667	32	31	products	product	NOUN
ajsts-4667	32	32	,	,	PUNCT
ajsts-4667	32	33	or	or	CCONJ
ajsts-4667	32	34	services	service	NOUN
ajsts-4667	32	35	(	(	PUNCT
ajsts-4667	32	36	pang	pang	NOUN
ajsts-4667	32	37	&	&	CCONJ
ajsts-4667	32	38	lee	lee	PROPN
ajsts-4667	32	39	,	,	PUNCT
ajsts-4667	32	40	2008	2008	NUM
ajsts-4667	32	41	;	;	PUNCT
ajsts-4667	32	42	liu	liu	PROPN
ajsts-4667	32	43	,	,	PUNCT
ajsts-4667	32	44	2012	2012	NUM
ajsts-4667	32	45	)	)	PUNCT
ajsts-4667	32	46	.	.	PUNCT
ajsts-4667	33	1	vader	vader	NOUN
ajsts-4667	33	2	(	(	PUNCT
ajsts-4667	33	3	valence	valence	NOUN
ajsts-4667	33	4	aware	aware	ADJ
ajsts-4667	33	5	dictionary	dictionary	ADJ
ajsts-4667	33	6	and	and	CCONJ
ajsts-4667	33	7	sentiment	sentiment	NOUN
ajsts-4667	33	8	reasoner	reasoner	NOUN
ajsts-4667	33	9	)	)	PUNCT
ajsts-4667	33	10	,	,	PUNCT
ajsts-4667	33	11	the	the	DET
ajsts-4667	33	12	sentiment	sentiment	NOUN
ajsts-4667	33	13	analysis	analysis	NOUN
ajsts-4667	33	14	model	model	NOUN
ajsts-4667	33	15	utilized	utilize	VERB
ajsts-4667	33	16	in	in	ADP
ajsts-4667	33	17	this	this	DET
ajsts-4667	33	18	research	research	NOUN
ajsts-4667	33	19	,	,	PUNCT
ajsts-4667	33	20	has	have	AUX
ajsts-4667	33	21	proven	prove	VERB
ajsts-4667	33	22	robust	robust	ADJ
ajsts-4667	33	23	in	in	ADP
ajsts-4667	33	24	evaluating	evaluate	VERB
ajsts-4667	33	25	short	short	ADJ
ajsts-4667	33	26	-	-	PUNCT
ajsts-4667	33	27	form	form	NOUN
ajsts-4667	33	28	social	social	ADJ
ajsts-4667	33	29	media	medium	NOUN
ajsts-4667	33	30	texts	text	NOUN
ajsts-4667	33	31	due	due	ADP
ajsts-4667	33	32	to	to	ADP
ajsts-4667	33	33	its	its	PRON
ajsts-4667	33	34	lexicon	lexicon	NOUN
ajsts-4667	33	35	-	-	PUNCT
ajsts-4667	33	36	based	base	VERB
ajsts-4667	33	37	approach	approach	NOUN
ajsts-4667	33	38	,	,	PUNCT
ajsts-4667	33	39	which	which	PRON
ajsts-4667	33	40	assigns	assign	VERB
ajsts-4667	33	41	positive	positive	ADJ
ajsts-4667	33	42	,	,	PUNCT
ajsts-4667	33	43	negative	negative	ADJ
ajsts-4667	33	44	,	,	PUNCT
ajsts-4667	33	45	neutral	neutral	ADJ
ajsts-4667	33	46	,	,	PUNCT
ajsts-4667	33	47	and	and	CCONJ
ajsts-4667	33	48	compound	compound	NOUN
ajsts-4667	33	49	sentiment	sentiment	NOUN
ajsts-4667	33	50	scores	score	NOUN
ajsts-4667	33	51	(	(	PUNCT
ajsts-4667	33	52	hutto	hutto	PROPN
ajsts-4667	33	53	&	&	CCONJ
ajsts-4667	33	54	gilbert	gilbert	PROPN
ajsts-4667	33	55	,	,	PUNCT
ajsts-4667	33	56	2014	2014	NUM
ajsts-4667	33	57	)	)	PUNCT
ajsts-4667	33	58	.	.	PUNCT
ajsts-4667	34	1	scholarly	scholarly	ADJ
ajsts-4667	34	2	studies	study	NOUN
ajsts-4667	34	3	utilizing	utilize	VERB
ajsts-4667	34	4	sentiment	sentiment	NOUN
ajsts-4667	34	5	analysis	analysis	NOUN
ajsts-4667	34	6	have	have	AUX
ajsts-4667	34	7	underscored	underscore	VERB
ajsts-4667	34	8	its	its	PRON
ajsts-4667	34	9	reliability	reliability	NOUN
ajsts-4667	34	10	and	and	CCONJ
ajsts-4667	34	11	accuracy	accuracy	NOUN
ajsts-4667	34	12	in	in	ADP
ajsts-4667	34	13	understanding	understand	VERB
ajsts-4667	34	14	public	public	ADJ
ajsts-4667	34	15	sentiment	sentiment	NOUN
ajsts-4667	34	16	toward	toward	ADP
ajsts-4667	34	17	social	social	ADJ
ajsts-4667	34	18	media	medium	NOUN
ajsts-4667	34	19	phenomena	phenomenon	NOUN
ajsts-4667	34	20	.	.	PUNCT
ajsts-4667	35	1	for	for	ADP
ajsts-4667	35	2	instance	instance	NOUN
ajsts-4667	35	3	,	,	PUNCT
ajsts-4667	35	4	stieglitz	stieglitz	PROPN
ajsts-4667	35	5	and	and	CCONJ
ajsts-4667	35	6	dang	dang	PROPN
ajsts-4667	35	7	-	-	PROPN
ajsts-4667	35	8	xuan	xuan	PROPN
ajsts-4667	35	9	(	(	PUNCT
ajsts-4667	35	10	2013	2013	NUM
ajsts-4667	35	11	)	)	PUNCT
ajsts-4667	35	12	applied	apply	VERB
ajsts-4667	35	13	sentiment	sentiment	NOUN
ajsts-4667	35	14	analysis	analysis	NOUN
ajsts-4667	35	15	to	to	ADP
ajsts-4667	35	16	twitter	twitter	PROPN
ajsts-4667	35	17	data	datum	NOUN
ajsts-4667	35	18	,	,	PUNCT
ajsts-4667	35	19	effectively	effectively	ADV
ajsts-4667	35	20	capturing	capture	VERB
ajsts-4667	35	21	public	public	ADJ
ajsts-4667	35	22	emotions	emotion	NOUN
ajsts-4667	35	23	during	during	ADP
ajsts-4667	35	24	political	political	ADJ
ajsts-4667	35	25	events	event	NOUN
ajsts-4667	35	26	.	.	PUNCT
ajsts-4667	36	1	furthermore	furthermore	ADV
ajsts-4667	36	2	,	,	PUNCT
ajsts-4667	36	3	studies	study	NOUN
ajsts-4667	36	4	by	by	ADP
ajsts-4667	36	5	mostafa	mostafa	PROPN
ajsts-4667	36	6	(	(	PUNCT
ajsts-4667	36	7	2013	2013	NUM
ajsts-4667	36	8	)	)	PUNCT
ajsts-4667	36	9	demonstrated	demonstrate	VERB
ajsts-4667	36	10	sentiment	sentiment	NOUN
ajsts-4667	36	11	analysis	analysis	NOUN
ajsts-4667	36	12	utility	utility	NOUN
ajsts-4667	36	13	in	in	ADP
ajsts-4667	36	14	extracting	extract	VERB
ajsts-4667	36	15	consumer	consumer	NOUN
ajsts-4667	36	16	sentiment	sentiment	NOUN
ajsts-4667	36	17	on	on	ADP
ajsts-4667	36	18	social	social	ADJ
ajsts-4667	36	19	media	medium	NOUN
ajsts-4667	36	20	toward	toward	ADP
ajsts-4667	36	21	brands	brand	NOUN
ajsts-4667	36	22	,	,	PUNCT
ajsts-4667	36	23	products	product	NOUN
ajsts-4667	36	24	,	,	PUNCT
ajsts-4667	36	25	and	and	CCONJ
ajsts-4667	36	26	corporate	corporate	ADJ
ajsts-4667	36	27	practices	practice	NOUN
ajsts-4667	36	28	,	,	PUNCT
ajsts-4667	36	29	showing	show	VERB
ajsts-4667	36	30	its	its	PRON
ajsts-4667	36	31	significance	significance	NOUN
ajsts-4667	36	32	for	for	ADP
ajsts-4667	36	33	business	business	NOUN
ajsts-4667	36	34	implications	implication	NOUN
ajsts-4667	36	35	.	.	PUNCT
ajsts-4667	37	1	classification	classification	NOUN
ajsts-4667	37	2	metrics	metric	NOUN
ajsts-4667	37	3	in	in	ADP
ajsts-4667	37	4	sentiment	sentiment	NOUN
ajsts-4667	37	5	analysis	analysis	NOUN
ajsts-4667	37	6	classification	classification	NOUN
ajsts-4667	37	7	models	model	NOUN
ajsts-4667	37	8	are	be	AUX
ajsts-4667	37	9	evaluated	evaluate	VERB
ajsts-4667	37	10	using	use	VERB
ajsts-4667	37	11	specific	specific	ADJ
ajsts-4667	37	12	metrics	metric	NOUN
ajsts-4667	37	13	designed	design	VERB
ajsts-4667	37	14	to	to	PART
ajsts-4667	37	15	capture	capture	VERB
ajsts-4667	37	16	their	their	PRON
ajsts-4667	37	17	performance	performance	NOUN
ajsts-4667	37	18	from	from	ADP
ajsts-4667	37	19	various	various	ADJ
ajsts-4667	37	20	perspectives	perspective	NOUN
ajsts-4667	37	21	,	,	PUNCT
ajsts-4667	37	22	particularly	particularly	ADV
ajsts-4667	37	23	when	when	SCONJ
ajsts-4667	37	24	applied	apply	VERB
ajsts-4667	37	25	to	to	ADP
ajsts-4667	37	26	sentiment	sentiment	NOUN
ajsts-4667	37	27	analysis	analysis	NOUN
ajsts-4667	37	28	tasks	task	NOUN
ajsts-4667	37	29	.	.	PUNCT
ajsts-4667	38	1	precision	precision	NOUN
ajsts-4667	38	2	precision	precision	NOUN
ajsts-4667	38	3	measures	measure	VERB
ajsts-4667	38	4	the	the	DET
ajsts-4667	38	5	proportion	proportion	NOUN
ajsts-4667	38	6	of	of	ADP
ajsts-4667	38	7	correctly	correctly	ADV
ajsts-4667	38	8	predicted	predict	VERB
ajsts-4667	38	9	positive	positive	ADJ
ajsts-4667	38	10	observations	observation	NOUN
ajsts-4667	38	11	out	out	ADP
ajsts-4667	38	12	of	of	ADP
ajsts-4667	38	13	all	all	DET
ajsts-4667	38	14	observations	observation	NOUN
ajsts-4667	38	15	predicted	predict	VERB
ajsts-4667	38	16	as	as	ADP
ajsts-4667	38	17	positive	positive	ADJ
ajsts-4667	38	18	,	,	PUNCT
ajsts-4667	38	19	indicating	indicate	VERB
ajsts-4667	38	20	the	the	DET
ajsts-4667	38	21	model	model	NOUN
ajsts-4667	38	22	’s	’s	PART
ajsts-4667	38	23	reliability	reliability	NOUN
ajsts-4667	38	24	in	in	ADP
ajsts-4667	38	25	its	its	PRON
ajsts-4667	38	26	positive	positive	ADJ
ajsts-4667	38	27	predictions	prediction	NOUN
ajsts-4667	38	28	(	(	PUNCT
ajsts-4667	38	29	sokolova	sokolova	NOUN
ajsts-4667	38	30	&	&	CCONJ
ajsts-4667	38	31	lapalme	lapalme	PROPN
ajsts-4667	38	32	,	,	PUNCT
ajsts-4667	38	33	2009	2009	NUM
ajsts-4667	38	34	)	)	PUNCT
ajsts-4667	38	35	.	.	PUNCT
ajsts-4667	39	1	high	high	ADJ
ajsts-4667	39	2	precision	precision	NOUN
ajsts-4667	39	3	implies	imply	VERB
ajsts-4667	39	4	minimal	minimal	ADJ
ajsts-4667	39	5	false	false	ADJ
ajsts-4667	39	6	positive	positive	ADJ
ajsts-4667	39	7	classifications	classification	NOUN
ajsts-4667	39	8	,	,	PUNCT
ajsts-4667	39	9	which	which	PRON
ajsts-4667	39	10	is	be	AUX
ajsts-4667	39	11	crucial	crucial	ADJ
ajsts-4667	39	12	in	in	ADP
ajsts-4667	39	13	sentiment	sentiment	NOUN
ajsts-4667	39	14	analysis	analysis	NOUN
ajsts-4667	39	15	to	to	PART
ajsts-4667	39	16	avoid	avoid	VERB
ajsts-4667	39	17	misrepresenting	misrepresent	VERB
ajsts-4667	39	18	users	user	NOUN
ajsts-4667	39	19	’	'	PUNCT
ajsts-4667	39	20	sentiment	sentiment	NOUN
ajsts-4667	39	21	(	(	PUNCT
ajsts-4667	39	22	liu	liu	PROPN
ajsts-4667	39	23	,	,	PUNCT
ajsts-4667	39	24	2015	2015	NUM
ajsts-4667	39	25	)	)	PUNCT
ajsts-4667	39	26	.	.	PUNCT
ajsts-4667	40	1	models	model	NOUN
ajsts-4667	40	2	with	with	ADP
ajsts-4667	40	3	high	high	ADJ
ajsts-4667	40	4	precision	precision	NOUN
ajsts-4667	40	5	effectively	effectively	ADV
ajsts-4667	40	6	minimize	minimize	VERB
ajsts-4667	40	7	type	type	NOUN
ajsts-4667	40	8	i	i	PRON
ajsts-4667	40	9	errors	error	NOUN
ajsts-4667	40	10	(	(	PUNCT
ajsts-4667	40	11	incorrect	incorrect	ADJ
ajsts-4667	40	12	positive	positive	ADJ
ajsts-4667	40	13	labels	label	NOUN
ajsts-4667	40	14	)	)	PUNCT
ajsts-4667	40	15	,	,	PUNCT
ajsts-4667	40	16	indicating	indicate	VERB
ajsts-4667	40	17	careful	careful	ADJ
ajsts-4667	40	18	and	and	CCONJ
ajsts-4667	40	19	trustworthy	trustworthy	ADJ
ajsts-4667	40	20	identification	identification	NOUN
ajsts-4667	40	21	of	of	ADP
ajsts-4667	40	22	the	the	DET
ajsts-4667	40	23	target	target	NOUN
ajsts-4667	40	24	sentiment	sentiment	NOUN
ajsts-4667	40	25	(	(	PUNCT
ajsts-4667	40	26	aggarwal	aggarwal	NOUN
ajsts-4667	40	27	&	&	CCONJ
ajsts-4667	40	28	zhai	zhai	PROPN
ajsts-4667	40	29	,	,	PUNCT
ajsts-4667	40	30	2012	2012	NUM
ajsts-4667	40	31	)	)	PUNCT
ajsts-4667	40	32	.	.	PUNCT
ajsts-4667	41	1	recall	recall	PROPN
ajsts-4667	41	2	recall	recall	PROPN
ajsts-4667	41	3	quantifies	quantifie	NOUN
ajsts-4667	41	4	the	the	DET
ajsts-4667	41	5	model	model	NOUN
ajsts-4667	41	6	’s	’s	PART
ajsts-4667	41	7	capacity	capacity	NOUN
ajsts-4667	41	8	to	to	PART
ajsts-4667	41	9	correctly	correctly	ADV
ajsts-4667	41	10	detect	detect	VERB
ajsts-4667	41	11	the	the	DET
ajsts-4667	41	12	actual	actual	ADJ
ajsts-4667	41	13	positive	positive	ADJ
ajsts-4667	41	14	instances	instance	NOUN
ajsts-4667	41	15	out	out	ADP
ajsts-4667	41	16	of	of	ADP
ajsts-4667	41	17	all	all	DET
ajsts-4667	41	18	instances	instance	NOUN
ajsts-4667	41	19	that	that	PRON
ajsts-4667	41	20	genuinely	genuinely	ADV
ajsts-4667	41	21	belong	belong	VERB
ajsts-4667	41	22	to	to	ADP
ajsts-4667	41	23	that	that	DET
ajsts-4667	41	24	category	category	NOUN
ajsts-4667	41	25	(	(	PUNCT
ajsts-4667	41	26	han	han	PROPN
ajsts-4667	41	27	,	,	PUNCT
ajsts-4667	41	28	kamber	kamber	PROPN
ajsts-4667	41	29	,	,	PUNCT
ajsts-4667	41	30	&	&	CCONJ
ajsts-4667	41	31	pei	pei	PROPN
ajsts-4667	41	32	,	,	PUNCT
ajsts-4667	41	33	2011	2011	NUM
ajsts-4667	41	34	)	)	PUNCT
ajsts-4667	41	35	.	.	PUNCT
ajsts-4667	42	1	a	a	DET
ajsts-4667	42	2	model	model	NOUN
ajsts-4667	42	3	with	with	ADP
ajsts-4667	42	4	high	high	ADJ
ajsts-4667	42	5	recall	recall	NOUN
ajsts-4667	42	6	effectively	effectively	ADV
ajsts-4667	42	7	avoids	avoid	VERB
ajsts-4667	42	8	missing	miss	VERB
ajsts-4667	42	9	significant	significant	ADJ
ajsts-4667	42	10	instances	instance	NOUN
ajsts-4667	42	11	of	of	ADP
ajsts-4667	42	12	the	the	DET
ajsts-4667	42	13	target	target	NOUN
ajsts-4667	42	14	class	class	NOUN
ajsts-4667	42	15	,	,	PUNCT
ajsts-4667	42	16	which	which	PRON
ajsts-4667	42	17	is	be	AUX
ajsts-4667	42	18	critical	critical	ADJ
ajsts-4667	42	19	for	for	ADP
ajsts-4667	42	20	sentiment	sentiment	NOUN
ajsts-4667	42	21	analysis	analysis	NOUN
ajsts-4667	42	22	where	where	SCONJ
ajsts-4667	42	23	overlooking	overlook	VERB
ajsts-4667	42	24	important	important	ADJ
ajsts-4667	42	25	user	user	NOUN
ajsts-4667	42	26	sentiment	sentiment	NOUN
ajsts-4667	42	27	could	could	AUX
ajsts-4667	42	28	lead	lead	VERB
ajsts-4667	42	29	to	to	ADP
ajsts-4667	42	30	inaccurate	inaccurate	ADJ
ajsts-4667	42	31	conclusions	conclusion	NOUN
ajsts-4667	42	32	and	and	CCONJ
ajsts-4667	42	33	missed	miss	VERB
ajsts-4667	42	34	insights	insight	NOUN
ajsts-4667	42	35	(	(	PUNCT
ajsts-4667	42	36	cambria	cambria	PROPN
ajsts-4667	42	37	et	et	PROPN
ajsts-4667	42	38	al	al	PROPN
ajsts-4667	42	39	.	.	PROPN
ajsts-4667	42	40	,	,	PUNCT
ajsts-4667	42	41	2013	2013	NUM
ajsts-4667	42	42	)	)	PUNCT
ajsts-4667	42	43	.	.	PUNCT
ajsts-4667	43	1	models	model	NOUN
ajsts-4667	43	2	optimized	optimize	VERB
ajsts-4667	43	3	for	for	ADP
ajsts-4667	43	4	recall	recall	NOUN
ajsts-4667	43	5	are	be	AUX
ajsts-4667	43	6	sensitive	sensitive	ADJ
ajsts-4667	43	7	to	to	ADP
ajsts-4667	43	8	the	the	DET
ajsts-4667	43	9	subtleties	subtlety	NOUN
ajsts-4667	43	10	of	of	ADP
ajsts-4667	43	11	sentiment	sentiment	NOUN
ajsts-4667	43	12	,	,	PUNCT
ajsts-4667	43	13	capturing	capture	VERB
ajsts-4667	43	14	the	the	DET
ajsts-4667	43	15	majority	majority	NOUN
ajsts-4667	43	16	of	of	ADP
ajsts-4667	43	17	relevant	relevant	ADJ
ajsts-4667	43	18	sentiment	sentiment	NOUN
ajsts-4667	43	19	-	-	PUNCT
ajsts-4667	43	20	bearing	bear	VERB
ajsts-4667	43	21	comments	comment	NOUN
ajsts-4667	43	22	.	.	PUNCT
ajsts-4667	44	1	f1	f1	NOUN
ajsts-4667	44	2	-	-	PUNCT
ajsts-4667	44	3	score	score	NOUN
ajsts-4667	44	4	the	the	DET
ajsts-4667	44	5	f1	f1	NOUN
ajsts-4667	44	6	-	-	PUNCT
ajsts-4667	44	7	score	score	NOUN
ajsts-4667	44	8	provides	provide	VERB
ajsts-4667	44	9	a	a	DET
ajsts-4667	44	10	balanced	balanced	ADJ
ajsts-4667	44	11	assessment	assessment	NOUN
ajsts-4667	44	12	by	by	ADP
ajsts-4667	44	13	combining	combine	VERB
ajsts-4667	44	14	both	both	DET
ajsts-4667	44	15	precision	precision	NOUN
ajsts-4667	44	16	and	and	CCONJ
ajsts-4667	44	17	recall	recall	VERB
ajsts-4667	44	18	into	into	ADP
ajsts-4667	44	19	a	a	DET
ajsts-4667	44	20	single	single	ADJ
ajsts-4667	44	21	metric	metric	NOUN
ajsts-4667	44	22	(	(	PUNCT
ajsts-4667	44	23	powers	power	NOUN
ajsts-4667	44	24	,	,	PUNCT
ajsts-4667	44	25	2011	2011	NUM
ajsts-4667	44	26	)	)	PUNCT
ajsts-4667	44	27	.	.	PUNCT
ajsts-4667	45	1	particularly	particularly	ADV
ajsts-4667	45	2	useful	useful	ADJ
ajsts-4667	45	3	in	in	ADP
ajsts-4667	45	4	sentiment	sentiment	NOUN
ajsts-4667	45	5	analysis	analysis	NOUN
ajsts-4667	45	6	contexts	contexts	NOUN
ajsts-4667	45	7	,	,	PUNCT
ajsts-4667	45	8	the	the	DET
ajsts-4667	45	9	f1	f1	ADJ
ajsts-4667	45	10	-	-	PUNCT
ajsts-4667	45	11	score	score	NOUN
ajsts-4667	45	12	addresses	address	NOUN
ajsts-4667	45	13	the	the	DET
ajsts-4667	45	14	limitations	limitation	NOUN
ajsts-4667	45	15	of	of	ADP
ajsts-4667	45	16	relying	rely	VERB
ajsts-4667	45	17	solely	solely	ADV
ajsts-4667	45	18	on	on	ADP
ajsts-4667	45	19	either	either	CCONJ
ajsts-4667	45	20	precision	precision	NOUN
ajsts-4667	45	21	or	or	CCONJ
ajsts-4667	45	22	recall	recall	NOUN
ajsts-4667	45	23	,	,	PUNCT
ajsts-4667	45	24	offering	offer	VERB
ajsts-4667	45	25	a	a	DET
ajsts-4667	45	26	nuanced	nuanced	ADJ
ajsts-4667	45	27	measure	measure	NOUN
ajsts-4667	45	28	of	of	ADP
ajsts-4667	45	29	overall	overall	ADJ
ajsts-4667	45	30	model	model	NOUN
ajsts-4667	45	31	performance	performance	NOUN
ajsts-4667	45	32	(	(	PUNCT
ajsts-4667	45	33	cambria	cambria	PROPN
ajsts-4667	45	34	et	et	PROPN
ajsts-4667	45	35	al	al	PROPN
ajsts-4667	45	36	.	.	PROPN
ajsts-4667	45	37	,	,	PUNCT
ajsts-4667	45	38	2017	2017	NUM
ajsts-4667	45	39	)	)	PUNCT
ajsts-4667	45	40	.	.	PUNCT
ajsts-4667	46	1	given	give	VERB
ajsts-4667	46	2	that	that	DET
ajsts-4667	46	3	precision	precision	NOUN
ajsts-4667	46	4	and	and	CCONJ
ajsts-4667	46	5	recall	recall	NOUN
ajsts-4667	46	6	may	may	AUX
ajsts-4667	46	7	individually	individually	ADV
ajsts-4667	46	8	vary	vary	VERB
ajsts-4667	46	9	,	,	PUNCT
ajsts-4667	46	10	the	the	DET
ajsts-4667	46	11	f1	f1	NOUN
ajsts-4667	46	12	-	-	PUNCT
ajsts-4667	46	13	score	score	NOUN
ajsts-4667	46	14	provides	provide	VERB
ajsts-4667	46	15	a	a	DET
ajsts-4667	46	16	holistic	holistic	ADJ
ajsts-4667	46	17	view	view	NOUN
ajsts-4667	46	18	crucial	crucial	ADJ
ajsts-4667	46	19	for	for	ADP
ajsts-4667	46	20	balanced	balanced	ADJ
ajsts-4667	46	21	evaluation	evaluation	NOUN
ajsts-4667	46	22	,	,	PUNCT
ajsts-4667	46	23	especially	especially	ADV
ajsts-4667	46	24	when	when	SCONJ
ajsts-4667	46	25	class	class	NOUN
ajsts-4667	46	26	distributions	distribution	NOUN
ajsts-4667	46	27	are	be	AUX
ajsts-4667	46	28	uneven	uneven	ADJ
ajsts-4667	46	29	or	or	CCONJ
ajsts-4667	46	30	when	when	SCONJ
ajsts-4667	46	31	balancing	balance	VERB
ajsts-4667	46	32	false	false	ADJ
ajsts-4667	46	33	positives	positive	NOUN
ajsts-4667	46	34	and	and	CCONJ
ajsts-4667	46	35	false	false	ADJ
ajsts-4667	46	36	negatives	negative	NOUN
ajsts-4667	46	37	is	be	AUX
ajsts-4667	46	38	equally	equally	ADV
ajsts-4667	46	39	important	important	ADJ
ajsts-4667	46	40	(	(	PUNCT
ajsts-4667	46	41	forman	forman	NOUN
ajsts-4667	46	42	&	&	CCONJ
ajsts-4667	46	43	scholz	scholz	PROPN
ajsts-4667	46	44	,	,	PUNCT
ajsts-4667	46	45	2010	2010	NUM
ajsts-4667	46	46	)	)	PUNCT
ajsts-4667	46	47	.	.	PUNCT
ajsts-4667	47	1	support	support	NOUN
ajsts-4667	47	2	support	support	NOUN
ajsts-4667	47	3	refers	refer	VERB
ajsts-4667	47	4	to	to	ADP
ajsts-4667	47	5	the	the	DET
ajsts-4667	47	6	total	total	ADJ
ajsts-4667	47	7	number	number	NOUN
ajsts-4667	47	8	of	of	ADP
ajsts-4667	47	9	actual	actual	ADJ
ajsts-4667	47	10	occurrences	occurrence	NOUN
ajsts-4667	47	11	pa	pa	PROPN
ajsts-4667	47	12	ge	ge	PROPN
ajsts-4667	47	13	70	70	NUM
ajsts-4667	47	14	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	47	15	am	be	AUX
ajsts-4667	47	16	.	.	PUNCT
ajsts-4667	48	1	j.	j.	PROPN
ajsts-4667	48	2	smart	smart	PROPN
ajsts-4667	48	3	.	.	PUNCT
ajsts-4667	49	1	technol	technol	PROPN
ajsts-4667	49	2	.	.	PUNCT
ajsts-4667	49	3	solutions	solution	NOUN
ajsts-4667	49	4	4(1	4(1	NOUN
ajsts-4667	49	5	)	)	PUNCT
ajsts-4667	49	6	68	68	NUM
ajsts-4667	49	7	-	-	SYM
ajsts-4667	49	8	88	88	NUM
ajsts-4667	49	9	,	,	PUNCT
ajsts-4667	49	10	2025	2025	NUM
ajsts-4667	49	11	of	of	ADP
ajsts-4667	49	12	each	each	DET
ajsts-4667	49	13	class	class	NOUN
ajsts-4667	49	14	within	within	ADP
ajsts-4667	49	15	the	the	DET
ajsts-4667	49	16	dataset	dataset	NOUN
ajsts-4667	49	17	,	,	PUNCT
ajsts-4667	49	18	indicating	indicate	VERB
ajsts-4667	49	19	class	class	NOUN
ajsts-4667	49	20	distribution	distribution	NOUN
ajsts-4667	49	21	and	and	CCONJ
ajsts-4667	49	22	serving	serve	VERB
ajsts-4667	49	23	as	as	ADP
ajsts-4667	49	24	context	context	NOUN
ajsts-4667	49	25	for	for	ADP
ajsts-4667	49	26	interpreting	interpret	VERB
ajsts-4667	49	27	performance	performance	NOUN
ajsts-4667	49	28	metrics	metric	NOUN
ajsts-4667	49	29	(	(	PUNCT
ajsts-4667	49	30	pedregosa	pedregosa	NOUN
ajsts-4667	49	31	et	et	PROPN
ajsts-4667	49	32	al	al	PROPN
ajsts-4667	49	33	.	.	PROPN
ajsts-4667	49	34	,	,	PUNCT
ajsts-4667	49	35	2011	2011	NUM
ajsts-4667	49	36	)	)	PUNCT
ajsts-4667	49	37	.	.	PUNCT
ajsts-4667	50	1	understanding	understand	VERB
ajsts-4667	50	2	class	class	NOUN
ajsts-4667	50	3	support	support	NOUN
ajsts-4667	50	4	is	be	AUX
ajsts-4667	50	5	essential	essential	ADJ
ajsts-4667	50	6	,	,	PUNCT
ajsts-4667	50	7	especially	especially	ADV
ajsts-4667	50	8	in	in	ADP
ajsts-4667	50	9	real	real	ADJ
ajsts-4667	50	10	-	-	PUNCT
ajsts-4667	50	11	world	world	NOUN
ajsts-4667	50	12	sentiment	sentiment	NOUN
ajsts-4667	50	13	analysis	analysis	NOUN
ajsts-4667	50	14	applications	application	NOUN
ajsts-4667	50	15	,	,	PUNCT
ajsts-4667	50	16	as	as	SCONJ
ajsts-4667	50	17	imbalanced	imbalanced	ADJ
ajsts-4667	50	18	distributions	distribution	NOUN
ajsts-4667	50	19	can	can	AUX
ajsts-4667	50	20	significantly	significantly	ADV
ajsts-4667	50	21	influence	influence	VERB
ajsts-4667	50	22	performance	performance	NOUN
ajsts-4667	50	23	metrics	metric	NOUN
ajsts-4667	50	24	and	and	CCONJ
ajsts-4667	50	25	interpretations	interpretation	NOUN
ajsts-4667	50	26	(	(	PUNCT
ajsts-4667	50	27	weiss	weiss	PROPN
ajsts-4667	50	28	&	&	CCONJ
ajsts-4667	50	29	provost	provost	NOUN
ajsts-4667	50	30	,	,	PUNCT
ajsts-4667	50	31	2003	2003	NUM
ajsts-4667	50	32	)	)	PUNCT
ajsts-4667	50	33	.	.	PUNCT
ajsts-4667	51	1	proper	proper	ADJ
ajsts-4667	51	2	acknowledgment	acknowledgment	NOUN
ajsts-4667	51	3	of	of	ADP
ajsts-4667	51	4	support	support	NOUN
ajsts-4667	51	5	helps	help	VERB
ajsts-4667	51	6	in	in	ADP
ajsts-4667	51	7	evaluating	evaluate	VERB
ajsts-4667	51	8	if	if	SCONJ
ajsts-4667	51	9	performance	performance	NOUN
ajsts-4667	51	10	metrics	metric	NOUN
ajsts-4667	51	11	are	be	AUX
ajsts-4667	51	12	consistent	consistent	ADJ
ajsts-4667	51	13	across	across	ADP
ajsts-4667	51	14	different	different	ADJ
ajsts-4667	51	15	sentiment	sentiment	NOUN
ajsts-4667	51	16	classes	class	NOUN
ajsts-4667	51	17	or	or	CCONJ
ajsts-4667	51	18	if	if	SCONJ
ajsts-4667	51	19	disparities	disparity	NOUN
ajsts-4667	51	20	exist	exist	VERB
ajsts-4667	51	21	due	due	ADJ
ajsts-4667	51	22	to	to	ADP
ajsts-4667	51	23	class	class	NOUN
ajsts-4667	51	24	imbalance	imbalance	NOUN
ajsts-4667	51	25	(	(	PUNCT
ajsts-4667	51	26	he	he	PRON
ajsts-4667	51	27	&	&	CCONJ
ajsts-4667	51	28	garcia	garcia	PROPN
ajsts-4667	51	29	,	,	PUNCT
ajsts-4667	51	30	2009	2009	NUM
ajsts-4667	51	31	)	)	PUNCT
ajsts-4667	51	32	.	.	PUNCT
ajsts-4667	52	1	accuracy	accuracy	NOUN
ajsts-4667	52	2	and	and	CCONJ
ajsts-4667	52	3	averages	average	NOUN
ajsts-4667	52	4	(	(	PUNCT
ajsts-4667	52	5	macro	macro	ADJ
ajsts-4667	52	6	and	and	CCONJ
ajsts-4667	52	7	weighted	weight	VERB
ajsts-4667	52	8	)	)	PUNCT
ajsts-4667	52	9	while	while	SCONJ
ajsts-4667	52	10	accuracy	accuracy	NOUN
ajsts-4667	52	11	offers	offer	VERB
ajsts-4667	52	12	an	an	DET
ajsts-4667	52	13	intuitive	intuitive	ADJ
ajsts-4667	52	14	assessment	assessment	NOUN
ajsts-4667	52	15	of	of	ADP
ajsts-4667	52	16	model	model	NOUN
ajsts-4667	52	17	performance	performance	NOUN
ajsts-4667	52	18	—	—	PUNCT
ajsts-4667	52	19	representing	represent	VERB
ajsts-4667	52	20	the	the	DET
ajsts-4667	52	21	ratio	ratio	NOUN
ajsts-4667	52	22	of	of	ADP
ajsts-4667	52	23	correct	correct	ADJ
ajsts-4667	52	24	predictions	prediction	NOUN
ajsts-4667	52	25	to	to	ADP
ajsts-4667	52	26	total	total	ADJ
ajsts-4667	52	27	predictions	prediction	NOUN
ajsts-4667	52	28	—	—	PUNCT
ajsts-4667	52	29	it	it	PRON
ajsts-4667	52	30	can	can	AUX
ajsts-4667	52	31	be	be	AUX
ajsts-4667	52	32	misleading	misleading	ADJ
ajsts-4667	52	33	when	when	SCONJ
ajsts-4667	52	34	class	class	NOUN
ajsts-4667	52	35	distributions	distribution	NOUN
ajsts-4667	52	36	are	be	AUX
ajsts-4667	52	37	imbalanced	imbalanced	ADJ
ajsts-4667	52	38	(	(	PUNCT
ajsts-4667	52	39	sokolova	sokolova	NOUN
ajsts-4667	52	40	&	&	CCONJ
ajsts-4667	52	41	lapalme	lapalme	PROPN
ajsts-4667	52	42	,	,	PUNCT
ajsts-4667	52	43	2009	2009	NUM
ajsts-4667	52	44	)	)	PUNCT
ajsts-4667	52	45	.	.	PUNCT
ajsts-4667	53	1	thus	thus	ADV
ajsts-4667	53	2	,	,	PUNCT
ajsts-4667	53	3	macro	macro	VERB
ajsts-4667	53	4	and	and	CCONJ
ajsts-4667	53	5	weighted	weight	VERB
ajsts-4667	53	6	averages	average	NOUN
ajsts-4667	53	7	are	be	AUX
ajsts-4667	53	8	additionally	additionally	ADV
ajsts-4667	53	9	recommended	recommend	VERB
ajsts-4667	53	10	as	as	ADP
ajsts-4667	53	11	comprehensive	comprehensive	ADJ
ajsts-4667	53	12	measures	measure	NOUN
ajsts-4667	53	13	accounting	account	VERB
ajsts-4667	53	14	for	for	ADP
ajsts-4667	53	15	class	class	NOUN
ajsts-4667	53	16	distribution	distribution	NOUN
ajsts-4667	53	17	.	.	PUNCT
ajsts-4667	54	1	macro	macro	ADJ
ajsts-4667	54	2	averaging	average	VERB
ajsts-4667	54	3	treats	treat	NOUN
ajsts-4667	54	4	each	each	DET
ajsts-4667	54	5	class	class	NOUN
ajsts-4667	54	6	equally	equally	ADV
ajsts-4667	54	7	,	,	PUNCT
ajsts-4667	54	8	emphasizing	emphasize	VERB
ajsts-4667	54	9	balanced	balanced	ADJ
ajsts-4667	54	10	class	class	NOUN
ajsts-4667	54	11	-	-	PUNCT
ajsts-4667	54	12	level	level	NOUN
ajsts-4667	54	13	performance	performance	NOUN
ajsts-4667	54	14	,	,	PUNCT
ajsts-4667	54	15	while	while	SCONJ
ajsts-4667	54	16	weighted	weight	VERB
ajsts-4667	54	17	averaging	average	VERB
ajsts-4667	54	18	factors	factor	NOUN
ajsts-4667	54	19	in	in	ADP
ajsts-4667	54	20	class	class	NOUN
ajsts-4667	54	21	support	support	NOUN
ajsts-4667	54	22	,	,	PUNCT
ajsts-4667	54	23	providing	provide	VERB
ajsts-4667	54	24	metrics	metric	NOUN
ajsts-4667	54	25	that	that	PRON
ajsts-4667	54	26	reflect	reflect	VERB
ajsts-4667	54	27	actual	actual	ADJ
ajsts-4667	54	28	dataset	dataset	NOUN
ajsts-4667	54	29	distributions	distribution	NOUN
ajsts-4667	54	30	(	(	PUNCT
ajsts-4667	54	31	pedregosa	pedregosa	NOUN
ajsts-4667	54	32	et	et	PROPN
ajsts-4667	54	33	al	al	PROPN
ajsts-4667	54	34	.	.	PROPN
ajsts-4667	54	35	,	,	PUNCT
ajsts-4667	54	36	2011	2011	NUM
ajsts-4667	54	37	)	)	PUNCT
ajsts-4667	54	38	.	.	PUNCT
ajsts-4667	55	1	telegram	telegram	NOUN
ajsts-4667	55	2	:	:	PUNCT
ajsts-4667	55	3	a	a	DET
ajsts-4667	55	4	new	new	ADJ
ajsts-4667	55	5	platform	platform	NOUN
ajsts-4667	55	6	for	for	ADP
ajsts-4667	55	7	digital	digital	ADJ
ajsts-4667	55	8	criminal	criminal	ADJ
ajsts-4667	55	9	activity	activity	NOUN
ajsts-4667	55	10	telegram	telegram	NOUN
ajsts-4667	55	11	has	have	AUX
ajsts-4667	55	12	rapidly	rapidly	ADV
ajsts-4667	55	13	become	become	VERB
ajsts-4667	55	14	popular	popular	ADJ
ajsts-4667	55	15	,	,	PUNCT
ajsts-4667	55	16	with	with	ADP
ajsts-4667	55	17	around	around	ADP
ajsts-4667	55	18	one	one	NUM
ajsts-4667	55	19	billion	billion	NUM
ajsts-4667	55	20	users	user	NOUN
ajsts-4667	55	21	,	,	PUNCT
ajsts-4667	55	22	for	for	ADP
ajsts-4667	55	23	its	its	PRON
ajsts-4667	55	24	simplicity	simplicity	NOUN
ajsts-4667	55	25	,	,	PUNCT
ajsts-4667	55	26	functionality	functionality	NOUN
ajsts-4667	55	27	,	,	PUNCT
ajsts-4667	55	28	and	and	CCONJ
ajsts-4667	55	29	its	its	PRON
ajsts-4667	55	30	stance	stance	NOUN
ajsts-4667	55	31	toward	toward	ADP
ajsts-4667	55	32	user	user	NOUN
ajsts-4667	55	33	privacy	privacy	NOUN
ajsts-4667	55	34	and	and	CCONJ
ajsts-4667	55	35	data	datum	NOUN
ajsts-4667	55	36	confidentiality	confidentiality	NOUN
ajsts-4667	55	37	(	(	PUNCT
ajsts-4667	55	38	wall	wall	PROPN
ajsts-4667	55	39	street	street	PROPN
ajsts-4667	55	40	journal	journal	PROPN
ajsts-4667	55	41	,	,	PUNCT
ajsts-4667	55	42	2024	2024	NUM
ajsts-4667	55	43	)	)	PUNCT
ajsts-4667	55	44	.	.	PUNCT
ajsts-4667	56	1	however	however	ADV
ajsts-4667	56	2	,	,	PUNCT
ajsts-4667	56	3	its	its	PRON
ajsts-4667	56	4	minimal	minimal	ADJ
ajsts-4667	56	5	moderation	moderation	NOUN
ajsts-4667	56	6	policies	policy	NOUN
ajsts-4667	56	7	and	and	CCONJ
ajsts-4667	56	8	encrypted	encrypt	VERB
ajsts-4667	56	9	communications	communication	NOUN
ajsts-4667	56	10	have	have	AUX
ajsts-4667	56	11	inadvertently	inadvertently	ADV
ajsts-4667	56	12	created	create	VERB
ajsts-4667	56	13	an	an	DET
ajsts-4667	56	14	environment	environment	NOUN
ajsts-4667	56	15	conducive	conducive	ADJ
ajsts-4667	56	16	to	to	ADP
ajsts-4667	56	17	illicit	illicit	ADJ
ajsts-4667	56	18	activities	activity	NOUN
ajsts-4667	56	19	,	,	PUNCT
ajsts-4667	56	20	including	include	VERB
ajsts-4667	56	21	identity	identity	NOUN
ajsts-4667	56	22	theft	theft	NOUN
ajsts-4667	56	23	,	,	PUNCT
ajsts-4667	56	24	child	child	NOUN
ajsts-4667	56	25	exploitation	exploitation	NOUN
ajsts-4667	56	26	,	,	PUNCT
ajsts-4667	56	27	weapons	weapon	NOUN
ajsts-4667	56	28	smuggling	smuggling	NOUN
ajsts-4667	56	29	,	,	PUNCT
ajsts-4667	56	30	and	and	CCONJ
ajsts-4667	56	31	drug	drug	NOUN
ajsts-4667	56	32	trafficking	trafficking	NOUN
ajsts-4667	56	33	(	(	PUNCT
ajsts-4667	56	34	kohlmann	kohlmann	NOUN
ajsts-4667	56	35	,	,	PUNCT
ajsts-4667	56	36	2024	2024	NUM
ajsts-4667	56	37	;	;	PUNCT
ajsts-4667	56	38	sexton	sexton	PROPN
ajsts-4667	56	39	,	,	PUNCT
ajsts-4667	56	40	2024	2024	NUM
ajsts-4667	56	41	)	)	PUNCT
ajsts-4667	56	42	.	.	PUNCT
ajsts-4667	57	1	research	research	NOUN
ajsts-4667	57	2	has	have	AUX
ajsts-4667	57	3	shown	show	VERB
ajsts-4667	57	4	that	that	SCONJ
ajsts-4667	57	5	platforms	platform	NOUN
ajsts-4667	57	6	combining	combine	VERB
ajsts-4667	57	7	ease	ease	NOUN
ajsts-4667	57	8	of	of	ADP
ajsts-4667	57	9	access	access	NOUN
ajsts-4667	57	10	,	,	PUNCT
ajsts-4667	57	11	encryption	encryption	NOUN
ajsts-4667	57	12	,	,	PUNCT
ajsts-4667	57	13	and	and	CCONJ
ajsts-4667	57	14	light	light	ADJ
ajsts-4667	57	15	moderation	moderation	NOUN
ajsts-4667	57	16	can	can	AUX
ajsts-4667	57	17	attract	attract	VERB
ajsts-4667	57	18	illicit	illicit	ADJ
ajsts-4667	57	19	users	user	NOUN
ajsts-4667	57	20	,	,	PUNCT
ajsts-4667	57	21	negatively	negatively	ADV
ajsts-4667	57	22	affecting	affect	VERB
ajsts-4667	57	23	corporate	corporate	ADJ
ajsts-4667	57	24	reputation	reputation	NOUN
ajsts-4667	57	25	,	,	PUNCT
ajsts-4667	57	26	attracting	attract	VERB
ajsts-4667	57	27	regulatory	regulatory	ADJ
ajsts-4667	57	28	attention	attention	NOUN
ajsts-4667	57	29	,	,	PUNCT
ajsts-4667	57	30	and	and	CCONJ
ajsts-4667	57	31	causing	cause	VERB
ajsts-4667	57	32	market	market	NOUN
ajsts-4667	57	33	-	-	PUNCT
ajsts-4667	57	34	value	value	NOUN
ajsts-4667	57	35	losses	loss	NOUN
ajsts-4667	57	36	(	(	PUNCT
ajsts-4667	57	37	gillespie	gillespie	NOUN
ajsts-4667	57	38	,	,	PUNCT
ajsts-4667	57	39	2018	2018	NUM
ajsts-4667	57	40	)	)	PUNCT
ajsts-4667	57	41	.	.	PUNCT
ajsts-4667	58	1	the	the	DET
ajsts-4667	58	2	wall	wall	PROPN
ajsts-4667	58	3	street	street	PROPN
ajsts-4667	58	4	journal	journal	PROPN
ajsts-4667	58	5	(	(	PUNCT
ajsts-4667	58	6	2024	2024	NUM
ajsts-4667	58	7	)	)	PUNCT
ajsts-4667	58	8	specifically	specifically	ADV
ajsts-4667	58	9	highlighted	highlight	VERB
ajsts-4667	58	10	telegram	telegram	NOUN
ajsts-4667	58	11	’s	’s	PART
ajsts-4667	58	12	transformation	transformation	NOUN
ajsts-4667	58	13	into	into	ADP
ajsts-4667	58	14	a	a	DET
ajsts-4667	58	15	favored	favor	VERB
ajsts-4667	58	16	platform	platform	NOUN
ajsts-4667	58	17	among	among	ADP
ajsts-4667	58	18	criminal	criminal	ADJ
ajsts-4667	58	19	entities	entity	NOUN
ajsts-4667	58	20	,	,	PUNCT
ajsts-4667	58	21	triggering	trigger	VERB
ajsts-4667	58	22	public	public	ADJ
ajsts-4667	58	23	concerns	concern	NOUN
ajsts-4667	58	24	and	and	CCONJ
ajsts-4667	58	25	potential	potential	ADJ
ajsts-4667	58	26	regulatory	regulatory	ADJ
ajsts-4667	58	27	consequences	consequence	NOUN
ajsts-4667	58	28	.	.	PUNCT
ajsts-4667	59	1	the	the	DET
ajsts-4667	59	2	public	public	ADJ
ajsts-4667	59	3	exposure	exposure	NOUN
ajsts-4667	59	4	of	of	ADP
ajsts-4667	59	5	telegram	telegram	NOUN
ajsts-4667	59	6	’s	’s	PART
ajsts-4667	59	7	unintended	unintended	ADJ
ajsts-4667	59	8	uses	use	NOUN
ajsts-4667	59	9	can	can	AUX
ajsts-4667	59	10	significantly	significantly	ADV
ajsts-4667	59	11	affect	affect	VERB
ajsts-4667	59	12	its	its	PRON
ajsts-4667	59	13	corporate	corporate	ADJ
ajsts-4667	59	14	image	image	NOUN
ajsts-4667	59	15	,	,	PUNCT
ajsts-4667	59	16	impacting	impact	VERB
ajsts-4667	59	17	customer	customer	NOUN
ajsts-4667	59	18	trust	trust	NOUN
ajsts-4667	59	19	and	and	CCONJ
ajsts-4667	59	20	potentially	potentially	ADV
ajsts-4667	59	21	undermining	undermine	VERB
ajsts-4667	59	22	its	its	PRON
ajsts-4667	59	23	market	market	NOUN
ajsts-4667	59	24	positioning	positioning	NOUN
ajsts-4667	59	25	(	(	PUNCT
ajsts-4667	59	26	gillespie	gillespie	PROPN
ajsts-4667	59	27	,	,	PUNCT
ajsts-4667	59	28	2018	2018	NUM
ajsts-4667	59	29	;	;	PUNCT
ajsts-4667	59	30	kohlmann	kohlmann	NOUN
ajsts-4667	59	31	,	,	PUNCT
ajsts-4667	59	32	2024	2024	NUM
ajsts-4667	59	33	)	)	PUNCT
ajsts-4667	59	34	.	.	PUNCT
ajsts-4667	60	1	implications	implication	NOUN
ajsts-4667	60	2	of	of	ADP
ajsts-4667	60	3	sentiment	sentiment	NOUN
ajsts-4667	60	4	analysis	analysis	NOUN
ajsts-4667	60	5	for	for	ADP
ajsts-4667	60	6	telegram	telegram	NOUN
ajsts-4667	60	7	’s	’s	PART
ajsts-4667	60	8	business	business	NOUN
ajsts-4667	60	9	sentiment	sentiment	NOUN
ajsts-4667	60	10	analysis	analysis	NOUN
ajsts-4667	60	11	provides	provide	VERB
ajsts-4667	60	12	a	a	DET
ajsts-4667	60	13	methodological	methodological	ADJ
ajsts-4667	60	14	framework	framework	NOUN
ajsts-4667	60	15	through	through	ADP
ajsts-4667	60	16	which	which	PRON
ajsts-4667	60	17	businesses	business	NOUN
ajsts-4667	60	18	like	like	ADP
ajsts-4667	60	19	telegram	telegram	NOUN
ajsts-4667	60	20	can	can	AUX
ajsts-4667	60	21	systematically	systematically	ADV
ajsts-4667	60	22	evaluate	evaluate	VERB
ajsts-4667	60	23	the	the	DET
ajsts-4667	60	24	public	public	NOUN
ajsts-4667	60	25	’s	’s	PART
ajsts-4667	60	26	reaction	reaction	NOUN
ajsts-4667	60	27	to	to	ADP
ajsts-4667	60	28	their	their	PRON
ajsts-4667	60	29	portrayal	portrayal	NOUN
ajsts-4667	60	30	in	in	ADP
ajsts-4667	60	31	media	medium	NOUN
ajsts-4667	60	32	and	and	CCONJ
ajsts-4667	60	33	the	the	DET
ajsts-4667	60	34	ensuing	ensue	VERB
ajsts-4667	60	35	narrative	narrative	NOUN
ajsts-4667	60	36	around	around	ADP
ajsts-4667	60	37	illicit	illicit	ADJ
ajsts-4667	60	38	activities	activity	NOUN
ajsts-4667	60	39	.	.	PUNCT
ajsts-4667	61	1	negative	negative	ADJ
ajsts-4667	61	2	sentiment	sentiment	NOUN
ajsts-4667	61	3	toward	toward	ADP
ajsts-4667	61	4	companies	company	NOUN
ajsts-4667	61	5	can	can	AUX
ajsts-4667	61	6	harm	harm	VERB
ajsts-4667	61	7	brand	brand	NOUN
ajsts-4667	61	8	reputation	reputation	NOUN
ajsts-4667	61	9	,	,	PUNCT
ajsts-4667	61	10	deter	deter	VERB
ajsts-4667	61	11	investors	investor	NOUN
ajsts-4667	61	12	,	,	PUNCT
ajsts-4667	61	13	and	and	CCONJ
ajsts-4667	61	14	invite	invite	VERB
ajsts-4667	61	15	strict	strict	ADJ
ajsts-4667	61	16	regulatory	regulatory	ADJ
ajsts-4667	61	17	scrutiny	scrutiny	NOUN
ajsts-4667	61	18	(	(	PUNCT
ajsts-4667	61	19	mostafa	mostafa	PROPN
ajsts-4667	61	20	,	,	PUNCT
ajsts-4667	61	21	2013	2013	NUM
ajsts-4667	61	22	;	;	PUNCT
ajsts-4667	61	23	pfeffer	pfeffer	PROPN
ajsts-4667	61	24	et	et	PROPN
ajsts-4667	61	25	al	al	PROPN
ajsts-4667	61	26	.	.	PROPN
ajsts-4667	61	27	,	,	PUNCT
ajsts-4667	61	28	2014	2014	NUM
ajsts-4667	61	29	)	)	PUNCT
ajsts-4667	61	30	.	.	PUNCT
ajsts-4667	62	1	companies	company	NOUN
ajsts-4667	62	2	increasingly	increasingly	ADV
ajsts-4667	62	3	utilize	utilize	VERB
ajsts-4667	62	4	sentiment	sentiment	NOUN
ajsts-4667	62	5	analysis	analysis	NOUN
ajsts-4667	62	6	to	to	PART
ajsts-4667	62	7	monitor	monitor	VERB
ajsts-4667	62	8	their	their	PRON
ajsts-4667	62	9	public	public	ADJ
ajsts-4667	62	10	reputation	reputation	NOUN
ajsts-4667	62	11	in	in	ADP
ajsts-4667	62	12	real	real	ADJ
ajsts-4667	62	13	-	-	PUNCT
ajsts-4667	62	14	time	time	NOUN
ajsts-4667	62	15	,	,	PUNCT
ajsts-4667	62	16	enabling	enable	VERB
ajsts-4667	62	17	timely	timely	ADJ
ajsts-4667	62	18	interventions	intervention	NOUN
ajsts-4667	62	19	to	to	PART
ajsts-4667	62	20	mitigate	mitigate	VERB
ajsts-4667	62	21	negative	negative	ADJ
ajsts-4667	62	22	narratives	narrative	NOUN
ajsts-4667	62	23	(	(	PUNCT
ajsts-4667	62	24	hutto	hutto	PROPN
ajsts-4667	62	25	&	&	CCONJ
ajsts-4667	62	26	gilbert	gilbert	PROPN
ajsts-4667	62	27	,	,	PUNCT
ajsts-4667	62	28	2014	2014	NUM
ajsts-4667	62	29	)	)	PUNCT
ajsts-4667	62	30	.	.	PUNCT
ajsts-4667	63	1	given	give	VERB
ajsts-4667	63	2	the	the	DET
ajsts-4667	63	3	substantial	substantial	ADJ
ajsts-4667	63	4	reputational	reputational	ADJ
ajsts-4667	63	5	risks	risk	NOUN
ajsts-4667	63	6	evident	evident	ADJ
ajsts-4667	63	7	in	in	ADP
ajsts-4667	63	8	telegram	telegram	NOUN
ajsts-4667	63	9	’s	’s	PART
ajsts-4667	63	10	recent	recent	ADJ
ajsts-4667	63	11	association	association	NOUN
ajsts-4667	63	12	with	with	ADP
ajsts-4667	63	13	illegal	illegal	ADJ
ajsts-4667	63	14	markets	market	NOUN
ajsts-4667	63	15	and	and	CCONJ
ajsts-4667	63	16	data	datum	NOUN
ajsts-4667	63	17	breaches	breach	NOUN
ajsts-4667	63	18	,	,	PUNCT
ajsts-4667	63	19	systematic	systematic	ADJ
ajsts-4667	63	20	sentiment	sentiment	NOUN
ajsts-4667	63	21	analysis	analysis	NOUN
ajsts-4667	63	22	provides	provide	VERB
ajsts-4667	63	23	valuable	valuable	ADJ
ajsts-4667	63	24	insights	insight	NOUN
ajsts-4667	63	25	.	.	PUNCT
ajsts-4667	64	1	such	such	ADJ
ajsts-4667	64	2	analytical	analytical	ADJ
ajsts-4667	64	3	findings	finding	NOUN
ajsts-4667	64	4	can	can	AUX
ajsts-4667	64	5	guide	guide	VERB
ajsts-4667	64	6	telegram	telegram	NOUN
ajsts-4667	64	7	’s	’s	PART
ajsts-4667	64	8	strategic	strategic	ADJ
ajsts-4667	64	9	management	management	NOUN
ajsts-4667	64	10	and	and	CCONJ
ajsts-4667	64	11	operational	operational	ADJ
ajsts-4667	64	12	decision	decision	NOUN
ajsts-4667	64	13	-	-	PUNCT
ajsts-4667	64	14	making	making	NOUN
ajsts-4667	64	15	,	,	PUNCT
ajsts-4667	64	16	including	include	VERB
ajsts-4667	64	17	moderating	moderate	VERB
ajsts-4667	64	18	policy	policy	NOUN
ajsts-4667	64	19	adjustments	adjustment	NOUN
ajsts-4667	64	20	,	,	PUNCT
ajsts-4667	64	21	user	user	NOUN
ajsts-4667	64	22	engagement	engagement	NOUN
ajsts-4667	64	23	strategies	strategy	NOUN
ajsts-4667	64	24	,	,	PUNCT
ajsts-4667	64	25	and	and	CCONJ
ajsts-4667	64	26	regulatory	regulatory	ADJ
ajsts-4667	64	27	compliance	compliance	NOUN
ajsts-4667	64	28	approaches	approach	NOUN
ajsts-4667	64	29	(	(	PUNCT
ajsts-4667	64	30	gillespie	gillespie	NOUN
ajsts-4667	64	31	,	,	PUNCT
ajsts-4667	64	32	2018	2018	NUM
ajsts-4667	64	33	;	;	PUNCT
ajsts-4667	64	34	kohlmann	kohlmann	NOUN
ajsts-4667	64	35	,	,	PUNCT
ajsts-4667	64	36	2024	2024	NUM
ajsts-4667	64	37	)	)	PUNCT
ajsts-4667	64	38	.	.	PUNCT
ajsts-4667	65	1	moreover	moreover	ADV
ajsts-4667	65	2	,	,	PUNCT
ajsts-4667	65	3	sentiment	sentiment	NOUN
ajsts-4667	65	4	analysis	analysis	NOUN
ajsts-4667	65	5	also	also	ADV
ajsts-4667	65	6	allows	allow	VERB
ajsts-4667	65	7	identification	identification	NOUN
ajsts-4667	65	8	of	of	ADP
ajsts-4667	65	9	key	key	ADJ
ajsts-4667	65	10	themes	theme	NOUN
ajsts-4667	65	11	in	in	ADP
ajsts-4667	65	12	user	user	NOUN
ajsts-4667	65	13	-	-	PUNCT
ajsts-4667	65	14	generated	generate	VERB
ajsts-4667	65	15	content	content	NOUN
ajsts-4667	65	16	,	,	PUNCT
ajsts-4667	65	17	enabling	enable	VERB
ajsts-4667	65	18	telegram	telegram	NOUN
ajsts-4667	65	19	’s	’s	PART
ajsts-4667	65	20	management	management	NOUN
ajsts-4667	65	21	team	team	NOUN
ajsts-4667	65	22	to	to	PART
ajsts-4667	65	23	better	well	ADV
ajsts-4667	65	24	understand	understand	VERB
ajsts-4667	65	25	public	public	ADJ
ajsts-4667	65	26	concerns	concern	NOUN
ajsts-4667	65	27	,	,	PUNCT
ajsts-4667	65	28	systematically	systematically	ADV
ajsts-4667	65	29	address	address	VERB
ajsts-4667	65	30	these	these	DET
ajsts-4667	65	31	issues	issue	NOUN
ajsts-4667	65	32	,	,	PUNCT
ajsts-4667	65	33	and	and	CCONJ
ajsts-4667	65	34	communicate	communicate	VERB
ajsts-4667	65	35	effectively	effectively	ADV
ajsts-4667	65	36	with	with	ADP
ajsts-4667	65	37	stakeholders	stakeholder	NOUN
ajsts-4667	65	38	,	,	PUNCT
ajsts-4667	65	39	thereby	thereby	ADV
ajsts-4667	65	40	enhancing	enhance	VERB
ajsts-4667	65	41	corporate	corporate	ADJ
ajsts-4667	65	42	transparency	transparency	NOUN
ajsts-4667	65	43	and	and	CCONJ
ajsts-4667	65	44	accountability	accountability	NOUN
ajsts-4667	65	45	(	(	PUNCT
ajsts-4667	65	46	stieglitz	stieglitz	PROPN
ajsts-4667	65	47	&	&	CCONJ
ajsts-4667	65	48	dang	dang	PROPN
ajsts-4667	65	49	-	-	PROPN
ajsts-4667	65	50	xuan	xuan	PROPN
ajsts-4667	65	51	,	,	PUNCT
ajsts-4667	65	52	2013	2013	NUM
ajsts-4667	65	53	)	)	PUNCT
ajsts-4667	65	54	.	.	PUNCT
ajsts-4667	66	1	regulatory	regulatory	ADJ
ajsts-4667	66	2	and	and	CCONJ
ajsts-4667	66	3	ethical	ethical	ADJ
ajsts-4667	66	4	considerations	consideration	NOUN
ajsts-4667	66	5	telegram	telegram	NOUN
ajsts-4667	66	6	’s	’s	PART
ajsts-4667	66	7	positioning	positioning	NOUN
ajsts-4667	66	8	amid	amid	ADP
ajsts-4667	66	9	allegations	allegation	NOUN
ajsts-4667	66	10	related	relate	VERB
ajsts-4667	66	11	to	to	ADP
ajsts-4667	66	12	facilitating	facilitate	VERB
ajsts-4667	66	13	criminal	criminal	ADJ
ajsts-4667	66	14	activity	activity	NOUN
ajsts-4667	66	15	,	,	PUNCT
ajsts-4667	66	16	such	such	ADJ
ajsts-4667	66	17	as	as	ADP
ajsts-4667	66	18	identity	identity	NOUN
ajsts-4667	66	19	theft	theft	NOUN
ajsts-4667	66	20	and	and	CCONJ
ajsts-4667	66	21	child	child	NOUN
ajsts-4667	66	22	exploitation	exploitation	NOUN
ajsts-4667	66	23	,	,	PUNCT
ajsts-4667	66	24	presents	present	VERB
ajsts-4667	66	25	significant	significant	ADJ
ajsts-4667	66	26	ethical	ethical	ADJ
ajsts-4667	66	27	,	,	PUNCT
ajsts-4667	66	28	legal	legal	ADJ
ajsts-4667	66	29	,	,	PUNCT
ajsts-4667	66	30	and	and	CCONJ
ajsts-4667	66	31	regulatory	regulatory	ADJ
ajsts-4667	66	32	challenges	challenge	NOUN
ajsts-4667	66	33	.	.	PUNCT
ajsts-4667	67	1	businesses	business	NOUN
ajsts-4667	67	2	perceived	perceive	VERB
ajsts-4667	67	3	as	as	ADP
ajsts-4667	67	4	tolerating	tolerate	VERB
ajsts-4667	67	5	or	or	CCONJ
ajsts-4667	67	6	inadequately	inadequately	ADV
ajsts-4667	67	7	addressing	address	VERB
ajsts-4667	67	8	such	such	ADJ
ajsts-4667	67	9	activities	activity	NOUN
ajsts-4667	67	10	can	can	AUX
ajsts-4667	67	11	face	face	VERB
ajsts-4667	67	12	substantial	substantial	ADJ
ajsts-4667	67	13	fines	fine	NOUN
ajsts-4667	67	14	,	,	PUNCT
ajsts-4667	67	15	reputational	reputational	ADJ
ajsts-4667	67	16	damage	damage	NOUN
ajsts-4667	67	17	,	,	PUNCT
ajsts-4667	67	18	and	and	CCONJ
ajsts-4667	67	19	consumer	consumer	NOUN
ajsts-4667	67	20	attrition	attrition	NOUN
ajsts-4667	67	21	(	(	PUNCT
ajsts-4667	67	22	gillespie	gillespie	NOUN
ajsts-4667	67	23	,	,	PUNCT
ajsts-4667	67	24	2018	2018	NUM
ajsts-4667	67	25	)	)	PUNCT
ajsts-4667	67	26	.	.	PUNCT
ajsts-4667	68	1	regulatory	regulatory	ADJ
ajsts-4667	68	2	authorities	authority	NOUN
ajsts-4667	68	3	worldwide	worldwide	ADV
ajsts-4667	68	4	increasingly	increasingly	ADV
ajsts-4667	68	5	require	require	VERB
ajsts-4667	68	6	technology	technology	NOUN
ajsts-4667	68	7	firms	firm	NOUN
ajsts-4667	68	8	to	to	PART
ajsts-4667	68	9	demonstrate	demonstrate	VERB
ajsts-4667	68	10	proactive	proactive	ADJ
ajsts-4667	68	11	measures	measure	NOUN
ajsts-4667	68	12	to	to	PART
ajsts-4667	68	13	counteract	counteract	VERB
ajsts-4667	68	14	illegal	illegal	ADJ
ajsts-4667	68	15	activities	activity	NOUN
ajsts-4667	68	16	and	and	CCONJ
ajsts-4667	68	17	harmful	harmful	ADJ
ajsts-4667	68	18	content	content	NOUN
ajsts-4667	68	19	(	(	PUNCT
ajsts-4667	68	20	sexton	sexton	PROPN
ajsts-4667	68	21	,	,	PUNCT
ajsts-4667	68	22	2024	2024	NUM
ajsts-4667	68	23	)	)	PUNCT
ajsts-4667	68	24	.	.	PUNCT
ajsts-4667	69	1	sentiment	sentiment	NOUN
ajsts-4667	69	2	analysis	analysis	NOUN
ajsts-4667	69	3	outcomes	outcome	NOUN
ajsts-4667	69	4	highlighting	highlight	VERB
ajsts-4667	69	5	public	public	ADJ
ajsts-4667	69	6	negativity	negativity	NOUN
ajsts-4667	69	7	towards	towards	ADP
ajsts-4667	69	8	telegram	telegram	NOUN
ajsts-4667	69	9	can	can	AUX
ajsts-4667	69	10	underscore	underscore	VERB
ajsts-4667	69	11	the	the	DET
ajsts-4667	69	12	urgency	urgency	NOUN
ajsts-4667	69	13	for	for	SCONJ
ajsts-4667	69	14	the	the	DET
ajsts-4667	69	15	firm	firm	NOUN
ajsts-4667	69	16	to	to	PART
ajsts-4667	69	17	intensify	intensify	VERB
ajsts-4667	69	18	moderation	moderation	NOUN
ajsts-4667	69	19	practices	practice	NOUN
ajsts-4667	69	20	,	,	PUNCT
ajsts-4667	69	21	reporting	reporting	NOUN
ajsts-4667	69	22	procedures	procedure	NOUN
ajsts-4667	69	23	,	,	PUNCT
ajsts-4667	69	24	and	and	CCONJ
ajsts-4667	69	25	collaboration	collaboration	NOUN
ajsts-4667	69	26	with	with	ADP
ajsts-4667	69	27	external	external	ADJ
ajsts-4667	69	28	watchdog	watchdog	NOUN
ajsts-4667	69	29	organizations	organization	NOUN
ajsts-4667	69	30	such	such	ADJ
ajsts-4667	69	31	as	as	ADP
ajsts-4667	69	32	the	the	DET
ajsts-4667	69	33	internet	internet	NOUN
ajsts-4667	69	34	watch	watch	PROPN
ajsts-4667	69	35	foundation	foundation	PROPN
ajsts-4667	69	36	(	(	PUNCT
ajsts-4667	69	37	iwf	iwf	NOUN
ajsts-4667	69	38	)	)	PUNCT
ajsts-4667	69	39	and	and	CCONJ
ajsts-4667	69	40	the	the	DET
ajsts-4667	69	41	national	national	ADJ
ajsts-4667	69	42	center	center	NOUN
ajsts-4667	69	43	for	for	ADP
ajsts-4667	69	44	missing	miss	VERB
ajsts-4667	69	45	and	and	CCONJ
ajsts-4667	69	46	exploited	exploit	VERB
ajsts-4667	69	47	children	child	NOUN
ajsts-4667	69	48	(	(	PUNCT
ajsts-4667	69	49	ncmec	ncmec	PROPN
ajsts-4667	69	50	)	)	PUNCT
ajsts-4667	69	51	(	(	PUNCT
ajsts-4667	69	52	wall	wall	PROPN
ajsts-4667	69	53	street	street	PROPN
ajsts-4667	69	54	journal	journal	PROPN
ajsts-4667	69	55	,	,	PUNCT
ajsts-4667	69	56	2024	2024	NUM
ajsts-4667	69	57	;	;	PUNCT
ajsts-4667	69	58	sexton	sexton	PROPN
ajsts-4667	69	59	,	,	PUNCT
ajsts-4667	69	60	2024	2024	NUM
ajsts-4667	69	61	)	)	PUNCT
ajsts-4667	69	62	.	.	PUNCT
ajsts-4667	70	1	ultimately	ultimately	ADV
ajsts-4667	70	2	,	,	PUNCT
ajsts-4667	70	3	prior	prior	ADJ
ajsts-4667	70	4	literature	literature	NOUN
ajsts-4667	70	5	clearly	clearly	ADV
ajsts-4667	70	6	underscores	underscore	VERB
ajsts-4667	70	7	the	the	DET
ajsts-4667	70	8	significance	significance	NOUN
ajsts-4667	70	9	of	of	ADP
ajsts-4667	70	10	sentiment	sentiment	NOUN
ajsts-4667	70	11	analysis	analysis	NOUN
ajsts-4667	70	12	as	as	ADP
ajsts-4667	70	13	a	a	DET
ajsts-4667	70	14	powerful	powerful	ADJ
ajsts-4667	70	15	analytical	analytical	ADJ
ajsts-4667	70	16	method	method	NOUN
ajsts-4667	70	17	to	to	PART
ajsts-4667	70	18	gauge	gauge	VERB
ajsts-4667	70	19	public	public	ADJ
ajsts-4667	70	20	perceptions	perception	NOUN
ajsts-4667	70	21	and	and	CCONJ
ajsts-4667	70	22	their	their	PRON
ajsts-4667	70	23	business	business	NOUN
ajsts-4667	70	24	implications	implication	NOUN
ajsts-4667	70	25	.	.	PUNCT
ajsts-4667	71	1	the	the	DET
ajsts-4667	71	2	case	case	NOUN
ajsts-4667	71	3	of	of	ADP
ajsts-4667	71	4	telegram	telegram	NOUN
ajsts-4667	71	5	emphasizes	emphasize	VERB
ajsts-4667	71	6	the	the	DET
ajsts-4667	71	7	necessity	necessity	NOUN
ajsts-4667	71	8	of	of	ADP
ajsts-4667	71	9	deploying	deploy	VERB
ajsts-4667	71	10	robust	robust	ADJ
ajsts-4667	71	11	sentiment	sentiment	NOUN
ajsts-4667	71	12	analysis	analysis	NOUN
ajsts-4667	71	13	tools	tool	NOUN
ajsts-4667	71	14	like	like	ADP
ajsts-4667	71	15	vader	vader	NOUN
ajsts-4667	71	16	to	to	PART
ajsts-4667	71	17	analyze	analyze	VERB
ajsts-4667	71	18	public	public	ADJ
ajsts-4667	71	19	sentiment	sentiment	NOUN
ajsts-4667	71	20	toward	toward	ADP
ajsts-4667	71	21	corporate	corporate	ADJ
ajsts-4667	71	22	practices	practice	NOUN
ajsts-4667	71	23	,	,	PUNCT
ajsts-4667	71	24	particularly	particularly	ADV
ajsts-4667	71	25	concerning	concern	VERB
ajsts-4667	71	26	critical	critical	ADJ
ajsts-4667	71	27	ethical	ethical	ADJ
ajsts-4667	71	28	,	,	PUNCT
ajsts-4667	71	29	legal	legal	ADJ
ajsts-4667	71	30	,	,	PUNCT
ajsts-4667	71	31	and	and	CCONJ
ajsts-4667	71	32	reputational	reputational	ADJ
ajsts-4667	71	33	issues	issue	NOUN
ajsts-4667	71	34	.	.	PUNCT
ajsts-4667	72	1	for	for	ADP
ajsts-4667	72	2	telegram	telegram	NOUN
ajsts-4667	72	3	,	,	PUNCT
ajsts-4667	72	4	the	the	DET
ajsts-4667	72	5	practical	practical	ADJ
ajsts-4667	72	6	implications	implication	NOUN
ajsts-4667	72	7	derived	derive	VERB
ajsts-4667	72	8	from	from	ADP
ajsts-4667	72	9	sentiment	sentiment	NOUN
ajsts-4667	72	10	analysis	analysis	NOUN
ajsts-4667	72	11	can	can	AUX
ajsts-4667	72	12	translate	translate	VERB
ajsts-4667	72	13	into	into	ADP
ajsts-4667	72	14	substantial	substantial	ADJ
ajsts-4667	72	15	business	business	NOUN
ajsts-4667	72	16	actions	action	NOUN
ajsts-4667	72	17	,	,	PUNCT
ajsts-4667	72	18	notably	notably	ADV
ajsts-4667	72	19	improving	improve	VERB
ajsts-4667	72	20	moderation	moderation	NOUN
ajsts-4667	72	21	efforts	effort	NOUN
ajsts-4667	72	22	,	,	PUNCT
ajsts-4667	72	23	transparency	transparency	NOUN
ajsts-4667	72	24	initiatives	initiative	NOUN
ajsts-4667	72	25	,	,	PUNCT
ajsts-4667	72	26	stakeholder	stakeholder	NOUN
ajsts-4667	72	27	communications	communication	NOUN
ajsts-4667	72	28	,	,	PUNCT
ajsts-4667	72	29	and	and	CCONJ
ajsts-4667	72	30	regulatory	regulatory	ADJ
ajsts-4667	72	31	compliance	compliance	NOUN
ajsts-4667	72	32	.	.	PUNCT
ajsts-4667	73	1	ultimately	ultimately	ADV
ajsts-4667	73	2	,	,	PUNCT
ajsts-4667	73	3	robust	robust	ADJ
ajsts-4667	73	4	sentiment	sentiment	NOUN
ajsts-4667	73	5	analyses	analysis	NOUN
ajsts-4667	73	6	can	can	AUX
ajsts-4667	73	7	assist	assist	VERB
ajsts-4667	73	8	businesses	business	NOUN
ajsts-4667	73	9	like	like	ADP
ajsts-4667	73	10	telegram	telegram	NOUN
ajsts-4667	73	11	in	in	ADP
ajsts-4667	73	12	understanding	understanding	NOUN
ajsts-4667	73	13	,	,	PUNCT
ajsts-4667	73	14	managing	managing	NOUN
ajsts-4667	73	15	,	,	PUNCT
ajsts-4667	73	16	and	and	CCONJ
ajsts-4667	73	17	mitigating	mitigate	VERB
ajsts-4667	73	18	significant	significant	ADJ
ajsts-4667	73	19	reputational	reputational	ADJ
ajsts-4667	73	20	risks	risk	NOUN
ajsts-4667	73	21	arising	arise	VERB
ajsts-4667	73	22	from	from	ADP
ajsts-4667	73	23	associations	association	NOUN
ajsts-4667	73	24	with	with	ADP
ajsts-4667	73	25	illegal	illegal	ADJ
ajsts-4667	73	26	activities	activity	NOUN
ajsts-4667	73	27	,	,	PUNCT
ajsts-4667	73	28	thus	thus	ADV
ajsts-4667	73	29	contributing	contribute	VERB
ajsts-4667	73	30	to	to	ADP
ajsts-4667	73	31	improved	improved	ADJ
ajsts-4667	73	32	longterm	longterm	NOUN
ajsts-4667	73	33	sustainability	sustainability	NOUN
ajsts-4667	73	34	,	,	PUNCT
ajsts-4667	73	35	ethical	ethical	ADJ
ajsts-4667	73	36	practices	practice	NOUN
ajsts-4667	73	37	,	,	PUNCT
ajsts-4667	73	38	and	and	CCONJ
ajsts-4667	73	39	corporate	corporate	ADJ
ajsts-4667	73	40	responsibility	responsibility	NOUN
ajsts-4667	73	41	.	.	PUNCT
ajsts-4667	74	1	pa	pa	PROPN
ajsts-4667	74	2	ge	ge	PROPN
ajsts-4667	74	3	71	71	NUM
ajsts-4667	74	4	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	74	5	am	be	AUX
ajsts-4667	74	6	.	.	PUNCT
ajsts-4667	75	1	j.	j.	PROPN
ajsts-4667	75	2	smart	smart	PROPN
ajsts-4667	75	3	.	.	PUNCT
ajsts-4667	76	1	technol	technol	PROPN
ajsts-4667	76	2	.	.	PUNCT
ajsts-4667	76	3	solutions	solution	NOUN
ajsts-4667	76	4	4(1	4(1	NOUN
ajsts-4667	76	5	)	)	PUNCT
ajsts-4667	76	6	68	68	NUM
ajsts-4667	76	7	-	-	SYM
ajsts-4667	76	8	88	88	NUM
ajsts-4667	76	9	,	,	PUNCT
ajsts-4667	76	10	2025	2025	NUM
ajsts-4667	76	11	materials	material	NOUN
ajsts-4667	76	12	and	and	CCONJ
ajsts-4667	76	13	methods	method	NOUN
ajsts-4667	76	14	data	datum	NOUN
ajsts-4667	76	15	collection	collection	NOUN
ajsts-4667	76	16	the	the	DET
ajsts-4667	76	17	dataset	dataset	NOUN
ajsts-4667	76	18	used	use	VERB
ajsts-4667	76	19	in	in	ADP
ajsts-4667	76	20	this	this	DET
ajsts-4667	76	21	study	study	NOUN
ajsts-4667	76	22	consists	consist	VERB
ajsts-4667	76	23	of	of	ADP
ajsts-4667	76	24	reader	reader	NOUN
ajsts-4667	76	25	comments	comment	NOUN
ajsts-4667	76	26	extracted	extract	VERB
ajsts-4667	76	27	from	from	ADP
ajsts-4667	76	28	a	a	DET
ajsts-4667	76	29	wall	wall	PROPN
ajsts-4667	76	30	street	street	PROPN
ajsts-4667	76	31	journal	journal	PROPN
ajsts-4667	76	32	article	article	NOUN
ajsts-4667	76	33	examining	examine	VERB
ajsts-4667	76	34	telegram	telegram	NOUN
ajsts-4667	76	35	’s	’s	PART
ajsts-4667	76	36	role	role	NOUN
ajsts-4667	76	37	as	as	ADP
ajsts-4667	76	38	a	a	DET
ajsts-4667	76	39	prominent	prominent	ADJ
ajsts-4667	76	40	platform	platform	NOUN
ajsts-4667	76	41	utilized	utilize	VERB
ajsts-4667	76	42	by	by	ADP
ajsts-4667	76	43	criminals	criminal	NOUN
ajsts-4667	76	44	for	for	ADP
ajsts-4667	76	45	illicit	illicit	ADJ
ajsts-4667	76	46	activities	activity	NOUN
ajsts-4667	76	47	.	.	PUNCT
ajsts-4667	77	1	the	the	DET
ajsts-4667	77	2	article	article	NOUN
ajsts-4667	77	3	highlights	highlight	NOUN
ajsts-4667	77	4	telegram	telegram	PROPN
ajsts-4667	77	5	’s	’s	PART
ajsts-4667	77	6	perceived	perceive	VERB
ajsts-4667	77	7	role	role	NOUN
ajsts-4667	77	8	in	in	ADP
ajsts-4667	77	9	facilitating	facilitate	VERB
ajsts-4667	77	10	criminal	criminal	ADJ
ajsts-4667	77	11	activities	activity	NOUN
ajsts-4667	77	12	,	,	PUNCT
ajsts-4667	77	13	including	include	VERB
ajsts-4667	77	14	identity	identity	NOUN
ajsts-4667	77	15	theft	theft	NOUN
ajsts-4667	77	16	,	,	PUNCT
ajsts-4667	77	17	drug	drug	NOUN
ajsts-4667	77	18	trafficking	trafficking	NOUN
ajsts-4667	77	19	,	,	PUNCT
ajsts-4667	77	20	and	and	CCONJ
ajsts-4667	77	21	exploitation	exploitation	NOUN
ajsts-4667	77	22	by	by	ADP
ajsts-4667	77	23	paedophile	paedophile	NOUN
ajsts-4667	77	24	rings	ring	NOUN
ajsts-4667	77	25	.	.	PUNCT
ajsts-4667	78	1	reader	reader	NOUN
ajsts-4667	78	2	comments	comment	NOUN
ajsts-4667	78	3	were	be	AUX
ajsts-4667	78	4	systematically	systematically	ADV
ajsts-4667	78	5	gathered	gather	VERB
ajsts-4667	78	6	from	from	ADP
ajsts-4667	78	7	the	the	DET
ajsts-4667	78	8	wall	wall	PROPN
ajsts-4667	78	9	street	street	PROPN
ajsts-4667	78	10	journal	journal	PROPN
ajsts-4667	78	11	’s	’s	PART
ajsts-4667	78	12	digital	digital	ADJ
ajsts-4667	78	13	publication	publication	NOUN
ajsts-4667	78	14	platform	platform	NOUN
ajsts-4667	78	15	,	,	PUNCT
ajsts-4667	78	16	forming	form	VERB
ajsts-4667	78	17	a	a	DET
ajsts-4667	78	18	corpus	corpus	NOUN
ajsts-4667	78	19	suitable	suitable	ADJ
ajsts-4667	78	20	for	for	ADP
ajsts-4667	78	21	sentiment	sentiment	NOUN
ajsts-4667	78	22	analysis	analysis	NOUN
ajsts-4667	78	23	aimed	aim	VERB
ajsts-4667	78	24	at	at	ADP
ajsts-4667	78	25	uncovering	uncover	VERB
ajsts-4667	78	26	public	public	ADJ
ajsts-4667	78	27	opinion	opinion	NOUN
ajsts-4667	78	28	on	on	ADP
ajsts-4667	78	29	the	the	DET
ajsts-4667	78	30	topic	topic	NOUN
ajsts-4667	78	31	.	.	PUNCT
ajsts-4667	79	1	data	datum	NOUN
ajsts-4667	79	2	preprocessing	preprocesse	VERB
ajsts-4667	79	3	to	to	PART
ajsts-4667	79	4	prepare	prepare	VERB
ajsts-4667	79	5	the	the	DET
ajsts-4667	79	6	text	text	NOUN
ajsts-4667	79	7	data	datum	NOUN
ajsts-4667	79	8	for	for	ADP
ajsts-4667	79	9	analysis	analysis	NOUN
ajsts-4667	79	10	,	,	PUNCT
ajsts-4667	79	11	a	a	DET
ajsts-4667	79	12	series	series	NOUN
ajsts-4667	79	13	of	of	ADP
ajsts-4667	79	14	preprocessing	preprocesse	VERB
ajsts-4667	79	15	steps	step	NOUN
ajsts-4667	79	16	were	be	AUX
ajsts-4667	79	17	applied	apply	VERB
ajsts-4667	79	18	.	.	PUNCT
ajsts-4667	80	1	each	each	DET
ajsts-4667	80	2	comment	comment	NOUN
ajsts-4667	80	3	was	be	AUX
ajsts-4667	80	4	:	:	PUNCT
ajsts-4667	80	5	•	•	ADV
ajsts-4667	80	6	tokenized	tokenized	ADJ
ajsts-4667	80	7	using	use	VERB
ajsts-4667	80	8	nltk	nltk	PROPN
ajsts-4667	80	9	’s	’s	PART
ajsts-4667	80	10	word_tokenize	word_tokenize	NOUN
ajsts-4667	80	11	function	function	NOUN
ajsts-4667	80	12	to	to	PART
ajsts-4667	80	13	split	split	VERB
ajsts-4667	80	14	the	the	DET
ajsts-4667	80	15	text	text	NOUN
ajsts-4667	80	16	into	into	ADP
ajsts-4667	80	17	individual	individual	ADJ
ajsts-4667	80	18	word	word	NOUN
ajsts-4667	80	19	units	unit	NOUN
ajsts-4667	80	20	.	.	PUNCT
ajsts-4667	81	1	•	•	NUM
ajsts-4667	81	2	lowercased	lowercased	ADJ
ajsts-4667	81	3	to	to	PART
ajsts-4667	81	4	ensure	ensure	VERB
ajsts-4667	81	5	consistency	consistency	NOUN
ajsts-4667	81	6	in	in	ADP
ajsts-4667	81	7	word	word	NOUN
ajsts-4667	81	8	matching	matching	NOUN
ajsts-4667	81	9	.	.	PUNCT
ajsts-4667	82	1	•	•	NUM
ajsts-4667	82	2	filtered	filter	VERB
ajsts-4667	82	3	by	by	ADP
ajsts-4667	82	4	removing	remove	VERB
ajsts-4667	82	5	standard	standard	ADJ
ajsts-4667	82	6	english	english	ADJ
ajsts-4667	82	7	stopwords	stopword	NOUN
ajsts-4667	82	8	using	use	VERB
ajsts-4667	82	9	nltk	nltk	PROPN
ajsts-4667	82	10	’s	’s	PART
ajsts-4667	82	11	stopword	stopword	PROPN
ajsts-4667	82	12	list	list	NOUN
ajsts-4667	82	13	,	,	PUNCT
ajsts-4667	82	14	which	which	PRON
ajsts-4667	82	15	reduced	reduce	VERB
ajsts-4667	82	16	noise	noise	NOUN
ajsts-4667	82	17	and	and	CCONJ
ajsts-4667	82	18	improved	improve	VERB
ajsts-4667	82	19	the	the	DET
ajsts-4667	82	20	focus	focus	NOUN
ajsts-4667	82	21	on	on	ADP
ajsts-4667	82	22	sentiment	sentiment	NOUN
ajsts-4667	82	23	-	-	PUNCT
ajsts-4667	82	24	bearing	bear	VERB
ajsts-4667	82	25	terms	term	NOUN
ajsts-4667	82	26	.	.	PUNCT
ajsts-4667	83	1	•	•	ADV
ajsts-4667	83	2	lemmatized	lemmatize	VERB
ajsts-4667	83	3	using	use	VERB
ajsts-4667	83	4	the	the	DET
ajsts-4667	83	5	wordnet	wordnet	NOUN
ajsts-4667	83	6	lemmatizer	lemmatizer	NOUN
ajsts-4667	83	7	,	,	PUNCT
ajsts-4667	83	8	standardizing	standardize	VERB
ajsts-4667	83	9	words	word	NOUN
ajsts-4667	83	10	to	to	ADP
ajsts-4667	83	11	their	their	PRON
ajsts-4667	83	12	base	base	NOUN
ajsts-4667	83	13	or	or	CCONJ
ajsts-4667	83	14	dictionary	dictionary	ADJ
ajsts-4667	83	15	form	form	NOUN
ajsts-4667	83	16	(	(	PUNCT
ajsts-4667	83	17	e.g.	e.g.	ADV
ajsts-4667	83	18	,	,	PUNCT
ajsts-4667	83	19	“	"	PUNCT
ajsts-4667	83	20	running	run	VERB
ajsts-4667	83	21	”	"	PUNCT
ajsts-4667	83	22	→	→	PUNCT
ajsts-4667	83	23	“	"	PUNCT
ajsts-4667	83	24	run	run	NOUN
ajsts-4667	83	25	”	"	PUNCT
ajsts-4667	83	26	)	)	PUNCT
ajsts-4667	83	27	.	.	PUNCT
ajsts-4667	84	1	this	this	DET
ajsts-4667	84	2	preprocessing	preprocessing	NOUN
ajsts-4667	84	3	pipeline	pipeline	NOUN
ajsts-4667	84	4	ensured	ensure	VERB
ajsts-4667	84	5	that	that	SCONJ
ajsts-4667	84	6	the	the	DET
ajsts-4667	84	7	textual	textual	ADJ
ajsts-4667	84	8	input	input	NOUN
ajsts-4667	84	9	was	be	AUX
ajsts-4667	84	10	clean	clean	ADJ
ajsts-4667	84	11	,	,	PUNCT
ajsts-4667	84	12	normalized	normalize	VERB
ajsts-4667	84	13	,	,	PUNCT
ajsts-4667	84	14	and	and	CCONJ
ajsts-4667	84	15	ready	ready	ADJ
ajsts-4667	84	16	for	for	ADP
ajsts-4667	84	17	effective	effective	ADJ
ajsts-4667	84	18	vectorization	vectorization	NOUN
ajsts-4667	84	19	and	and	CCONJ
ajsts-4667	84	20	modelling	modelling	NOUN
ajsts-4667	84	21	.	.	PUNCT
ajsts-4667	85	1	stage	stage	NOUN
ajsts-4667	85	2	1	1	NUM
ajsts-4667	85	3	:	:	PUNCT
ajsts-4667	85	4	sentiment	sentiment	NOUN
ajsts-4667	85	5	labelling	labelling	NOUN
ajsts-4667	85	6	(	(	PUNCT
ajsts-4667	85	7	vader	vader	NOUN
ajsts-4667	85	8	lexicon	lexicon	NOUN
ajsts-4667	85	9	analysis	analysis	NOUN
ajsts-4667	85	10	)	)	PUNCT
ajsts-4667	85	11	to	to	PART
ajsts-4667	85	12	generate	generate	VERB
ajsts-4667	85	13	sentiment	sentiment	NOUN
ajsts-4667	85	14	labels	label	NOUN
ajsts-4667	85	15	for	for	ADP
ajsts-4667	85	16	supervised	supervised	ADJ
ajsts-4667	85	17	learning	learning	NOUN
ajsts-4667	85	18	,	,	PUNCT
ajsts-4667	85	19	each	each	DET
ajsts-4667	85	20	comment	comment	NOUN
ajsts-4667	85	21	was	be	AUX
ajsts-4667	85	22	analysed	analyse	VERB
ajsts-4667	85	23	using	use	VERB
ajsts-4667	85	24	the	the	DET
ajsts-4667	85	25	valence	valence	NOUN
ajsts-4667	85	26	aware	aware	ADJ
ajsts-4667	85	27	dictionary	dictionary	ADJ
ajsts-4667	85	28	and	and	CCONJ
ajsts-4667	85	29	sentiment	sentiment	NOUN
ajsts-4667	85	30	reasoner	reasoner	NOUN
ajsts-4667	85	31	(	(	PUNCT
ajsts-4667	85	32	vader	vader	NOUN
ajsts-4667	85	33	)	)	PUNCT
ajsts-4667	85	34	,	,	PUNCT
ajsts-4667	85	35	a	a	DET
ajsts-4667	85	36	lexicon	lexicon	ADJ
ajsts-4667	85	37	and	and	CCONJ
ajsts-4667	85	38	rule	rule	NOUN
ajsts-4667	85	39	-	-	PUNCT
ajsts-4667	85	40	based	base	VERB
ajsts-4667	85	41	sentiment	sentiment	NOUN
ajsts-4667	85	42	analysis	analysis	NOUN
ajsts-4667	85	43	tool	tool	NOUN
ajsts-4667	85	44	optimized	optimize	VERB
ajsts-4667	85	45	for	for	ADP
ajsts-4667	85	46	social	social	ADJ
ajsts-4667	85	47	media	medium	NOUN
ajsts-4667	85	48	and	and	CCONJ
ajsts-4667	85	49	short	short	ADJ
ajsts-4667	85	50	text	text	NOUN
ajsts-4667	85	51	.	.	PUNCT
ajsts-4667	86	1	vader	vader	NOUN
ajsts-4667	86	2	produces	produce	VERB
ajsts-4667	86	3	a	a	DET
ajsts-4667	86	4	compound	compound	NOUN
ajsts-4667	86	5	score	score	NOUN
ajsts-4667	86	6	for	for	ADP
ajsts-4667	86	7	each	each	DET
ajsts-4667	86	8	comment	comment	NOUN
ajsts-4667	86	9	,	,	PUNCT
ajsts-4667	86	10	ranging	range	VERB
ajsts-4667	86	11	from	from	ADP
ajsts-4667	86	12	-1	-1	PUNCT
ajsts-4667	86	13	(	(	PUNCT
ajsts-4667	86	14	most	most	ADV
ajsts-4667	86	15	negative	negative	ADJ
ajsts-4667	86	16	)	)	PUNCT
ajsts-4667	86	17	to	to	ADP
ajsts-4667	86	18	+1	+1	PRON
ajsts-4667	86	19	(	(	PUNCT
ajsts-4667	86	20	most	most	ADV
ajsts-4667	86	21	positive	positive	ADJ
ajsts-4667	86	22	)	)	PUNCT
ajsts-4667	86	23	.	.	PUNCT
ajsts-4667	87	1	labels	label	NOUN
ajsts-4667	87	2	were	be	AUX
ajsts-4667	87	3	assigned	assign	VERB
ajsts-4667	87	4	as	as	SCONJ
ajsts-4667	87	5	follows	follow	VERB
ajsts-4667	87	6	:	:	PUNCT
ajsts-4667	87	7	text	text	NOUN
ajsts-4667	87	8	into	into	ADP
ajsts-4667	87	9	numerical	numerical	ADJ
ajsts-4667	87	10	feature	feature	NOUN
ajsts-4667	87	11	vectors	vector	NOUN
ajsts-4667	87	12	that	that	PRON
ajsts-4667	87	13	reflect	reflect	VERB
ajsts-4667	87	14	both	both	DET
ajsts-4667	87	15	word	word	NOUN
ajsts-4667	87	16	frequency	frequency	NOUN
ajsts-4667	87	17	and	and	CCONJ
ajsts-4667	87	18	uniqueness	uniqueness	NOUN
ajsts-4667	87	19	across	across	ADP
ajsts-4667	87	20	the	the	DET
ajsts-4667	87	21	dataset	dataset	NOUN
ajsts-4667	87	22	.	.	PUNCT
ajsts-4667	88	1	•	•	NUM
ajsts-4667	88	2	logistic	logistic	ADJ
ajsts-4667	88	3	regression	regression	NOUN
ajsts-4667	88	4	as	as	ADP
ajsts-4667	88	5	the	the	DET
ajsts-4667	88	6	classification	classification	NOUN
ajsts-4667	88	7	algorithm	algorithm	NOUN
ajsts-4667	88	8	,	,	PUNCT
ajsts-4667	88	9	chosen	choose	VERB
ajsts-4667	88	10	for	for	ADP
ajsts-4667	88	11	its	its	PRON
ajsts-4667	88	12	simplicity	simplicity	NOUN
ajsts-4667	88	13	,	,	PUNCT
ajsts-4667	88	14	robustness	robustness	NOUN
ajsts-4667	88	15	,	,	PUNCT
ajsts-4667	88	16	and	and	CCONJ
ajsts-4667	88	17	strong	strong	ADJ
ajsts-4667	88	18	performance	performance	NOUN
ajsts-4667	88	19	in	in	ADP
ajsts-4667	88	20	text	text	NOUN
ajsts-4667	88	21	classification	classification	NOUN
ajsts-4667	88	22	tasks	task	NOUN
ajsts-4667	88	23	.	.	PUNCT
ajsts-4667	89	1	the	the	DET
ajsts-4667	89	2	model	model	NOUN
ajsts-4667	89	3	was	be	AUX
ajsts-4667	89	4	trained	train	VERB
ajsts-4667	89	5	using	use	VERB
ajsts-4667	89	6	an	an	DET
ajsts-4667	89	7	80/20	80/20	NUM
ajsts-4667	89	8	train	train	NOUN
ajsts-4667	89	9	-	-	PUNCT
ajsts-4667	89	10	test	test	NOUN
ajsts-4667	89	11	split	split	NOUN
ajsts-4667	89	12	,	,	PUNCT
ajsts-4667	89	13	with	with	SCONJ
ajsts-4667	89	14	the	the	DET
ajsts-4667	89	15	tf	tf	PROPN
ajsts-4667	89	16	-	-	PUNCT
ajsts-4667	89	17	idf	idf	PROPN
ajsts-4667	89	18	vectorizer	vectorizer	NOUN
ajsts-4667	89	19	fit	fit	NOUN
ajsts-4667	89	20	on	on	ADP
ajsts-4667	89	21	the	the	DET
ajsts-4667	89	22	training	training	NOUN
ajsts-4667	89	23	data	datum	NOUN
ajsts-4667	89	24	and	and	CCONJ
ajsts-4667	89	25	applied	apply	VERB
ajsts-4667	89	26	consistently	consistently	ADV
ajsts-4667	89	27	to	to	ADP
ajsts-4667	89	28	the	the	DET
ajsts-4667	89	29	test	test	NOUN
ajsts-4667	89	30	set	set	VERB
ajsts-4667	89	31	.	.	PUNCT
ajsts-4667	90	1	evaluation	evaluation	NOUN
ajsts-4667	90	2	metrics	metric	NOUN
ajsts-4667	90	3	model	model	NOUN
ajsts-4667	90	4	performance	performance	NOUN
ajsts-4667	90	5	was	be	AUX
ajsts-4667	90	6	evaluated	evaluate	VERB
ajsts-4667	90	7	using	use	VERB
ajsts-4667	90	8	standard	standard	ADJ
ajsts-4667	90	9	classification	classification	NOUN
ajsts-4667	90	10	metrics	metric	NOUN
ajsts-4667	90	11	:	:	PUNCT
ajsts-4667	90	12	table	table	NOUN
ajsts-4667	90	13	1	1	NUM
ajsts-4667	90	14	:	:	PUNCT
ajsts-4667	90	15	sentiment	sentiment	NOUN
ajsts-4667	90	16	labelling	labelling	NOUN
ajsts-4667	90	17	(	(	PUNCT
ajsts-4667	90	18	vader	vader	NOUN
ajsts-4667	90	19	lexicon	lexicon	NOUN
ajsts-4667	90	20	analysis	analysis	NOUN
ajsts-4667	90	21	)	)	PUNCT
ajsts-4667	90	22	sentiment	sentiment	NOUN
ajsts-4667	90	23	code	code	NOUN
ajsts-4667	90	24	score	score	NOUN
ajsts-4667	90	25	positive	positive	ADJ
ajsts-4667	90	26	sentiment	sentiment	NOUN
ajsts-4667	91	1	1	1	NUM
ajsts-4667	91	2	compound	compound	NOUN
ajsts-4667	91	3	score	score	NOUN
ajsts-4667	91	4	≥	≥	NOUN
ajsts-4667	91	5	0	0	NUM
ajsts-4667	91	6	negative	negative	ADJ
ajsts-4667	91	7	sentiment	sentiment	NOUN
ajsts-4667	91	8	0	0	NUM
ajsts-4667	91	9	compound	compound	NOUN
ajsts-4667	91	10	score	score	NOUN
ajsts-4667	91	11	<	<	X
ajsts-4667	91	12	0	0	NUM
ajsts-4667	92	1	these	these	DET
ajsts-4667	92	2	labels	label	NOUN
ajsts-4667	92	3	were	be	AUX
ajsts-4667	92	4	treated	treat	VERB
ajsts-4667	92	5	as	as	ADP
ajsts-4667	92	6	ground	ground	NOUN
ajsts-4667	92	7	truth	truth	NOUN
ajsts-4667	92	8	for	for	ADP
ajsts-4667	92	9	training	train	VERB
ajsts-4667	92	10	the	the	DET
ajsts-4667	92	11	machine	machine	NOUN
ajsts-4667	92	12	learning	learn	VERB
ajsts-4667	92	13	model	model	NOUN
ajsts-4667	92	14	.	.	PUNCT
ajsts-4667	93	1	stage	stage	NOUN
ajsts-4667	93	2	2	2	NUM
ajsts-4667	93	3	:	:	PUNCT
ajsts-4667	93	4	model	model	NOUN
ajsts-4667	93	5	training	training	NOUN
ajsts-4667	93	6	(	(	PUNCT
ajsts-4667	93	7	tf	tf	ADJ
ajsts-4667	93	8	-	-	PUNCT
ajsts-4667	93	9	idf	idf	ADJ
ajsts-4667	93	10	+	+	CCONJ
ajsts-4667	93	11	logistic	logistic	ADJ
ajsts-4667	93	12	regression	regression	NOUN
ajsts-4667	93	13	)	)	PUNCT
ajsts-4667	93	14	following	follow	VERB
ajsts-4667	93	15	sentiment	sentiment	NOUN
ajsts-4667	93	16	labelling	labelling	NOUN
ajsts-4667	93	17	,	,	PUNCT
ajsts-4667	93	18	a	a	DET
ajsts-4667	93	19	supervised	supervised	ADJ
ajsts-4667	93	20	learning	learning	NOUN
ajsts-4667	93	21	model	model	NOUN
ajsts-4667	93	22	was	be	AUX
ajsts-4667	93	23	trained	train	VERB
ajsts-4667	93	24	to	to	PART
ajsts-4667	93	25	classify	classify	VERB
ajsts-4667	93	26	sentiment	sentiment	NOUN
ajsts-4667	93	27	directly	directly	ADV
ajsts-4667	93	28	from	from	ADP
ajsts-4667	93	29	the	the	DET
ajsts-4667	93	30	comments	comment	NOUN
ajsts-4667	93	31	.	.	PUNCT
ajsts-4667	94	1	the	the	DET
ajsts-4667	94	2	modelling	model	VERB
ajsts-4667	94	3	pipeline	pipeline	NOUN
ajsts-4667	94	4	involved	involve	VERB
ajsts-4667	94	5	:	:	PUNCT
ajsts-4667	94	6	•	•	NUM
ajsts-4667	94	7	tf	tf	PROPN
ajsts-4667	94	8	-	-	PUNCT
ajsts-4667	94	9	idf	idf	PROPN
ajsts-4667	94	10	vectorization	vectorization	NOUN
ajsts-4667	94	11	of	of	ADP
ajsts-4667	94	12	the	the	DET
ajsts-4667	94	13	comments	comment	NOUN
ajsts-4667	94	14	to	to	PART
ajsts-4667	94	15	convert	convert	VERB
ajsts-4667	94	16	table	table	NOUN
ajsts-4667	94	17	2	2	NUM
ajsts-4667	94	18	:	:	PUNCT
ajsts-4667	94	19	evaluation	evaluation	NOUN
ajsts-4667	94	20	metrics	metric	NOUN
ajsts-4667	94	21	classification	classification	NOUN
ajsts-4667	94	22	description	description	NOUN
ajsts-4667	94	23	accuracy	accuracy	NOUN
ajsts-4667	94	24	proportion	proportion	NOUN
ajsts-4667	94	25	of	of	ADP
ajsts-4667	94	26	total	total	ADJ
ajsts-4667	94	27	correct	correct	ADJ
ajsts-4667	94	28	predictions	prediction	NOUN
ajsts-4667	94	29	.	.	PUNCT
ajsts-4667	95	1	precision	precision	NOUN
ajsts-4667	95	2	proportion	proportion	NOUN
ajsts-4667	95	3	of	of	ADP
ajsts-4667	95	4	correctly	correctly	ADV
ajsts-4667	95	5	predicted	predict	VERB
ajsts-4667	95	6	positive	positive	ADJ
ajsts-4667	95	7	comments	comment	NOUN
ajsts-4667	95	8	to	to	ADP
ajsts-4667	95	9	all	all	DET
ajsts-4667	95	10	predicted	predict	VERB
ajsts-4667	95	11	positives	positive	NOUN
ajsts-4667	95	12	.	.	PUNCT
ajsts-4667	96	1	recall	recall	NOUN
ajsts-4667	96	2	proportion	proportion	NOUN
ajsts-4667	96	3	of	of	ADP
ajsts-4667	96	4	correctly	correctly	ADV
ajsts-4667	96	5	predicted	predict	VERB
ajsts-4667	96	6	positives	positive	NOUN
ajsts-4667	96	7	to	to	ADP
ajsts-4667	96	8	all	all	DET
ajsts-4667	96	9	actual	actual	ADJ
ajsts-4667	96	10	positives	positive	NOUN
ajsts-4667	96	11	.	.	PUNCT
ajsts-4667	97	1	f1	f1	ADJ
ajsts-4667	97	2	score	score	NOUN
ajsts-4667	97	3	harmonic	harmonic	PROPN
ajsts-4667	97	4	mean	mean	NOUN
ajsts-4667	97	5	of	of	ADP
ajsts-4667	97	6	precision	precision	NOUN
ajsts-4667	97	7	and	and	CCONJ
ajsts-4667	97	8	recall	recall	NOUN
ajsts-4667	97	9	.	.	PUNCT
ajsts-4667	98	1	a	a	DET
ajsts-4667	98	2	confusion	confusion	NOUN
ajsts-4667	98	3	matrix	matrix	NOUN
ajsts-4667	98	4	was	be	AUX
ajsts-4667	98	5	also	also	ADV
ajsts-4667	98	6	generated	generate	VERB
ajsts-4667	98	7	to	to	PART
ajsts-4667	98	8	visualize	visualize	VERB
ajsts-4667	98	9	true	true	ADJ
ajsts-4667	98	10	positives	positive	NOUN
ajsts-4667	98	11	,	,	PUNCT
ajsts-4667	98	12	true	true	ADJ
ajsts-4667	98	13	negatives	negative	NOUN
ajsts-4667	98	14	,	,	PUNCT
ajsts-4667	98	15	false	false	ADJ
ajsts-4667	98	16	positives	positive	NOUN
ajsts-4667	98	17	,	,	PUNCT
ajsts-4667	98	18	and	and	CCONJ
ajsts-4667	98	19	false	false	ADJ
ajsts-4667	98	20	negatives	negative	NOUN
ajsts-4667	98	21	,	,	PUNCT
ajsts-4667	98	22	offering	offer	VERB
ajsts-4667	98	23	a	a	DET
ajsts-4667	98	24	comprehensive	comprehensive	ADJ
ajsts-4667	98	25	view	view	NOUN
ajsts-4667	98	26	of	of	ADP
ajsts-4667	98	27	classification	classification	NOUN
ajsts-4667	98	28	performance	performance	NOUN
ajsts-4667	98	29	.	.	PUNCT
ajsts-4667	99	1	visualization	visualization	NOUN
ajsts-4667	99	2	techniques	technique	NOUN
ajsts-4667	99	3	to	to	PART
ajsts-4667	99	4	complement	complement	VERB
ajsts-4667	99	5	the	the	DET
ajsts-4667	99	6	numerical	numerical	ADJ
ajsts-4667	99	7	evaluation	evaluation	NOUN
ajsts-4667	99	8	,	,	PUNCT
ajsts-4667	99	9	visualizations	visualization	NOUN
ajsts-4667	99	10	were	be	AUX
ajsts-4667	99	11	created	create	VERB
ajsts-4667	99	12	to	to	PART
ajsts-4667	99	13	aid	aid	VERB
ajsts-4667	99	14	interpretation	interpretation	NOUN
ajsts-4667	99	15	of	of	ADP
ajsts-4667	99	16	results	result	NOUN
ajsts-4667	99	17	:	:	PUNCT
ajsts-4667	99	18	•	•	ADP
ajsts-4667	99	19	bar	bar	NOUN
ajsts-4667	99	20	charts	chart	NOUN
ajsts-4667	99	21	displayed	display	VERB
ajsts-4667	99	22	the	the	DET
ajsts-4667	99	23	distribution	distribution	NOUN
ajsts-4667	99	24	of	of	ADP
ajsts-4667	99	25	predicted	predict	VERB
ajsts-4667	99	26	vs.	vs.	ADP
ajsts-4667	99	27	actual	actual	ADJ
ajsts-4667	99	28	sentiments	sentiment	NOUN
ajsts-4667	99	29	.	.	PUNCT
ajsts-4667	100	1	•	•	NUM
ajsts-4667	100	2	confusion	confusion	NOUN
ajsts-4667	100	3	matrix	matrix	NOUN
ajsts-4667	100	4	heatmaps	heatmap	NOUN
ajsts-4667	100	5	illustrated	illustrate	VERB
ajsts-4667	100	6	classification	classification	NOUN
ajsts-4667	100	7	performance	performance	NOUN
ajsts-4667	100	8	.	.	PUNCT
ajsts-4667	101	1	•	•	NUM
ajsts-4667	101	2	word	word	NOUN
ajsts-4667	101	3	clouds	cloud	NOUN
ajsts-4667	101	4	were	be	AUX
ajsts-4667	101	5	generated	generate	VERB
ajsts-4667	101	6	for	for	ADP
ajsts-4667	101	7	both	both	CCONJ
ajsts-4667	101	8	positive	positive	ADJ
ajsts-4667	101	9	and	and	CCONJ
ajsts-4667	101	10	negative	negative	ADJ
ajsts-4667	101	11	classes	class	NOUN
ajsts-4667	101	12	to	to	PART
ajsts-4667	101	13	highlight	highlight	VERB
ajsts-4667	101	14	the	the	DET
ajsts-4667	101	15	most	most	ADV
ajsts-4667	101	16	frequently	frequently	ADV
ajsts-4667	101	17	used	use	VERB
ajsts-4667	101	18	terms	term	NOUN
ajsts-4667	101	19	in	in	ADP
ajsts-4667	101	20	each	each	DET
ajsts-4667	101	21	sentiment	sentiment	NOUN
ajsts-4667	101	22	group	group	NOUN
ajsts-4667	101	23	.	.	PUNCT
ajsts-4667	102	1	results	result	NOUN
ajsts-4667	102	2	and	and	CCONJ
ajsts-4667	102	3	discussion	discussion	NOUN
ajsts-4667	102	4	this	this	DET
ajsts-4667	102	5	section	section	NOUN
ajsts-4667	102	6	presents	present	VERB
ajsts-4667	102	7	the	the	DET
ajsts-4667	102	8	results	result	NOUN
ajsts-4667	102	9	of	of	ADP
ajsts-4667	102	10	the	the	DET
ajsts-4667	102	11	following	following	NOUN
ajsts-4667	102	12	:	:	PUNCT
ajsts-4667	102	13	text	text	NOUN
ajsts-4667	102	14	preprocessing	preprocessing	NOUN
ajsts-4667	102	15	,	,	PUNCT
ajsts-4667	102	16	sentiment	sentiment	NOUN
ajsts-4667	102	17	distribution	distribution	NOUN
ajsts-4667	102	18	,	,	PUNCT
ajsts-4667	102	19	model	model	NOUN
ajsts-4667	102	20	evaluation	evaluation	NOUN
ajsts-4667	102	21	:	:	PUNCT
ajsts-4667	102	22	tf	tf	PROPN
ajsts-4667	102	23	-	-	PUNCT
ajsts-4667	102	24	idf	idf	ADJ
ajsts-4667	102	25	+	+	CCONJ
ajsts-4667	102	26	logistic	logistic	ADJ
ajsts-4667	102	27	regression	regression	NOUN
ajsts-4667	102	28	,	,	PUNCT
ajsts-4667	102	29	comparison	comparison	NOUN
ajsts-4667	102	30	of	of	ADP
ajsts-4667	102	31	actual	actual	ADJ
ajsts-4667	102	32	vs	vs	ADP
ajsts-4667	102	33	predicted	predict	VERB
ajsts-4667	102	34	sentiment	sentiment	NOUN
ajsts-4667	102	35	counts	count	NOUN
ajsts-4667	102	36	,	,	PUNCT
ajsts-4667	102	37	evaluation	evaluation	NOUN
ajsts-4667	102	38	of	of	ADP
ajsts-4667	102	39	model	model	NOUN
ajsts-4667	102	40	predictions	prediction	NOUN
ajsts-4667	102	41	,	,	PUNCT
ajsts-4667	102	42	and	and	CCONJ
ajsts-4667	102	43	word	word	NOUN
ajsts-4667	102	44	frequency	frequency	NOUN
ajsts-4667	102	45	patterns	pattern	NOUN
ajsts-4667	102	46	by	by	ADP
ajsts-4667	102	47	sentiment	sentiment	NOUN
ajsts-4667	102	48	category	category	NOUN
ajsts-4667	102	49	.	.	PUNCT
ajsts-4667	103	1	text	text	NOUN
ajsts-4667	103	2	preprocessing	preprocessing	NOUN
ajsts-4667	103	3	prior	prior	ADV
ajsts-4667	103	4	to	to	ADP
ajsts-4667	103	5	model	model	NOUN
ajsts-4667	103	6	training	training	NOUN
ajsts-4667	103	7	and	and	CCONJ
ajsts-4667	103	8	sentiment	sentiment	NOUN
ajsts-4667	103	9	classification	classification	NOUN
ajsts-4667	103	10	,	,	PUNCT
ajsts-4667	103	11	all	all	DET
ajsts-4667	103	12	reader	reader	NOUN
ajsts-4667	103	13	comments	comment	NOUN
ajsts-4667	103	14	were	be	AUX
ajsts-4667	103	15	preprocessed	preprocesse	VERB
ajsts-4667	103	16	to	to	PART
ajsts-4667	103	17	improve	improve	VERB
ajsts-4667	103	18	the	the	DET
ajsts-4667	103	19	quality	quality	NOUN
ajsts-4667	103	20	and	and	CCONJ
ajsts-4667	103	21	consistency	consistency	NOUN
ajsts-4667	103	22	of	of	ADP
ajsts-4667	103	23	the	the	DET
ajsts-4667	103	24	input	input	NOUN
ajsts-4667	103	25	data	datum	NOUN
ajsts-4667	103	26	.	.	PUNCT
ajsts-4667	104	1	this	this	DET
ajsts-4667	104	2	process	process	NOUN
ajsts-4667	104	3	included	include	VERB
ajsts-4667	104	4	:	:	PUNCT
ajsts-4667	104	5	pa	pa	PROPN
ajsts-4667	104	6	ge	ge	PROPN
ajsts-4667	104	7	72	72	NUM
ajsts-4667	104	8	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	104	9	am	be	AUX
ajsts-4667	104	10	.	.	PUNCT
ajsts-4667	105	1	j.	j.	PROPN
ajsts-4667	105	2	smart	smart	PROPN
ajsts-4667	105	3	.	.	PUNCT
ajsts-4667	106	1	technol	technol	PROPN
ajsts-4667	106	2	.	.	PUNCT
ajsts-4667	106	3	solutions	solution	NOUN
ajsts-4667	106	4	4(1	4(1	NOUN
ajsts-4667	106	5	)	)	PUNCT
ajsts-4667	106	6	68	68	NUM
ajsts-4667	106	7	-	-	SYM
ajsts-4667	106	8	88	88	NUM
ajsts-4667	106	9	,	,	PUNCT
ajsts-4667	106	10	2025	2025	NUM
ajsts-4667	106	11	the	the	DET
ajsts-4667	106	12	cleaned	clean	VERB
ajsts-4667	106	13	and	and	CCONJ
ajsts-4667	106	14	lemmatized	lemmatize	VERB
ajsts-4667	106	15	text	text	NOUN
ajsts-4667	106	16	formed	form	VERB
ajsts-4667	106	17	the	the	DET
ajsts-4667	106	18	basis	basis	NOUN
ajsts-4667	106	19	for	for	ADP
ajsts-4667	106	20	the	the	DET
ajsts-4667	106	21	tf	tf	PROPN
ajsts-4667	106	22	-	-	PUNCT
ajsts-4667	106	23	idf	idf	PROPN
ajsts-4667	106	24	vectorization	vectorization	NOUN
ajsts-4667	106	25	and	and	CCONJ
ajsts-4667	106	26	subsequent	subsequent	ADJ
ajsts-4667	106	27	machine	machine	NOUN
ajsts-4667	106	28	learning	learn	VERB
ajsts-4667	106	29	classification	classification	NOUN
ajsts-4667	106	30	.	.	PUNCT
ajsts-4667	107	1	this	this	DET
ajsts-4667	107	2	step	step	NOUN
ajsts-4667	107	3	ensured	ensure	VERB
ajsts-4667	107	4	that	that	SCONJ
ajsts-4667	107	5	irrelevant	irrelevant	ADJ
ajsts-4667	107	6	syntactic	syntactic	ADJ
ajsts-4667	107	7	noise	noise	NOUN
ajsts-4667	107	8	was	be	AUX
ajsts-4667	107	9	minimized	minimize	VERB
ajsts-4667	107	10	,	,	PUNCT
ajsts-4667	107	11	and	and	CCONJ
ajsts-4667	107	12	that	that	SCONJ
ajsts-4667	107	13	semantically	semantically	ADV
ajsts-4667	107	14	meaningful	meaningful	ADJ
ajsts-4667	107	15	patterns	pattern	NOUN
ajsts-4667	107	16	were	be	AUX
ajsts-4667	107	17	retained	retain	VERB
ajsts-4667	107	18	for	for	ADP
ajsts-4667	107	19	sentiment	sentiment	NOUN
ajsts-4667	107	20	learning	learn	VERB
ajsts-4667	107	21	.	.	PUNCT
ajsts-4667	108	1	sentiment	sentiment	NOUN
ajsts-4667	108	2	distribution	distribution	NOUN
ajsts-4667	108	3	to	to	PART
ajsts-4667	108	4	assess	assess	VERB
ajsts-4667	108	5	public	public	ADJ
ajsts-4667	108	6	reaction	reaction	NOUN
ajsts-4667	108	7	to	to	ADP
ajsts-4667	108	8	a	a	DET
ajsts-4667	108	9	wall	wall	PROPN
ajsts-4667	108	10	street	street	PROPN
ajsts-4667	108	11	journal	journal	PROPN
ajsts-4667	108	12	article	article	NOUN
ajsts-4667	108	13	investigating	investigate	VERB
ajsts-4667	108	14	telegram	telegram	NOUN
ajsts-4667	108	15	’s	’s	PART
ajsts-4667	108	16	increasing	increase	VERB
ajsts-4667	108	17	role	role	NOUN
ajsts-4667	108	18	as	as	ADP
ajsts-4667	108	19	a	a	DET
ajsts-4667	108	20	platform	platform	NOUN
ajsts-4667	108	21	frequently	frequently	ADV
ajsts-4667	108	22	utilized	utilize	VERB
ajsts-4667	108	23	for	for	ADP
ajsts-4667	108	24	illicit	illicit	ADJ
ajsts-4667	108	25	activities	activity	NOUN
ajsts-4667	108	26	,	,	PUNCT
ajsts-4667	108	27	a	a	DET
ajsts-4667	108	28	sentiment	sentiment	NOUN
ajsts-4667	108	29	analysis	analysis	NOUN
ajsts-4667	108	30	was	be	AUX
ajsts-4667	108	31	performed	perform	VERB
ajsts-4667	108	32	on	on	ADP
ajsts-4667	108	33	632	632	NUM
ajsts-4667	108	34	reader	reader	NOUN
ajsts-4667	108	35	comments	comment	NOUN
ajsts-4667	108	36	using	use	VERB
ajsts-4667	108	37	a	a	DET
ajsts-4667	108	38	vaderbased	vaderbased	ADJ
ajsts-4667	108	39	approach	approach	NOUN
ajsts-4667	108	40	.	.	PUNCT
ajsts-4667	109	1	vader	vader	NOUN
ajsts-4667	109	2	(	(	PUNCT
ajsts-4667	109	3	valence	valence	NOUN
ajsts-4667	109	4	aware	aware	ADJ
ajsts-4667	109	5	dictionary	dictionary	ADJ
ajsts-4667	109	6	and	and	CCONJ
ajsts-4667	109	7	sentiment	sentiment	NOUN
ajsts-4667	109	8	reasoner	reasoner	NOUN
ajsts-4667	109	9	)	)	PUNCT
ajsts-4667	109	10	is	be	AUX
ajsts-4667	109	11	a	a	DET
ajsts-4667	109	12	lexiconand	lexiconand	ADJ
ajsts-4667	109	13	rule	rule	NOUN
ajsts-4667	109	14	-	-	PUNCT
ajsts-4667	109	15	based	base	VERB
ajsts-4667	109	16	sentiment	sentiment	NOUN
ajsts-4667	109	17	analysis	analysis	NOUN
ajsts-4667	109	18	tool	tool	NOUN
ajsts-4667	109	19	optimized	optimize	VERB
ajsts-4667	109	20	for	for	ADP
ajsts-4667	109	21	analyzing	analyze	VERB
ajsts-4667	109	22	informal	informal	ADJ
ajsts-4667	109	23	,	,	PUNCT
ajsts-4667	109	24	social	social	ADJ
ajsts-4667	109	25	media	media	NOUN
ajsts-4667	109	26	-	-	PUNCT
ajsts-4667	109	27	style	style	NOUN
ajsts-4667	109	28	text	text	NOUN
ajsts-4667	109	29	.	.	PUNCT
ajsts-4667	110	1	it	it	PRON
ajsts-4667	110	2	was	be	AUX
ajsts-4667	110	3	used	use	VERB
ajsts-4667	110	4	to	to	PART
ajsts-4667	110	5	classify	classify	VERB
ajsts-4667	110	6	each	each	DET
ajsts-4667	110	7	comment	comment	NOUN
ajsts-4667	110	8	into	into	ADP
ajsts-4667	110	9	either	either	CCONJ
ajsts-4667	110	10	positive	positive	ADJ
ajsts-4667	110	11	sentiment	sentiment	NOUN
ajsts-4667	110	12	(	(	PUNCT
ajsts-4667	110	13	1	1	NUM
ajsts-4667	110	14	)	)	PUNCT
ajsts-4667	110	15	or	or	CCONJ
ajsts-4667	110	16	negative	negative	ADJ
ajsts-4667	110	17	sentiment	sentiment	NOUN
ajsts-4667	110	18	(	(	PUNCT
ajsts-4667	110	19	0	0	NUM
ajsts-4667	110	20	)	)	PUNCT
ajsts-4667	110	21	based	base	VERB
ajsts-4667	110	22	on	on	ADP
ajsts-4667	110	23	the	the	DET
ajsts-4667	110	24	compound	compound	NOUN
ajsts-4667	110	25	polarity	polarity	NOUN
ajsts-4667	110	26	score	score	NOUN
ajsts-4667	110	27	.	.	PUNCT
ajsts-4667	111	1	table	table	NOUN
ajsts-4667	111	2	4	4	NUM
ajsts-4667	111	3	and	and	CCONJ
ajsts-4667	111	4	figure	figure	VERB
ajsts-4667	111	5	1	1	NUM
ajsts-4667	111	6	show	show	VERB
ajsts-4667	111	7	the	the	DET
ajsts-4667	111	8	resulting	result	VERB
ajsts-4667	111	9	distribution	distribution	NOUN
ajsts-4667	111	10	was	be	AUX
ajsts-4667	111	11	as	as	SCONJ
ajsts-4667	111	12	follows	follow	VERB
ajsts-4667	111	13	:	:	PUNCT
ajsts-4667	111	14	table	table	NOUN
ajsts-4667	111	15	3	3	NUM
ajsts-4667	111	16	:	:	PUNCT
ajsts-4667	111	17	text	text	NOUN
ajsts-4667	111	18	processing	processing	NOUN
ajsts-4667	111	19	process	process	NOUN
ajsts-4667	111	20	description	description	NOUN
ajsts-4667	111	21	lowercasing	lowercase	VERB
ajsts-4667	111	22	all	all	DET
ajsts-4667	111	23	text	text	NOUN
ajsts-4667	111	24	was	be	AUX
ajsts-4667	111	25	converted	convert	VERB
ajsts-4667	111	26	to	to	PART
ajsts-4667	111	27	lowercase	lowercase	VERB
ajsts-4667	111	28	to	to	PART
ajsts-4667	111	29	ensure	ensure	VERB
ajsts-4667	111	30	uniformity	uniformity	NOUN
ajsts-4667	111	31	in	in	ADP
ajsts-4667	111	32	word	word	NOUN
ajsts-4667	111	33	representation	representation	NOUN
ajsts-4667	111	34	.	.	PUNCT
ajsts-4667	112	1	for	for	ADP
ajsts-4667	112	2	example	example	NOUN
ajsts-4667	112	3	,	,	PUNCT
ajsts-4667	112	4	words	word	NOUN
ajsts-4667	112	5	like	like	ADP
ajsts-4667	112	6	“	"	PUNCT
ajsts-4667	112	7	telegram	telegram	NOUN
ajsts-4667	112	8	,	,	PUNCT
ajsts-4667	112	9	”	"	PUNCT
ajsts-4667	112	10	“	"	PUNCT
ajsts-4667	112	11	telegram	telegram	NOUN
ajsts-4667	112	12	,	,	PUNCT
ajsts-4667	112	13	”	"	PUNCT
ajsts-4667	112	14	and	and	CCONJ
ajsts-4667	112	15	“	"	PUNCT
ajsts-4667	112	16	telegram	telegram	NOUN
ajsts-4667	112	17	”	"	PUNCT
ajsts-4667	112	18	were	be	AUX
ajsts-4667	112	19	normalized	normalize	VERB
ajsts-4667	112	20	to	to	ADP
ajsts-4667	112	21	a	a	DET
ajsts-4667	112	22	single	single	ADJ
ajsts-4667	112	23	lowercase	lowercase	NOUN
ajsts-4667	112	24	token	token	NOUN
ajsts-4667	112	25	(	(	PUNCT
ajsts-4667	112	26	“	"	PUNCT
ajsts-4667	112	27	telegram	telegram	NOUN
ajsts-4667	112	28	”	"	PUNCT
ajsts-4667	112	29	)	)	PUNCT
ajsts-4667	112	30	.	.	PUNCT
ajsts-4667	113	1	this	this	DET
ajsts-4667	113	2	standardization	standardization	NOUN
ajsts-4667	113	3	is	be	AUX
ajsts-4667	113	4	critical	critical	ADJ
ajsts-4667	113	5	for	for	ADP
ajsts-4667	113	6	eliminating	eliminate	VERB
ajsts-4667	113	7	case	case	NOUN
ajsts-4667	113	8	-	-	PUNCT
ajsts-4667	113	9	based	base	VERB
ajsts-4667	113	10	redundancy	redundancy	NOUN
ajsts-4667	113	11	and	and	CCONJ
ajsts-4667	113	12	ensuring	ensure	VERB
ajsts-4667	113	13	that	that	SCONJ
ajsts-4667	113	14	semantically	semantically	ADV
ajsts-4667	113	15	equivalent	equivalent	ADJ
ajsts-4667	113	16	tokens	token	NOUN
ajsts-4667	113	17	are	be	AUX
ajsts-4667	113	18	treated	treat	VERB
ajsts-4667	113	19	identically	identically	ADV
ajsts-4667	113	20	by	by	ADP
ajsts-4667	113	21	downstream	downstream	ADJ
ajsts-4667	113	22	algorithms	algorithm	NOUN
ajsts-4667	113	23	.	.	PUNCT
ajsts-4667	114	1	tokenizing	tokenize	VERB
ajsts-4667	114	2	each	each	DET
ajsts-4667	114	3	comment	comment	NOUN
ajsts-4667	114	4	was	be	AUX
ajsts-4667	114	5	segmented	segment	VERB
ajsts-4667	114	6	into	into	ADP
ajsts-4667	114	7	individual	individual	ADJ
ajsts-4667	114	8	word	word	NOUN
ajsts-4667	114	9	units	unit	NOUN
ajsts-4667	114	10	using	use	VERB
ajsts-4667	114	11	nltk	nltk	PROPN
ajsts-4667	114	12	’s	’s	PART
ajsts-4667	114	13	word_tokenize	word_tokenize	PROPN
ajsts-4667	114	14	function	function	NOUN
ajsts-4667	114	15	.	.	PUNCT
ajsts-4667	115	1	tokenization	tokenization	NOUN
ajsts-4667	115	2	enables	enable	VERB
ajsts-4667	115	3	granular	granular	ADJ
ajsts-4667	115	4	analysis	analysis	NOUN
ajsts-4667	115	5	by	by	ADP
ajsts-4667	115	6	breaking	break	VERB
ajsts-4667	115	7	sentences	sentence	NOUN
ajsts-4667	115	8	or	or	CCONJ
ajsts-4667	115	9	phrases	phrase	NOUN
ajsts-4667	115	10	into	into	ADP
ajsts-4667	115	11	smaller	small	ADJ
ajsts-4667	115	12	,	,	PUNCT
ajsts-4667	115	13	discrete	discrete	ADJ
ajsts-4667	115	14	components	component	NOUN
ajsts-4667	115	15	(	(	PUNCT
ajsts-4667	115	16	tokens	token	NOUN
ajsts-4667	115	17	)	)	PUNCT
ajsts-4667	115	18	.	.	PUNCT
ajsts-4667	116	1	for	for	ADP
ajsts-4667	116	2	instance	instance	NOUN
ajsts-4667	116	3	,	,	PUNCT
ajsts-4667	116	4	the	the	DET
ajsts-4667	116	5	sentence	sentence	NOUN
ajsts-4667	116	6	“	"	PUNCT
ajsts-4667	116	7	telegram	telegram	NOUN
ajsts-4667	116	8	is	be	AUX
ajsts-4667	116	9	not	not	PART
ajsts-4667	116	10	secure	secure	ADJ
ajsts-4667	116	11	.	.	PUNCT
ajsts-4667	116	12	”	"	PUNCT
ajsts-4667	117	1	would	would	AUX
ajsts-4667	117	2	be	be	AUX
ajsts-4667	117	3	split	split	VERB
ajsts-4667	117	4	into	into	ADP
ajsts-4667	117	5	the	the	DET
ajsts-4667	117	6	tokens	token	NOUN
ajsts-4667	117	7	[	[	X
ajsts-4667	117	8	“	"	PUNCT
ajsts-4667	117	9	telegram	telegram	NOUN
ajsts-4667	117	10	”	"	PUNCT
ajsts-4667	117	11	,	,	PUNCT
ajsts-4667	117	12	“	"	PUNCT
ajsts-4667	117	13	is	be	AUX
ajsts-4667	117	14	”	"	PUNCT
ajsts-4667	117	15	,	,	PUNCT
ajsts-4667	117	16	“	"	PUNCT
ajsts-4667	117	17	not	not	PART
ajsts-4667	117	18	”	"	PUNCT
ajsts-4667	117	19	,	,	PUNCT
ajsts-4667	117	20	“	"	PUNCT
ajsts-4667	117	21	secure	secure	ADJ
ajsts-4667	117	22	”	"	PUNCT
ajsts-4667	117	23	,	,	PUNCT
ajsts-4667	117	24	“	"	PUNCT
ajsts-4667	117	25	.	.	PUNCT
ajsts-4667	117	26	”	"	PUNCT
ajsts-4667	117	27	]	]	PUNCT
ajsts-4667	117	28	,	,	PUNCT
ajsts-4667	117	29	allowing	allow	VERB
ajsts-4667	117	30	for	for	ADP
ajsts-4667	117	31	syntactic	syntactic	ADJ
ajsts-4667	117	32	and	and	CCONJ
ajsts-4667	117	33	lexical	lexical	ADJ
ajsts-4667	117	34	processing	processing	NOUN
ajsts-4667	117	35	on	on	ADP
ajsts-4667	117	36	a	a	DET
ajsts-4667	117	37	word	word	NOUN
ajsts-4667	117	38	-	-	PUNCT
ajsts-4667	117	39	by	by	ADP
ajsts-4667	117	40	-	-	PUNCT
ajsts-4667	117	41	word	word	NOUN
ajsts-4667	117	42	basis	basis	NOUN
ajsts-4667	117	43	.	.	PUNCT
ajsts-4667	118	1	stop	stop	VERB
ajsts-4667	118	2	word	word	NOUN
ajsts-4667	118	3	removal	removal	NOUN
ajsts-4667	118	4	common	common	ADJ
ajsts-4667	118	5	english	english	PROPN
ajsts-4667	118	6	stop	stop	VERB
ajsts-4667	118	7	words	word	NOUN
ajsts-4667	118	8	—	—	PUNCT
ajsts-4667	118	9	such	such	ADJ
ajsts-4667	118	10	as	as	ADP
ajsts-4667	118	11	“	"	PUNCT
ajsts-4667	118	12	the	the	PRON
ajsts-4667	118	13	,	,	PUNCT
ajsts-4667	118	14	”	"	PUNCT
ajsts-4667	118	15	“	"	PUNCT
ajsts-4667	118	16	and	and	CCONJ
ajsts-4667	118	17	,	,	PUNCT
ajsts-4667	118	18	”	"	PUNCT
ajsts-4667	118	19	“	"	PUNCT
ajsts-4667	118	20	is	be	AUX
ajsts-4667	118	21	,	,	PUNCT
ajsts-4667	118	22	”	"	PUNCT
ajsts-4667	118	23	and	and	CCONJ
ajsts-4667	118	24	“	"	PUNCT
ajsts-4667	118	25	was”—were	was”—were	INTJ
ajsts-4667	118	26	removed	remove	VERB
ajsts-4667	118	27	using	use	VERB
ajsts-4667	118	28	nltk	nltk	PROPN
ajsts-4667	118	29	’s	’s	PART
ajsts-4667	118	30	built	build	VERB
ajsts-4667	118	31	-	-	PUNCT
ajsts-4667	118	32	in	in	ADP
ajsts-4667	118	33	stopword	stopword	PROPN
ajsts-4667	118	34	corpus	corpus	PROPN
ajsts-4667	118	35	.	.	PUNCT
ajsts-4667	119	1	these	these	DET
ajsts-4667	119	2	words	word	NOUN
ajsts-4667	119	3	typically	typically	ADV
ajsts-4667	119	4	carry	carry	VERB
ajsts-4667	119	5	low	low	ADJ
ajsts-4667	119	6	semantic	semantic	ADJ
ajsts-4667	119	7	weight	weight	NOUN
ajsts-4667	119	8	and	and	CCONJ
ajsts-4667	119	9	are	be	AUX
ajsts-4667	119	10	unlikely	unlikely	ADJ
ajsts-4667	119	11	to	to	PART
ajsts-4667	119	12	contribute	contribute	VERB
ajsts-4667	119	13	meaningfully	meaningfully	ADV
ajsts-4667	119	14	to	to	PART
ajsts-4667	119	15	sentiment	sentiment	NOUN
ajsts-4667	119	16	polarity	polarity	NOUN
ajsts-4667	119	17	.	.	PUNCT
ajsts-4667	120	1	their	their	PRON
ajsts-4667	120	2	removal	removal	NOUN
ajsts-4667	120	3	streamlines	streamline	VERB
ajsts-4667	120	4	the	the	DET
ajsts-4667	120	5	feature	feature	NOUN
ajsts-4667	120	6	space	space	NOUN
ajsts-4667	120	7	,	,	PUNCT
ajsts-4667	120	8	reduces	reduce	VERB
ajsts-4667	120	9	dimensionality	dimensionality	NOUN
ajsts-4667	120	10	,	,	PUNCT
ajsts-4667	120	11	and	and	CCONJ
ajsts-4667	120	12	allows	allow	VERB
ajsts-4667	120	13	more	more	ADV
ajsts-4667	120	14	important	important	ADJ
ajsts-4667	120	15	sentiment	sentiment	NOUN
ajsts-4667	120	16	-	-	PUNCT
ajsts-4667	120	17	bearing	bear	VERB
ajsts-4667	120	18	terms	term	NOUN
ajsts-4667	120	19	to	to	PART
ajsts-4667	120	20	dominate	dominate	VERB
ajsts-4667	120	21	the	the	DET
ajsts-4667	120	22	analysis	analysis	NOUN
ajsts-4667	120	23	.	.	PUNCT
ajsts-4667	121	1	lemmatization	lemmatization	NOUN
ajsts-4667	121	2	using	use	VERB
ajsts-4667	121	3	nltk	nltk	PROPN
ajsts-4667	121	4	’s	’s	PART
ajsts-4667	121	5	wordnet	wordnet	NOUN
ajsts-4667	121	6	lemmatizer	lemmatizer	NOUN
ajsts-4667	121	7	,	,	PUNCT
ajsts-4667	121	8	each	each	DET
ajsts-4667	121	9	word	word	NOUN
ajsts-4667	121	10	token	token	VERB
ajsts-4667	121	11	was	be	AUX
ajsts-4667	121	12	reduced	reduce	VERB
ajsts-4667	121	13	to	to	ADP
ajsts-4667	121	14	its	its	PRON
ajsts-4667	121	15	canonical	canonical	ADJ
ajsts-4667	121	16	or	or	CCONJ
ajsts-4667	121	17	base	base	NOUN
ajsts-4667	121	18	form	form	NOUN
ajsts-4667	121	19	(	(	PUNCT
ajsts-4667	121	20	lemma	lemma	PROPN
ajsts-4667	121	21	)	)	PUNCT
ajsts-4667	121	22	.	.	PUNCT
ajsts-4667	122	1	for	for	ADP
ajsts-4667	122	2	example	example	NOUN
ajsts-4667	122	3	,	,	PUNCT
ajsts-4667	122	4	“	"	PUNCT
ajsts-4667	122	5	running	run	VERB
ajsts-4667	122	6	,	,	PUNCT
ajsts-4667	122	7	”	"	PUNCT
ajsts-4667	122	8	“	"	PUNCT
ajsts-4667	122	9	ran	run	VERB
ajsts-4667	122	10	,	,	PUNCT
ajsts-4667	122	11	”	"	PUNCT
ajsts-4667	122	12	and	and	CCONJ
ajsts-4667	122	13	“	"	PUNCT
ajsts-4667	122	14	runs	run	NOUN
ajsts-4667	122	15	”	"	PUNCT
ajsts-4667	122	16	were	be	AUX
ajsts-4667	122	17	all	all	PRON
ajsts-4667	122	18	normalized	normalize	VERB
ajsts-4667	122	19	to	to	PART
ajsts-4667	122	20	“	"	PUNCT
ajsts-4667	122	21	run	run	VERB
ajsts-4667	122	22	.	.	PUNCT
ajsts-4667	122	23	”	"	PUNCT
ajsts-4667	123	1	unlike	unlike	ADP
ajsts-4667	123	2	stemming	stemming	NOUN
ajsts-4667	123	3	,	,	PUNCT
ajsts-4667	123	4	lemmatization	lemmatization	NOUN
ajsts-4667	123	5	leverages	leverage	VERB
ajsts-4667	123	6	linguistic	linguistic	ADJ
ajsts-4667	123	7	context	context	NOUN
ajsts-4667	123	8	and	and	CCONJ
ajsts-4667	123	9	a	a	DET
ajsts-4667	123	10	vocabulary	vocabulary	ADJ
ajsts-4667	123	11	dictionary	dictionary	NOUN
ajsts-4667	123	12	to	to	PART
ajsts-4667	123	13	yield	yield	VERB
ajsts-4667	123	14	grammatically	grammatically	ADV
ajsts-4667	123	15	correct	correct	ADJ
ajsts-4667	123	16	base	base	NOUN
ajsts-4667	123	17	forms	form	NOUN
ajsts-4667	123	18	.	.	PUNCT
ajsts-4667	124	1	this	this	PRON
ajsts-4667	124	2	enhances	enhance	VERB
ajsts-4667	124	3	semantic	semantic	ADJ
ajsts-4667	124	4	coherence	coherence	NOUN
ajsts-4667	124	5	and	and	CCONJ
ajsts-4667	124	6	improves	improve	VERB
ajsts-4667	124	7	the	the	DET
ajsts-4667	124	8	model	model	NOUN
ajsts-4667	124	9	’s	’s	PART
ajsts-4667	124	10	ability	ability	NOUN
ajsts-4667	124	11	to	to	PART
ajsts-4667	124	12	generalize	generalize	VERB
ajsts-4667	124	13	across	across	ADP
ajsts-4667	124	14	morphological	morphological	ADJ
ajsts-4667	124	15	variations	variation	NOUN
ajsts-4667	124	16	of	of	ADP
ajsts-4667	124	17	the	the	DET
ajsts-4667	124	18	same	same	ADJ
ajsts-4667	124	19	word	word	NOUN
ajsts-4667	124	20	.	.	PUNCT
ajsts-4667	125	1	of	of	ADP
ajsts-4667	125	2	child	child	NOUN
ajsts-4667	125	3	abuse	abuse	NOUN
ajsts-4667	125	4	material	material	NOUN
ajsts-4667	125	5	.	.	PUNCT
ajsts-4667	126	1	this	this	DET
ajsts-4667	126	2	result	result	NOUN
ajsts-4667	126	3	may	may	AUX
ajsts-4667	126	4	initially	initially	ADV
ajsts-4667	126	5	appear	appear	VERB
ajsts-4667	126	6	counterintuitive	counterintuitive	ADJ
ajsts-4667	126	7	given	give	VERB
ajsts-4667	126	8	the	the	DET
ajsts-4667	126	9	negative	negative	ADJ
ajsts-4667	126	10	framing	framing	NOUN
ajsts-4667	126	11	of	of	ADP
ajsts-4667	126	12	the	the	DET
ajsts-4667	126	13	article	article	NOUN
ajsts-4667	126	14	.	.	PUNCT
ajsts-4667	127	1	however	however	ADV
ajsts-4667	127	2	,	,	PUNCT
ajsts-4667	127	3	it	it	PRON
ajsts-4667	127	4	aligns	align	VERB
ajsts-4667	127	5	with	with	ADP
ajsts-4667	127	6	prior	prior	ADJ
ajsts-4667	127	7	observations	observation	NOUN
ajsts-4667	127	8	that	that	PRON
ajsts-4667	127	9	public	public	ADJ
ajsts-4667	127	10	discourse	discourse	NOUN
ajsts-4667	127	11	around	around	ADP
ajsts-4667	127	12	privacy	privacy	NOUN
ajsts-4667	127	13	-	-	PUNCT
ajsts-4667	127	14	centric	centric	ADJ
ajsts-4667	127	15	platforms	platform	NOUN
ajsts-4667	127	16	often	often	ADV
ajsts-4667	127	17	reveals	reveal	VERB
ajsts-4667	127	18	polarized	polarized	ADJ
ajsts-4667	127	19	sentiment	sentiment	NOUN
ajsts-4667	127	20	,	,	PUNCT
ajsts-4667	127	21	where	where	SCONJ
ajsts-4667	127	22	user	user	NOUN
ajsts-4667	127	23	loyalty	loyalty	NOUN
ajsts-4667	127	24	,	,	PUNCT
ajsts-4667	127	25	ideological	ideological	ADJ
ajsts-4667	127	26	leanings	leaning	NOUN
ajsts-4667	127	27	,	,	PUNCT
ajsts-4667	127	28	or	or	CCONJ
ajsts-4667	127	29	distrust	distrust	NOUN
ajsts-4667	127	30	of	of	ADP
ajsts-4667	127	31	traditional	traditional	ADJ
ajsts-4667	127	32	media	medium	NOUN
ajsts-4667	127	33	override	override	VERB
ajsts-4667	127	34	the	the	DET
ajsts-4667	127	35	framing	framing	NOUN
ajsts-4667	127	36	of	of	ADP
ajsts-4667	127	37	the	the	DET
ajsts-4667	127	38	original	original	ADJ
ajsts-4667	127	39	reporting	reporting	NOUN
ajsts-4667	127	40	(	(	PUNCT
ajsts-4667	127	41	marwick	marwick	PROPN
ajsts-4667	127	42	&	&	CCONJ
ajsts-4667	127	43	lewis	lewis	PROPN
ajsts-4667	127	44	,	,	PUNCT
ajsts-4667	127	45	2017	2017	NUM
ajsts-4667	127	46	)	)	PUNCT
ajsts-4667	127	47	.	.	PUNCT
ajsts-4667	128	1	the	the	DET
ajsts-4667	128	2	high	high	ADJ
ajsts-4667	128	3	rate	rate	NOUN
ajsts-4667	128	4	of	of	ADP
ajsts-4667	128	5	positivity	positivity	NOUN
ajsts-4667	128	6	suggests	suggest	VERB
ajsts-4667	128	7	that	that	SCONJ
ajsts-4667	128	8	many	many	ADJ
ajsts-4667	128	9	commenters	commenter	NOUN
ajsts-4667	128	10	either	either	CCONJ
ajsts-4667	128	11	disputed	dispute	VERB
ajsts-4667	128	12	the	the	DET
ajsts-4667	128	13	framing	framing	NOUN
ajsts-4667	128	14	of	of	ADP
ajsts-4667	128	15	the	the	DET
ajsts-4667	128	16	article	article	NOUN
ajsts-4667	128	17	as	as	ADP
ajsts-4667	128	18	sensationalist	sensationalist	NOUN
ajsts-4667	128	19	or	or	CCONJ
ajsts-4667	128	20	one	one	NUM
ajsts-4667	128	21	-	-	PUNCT
ajsts-4667	128	22	sided	sided	ADJ
ajsts-4667	128	23	,	,	PUNCT
ajsts-4667	128	24	defended	defend	VERB
ajsts-4667	128	25	telegram	telegram	NOUN
ajsts-4667	128	26	as	as	ADP
ajsts-4667	128	27	a	a	DET
ajsts-4667	128	28	platform	platform	NOUN
ajsts-4667	128	29	prioritizing	prioritize	VERB
ajsts-4667	128	30	privacy	privacy	NOUN
ajsts-4667	128	31	and	and	CCONJ
ajsts-4667	128	32	freedom	freedom	NOUN
ajsts-4667	128	33	of	of	ADP
ajsts-4667	128	34	speech	speech	NOUN
ajsts-4667	128	35	,	,	PUNCT
ajsts-4667	128	36	or	or	CCONJ
ajsts-4667	128	37	expressed	express	VERB
ajsts-4667	128	38	distrust	distrust	NOUN
ajsts-4667	128	39	in	in	ADP
ajsts-4667	128	40	regulatory	regulatory	ADJ
ajsts-4667	128	41	narratives	narrative	NOUN
ajsts-4667	128	42	or	or	CCONJ
ajsts-4667	128	43	mainstream	mainstream	ADJ
ajsts-4667	128	44	media	medium	NOUN
ajsts-4667	128	45	accounts	account	NOUN
ajsts-4667	128	46	of	of	ADP
ajsts-4667	128	47	digital	digital	ADJ
ajsts-4667	128	48	platforms	platform	NOUN
ajsts-4667	128	49	.	.	PUNCT
ajsts-4667	129	1	these	these	DET
ajsts-4667	129	2	findings	finding	NOUN
ajsts-4667	129	3	have	have	VERB
ajsts-4667	129	4	several	several	ADJ
ajsts-4667	129	5	important	important	ADJ
ajsts-4667	129	6	implications	implication	NOUN
ajsts-4667	129	7	to	to	ADP
ajsts-4667	129	8	telegram	telegram	NOUN
ajsts-4667	129	9	,	,	PUNCT
ajsts-4667	129	10	policymakers	policymaker	NOUN
ajsts-4667	129	11	,	,	PUNCT
ajsts-4667	129	12	business	business	NOUN
ajsts-4667	129	13	analysts	analyst	NOUN
ajsts-4667	129	14	and	and	CCONJ
ajsts-4667	129	15	platform	platform	NOUN
ajsts-4667	129	16	strategists	strategist	NOUN
ajsts-4667	129	17	,	,	PUNCT
ajsts-4667	129	18	and	and	CCONJ
ajsts-4667	129	19	journalists	journalist	NOUN
ajsts-4667	129	20	.	.	PUNCT
ajsts-4667	130	1	the	the	DET
ajsts-4667	130	2	sentiment	sentiment	NOUN
ajsts-4667	130	3	trends	trend	NOUN
ajsts-4667	130	4	identified	identify	VERB
ajsts-4667	130	5	among	among	ADP
ajsts-4667	130	6	reader	reader	NOUN
ajsts-4667	130	7	comments	comment	NOUN
ajsts-4667	130	8	suggest	suggest	VERB
ajsts-4667	130	9	a	a	DET
ajsts-4667	130	10	strong	strong	ADJ
ajsts-4667	130	11	base	base	NOUN
ajsts-4667	130	12	of	of	ADP
ajsts-4667	130	13	public	public	ADJ
ajsts-4667	130	14	support	support	NOUN
ajsts-4667	130	15	,	,	PUNCT
ajsts-4667	130	16	at	at	ADP
ajsts-4667	130	17	least	least	ADJ
ajsts-4667	130	18	within	within	ADP
ajsts-4667	130	19	the	the	DET
ajsts-4667	130	20	sampled	sample	VERB
ajsts-4667	130	21	population	population	NOUN
ajsts-4667	130	22	.	.	PUNCT
ajsts-4667	131	1	this	this	PRON
ajsts-4667	131	2	sustained	sustain	VERB
ajsts-4667	131	3	positive	positive	ADJ
ajsts-4667	131	4	sentiment	sentiment	NOUN
ajsts-4667	131	5	provides	provide	VERB
ajsts-4667	131	6	strategic	strategic	ADJ
ajsts-4667	131	7	reinforcement	reinforcement	NOUN
ajsts-4667	131	8	table	table	NOUN
ajsts-4667	131	9	4	4	NUM
ajsts-4667	131	10	:	:	PUNCT
ajsts-4667	131	11	sentiment	sentiment	NOUN
ajsts-4667	131	12	distribution	distribution	NOUN
ajsts-4667	131	13	of	of	ADP
ajsts-4667	131	14	reader	reader	NOUN
ajsts-4667	131	15	comments	comment	NOUN
ajsts-4667	131	16	sentiments	sentiment	NOUN
ajsts-4667	131	17	code	code	PROPN
ajsts-4667	131	18	freq	freq	ADJ
ajsts-4667	131	19	percentage	percentage	NOUN
ajsts-4667	131	20	positive	positive	ADJ
ajsts-4667	131	21	sentiment	sentiment	NOUN
ajsts-4667	131	22	1	1	NUM
ajsts-4667	131	23	376	376	NUM
ajsts-4667	131	24	59.5	59.5	NUM
ajsts-4667	131	25	%	%	NOUN
ajsts-4667	131	26	negative	negative	ADJ
ajsts-4667	131	27	sentiment	sentiment	NOUN
ajsts-4667	131	28	0	0	NUM
ajsts-4667	131	29	256	256	NUM
ajsts-4667	131	30	40.5	40.5	NUM
ajsts-4667	131	31	%	%	NOUN
ajsts-4667	131	32	this	this	DET
ajsts-4667	131	33	distribution	distribution	NOUN
ajsts-4667	131	34	indicates	indicate	VERB
ajsts-4667	131	35	that	that	SCONJ
ajsts-4667	131	36	the	the	DET
ajsts-4667	131	37	majority	majority	NOUN
ajsts-4667	131	38	of	of	ADP
ajsts-4667	131	39	reader	reader	NOUN
ajsts-4667	131	40	responses	response	NOUN
ajsts-4667	131	41	to	to	ADP
ajsts-4667	131	42	the	the	DET
ajsts-4667	131	43	article	article	NOUN
ajsts-4667	131	44	carried	carry	VERB
ajsts-4667	131	45	a	a	DET
ajsts-4667	131	46	positive	positive	ADJ
ajsts-4667	131	47	or	or	CCONJ
ajsts-4667	131	48	at	at	ADP
ajsts-4667	131	49	least	least	ADJ
ajsts-4667	131	50	nonnegative	nonnegative	ADJ
ajsts-4667	131	51	tone	tone	NOUN
ajsts-4667	131	52	,	,	PUNCT
ajsts-4667	131	53	suggesting	suggest	VERB
ajsts-4667	131	54	either	either	CCONJ
ajsts-4667	131	55	skepticism	skepticism	NOUN
ajsts-4667	131	56	of	of	ADP
ajsts-4667	131	57	the	the	DET
ajsts-4667	131	58	article	article	NOUN
ajsts-4667	131	59	’s	’s	PART
ajsts-4667	131	60	framing	framing	NOUN
ajsts-4667	131	61	or	or	CCONJ
ajsts-4667	131	62	support	support	NOUN
ajsts-4667	131	63	for	for	ADP
ajsts-4667	131	64	telegram	telegram	NOUN
ajsts-4667	131	65	as	as	ADP
ajsts-4667	131	66	a	a	DET
ajsts-4667	131	67	platform	platform	NOUN
ajsts-4667	131	68	,	,	PUNCT
ajsts-4667	131	69	despite	despite	SCONJ
ajsts-4667	131	70	its	its	PRON
ajsts-4667	131	71	controversial	controversial	ADJ
ajsts-4667	131	72	associations	association	NOUN
ajsts-4667	131	73	.	.	PUNCT
ajsts-4667	132	1	the	the	DET
ajsts-4667	132	2	majority	majority	NOUN
ajsts-4667	132	3	of	of	ADP
ajsts-4667	132	4	reader	reader	NOUN
ajsts-4667	132	5	comments	comment	NOUN
ajsts-4667	132	6	expressed	express	VERB
ajsts-4667	132	7	a	a	DET
ajsts-4667	132	8	positive	positive	ADJ
ajsts-4667	132	9	sentiment	sentiment	NOUN
ajsts-4667	132	10	,	,	PUNCT
ajsts-4667	132	11	despite	despite	SCONJ
ajsts-4667	132	12	the	the	DET
ajsts-4667	132	13	article	article	NOUN
ajsts-4667	132	14	’s	’s	PART
ajsts-4667	132	15	explicit	explicit	ADJ
ajsts-4667	132	16	emphasis	emphasis	NOUN
ajsts-4667	132	17	on	on	ADP
ajsts-4667	132	18	telegram	telegram	NOUN
ajsts-4667	132	19	’s	’s	PART
ajsts-4667	132	20	alleged	allege	VERB
ajsts-4667	132	21	role	role	NOUN
ajsts-4667	132	22	in	in	ADP
ajsts-4667	132	23	facilitating	facilitate	VERB
ajsts-4667	132	24	criminal	criminal	ADJ
ajsts-4667	132	25	activities	activity	NOUN
ajsts-4667	132	26	such	such	ADJ
ajsts-4667	132	27	as	as	ADP
ajsts-4667	132	28	identity	identity	NOUN
ajsts-4667	132	29	theft	theft	NOUN
ajsts-4667	132	30	,	,	PUNCT
ajsts-4667	132	31	drug	drug	NOUN
ajsts-4667	132	32	sales	sale	NOUN
ajsts-4667	132	33	,	,	PUNCT
ajsts-4667	132	34	and	and	CCONJ
ajsts-4667	132	35	the	the	DET
ajsts-4667	132	36	distribution	distribution	NOUN
ajsts-4667	132	37	figure	figure	NOUN
ajsts-4667	132	38	3	3	NUM
ajsts-4667	132	39	:	:	PUNCT
ajsts-4667	132	40	sentiment	sentiment	NOUN
ajsts-4667	132	41	distribution	distribution	NOUN
ajsts-4667	132	42	of	of	ADP
ajsts-4667	132	43	reader	reader	NOUN
ajsts-4667	132	44	comments	comment	NOUN
ajsts-4667	132	45	pa	pa	PROPN
ajsts-4667	132	46	ge	ge	PROPN
ajsts-4667	132	47	73	73	NUM
ajsts-4667	132	48	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	132	49	am	be	AUX
ajsts-4667	132	50	.	.	PUNCT
ajsts-4667	133	1	j.	j.	PROPN
ajsts-4667	133	2	smart	smart	PROPN
ajsts-4667	133	3	.	.	PUNCT
ajsts-4667	134	1	technol	technol	PROPN
ajsts-4667	134	2	.	.	PUNCT
ajsts-4667	134	3	solutions	solution	NOUN
ajsts-4667	134	4	4(1	4(1	NOUN
ajsts-4667	134	5	)	)	PUNCT
ajsts-4667	134	6	68	68	NUM
ajsts-4667	134	7	-	-	SYM
ajsts-4667	134	8	88	88	NUM
ajsts-4667	134	9	,	,	PUNCT
ajsts-4667	134	10	2025	2025	NUM
ajsts-4667	134	11	for	for	ADP
ajsts-4667	134	12	telegram	telegram	NOUN
ajsts-4667	134	13	’s	’s	PART
ajsts-4667	134	14	positioning	positioning	NOUN
ajsts-4667	134	15	as	as	ADP
ajsts-4667	134	16	a	a	DET
ajsts-4667	134	17	neutral	neutral	ADJ
ajsts-4667	134	18	and	and	CCONJ
ajsts-4667	134	19	privacyrespecting	privacyrespecte	VERB
ajsts-4667	134	20	communication	communication	NOUN
ajsts-4667	134	21	platform	platform	NOUN
ajsts-4667	134	22	.	.	PUNCT
ajsts-4667	135	1	amid	amid	ADP
ajsts-4667	135	2	growing	grow	VERB
ajsts-4667	135	3	regulatory	regulatory	ADJ
ajsts-4667	135	4	scrutiny	scrutiny	NOUN
ajsts-4667	135	5	and	and	CCONJ
ajsts-4667	135	6	negative	negative	ADJ
ajsts-4667	135	7	portrayals	portrayal	NOUN
ajsts-4667	135	8	in	in	ADP
ajsts-4667	135	9	mainstream	mainstream	NOUN
ajsts-4667	135	10	reporting	reporting	NOUN
ajsts-4667	135	11	,	,	PUNCT
ajsts-4667	135	12	this	this	DET
ajsts-4667	135	13	public	public	ADJ
ajsts-4667	135	14	backing	backing	NOUN
ajsts-4667	135	15	may	may	AUX
ajsts-4667	135	16	enable	enable	VERB
ajsts-4667	135	17	telegram	telegram	NOUN
ajsts-4667	135	18	to	to	PART
ajsts-4667	135	19	maintain	maintain	VERB
ajsts-4667	135	20	credibility	credibility	NOUN
ajsts-4667	135	21	among	among	ADP
ajsts-4667	135	22	its	its	PRON
ajsts-4667	135	23	core	core	NOUN
ajsts-4667	135	24	user	user	NOUN
ajsts-4667	135	25	base	base	NOUN
ajsts-4667	135	26	and	and	CCONJ
ajsts-4667	135	27	even	even	ADV
ajsts-4667	135	28	leverage	leverage	VERB
ajsts-4667	135	29	public	public	ADJ
ajsts-4667	135	30	advocacy	advocacy	NOUN
ajsts-4667	135	31	to	to	PART
ajsts-4667	135	32	counteract	counteract	VERB
ajsts-4667	135	33	reputational	reputational	ADJ
ajsts-4667	135	34	risks	risk	NOUN
ajsts-4667	135	35	.	.	PUNCT
ajsts-4667	136	1	moreover	moreover	ADV
ajsts-4667	136	2	,	,	PUNCT
ajsts-4667	136	3	such	such	ADJ
ajsts-4667	136	4	positive	positive	ADJ
ajsts-4667	136	5	sentiment	sentiment	NOUN
ajsts-4667	136	6	trends	trend	NOUN
ajsts-4667	136	7	could	could	AUX
ajsts-4667	136	8	help	help	VERB
ajsts-4667	136	9	telegram	telegram	NOUN
ajsts-4667	136	10	justify	justify	VERB
ajsts-4667	136	11	policy	policy	NOUN
ajsts-4667	136	12	stances	stance	NOUN
ajsts-4667	136	13	on	on	ADP
ajsts-4667	136	14	privacy	privacy	NOUN
ajsts-4667	136	15	and	and	CCONJ
ajsts-4667	136	16	encryption	encryption	NOUN
ajsts-4667	136	17	,	,	PUNCT
ajsts-4667	136	18	emphasizing	emphasize	VERB
ajsts-4667	136	19	user	user	NOUN
ajsts-4667	136	20	rights	right	NOUN
ajsts-4667	136	21	and	and	CCONJ
ajsts-4667	136	22	autonomy	autonomy	NOUN
ajsts-4667	136	23	in	in	ADP
ajsts-4667	136	24	communications	communication	NOUN
ajsts-4667	136	25	.	.	PUNCT
ajsts-4667	137	1	the	the	DET
ajsts-4667	137	2	public	public	ADJ
ajsts-4667	137	3	resistance	resistance	NOUN
ajsts-4667	137	4	to	to	ADP
ajsts-4667	137	5	negative	negative	ADJ
ajsts-4667	137	6	portrayals	portrayal	NOUN
ajsts-4667	137	7	of	of	ADP
ajsts-4667	137	8	telegram	telegram	NOUN
ajsts-4667	137	9	captured	capture	VERB
ajsts-4667	137	10	by	by	ADP
ajsts-4667	137	11	the	the	DET
ajsts-4667	137	12	sentiment	sentiment	NOUN
ajsts-4667	137	13	analysis	analysis	NOUN
ajsts-4667	137	14	underscores	underscore	VERB
ajsts-4667	137	15	substantial	substantial	ADJ
ajsts-4667	137	16	challenges	challenge	NOUN
ajsts-4667	137	17	policymakers	policymaker	NOUN
ajsts-4667	137	18	may	may	AUX
ajsts-4667	137	19	face	face	VERB
ajsts-4667	137	20	when	when	SCONJ
ajsts-4667	137	21	aligning	align	VERB
ajsts-4667	137	22	policy	policy	NOUN
ajsts-4667	137	23	initiatives	initiative	NOUN
ajsts-4667	137	24	and	and	CCONJ
ajsts-4667	137	25	regulatory	regulatory	ADJ
ajsts-4667	137	26	responses	response	NOUN
ajsts-4667	137	27	with	with	ADP
ajsts-4667	137	28	broader	broad	ADJ
ajsts-4667	137	29	public	public	ADJ
ajsts-4667	137	30	perceptions	perception	NOUN
ajsts-4667	137	31	.	.	PUNCT
ajsts-4667	138	1	specifically	specifically	ADV
ajsts-4667	138	2	,	,	PUNCT
ajsts-4667	138	3	policymakers	policymaker	NOUN
ajsts-4667	138	4	must	must	AUX
ajsts-4667	138	5	carefully	carefully	ADV
ajsts-4667	138	6	balance	balance	VERB
ajsts-4667	138	7	their	their	PRON
ajsts-4667	138	8	enforcement	enforcement	NOUN
ajsts-4667	138	9	priorities	priority	NOUN
ajsts-4667	138	10	,	,	PUNCT
ajsts-4667	138	11	especially	especially	ADV
ajsts-4667	138	12	concerning	concern	VERB
ajsts-4667	138	13	encrypted	encrypt	VERB
ajsts-4667	138	14	platforms	platform	NOUN
ajsts-4667	138	15	,	,	PUNCT
ajsts-4667	138	16	against	against	ADP
ajsts-4667	138	17	evident	evident	ADJ
ajsts-4667	138	18	user	user	NOUN
ajsts-4667	138	19	concerns	concern	NOUN
ajsts-4667	138	20	about	about	ADP
ajsts-4667	138	21	privacy	privacy	NOUN
ajsts-4667	138	22	and	and	CCONJ
ajsts-4667	138	23	autonomy	autonomy	NOUN
ajsts-4667	138	24	.	.	PUNCT
ajsts-4667	139	1	this	this	DET
ajsts-4667	139	2	divergence	divergence	NOUN
ajsts-4667	139	3	implies	imply	VERB
ajsts-4667	139	4	a	a	DET
ajsts-4667	139	5	necessity	necessity	NOUN
ajsts-4667	139	6	for	for	SCONJ
ajsts-4667	139	7	policymakers	policymaker	NOUN
ajsts-4667	139	8	to	to	PART
ajsts-4667	139	9	adopt	adopt	VERB
ajsts-4667	139	10	more	more	ADV
ajsts-4667	139	11	nuanced	nuanced	ADJ
ajsts-4667	139	12	,	,	PUNCT
ajsts-4667	139	13	evidence	evidence	NOUN
ajsts-4667	139	14	-	-	PUNCT
ajsts-4667	139	15	based	base	VERB
ajsts-4667	139	16	approaches	approach	NOUN
ajsts-4667	139	17	to	to	ADP
ajsts-4667	139	18	regulation	regulation	NOUN
ajsts-4667	139	19	and	and	CCONJ
ajsts-4667	139	20	to	to	PART
ajsts-4667	139	21	engage	engage	VERB
ajsts-4667	139	22	proactively	proactively	ADV
ajsts-4667	139	23	with	with	ADP
ajsts-4667	139	24	the	the	DET
ajsts-4667	139	25	public	public	NOUN
ajsts-4667	139	26	,	,	PUNCT
ajsts-4667	139	27	clearly	clearly	ADV
ajsts-4667	139	28	communicating	communicate	VERB
ajsts-4667	139	29	regulatory	regulatory	ADJ
ajsts-4667	139	30	objectives	objective	NOUN
ajsts-4667	139	31	and	and	CCONJ
ajsts-4667	139	32	their	their	PRON
ajsts-4667	139	33	rationale	rationale	NOUN
ajsts-4667	139	34	.	.	PUNCT
ajsts-4667	140	1	sentiment	sentiment	NOUN
ajsts-4667	140	2	analyses	analyse	VERB
ajsts-4667	140	3	such	such	ADJ
ajsts-4667	140	4	as	as	ADP
ajsts-4667	140	5	this	this	PRON
ajsts-4667	140	6	provide	provide	VERB
ajsts-4667	140	7	valuable	valuable	ADJ
ajsts-4667	140	8	insights	insight	NOUN
ajsts-4667	140	9	,	,	PUNCT
ajsts-4667	140	10	highlighting	highlight	VERB
ajsts-4667	140	11	areas	area	NOUN
ajsts-4667	140	12	where	where	SCONJ
ajsts-4667	140	13	public	public	ADJ
ajsts-4667	140	14	understanding	understanding	NOUN
ajsts-4667	140	15	or	or	CCONJ
ajsts-4667	140	16	support	support	NOUN
ajsts-4667	140	17	for	for	ADP
ajsts-4667	140	18	regulatory	regulatory	ADJ
ajsts-4667	140	19	interventions	intervention	NOUN
ajsts-4667	140	20	may	may	AUX
ajsts-4667	140	21	require	require	VERB
ajsts-4667	140	22	further	further	ADJ
ajsts-4667	140	23	cultivation	cultivation	NOUN
ajsts-4667	140	24	or	or	CCONJ
ajsts-4667	140	25	clarification	clarification	NOUN
ajsts-4667	140	26	.	.	PUNCT
ajsts-4667	141	1	from	from	ADP
ajsts-4667	141	2	a	a	DET
ajsts-4667	141	3	strategic	strategic	ADJ
ajsts-4667	141	4	and	and	CCONJ
ajsts-4667	141	5	analytical	analytical	ADJ
ajsts-4667	141	6	standpoint	standpoint	NOUN
ajsts-4667	141	7	,	,	PUNCT
ajsts-4667	141	8	the	the	DET
ajsts-4667	141	9	distribution	distribution	NOUN
ajsts-4667	141	10	of	of	ADP
ajsts-4667	141	11	sentiment	sentiment	NOUN
ajsts-4667	141	12	emphasizes	emphasize	VERB
ajsts-4667	141	13	the	the	DET
ajsts-4667	141	14	significant	significant	ADJ
ajsts-4667	141	15	advantage	advantage	NOUN
ajsts-4667	141	16	of	of	ADP
ajsts-4667	141	17	incorporating	incorporate	VERB
ajsts-4667	141	18	sentiment	sentiment	NOUN
ajsts-4667	141	19	insights	insight	NOUN
ajsts-4667	141	20	into	into	ADP
ajsts-4667	141	21	reputation	reputation	NOUN
ajsts-4667	141	22	management	management	NOUN
ajsts-4667	141	23	strategies	strategy	NOUN
ajsts-4667	141	24	,	,	PUNCT
ajsts-4667	141	25	communication	communication	NOUN
ajsts-4667	141	26	planning	planning	NOUN
ajsts-4667	141	27	,	,	PUNCT
ajsts-4667	141	28	and	and	CCONJ
ajsts-4667	141	29	audience	audience	NOUN
ajsts-4667	141	30	segmentation	segmentation	NOUN
ajsts-4667	141	31	efforts	effort	NOUN
ajsts-4667	141	32	.	.	PUNCT
ajsts-4667	142	1	understanding	understand	VERB
ajsts-4667	142	2	user	user	NOUN
ajsts-4667	142	3	attitudes	attitude	NOUN
ajsts-4667	142	4	towards	towards	ADP
ajsts-4667	142	5	telegram	telegram	NOUN
ajsts-4667	142	6	offers	offer	VERB
ajsts-4667	142	7	critical	critical	ADJ
ajsts-4667	142	8	business	business	NOUN
ajsts-4667	142	9	intelligence	intelligence	NOUN
ajsts-4667	142	10	,	,	PUNCT
ajsts-4667	142	11	particularly	particularly	ADV
ajsts-4667	142	12	in	in	ADP
ajsts-4667	142	13	determining	determine	VERB
ajsts-4667	142	14	brand	brand	NOUN
ajsts-4667	142	15	positioning	positioning	NOUN
ajsts-4667	142	16	,	,	PUNCT
ajsts-4667	142	17	user	user	NOUN
ajsts-4667	142	18	acquisition	acquisition	NOUN
ajsts-4667	142	19	,	,	PUNCT
ajsts-4667	142	20	and	and	CCONJ
ajsts-4667	142	21	long	long	ADJ
ajsts-4667	142	22	-	-	PUNCT
ajsts-4667	142	23	term	term	NOUN
ajsts-4667	142	24	retention	retention	NOUN
ajsts-4667	142	25	strategies	strategy	NOUN
ajsts-4667	142	26	.	.	PUNCT
ajsts-4667	143	1	positive	positive	ADJ
ajsts-4667	143	2	sentiment	sentiment	NOUN
ajsts-4667	143	3	that	that	PRON
ajsts-4667	143	4	endures	endure	VERB
ajsts-4667	143	5	despite	despite	SCONJ
ajsts-4667	143	6	external	external	ADJ
ajsts-4667	143	7	reputational	reputational	ADJ
ajsts-4667	143	8	pressures	pressure	NOUN
ajsts-4667	143	9	may	may	AUX
ajsts-4667	143	10	suggest	suggest	VERB
ajsts-4667	143	11	robust	robust	ADJ
ajsts-4667	143	12	brand	brand	NOUN
ajsts-4667	143	13	loyalty	loyalty	NOUN
ajsts-4667	143	14	and	and	CCONJ
ajsts-4667	143	15	resilience	resilience	NOUN
ajsts-4667	143	16	,	,	PUNCT
ajsts-4667	143	17	which	which	PRON
ajsts-4667	143	18	platform	platform	NOUN
ajsts-4667	143	19	strategists	strategist	NOUN
ajsts-4667	143	20	can	can	AUX
ajsts-4667	143	21	harness	harness	NOUN
ajsts-4667	143	22	to	to	PART
ajsts-4667	143	23	strengthen	strengthen	VERB
ajsts-4667	143	24	user	user	NOUN
ajsts-4667	143	25	engagement	engagement	NOUN
ajsts-4667	143	26	,	,	PUNCT
ajsts-4667	143	27	increase	increase	VERB
ajsts-4667	143	28	user	user	NOUN
ajsts-4667	143	29	advocacy	advocacy	NOUN
ajsts-4667	143	30	,	,	PUNCT
ajsts-4667	143	31	and	and	CCONJ
ajsts-4667	143	32	mitigate	mitigate	VERB
ajsts-4667	143	33	reputational	reputational	ADJ
ajsts-4667	143	34	crises	crisis	NOUN
ajsts-4667	143	35	.	.	PUNCT
ajsts-4667	144	1	such	such	ADJ
ajsts-4667	144	2	sentiment	sentiment	NOUN
ajsts-4667	144	3	insights	insight	NOUN
ajsts-4667	144	4	thus	thus	ADV
ajsts-4667	144	5	provide	provide	VERB
ajsts-4667	144	6	actionable	actionable	ADJ
ajsts-4667	144	7	intelligence	intelligence	NOUN
ajsts-4667	144	8	for	for	ADP
ajsts-4667	144	9	managing	manage	VERB
ajsts-4667	144	10	reputational	reputational	ADJ
ajsts-4667	144	11	risk	risk	NOUN
ajsts-4667	144	12	and	and	CCONJ
ajsts-4667	144	13	ensuring	ensure	VERB
ajsts-4667	144	14	long	long	ADJ
ajsts-4667	144	15	-	-	PUNCT
ajsts-4667	144	16	term	term	NOUN
ajsts-4667	144	17	user	user	NOUN
ajsts-4667	144	18	relationships	relationship	NOUN
ajsts-4667	144	19	.	.	PUNCT
ajsts-4667	145	1	for	for	ADP
ajsts-4667	145	2	journalists	journalist	NOUN
ajsts-4667	145	3	and	and	CCONJ
ajsts-4667	145	4	media	medium	NOUN
ajsts-4667	145	5	professionals	professional	NOUN
ajsts-4667	145	6	,	,	PUNCT
ajsts-4667	145	7	the	the	DET
ajsts-4667	145	8	observed	observe	VERB
ajsts-4667	145	9	mismatch	mismatch	NOUN
ajsts-4667	145	10	between	between	ADP
ajsts-4667	145	11	article	article	NOUN
ajsts-4667	145	12	framing	frame	VERB
ajsts-4667	145	13	and	and	CCONJ
ajsts-4667	145	14	reader	reader	NOUN
ajsts-4667	145	15	sentiment	sentiment	NOUN
ajsts-4667	145	16	suggests	suggest	VERB
ajsts-4667	145	17	a	a	DET
ajsts-4667	145	18	pressing	press	VERB
ajsts-4667	145	19	need	need	NOUN
ajsts-4667	145	20	for	for	ADP
ajsts-4667	145	21	more	more	ADV
ajsts-4667	145	22	comprehensive	comprehensive	ADJ
ajsts-4667	145	23	engagement	engagement	NOUN
ajsts-4667	145	24	with	with	ADP
ajsts-4667	145	25	audience	audience	NOUN
ajsts-4667	145	26	perception	perception	NOUN
ajsts-4667	145	27	metrics	metric	NOUN
ajsts-4667	145	28	and	and	CCONJ
ajsts-4667	145	29	sentiment	sentiment	NOUN
ajsts-4667	145	30	feedback	feedback	NOUN
ajsts-4667	145	31	loops	loop	NOUN
ajsts-4667	145	32	.	.	PUNCT
ajsts-4667	146	1	particularly	particularly	ADV
ajsts-4667	146	2	when	when	SCONJ
ajsts-4667	146	3	reporting	report	VERB
ajsts-4667	146	4	on	on	ADP
ajsts-4667	146	5	contested	contested	ADJ
ajsts-4667	146	6	or	or	CCONJ
ajsts-4667	146	7	controversial	controversial	ADJ
ajsts-4667	146	8	technologies	technology	NOUN
ajsts-4667	146	9	,	,	PUNCT
ajsts-4667	146	10	journalists	journalist	NOUN
ajsts-4667	146	11	may	may	AUX
ajsts-4667	146	12	benefit	benefit	VERB
ajsts-4667	146	13	from	from	ADP
ajsts-4667	146	14	systematically	systematically	ADV
ajsts-4667	146	15	analysing	analyse	VERB
ajsts-4667	146	16	audience	audience	NOUN
ajsts-4667	146	17	sentiment	sentiment	NOUN
ajsts-4667	146	18	and	and	CCONJ
ajsts-4667	146	19	engagement	engagement	NOUN
ajsts-4667	146	20	data	datum	NOUN
ajsts-4667	146	21	to	to	PART
ajsts-4667	146	22	better	well	ADV
ajsts-4667	146	23	understand	understand	VERB
ajsts-4667	146	24	the	the	DET
ajsts-4667	146	25	reception	reception	NOUN
ajsts-4667	146	26	and	and	CCONJ
ajsts-4667	146	27	impact	impact	NOUN
ajsts-4667	146	28	of	of	ADP
ajsts-4667	146	29	their	their	PRON
ajsts-4667	146	30	reporting	reporting	NOUN
ajsts-4667	146	31	.	.	PUNCT
ajsts-4667	147	1	such	such	ADJ
ajsts-4667	147	2	insights	insight	NOUN
ajsts-4667	147	3	could	could	AUX
ajsts-4667	147	4	encourage	encourage	VERB
ajsts-4667	147	5	journalists	journalist	NOUN
ajsts-4667	147	6	to	to	PART
ajsts-4667	147	7	adopt	adopt	VERB
ajsts-4667	147	8	more	more	ADV
ajsts-4667	147	9	nuanced	nuanced	ADJ
ajsts-4667	147	10	framing	framing	NOUN
ajsts-4667	147	11	,	,	PUNCT
ajsts-4667	147	12	more	more	ADV
ajsts-4667	147	13	effectively	effectively	ADV
ajsts-4667	147	14	anticipating	anticipate	VERB
ajsts-4667	147	15	and	and	CCONJ
ajsts-4667	147	16	addressing	address	VERB
ajsts-4667	147	17	potential	potential	ADJ
ajsts-4667	147	18	audience	audience	NOUN
ajsts-4667	147	19	skepticism	skepticism	NOUN
ajsts-4667	147	20	or	or	CCONJ
ajsts-4667	147	21	resistance	resistance	NOUN
ajsts-4667	147	22	.	.	PUNCT
ajsts-4667	148	1	ultimately	ultimately	ADV
ajsts-4667	148	2	,	,	PUNCT
ajsts-4667	148	3	leveraging	leverage	VERB
ajsts-4667	148	4	sentiment	sentiment	NOUN
ajsts-4667	148	5	analysis	analysis	NOUN
ajsts-4667	148	6	as	as	ADP
ajsts-4667	148	7	part	part	NOUN
ajsts-4667	148	8	of	of	ADP
ajsts-4667	148	9	journalistic	journalistic	ADJ
ajsts-4667	148	10	practice	practice	NOUN
ajsts-4667	148	11	can	can	AUX
ajsts-4667	148	12	enhance	enhance	VERB
ajsts-4667	148	13	public	public	ADJ
ajsts-4667	148	14	trust	trust	NOUN
ajsts-4667	148	15	,	,	PUNCT
ajsts-4667	148	16	reader	reader	NOUN
ajsts-4667	148	17	engagement	engagement	NOUN
ajsts-4667	148	18	,	,	PUNCT
ajsts-4667	148	19	and	and	CCONJ
ajsts-4667	148	20	the	the	DET
ajsts-4667	148	21	credibility	credibility	NOUN
ajsts-4667	148	22	of	of	ADP
ajsts-4667	148	23	media	medium	NOUN
ajsts-4667	148	24	reporting	reporting	NOUN
ajsts-4667	148	25	.	.	PUNCT
ajsts-4667	149	1	table	table	NOUN
ajsts-4667	149	2	5	5	NUM
ajsts-4667	149	3	:	:	PUNCT
ajsts-4667	149	4	sentiment	sentiment	NOUN
ajsts-4667	149	5	analysis	analysis	NOUN
ajsts-4667	149	6	implications	implication	NOUN
ajsts-4667	149	7	stakeholders	stakeholder	VERB
ajsts-4667	149	8	implications	implication	NOUN
ajsts-4667	149	9	telegram	telegram	PROPN
ajsts-4667	149	10	public	public	ADJ
ajsts-4667	149	11	sentiment	sentiment	NOUN
ajsts-4667	149	12	can	can	AUX
ajsts-4667	149	13	strategically	strategically	ADV
ajsts-4667	149	14	reinforce	reinforce	VERB
ajsts-4667	149	15	telegram	telegram	NOUN
ajsts-4667	149	16	’s	’s	PART
ajsts-4667	149	17	neutral	neutral	ADJ
ajsts-4667	149	18	positioning	positioning	NOUN
ajsts-4667	149	19	despite	despite	SCONJ
ajsts-4667	149	20	reputational	reputational	ADJ
ajsts-4667	149	21	challenges	challenge	NOUN
ajsts-4667	149	22	and	and	CCONJ
ajsts-4667	149	23	regulatory	regulatory	ADJ
ajsts-4667	149	24	scrutiny	scrutiny	NOUN
ajsts-4667	149	25	.	.	PUNCT
ajsts-4667	150	1	policymakers	policymaker	NOUN
ajsts-4667	150	2	resistance	resistance	VERB
ajsts-4667	150	3	in	in	ADP
ajsts-4667	150	4	public	public	ADJ
ajsts-4667	150	5	sentiment	sentiment	NOUN
ajsts-4667	150	6	highlights	highlight	VERB
ajsts-4667	150	7	the	the	DET
ajsts-4667	150	8	complexities	complexity	NOUN
ajsts-4667	150	9	policymakers	policymaker	NOUN
ajsts-4667	150	10	face	face	VERB
ajsts-4667	150	11	aligning	align	VERB
ajsts-4667	150	12	technology	technology	NOUN
ajsts-4667	150	13	regulation	regulation	NOUN
ajsts-4667	150	14	with	with	ADP
ajsts-4667	150	15	user	user	NOUN
ajsts-4667	150	16	attitudes	attitude	NOUN
ajsts-4667	150	17	toward	toward	ADP
ajsts-4667	150	18	privacy	privacy	NOUN
ajsts-4667	150	19	-	-	PUNCT
ajsts-4667	150	20	focused	focus	VERB
ajsts-4667	150	21	platforms	platform	NOUN
ajsts-4667	150	22	.	.	PUNCT
ajsts-4667	151	1	business	business	NOUN
ajsts-4667	151	2	analysts	analyst	NOUN
ajsts-4667	151	3	and	and	CCONJ
ajsts-4667	151	4	platform	platform	NOUN
ajsts-4667	151	5	strategists	strategist	NOUN
ajsts-4667	151	6	positive	positive	ADJ
ajsts-4667	151	7	audience	audience	NOUN
ajsts-4667	151	8	sentiment	sentiment	NOUN
ajsts-4667	151	9	underscores	underscore	VERB
ajsts-4667	151	10	the	the	DET
ajsts-4667	151	11	importance	importance	NOUN
ajsts-4667	151	12	of	of	ADP
ajsts-4667	151	13	integrating	integrate	VERB
ajsts-4667	151	14	sentiment	sentiment	NOUN
ajsts-4667	151	15	metrics	metric	NOUN
ajsts-4667	151	16	into	into	ADP
ajsts-4667	151	17	strategic	strategic	ADJ
ajsts-4667	151	18	brand	brand	NOUN
ajsts-4667	151	19	management	management	NOUN
ajsts-4667	151	20	and	and	CCONJ
ajsts-4667	151	21	user	user	NOUN
ajsts-4667	151	22	-	-	PUNCT
ajsts-4667	151	23	retention	retention	NOUN
ajsts-4667	151	24	planning	planning	NOUN
ajsts-4667	151	25	.	.	PUNCT
ajsts-4667	152	1	journalists	journalist	NOUN
ajsts-4667	152	2	a	a	DET
ajsts-4667	152	3	disconnect	disconnect	NOUN
ajsts-4667	152	4	between	between	ADP
ajsts-4667	152	5	journalistic	journalistic	ADJ
ajsts-4667	152	6	framing	framing	NOUN
ajsts-4667	152	7	and	and	CCONJ
ajsts-4667	152	8	public	public	ADJ
ajsts-4667	152	9	response	response	NOUN
ajsts-4667	152	10	emphasizes	emphasize	VERB
ajsts-4667	152	11	the	the	DET
ajsts-4667	152	12	necessity	necessity	NOUN
ajsts-4667	152	13	for	for	SCONJ
ajsts-4667	152	14	media	medium	NOUN
ajsts-4667	152	15	practitioners	practitioner	NOUN
ajsts-4667	152	16	to	to	PART
ajsts-4667	152	17	utilize	utilize	VERB
ajsts-4667	152	18	audience	audience	NOUN
ajsts-4667	152	19	perception	perception	NOUN
ajsts-4667	152	20	insights	insight	NOUN
ajsts-4667	152	21	in	in	ADP
ajsts-4667	152	22	technology	technology	NOUN
ajsts-4667	152	23	reporting	reporting	NOUN
ajsts-4667	152	24	.	.	PUNCT
ajsts-4667	153	1	this	this	DET
ajsts-4667	153	2	sentiment	sentiment	NOUN
ajsts-4667	153	3	distribution	distribution	NOUN
ajsts-4667	153	4	serves	serve	VERB
ajsts-4667	153	5	as	as	ADP
ajsts-4667	153	6	a	a	DET
ajsts-4667	153	7	foundational	foundational	ADJ
ajsts-4667	153	8	result	result	NOUN
ajsts-4667	153	9	in	in	ADP
ajsts-4667	153	10	evaluating	evaluate	VERB
ajsts-4667	153	11	how	how	SCONJ
ajsts-4667	153	12	machine	machine	NOUN
ajsts-4667	153	13	learning	learning	NOUN
ajsts-4667	153	14	-	-	PUNCT
ajsts-4667	153	15	based	base	VERB
ajsts-4667	153	16	sentiment	sentiment	NOUN
ajsts-4667	153	17	analysis	analysis	NOUN
ajsts-4667	153	18	can	can	AUX
ajsts-4667	153	19	surface	surface	VERB
ajsts-4667	153	20	important	important	ADJ
ajsts-4667	153	21	sociotechnical	sociotechnical	ADJ
ajsts-4667	153	22	dynamics	dynamic	NOUN
ajsts-4667	153	23	in	in	ADP
ajsts-4667	153	24	public	public	ADJ
ajsts-4667	153	25	discourse	discourse	NOUN
ajsts-4667	153	26	surrounding	surround	VERB
ajsts-4667	153	27	digital	digital	ADJ
ajsts-4667	153	28	platforms	platform	NOUN
ajsts-4667	153	29	.	.	PUNCT
ajsts-4667	154	1	model	model	NOUN
ajsts-4667	154	2	evaluation	evaluation	NOUN
ajsts-4667	154	3	:	:	PUNCT
ajsts-4667	154	4	tf	tf	PROPN
ajsts-4667	154	5	-	-	PUNCT
ajsts-4667	154	6	idf	idf	ADJ
ajsts-4667	154	7	+	+	CCONJ
ajsts-4667	154	8	logistic	logistic	ADJ
ajsts-4667	154	9	regression	regression	NOUN
ajsts-4667	154	10	to	to	PART
ajsts-4667	154	11	assess	assess	VERB
ajsts-4667	154	12	the	the	DET
ajsts-4667	154	13	performance	performance	NOUN
ajsts-4667	154	14	of	of	ADP
ajsts-4667	154	15	the	the	DET
ajsts-4667	154	16	supervised	supervised	ADJ
ajsts-4667	154	17	machine	machine	NOUN
ajsts-4667	154	18	learning	learning	NOUN
ajsts-4667	154	19	model	model	NOUN
ajsts-4667	154	20	,	,	PUNCT
ajsts-4667	154	21	a	a	DET
ajsts-4667	154	22	logistic	logistic	ADJ
ajsts-4667	154	23	regression	regression	NOUN
ajsts-4667	154	24	classifier	classifier	NOUN
ajsts-4667	154	25	was	be	AUX
ajsts-4667	154	26	trained	train	VERB
ajsts-4667	154	27	on	on	ADP
ajsts-4667	154	28	tf	tf	PROPN
ajsts-4667	154	29	-	-	PUNCT
ajsts-4667	154	30	idf	idf	NOUN
ajsts-4667	154	31	–	–	PUNCT
ajsts-4667	154	32	transformed	transform	VERB
ajsts-4667	154	33	features	feature	NOUN
ajsts-4667	154	34	derived	derive	VERB
ajsts-4667	154	35	from	from	ADP
ajsts-4667	154	36	the	the	DET
ajsts-4667	154	37	preprocessed	preprocesse	VERB
ajsts-4667	154	38	comments	comment	NOUN
ajsts-4667	154	39	.	.	PUNCT
ajsts-4667	155	1	the	the	DET
ajsts-4667	155	2	data	datum	NOUN
ajsts-4667	155	3	was	be	AUX
ajsts-4667	155	4	randomly	randomly	ADV
ajsts-4667	155	5	split	split	VERB
ajsts-4667	155	6	into	into	ADP
ajsts-4667	155	7	training	training	NOUN
ajsts-4667	155	8	and	and	CCONJ
ajsts-4667	155	9	testing	testing	NOUN
ajsts-4667	155	10	sets	set	NOUN
ajsts-4667	155	11	using	use	VERB
ajsts-4667	155	12	an	an	DET
ajsts-4667	155	13	80/20	80/20	NUM
ajsts-4667	155	14	ratio	ratio	NOUN
ajsts-4667	155	15	.	.	PUNCT
ajsts-4667	156	1	after	after	ADP
ajsts-4667	156	2	training	training	NOUN
ajsts-4667	156	3	,	,	PUNCT
ajsts-4667	156	4	the	the	DET
ajsts-4667	156	5	model	model	NOUN
ajsts-4667	156	6	was	be	AUX
ajsts-4667	156	7	used	use	VERB
ajsts-4667	156	8	to	to	PART
ajsts-4667	156	9	predict	predict	VERB
ajsts-4667	156	10	sentiment	sentiment	NOUN
ajsts-4667	156	11	labels	label	NOUN
ajsts-4667	156	12	for	for	ADP
ajsts-4667	156	13	the	the	DET
ajsts-4667	156	14	full	full	ADJ
ajsts-4667	156	15	dataset	dataset	NOUN
ajsts-4667	156	16	.	.	PUNCT
ajsts-4667	157	1	these	these	DET
ajsts-4667	157	2	predictions	prediction	NOUN
ajsts-4667	157	3	were	be	AUX
ajsts-4667	157	4	then	then	ADV
ajsts-4667	157	5	compared	compare	VERB
ajsts-4667	157	6	with	with	ADP
ajsts-4667	157	7	the	the	DET
ajsts-4667	157	8	original	original	ADJ
ajsts-4667	157	9	vader	vader	NOUN
ajsts-4667	157	10	-	-	PUNCT
ajsts-4667	157	11	based	base	VERB
ajsts-4667	157	12	sentiment	sentiment	NOUN
ajsts-4667	157	13	labels	label	VERB
ajsts-4667	157	14	in	in	ADP
ajsts-4667	157	15	table	table	NOUN
ajsts-4667	157	16	4	4	NUM
ajsts-4667	157	17	to	to	PART
ajsts-4667	157	18	evaluate	evaluate	VERB
ajsts-4667	157	19	classification	classification	NOUN
ajsts-4667	157	20	accuracy	accuracy	NOUN
ajsts-4667	157	21	.	.	PUNCT
ajsts-4667	158	1	the	the	DET
ajsts-4667	158	2	confusion	confusion	NOUN
ajsts-4667	158	3	matrix	matrix	NOUN
ajsts-4667	158	4	in	in	ADP
ajsts-4667	158	5	table	table	NOUN
ajsts-4667	158	6	6	6	NUM
ajsts-4667	158	7	presents	present	VERB
ajsts-4667	158	8	a	a	DET
ajsts-4667	158	9	breakdown	breakdown	NOUN
ajsts-4667	158	10	of	of	ADP
ajsts-4667	158	11	correct	correct	ADJ
ajsts-4667	158	12	and	and	CCONJ
ajsts-4667	158	13	incorrect	incorrect	ADJ
ajsts-4667	158	14	predictions	prediction	NOUN
ajsts-4667	158	15	.	.	PUNCT
ajsts-4667	159	1	table	table	NOUN
ajsts-4667	159	2	6	6	NUM
ajsts-4667	159	3	:	:	PUNCT
ajsts-4667	159	4	confusion	confusion	NOUN
ajsts-4667	159	5	matrix	matrix	NOUN
ajsts-4667	159	6	:	:	PUNCT
ajsts-4667	159	7	tf	tf	PROPN
ajsts-4667	159	8	-	-	PUNCT
ajsts-4667	159	9	idf	idf	ADJ
ajsts-4667	159	10	+	+	CCONJ
ajsts-4667	159	11	logistic	logistic	ADJ
ajsts-4667	159	12	regression	regression	NOUN
ajsts-4667	159	13	classification	classification	NOUN
ajsts-4667	159	14	outcomes	outcome	NOUN
ajsts-4667	159	15	number	number	NOUN
ajsts-4667	159	16	of	of	ADP
ajsts-4667	159	17	observations	observation	NOUN
ajsts-4667	159	18	true	true	ADJ
ajsts-4667	159	19	positives	positive	NOUN
ajsts-4667	159	20	(	(	PUNCT
ajsts-4667	159	21	tp	tp	NOUN
ajsts-4667	159	22	)	)	PUNCT
ajsts-4667	159	23	369	369	NUM
ajsts-4667	159	24	true	true	ADJ
ajsts-4667	159	25	negatives	negative	NOUN
ajsts-4667	159	26	(	(	PUNCT
ajsts-4667	159	27	tn	tn	NOUN
ajsts-4667	159	28	)	)	PUNCT
ajsts-4667	159	29	189	189	NUM
ajsts-4667	159	30	false	false	ADJ
ajsts-4667	159	31	positives	positive	NOUN
ajsts-4667	159	32	(	(	PUNCT
ajsts-4667	159	33	fp	fp	X
ajsts-4667	159	34	)	)	PUNCT
ajsts-4667	159	35	67	67	NUM
ajsts-4667	159	36	false	false	ADJ
ajsts-4667	159	37	negatives	negative	NOUN
ajsts-4667	159	38	(	(	PUNCT
ajsts-4667	159	39	fn	fn	NOUN
ajsts-4667	159	40	)	)	PUNCT
ajsts-4667	159	41	7	7	NUM
ajsts-4667	159	42	figure	figure	NOUN
ajsts-4667	159	43	2	2	NUM
ajsts-4667	159	44	visualizes	visualize	VERB
ajsts-4667	159	45	the	the	DET
ajsts-4667	159	46	confusion	confusion	NOUN
ajsts-4667	159	47	matrix	matrix	NOUN
ajsts-4667	159	48	summarizing	summarize	VERB
ajsts-4667	159	49	the	the	DET
ajsts-4667	159	50	model	model	NOUN
ajsts-4667	159	51	’s	’s	PART
ajsts-4667	159	52	sentiment	sentiment	NOUN
ajsts-4667	159	53	classification	classification	NOUN
ajsts-4667	159	54	performance	performance	NOUN
ajsts-4667	159	55	on	on	ADP
ajsts-4667	159	56	632	632	NUM
ajsts-4667	159	57	reader	reader	NOUN
ajsts-4667	159	58	comments	comment	NOUN
ajsts-4667	159	59	.	.	PUNCT
ajsts-4667	160	1	the	the	DET
ajsts-4667	160	2	results	result	NOUN
ajsts-4667	160	3	indicate	indicate	VERB
ajsts-4667	160	4	that	that	SCONJ
ajsts-4667	160	5	369	369	NUM
ajsts-4667	160	6	comments	comment	NOUN
ajsts-4667	160	7	were	be	AUX
ajsts-4667	160	8	correctly	correctly	ADV
ajsts-4667	160	9	classified	classify	VERB
ajsts-4667	160	10	as	as	ADP
ajsts-4667	160	11	positive	positive	ADJ
ajsts-4667	160	12	(	(	PUNCT
ajsts-4667	160	13	true	true	ADJ
ajsts-4667	160	14	positives	positive	NOUN
ajsts-4667	160	15	)	)	PUNCT
ajsts-4667	160	16	,	,	PUNCT
ajsts-4667	160	17	and	and	CCONJ
ajsts-4667	160	18	189	189	NUM
ajsts-4667	160	19	were	be	AUX
ajsts-4667	160	20	correctly	correctly	ADV
ajsts-4667	160	21	classified	classify	VERB
ajsts-4667	160	22	as	as	ADP
ajsts-4667	160	23	negative	negative	ADJ
ajsts-4667	160	24	(	(	PUNCT
ajsts-4667	160	25	true	true	ADJ
ajsts-4667	160	26	negatives	negative	NOUN
ajsts-4667	160	27	)	)	PUNCT
ajsts-4667	160	28	.	.	PUNCT
ajsts-4667	161	1	however	however	ADV
ajsts-4667	161	2	,	,	PUNCT
ajsts-4667	161	3	67	67	NUM
ajsts-4667	161	4	comments	comment	NOUN
ajsts-4667	161	5	that	that	PRON
ajsts-4667	161	6	were	be	AUX
ajsts-4667	161	7	actually	actually	ADV
ajsts-4667	161	8	negative	negative	ADJ
ajsts-4667	161	9	were	be	AUX
ajsts-4667	161	10	misclassified	misclassifie	VERB
ajsts-4667	161	11	as	as	ADP
ajsts-4667	161	12	positive	positive	ADJ
ajsts-4667	161	13	(	(	PUNCT
ajsts-4667	161	14	false	false	ADJ
ajsts-4667	161	15	positives	positive	NOUN
ajsts-4667	161	16	)	)	PUNCT
ajsts-4667	161	17	,	,	PUNCT
ajsts-4667	161	18	while	while	SCONJ
ajsts-4667	161	19	only	only	ADV
ajsts-4667	161	20	7	7	NUM
ajsts-4667	161	21	positive	positive	ADJ
ajsts-4667	161	22	comments	comment	NOUN
ajsts-4667	161	23	were	be	AUX
ajsts-4667	161	24	misclassified	misclassifie	VERB
ajsts-4667	161	25	as	as	ADP
ajsts-4667	161	26	negative	negative	ADJ
ajsts-4667	161	27	(	(	PUNCT
ajsts-4667	161	28	false	false	ADJ
ajsts-4667	161	29	negatives	negative	NOUN
ajsts-4667	161	30	)	)	PUNCT
ajsts-4667	161	31	.	.	PUNCT
ajsts-4667	162	1	these	these	DET
ajsts-4667	162	2	distributions	distribution	NOUN
ajsts-4667	162	3	demonstrate	demonstrate	VERB
ajsts-4667	162	4	that	that	SCONJ
ajsts-4667	162	5	the	the	DET
ajsts-4667	162	6	pa	pa	PROPN
ajsts-4667	162	7	ge	ge	PROPN
ajsts-4667	162	8	74	74	NUM
ajsts-4667	162	9	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	162	10	am	be	AUX
ajsts-4667	162	11	.	.	PUNCT
ajsts-4667	163	1	j.	j.	PROPN
ajsts-4667	163	2	smart	smart	PROPN
ajsts-4667	163	3	.	.	PUNCT
ajsts-4667	164	1	technol	technol	PROPN
ajsts-4667	164	2	.	.	PUNCT
ajsts-4667	164	3	solutions	solution	NOUN
ajsts-4667	164	4	4(1	4(1	NOUN
ajsts-4667	164	5	)	)	PUNCT
ajsts-4667	164	6	68	68	NUM
ajsts-4667	164	7	-	-	SYM
ajsts-4667	164	8	88	88	NUM
ajsts-4667	164	9	,	,	PUNCT
ajsts-4667	164	10	2025	2025	NUM
ajsts-4667	164	11	model	model	NOUN
ajsts-4667	164	12	more	more	ADV
ajsts-4667	164	13	frequently	frequently	ADV
ajsts-4667	164	14	errs	err	VERB
ajsts-4667	164	15	on	on	ADP
ajsts-4667	164	16	the	the	DET
ajsts-4667	164	17	side	side	NOUN
ajsts-4667	164	18	of	of	ADP
ajsts-4667	164	19	positivity	positivity	NOUN
ajsts-4667	164	20	.	.	PUNCT
ajsts-4667	165	1	the	the	DET
ajsts-4667	165	2	classification	classification	NOUN
ajsts-4667	165	3	report	report	NOUN
ajsts-4667	165	4	provides	provide	VERB
ajsts-4667	165	5	additional	additional	ADJ
ajsts-4667	165	6	insight	insight	NOUN
ajsts-4667	165	7	into	into	ADP
ajsts-4667	165	8	model	model	NOUN
ajsts-4667	165	9	performance	performance	NOUN
ajsts-4667	165	10	across	across	ADP
ajsts-4667	165	11	precision	precision	NOUN
ajsts-4667	165	12	,	,	PUNCT
ajsts-4667	165	13	recall	recall	NOUN
ajsts-4667	165	14	,	,	PUNCT
ajsts-4667	165	15	and	and	CCONJ
ajsts-4667	165	16	f1	f1	NOUN
ajsts-4667	165	17	-	-	PUNCT
ajsts-4667	165	18	score	score	NOUN
ajsts-4667	165	19	:	:	PUNCT
ajsts-4667	165	20	performance	performance	NOUN
ajsts-4667	165	21	metrics	metric	NOUN
ajsts-4667	165	22	further	far	ADV
ajsts-4667	165	23	reinforce	reinforce	VERB
ajsts-4667	165	24	this	this	DET
ajsts-4667	165	25	observation	observation	NOUN
ajsts-4667	165	26	.	.	PUNCT
ajsts-4667	166	1	the	the	DET
ajsts-4667	166	2	model	model	NOUN
ajsts-4667	166	3	achieved	achieve	VERB
ajsts-4667	166	4	an	an	DET
ajsts-4667	166	5	overall	overall	ADJ
ajsts-4667	166	6	accuracy	accuracy	NOUN
ajsts-4667	166	7	of	of	ADP
ajsts-4667	166	8	88	88	NUM
ajsts-4667	166	9	%	%	NOUN
ajsts-4667	166	10	,	,	PUNCT
ajsts-4667	166	11	with	with	ADP
ajsts-4667	166	12	precision	precision	NOUN
ajsts-4667	166	13	scores	score	NOUN
ajsts-4667	166	14	of	of	ADP
ajsts-4667	166	15	96	96	NUM
ajsts-4667	166	16	%	%	NOUN
ajsts-4667	166	17	(	(	PUNCT
ajsts-4667	166	18	0.96	0.96	NUM
ajsts-4667	166	19	)	)	PUNCT
ajsts-4667	166	20	for	for	ADP
ajsts-4667	166	21	negative	negative	ADJ
ajsts-4667	166	22	sentiment	sentiment	NOUN
ajsts-4667	166	23	and	and	CCONJ
ajsts-4667	166	24	85	85	NUM
ajsts-4667	166	25	%	%	NOUN
ajsts-4667	166	26	(	(	PUNCT
ajsts-4667	166	27	0.85	0.85	NUM
ajsts-4667	166	28	)	)	PUNCT
ajsts-4667	166	29	for	for	ADP
ajsts-4667	166	30	positive	positive	ADJ
ajsts-4667	166	31	sentiment	sentiment	NOUN
ajsts-4667	166	32	.	.	PUNCT
ajsts-4667	167	1	this	this	PRON
ajsts-4667	167	2	means	mean	VERB
ajsts-4667	167	3	that	that	SCONJ
ajsts-4667	167	4	of	of	ADP
ajsts-4667	167	5	all	all	DET
ajsts-4667	167	6	comments	comment	NOUN
ajsts-4667	167	7	the	the	DET
ajsts-4667	167	8	model	model	NOUN
ajsts-4667	167	9	predicted	predict	VERB
ajsts-4667	167	10	as	as	ADP
ajsts-4667	167	11	negative	negative	ADJ
ajsts-4667	167	12	,	,	PUNCT
ajsts-4667	167	13	96	96	NUM
ajsts-4667	167	14	%	%	NOUN
ajsts-4667	167	15	were	be	AUX
ajsts-4667	167	16	truly	truly	ADV
ajsts-4667	167	17	negative	negative	ADJ
ajsts-4667	167	18	suggesting	suggest	VERB
ajsts-4667	167	19	that	that	SCONJ
ajsts-4667	167	20	the	the	DET
ajsts-4667	167	21	model	model	NOUN
ajsts-4667	167	22	rarely	rarely	ADV
ajsts-4667	167	23	mislabels	mislabel	VERB
ajsts-4667	167	24	positive	positive	ADJ
ajsts-4667	167	25	comments	comment	NOUN
ajsts-4667	167	26	as	as	ADP
ajsts-4667	167	27	negative	negative	ADJ
ajsts-4667	167	28	;	;	PUNCT
ajsts-4667	167	29	and	and	CCONJ
ajsts-4667	167	30	of	of	ADP
ajsts-4667	167	31	all	all	DET
ajsts-4667	167	32	comments	comment	NOUN
ajsts-4667	167	33	your	your	PRON
ajsts-4667	167	34	model	model	NOUN
ajsts-4667	167	35	predicted	predict	VERB
ajsts-4667	167	36	as	as	ADP
ajsts-4667	167	37	positive	positive	ADJ
ajsts-4667	167	38	,	,	PUNCT
ajsts-4667	167	39	85	85	NUM
ajsts-4667	167	40	%	%	NOUN
ajsts-4667	167	41	were	be	AUX
ajsts-4667	167	42	actually	actually	ADV
ajsts-4667	167	43	positive	positive	ADJ
ajsts-4667	167	44	showing	show	VERB
ajsts-4667	167	45	that	that	DET
ajsts-4667	167	46	model	model	NOUN
ajsts-4667	167	47	occasionally	occasionally	ADV
ajsts-4667	167	48	mislabels	mislabel	VERB
ajsts-4667	167	49	negative	negative	ADJ
ajsts-4667	167	50	comments	comment	NOUN
ajsts-4667	167	51	as	as	ADP
ajsts-4667	167	52	positive	positive	ADJ
ajsts-4667	167	53	respectively	respectively	ADV
ajsts-4667	167	54	(	(	PUNCT
ajsts-4667	167	55	aggarwal	aggarwal	PROPN
ajsts-4667	167	56	&	&	CCONJ
ajsts-4667	167	57	zhai	zhai	PROPN
ajsts-4667	167	58	,	,	PUNCT
ajsts-4667	167	59	2012	2012	NUM
ajsts-4667	167	60	)	)	PUNCT
ajsts-4667	167	61	.	.	PUNCT
ajsts-4667	168	1	table	table	NOUN
ajsts-4667	168	2	7	7	NUM
ajsts-4667	168	3	:	:	PUNCT
ajsts-4667	168	4	classification	classification	NOUN
ajsts-4667	168	5	report	report	NOUN
ajsts-4667	168	6	sentiment	sentiment	NOUN
ajsts-4667	168	7	precision	precision	NOUN
ajsts-4667	168	8	*	*	PUNCT
ajsts-4667	168	9	recall	recall	PROPN
ajsts-4667	168	10	*	*	PROPN
ajsts-4667	168	11	*	*	NOUN
ajsts-4667	168	12	f1	f1	ADJ
ajsts-4667	168	13	-	-	PUNCT
ajsts-4667	168	14	score	score	NOUN
ajsts-4667	168	15	support	support	NOUN
ajsts-4667	168	16	negative	negative	ADJ
ajsts-4667	168	17	(	(	PUNCT
ajsts-4667	168	18	0	0	NUM
ajsts-4667	168	19	)	)	PUNCT
ajsts-4667	168	20	0.96	0.96	NUM
ajsts-4667	169	1	0.74	0.74	NUM
ajsts-4667	169	2	0.84	0.84	NUM
ajsts-4667	169	3	256	256	NUM
ajsts-4667	169	4	positive	positive	ADJ
ajsts-4667	169	5	(	(	PUNCT
ajsts-4667	169	6	1	1	NUM
ajsts-4667	169	7	)	)	PUNCT
ajsts-4667	169	8	0.85	0.85	NUM
ajsts-4667	169	9	0.98	0.98	NUM
ajsts-4667	169	10	0.91	0.91	NUM
ajsts-4667	169	11	376	376	NUM
ajsts-4667	169	12	accuracy	accuracy	NOUN
ajsts-4667	169	13	—	—	PUNCT
ajsts-4667	169	14	—	—	PUNCT
ajsts-4667	169	15	0.88	0.88	NUM
ajsts-4667	169	16	632	632	NUM
ajsts-4667	169	17	macro	macro	NOUN
ajsts-4667	169	18	avg	avg	NOUN
ajsts-4667	169	19	0.91	0.91	NUM
ajsts-4667	169	20	0.86	0.86	NUM
ajsts-4667	169	21	0.87	0.87	NUM
ajsts-4667	169	22	632	632	NUM
ajsts-4667	169	23	weighted	weight	VERB
ajsts-4667	169	24	avg	avg	NOUN
ajsts-4667	169	25	0.89	0.89	NUM
ajsts-4667	169	26	0.88	0.88	NUM
ajsts-4667	169	27	0.88	0.88	NUM
ajsts-4667	169	28	632	632	NUM
ajsts-4667	169	29	*	*	PUNCT
ajsts-4667	169	30	–	–	PUNCT
ajsts-4667	169	31	out	out	ADP
ajsts-4667	169	32	of	of	ADP
ajsts-4667	169	33	all	all	DET
ajsts-4667	169	34	comments	comment	NOUN
ajsts-4667	169	35	that	that	SCONJ
ajsts-4667	169	36	my	my	PRON
ajsts-4667	169	37	model	model	NOUN
ajsts-4667	169	38	labeled	label	VERB
ajsts-4667	169	39	as	as	ADP
ajsts-4667	169	40	positive	positive	ADJ
ajsts-4667	169	41	(	(	PUNCT
ajsts-4667	169	42	or	or	CCONJ
ajsts-4667	169	43	negative	negative	ADJ
ajsts-4667	169	44	)	)	PUNCT
ajsts-4667	169	45	,	,	PUNCT
ajsts-4667	169	46	how	how	SCONJ
ajsts-4667	169	47	many	many	ADJ
ajsts-4667	169	48	were	be	AUX
ajsts-4667	169	49	actually	actually	ADV
ajsts-4667	169	50	correctly	correctly	ADV
ajsts-4667	169	51	labeled	label	VERB
ajsts-4667	169	52	?	?	PUNCT
ajsts-4667	170	1	*	*	PUNCT
ajsts-4667	170	2	*	*	PUNCT
ajsts-4667	170	3	–	–	PUNCT
ajsts-4667	170	4	out	out	ADP
ajsts-4667	170	5	of	of	ADP
ajsts-4667	170	6	all	all	DET
ajsts-4667	170	7	comments	comment	NOUN
ajsts-4667	170	8	that	that	PRON
ajsts-4667	170	9	are	be	AUX
ajsts-4667	170	10	actually	actually	ADV
ajsts-4667	170	11	positive	positive	ADJ
ajsts-4667	170	12	(	(	PUNCT
ajsts-4667	170	13	or	or	CCONJ
ajsts-4667	170	14	negative	negative	ADJ
ajsts-4667	170	15	)	)	PUNCT
ajsts-4667	170	16	,	,	PUNCT
ajsts-4667	170	17	how	how	SCONJ
ajsts-4667	170	18	many	many	ADJ
ajsts-4667	170	19	did	do	AUX
ajsts-4667	170	20	my	my	PRON
ajsts-4667	170	21	model	model	NOUN
ajsts-4667	170	22	successfully	successfully	ADV
ajsts-4667	170	23	identify	identify	VERB
ajsts-4667	170	24	?	?	PUNCT
ajsts-4667	171	1	recall	recall	NOUN
ajsts-4667	171	2	scores	score	NOUN
ajsts-4667	171	3	varied	vary	VERB
ajsts-4667	171	4	more	more	ADV
ajsts-4667	171	5	substantially	substantially	ADV
ajsts-4667	171	6	—	—	PUNCT
ajsts-4667	171	7	while	while	SCONJ
ajsts-4667	171	8	positive	positive	ADJ
ajsts-4667	171	9	sentiment	sentiment	NOUN
ajsts-4667	171	10	achieved	achieve	VERB
ajsts-4667	171	11	a	a	DET
ajsts-4667	171	12	remarkably	remarkably	ADV
ajsts-4667	171	13	high	high	ADJ
ajsts-4667	171	14	recall	recall	NOUN
ajsts-4667	171	15	of	of	ADP
ajsts-4667	171	16	0.98	0.98	NUM
ajsts-4667	171	17	,	,	PUNCT
ajsts-4667	171	18	negative	negative	ADJ
ajsts-4667	171	19	sentiment	sentiment	NOUN
ajsts-4667	171	20	lagged	lag	VERB
ajsts-4667	171	21	behind	behind	ADV
ajsts-4667	171	22	at	at	ADP
ajsts-4667	171	23	0.74	0.74	NUM
ajsts-4667	171	24	.	.	PUNCT
ajsts-4667	172	1	this	this	PRON
ajsts-4667	172	2	suggests	suggest	VERB
ajsts-4667	172	3	that	that	SCONJ
ajsts-4667	172	4	the	the	DET
ajsts-4667	172	5	model	model	NOUN
ajsts-4667	172	6	successfully	successfully	ADV
ajsts-4667	172	7	captured	capture	VERB
ajsts-4667	172	8	98	98	NUM
ajsts-4667	172	9	%	%	NOUN
ajsts-4667	172	10	of	of	ADP
ajsts-4667	172	11	all	all	DET
ajsts-4667	172	12	truly	truly	ADV
ajsts-4667	172	13	positive	positive	ADJ
ajsts-4667	172	14	comments	comment	NOUN
ajsts-4667	172	15	,	,	PUNCT
ajsts-4667	172	16	meaning	mean	VERB
ajsts-4667	172	17	it	it	PRON
ajsts-4667	172	18	missed	miss	VERB
ajsts-4667	172	19	very	very	ADV
ajsts-4667	172	20	few	few	ADJ
ajsts-4667	172	21	positive	positive	ADJ
ajsts-4667	172	22	comments	comment	NOUN
ajsts-4667	172	23	,	,	PUNCT
ajsts-4667	172	24	and	and	CCONJ
ajsts-4667	172	25	the	the	DET
ajsts-4667	172	26	model	model	NOUN
ajsts-4667	172	27	successfully	successfully	ADV
ajsts-4667	172	28	identified	identify	VERB
ajsts-4667	172	29	74	74	NUM
ajsts-4667	172	30	%	%	NOUN
ajsts-4667	172	31	of	of	ADP
ajsts-4667	172	32	all	all	DET
ajsts-4667	172	33	truly	truly	ADV
ajsts-4667	172	34	negative	negative	ADJ
ajsts-4667	172	35	comments	comment	NOUN
ajsts-4667	172	36	which	which	PRON
ajsts-4667	172	37	indicates	indicate	VERB
ajsts-4667	172	38	that	that	SCONJ
ajsts-4667	172	39	it	it	PRON
ajsts-4667	172	40	missed	miss	VERB
ajsts-4667	172	41	some	some	DET
ajsts-4667	172	42	negative	negative	ADJ
ajsts-4667	172	43	comments	comment	NOUN
ajsts-4667	172	44	.	.	PUNCT
ajsts-4667	173	1	the	the	DET
ajsts-4667	173	2	f1	f1	NOUN
ajsts-4667	173	3	-	-	PUNCT
ajsts-4667	173	4	scores	score	NOUN
ajsts-4667	173	5	,	,	PUNCT
ajsts-4667	173	6	which	which	PRON
ajsts-4667	173	7	balance	balance	NOUN
ajsts-4667	173	8	precision	precision	NOUN
ajsts-4667	173	9	and	and	CCONJ
ajsts-4667	173	10	recall	recall	NOUN
ajsts-4667	173	11	,	,	PUNCT
ajsts-4667	173	12	were	be	AUX
ajsts-4667	173	13	0.84	0.84	NUM
ajsts-4667	173	14	for	for	ADP
ajsts-4667	173	15	negative	negative	ADJ
ajsts-4667	173	16	sentiment	sentiment	NOUN
ajsts-4667	173	17	which	which	PRON
ajsts-4667	173	18	reflects	reflect	VERB
ajsts-4667	173	19	good	good	ADJ
ajsts-4667	173	20	but	but	CCONJ
ajsts-4667	173	21	not	not	PART
ajsts-4667	173	22	perfect	perfect	ADJ
ajsts-4667	173	23	balance	balance	NOUN
ajsts-4667	173	24	between	between	ADP
ajsts-4667	173	25	precision	precision	NOUN
ajsts-4667	173	26	and	and	CCONJ
ajsts-4667	173	27	recall	recall	NOUN
ajsts-4667	173	28	for	for	ADP
ajsts-4667	173	29	negative	negative	ADJ
ajsts-4667	173	30	comments	comment	NOUN
ajsts-4667	173	31	.	.	PUNCT
ajsts-4667	174	1	there	there	PRON
ajsts-4667	174	2	’s	’	VERB
ajsts-4667	174	3	some	some	DET
ajsts-4667	174	4	room	room	NOUN
ajsts-4667	174	5	for	for	ADP
ajsts-4667	174	6	improvement	improvement	NOUN
ajsts-4667	174	7	,	,	PUNCT
ajsts-4667	174	8	mainly	mainly	ADV
ajsts-4667	174	9	due	due	ADP
ajsts-4667	174	10	to	to	ADP
ajsts-4667	174	11	lower	low	ADJ
ajsts-4667	174	12	recall	recall	NOUN
ajsts-4667	174	13	;	;	PUNCT
ajsts-4667	174	14	and	and	CCONJ
ajsts-4667	174	15	0.91	0.91	NUM
ajsts-4667	174	16	for	for	ADP
ajsts-4667	174	17	positive	positive	ADJ
ajsts-4667	174	18	sentiment	sentiment	NOUN
ajsts-4667	174	19	which	which	PRON
ajsts-4667	174	20	reflects	reflect	VERB
ajsts-4667	174	21	a	a	DET
ajsts-4667	174	22	strong	strong	ADJ
ajsts-4667	174	23	overall	overall	ADJ
ajsts-4667	174	24	performance	performance	NOUN
ajsts-4667	174	25	for	for	ADP
ajsts-4667	174	26	positive	positive	ADJ
ajsts-4667	174	27	comments	comment	NOUN
ajsts-4667	174	28	,	,	PUNCT
ajsts-4667	174	29	achieving	achieve	VERB
ajsts-4667	174	30	good	good	ADJ
ajsts-4667	174	31	balance	balance	NOUN
ajsts-4667	174	32	and	and	CCONJ
ajsts-4667	174	33	high	high	ADJ
ajsts-4667	174	34	accuracy	accuracy	NOUN
ajsts-4667	174	35	.	.	PUNCT
ajsts-4667	175	1	these	these	DET
ajsts-4667	175	2	findings	finding	NOUN
ajsts-4667	175	3	suggest	suggest	VERB
ajsts-4667	175	4	that	that	SCONJ
ajsts-4667	175	5	while	while	SCONJ
ajsts-4667	175	6	the	the	DET
ajsts-4667	175	7	classifier	classifier	NOUN
ajsts-4667	175	8	is	be	AUX
ajsts-4667	175	9	generally	generally	ADV
ajsts-4667	175	10	reliable	reliable	ADJ
ajsts-4667	175	11	,	,	PUNCT
ajsts-4667	175	12	it	it	PRON
ajsts-4667	175	13	is	be	AUX
ajsts-4667	175	14	significantly	significantly	ADV
ajsts-4667	175	15	more	more	ADV
ajsts-4667	175	16	confident	confident	ADJ
ajsts-4667	175	17	and	and	CCONJ
ajsts-4667	175	18	consistent	consistent	ADJ
ajsts-4667	175	19	when	when	SCONJ
ajsts-4667	175	20	identifying	identify	VERB
ajsts-4667	175	21	positive	positive	ADJ
ajsts-4667	175	22	sentiment	sentiment	NOUN
ajsts-4667	175	23	,	,	PUNCT
ajsts-4667	175	24	potentially	potentially	ADV
ajsts-4667	175	25	due	due	ADP
ajsts-4667	175	26	to	to	ADP
ajsts-4667	175	27	the	the	DET
ajsts-4667	175	28	more	more	ADV
ajsts-4667	175	29	explicit	explicit	ADJ
ajsts-4667	175	30	or	or	CCONJ
ajsts-4667	175	31	straightforward	straightforward	ADJ
ajsts-4667	175	32	language	language	NOUN
ajsts-4667	175	33	used	use	VERB
ajsts-4667	175	34	in	in	ADP
ajsts-4667	175	35	positive	positive	ADJ
ajsts-4667	175	36	comments	comment	NOUN
ajsts-4667	175	37	.	.	PUNCT
ajsts-4667	176	1	in	in	ADP
ajsts-4667	176	2	contrast	contrast	NOUN
ajsts-4667	176	3	,	,	PUNCT
ajsts-4667	176	4	negative	negative	ADJ
ajsts-4667	176	5	sentiment	sentiment	NOUN
ajsts-4667	176	6	may	may	AUX
ajsts-4667	176	7	be	be	AUX
ajsts-4667	176	8	expressed	express	VERB
ajsts-4667	176	9	with	with	ADP
ajsts-4667	176	10	greater	great	ADJ
ajsts-4667	176	11	subtlety	subtlety	NOUN
ajsts-4667	176	12	or	or	CCONJ
ajsts-4667	176	13	linguistic	linguistic	ADJ
ajsts-4667	176	14	complexity	complexity	NOUN
ajsts-4667	176	15	,	,	PUNCT
ajsts-4667	176	16	leading	lead	VERB
ajsts-4667	176	17	to	to	ADP
ajsts-4667	176	18	higher	high	ADJ
ajsts-4667	176	19	misclassification	misclassification	NOUN
ajsts-4667	176	20	rates	rate	NOUN
ajsts-4667	176	21	.	.	PUNCT
ajsts-4667	177	1	implications	implication	NOUN
ajsts-4667	177	2	the	the	DET
ajsts-4667	177	3	model	model	NOUN
ajsts-4667	177	4	’s	’s	PART
ajsts-4667	177	5	asymmetrical	asymmetrical	ADJ
ajsts-4667	177	6	performance	performance	NOUN
ajsts-4667	177	7	—	—	PUNCT
ajsts-4667	177	8	high	high	ADJ
ajsts-4667	177	9	recall	recall	NOUN
ajsts-4667	177	10	for	for	ADP
ajsts-4667	177	11	positives	positive	NOUN
ajsts-4667	177	12	and	and	CCONJ
ajsts-4667	177	13	lower	low	ADJ
ajsts-4667	177	14	recall	recall	NOUN
ajsts-4667	177	15	for	for	ADP
ajsts-4667	177	16	negatives	negative	NOUN
ajsts-4667	177	17	—	—	PUNCT
ajsts-4667	177	18	suggests	suggest	VERB
ajsts-4667	177	19	that	that	SCONJ
ajsts-4667	177	20	user	user	NOUN
ajsts-4667	177	21	-	-	PUNCT
ajsts-4667	177	22	generated	generate	VERB
ajsts-4667	177	23	negative	negative	ADJ
ajsts-4667	177	24	comments	comment	NOUN
ajsts-4667	177	25	may	may	AUX
ajsts-4667	177	26	carry	carry	VERB
ajsts-4667	177	27	more	more	ADV
ajsts-4667	177	28	complex	complex	ADJ
ajsts-4667	177	29	,	,	PUNCT
ajsts-4667	177	30	ambiguous	ambiguous	ADJ
ajsts-4667	177	31	,	,	PUNCT
ajsts-4667	177	32	or	or	CCONJ
ajsts-4667	177	33	implicit	implicit	ADJ
ajsts-4667	177	34	linguistic	linguistic	ADJ
ajsts-4667	177	35	patterns	pattern	NOUN
ajsts-4667	177	36	.	.	PUNCT
ajsts-4667	178	1	this	this	PRON
ajsts-4667	178	2	aligns	align	VERB
ajsts-4667	178	3	with	with	ADP
ajsts-4667	178	4	prior	prior	ADJ
ajsts-4667	178	5	findings	finding	NOUN
ajsts-4667	178	6	in	in	ADP
ajsts-4667	178	7	affective	affective	ADJ
ajsts-4667	178	8	computing	computing	NOUN
ajsts-4667	178	9	literature	literature	NOUN
ajsts-4667	178	10	,	,	PUNCT
ajsts-4667	178	11	where	where	SCONJ
ajsts-4667	178	12	negativity	negativity	NOUN
ajsts-4667	178	13	is	be	AUX
ajsts-4667	178	14	often	often	ADV
ajsts-4667	178	15	expressed	express	VERB
ajsts-4667	178	16	through	through	ADP
ajsts-4667	178	17	irony	irony	NOUN
ajsts-4667	178	18	,	,	PUNCT
ajsts-4667	178	19	sarcasm	sarcasm	NOUN
ajsts-4667	178	20	,	,	PUNCT
ajsts-4667	178	21	or	or	CCONJ
ajsts-4667	178	22	culturally	culturally	ADV
ajsts-4667	178	23	specific	specific	ADJ
ajsts-4667	178	24	cues	cue	NOUN
ajsts-4667	178	25	(	(	PUNCT
ajsts-4667	178	26	cambria	cambria	PROPN
ajsts-4667	178	27	et	et	PROPN
ajsts-4667	178	28	al	al	PROPN
ajsts-4667	178	29	.	.	PROPN
ajsts-4667	178	30	,	,	PUNCT
ajsts-4667	178	31	2017	2017	NUM
ajsts-4667	178	32	)	)	PUNCT
ajsts-4667	178	33	.	.	PUNCT
ajsts-4667	179	1	in	in	ADP
ajsts-4667	179	2	the	the	DET
ajsts-4667	179	3	context	context	NOUN
ajsts-4667	179	4	of	of	ADP
ajsts-4667	179	5	this	this	DET
ajsts-4667	179	6	study	study	NOUN
ajsts-4667	179	7	,	,	PUNCT
ajsts-4667	179	8	the	the	DET
ajsts-4667	179	9	model	model	NOUN
ajsts-4667	179	10	’s	’s	PART
ajsts-4667	179	11	superior	superior	ADJ
ajsts-4667	179	12	performance	performance	NOUN
ajsts-4667	179	13	on	on	ADP
ajsts-4667	179	14	positive	positive	ADJ
ajsts-4667	179	15	sentiment	sentiment	NOUN
ajsts-4667	179	16	has	have	VERB
ajsts-4667	179	17	both	both	CCONJ
ajsts-4667	179	18	methodological	methodological	ADJ
ajsts-4667	179	19	and	and	CCONJ
ajsts-4667	179	20	practical	practical	ADJ
ajsts-4667	179	21	implications	implication	NOUN
ajsts-4667	179	22	.	.	PUNCT
ajsts-4667	180	1	from	from	ADP
ajsts-4667	180	2	a	a	DET
ajsts-4667	180	3	methodological	methodological	ADJ
ajsts-4667	180	4	standpoint	standpoint	NOUN
ajsts-4667	180	5	,	,	PUNCT
ajsts-4667	180	6	the	the	DET
ajsts-4667	180	7	high	high	ADJ
ajsts-4667	180	8	recall	recall	NOUN
ajsts-4667	180	9	for	for	ADP
ajsts-4667	180	10	positive	positive	ADJ
ajsts-4667	180	11	sentiment	sentiment	NOUN
ajsts-4667	180	12	suggests	suggest	VERB
ajsts-4667	180	13	that	that	SCONJ
ajsts-4667	180	14	the	the	DET
ajsts-4667	180	15	tf	tf	PROPN
ajsts-4667	180	16	-	-	PUNCT
ajsts-4667	180	17	idf	idf	ADJ
ajsts-4667	180	18	+	+	CCONJ
ajsts-4667	180	19	logistic	logistic	ADJ
ajsts-4667	180	20	regression	regression	NOUN
ajsts-4667	180	21	pipeline	pipeline	NOUN
ajsts-4667	180	22	is	be	AUX
ajsts-4667	180	23	effective	effective	ADJ
ajsts-4667	180	24	in	in	ADP
ajsts-4667	180	25	capturing	capture	VERB
ajsts-4667	180	26	the	the	DET
ajsts-4667	180	27	lexical	lexical	ADJ
ajsts-4667	180	28	patterns	pattern	NOUN
ajsts-4667	180	29	and	and	CCONJ
ajsts-4667	180	30	features	feature	NOUN
ajsts-4667	180	31	commonly	commonly	ADV
ajsts-4667	180	32	associated	associate	VERB
ajsts-4667	180	33	with	with	ADP
ajsts-4667	180	34	supportive	supportive	ADJ
ajsts-4667	180	35	or	or	CCONJ
ajsts-4667	180	36	favorable	favorable	ADJ
ajsts-4667	180	37	expressions	expression	NOUN
ajsts-4667	180	38	.	.	PUNCT
ajsts-4667	181	1	however	however	ADV
ajsts-4667	181	2	,	,	PUNCT
ajsts-4667	181	3	the	the	DET
ajsts-4667	181	4	lower	low	ADJ
ajsts-4667	181	5	recall	recall	NOUN
ajsts-4667	181	6	for	for	ADP
ajsts-4667	181	7	negative	negative	ADJ
ajsts-4667	181	8	sentiment	sentiment	NOUN
ajsts-4667	181	9	implies	imply	VERB
ajsts-4667	181	10	that	that	SCONJ
ajsts-4667	181	11	certain	certain	ADJ
ajsts-4667	181	12	critical	critical	ADJ
ajsts-4667	181	13	linguistic	linguistic	ADJ
ajsts-4667	181	14	cues	cue	NOUN
ajsts-4667	181	15	—	—	PUNCT
ajsts-4667	181	16	such	such	ADJ
ajsts-4667	181	17	as	as	ADP
ajsts-4667	181	18	sarcasm	sarcasm	NOUN
ajsts-4667	181	19	,	,	PUNCT
ajsts-4667	181	20	subtle	subtle	ADJ
ajsts-4667	181	21	criticism	criticism	NOUN
ajsts-4667	181	22	,	,	PUNCT
ajsts-4667	181	23	or	or	CCONJ
ajsts-4667	181	24	context	context	NOUN
ajsts-4667	181	25	-	-	PUNCT
ajsts-4667	181	26	dependent	dependent	ADJ
ajsts-4667	181	27	negativity	negativity	NOUN
ajsts-4667	181	28	—	—	PUNCT
ajsts-4667	181	29	may	may	AUX
ajsts-4667	181	30	not	not	PART
ajsts-4667	181	31	be	be	AUX
ajsts-4667	181	32	fully	fully	ADV
ajsts-4667	181	33	captured	capture	VERB
ajsts-4667	181	34	by	by	ADP
ajsts-4667	181	35	surface	surface	NOUN
ajsts-4667	181	36	-	-	PUNCT
ajsts-4667	181	37	level	level	NOUN
ajsts-4667	181	38	textual	textual	ADJ
ajsts-4667	181	39	features	feature	NOUN
ajsts-4667	181	40	alone	alone	ADV
ajsts-4667	181	41	.	.	PUNCT
ajsts-4667	182	1	this	this	PRON
ajsts-4667	182	2	highlights	highlight	VERB
ajsts-4667	182	3	a	a	DET
ajsts-4667	182	4	limitation	limitation	NOUN
ajsts-4667	182	5	of	of	ADP
ajsts-4667	182	6	bag	bag	NOUN
ajsts-4667	182	7	-	-	PUNCT
ajsts-4667	182	8	of	of	ADP
ajsts-4667	182	9	-	-	PUNCT
ajsts-4667	182	10	words	word	NOUN
ajsts-4667	182	11	models	model	NOUN
ajsts-4667	182	12	when	when	SCONJ
ajsts-4667	182	13	applied	apply	VERB
ajsts-4667	182	14	to	to	ADP
ajsts-4667	182	15	sentiment	sentiment	NOUN
ajsts-4667	182	16	detection	detection	NOUN
ajsts-4667	182	17	,	,	PUNCT
ajsts-4667	182	18	especially	especially	ADV
ajsts-4667	182	19	in	in	ADP
ajsts-4667	182	20	domains	domain	NOUN
ajsts-4667	182	21	where	where	SCONJ
ajsts-4667	182	22	opinions	opinion	NOUN
ajsts-4667	182	23	are	be	AUX
ajsts-4667	182	24	nuanced	nuanced	ADJ
ajsts-4667	182	25	or	or	CCONJ
ajsts-4667	182	26	emotionally	emotionally	ADV
ajsts-4667	182	27	complex	complex	ADJ
ajsts-4667	182	28	.	.	PUNCT
ajsts-4667	183	1	the	the	DET
ajsts-4667	183	2	observed	observed	ADJ
ajsts-4667	183	3	skew	skew	NOUN
ajsts-4667	183	4	toward	toward	ADP
ajsts-4667	183	5	positive	positive	ADJ
ajsts-4667	183	6	sentiment	sentiment	NOUN
ajsts-4667	183	7	classifications	classification	NOUN
ajsts-4667	183	8	could	could	AUX
ajsts-4667	183	9	result	result	VERB
ajsts-4667	183	10	in	in	ADP
ajsts-4667	183	11	the	the	DET
ajsts-4667	183	12	masking	masking	NOUN
ajsts-4667	183	13	of	of	ADP
ajsts-4667	183	14	important	important	ADJ
ajsts-4667	183	15	critical	critical	ADJ
ajsts-4667	183	16	or	or	CCONJ
ajsts-4667	183	17	negative	negative	ADJ
ajsts-4667	183	18	feedback	feedback	NOUN
ajsts-4667	183	19	if	if	SCONJ
ajsts-4667	183	20	similar	similar	ADJ
ajsts-4667	183	21	sentiment	sentiment	NOUN
ajsts-4667	183	22	analysis	analysis	NOUN
ajsts-4667	183	23	models	model	NOUN
ajsts-4667	183	24	are	be	AUX
ajsts-4667	183	25	operationally	operationally	ADV
ajsts-4667	183	26	employed	employ	VERB
ajsts-4667	183	27	for	for	ADP
ajsts-4667	183	28	real	real	ADJ
ajsts-4667	183	29	-	-	PUNCT
ajsts-4667	183	30	time	time	NOUN
ajsts-4667	183	31	content	content	NOUN
ajsts-4667	183	32	moderation	moderation	NOUN
ajsts-4667	183	33	or	or	CCONJ
ajsts-4667	183	34	in	in	ADP
ajsts-4667	183	35	sentiment	sentiment	NOUN
ajsts-4667	183	36	tracking	track	VERB
ajsts-4667	183	37	dashboards	dashboard	NOUN
ajsts-4667	183	38	.	.	PUNCT
ajsts-4667	184	1	specifically	specifically	ADV
ajsts-4667	184	2	,	,	PUNCT
ajsts-4667	184	3	an	an	DET
ajsts-4667	184	4	overly	overly	ADV
ajsts-4667	184	5	optimistic	optimistic	ADJ
ajsts-4667	184	6	bias	bias	NOUN
ajsts-4667	184	7	in	in	ADP
ajsts-4667	184	8	automated	automate	VERB
ajsts-4667	184	9	sentiment	sentiment	NOUN
ajsts-4667	184	10	classification	classification	NOUN
ajsts-4667	184	11	could	could	AUX
ajsts-4667	184	12	lead	lead	VERB
ajsts-4667	184	13	to	to	ADP
ajsts-4667	184	14	underestimating	underestimate	VERB
ajsts-4667	184	15	user	user	NOUN
ajsts-4667	184	16	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	184	17	,	,	PUNCT
ajsts-4667	184	18	concerns	concern	NOUN
ajsts-4667	184	19	,	,	PUNCT
ajsts-4667	184	20	or	or	CCONJ
ajsts-4667	184	21	complaints	complaint	NOUN
ajsts-4667	184	22	,	,	PUNCT
ajsts-4667	184	23	ultimately	ultimately	ADV
ajsts-4667	184	24	limiting	limit	VERB
ajsts-4667	184	25	telegram	telegram	NOUN
ajsts-4667	184	26	’s	’s	PART
ajsts-4667	184	27	ability	ability	NOUN
ajsts-4667	184	28	to	to	PART
ajsts-4667	184	29	accurately	accurately	ADV
ajsts-4667	184	30	gauge	gauge	VERB
ajsts-4667	184	31	user	user	NOUN
ajsts-4667	184	32	experience	experience	NOUN
ajsts-4667	184	33	and	and	CCONJ
ajsts-4667	184	34	responsiveness	responsiveness	NOUN
ajsts-4667	184	35	to	to	ADP
ajsts-4667	184	36	platform	platform	NOUN
ajsts-4667	184	37	policies	policy	NOUN
ajsts-4667	184	38	.	.	PUNCT
ajsts-4667	185	1	consequently	consequently	ADV
ajsts-4667	185	2	,	,	PUNCT
ajsts-4667	185	3	telegram	telegram	NOUN
ajsts-4667	185	4	may	may	AUX
ajsts-4667	185	5	miss	miss	VERB
ajsts-4667	185	6	vital	vital	ADJ
ajsts-4667	185	7	opportunities	opportunity	NOUN
ajsts-4667	185	8	for	for	ADP
ajsts-4667	185	9	improvement	improvement	NOUN
ajsts-4667	185	10	or	or	CCONJ
ajsts-4667	185	11	intervention	intervention	NOUN
ajsts-4667	185	12	,	,	PUNCT
ajsts-4667	185	13	potentially	potentially	ADV
ajsts-4667	185	14	weakening	weaken	VERB
ajsts-4667	185	15	their	their	PRON
ajsts-4667	185	16	overall	overall	ADJ
ajsts-4667	185	17	strategy	strategy	NOUN
ajsts-4667	185	18	for	for	ADP
ajsts-4667	185	19	addressing	address	VERB
ajsts-4667	185	20	user	user	NOUN
ajsts-4667	185	21	sentiment	sentiment	NOUN
ajsts-4667	185	22	effectively	effectively	ADV
ajsts-4667	185	23	.	.	PUNCT
ajsts-4667	186	1	from	from	ADP
ajsts-4667	186	2	a	a	DET
ajsts-4667	186	3	business	business	NOUN
ajsts-4667	186	4	and	and	CCONJ
ajsts-4667	186	5	risk	risk	NOUN
ajsts-4667	186	6	management	management	NOUN
ajsts-4667	186	7	perspective	perspective	NOUN
ajsts-4667	186	8	,	,	PUNCT
ajsts-4667	186	9	the	the	DET
ajsts-4667	186	10	model	model	NOUN
ajsts-4667	186	11	’s	’s	PART
ajsts-4667	186	12	observed	observe	VERB
ajsts-4667	186	13	bias	bias	NOUN
ajsts-4667	186	14	towards	towards	ADP
ajsts-4667	186	15	positivity	positivity	NOUN
ajsts-4667	186	16	indicates	indicate	VERB
ajsts-4667	186	17	a	a	DET
ajsts-4667	186	18	figure	figure	NOUN
ajsts-4667	186	19	2	2	NUM
ajsts-4667	186	20	:	:	PUNCT
ajsts-4667	186	21	confusion	confusion	NOUN
ajsts-4667	186	22	matrix	matrix	NOUN
ajsts-4667	186	23	:	:	PUNCT
ajsts-4667	186	24	tf	tf	PROPN
ajsts-4667	186	25	-	-	PUNCT
ajsts-4667	186	26	idf	idf	ADJ
ajsts-4667	186	27	+	+	CCONJ
ajsts-4667	186	28	logistic	logistic	ADJ
ajsts-4667	186	29	regression	regression	NOUN
ajsts-4667	186	30	pa	pa	PROPN
ajsts-4667	186	31	ge	ge	PROPN
ajsts-4667	186	32	75	75	NUM
ajsts-4667	186	33	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	186	34	am	be	AUX
ajsts-4667	186	35	.	.	PUNCT
ajsts-4667	187	1	j.	j.	PROPN
ajsts-4667	187	2	smart	smart	PROPN
ajsts-4667	187	3	.	.	PUNCT
ajsts-4667	188	1	technol	technol	PROPN
ajsts-4667	188	2	.	.	PUNCT
ajsts-4667	188	3	solutions	solution	NOUN
ajsts-4667	188	4	4(1	4(1	NOUN
ajsts-4667	188	5	)	)	PUNCT
ajsts-4667	188	6	68	68	NUM
ajsts-4667	188	7	-	-	SYM
ajsts-4667	188	8	88	88	NUM
ajsts-4667	188	9	,	,	PUNCT
ajsts-4667	188	10	2025	2025	NUM
ajsts-4667	188	11	significant	significant	ADJ
ajsts-4667	188	12	analytical	analytical	ADJ
ajsts-4667	188	13	blind	blind	ADJ
ajsts-4667	188	14	spot	spot	NOUN
ajsts-4667	188	15	.	.	PUNCT
ajsts-4667	189	1	overestimating	overestimate	VERB
ajsts-4667	189	2	positive	positive	ADJ
ajsts-4667	189	3	sentiment	sentiment	NOUN
ajsts-4667	189	4	may	may	AUX
ajsts-4667	189	5	lead	lead	VERB
ajsts-4667	189	6	analysts	analyst	NOUN
ajsts-4667	189	7	to	to	PART
ajsts-4667	189	8	underestimate	underestimate	VERB
ajsts-4667	189	9	underlying	underlie	VERB
ajsts-4667	189	10	reputational	reputational	ADJ
ajsts-4667	189	11	or	or	CCONJ
ajsts-4667	189	12	compliance	compliance	NOUN
ajsts-4667	189	13	-	-	PUNCT
ajsts-4667	189	14	related	relate	VERB
ajsts-4667	189	15	risks	risk	NOUN
ajsts-4667	189	16	,	,	PUNCT
ajsts-4667	189	17	hindering	hinder	VERB
ajsts-4667	189	18	early	early	ADJ
ajsts-4667	189	19	detection	detection	NOUN
ajsts-4667	189	20	and	and	CCONJ
ajsts-4667	189	21	management	management	NOUN
ajsts-4667	189	22	of	of	ADP
ajsts-4667	189	23	potential	potential	ADJ
ajsts-4667	189	24	public	public	ADJ
ajsts-4667	189	25	relations	relation	NOUN
ajsts-4667	189	26	issues	issue	NOUN
ajsts-4667	189	27	,	,	PUNCT
ajsts-4667	189	28	regulatory	regulatory	ADJ
ajsts-4667	189	29	noncompliance	noncompliance	NOUN
ajsts-4667	189	30	,	,	PUNCT
ajsts-4667	189	31	or	or	CCONJ
ajsts-4667	189	32	controversies	controversy	NOUN
ajsts-4667	189	33	that	that	PRON
ajsts-4667	189	34	negatively	negatively	ADV
ajsts-4667	189	35	impact	impact	VERB
ajsts-4667	189	36	brand	brand	NOUN
ajsts-4667	189	37	perception	perception	NOUN
ajsts-4667	189	38	.	.	PUNCT
ajsts-4667	190	1	therefore	therefore	ADV
ajsts-4667	190	2	,	,	PUNCT
ajsts-4667	190	3	analysts	analyst	NOUN
ajsts-4667	190	4	and	and	CCONJ
ajsts-4667	190	5	strategists	strategist	NOUN
ajsts-4667	190	6	must	must	AUX
ajsts-4667	190	7	critically	critically	ADV
ajsts-4667	190	8	account	account	VERB
ajsts-4667	190	9	for	for	ADP
ajsts-4667	190	10	the	the	DET
ajsts-4667	190	11	model	model	NOUN
ajsts-4667	190	12	’s	’s	PART
ajsts-4667	190	13	positive	positive	ADJ
ajsts-4667	190	14	skew	skew	NOUN
ajsts-4667	190	15	and	and	CCONJ
ajsts-4667	190	16	seek	seek	VERB
ajsts-4667	190	17	supplementary	supplementary	ADJ
ajsts-4667	190	18	measures	measure	NOUN
ajsts-4667	190	19	or	or	CCONJ
ajsts-4667	190	20	qualitative	qualitative	ADJ
ajsts-4667	190	21	insights	insight	NOUN
ajsts-4667	190	22	to	to	ADP
ajsts-4667	190	23	counterbalance	counterbalance	NOUN
ajsts-4667	190	24	and	and	CCONJ
ajsts-4667	190	25	enhance	enhance	VERB
ajsts-4667	190	26	the	the	DET
ajsts-4667	190	27	robustness	robustness	NOUN
ajsts-4667	190	28	of	of	ADP
ajsts-4667	190	29	risk	risk	NOUN
ajsts-4667	190	30	assessment	assessment	NOUN
ajsts-4667	190	31	frameworks	framework	NOUN
ajsts-4667	190	32	.	.	PUNCT
ajsts-4667	191	1	for	for	ADP
ajsts-4667	191	2	regulatory	regulatory	ADJ
ajsts-4667	191	3	authorities	authority	NOUN
ajsts-4667	191	4	and	and	CCONJ
ajsts-4667	191	5	stakeholders	stakeholder	NOUN
ajsts-4667	191	6	concerned	concern	VERB
ajsts-4667	191	7	with	with	ADP
ajsts-4667	191	8	platform	platform	NOUN
ajsts-4667	191	9	governance	governance	NOUN
ajsts-4667	191	10	,	,	PUNCT
ajsts-4667	191	11	the	the	DET
ajsts-4667	191	12	model	model	NOUN
ajsts-4667	191	13	’s	’s	PART
ajsts-4667	191	14	potential	potential	ADJ
ajsts-4667	191	15	underrepresentation	underrepresentation	NOUN
ajsts-4667	191	16	of	of	ADP
ajsts-4667	191	17	negative	negative	ADJ
ajsts-4667	191	18	sentiment	sentiment	NOUN
ajsts-4667	191	19	carries	carry	VERB
ajsts-4667	191	20	substantial	substantial	ADJ
ajsts-4667	191	21	implications	implication	NOUN
ajsts-4667	191	22	for	for	ADP
ajsts-4667	191	23	monitoring	monitor	VERB
ajsts-4667	191	24	and	and	CCONJ
ajsts-4667	191	25	addressing	address	VERB
ajsts-4667	191	26	harmful	harmful	ADJ
ajsts-4667	191	27	or	or	CCONJ
ajsts-4667	191	28	controversial	controversial	ADJ
ajsts-4667	191	29	content	content	NOUN
ajsts-4667	191	30	.	.	PUNCT
ajsts-4667	192	1	if	if	SCONJ
ajsts-4667	192	2	negativity	negativity	NOUN
ajsts-4667	192	3	or	or	CCONJ
ajsts-4667	192	4	critical	critical	ADJ
ajsts-4667	192	5	discourse	discourse	NOUN
ajsts-4667	192	6	is	be	AUX
ajsts-4667	192	7	systematically	systematically	ADV
ajsts-4667	192	8	underreported	underreported	ADJ
ajsts-4667	192	9	or	or	CCONJ
ajsts-4667	192	10	inadequately	inadequately	ADV
ajsts-4667	192	11	represented	represent	VERB
ajsts-4667	192	12	by	by	ADP
ajsts-4667	192	13	the	the	DET
ajsts-4667	192	14	sentiment	sentiment	NOUN
ajsts-4667	192	15	model	model	NOUN
ajsts-4667	192	16	,	,	PUNCT
ajsts-4667	192	17	regulators	regulator	NOUN
ajsts-4667	192	18	may	may	AUX
ajsts-4667	192	19	not	not	PART
ajsts-4667	192	20	fully	fully	ADV
ajsts-4667	192	21	comprehend	comprehend	VERB
ajsts-4667	192	22	public	public	ADJ
ajsts-4667	192	23	concern	concern	NOUN
ajsts-4667	192	24	,	,	PUNCT
ajsts-4667	192	25	discomfort	discomfort	NOUN
ajsts-4667	192	26	,	,	PUNCT
ajsts-4667	192	27	or	or	CCONJ
ajsts-4667	192	28	backlash	backlash	NOUN
ajsts-4667	192	29	toward	toward	ADP
ajsts-4667	192	30	problematic	problematic	ADJ
ajsts-4667	192	31	or	or	CCONJ
ajsts-4667	192	32	disputed	dispute	VERB
ajsts-4667	192	33	platform	platform	NOUN
ajsts-4667	192	34	practices	practice	NOUN
ajsts-4667	192	35	.	.	PUNCT
ajsts-4667	193	1	thus	thus	ADV
ajsts-4667	193	2	,	,	PUNCT
ajsts-4667	193	3	regulators	regulator	NOUN
ajsts-4667	193	4	should	should	AUX
ajsts-4667	193	5	advocate	advocate	VERB
ajsts-4667	193	6	for	for	ADP
ajsts-4667	193	7	analytical	analytical	ADJ
ajsts-4667	193	8	transparency	transparency	NOUN
ajsts-4667	193	9	and	and	CCONJ
ajsts-4667	193	10	accuracy	accuracy	NOUN
ajsts-4667	193	11	in	in	ADP
ajsts-4667	193	12	automated	automate	VERB
ajsts-4667	193	13	sentiment	sentiment	NOUN
ajsts-4667	193	14	assessment	assessment	NOUN
ajsts-4667	193	15	tools	tool	NOUN
ajsts-4667	193	16	,	,	PUNCT
ajsts-4667	193	17	ensuring	ensure	VERB
ajsts-4667	193	18	a	a	DET
ajsts-4667	193	19	reliable	reliable	ADJ
ajsts-4667	193	20	basis	basis	NOUN
ajsts-4667	193	21	for	for	ADP
ajsts-4667	193	22	policy	policy	NOUN
ajsts-4667	193	23	formulation	formulation	NOUN
ajsts-4667	193	24	,	,	PUNCT
ajsts-4667	193	25	enforcement	enforcement	NOUN
ajsts-4667	193	26	priorities	priority	NOUN
ajsts-4667	193	27	,	,	PUNCT
ajsts-4667	193	28	and	and	CCONJ
ajsts-4667	193	29	broader	broad	ADJ
ajsts-4667	193	30	public	public	ADJ
ajsts-4667	193	31	accountability	accountability	NOUN
ajsts-4667	193	32	mechanisms	mechanism	NOUN
ajsts-4667	193	33	.	.	PUNCT
ajsts-4667	194	1	these	these	DET
ajsts-4667	194	2	analytical	analytical	ADJ
ajsts-4667	194	3	results	result	NOUN
ajsts-4667	194	4	underline	underline	VERB
ajsts-4667	194	5	the	the	DET
ajsts-4667	194	6	critical	critical	ADJ
ajsts-4667	194	7	need	need	NOUN
ajsts-4667	194	8	within	within	ADP
ajsts-4667	194	9	computational	computational	ADJ
ajsts-4667	194	10	linguistics	linguistic	NOUN
ajsts-4667	194	11	and	and	CCONJ
ajsts-4667	194	12	natural	natural	ADJ
ajsts-4667	194	13	language	language	NOUN
ajsts-4667	194	14	processing	processing	NOUN
ajsts-4667	194	15	research	research	NOUN
ajsts-4667	194	16	communities	community	NOUN
ajsts-4667	194	17	for	for	ADP
ajsts-4667	194	18	sentiment	sentiment	NOUN
ajsts-4667	194	19	classification	classification	NOUN
ajsts-4667	194	20	models	model	NOUN
ajsts-4667	194	21	that	that	PRON
ajsts-4667	194	22	demonstrate	demonstrate	VERB
ajsts-4667	194	23	greater	great	ADJ
ajsts-4667	194	24	sensitivity	sensitivity	NOUN
ajsts-4667	194	25	and	and	CCONJ
ajsts-4667	194	26	accuracy	accuracy	NOUN
ajsts-4667	194	27	in	in	ADP
ajsts-4667	194	28	capturing	capture	VERB
ajsts-4667	194	29	negative	negative	ADJ
ajsts-4667	194	30	expressions	expression	NOUN
ajsts-4667	194	31	within	within	ADP
ajsts-4667	194	32	public	public	ADJ
ajsts-4667	194	33	discourse	discourse	NOUN
ajsts-4667	194	34	.	.	PUNCT
ajsts-4667	195	1	the	the	DET
ajsts-4667	195	2	apparent	apparent	ADJ
ajsts-4667	195	3	positive	positive	ADJ
ajsts-4667	195	4	bias	bias	NOUN
ajsts-4667	195	5	underscores	underscore	VERB
ajsts-4667	195	6	known	know	VERB
ajsts-4667	195	7	linguistic	linguistic	ADJ
ajsts-4667	195	8	challenges	challenge	NOUN
ajsts-4667	195	9	,	,	PUNCT
ajsts-4667	195	10	such	such	ADJ
ajsts-4667	195	11	as	as	ADP
ajsts-4667	195	12	subtlety	subtlety	NOUN
ajsts-4667	195	13	,	,	PUNCT
ajsts-4667	195	14	irony	irony	NOUN
ajsts-4667	195	15	,	,	PUNCT
ajsts-4667	195	16	sarcasm	sarcasm	NOUN
ajsts-4667	195	17	,	,	PUNCT
ajsts-4667	195	18	implicit	implicit	ADJ
ajsts-4667	195	19	negativity	negativity	NOUN
ajsts-4667	195	20	,	,	PUNCT
ajsts-4667	195	21	or	or	CCONJ
ajsts-4667	195	22	complex	complex	ADJ
ajsts-4667	195	23	sentiment	sentiment	NOUN
ajsts-4667	195	24	cues	cue	VERB
ajsts-4667	195	25	,	,	PUNCT
ajsts-4667	195	26	highlighting	highlight	VERB
ajsts-4667	195	27	ongoing	ongoing	ADJ
ajsts-4667	195	28	areas	area	NOUN
ajsts-4667	195	29	for	for	ADP
ajsts-4667	195	30	improvement	improvement	NOUN
ajsts-4667	195	31	in	in	ADP
ajsts-4667	195	32	sentiment	sentiment	NOUN
ajsts-4667	195	33	modelling	modelling	NOUN
ajsts-4667	195	34	.	.	PUNCT
ajsts-4667	196	1	computational	computational	ADJ
ajsts-4667	196	2	linguists	linguist	NOUN
ajsts-4667	196	3	are	be	AUX
ajsts-4667	196	4	therefore	therefore	ADV
ajsts-4667	196	5	encouraged	encouraged	ADJ
ajsts-4667	196	6	to	to	PART
ajsts-4667	196	7	prioritize	prioritize	AUX
ajsts-4667	196	8	developing	develop	VERB
ajsts-4667	196	9	nuanced	nuanced	ADJ
ajsts-4667	196	10	,	,	PUNCT
ajsts-4667	196	11	context	context	NOUN
ajsts-4667	196	12	-	-	PUNCT
ajsts-4667	196	13	aware	aware	ADJ
ajsts-4667	196	14	models	model	NOUN
ajsts-4667	196	15	that	that	PRON
ajsts-4667	196	16	better	well	ADV
ajsts-4667	196	17	reflect	reflect	VERB
ajsts-4667	196	18	the	the	DET
ajsts-4667	196	19	multifaceted	multifaceted	ADJ
ajsts-4667	196	20	nature	nature	NOUN
ajsts-4667	196	21	of	of	ADP
ajsts-4667	196	22	negative	negative	ADJ
ajsts-4667	196	23	sentiment	sentiment	NOUN
ajsts-4667	196	24	expression	expression	NOUN
ajsts-4667	196	25	,	,	PUNCT
ajsts-4667	196	26	particularly	particularly	ADV
ajsts-4667	196	27	when	when	SCONJ
ajsts-4667	196	28	analyzing	analyze	VERB
ajsts-4667	196	29	contentious	contentious	ADJ
ajsts-4667	196	30	topics	topic	NOUN
ajsts-4667	196	31	or	or	CCONJ
ajsts-4667	196	32	emotionally	emotionally	ADV
ajsts-4667	196	33	charged	charge	VERB
ajsts-4667	196	34	online	online	ADJ
ajsts-4667	196	35	communication	communication	NOUN
ajsts-4667	196	36	environments	environment	NOUN
ajsts-4667	196	37	.	.	PUNCT
ajsts-4667	197	1	table	table	NOUN
ajsts-4667	197	2	8	8	NUM
ajsts-4667	197	3	:	:	PUNCT
ajsts-4667	197	4	model	model	NOUN
ajsts-4667	197	5	evaluation	evaluation	NOUN
ajsts-4667	197	6	implications	implication	NOUN
ajsts-4667	197	7	stakeholders	stakeholder	VERB
ajsts-4667	197	8	implications	implication	NOUN
ajsts-4667	197	9	telegram	telegram	NOUN
ajsts-4667	197	10	as	as	ADP
ajsts-4667	197	11	a	a	DET
ajsts-4667	197	12	platform	platform	NOUN
ajsts-4667	197	13	this	this	DET
ajsts-4667	197	14	skew	skew	NOUN
ajsts-4667	197	15	may	may	AUX
ajsts-4667	197	16	obscure	obscure	VERB
ajsts-4667	197	17	critical	critical	ADJ
ajsts-4667	197	18	feedback	feedback	NOUN
ajsts-4667	197	19	if	if	SCONJ
ajsts-4667	197	20	similar	similar	ADJ
ajsts-4667	197	21	models	model	NOUN
ajsts-4667	197	22	are	be	AUX
ajsts-4667	197	23	used	use	VERB
ajsts-4667	197	24	operationally	operationally	ADV
ajsts-4667	197	25	for	for	ADP
ajsts-4667	197	26	content	content	ADJ
ajsts-4667	197	27	moderation	moderation	NOUN
ajsts-4667	197	28	or	or	CCONJ
ajsts-4667	197	29	sentiment	sentiment	NOUN
ajsts-4667	197	30	dashboards	dashboard	NOUN
ajsts-4667	197	31	.	.	PUNCT
ajsts-4667	198	1	business	business	NOUN
ajsts-4667	198	2	analysts	analyst	NOUN
ajsts-4667	198	3	and	and	CCONJ
ajsts-4667	198	4	risk	risk	NOUN
ajsts-4667	198	5	managers	manager	NOUN
ajsts-4667	198	6	the	the	DET
ajsts-4667	198	7	model	model	NOUN
ajsts-4667	198	8	's	's	PART
ajsts-4667	198	9	tendency	tendency	NOUN
ajsts-4667	198	10	to	to	PART
ajsts-4667	198	11	overpredict	overpredict	PROPN
ajsts-4667	198	12	positivity	positivity	NOUN
ajsts-4667	198	13	implies	imply	VERB
ajsts-4667	198	14	a	a	DET
ajsts-4667	198	15	potential	potential	ADJ
ajsts-4667	198	16	blind	blind	ADJ
ajsts-4667	198	17	spot	spot	NOUN
ajsts-4667	198	18	in	in	ADP
ajsts-4667	198	19	detecting	detect	VERB
ajsts-4667	198	20	reputational	reputational	ADJ
ajsts-4667	198	21	or	or	CCONJ
ajsts-4667	198	22	compliance	compliance	NOUN
ajsts-4667	198	23	-	-	PUNCT
ajsts-4667	198	24	related	relate	VERB
ajsts-4667	198	25	risks	risk	NOUN
ajsts-4667	198	26	.	.	PUNCT
ajsts-4667	199	1	regulatory	regulatory	ADJ
ajsts-4667	199	2	stakeholders	stakeholder	NOUN
ajsts-4667	199	3	an	an	DET
ajsts-4667	199	4	underrepresentation	underrepresentation	NOUN
ajsts-4667	199	5	of	of	ADP
ajsts-4667	199	6	negativity	negativity	NOUN
ajsts-4667	199	7	could	could	AUX
ajsts-4667	199	8	have	have	VERB
ajsts-4667	199	9	implications	implication	NOUN
ajsts-4667	199	10	for	for	ADP
ajsts-4667	199	11	monitoring	monitor	VERB
ajsts-4667	199	12	harmful	harmful	ADJ
ajsts-4667	199	13	content	content	NOUN
ajsts-4667	199	14	or	or	CCONJ
ajsts-4667	199	15	evaluating	evaluate	VERB
ajsts-4667	199	16	user	user	NOUN
ajsts-4667	199	17	sentiment	sentiment	NOUN
ajsts-4667	199	18	toward	toward	ADP
ajsts-4667	199	19	controversial	controversial	ADJ
ajsts-4667	199	20	content	content	NOUN
ajsts-4667	199	21	.	.	PUNCT
ajsts-4667	200	1	computational	computational	ADJ
ajsts-4667	200	2	linguists	linguist	NOUN
ajsts-4667	200	3	these	these	DET
ajsts-4667	200	4	results	result	NOUN
ajsts-4667	200	5	emphasize	emphasize	VERB
ajsts-4667	200	6	the	the	DET
ajsts-4667	200	7	necessity	necessity	NOUN
ajsts-4667	200	8	of	of	ADP
ajsts-4667	200	9	building	building	NOUN
ajsts-4667	200	10	sentiment	sentiment	NOUN
ajsts-4667	200	11	models	model	NOUN
ajsts-4667	200	12	sensitive	sensitive	ADJ
ajsts-4667	200	13	to	to	ADP
ajsts-4667	200	14	the	the	DET
ajsts-4667	200	15	nuances	nuance	NOUN
ajsts-4667	200	16	of	of	ADP
ajsts-4667	200	17	negative	negative	ADJ
ajsts-4667	200	18	expression	expression	NOUN
ajsts-4667	200	19	in	in	ADP
ajsts-4667	200	20	public	public	ADJ
ajsts-4667	200	21	discourse	discourse	NOUN
ajsts-4667	200	22	.	.	PUNCT
ajsts-4667	201	1	practically	practically	ADV
ajsts-4667	201	2	,	,	PUNCT
ajsts-4667	201	3	the	the	DET
ajsts-4667	201	4	model	model	NOUN
ajsts-4667	201	5	’s	’s	PART
ajsts-4667	201	6	conservative	conservative	ADJ
ajsts-4667	201	7	stance	stance	NOUN
ajsts-4667	201	8	on	on	ADP
ajsts-4667	201	9	detecting	detect	VERB
ajsts-4667	201	10	negativity	negativity	NOUN
ajsts-4667	201	11	could	could	AUX
ajsts-4667	201	12	affect	affect	VERB
ajsts-4667	201	13	how	how	SCONJ
ajsts-4667	201	14	public	public	ADJ
ajsts-4667	201	15	sentiment	sentiment	NOUN
ajsts-4667	201	16	is	be	AUX
ajsts-4667	201	17	interpreted	interpret	VERB
ajsts-4667	201	18	by	by	ADP
ajsts-4667	201	19	stakeholders	stakeholder	NOUN
ajsts-4667	201	20	such	such	ADJ
ajsts-4667	201	21	as	as	ADP
ajsts-4667	201	22	platform	platform	NOUN
ajsts-4667	201	23	regulators	regulator	NOUN
ajsts-4667	201	24	,	,	PUNCT
ajsts-4667	201	25	journalists	journalist	NOUN
ajsts-4667	201	26	,	,	PUNCT
ajsts-4667	201	27	and	and	CCONJ
ajsts-4667	201	28	technology	technology	NOUN
ajsts-4667	201	29	companies	company	NOUN
ajsts-4667	201	30	.	.	PUNCT
ajsts-4667	202	1	underestimating	underestimate	VERB
ajsts-4667	202	2	negative	negative	ADJ
ajsts-4667	202	3	feedback	feedback	NOUN
ajsts-4667	202	4	may	may	AUX
ajsts-4667	202	5	lead	lead	VERB
ajsts-4667	202	6	to	to	ADP
ajsts-4667	202	7	an	an	DET
ajsts-4667	202	8	overly	overly	ADV
ajsts-4667	202	9	optimistic	optimistic	ADJ
ajsts-4667	202	10	assessment	assessment	NOUN
ajsts-4667	202	11	of	of	ADP
ajsts-4667	202	12	user	user	NOUN
ajsts-4667	202	13	attitudes	attitude	NOUN
ajsts-4667	202	14	toward	toward	ADP
ajsts-4667	202	15	telegram	telegram	NOUN
ajsts-4667	202	16	’s	’s	PART
ajsts-4667	202	17	role	role	NOUN
ajsts-4667	202	18	in	in	ADP
ajsts-4667	202	19	illicit	illicit	ADJ
ajsts-4667	202	20	activities	activity	NOUN
ajsts-4667	202	21	,	,	PUNCT
ajsts-4667	202	22	thereby	thereby	ADV
ajsts-4667	202	23	distorting	distort	VERB
ajsts-4667	202	24	public	public	ADJ
ajsts-4667	202	25	discourse	discourse	NOUN
ajsts-4667	202	26	or	or	CCONJ
ajsts-4667	202	27	policy	policy	NOUN
ajsts-4667	202	28	priorities	priority	NOUN
ajsts-4667	202	29	.	.	PUNCT
ajsts-4667	203	1	future	future	ADJ
ajsts-4667	203	2	iterations	iteration	NOUN
ajsts-4667	203	3	of	of	ADP
ajsts-4667	203	4	the	the	DET
ajsts-4667	203	5	model	model	NOUN
ajsts-4667	203	6	may	may	AUX
ajsts-4667	203	7	benefit	benefit	VERB
ajsts-4667	203	8	from	from	ADP
ajsts-4667	203	9	incorporating	incorporate	VERB
ajsts-4667	203	10	more	more	ADJ
ajsts-4667	203	11	context	context	NOUN
ajsts-4667	203	12	-	-	PUNCT
ajsts-4667	203	13	aware	aware	ADJ
ajsts-4667	203	14	approaches	approach	NOUN
ajsts-4667	203	15	,	,	PUNCT
ajsts-4667	203	16	such	such	ADJ
ajsts-4667	203	17	as	as	ADP
ajsts-4667	203	18	transformers	transformer	NOUN
ajsts-4667	203	19	or	or	CCONJ
ajsts-4667	203	20	neural	neural	ADJ
ajsts-4667	203	21	embeddings	embedding	NOUN
ajsts-4667	203	22	,	,	PUNCT
ajsts-4667	203	23	to	to	PART
ajsts-4667	203	24	more	more	ADV
ajsts-4667	203	25	accurately	accurately	ADV
ajsts-4667	203	26	capture	capture	VERB
ajsts-4667	203	27	the	the	DET
ajsts-4667	203	28	semantics	semantic	NOUN
ajsts-4667	203	29	of	of	ADP
ajsts-4667	203	30	critical	critical	ADJ
ajsts-4667	203	31	or	or	CCONJ
ajsts-4667	203	32	disapproving	disapproving	ADJ
ajsts-4667	203	33	content	content	NOUN
ajsts-4667	203	34	.	.	PUNCT
ajsts-4667	204	1	comparison	comparison	NOUN
ajsts-4667	204	2	of	of	ADP
ajsts-4667	204	3	actual	actual	ADJ
ajsts-4667	204	4	vs	vs	ADP
ajsts-4667	204	5	predicted	predict	VERB
ajsts-4667	204	6	sentiment	sentiment	NOUN
ajsts-4667	204	7	counts	count	VERB
ajsts-4667	204	8	to	to	PART
ajsts-4667	204	9	further	far	ADV
ajsts-4667	204	10	evaluate	evaluate	VERB
ajsts-4667	204	11	the	the	DET
ajsts-4667	204	12	performance	performance	NOUN
ajsts-4667	204	13	of	of	ADP
ajsts-4667	204	14	the	the	DET
ajsts-4667	204	15	trained	train	VERB
ajsts-4667	204	16	logistic	logistic	ADJ
ajsts-4667	204	17	regression	regression	NOUN
ajsts-4667	204	18	classifier	classifier	NOUN
ajsts-4667	204	19	,	,	PUNCT
ajsts-4667	204	20	a	a	DET
ajsts-4667	204	21	comparison	comparison	NOUN
ajsts-4667	204	22	was	be	AUX
ajsts-4667	204	23	made	make	VERB
ajsts-4667	204	24	between	between	ADP
ajsts-4667	204	25	the	the	DET
ajsts-4667	204	26	original	original	ADJ
ajsts-4667	204	27	sentiment	sentiment	NOUN
ajsts-4667	204	28	labels	label	NOUN
ajsts-4667	204	29	(	(	PUNCT
ajsts-4667	204	30	assigned	assign	VERB
ajsts-4667	204	31	by	by	ADP
ajsts-4667	204	32	the	the	DET
ajsts-4667	204	33	vader	vader	NOUN
ajsts-4667	204	34	analyser	analyser	NOUN
ajsts-4667	204	35	)	)	PUNCT
ajsts-4667	204	36	and	and	CCONJ
ajsts-4667	204	37	the	the	DET
ajsts-4667	204	38	predicted	predict	VERB
ajsts-4667	204	39	sentiment	sentiment	NOUN
ajsts-4667	204	40	labels	label	NOUN
ajsts-4667	204	41	generated	generate	VERB
ajsts-4667	204	42	by	by	ADP
ajsts-4667	204	43	the	the	DET
ajsts-4667	204	44	tf	tf	PROPN
ajsts-4667	204	45	-	-	PUNCT
ajsts-4667	204	46	idf	idf	ADJ
ajsts-4667	204	47	+	+	CCONJ
ajsts-4667	204	48	logistic	logistic	ADJ
ajsts-4667	204	49	regression	regression	NOUN
ajsts-4667	204	50	model	model	NOUN
ajsts-4667	204	51	.	.	PUNCT
ajsts-4667	205	1	the	the	DET
ajsts-4667	205	2	comparison	comparison	NOUN
ajsts-4667	205	3	between	between	ADP
ajsts-4667	205	4	actual	actual	ADJ
ajsts-4667	205	5	and	and	CCONJ
ajsts-4667	205	6	predicted	predict	VERB
ajsts-4667	205	7	sentiment	sentiment	NOUN
ajsts-4667	205	8	labels	label	VERB
ajsts-4667	205	9	in	in	ADP
ajsts-4667	205	10	table	table	NOUN
ajsts-4667	205	11	9	9	NUM
ajsts-4667	205	12	and	and	CCONJ
ajsts-4667	205	13	figure	figure	VERB
ajsts-4667	205	14	4	4	NUM
ajsts-4667	205	15	demonstrates	demonstrate	VERB
ajsts-4667	205	16	a	a	DET
ajsts-4667	205	17	clear	clear	ADJ
ajsts-4667	205	18	tendency	tendency	NOUN
ajsts-4667	205	19	of	of	ADP
ajsts-4667	205	20	the	the	DET
ajsts-4667	205	21	logistic	logistic	ADJ
ajsts-4667	205	22	regression	regression	NOUN
ajsts-4667	205	23	classifier	classifier	NOUN
ajsts-4667	205	24	to	to	PART
ajsts-4667	205	25	favour	favour	VERB
ajsts-4667	205	26	positive	positive	ADJ
ajsts-4667	205	27	sentiment	sentiment	NOUN
ajsts-4667	205	28	predictions	prediction	NOUN
ajsts-4667	205	29	.	.	PUNCT
ajsts-4667	206	1	specifically	specifically	ADV
ajsts-4667	206	2	,	,	PUNCT
ajsts-4667	206	3	the	the	DET
ajsts-4667	206	4	model	model	NOUN
ajsts-4667	206	5	predicted	predict	VERB
ajsts-4667	206	6	fewer	few	ADJ
ajsts-4667	206	7	negative	negative	ADJ
ajsts-4667	206	8	comments	comment	NOUN
ajsts-4667	206	9	(	(	PUNCT
ajsts-4667	206	10	192	192	NUM
ajsts-4667	206	11	predicted	predict	VERB
ajsts-4667	206	12	versus	versus	ADP
ajsts-4667	206	13	256	256	NUM
ajsts-4667	206	14	actual	actual	ADJ
ajsts-4667	206	15	)	)	PUNCT
ajsts-4667	206	16	and	and	CCONJ
ajsts-4667	206	17	more	more	ADV
ajsts-4667	206	18	positive	positive	ADJ
ajsts-4667	206	19	comments	comment	NOUN
ajsts-4667	206	20	(	(	PUNCT
ajsts-4667	206	21	440	440	NUM
ajsts-4667	206	22	predicted	predict	VERB
ajsts-4667	206	23	versus	versus	ADP
ajsts-4667	206	24	376	376	NUM
ajsts-4667	206	25	actual	actual	ADJ
ajsts-4667	206	26	)	)	PUNCT
ajsts-4667	206	27	,	,	PUNCT
ajsts-4667	206	28	indicating	indicate	VERB
ajsts-4667	206	29	an	an	DET
ajsts-4667	206	30	observable	observable	ADJ
ajsts-4667	206	31	imbalance	imbalance	NOUN
ajsts-4667	206	32	toward	toward	ADP
ajsts-4667	206	33	positive	positive	ADJ
ajsts-4667	206	34	sentiment	sentiment	NOUN
ajsts-4667	206	35	classifications	classification	NOUN
ajsts-4667	206	36	.	.	PUNCT
ajsts-4667	207	1	this	this	DET
ajsts-4667	207	2	bias	bias	NOUN
ajsts-4667	207	3	aligns	align	VERB
ajsts-4667	207	4	closely	closely	ADV
ajsts-4667	207	5	with	with	ADP
ajsts-4667	207	6	the	the	DET
ajsts-4667	207	7	earlier	early	ADJ
ajsts-4667	207	8	observation	observation	NOUN
ajsts-4667	207	9	regarding	regard	VERB
ajsts-4667	207	10	class	class	NOUN
ajsts-4667	207	11	-	-	PUNCT
ajsts-4667	207	12	specific	specific	ADJ
ajsts-4667	207	13	recall	recall	NOUN
ajsts-4667	207	14	metrics	metric	NOUN
ajsts-4667	207	15	(	(	PUNCT
ajsts-4667	207	16	as	as	SCONJ
ajsts-4667	207	17	previously	previously	ADV
ajsts-4667	207	18	presented	present	VERB
ajsts-4667	207	19	in	in	ADP
ajsts-4667	207	20	table	table	NOUN
ajsts-4667	207	21	7	7	NUM
ajsts-4667	207	22	)	)	PUNCT
ajsts-4667	207	23	,	,	PUNCT
ajsts-4667	207	24	where	where	SCONJ
ajsts-4667	207	25	the	the	DET
ajsts-4667	207	26	model	model	NOUN
ajsts-4667	207	27	achieved	achieve	VERB
ajsts-4667	207	28	high	high	ADJ
ajsts-4667	207	29	recall	recall	NOUN
ajsts-4667	207	30	for	for	ADP
ajsts-4667	207	31	positive	positive	ADJ
ajsts-4667	207	32	sentiment	sentiment	NOUN
ajsts-4667	207	33	(	(	PUNCT
ajsts-4667	207	34	0.98	0.98	NUM
ajsts-4667	207	35	)	)	PUNCT
ajsts-4667	207	36	but	but	CCONJ
ajsts-4667	207	37	comparatively	comparatively	ADV
ajsts-4667	207	38	lower	low	ADJ
ajsts-4667	207	39	recall	recall	NOUN
ajsts-4667	207	40	for	for	ADP
ajsts-4667	207	41	negative	negative	ADJ
ajsts-4667	207	42	sentiment	sentiment	NOUN
ajsts-4667	207	43	(	(	PUNCT
ajsts-4667	207	44	0.74	0.74	NUM
ajsts-4667	207	45	)	)	PUNCT
ajsts-4667	207	46	.	.	PUNCT
ajsts-4667	208	1	such	such	ADJ
ajsts-4667	208	2	results	result	NOUN
ajsts-4667	208	3	reinforce	reinforce	VERB
ajsts-4667	208	4	the	the	DET
ajsts-4667	208	5	notion	notion	NOUN
ajsts-4667	208	6	that	that	SCONJ
ajsts-4667	208	7	the	the	DET
ajsts-4667	208	8	classifier	classifier	NOUN
ajsts-4667	208	9	finds	find	VERB
ajsts-4667	208	10	positive	positive	ADJ
ajsts-4667	208	11	linguistic	linguistic	ADJ
ajsts-4667	208	12	patterns	pattern	NOUN
ajsts-4667	208	13	easier	easy	ADJ
ajsts-4667	208	14	or	or	CCONJ
ajsts-4667	208	15	clearer	clear	ADJ
ajsts-4667	208	16	to	to	PART
ajsts-4667	208	17	detect	detect	VERB
ajsts-4667	208	18	,	,	PUNCT
ajsts-4667	208	19	potentially	potentially	ADV
ajsts-4667	208	20	due	due	ADP
ajsts-4667	208	21	to	to	ADP
ajsts-4667	208	22	the	the	DET
ajsts-4667	208	23	typically	typically	ADV
ajsts-4667	208	24	straightforward	straightforward	ADJ
ajsts-4667	208	25	,	,	PUNCT
ajsts-4667	208	26	explicit	explicit	ADJ
ajsts-4667	208	27	lexical	lexical	ADJ
ajsts-4667	208	28	characteristics	characteristic	NOUN
ajsts-4667	208	29	associated	associate	VERB
ajsts-4667	208	30	with	with	ADP
ajsts-4667	208	31	positive	positive	ADJ
ajsts-4667	208	32	sentiment	sentiment	NOUN
ajsts-4667	208	33	.	.	PUNCT
ajsts-4667	209	1	table	table	NOUN
ajsts-4667	209	2	9	9	NUM
ajsts-4667	209	3	:	:	PUNCT
ajsts-4667	209	4	actual	actual	ADJ
ajsts-4667	209	5	and	and	CCONJ
ajsts-4667	209	6	predicted	predict	VERB
ajsts-4667	209	7	sentiment	sentiment	NOUN
ajsts-4667	209	8	distribution	distribution	NOUN
ajsts-4667	209	9	sentiments	sentiment	NOUN
ajsts-4667	209	10	number	number	NOUN
ajsts-4667	209	11	of	of	ADP
ajsts-4667	209	12	observations	observation	NOUN
ajsts-4667	209	13	actual	actual	ADJ
ajsts-4667	209	14	(	(	PUNCT
ajsts-4667	209	15	632	632	NUM
ajsts-4667	209	16	)	)	PUNCT
ajsts-4667	209	17	negative	negative	ADJ
ajsts-4667	209	18	comments	comment	NOUN
ajsts-4667	209	19	256	256	NUM
ajsts-4667	209	20	positive	positive	ADJ
ajsts-4667	209	21	comments	comment	NOUN
ajsts-4667	209	22	376	376	NUM
ajsts-4667	209	23	predicted	predict	VERB
ajsts-4667	209	24	(	(	PUNCT
ajsts-4667	209	25	632	632	NUM
ajsts-4667	209	26	)	)	PUNCT
ajsts-4667	209	27	negative	negative	ADJ
ajsts-4667	209	28	comments	comment	NOUN
ajsts-4667	209	29	192	192	NUM
ajsts-4667	209	30	positive	positive	ADJ
ajsts-4667	209	31	comments	comment	NOUN
ajsts-4667	209	32	440	440	NUM
ajsts-4667	209	33	conversely	conversely	ADV
ajsts-4667	209	34	,	,	PUNCT
ajsts-4667	209	35	the	the	DET
ajsts-4667	209	36	systematic	systematic	ADJ
ajsts-4667	209	37	underprediction	underprediction	NOUN
ajsts-4667	209	38	of	of	ADP
ajsts-4667	209	39	negative	negative	ADJ
ajsts-4667	209	40	sentiment	sentiment	NOUN
ajsts-4667	209	41	highlights	highlight	VERB
ajsts-4667	209	42	a	a	DET
ajsts-4667	209	43	methodological	methodological	ADJ
ajsts-4667	209	44	limitation	limitation	NOUN
ajsts-4667	209	45	of	of	ADP
ajsts-4667	209	46	employing	employ	VERB
ajsts-4667	209	47	bag	bag	NOUN
ajsts-4667	209	48	-	-	PUNCT
ajsts-4667	209	49	of	of	ADP
ajsts-4667	209	50	-	-	PUNCT
ajsts-4667	209	51	words	word	NOUN
ajsts-4667	209	52	based	base	VERB
ajsts-4667	209	53	tf	tf	PROPN
ajsts-4667	209	54	-	-	PUNCT
ajsts-4667	209	55	idf	idf	PROPN
ajsts-4667	209	56	vectorization	vectorization	NOUN
ajsts-4667	209	57	.	.	PUNCT
ajsts-4667	210	1	this	this	DET
ajsts-4667	210	2	result	result	NOUN
ajsts-4667	210	3	suggests	suggest	VERB
ajsts-4667	210	4	that	that	SCONJ
ajsts-4667	210	5	subtlety	subtlety	NOUN
ajsts-4667	210	6	,	,	PUNCT
ajsts-4667	210	7	irony	irony	NOUN
ajsts-4667	210	8	,	,	PUNCT
ajsts-4667	210	9	sarcasm	sarcasm	NOUN
ajsts-4667	210	10	,	,	PUNCT
ajsts-4667	210	11	and	and	CCONJ
ajsts-4667	210	12	pa	pa	PROPN
ajsts-4667	210	13	ge	ge	PROPN
ajsts-4667	210	14	76	76	NUM
ajsts-4667	210	15	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	210	16	am	be	AUX
ajsts-4667	210	17	.	.	PUNCT
ajsts-4667	211	1	j.	j.	PROPN
ajsts-4667	211	2	smart	smart	PROPN
ajsts-4667	211	3	.	.	PUNCT
ajsts-4667	212	1	technol	technol	PROPN
ajsts-4667	212	2	.	.	PUNCT
ajsts-4667	212	3	solutions	solution	NOUN
ajsts-4667	212	4	4(1	4(1	NOUN
ajsts-4667	212	5	)	)	PUNCT
ajsts-4667	212	6	68	68	NUM
ajsts-4667	212	7	-	-	SYM
ajsts-4667	212	8	88	88	NUM
ajsts-4667	212	9	,	,	PUNCT
ajsts-4667	212	10	2025	2025	NUM
ajsts-4667	212	11	implicit	implicit	ADJ
ajsts-4667	212	12	forms	form	NOUN
ajsts-4667	212	13	of	of	ADP
ajsts-4667	212	14	criticism	criticism	NOUN
ajsts-4667	212	15	—	—	PUNCT
ajsts-4667	212	16	which	which	PRON
ajsts-4667	212	17	are	be	AUX
ajsts-4667	212	18	characteristic	characteristic	ADJ
ajsts-4667	212	19	of	of	ADP
ajsts-4667	212	20	negative	negative	ADJ
ajsts-4667	212	21	sentiment	sentiment	NOUN
ajsts-4667	212	22	—	—	PUNCT
ajsts-4667	212	23	may	may	AUX
ajsts-4667	212	24	not	not	PART
ajsts-4667	212	25	be	be	AUX
ajsts-4667	212	26	adequately	adequately	ADV
ajsts-4667	212	27	captured	capture	VERB
ajsts-4667	212	28	by	by	ADP
ajsts-4667	212	29	purely	purely	ADV
ajsts-4667	212	30	lexical	lexical	ADJ
ajsts-4667	212	31	and	and	CCONJ
ajsts-4667	212	32	frequency	frequency	NOUN
ajsts-4667	212	33	-	-	PUNCT
ajsts-4667	212	34	based	base	VERB
ajsts-4667	212	35	textual	textual	ADJ
ajsts-4667	212	36	representations	representation	NOUN
ajsts-4667	212	37	(	(	PUNCT
ajsts-4667	212	38	cambria	cambria	PROPN
ajsts-4667	212	39	et	et	PROPN
ajsts-4667	212	40	al	al	PROPN
ajsts-4667	212	41	.	.	PROPN
ajsts-4667	212	42	,	,	PUNCT
ajsts-4667	212	43	2017	2017	NUM
ajsts-4667	212	44	;	;	PUNCT
ajsts-4667	212	45	liu	liu	PROPN
ajsts-4667	212	46	,	,	PUNCT
ajsts-4667	212	47	2015	2015	NUM
ajsts-4667	212	48	)	)	PUNCT
ajsts-4667	212	49	.	.	PUNCT
ajsts-4667	213	1	therefore	therefore	ADV
ajsts-4667	213	2	,	,	PUNCT
ajsts-4667	213	3	future	future	ADJ
ajsts-4667	213	4	improvements	improvement	NOUN
ajsts-4667	213	5	may	may	AUX
ajsts-4667	213	6	require	require	VERB
ajsts-4667	213	7	incorporating	incorporate	VERB
ajsts-4667	213	8	more	more	ADV
ajsts-4667	213	9	contextsensitive	contextsensitive	ADJ
ajsts-4667	213	10	modelling	modelling	NOUN
ajsts-4667	213	11	approaches	approach	NOUN
ajsts-4667	213	12	—	—	PUNCT
ajsts-4667	213	13	such	such	ADJ
ajsts-4667	213	14	as	as	ADP
ajsts-4667	213	15	deep	deep	ADJ
ajsts-4667	213	16	learning	learning	NOUN
ajsts-4667	213	17	methods	method	NOUN
ajsts-4667	213	18	,	,	PUNCT
ajsts-4667	213	19	neural	neural	ADJ
ajsts-4667	213	20	embeddings	embedding	NOUN
ajsts-4667	213	21	,	,	PUNCT
ajsts-4667	213	22	or	or	CCONJ
ajsts-4667	213	23	transformer	transformer	NOUN
ajsts-4667	213	24	-	-	PUNCT
ajsts-4667	213	25	based	base	VERB
ajsts-4667	213	26	architectures	architecture	NOUN
ajsts-4667	213	27	—	—	PUNCT
ajsts-4667	213	28	that	that	PRON
ajsts-4667	213	29	can	can	AUX
ajsts-4667	213	30	better	well	ADV
ajsts-4667	213	31	interpret	interpret	VERB
ajsts-4667	213	32	linguistic	linguistic	ADJ
ajsts-4667	213	33	nuances	nuance	NOUN
ajsts-4667	213	34	and	and	CCONJ
ajsts-4667	213	35	emotional	emotional	ADJ
ajsts-4667	213	36	complexity	complexity	NOUN
ajsts-4667	213	37	present	present	ADJ
ajsts-4667	213	38	in	in	ADP
ajsts-4667	213	39	critical	critical	ADJ
ajsts-4667	213	40	or	or	CCONJ
ajsts-4667	213	41	negative	negative	ADJ
ajsts-4667	213	42	user	user	NOUN
ajsts-4667	213	43	-	-	PUNCT
ajsts-4667	213	44	generated	generate	VERB
ajsts-4667	213	45	comments	comment	NOUN
ajsts-4667	213	46	.	.	PUNCT
ajsts-4667	214	1	in	in	ADP
ajsts-4667	214	2	practical	practical	ADJ
ajsts-4667	214	3	terms	term	NOUN
ajsts-4667	214	4	,	,	PUNCT
ajsts-4667	214	5	the	the	DET
ajsts-4667	214	6	observed	observe	VERB
ajsts-4667	214	7	bias	bias	NOUN
ajsts-4667	214	8	toward	toward	ADP
ajsts-4667	214	9	positivity	positivity	NOUN
ajsts-4667	214	10	could	could	AUX
ajsts-4667	214	11	have	have	VERB
ajsts-4667	214	12	meaningful	meaningful	ADJ
ajsts-4667	214	13	implications	implication	NOUN
ajsts-4667	214	14	for	for	ADP
ajsts-4667	214	15	stakeholders	stakeholder	NOUN
ajsts-4667	214	16	.	.	PUNCT
ajsts-4667	215	1	if	if	SCONJ
ajsts-4667	215	2	used	use	VERB
ajsts-4667	215	3	operationally	operationally	ADV
ajsts-4667	215	4	,	,	PUNCT
ajsts-4667	215	5	such	such	DET
ajsts-4667	215	6	a	a	DET
ajsts-4667	215	7	model	model	NOUN
ajsts-4667	215	8	might	might	AUX
ajsts-4667	215	9	systematically	systematically	ADV
ajsts-4667	215	10	underestimate	underestimate	VERB
ajsts-4667	215	11	user	user	NOUN
ajsts-4667	215	12	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	215	13	or	or	CCONJ
ajsts-4667	215	14	critique	critique	NOUN
ajsts-4667	215	15	,	,	PUNCT
ajsts-4667	215	16	thereby	thereby	ADV
ajsts-4667	215	17	influencing	influence	VERB
ajsts-4667	215	18	sentiment	sentiment	NOUN
ajsts-4667	215	19	dashboards	dashboard	NOUN
ajsts-4667	215	20	,	,	PUNCT
ajsts-4667	215	21	content	content	NOUN
ajsts-4667	215	22	moderation	moderation	NOUN
ajsts-4667	215	23	systems	system	NOUN
ajsts-4667	215	24	,	,	PUNCT
ajsts-4667	215	25	or	or	CCONJ
ajsts-4667	215	26	strategic	strategic	ADJ
ajsts-4667	215	27	decision	decision	NOUN
ajsts-4667	215	28	-	-	PUNCT
ajsts-4667	215	29	making	making	NOUN
ajsts-4667	215	30	based	base	VERB
ajsts-4667	215	31	on	on	ADP
ajsts-4667	215	32	public	public	ADJ
ajsts-4667	215	33	feedback	feedback	NOUN
ajsts-4667	215	34	.	.	PUNCT
ajsts-4667	216	1	thus	thus	ADV
ajsts-4667	216	2	,	,	PUNCT
ajsts-4667	216	3	from	from	ADP
ajsts-4667	216	4	both	both	PRON
ajsts-4667	216	5	methodological	methodological	ADJ
ajsts-4667	216	6	and	and	CCONJ
ajsts-4667	216	7	applied	applied	ADJ
ajsts-4667	216	8	perspectives	perspective	NOUN
ajsts-4667	216	9	,	,	PUNCT
ajsts-4667	216	10	the	the	DET
ajsts-4667	216	11	skewed	skewed	ADJ
ajsts-4667	216	12	distribution	distribution	NOUN
ajsts-4667	216	13	illustrated	illustrate	VERB
ajsts-4667	216	14	in	in	ADP
ajsts-4667	216	15	this	this	DET
ajsts-4667	216	16	analysis	analysis	NOUN
ajsts-4667	216	17	emphasizes	emphasize	VERB
ajsts-4667	216	18	the	the	DET
ajsts-4667	216	19	importance	importance	NOUN
ajsts-4667	216	20	of	of	ADP
ajsts-4667	216	21	adopting	adopt	VERB
ajsts-4667	216	22	more	more	ADV
ajsts-4667	216	23	nuanced	nuanced	ADJ
ajsts-4667	216	24	computational	computational	ADJ
ajsts-4667	216	25	approaches	approach	NOUN
ajsts-4667	216	26	to	to	PART
ajsts-4667	216	27	sentiment	sentiment	NOUN
ajsts-4667	216	28	analysis	analysis	NOUN
ajsts-4667	216	29	tasks	task	NOUN
ajsts-4667	216	30	,	,	PUNCT
ajsts-4667	216	31	particularly	particularly	ADV
ajsts-4667	216	32	within	within	ADP
ajsts-4667	216	33	socially	socially	ADV
ajsts-4667	216	34	or	or	CCONJ
ajsts-4667	216	35	emotionally	emotionally	ADV
ajsts-4667	216	36	charged	charge	VERB
ajsts-4667	216	37	digital	digital	ADJ
ajsts-4667	216	38	discourse	discourse	NOUN
ajsts-4667	216	39	contexts	contexts	NOUN
ajsts-4667	216	40	.	.	PUNCT
ajsts-4667	217	1	each	each	DET
ajsts-4667	217	2	bar	bar	NOUN
ajsts-4667	217	3	is	be	AUX
ajsts-4667	217	4	labeled	label	VERB
ajsts-4667	217	5	with	with	ADP
ajsts-4667	217	6	the	the	DET
ajsts-4667	217	7	total	total	ADJ
ajsts-4667	217	8	number	number	NOUN
ajsts-4667	217	9	of	of	ADP
ajsts-4667	217	10	comments	comment	NOUN
ajsts-4667	217	11	per	per	ADP
ajsts-4667	217	12	class	class	NOUN
ajsts-4667	217	13	(	(	PUNCT
ajsts-4667	217	14	0	0	NUM
ajsts-4667	217	15	=	=	SYM
ajsts-4667	217	16	negative	negative	ADJ
ajsts-4667	217	17	,	,	PUNCT
ajsts-4667	217	18	1	1	NUM
ajsts-4667	217	19	=	=	SYM
ajsts-4667	217	20	positive	positive	ADJ
ajsts-4667	217	21	)	)	PUNCT
ajsts-4667	217	22	.	.	PUNCT
ajsts-4667	218	1	the	the	DET
ajsts-4667	218	2	model	model	NOUN
ajsts-4667	218	3	predicted	predict	VERB
ajsts-4667	218	4	more	more	ADV
ajsts-4667	218	5	positive	positive	ADJ
ajsts-4667	218	6	comments	comment	NOUN
ajsts-4667	218	7	than	than	SCONJ
ajsts-4667	218	8	were	be	AUX
ajsts-4667	218	9	actually	actually	ADV
ajsts-4667	218	10	labeled	label	VERB
ajsts-4667	218	11	,	,	PUNCT
ajsts-4667	218	12	indicating	indicate	VERB
ajsts-4667	218	13	a	a	DET
ajsts-4667	218	14	bias	bias	NOUN
ajsts-4667	218	15	toward	toward	ADP
ajsts-4667	218	16	classifying	classify	VERB
ajsts-4667	218	17	sentiment	sentiment	NOUN
ajsts-4667	218	18	as	as	ADP
ajsts-4667	218	19	positive	positive	ADJ
ajsts-4667	218	20	.	.	PUNCT
ajsts-4667	219	1	implications	implication	NOUN
ajsts-4667	219	2	the	the	DET
ajsts-4667	219	3	classifier	classifier	NOUN
ajsts-4667	219	4	’s	’s	PART
ajsts-4667	219	5	observable	observable	ADJ
ajsts-4667	219	6	bias	bias	NOUN
ajsts-4667	219	7	toward	toward	ADP
ajsts-4667	219	8	predicting	predict	VERB
ajsts-4667	219	9	positive	positive	ADJ
ajsts-4667	219	10	sentiment	sentiment	NOUN
ajsts-4667	219	11	indicates	indicate	VERB
ajsts-4667	219	12	a	a	DET
ajsts-4667	219	13	methodological	methodological	ADJ
ajsts-4667	219	14	limitation	limitation	NOUN
ajsts-4667	219	15	inherent	inherent	ADJ
ajsts-4667	219	16	in	in	ADP
ajsts-4667	219	17	tf	tf	PROPN
ajsts-4667	219	18	-	-	PUNCT
ajsts-4667	219	19	idf	idf	NOUN
ajsts-4667	219	20	–	–	PUNCT
ajsts-4667	219	21	based	base	VERB
ajsts-4667	219	22	logistic	logistic	ADJ
ajsts-4667	219	23	regression	regression	NOUN
ajsts-4667	219	24	approaches	approach	NOUN
ajsts-4667	219	25	.	.	PUNCT
ajsts-4667	220	1	specifically	specifically	ADV
ajsts-4667	220	2	,	,	PUNCT
ajsts-4667	220	3	the	the	DET
ajsts-4667	220	4	frequent	frequent	ADJ
ajsts-4667	220	5	misclassification	misclassification	NOUN
ajsts-4667	220	6	or	or	CCONJ
ajsts-4667	220	7	underrepresentation	underrepresentation	NOUN
ajsts-4667	220	8	of	of	ADP
ajsts-4667	220	9	negative	negative	ADJ
ajsts-4667	220	10	sentiment	sentiment	NOUN
ajsts-4667	220	11	suggests	suggest	VERB
ajsts-4667	220	12	that	that	SCONJ
ajsts-4667	220	13	current	current	ADJ
ajsts-4667	220	14	lexical	lexical	ADJ
ajsts-4667	220	15	and	and	CCONJ
ajsts-4667	220	16	frequency	frequency	NOUN
ajsts-4667	220	17	-	-	PUNCT
ajsts-4667	220	18	based	base	VERB
ajsts-4667	220	19	methods	method	NOUN
ajsts-4667	220	20	may	may	AUX
ajsts-4667	220	21	inadequately	inadequately	ADV
ajsts-4667	220	22	capture	capture	VERB
ajsts-4667	220	23	subtle	subtle	ADJ
ajsts-4667	220	24	,	,	PUNCT
ajsts-4667	220	25	context	context	NOUN
ajsts-4667	220	26	-	-	PUNCT
ajsts-4667	220	27	dependent	dependent	ADJ
ajsts-4667	220	28	,	,	PUNCT
ajsts-4667	220	29	or	or	CCONJ
ajsts-4667	220	30	implicit	implicit	ADJ
ajsts-4667	220	31	expressions	expression	NOUN
ajsts-4667	220	32	of	of	ADP
ajsts-4667	220	33	negative	negative	ADJ
ajsts-4667	220	34	opinions	opinion	NOUN
ajsts-4667	220	35	.	.	PUNCT
ajsts-4667	221	1	to	to	PART
ajsts-4667	221	2	address	address	VERB
ajsts-4667	221	3	these	these	DET
ajsts-4667	221	4	challenges	challenge	NOUN
ajsts-4667	221	5	,	,	PUNCT
ajsts-4667	221	6	future	future	ADJ
ajsts-4667	221	7	sentiment	sentiment	NOUN
ajsts-4667	221	8	modelling	model	VERB
ajsts-4667	221	9	efforts	effort	NOUN
ajsts-4667	221	10	should	should	AUX
ajsts-4667	221	11	incorporate	incorporate	VERB
ajsts-4667	221	12	more	more	ADV
ajsts-4667	221	13	advanced	advanced	ADJ
ajsts-4667	221	14	computational	computational	ADJ
ajsts-4667	221	15	linguistic	linguistic	ADJ
ajsts-4667	221	16	frameworks	framework	NOUN
ajsts-4667	221	17	,	,	PUNCT
ajsts-4667	221	18	such	such	ADJ
ajsts-4667	221	19	as	as	ADP
ajsts-4667	221	20	contextualized	contextualized	ADJ
ajsts-4667	221	21	embeddings	embedding	NOUN
ajsts-4667	221	22	or	or	CCONJ
ajsts-4667	221	23	transformer	transformer	NOUN
ajsts-4667	221	24	-	-	PUNCT
ajsts-4667	221	25	based	base	VERB
ajsts-4667	221	26	approaches	approach	NOUN
ajsts-4667	221	27	,	,	PUNCT
ajsts-4667	221	28	that	that	DET
ajsts-4667	221	29	better	well	ADJ
ajsts-4667	221	30	account	account	VERB
ajsts-4667	221	31	for	for	ADP
ajsts-4667	221	32	complex	complex	ADJ
ajsts-4667	221	33	linguistic	linguistic	ADJ
ajsts-4667	221	34	phenomena	phenomenon	NOUN
ajsts-4667	221	35	including	include	VERB
ajsts-4667	221	36	sarcasm	sarcasm	NOUN
ajsts-4667	221	37	,	,	PUNCT
ajsts-4667	221	38	irony	irony	NOUN
ajsts-4667	221	39	,	,	PUNCT
ajsts-4667	221	40	or	or	CCONJ
ajsts-4667	221	41	implicit	implicit	ADJ
ajsts-4667	221	42	negativity	negativity	NOUN
ajsts-4667	221	43	(	(	PUNCT
ajsts-4667	221	44	cambria	cambria	PROPN
ajsts-4667	221	45	et	et	PROPN
ajsts-4667	221	46	al	al	PROPN
ajsts-4667	221	47	.	.	PROPN
ajsts-4667	221	48	,	,	PUNCT
ajsts-4667	221	49	2017	2017	NUM
ajsts-4667	221	50	;	;	PUNCT
ajsts-4667	221	51	liu	liu	PROPN
ajsts-4667	221	52	,	,	PUNCT
ajsts-4667	221	53	2015	2015	NUM
ajsts-4667	221	54	)	)	PUNCT
ajsts-4667	221	55	.	.	PUNCT
ajsts-4667	222	1	the	the	DET
ajsts-4667	222	2	model	model	NOUN
ajsts-4667	222	3	’s	’s	PART
ajsts-4667	222	4	positive	positive	ADJ
ajsts-4667	222	5	prediction	prediction	NOUN
ajsts-4667	222	6	skew	skew	NOUN
ajsts-4667	222	7	has	have	VERB
ajsts-4667	222	8	practical	practical	ADJ
ajsts-4667	222	9	ramifications	ramification	NOUN
ajsts-4667	222	10	for	for	ADP
ajsts-4667	222	11	real	real	ADJ
ajsts-4667	222	12	-	-	PUNCT
ajsts-4667	222	13	world	world	NOUN
ajsts-4667	222	14	sentiment	sentiment	NOUN
ajsts-4667	222	15	monitoring	monitoring	NOUN
ajsts-4667	222	16	and	and	CCONJ
ajsts-4667	222	17	decision	decision	NOUN
ajsts-4667	222	18	-	-	PUNCT
ajsts-4667	222	19	making	make	VERB
ajsts-4667	222	20	scenarios	scenario	NOUN
ajsts-4667	222	21	.	.	PUNCT
ajsts-4667	223	1	for	for	ADP
ajsts-4667	223	2	platform	platform	NOUN
ajsts-4667	223	3	providers	provider	NOUN
ajsts-4667	223	4	like	like	ADP
ajsts-4667	223	5	telegram	telegram	NOUN
ajsts-4667	223	6	,	,	PUNCT
ajsts-4667	223	7	relying	rely	VERB
ajsts-4667	223	8	exclusively	exclusively	ADV
ajsts-4667	223	9	on	on	ADP
ajsts-4667	223	10	similar	similar	ADJ
ajsts-4667	223	11	predictive	predictive	ADJ
ajsts-4667	223	12	models	model	NOUN
ajsts-4667	223	13	for	for	ADP
ajsts-4667	223	14	content	content	NOUN
ajsts-4667	223	15	moderation	moderation	NOUN
ajsts-4667	223	16	,	,	PUNCT
ajsts-4667	223	17	user	user	NOUN
ajsts-4667	223	18	-	-	PUNCT
ajsts-4667	223	19	experience	experience	NOUN
ajsts-4667	223	20	assessment	assessment	NOUN
ajsts-4667	223	21	,	,	PUNCT
ajsts-4667	223	22	or	or	CCONJ
ajsts-4667	223	23	reputation	reputation	NOUN
ajsts-4667	223	24	management	management	NOUN
ajsts-4667	223	25	could	could	AUX
ajsts-4667	223	26	lead	lead	VERB
ajsts-4667	223	27	to	to	ADP
ajsts-4667	223	28	an	an	DET
ajsts-4667	223	29	overly	overly	ADV
ajsts-4667	223	30	optimistic	optimistic	ADJ
ajsts-4667	223	31	interpretation	interpretation	NOUN
ajsts-4667	223	32	of	of	ADP
ajsts-4667	223	33	user	user	NOUN
ajsts-4667	223	34	sentiment	sentiment	NOUN
ajsts-4667	223	35	.	.	PUNCT
ajsts-4667	224	1	this	this	PRON
ajsts-4667	224	2	in	in	ADP
ajsts-4667	224	3	turn	turn	NOUN
ajsts-4667	224	4	may	may	AUX
ajsts-4667	224	5	obscure	obscure	VERB
ajsts-4667	224	6	critical	critical	ADJ
ajsts-4667	224	7	insights	insight	NOUN
ajsts-4667	224	8	into	into	ADP
ajsts-4667	224	9	genuine	genuine	ADJ
ajsts-4667	224	10	user	user	NOUN
ajsts-4667	224	11	concerns	concern	NOUN
ajsts-4667	224	12	,	,	PUNCT
ajsts-4667	224	13	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	224	14	,	,	PUNCT
ajsts-4667	224	15	or	or	CCONJ
ajsts-4667	224	16	risks	risk	NOUN
ajsts-4667	224	17	,	,	PUNCT
ajsts-4667	224	18	potentially	potentially	ADV
ajsts-4667	224	19	hindering	hinder	VERB
ajsts-4667	224	20	timely	timely	ADJ
ajsts-4667	224	21	and	and	CCONJ
ajsts-4667	224	22	appropriate	appropriate	ADJ
ajsts-4667	224	23	responses	response	NOUN
ajsts-4667	224	24	to	to	ADP
ajsts-4667	224	25	emerging	emerge	VERB
ajsts-4667	224	26	issues	issue	NOUN
ajsts-4667	224	27	or	or	CCONJ
ajsts-4667	224	28	user	user	NOUN
ajsts-4667	224	29	grievances	grievance	NOUN
ajsts-4667	224	30	.	.	PUNCT
ajsts-4667	225	1	the	the	DET
ajsts-4667	225	2	underrepresentation	underrepresentation	NOUN
ajsts-4667	225	3	of	of	ADP
ajsts-4667	225	4	negative	negative	ADJ
ajsts-4667	225	5	sentiment	sentiment	NOUN
ajsts-4667	225	6	could	could	AUX
ajsts-4667	225	7	inhibit	inhibit	VERB
ajsts-4667	225	8	effective	effective	ADJ
ajsts-4667	225	9	detection	detection	NOUN
ajsts-4667	225	10	of	of	ADP
ajsts-4667	225	11	critical	critical	ADJ
ajsts-4667	225	12	user	user	NOUN
ajsts-4667	225	13	feedback	feedback	NOUN
ajsts-4667	225	14	,	,	PUNCT
ajsts-4667	225	15	limiting	limit	VERB
ajsts-4667	225	16	the	the	DET
ajsts-4667	225	17	platform	platform	NOUN
ajsts-4667	225	18	’s	’s	PART
ajsts-4667	225	19	ability	ability	NOUN
ajsts-4667	225	20	to	to	PART
ajsts-4667	225	21	accurately	accurately	ADV
ajsts-4667	225	22	gauge	gauge	VERB
ajsts-4667	225	23	and	and	CCONJ
ajsts-4667	225	24	respond	respond	VERB
ajsts-4667	225	25	to	to	ADP
ajsts-4667	225	26	user	user	NOUN
ajsts-4667	225	27	sentiment	sentiment	NOUN
ajsts-4667	225	28	trends	trend	NOUN
ajsts-4667	225	29	.	.	PUNCT
ajsts-4667	226	1	consequently	consequently	ADV
ajsts-4667	226	2	,	,	PUNCT
ajsts-4667	226	3	potential	potential	ADJ
ajsts-4667	226	4	issues	issue	NOUN
ajsts-4667	226	5	might	might	AUX
ajsts-4667	226	6	escalate	escalate	VERB
ajsts-4667	226	7	unnoticed	unnoticed	ADJ
ajsts-4667	226	8	,	,	PUNCT
ajsts-4667	226	9	compromising	compromise	VERB
ajsts-4667	226	10	overall	overall	ADJ
ajsts-4667	226	11	user	user	NOUN
ajsts-4667	226	12	satisfaction	satisfaction	NOUN
ajsts-4667	226	13	and	and	CCONJ
ajsts-4667	226	14	retention	retention	NOUN
ajsts-4667	226	15	.	.	PUNCT
ajsts-4667	227	1	an	an	DET
ajsts-4667	227	2	overprediction	overprediction	NOUN
ajsts-4667	227	3	of	of	ADP
ajsts-4667	227	4	positive	positive	ADJ
ajsts-4667	227	5	sentiment	sentiment	NOUN
ajsts-4667	227	6	poses	pose	VERB
ajsts-4667	227	7	a	a	DET
ajsts-4667	227	8	risk	risk	NOUN
ajsts-4667	227	9	to	to	ADP
ajsts-4667	227	10	accurate	accurate	ADJ
ajsts-4667	227	11	assessment	assessment	NOUN
ajsts-4667	227	12	and	and	CCONJ
ajsts-4667	227	13	management	management	NOUN
ajsts-4667	227	14	of	of	ADP
ajsts-4667	227	15	reputational	reputational	ADJ
ajsts-4667	227	16	or	or	CCONJ
ajsts-4667	227	17	compliance	compliance	NOUN
ajsts-4667	227	18	-	-	PUNCT
ajsts-4667	227	19	related	relate	VERB
ajsts-4667	227	20	concerns	concern	NOUN
ajsts-4667	227	21	.	.	PUNCT
ajsts-4667	228	1	it	it	PRON
ajsts-4667	228	2	may	may	AUX
ajsts-4667	228	3	lead	lead	VERB
ajsts-4667	228	4	to	to	ADP
ajsts-4667	228	5	misinformed	misinformed	ADJ
ajsts-4667	228	6	strategic	strategic	ADJ
ajsts-4667	228	7	decisions	decision	NOUN
ajsts-4667	228	8	by	by	ADP
ajsts-4667	228	9	underestimating	underestimate	VERB
ajsts-4667	228	10	user	user	NOUN
ajsts-4667	228	11	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	228	12	or	or	CCONJ
ajsts-4667	228	13	overlooking	overlook	VERB
ajsts-4667	228	14	emerging	emerge	VERB
ajsts-4667	228	15	controversies	controversy	NOUN
ajsts-4667	228	16	and	and	CCONJ
ajsts-4667	228	17	risks	risk	NOUN
ajsts-4667	228	18	.	.	PUNCT
ajsts-4667	229	1	regulators	regulator	NOUN
ajsts-4667	229	2	relying	rely	VERB
ajsts-4667	229	3	on	on	ADP
ajsts-4667	229	4	similar	similar	ADJ
ajsts-4667	229	5	sentiment	sentiment	NOUN
ajsts-4667	229	6	analytics	analytic	NOUN
ajsts-4667	229	7	tools	tool	NOUN
ajsts-4667	229	8	might	might	AUX
ajsts-4667	229	9	underestimate	underestimate	VERB
ajsts-4667	229	10	the	the	DET
ajsts-4667	229	11	prevalence	prevalence	NOUN
ajsts-4667	229	12	and	and	CCONJ
ajsts-4667	229	13	intensity	intensity	NOUN
ajsts-4667	229	14	of	of	ADP
ajsts-4667	229	15	negative	negative	ADJ
ajsts-4667	229	16	user	user	NOUN
ajsts-4667	229	17	perceptions	perception	NOUN
ajsts-4667	229	18	toward	toward	ADP
ajsts-4667	229	19	controversial	controversial	ADJ
ajsts-4667	229	20	issues	issue	NOUN
ajsts-4667	229	21	,	,	PUNCT
ajsts-4667	229	22	thus	thus	ADV
ajsts-4667	229	23	impacting	impact	VERB
ajsts-4667	229	24	the	the	DET
ajsts-4667	229	25	effectiveness	effectiveness	NOUN
ajsts-4667	229	26	of	of	ADP
ajsts-4667	229	27	their	their	PRON
ajsts-4667	229	28	oversight	oversight	NOUN
ajsts-4667	229	29	and	and	CCONJ
ajsts-4667	229	30	policy	policy	NOUN
ajsts-4667	229	31	interventions	intervention	NOUN
ajsts-4667	229	32	.	.	PUNCT
ajsts-4667	230	1	these	these	DET
ajsts-4667	230	2	findings	finding	NOUN
ajsts-4667	230	3	underscore	underscore	VERB
ajsts-4667	230	4	the	the	DET
ajsts-4667	230	5	critical	critical	ADJ
ajsts-4667	230	6	need	need	NOUN
ajsts-4667	230	7	for	for	ADP
ajsts-4667	230	8	developing	develop	VERB
ajsts-4667	230	9	and	and	CCONJ
ajsts-4667	230	10	adopting	adopt	VERB
ajsts-4667	230	11	models	model	NOUN
ajsts-4667	230	12	that	that	PRON
ajsts-4667	230	13	better	well	ADV
ajsts-4667	230	14	interpret	interpret	VERB
ajsts-4667	230	15	nuanced	nuanced	ADJ
ajsts-4667	230	16	linguistic	linguistic	ADJ
ajsts-4667	230	17	cues	cue	NOUN
ajsts-4667	230	18	associated	associate	VERB
ajsts-4667	230	19	with	with	ADP
ajsts-4667	230	20	negative	negative	ADJ
ajsts-4667	230	21	sentiment	sentiment	NOUN
ajsts-4667	230	22	.	.	PUNCT
ajsts-4667	231	1	researchers	researcher	NOUN
ajsts-4667	231	2	are	be	AUX
ajsts-4667	231	3	thus	thus	ADV
ajsts-4667	231	4	encouraged	encourage	VERB
ajsts-4667	231	5	to	to	PART
ajsts-4667	231	6	advance	advance	VERB
ajsts-4667	231	7	context	context	NOUN
ajsts-4667	231	8	-	-	PUNCT
ajsts-4667	231	9	aware	aware	ADJ
ajsts-4667	231	10	and	and	CCONJ
ajsts-4667	231	11	semantically	semantically	ADV
ajsts-4667	231	12	sophisticated	sophisticated	ADJ
ajsts-4667	231	13	analytical	analytical	ADJ
ajsts-4667	231	14	techniques	technique	NOUN
ajsts-4667	231	15	that	that	PRON
ajsts-4667	231	16	reflect	reflect	VERB
ajsts-4667	231	17	the	the	DET
ajsts-4667	231	18	intricacies	intricacy	NOUN
ajsts-4667	231	19	of	of	ADP
ajsts-4667	231	20	usergenerated	usergenerated	ADJ
ajsts-4667	231	21	negative	negative	ADJ
ajsts-4667	231	22	commentary	commentary	NOUN
ajsts-4667	231	23	.	.	PUNCT
ajsts-4667	232	1	figure	figure	VERB
ajsts-4667	232	2	3	3	NUM
ajsts-4667	232	3	:	:	PUNCT
ajsts-4667	232	4	sentiment	sentiment	NOUN
ajsts-4667	232	5	distribution	distribution	NOUN
ajsts-4667	232	6	:	:	PUNCT
ajsts-4667	232	7	actual	actual	ADJ
ajsts-4667	232	8	vs	vs	ADP
ajsts-4667	232	9	predicted	predict	VERB
ajsts-4667	232	10	table	table	NOUN
ajsts-4667	232	11	10	10	NUM
ajsts-4667	232	12	:	:	PUNCT
ajsts-4667	232	13	actual	actual	ADJ
ajsts-4667	232	14	and	and	CCONJ
ajsts-4667	232	15	predicted	predict	VERB
ajsts-4667	232	16	sentiment	sentiment	NOUN
ajsts-4667	232	17	implications	implication	NOUN
ajsts-4667	232	18	stakeholder	stakeholder	NOUN
ajsts-4667	232	19	implications	implication	VERB
ajsts-4667	232	20	methodological	methodological	ADJ
ajsts-4667	232	21	implications	implication	NOUN
ajsts-4667	232	22	tf	tf	PROPN
ajsts-4667	232	23	-	-	PUNCT
ajsts-4667	232	24	idf	idf	NOUN
ajsts-4667	232	25	-	-	PUNCT
ajsts-4667	232	26	based	base	VERB
ajsts-4667	232	27	models	model	NOUN
ajsts-4667	232	28	inadequately	inadequately	ADV
ajsts-4667	232	29	capture	capture	VERB
ajsts-4667	232	30	nuanced	nuanced	ADJ
ajsts-4667	232	31	negativity	negativity	NOUN
ajsts-4667	232	32	,	,	PUNCT
ajsts-4667	232	33	indicating	indicate	VERB
ajsts-4667	232	34	a	a	DET
ajsts-4667	232	35	need	need	NOUN
ajsts-4667	232	36	for	for	ADP
ajsts-4667	232	37	more	more	ADJ
ajsts-4667	232	38	context	context	NOUN
ajsts-4667	232	39	-	-	PUNCT
ajsts-4667	232	40	sensitive	sensitive	ADJ
ajsts-4667	232	41	methods	method	NOUN
ajsts-4667	232	42	in	in	ADP
ajsts-4667	232	43	sentiment	sentiment	NOUN
ajsts-4667	232	44	analysis	analysis	NOUN
ajsts-4667	232	45	.	.	PUNCT
ajsts-4667	233	1	practical	practical	ADJ
ajsts-4667	233	2	implications	implication	NOUN
ajsts-4667	233	3	overly	overly	ADV
ajsts-4667	233	4	positive	positive	ADJ
ajsts-4667	233	5	predictions	prediction	NOUN
ajsts-4667	233	6	may	may	AUX
ajsts-4667	233	7	obscure	obscure	VERB
ajsts-4667	233	8	critical	critical	ADJ
ajsts-4667	233	9	user	user	NOUN
ajsts-4667	233	10	feedback	feedback	NOUN
ajsts-4667	233	11	,	,	PUNCT
ajsts-4667	233	12	compromising	compromise	VERB
ajsts-4667	233	13	effective	effective	ADJ
ajsts-4667	233	14	sentiment	sentiment	NOUN
ajsts-4667	233	15	monitoring	monitoring	NOUN
ajsts-4667	233	16	and	and	CCONJ
ajsts-4667	233	17	response	response	NOUN
ajsts-4667	233	18	.	.	PUNCT
ajsts-4667	234	1	telegram	telegram	NOUN
ajsts-4667	234	2	(	(	PUNCT
ajsts-4667	234	3	platform	platform	NOUN
ajsts-4667	234	4	management	management	NOUN
ajsts-4667	234	5	)	)	PUNCT
ajsts-4667	234	6	underestimating	underestimate	VERB
ajsts-4667	234	7	negative	negative	ADJ
ajsts-4667	234	8	sentiment	sentiment	NOUN
ajsts-4667	234	9	could	could	AUX
ajsts-4667	234	10	prevent	prevent	VERB
ajsts-4667	234	11	the	the	DET
ajsts-4667	234	12	timely	timely	ADJ
ajsts-4667	234	13	identification	identification	NOUN
ajsts-4667	234	14	of	of	ADP
ajsts-4667	234	15	emerging	emerge	VERB
ajsts-4667	234	16	user	user	NOUN
ajsts-4667	234	17	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	234	18	or	or	CCONJ
ajsts-4667	234	19	concerns	concern	NOUN
ajsts-4667	234	20	.	.	PUNCT
ajsts-4667	235	1	business	business	NOUN
ajsts-4667	235	2	analysts	analyst	NOUN
ajsts-4667	235	3	&	&	CCONJ
ajsts-4667	235	4	risk	risk	NOUN
ajsts-4667	235	5	managers	manager	NOUN
ajsts-4667	235	6	excessive	excessive	ADJ
ajsts-4667	235	7	positivity	positivity	NOUN
ajsts-4667	235	8	may	may	AUX
ajsts-4667	235	9	result	result	VERB
ajsts-4667	235	10	in	in	ADP
ajsts-4667	235	11	overlooked	overlook	VERB
ajsts-4667	235	12	reputational	reputational	ADJ
ajsts-4667	235	13	and	and	CCONJ
ajsts-4667	235	14	compliance	compliance	NOUN
ajsts-4667	235	15	risks	risk	NOUN
ajsts-4667	235	16	,	,	PUNCT
ajsts-4667	235	17	impairing	impair	VERB
ajsts-4667	235	18	strategic	strategic	ADJ
ajsts-4667	235	19	decision	decision	NOUN
ajsts-4667	235	20	-	-	PUNCT
ajsts-4667	235	21	making	make	VERB
ajsts-4667	235	22	accuracy	accuracy	NOUN
ajsts-4667	235	23	.	.	PUNCT
ajsts-4667	236	1	pa	pa	PROPN
ajsts-4667	236	2	ge	ge	PROPN
ajsts-4667	236	3	77	77	NUM
ajsts-4667	236	4	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	236	5	am	be	AUX
ajsts-4667	236	6	.	.	PUNCT
ajsts-4667	237	1	j.	j.	PROPN
ajsts-4667	237	2	smart	smart	PROPN
ajsts-4667	237	3	.	.	PUNCT
ajsts-4667	238	1	technol	technol	PROPN
ajsts-4667	238	2	.	.	PUNCT
ajsts-4667	238	3	solutions	solution	NOUN
ajsts-4667	238	4	4(1	4(1	NOUN
ajsts-4667	238	5	)	)	PUNCT
ajsts-4667	238	6	68	68	NUM
ajsts-4667	238	7	-	-	SYM
ajsts-4667	238	8	88	88	NUM
ajsts-4667	238	9	,	,	PUNCT
ajsts-4667	238	10	2025	2025	NUM
ajsts-4667	238	11	in	in	ADP
ajsts-4667	238	12	conclusion	conclusion	NOUN
ajsts-4667	238	13	,	,	PUNCT
ajsts-4667	238	14	the	the	DET
ajsts-4667	238	15	observed	observed	ADJ
ajsts-4667	238	16	sentiment	sentiment	NOUN
ajsts-4667	238	17	prediction	prediction	NOUN
ajsts-4667	238	18	bias	bias	NOUN
ajsts-4667	238	19	illustrates	illustrate	VERB
ajsts-4667	238	20	critical	critical	ADJ
ajsts-4667	238	21	methodological	methodological	ADJ
ajsts-4667	238	22	and	and	CCONJ
ajsts-4667	238	23	practical	practical	ADJ
ajsts-4667	238	24	limitations	limitation	NOUN
ajsts-4667	238	25	.	.	PUNCT
ajsts-4667	239	1	future	future	ADJ
ajsts-4667	239	2	efforts	effort	NOUN
ajsts-4667	239	3	in	in	ADP
ajsts-4667	239	4	sentiment	sentiment	NOUN
ajsts-4667	239	5	analysis	analysis	NOUN
ajsts-4667	239	6	should	should	AUX
ajsts-4667	239	7	aim	aim	VERB
ajsts-4667	239	8	for	for	ADP
ajsts-4667	239	9	a	a	DET
ajsts-4667	239	10	balanced	balanced	ADJ
ajsts-4667	239	11	representation	representation	NOUN
ajsts-4667	239	12	of	of	ADP
ajsts-4667	239	13	nuanced	nuanced	ADJ
ajsts-4667	239	14	negative	negative	ADJ
ajsts-4667	239	15	expressions	expression	NOUN
ajsts-4667	239	16	,	,	PUNCT
ajsts-4667	239	17	thereby	thereby	ADV
ajsts-4667	239	18	enabling	enable	VERB
ajsts-4667	239	19	more	more	ADV
ajsts-4667	239	20	accurate	accurate	ADJ
ajsts-4667	239	21	,	,	PUNCT
ajsts-4667	239	22	insightful	insightful	ADJ
ajsts-4667	239	23	,	,	PUNCT
ajsts-4667	239	24	and	and	CCONJ
ajsts-4667	239	25	responsive	responsive	ADJ
ajsts-4667	239	26	analysis	analysis	NOUN
ajsts-4667	239	27	of	of	ADP
ajsts-4667	239	28	public	public	ADJ
ajsts-4667	239	29	discourse	discourse	NOUN
ajsts-4667	239	30	in	in	ADP
ajsts-4667	239	31	digital	digital	ADJ
ajsts-4667	239	32	communication	communication	NOUN
ajsts-4667	239	33	environments	environment	NOUN
ajsts-4667	239	34	.	.	PUNCT
ajsts-4667	240	1	evaluation	evaluation	NOUN
ajsts-4667	240	2	of	of	ADP
ajsts-4667	240	3	model	model	NOUN
ajsts-4667	240	4	predictions	prediction	NOUN
ajsts-4667	240	5	to	to	PART
ajsts-4667	240	6	further	far	ADV
ajsts-4667	240	7	assess	assess	VERB
ajsts-4667	240	8	the	the	DET
ajsts-4667	240	9	performance	performance	NOUN
ajsts-4667	240	10	of	of	ADP
ajsts-4667	240	11	the	the	DET
ajsts-4667	240	12	logistic	logistic	ADJ
ajsts-4667	240	13	regression	regression	NOUN
ajsts-4667	240	14	model	model	NOUN
ajsts-4667	240	15	trained	train	VERB
ajsts-4667	240	16	using	use	VERB
ajsts-4667	240	17	tf	tf	PROPN
ajsts-4667	240	18	-	-	PUNCT
ajsts-4667	240	19	idf	idf	PROPN
ajsts-4667	240	20	features	feature	NOUN
ajsts-4667	240	21	,	,	PUNCT
ajsts-4667	240	22	we	we	PRON
ajsts-4667	240	23	compared	compare	VERB
ajsts-4667	240	24	its	its	PRON
ajsts-4667	240	25	predictions	prediction	NOUN
ajsts-4667	240	26	to	to	ADP
ajsts-4667	240	27	the	the	DET
ajsts-4667	240	28	original	original	ADJ
ajsts-4667	240	29	sentiment	sentiment	NOUN
ajsts-4667	240	30	labels	label	NOUN
ajsts-4667	240	31	produced	produce	VERB
ajsts-4667	240	32	by	by	ADP
ajsts-4667	240	33	the	the	DET
ajsts-4667	240	34	vader	vader	NOUN
ajsts-4667	240	35	analyzer	analyzer	NOUN
ajsts-4667	240	36	.	.	PUNCT
ajsts-4667	241	1	each	each	DET
ajsts-4667	241	2	comment	comment	NOUN
ajsts-4667	241	3	was	be	AUX
ajsts-4667	241	4	categorized	categorize	VERB
ajsts-4667	241	5	into	into	ADP
ajsts-4667	241	6	one	one	NUM
ajsts-4667	241	7	of	of	ADP
ajsts-4667	241	8	four	four	NUM
ajsts-4667	241	9	interpretation	interpretation	NOUN
ajsts-4667	241	10	types	type	NOUN
ajsts-4667	241	11	.	.	PUNCT
ajsts-4667	242	1	table	table	NOUN
ajsts-4667	242	2	11	11	NUM
ajsts-4667	242	3	provides	provide	VERB
ajsts-4667	242	4	a	a	DET
ajsts-4667	242	5	detailed	detailed	ADJ
ajsts-4667	242	6	explanation	explanation	NOUN
ajsts-4667	242	7	of	of	ADP
ajsts-4667	242	8	classification	classification	NOUN
ajsts-4667	242	9	outcomes	outcome	NOUN
ajsts-4667	242	10	generated	generate	VERB
ajsts-4667	242	11	by	by	ADP
ajsts-4667	242	12	the	the	DET
ajsts-4667	242	13	sentiment	sentiment	NOUN
ajsts-4667	242	14	analysis	analysis	NOUN
ajsts-4667	242	15	model	model	NOUN
ajsts-4667	242	16	(	(	PUNCT
ajsts-4667	242	17	tf	tf	PROPN
ajsts-4667	242	18	-	-	PUNCT
ajsts-4667	242	19	idf	idf	PROPN
ajsts-4667	242	20	vectorization	vectorization	NOUN
ajsts-4667	242	21	with	with	ADP
ajsts-4667	242	22	logistic	logistic	ADJ
ajsts-4667	242	23	regression	regression	NOUN
ajsts-4667	242	24	)	)	PUNCT
ajsts-4667	242	25	.	.	PUNCT
ajsts-4667	243	1	it	it	PRON
ajsts-4667	243	2	categorizes	categorize	VERB
ajsts-4667	243	3	the	the	DET
ajsts-4667	243	4	model	model	NOUN
ajsts-4667	243	5	’s	’s	PART
ajsts-4667	243	6	predictions	prediction	NOUN
ajsts-4667	243	7	into	into	ADP
ajsts-4667	243	8	four	four	NUM
ajsts-4667	243	9	distinct	distinct	ADJ
ajsts-4667	243	10	outcomes	outcome	NOUN
ajsts-4667	243	11	:	:	PUNCT
ajsts-4667	243	12	true	true	ADJ
ajsts-4667	243	13	positive	positive	ADJ
ajsts-4667	243	14	(	(	PUNCT
ajsts-4667	243	15	tp	tp	NOUN
ajsts-4667	243	16	)	)	PUNCT
ajsts-4667	243	17	,	,	PUNCT
ajsts-4667	243	18	true	true	ADJ
ajsts-4667	243	19	negative	negative	ADJ
ajsts-4667	243	20	(	(	PUNCT
ajsts-4667	243	21	tn	tn	NOUN
ajsts-4667	243	22	)	)	PUNCT
ajsts-4667	243	23	,	,	PUNCT
ajsts-4667	243	24	false	false	ADJ
ajsts-4667	243	25	positive	positive	ADJ
ajsts-4667	243	26	(	(	PUNCT
ajsts-4667	243	27	fp	fp	NOUN
ajsts-4667	243	28	)	)	PUNCT
ajsts-4667	243	29	,	,	PUNCT
ajsts-4667	243	30	and	and	CCONJ
ajsts-4667	243	31	false	false	ADJ
ajsts-4667	243	32	negative	negative	ADJ
ajsts-4667	243	33	(	(	PUNCT
ajsts-4667	243	34	fn	fn	NOUN
ajsts-4667	243	35	)	)	PUNCT
ajsts-4667	243	36	.	.	PUNCT
ajsts-4667	244	1	the	the	DET
ajsts-4667	244	2	true	true	ADJ
ajsts-4667	244	3	positive	positive	ADJ
ajsts-4667	244	4	category	category	NOUN
ajsts-4667	244	5	,	,	PUNCT
ajsts-4667	244	6	representing	represent	VERB
ajsts-4667	244	7	comments	comment	NOUN
ajsts-4667	244	8	correctly	correctly	ADV
ajsts-4667	244	9	predicted	predict	VERB
ajsts-4667	244	10	as	as	ADP
ajsts-4667	244	11	positive	positive	ADJ
ajsts-4667	244	12	,	,	PUNCT
ajsts-4667	244	13	has	have	VERB
ajsts-4667	244	14	the	the	DET
ajsts-4667	244	15	highest	high	ADJ
ajsts-4667	244	16	frequency	frequency	NOUN
ajsts-4667	244	17	with	with	ADP
ajsts-4667	244	18	375	375	NUM
ajsts-4667	244	19	observations	observation	NOUN
ajsts-4667	244	20	,	,	PUNCT
ajsts-4667	244	21	indicating	indicate	VERB
ajsts-4667	244	22	strong	strong	ADJ
ajsts-4667	244	23	model	model	NOUN
ajsts-4667	244	24	performance	performance	NOUN
ajsts-4667	244	25	in	in	ADP
ajsts-4667	244	26	identifying	identify	VERB
ajsts-4667	244	27	positive	positive	ADJ
ajsts-4667	244	28	sentiment	sentiment	NOUN
ajsts-4667	244	29	accurately	accurately	ADV
ajsts-4667	244	30	.	.	PUNCT
ajsts-4667	245	1	the	the	DET
ajsts-4667	245	2	true	true	ADJ
ajsts-4667	245	3	negative	negative	ADJ
ajsts-4667	245	4	category	category	NOUN
ajsts-4667	245	5	,	,	PUNCT
ajsts-4667	245	6	referring	refer	VERB
ajsts-4667	245	7	to	to	ADP
ajsts-4667	245	8	correctly	correctly	ADV
ajsts-4667	245	9	identified	identify	VERB
ajsts-4667	245	10	negative	negative	ADJ
ajsts-4667	245	11	comments	comment	NOUN
ajsts-4667	245	12	,	,	PUNCT
ajsts-4667	245	13	includes	include	VERB
ajsts-4667	245	14	191	191	NUM
ajsts-4667	245	15	observations	observation	NOUN
ajsts-4667	245	16	,	,	PUNCT
ajsts-4667	245	17	also	also	ADV
ajsts-4667	245	18	showing	show	VERB
ajsts-4667	245	19	robust	robust	ADJ
ajsts-4667	245	20	performance	performance	NOUN
ajsts-4667	245	21	for	for	ADP
ajsts-4667	245	22	negative	negative	ADJ
ajsts-4667	245	23	predictions	prediction	NOUN
ajsts-4667	245	24	.	.	PUNCT
ajsts-4667	246	1	conversely	conversely	ADV
ajsts-4667	246	2	,	,	PUNCT
ajsts-4667	246	3	the	the	DET
ajsts-4667	246	4	false	false	ADJ
ajsts-4667	246	5	positive	positive	ADJ
ajsts-4667	246	6	category	category	NOUN
ajsts-4667	246	7	—	—	PUNCT
ajsts-4667	246	8	comprising	comprise	VERB
ajsts-4667	246	9	65	65	NUM
ajsts-4667	246	10	comments	comment	NOUN
ajsts-4667	246	11	incorrectly	incorrectly	ADV
ajsts-4667	246	12	classified	classify	VERB
ajsts-4667	246	13	as	as	ADP
ajsts-4667	246	14	positive	positive	ADJ
ajsts-4667	246	15	despite	despite	SCONJ
ajsts-4667	246	16	being	be	AUX
ajsts-4667	246	17	labeled	label	VERB
ajsts-4667	246	18	negative	negative	ADJ
ajsts-4667	246	19	—	—	PUNCT
ajsts-4667	246	20	illustrates	illustrate	VERB
ajsts-4667	246	21	a	a	DET
ajsts-4667	246	22	tendency	tendency	NOUN
ajsts-4667	246	23	of	of	ADP
ajsts-4667	246	24	the	the	DET
ajsts-4667	246	25	model	model	NOUN
ajsts-4667	246	26	toward	toward	ADP
ajsts-4667	246	27	positivity	positivity	NOUN
ajsts-4667	246	28	bias	bias	NOUN
ajsts-4667	246	29	.	.	PUNCT
ajsts-4667	247	1	the	the	DET
ajsts-4667	247	2	false	false	ADJ
ajsts-4667	247	3	negative	negative	ADJ
ajsts-4667	247	4	outcome	outcome	NOUN
ajsts-4667	247	5	was	be	AUX
ajsts-4667	247	6	notably	notably	ADV
ajsts-4667	247	7	low	low	ADJ
ajsts-4667	247	8	,	,	PUNCT
ajsts-4667	247	9	with	with	ADP
ajsts-4667	247	10	only	only	ADV
ajsts-4667	247	11	a	a	DET
ajsts-4667	247	12	single	single	ADJ
ajsts-4667	247	13	comment	comment	NOUN
ajsts-4667	247	14	misclassified	misclassifie	VERB
ajsts-4667	247	15	as	as	ADP
ajsts-4667	247	16	negative	negative	ADJ
ajsts-4667	247	17	despite	despite	SCONJ
ajsts-4667	247	18	its	its	PRON
ajsts-4667	247	19	true	true	ADJ
ajsts-4667	247	20	positive	positive	ADJ
ajsts-4667	247	21	label	label	NOUN
ajsts-4667	247	22	,	,	PUNCT
ajsts-4667	247	23	reflecting	reflect	VERB
ajsts-4667	247	24	minimal	minimal	ADJ
ajsts-4667	247	25	risk	risk	NOUN
ajsts-4667	247	26	of	of	ADP
ajsts-4667	247	27	overlooking	overlook	VERB
ajsts-4667	247	28	genuinely	genuinely	ADV
ajsts-4667	247	29	positive	positive	ADJ
ajsts-4667	247	30	feedback	feedback	NOUN
ajsts-4667	247	31	.	.	PUNCT
ajsts-4667	248	1	collectively	collectively	ADV
ajsts-4667	248	2	,	,	PUNCT
ajsts-4667	248	3	these	these	DET
ajsts-4667	248	4	outcomes	outcome	NOUN
ajsts-4667	248	5	underscore	underscore	VERB
ajsts-4667	248	6	the	the	DET
ajsts-4667	248	7	model	model	NOUN
ajsts-4667	248	8	’s	’s	PART
ajsts-4667	248	9	overall	overall	ADJ
ajsts-4667	248	10	high	high	ADJ
ajsts-4667	248	11	accuracy	accuracy	NOUN
ajsts-4667	248	12	but	but	CCONJ
ajsts-4667	248	13	also	also	ADV
ajsts-4667	248	14	highlight	highlight	VERB
ajsts-4667	248	15	its	its	PRON
ajsts-4667	248	16	asymmetrical	asymmetrical	ADJ
ajsts-4667	248	17	performance	performance	NOUN
ajsts-4667	248	18	,	,	PUNCT
ajsts-4667	248	19	particularly	particularly	ADV
ajsts-4667	248	20	its	its	PRON
ajsts-4667	248	21	propensity	propensity	NOUN
ajsts-4667	248	22	to	to	PART
ajsts-4667	248	23	err	err	VERB
ajsts-4667	248	24	on	on	ADP
ajsts-4667	248	25	the	the	DET
ajsts-4667	248	26	side	side	NOUN
ajsts-4667	248	27	of	of	ADP
ajsts-4667	248	28	positive	positive	ADJ
ajsts-4667	248	29	sentiment	sentiment	NOUN
ajsts-4667	248	30	classification	classification	NOUN
ajsts-4667	248	31	.	.	PUNCT
ajsts-4667	249	1	such	such	ADJ
ajsts-4667	249	2	detailed	detailed	ADJ
ajsts-4667	249	3	classification	classification	NOUN
ajsts-4667	249	4	metrics	metric	NOUN
ajsts-4667	249	5	are	be	AUX
ajsts-4667	249	6	valuable	valuable	ADJ
ajsts-4667	249	7	for	for	ADP
ajsts-4667	249	8	identifying	identify	VERB
ajsts-4667	249	9	specific	specific	ADJ
ajsts-4667	249	10	areas	area	NOUN
ajsts-4667	249	11	for	for	ADP
ajsts-4667	249	12	methodological	methodological	ADJ
ajsts-4667	249	13	improvements	improvement	NOUN
ajsts-4667	249	14	and	and	CCONJ
ajsts-4667	249	15	for	for	ADP
ajsts-4667	249	16	understanding	understand	VERB
ajsts-4667	249	17	the	the	DET
ajsts-4667	249	18	practical	practical	ADJ
ajsts-4667	249	19	implications	implication	NOUN
ajsts-4667	249	20	of	of	ADP
ajsts-4667	249	21	deploying	deploy	VERB
ajsts-4667	249	22	this	this	DET
ajsts-4667	249	23	model	model	NOUN
ajsts-4667	249	24	in	in	ADP
ajsts-4667	249	25	real	real	ADJ
ajsts-4667	249	26	-	-	PUNCT
ajsts-4667	249	27	world	world	NOUN
ajsts-4667	249	28	sentiment	sentiment	NOUN
ajsts-4667	249	29	monitoring	monitor	VERB
ajsts-4667	249	30	contexts	context	NOUN
ajsts-4667	249	31	.	.	PUNCT
ajsts-4667	250	1	table	table	NOUN
ajsts-4667	250	2	12	12	NUM
ajsts-4667	250	3	presents	present	NOUN
ajsts-4667	250	4	and	and	CCONJ
ajsts-4667	250	5	visualize	visualize	VERB
ajsts-4667	250	6	in	in	ADP
ajsts-4667	250	7	figure	figure	NOUN
ajsts-4667	250	8	6	6	NUM
ajsts-4667	250	9	the	the	DET
ajsts-4667	250	10	distribution	distribution	NOUN
ajsts-4667	250	11	of	of	ADP
ajsts-4667	250	12	the	the	DET
ajsts-4667	250	13	logistic	logistic	ADJ
ajsts-4667	250	14	regression	regression	NOUN
ajsts-4667	250	15	model	model	NOUN
ajsts-4667	250	16	’s	’s	PART
ajsts-4667	250	17	prediction	prediction	NOUN
ajsts-4667	250	18	outcomes	outcome	NOUN
ajsts-4667	250	19	in	in	ADP
ajsts-4667	250	20	comparison	comparison	NOUN
ajsts-4667	250	21	with	with	ADP
ajsts-4667	250	22	the	the	DET
ajsts-4667	250	23	actual	actual	ADJ
ajsts-4667	250	24	sentiment	sentiment	NOUN
ajsts-4667	250	25	labels	label	NOUN
ajsts-4667	250	26	(	(	PUNCT
ajsts-4667	250	27	generated	generate	VERB
ajsts-4667	250	28	using	use	VERB
ajsts-4667	250	29	the	the	DET
ajsts-4667	250	30	vader	vader	NOUN
ajsts-4667	250	31	analyzer	analyzer	NOUN
ajsts-4667	250	32	)	)	PUNCT
ajsts-4667	250	33	.	.	PUNCT
ajsts-4667	251	1	as	as	SCONJ
ajsts-4667	251	2	illustrated	illustrate	VERB
ajsts-4667	251	3	,	,	PUNCT
ajsts-4667	251	4	the	the	DET
ajsts-4667	251	5	largest	large	ADJ
ajsts-4667	251	6	frequency	frequency	NOUN
ajsts-4667	251	7	occurred	occur	VERB
ajsts-4667	251	8	in	in	ADP
ajsts-4667	251	9	the	the	DET
ajsts-4667	251	10	true	true	ADJ
ajsts-4667	251	11	positive	positive	ADJ
ajsts-4667	251	12	(	(	PUNCT
ajsts-4667	251	13	correctly	correctly	ADV
ajsts-4667	251	14	predicted	predict	VERB
ajsts-4667	251	15	positive	positive	ADJ
ajsts-4667	251	16	)	)	PUNCT
ajsts-4667	251	17	category	category	NOUN
ajsts-4667	251	18	with	with	ADP
ajsts-4667	251	19	375	375	NUM
ajsts-4667	251	20	comments	comment	NOUN
ajsts-4667	251	21	,	,	PUNCT
ajsts-4667	251	22	followed	follow	VERB
ajsts-4667	251	23	by	by	ADP
ajsts-4667	251	24	the	the	DET
ajsts-4667	251	25	true	true	ADJ
ajsts-4667	251	26	negative	negative	ADJ
ajsts-4667	251	27	(	(	PUNCT
ajsts-4667	251	28	correctly	correctly	ADV
ajsts-4667	251	29	predicted	predict	VERB
ajsts-4667	251	30	negative	negative	ADJ
ajsts-4667	251	31	)	)	PUNCT
ajsts-4667	251	32	category	category	NOUN
ajsts-4667	251	33	at	at	ADP
ajsts-4667	251	34	191	191	NUM
ajsts-4667	251	35	comments	comment	NOUN
ajsts-4667	251	36	.	.	PUNCT
ajsts-4667	252	1	the	the	DET
ajsts-4667	252	2	false	false	ADJ
ajsts-4667	252	3	positive	positive	ADJ
ajsts-4667	252	4	category	category	NOUN
ajsts-4667	252	5	,	,	PUNCT
ajsts-4667	252	6	representing	represent	VERB
ajsts-4667	252	7	comments	comment	NOUN
ajsts-4667	252	8	incorrectly	incorrectly	ADV
ajsts-4667	252	9	identified	identify	VERB
ajsts-4667	252	10	as	as	ADP
ajsts-4667	252	11	positive	positive	ADJ
ajsts-4667	252	12	despite	despite	SCONJ
ajsts-4667	252	13	their	their	PRON
ajsts-4667	252	14	true	true	ADJ
ajsts-4667	252	15	negative	negative	ADJ
ajsts-4667	252	16	labeling	labeling	NOUN
ajsts-4667	252	17	,	,	PUNCT
ajsts-4667	252	18	had	have	VERB
ajsts-4667	252	19	a	a	DET
ajsts-4667	252	20	notable	notable	ADJ
ajsts-4667	252	21	presence	presence	NOUN
ajsts-4667	252	22	with	with	ADP
ajsts-4667	252	23	65	65	NUM
ajsts-4667	252	24	occurrences	occurrence	NOUN
ajsts-4667	252	25	.	.	PUNCT
ajsts-4667	253	1	conversely	conversely	ADV
ajsts-4667	253	2	,	,	PUNCT
ajsts-4667	253	3	the	the	DET
ajsts-4667	253	4	false	false	ADJ
ajsts-4667	253	5	negative	negative	ADJ
ajsts-4667	253	6	category	category	NOUN
ajsts-4667	253	7	exhibited	exhibit	VERB
ajsts-4667	253	8	minimal	minimal	ADJ
ajsts-4667	253	9	representation	representation	NOUN
ajsts-4667	253	10	with	with	ADP
ajsts-4667	253	11	only	only	ADV
ajsts-4667	253	12	a	a	DET
ajsts-4667	253	13	single	single	ADJ
ajsts-4667	253	14	occurrence	occurrence	NOUN
ajsts-4667	253	15	,	,	PUNCT
ajsts-4667	253	16	indicating	indicate	VERB
ajsts-4667	253	17	a	a	DET
ajsts-4667	253	18	very	very	ADV
ajsts-4667	253	19	low	low	ADJ
ajsts-4667	253	20	rate	rate	NOUN
ajsts-4667	253	21	of	of	ADP
ajsts-4667	253	22	incorrectly	incorrectly	ADV
ajsts-4667	253	23	identifying	identify	VERB
ajsts-4667	253	24	positive	positive	ADJ
ajsts-4667	253	25	comments	comment	NOUN
ajsts-4667	253	26	as	as	ADP
ajsts-4667	253	27	negative	negative	ADJ
ajsts-4667	253	28	.	.	PUNCT
ajsts-4667	253	29	examining	examine	VERB
ajsts-4667	253	30	specific	specific	ADJ
ajsts-4667	253	31	examples	example	NOUN
ajsts-4667	253	32	of	of	ADP
ajsts-4667	253	33	misclassification	misclassification	NOUN
ajsts-4667	253	34	provides	provide	VERB
ajsts-4667	253	35	further	further	ADJ
ajsts-4667	253	36	insight	insight	NOUN
ajsts-4667	253	37	into	into	ADP
ajsts-4667	253	38	the	the	DET
ajsts-4667	253	39	limitations	limitation	NOUN
ajsts-4667	253	40	of	of	ADP
ajsts-4667	253	41	the	the	DET
ajsts-4667	253	42	model	model	NOUN
ajsts-4667	253	43	.	.	PUNCT
ajsts-4667	254	1	for	for	ADP
ajsts-4667	254	2	instance	instance	NOUN
ajsts-4667	254	3	,	,	PUNCT
ajsts-4667	254	4	the	the	DET
ajsts-4667	254	5	comment	comment	NOUN
ajsts-4667	254	6	“	"	PUNCT
ajsts-4667	254	7	company	company	NOUN
ajsts-4667	254	8	’s	’s	PART
ajsts-4667	254	9	fault	fault	NOUN
ajsts-4667	254	10	someone	someone	PRON
ajsts-4667	254	11	stupid	stupid	ADJ
ajsts-4667	254	12	downloaded	download	VERB
ajsts-4667	254	13	personal	personal	ADJ
ajsts-4667	254	14	data	datum	NOUN
ajsts-4667	254	15	,	,	PUNCT
ajsts-4667	254	16	”	"	PUNCT
ajsts-4667	254	17	which	which	PRON
ajsts-4667	254	18	was	be	AUX
ajsts-4667	254	19	genuinely	genuinely	ADV
ajsts-4667	254	20	negative	negative	ADJ
ajsts-4667	254	21	(	(	PUNCT
ajsts-4667	254	22	true	true	ADJ
ajsts-4667	254	23	label	label	NOUN
ajsts-4667	254	24	:	:	PUNCT
ajsts-4667	254	25	negative	negative	ADJ
ajsts-4667	254	26	)	)	PUNCT
ajsts-4667	254	27	,	,	PUNCT
ajsts-4667	254	28	was	be	AUX
ajsts-4667	254	29	erroneously	erroneously	ADV
ajsts-4667	254	30	classified	classify	VERB
ajsts-4667	254	31	as	as	ADP
ajsts-4667	254	32	positive	positive	ADJ
ajsts-4667	254	33	(	(	PUNCT
ajsts-4667	254	34	false	false	ADJ
ajsts-4667	254	35	positive	positive	ADJ
ajsts-4667	254	36	)	)	PUNCT
ajsts-4667	254	37	.	.	PUNCT
ajsts-4667	255	1	additionally	additionally	ADV
ajsts-4667	255	2	,	,	PUNCT
ajsts-4667	255	3	the	the	DET
ajsts-4667	255	4	extremely	extremely	ADV
ajsts-4667	255	5	brief	brief	ADJ
ajsts-4667	255	6	and	and	CCONJ
ajsts-4667	255	7	contextually	contextually	ADV
ajsts-4667	255	8	ambiguous	ambiguous	ADJ
ajsts-4667	255	9	comment	comment	NOUN
ajsts-4667	255	10	“	"	PUNCT
ajsts-4667	255	11	‘s	‘s	PRON
ajsts-4667	255	12	really	really	ADV
ajsts-4667	255	13	”	"	PUNCT
ajsts-4667	255	14	was	be	AUX
ajsts-4667	255	15	similarly	similarly	ADV
ajsts-4667	255	16	misclassified	misclassifie	VERB
ajsts-4667	255	17	as	as	ADP
ajsts-4667	255	18	positive	positive	ADJ
ajsts-4667	255	19	,	,	PUNCT
ajsts-4667	255	20	despite	despite	SCONJ
ajsts-4667	255	21	its	its	PRON
ajsts-4667	255	22	original	original	ADJ
ajsts-4667	255	23	negative	negative	ADJ
ajsts-4667	255	24	label	label	NOUN
ajsts-4667	255	25	.	.	PUNCT
ajsts-4667	256	1	regulatory	regulatory	ADJ
ajsts-4667	256	2	stakeholders	stakeholder	NOUN
ajsts-4667	256	3	underrepresentation	underrepresentation	NOUN
ajsts-4667	256	4	of	of	ADP
ajsts-4667	256	5	negativity	negativity	NOUN
ajsts-4667	256	6	can	can	AUX
ajsts-4667	256	7	hinder	hinder	VERB
ajsts-4667	256	8	regulatory	regulatory	ADJ
ajsts-4667	256	9	insight	insight	NOUN
ajsts-4667	256	10	into	into	ADP
ajsts-4667	256	11	public	public	ADJ
ajsts-4667	256	12	concerns	concern	NOUN
ajsts-4667	256	13	,	,	PUNCT
ajsts-4667	256	14	reducing	reduce	VERB
ajsts-4667	256	15	effectiveness	effectiveness	NOUN
ajsts-4667	256	16	in	in	ADP
ajsts-4667	256	17	policy	policy	NOUN
ajsts-4667	256	18	and	and	CCONJ
ajsts-4667	256	19	oversight	oversight	NOUN
ajsts-4667	256	20	.	.	PUNCT
ajsts-4667	257	1	computational	computational	ADJ
ajsts-4667	257	2	linguists	linguist	NOUN
ajsts-4667	257	3	&	&	CCONJ
ajsts-4667	257	4	nlp	nlp	NOUN
ajsts-4667	257	5	researchers	researcher	NOUN
ajsts-4667	257	6	findings	finding	NOUN
ajsts-4667	257	7	emphasize	emphasize	VERB
ajsts-4667	257	8	the	the	DET
ajsts-4667	257	9	importance	importance	NOUN
ajsts-4667	257	10	of	of	ADP
ajsts-4667	257	11	developing	develop	VERB
ajsts-4667	257	12	advanced	advanced	ADJ
ajsts-4667	257	13	models	model	NOUN
ajsts-4667	257	14	sensitive	sensitive	ADJ
ajsts-4667	257	15	to	to	ADP
ajsts-4667	257	16	subtle	subtle	ADJ
ajsts-4667	257	17	linguistic	linguistic	ADJ
ajsts-4667	257	18	cues	cue	NOUN
ajsts-4667	257	19	associated	associate	VERB
ajsts-4667	257	20	with	with	ADP
ajsts-4667	257	21	negative	negative	ADJ
ajsts-4667	257	22	expressions	expression	NOUN
ajsts-4667	257	23	.	.	PUNCT
ajsts-4667	258	1	table	table	NOUN
ajsts-4667	258	2	11	11	NUM
ajsts-4667	258	3	:	:	PUNCT
ajsts-4667	258	4	explanation	explanation	NOUN
ajsts-4667	258	5	of	of	ADP
ajsts-4667	258	6	classification	classification	NOUN
ajsts-4667	258	7	outcomes	outcome	NOUN
ajsts-4667	258	8	for	for	ADP
ajsts-4667	258	9	model	model	NOUN
ajsts-4667	258	10	predictions	prediction	NOUN
ajsts-4667	258	11	prediction	prediction	NOUN
ajsts-4667	258	12	outcome	outcome	NOUN
ajsts-4667	258	13	interpretation	interpretation	NOUN
ajsts-4667	258	14	frequency	frequency	NOUN
ajsts-4667	258	15	✅	✅	PRON
ajsts-4667	258	16	true	true	ADJ
ajsts-4667	258	17	positive	positive	ADJ
ajsts-4667	258	18	(	(	PUNCT
ajsts-4667	258	19	tp	tp	NOUN
ajsts-4667	258	20	)	)	PUNCT
ajsts-4667	258	21	correctly	correctly	ADV
ajsts-4667	258	22	predicted	predict	VERB
ajsts-4667	258	23	positive	positive	ADJ
ajsts-4667	258	24	comment	comment	NOUN
ajsts-4667	258	25	375	375	NUM
ajsts-4667	258	26	✅	✅	ADJ
ajsts-4667	258	27	true	true	ADJ
ajsts-4667	258	28	negative	negative	ADJ
ajsts-4667	258	29	(	(	PUNCT
ajsts-4667	258	30	tn	tn	NOUN
ajsts-4667	258	31	)	)	PUNCT
ajsts-4667	258	32	correctly	correctly	ADV
ajsts-4667	258	33	predicted	predict	VERB
ajsts-4667	258	34	negative	negative	ADJ
ajsts-4667	258	35	comment	comment	NOUN
ajsts-4667	258	36	191	191	NUM
ajsts-4667	258	37	❌	❌	NOUN
ajsts-4667	258	38	false	false	ADJ
ajsts-4667	258	39	positive	positive	ADJ
ajsts-4667	258	40	(	(	PUNCT
ajsts-4667	258	41	fp	fp	NOUN
ajsts-4667	258	42	)	)	PUNCT
ajsts-4667	258	43	incorrectly	incorrectly	ADV
ajsts-4667	258	44	predicted	predict	VERB
ajsts-4667	258	45	positive	positive	ADJ
ajsts-4667	258	46	when	when	SCONJ
ajsts-4667	258	47	the	the	DET
ajsts-4667	258	48	true	true	ADJ
ajsts-4667	258	49	label	label	NOUN
ajsts-4667	258	50	was	be	AUX
ajsts-4667	258	51	negative	negative	ADJ
ajsts-4667	258	52	65	65	NUM
ajsts-4667	258	53	❌	❌	PROPN
ajsts-4667	258	54	false	false	ADJ
ajsts-4667	258	55	negative	negative	ADJ
ajsts-4667	258	56	(	(	PUNCT
ajsts-4667	258	57	fn	fn	NOUN
ajsts-4667	258	58	)	)	PUNCT
ajsts-4667	258	59	incorrectly	incorrectly	ADV
ajsts-4667	258	60	predicted	predict	VERB
ajsts-4667	258	61	negative	negative	ADJ
ajsts-4667	258	62	when	when	SCONJ
ajsts-4667	258	63	the	the	DET
ajsts-4667	258	64	true	true	ADJ
ajsts-4667	258	65	label	label	NOUN
ajsts-4667	258	66	was	be	AUX
ajsts-4667	258	67	positive	positive	ADJ
ajsts-4667	258	68	1	1	NUM
ajsts-4667	258	69	table	table	NOUN
ajsts-4667	258	70	12	12	NUM
ajsts-4667	258	71	:	:	PUNCT
ajsts-4667	258	72	example	example	NOUN
ajsts-4667	258	73	of	of	ADP
ajsts-4667	258	74	misclassified	misclassified	ADJ
ajsts-4667	258	75	comments	comment	NOUN
ajsts-4667	258	76	comment	comment	VERB
ajsts-4667	258	77	true	true	ADJ
ajsts-4667	258	78	label	label	NOUN
ajsts-4667	258	79	predicted	predict	VERB
ajsts-4667	258	80	“	"	PUNCT
ajsts-4667	258	81	company	company	NOUN
ajsts-4667	258	82	’s	’s	PART
ajsts-4667	258	83	fault	fault	NOUN
ajsts-4667	258	84	someone	someone	PRON
ajsts-4667	258	85	stupid	stupid	ADJ
ajsts-4667	258	86	downloaded	download	VERB
ajsts-4667	258	87	personal	personal	ADJ
ajsts-4667	258	88	data	datum	NOUN
ajsts-4667	258	89	.	.	PUNCT
ajsts-4667	258	90	”	"	PUNCT
ajsts-4667	259	1	0	0	NUM
ajsts-4667	259	2	(	(	PUNCT
ajsts-4667	259	3	negative	negative	ADJ
ajsts-4667	259	4	)	)	PUNCT
ajsts-4667	259	5	1	1	NUM
ajsts-4667	259	6	(	(	PUNCT
ajsts-4667	259	7	false	false	ADJ
ajsts-4667	259	8	positive	positive	ADJ
ajsts-4667	259	9	)	)	PUNCT
ajsts-4667	259	10	“	"	PUNCT
ajsts-4667	259	11	‘s	‘	VERB
ajsts-4667	259	12	really	really	ADV
ajsts-4667	259	13	.	.	PUNCT
ajsts-4667	259	14	”	"	PUNCT
ajsts-4667	260	1	0	0	NUM
ajsts-4667	260	2	(	(	PUNCT
ajsts-4667	260	3	negative	negative	ADJ
ajsts-4667	260	4	)	)	PUNCT
ajsts-4667	260	5	1	1	NUM
ajsts-4667	260	6	(	(	PUNCT
ajsts-4667	260	7	false	false	ADJ
ajsts-4667	260	8	positive	positive	ADJ
ajsts-4667	260	9	)	)	PUNCT
ajsts-4667	260	10	pa	pa	PROPN
ajsts-4667	260	11	ge	ge	PROPN
ajsts-4667	260	12	78	78	NUM
ajsts-4667	260	13	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	260	14	am	be	AUX
ajsts-4667	260	15	.	.	PUNCT
ajsts-4667	261	1	j.	j.	PROPN
ajsts-4667	261	2	smart	smart	PROPN
ajsts-4667	261	3	.	.	PUNCT
ajsts-4667	262	1	technol	technol	PROPN
ajsts-4667	262	2	.	.	PUNCT
ajsts-4667	262	3	solutions	solution	NOUN
ajsts-4667	262	4	4(1	4(1	NOUN
ajsts-4667	262	5	)	)	PUNCT
ajsts-4667	262	6	68	68	NUM
ajsts-4667	262	7	-	-	SYM
ajsts-4667	262	8	88	88	NUM
ajsts-4667	262	9	,	,	PUNCT
ajsts-4667	262	10	2025	2025	NUM
ajsts-4667	262	11	these	these	DET
ajsts-4667	262	12	misclassifications	misclassification	NOUN
ajsts-4667	262	13	exemplify	exemplify	VERB
ajsts-4667	262	14	common	common	ADJ
ajsts-4667	262	15	challenges	challenge	NOUN
ajsts-4667	262	16	faced	face	VERB
ajsts-4667	262	17	by	by	ADP
ajsts-4667	262	18	lexically	lexically	ADV
ajsts-4667	262	19	driven	drive	VERB
ajsts-4667	262	20	sentiment	sentiment	NOUN
ajsts-4667	262	21	analysis	analysis	NOUN
ajsts-4667	262	22	models	model	NOUN
ajsts-4667	262	23	,	,	PUNCT
ajsts-4667	262	24	particularly	particularly	ADV
ajsts-4667	262	25	in	in	ADP
ajsts-4667	262	26	interpreting	interpret	VERB
ajsts-4667	262	27	the	the	DET
ajsts-4667	262	28	nuanced	nuanced	ADJ
ajsts-4667	262	29	context	context	NOUN
ajsts-4667	262	30	,	,	PUNCT
ajsts-4667	262	31	implicit	implicit	ADJ
ajsts-4667	262	32	negativity	negativity	NOUN
ajsts-4667	262	33	,	,	PUNCT
ajsts-4667	262	34	or	or	CCONJ
ajsts-4667	262	35	the	the	DET
ajsts-4667	262	36	brevity	brevity	NOUN
ajsts-4667	262	37	frequently	frequently	ADV
ajsts-4667	262	38	encountered	encounter	VERB
ajsts-4667	262	39	in	in	ADP
ajsts-4667	262	40	usergenerated	usergenerated	ADJ
ajsts-4667	262	41	comments	comment	NOUN
ajsts-4667	262	42	.	.	PUNCT
ajsts-4667	263	1	such	such	ADJ
ajsts-4667	263	2	errors	error	NOUN
ajsts-4667	263	3	underscore	underscore	VERB
ajsts-4667	263	4	the	the	DET
ajsts-4667	263	5	need	need	NOUN
ajsts-4667	263	6	for	for	ADP
ajsts-4667	263	7	more	more	ADV
ajsts-4667	263	8	sophisticated	sophisticated	ADJ
ajsts-4667	263	9	,	,	PUNCT
ajsts-4667	263	10	context	context	NOUN
ajsts-4667	263	11	-	-	PUNCT
ajsts-4667	263	12	aware	aware	ADJ
ajsts-4667	263	13	models	model	NOUN
ajsts-4667	263	14	capable	capable	ADJ
ajsts-4667	263	15	of	of	ADP
ajsts-4667	263	16	accurately	accurately	ADV
ajsts-4667	263	17	capturing	capture	VERB
ajsts-4667	263	18	subtle	subtle	ADJ
ajsts-4667	263	19	or	or	CCONJ
ajsts-4667	263	20	implicit	implicit	ADJ
ajsts-4667	263	21	expressions	expression	NOUN
ajsts-4667	263	22	of	of	ADP
ajsts-4667	263	23	negative	negative	ADJ
ajsts-4667	263	24	sentiment	sentiment	NOUN
ajsts-4667	263	25	commonly	commonly	ADV
ajsts-4667	263	26	occurring	occur	VERB
ajsts-4667	263	27	in	in	ADP
ajsts-4667	263	28	digital	digital	ADJ
ajsts-4667	263	29	discourse	discourse	NOUN
ajsts-4667	263	30	.	.	PUNCT
ajsts-4667	264	1	these	these	DET
ajsts-4667	264	2	cases	case	NOUN
ajsts-4667	264	3	highlight	highlight	VERB
ajsts-4667	264	4	challenges	challenge	NOUN
ajsts-4667	264	5	in	in	ADP
ajsts-4667	264	6	interpreting	interpret	VERB
ajsts-4667	264	7	context	context	NOUN
ajsts-4667	264	8	or	or	CCONJ
ajsts-4667	264	9	brevity	brevity	NOUN
ajsts-4667	264	10	,	,	PUNCT
ajsts-4667	264	11	common	common	ADJ
ajsts-4667	264	12	in	in	ADP
ajsts-4667	264	13	reader	reader	NOUN
ajsts-4667	264	14	-	-	PUNCT
ajsts-4667	264	15	generated	generate	VERB
ajsts-4667	264	16	content	content	NOUN
ajsts-4667	264	17	.	.	PUNCT
ajsts-4667	265	1	the	the	DET
ajsts-4667	265	2	evaluation	evaluation	NOUN
ajsts-4667	265	3	of	of	ADP
ajsts-4667	265	4	the	the	DET
ajsts-4667	265	5	logistic	logistic	ADJ
ajsts-4667	265	6	regression	regression	NOUN
ajsts-4667	265	7	model	model	NOUN
ajsts-4667	265	8	trained	train	VERB
ajsts-4667	265	9	on	on	ADP
ajsts-4667	265	10	tf	tf	PROPN
ajsts-4667	265	11	-	-	PUNCT
ajsts-4667	265	12	idf	idf	PROPN
ajsts-4667	265	13	features	feature	NOUN
ajsts-4667	265	14	,	,	PUNCT
ajsts-4667	265	15	compared	compare	VERB
ajsts-4667	265	16	against	against	ADP
ajsts-4667	265	17	sentiment	sentiment	NOUN
ajsts-4667	265	18	labels	label	NOUN
ajsts-4667	265	19	originally	originally	ADV
ajsts-4667	265	20	produced	produce	VERB
ajsts-4667	265	21	by	by	ADP
ajsts-4667	265	22	the	the	DET
ajsts-4667	265	23	vader	vader	NOUN
ajsts-4667	265	24	analyzer	analyzer	NOUN
ajsts-4667	265	25	,	,	PUNCT
ajsts-4667	265	26	reveals	reveal	VERB
ajsts-4667	265	27	distinct	distinct	ADJ
ajsts-4667	265	28	strengths	strength	NOUN
ajsts-4667	265	29	and	and	CCONJ
ajsts-4667	265	30	limitations	limitation	NOUN
ajsts-4667	265	31	.	.	PUNCT
ajsts-4667	266	1	as	as	SCONJ
ajsts-4667	266	2	presented	present	VERB
ajsts-4667	266	3	in	in	ADP
ajsts-4667	266	4	tables	table	NOUN
ajsts-4667	266	5	11	11	NUM
ajsts-4667	266	6	and	and	CCONJ
ajsts-4667	266	7	12	12	NUM
ajsts-4667	266	8	,	,	PUNCT
ajsts-4667	266	9	and	and	CCONJ
ajsts-4667	266	10	visualized	visualize	VERB
ajsts-4667	266	11	in	in	ADP
ajsts-4667	266	12	figure	figure	NOUN
ajsts-4667	266	13	6	6	NUM
ajsts-4667	266	14	,	,	PUNCT
ajsts-4667	266	15	the	the	DET
ajsts-4667	266	16	model	model	NOUN
ajsts-4667	266	17	demonstrated	demonstrate	VERB
ajsts-4667	266	18	strong	strong	ADJ
ajsts-4667	266	19	performance	performance	NOUN
ajsts-4667	266	20	in	in	ADP
ajsts-4667	266	21	correctly	correctly	ADV
ajsts-4667	266	22	classifying	classify	VERB
ajsts-4667	266	23	positive	positive	ADJ
ajsts-4667	266	24	sentiment	sentiment	NOUN
ajsts-4667	266	25	(	(	PUNCT
ajsts-4667	266	26	375	375	NUM
ajsts-4667	266	27	true	true	ADJ
ajsts-4667	266	28	positives	positive	NOUN
ajsts-4667	266	29	)	)	PUNCT
ajsts-4667	266	30	and	and	CCONJ
ajsts-4667	266	31	negative	negative	ADJ
ajsts-4667	266	32	sentiment	sentiment	NOUN
ajsts-4667	266	33	(	(	PUNCT
ajsts-4667	266	34	191	191	NUM
ajsts-4667	266	35	true	true	ADJ
ajsts-4667	266	36	negatives	negative	NOUN
ajsts-4667	266	37	)	)	PUNCT
ajsts-4667	266	38	,	,	PUNCT
ajsts-4667	266	39	reflecting	reflect	VERB
ajsts-4667	266	40	overall	overall	ADJ
ajsts-4667	266	41	high	high	ADJ
ajsts-4667	266	42	predictive	predictive	ADJ
ajsts-4667	266	43	accuracy	accuracy	NOUN
ajsts-4667	266	44	.	.	PUNCT
ajsts-4667	267	1	however	however	ADV
ajsts-4667	267	2	,	,	PUNCT
ajsts-4667	267	3	the	the	DET
ajsts-4667	267	4	presence	presence	NOUN
ajsts-4667	267	5	of	of	ADP
ajsts-4667	267	6	65	65	NUM
ajsts-4667	267	7	false	false	ADJ
ajsts-4667	267	8	positives	positive	NOUN
ajsts-4667	267	9	—	—	PUNCT
ajsts-4667	267	10	negative	negative	ADJ
ajsts-4667	267	11	comments	comment	NOUN
ajsts-4667	267	12	incorrectly	incorrectly	ADV
ajsts-4667	267	13	classified	classify	VERB
ajsts-4667	267	14	as	as	ADP
ajsts-4667	267	15	positive	positive	ADJ
ajsts-4667	267	16	—	—	PUNCT
ajsts-4667	267	17	illustrates	illustrate	VERB
ajsts-4667	267	18	a	a	DET
ajsts-4667	267	19	clear	clear	ADJ
ajsts-4667	267	20	positivity	positivity	NOUN
ajsts-4667	267	21	bias	bias	NOUN
ajsts-4667	267	22	in	in	ADP
ajsts-4667	267	23	the	the	DET
ajsts-4667	267	24	model	model	NOUN
ajsts-4667	267	25	’s	’s	PART
ajsts-4667	267	26	classification	classification	NOUN
ajsts-4667	267	27	approach	approach	NOUN
ajsts-4667	267	28	.	.	PUNCT
ajsts-4667	268	1	notably	notably	ADV
ajsts-4667	268	2	,	,	PUNCT
ajsts-4667	268	3	the	the	DET
ajsts-4667	268	4	occurrence	occurrence	NOUN
ajsts-4667	268	5	of	of	ADP
ajsts-4667	268	6	false	false	ADJ
ajsts-4667	268	7	negatives	negative	NOUN
ajsts-4667	268	8	was	be	AUX
ajsts-4667	268	9	minimal	minimal	ADJ
ajsts-4667	268	10	,	,	PUNCT
ajsts-4667	268	11	with	with	ADP
ajsts-4667	268	12	only	only	ADV
ajsts-4667	268	13	one	one	NUM
ajsts-4667	268	14	instance	instance	NOUN
ajsts-4667	268	15	of	of	ADP
ajsts-4667	268	16	misclassification	misclassification	NOUN
ajsts-4667	268	17	.	.	PUNCT
ajsts-4667	269	1	specific	specific	ADJ
ajsts-4667	269	2	misclassified	misclassifie	VERB
ajsts-4667	269	3	examples	example	NOUN
ajsts-4667	269	4	,	,	PUNCT
ajsts-4667	269	5	such	such	ADJ
ajsts-4667	269	6	as	as	ADP
ajsts-4667	269	7	the	the	DET
ajsts-4667	269	8	nuanced	nuanced	ADJ
ajsts-4667	269	9	negative	negative	ADJ
ajsts-4667	269	10	comment	comment	NOUN
ajsts-4667	269	11	,	,	PUNCT
ajsts-4667	269	12	“	"	PUNCT
ajsts-4667	269	13	company	company	NOUN
ajsts-4667	269	14	’s	’s	PART
ajsts-4667	269	15	fault	fault	NOUN
ajsts-4667	269	16	someone	someone	PRON
ajsts-4667	269	17	stupid	stupid	ADJ
ajsts-4667	269	18	downloaded	download	VERB
ajsts-4667	269	19	personal	personal	ADJ
ajsts-4667	269	20	data	datum	NOUN
ajsts-4667	269	21	,	,	PUNCT
ajsts-4667	269	22	”	"	PUNCT
ajsts-4667	269	23	and	and	CCONJ
ajsts-4667	269	24	the	the	DET
ajsts-4667	269	25	brief	brief	ADJ
ajsts-4667	269	26	,	,	PUNCT
ajsts-4667	269	27	ambiguous	ambiguous	ADJ
ajsts-4667	269	28	expression	expression	NOUN
ajsts-4667	269	29	“	"	PUNCT
ajsts-4667	269	30	‘s	‘s	NOUN
ajsts-4667	269	31	really	really	ADV
ajsts-4667	269	32	,	,	PUNCT
ajsts-4667	269	33	”	"	PUNCT
ajsts-4667	269	34	further	far	ADV
ajsts-4667	269	35	illustrate	illustrate	VERB
ajsts-4667	269	36	common	common	ADJ
ajsts-4667	269	37	difficulties	difficulty	NOUN
ajsts-4667	269	38	encountered	encounter	VERB
ajsts-4667	269	39	by	by	ADP
ajsts-4667	269	40	lexically	lexically	ADV
ajsts-4667	269	41	-	-	PUNCT
ajsts-4667	269	42	oriented	orient	VERB
ajsts-4667	269	43	sentiment	sentiment	NOUN
ajsts-4667	269	44	analysis	analysis	NOUN
ajsts-4667	269	45	methods	method	NOUN
ajsts-4667	269	46	in	in	ADP
ajsts-4667	269	47	accurately	accurately	ADV
ajsts-4667	269	48	interpreting	interpret	VERB
ajsts-4667	269	49	subtlety	subtlety	NOUN
ajsts-4667	269	50	,	,	PUNCT
ajsts-4667	269	51	brevity	brevity	NOUN
ajsts-4667	269	52	,	,	PUNCT
ajsts-4667	269	53	irony	irony	NOUN
ajsts-4667	269	54	,	,	PUNCT
ajsts-4667	269	55	or	or	CCONJ
ajsts-4667	269	56	implicit	implicit	ADJ
ajsts-4667	269	57	negativity	negativity	NOUN
ajsts-4667	269	58	commonly	commonly	ADV
ajsts-4667	269	59	found	find	VERB
ajsts-4667	269	60	in	in	ADP
ajsts-4667	269	61	reader	reader	NOUN
ajsts-4667	269	62	-	-	PUNCT
ajsts-4667	269	63	generated	generate	VERB
ajsts-4667	269	64	comments	comment	NOUN
ajsts-4667	269	65	.	.	PUNCT
ajsts-4667	270	1	these	these	DET
ajsts-4667	270	2	observations	observation	NOUN
ajsts-4667	270	3	collectively	collectively	ADV
ajsts-4667	270	4	highlight	highlight	VERB
ajsts-4667	270	5	the	the	DET
ajsts-4667	270	6	practical	practical	ADJ
ajsts-4667	270	7	necessity	necessity	NOUN
ajsts-4667	270	8	and	and	CCONJ
ajsts-4667	270	9	methodological	methodological	ADJ
ajsts-4667	270	10	importance	importance	NOUN
ajsts-4667	270	11	of	of	ADP
ajsts-4667	270	12	adopting	adopt	VERB
ajsts-4667	270	13	more	more	ADV
ajsts-4667	270	14	advanced	advanced	ADJ
ajsts-4667	270	15	,	,	PUNCT
ajsts-4667	270	16	context	context	NOUN
ajsts-4667	270	17	-	-	PUNCT
ajsts-4667	270	18	sensitive	sensitive	ADJ
ajsts-4667	270	19	analytical	analytical	ADJ
ajsts-4667	270	20	frameworks	framework	NOUN
ajsts-4667	270	21	,	,	PUNCT
ajsts-4667	270	22	particularly	particularly	ADV
ajsts-4667	270	23	in	in	ADP
ajsts-4667	270	24	sentiment	sentiment	NOUN
ajsts-4667	270	25	analysis	analysis	NOUN
ajsts-4667	270	26	tasks	task	NOUN
ajsts-4667	270	27	involving	involve	VERB
ajsts-4667	270	28	nuanced	nuanced	ADJ
ajsts-4667	270	29	or	or	CCONJ
ajsts-4667	270	30	implicitly	implicitly	ADV
ajsts-4667	270	31	expressed	express	VERB
ajsts-4667	270	32	opinions	opinion	NOUN
ajsts-4667	270	33	.	.	PUNCT
ajsts-4667	271	1	implications	implication	NOUN
ajsts-4667	271	2	the	the	DET
ajsts-4667	271	3	observed	observed	ADJ
ajsts-4667	271	4	classification	classification	NOUN
ajsts-4667	271	5	outcomes	outcome	NOUN
ajsts-4667	271	6	and	and	CCONJ
ajsts-4667	271	7	misclassifications	misclassification	NOUN
ajsts-4667	271	8	carry	carry	VERB
ajsts-4667	271	9	several	several	ADJ
ajsts-4667	271	10	critical	critical	ADJ
ajsts-4667	271	11	methodological	methodological	ADJ
ajsts-4667	271	12	and	and	CCONJ
ajsts-4667	271	13	practical	practical	ADJ
ajsts-4667	271	14	implications	implication	NOUN
ajsts-4667	271	15	for	for	ADP
ajsts-4667	271	16	sentiment	sentiment	NOUN
ajsts-4667	271	17	analysis	analysis	NOUN
ajsts-4667	271	18	applications	application	NOUN
ajsts-4667	271	19	:	:	PUNCT
ajsts-4667	271	20	the	the	DET
ajsts-4667	271	21	positivity	positivity	NOUN
ajsts-4667	271	22	bias	bias	NOUN
ajsts-4667	271	23	reflected	reflect	VERB
ajsts-4667	271	24	by	by	ADP
ajsts-4667	271	25	the	the	DET
ajsts-4667	271	26	model	model	NOUN
ajsts-4667	271	27	’s	’s	PART
ajsts-4667	271	28	higher	high	ADJ
ajsts-4667	271	29	rate	rate	NOUN
ajsts-4667	271	30	of	of	ADP
ajsts-4667	271	31	false	false	ADJ
ajsts-4667	271	32	positives	positive	NOUN
ajsts-4667	271	33	suggests	suggest	VERB
ajsts-4667	271	34	limitations	limitation	NOUN
ajsts-4667	271	35	inherent	inherent	ADJ
ajsts-4667	271	36	to	to	PART
ajsts-4667	271	37	lexically	lexically	ADV
ajsts-4667	271	38	driven	drive	VERB
ajsts-4667	271	39	tf	tf	PROPN
ajsts-4667	271	40	-	-	PUNCT
ajsts-4667	271	41	idf	idf	PROPN
ajsts-4667	271	42	approaches	approach	NOUN
ajsts-4667	271	43	,	,	PUNCT
ajsts-4667	271	44	which	which	PRON
ajsts-4667	271	45	fail	fail	VERB
ajsts-4667	271	46	to	to	PART
ajsts-4667	271	47	adequately	adequately	ADV
ajsts-4667	271	48	capture	capture	VERB
ajsts-4667	271	49	subtle	subtle	ADJ
ajsts-4667	271	50	linguistic	linguistic	ADJ
ajsts-4667	271	51	nuances	nuance	NOUN
ajsts-4667	271	52	,	,	PUNCT
ajsts-4667	271	53	contextually	contextually	ADV
ajsts-4667	271	54	embedded	embed	VERB
ajsts-4667	271	55	negativity	negativity	NOUN
ajsts-4667	271	56	,	,	PUNCT
ajsts-4667	271	57	or	or	CCONJ
ajsts-4667	271	58	ambiguous	ambiguous	ADJ
ajsts-4667	271	59	user	user	NOUN
ajsts-4667	271	60	-	-	PUNCT
ajsts-4667	271	61	generated	generate	VERB
ajsts-4667	271	62	expressions	expression	NOUN
ajsts-4667	271	63	.	.	PUNCT
ajsts-4667	272	1	consequently	consequently	ADV
ajsts-4667	272	2	,	,	PUNCT
ajsts-4667	272	3	sentiment	sentiment	NOUN
ajsts-4667	272	4	models	model	NOUN
ajsts-4667	272	5	should	should	AUX
ajsts-4667	272	6	integrate	integrate	VERB
ajsts-4667	272	7	more	more	ADV
ajsts-4667	272	8	contextually	contextually	ADV
ajsts-4667	272	9	sophisticated	sophisticated	ADJ
ajsts-4667	272	10	approaches	approach	NOUN
ajsts-4667	272	11	,	,	PUNCT
ajsts-4667	272	12	including	include	VERB
ajsts-4667	272	13	neural	neural	ADJ
ajsts-4667	272	14	network	network	NOUN
ajsts-4667	272	15	-	-	PUNCT
ajsts-4667	272	16	based	base	VERB
ajsts-4667	272	17	or	or	CCONJ
ajsts-4667	272	18	transformer	transformer	NOUN
ajsts-4667	272	19	models	model	NOUN
ajsts-4667	272	20	,	,	PUNCT
ajsts-4667	272	21	which	which	PRON
ajsts-4667	272	22	are	be	AUX
ajsts-4667	272	23	capable	capable	ADJ
ajsts-4667	272	24	of	of	ADP
ajsts-4667	272	25	better	well	ADV
ajsts-4667	272	26	representing	represent	VERB
ajsts-4667	272	27	nuanced	nuanced	ADJ
ajsts-4667	272	28	linguistic	linguistic	ADJ
ajsts-4667	272	29	features	feature	NOUN
ajsts-4667	272	30	such	such	ADJ
ajsts-4667	272	31	as	as	ADP
ajsts-4667	272	32	irony	irony	NOUN
ajsts-4667	272	33	,	,	PUNCT
ajsts-4667	272	34	sarcasm	sarcasm	NOUN
ajsts-4667	272	35	,	,	PUNCT
ajsts-4667	272	36	implicit	implicit	ADJ
ajsts-4667	272	37	negativity	negativity	NOUN
ajsts-4667	272	38	,	,	PUNCT
ajsts-4667	272	39	and	and	CCONJ
ajsts-4667	272	40	brevity	brevity	NOUN
ajsts-4667	272	41	that	that	PRON
ajsts-4667	272	42	characterize	characterize	VERB
ajsts-4667	272	43	authentic	authentic	ADJ
ajsts-4667	272	44	digital	digital	ADJ
ajsts-4667	272	45	discourse	discourse	NOUN
ajsts-4667	272	46	.	.	PUNCT
ajsts-4667	273	1	for	for	ADP
ajsts-4667	273	2	real	real	ADJ
ajsts-4667	273	3	-	-	PUNCT
ajsts-4667	273	4	world	world	NOUN
ajsts-4667	273	5	monitoring	monitoring	NOUN
ajsts-4667	273	6	applications	application	NOUN
ajsts-4667	273	7	—	—	PUNCT
ajsts-4667	273	8	such	such	ADJ
ajsts-4667	273	9	as	as	ADP
ajsts-4667	273	10	content	content	NOUN
ajsts-4667	273	11	moderation	moderation	NOUN
ajsts-4667	273	12	or	or	CCONJ
ajsts-4667	273	13	sentiment	sentiment	NOUN
ajsts-4667	273	14	dashboards	dashboard	NOUN
ajsts-4667	273	15	—	—	PUNCT
ajsts-4667	273	16	this	this	DET
ajsts-4667	273	17	positivity	positivity	NOUN
ajsts-4667	273	18	bias	bias	NOUN
ajsts-4667	273	19	may	may	AUX
ajsts-4667	273	20	result	result	VERB
ajsts-4667	273	21	in	in	ADP
ajsts-4667	273	22	an	an	DET
ajsts-4667	273	23	underestimation	underestimation	NOUN
ajsts-4667	273	24	of	of	ADP
ajsts-4667	273	25	critical	critical	ADJ
ajsts-4667	273	26	user	user	NOUN
ajsts-4667	273	27	feedback	feedback	NOUN
ajsts-4667	273	28	,	,	PUNCT
ajsts-4667	273	29	potentially	potentially	ADV
ajsts-4667	273	30	limiting	limit	VERB
ajsts-4667	273	31	the	the	DET
ajsts-4667	273	32	accuracy	accuracy	NOUN
ajsts-4667	273	33	of	of	ADP
ajsts-4667	273	34	strategic	strategic	ADJ
ajsts-4667	273	35	decisions	decision	NOUN
ajsts-4667	273	36	made	make	VERB
ajsts-4667	273	37	by	by	ADP
ajsts-4667	273	38	platforms	platform	NOUN
ajsts-4667	273	39	,	,	PUNCT
ajsts-4667	273	40	businesses	business	NOUN
ajsts-4667	273	41	,	,	PUNCT
ajsts-4667	273	42	or	or	CCONJ
ajsts-4667	273	43	regulatory	regulatory	ADJ
ajsts-4667	273	44	bodies	body	NOUN
ajsts-4667	273	45	.	.	PUNCT
ajsts-4667	274	1	the	the	DET
ajsts-4667	274	2	model	model	NOUN
ajsts-4667	274	3	’s	’s	PART
ajsts-4667	274	4	conservative	conservative	ADJ
ajsts-4667	274	5	approach	approach	NOUN
ajsts-4667	274	6	toward	toward	ADP
ajsts-4667	274	7	negative	negative	ADJ
ajsts-4667	274	8	sentiment	sentiment	NOUN
ajsts-4667	274	9	may	may	AUX
ajsts-4667	274	10	inadvertently	inadvertently	ADV
ajsts-4667	274	11	lead	lead	VERB
ajsts-4667	274	12	stakeholders	stakeholder	NOUN
ajsts-4667	274	13	to	to	PART
ajsts-4667	274	14	overlook	overlook	VERB
ajsts-4667	274	15	emerging	emerge	VERB
ajsts-4667	274	16	concerns	concern	NOUN
ajsts-4667	274	17	or	or	CCONJ
ajsts-4667	274	18	grievances	grievance	NOUN
ajsts-4667	274	19	expressed	express	VERB
ajsts-4667	274	20	subtly	subtly	ADV
ajsts-4667	274	21	or	or	CCONJ
ajsts-4667	274	22	implicitly	implicitly	ADV
ajsts-4667	274	23	by	by	ADP
ajsts-4667	274	24	users	user	NOUN
ajsts-4667	274	25	.	.	PUNCT
ajsts-4667	275	1	telegram	telegram	PROPN
ajsts-4667	275	2	’s	’s	PART
ajsts-4667	275	3	reliance	reliance	NOUN
ajsts-4667	275	4	on	on	ADP
ajsts-4667	275	5	similarly	similarly	ADV
ajsts-4667	275	6	biased	biased	ADJ
ajsts-4667	275	7	sentiment	sentiment	NOUN
ajsts-4667	275	8	classification	classification	NOUN
ajsts-4667	275	9	models	model	NOUN
ajsts-4667	275	10	could	could	AUX
ajsts-4667	275	11	obscure	obscure	VERB
ajsts-4667	275	12	critical	critical	ADJ
ajsts-4667	275	13	or	or	CCONJ
ajsts-4667	275	14	dissatisfied	dissatisfied	ADJ
ajsts-4667	275	15	user	user	NOUN
ajsts-4667	275	16	feedback	feedback	NOUN
ajsts-4667	275	17	,	,	PUNCT
ajsts-4667	275	18	thereby	thereby	ADV
ajsts-4667	275	19	negatively	negatively	ADV
ajsts-4667	275	20	impacting	impact	VERB
ajsts-4667	275	21	the	the	DET
ajsts-4667	275	22	platform	platform	NOUN
ajsts-4667	275	23	’s	’s	PART
ajsts-4667	275	24	ability	ability	NOUN
ajsts-4667	275	25	to	to	PART
ajsts-4667	275	26	accurately	accurately	ADV
ajsts-4667	275	27	gauge	gauge	VERB
ajsts-4667	275	28	user	user	NOUN
ajsts-4667	275	29	perceptions	perception	NOUN
ajsts-4667	275	30	,	,	PUNCT
ajsts-4667	275	31	intervene	intervene	VERB
ajsts-4667	275	32	effectively	effectively	ADV
ajsts-4667	275	33	in	in	ADP
ajsts-4667	275	34	user	user	NOUN
ajsts-4667	275	35	concerns	concern	NOUN
ajsts-4667	275	36	,	,	PUNCT
ajsts-4667	275	37	or	or	CCONJ
ajsts-4667	275	38	strategically	strategically	ADV
ajsts-4667	275	39	respond	respond	VERB
ajsts-4667	275	40	to	to	ADP
ajsts-4667	275	41	emerging	emerge	VERB
ajsts-4667	275	42	user	user	NOUN
ajsts-4667	275	43	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	275	44	.	.	PUNCT
ajsts-4667	276	1	such	such	ADJ
ajsts-4667	276	2	oversight	oversight	NOUN
ajsts-4667	276	3	may	may	AUX
ajsts-4667	276	4	ultimately	ultimately	ADV
ajsts-4667	276	5	compromise	compromise	VERB
ajsts-4667	276	6	user	user	NOUN
ajsts-4667	276	7	trust	trust	PROPN
ajsts-4667	276	8	,	,	PUNCT
ajsts-4667	276	9	retention	retention	NOUN
ajsts-4667	276	10	,	,	PUNCT
ajsts-4667	276	11	and	and	CCONJ
ajsts-4667	276	12	satisfaction	satisfaction	NOUN
ajsts-4667	276	13	.	.	PUNCT
ajsts-4667	277	1	the	the	DET
ajsts-4667	277	2	positivity	positivity	NOUN
ajsts-4667	277	3	bias	bias	NOUN
ajsts-4667	277	4	may	may	AUX
ajsts-4667	277	5	represent	represent	VERB
ajsts-4667	277	6	a	a	DET
ajsts-4667	277	7	blind	blind	ADJ
ajsts-4667	277	8	spot	spot	NOUN
ajsts-4667	277	9	in	in	ADP
ajsts-4667	277	10	identifying	identify	VERB
ajsts-4667	277	11	reputational	reputational	ADJ
ajsts-4667	277	12	or	or	CCONJ
ajsts-4667	277	13	compliance	compliance	NOUN
ajsts-4667	277	14	-	-	PUNCT
ajsts-4667	277	15	related	relate	VERB
ajsts-4667	277	16	risks	risk	NOUN
ajsts-4667	277	17	.	.	PUNCT
ajsts-4667	278	1	figure	figure	VERB
ajsts-4667	278	2	4	4	NUM
ajsts-4667	278	3	:	:	PUNCT
ajsts-4667	278	4	interpretation	interpretation	NOUN
ajsts-4667	278	5	of	of	ADP
ajsts-4667	278	6	model	model	NOUN
ajsts-4667	278	7	predictions	prediction	NOUN
ajsts-4667	278	8	vs.	vs.	ADP
ajsts-4667	278	9	actual	actual	ADJ
ajsts-4667	278	10	sentiment	sentiment	NOUN
ajsts-4667	278	11	labels	label	VERB
ajsts-4667	278	12	pa	pa	PROPN
ajsts-4667	278	13	ge	ge	PROPN
ajsts-4667	278	14	79	79	NUM
ajsts-4667	278	15	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	278	16	am	be	AUX
ajsts-4667	278	17	.	.	PUNCT
ajsts-4667	279	1	j.	j.	PROPN
ajsts-4667	279	2	smart	smart	PROPN
ajsts-4667	279	3	.	.	PUNCT
ajsts-4667	280	1	technol	technol	PROPN
ajsts-4667	280	2	.	.	PUNCT
ajsts-4667	280	3	solutions	solution	NOUN
ajsts-4667	280	4	4(1	4(1	NOUN
ajsts-4667	280	5	)	)	PUNCT
ajsts-4667	280	6	68	68	NUM
ajsts-4667	280	7	-	-	SYM
ajsts-4667	280	8	88	88	NUM
ajsts-4667	280	9	,	,	PUNCT
ajsts-4667	280	10	2025	2025	NUM
ajsts-4667	280	11	overlooking	overlook	VERB
ajsts-4667	280	12	negative	negative	ADJ
ajsts-4667	280	13	sentiment	sentiment	NOUN
ajsts-4667	280	14	due	due	ADP
ajsts-4667	280	15	to	to	ADP
ajsts-4667	280	16	misclassification	misclassification	NOUN
ajsts-4667	280	17	can	can	AUX
ajsts-4667	280	18	hinder	hinder	VERB
ajsts-4667	280	19	the	the	DET
ajsts-4667	280	20	timely	timely	ADJ
ajsts-4667	280	21	detection	detection	NOUN
ajsts-4667	280	22	and	and	CCONJ
ajsts-4667	280	23	response	response	NOUN
ajsts-4667	280	24	to	to	ADP
ajsts-4667	280	25	potential	potential	ADJ
ajsts-4667	280	26	issues	issue	NOUN
ajsts-4667	280	27	,	,	PUNCT
ajsts-4667	280	28	controversies	controversy	NOUN
ajsts-4667	280	29	,	,	PUNCT
ajsts-4667	280	30	or	or	CCONJ
ajsts-4667	280	31	public	public	ADJ
ajsts-4667	280	32	relations	relation	NOUN
ajsts-4667	280	33	risks	risk	NOUN
ajsts-4667	280	34	,	,	PUNCT
ajsts-4667	280	35	thus	thus	ADV
ajsts-4667	280	36	potentially	potentially	ADV
ajsts-4667	280	37	damaging	damage	VERB
ajsts-4667	280	38	the	the	DET
ajsts-4667	280	39	organization	organization	NOUN
ajsts-4667	280	40	’s	’s	PART
ajsts-4667	280	41	reputation	reputation	NOUN
ajsts-4667	280	42	or	or	CCONJ
ajsts-4667	280	43	compliance	compliance	NOUN
ajsts-4667	280	44	standing	standing	NOUN
ajsts-4667	280	45	.	.	PUNCT
ajsts-4667	281	1	if	if	SCONJ
ajsts-4667	281	2	regulatory	regulatory	ADJ
ajsts-4667	281	3	authorities	authority	NOUN
ajsts-4667	281	4	utilize	utilize	VERB
ajsts-4667	281	5	such	such	ADJ
ajsts-4667	281	6	sentiment	sentiment	NOUN
ajsts-4667	281	7	analysis	analysis	NOUN
ajsts-4667	281	8	models	model	NOUN
ajsts-4667	281	9	to	to	PART
ajsts-4667	281	10	monitor	monitor	VERB
ajsts-4667	281	11	online	online	ADJ
ajsts-4667	281	12	discourse	discourse	NOUN
ajsts-4667	281	13	,	,	PUNCT
ajsts-4667	281	14	underrepresentation	underrepresentation	NOUN
ajsts-4667	281	15	of	of	ADP
ajsts-4667	281	16	negativity	negativity	NOUN
ajsts-4667	281	17	can	can	AUX
ajsts-4667	281	18	significantly	significantly	ADV
ajsts-4667	281	19	distort	distort	VERB
ajsts-4667	281	20	the	the	DET
ajsts-4667	281	21	accuracy	accuracy	NOUN
ajsts-4667	281	22	of	of	ADP
ajsts-4667	281	23	regulatory	regulatory	ADJ
ajsts-4667	281	24	assessments	assessment	NOUN
ajsts-4667	281	25	.	.	PUNCT
ajsts-4667	282	1	misclassification	misclassification	NOUN
ajsts-4667	282	2	may	may	AUX
ajsts-4667	282	3	cause	cause	VERB
ajsts-4667	282	4	regulators	regulator	NOUN
ajsts-4667	282	5	to	to	PART
ajsts-4667	282	6	underestimate	underestimate	VERB
ajsts-4667	282	7	public	public	ADJ
ajsts-4667	282	8	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	282	9	or	or	CCONJ
ajsts-4667	282	10	concern	concern	NOUN
ajsts-4667	282	11	,	,	PUNCT
ajsts-4667	282	12	undermining	undermine	VERB
ajsts-4667	282	13	effective	effective	ADJ
ajsts-4667	282	14	policymaking	policymaking	NOUN
ajsts-4667	282	15	,	,	PUNCT
ajsts-4667	282	16	intervention	intervention	NOUN
ajsts-4667	282	17	,	,	PUNCT
ajsts-4667	282	18	and	and	CCONJ
ajsts-4667	282	19	oversight	oversight	NOUN
ajsts-4667	282	20	.	.	PUNCT
ajsts-4667	283	1	the	the	DET
ajsts-4667	283	2	presented	present	VERB
ajsts-4667	283	3	data	data	NOUN
ajsts-4667	283	4	reinforces	reinforce	VERB
ajsts-4667	283	5	the	the	DET
ajsts-4667	283	6	need	need	NOUN
ajsts-4667	283	7	to	to	PART
ajsts-4667	283	8	prioritize	prioritize	VERB
ajsts-4667	283	9	development	development	NOUN
ajsts-4667	283	10	of	of	ADP
ajsts-4667	283	11	sentiment	sentiment	NOUN
ajsts-4667	283	12	analysis	analysis	NOUN
ajsts-4667	283	13	models	model	NOUN
ajsts-4667	283	14	that	that	PRON
ajsts-4667	283	15	robustly	robustly	ADV
ajsts-4667	283	16	address	address	VERB
ajsts-4667	283	17	linguistic	linguistic	ADJ
ajsts-4667	283	18	complexity	complexity	NOUN
ajsts-4667	283	19	in	in	ADP
ajsts-4667	283	20	negative	negative	ADJ
ajsts-4667	283	21	expressions	expression	NOUN
ajsts-4667	283	22	.	.	PUNCT
ajsts-4667	284	1	computational	computational	ADJ
ajsts-4667	284	2	linguists	linguist	NOUN
ajsts-4667	284	3	are	be	AUX
ajsts-4667	284	4	thus	thus	ADV
ajsts-4667	284	5	encouraged	encourage	VERB
ajsts-4667	284	6	to	to	PART
ajsts-4667	284	7	refine	refine	VERB
ajsts-4667	284	8	methodologies	methodology	NOUN
ajsts-4667	284	9	—	—	PUNCT
ajsts-4667	284	10	employing	employ	VERB
ajsts-4667	284	11	advanced	advanced	ADJ
ajsts-4667	284	12	neural	neural	ADJ
ajsts-4667	284	13	models	model	NOUN
ajsts-4667	284	14	,	,	PUNCT
ajsts-4667	284	15	semantic	semantic	ADJ
ajsts-4667	284	16	embeddings	embedding	NOUN
ajsts-4667	284	17	,	,	PUNCT
ajsts-4667	284	18	and	and	CCONJ
ajsts-4667	284	19	transformer	transformer	NOUN
ajsts-4667	284	20	architectures	architecture	NOUN
ajsts-4667	284	21	—	—	PUNCT
ajsts-4667	284	22	to	to	PART
ajsts-4667	284	23	overcome	overcome	VERB
ajsts-4667	284	24	existing	exist	VERB
ajsts-4667	284	25	limitations	limitation	NOUN
ajsts-4667	284	26	and	and	CCONJ
ajsts-4667	284	27	better	well	ADJ
ajsts-4667	284	28	capture	capture	VERB
ajsts-4667	284	29	the	the	DET
ajsts-4667	284	30	full	full	ADJ
ajsts-4667	284	31	spectrum	spectrum	NOUN
ajsts-4667	284	32	of	of	ADP
ajsts-4667	284	33	linguistic	linguistic	ADJ
ajsts-4667	284	34	expression	expression	NOUN
ajsts-4667	284	35	in	in	ADP
ajsts-4667	284	36	sentiment	sentiment	NOUN
ajsts-4667	284	37	analysis	analysis	NOUN
ajsts-4667	284	38	tasks	task	NOUN
ajsts-4667	284	39	.	.	PUNCT
ajsts-4667	285	1	table	table	NOUN
ajsts-4667	285	2	13	13	NUM
ajsts-4667	285	3	:	:	PUNCT
ajsts-4667	285	4	evaluation	evaluation	NOUN
ajsts-4667	285	5	of	of	ADP
ajsts-4667	285	6	model	model	NOUN
ajsts-4667	285	7	predictions	prediction	NOUN
ajsts-4667	285	8	implications	implication	NOUN
ajsts-4667	285	9	stakeholder	stakeholder	NOUN
ajsts-4667	285	10	implications	implication	NOUN
ajsts-4667	285	11	methodological	methodological	ADJ
ajsts-4667	285	12	the	the	DET
ajsts-4667	285	13	positivity	positivity	NOUN
ajsts-4667	285	14	bias	bias	NOUN
ajsts-4667	285	15	underscores	underscore	VERB
ajsts-4667	285	16	the	the	DET
ajsts-4667	285	17	limitations	limitation	NOUN
ajsts-4667	285	18	of	of	ADP
ajsts-4667	285	19	lexically	lexically	ADV
ajsts-4667	285	20	driven	drive	VERB
ajsts-4667	285	21	tf	tf	PROPN
ajsts-4667	285	22	-	-	PUNCT
ajsts-4667	285	23	idf	idf	PROPN
ajsts-4667	285	24	models	model	NOUN
ajsts-4667	285	25	,	,	PUNCT
ajsts-4667	285	26	necessitating	necessitate	VERB
ajsts-4667	285	27	context	context	NOUN
ajsts-4667	285	28	-	-	PUNCT
ajsts-4667	285	29	sensitive	sensitive	ADJ
ajsts-4667	285	30	sentiment	sentiment	NOUN
ajsts-4667	285	31	approaches	approach	NOUN
ajsts-4667	285	32	.	.	PUNCT
ajsts-4667	286	1	practical	practical	ADJ
ajsts-4667	286	2	a	a	DET
ajsts-4667	286	3	model	model	NOUN
ajsts-4667	286	4	's	's	PART
ajsts-4667	286	5	tendency	tendency	NOUN
ajsts-4667	286	6	toward	toward	ADP
ajsts-4667	286	7	positivity	positivity	NOUN
ajsts-4667	286	8	may	may	AUX
ajsts-4667	286	9	result	result	VERB
ajsts-4667	286	10	in	in	ADP
ajsts-4667	286	11	the	the	DET
ajsts-4667	286	12	systematic	systematic	ADJ
ajsts-4667	286	13	underestimation	underestimation	NOUN
ajsts-4667	286	14	of	of	ADP
ajsts-4667	286	15	critical	critical	ADJ
ajsts-4667	286	16	or	or	CCONJ
ajsts-4667	286	17	negative	negative	ADJ
ajsts-4667	286	18	user	user	NOUN
ajsts-4667	286	19	feedback	feedback	NOUN
ajsts-4667	286	20	.	.	PUNCT
ajsts-4667	287	1	telegram	telegram	NOUN
ajsts-4667	287	2	(	(	PUNCT
ajsts-4667	287	3	platform	platform	NOUN
ajsts-4667	287	4	management	management	NOUN
ajsts-4667	287	5	)	)	PUNCT
ajsts-4667	287	6	underestimating	underestimate	VERB
ajsts-4667	287	7	negative	negative	ADJ
ajsts-4667	287	8	sentiment	sentiment	NOUN
ajsts-4667	287	9	could	could	AUX
ajsts-4667	287	10	hinder	hinder	VERB
ajsts-4667	287	11	telegram	telegram	NOUN
ajsts-4667	287	12	’s	’s	PART
ajsts-4667	287	13	ability	ability	NOUN
ajsts-4667	287	14	to	to	PART
ajsts-4667	287	15	detect	detect	VERB
ajsts-4667	287	16	and	and	CCONJ
ajsts-4667	287	17	address	address	VERB
ajsts-4667	287	18	emerging	emerge	VERB
ajsts-4667	287	19	user	user	NOUN
ajsts-4667	287	20	concerns	concern	NOUN
ajsts-4667	287	21	effectively	effectively	ADV
ajsts-4667	287	22	.	.	PUNCT
ajsts-4667	288	1	business	business	NOUN
ajsts-4667	288	2	analysts	analyst	NOUN
ajsts-4667	288	3	and	and	CCONJ
ajsts-4667	288	4	risk	risk	NOUN
ajsts-4667	288	5	managers	manager	NOUN
ajsts-4667	288	6	positivity	positivity	NOUN
ajsts-4667	288	7	bias	bias	NOUN
ajsts-4667	288	8	in	in	ADP
ajsts-4667	288	9	sentiment	sentiment	NOUN
ajsts-4667	288	10	modeling	modeling	NOUN
ajsts-4667	288	11	creates	create	VERB
ajsts-4667	288	12	analytical	analytical	ADJ
ajsts-4667	288	13	blind	blind	ADJ
ajsts-4667	288	14	spots	spot	NOUN
ajsts-4667	288	15	,	,	PUNCT
ajsts-4667	288	16	potentially	potentially	ADV
ajsts-4667	288	17	masking	mask	VERB
ajsts-4667	288	18	reputational	reputational	ADJ
ajsts-4667	288	19	or	or	CCONJ
ajsts-4667	288	20	compliance	compliance	NOUN
ajsts-4667	288	21	-	-	PUNCT
ajsts-4667	288	22	related	relate	VERB
ajsts-4667	288	23	risks	risk	NOUN
ajsts-4667	288	24	.	.	PUNCT
ajsts-4667	289	1	regulatory	regulatory	ADJ
ajsts-4667	289	2	stakeholders	stakeholder	NOUN
ajsts-4667	289	3	underrepresentation	underrepresentation	NOUN
ajsts-4667	289	4	of	of	ADP
ajsts-4667	289	5	negative	negative	ADJ
ajsts-4667	289	6	sentiment	sentiment	NOUN
ajsts-4667	289	7	can	can	AUX
ajsts-4667	289	8	compromise	compromise	VERB
ajsts-4667	289	9	regulatory	regulatory	ADJ
ajsts-4667	289	10	oversight	oversight	NOUN
ajsts-4667	289	11	and	and	CCONJ
ajsts-4667	289	12	the	the	DET
ajsts-4667	289	13	accuracy	accuracy	NOUN
ajsts-4667	289	14	of	of	ADP
ajsts-4667	289	15	policy	policy	NOUN
ajsts-4667	289	16	interventions	intervention	NOUN
ajsts-4667	289	17	.	.	PUNCT
ajsts-4667	290	1	computational	computational	ADJ
ajsts-4667	290	2	linguists	linguist	NOUN
ajsts-4667	290	3	and	and	CCONJ
ajsts-4667	290	4	nlp	nlp	NOUN
ajsts-4667	290	5	researchers	researcher	NOUN
ajsts-4667	290	6	misclassifications	misclassification	NOUN
ajsts-4667	290	7	highlight	highlight	VERB
ajsts-4667	290	8	the	the	DET
ajsts-4667	290	9	necessity	necessity	NOUN
ajsts-4667	290	10	for	for	ADP
ajsts-4667	290	11	developing	develop	VERB
ajsts-4667	290	12	sentiment	sentiment	NOUN
ajsts-4667	290	13	models	model	NOUN
ajsts-4667	290	14	capable	capable	ADJ
ajsts-4667	290	15	of	of	ADP
ajsts-4667	290	16	capturing	capture	VERB
ajsts-4667	290	17	linguistic	linguistic	ADJ
ajsts-4667	290	18	subtleties	subtlety	NOUN
ajsts-4667	290	19	and	and	CCONJ
ajsts-4667	290	20	complexities	complexity	NOUN
ajsts-4667	290	21	inherent	inherent	ADJ
ajsts-4667	290	22	in	in	ADP
ajsts-4667	290	23	negative	negative	ADJ
ajsts-4667	290	24	expressions	expression	NOUN
ajsts-4667	290	25	.	.	PUNCT
ajsts-4667	291	1	overall	overall	ADV
ajsts-4667	291	2	,	,	PUNCT
ajsts-4667	291	3	these	these	DET
ajsts-4667	291	4	implications	implication	NOUN
ajsts-4667	291	5	emphasize	emphasize	VERB
ajsts-4667	291	6	the	the	DET
ajsts-4667	291	7	necessity	necessity	NOUN
ajsts-4667	291	8	of	of	ADP
ajsts-4667	291	9	employing	employ	VERB
ajsts-4667	291	10	sophisticated	sophisticated	ADJ
ajsts-4667	291	11	analytical	analytical	ADJ
ajsts-4667	291	12	techniques	technique	NOUN
ajsts-4667	291	13	,	,	PUNCT
ajsts-4667	291	14	complementary	complementary	ADJ
ajsts-4667	291	15	qualitative	qualitative	ADJ
ajsts-4667	291	16	insights	insight	NOUN
ajsts-4667	291	17	,	,	PUNCT
ajsts-4667	291	18	and	and	CCONJ
ajsts-4667	291	19	contextual	contextual	ADJ
ajsts-4667	291	20	linguistic	linguistic	ADJ
ajsts-4667	291	21	awareness	awareness	NOUN
ajsts-4667	291	22	in	in	ADP
ajsts-4667	291	23	sentiment	sentiment	NOUN
ajsts-4667	291	24	classification	classification	NOUN
ajsts-4667	291	25	to	to	PART
ajsts-4667	291	26	improve	improve	VERB
ajsts-4667	291	27	practical	practical	ADJ
ajsts-4667	291	28	accuracy	accuracy	NOUN
ajsts-4667	291	29	and	and	CCONJ
ajsts-4667	291	30	methodological	methodological	ADJ
ajsts-4667	291	31	reliability	reliability	NOUN
ajsts-4667	291	32	,	,	PUNCT
ajsts-4667	291	33	particularly	particularly	ADV
ajsts-4667	291	34	in	in	ADP
ajsts-4667	291	35	sentiment	sentiment	NOUN
ajsts-4667	291	36	analysis	analysis	NOUN
ajsts-4667	291	37	scenarios	scenario	NOUN
ajsts-4667	291	38	involving	involve	VERB
ajsts-4667	291	39	usergenerated	usergenerate	VERB
ajsts-4667	291	40	digital	digital	ADJ
ajsts-4667	291	41	communication	communication	NOUN
ajsts-4667	291	42	.	.	PUNCT
ajsts-4667	292	1	word	word	NOUN
ajsts-4667	292	2	frequency	frequency	NOUN
ajsts-4667	292	3	patterns	pattern	NOUN
ajsts-4667	292	4	by	by	ADP
ajsts-4667	292	5	sentiment	sentiment	NOUN
ajsts-4667	292	6	category	category	NOUN
ajsts-4667	292	7	to	to	PART
ajsts-4667	292	8	further	far	ADV
ajsts-4667	292	9	explore	explore	VERB
ajsts-4667	292	10	the	the	DET
ajsts-4667	292	11	thematic	thematic	ADJ
ajsts-4667	292	12	content	content	NOUN
ajsts-4667	292	13	of	of	ADP
ajsts-4667	292	14	reader	reader	NOUN
ajsts-4667	292	15	sentiment	sentiment	NOUN
ajsts-4667	292	16	,	,	PUNCT
ajsts-4667	292	17	two	two	NUM
ajsts-4667	292	18	word	word	NOUN
ajsts-4667	292	19	clouds	cloud	NOUN
ajsts-4667	292	20	were	be	AUX
ajsts-4667	292	21	generated	generate	VERB
ajsts-4667	292	22	to	to	PART
ajsts-4667	292	23	visualize	visualize	VERB
ajsts-4667	292	24	the	the	DET
ajsts-4667	292	25	most	most	ADV
ajsts-4667	292	26	frequently	frequently	ADV
ajsts-4667	292	27	occurring	occur	VERB
ajsts-4667	292	28	terms	term	NOUN
ajsts-4667	292	29	in	in	ADP
ajsts-4667	292	30	positive	positive	ADJ
ajsts-4667	292	31	and	and	CCONJ
ajsts-4667	292	32	negative	negative	ADJ
ajsts-4667	292	33	comments	comment	NOUN
ajsts-4667	292	34	.	.	PUNCT
ajsts-4667	293	1	this	this	DET
ajsts-4667	293	2	qualitative	qualitative	ADJ
ajsts-4667	293	3	visualization	visualization	NOUN
ajsts-4667	293	4	complements	complement	VERB
ajsts-4667	293	5	the	the	DET
ajsts-4667	293	6	quantitative	quantitative	ADJ
ajsts-4667	293	7	performance	performance	NOUN
ajsts-4667	293	8	metrics	metric	NOUN
ajsts-4667	293	9	by	by	ADP
ajsts-4667	293	10	highlighting	highlight	VERB
ajsts-4667	293	11	the	the	DET
ajsts-4667	293	12	types	type	NOUN
ajsts-4667	293	13	of	of	ADP
ajsts-4667	293	14	language	language	NOUN
ajsts-4667	293	15	that	that	PRON
ajsts-4667	293	16	characterize	characterize	VERB
ajsts-4667	293	17	different	different	ADJ
ajsts-4667	293	18	sentiment	sentiment	NOUN
ajsts-4667	293	19	classes	class	NOUN
ajsts-4667	293	20	.	.	PUNCT
ajsts-4667	294	1	the	the	DET
ajsts-4667	294	2	word	word	NOUN
ajsts-4667	294	3	cloud	cloud	NOUN
ajsts-4667	294	4	for	for	ADP
ajsts-4667	294	5	positive	positive	ADJ
ajsts-4667	294	6	comments	comment	NOUN
ajsts-4667	294	7	(	(	PUNCT
ajsts-4667	294	8	figure	figure	NOUN
ajsts-4667	294	9	x	x	VERB
ajsts-4667	294	10	)	)	PUNCT
ajsts-4667	294	11	prominently	prominently	ADV
ajsts-4667	294	12	features	feature	VERB
ajsts-4667	294	13	terms	term	NOUN
ajsts-4667	294	14	such	such	ADJ
ajsts-4667	294	15	as	as	ADP
ajsts-4667	294	16	“	"	PUNCT
ajsts-4667	294	17	funny	funny	ADJ
ajsts-4667	294	18	,	,	PUNCT
ajsts-4667	294	19	”	"	PUNCT
ajsts-4667	294	20	“	"	PUNCT
ajsts-4667	294	21	agree	agree	VERB
ajsts-4667	294	22	,	,	PUNCT
ajsts-4667	294	23	”	"	PUNCT
ajsts-4667	294	24	“	"	PUNCT
ajsts-4667	294	25	think	think	VERB
ajsts-4667	294	26	,	,	PUNCT
ajsts-4667	294	27	”	"	PUNCT
ajsts-4667	294	28	and	and	CCONJ
ajsts-4667	294	29	“	"	PUNCT
ajsts-4667	294	30	good	good	ADJ
ajsts-4667	294	31	,	,	PUNCT
ajsts-4667	294	32	”	"	PUNCT
ajsts-4667	294	33	suggesting	suggest	VERB
ajsts-4667	294	34	that	that	SCONJ
ajsts-4667	294	35	readers	reader	NOUN
ajsts-4667	294	36	who	who	PRON
ajsts-4667	294	37	viewed	view	VERB
ajsts-4667	294	38	the	the	DET
ajsts-4667	294	39	article	article	NOUN
ajsts-4667	294	40	more	more	ADV
ajsts-4667	294	41	favorably	favorably	ADV
ajsts-4667	294	42	often	often	ADV
ajsts-4667	294	43	expressed	express	VERB
ajsts-4667	294	44	humor	humor	NOUN
ajsts-4667	294	45	,	,	PUNCT
ajsts-4667	294	46	agreement	agreement	NOUN
ajsts-4667	294	47	,	,	PUNCT
ajsts-4667	294	48	or	or	CCONJ
ajsts-4667	294	49	general	general	ADJ
ajsts-4667	294	50	reflection	reflection	NOUN
ajsts-4667	294	51	.	.	PUNCT
ajsts-4667	295	1	these	these	DET
ajsts-4667	295	2	comments	comment	NOUN
ajsts-4667	295	3	may	may	AUX
ajsts-4667	295	4	reflect	reflect	VERB
ajsts-4667	295	5	support	support	NOUN
ajsts-4667	295	6	for	for	ADP
ajsts-4667	295	7	regulatory	regulatory	ADJ
ajsts-4667	295	8	action	action	NOUN
ajsts-4667	295	9	or	or	CCONJ
ajsts-4667	295	10	acknowledgment	acknowledgment	NOUN
ajsts-4667	295	11	of	of	ADP
ajsts-4667	295	12	the	the	DET
ajsts-4667	295	13	app	app	NOUN
ajsts-4667	295	14	’s	’s	PART
ajsts-4667	295	15	broader	broad	ADJ
ajsts-4667	295	16	appeal	appeal	NOUN
ajsts-4667	295	17	despite	despite	SCONJ
ajsts-4667	295	18	criminal	criminal	ADJ
ajsts-4667	295	19	misuse	misuse	NOUN
ajsts-4667	295	20	.	.	PUNCT
ajsts-4667	296	1	these	these	DET
ajsts-4667	296	2	visualizations	visualization	NOUN
ajsts-4667	296	3	provide	provide	VERB
ajsts-4667	296	4	additional	additional	ADJ
ajsts-4667	296	5	context	context	NOUN
ajsts-4667	296	6	to	to	ADP
ajsts-4667	296	7	the	the	DET
ajsts-4667	296	8	sentiment	sentiment	NOUN
ajsts-4667	296	9	classification	classification	NOUN
ajsts-4667	296	10	model	model	NOUN
ajsts-4667	296	11	by	by	ADP
ajsts-4667	296	12	revealing	reveal	VERB
ajsts-4667	296	13	the	the	DET
ajsts-4667	296	14	lexical	lexical	ADJ
ajsts-4667	296	15	patterns	pattern	NOUN
ajsts-4667	296	16	that	that	PRON
ajsts-4667	296	17	differentiate	differentiate	VERB
ajsts-4667	296	18	user	user	NOUN
ajsts-4667	296	19	attitudes	attitude	NOUN
ajsts-4667	296	20	in	in	ADP
ajsts-4667	296	21	response	response	NOUN
ajsts-4667	296	22	to	to	ADP
ajsts-4667	296	23	the	the	DET
ajsts-4667	296	24	article	article	NOUN
ajsts-4667	296	25	.	.	PUNCT
ajsts-4667	297	1	figure	figure	VERB
ajsts-4667	297	2	7	7	NUM
ajsts-4667	297	3	:	:	PUNCT
ajsts-4667	297	4	commonly	commonly	ADV
ajsts-4667	297	5	used	use	VERB
ajsts-4667	297	6	words	word	NOUN
ajsts-4667	297	7	for	for	ADP
ajsts-4667	297	8	positive	positive	ADJ
ajsts-4667	297	9	comments	comment	NOUN
ajsts-4667	297	10	pa	pa	PROPN
ajsts-4667	297	11	ge	ge	PROPN
ajsts-4667	297	12	80	80	NUM
ajsts-4667	297	13	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	297	14	am	be	AUX
ajsts-4667	297	15	.	.	PUNCT
ajsts-4667	298	1	j.	j.	PROPN
ajsts-4667	298	2	smart	smart	PROPN
ajsts-4667	298	3	.	.	PUNCT
ajsts-4667	299	1	technol	technol	PROPN
ajsts-4667	299	2	.	.	PUNCT
ajsts-4667	299	3	solutions	solution	NOUN
ajsts-4667	299	4	4(1	4(1	NOUN
ajsts-4667	299	5	)	)	PUNCT
ajsts-4667	299	6	68	68	NUM
ajsts-4667	299	7	-	-	SYM
ajsts-4667	299	8	88	88	NUM
ajsts-4667	299	9	,	,	PUNCT
ajsts-4667	299	10	2025	2025	NUM
ajsts-4667	299	11	in	in	ADP
ajsts-4667	299	12	contrast	contrast	NOUN
ajsts-4667	299	13	,	,	PUNCT
ajsts-4667	299	14	the	the	DET
ajsts-4667	299	15	word	word	NOUN
ajsts-4667	299	16	cloud	cloud	NOUN
ajsts-4667	299	17	for	for	ADP
ajsts-4667	299	18	negative	negative	ADJ
ajsts-4667	299	19	comments	comment	NOUN
ajsts-4667	299	20	(	(	PUNCT
ajsts-4667	299	21	figure	figure	NOUN
ajsts-4667	299	22	y	y	NOUN
ajsts-4667	299	23	)	)	PUNCT
ajsts-4667	299	24	is	be	AUX
ajsts-4667	299	25	dominated	dominate	VERB
ajsts-4667	299	26	by	by	ADP
ajsts-4667	299	27	terms	term	NOUN
ajsts-4667	299	28	like	like	ADP
ajsts-4667	299	29	“	"	PUNCT
ajsts-4667	299	30	criminals	criminal	NOUN
ajsts-4667	299	31	,	,	PUNCT
ajsts-4667	299	32	”	"	PUNCT
ajsts-4667	299	33	“	"	PUNCT
ajsts-4667	299	34	data	datum	NOUN
ajsts-4667	299	35	,	,	PUNCT
ajsts-4667	299	36	”	"	PUNCT
ajsts-4667	299	37	“	"	PUNCT
ajsts-4667	299	38	identity	identity	NOUN
ajsts-4667	299	39	,	,	PUNCT
ajsts-4667	299	40	”	"	PUNCT
ajsts-4667	299	41	“	"	PUNCT
ajsts-4667	299	42	illegal	illegal	ADJ
ajsts-4667	299	43	,	,	PUNCT
ajsts-4667	299	44	”	"	PUNCT
ajsts-4667	299	45	and	and	CCONJ
ajsts-4667	299	46	“	"	PUNCT
ajsts-4667	299	47	scared	scared	ADJ
ajsts-4667	299	48	,	,	PUNCT
ajsts-4667	299	49	”	"	PUNCT
ajsts-4667	299	50	indicating	indicate	VERB
ajsts-4667	299	51	a	a	DET
ajsts-4667	299	52	strong	strong	ADJ
ajsts-4667	299	53	concern	concern	NOUN
ajsts-4667	299	54	around	around	ADP
ajsts-4667	299	55	security	security	NOUN
ajsts-4667	299	56	breaches	breach	NOUN
ajsts-4667	299	57	,	,	PUNCT
ajsts-4667	299	58	digital	digital	ADJ
ajsts-4667	299	59	exploitation	exploitation	NOUN
ajsts-4667	299	60	,	,	PUNCT
ajsts-4667	299	61	and	and	CCONJ
ajsts-4667	299	62	telegram	telegram	NOUN
ajsts-4667	299	63	’s	’s	PART
ajsts-4667	299	64	alleged	alleged	ADJ
ajsts-4667	299	65	facilitation	facilitation	NOUN
ajsts-4667	299	66	of	of	ADP
ajsts-4667	299	67	illicit	illicit	ADJ
ajsts-4667	299	68	activity	activity	NOUN
ajsts-4667	299	69	.	.	PUNCT
ajsts-4667	300	1	the	the	DET
ajsts-4667	300	2	presence	presence	NOUN
ajsts-4667	300	3	of	of	ADP
ajsts-4667	300	4	emotionally	emotionally	ADV
ajsts-4667	300	5	charged	charge	VERB
ajsts-4667	300	6	words	word	NOUN
ajsts-4667	300	7	in	in	ADP
ajsts-4667	300	8	this	this	DET
ajsts-4667	300	9	category	category	NOUN
ajsts-4667	300	10	underscores	underscore	VERB
ajsts-4667	300	11	a	a	DET
ajsts-4667	300	12	clear	clear	ADJ
ajsts-4667	300	13	disapproval	disapproval	NOUN
ajsts-4667	300	14	and	and	CCONJ
ajsts-4667	300	15	unease	unease	NOUN
ajsts-4667	300	16	among	among	ADP
ajsts-4667	300	17	users	user	NOUN
ajsts-4667	300	18	.	.	PUNCT
ajsts-4667	301	1	the	the	DET
ajsts-4667	301	2	qualitative	qualitative	ADJ
ajsts-4667	301	3	analysis	analysis	NOUN
ajsts-4667	301	4	depicted	depict	VERB
ajsts-4667	301	5	in	in	ADP
ajsts-4667	301	6	figures	figure	NOUN
ajsts-4667	301	7	7	7	NUM
ajsts-4667	301	8	and	and	CCONJ
ajsts-4667	301	9	8	8	NUM
ajsts-4667	301	10	complements	complement	NOUN
ajsts-4667	301	11	quantitative	quantitative	ADJ
ajsts-4667	301	12	metrics	metric	NOUN
ajsts-4667	301	13	by	by	ADP
ajsts-4667	301	14	revealing	reveal	VERB
ajsts-4667	301	15	distinctive	distinctive	ADJ
ajsts-4667	301	16	lexical	lexical	ADJ
ajsts-4667	301	17	patterns	pattern	NOUN
ajsts-4667	301	18	in	in	ADP
ajsts-4667	301	19	sentiment	sentiment	NOUN
ajsts-4667	301	20	-	-	PUNCT
ajsts-4667	301	21	classified	classify	VERB
ajsts-4667	301	22	comments	comment	NOUN
ajsts-4667	301	23	.	.	PUNCT
ajsts-4667	302	1	specifically	specifically	ADV
ajsts-4667	302	2	,	,	PUNCT
ajsts-4667	302	3	the	the	DET
ajsts-4667	302	4	positive	positive	ADJ
ajsts-4667	302	5	comments	comment	NOUN
ajsts-4667	302	6	word	word	NOUN
ajsts-4667	302	7	cloud	cloud	NOUN
ajsts-4667	302	8	(	(	PUNCT
ajsts-4667	302	9	figure	figure	NOUN
ajsts-4667	302	10	7	7	NUM
ajsts-4667	302	11	)	)	PUNCT
ajsts-4667	302	12	prominently	prominently	ADV
ajsts-4667	302	13	highlights	highlight	VERB
ajsts-4667	302	14	terms	term	NOUN
ajsts-4667	302	15	such	such	ADJ
ajsts-4667	302	16	as	as	ADP
ajsts-4667	302	17	“	"	PUNCT
ajsts-4667	302	18	funny	funny	ADJ
ajsts-4667	302	19	,	,	PUNCT
ajsts-4667	302	20	”	"	PUNCT
ajsts-4667	302	21	“	"	PUNCT
ajsts-4667	302	22	agree	agree	VERB
ajsts-4667	302	23	,	,	PUNCT
ajsts-4667	302	24	”	"	PUNCT
ajsts-4667	302	25	“	"	PUNCT
ajsts-4667	302	26	think	think	VERB
ajsts-4667	302	27	,	,	PUNCT
ajsts-4667	302	28	”	"	PUNCT
ajsts-4667	302	29	and	and	CCONJ
ajsts-4667	302	30	“	"	PUNCT
ajsts-4667	302	31	good	good	ADJ
ajsts-4667	302	32	,	,	PUNCT
ajsts-4667	302	33	”	"	PUNCT
ajsts-4667	302	34	signifying	signify	VERB
ajsts-4667	302	35	reader	reader	NOUN
ajsts-4667	302	36	engagement	engagement	NOUN
ajsts-4667	302	37	characterized	characterize	VERB
ajsts-4667	302	38	by	by	ADP
ajsts-4667	302	39	humor	humor	NOUN
ajsts-4667	302	40	,	,	PUNCT
ajsts-4667	302	41	agreement	agreement	NOUN
ajsts-4667	302	42	,	,	PUNCT
ajsts-4667	302	43	reflective	reflective	ADJ
ajsts-4667	302	44	discourse	discourse	NOUN
ajsts-4667	302	45	,	,	PUNCT
ajsts-4667	302	46	and	and	CCONJ
ajsts-4667	302	47	general	general	ADJ
ajsts-4667	302	48	positivity	positivity	NOUN
ajsts-4667	302	49	toward	toward	ADP
ajsts-4667	302	50	the	the	DET
ajsts-4667	302	51	platform	platform	NOUN
ajsts-4667	302	52	.	.	PUNCT
ajsts-4667	303	1	this	this	PRON
ajsts-4667	303	2	suggests	suggest	VERB
ajsts-4667	303	3	readers	reader	NOUN
ajsts-4667	303	4	positively	positively	ADV
ajsts-4667	303	5	disposed	dispose	VERB
ajsts-4667	303	6	toward	toward	ADP
ajsts-4667	303	7	telegram	telegram	NOUN
ajsts-4667	303	8	may	may	AUX
ajsts-4667	303	9	express	express	VERB
ajsts-4667	303	10	broader	broad	ADJ
ajsts-4667	303	11	support	support	NOUN
ajsts-4667	303	12	or	or	CCONJ
ajsts-4667	303	13	appreciation	appreciation	NOUN
ajsts-4667	303	14	,	,	PUNCT
ajsts-4667	303	15	possibly	possibly	ADV
ajsts-4667	303	16	perceiving	perceive	VERB
ajsts-4667	303	17	benefits	benefit	NOUN
ajsts-4667	303	18	of	of	ADP
ajsts-4667	303	19	regulatory	regulatory	ADJ
ajsts-4667	303	20	attention	attention	NOUN
ajsts-4667	303	21	or	or	CCONJ
ajsts-4667	303	22	viewing	view	VERB
ajsts-4667	303	23	the	the	DET
ajsts-4667	303	24	platform	platform	NOUN
ajsts-4667	303	25	’s	’s	PART
ajsts-4667	303	26	positive	positive	ADJ
ajsts-4667	303	27	attributes	attribute	NOUN
ajsts-4667	303	28	independently	independently	ADV
ajsts-4667	303	29	of	of	ADP
ajsts-4667	303	30	reported	report	VERB
ajsts-4667	303	31	illicit	illicit	ADJ
ajsts-4667	303	32	activities	activity	NOUN
ajsts-4667	303	33	.	.	PUNCT
ajsts-4667	304	1	in	in	ADP
ajsts-4667	304	2	contrast	contrast	NOUN
ajsts-4667	304	3	,	,	PUNCT
ajsts-4667	304	4	the	the	DET
ajsts-4667	304	5	negative	negative	ADJ
ajsts-4667	304	6	comments	comment	NOUN
ajsts-4667	304	7	word	word	NOUN
ajsts-4667	304	8	cloud	cloud	NOUN
ajsts-4667	304	9	(	(	PUNCT
ajsts-4667	304	10	figure	figure	NOUN
ajsts-4667	304	11	8)	8)	NUM
ajsts-4667	304	12	emphasizes	emphasize	VERB
ajsts-4667	304	13	terms	term	NOUN
ajsts-4667	304	14	such	such	ADJ
ajsts-4667	304	15	as	as	ADP
ajsts-4667	304	16	“	"	PUNCT
ajsts-4667	304	17	criminals	criminal	NOUN
ajsts-4667	304	18	,	,	PUNCT
ajsts-4667	304	19	”	"	PUNCT
ajsts-4667	304	20	“	"	PUNCT
ajsts-4667	304	21	data	datum	NOUN
ajsts-4667	304	22	,	,	PUNCT
ajsts-4667	304	23	”	"	PUNCT
ajsts-4667	304	24	“	"	PUNCT
ajsts-4667	304	25	identity	identity	NOUN
ajsts-4667	304	26	,	,	PUNCT
ajsts-4667	304	27	”	"	PUNCT
ajsts-4667	304	28	“	"	PUNCT
ajsts-4667	304	29	illegal	illegal	ADJ
ajsts-4667	304	30	,	,	PUNCT
ajsts-4667	304	31	”	"	PUNCT
ajsts-4667	304	32	and	and	CCONJ
ajsts-4667	304	33	“	"	PUNCT
ajsts-4667	304	34	scared	scared	ADJ
ajsts-4667	304	35	,	,	PUNCT
ajsts-4667	304	36	”	"	PUNCT
ajsts-4667	304	37	explicitly	explicitly	ADV
ajsts-4667	304	38	reflecting	reflect	VERB
ajsts-4667	304	39	heightened	heighten	VERB
ajsts-4667	304	40	concerns	concern	NOUN
ajsts-4667	304	41	regarding	regard	VERB
ajsts-4667	304	42	data	datum	NOUN
ajsts-4667	304	43	security	security	NOUN
ajsts-4667	304	44	,	,	PUNCT
ajsts-4667	304	45	digital	digital	ADJ
ajsts-4667	304	46	threats	threat	NOUN
ajsts-4667	304	47	,	,	PUNCT
ajsts-4667	304	48	and	and	CCONJ
ajsts-4667	304	49	telegram	telegram	NOUN
ajsts-4667	304	50	’s	’s	PART
ajsts-4667	304	51	potential	potential	ADJ
ajsts-4667	304	52	role	role	NOUN
ajsts-4667	304	53	in	in	ADP
ajsts-4667	304	54	enabling	enable	VERB
ajsts-4667	304	55	criminal	criminal	ADJ
ajsts-4667	304	56	activity	activity	NOUN
ajsts-4667	304	57	.	.	PUNCT
ajsts-4667	305	1	emotionally	emotionally	ADV
ajsts-4667	305	2	charged	charge	VERB
ajsts-4667	305	3	language	language	NOUN
ajsts-4667	305	4	in	in	ADP
ajsts-4667	305	5	negative	negative	ADJ
ajsts-4667	305	6	sentiment	sentiment	NOUN
ajsts-4667	305	7	comments	comment	NOUN
ajsts-4667	305	8	highlights	highlight	NOUN
ajsts-4667	305	9	clear	clear	ADJ
ajsts-4667	305	10	user	user	NOUN
ajsts-4667	305	11	apprehension	apprehension	NOUN
ajsts-4667	305	12	and	and	CCONJ
ajsts-4667	305	13	explicit	explicit	ADJ
ajsts-4667	305	14	disapproval	disapproval	NOUN
ajsts-4667	305	15	about	about	ADP
ajsts-4667	305	16	the	the	DET
ajsts-4667	305	17	platform	platform	NOUN
ajsts-4667	305	18	’s	’s	PART
ajsts-4667	305	19	associated	associate	VERB
ajsts-4667	305	20	risks	risk	NOUN
ajsts-4667	305	21	.	.	PUNCT
ajsts-4667	306	1	implications	implication	NOUN
ajsts-4667	306	2	the	the	DET
ajsts-4667	306	3	clear	clear	ADJ
ajsts-4667	306	4	distinction	distinction	NOUN
ajsts-4667	306	5	between	between	ADP
ajsts-4667	306	6	positive	positive	ADJ
ajsts-4667	306	7	and	and	CCONJ
ajsts-4667	306	8	negative	negative	ADJ
ajsts-4667	306	9	lexical	lexical	ADJ
ajsts-4667	306	10	patterns	pattern	NOUN
ajsts-4667	306	11	indicates	indicate	VERB
ajsts-4667	306	12	the	the	DET
ajsts-4667	306	13	effectiveness	effectiveness	NOUN
ajsts-4667	306	14	of	of	ADP
ajsts-4667	306	15	qualitative	qualitative	ADJ
ajsts-4667	306	16	text	text	NOUN
ajsts-4667	306	17	visualization	visualization	NOUN
ajsts-4667	306	18	techniques	technique	NOUN
ajsts-4667	306	19	,	,	PUNCT
ajsts-4667	306	20	such	such	ADJ
ajsts-4667	306	21	as	as	ADP
ajsts-4667	306	22	word	word	NOUN
ajsts-4667	306	23	clouds	cloud	NOUN
ajsts-4667	306	24	,	,	PUNCT
ajsts-4667	306	25	in	in	ADP
ajsts-4667	306	26	supplementing	supplement	VERB
ajsts-4667	306	27	quantitative	quantitative	ADJ
ajsts-4667	306	28	modeling	modeling	NOUN
ajsts-4667	306	29	efforts	effort	NOUN
ajsts-4667	306	30	,	,	PUNCT
ajsts-4667	306	31	particularly	particularly	ADV
ajsts-4667	306	32	by	by	ADP
ajsts-4667	306	33	contextualizing	contextualize	VERB
ajsts-4667	306	34	underlying	underlie	VERB
ajsts-4667	306	35	emotional	emotional	ADJ
ajsts-4667	306	36	dimensions	dimension	NOUN
ajsts-4667	306	37	that	that	PRON
ajsts-4667	306	38	purely	purely	ADV
ajsts-4667	306	39	numerical	numerical	ADJ
ajsts-4667	306	40	methods	method	NOUN
ajsts-4667	306	41	might	might	AUX
ajsts-4667	306	42	overlook	overlook	VERB
ajsts-4667	306	43	.	.	PUNCT
ajsts-4667	307	1	lexical	lexical	ADJ
ajsts-4667	307	2	patterns	pattern	NOUN
ajsts-4667	307	3	from	from	ADP
ajsts-4667	307	4	negative	negative	ADJ
ajsts-4667	307	5	sentiment	sentiment	NOUN
ajsts-4667	307	6	illustrate	illustrate	VERB
ajsts-4667	307	7	pressing	press	VERB
ajsts-4667	307	8	concerns	concern	NOUN
ajsts-4667	307	9	about	about	ADP
ajsts-4667	307	10	privacy	privacy	NOUN
ajsts-4667	307	11	,	,	PUNCT
ajsts-4667	307	12	security	security	NOUN
ajsts-4667	307	13	,	,	PUNCT
ajsts-4667	307	14	and	and	CCONJ
ajsts-4667	307	15	illicit	illicit	ADJ
ajsts-4667	307	16	activity	activity	NOUN
ajsts-4667	307	17	,	,	PUNCT
ajsts-4667	307	18	highlighting	highlight	VERB
ajsts-4667	307	19	critical	critical	ADJ
ajsts-4667	307	20	areas	area	NOUN
ajsts-4667	307	21	where	where	SCONJ
ajsts-4667	307	22	telegram	telegram	NOUN
ajsts-4667	307	23	must	must	AUX
ajsts-4667	307	24	proactively	proactively	ADV
ajsts-4667	307	25	address	address	VERB
ajsts-4667	307	26	user	user	NOUN
ajsts-4667	307	27	apprehensions	apprehension	NOUN
ajsts-4667	307	28	to	to	PART
ajsts-4667	307	29	effectively	effectively	ADV
ajsts-4667	307	30	manage	manage	VERB
ajsts-4667	307	31	public	public	ADJ
ajsts-4667	307	32	perceptions	perception	NOUN
ajsts-4667	307	33	and	and	CCONJ
ajsts-4667	307	34	mitigate	mitigate	VERB
ajsts-4667	307	35	reputational	reputational	ADJ
ajsts-4667	307	36	risk	risk	NOUN
ajsts-4667	307	37	.	.	PUNCT
ajsts-4667	308	1	explicitly	explicitly	ADV
ajsts-4667	308	2	negative	negative	ADJ
ajsts-4667	308	3	terms	term	NOUN
ajsts-4667	308	4	(	(	PUNCT
ajsts-4667	308	5	“	"	PUNCT
ajsts-4667	308	6	identity	identity	NOUN
ajsts-4667	308	7	,	,	PUNCT
ajsts-4667	308	8	”	"	PUNCT
ajsts-4667	308	9	“	"	PUNCT
ajsts-4667	308	10	illegal	illegal	ADJ
ajsts-4667	308	11	,	,	PUNCT
ajsts-4667	308	12	”	"	PUNCT
ajsts-4667	308	13	“	"	PUNCT
ajsts-4667	308	14	scared	scared	ADJ
ajsts-4667	308	15	”	"	PUNCT
ajsts-4667	308	16	)	)	PUNCT
ajsts-4667	308	17	suggest	suggest	VERB
ajsts-4667	308	18	heightened	heighten	VERB
ajsts-4667	308	19	reputational	reputational	ADJ
ajsts-4667	308	20	or	or	CCONJ
ajsts-4667	308	21	compliance	compliance	NOUN
ajsts-4667	308	22	risks	risk	NOUN
ajsts-4667	308	23	that	that	SCONJ
ajsts-4667	308	24	business	business	NOUN
ajsts-4667	308	25	analysts	analyst	NOUN
ajsts-4667	308	26	should	should	AUX
ajsts-4667	308	27	systematically	systematically	ADV
ajsts-4667	308	28	monitor	monitor	VERB
ajsts-4667	308	29	,	,	PUNCT
ajsts-4667	308	30	reflecting	reflect	VERB
ajsts-4667	308	31	the	the	DET
ajsts-4667	308	32	need	need	NOUN
ajsts-4667	308	33	for	for	ADP
ajsts-4667	308	34	rigorous	rigorous	ADJ
ajsts-4667	308	35	risk	risk	NOUN
ajsts-4667	308	36	management	management	NOUN
ajsts-4667	308	37	strategies	strategy	NOUN
ajsts-4667	308	38	that	that	PRON
ajsts-4667	308	39	address	address	VERB
ajsts-4667	308	40	user	user	NOUN
ajsts-4667	308	41	security	security	NOUN
ajsts-4667	308	42	concerns	concern	NOUN
ajsts-4667	308	43	directly	directly	ADV
ajsts-4667	308	44	.	.	PUNCT
ajsts-4667	309	1	frequent	frequent	ADJ
ajsts-4667	309	2	mentions	mention	NOUN
ajsts-4667	309	3	of	of	ADP
ajsts-4667	309	4	crime	crime	NOUN
ajsts-4667	309	5	-	-	PUNCT
ajsts-4667	309	6	related	relate	VERB
ajsts-4667	309	7	terminology	terminology	NOUN
ajsts-4667	309	8	among	among	ADP
ajsts-4667	309	9	negatively	negatively	ADV
ajsts-4667	309	10	classified	classified	ADJ
ajsts-4667	309	11	comments	comment	NOUN
ajsts-4667	309	12	underscore	underscore	VERB
ajsts-4667	309	13	urgent	urgent	ADJ
ajsts-4667	309	14	public	public	ADJ
ajsts-4667	309	15	demand	demand	NOUN
ajsts-4667	309	16	for	for	ADP
ajsts-4667	309	17	effective	effective	ADJ
ajsts-4667	309	18	regulatory	regulatory	ADJ
ajsts-4667	309	19	intervention	intervention	NOUN
ajsts-4667	309	20	to	to	PART
ajsts-4667	309	21	ensure	ensure	VERB
ajsts-4667	309	22	platform	platform	NOUN
ajsts-4667	309	23	accountability	accountability	NOUN
ajsts-4667	309	24	,	,	PUNCT
ajsts-4667	309	25	protect	protect	VERB
ajsts-4667	309	26	users	user	NOUN
ajsts-4667	309	27	from	from	ADP
ajsts-4667	309	28	exploitation	exploitation	NOUN
ajsts-4667	309	29	,	,	PUNCT
ajsts-4667	309	30	and	and	CCONJ
ajsts-4667	309	31	uphold	uphold	VERB
ajsts-4667	309	32	digital	digital	ADJ
ajsts-4667	309	33	safety	safety	NOUN
ajsts-4667	309	34	standards	standard	NOUN
ajsts-4667	309	35	.	.	PUNCT
ajsts-4667	310	1	the	the	DET
ajsts-4667	310	2	stark	stark	ADJ
ajsts-4667	310	3	lexical	lexical	ADJ
ajsts-4667	310	4	contrast	contrast	NOUN
ajsts-4667	310	5	between	between	ADP
ajsts-4667	310	6	positive	positive	ADJ
ajsts-4667	310	7	and	and	CCONJ
ajsts-4667	310	8	negative	negative	ADJ
ajsts-4667	310	9	comments	comment	NOUN
ajsts-4667	310	10	reaffirms	reaffirm	VERB
ajsts-4667	310	11	the	the	DET
ajsts-4667	310	12	necessity	necessity	NOUN
ajsts-4667	310	13	for	for	ADP
ajsts-4667	310	14	advanced	advanced	ADJ
ajsts-4667	310	15	computational	computational	ADJ
ajsts-4667	310	16	methodologies	methodology	NOUN
ajsts-4667	310	17	sensitive	sensitive	ADJ
ajsts-4667	310	18	to	to	ADP
ajsts-4667	310	19	distinctively	distinctively	ADV
ajsts-4667	310	20	emotional	emotional	ADJ
ajsts-4667	310	21	,	,	PUNCT
ajsts-4667	310	22	domain	domain	NOUN
ajsts-4667	310	23	-	-	PUNCT
ajsts-4667	310	24	specific	specific	ADJ
ajsts-4667	310	25	vocabulary	vocabulary	NOUN
ajsts-4667	310	26	,	,	PUNCT
ajsts-4667	310	27	thus	thus	ADV
ajsts-4667	310	28	enhancing	enhance	VERB
ajsts-4667	310	29	model	model	NOUN
ajsts-4667	310	30	precision	precision	NOUN
ajsts-4667	310	31	in	in	ADP
ajsts-4667	310	32	capturing	capture	VERB
ajsts-4667	310	33	nuanced	nuanced	ADJ
ajsts-4667	310	34	sentiment	sentiment	NOUN
ajsts-4667	310	35	expressions	expression	NOUN
ajsts-4667	310	36	.	.	PUNCT
ajsts-4667	311	1	in	in	ADP
ajsts-4667	311	2	sum	sum	NOUN
ajsts-4667	311	3	,	,	PUNCT
ajsts-4667	311	4	qualitative	qualitative	ADJ
ajsts-4667	311	5	visualization	visualization	NOUN
ajsts-4667	311	6	of	of	ADP
ajsts-4667	311	7	lexical	lexical	ADJ
ajsts-4667	311	8	patterns	pattern	NOUN
ajsts-4667	311	9	significantly	significantly	ADV
ajsts-4667	311	10	enriches	enrich	VERB
ajsts-4667	311	11	quantitative	quantitative	ADJ
ajsts-4667	311	12	sentiment	sentiment	NOUN
ajsts-4667	311	13	analyses	analysis	NOUN
ajsts-4667	311	14	,	,	PUNCT
ajsts-4667	311	15	providing	provide	VERB
ajsts-4667	311	16	valuable	valuable	ADJ
ajsts-4667	311	17	insights	insight	NOUN
ajsts-4667	311	18	for	for	ADP
ajsts-4667	311	19	methodological	methodological	ADJ
ajsts-4667	311	20	refinement	refinement	NOUN
ajsts-4667	311	21	,	,	PUNCT
ajsts-4667	311	22	strategic	strategic	ADJ
ajsts-4667	311	23	management	management	NOUN
ajsts-4667	311	24	,	,	PUNCT
ajsts-4667	311	25	regulatory	regulatory	ADJ
ajsts-4667	311	26	oversight	oversight	NOUN
ajsts-4667	311	27	,	,	PUNCT
ajsts-4667	311	28	and	and	CCONJ
ajsts-4667	311	29	computational	computational	ADJ
ajsts-4667	311	30	linguistics	linguistic	NOUN
ajsts-4667	311	31	advancement	advancement	NOUN
ajsts-4667	311	32	.	.	PUNCT
ajsts-4667	312	1	model	model	NOUN
ajsts-4667	312	2	performance	performance	NOUN
ajsts-4667	312	3	metrics	metric	NOUN
ajsts-4667	312	4	to	to	PART
ajsts-4667	312	5	evaluate	evaluate	VERB
ajsts-4667	312	6	the	the	DET
ajsts-4667	312	7	accuracy	accuracy	NOUN
ajsts-4667	312	8	of	of	ADP
ajsts-4667	312	9	the	the	DET
ajsts-4667	312	10	machine	machine	NOUN
ajsts-4667	312	11	learning	learn	VERB
ajsts-4667	312	12	classifier	classifier	NOUN
ajsts-4667	312	13	(	(	PUNCT
ajsts-4667	312	14	tf	tf	PROPN
ajsts-4667	312	15	-	-	PUNCT
ajsts-4667	312	16	idf	idf	PROPN
ajsts-4667	312	17	vectorization	vectorization	NOUN
ajsts-4667	312	18	+	+	CCONJ
ajsts-4667	312	19	logistic	logistic	ADJ
ajsts-4667	312	20	regression	regression	NOUN
ajsts-4667	312	21	)	)	PUNCT
ajsts-4667	312	22	,	,	PUNCT
ajsts-4667	312	23	standard	standard	ADJ
ajsts-4667	312	24	performance	performance	NOUN
ajsts-4667	312	25	metrics	metric	NOUN
ajsts-4667	312	26	were	be	AUX
ajsts-4667	312	27	computed	compute	VERB
ajsts-4667	312	28	using	use	VERB
ajsts-4667	312	29	the	the	DET
ajsts-4667	312	30	predicted	predict	VERB
ajsts-4667	312	31	sentiment	sentiment	NOUN
ajsts-4667	312	32	labels	label	NOUN
ajsts-4667	312	33	(	(	PUNCT
ajsts-4667	312	34	analysis	analysis	NOUN
ajsts-4667	312	35	)	)	PUNCT
ajsts-4667	312	36	and	and	CCONJ
ajsts-4667	312	37	the	the	DET
ajsts-4667	312	38	ground	ground	NOUN
ajsts-4667	312	39	-	-	PUNCT
ajsts-4667	312	40	truth	truth	NOUN
ajsts-4667	312	41	labels	label	NOUN
ajsts-4667	312	42	(	(	PUNCT
ajsts-4667	312	43	sentiment	sentiment	NOUN
ajsts-4667	312	44	)	)	PUNCT
ajsts-4667	312	45	generated	generate	VERB
ajsts-4667	312	46	by	by	ADP
ajsts-4667	312	47	the	the	DET
ajsts-4667	312	48	vader	vader	NOUN
ajsts-4667	312	49	-	-	PUNCT
ajsts-4667	312	50	based	base	VERB
ajsts-4667	312	51	approach	approach	NOUN
ajsts-4667	312	52	.	.	PUNCT
ajsts-4667	313	1	the	the	DET
ajsts-4667	313	2	model	model	NOUN
ajsts-4667	313	3	achieved	achieve	VERB
ajsts-4667	313	4	a	a	DET
ajsts-4667	313	5	high	high	ADJ
ajsts-4667	313	6	degree	degree	NOUN
ajsts-4667	313	7	of	of	ADP
ajsts-4667	313	8	overall	overall	ADJ
ajsts-4667	313	9	accuracy	accuracy	NOUN
ajsts-4667	313	10	,	,	PUNCT
ajsts-4667	313	11	correctly	correctly	ADV
ajsts-4667	313	12	predicting	predict	VERB
ajsts-4667	313	13	the	the	DET
ajsts-4667	313	14	sentiment	sentiment	NOUN
ajsts-4667	313	15	classification	classification	NOUN
ajsts-4667	313	16	for	for	ADP
ajsts-4667	313	17	approximately	approximately	ADV
ajsts-4667	313	18	89.56	89.56	NUM
ajsts-4667	313	19	%	%	NOUN
ajsts-4667	313	20	of	of	ADP
ajsts-4667	313	21	all	all	DET
ajsts-4667	313	22	reader	reader	NOUN
ajsts-4667	313	23	comments	comment	NOUN
ajsts-4667	313	24	.	.	PUNCT
ajsts-4667	314	1	the	the	DET
ajsts-4667	314	2	precision	precision	NOUN
ajsts-4667	314	3	score	score	NOUN
ajsts-4667	314	4	was	be	AUX
ajsts-4667	314	5	0.9100	0.9100	NUM
ajsts-4667	314	6	,	,	PUNCT
ajsts-4667	314	7	indicating	indicate	VERB
ajsts-4667	314	8	that	that	SCONJ
ajsts-4667	314	9	the	the	DET
ajsts-4667	314	10	majority	majority	NOUN
ajsts-4667	314	11	of	of	ADP
ajsts-4667	314	12	comments	comment	NOUN
ajsts-4667	314	13	predicted	predict	VERB
ajsts-4667	314	14	as	as	ADP
ajsts-4667	314	15	positive	positive	ADJ
ajsts-4667	314	16	or	or	CCONJ
ajsts-4667	314	17	negative	negative	ADJ
ajsts-4667	314	18	were	be	AUX
ajsts-4667	314	19	labeled	label	VERB
ajsts-4667	314	20	correctly	correctly	ADV
ajsts-4667	314	21	.	.	PUNCT
ajsts-4667	315	1	the	the	DET
ajsts-4667	315	2	recall	recall	NOUN
ajsts-4667	315	3	score	score	NOUN
ajsts-4667	315	4	was	be	AUX
ajsts-4667	315	5	0.8956	0.8956	NUM
ajsts-4667	315	6	,	,	PUNCT
ajsts-4667	315	7	suggesting	suggest	VERB
ajsts-4667	315	8	that	that	SCONJ
ajsts-4667	315	9	the	the	DET
ajsts-4667	315	10	model	model	NOUN
ajsts-4667	315	11	was	be	AUX
ajsts-4667	315	12	effective	effective	ADJ
ajsts-4667	315	13	at	at	ADP
ajsts-4667	315	14	capturing	capture	VERB
ajsts-4667	315	15	the	the	DET
ajsts-4667	315	16	majority	majority	NOUN
ajsts-4667	315	17	of	of	ADP
ajsts-4667	315	18	true	true	ADJ
ajsts-4667	315	19	sentiment	sentiment	NOUN
ajsts-4667	315	20	classes	class	NOUN
ajsts-4667	315	21	.	.	PUNCT
ajsts-4667	316	1	finally	finally	ADV
ajsts-4667	316	2	,	,	PUNCT
ajsts-4667	316	3	the	the	DET
ajsts-4667	316	4	f1	f1	NOUN
ajsts-4667	316	5	-	-	PUNCT
ajsts-4667	316	6	score	score	NOUN
ajsts-4667	316	7	,	,	PUNCT
ajsts-4667	316	8	a	a	DET
ajsts-4667	316	9	harmonic	harmonic	ADJ
ajsts-4667	316	10	mean	mean	NOUN
ajsts-4667	316	11	of	of	ADP
ajsts-4667	316	12	precision	precision	NOUN
ajsts-4667	316	13	and	and	CCONJ
ajsts-4667	316	14	recall	recall	NOUN
ajsts-4667	316	15	,	,	PUNCT
ajsts-4667	316	16	was	be	AUX
ajsts-4667	316	17	0.8922	0.8922	NUM
ajsts-4667	316	18	,	,	PUNCT
ajsts-4667	316	19	confirming	confirm	VERB
ajsts-4667	316	20	the	the	DET
ajsts-4667	316	21	model	model	NOUN
ajsts-4667	316	22	’s	’s	PART
ajsts-4667	316	23	strong	strong	ADJ
ajsts-4667	316	24	and	and	CCONJ
ajsts-4667	316	25	balanced	balanced	ADJ
ajsts-4667	316	26	performance	performance	NOUN
ajsts-4667	316	27	across	across	ADP
ajsts-4667	316	28	figure	figure	NOUN
ajsts-4667	316	29	8	8	NUM
ajsts-4667	316	30	:	:	PUNCT
ajsts-4667	316	31	commonly	commonly	ADV
ajsts-4667	316	32	used	use	VERB
ajsts-4667	316	33	words	word	NOUN
ajsts-4667	316	34	for	for	ADP
ajsts-4667	316	35	negative	negative	ADJ
ajsts-4667	316	36	comments	comment	NOUN
ajsts-4667	316	37	pa	pa	PROPN
ajsts-4667	316	38	ge	ge	PROPN
ajsts-4667	316	39	81	81	NUM
ajsts-4667	316	40	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	316	41	am	be	AUX
ajsts-4667	316	42	.	.	PUNCT
ajsts-4667	317	1	j.	j.	PROPN
ajsts-4667	317	2	smart	smart	PROPN
ajsts-4667	317	3	.	.	PUNCT
ajsts-4667	318	1	technol	technol	PROPN
ajsts-4667	318	2	.	.	PUNCT
ajsts-4667	318	3	solutions	solution	NOUN
ajsts-4667	318	4	4(1	4(1	NOUN
ajsts-4667	318	5	)	)	PUNCT
ajsts-4667	318	6	68	68	NUM
ajsts-4667	318	7	-	-	SYM
ajsts-4667	318	8	88	88	NUM
ajsts-4667	318	9	,	,	PUNCT
ajsts-4667	318	10	2025	2025	NUM
ajsts-4667	318	11	sentiment	sentiment	NOUN
ajsts-4667	318	12	categories	category	NOUN
ajsts-4667	318	13	.	.	PUNCT
ajsts-4667	319	1	these	these	DET
ajsts-4667	319	2	results	result	NOUN
ajsts-4667	319	3	reinforce	reinforce	VERB
ajsts-4667	319	4	the	the	DET
ajsts-4667	319	5	model	model	NOUN
ajsts-4667	319	6	’s	’s	PART
ajsts-4667	319	7	suitability	suitability	NOUN
ajsts-4667	319	8	for	for	ADP
ajsts-4667	319	9	sentiment	sentiment	NOUN
ajsts-4667	319	10	classification	classification	NOUN
ajsts-4667	319	11	tasks	task	NOUN
ajsts-4667	319	12	in	in	ADP
ajsts-4667	319	13	real	real	ADJ
ajsts-4667	319	14	-	-	PUNCT
ajsts-4667	319	15	world	world	NOUN
ajsts-4667	319	16	online	online	ADJ
ajsts-4667	319	17	discussions	discussion	NOUN
ajsts-4667	319	18	,	,	PUNCT
ajsts-4667	319	19	particularly	particularly	ADV
ajsts-4667	319	20	in	in	ADP
ajsts-4667	319	21	socially	socially	ADV
ajsts-4667	319	22	sensitive	sensitive	ADJ
ajsts-4667	319	23	contexts	context	NOUN
ajsts-4667	319	24	like	like	ADP
ajsts-4667	319	25	telegram	telegram	NOUN
ajsts-4667	319	26	’s	’s	PART
ajsts-4667	319	27	association	association	NOUN
ajsts-4667	319	28	with	with	ADP
ajsts-4667	319	29	criminal	criminal	ADJ
ajsts-4667	319	30	activities	activity	NOUN
ajsts-4667	319	31	.	.	PUNCT
ajsts-4667	320	1	table	table	NOUN
ajsts-4667	320	2	14	14	NUM
ajsts-4667	320	3	and	and	CCONJ
ajsts-4667	320	4	figure	figure	VERB
ajsts-4667	320	5	9	9	NUM
ajsts-4667	320	6	summarize	summarize	VERB
ajsts-4667	320	7	the	the	DET
ajsts-4667	320	8	key	key	ADJ
ajsts-4667	320	9	performance	performance	NOUN
ajsts-4667	320	10	metrics	metric	NOUN
ajsts-4667	320	11	for	for	ADP
ajsts-4667	320	12	the	the	DET
ajsts-4667	320	13	logistic	logistic	ADJ
ajsts-4667	320	14	regression	regression	NOUN
ajsts-4667	320	15	classifier	classifier	NOUN
ajsts-4667	320	16	using	use	VERB
ajsts-4667	320	17	tf	tf	PROPN
ajsts-4667	320	18	-	-	PUNCT
ajsts-4667	320	19	idf	idf	PROPN
ajsts-4667	320	20	features	feature	VERB
ajsts-4667	320	21	to	to	PART
ajsts-4667	320	22	predict	predict	VERB
ajsts-4667	320	23	sentiment	sentiment	NOUN
ajsts-4667	320	24	labels	label	NOUN
ajsts-4667	320	25	derived	derive	VERB
ajsts-4667	320	26	from	from	ADP
ajsts-4667	320	27	vadergenerated	vadergenerate	VERB
ajsts-4667	320	28	ground	ground	NOUN
ajsts-4667	320	29	-	-	PUNCT
ajsts-4667	320	30	truth	truth	NOUN
ajsts-4667	320	31	labels	label	NOUN
ajsts-4667	320	32	.	.	PUNCT
ajsts-4667	321	1	the	the	DET
ajsts-4667	321	2	model	model	NOUN
ajsts-4667	321	3	demonstrated	demonstrate	VERB
ajsts-4667	321	4	a	a	DET
ajsts-4667	321	5	table	table	NOUN
ajsts-4667	321	6	14	14	NUM
ajsts-4667	321	7	:	:	PUNCT
ajsts-4667	321	8	model	model	NOUN
ajsts-4667	321	9	performance	performance	NOUN
ajsts-4667	321	10	metrics	metric	NOUN
ajsts-4667	321	11	table	table	NOUN
ajsts-4667	321	12	metric	metric	ADJ
ajsts-4667	321	13	score	score	NOUN
ajsts-4667	321	14	accuracy	accuracy	NOUN
ajsts-4667	321	15	0.8956	0.8956	NUM
ajsts-4667	321	16	(	(	PUNCT
ajsts-4667	321	17	90	90	NUM
ajsts-4667	321	18	%	%	NOUN
ajsts-4667	321	19	)	)	PUNCT
ajsts-4667	321	20	precision	precision	NOUN
ajsts-4667	321	21	0.9100	0.9100	NUM
ajsts-4667	321	22	(	(	PUNCT
ajsts-4667	321	23	91	91	NUM
ajsts-4667	321	24	%	%	NOUN
ajsts-4667	321	25	)	)	PUNCT
ajsts-4667	321	26	recall	recall	VERB
ajsts-4667	321	27	0.8956	0.8956	NUM
ajsts-4667	321	28	(	(	PUNCT
ajsts-4667	321	29	90	90	NUM
ajsts-4667	321	30	%	%	NOUN
ajsts-4667	321	31	)	)	PUNCT
ajsts-4667	321	32	f1	f1	NOUN
ajsts-4667	321	33	score	score	NOUN
ajsts-4667	321	34	0.8922	0.8922	NUM
ajsts-4667	321	35	(	(	PUNCT
ajsts-4667	321	36	89	89	NUM
ajsts-4667	321	37	%	%	NOUN
ajsts-4667	321	38	)	)	PUNCT
ajsts-4667	321	39	high	high	ADJ
ajsts-4667	321	40	overall	overall	ADJ
ajsts-4667	321	41	accuracy	accuracy	NOUN
ajsts-4667	321	42	of	of	ADP
ajsts-4667	321	43	approximately	approximately	ADV
ajsts-4667	321	44	89.56	89.56	NUM
ajsts-4667	321	45	%	%	NOUN
ajsts-4667	321	46	,	,	PUNCT
ajsts-4667	321	47	signifying	signify	VERB
ajsts-4667	321	48	its	its	PRON
ajsts-4667	321	49	strong	strong	ADJ
ajsts-4667	321	50	capability	capability	NOUN
ajsts-4667	321	51	to	to	PART
ajsts-4667	321	52	correctly	correctly	ADV
ajsts-4667	321	53	classify	classify	VERB
ajsts-4667	321	54	reader	reader	NOUN
ajsts-4667	321	55	comments	comment	NOUN
ajsts-4667	321	56	according	accord	VERB
ajsts-4667	321	57	to	to	ADP
ajsts-4667	321	58	their	their	PRON
ajsts-4667	321	59	sentiment	sentiment	NOUN
ajsts-4667	321	60	.	.	PUNCT
ajsts-4667	322	1	a	a	DET
ajsts-4667	322	2	precision	precision	NOUN
ajsts-4667	322	3	score	score	NOUN
ajsts-4667	322	4	of	of	ADP
ajsts-4667	322	5	0.9100	0.9100	NUM
ajsts-4667	322	6	(	(	PUNCT
ajsts-4667	322	7	91	91	NUM
ajsts-4667	322	8	%	%	NOUN
ajsts-4667	322	9	)	)	PUNCT
ajsts-4667	322	10	indicates	indicate	VERB
ajsts-4667	322	11	a	a	DET
ajsts-4667	322	12	high	high	ADJ
ajsts-4667	322	13	level	level	NOUN
ajsts-4667	322	14	of	of	ADP
ajsts-4667	322	15	confidence	confidence	NOUN
ajsts-4667	322	16	that	that	SCONJ
ajsts-4667	322	17	comments	comment	NOUN
ajsts-4667	322	18	classified	classify	VERB
ajsts-4667	322	19	as	as	ADP
ajsts-4667	322	20	either	either	CCONJ
ajsts-4667	322	21	positive	positive	ADJ
ajsts-4667	322	22	or	or	CCONJ
ajsts-4667	322	23	negative	negative	ADJ
ajsts-4667	322	24	by	by	ADP
ajsts-4667	322	25	the	the	DET
ajsts-4667	322	26	model	model	NOUN
ajsts-4667	322	27	were	be	AUX
ajsts-4667	322	28	indeed	indeed	ADV
ajsts-4667	322	29	labeled	label	VERB
ajsts-4667	322	30	correctly	correctly	ADV
ajsts-4667	322	31	.	.	PUNCT
ajsts-4667	323	1	the	the	DET
ajsts-4667	323	2	recall	recall	NOUN
ajsts-4667	323	3	score	score	NOUN
ajsts-4667	323	4	of	of	ADP
ajsts-4667	323	5	0.8956	0.8956	NUM
ajsts-4667	323	6	(	(	PUNCT
ajsts-4667	323	7	90	90	NUM
ajsts-4667	323	8	%	%	NOUN
ajsts-4667	323	9	)	)	PUNCT
ajsts-4667	323	10	underscores	underscore	VERB
ajsts-4667	323	11	the	the	DET
ajsts-4667	323	12	model	model	NOUN
ajsts-4667	323	13	’s	’s	PART
ajsts-4667	323	14	effectiveness	effectiveness	NOUN
ajsts-4667	323	15	in	in	ADP
ajsts-4667	323	16	identifying	identify	VERB
ajsts-4667	323	17	the	the	DET
ajsts-4667	323	18	majority	majority	NOUN
ajsts-4667	323	19	of	of	ADP
ajsts-4667	323	20	the	the	DET
ajsts-4667	323	21	sentiment	sentiment	NOUN
ajsts-4667	323	22	classes	class	VERB
ajsts-4667	323	23	accurately	accurately	ADV
ajsts-4667	323	24	within	within	ADP
ajsts-4667	323	25	the	the	DET
ajsts-4667	323	26	dataset	dataset	NOUN
ajsts-4667	323	27	.	.	PUNCT
ajsts-4667	324	1	furthermore	furthermore	ADV
ajsts-4667	324	2	,	,	PUNCT
ajsts-4667	324	3	the	the	DET
ajsts-4667	324	4	f1	f1	NOUN
ajsts-4667	324	5	-	-	PUNCT
ajsts-4667	324	6	score	score	NOUN
ajsts-4667	324	7	of	of	ADP
ajsts-4667	324	8	0.8922	0.8922	NUM
ajsts-4667	324	9	(	(	PUNCT
ajsts-4667	324	10	89	89	NUM
ajsts-4667	324	11	%	%	NOUN
ajsts-4667	324	12	)	)	PUNCT
ajsts-4667	324	13	,	,	PUNCT
ajsts-4667	324	14	as	as	ADP
ajsts-4667	324	15	a	a	DET
ajsts-4667	324	16	balanced	balanced	ADJ
ajsts-4667	324	17	metric	metric	ADJ
ajsts-4667	324	18	combining	combine	VERB
ajsts-4667	324	19	precision	precision	NOUN
ajsts-4667	324	20	and	and	CCONJ
ajsts-4667	324	21	recall	recall	NOUN
ajsts-4667	324	22	,	,	PUNCT
ajsts-4667	324	23	confirms	confirm	VERB
ajsts-4667	324	24	robust	robust	ADJ
ajsts-4667	324	25	and	and	CCONJ
ajsts-4667	324	26	well	well	ADV
ajsts-4667	324	27	-	-	PUNCT
ajsts-4667	324	28	balanced	balanced	ADJ
ajsts-4667	324	29	overall	overall	ADJ
ajsts-4667	324	30	performance	performance	NOUN
ajsts-4667	324	31	.	.	PUNCT
ajsts-4667	325	1	collectively	collectively	ADV
ajsts-4667	325	2	,	,	PUNCT
ajsts-4667	325	3	these	these	DET
ajsts-4667	325	4	metrics	metric	NOUN
ajsts-4667	325	5	strongly	strongly	ADV
ajsts-4667	325	6	suggest	suggest	VERB
ajsts-4667	325	7	the	the	DET
ajsts-4667	325	8	classifier	classifier	NOUN
ajsts-4667	325	9	’s	’s	PART
ajsts-4667	325	10	appropriateness	appropriateness	NOUN
ajsts-4667	325	11	and	and	CCONJ
ajsts-4667	325	12	reliability	reliability	NOUN
ajsts-4667	325	13	for	for	ADP
ajsts-4667	325	14	practical	practical	ADJ
ajsts-4667	325	15	sentiment	sentiment	NOUN
ajsts-4667	325	16	classification	classification	NOUN
ajsts-4667	325	17	applications	application	NOUN
ajsts-4667	325	18	,	,	PUNCT
ajsts-4667	325	19	particularly	particularly	ADV
ajsts-4667	325	20	in	in	ADP
ajsts-4667	325	21	sensitive	sensitive	ADJ
ajsts-4667	325	22	digital	digital	ADJ
ajsts-4667	325	23	contexts	context	NOUN
ajsts-4667	325	24	—	—	PUNCT
ajsts-4667	325	25	such	such	ADJ
ajsts-4667	325	26	as	as	ADP
ajsts-4667	325	27	discussions	discussion	NOUN
ajsts-4667	325	28	involving	involve	VERB
ajsts-4667	325	29	telegram	telegram	NOUN
ajsts-4667	325	30	and	and	CCONJ
ajsts-4667	325	31	its	its	PRON
ajsts-4667	325	32	alleged	alleged	ADJ
ajsts-4667	325	33	association	association	NOUN
ajsts-4667	325	34	with	with	ADP
ajsts-4667	325	35	criminal	criminal	ADJ
ajsts-4667	325	36	activities	activity	NOUN
ajsts-4667	325	37	—	—	PUNCT
ajsts-4667	325	38	where	where	SCONJ
ajsts-4667	325	39	accurate	accurate	ADJ
ajsts-4667	325	40	and	and	CCONJ
ajsts-4667	325	41	nuanced	nuanced	ADJ
ajsts-4667	325	42	interpretation	interpretation	NOUN
ajsts-4667	325	43	of	of	ADP
ajsts-4667	325	44	user	user	NOUN
ajsts-4667	325	45	-	-	PUNCT
ajsts-4667	325	46	generated	generate	VERB
ajsts-4667	325	47	discourse	discourse	NOUN
ajsts-4667	325	48	is	be	AUX
ajsts-4667	325	49	critical	critical	ADJ
ajsts-4667	325	50	.	.	PUNCT
ajsts-4667	326	1	implications	implication	NOUN
ajsts-4667	326	2	of	of	ADP
ajsts-4667	326	3	model	model	NOUN
ajsts-4667	326	4	performance	performance	NOUN
ajsts-4667	326	5	metrics	metric	NOUN
ajsts-4667	326	6	the	the	DET
ajsts-4667	326	7	classifier	classifier	NOUN
ajsts-4667	326	8	’s	’s	PART
ajsts-4667	326	9	strong	strong	ADJ
ajsts-4667	326	10	overall	overall	ADJ
ajsts-4667	326	11	performance	performance	NOUN
ajsts-4667	326	12	(	(	PUNCT
ajsts-4667	326	13	accuracy	accuracy	NOUN
ajsts-4667	326	14	:	:	PUNCT
ajsts-4667	326	15	89.56	89.56	NUM
ajsts-4667	326	16	%	%	NOUN
ajsts-4667	326	17	,	,	PUNCT
ajsts-4667	326	18	precision	precision	NOUN
ajsts-4667	326	19	:	:	PUNCT
ajsts-4667	326	20	91	91	NUM
ajsts-4667	326	21	%	%	NOUN
ajsts-4667	326	22	,	,	PUNCT
ajsts-4667	326	23	recall	recall	NOUN
ajsts-4667	326	24	:	:	PUNCT
ajsts-4667	326	25	90	90	NUM
ajsts-4667	326	26	%	%	NOUN
ajsts-4667	326	27	,	,	PUNCT
ajsts-4667	326	28	and	and	CCONJ
ajsts-4667	326	29	f1	f1	NOUN
ajsts-4667	326	30	-	-	PUNCT
ajsts-4667	326	31	score	score	NOUN
ajsts-4667	326	32	:	:	PUNCT
ajsts-4667	326	33	89	89	NUM
ajsts-4667	326	34	%	%	NOUN
ajsts-4667	326	35	)	)	PUNCT
ajsts-4667	326	36	confirms	confirm	VERB
ajsts-4667	326	37	the	the	DET
ajsts-4667	326	38	effectiveness	effectiveness	NOUN
ajsts-4667	326	39	of	of	ADP
ajsts-4667	326	40	tf	tf	PROPN
ajsts-4667	326	41	-	-	PUNCT
ajsts-4667	326	42	idf	idf	PROPN
ajsts-4667	326	43	vectorization	vectorization	NOUN
ajsts-4667	326	44	combined	combine	VERB
ajsts-4667	326	45	with	with	ADP
ajsts-4667	326	46	logistic	logistic	ADJ
ajsts-4667	326	47	regression	regression	NOUN
ajsts-4667	326	48	for	for	ADP
ajsts-4667	326	49	accurately	accurately	ADV
ajsts-4667	326	50	capturing	capture	VERB
ajsts-4667	326	51	lexical	lexical	ADJ
ajsts-4667	326	52	patterns	pattern	NOUN
ajsts-4667	326	53	indicative	indicative	ADJ
ajsts-4667	326	54	of	of	ADP
ajsts-4667	326	55	sentiment	sentiment	NOUN
ajsts-4667	326	56	.	.	PUNCT
ajsts-4667	327	1	however	however	ADV
ajsts-4667	327	2	,	,	PUNCT
ajsts-4667	327	3	despite	despite	SCONJ
ajsts-4667	327	4	strong	strong	ADJ
ajsts-4667	327	5	metrics	metric	NOUN
ajsts-4667	327	6	,	,	PUNCT
ajsts-4667	327	7	there	there	PRON
ajsts-4667	327	8	remains	remain	VERB
ajsts-4667	327	9	a	a	DET
ajsts-4667	327	10	methodological	methodological	ADJ
ajsts-4667	327	11	implication	implication	NOUN
ajsts-4667	327	12	that	that	SCONJ
ajsts-4667	327	13	certain	certain	ADJ
ajsts-4667	327	14	nuanced	nuanced	ADJ
ajsts-4667	327	15	linguistic	linguistic	ADJ
ajsts-4667	327	16	features	feature	NOUN
ajsts-4667	327	17	—	—	PUNCT
ajsts-4667	327	18	such	such	ADJ
ajsts-4667	327	19	as	as	ADP
ajsts-4667	327	20	implicit	implicit	ADJ
ajsts-4667	327	21	negativity	negativity	NOUN
ajsts-4667	327	22	or	or	CCONJ
ajsts-4667	327	23	context	context	NOUN
ajsts-4667	327	24	-	-	PUNCT
ajsts-4667	327	25	dependent	dependent	ADJ
ajsts-4667	327	26	subtleties	subtlety	NOUN
ajsts-4667	327	27	—	—	PUNCT
ajsts-4667	327	28	may	may	AUX
ajsts-4667	327	29	still	still	ADV
ajsts-4667	327	30	not	not	PART
ajsts-4667	327	31	be	be	AUX
ajsts-4667	327	32	fully	fully	ADV
ajsts-4667	327	33	captured	capture	VERB
ajsts-4667	327	34	,	,	PUNCT
ajsts-4667	327	35	necessitating	necessitate	VERB
ajsts-4667	327	36	continued	continue	VERB
ajsts-4667	327	37	refinement	refinement	NOUN
ajsts-4667	327	38	and	and	CCONJ
ajsts-4667	327	39	potential	potential	ADJ
ajsts-4667	327	40	integration	integration	NOUN
ajsts-4667	327	41	of	of	ADP
ajsts-4667	327	42	advanced	advanced	ADJ
ajsts-4667	327	43	,	,	PUNCT
ajsts-4667	327	44	context	context	NOUN
ajsts-4667	327	45	-	-	PUNCT
ajsts-4667	327	46	aware	aware	ADJ
ajsts-4667	327	47	modeling	modeling	NOUN
ajsts-4667	327	48	approaches	approach	NOUN
ajsts-4667	327	49	.	.	PUNCT
ajsts-4667	328	1	the	the	DET
ajsts-4667	328	2	high	high	ADJ
ajsts-4667	328	3	reliability	reliability	NOUN
ajsts-4667	328	4	indicated	indicate	VERB
ajsts-4667	328	5	by	by	ADP
ajsts-4667	328	6	these	these	DET
ajsts-4667	328	7	metrics	metric	NOUN
ajsts-4667	328	8	suggests	suggest	VERB
ajsts-4667	328	9	the	the	DET
ajsts-4667	328	10	model	model	NOUN
ajsts-4667	328	11	’s	’s	PART
ajsts-4667	328	12	suitability	suitability	NOUN
ajsts-4667	328	13	for	for	ADP
ajsts-4667	328	14	practical	practical	ADJ
ajsts-4667	328	15	deployment	deployment	NOUN
ajsts-4667	328	16	in	in	ADP
ajsts-4667	328	17	sentiment	sentiment	NOUN
ajsts-4667	328	18	monitoring	monitor	VERB
ajsts-4667	328	19	tools	tool	NOUN
ajsts-4667	328	20	or	or	CCONJ
ajsts-4667	328	21	dashboards	dashboard	NOUN
ajsts-4667	328	22	,	,	PUNCT
ajsts-4667	328	23	especially	especially	ADV
ajsts-4667	328	24	in	in	ADP
ajsts-4667	328	25	contexts	contexts	NOUN
ajsts-4667	328	26	involving	involve	VERB
ajsts-4667	328	27	socially	socially	ADV
ajsts-4667	328	28	or	or	CCONJ
ajsts-4667	328	29	emotionally	emotionally	ADV
ajsts-4667	328	30	sensitive	sensitive	ADJ
ajsts-4667	328	31	topics	topic	NOUN
ajsts-4667	328	32	.	.	PUNCT
ajsts-4667	329	1	nevertheless	nevertheless	ADV
ajsts-4667	329	2	,	,	PUNCT
ajsts-4667	329	3	stakeholders	stakeholder	NOUN
ajsts-4667	329	4	must	must	AUX
ajsts-4667	329	5	remain	remain	VERB
ajsts-4667	329	6	aware	aware	ADJ
ajsts-4667	329	7	of	of	ADP
ajsts-4667	329	8	potential	potential	ADJ
ajsts-4667	329	9	limitations	limitation	NOUN
ajsts-4667	329	10	—	—	PUNCT
ajsts-4667	329	11	particularly	particularly	ADV
ajsts-4667	329	12	related	relate	VERB
ajsts-4667	329	13	to	to	ADP
ajsts-4667	329	14	subtle	subtle	ADJ
ajsts-4667	329	15	,	,	PUNCT
ajsts-4667	329	16	implicit	implicit	ADJ
ajsts-4667	329	17	,	,	PUNCT
ajsts-4667	329	18	or	or	CCONJ
ajsts-4667	329	19	nuanced	nuanced	ADJ
ajsts-4667	329	20	negative	negative	ADJ
ajsts-4667	329	21	sentiment	sentiment	NOUN
ajsts-4667	329	22	—	—	PUNCT
ajsts-4667	329	23	that	that	PRON
ajsts-4667	329	24	might	might	AUX
ajsts-4667	329	25	be	be	AUX
ajsts-4667	329	26	systematically	systematically	ADV
ajsts-4667	329	27	underrepresented	underrepresente	VERB
ajsts-4667	329	28	despite	despite	SCONJ
ajsts-4667	329	29	overall	overall	ADJ
ajsts-4667	329	30	strong	strong	ADJ
ajsts-4667	329	31	performance	performance	NOUN
ajsts-4667	329	32	.	.	PUNCT
ajsts-4667	330	1	the	the	DET
ajsts-4667	330	2	robustness	robustness	NOUN
ajsts-4667	330	3	of	of	ADP
ajsts-4667	330	4	these	these	DET
ajsts-4667	330	5	metrics	metric	NOUN
ajsts-4667	330	6	indicates	indicate	VERB
ajsts-4667	330	7	that	that	SCONJ
ajsts-4667	330	8	sentiment	sentiment	NOUN
ajsts-4667	330	9	classification	classification	NOUN
ajsts-4667	330	10	models	model	NOUN
ajsts-4667	330	11	could	could	AUX
ajsts-4667	330	12	significantly	significantly	ADV
ajsts-4667	330	13	aid	aid	VERB
ajsts-4667	330	14	telegram	telegram	NOUN
ajsts-4667	330	15	’s	’s	PART
ajsts-4667	330	16	management	management	NOUN
ajsts-4667	330	17	in	in	ADP
ajsts-4667	330	18	real	real	ADJ
ajsts-4667	330	19	-	-	PUNCT
ajsts-4667	330	20	time	time	NOUN
ajsts-4667	330	21	monitoring	monitoring	NOUN
ajsts-4667	330	22	of	of	ADP
ajsts-4667	330	23	user	user	NOUN
ajsts-4667	330	24	sentiment	sentiment	NOUN
ajsts-4667	330	25	,	,	PUNCT
ajsts-4667	330	26	allowing	allow	VERB
ajsts-4667	330	27	for	for	ADP
ajsts-4667	330	28	proactive	proactive	ADJ
ajsts-4667	330	29	and	and	CCONJ
ajsts-4667	330	30	informed	informed	ADJ
ajsts-4667	330	31	interventions	intervention	NOUN
ajsts-4667	330	32	.	.	PUNCT
ajsts-4667	331	1	nevertheless	nevertheless	ADV
ajsts-4667	331	2	,	,	PUNCT
ajsts-4667	331	3	telegram	telegram	NOUN
ajsts-4667	331	4	should	should	AUX
ajsts-4667	331	5	integrate	integrate	VERB
ajsts-4667	331	6	qualitative	qualitative	ADJ
ajsts-4667	331	7	or	or	CCONJ
ajsts-4667	331	8	supplementary	supplementary	ADJ
ajsts-4667	331	9	analyses	analysis	NOUN
ajsts-4667	331	10	to	to	PART
ajsts-4667	331	11	ensure	ensure	VERB
ajsts-4667	331	12	comprehensive	comprehensive	ADJ
ajsts-4667	331	13	coverage	coverage	NOUN
ajsts-4667	331	14	of	of	ADP
ajsts-4667	331	15	user	user	NOUN
ajsts-4667	331	16	concerns	concern	NOUN
ajsts-4667	331	17	,	,	PUNCT
ajsts-4667	331	18	especially	especially	ADV
ajsts-4667	331	19	those	those	PRON
ajsts-4667	331	20	communicated	communicate	VERB
ajsts-4667	331	21	through	through	ADP
ajsts-4667	331	22	subtle	subtle	ADJ
ajsts-4667	331	23	linguistic	linguistic	ADJ
ajsts-4667	331	24	expressions	expression	NOUN
ajsts-4667	331	25	that	that	PRON
ajsts-4667	331	26	may	may	AUX
ajsts-4667	331	27	evade	evade	VERB
ajsts-4667	331	28	quantitative	quantitative	ADJ
ajsts-4667	331	29	detection	detection	NOUN
ajsts-4667	331	30	.	.	PUNCT
ajsts-4667	332	1	high	high	ADJ
ajsts-4667	332	2	precision	precision	NOUN
ajsts-4667	332	3	and	and	CCONJ
ajsts-4667	332	4	recall	recall	NOUN
ajsts-4667	332	5	rates	rate	NOUN
ajsts-4667	332	6	offer	offer	VERB
ajsts-4667	332	7	business	business	NOUN
ajsts-4667	332	8	analysts	analyst	NOUN
ajsts-4667	332	9	a	a	DET
ajsts-4667	332	10	reliable	reliable	ADJ
ajsts-4667	332	11	tool	tool	NOUN
ajsts-4667	332	12	for	for	ADP
ajsts-4667	332	13	assessing	assess	VERB
ajsts-4667	332	14	user	user	NOUN
ajsts-4667	332	15	sentiment	sentiment	NOUN
ajsts-4667	332	16	accurately	accurately	ADV
ajsts-4667	332	17	,	,	PUNCT
ajsts-4667	332	18	thus	thus	ADV
ajsts-4667	332	19	improving	improve	VERB
ajsts-4667	332	20	strategic	strategic	ADJ
ajsts-4667	332	21	and	and	CCONJ
ajsts-4667	332	22	operational	operational	ADJ
ajsts-4667	332	23	decision	decision	NOUN
ajsts-4667	332	24	-	-	PUNCT
ajsts-4667	332	25	making	make	VERB
ajsts-4667	332	26	processes	process	NOUN
ajsts-4667	332	27	.	.	PUNCT
ajsts-4667	333	1	however	however	ADV
ajsts-4667	333	2	,	,	PUNCT
ajsts-4667	333	3	analysts	analyst	NOUN
ajsts-4667	333	4	should	should	AUX
ajsts-4667	333	5	remain	remain	VERB
ajsts-4667	333	6	cautious	cautious	ADJ
ajsts-4667	333	7	,	,	PUNCT
ajsts-4667	333	8	complementing	complement	VERB
ajsts-4667	333	9	such	such	ADJ
ajsts-4667	333	10	models	model	NOUN
ajsts-4667	333	11	with	with	ADP
ajsts-4667	333	12	qualitative	qualitative	ADJ
ajsts-4667	333	13	analysis	analysis	NOUN
ajsts-4667	333	14	or	or	CCONJ
ajsts-4667	333	15	expert	expert	ADJ
ajsts-4667	333	16	judgment	judgment	NOUN
ajsts-4667	333	17	to	to	PART
ajsts-4667	333	18	capture	capture	VERB
ajsts-4667	333	19	nuanced	nuanced	ADJ
ajsts-4667	333	20	expressions	expression	NOUN
ajsts-4667	333	21	of	of	ADP
ajsts-4667	333	22	potential	potential	ADJ
ajsts-4667	333	23	risks	risk	NOUN
ajsts-4667	333	24	and	and	CCONJ
ajsts-4667	333	25	reputational	reputational	ADJ
ajsts-4667	333	26	threats	threat	NOUN
ajsts-4667	333	27	.	.	PUNCT
ajsts-4667	334	1	for	for	ADP
ajsts-4667	334	2	regulators	regulator	NOUN
ajsts-4667	334	3	,	,	PUNCT
ajsts-4667	334	4	the	the	DET
ajsts-4667	334	5	demonstrated	demonstrate	VERB
ajsts-4667	334	6	model	model	NOUN
ajsts-4667	334	7	reliability	reliability	NOUN
ajsts-4667	334	8	supports	support	VERB
ajsts-4667	334	9	informed	informed	ADJ
ajsts-4667	334	10	monitoring	monitoring	NOUN
ajsts-4667	334	11	and	and	CCONJ
ajsts-4667	334	12	policy	policy	NOUN
ajsts-4667	334	13	-	-	PUNCT
ajsts-4667	334	14	making	making	NOUN
ajsts-4667	334	15	concerning	concern	VERB
ajsts-4667	334	16	online	online	ADJ
ajsts-4667	334	17	discourse	discourse	NOUN
ajsts-4667	334	18	and	and	CCONJ
ajsts-4667	334	19	platform	platform	NOUN
ajsts-4667	334	20	governance	governance	NOUN
ajsts-4667	334	21	.	.	PUNCT
ajsts-4667	335	1	nonetheless	nonetheless	ADV
ajsts-4667	335	2	,	,	PUNCT
ajsts-4667	335	3	regulators	regulator	NOUN
ajsts-4667	335	4	should	should	AUX
ajsts-4667	335	5	acknowledge	acknowledge	VERB
ajsts-4667	335	6	potential	potential	ADJ
ajsts-4667	335	7	blind	blind	ADJ
ajsts-4667	335	8	spots	spot	NOUN
ajsts-4667	335	9	in	in	ADP
ajsts-4667	335	10	automated	automate	VERB
ajsts-4667	335	11	sentiment	sentiment	NOUN
ajsts-4667	335	12	classification	classification	NOUN
ajsts-4667	335	13	,	,	PUNCT
ajsts-4667	335	14	particularly	particularly	ADV
ajsts-4667	335	15	regarding	regard	VERB
ajsts-4667	335	16	subtle	subtle	ADJ
ajsts-4667	335	17	negative	negative	ADJ
ajsts-4667	335	18	commentary	commentary	NOUN
ajsts-4667	335	19	that	that	PRON
ajsts-4667	335	20	figure	figure	VERB
ajsts-4667	335	21	7	7	NUM
ajsts-4667	335	22	:	:	PUNCT
ajsts-4667	335	23	mode	mode	NOUN
ajsts-4667	335	24	performance	performance	NOUN
ajsts-4667	335	25	metrics	metric	NOUN
ajsts-4667	335	26	pa	pa	PROPN
ajsts-4667	335	27	ge	ge	PROPN
ajsts-4667	335	28	82	82	NUM
ajsts-4667	335	29	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	335	30	am	be	AUX
ajsts-4667	335	31	.	.	PUNCT
ajsts-4667	336	1	j.	j.	PROPN
ajsts-4667	336	2	smart	smart	PROPN
ajsts-4667	336	3	.	.	PUNCT
ajsts-4667	337	1	technol	technol	PROPN
ajsts-4667	337	2	.	.	PUNCT
ajsts-4667	337	3	solutions	solution	NOUN
ajsts-4667	337	4	4(1	4(1	NOUN
ajsts-4667	337	5	)	)	PUNCT
ajsts-4667	337	6	68	68	NUM
ajsts-4667	337	7	-	-	SYM
ajsts-4667	337	8	88	88	NUM
ajsts-4667	337	9	,	,	PUNCT
ajsts-4667	337	10	2025	2025	NUM
ajsts-4667	337	11	table	table	NOUN
ajsts-4667	337	12	14	14	NUM
ajsts-4667	337	13	:	:	PUNCT
ajsts-4667	337	14	model	model	NOUN
ajsts-4667	337	15	performance	performance	NOUN
ajsts-4667	337	16	metrics	metric	NOUN
ajsts-4667	337	17	table	table	NOUN
ajsts-4667	337	18	stakeholder	stakeholder	NOUN
ajsts-4667	337	19	implications	implication	VERB
ajsts-4667	337	20	methodological	methodological	ADJ
ajsts-4667	337	21	high	high	ADJ
ajsts-4667	337	22	model	model	NOUN
ajsts-4667	337	23	accuracy	accuracy	NOUN
ajsts-4667	337	24	validates	validate	VERB
ajsts-4667	337	25	tf	tf	PROPN
ajsts-4667	337	26	-	-	PUNCT
ajsts-4667	337	27	idf	idf	NOUN
ajsts-4667	337	28	and	and	CCONJ
ajsts-4667	337	29	logistic	logistic	ADJ
ajsts-4667	337	30	regression	regression	NOUN
ajsts-4667	337	31	but	but	CCONJ
ajsts-4667	337	32	highlights	highlight	VERB
ajsts-4667	337	33	the	the	DET
ajsts-4667	337	34	necessity	necessity	NOUN
ajsts-4667	337	35	for	for	ADP
ajsts-4667	337	36	advanced	advanced	ADJ
ajsts-4667	337	37	approaches	approach	NOUN
ajsts-4667	337	38	to	to	PART
ajsts-4667	337	39	capture	capture	VERB
ajsts-4667	337	40	nuanced	nuanced	ADJ
ajsts-4667	337	41	negative	negative	ADJ
ajsts-4667	337	42	expressions	expression	NOUN
ajsts-4667	337	43	.	.	PUNCT
ajsts-4667	338	1	practical	practical	ADJ
ajsts-4667	338	2	robust	robust	ADJ
ajsts-4667	338	3	overall	overall	ADJ
ajsts-4667	338	4	performance	performance	NOUN
ajsts-4667	338	5	supports	support	VERB
ajsts-4667	338	6	operational	operational	ADJ
ajsts-4667	338	7	deployment	deployment	NOUN
ajsts-4667	338	8	for	for	ADP
ajsts-4667	338	9	sentiment	sentiment	NOUN
ajsts-4667	338	10	analysis	analysis	NOUN
ajsts-4667	338	11	,	,	PUNCT
ajsts-4667	338	12	though	though	SCONJ
ajsts-4667	338	13	stakeholders	stakeholder	NOUN
ajsts-4667	338	14	should	should	AUX
ajsts-4667	338	15	remain	remain	VERB
ajsts-4667	338	16	cautious	cautious	ADJ
ajsts-4667	338	17	of	of	ADP
ajsts-4667	338	18	subtle	subtle	ADJ
ajsts-4667	338	19	sentiment	sentiment	NOUN
ajsts-4667	338	20	complexities	complexity	NOUN
ajsts-4667	338	21	.	.	PUNCT
ajsts-4667	339	1	telegram	telegram	NOUN
ajsts-4667	339	2	(	(	PUNCT
ajsts-4667	339	3	platform	platform	NOUN
ajsts-4667	339	4	management	management	NOUN
ajsts-4667	339	5	)	)	PUNCT
ajsts-4667	339	6	reliable	reliable	ADJ
ajsts-4667	339	7	sentiment	sentiment	NOUN
ajsts-4667	339	8	analysis	analysis	NOUN
ajsts-4667	339	9	metrics	metric	NOUN
ajsts-4667	339	10	enable	enable	VERB
ajsts-4667	339	11	effective	effective	ADJ
ajsts-4667	339	12	user	user	NOUN
ajsts-4667	339	13	monitoring	monitoring	NOUN
ajsts-4667	339	14	;	;	PUNCT
ajsts-4667	339	15	however	however	ADV
ajsts-4667	339	16	,	,	PUNCT
ajsts-4667	339	17	supplementary	supplementary	ADJ
ajsts-4667	339	18	qualitative	qualitative	ADJ
ajsts-4667	339	19	analyses	analysis	NOUN
ajsts-4667	339	20	are	be	AUX
ajsts-4667	339	21	needed	need	VERB
ajsts-4667	339	22	to	to	PART
ajsts-4667	339	23	detect	detect	VERB
ajsts-4667	339	24	subtle	subtle	ADJ
ajsts-4667	339	25	concerns	concern	NOUN
ajsts-4667	339	26	.	.	PUNCT
ajsts-4667	340	1	business	business	NOUN
ajsts-4667	340	2	analysts	analyst	NOUN
ajsts-4667	340	3	and	and	CCONJ
ajsts-4667	340	4	risk	risk	NOUN
ajsts-4667	340	5	managers	manager	NOUN
ajsts-4667	340	6	strong	strong	ADJ
ajsts-4667	340	7	precision	precision	NOUN
ajsts-4667	340	8	and	and	CCONJ
ajsts-4667	340	9	recall	recall	NOUN
ajsts-4667	340	10	metrics	metric	NOUN
ajsts-4667	340	11	enhance	enhance	VERB
ajsts-4667	340	12	informed	informed	ADJ
ajsts-4667	340	13	decision	decision	NOUN
ajsts-4667	340	14	-	-	PUNCT
ajsts-4667	340	15	making	making	NOUN
ajsts-4667	340	16	,	,	PUNCT
ajsts-4667	340	17	yet	yet	CCONJ
ajsts-4667	340	18	complementary	complementary	ADJ
ajsts-4667	340	19	analysis	analysis	NOUN
ajsts-4667	340	20	remains	remain	VERB
ajsts-4667	340	21	critical	critical	ADJ
ajsts-4667	340	22	for	for	ADP
ajsts-4667	340	23	nuanced	nuanced	ADJ
ajsts-4667	340	24	risk	risk	NOUN
ajsts-4667	340	25	detection	detection	NOUN
ajsts-4667	340	26	.	.	PUNCT
ajsts-4667	341	1	regulatory	regulatory	ADJ
ajsts-4667	341	2	stakeholders	stakeholder	NOUN
ajsts-4667	341	3	high	high	ADJ
ajsts-4667	341	4	classifier	classifier	NOUN
ajsts-4667	341	5	reliability	reliability	NOUN
ajsts-4667	341	6	aids	aid	NOUN
ajsts-4667	341	7	regulatory	regulatory	ADJ
ajsts-4667	341	8	oversight	oversight	NOUN
ajsts-4667	341	9	but	but	CCONJ
ajsts-4667	341	10	necessitates	necessitate	VERB
ajsts-4667	341	11	awareness	awareness	NOUN
ajsts-4667	341	12	of	of	ADP
ajsts-4667	341	13	potential	potential	ADJ
ajsts-4667	341	14	blind	blind	ADJ
ajsts-4667	341	15	spots	spot	NOUN
ajsts-4667	341	16	in	in	ADP
ajsts-4667	341	17	identifying	identify	VERB
ajsts-4667	341	18	subtly	subtly	ADV
ajsts-4667	341	19	negative	negative	ADJ
ajsts-4667	341	20	user	user	NOUN
ajsts-4667	341	21	feedback	feedback	NOUN
ajsts-4667	341	22	.	.	PUNCT
ajsts-4667	342	1	computational	computational	ADJ
ajsts-4667	342	2	linguists	linguist	NOUN
ajsts-4667	342	3	and	and	CCONJ
ajsts-4667	342	4	nlp	nlp	ADJ
ajsts-4667	342	5	researchers	researcher	NOUN
ajsts-4667	342	6	while	while	SCONJ
ajsts-4667	342	7	lexical	lexical	ADJ
ajsts-4667	342	8	models	model	NOUN
ajsts-4667	342	9	exhibit	exhibit	VERB
ajsts-4667	342	10	strong	strong	ADJ
ajsts-4667	342	11	predictive	predictive	ADJ
ajsts-4667	342	12	accuracy	accuracy	NOUN
ajsts-4667	342	13	,	,	PUNCT
ajsts-4667	342	14	their	their	PRON
ajsts-4667	342	15	inherent	inherent	ADJ
ajsts-4667	342	16	linguistic	linguistic	ADJ
ajsts-4667	342	17	limitations	limitation	NOUN
ajsts-4667	342	18	call	call	VERB
ajsts-4667	342	19	for	for	ADP
ajsts-4667	342	20	research	research	NOUN
ajsts-4667	342	21	into	into	ADP
ajsts-4667	342	22	context	context	NOUN
ajsts-4667	342	23	-	-	PUNCT
ajsts-4667	342	24	sensitive	sensitive	ADJ
ajsts-4667	342	25	computational	computational	ADJ
ajsts-4667	342	26	methodologies	methodology	NOUN
ajsts-4667	342	27	.	.	PUNCT
ajsts-4667	343	1	could	could	AUX
ajsts-4667	343	2	inform	inform	VERB
ajsts-4667	343	3	nuanced	nuanced	ADJ
ajsts-4667	343	4	policy	policy	NOUN
ajsts-4667	343	5	decisions	decision	NOUN
ajsts-4667	343	6	.	.	PUNCT
ajsts-4667	344	1	the	the	DET
ajsts-4667	344	2	strong	strong	ADJ
ajsts-4667	344	3	performance	performance	NOUN
ajsts-4667	344	4	metrics	metric	NOUN
ajsts-4667	344	5	highlight	highlight	VERB
ajsts-4667	344	6	the	the	DET
ajsts-4667	344	7	value	value	NOUN
ajsts-4667	344	8	of	of	ADP
ajsts-4667	344	9	lexical	lexical	ADJ
ajsts-4667	344	10	models	model	NOUN
ajsts-4667	344	11	but	but	CCONJ
ajsts-4667	344	12	also	also	ADV
ajsts-4667	344	13	underscore	underscore	VERB
ajsts-4667	344	14	their	their	PRON
ajsts-4667	344	15	inherent	inherent	ADJ
ajsts-4667	344	16	limitations	limitation	NOUN
ajsts-4667	344	17	.	.	PUNCT
ajsts-4667	345	1	researchers	researcher	NOUN
ajsts-4667	345	2	are	be	AUX
ajsts-4667	345	3	encouraged	encourage	VERB
ajsts-4667	345	4	to	to	PART
ajsts-4667	345	5	further	far	ADV
ajsts-4667	345	6	explore	explore	VERB
ajsts-4667	345	7	integrating	integrate	VERB
ajsts-4667	345	8	advanced	advanced	ADJ
ajsts-4667	345	9	linguistic	linguistic	ADJ
ajsts-4667	345	10	methodologies	methodology	NOUN
ajsts-4667	345	11	(	(	PUNCT
ajsts-4667	345	12	such	such	ADJ
ajsts-4667	345	13	as	as	ADP
ajsts-4667	345	14	neural	neural	ADJ
ajsts-4667	345	15	embeddings	embedding	NOUN
ajsts-4667	345	16	or	or	CCONJ
ajsts-4667	345	17	transformer	transformer	NOUN
ajsts-4667	345	18	models	model	NOUN
ajsts-4667	345	19	)	)	PUNCT
ajsts-4667	345	20	to	to	PART
ajsts-4667	345	21	address	address	VERB
ajsts-4667	345	22	limitations	limitation	NOUN
ajsts-4667	345	23	related	relate	VERB
ajsts-4667	345	24	to	to	ADP
ajsts-4667	345	25	capturing	capture	VERB
ajsts-4667	345	26	subtlety	subtlety	NOUN
ajsts-4667	345	27	,	,	PUNCT
ajsts-4667	345	28	irony	irony	NOUN
ajsts-4667	345	29	,	,	PUNCT
ajsts-4667	345	30	or	or	CCONJ
ajsts-4667	345	31	contextually	contextually	ADV
ajsts-4667	345	32	complex	complex	ADJ
ajsts-4667	345	33	negative	negative	ADJ
ajsts-4667	345	34	expressions	expression	NOUN
ajsts-4667	345	35	in	in	ADP
ajsts-4667	345	36	sentiment	sentiment	NOUN
ajsts-4667	345	37	analysis	analysis	NOUN
ajsts-4667	345	38	.	.	PUNCT
ajsts-4667	346	1	overall	overall	ADJ
ajsts-4667	346	2	,	,	PUNCT
ajsts-4667	346	3	while	while	SCONJ
ajsts-4667	346	4	this	this	DET
ajsts-4667	346	5	model	model	NOUN
ajsts-4667	346	6	demonstrates	demonstrate	VERB
ajsts-4667	346	7	substantial	substantial	ADJ
ajsts-4667	346	8	accuracy	accuracy	NOUN
ajsts-4667	346	9	and	and	CCONJ
ajsts-4667	346	10	reliability	reliability	NOUN
ajsts-4667	346	11	for	for	ADP
ajsts-4667	346	12	real	real	ADJ
ajsts-4667	346	13	-	-	PUNCT
ajsts-4667	346	14	world	world	NOUN
ajsts-4667	346	15	sentiment	sentiment	NOUN
ajsts-4667	346	16	analysis	analysis	NOUN
ajsts-4667	346	17	,	,	PUNCT
ajsts-4667	346	18	stakeholders	stakeholder	NOUN
ajsts-4667	346	19	must	must	AUX
ajsts-4667	346	20	remain	remain	VERB
ajsts-4667	346	21	cognizant	cognizant	ADJ
ajsts-4667	346	22	of	of	ADP
ajsts-4667	346	23	inherent	inherent	ADJ
ajsts-4667	346	24	limitations	limitation	NOUN
ajsts-4667	346	25	and	and	CCONJ
ajsts-4667	346	26	pursue	pursue	VERB
ajsts-4667	346	27	complementary	complementary	ADJ
ajsts-4667	346	28	analytical	analytical	ADJ
ajsts-4667	346	29	techniques	technique	NOUN
ajsts-4667	346	30	and	and	CCONJ
ajsts-4667	346	31	approaches	approach	NOUN
ajsts-4667	346	32	for	for	ADP
ajsts-4667	346	33	comprehensive	comprehensive	ADJ
ajsts-4667	346	34	interpretation	interpretation	NOUN
ajsts-4667	346	35	of	of	ADP
ajsts-4667	346	36	public	public	ADJ
ajsts-4667	346	37	sentiment	sentiment	NOUN
ajsts-4667	346	38	.	.	PUNCT
ajsts-4667	347	1	discussion	discussion	NOUN
ajsts-4667	347	2	text	text	NOUN
ajsts-4667	347	3	preprocessing	preprocesse	VERB
ajsts-4667	347	4	the	the	DET
ajsts-4667	347	5	text	text	NOUN
ajsts-4667	347	6	preprocessing	preprocessing	NOUN
ajsts-4667	347	7	methods	method	NOUN
ajsts-4667	347	8	implemented	implement	VERB
ajsts-4667	347	9	in	in	ADP
ajsts-4667	347	10	this	this	DET
ajsts-4667	347	11	study	study	NOUN
ajsts-4667	347	12	were	be	AUX
ajsts-4667	347	13	critical	critical	ADJ
ajsts-4667	347	14	in	in	ADP
ajsts-4667	347	15	ensuring	ensure	VERB
ajsts-4667	347	16	accurate	accurate	ADJ
ajsts-4667	347	17	sentiment	sentiment	NOUN
ajsts-4667	347	18	classification	classification	NOUN
ajsts-4667	347	19	and	and	CCONJ
ajsts-4667	347	20	robust	robust	ADJ
ajsts-4667	347	21	model	model	NOUN
ajsts-4667	347	22	performance	performance	NOUN
ajsts-4667	347	23	.	.	PUNCT
ajsts-4667	348	1	the	the	DET
ajsts-4667	348	2	preprocessing	preprocessing	NOUN
ajsts-4667	348	3	pipeline	pipeline	NOUN
ajsts-4667	348	4	,	,	PUNCT
ajsts-4667	348	5	which	which	PRON
ajsts-4667	348	6	included	include	VERB
ajsts-4667	348	7	lowercasing	lowercasing	NOUN
ajsts-4667	348	8	,	,	PUNCT
ajsts-4667	348	9	tokenization	tokenization	NOUN
ajsts-4667	348	10	,	,	PUNCT
ajsts-4667	348	11	stop	stop	VERB
ajsts-4667	348	12	word	word	NOUN
ajsts-4667	348	13	removal	removal	NOUN
ajsts-4667	348	14	,	,	PUNCT
ajsts-4667	348	15	and	and	CCONJ
ajsts-4667	348	16	lemmatization	lemmatization	NOUN
ajsts-4667	348	17	,	,	PUNCT
ajsts-4667	348	18	played	play	VERB
ajsts-4667	348	19	a	a	DET
ajsts-4667	348	20	significant	significant	ADJ
ajsts-4667	348	21	role	role	NOUN
ajsts-4667	348	22	in	in	ADP
ajsts-4667	348	23	enhancing	enhance	VERB
ajsts-4667	348	24	data	datum	NOUN
ajsts-4667	348	25	consistency	consistency	NOUN
ajsts-4667	348	26	and	and	CCONJ
ajsts-4667	348	27	semantic	semantic	ADJ
ajsts-4667	348	28	interpretability	interpretability	NOUN
ajsts-4667	348	29	.	.	PUNCT
ajsts-4667	349	1	converting	convert	VERB
ajsts-4667	349	2	text	text	NOUN
ajsts-4667	349	3	to	to	PART
ajsts-4667	349	4	lowercase	lowercase	VERB
ajsts-4667	349	5	effectively	effectively	ADV
ajsts-4667	349	6	mitigated	mitigate	VERB
ajsts-4667	349	7	variability	variability	NOUN
ajsts-4667	349	8	caused	cause	VERB
ajsts-4667	349	9	by	by	ADP
ajsts-4667	349	10	case	case	NOUN
ajsts-4667	349	11	sensitivity	sensitivity	NOUN
ajsts-4667	349	12	,	,	PUNCT
ajsts-4667	349	13	standardizing	standardize	VERB
ajsts-4667	349	14	semantically	semantically	ADV
ajsts-4667	349	15	identical	identical	ADJ
ajsts-4667	349	16	words	word	NOUN
ajsts-4667	349	17	into	into	ADP
ajsts-4667	349	18	unified	unified	ADJ
ajsts-4667	349	19	tokens	token	NOUN
ajsts-4667	349	20	.	.	PUNCT
ajsts-4667	350	1	this	this	DET
ajsts-4667	350	2	step	step	NOUN
ajsts-4667	350	3	was	be	AUX
ajsts-4667	350	4	essential	essential	ADJ
ajsts-4667	350	5	for	for	ADP
ajsts-4667	350	6	avoiding	avoid	VERB
ajsts-4667	350	7	redundancy	redundancy	NOUN
ajsts-4667	350	8	and	and	CCONJ
ajsts-4667	350	9	ensuring	ensure	VERB
ajsts-4667	350	10	that	that	SCONJ
ajsts-4667	350	11	terms	term	NOUN
ajsts-4667	350	12	such	such	ADJ
ajsts-4667	350	13	as	as	ADP
ajsts-4667	350	14	“	"	PUNCT
ajsts-4667	350	15	telegram	telegram	NOUN
ajsts-4667	350	16	,	,	PUNCT
ajsts-4667	350	17	”	"	PUNCT
ajsts-4667	350	18	“	"	PUNCT
ajsts-4667	350	19	telegram	telegram	NOUN
ajsts-4667	350	20	,	,	PUNCT
ajsts-4667	350	21	”	"	PUNCT
ajsts-4667	350	22	and	and	CCONJ
ajsts-4667	350	23	“	"	PUNCT
ajsts-4667	350	24	telegram	telegram	NOUN
ajsts-4667	350	25	”	"	PUNCT
ajsts-4667	350	26	did	do	AUX
ajsts-4667	350	27	not	not	PART
ajsts-4667	350	28	dilute	dilute	VERB
ajsts-4667	350	29	or	or	CCONJ
ajsts-4667	350	30	distort	distort	VERB
ajsts-4667	350	31	lexical	lexical	ADJ
ajsts-4667	350	32	patterns	pattern	NOUN
ajsts-4667	350	33	recognized	recognize	VERB
ajsts-4667	350	34	by	by	ADP
ajsts-4667	350	35	downstream	downstream	ADJ
ajsts-4667	350	36	sentiment	sentiment	NOUN
ajsts-4667	350	37	classifiers	classifier	NOUN
ajsts-4667	350	38	.	.	PUNCT
ajsts-4667	351	1	tokenization	tokenization	NOUN
ajsts-4667	351	2	further	far	ADV
ajsts-4667	351	3	contributed	contribute	VERB
ajsts-4667	351	4	to	to	ADP
ajsts-4667	351	5	the	the	DET
ajsts-4667	351	6	model	model	NOUN
ajsts-4667	351	7	’s	’s	PART
ajsts-4667	351	8	granularity	granularity	NOUN
ajsts-4667	351	9	and	and	CCONJ
ajsts-4667	351	10	interpretative	interpretative	ADJ
ajsts-4667	351	11	accuracy	accuracy	NOUN
ajsts-4667	351	12	by	by	ADP
ajsts-4667	351	13	segmenting	segment	VERB
ajsts-4667	351	14	user	user	NOUN
ajsts-4667	351	15	-	-	PUNCT
ajsts-4667	351	16	generated	generate	VERB
ajsts-4667	351	17	content	content	NOUN
ajsts-4667	351	18	into	into	ADP
ajsts-4667	351	19	discrete	discrete	ADJ
ajsts-4667	351	20	lexical	lexical	ADJ
ajsts-4667	351	21	units	unit	NOUN
ajsts-4667	351	22	.	.	PUNCT
ajsts-4667	352	1	by	by	ADP
ajsts-4667	352	2	enabling	enable	VERB
ajsts-4667	352	3	wordlevel	wordlevel	NOUN
ajsts-4667	352	4	analyses	analysis	NOUN
ajsts-4667	352	5	,	,	PUNCT
ajsts-4667	352	6	tokenization	tokenization	NOUN
ajsts-4667	352	7	facilitated	facilitate	VERB
ajsts-4667	352	8	precise	precise	ADJ
ajsts-4667	352	9	sentiment	sentiment	NOUN
ajsts-4667	352	10	attribution	attribution	NOUN
ajsts-4667	352	11	and	and	CCONJ
ajsts-4667	352	12	more	more	ADV
ajsts-4667	352	13	accurate	accurate	ADJ
ajsts-4667	352	14	feature	feature	NOUN
ajsts-4667	352	15	extraction	extraction	NOUN
ajsts-4667	352	16	,	,	PUNCT
ajsts-4667	352	17	allowing	allow	VERB
ajsts-4667	352	18	models	model	NOUN
ajsts-4667	352	19	to	to	PART
ajsts-4667	352	20	distinctly	distinctly	ADV
ajsts-4667	352	21	recognize	recognize	VERB
ajsts-4667	352	22	sentiment	sentiment	NOUN
ajsts-4667	352	23	cues	cue	NOUN
ajsts-4667	352	24	from	from	ADP
ajsts-4667	352	25	individual	individual	ADJ
ajsts-4667	352	26	tokens	token	NOUN
ajsts-4667	352	27	.	.	PUNCT
ajsts-4667	353	1	the	the	DET
ajsts-4667	353	2	removal	removal	NOUN
ajsts-4667	353	3	of	of	ADP
ajsts-4667	353	4	common	common	ADJ
ajsts-4667	353	5	english	english	PROPN
ajsts-4667	353	6	stop	stop	NOUN
ajsts-4667	353	7	words	word	NOUN
ajsts-4667	353	8	similarly	similarly	ADV
ajsts-4667	353	9	played	play	VERB
ajsts-4667	353	10	a	a	DET
ajsts-4667	353	11	critical	critical	ADJ
ajsts-4667	353	12	methodological	methodological	ADJ
ajsts-4667	353	13	role	role	NOUN
ajsts-4667	353	14	by	by	ADP
ajsts-4667	353	15	reducing	reduce	VERB
ajsts-4667	353	16	textual	textual	ADJ
ajsts-4667	353	17	noise	noise	NOUN
ajsts-4667	353	18	and	and	CCONJ
ajsts-4667	353	19	dimensionality	dimensionality	NOUN
ajsts-4667	353	20	.	.	PUNCT
ajsts-4667	354	1	excluding	exclude	VERB
ajsts-4667	354	2	lowvalue	lowvalue	ADJ
ajsts-4667	354	3	linguistic	linguistic	ADJ
ajsts-4667	354	4	elements	element	NOUN
ajsts-4667	354	5	—	—	PUNCT
ajsts-4667	354	6	such	such	ADJ
ajsts-4667	354	7	as	as	ADP
ajsts-4667	354	8	articles	article	NOUN
ajsts-4667	354	9	,	,	PUNCT
ajsts-4667	354	10	prepositions	preposition	NOUN
ajsts-4667	354	11	,	,	PUNCT
ajsts-4667	354	12	or	or	CCONJ
ajsts-4667	354	13	conjunctions	conjunction	NOUN
ajsts-4667	354	14	—	—	PUNCT
ajsts-4667	354	15	allowed	allow	VERB
ajsts-4667	354	16	sentiment	sentiment	NOUN
ajsts-4667	354	17	-	-	PUNCT
ajsts-4667	354	18	bearing	bear	VERB
ajsts-4667	354	19	words	word	NOUN
ajsts-4667	354	20	to	to	PART
ajsts-4667	354	21	be	be	AUX
ajsts-4667	354	22	more	more	ADV
ajsts-4667	354	23	prominently	prominently	ADV
ajsts-4667	354	24	weighted	weight	VERB
ajsts-4667	354	25	in	in	ADP
ajsts-4667	354	26	the	the	DET
ajsts-4667	354	27	subsequent	subsequent	ADJ
ajsts-4667	354	28	tf	tf	PROPN
ajsts-4667	354	29	-	-	PUNCT
ajsts-4667	354	30	idf	idf	PROPN
ajsts-4667	354	31	vectorization	vectorization	NOUN
ajsts-4667	354	32	stage	stage	NOUN
ajsts-4667	354	33	.	.	PUNCT
ajsts-4667	355	1	this	this	DET
ajsts-4667	355	2	approach	approach	NOUN
ajsts-4667	355	3	aligns	align	VERB
ajsts-4667	355	4	well	well	ADV
ajsts-4667	355	5	with	with	ADP
ajsts-4667	355	6	established	establish	VERB
ajsts-4667	355	7	sentiment	sentiment	NOUN
ajsts-4667	355	8	analysis	analysis	NOUN
ajsts-4667	355	9	literature	literature	NOUN
ajsts-4667	355	10	,	,	PUNCT
ajsts-4667	355	11	which	which	PRON
ajsts-4667	355	12	emphasizes	emphasize	VERB
ajsts-4667	355	13	the	the	DET
ajsts-4667	355	14	advantage	advantage	NOUN
ajsts-4667	355	15	of	of	ADP
ajsts-4667	355	16	minimizing	minimize	VERB
ajsts-4667	355	17	unnecessary	unnecessary	ADJ
ajsts-4667	355	18	linguistic	linguistic	ADJ
ajsts-4667	355	19	content	content	NOUN
ajsts-4667	355	20	that	that	PRON
ajsts-4667	355	21	could	could	AUX
ajsts-4667	355	22	introduce	introduce	VERB
ajsts-4667	355	23	ambiguity	ambiguity	NOUN
ajsts-4667	355	24	or	or	CCONJ
ajsts-4667	355	25	dilute	dilute	VERB
ajsts-4667	355	26	the	the	DET
ajsts-4667	355	27	overall	overall	ADJ
ajsts-4667	355	28	feature	feature	NOUN
ajsts-4667	355	29	relevance	relevance	NOUN
ajsts-4667	355	30	(	(	PUNCT
ajsts-4667	355	31	aggarwal	aggarwal	NOUN
ajsts-4667	355	32	&	&	CCONJ
ajsts-4667	355	33	zhai	zhai	PROPN
ajsts-4667	355	34	,	,	PUNCT
ajsts-4667	355	35	2012	2012	NUM
ajsts-4667	355	36	;	;	PUNCT
ajsts-4667	355	37	liu	liu	PROPN
ajsts-4667	355	38	,	,	PUNCT
ajsts-4667	355	39	2015	2015	NUM
ajsts-4667	355	40	)	)	PUNCT
ajsts-4667	355	41	.	.	PUNCT
ajsts-4667	356	1	finally	finally	ADV
ajsts-4667	356	2	,	,	PUNCT
ajsts-4667	356	3	the	the	DET
ajsts-4667	356	4	lemmatization	lemmatization	NOUN
ajsts-4667	356	5	procedure	procedure	NOUN
ajsts-4667	356	6	notably	notably	ADV
ajsts-4667	356	7	strengthened	strengthen	VERB
ajsts-4667	356	8	the	the	DET
ajsts-4667	356	9	semantic	semantic	ADJ
ajsts-4667	356	10	coherence	coherence	NOUN
ajsts-4667	356	11	and	and	CCONJ
ajsts-4667	356	12	interpretability	interpretability	NOUN
ajsts-4667	356	13	of	of	ADP
ajsts-4667	356	14	the	the	DET
ajsts-4667	356	15	text	text	NOUN
ajsts-4667	356	16	data	datum	NOUN
ajsts-4667	356	17	.	.	PUNCT
ajsts-4667	357	1	by	by	ADP
ajsts-4667	357	2	systematically	systematically	ADV
ajsts-4667	357	3	converting	convert	VERB
ajsts-4667	357	4	morphological	morphological	ADJ
ajsts-4667	357	5	variants	variant	NOUN
ajsts-4667	357	6	into	into	ADP
ajsts-4667	357	7	standardized	standardized	ADJ
ajsts-4667	357	8	base	base	NOUN
ajsts-4667	357	9	forms	form	NOUN
ajsts-4667	357	10	,	,	PUNCT
ajsts-4667	357	11	lemmatization	lemmatization	NOUN
ajsts-4667	357	12	substantially	substantially	ADV
ajsts-4667	357	13	enhanced	enhance	VERB
ajsts-4667	357	14	the	the	DET
ajsts-4667	357	15	model	model	NOUN
ajsts-4667	357	16	’s	’s	PART
ajsts-4667	357	17	ability	ability	NOUN
ajsts-4667	357	18	to	to	PART
ajsts-4667	357	19	generalize	generalize	VERB
ajsts-4667	357	20	beyond	beyond	ADP
ajsts-4667	357	21	surface	surface	NOUN
ajsts-4667	357	22	-	-	PUNCT
ajsts-4667	357	23	level	level	NOUN
ajsts-4667	357	24	lexical	lexical	ADJ
ajsts-4667	357	25	variation	variation	NOUN
ajsts-4667	357	26	.	.	PUNCT
ajsts-4667	358	1	this	this	PRON
ajsts-4667	358	2	facilitated	facilitate	VERB
ajsts-4667	358	3	the	the	DET
ajsts-4667	358	4	accurate	accurate	ADJ
ajsts-4667	358	5	aggregation	aggregation	NOUN
ajsts-4667	358	6	of	of	ADP
ajsts-4667	358	7	related	related	ADJ
ajsts-4667	358	8	terms	term	NOUN
ajsts-4667	358	9	—	—	PUNCT
ajsts-4667	358	10	such	such	ADJ
ajsts-4667	358	11	as	as	ADP
ajsts-4667	358	12	“	"	PUNCT
ajsts-4667	358	13	running	run	VERB
ajsts-4667	358	14	,	,	PUNCT
ajsts-4667	358	15	”	"	PUNCT
ajsts-4667	358	16	“	"	PUNCT
ajsts-4667	358	17	ran	run	VERB
ajsts-4667	358	18	,	,	PUNCT
ajsts-4667	358	19	”	"	PUNCT
ajsts-4667	358	20	and	and	CCONJ
ajsts-4667	358	21	“	"	PUNCT
ajsts-4667	358	22	runs”—thereby	runs”—thereby	X
ajsts-4667	358	23	enhancing	enhance	VERB
ajsts-4667	358	24	feature	feature	NOUN
ajsts-4667	358	25	representation	representation	NOUN
ajsts-4667	358	26	consistency	consistency	NOUN
ajsts-4667	358	27	and	and	CCONJ
ajsts-4667	358	28	boosting	boost	VERB
ajsts-4667	358	29	overall	overall	ADJ
ajsts-4667	358	30	predictive	predictive	ADJ
ajsts-4667	358	31	reliability	reliability	NOUN
ajsts-4667	358	32	(	(	PUNCT
ajsts-4667	358	33	jurafsky	jurafsky	PROPN
ajsts-4667	358	34	&	&	CCONJ
ajsts-4667	358	35	martin	martin	PROPN
ajsts-4667	358	36	,	,	PUNCT
ajsts-4667	358	37	2009	2009	NUM
ajsts-4667	358	38	)	)	PUNCT
ajsts-4667	358	39	.	.	PUNCT
ajsts-4667	359	1	such	such	ADJ
ajsts-4667	359	2	linguistic	linguistic	ADJ
ajsts-4667	359	3	normalization	normalization	NOUN
ajsts-4667	359	4	is	be	AUX
ajsts-4667	359	5	particularly	particularly	ADV
ajsts-4667	359	6	critical	critical	ADJ
ajsts-4667	359	7	in	in	ADP
ajsts-4667	359	8	nuanced	nuanced	ADJ
ajsts-4667	359	9	sentiment	sentiment	NOUN
ajsts-4667	359	10	analysis	analysis	NOUN
ajsts-4667	359	11	scenarios	scenario	NOUN
ajsts-4667	359	12	,	,	PUNCT
ajsts-4667	359	13	like	like	ADP
ajsts-4667	359	14	the	the	DET
ajsts-4667	359	15	telegram	telegram	NOUN
ajsts-4667	359	16	-	-	PUNCT
ajsts-4667	359	17	related	relate	VERB
ajsts-4667	359	18	discussions	discussion	NOUN
ajsts-4667	359	19	explored	explore	VERB
ajsts-4667	359	20	here	here	ADV
ajsts-4667	359	21	,	,	PUNCT
ajsts-4667	359	22	where	where	SCONJ
ajsts-4667	359	23	accurate	accurate	ADJ
ajsts-4667	359	24	interpretation	interpretation	NOUN
ajsts-4667	359	25	of	of	ADP
ajsts-4667	359	26	morphological	morphological	ADJ
ajsts-4667	359	27	variations	variation	NOUN
ajsts-4667	359	28	can	can	AUX
ajsts-4667	359	29	meaningfully	meaningfully	ADV
ajsts-4667	359	30	influence	influence	VERB
ajsts-4667	359	31	sentiment	sentiment	NOUN
ajsts-4667	359	32	polarity	polarity	NOUN
ajsts-4667	359	33	outcomes	outcome	NOUN
ajsts-4667	359	34	.	.	PUNCT
ajsts-4667	360	1	overall	overall	ADV
ajsts-4667	360	2	,	,	PUNCT
ajsts-4667	360	3	the	the	DET
ajsts-4667	360	4	text	text	NOUN
ajsts-4667	360	5	preprocessing	preprocessing	NOUN
ajsts-4667	360	6	methods	method	NOUN
ajsts-4667	360	7	adopted	adopt	VERB
ajsts-4667	360	8	in	in	ADP
ajsts-4667	360	9	this	this	DET
ajsts-4667	360	10	study	study	NOUN
ajsts-4667	360	11	significantly	significantly	ADV
ajsts-4667	360	12	contributed	contribute	VERB
ajsts-4667	360	13	to	to	ADP
ajsts-4667	360	14	the	the	DET
ajsts-4667	360	15	classifier	classifier	NOUN
ajsts-4667	360	16	’s	’s	PART
ajsts-4667	360	17	robust	robust	ADJ
ajsts-4667	360	18	performance	performance	NOUN
ajsts-4667	360	19	(	(	PUNCT
ajsts-4667	360	20	accuracy	accuracy	NOUN
ajsts-4667	360	21	~89.56	~89.56	NUM
ajsts-4667	360	22	%	%	NOUN
ajsts-4667	360	23	)	)	PUNCT
ajsts-4667	360	24	.	.	PUNCT
ajsts-4667	361	1	future	future	ADJ
ajsts-4667	361	2	research	research	NOUN
ajsts-4667	361	3	could	could	AUX
ajsts-4667	361	4	explore	explore	VERB
ajsts-4667	361	5	the	the	DET
ajsts-4667	361	6	potential	potential	ADJ
ajsts-4667	361	7	benefits	benefit	NOUN
ajsts-4667	361	8	of	of	ADP
ajsts-4667	361	9	integrating	integrate	VERB
ajsts-4667	361	10	more	more	ADV
ajsts-4667	361	11	advanced	advanced	ADJ
ajsts-4667	361	12	preprocessing	preprocessing	NOUN
ajsts-4667	361	13	steps	step	NOUN
ajsts-4667	361	14	,	,	PUNCT
ajsts-4667	361	15	such	such	ADJ
ajsts-4667	361	16	as	as	ADP
ajsts-4667	361	17	context	context	NOUN
ajsts-4667	361	18	-	-	PUNCT
ajsts-4667	361	19	aware	aware	ADJ
ajsts-4667	361	20	embeddings	embedding	NOUN
ajsts-4667	361	21	or	or	CCONJ
ajsts-4667	361	22	deep	deep	ADJ
ajsts-4667	361	23	linguistic	linguistic	ADJ
ajsts-4667	361	24	models	model	NOUN
ajsts-4667	361	25	,	,	PUNCT
ajsts-4667	361	26	to	to	AUX
ajsts-4667	361	27	better	well	ADV
ajsts-4667	361	28	address	address	VERB
ajsts-4667	361	29	nuanced	nuanced	ADJ
ajsts-4667	361	30	linguistic	linguistic	ADJ
ajsts-4667	361	31	structures	structure	NOUN
ajsts-4667	361	32	,	,	PUNCT
ajsts-4667	361	33	implicit	implicit	ADJ
ajsts-4667	361	34	sentiment	sentiment	NOUN
ajsts-4667	361	35	,	,	PUNCT
ajsts-4667	361	36	and	and	CCONJ
ajsts-4667	361	37	subtleties	subtlety	NOUN
ajsts-4667	361	38	inherent	inherent	ADJ
ajsts-4667	361	39	in	in	ADP
ajsts-4667	361	40	user	user	NOUN
ajsts-4667	361	41	-	-	PUNCT
ajsts-4667	361	42	generated	generate	VERB
ajsts-4667	361	43	digital	digital	ADJ
ajsts-4667	361	44	communication	communication	NOUN
ajsts-4667	361	45	.	.	PUNCT
ajsts-4667	362	1	this	this	PRON
ajsts-4667	362	2	expanded	expand	VERB
ajsts-4667	362	3	methodological	methodological	ADJ
ajsts-4667	362	4	repertoire	repertoire	NOUN
ajsts-4667	362	5	might	might	AUX
ajsts-4667	362	6	further	far	ADV
ajsts-4667	362	7	enhance	enhance	VERB
ajsts-4667	362	8	sentiment	sentiment	NOUN
ajsts-4667	362	9	classification	classification	NOUN
ajsts-4667	362	10	accuracy	accuracy	NOUN
ajsts-4667	362	11	,	,	PUNCT
ajsts-4667	362	12	particularly	particularly	ADV
ajsts-4667	362	13	within	within	ADP
ajsts-4667	362	14	socially	socially	ADV
ajsts-4667	362	15	sensitive	sensitive	ADJ
ajsts-4667	362	16	or	or	CCONJ
ajsts-4667	362	17	linguistically	linguistically	ADV
ajsts-4667	362	18	complex	complex	ADJ
ajsts-4667	362	19	online	online	ADJ
ajsts-4667	362	20	discourse	discourse	NOUN
ajsts-4667	362	21	contexts	contexts	NOUN
ajsts-4667	362	22	.	.	PUNCT
ajsts-4667	363	1	sentiment	sentiment	NOUN
ajsts-4667	363	2	distribution	distribution	NOUN
ajsts-4667	363	3	the	the	DET
ajsts-4667	363	4	sentiment	sentiment	NOUN
ajsts-4667	363	5	distribution	distribution	NOUN
ajsts-4667	363	6	derived	derive	VERB
ajsts-4667	363	7	from	from	ADP
ajsts-4667	363	8	reader	reader	NOUN
ajsts-4667	363	9	comments	comment	NOUN
ajsts-4667	363	10	,	,	PUNCT
ajsts-4667	363	11	as	as	SCONJ
ajsts-4667	363	12	analyzed	analyze	VERB
ajsts-4667	363	13	by	by	ADP
ajsts-4667	363	14	the	the	DET
ajsts-4667	363	15	vader	vader	NOUN
ajsts-4667	363	16	-	-	PUNCT
ajsts-4667	363	17	based	base	VERB
ajsts-4667	363	18	sentiment	sentiment	NOUN
ajsts-4667	363	19	classification	classification	NOUN
ajsts-4667	363	20	,	,	PUNCT
ajsts-4667	363	21	provides	provide	VERB
ajsts-4667	363	22	valuable	valuable	ADJ
ajsts-4667	363	23	insights	insight	NOUN
ajsts-4667	363	24	into	into	ADP
ajsts-4667	363	25	public	public	ADJ
ajsts-4667	363	26	pa	pa	PROPN
ajsts-4667	363	27	ge	ge	PROPN
ajsts-4667	363	28	83	83	NUM
ajsts-4667	363	29	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	363	30	am	be	AUX
ajsts-4667	363	31	.	.	PUNCT
ajsts-4667	364	1	j.	j.	PROPN
ajsts-4667	364	2	smart	smart	PROPN
ajsts-4667	364	3	.	.	PUNCT
ajsts-4667	365	1	technol	technol	PROPN
ajsts-4667	365	2	.	.	PUNCT
ajsts-4667	365	3	solutions	solution	NOUN
ajsts-4667	365	4	4(1	4(1	NOUN
ajsts-4667	365	5	)	)	PUNCT
ajsts-4667	365	6	68	68	NUM
ajsts-4667	365	7	-	-	SYM
ajsts-4667	365	8	88	88	NUM
ajsts-4667	365	9	,	,	PUNCT
ajsts-4667	365	10	2025	2025	NUM
ajsts-4667	365	11	perceptions	perception	NOUN
ajsts-4667	365	12	surrounding	surround	VERB
ajsts-4667	365	13	telegram	telegram	NOUN
ajsts-4667	365	14	,	,	PUNCT
ajsts-4667	365	15	particularly	particularly	ADV
ajsts-4667	365	16	in	in	ADP
ajsts-4667	365	17	relation	relation	NOUN
ajsts-4667	365	18	to	to	ADP
ajsts-4667	365	19	its	its	PRON
ajsts-4667	365	20	portrayal	portrayal	NOUN
ajsts-4667	365	21	in	in	ADP
ajsts-4667	365	22	mainstream	mainstream	NOUN
ajsts-4667	365	23	media	medium	NOUN
ajsts-4667	365	24	.	.	PUNCT
ajsts-4667	366	1	interestingly	interestingly	ADV
ajsts-4667	366	2	,	,	PUNCT
ajsts-4667	366	3	despite	despite	SCONJ
ajsts-4667	366	4	the	the	DET
ajsts-4667	366	5	negative	negative	ADJ
ajsts-4667	366	6	framing	framing	NOUN
ajsts-4667	366	7	of	of	ADP
ajsts-4667	366	8	telegram	telegram	NOUN
ajsts-4667	366	9	’s	’s	PART
ajsts-4667	366	10	association	association	NOUN
ajsts-4667	366	11	with	with	ADP
ajsts-4667	366	12	criminal	criminal	ADJ
ajsts-4667	366	13	activities	activity	NOUN
ajsts-4667	366	14	such	such	ADJ
ajsts-4667	366	15	as	as	ADP
ajsts-4667	366	16	identity	identity	NOUN
ajsts-4667	366	17	theft	theft	NOUN
ajsts-4667	366	18	,	,	PUNCT
ajsts-4667	366	19	drug	drug	NOUN
ajsts-4667	366	20	trafficking	trafficking	NOUN
ajsts-4667	366	21	,	,	PUNCT
ajsts-4667	366	22	and	and	CCONJ
ajsts-4667	366	23	exploitation	exploitation	NOUN
ajsts-4667	366	24	,	,	PUNCT
ajsts-4667	366	25	the	the	DET
ajsts-4667	366	26	sentiment	sentiment	NOUN
ajsts-4667	366	27	analysis	analysis	NOUN
ajsts-4667	366	28	revealed	reveal	VERB
ajsts-4667	366	29	a	a	DET
ajsts-4667	366	30	predominant	predominant	ADJ
ajsts-4667	366	31	positivity	positivity	NOUN
ajsts-4667	366	32	among	among	ADP
ajsts-4667	366	33	reader	reader	NOUN
ajsts-4667	366	34	comments	comment	NOUN
ajsts-4667	366	35	,	,	PUNCT
ajsts-4667	366	36	with	with	ADP
ajsts-4667	366	37	approximately	approximately	ADV
ajsts-4667	366	38	59.5	59.5	NUM
ajsts-4667	366	39	%	%	NOUN
ajsts-4667	366	40	classified	classify	VERB
ajsts-4667	366	41	as	as	ADP
ajsts-4667	366	42	positive	positive	ADJ
ajsts-4667	366	43	versus	versus	ADP
ajsts-4667	366	44	40.5	40.5	NUM
ajsts-4667	366	45	%	%	NOUN
ajsts-4667	366	46	negative	negative	ADJ
ajsts-4667	366	47	.	.	PUNCT
ajsts-4667	367	1	this	this	DET
ajsts-4667	367	2	notable	notable	ADJ
ajsts-4667	367	3	prevalence	prevalence	NOUN
ajsts-4667	367	4	of	of	ADP
ajsts-4667	367	5	positive	positive	ADJ
ajsts-4667	367	6	sentiment	sentiment	NOUN
ajsts-4667	367	7	may	may	AUX
ajsts-4667	367	8	initially	initially	ADV
ajsts-4667	367	9	seem	seem	VERB
ajsts-4667	367	10	counterintuitive	counterintuitive	ADJ
ajsts-4667	367	11	given	give	VERB
ajsts-4667	367	12	the	the	DET
ajsts-4667	367	13	explicitly	explicitly	ADV
ajsts-4667	367	14	critical	critical	ADJ
ajsts-4667	367	15	portrayal	portrayal	NOUN
ajsts-4667	367	16	of	of	ADP
ajsts-4667	367	17	telegram	telegram	NOUN
ajsts-4667	367	18	in	in	ADP
ajsts-4667	367	19	the	the	DET
ajsts-4667	367	20	article	article	NOUN
ajsts-4667	367	21	.	.	PUNCT
ajsts-4667	368	1	however	however	ADV
ajsts-4667	368	2	,	,	PUNCT
ajsts-4667	368	3	this	this	DET
ajsts-4667	368	4	finding	finding	NOUN
ajsts-4667	368	5	resonates	resonate	VERB
ajsts-4667	368	6	closely	closely	ADV
ajsts-4667	368	7	with	with	ADP
ajsts-4667	368	8	existing	exist	VERB
ajsts-4667	368	9	scholarship	scholarship	NOUN
ajsts-4667	368	10	emphasizing	emphasize	VERB
ajsts-4667	368	11	polarized	polarize	VERB
ajsts-4667	368	12	public	public	ADJ
ajsts-4667	368	13	responses	response	NOUN
ajsts-4667	368	14	toward	toward	ADP
ajsts-4667	368	15	digital	digital	ADJ
ajsts-4667	368	16	platforms	platform	NOUN
ajsts-4667	368	17	associated	associate	VERB
ajsts-4667	368	18	with	with	ADP
ajsts-4667	368	19	privacy	privacy	NOUN
ajsts-4667	368	20	,	,	PUNCT
ajsts-4667	368	21	encryption	encryption	NOUN
ajsts-4667	368	22	,	,	PUNCT
ajsts-4667	368	23	and	and	CCONJ
ajsts-4667	368	24	user	user	NOUN
ajsts-4667	368	25	autonomy	autonomy	NOUN
ajsts-4667	368	26	.	.	PUNCT
ajsts-4667	369	1	such	such	ADJ
ajsts-4667	369	2	platforms	platform	NOUN
ajsts-4667	369	3	frequently	frequently	ADV
ajsts-4667	369	4	engender	engender	VERB
ajsts-4667	369	5	divided	divided	ADJ
ajsts-4667	369	6	public	public	ADJ
ajsts-4667	369	7	opinion	opinion	NOUN
ajsts-4667	369	8	,	,	PUNCT
ajsts-4667	369	9	often	often	ADV
ajsts-4667	369	10	shaped	shape	VERB
ajsts-4667	369	11	significantly	significantly	ADV
ajsts-4667	369	12	by	by	ADP
ajsts-4667	369	13	users	user	NOUN
ajsts-4667	369	14	’	'	PUNCT
ajsts-4667	369	15	ideological	ideological	ADJ
ajsts-4667	369	16	leanings	leaning	NOUN
ajsts-4667	369	17	,	,	PUNCT
ajsts-4667	369	18	platform	platform	NOUN
ajsts-4667	369	19	loyalty	loyalty	NOUN
ajsts-4667	369	20	,	,	PUNCT
ajsts-4667	369	21	or	or	CCONJ
ajsts-4667	369	22	inherent	inherent	ADJ
ajsts-4667	369	23	skepticism	skepticism	NOUN
ajsts-4667	369	24	towards	towards	ADP
ajsts-4667	369	25	traditional	traditional	ADJ
ajsts-4667	369	26	media	medium	NOUN
ajsts-4667	369	27	narratives	narrative	NOUN
ajsts-4667	369	28	(	(	PUNCT
ajsts-4667	369	29	marwick	marwick	PROPN
ajsts-4667	369	30	&	&	CCONJ
ajsts-4667	369	31	lewis	lewis	PROPN
ajsts-4667	369	32	,	,	PUNCT
ajsts-4667	369	33	2017	2017	NUM
ajsts-4667	369	34	)	)	PUNCT
ajsts-4667	369	35	.	.	PUNCT
ajsts-4667	370	1	the	the	DET
ajsts-4667	370	2	evident	evident	ADJ
ajsts-4667	370	3	divergence	divergence	NOUN
ajsts-4667	370	4	between	between	ADP
ajsts-4667	370	5	media	medium	NOUN
ajsts-4667	370	6	framing	framing	NOUN
ajsts-4667	370	7	and	and	CCONJ
ajsts-4667	370	8	audience	audience	NOUN
ajsts-4667	370	9	sentiment	sentiment	NOUN
ajsts-4667	370	10	underscores	underscore	VERB
ajsts-4667	370	11	a	a	DET
ajsts-4667	370	12	substantial	substantial	ADJ
ajsts-4667	370	13	sociotechnical	sociotechnical	ADJ
ajsts-4667	370	14	dynamic	dynamic	NOUN
ajsts-4667	370	15	that	that	SCONJ
ajsts-4667	370	16	stakeholders	stakeholder	NOUN
ajsts-4667	370	17	—	—	PUNCT
ajsts-4667	370	18	such	such	ADJ
ajsts-4667	370	19	as	as	ADP
ajsts-4667	370	20	digital	digital	ADJ
ajsts-4667	370	21	platforms	platform	NOUN
ajsts-4667	370	22	,	,	PUNCT
ajsts-4667	370	23	policymakers	policymaker	NOUN
ajsts-4667	370	24	,	,	PUNCT
ajsts-4667	370	25	business	business	NOUN
ajsts-4667	370	26	strategists	strategist	NOUN
ajsts-4667	370	27	,	,	PUNCT
ajsts-4667	370	28	and	and	CCONJ
ajsts-4667	370	29	media	medium	NOUN
ajsts-4667	370	30	professionals	professional	NOUN
ajsts-4667	370	31	—	—	PUNCT
ajsts-4667	370	32	must	must	AUX
ajsts-4667	370	33	carefully	carefully	ADV
ajsts-4667	370	34	navigate	navigate	VERB
ajsts-4667	370	35	.	.	PUNCT
ajsts-4667	371	1	for	for	ADP
ajsts-4667	371	2	telegram	telegram	NOUN
ajsts-4667	371	3	,	,	PUNCT
ajsts-4667	371	4	strong	strong	ADJ
ajsts-4667	371	5	positive	positive	ADJ
ajsts-4667	371	6	sentiment	sentiment	NOUN
ajsts-4667	371	7	indicates	indicate	VERB
ajsts-4667	371	8	a	a	DET
ajsts-4667	371	9	solid	solid	ADJ
ajsts-4667	371	10	foundation	foundation	NOUN
ajsts-4667	371	11	of	of	ADP
ajsts-4667	371	12	user	user	NOUN
ajsts-4667	371	13	support	support	NOUN
ajsts-4667	371	14	,	,	PUNCT
ajsts-4667	371	15	potentially	potentially	ADV
ajsts-4667	371	16	insulating	insulate	VERB
ajsts-4667	371	17	the	the	DET
ajsts-4667	371	18	platform	platform	NOUN
ajsts-4667	371	19	against	against	ADP
ajsts-4667	371	20	reputational	reputational	ADJ
ajsts-4667	371	21	damage	damage	NOUN
ajsts-4667	371	22	and	and	CCONJ
ajsts-4667	371	23	regulatory	regulatory	ADJ
ajsts-4667	371	24	scrutiny	scrutiny	NOUN
ajsts-4667	371	25	,	,	PUNCT
ajsts-4667	371	26	thereby	thereby	ADV
ajsts-4667	371	27	reinforcing	reinforce	VERB
ajsts-4667	371	28	its	its	PRON
ajsts-4667	371	29	public	public	ADJ
ajsts-4667	371	30	position	position	NOUN
ajsts-4667	371	31	as	as	ADP
ajsts-4667	371	32	a	a	DET
ajsts-4667	371	33	privacy	privacy	NOUN
ajsts-4667	371	34	-	-	PUNCT
ajsts-4667	371	35	respecting	respect	VERB
ajsts-4667	371	36	communication	communication	NOUN
ajsts-4667	371	37	medium	medium	NOUN
ajsts-4667	371	38	.	.	PUNCT
ajsts-4667	372	1	policymakers	policymaker	NOUN
ajsts-4667	372	2	,	,	PUNCT
ajsts-4667	372	3	however	however	ADV
ajsts-4667	372	4	,	,	PUNCT
ajsts-4667	372	5	face	face	VERB
ajsts-4667	372	6	pronounced	pronounce	VERB
ajsts-4667	372	7	challenges	challenge	NOUN
ajsts-4667	372	8	,	,	PUNCT
ajsts-4667	372	9	as	as	SCONJ
ajsts-4667	372	10	public	public	ADJ
ajsts-4667	372	11	resistance	resistance	NOUN
ajsts-4667	372	12	to	to	ADP
ajsts-4667	372	13	negative	negative	ADJ
ajsts-4667	372	14	framing	framing	NOUN
ajsts-4667	372	15	and	and	CCONJ
ajsts-4667	372	16	subsequent	subsequent	ADJ
ajsts-4667	372	17	policy	policy	NOUN
ajsts-4667	372	18	interventions	intervention	NOUN
ajsts-4667	372	19	illustrates	illustrate	VERB
ajsts-4667	372	20	the	the	DET
ajsts-4667	372	21	complex	complex	ADJ
ajsts-4667	372	22	relationship	relationship	NOUN
ajsts-4667	372	23	between	between	ADP
ajsts-4667	372	24	regulatory	regulatory	ADJ
ajsts-4667	372	25	enforcement	enforcement	NOUN
ajsts-4667	372	26	,	,	PUNCT
ajsts-4667	372	27	public	public	ADJ
ajsts-4667	372	28	perception	perception	NOUN
ajsts-4667	372	29	,	,	PUNCT
ajsts-4667	372	30	and	and	CCONJ
ajsts-4667	372	31	platform	platform	NOUN
ajsts-4667	372	32	autonomy	autonomy	NOUN
ajsts-4667	372	33	.	.	PUNCT
ajsts-4667	373	1	consequently	consequently	ADV
ajsts-4667	373	2	,	,	PUNCT
ajsts-4667	373	3	policymakers	policymaker	NOUN
ajsts-4667	373	4	should	should	AUX
ajsts-4667	373	5	approach	approach	VERB
ajsts-4667	373	6	regulation	regulation	NOUN
ajsts-4667	373	7	with	with	ADP
ajsts-4667	373	8	greater	great	ADJ
ajsts-4667	373	9	sensitivity	sensitivity	NOUN
ajsts-4667	373	10	to	to	ADP
ajsts-4667	373	11	user	user	NOUN
ajsts-4667	373	12	sentiment	sentiment	NOUN
ajsts-4667	373	13	,	,	PUNCT
ajsts-4667	373	14	perhaps	perhaps	ADV
ajsts-4667	373	15	engaging	engage	VERB
ajsts-4667	373	16	in	in	ADP
ajsts-4667	373	17	proactive	proactive	ADJ
ajsts-4667	373	18	public	public	ADJ
ajsts-4667	373	19	dialogue	dialogue	NOUN
ajsts-4667	373	20	to	to	PART
ajsts-4667	373	21	communicate	communicate	VERB
ajsts-4667	373	22	clearly	clearly	ADV
ajsts-4667	373	23	the	the	DET
ajsts-4667	373	24	rationale	rationale	NOUN
ajsts-4667	373	25	and	and	CCONJ
ajsts-4667	373	26	objectives	objective	VERB
ajsts-4667	373	27	underlying	underlie	VERB
ajsts-4667	373	28	platform	platform	NOUN
ajsts-4667	373	29	governance	governance	NOUN
ajsts-4667	373	30	decisions	decision	NOUN
ajsts-4667	373	31	.	.	PUNCT
ajsts-4667	374	1	for	for	ADP
ajsts-4667	374	2	business	business	NOUN
ajsts-4667	374	3	analysts	analyst	NOUN
ajsts-4667	374	4	and	and	CCONJ
ajsts-4667	374	5	platform	platform	NOUN
ajsts-4667	374	6	strategists	strategist	NOUN
ajsts-4667	374	7	,	,	PUNCT
ajsts-4667	374	8	the	the	DET
ajsts-4667	374	9	sustained	sustained	ADJ
ajsts-4667	374	10	positive	positive	ADJ
ajsts-4667	374	11	user	user	NOUN
ajsts-4667	374	12	sentiment	sentiment	NOUN
ajsts-4667	374	13	signals	signal	VERB
ajsts-4667	374	14	a	a	DET
ajsts-4667	374	15	strategic	strategic	ADJ
ajsts-4667	374	16	opportunity	opportunity	NOUN
ajsts-4667	374	17	to	to	PART
ajsts-4667	374	18	deepen	deepen	VERB
ajsts-4667	374	19	user	user	NOUN
ajsts-4667	374	20	engagement	engagement	NOUN
ajsts-4667	374	21	,	,	PUNCT
ajsts-4667	374	22	brand	brand	NOUN
ajsts-4667	374	23	loyalty	loyalty	NOUN
ajsts-4667	374	24	,	,	PUNCT
ajsts-4667	374	25	and	and	CCONJ
ajsts-4667	374	26	resilience	resilience	NOUN
ajsts-4667	374	27	to	to	ADP
ajsts-4667	374	28	reputational	reputational	ADJ
ajsts-4667	374	29	crises	crisis	NOUN
ajsts-4667	374	30	.	.	PUNCT
ajsts-4667	375	1	incorporating	incorporate	VERB
ajsts-4667	375	2	comprehensive	comprehensive	ADJ
ajsts-4667	375	3	sentiment	sentiment	NOUN
ajsts-4667	375	4	analysis	analysis	NOUN
ajsts-4667	375	5	into	into	ADP
ajsts-4667	375	6	reputation	reputation	NOUN
ajsts-4667	375	7	management	management	NOUN
ajsts-4667	375	8	frameworks	framework	NOUN
ajsts-4667	375	9	thus	thus	ADV
ajsts-4667	375	10	provides	provide	VERB
ajsts-4667	375	11	actionable	actionable	ADJ
ajsts-4667	375	12	insights	insight	NOUN
ajsts-4667	375	13	,	,	PUNCT
ajsts-4667	375	14	enabling	enable	VERB
ajsts-4667	375	15	proactive	proactive	ADJ
ajsts-4667	375	16	strategic	strategic	ADJ
ajsts-4667	375	17	responses	response	NOUN
ajsts-4667	375	18	aligned	align	VERB
ajsts-4667	375	19	with	with	ADP
ajsts-4667	375	20	genuine	genuine	ADJ
ajsts-4667	375	21	user	user	NOUN
ajsts-4667	375	22	attitudes	attitude	NOUN
ajsts-4667	375	23	.	.	PUNCT
ajsts-4667	376	1	meanwhile	meanwhile	ADV
ajsts-4667	376	2	,	,	PUNCT
ajsts-4667	376	3	the	the	DET
ajsts-4667	376	4	evident	evident	ADJ
ajsts-4667	376	5	disconnect	disconnect	NOUN
ajsts-4667	376	6	between	between	ADP
ajsts-4667	376	7	journalistic	journalistic	ADJ
ajsts-4667	376	8	framing	framing	NOUN
ajsts-4667	376	9	and	and	CCONJ
ajsts-4667	376	10	reader	reader	NOUN
ajsts-4667	376	11	sentiment	sentiment	NOUN
ajsts-4667	376	12	highlights	highlight	VERB
ajsts-4667	376	13	a	a	DET
ajsts-4667	376	14	critical	critical	ADJ
ajsts-4667	376	15	area	area	NOUN
ajsts-4667	376	16	for	for	ADP
ajsts-4667	376	17	professional	professional	ADJ
ajsts-4667	376	18	reflection	reflection	NOUN
ajsts-4667	376	19	among	among	ADP
ajsts-4667	376	20	journalists	journalist	NOUN
ajsts-4667	376	21	and	and	CCONJ
ajsts-4667	376	22	media	medium	NOUN
ajsts-4667	376	23	organizations	organization	NOUN
ajsts-4667	376	24	.	.	PUNCT
ajsts-4667	377	1	specifically	specifically	ADV
ajsts-4667	377	2	,	,	PUNCT
ajsts-4667	377	3	sentiment	sentiment	NOUN
ajsts-4667	377	4	analysis	analysis	NOUN
ajsts-4667	377	5	offers	offer	VERB
ajsts-4667	377	6	a	a	DET
ajsts-4667	377	7	powerful	powerful	ADJ
ajsts-4667	377	8	feedback	feedback	NOUN
ajsts-4667	377	9	mechanism	mechanism	NOUN
ajsts-4667	377	10	to	to	PART
ajsts-4667	377	11	gauge	gauge	VERB
ajsts-4667	377	12	the	the	DET
ajsts-4667	377	13	impact	impact	NOUN
ajsts-4667	377	14	of	of	ADP
ajsts-4667	377	15	journalistic	journalistic	ADJ
ajsts-4667	377	16	narratives	narrative	NOUN
ajsts-4667	377	17	on	on	ADP
ajsts-4667	377	18	public	public	ADJ
ajsts-4667	377	19	opinion	opinion	NOUN
ajsts-4667	377	20	.	.	PUNCT
ajsts-4667	378	1	integrating	integrate	VERB
ajsts-4667	378	2	sentiment	sentiment	NOUN
ajsts-4667	378	3	analytics	analytic	NOUN
ajsts-4667	378	4	into	into	ADP
ajsts-4667	378	5	journalistic	journalistic	ADJ
ajsts-4667	378	6	practice	practice	NOUN
ajsts-4667	378	7	can	can	AUX
ajsts-4667	378	8	improve	improve	VERB
ajsts-4667	378	9	audience	audience	NOUN
ajsts-4667	378	10	engagement	engagement	NOUN
ajsts-4667	378	11	and	and	CCONJ
ajsts-4667	378	12	enhance	enhance	VERB
ajsts-4667	378	13	credibility	credibility	NOUN
ajsts-4667	378	14	by	by	ADP
ajsts-4667	378	15	encouraging	encourage	VERB
ajsts-4667	378	16	more	more	ADV
ajsts-4667	378	17	nuanced	nuanced	ADJ
ajsts-4667	378	18	,	,	PUNCT
ajsts-4667	378	19	responsive	responsive	ADJ
ajsts-4667	378	20	reporting	reporting	NOUN
ajsts-4667	378	21	practices	practice	NOUN
ajsts-4667	378	22	,	,	PUNCT
ajsts-4667	378	23	particularly	particularly	ADV
ajsts-4667	378	24	on	on	ADP
ajsts-4667	378	25	controversial	controversial	ADJ
ajsts-4667	378	26	technological	technological	ADJ
ajsts-4667	378	27	issues	issue	NOUN
ajsts-4667	378	28	.	.	PUNCT
ajsts-4667	379	1	overall	overall	ADV
ajsts-4667	379	2	,	,	PUNCT
ajsts-4667	379	3	this	this	DET
ajsts-4667	379	4	sentiment	sentiment	NOUN
ajsts-4667	379	5	distribution	distribution	NOUN
ajsts-4667	379	6	analysis	analysis	NOUN
ajsts-4667	379	7	illustrates	illustrate	VERB
ajsts-4667	379	8	how	how	SCONJ
ajsts-4667	379	9	sentiment	sentiment	NOUN
ajsts-4667	379	10	modelling	model	VERB
ajsts-4667	379	11	techniques	technique	NOUN
ajsts-4667	379	12	—	—	PUNCT
ajsts-4667	379	13	such	such	ADJ
ajsts-4667	379	14	as	as	ADP
ajsts-4667	379	15	the	the	DET
ajsts-4667	379	16	lexiconbased	lexiconbased	ADJ
ajsts-4667	379	17	vader	vader	NOUN
ajsts-4667	379	18	analyzer	analyzer	NOUN
ajsts-4667	379	19	—	—	PUNCT
ajsts-4667	379	20	can	can	AUX
ajsts-4667	379	21	significantly	significantly	ADV
ajsts-4667	379	22	contribute	contribute	VERB
ajsts-4667	379	23	to	to	ADP
ajsts-4667	379	24	understanding	understanding	NOUN
ajsts-4667	379	25	and	and	CCONJ
ajsts-4667	379	26	interpreting	interpret	VERB
ajsts-4667	379	27	complex	complex	ADJ
ajsts-4667	379	28	public	public	ADJ
ajsts-4667	379	29	discourse	discourse	NOUN
ajsts-4667	379	30	around	around	ADP
ajsts-4667	379	31	digital	digital	ADJ
ajsts-4667	379	32	platforms	platform	NOUN
ajsts-4667	379	33	.	.	PUNCT
ajsts-4667	380	1	such	such	ADJ
ajsts-4667	380	2	analyses	analysis	NOUN
ajsts-4667	380	3	not	not	PART
ajsts-4667	380	4	only	only	ADV
ajsts-4667	380	5	inform	inform	VERB
ajsts-4667	380	6	methodological	methodological	ADJ
ajsts-4667	380	7	refinement	refinement	NOUN
ajsts-4667	380	8	in	in	ADP
ajsts-4667	380	9	computational	computational	ADJ
ajsts-4667	380	10	sentiment	sentiment	NOUN
ajsts-4667	380	11	studies	study	NOUN
ajsts-4667	380	12	but	but	CCONJ
ajsts-4667	380	13	also	also	ADV
ajsts-4667	380	14	carry	carry	VERB
ajsts-4667	380	15	direct	direct	ADJ
ajsts-4667	380	16	implications	implication	NOUN
ajsts-4667	380	17	for	for	ADP
ajsts-4667	380	18	the	the	DET
ajsts-4667	380	19	practical	practical	ADJ
ajsts-4667	380	20	management	management	NOUN
ajsts-4667	380	21	of	of	ADP
ajsts-4667	380	22	public	public	ADJ
ajsts-4667	380	23	perception	perception	NOUN
ajsts-4667	380	24	,	,	PUNCT
ajsts-4667	380	25	policy	policy	NOUN
ajsts-4667	380	26	development	development	NOUN
ajsts-4667	380	27	,	,	PUNCT
ajsts-4667	380	28	strategic	strategic	ADJ
ajsts-4667	380	29	communication	communication	NOUN
ajsts-4667	380	30	,	,	PUNCT
ajsts-4667	380	31	and	and	CCONJ
ajsts-4667	380	32	journalistic	journalistic	ADJ
ajsts-4667	380	33	integrity	integrity	NOUN
ajsts-4667	380	34	in	in	ADP
ajsts-4667	380	35	the	the	DET
ajsts-4667	380	36	digital	digital	ADJ
ajsts-4667	380	37	age	age	NOUN
ajsts-4667	380	38	.	.	PUNCT
ajsts-4667	381	1	model	model	NOUN
ajsts-4667	381	2	evaluation	evaluation	NOUN
ajsts-4667	381	3	:	:	PUNCT
ajsts-4667	381	4	tf	tf	PROPN
ajsts-4667	381	5	-	-	PUNCT
ajsts-4667	381	6	idf	idf	ADJ
ajsts-4667	381	7	+	+	CCONJ
ajsts-4667	381	8	logistic	logistic	ADJ
ajsts-4667	381	9	regression	regression	NOUN
ajsts-4667	381	10	the	the	DET
ajsts-4667	381	11	evaluation	evaluation	NOUN
ajsts-4667	381	12	of	of	ADP
ajsts-4667	381	13	the	the	DET
ajsts-4667	381	14	logistic	logistic	ADJ
ajsts-4667	381	15	regression	regression	NOUN
ajsts-4667	381	16	classifier	classifier	NOUN
ajsts-4667	381	17	using	use	VERB
ajsts-4667	381	18	tf	tf	PROPN
ajsts-4667	381	19	-	-	PUNCT
ajsts-4667	381	20	idf	idf	NOUN
ajsts-4667	381	21	-	-	PUNCT
ajsts-4667	381	22	transformed	transform	VERB
ajsts-4667	381	23	features	feature	NOUN
ajsts-4667	381	24	revealed	reveal	VERB
ajsts-4667	381	25	notable	notable	ADJ
ajsts-4667	381	26	insights	insight	NOUN
ajsts-4667	381	27	into	into	ADP
ajsts-4667	381	28	the	the	DET
ajsts-4667	381	29	strengths	strength	NOUN
ajsts-4667	381	30	and	and	CCONJ
ajsts-4667	381	31	limitations	limitation	NOUN
ajsts-4667	381	32	of	of	ADP
ajsts-4667	381	33	lexical	lexical	ADJ
ajsts-4667	381	34	sentiment	sentiment	NOUN
ajsts-4667	381	35	analysis	analysis	NOUN
ajsts-4667	381	36	approaches	approach	NOUN
ajsts-4667	381	37	in	in	ADP
ajsts-4667	381	38	classifying	classify	VERB
ajsts-4667	381	39	public	public	ADJ
ajsts-4667	381	40	sentiment	sentiment	NOUN
ajsts-4667	381	41	.	.	PUNCT
ajsts-4667	382	1	the	the	DET
ajsts-4667	382	2	confusion	confusion	NOUN
ajsts-4667	382	3	matrix	matrix	NOUN
ajsts-4667	382	4	(	(	PUNCT
ajsts-4667	382	5	table	table	NOUN
ajsts-4667	382	6	6	6	NUM
ajsts-4667	382	7	and	and	CCONJ
ajsts-4667	382	8	figure	figure	NOUN
ajsts-4667	382	9	2	2	NUM
ajsts-4667	382	10	)	)	PUNCT
ajsts-4667	382	11	demonstrates	demonstrate	VERB
ajsts-4667	382	12	that	that	SCONJ
ajsts-4667	382	13	the	the	DET
ajsts-4667	382	14	model	model	NOUN
ajsts-4667	382	15	achieved	achieve	VERB
ajsts-4667	382	16	substantial	substantial	ADJ
ajsts-4667	382	17	predictive	predictive	ADJ
ajsts-4667	382	18	accuracy	accuracy	NOUN
ajsts-4667	382	19	,	,	PUNCT
ajsts-4667	382	20	correctly	correctly	ADV
ajsts-4667	382	21	classifying	classify	VERB
ajsts-4667	382	22	369	369	NUM
ajsts-4667	382	23	comments	comment	NOUN
ajsts-4667	382	24	as	as	ADP
ajsts-4667	382	25	positive	positive	ADJ
ajsts-4667	382	26	(	(	PUNCT
ajsts-4667	382	27	true	true	ADJ
ajsts-4667	382	28	positives	positive	NOUN
ajsts-4667	382	29	)	)	PUNCT
ajsts-4667	382	30	and	and	CCONJ
ajsts-4667	382	31	189	189	NUM
ajsts-4667	382	32	as	as	ADP
ajsts-4667	382	33	negative	negative	ADJ
ajsts-4667	382	34	(	(	PUNCT
ajsts-4667	382	35	true	true	ADJ
ajsts-4667	382	36	negatives	negative	NOUN
ajsts-4667	382	37	)	)	PUNCT
ajsts-4667	382	38	.	.	PUNCT
ajsts-4667	383	1	however	however	ADV
ajsts-4667	383	2	,	,	PUNCT
ajsts-4667	383	3	it	it	PRON
ajsts-4667	383	4	also	also	ADV
ajsts-4667	383	5	exhibited	exhibit	VERB
ajsts-4667	383	6	an	an	DET
ajsts-4667	383	7	asymmetrical	asymmetrical	ADJ
ajsts-4667	383	8	performance	performance	NOUN
ajsts-4667	383	9	with	with	ADP
ajsts-4667	383	10	a	a	DET
ajsts-4667	383	11	noteworthy	noteworthy	ADJ
ajsts-4667	383	12	positivity	positivity	NOUN
ajsts-4667	383	13	bias	bias	NOUN
ajsts-4667	383	14	—	—	PUNCT
ajsts-4667	383	15	misclassifying	misclassifye	VERB
ajsts-4667	383	16	67	67	NUM
ajsts-4667	383	17	negative	negative	ADJ
ajsts-4667	383	18	comments	comment	NOUN
ajsts-4667	383	19	as	as	ADP
ajsts-4667	383	20	positive	positive	ADJ
ajsts-4667	383	21	(	(	PUNCT
ajsts-4667	383	22	false	false	ADJ
ajsts-4667	383	23	positives	positive	NOUN
ajsts-4667	383	24	)	)	PUNCT
ajsts-4667	383	25	,	,	PUNCT
ajsts-4667	383	26	while	while	SCONJ
ajsts-4667	383	27	only	only	ADV
ajsts-4667	383	28	misclassifying	misclassifye	VERB
ajsts-4667	383	29	7	7	NUM
ajsts-4667	383	30	positive	positive	ADJ
ajsts-4667	383	31	comments	comment	NOUN
ajsts-4667	383	32	as	as	ADP
ajsts-4667	383	33	negative	negative	ADJ
ajsts-4667	383	34	(	(	PUNCT
ajsts-4667	383	35	false	false	ADJ
ajsts-4667	383	36	negatives	negative	NOUN
ajsts-4667	383	37	)	)	PUNCT
ajsts-4667	383	38	.	.	PUNCT
ajsts-4667	384	1	this	this	DET
ajsts-4667	384	2	asymmetry	asymmetry	NOUN
ajsts-4667	384	3	,	,	PUNCT
ajsts-4667	384	4	while	while	SCONJ
ajsts-4667	384	5	affirming	affirm	VERB
ajsts-4667	384	6	the	the	DET
ajsts-4667	384	7	model	model	NOUN
ajsts-4667	384	8	’s	’s	PART
ajsts-4667	384	9	overall	overall	ADJ
ajsts-4667	384	10	reliability	reliability	NOUN
ajsts-4667	384	11	,	,	PUNCT
ajsts-4667	384	12	underscores	underscore	VERB
ajsts-4667	384	13	a	a	DET
ajsts-4667	384	14	pronounced	pronounced	ADJ
ajsts-4667	384	15	methodological	methodological	ADJ
ajsts-4667	384	16	limitation	limitation	NOUN
ajsts-4667	384	17	wherein	wherein	ADJ
ajsts-4667	384	18	nuanced	nuanced	ADJ
ajsts-4667	384	19	expressions	expression	NOUN
ajsts-4667	384	20	of	of	ADP
ajsts-4667	384	21	negative	negative	ADJ
ajsts-4667	384	22	sentiment	sentiment	NOUN
ajsts-4667	384	23	are	be	AUX
ajsts-4667	384	24	frequently	frequently	ADV
ajsts-4667	384	25	missed	miss	VERB
ajsts-4667	384	26	or	or	CCONJ
ajsts-4667	384	27	incorrectly	incorrectly	ADV
ajsts-4667	384	28	interpreted	interpret	VERB
ajsts-4667	384	29	.	.	PUNCT
ajsts-4667	385	1	the	the	DET
ajsts-4667	385	2	classification	classification	NOUN
ajsts-4667	385	3	report	report	NOUN
ajsts-4667	385	4	(	(	PUNCT
ajsts-4667	385	5	table	table	NOUN
ajsts-4667	385	6	9	9	NUM
ajsts-4667	385	7	)	)	PUNCT
ajsts-4667	385	8	further	far	ADV
ajsts-4667	385	9	reinforces	reinforce	VERB
ajsts-4667	385	10	these	these	DET
ajsts-4667	385	11	findings	finding	NOUN
ajsts-4667	385	12	through	through	ADP
ajsts-4667	385	13	precision	precision	NOUN
ajsts-4667	385	14	,	,	PUNCT
ajsts-4667	385	15	recall	recall	NOUN
ajsts-4667	385	16	,	,	PUNCT
ajsts-4667	385	17	and	and	CCONJ
ajsts-4667	385	18	f1	f1	ADJ
ajsts-4667	385	19	-	-	PUNCT
ajsts-4667	385	20	score	score	NOUN
ajsts-4667	385	21	metrics	metric	NOUN
ajsts-4667	385	22	.	.	PUNCT
ajsts-4667	386	1	the	the	DET
ajsts-4667	386	2	model	model	NOUN
ajsts-4667	386	3	exhibited	exhibit	VERB
ajsts-4667	386	4	high	high	ADJ
ajsts-4667	386	5	precision	precision	NOUN
ajsts-4667	386	6	(	(	PUNCT
ajsts-4667	386	7	96	96	NUM
ajsts-4667	386	8	%	%	NOUN
ajsts-4667	386	9	)	)	PUNCT
ajsts-4667	386	10	in	in	ADP
ajsts-4667	386	11	negative	negative	ADJ
ajsts-4667	386	12	sentiment	sentiment	NOUN
ajsts-4667	386	13	classification	classification	NOUN
ajsts-4667	386	14	,	,	PUNCT
ajsts-4667	386	15	suggesting	suggest	VERB
ajsts-4667	386	16	that	that	SCONJ
ajsts-4667	386	17	when	when	SCONJ
ajsts-4667	386	18	it	it	PRON
ajsts-4667	386	19	did	do	AUX
ajsts-4667	386	20	predict	predict	VERB
ajsts-4667	386	21	negativity	negativity	NOUN
ajsts-4667	386	22	,	,	PUNCT
ajsts-4667	386	23	it	it	PRON
ajsts-4667	386	24	was	be	AUX
ajsts-4667	386	25	highly	highly	ADV
ajsts-4667	386	26	reliable	reliable	ADJ
ajsts-4667	386	27	.	.	PUNCT
ajsts-4667	387	1	nevertheless	nevertheless	ADV
ajsts-4667	387	2	,	,	PUNCT
ajsts-4667	387	3	the	the	DET
ajsts-4667	387	4	significantly	significantly	ADV
ajsts-4667	387	5	lower	low	ADJ
ajsts-4667	387	6	recall	recall	NOUN
ajsts-4667	387	7	for	for	ADP
ajsts-4667	387	8	negative	negative	ADJ
ajsts-4667	387	9	sentiment	sentiment	NOUN
ajsts-4667	387	10	(	(	PUNCT
ajsts-4667	387	11	74	74	NUM
ajsts-4667	387	12	%	%	NOUN
ajsts-4667	387	13	)	)	PUNCT
ajsts-4667	387	14	compared	compare	VERB
ajsts-4667	387	15	to	to	ADP
ajsts-4667	387	16	positive	positive	ADJ
ajsts-4667	387	17	sentiment	sentiment	NOUN
ajsts-4667	387	18	recall	recall	NOUN
ajsts-4667	387	19	(	(	PUNCT
ajsts-4667	387	20	98	98	NUM
ajsts-4667	387	21	%	%	NOUN
ajsts-4667	387	22	)	)	PUNCT
ajsts-4667	387	23	signals	signal	VERB
ajsts-4667	387	24	a	a	DET
ajsts-4667	387	25	clear	clear	ADJ
ajsts-4667	387	26	methodological	methodological	ADJ
ajsts-4667	387	27	challenge	challenge	NOUN
ajsts-4667	387	28	in	in	ADP
ajsts-4667	387	29	capturing	capture	VERB
ajsts-4667	387	30	subtler	subtle	ADJ
ajsts-4667	387	31	forms	form	NOUN
ajsts-4667	387	32	of	of	ADP
ajsts-4667	387	33	negativity	negativity	NOUN
ajsts-4667	387	34	.	.	PUNCT
ajsts-4667	388	1	such	such	ADJ
ajsts-4667	388	2	challenges	challenge	NOUN
ajsts-4667	388	3	align	align	VERB
ajsts-4667	388	4	closely	closely	ADV
ajsts-4667	388	5	with	with	ADP
ajsts-4667	388	6	established	establish	VERB
ajsts-4667	388	7	literature	literature	NOUN
ajsts-4667	388	8	in	in	ADP
ajsts-4667	388	9	sentiment	sentiment	NOUN
ajsts-4667	388	10	analysis	analysis	NOUN
ajsts-4667	388	11	,	,	PUNCT
ajsts-4667	388	12	which	which	PRON
ajsts-4667	388	13	frequently	frequently	ADV
ajsts-4667	388	14	identifies	identify	VERB
ajsts-4667	388	15	implicit	implicit	ADJ
ajsts-4667	388	16	negativity	negativity	NOUN
ajsts-4667	388	17	,	,	PUNCT
ajsts-4667	388	18	irony	irony	NOUN
ajsts-4667	388	19	,	,	PUNCT
ajsts-4667	388	20	sarcasm	sarcasm	NOUN
ajsts-4667	388	21	,	,	PUNCT
ajsts-4667	388	22	and	and	CCONJ
ajsts-4667	388	23	contextually	contextually	ADV
ajsts-4667	388	24	embedded	embed	VERB
ajsts-4667	388	25	critiques	critique	NOUN
ajsts-4667	388	26	as	as	ADP
ajsts-4667	388	27	complex	complex	ADJ
ajsts-4667	388	28	linguistic	linguistic	ADJ
ajsts-4667	388	29	constructs	construct	NOUN
ajsts-4667	388	30	often	often	ADV
ajsts-4667	388	31	inadequately	inadequately	ADV
ajsts-4667	388	32	captured	capture	VERB
ajsts-4667	388	33	by	by	ADP
ajsts-4667	388	34	surface	surface	NOUN
ajsts-4667	388	35	-	-	PUNCT
ajsts-4667	388	36	level	level	NOUN
ajsts-4667	388	37	lexical	lexical	ADJ
ajsts-4667	388	38	analysis	analysis	NOUN
ajsts-4667	388	39	(	(	PUNCT
ajsts-4667	388	40	cambria	cambria	PROPN
ajsts-4667	388	41	et	et	PROPN
ajsts-4667	388	42	al	al	PROPN
ajsts-4667	388	43	.	.	PROPN
ajsts-4667	388	44	,	,	PUNCT
ajsts-4667	388	45	2017	2017	NUM
ajsts-4667	388	46	)	)	PUNCT
ajsts-4667	388	47	.	.	PUNCT
ajsts-4667	389	1	from	from	ADP
ajsts-4667	389	2	a	a	DET
ajsts-4667	389	3	methodological	methodological	ADJ
ajsts-4667	389	4	standpoint	standpoint	NOUN
ajsts-4667	389	5	,	,	PUNCT
ajsts-4667	389	6	these	these	DET
ajsts-4667	389	7	results	result	NOUN
ajsts-4667	389	8	highlight	highlight	VERB
ajsts-4667	389	9	limitations	limitation	NOUN
ajsts-4667	389	10	inherent	inherent	ADJ
ajsts-4667	389	11	in	in	ADP
ajsts-4667	389	12	bag	bag	NOUN
ajsts-4667	389	13	-	-	PUNCT
ajsts-4667	389	14	of	of	ADP
ajsts-4667	389	15	-	-	PUNCT
ajsts-4667	389	16	words	word	NOUN
ajsts-4667	389	17	approaches	approach	NOUN
ajsts-4667	389	18	such	such	ADJ
ajsts-4667	389	19	as	as	ADP
ajsts-4667	389	20	tf	tf	PROPN
ajsts-4667	389	21	-	-	PUNCT
ajsts-4667	389	22	idf	idf	PROPN
ajsts-4667	389	23	,	,	PUNCT
ajsts-4667	389	24	which	which	PRON
ajsts-4667	389	25	rely	rely	VERB
ajsts-4667	389	26	primarily	primarily	ADV
ajsts-4667	389	27	on	on	ADP
ajsts-4667	389	28	explicit	explicit	ADJ
ajsts-4667	389	29	lexical	lexical	ADJ
ajsts-4667	389	30	cues	cue	NOUN
ajsts-4667	389	31	rather	rather	ADV
ajsts-4667	389	32	than	than	ADP
ajsts-4667	389	33	sophisticated	sophisticated	ADJ
ajsts-4667	389	34	semantic	semantic	ADJ
ajsts-4667	389	35	interpretation	interpretation	NOUN
ajsts-4667	389	36	.	.	PUNCT
ajsts-4667	390	1	thus	thus	ADV
ajsts-4667	390	2	,	,	PUNCT
ajsts-4667	390	3	the	the	DET
ajsts-4667	390	4	model	model	NOUN
ajsts-4667	390	5	’s	’s	PART
ajsts-4667	390	6	robust	robust	ADJ
ajsts-4667	390	7	identification	identification	NOUN
ajsts-4667	390	8	of	of	ADP
ajsts-4667	390	9	positive	positive	ADJ
ajsts-4667	390	10	sentiment	sentiment	NOUN
ajsts-4667	390	11	likely	likely	ADV
ajsts-4667	390	12	reflects	reflect	VERB
ajsts-4667	390	13	the	the	DET
ajsts-4667	390	14	clearer	clear	ADJ
ajsts-4667	390	15	lexical	lexical	ADJ
ajsts-4667	390	16	and	and	CCONJ
ajsts-4667	390	17	syntactic	syntactic	ADJ
ajsts-4667	390	18	patterns	pattern	NOUN
ajsts-4667	390	19	commonly	commonly	ADV
ajsts-4667	390	20	associated	associate	VERB
ajsts-4667	390	21	with	with	ADP
ajsts-4667	390	22	explicit	explicit	ADJ
ajsts-4667	390	23	agreement	agreement	NOUN
ajsts-4667	390	24	or	or	CCONJ
ajsts-4667	390	25	approval	approval	NOUN
ajsts-4667	390	26	.	.	PUNCT
ajsts-4667	391	1	in	in	ADP
ajsts-4667	391	2	contrast	contrast	NOUN
ajsts-4667	391	3	,	,	PUNCT
ajsts-4667	391	4	negative	negative	ADJ
ajsts-4667	391	5	sentiment	sentiment	NOUN
ajsts-4667	391	6	frequently	frequently	ADV
ajsts-4667	391	7	involves	involve	VERB
ajsts-4667	391	8	linguistic	linguistic	ADJ
ajsts-4667	391	9	subtlety	subtlety	NOUN
ajsts-4667	391	10	and	and	CCONJ
ajsts-4667	391	11	complexity	complexity	NOUN
ajsts-4667	391	12	,	,	PUNCT
ajsts-4667	391	13	explaining	explain	VERB
ajsts-4667	391	14	the	the	DET
ajsts-4667	391	15	observed	observe	VERB
ajsts-4667	391	16	positivity	positivity	NOUN
ajsts-4667	391	17	bias	bias	NOUN
ajsts-4667	391	18	.	.	PUNCT
ajsts-4667	392	1	future	future	ADJ
ajsts-4667	392	2	research	research	NOUN
ajsts-4667	392	3	directions	direction	NOUN
ajsts-4667	392	4	could	could	AUX
ajsts-4667	392	5	address	address	VERB
ajsts-4667	392	6	this	this	DET
ajsts-4667	392	7	limitation	limitation	NOUN
ajsts-4667	392	8	by	by	ADP
ajsts-4667	392	9	integrating	integrate	VERB
ajsts-4667	392	10	context	context	NOUN
ajsts-4667	392	11	-	-	PUNCT
ajsts-4667	392	12	sensitive	sensitive	ADJ
ajsts-4667	392	13	approaches	approach	NOUN
ajsts-4667	392	14	,	,	PUNCT
ajsts-4667	392	15	such	such	ADJ
ajsts-4667	392	16	as	as	ADP
ajsts-4667	392	17	transformer	transformer	NOUN
ajsts-4667	392	18	-	-	PUNCT
ajsts-4667	392	19	based	base	VERB
ajsts-4667	392	20	language	language	NOUN
ajsts-4667	392	21	models	model	NOUN
ajsts-4667	392	22	or	or	CCONJ
ajsts-4667	392	23	neural	neural	ADJ
ajsts-4667	392	24	embeddings	embedding	NOUN
ajsts-4667	392	25	,	,	PUNCT
ajsts-4667	392	26	which	which	PRON
ajsts-4667	392	27	can	can	AUX
ajsts-4667	392	28	better	well	ADV
ajsts-4667	392	29	interpret	interpret	VERB
ajsts-4667	392	30	subtle	subtle	ADJ
ajsts-4667	392	31	linguistic	linguistic	ADJ
ajsts-4667	392	32	signals	signal	NOUN
ajsts-4667	392	33	and	and	CCONJ
ajsts-4667	392	34	implicit	implicit	ADJ
ajsts-4667	392	35	semantic	semantic	ADJ
ajsts-4667	392	36	content	content	NOUN
ajsts-4667	392	37	.	.	PUNCT
ajsts-4667	393	1	practically	practically	ADV
ajsts-4667	393	2	,	,	PUNCT
ajsts-4667	393	3	the	the	DET
ajsts-4667	393	4	observed	observe	VERB
ajsts-4667	393	5	positivity	positivity	NOUN
ajsts-4667	393	6	skew	skew	NOUN
ajsts-4667	393	7	has	have	VERB
ajsts-4667	393	8	substantial	substantial	ADJ
ajsts-4667	393	9	implications	implication	NOUN
ajsts-4667	393	10	for	for	ADP
ajsts-4667	393	11	stakeholders	stakeholder	NOUN
ajsts-4667	393	12	.	.	PUNCT
ajsts-4667	394	1	for	for	ADP
ajsts-4667	394	2	telegram	telegram	NOUN
ajsts-4667	394	3	,	,	PUNCT
ajsts-4667	394	4	deploying	deploy	VERB
ajsts-4667	394	5	similar	similar	ADJ
ajsts-4667	394	6	sentiment	sentiment	NOUN
ajsts-4667	394	7	models	model	NOUN
ajsts-4667	394	8	operationally	operationally	ADV
ajsts-4667	394	9	—	—	PUNCT
ajsts-4667	394	10	such	such	ADJ
ajsts-4667	394	11	as	as	ADP
ajsts-4667	394	12	in	in	ADP
ajsts-4667	394	13	content	content	NOUN
ajsts-4667	394	14	moderation	moderation	NOUN
ajsts-4667	394	15	or	or	CCONJ
ajsts-4667	394	16	user	user	NOUN
ajsts-4667	394	17	-	-	PUNCT
ajsts-4667	394	18	sentiment	sentiment	NOUN
ajsts-4667	394	19	dashboards	dashboard	NOUN
ajsts-4667	394	20	—	—	PUNCT
ajsts-4667	394	21	may	may	AUX
ajsts-4667	394	22	pa	pa	PROPN
ajsts-4667	394	23	ge	ge	PROPN
ajsts-4667	394	24	84	84	NUM
ajsts-4667	394	25	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	394	26	am	be	AUX
ajsts-4667	394	27	.	.	PUNCT
ajsts-4667	395	1	j.	j.	PROPN
ajsts-4667	395	2	smart	smart	PROPN
ajsts-4667	395	3	.	.	PUNCT
ajsts-4667	396	1	technol	technol	PROPN
ajsts-4667	396	2	.	.	PUNCT
ajsts-4667	396	3	solutions	solution	NOUN
ajsts-4667	396	4	4(1	4(1	NOUN
ajsts-4667	396	5	)	)	PUNCT
ajsts-4667	396	6	68	68	NUM
ajsts-4667	396	7	-	-	SYM
ajsts-4667	396	8	88	88	NUM
ajsts-4667	396	9	,	,	PUNCT
ajsts-4667	396	10	2025	2025	NUM
ajsts-4667	396	11	inadvertently	inadvertently	ADV
ajsts-4667	396	12	underestimate	underestimate	ADJ
ajsts-4667	396	13	user	user	NOUN
ajsts-4667	396	14	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	396	15	,	,	PUNCT
ajsts-4667	396	16	obscuring	obscure	VERB
ajsts-4667	396	17	critical	critical	ADJ
ajsts-4667	396	18	feedback	feedback	NOUN
ajsts-4667	396	19	and	and	CCONJ
ajsts-4667	396	20	inhibiting	inhibit	VERB
ajsts-4667	396	21	effective	effective	ADJ
ajsts-4667	396	22	responsiveness	responsiveness	NOUN
ajsts-4667	396	23	.	.	PUNCT
ajsts-4667	397	1	for	for	ADP
ajsts-4667	397	2	business	business	NOUN
ajsts-4667	397	3	analysts	analyst	NOUN
ajsts-4667	397	4	and	and	CCONJ
ajsts-4667	397	5	risk	risk	NOUN
ajsts-4667	397	6	managers	manager	NOUN
ajsts-4667	397	7	,	,	PUNCT
ajsts-4667	397	8	positivity	positivity	NOUN
ajsts-4667	397	9	bias	bias	NOUN
ajsts-4667	397	10	represents	represent	VERB
ajsts-4667	397	11	a	a	DET
ajsts-4667	397	12	potential	potential	ADJ
ajsts-4667	397	13	analytical	analytical	ADJ
ajsts-4667	397	14	blind	blind	ADJ
ajsts-4667	397	15	spot	spot	NOUN
ajsts-4667	397	16	,	,	PUNCT
ajsts-4667	397	17	potentially	potentially	ADV
ajsts-4667	397	18	compromising	compromise	VERB
ajsts-4667	397	19	the	the	DET
ajsts-4667	397	20	timely	timely	ADJ
ajsts-4667	397	21	detection	detection	NOUN
ajsts-4667	397	22	of	of	ADP
ajsts-4667	397	23	reputational	reputational	ADJ
ajsts-4667	397	24	and	and	CCONJ
ajsts-4667	397	25	compliance	compliance	NOUN
ajsts-4667	397	26	risks	risk	NOUN
ajsts-4667	397	27	.	.	PUNCT
ajsts-4667	398	1	regulatory	regulatory	ADJ
ajsts-4667	398	2	stakeholders	stakeholder	NOUN
ajsts-4667	398	3	should	should	AUX
ajsts-4667	398	4	similarly	similarly	ADV
ajsts-4667	398	5	remain	remain	VERB
ajsts-4667	398	6	cautious	cautious	ADJ
ajsts-4667	398	7	,	,	PUNCT
ajsts-4667	398	8	recognizing	recognize	VERB
ajsts-4667	398	9	that	that	SCONJ
ajsts-4667	398	10	a	a	DET
ajsts-4667	398	11	sentiment	sentiment	NOUN
ajsts-4667	398	12	model	model	NOUN
ajsts-4667	398	13	biased	bias	VERB
ajsts-4667	398	14	toward	toward	ADP
ajsts-4667	398	15	positivity	positivity	NOUN
ajsts-4667	398	16	could	could	AUX
ajsts-4667	398	17	diminish	diminish	VERB
ajsts-4667	398	18	the	the	DET
ajsts-4667	398	19	visibility	visibility	NOUN
ajsts-4667	398	20	of	of	ADP
ajsts-4667	398	21	user	user	NOUN
ajsts-4667	398	22	concerns	concern	NOUN
ajsts-4667	398	23	or	or	CCONJ
ajsts-4667	398	24	critical	critical	ADJ
ajsts-4667	398	25	perspectives	perspective	NOUN
ajsts-4667	398	26	essential	essential	ADJ
ajsts-4667	398	27	for	for	ADP
ajsts-4667	398	28	informed	informed	ADJ
ajsts-4667	398	29	policymaking	policymaking	NOUN
ajsts-4667	398	30	and	and	CCONJ
ajsts-4667	398	31	oversight	oversight	NOUN
ajsts-4667	398	32	.	.	PUNCT
ajsts-4667	399	1	finally	finally	ADV
ajsts-4667	399	2	,	,	PUNCT
ajsts-4667	399	3	computational	computational	ADJ
ajsts-4667	399	4	linguists	linguist	NOUN
ajsts-4667	399	5	and	and	CCONJ
ajsts-4667	399	6	nlp	nlp	NOUN
ajsts-4667	399	7	researchers	researcher	NOUN
ajsts-4667	399	8	are	be	AUX
ajsts-4667	399	9	encouraged	encourage	VERB
ajsts-4667	399	10	to	to	PART
ajsts-4667	399	11	address	address	VERB
ajsts-4667	399	12	these	these	DET
ajsts-4667	399	13	biases	bias	NOUN
ajsts-4667	399	14	and	and	CCONJ
ajsts-4667	399	15	improve	improve	VERB
ajsts-4667	399	16	sentiment	sentiment	NOUN
ajsts-4667	399	17	models	model	NOUN
ajsts-4667	399	18	by	by	ADP
ajsts-4667	399	19	developing	develop	VERB
ajsts-4667	399	20	nuanced	nuanced	ADJ
ajsts-4667	399	21	methods	method	NOUN
ajsts-4667	399	22	capable	capable	ADJ
ajsts-4667	399	23	of	of	ADP
ajsts-4667	399	24	recognizing	recognize	VERB
ajsts-4667	399	25	linguistically	linguistically	ADV
ajsts-4667	399	26	complex	complex	ADJ
ajsts-4667	399	27	negative	negative	ADJ
ajsts-4667	399	28	expressions	expression	NOUN
ajsts-4667	399	29	,	,	PUNCT
ajsts-4667	399	30	ultimately	ultimately	ADV
ajsts-4667	399	31	ensuring	ensure	VERB
ajsts-4667	399	32	more	more	ADV
ajsts-4667	399	33	balanced	balanced	ADJ
ajsts-4667	399	34	and	and	CCONJ
ajsts-4667	399	35	accurate	accurate	ADJ
ajsts-4667	399	36	sentiment	sentiment	NOUN
ajsts-4667	399	37	assessments	assessment	NOUN
ajsts-4667	399	38	in	in	ADP
ajsts-4667	399	39	public	public	ADJ
ajsts-4667	399	40	discourse	discourse	NOUN
ajsts-4667	399	41	.	.	PUNCT
ajsts-4667	400	1	in	in	ADP
ajsts-4667	400	2	conclusion	conclusion	NOUN
ajsts-4667	400	3	,	,	PUNCT
ajsts-4667	400	4	this	this	DET
ajsts-4667	400	5	model	model	NOUN
ajsts-4667	400	6	evaluation	evaluation	NOUN
ajsts-4667	400	7	indicates	indicate	VERB
ajsts-4667	400	8	strong	strong	ADJ
ajsts-4667	400	9	overall	overall	ADJ
ajsts-4667	400	10	reliability	reliability	NOUN
ajsts-4667	400	11	for	for	ADP
ajsts-4667	400	12	lexical	lexical	ADJ
ajsts-4667	400	13	sentiment	sentiment	NOUN
ajsts-4667	400	14	analysis	analysis	NOUN
ajsts-4667	400	15	using	use	VERB
ajsts-4667	400	16	tfidf	tfidf	NOUN
ajsts-4667	400	17	vectorization	vectorization	NOUN
ajsts-4667	400	18	and	and	CCONJ
ajsts-4667	400	19	logistic	logistic	ADJ
ajsts-4667	400	20	regression	regression	NOUN
ajsts-4667	400	21	.	.	PUNCT
ajsts-4667	401	1	however	however	ADV
ajsts-4667	401	2	,	,	PUNCT
ajsts-4667	401	3	the	the	DET
ajsts-4667	401	4	asymmetrical	asymmetrical	ADJ
ajsts-4667	401	5	performance	performance	NOUN
ajsts-4667	401	6	pattern	pattern	NOUN
ajsts-4667	401	7	emphasizes	emphasize	VERB
ajsts-4667	401	8	the	the	DET
ajsts-4667	401	9	need	need	NOUN
ajsts-4667	401	10	for	for	ADP
ajsts-4667	401	11	methodological	methodological	ADJ
ajsts-4667	401	12	enhancements	enhancement	NOUN
ajsts-4667	401	13	to	to	PART
ajsts-4667	401	14	better	well	ADV
ajsts-4667	401	15	capture	capture	VERB
ajsts-4667	401	16	nuanced	nuanced	ADJ
ajsts-4667	401	17	negativity	negativity	NOUN
ajsts-4667	401	18	.	.	PUNCT
ajsts-4667	402	1	future	future	ADJ
ajsts-4667	402	2	sentiment	sentiment	NOUN
ajsts-4667	402	3	analysis	analysis	NOUN
ajsts-4667	402	4	models	model	NOUN
ajsts-4667	402	5	should	should	AUX
ajsts-4667	402	6	therefore	therefore	ADV
ajsts-4667	402	7	adopt	adopt	VERB
ajsts-4667	402	8	advanced	advanced	ADJ
ajsts-4667	402	9	computational	computational	ADJ
ajsts-4667	402	10	methods	method	NOUN
ajsts-4667	402	11	,	,	PUNCT
ajsts-4667	402	12	ensuring	ensure	VERB
ajsts-4667	402	13	comprehensive	comprehensive	ADJ
ajsts-4667	402	14	and	and	CCONJ
ajsts-4667	402	15	contextually	contextually	ADV
ajsts-4667	402	16	accurate	accurate	ADJ
ajsts-4667	402	17	interpretation	interpretation	NOUN
ajsts-4667	402	18	of	of	ADP
ajsts-4667	402	19	public	public	ADJ
ajsts-4667	402	20	sentiment	sentiment	NOUN
ajsts-4667	402	21	,	,	PUNCT
ajsts-4667	402	22	particularly	particularly	ADV
ajsts-4667	402	23	within	within	ADP
ajsts-4667	402	24	emotionally	emotionally	ADV
ajsts-4667	402	25	charged	charge	VERB
ajsts-4667	402	26	or	or	CCONJ
ajsts-4667	402	27	contentious	contentious	ADJ
ajsts-4667	402	28	digital	digital	ADJ
ajsts-4667	402	29	communication	communication	NOUN
ajsts-4667	402	30	contexts	contexts	NOUN
ajsts-4667	402	31	.	.	PUNCT
ajsts-4667	403	1	comparison	comparison	NOUN
ajsts-4667	403	2	of	of	ADP
ajsts-4667	403	3	actual	actual	ADJ
ajsts-4667	403	4	vs	vs	ADP
ajsts-4667	403	5	predicted	predict	VERB
ajsts-4667	403	6	sentiment	sentiment	NOUN
ajsts-4667	403	7	counts	count	VERB
ajsts-4667	403	8	the	the	DET
ajsts-4667	403	9	comparison	comparison	NOUN
ajsts-4667	403	10	between	between	ADP
ajsts-4667	403	11	actual	actual	ADJ
ajsts-4667	403	12	and	and	CCONJ
ajsts-4667	403	13	predicted	predict	VERB
ajsts-4667	403	14	sentiment	sentiment	NOUN
ajsts-4667	403	15	counts	count	VERB
ajsts-4667	403	16	from	from	ADP
ajsts-4667	403	17	the	the	DET
ajsts-4667	403	18	logistic	logistic	ADJ
ajsts-4667	403	19	regression	regression	NOUN
ajsts-4667	403	20	classifier	classifier	NOUN
ajsts-4667	403	21	trained	train	VERB
ajsts-4667	403	22	on	on	ADP
ajsts-4667	403	23	tf	tf	PROPN
ajsts-4667	403	24	-	-	PUNCT
ajsts-4667	403	25	idf	idf	NOUN
ajsts-4667	403	26	-	-	PUNCT
ajsts-4667	403	27	transformed	transform	VERB
ajsts-4667	403	28	features	feature	NOUN
ajsts-4667	403	29	provides	provide	VERB
ajsts-4667	403	30	critical	critical	ADJ
ajsts-4667	403	31	insights	insight	NOUN
ajsts-4667	403	32	into	into	ADP
ajsts-4667	403	33	both	both	CCONJ
ajsts-4667	403	34	the	the	DET
ajsts-4667	403	35	methodological	methodological	ADJ
ajsts-4667	403	36	strengths	strength	NOUN
ajsts-4667	403	37	and	and	CCONJ
ajsts-4667	403	38	limitations	limitation	NOUN
ajsts-4667	403	39	of	of	ADP
ajsts-4667	403	40	the	the	DET
ajsts-4667	403	41	approach	approach	NOUN
ajsts-4667	403	42	.	.	PUNCT
ajsts-4667	404	1	the	the	DET
ajsts-4667	404	2	classifier	classifier	NOUN
ajsts-4667	404	3	exhibited	exhibit	VERB
ajsts-4667	404	4	a	a	DET
ajsts-4667	404	5	notable	notable	ADJ
ajsts-4667	404	6	bias	bias	NOUN
ajsts-4667	404	7	toward	toward	ADP
ajsts-4667	404	8	positive	positive	ADJ
ajsts-4667	404	9	sentiment	sentiment	NOUN
ajsts-4667	404	10	,	,	PUNCT
ajsts-4667	404	11	systematically	systematically	ADV
ajsts-4667	404	12	predicting	predict	VERB
ajsts-4667	404	13	a	a	DET
ajsts-4667	404	14	higher	high	ADJ
ajsts-4667	404	15	number	number	NOUN
ajsts-4667	404	16	of	of	ADP
ajsts-4667	404	17	positive	positive	ADJ
ajsts-4667	404	18	comments	comment	NOUN
ajsts-4667	404	19	(	(	PUNCT
ajsts-4667	404	20	440	440	NUM
ajsts-4667	404	21	)	)	PUNCT
ajsts-4667	404	22	compared	compare	VERB
ajsts-4667	404	23	to	to	ADP
ajsts-4667	404	24	the	the	DET
ajsts-4667	404	25	actual	actual	ADJ
ajsts-4667	404	26	positive	positive	ADJ
ajsts-4667	404	27	count	count	NOUN
ajsts-4667	404	28	(	(	PUNCT
ajsts-4667	404	29	376	376	NUM
ajsts-4667	404	30	)	)	PUNCT
ajsts-4667	404	31	,	,	PUNCT
ajsts-4667	404	32	while	while	SCONJ
ajsts-4667	404	33	correspondingly	correspondingly	ADV
ajsts-4667	404	34	underestimating	underestimate	VERB
ajsts-4667	404	35	negative	negative	ADJ
ajsts-4667	404	36	sentiment	sentiment	NOUN
ajsts-4667	404	37	(	(	PUNCT
ajsts-4667	404	38	192	192	NUM
ajsts-4667	404	39	predicted	predict	VERB
ajsts-4667	404	40	versus	versus	ADP
ajsts-4667	404	41	256	256	NUM
ajsts-4667	404	42	actual	actual	ADJ
ajsts-4667	404	43	)	)	PUNCT
ajsts-4667	404	44	.	.	PUNCT
ajsts-4667	405	1	this	this	DET
ajsts-4667	405	2	positivity	positivity	NOUN
ajsts-4667	405	3	skew	skew	NOUN
ajsts-4667	405	4	aligns	align	VERB
ajsts-4667	405	5	closely	closely	ADV
ajsts-4667	405	6	with	with	ADP
ajsts-4667	405	7	earlier	early	ADJ
ajsts-4667	405	8	classification	classification	NOUN
ajsts-4667	405	9	metrics	metric	NOUN
ajsts-4667	405	10	,	,	PUNCT
ajsts-4667	405	11	particularly	particularly	ADV
ajsts-4667	405	12	the	the	DET
ajsts-4667	405	13	recall	recall	NOUN
ajsts-4667	405	14	scores	score	NOUN
ajsts-4667	405	15	that	that	PRON
ajsts-4667	405	16	highlighted	highlight	VERB
ajsts-4667	405	17	significantly	significantly	ADV
ajsts-4667	405	18	higher	high	ADJ
ajsts-4667	405	19	recall	recall	NOUN
ajsts-4667	405	20	for	for	ADP
ajsts-4667	405	21	positive	positive	ADJ
ajsts-4667	405	22	sentiment	sentiment	NOUN
ajsts-4667	405	23	(	(	PUNCT
ajsts-4667	405	24	0.98	0.98	NUM
ajsts-4667	405	25	)	)	PUNCT
ajsts-4667	405	26	compared	compare	VERB
ajsts-4667	405	27	to	to	ADP
ajsts-4667	405	28	negative	negative	ADJ
ajsts-4667	405	29	sentiment	sentiment	NOUN
ajsts-4667	405	30	(	(	PUNCT
ajsts-4667	405	31	0.74	0.74	NUM
ajsts-4667	405	32	)	)	PUNCT
ajsts-4667	405	33	.	.	PUNCT
ajsts-4667	406	1	these	these	DET
ajsts-4667	406	2	observations	observation	NOUN
ajsts-4667	406	3	suggest	suggest	VERB
ajsts-4667	406	4	that	that	SCONJ
ajsts-4667	406	5	positive	positive	ADJ
ajsts-4667	406	6	sentiment	sentiment	NOUN
ajsts-4667	406	7	expressions	expression	NOUN
ajsts-4667	406	8	typically	typically	ADV
ajsts-4667	406	9	feature	feature	VERB
ajsts-4667	406	10	more	more	ADV
ajsts-4667	406	11	explicit	explicit	ADJ
ajsts-4667	406	12	,	,	PUNCT
ajsts-4667	406	13	straightforward	straightforward	ADJ
ajsts-4667	406	14	linguistic	linguistic	ADJ
ajsts-4667	406	15	patterns	pattern	NOUN
ajsts-4667	406	16	,	,	PUNCT
ajsts-4667	406	17	which	which	PRON
ajsts-4667	406	18	are	be	AUX
ajsts-4667	406	19	easier	easy	ADJ
ajsts-4667	406	20	for	for	SCONJ
ajsts-4667	406	21	lexical	lexical	NOUN
ajsts-4667	406	22	-	-	PUNCT
ajsts-4667	406	23	based	base	VERB
ajsts-4667	406	24	tf	tf	PROPN
ajsts-4667	406	25	-	-	PUNCT
ajsts-4667	406	26	idf	idf	PROPN
ajsts-4667	406	27	models	model	NOUN
ajsts-4667	406	28	to	to	PART
ajsts-4667	406	29	detect	detect	VERB
ajsts-4667	406	30	consistently	consistently	ADV
ajsts-4667	406	31	.	.	PUNCT
ajsts-4667	407	1	conversely	conversely	ADV
ajsts-4667	407	2	,	,	PUNCT
ajsts-4667	407	3	the	the	DET
ajsts-4667	407	4	underrepresentation	underrepresentation	NOUN
ajsts-4667	407	5	of	of	ADP
ajsts-4667	407	6	negative	negative	ADJ
ajsts-4667	407	7	sentiment	sentiment	NOUN
ajsts-4667	407	8	indicates	indicate	VERB
ajsts-4667	407	9	a	a	DET
ajsts-4667	407	10	substantial	substantial	ADJ
ajsts-4667	407	11	methodological	methodological	ADJ
ajsts-4667	407	12	shortcoming	shortcoming	NOUN
ajsts-4667	407	13	in	in	ADP
ajsts-4667	407	14	capturing	capture	VERB
ajsts-4667	407	15	nuanced	nuanced	ADJ
ajsts-4667	407	16	linguistic	linguistic	ADJ
ajsts-4667	407	17	cues	cue	NOUN
ajsts-4667	407	18	,	,	PUNCT
ajsts-4667	407	19	subtle	subtle	ADJ
ajsts-4667	407	20	criticism	criticism	NOUN
ajsts-4667	407	21	,	,	PUNCT
ajsts-4667	407	22	irony	irony	NOUN
ajsts-4667	407	23	,	,	PUNCT
ajsts-4667	407	24	and	and	CCONJ
ajsts-4667	407	25	implicit	implicit	ADJ
ajsts-4667	407	26	forms	form	NOUN
ajsts-4667	407	27	of	of	ADP
ajsts-4667	407	28	negativity	negativity	NOUN
ajsts-4667	407	29	.	.	PUNCT
ajsts-4667	408	1	from	from	ADP
ajsts-4667	408	2	a	a	DET
ajsts-4667	408	3	methodological	methodological	ADJ
ajsts-4667	408	4	perspective	perspective	NOUN
ajsts-4667	408	5	,	,	PUNCT
ajsts-4667	408	6	the	the	DET
ajsts-4667	408	7	identified	identify	VERB
ajsts-4667	408	8	bias	bias	NOUN
ajsts-4667	408	9	underscores	underscore	VERB
ajsts-4667	408	10	significant	significant	ADJ
ajsts-4667	408	11	limitations	limitation	NOUN
ajsts-4667	408	12	inherent	inherent	ADJ
ajsts-4667	408	13	in	in	ADP
ajsts-4667	408	14	traditional	traditional	ADJ
ajsts-4667	408	15	bag	bag	NOUN
ajsts-4667	408	16	-	-	PUNCT
ajsts-4667	408	17	of	of	ADP
ajsts-4667	408	18	-	-	PUNCT
ajsts-4667	408	19	words	word	NOUN
ajsts-4667	408	20	approaches	approach	NOUN
ajsts-4667	408	21	like	like	ADP
ajsts-4667	408	22	tf	tf	PROPN
ajsts-4667	408	23	-	-	PUNCT
ajsts-4667	408	24	idf	idf	PROPN
ajsts-4667	408	25	,	,	PUNCT
ajsts-4667	408	26	which	which	PRON
ajsts-4667	408	27	rely	rely	VERB
ajsts-4667	408	28	predominantly	predominantly	ADV
ajsts-4667	408	29	on	on	ADP
ajsts-4667	408	30	surface	surface	NOUN
ajsts-4667	408	31	-	-	PUNCT
ajsts-4667	408	32	level	level	NOUN
ajsts-4667	408	33	lexical	lexical	ADJ
ajsts-4667	408	34	features	feature	NOUN
ajsts-4667	408	35	and	and	CCONJ
ajsts-4667	408	36	frequency	frequency	NOUN
ajsts-4667	408	37	counts	count	NOUN
ajsts-4667	408	38	.	.	PUNCT
ajsts-4667	409	1	while	while	SCONJ
ajsts-4667	409	2	effective	effective	ADJ
ajsts-4667	409	3	in	in	ADP
ajsts-4667	409	4	capturing	capture	VERB
ajsts-4667	409	5	explicit	explicit	ADJ
ajsts-4667	409	6	sentiment	sentiment	NOUN
ajsts-4667	409	7	expressions	expression	NOUN
ajsts-4667	409	8	,	,	PUNCT
ajsts-4667	409	9	these	these	DET
ajsts-4667	409	10	approaches	approach	NOUN
ajsts-4667	409	11	often	often	ADV
ajsts-4667	409	12	fail	fail	VERB
ajsts-4667	409	13	to	to	PART
ajsts-4667	409	14	adequately	adequately	ADV
ajsts-4667	409	15	interpret	interpret	VERB
ajsts-4667	409	16	the	the	DET
ajsts-4667	409	17	context	context	NOUN
ajsts-4667	409	18	-	-	PUNCT
ajsts-4667	409	19	dependent	dependent	ADJ
ajsts-4667	409	20	subtleties	subtlety	NOUN
ajsts-4667	409	21	and	and	CCONJ
ajsts-4667	409	22	complexity	complexity	NOUN
ajsts-4667	409	23	inherent	inherent	ADJ
ajsts-4667	409	24	in	in	ADP
ajsts-4667	409	25	negative	negative	ADJ
ajsts-4667	409	26	user	user	NOUN
ajsts-4667	409	27	-	-	PUNCT
ajsts-4667	409	28	generated	generate	VERB
ajsts-4667	409	29	comments	comment	NOUN
ajsts-4667	409	30	(	(	PUNCT
ajsts-4667	409	31	cambria	cambria	PROPN
ajsts-4667	409	32	et	et	PROPN
ajsts-4667	409	33	al	al	PROPN
ajsts-4667	409	34	.	.	PROPN
ajsts-4667	409	35	,	,	PUNCT
ajsts-4667	409	36	2017	2017	NUM
ajsts-4667	409	37	;	;	PUNCT
ajsts-4667	409	38	liu	liu	PROPN
ajsts-4667	409	39	,	,	PUNCT
ajsts-4667	409	40	2015	2015	NUM
ajsts-4667	409	41	)	)	PUNCT
ajsts-4667	409	42	.	.	PUNCT
ajsts-4667	410	1	therefore	therefore	ADV
ajsts-4667	410	2	,	,	PUNCT
ajsts-4667	410	3	enhancing	enhance	VERB
ajsts-4667	410	4	model	model	NOUN
ajsts-4667	410	5	accuracy	accuracy	NOUN
ajsts-4667	410	6	—	—	PUNCT
ajsts-4667	410	7	particularly	particularly	ADV
ajsts-4667	410	8	for	for	ADP
ajsts-4667	410	9	negative	negative	ADJ
ajsts-4667	410	10	sentiment	sentiment	NOUN
ajsts-4667	410	11	—	—	PUNCT
ajsts-4667	410	12	would	would	AUX
ajsts-4667	410	13	require	require	VERB
ajsts-4667	410	14	integration	integration	NOUN
ajsts-4667	410	15	of	of	ADP
ajsts-4667	410	16	advanced	advanced	ADJ
ajsts-4667	410	17	contextualization	contextualization	NOUN
ajsts-4667	410	18	methods	method	NOUN
ajsts-4667	410	19	such	such	ADJ
ajsts-4667	410	20	as	as	ADP
ajsts-4667	410	21	neural	neural	ADJ
ajsts-4667	410	22	embeddings	embedding	NOUN
ajsts-4667	410	23	,	,	PUNCT
ajsts-4667	410	24	transformer	transformer	NOUN
ajsts-4667	410	25	-	-	PUNCT
ajsts-4667	410	26	based	base	VERB
ajsts-4667	410	27	architectures	architecture	NOUN
ajsts-4667	410	28	,	,	PUNCT
ajsts-4667	410	29	or	or	CCONJ
ajsts-4667	410	30	deep	deep	ADJ
ajsts-4667	410	31	learning	learning	NOUN
ajsts-4667	410	32	techniques	technique	NOUN
ajsts-4667	410	33	that	that	PRON
ajsts-4667	410	34	offer	offer	VERB
ajsts-4667	410	35	deeper	deep	ADJ
ajsts-4667	410	36	semantic	semantic	ADJ
ajsts-4667	410	37	understanding	understanding	NOUN
ajsts-4667	410	38	of	of	ADP
ajsts-4667	410	39	linguistic	linguistic	ADJ
ajsts-4667	410	40	nuances	nuance	NOUN
ajsts-4667	410	41	.	.	PUNCT
ajsts-4667	411	1	practically	practically	ADV
ajsts-4667	411	2	,	,	PUNCT
ajsts-4667	411	3	the	the	DET
ajsts-4667	411	4	identified	identify	VERB
ajsts-4667	411	5	positivity	positivity	NOUN
ajsts-4667	411	6	bias	bias	NOUN
ajsts-4667	411	7	bears	bear	VERB
ajsts-4667	411	8	substantial	substantial	ADJ
ajsts-4667	411	9	implications	implication	NOUN
ajsts-4667	411	10	for	for	ADP
ajsts-4667	411	11	operational	operational	ADJ
ajsts-4667	411	12	sentiment	sentiment	NOUN
ajsts-4667	411	13	monitoring	monitor	VERB
ajsts-4667	411	14	in	in	ADP
ajsts-4667	411	15	real	real	ADJ
ajsts-4667	411	16	-	-	PUNCT
ajsts-4667	411	17	world	world	NOUN
ajsts-4667	411	18	digital	digital	ADJ
ajsts-4667	411	19	platforms	platform	NOUN
ajsts-4667	411	20	.	.	PUNCT
ajsts-4667	412	1	for	for	ADP
ajsts-4667	412	2	telegram	telegram	NOUN
ajsts-4667	412	3	,	,	PUNCT
ajsts-4667	412	4	the	the	DET
ajsts-4667	412	5	systematic	systematic	ADJ
ajsts-4667	412	6	underestimation	underestimation	NOUN
ajsts-4667	412	7	of	of	ADP
ajsts-4667	412	8	negative	negative	ADJ
ajsts-4667	412	9	sentiment	sentiment	NOUN
ajsts-4667	412	10	could	could	AUX
ajsts-4667	412	11	obscure	obscure	VERB
ajsts-4667	412	12	critical	critical	ADJ
ajsts-4667	412	13	user	user	NOUN
ajsts-4667	412	14	feedback	feedback	NOUN
ajsts-4667	412	15	,	,	PUNCT
ajsts-4667	412	16	grievances	grievance	NOUN
ajsts-4667	412	17	,	,	PUNCT
ajsts-4667	412	18	or	or	CCONJ
ajsts-4667	412	19	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	412	20	,	,	PUNCT
ajsts-4667	412	21	potentially	potentially	ADV
ajsts-4667	412	22	compromising	compromise	VERB
ajsts-4667	412	23	timely	timely	ADJ
ajsts-4667	412	24	intervention	intervention	NOUN
ajsts-4667	412	25	,	,	PUNCT
ajsts-4667	412	26	user	user	NOUN
ajsts-4667	412	27	satisfaction	satisfaction	NOUN
ajsts-4667	412	28	,	,	PUNCT
ajsts-4667	412	29	and	and	CCONJ
ajsts-4667	412	30	trust	trust	NOUN
ajsts-4667	412	31	.	.	PUNCT
ajsts-4667	413	1	similarly	similarly	ADV
ajsts-4667	413	2	,	,	PUNCT
ajsts-4667	413	3	business	business	NOUN
ajsts-4667	413	4	analysts	analyst	NOUN
ajsts-4667	413	5	and	and	CCONJ
ajsts-4667	413	6	risk	risk	NOUN
ajsts-4667	413	7	managers	manager	NOUN
ajsts-4667	413	8	relying	rely	VERB
ajsts-4667	413	9	on	on	ADP
ajsts-4667	413	10	such	such	ADJ
ajsts-4667	413	11	sentiment	sentiment	NOUN
ajsts-4667	413	12	analysis	analysis	NOUN
ajsts-4667	413	13	tools	tool	NOUN
ajsts-4667	413	14	may	may	AUX
ajsts-4667	413	15	underestimate	underestimate	VERB
ajsts-4667	413	16	reputational	reputational	ADJ
ajsts-4667	413	17	and	and	CCONJ
ajsts-4667	413	18	compliance	compliance	NOUN
ajsts-4667	413	19	risks	risk	NOUN
ajsts-4667	413	20	,	,	PUNCT
ajsts-4667	413	21	misinforming	misinform	VERB
ajsts-4667	413	22	strategic	strategic	ADJ
ajsts-4667	413	23	decisions	decision	NOUN
ajsts-4667	413	24	and	and	CCONJ
ajsts-4667	413	25	hindering	hinder	VERB
ajsts-4667	413	26	proactive	proactive	ADJ
ajsts-4667	413	27	risk	risk	NOUN
ajsts-4667	413	28	mitigation	mitigation	NOUN
ajsts-4667	413	29	.	.	PUNCT
ajsts-4667	414	1	regulatory	regulatory	ADJ
ajsts-4667	414	2	stakeholders	stakeholder	NOUN
ajsts-4667	414	3	may	may	AUX
ajsts-4667	414	4	also	also	ADV
ajsts-4667	414	5	be	be	AUX
ajsts-4667	414	6	adversely	adversely	ADV
ajsts-4667	414	7	affected	affect	VERB
ajsts-4667	414	8	,	,	PUNCT
ajsts-4667	414	9	as	as	SCONJ
ajsts-4667	414	10	this	this	DET
ajsts-4667	414	11	positivity	positivity	NOUN
ajsts-4667	414	12	bias	bias	NOUN
ajsts-4667	414	13	could	could	AUX
ajsts-4667	414	14	diminish	diminish	VERB
ajsts-4667	414	15	the	the	DET
ajsts-4667	414	16	accuracy	accuracy	NOUN
ajsts-4667	414	17	and	and	CCONJ
ajsts-4667	414	18	effectiveness	effectiveness	NOUN
ajsts-4667	414	19	of	of	ADP
ajsts-4667	414	20	regulatory	regulatory	ADJ
ajsts-4667	414	21	assessments	assessment	NOUN
ajsts-4667	414	22	,	,	PUNCT
ajsts-4667	414	23	particularly	particularly	ADV
ajsts-4667	414	24	around	around	ADP
ajsts-4667	414	25	sensitive	sensitive	ADJ
ajsts-4667	414	26	or	or	CCONJ
ajsts-4667	414	27	contentious	contentious	ADJ
ajsts-4667	414	28	platform	platform	NOUN
ajsts-4667	414	29	practices	practice	NOUN
ajsts-4667	414	30	.	.	PUNCT
ajsts-4667	415	1	consequently	consequently	ADV
ajsts-4667	415	2	,	,	PUNCT
ajsts-4667	415	3	these	these	DET
ajsts-4667	415	4	stakeholders	stakeholder	NOUN
ajsts-4667	415	5	must	must	AUX
ajsts-4667	415	6	approach	approach	VERB
ajsts-4667	415	7	sentiment	sentiment	NOUN
ajsts-4667	415	8	analysis	analysis	NOUN
ajsts-4667	415	9	results	result	NOUN
ajsts-4667	415	10	cautiously	cautiously	ADV
ajsts-4667	415	11	,	,	PUNCT
ajsts-4667	415	12	supplementing	supplement	VERB
ajsts-4667	415	13	lexical	lexical	ADJ
ajsts-4667	415	14	models	model	NOUN
ajsts-4667	415	15	with	with	ADP
ajsts-4667	415	16	qualitative	qualitative	ADJ
ajsts-4667	415	17	or	or	CCONJ
ajsts-4667	415	18	additional	additional	ADJ
ajsts-4667	415	19	analytical	analytical	ADJ
ajsts-4667	415	20	methods	method	NOUN
ajsts-4667	415	21	to	to	PART
ajsts-4667	415	22	achieve	achieve	VERB
ajsts-4667	415	23	comprehensive	comprehensive	ADJ
ajsts-4667	415	24	sentiment	sentiment	NOUN
ajsts-4667	415	25	understanding	understanding	NOUN
ajsts-4667	415	26	.	.	PUNCT
ajsts-4667	416	1	furthermore	furthermore	ADV
ajsts-4667	416	2	,	,	PUNCT
ajsts-4667	416	3	computational	computational	ADJ
ajsts-4667	416	4	linguists	linguist	NOUN
ajsts-4667	416	5	and	and	CCONJ
ajsts-4667	416	6	natural	natural	ADJ
ajsts-4667	416	7	language	language	NOUN
ajsts-4667	416	8	processing	processing	NOUN
ajsts-4667	416	9	researchers	researcher	NOUN
ajsts-4667	416	10	should	should	AUX
ajsts-4667	416	11	interpret	interpret	VERB
ajsts-4667	416	12	these	these	DET
ajsts-4667	416	13	findings	finding	NOUN
ajsts-4667	416	14	as	as	ADP
ajsts-4667	416	15	a	a	DET
ajsts-4667	416	16	clear	clear	ADJ
ajsts-4667	416	17	mandate	mandate	NOUN
ajsts-4667	416	18	for	for	ADP
ajsts-4667	416	19	continued	continue	VERB
ajsts-4667	416	20	innovation	innovation	NOUN
ajsts-4667	416	21	.	.	PUNCT
ajsts-4667	417	1	this	this	DET
ajsts-4667	417	2	bias	bias	NOUN
ajsts-4667	417	3	highlights	highlight	VERB
ajsts-4667	417	4	the	the	DET
ajsts-4667	417	5	necessity	necessity	NOUN
ajsts-4667	417	6	for	for	ADP
ajsts-4667	417	7	more	more	ADV
ajsts-4667	417	8	nuanced	nuanced	ADJ
ajsts-4667	417	9	,	,	PUNCT
ajsts-4667	417	10	contextually	contextually	ADV
ajsts-4667	417	11	sensitive	sensitive	ADJ
ajsts-4667	417	12	modeling	modeling	NOUN
ajsts-4667	417	13	approaches	approach	NOUN
ajsts-4667	417	14	capable	capable	ADJ
ajsts-4667	417	15	of	of	ADP
ajsts-4667	417	16	accurately	accurately	ADV
ajsts-4667	417	17	interpreting	interpret	VERB
ajsts-4667	417	18	the	the	DET
ajsts-4667	417	19	implicit	implicit	ADJ
ajsts-4667	417	20	,	,	PUNCT
ajsts-4667	417	21	subtle	subtle	ADJ
ajsts-4667	417	22	,	,	PUNCT
ajsts-4667	417	23	and	and	CCONJ
ajsts-4667	417	24	often	often	ADV
ajsts-4667	417	25	culturally	culturally	ADV
ajsts-4667	417	26	specific	specific	ADJ
ajsts-4667	417	27	cues	cue	NOUN
ajsts-4667	417	28	of	of	ADP
ajsts-4667	417	29	negative	negative	ADJ
ajsts-4667	417	30	sentiment	sentiment	NOUN
ajsts-4667	417	31	expressions	expression	NOUN
ajsts-4667	417	32	.	.	PUNCT
ajsts-4667	418	1	advancing	advance	VERB
ajsts-4667	418	2	analytical	analytical	ADJ
ajsts-4667	418	3	techniques	technique	NOUN
ajsts-4667	418	4	beyond	beyond	ADP
ajsts-4667	418	5	traditional	traditional	ADJ
ajsts-4667	418	6	lexical	lexical	ADJ
ajsts-4667	418	7	frameworks	framework	NOUN
ajsts-4667	418	8	—	—	PUNCT
ajsts-4667	418	9	towards	towards	ADP
ajsts-4667	418	10	sophisticated	sophisticated	ADJ
ajsts-4667	418	11	,	,	PUNCT
ajsts-4667	418	12	contextually	contextually	ADV
ajsts-4667	418	13	aware	aware	ADJ
ajsts-4667	418	14	computational	computational	ADJ
ajsts-4667	418	15	linguistics	linguistic	NOUN
ajsts-4667	418	16	—	—	PUNCT
ajsts-4667	418	17	will	will	AUX
ajsts-4667	418	18	enable	enable	VERB
ajsts-4667	418	19	more	more	ADV
ajsts-4667	418	20	accurate	accurate	ADJ
ajsts-4667	418	21	,	,	PUNCT
ajsts-4667	418	22	balanced	balanced	ADJ
ajsts-4667	418	23	,	,	PUNCT
ajsts-4667	418	24	and	and	CCONJ
ajsts-4667	418	25	insightful	insightful	ADJ
ajsts-4667	418	26	sentiment	sentiment	NOUN
ajsts-4667	418	27	analysis	analysis	NOUN
ajsts-4667	418	28	outcomes	outcome	NOUN
ajsts-4667	418	29	,	,	PUNCT
ajsts-4667	418	30	particularly	particularly	ADV
ajsts-4667	418	31	within	within	ADP
ajsts-4667	418	32	emotionally	emotionally	ADV
ajsts-4667	418	33	charged	charge	VERB
ajsts-4667	418	34	digital	digital	ADJ
ajsts-4667	418	35	discourse	discourse	NOUN
ajsts-4667	418	36	contexts	contexts	NOUN
ajsts-4667	418	37	.	.	PUNCT
ajsts-4667	419	1	in	in	ADP
ajsts-4667	419	2	conclusion	conclusion	NOUN
ajsts-4667	419	3	,	,	PUNCT
ajsts-4667	419	4	while	while	SCONJ
ajsts-4667	419	5	the	the	DET
ajsts-4667	419	6	logistic	logistic	ADJ
ajsts-4667	419	7	regression	regression	NOUN
ajsts-4667	419	8	classifier	classifier	NOUN
ajsts-4667	419	9	demonstrates	demonstrate	VERB
ajsts-4667	419	10	overall	overall	ADJ
ajsts-4667	419	11	robust	robust	ADJ
ajsts-4667	419	12	predictive	predictive	ADJ
ajsts-4667	419	13	reliability	reliability	NOUN
ajsts-4667	419	14	,	,	PUNCT
ajsts-4667	419	15	its	its	PRON
ajsts-4667	419	16	positive	positive	ADJ
ajsts-4667	419	17	sentiment	sentiment	NOUN
ajsts-4667	419	18	skew	skew	NOUN
ajsts-4667	419	19	identifies	identify	VERB
ajsts-4667	419	20	a	a	DET
ajsts-4667	419	21	significant	significant	ADJ
ajsts-4667	419	22	methodological	methodological	ADJ
ajsts-4667	419	23	and	and	CCONJ
ajsts-4667	419	24	practical	practical	ADJ
ajsts-4667	419	25	limitation	limitation	NOUN
ajsts-4667	419	26	.	.	PUNCT
ajsts-4667	420	1	addressing	address	VERB
ajsts-4667	420	2	this	this	DET
ajsts-4667	420	3	limitation	limitation	NOUN
ajsts-4667	420	4	through	through	ADP
ajsts-4667	420	5	the	the	DET
ajsts-4667	420	6	adoption	adoption	NOUN
ajsts-4667	420	7	of	of	ADP
ajsts-4667	420	8	advanced	advanced	ADJ
ajsts-4667	420	9	semantic	semantic	ADJ
ajsts-4667	420	10	modeling	modeling	NOUN
ajsts-4667	420	11	approaches	approach	NOUN
ajsts-4667	420	12	promises	promise	VERB
ajsts-4667	420	13	more	more	ADV
ajsts-4667	420	14	balanced	balanced	ADJ
ajsts-4667	420	15	,	,	PUNCT
ajsts-4667	420	16	accurate	accurate	ADJ
ajsts-4667	420	17	,	,	PUNCT
ajsts-4667	420	18	and	and	CCONJ
ajsts-4667	420	19	practically	practically	ADV
ajsts-4667	420	20	valuable	valuable	ADJ
ajsts-4667	420	21	sentiment	sentiment	NOUN
ajsts-4667	420	22	analyses	analyse	VERB
ajsts-4667	420	23	for	for	ADP
ajsts-4667	420	24	digital	digital	ADJ
ajsts-4667	420	25	communication	communication	NOUN
ajsts-4667	420	26	platforms	platform	NOUN
ajsts-4667	420	27	and	and	CCONJ
ajsts-4667	420	28	stakeholders	stakeholder	NOUN
ajsts-4667	420	29	.	.	PUNCT
ajsts-4667	421	1	evaluation	evaluation	NOUN
ajsts-4667	421	2	of	of	ADP
ajsts-4667	421	3	model	model	NOUN
ajsts-4667	421	4	predictions	prediction	NOUN
ajsts-4667	421	5	the	the	DET
ajsts-4667	421	6	detailed	detailed	ADJ
ajsts-4667	421	7	evaluation	evaluation	NOUN
ajsts-4667	421	8	of	of	ADP
ajsts-4667	421	9	the	the	DET
ajsts-4667	421	10	logistic	logistic	ADJ
ajsts-4667	421	11	regression	regression	NOUN
ajsts-4667	421	12	model	model	NOUN
ajsts-4667	421	13	utilizing	utilize	VERB
ajsts-4667	421	14	tf	tf	PROPN
ajsts-4667	421	15	-	-	PUNCT
ajsts-4667	421	16	idf	idf	PROPN
ajsts-4667	421	17	features	feature	NOUN
ajsts-4667	421	18	,	,	PUNCT
ajsts-4667	421	19	compared	compare	VERB
ajsts-4667	421	20	against	against	ADP
ajsts-4667	421	21	original	original	ADJ
ajsts-4667	421	22	sentiment	sentiment	NOUN
ajsts-4667	421	23	labels	label	NOUN
ajsts-4667	421	24	generated	generate	VERB
ajsts-4667	421	25	by	by	ADP
ajsts-4667	421	26	the	the	DET
ajsts-4667	421	27	vader	vader	NOUN
ajsts-4667	421	28	analyzer	analyzer	NOUN
ajsts-4667	421	29	,	,	PUNCT
ajsts-4667	421	30	reveals	reveal	VERB
ajsts-4667	421	31	key	key	ADJ
ajsts-4667	421	32	methodological	methodological	ADJ
ajsts-4667	421	33	strengths	strength	NOUN
ajsts-4667	421	34	and	and	CCONJ
ajsts-4667	421	35	critical	critical	ADJ
ajsts-4667	421	36	limitations	limitation	NOUN
ajsts-4667	421	37	.	.	PUNCT
ajsts-4667	422	1	the	the	DET
ajsts-4667	422	2	analysis	analysis	NOUN
ajsts-4667	422	3	categorizes	categorize	VERB
ajsts-4667	422	4	model	model	NOUN
ajsts-4667	422	5	predictions	prediction	NOUN
ajsts-4667	422	6	into	into	ADP
ajsts-4667	422	7	four	four	NUM
ajsts-4667	422	8	distinct	distinct	ADJ
ajsts-4667	422	9	outcomes	outcome	NOUN
ajsts-4667	422	10	:	:	PUNCT
ajsts-4667	422	11	true	true	ADJ
ajsts-4667	422	12	positives	positive	NOUN
ajsts-4667	422	13	(	(	PUNCT
ajsts-4667	422	14	tp	tp	NOUN
ajsts-4667	422	15	)	)	PUNCT
ajsts-4667	422	16	,	,	PUNCT
ajsts-4667	422	17	true	true	ADJ
ajsts-4667	422	18	negatives	negative	NOUN
ajsts-4667	422	19	(	(	PUNCT
ajsts-4667	422	20	tn	tn	NOUN
ajsts-4667	422	21	)	)	PUNCT
ajsts-4667	422	22	,	,	PUNCT
ajsts-4667	422	23	false	false	ADJ
ajsts-4667	422	24	positives	positive	NOUN
ajsts-4667	422	25	(	(	PUNCT
ajsts-4667	422	26	fp	fp	NOUN
ajsts-4667	422	27	)	)	PUNCT
ajsts-4667	422	28	,	,	PUNCT
ajsts-4667	422	29	and	and	CCONJ
ajsts-4667	422	30	false	false	ADJ
ajsts-4667	422	31	negatives	negative	NOUN
ajsts-4667	422	32	(	(	PUNCT
ajsts-4667	422	33	fn	fn	NOUN
ajsts-4667	422	34	)	)	PUNCT
ajsts-4667	422	35	.	.	PUNCT
ajsts-4667	423	1	notably	notably	ADV
ajsts-4667	423	2	,	,	PUNCT
ajsts-4667	423	3	the	the	DET
ajsts-4667	423	4	model	model	NOUN
ajsts-4667	423	5	demonstrated	demonstrate	VERB
ajsts-4667	423	6	strong	strong	ADJ
ajsts-4667	423	7	overall	overall	ADJ
ajsts-4667	423	8	predictive	predictive	ADJ
ajsts-4667	423	9	accuracy	accuracy	NOUN
ajsts-4667	423	10	,	,	PUNCT
ajsts-4667	423	11	correctly	correctly	ADV
ajsts-4667	423	12	identifying	identify	VERB
ajsts-4667	423	13	positive	positive	ADJ
ajsts-4667	423	14	sentiment	sentiment	NOUN
ajsts-4667	423	15	in	in	ADP
ajsts-4667	423	16	375	375	NUM
ajsts-4667	423	17	instances	instance	NOUN
ajsts-4667	423	18	and	and	CCONJ
ajsts-4667	423	19	negative	negative	ADJ
ajsts-4667	423	20	sentiment	sentiment	NOUN
ajsts-4667	423	21	in	in	ADP
ajsts-4667	423	22	191	191	NUM
ajsts-4667	423	23	instances	instance	NOUN
ajsts-4667	423	24	.	.	PUNCT
ajsts-4667	424	1	this	this	DET
ajsts-4667	424	2	robustness	robustness	NOUN
ajsts-4667	424	3	in	in	ADP
ajsts-4667	424	4	correctly	correctly	ADV
ajsts-4667	424	5	classifying	classify	VERB
ajsts-4667	424	6	sentiment	sentiment	NOUN
ajsts-4667	424	7	underscores	underscore	VERB
ajsts-4667	424	8	pa	pa	PROPN
ajsts-4667	424	9	ge	ge	PROPN
ajsts-4667	424	10	85	85	NUM
ajsts-4667	424	11	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	424	12	am	be	AUX
ajsts-4667	424	13	.	.	PUNCT
ajsts-4667	425	1	j.	j.	PROPN
ajsts-4667	425	2	smart	smart	PROPN
ajsts-4667	425	3	.	.	PUNCT
ajsts-4667	426	1	technol	technol	PROPN
ajsts-4667	426	2	.	.	PUNCT
ajsts-4667	426	3	solutions	solution	NOUN
ajsts-4667	426	4	4(1	4(1	NOUN
ajsts-4667	426	5	)	)	PUNCT
ajsts-4667	426	6	68	68	NUM
ajsts-4667	426	7	-	-	SYM
ajsts-4667	426	8	88	88	NUM
ajsts-4667	426	9	,	,	PUNCT
ajsts-4667	426	10	2025	2025	NUM
ajsts-4667	426	11	the	the	DET
ajsts-4667	426	12	general	general	ADJ
ajsts-4667	426	13	effectiveness	effectiveness	NOUN
ajsts-4667	426	14	of	of	ADP
ajsts-4667	426	15	tf	tf	PROPN
ajsts-4667	426	16	-	-	PUNCT
ajsts-4667	426	17	idf	idf	PROPN
ajsts-4667	426	18	–	–	PUNCT
ajsts-4667	426	19	based	base	VERB
ajsts-4667	426	20	logistic	logistic	ADJ
ajsts-4667	426	21	regression	regression	NOUN
ajsts-4667	426	22	approaches	approach	NOUN
ajsts-4667	426	23	for	for	ADP
ajsts-4667	426	24	explicit	explicit	ADJ
ajsts-4667	426	25	sentiment	sentiment	NOUN
ajsts-4667	426	26	recognition	recognition	NOUN
ajsts-4667	426	27	.	.	PUNCT
ajsts-4667	427	1	however	however	ADV
ajsts-4667	427	2	,	,	PUNCT
ajsts-4667	427	3	the	the	DET
ajsts-4667	427	4	presence	presence	NOUN
ajsts-4667	427	5	of	of	ADP
ajsts-4667	427	6	65	65	NUM
ajsts-4667	427	7	false	false	ADJ
ajsts-4667	427	8	positive	positive	ADJ
ajsts-4667	427	9	predictions	prediction	NOUN
ajsts-4667	427	10	—	—	PUNCT
ajsts-4667	427	11	negative	negative	ADJ
ajsts-4667	427	12	comments	comment	NOUN
ajsts-4667	427	13	incorrectly	incorrectly	ADV
ajsts-4667	427	14	classified	classify	VERB
ajsts-4667	427	15	as	as	ADP
ajsts-4667	427	16	positive	positive	ADJ
ajsts-4667	427	17	—	—	PUNCT
ajsts-4667	427	18	highlights	highlight	VERB
ajsts-4667	427	19	a	a	DET
ajsts-4667	427	20	significant	significant	ADJ
ajsts-4667	427	21	positivity	positivity	NOUN
ajsts-4667	427	22	bias	bias	NOUN
ajsts-4667	427	23	within	within	ADP
ajsts-4667	427	24	the	the	DET
ajsts-4667	427	25	model	model	NOUN
ajsts-4667	427	26	’s	’s	PART
ajsts-4667	427	27	classification	classification	NOUN
ajsts-4667	427	28	approach	approach	NOUN
ajsts-4667	427	29	.	.	PUNCT
ajsts-4667	428	1	conversely	conversely	ADV
ajsts-4667	428	2	,	,	PUNCT
ajsts-4667	428	3	the	the	DET
ajsts-4667	428	4	occurrence	occurrence	NOUN
ajsts-4667	428	5	of	of	ADP
ajsts-4667	428	6	false	false	ADJ
ajsts-4667	428	7	negatives	negative	NOUN
ajsts-4667	428	8	was	be	AUX
ajsts-4667	428	9	minimal	minimal	ADJ
ajsts-4667	428	10	,	,	PUNCT
ajsts-4667	428	11	with	with	SCONJ
ajsts-4667	428	12	only	only	ADV
ajsts-4667	428	13	one	one	NUM
ajsts-4667	428	14	such	such	ADJ
ajsts-4667	428	15	instance	instance	NOUN
ajsts-4667	428	16	observed	observe	VERB
ajsts-4667	428	17	,	,	PUNCT
ajsts-4667	428	18	reflecting	reflect	VERB
ajsts-4667	428	19	minimal	minimal	ADJ
ajsts-4667	428	20	risk	risk	NOUN
ajsts-4667	428	21	in	in	ADP
ajsts-4667	428	22	overlooking	overlook	VERB
ajsts-4667	428	23	positive	positive	ADJ
ajsts-4667	428	24	user	user	NOUN
ajsts-4667	428	25	-	-	PUNCT
ajsts-4667	428	26	generated	generate	VERB
ajsts-4667	428	27	feedback	feedback	NOUN
ajsts-4667	428	28	.	.	PUNCT
ajsts-4667	429	1	an	an	DET
ajsts-4667	429	2	examination	examination	NOUN
ajsts-4667	429	3	of	of	ADP
ajsts-4667	429	4	specific	specific	ADJ
ajsts-4667	429	5	misclassified	misclassified	ADJ
ajsts-4667	429	6	examples	example	NOUN
ajsts-4667	429	7	further	far	ADV
ajsts-4667	429	8	illuminates	illuminate	VERB
ajsts-4667	429	9	inherent	inherent	ADJ
ajsts-4667	429	10	methodological	methodological	ADJ
ajsts-4667	429	11	challenges	challenge	NOUN
ajsts-4667	429	12	.	.	PUNCT
ajsts-4667	430	1	comments	comment	NOUN
ajsts-4667	430	2	like	like	ADP
ajsts-4667	430	3	“	"	PUNCT
ajsts-4667	430	4	company	company	NOUN
ajsts-4667	430	5	’s	’s	PART
ajsts-4667	430	6	fault	fault	NOUN
ajsts-4667	430	7	someone	someone	PRON
ajsts-4667	430	8	stupid	stupid	ADJ
ajsts-4667	430	9	downloaded	download	VERB
ajsts-4667	430	10	personal	personal	ADJ
ajsts-4667	430	11	data	datum	NOUN
ajsts-4667	430	12	,	,	PUNCT
ajsts-4667	430	13	”	"	PUNCT
ajsts-4667	430	14	a	a	DET
ajsts-4667	430	15	negatively	negatively	ADV
ajsts-4667	430	16	intended	intend	VERB
ajsts-4667	430	17	critique	critique	NOUN
ajsts-4667	430	18	incorrectly	incorrectly	ADV
ajsts-4667	430	19	predicted	predict	VERB
ajsts-4667	430	20	as	as	ADP
ajsts-4667	430	21	positive	positive	ADJ
ajsts-4667	430	22	,	,	PUNCT
ajsts-4667	430	23	exemplify	exemplify	VERB
ajsts-4667	430	24	the	the	DET
ajsts-4667	430	25	difficulty	difficulty	NOUN
ajsts-4667	430	26	lexically	lexically	ADP
ajsts-4667	430	27	oriented	orient	VERB
ajsts-4667	430	28	sentiment	sentiment	NOUN
ajsts-4667	430	29	models	model	NOUN
ajsts-4667	430	30	encounter	encounter	VERB
ajsts-4667	430	31	in	in	ADP
ajsts-4667	430	32	accurately	accurately	ADV
ajsts-4667	430	33	interpreting	interpret	VERB
ajsts-4667	430	34	implicit	implicit	ADJ
ajsts-4667	430	35	negativity	negativity	NOUN
ajsts-4667	430	36	,	,	PUNCT
ajsts-4667	430	37	subtle	subtle	ADJ
ajsts-4667	430	38	criticism	criticism	NOUN
ajsts-4667	430	39	,	,	PUNCT
ajsts-4667	430	40	or	or	CCONJ
ajsts-4667	430	41	nuanced	nuanced	ADJ
ajsts-4667	430	42	linguistic	linguistic	ADJ
ajsts-4667	430	43	context	context	NOUN
ajsts-4667	430	44	.	.	PUNCT
ajsts-4667	431	1	similarly	similarly	ADV
ajsts-4667	431	2	,	,	PUNCT
ajsts-4667	431	3	brief	brief	ADJ
ajsts-4667	431	4	and	and	CCONJ
ajsts-4667	431	5	ambiguous	ambiguous	ADJ
ajsts-4667	431	6	comments	comment	NOUN
ajsts-4667	431	7	like	like	ADP
ajsts-4667	431	8	“	"	PUNCT
ajsts-4667	431	9	‘s	‘s	PRON
ajsts-4667	431	10	really	really	ADV
ajsts-4667	431	11	”	"	PUNCT
ajsts-4667	431	12	further	far	ADV
ajsts-4667	431	13	emphasize	emphasize	VERB
ajsts-4667	431	14	these	these	DET
ajsts-4667	431	15	limitations	limitation	NOUN
ajsts-4667	431	16	,	,	PUNCT
ajsts-4667	431	17	where	where	SCONJ
ajsts-4667	431	18	brevity	brevity	NOUN
ajsts-4667	431	19	and	and	CCONJ
ajsts-4667	431	20	lack	lack	NOUN
ajsts-4667	431	21	of	of	ADP
ajsts-4667	431	22	explicit	explicit	ADJ
ajsts-4667	431	23	lexical	lexical	ADJ
ajsts-4667	431	24	cues	cue	NOUN
ajsts-4667	431	25	impede	impede	VERB
ajsts-4667	431	26	accurate	accurate	ADJ
ajsts-4667	431	27	classification	classification	NOUN
ajsts-4667	431	28	.	.	PUNCT
ajsts-4667	432	1	these	these	DET
ajsts-4667	432	2	instances	instance	NOUN
ajsts-4667	432	3	underscore	underscore	VERB
ajsts-4667	432	4	a	a	DET
ajsts-4667	432	5	critical	critical	ADJ
ajsts-4667	432	6	shortcoming	shortcoming	NOUN
ajsts-4667	432	7	in	in	ADP
ajsts-4667	432	8	lexically	lexically	ADV
ajsts-4667	432	9	driven	drive	VERB
ajsts-4667	432	10	models	model	NOUN
ajsts-4667	432	11	such	such	ADJ
ajsts-4667	432	12	as	as	ADP
ajsts-4667	432	13	tf	tf	PROPN
ajsts-4667	432	14	-	-	PUNCT
ajsts-4667	432	15	idf	idf	PROPN
ajsts-4667	432	16	,	,	PUNCT
ajsts-4667	432	17	demonstrating	demonstrate	VERB
ajsts-4667	432	18	their	their	PRON
ajsts-4667	432	19	inadequate	inadequate	ADJ
ajsts-4667	432	20	handling	handling	NOUN
ajsts-4667	432	21	of	of	ADP
ajsts-4667	432	22	subtle	subtle	ADJ
ajsts-4667	432	23	,	,	PUNCT
ajsts-4667	432	24	contextually	contextually	ADV
ajsts-4667	432	25	embedded	embed	VERB
ajsts-4667	432	26	negativity	negativity	NOUN
ajsts-4667	432	27	,	,	PUNCT
ajsts-4667	432	28	ambiguity	ambiguity	NOUN
ajsts-4667	432	29	,	,	PUNCT
ajsts-4667	432	30	and	and	CCONJ
ajsts-4667	432	31	implicit	implicit	ADJ
ajsts-4667	432	32	expressions	expression	NOUN
ajsts-4667	432	33	prevalent	prevalent	ADJ
ajsts-4667	432	34	in	in	ADP
ajsts-4667	432	35	authentic	authentic	ADJ
ajsts-4667	432	36	digital	digital	ADJ
ajsts-4667	432	37	communication	communication	NOUN
ajsts-4667	432	38	.	.	PUNCT
ajsts-4667	433	1	the	the	DET
ajsts-4667	433	2	positivity	positivity	NOUN
ajsts-4667	433	3	bias	bias	NOUN
ajsts-4667	433	4	observed	observe	VERB
ajsts-4667	433	5	has	have	VERB
ajsts-4667	433	6	substantial	substantial	ADJ
ajsts-4667	433	7	methodological	methodological	ADJ
ajsts-4667	433	8	implications	implication	NOUN
ajsts-4667	433	9	,	,	PUNCT
ajsts-4667	433	10	calling	call	VERB
ajsts-4667	433	11	attention	attention	NOUN
ajsts-4667	433	12	to	to	ADP
ajsts-4667	433	13	the	the	DET
ajsts-4667	433	14	inherent	inherent	ADJ
ajsts-4667	433	15	constraints	constraint	NOUN
ajsts-4667	433	16	of	of	ADP
ajsts-4667	433	17	frequency	frequency	NOUN
ajsts-4667	433	18	-	-	PUNCT
ajsts-4667	433	19	based	base	VERB
ajsts-4667	433	20	lexical	lexical	ADJ
ajsts-4667	433	21	approaches	approach	NOUN
ajsts-4667	433	22	when	when	SCONJ
ajsts-4667	433	23	interpreting	interpret	VERB
ajsts-4667	433	24	user	user	NOUN
ajsts-4667	433	25	-	-	PUNCT
ajsts-4667	433	26	generated	generate	VERB
ajsts-4667	433	27	content	content	NOUN
ajsts-4667	433	28	.	.	PUNCT
ajsts-4667	434	1	such	such	ADJ
ajsts-4667	434	2	limitations	limitation	NOUN
ajsts-4667	434	3	advocate	advocate	VERB
ajsts-4667	434	4	strongly	strongly	ADV
ajsts-4667	434	5	for	for	ADP
ajsts-4667	434	6	the	the	DET
ajsts-4667	434	7	integration	integration	NOUN
ajsts-4667	434	8	of	of	ADP
ajsts-4667	434	9	more	more	ADV
ajsts-4667	434	10	advanced	advanced	ADJ
ajsts-4667	434	11	computational	computational	ADJ
ajsts-4667	434	12	methods	method	NOUN
ajsts-4667	434	13	—	—	PUNCT
ajsts-4667	434	14	particularly	particularly	ADV
ajsts-4667	434	15	deep	deep	ADJ
ajsts-4667	434	16	learning	learning	NOUN
ajsts-4667	434	17	models	model	NOUN
ajsts-4667	434	18	,	,	PUNCT
ajsts-4667	434	19	context	context	NOUN
ajsts-4667	434	20	-	-	PUNCT
ajsts-4667	434	21	aware	aware	ADJ
ajsts-4667	434	22	neural	neural	ADJ
ajsts-4667	434	23	embeddings	embedding	NOUN
ajsts-4667	434	24	,	,	PUNCT
ajsts-4667	434	25	or	or	CCONJ
ajsts-4667	434	26	transformer	transformer	NOUN
ajsts-4667	434	27	-	-	PUNCT
ajsts-4667	434	28	based	base	VERB
ajsts-4667	434	29	architectures	architecture	NOUN
ajsts-4667	434	30	—	—	PUNCT
ajsts-4667	434	31	that	that	PRON
ajsts-4667	434	32	possess	possess	VERB
ajsts-4667	434	33	greater	great	ADJ
ajsts-4667	434	34	semantic	semantic	ADJ
ajsts-4667	434	35	understanding	understanding	NOUN
ajsts-4667	434	36	and	and	CCONJ
ajsts-4667	434	37	can	can	AUX
ajsts-4667	434	38	better	well	ADV
ajsts-4667	434	39	account	account	VERB
ajsts-4667	434	40	for	for	ADP
ajsts-4667	434	41	linguistic	linguistic	ADJ
ajsts-4667	434	42	subtleties	subtlety	NOUN
ajsts-4667	434	43	,	,	PUNCT
ajsts-4667	434	44	irony	irony	NOUN
ajsts-4667	434	45	,	,	PUNCT
ajsts-4667	434	46	brevity	brevity	NOUN
ajsts-4667	434	47	,	,	PUNCT
ajsts-4667	434	48	and	and	CCONJ
ajsts-4667	434	49	implicit	implicit	ADJ
ajsts-4667	434	50	expressions	expression	NOUN
ajsts-4667	434	51	of	of	ADP
ajsts-4667	434	52	negative	negative	ADJ
ajsts-4667	434	53	sentiment	sentiment	NOUN
ajsts-4667	434	54	.	.	PUNCT
ajsts-4667	435	1	practically	practically	ADV
ajsts-4667	435	2	,	,	PUNCT
ajsts-4667	435	3	the	the	DET
ajsts-4667	435	4	implications	implication	NOUN
ajsts-4667	435	5	of	of	ADP
ajsts-4667	435	6	the	the	DET
ajsts-4667	435	7	model	model	NOUN
ajsts-4667	435	8	’s	’s	PART
ajsts-4667	435	9	positivity	positivity	NOUN
ajsts-4667	435	10	bias	bias	NOUN
ajsts-4667	435	11	are	be	AUX
ajsts-4667	435	12	significant	significant	ADJ
ajsts-4667	435	13	for	for	ADP
ajsts-4667	435	14	real	real	ADJ
ajsts-4667	435	15	-	-	PUNCT
ajsts-4667	435	16	world	world	NOUN
ajsts-4667	435	17	sentiment	sentiment	NOUN
ajsts-4667	435	18	monitoring	monitoring	NOUN
ajsts-4667	435	19	.	.	PUNCT
ajsts-4667	436	1	telegram	telegram	NOUN
ajsts-4667	436	2	,	,	PUNCT
ajsts-4667	436	3	as	as	ADP
ajsts-4667	436	4	a	a	DET
ajsts-4667	436	5	platform	platform	NOUN
ajsts-4667	436	6	provider	provider	NOUN
ajsts-4667	436	7	,	,	PUNCT
ajsts-4667	436	8	risks	risk	NOUN
ajsts-4667	436	9	systematically	systematically	ADV
ajsts-4667	436	10	underestimating	underestimate	VERB
ajsts-4667	436	11	genuine	genuine	ADJ
ajsts-4667	436	12	user	user	NOUN
ajsts-4667	436	13	dissatisfaction	dissatisfaction	NOUN
ajsts-4667	436	14	or	or	CCONJ
ajsts-4667	436	15	critical	critical	ADJ
ajsts-4667	436	16	feedback	feedback	NOUN
ajsts-4667	436	17	if	if	SCONJ
ajsts-4667	436	18	similarly	similarly	ADV
ajsts-4667	436	19	biased	bias	VERB
ajsts-4667	436	20	models	model	NOUN
ajsts-4667	436	21	are	be	AUX
ajsts-4667	436	22	operationalized	operationalize	VERB
ajsts-4667	436	23	.	.	PUNCT
ajsts-4667	437	1	this	this	PRON
ajsts-4667	437	2	could	could	AUX
ajsts-4667	437	3	compromise	compromise	VERB
ajsts-4667	437	4	accurate	accurate	ADJ
ajsts-4667	437	5	detection	detection	NOUN
ajsts-4667	437	6	and	and	CCONJ
ajsts-4667	437	7	timely	timely	ADJ
ajsts-4667	437	8	management	management	NOUN
ajsts-4667	437	9	of	of	ADP
ajsts-4667	437	10	user	user	NOUN
ajsts-4667	437	11	concerns	concern	NOUN
ajsts-4667	437	12	,	,	PUNCT
ajsts-4667	437	13	potentially	potentially	ADV
ajsts-4667	437	14	affecting	affect	VERB
ajsts-4667	437	15	user	user	NOUN
ajsts-4667	437	16	satisfaction	satisfaction	NOUN
ajsts-4667	437	17	and	and	CCONJ
ajsts-4667	437	18	retention	retention	NOUN
ajsts-4667	437	19	adversely	adversely	ADV
ajsts-4667	437	20	.	.	PUNCT
ajsts-4667	438	1	business	business	NOUN
ajsts-4667	438	2	analysts	analyst	NOUN
ajsts-4667	438	3	and	and	CCONJ
ajsts-4667	438	4	risk	risk	NOUN
ajsts-4667	438	5	managers	manager	NOUN
ajsts-4667	438	6	could	could	AUX
ajsts-4667	438	7	likewise	likewise	ADV
ajsts-4667	438	8	misinterpret	misinterpret	VERB
ajsts-4667	438	9	sentiment	sentiment	NOUN
ajsts-4667	438	10	data	datum	NOUN
ajsts-4667	438	11	due	due	ADP
ajsts-4667	438	12	to	to	ADP
ajsts-4667	438	13	this	this	DET
ajsts-4667	438	14	positivity	positivity	NOUN
ajsts-4667	438	15	skew	skew	NOUN
ajsts-4667	438	16	,	,	PUNCT
ajsts-4667	438	17	possibly	possibly	ADV
ajsts-4667	438	18	overlooking	overlook	VERB
ajsts-4667	438	19	subtle	subtle	ADJ
ajsts-4667	438	20	but	but	CCONJ
ajsts-4667	438	21	critical	critical	ADJ
ajsts-4667	438	22	reputational	reputational	ADJ
ajsts-4667	438	23	or	or	CCONJ
ajsts-4667	438	24	compliance	compliance	NOUN
ajsts-4667	438	25	-	-	PUNCT
ajsts-4667	438	26	related	relate	VERB
ajsts-4667	438	27	risks	risk	NOUN
ajsts-4667	438	28	.	.	PUNCT
ajsts-4667	439	1	regulatory	regulatory	ADJ
ajsts-4667	439	2	stakeholders	stakeholder	NOUN
ajsts-4667	439	3	relying	rely	VERB
ajsts-4667	439	4	on	on	ADP
ajsts-4667	439	5	such	such	ADJ
ajsts-4667	439	6	models	model	NOUN
ajsts-4667	439	7	might	might	AUX
ajsts-4667	439	8	similarly	similarly	ADV
ajsts-4667	439	9	underestimate	underestimate	VERB
ajsts-4667	439	10	negative	negative	ADJ
ajsts-4667	439	11	sentiment	sentiment	NOUN
ajsts-4667	439	12	,	,	PUNCT
ajsts-4667	439	13	reducing	reduce	VERB
ajsts-4667	439	14	their	their	PRON
ajsts-4667	439	15	effectiveness	effectiveness	NOUN
ajsts-4667	439	16	in	in	ADP
ajsts-4667	439	17	policy	policy	NOUN
ajsts-4667	439	18	oversight	oversight	NOUN
ajsts-4667	439	19	and	and	CCONJ
ajsts-4667	439	20	intervention	intervention	NOUN
ajsts-4667	439	21	.	.	PUNCT
ajsts-4667	440	1	for	for	ADP
ajsts-4667	440	2	computational	computational	ADJ
ajsts-4667	440	3	linguists	linguist	NOUN
ajsts-4667	440	4	and	and	CCONJ
ajsts-4667	440	5	natural	natural	ADJ
ajsts-4667	440	6	language	language	NOUN
ajsts-4667	440	7	processing	processing	NOUN
ajsts-4667	440	8	researchers	researcher	NOUN
ajsts-4667	440	9	,	,	PUNCT
ajsts-4667	440	10	these	these	DET
ajsts-4667	440	11	findings	finding	NOUN
ajsts-4667	440	12	reinforce	reinforce	VERB
ajsts-4667	440	13	the	the	DET
ajsts-4667	440	14	necessity	necessity	NOUN
ajsts-4667	440	15	of	of	ADP
ajsts-4667	440	16	developing	develop	VERB
ajsts-4667	440	17	models	model	NOUN
ajsts-4667	440	18	capable	capable	ADJ
ajsts-4667	440	19	of	of	ADP
ajsts-4667	440	20	nuanced	nuanced	ADJ
ajsts-4667	440	21	semantic	semantic	ADJ
ajsts-4667	440	22	interpretation	interpretation	NOUN
ajsts-4667	440	23	,	,	PUNCT
ajsts-4667	440	24	motivating	motivate	VERB
ajsts-4667	440	25	research	research	NOUN
ajsts-4667	440	26	into	into	ADP
ajsts-4667	440	27	sophisticated	sophisticated	ADJ
ajsts-4667	440	28	,	,	PUNCT
ajsts-4667	440	29	contextually	contextually	ADV
ajsts-4667	440	30	sensitive	sensitive	ADJ
ajsts-4667	440	31	linguistic	linguistic	ADJ
ajsts-4667	440	32	methodologies	methodology	NOUN
ajsts-4667	440	33	.	.	PUNCT
ajsts-4667	441	1	overall	overall	ADV
ajsts-4667	441	2	,	,	PUNCT
ajsts-4667	441	3	these	these	DET
ajsts-4667	441	4	insights	insight	NOUN
ajsts-4667	441	5	emphasize	emphasize	VERB
ajsts-4667	441	6	a	a	DET
ajsts-4667	441	7	clear	clear	ADJ
ajsts-4667	441	8	need	need	NOUN
ajsts-4667	441	9	to	to	PART
ajsts-4667	441	10	complement	complement	VERB
ajsts-4667	441	11	lexically	lexically	ADV
ajsts-4667	441	12	driven	drive	VERB
ajsts-4667	441	13	sentiment	sentiment	NOUN
ajsts-4667	441	14	analyses	analyse	VERB
ajsts-4667	441	15	with	with	ADP
ajsts-4667	441	16	advanced	advanced	ADJ
ajsts-4667	441	17	semantic	semantic	ADJ
ajsts-4667	441	18	modeling	modeling	NOUN
ajsts-4667	441	19	techniques	technique	NOUN
ajsts-4667	441	20	and	and	CCONJ
ajsts-4667	441	21	qualitative	qualitative	ADJ
ajsts-4667	441	22	interpretation	interpretation	NOUN
ajsts-4667	441	23	strategies	strategy	NOUN
ajsts-4667	441	24	.	.	PUNCT
ajsts-4667	442	1	ensuring	ensure	VERB
ajsts-4667	442	2	comprehensive	comprehensive	ADJ
ajsts-4667	442	3	and	and	CCONJ
ajsts-4667	442	4	balanced	balanced	ADJ
ajsts-4667	442	5	detection	detection	NOUN
ajsts-4667	442	6	of	of	ADP
ajsts-4667	442	7	nuanced	nuanced	ADJ
ajsts-4667	442	8	negative	negative	ADJ
ajsts-4667	442	9	sentiment	sentiment	NOUN
ajsts-4667	442	10	expressions	expression	NOUN
ajsts-4667	442	11	will	will	AUX
ajsts-4667	442	12	significantly	significantly	ADV
ajsts-4667	442	13	enhance	enhance	VERB
ajsts-4667	442	14	methodological	methodological	ADJ
ajsts-4667	442	15	robustness	robustness	NOUN
ajsts-4667	442	16	,	,	PUNCT
ajsts-4667	442	17	practical	practical	ADJ
ajsts-4667	442	18	utility	utility	NOUN
ajsts-4667	442	19	,	,	PUNCT
ajsts-4667	442	20	and	and	CCONJ
ajsts-4667	442	21	stakeholder	stakeholder	NOUN
ajsts-4667	442	22	trust	trust	NOUN
ajsts-4667	442	23	in	in	ADP
ajsts-4667	442	24	computational	computational	ADJ
ajsts-4667	442	25	sentiment	sentiment	NOUN
ajsts-4667	442	26	analysis	analysis	NOUN
ajsts-4667	442	27	tools	tool	NOUN
ajsts-4667	442	28	—	—	PUNCT
ajsts-4667	442	29	particularly	particularly	ADV
ajsts-4667	442	30	within	within	ADP
ajsts-4667	442	31	sensitive	sensitive	ADJ
ajsts-4667	442	32	,	,	PUNCT
ajsts-4667	442	33	nuanced	nuanced	ADJ
ajsts-4667	442	34	digital	digital	ADJ
ajsts-4667	442	35	communication	communication	NOUN
ajsts-4667	442	36	contexts	contexts	NOUN
ajsts-4667	442	37	.	.	PUNCT
ajsts-4667	443	1	word	word	NOUN
ajsts-4667	443	2	frequency	frequency	NOUN
ajsts-4667	443	3	patterns	pattern	NOUN
ajsts-4667	443	4	by	by	ADP
ajsts-4667	443	5	sentiment	sentiment	NOUN
ajsts-4667	443	6	category	category	NOUN
ajsts-4667	443	7	the	the	DET
ajsts-4667	443	8	qualitative	qualitative	ADJ
ajsts-4667	443	9	exploration	exploration	NOUN
ajsts-4667	443	10	of	of	ADP
ajsts-4667	443	11	lexical	lexical	ADJ
ajsts-4667	443	12	patterns	pattern	NOUN
ajsts-4667	443	13	through	through	ADP
ajsts-4667	443	14	word	word	NOUN
ajsts-4667	443	15	clouds	cloud	NOUN
ajsts-4667	443	16	(	(	PUNCT
ajsts-4667	443	17	figures	figure	NOUN
ajsts-4667	443	18	5	5	NUM
ajsts-4667	443	19	and	and	CCONJ
ajsts-4667	443	20	6	6	NUM
ajsts-4667	443	21	)	)	PUNCT
ajsts-4667	443	22	offers	offer	VERB
ajsts-4667	443	23	meaningful	meaningful	ADJ
ajsts-4667	443	24	contextual	contextual	ADJ
ajsts-4667	443	25	insight	insight	NOUN
ajsts-4667	443	26	,	,	PUNCT
ajsts-4667	443	27	complementing	complement	VERB
ajsts-4667	443	28	the	the	DET
ajsts-4667	443	29	quantitative	quantitative	ADJ
ajsts-4667	443	30	sentiment	sentiment	NOUN
ajsts-4667	443	31	classification	classification	NOUN
ajsts-4667	443	32	results	result	NOUN
ajsts-4667	443	33	.	.	PUNCT
ajsts-4667	444	1	the	the	DET
ajsts-4667	444	2	visualization	visualization	NOUN
ajsts-4667	444	3	distinctly	distinctly	ADV
ajsts-4667	444	4	highlights	highlight	VERB
ajsts-4667	444	5	differences	difference	NOUN
ajsts-4667	444	6	in	in	ADP
ajsts-4667	444	7	language	language	NOUN
ajsts-4667	444	8	usage	usage	NOUN
ajsts-4667	444	9	between	between	ADP
ajsts-4667	444	10	positive	positive	ADJ
ajsts-4667	444	11	and	and	CCONJ
ajsts-4667	444	12	negative	negative	ADJ
ajsts-4667	444	13	comments	comment	NOUN
ajsts-4667	444	14	,	,	PUNCT
ajsts-4667	444	15	providing	provide	VERB
ajsts-4667	444	16	deeper	deep	ADJ
ajsts-4667	444	17	understanding	understanding	NOUN
ajsts-4667	444	18	into	into	ADP
ajsts-4667	444	19	user	user	NOUN
ajsts-4667	444	20	sentiment	sentiment	NOUN
ajsts-4667	444	21	.	.	PUNCT
ajsts-4667	445	1	specifically	specifically	ADV
ajsts-4667	445	2	,	,	PUNCT
ajsts-4667	445	3	the	the	DET
ajsts-4667	445	4	positive	positive	ADJ
ajsts-4667	445	5	sentiment	sentiment	NOUN
ajsts-4667	445	6	word	word	NOUN
ajsts-4667	445	7	cloud	cloud	NOUN
ajsts-4667	445	8	(	(	PUNCT
ajsts-4667	445	9	figure	figure	NOUN
ajsts-4667	445	10	5	5	NUM
ajsts-4667	445	11	)	)	PUNCT
ajsts-4667	445	12	prominently	prominently	ADV
ajsts-4667	445	13	features	feature	VERB
ajsts-4667	445	14	words	word	NOUN
ajsts-4667	445	15	such	such	ADJ
ajsts-4667	445	16	as	as	ADP
ajsts-4667	445	17	“	"	PUNCT
ajsts-4667	445	18	funny	funny	ADJ
ajsts-4667	445	19	,	,	PUNCT
ajsts-4667	445	20	”	"	PUNCT
ajsts-4667	445	21	“	"	PUNCT
ajsts-4667	445	22	agree	agree	VERB
ajsts-4667	445	23	,	,	PUNCT
ajsts-4667	445	24	”	"	PUNCT
ajsts-4667	445	25	“	"	PUNCT
ajsts-4667	445	26	think	think	VERB
ajsts-4667	445	27	,	,	PUNCT
ajsts-4667	445	28	”	"	PUNCT
ajsts-4667	445	29	and	and	CCONJ
ajsts-4667	445	30	“	"	PUNCT
ajsts-4667	445	31	good	good	ADJ
ajsts-4667	445	32	,	,	PUNCT
ajsts-4667	445	33	”	"	PUNCT
ajsts-4667	445	34	indicating	indicate	VERB
ajsts-4667	445	35	that	that	SCONJ
ajsts-4667	445	36	readers	reader	NOUN
ajsts-4667	445	37	positively	positively	ADV
ajsts-4667	445	38	disposed	dispose	VERB
ajsts-4667	445	39	toward	toward	ADP
ajsts-4667	445	40	telegram	telegram	NOUN
ajsts-4667	445	41	frequently	frequently	ADV
ajsts-4667	445	42	employed	employ	VERB
ajsts-4667	445	43	language	language	NOUN
ajsts-4667	445	44	associated	associate	VERB
ajsts-4667	445	45	with	with	ADP
ajsts-4667	445	46	humor	humor	NOUN
ajsts-4667	445	47	,	,	PUNCT
ajsts-4667	445	48	agreement	agreement	NOUN
ajsts-4667	445	49	,	,	PUNCT
ajsts-4667	445	50	reflective	reflective	ADJ
ajsts-4667	445	51	discourse	discourse	NOUN
ajsts-4667	445	52	,	,	PUNCT
ajsts-4667	445	53	and	and	CCONJ
ajsts-4667	445	54	explicit	explicit	ADJ
ajsts-4667	445	55	positivity	positivity	NOUN
ajsts-4667	445	56	.	.	PUNCT
ajsts-4667	446	1	these	these	DET
ajsts-4667	446	2	lexical	lexical	ADJ
ajsts-4667	446	3	choices	choice	NOUN
ajsts-4667	446	4	likely	likely	ADV
ajsts-4667	446	5	signify	signify	VERB
ajsts-4667	446	6	broader	broad	ADJ
ajsts-4667	446	7	support	support	NOUN
ajsts-4667	446	8	,	,	PUNCT
ajsts-4667	446	9	either	either	CCONJ
ajsts-4667	446	10	for	for	ADP
ajsts-4667	446	11	telegram	telegram	NOUN
ajsts-4667	446	12	’s	’s	PART
ajsts-4667	446	13	foundational	foundational	ADJ
ajsts-4667	446	14	principles	principle	NOUN
ajsts-4667	446	15	(	(	PUNCT
ajsts-4667	446	16	privacy	privacy	NOUN
ajsts-4667	446	17	and	and	CCONJ
ajsts-4667	446	18	autonomy	autonomy	NOUN
ajsts-4667	446	19	)	)	PUNCT
ajsts-4667	446	20	or	or	CCONJ
ajsts-4667	446	21	for	for	ADP
ajsts-4667	446	22	regulatory	regulatory	ADJ
ajsts-4667	446	23	approaches	approach	NOUN
ajsts-4667	446	24	towards	towards	ADP
ajsts-4667	446	25	the	the	DET
ajsts-4667	446	26	platform	platform	NOUN
ajsts-4667	446	27	,	,	PUNCT
ajsts-4667	446	28	notwithstanding	notwithstanding	ADP
ajsts-4667	446	29	its	its	PRON
ajsts-4667	446	30	controversial	controversial	ADJ
ajsts-4667	446	31	associations	association	NOUN
ajsts-4667	446	32	.	.	PUNCT
ajsts-4667	447	1	such	such	ADJ
ajsts-4667	447	2	qualitative	qualitative	ADJ
ajsts-4667	447	3	insights	insight	NOUN
ajsts-4667	447	4	reinforce	reinforce	VERB
ajsts-4667	447	5	previous	previous	ADJ
ajsts-4667	447	6	quantitative	quantitative	ADJ
ajsts-4667	447	7	findings	finding	NOUN
ajsts-4667	447	8	of	of	ADP
ajsts-4667	447	9	prevalent	prevalent	ADJ
ajsts-4667	447	10	positivity	positivity	NOUN
ajsts-4667	447	11	,	,	PUNCT
ajsts-4667	447	12	underscoring	underscore	VERB
ajsts-4667	447	13	user	user	NOUN
ajsts-4667	447	14	loyalty	loyalty	NOUN
ajsts-4667	447	15	or	or	CCONJ
ajsts-4667	447	16	skepticism	skepticism	NOUN
ajsts-4667	447	17	toward	toward	ADP
ajsts-4667	447	18	media	medium	NOUN
ajsts-4667	447	19	portrayals	portrayal	NOUN
ajsts-4667	447	20	of	of	ADP
ajsts-4667	447	21	telegram	telegram	NOUN
ajsts-4667	447	22	’s	’s	PART
ajsts-4667	447	23	negative	negative	ADJ
ajsts-4667	447	24	associations	association	NOUN
ajsts-4667	447	25	.	.	PUNCT
ajsts-4667	448	1	conversely	conversely	ADV
ajsts-4667	448	2	,	,	PUNCT
ajsts-4667	448	3	the	the	DET
ajsts-4667	448	4	word	word	NOUN
ajsts-4667	448	5	cloud	cloud	NOUN
ajsts-4667	448	6	representing	represent	VERB
ajsts-4667	448	7	negative	negative	ADJ
ajsts-4667	448	8	comments	comment	NOUN
ajsts-4667	448	9	(	(	PUNCT
ajsts-4667	448	10	figure	figure	NOUN
ajsts-4667	448	11	6	6	NUM
ajsts-4667	448	12	)	)	PUNCT
ajsts-4667	448	13	emphasizes	emphasize	VERB
ajsts-4667	448	14	emotionally	emotionally	ADV
ajsts-4667	448	15	charged	charge	VERB
ajsts-4667	448	16	and	and	CCONJ
ajsts-4667	448	17	security	security	NOUN
ajsts-4667	448	18	-	-	PUNCT
ajsts-4667	448	19	focused	focus	VERB
ajsts-4667	448	20	terms	term	NOUN
ajsts-4667	448	21	,	,	PUNCT
ajsts-4667	448	22	such	such	ADJ
ajsts-4667	448	23	as	as	ADP
ajsts-4667	448	24	“	"	PUNCT
ajsts-4667	448	25	criminals	criminal	NOUN
ajsts-4667	448	26	,	,	PUNCT
ajsts-4667	448	27	”	"	PUNCT
ajsts-4667	448	28	“	"	PUNCT
ajsts-4667	448	29	data	datum	NOUN
ajsts-4667	448	30	,	,	PUNCT
ajsts-4667	448	31	”	"	PUNCT
ajsts-4667	448	32	“	"	PUNCT
ajsts-4667	448	33	identity	identity	NOUN
ajsts-4667	448	34	,	,	PUNCT
ajsts-4667	448	35	”	"	PUNCT
ajsts-4667	448	36	“	"	PUNCT
ajsts-4667	448	37	illegal	illegal	ADJ
ajsts-4667	448	38	,	,	PUNCT
ajsts-4667	448	39	”	"	PUNCT
ajsts-4667	448	40	and	and	CCONJ
ajsts-4667	448	41	“	"	PUNCT
ajsts-4667	448	42	scared	scared	ADJ
ajsts-4667	448	43	.	.	PUNCT
ajsts-4667	448	44	”	"	PUNCT
ajsts-4667	449	1	the	the	DET
ajsts-4667	449	2	prominence	prominence	NOUN
ajsts-4667	449	3	of	of	ADP
ajsts-4667	449	4	these	these	DET
ajsts-4667	449	5	words	word	NOUN
ajsts-4667	449	6	underscores	underscore	VERB
ajsts-4667	449	7	explicit	explicit	ADJ
ajsts-4667	449	8	user	user	NOUN
ajsts-4667	449	9	concerns	concern	NOUN
ajsts-4667	449	10	about	about	ADP
ajsts-4667	449	11	telegram	telegram	NOUN
ajsts-4667	449	12	’s	’s	PART
ajsts-4667	449	13	potential	potential	ADJ
ajsts-4667	449	14	role	role	NOUN
ajsts-4667	449	15	in	in	ADP
ajsts-4667	449	16	facilitating	facilitate	VERB
ajsts-4667	449	17	illicit	illicit	ADJ
ajsts-4667	449	18	activities	activity	NOUN
ajsts-4667	449	19	,	,	PUNCT
ajsts-4667	449	20	including	include	VERB
ajsts-4667	449	21	data	data	NOUN
ajsts-4667	449	22	breaches	breach	NOUN
ajsts-4667	449	23	,	,	PUNCT
ajsts-4667	449	24	identity	identity	NOUN
ajsts-4667	449	25	theft	theft	NOUN
ajsts-4667	449	26	,	,	PUNCT
ajsts-4667	449	27	and	and	CCONJ
ajsts-4667	449	28	digital	digital	ADJ
ajsts-4667	449	29	exploitation	exploitation	NOUN
ajsts-4667	449	30	.	.	PUNCT
ajsts-4667	450	1	these	these	DET
ajsts-4667	450	2	lexically	lexically	ADV
ajsts-4667	450	3	explicit	explicit	ADJ
ajsts-4667	450	4	negative	negative	ADJ
ajsts-4667	450	5	expressions	expression	NOUN
ajsts-4667	450	6	indicate	indicate	VERB
ajsts-4667	450	7	clear	clear	ADJ
ajsts-4667	450	8	apprehension	apprehension	NOUN
ajsts-4667	450	9	and	and	CCONJ
ajsts-4667	450	10	disapproval	disapproval	NOUN
ajsts-4667	450	11	,	,	PUNCT
ajsts-4667	450	12	highlighting	highlight	VERB
ajsts-4667	450	13	a	a	DET
ajsts-4667	450	14	substantial	substantial	ADJ
ajsts-4667	450	15	segment	segment	NOUN
ajsts-4667	450	16	of	of	ADP
ajsts-4667	450	17	public	public	ADJ
ajsts-4667	450	18	sentiment	sentiment	NOUN
ajsts-4667	450	19	focused	focus	VERB
ajsts-4667	450	20	on	on	ADP
ajsts-4667	450	21	security	security	NOUN
ajsts-4667	450	22	,	,	PUNCT
ajsts-4667	450	23	privacy	privacy	NOUN
ajsts-4667	450	24	violations	violation	NOUN
ajsts-4667	450	25	,	,	PUNCT
ajsts-4667	450	26	and	and	CCONJ
ajsts-4667	450	27	digital	digital	ADJ
ajsts-4667	450	28	threats	threat	NOUN
ajsts-4667	450	29	associated	associate	VERB
ajsts-4667	450	30	with	with	ADP
ajsts-4667	450	31	the	the	DET
ajsts-4667	450	32	platform	platform	NOUN
ajsts-4667	450	33	.	.	PUNCT
ajsts-4667	451	1	methodologically	methodologically	ADV
ajsts-4667	451	2	,	,	PUNCT
ajsts-4667	451	3	these	these	DET
ajsts-4667	451	4	visualizations	visualization	NOUN
ajsts-4667	451	5	highlight	highlight	VERB
ajsts-4667	451	6	the	the	DET
ajsts-4667	451	7	efficacy	efficacy	NOUN
ajsts-4667	451	8	of	of	ADP
ajsts-4667	451	9	qualitative	qualitative	ADJ
ajsts-4667	451	10	text	text	NOUN
ajsts-4667	451	11	analysis	analysis	NOUN
ajsts-4667	451	12	techniques	technique	NOUN
ajsts-4667	451	13	such	such	ADJ
ajsts-4667	451	14	as	as	ADP
ajsts-4667	451	15	word	word	NOUN
ajsts-4667	451	16	clouds	cloud	NOUN
ajsts-4667	451	17	,	,	PUNCT
ajsts-4667	451	18	which	which	PRON
ajsts-4667	451	19	significantly	significantly	ADV
ajsts-4667	451	20	enrich	enrich	VERB
ajsts-4667	451	21	purely	purely	ADV
ajsts-4667	451	22	quantitative	quantitative	ADJ
ajsts-4667	451	23	analytical	analytical	ADJ
ajsts-4667	451	24	approaches	approach	NOUN
ajsts-4667	451	25	.	.	PUNCT
ajsts-4667	452	1	by	by	ADP
ajsts-4667	452	2	revealing	reveal	VERB
ajsts-4667	452	3	the	the	DET
ajsts-4667	452	4	nuanced	nuanced	ADJ
ajsts-4667	452	5	,	,	PUNCT
ajsts-4667	452	6	underlying	underlying	ADJ
ajsts-4667	452	7	emotional	emotional	ADJ
ajsts-4667	452	8	and	and	CCONJ
ajsts-4667	452	9	contextual	contextual	ADJ
ajsts-4667	452	10	dimensions	dimension	NOUN
ajsts-4667	452	11	of	of	ADP
ajsts-4667	452	12	sentiment	sentiment	NOUN
ajsts-4667	452	13	,	,	PUNCT
ajsts-4667	452	14	these	these	DET
ajsts-4667	452	15	methods	method	NOUN
ajsts-4667	452	16	provide	provide	VERB
ajsts-4667	452	17	essential	essential	ADJ
ajsts-4667	452	18	supplementary	supplementary	ADJ
ajsts-4667	452	19	context	context	NOUN
ajsts-4667	452	20	to	to	ADP
ajsts-4667	452	21	quantitative	quantitative	ADJ
ajsts-4667	452	22	models	model	NOUN
ajsts-4667	452	23	,	,	PUNCT
ajsts-4667	452	24	thus	thus	ADV
ajsts-4667	452	25	enhancing	enhance	VERB
ajsts-4667	452	26	the	the	DET
ajsts-4667	452	27	overall	overall	ADJ
ajsts-4667	452	28	interpretative	interpretative	ADJ
ajsts-4667	452	29	accuracy	accuracy	NOUN
ajsts-4667	452	30	of	of	ADP
ajsts-4667	452	31	sentiment	sentiment	NOUN
ajsts-4667	452	32	analyses	analyse	VERB
ajsts-4667	452	33	.	.	PUNCT
ajsts-4667	453	1	practically	practically	ADV
ajsts-4667	453	2	,	,	PUNCT
ajsts-4667	453	3	the	the	DET
ajsts-4667	453	4	stark	stark	ADJ
ajsts-4667	453	5	distinction	distinction	NOUN
ajsts-4667	453	6	in	in	ADP
ajsts-4667	453	7	lexical	lexical	ADJ
ajsts-4667	453	8	patterns	pattern	NOUN
ajsts-4667	453	9	emphasizes	emphasize	VERB
ajsts-4667	453	10	critical	critical	ADJ
ajsts-4667	453	11	areas	area	NOUN
ajsts-4667	453	12	for	for	ADP
ajsts-4667	453	13	platform	platform	NOUN
ajsts-4667	453	14	management	management	NOUN
ajsts-4667	453	15	—	—	PUNCT
ajsts-4667	453	16	such	such	ADJ
ajsts-4667	453	17	as	as	ADP
ajsts-4667	453	18	telegram	telegram	NOUN
ajsts-4667	453	19	—	—	PUNCT
ajsts-4667	453	20	to	to	PART
ajsts-4667	453	21	proactively	proactively	ADV
ajsts-4667	453	22	address	address	VERB
ajsts-4667	453	23	user	user	NOUN
ajsts-4667	453	24	concerns	concern	NOUN
ajsts-4667	453	25	,	,	PUNCT
ajsts-4667	453	26	especially	especially	ADV
ajsts-4667	453	27	in	in	ADP
ajsts-4667	453	28	security	security	NOUN
ajsts-4667	453	29	,	,	PUNCT
ajsts-4667	453	30	privacy	privacy	NOUN
ajsts-4667	453	31	,	,	PUNCT
ajsts-4667	453	32	and	and	CCONJ
ajsts-4667	453	33	trust	trust	NOUN
ajsts-4667	453	34	.	.	PUNCT
ajsts-4667	454	1	failing	fail	VERB
ajsts-4667	454	2	to	to	PART
ajsts-4667	454	3	address	address	VERB
ajsts-4667	454	4	these	these	DET
ajsts-4667	454	5	highlighted	highlight	VERB
ajsts-4667	454	6	negative	negative	ADJ
ajsts-4667	454	7	concerns	concern	NOUN
ajsts-4667	454	8	could	could	AUX
ajsts-4667	454	9	compromise	compromise	VERB
ajsts-4667	454	10	user	user	NOUN
ajsts-4667	454	11	satisfaction	satisfaction	NOUN
ajsts-4667	454	12	,	,	PUNCT
ajsts-4667	454	13	reputation	reputation	NOUN
ajsts-4667	454	14	,	,	PUNCT
ajsts-4667	454	15	and	and	CCONJ
ajsts-4667	454	16	long	long	ADJ
ajsts-4667	454	17	-	-	PUNCT
ajsts-4667	454	18	term	term	NOUN
ajsts-4667	454	19	platform	platform	NOUN
ajsts-4667	454	20	sustainability	sustainability	NOUN
ajsts-4667	454	21	.	.	PUNCT
ajsts-4667	455	1	from	from	ADP
ajsts-4667	455	2	a	a	DET
ajsts-4667	455	3	risk	risk	NOUN
ajsts-4667	455	4	management	management	NOUN
ajsts-4667	455	5	perspective	perspective	NOUN
ajsts-4667	455	6	,	,	PUNCT
ajsts-4667	455	7	explicitly	explicitly	ADV
ajsts-4667	455	8	negative	negative	ADJ
ajsts-4667	455	9	terminology	terminology	NOUN
ajsts-4667	455	10	(	(	PUNCT
ajsts-4667	455	11	“	"	PUNCT
ajsts-4667	455	12	illegal	illegal	ADJ
ajsts-4667	455	13	,	,	PUNCT
ajsts-4667	455	14	”	"	PUNCT
ajsts-4667	455	15	“	"	PUNCT
ajsts-4667	455	16	identity	identity	NOUN
ajsts-4667	455	17	,	,	PUNCT
ajsts-4667	455	18	”	"	PUNCT
ajsts-4667	455	19	“	"	PUNCT
ajsts-4667	455	20	scared	scared	ADJ
ajsts-4667	455	21	”	"	PUNCT
ajsts-4667	455	22	)	)	PUNCT
ajsts-4667	455	23	suggests	suggest	VERB
ajsts-4667	455	24	significant	significant	ADJ
ajsts-4667	455	25	reputational	reputational	ADJ
ajsts-4667	455	26	or	or	CCONJ
ajsts-4667	455	27	compliance	compliance	NOUN
ajsts-4667	455	28	risks	risk	NOUN
ajsts-4667	455	29	,	,	PUNCT
ajsts-4667	455	30	which	which	PRON
ajsts-4667	455	31	analysts	analyst	NOUN
ajsts-4667	455	32	and	and	CCONJ
ajsts-4667	455	33	strategists	strategist	NOUN
ajsts-4667	455	34	must	must	AUX
ajsts-4667	455	35	rigorously	rigorously	ADV
ajsts-4667	455	36	monitor	monitor	VERB
ajsts-4667	455	37	.	.	PUNCT
ajsts-4667	456	1	such	such	ADJ
ajsts-4667	456	2	pa	pa	PROPN
ajsts-4667	456	3	ge	ge	PROPN
ajsts-4667	456	4	86	86	NUM
ajsts-4667	456	5	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	456	6	am	be	AUX
ajsts-4667	456	7	.	.	PUNCT
ajsts-4667	457	1	j.	j.	PROPN
ajsts-4667	457	2	smart	smart	PROPN
ajsts-4667	457	3	.	.	PUNCT
ajsts-4667	458	1	technol	technol	PROPN
ajsts-4667	458	2	.	.	PUNCT
ajsts-4667	458	3	solutions	solution	NOUN
ajsts-4667	458	4	4(1	4(1	NOUN
ajsts-4667	458	5	)	)	PUNCT
ajsts-4667	458	6	68	68	NUM
ajsts-4667	458	7	-	-	SYM
ajsts-4667	458	8	88	88	NUM
ajsts-4667	458	9	,	,	PUNCT
ajsts-4667	458	10	2025	2025	NUM
ajsts-4667	458	11	qualitative	qualitative	ADJ
ajsts-4667	458	12	insights	insight	NOUN
ajsts-4667	458	13	reinforce	reinforce	VERB
ajsts-4667	458	14	the	the	DET
ajsts-4667	458	15	necessity	necessity	NOUN
ajsts-4667	458	16	of	of	ADP
ajsts-4667	458	17	integrated	integrate	VERB
ajsts-4667	458	18	,	,	PUNCT
ajsts-4667	458	19	contextually	contextually	ADV
ajsts-4667	458	20	nuanced	nuanced	ADJ
ajsts-4667	458	21	risk	risk	NOUN
ajsts-4667	458	22	assessment	assessment	NOUN
ajsts-4667	458	23	frameworks	framework	NOUN
ajsts-4667	458	24	,	,	PUNCT
ajsts-4667	458	25	enabling	enable	VERB
ajsts-4667	458	26	more	more	ADV
ajsts-4667	458	27	precise	precise	ADJ
ajsts-4667	458	28	management	management	NOUN
ajsts-4667	458	29	responses	response	NOUN
ajsts-4667	458	30	to	to	ADP
ajsts-4667	458	31	public	public	ADJ
ajsts-4667	458	32	concerns	concern	NOUN
ajsts-4667	458	33	or	or	CCONJ
ajsts-4667	458	34	controversies	controversy	NOUN
ajsts-4667	458	35	.	.	PUNCT
ajsts-4667	459	1	for	for	ADP
ajsts-4667	459	2	regulatory	regulatory	ADJ
ajsts-4667	459	3	stakeholders	stakeholder	NOUN
ajsts-4667	459	4	,	,	PUNCT
ajsts-4667	459	5	the	the	DET
ajsts-4667	459	6	frequency	frequency	NOUN
ajsts-4667	459	7	of	of	ADP
ajsts-4667	459	8	crime	crime	NOUN
ajsts-4667	459	9	-	-	PUNCT
ajsts-4667	459	10	associated	associate	VERB
ajsts-4667	459	11	terms	term	NOUN
ajsts-4667	459	12	in	in	ADP
ajsts-4667	459	13	negative	negative	ADJ
ajsts-4667	459	14	user	user	NOUN
ajsts-4667	459	15	comments	comment	NOUN
ajsts-4667	459	16	underscores	underscore	VERB
ajsts-4667	459	17	urgent	urgent	ADJ
ajsts-4667	459	18	demands	demand	NOUN
ajsts-4667	459	19	for	for	ADP
ajsts-4667	459	20	accountability	accountability	NOUN
ajsts-4667	459	21	and	and	CCONJ
ajsts-4667	459	22	effective	effective	ADJ
ajsts-4667	459	23	oversight	oversight	NOUN
ajsts-4667	459	24	.	.	PUNCT
ajsts-4667	460	1	thus	thus	ADV
ajsts-4667	460	2	,	,	PUNCT
ajsts-4667	460	3	policymakers	policymaker	NOUN
ajsts-4667	460	4	are	be	AUX
ajsts-4667	460	5	advised	advise	VERB
ajsts-4667	460	6	to	to	PART
ajsts-4667	460	7	closely	closely	ADV
ajsts-4667	460	8	align	align	VERB
ajsts-4667	460	9	regulatory	regulatory	ADJ
ajsts-4667	460	10	strategies	strategy	NOUN
ajsts-4667	460	11	with	with	ADP
ajsts-4667	460	12	these	these	DET
ajsts-4667	460	13	publicly	publicly	ADV
ajsts-4667	460	14	articulated	articulate	VERB
ajsts-4667	460	15	user	user	NOUN
ajsts-4667	460	16	apprehensions	apprehension	NOUN
ajsts-4667	460	17	,	,	PUNCT
ajsts-4667	460	18	addressing	address	VERB
ajsts-4667	460	19	platform	platform	NOUN
ajsts-4667	460	20	accountability	accountability	NOUN
ajsts-4667	460	21	and	and	CCONJ
ajsts-4667	460	22	protecting	protect	VERB
ajsts-4667	460	23	user	user	NOUN
ajsts-4667	460	24	rights	right	NOUN
ajsts-4667	460	25	effectively	effectively	ADV
ajsts-4667	460	26	.	.	PUNCT
ajsts-4667	461	1	for	for	ADP
ajsts-4667	461	2	computational	computational	ADJ
ajsts-4667	461	3	linguists	linguist	NOUN
ajsts-4667	461	4	and	and	CCONJ
ajsts-4667	461	5	natural	natural	ADJ
ajsts-4667	461	6	language	language	NOUN
ajsts-4667	461	7	processing	processing	NOUN
ajsts-4667	461	8	(	(	PUNCT
ajsts-4667	461	9	nlp	nlp	ADJ
ajsts-4667	461	10	)	)	PUNCT
ajsts-4667	461	11	researchers	researcher	NOUN
ajsts-4667	461	12	,	,	PUNCT
ajsts-4667	461	13	the	the	DET
ajsts-4667	461	14	pronounced	pronounce	VERB
ajsts-4667	461	15	lexical	lexical	ADJ
ajsts-4667	461	16	distinction	distinction	NOUN
ajsts-4667	461	17	between	between	ADP
ajsts-4667	461	18	positive	positive	ADJ
ajsts-4667	461	19	and	and	CCONJ
ajsts-4667	461	20	negative	negative	ADJ
ajsts-4667	461	21	comments	comment	NOUN
ajsts-4667	461	22	further	far	ADV
ajsts-4667	461	23	emphasizes	emphasize	VERB
ajsts-4667	461	24	the	the	DET
ajsts-4667	461	25	methodological	methodological	ADJ
ajsts-4667	461	26	importance	importance	NOUN
ajsts-4667	461	27	of	of	ADP
ajsts-4667	461	28	advanced	advanced	ADJ
ajsts-4667	461	29	sentiment	sentiment	NOUN
ajsts-4667	461	30	analysis	analysis	NOUN
ajsts-4667	461	31	techniques	technique	NOUN
ajsts-4667	461	32	.	.	PUNCT
ajsts-4667	462	1	models	model	NOUN
ajsts-4667	462	2	sensitive	sensitive	ADJ
ajsts-4667	462	3	to	to	ADP
ajsts-4667	462	4	emotional	emotional	ADJ
ajsts-4667	462	5	vocabulary	vocabulary	NOUN
ajsts-4667	462	6	,	,	PUNCT
ajsts-4667	462	7	domain	domain	NOUN
ajsts-4667	462	8	-	-	PUNCT
ajsts-4667	462	9	specific	specific	ADJ
ajsts-4667	462	10	language	language	NOUN
ajsts-4667	462	11	,	,	PUNCT
ajsts-4667	462	12	and	and	CCONJ
ajsts-4667	462	13	subtle	subtle	ADJ
ajsts-4667	462	14	linguistic	linguistic	ADJ
ajsts-4667	462	15	nuance	nuance	NOUN
ajsts-4667	462	16	will	will	AUX
ajsts-4667	462	17	enhance	enhance	VERB
ajsts-4667	462	18	precision	precision	NOUN
ajsts-4667	462	19	and	and	CCONJ
ajsts-4667	462	20	interpretative	interpretative	ADJ
ajsts-4667	462	21	accuracy	accuracy	NOUN
ajsts-4667	462	22	.	.	PUNCT
ajsts-4667	463	1	researchers	researcher	NOUN
ajsts-4667	463	2	should	should	AUX
ajsts-4667	463	3	thus	thus	ADV
ajsts-4667	463	4	prioritize	prioritize	VERB
ajsts-4667	463	5	developing	develop	VERB
ajsts-4667	463	6	sophisticated	sophisticated	ADJ
ajsts-4667	463	7	computational	computational	ADJ
ajsts-4667	463	8	methodologies	methodology	NOUN
ajsts-4667	463	9	,	,	PUNCT
ajsts-4667	463	10	particularly	particularly	ADV
ajsts-4667	463	11	contextually	contextually	ADV
ajsts-4667	463	12	aware	aware	ADJ
ajsts-4667	463	13	semantic	semantic	ADJ
ajsts-4667	463	14	models	model	NOUN
ajsts-4667	463	15	,	,	PUNCT
ajsts-4667	463	16	to	to	PART
ajsts-4667	463	17	accurately	accurately	ADV
ajsts-4667	463	18	capture	capture	VERB
ajsts-4667	463	19	the	the	DET
ajsts-4667	463	20	complexities	complexity	NOUN
ajsts-4667	463	21	of	of	ADP
ajsts-4667	463	22	nuanced	nuanced	ADJ
ajsts-4667	463	23	sentiment	sentiment	NOUN
ajsts-4667	463	24	expressions	expression	NOUN
ajsts-4667	463	25	.	.	PUNCT
ajsts-4667	464	1	in	in	ADP
ajsts-4667	464	2	conclusion	conclusion	NOUN
ajsts-4667	464	3	,	,	PUNCT
ajsts-4667	464	4	qualitative	qualitative	ADJ
ajsts-4667	464	5	lexical	lexical	ADJ
ajsts-4667	464	6	analyses	analysis	NOUN
ajsts-4667	464	7	,	,	PUNCT
ajsts-4667	464	8	as	as	SCONJ
ajsts-4667	464	9	illustrated	illustrate	VERB
ajsts-4667	464	10	by	by	ADP
ajsts-4667	464	11	word	word	NOUN
ajsts-4667	464	12	clouds	cloud	NOUN
ajsts-4667	464	13	,	,	PUNCT
ajsts-4667	464	14	significantly	significantly	ADV
ajsts-4667	464	15	enhance	enhance	VERB
ajsts-4667	464	16	quantitative	quantitative	ADJ
ajsts-4667	464	17	sentiment	sentiment	NOUN
ajsts-4667	464	18	analyses	analysis	NOUN
ajsts-4667	464	19	by	by	ADP
ajsts-4667	464	20	illuminating	illuminate	VERB
ajsts-4667	464	21	underlying	underlie	VERB
ajsts-4667	464	22	emotional	emotional	ADJ
ajsts-4667	464	23	and	and	CCONJ
ajsts-4667	464	24	thematic	thematic	ADJ
ajsts-4667	464	25	user	user	NOUN
ajsts-4667	464	26	sentiments	sentiment	NOUN
ajsts-4667	464	27	.	.	PUNCT
ajsts-4667	465	1	integrating	integrate	VERB
ajsts-4667	465	2	qualitative	qualitative	ADJ
ajsts-4667	465	3	techniques	technique	NOUN
ajsts-4667	465	4	with	with	ADP
ajsts-4667	465	5	advanced	advanced	ADJ
ajsts-4667	465	6	quantitative	quantitative	ADJ
ajsts-4667	465	7	methods	method	NOUN
ajsts-4667	465	8	provides	provide	VERB
ajsts-4667	465	9	critical	critical	ADJ
ajsts-4667	465	10	insights	insight	NOUN
ajsts-4667	465	11	for	for	ADP
ajsts-4667	465	12	methodological	methodological	ADJ
ajsts-4667	465	13	refinement	refinement	NOUN
ajsts-4667	465	14	,	,	PUNCT
ajsts-4667	465	15	strategic	strategic	ADJ
ajsts-4667	465	16	reputation	reputation	NOUN
ajsts-4667	465	17	management	management	NOUN
ajsts-4667	465	18	,	,	PUNCT
ajsts-4667	465	19	informed	inform	VERB
ajsts-4667	465	20	regulatory	regulatory	ADJ
ajsts-4667	465	21	oversight	oversight	NOUN
ajsts-4667	465	22	,	,	PUNCT
ajsts-4667	465	23	and	and	CCONJ
ajsts-4667	465	24	ongoing	ongoing	ADJ
ajsts-4667	465	25	computational	computational	ADJ
ajsts-4667	465	26	linguistic	linguistic	ADJ
ajsts-4667	465	27	research	research	NOUN
ajsts-4667	465	28	—	—	PUNCT
ajsts-4667	465	29	particularly	particularly	ADV
ajsts-4667	465	30	within	within	ADP
ajsts-4667	465	31	contentious	contentious	ADJ
ajsts-4667	465	32	or	or	CCONJ
ajsts-4667	465	33	socially	socially	ADV
ajsts-4667	465	34	sensitive	sensitive	ADJ
ajsts-4667	465	35	digital	digital	ADJ
ajsts-4667	465	36	discourse	discourse	NOUN
ajsts-4667	465	37	contexts	contexts	NOUN
ajsts-4667	465	38	.	.	PUNCT
ajsts-4667	466	1	model	model	NOUN
ajsts-4667	466	2	performance	performance	NOUN
ajsts-4667	466	3	metrics	metric	NOUN
ajsts-4667	466	4	the	the	DET
ajsts-4667	466	5	performance	performance	NOUN
ajsts-4667	466	6	metrics	metric	NOUN
ajsts-4667	466	7	summarized	summarize	VERB
ajsts-4667	466	8	in	in	ADP
ajsts-4667	466	9	table	table	NOUN
ajsts-4667	466	10	14	14	NUM
ajsts-4667	466	11	and	and	CCONJ
ajsts-4667	466	12	figure	figure	VERB
ajsts-4667	466	13	7	7	NUM
ajsts-4667	466	14	indicate	indicate	VERB
ajsts-4667	466	15	robust	robust	ADJ
ajsts-4667	466	16	effectiveness	effectiveness	NOUN
ajsts-4667	466	17	of	of	ADP
ajsts-4667	466	18	the	the	DET
ajsts-4667	466	19	logistic	logistic	ADJ
ajsts-4667	466	20	regression	regression	NOUN
ajsts-4667	466	21	classifier	classifier	NOUN
ajsts-4667	466	22	using	use	VERB
ajsts-4667	466	23	tf	tf	PROPN
ajsts-4667	466	24	-	-	PUNCT
ajsts-4667	466	25	idf	idf	PROPN
ajsts-4667	466	26	vectorization	vectorization	NOUN
ajsts-4667	466	27	for	for	ADP
ajsts-4667	466	28	sentiment	sentiment	NOUN
ajsts-4667	466	29	analysis	analysis	NOUN
ajsts-4667	466	30	tasks	task	NOUN
ajsts-4667	466	31	.	.	PUNCT
ajsts-4667	467	1	the	the	DET
ajsts-4667	467	2	model	model	NOUN
ajsts-4667	467	3	achieved	achieve	VERB
ajsts-4667	467	4	an	an	DET
ajsts-4667	467	5	overall	overall	ADJ
ajsts-4667	467	6	accuracy	accuracy	NOUN
ajsts-4667	467	7	of	of	ADP
ajsts-4667	467	8	approximately	approximately	ADV
ajsts-4667	467	9	89.56	89.56	NUM
ajsts-4667	467	10	%	%	NOUN
ajsts-4667	467	11	,	,	PUNCT
ajsts-4667	467	12	precision	precision	NOUN
ajsts-4667	467	13	of	of	ADP
ajsts-4667	467	14	91	91	NUM
ajsts-4667	467	15	%	%	NOUN
ajsts-4667	467	16	,	,	PUNCT
ajsts-4667	467	17	recall	recall	NOUN
ajsts-4667	467	18	of	of	ADP
ajsts-4667	467	19	90	90	NUM
ajsts-4667	467	20	%	%	NOUN
ajsts-4667	467	21	,	,	PUNCT
ajsts-4667	467	22	and	and	CCONJ
ajsts-4667	467	23	an	an	DET
ajsts-4667	467	24	f1	f1	NOUN
ajsts-4667	467	25	-	-	PUNCT
ajsts-4667	467	26	score	score	NOUN
ajsts-4667	467	27	of	of	ADP
ajsts-4667	467	28	89	89	NUM
ajsts-4667	467	29	%	%	NOUN
ajsts-4667	467	30	,	,	PUNCT
ajsts-4667	467	31	collectively	collectively	ADV
ajsts-4667	467	32	demonstrating	demonstrate	VERB
ajsts-4667	467	33	its	its	PRON
ajsts-4667	467	34	reliable	reliable	ADJ
ajsts-4667	467	35	predictive	predictive	ADJ
ajsts-4667	467	36	capability	capability	NOUN
ajsts-4667	467	37	for	for	ADP
ajsts-4667	467	38	accurately	accurately	ADV
ajsts-4667	467	39	categorizing	categorize	VERB
ajsts-4667	467	40	sentiment	sentiment	NOUN
ajsts-4667	467	41	in	in	ADP
ajsts-4667	467	42	reader	reader	NOUN
ajsts-4667	467	43	-	-	PUNCT
ajsts-4667	467	44	generated	generate	VERB
ajsts-4667	467	45	comments	comment	NOUN
ajsts-4667	467	46	.	.	PUNCT
ajsts-4667	468	1	high	high	ADJ
ajsts-4667	468	2	precision	precision	NOUN
ajsts-4667	468	3	indicates	indicate	VERB
ajsts-4667	468	4	substantial	substantial	ADJ
ajsts-4667	468	5	confidence	confidence	NOUN
ajsts-4667	468	6	in	in	ADP
ajsts-4667	468	7	the	the	DET
ajsts-4667	468	8	model	model	NOUN
ajsts-4667	468	9	’s	’s	PART
ajsts-4667	468	10	sentiment	sentiment	NOUN
ajsts-4667	468	11	predictions	prediction	NOUN
ajsts-4667	468	12	,	,	PUNCT
ajsts-4667	468	13	reflecting	reflect	VERB
ajsts-4667	468	14	accuracy	accuracy	NOUN
ajsts-4667	468	15	in	in	ADP
ajsts-4667	468	16	distinguishing	distinguish	VERB
ajsts-4667	468	17	between	between	ADP
ajsts-4667	468	18	positive	positive	ADJ
ajsts-4667	468	19	and	and	CCONJ
ajsts-4667	468	20	negative	negative	ADJ
ajsts-4667	468	21	commentary	commentary	NOUN
ajsts-4667	468	22	.	.	PUNCT
ajsts-4667	469	1	similarly	similarly	ADV
ajsts-4667	469	2	,	,	PUNCT
ajsts-4667	469	3	strong	strong	ADJ
ajsts-4667	469	4	recall	recall	NOUN
ajsts-4667	469	5	underscores	underscore	VERB
ajsts-4667	469	6	its	its	PRON
ajsts-4667	469	7	effectiveness	effectiveness	NOUN
ajsts-4667	469	8	in	in	ADP
ajsts-4667	469	9	correctly	correctly	ADV
ajsts-4667	469	10	identifying	identify	VERB
ajsts-4667	469	11	most	most	ADJ
ajsts-4667	469	12	sentiment	sentiment	NOUN
ajsts-4667	469	13	classifications	classification	NOUN
ajsts-4667	469	14	present	present	ADJ
ajsts-4667	469	15	within	within	ADP
ajsts-4667	469	16	the	the	DET
ajsts-4667	469	17	dataset	dataset	NOUN
ajsts-4667	469	18	.	.	PUNCT
ajsts-4667	470	1	the	the	DET
ajsts-4667	470	2	balanced	balanced	ADJ
ajsts-4667	470	3	f1	f1	NOUN
ajsts-4667	470	4	-	-	PUNCT
ajsts-4667	470	5	score	score	NOUN
ajsts-4667	470	6	further	far	ADV
ajsts-4667	470	7	confirms	confirm	VERB
ajsts-4667	470	8	the	the	DET
ajsts-4667	470	9	model	model	NOUN
ajsts-4667	470	10	’s	’s	PART
ajsts-4667	470	11	capability	capability	NOUN
ajsts-4667	470	12	to	to	PART
ajsts-4667	470	13	effectively	effectively	ADV
ajsts-4667	470	14	integrate	integrate	VERB
ajsts-4667	470	15	both	both	DET
ajsts-4667	470	16	precision	precision	NOUN
ajsts-4667	470	17	and	and	CCONJ
ajsts-4667	470	18	recall	recall	VERB
ajsts-4667	470	19	into	into	ADP
ajsts-4667	470	20	consistently	consistently	ADV
ajsts-4667	470	21	reliable	reliable	ADJ
ajsts-4667	470	22	classification	classification	NOUN
ajsts-4667	470	23	performance	performance	NOUN
ajsts-4667	470	24	.	.	PUNCT
ajsts-4667	471	1	despite	despite	SCONJ
ajsts-4667	471	2	these	these	DET
ajsts-4667	471	3	strong	strong	ADJ
ajsts-4667	471	4	metrics	metric	NOUN
ajsts-4667	471	5	,	,	PUNCT
ajsts-4667	471	6	methodological	methodological	ADJ
ajsts-4667	471	7	limitations	limitation	NOUN
ajsts-4667	471	8	inherent	inherent	ADJ
ajsts-4667	471	9	in	in	ADP
ajsts-4667	471	10	tf	tf	PROPN
ajsts-4667	471	11	-	-	PUNCT
ajsts-4667	471	12	idf	idf	PROPN
ajsts-4667	471	13	vectorization	vectorization	NOUN
ajsts-4667	471	14	and	and	CCONJ
ajsts-4667	471	15	logistic	logistic	ADJ
ajsts-4667	471	16	regression	regression	NOUN
ajsts-4667	471	17	warrant	warrant	VERB
ajsts-4667	471	18	critical	critical	ADJ
ajsts-4667	471	19	examination	examination	NOUN
ajsts-4667	471	20	.	.	PUNCT
ajsts-4667	472	1	the	the	DET
ajsts-4667	472	2	comparatively	comparatively	ADV
ajsts-4667	472	3	lower	low	ADJ
ajsts-4667	472	4	recall	recall	NOUN
ajsts-4667	472	5	for	for	ADP
ajsts-4667	472	6	negative	negative	ADJ
ajsts-4667	472	7	sentiment	sentiment	NOUN
ajsts-4667	472	8	(	(	PUNCT
ajsts-4667	472	9	74	74	NUM
ajsts-4667	472	10	%	%	NOUN
ajsts-4667	472	11	,	,	PUNCT
ajsts-4667	472	12	as	as	SCONJ
ajsts-4667	472	13	detailed	detailed	ADJ
ajsts-4667	472	14	previously	previously	ADV
ajsts-4667	472	15	)	)	PUNCT
ajsts-4667	472	16	implies	imply	VERB
ajsts-4667	472	17	that	that	SCONJ
ajsts-4667	472	18	nuanced	nuanced	ADJ
ajsts-4667	472	19	linguistic	linguistic	ADJ
ajsts-4667	472	20	features	feature	NOUN
ajsts-4667	472	21	—	—	PUNCT
ajsts-4667	472	22	such	such	ADJ
ajsts-4667	472	23	as	as	ADP
ajsts-4667	472	24	subtle	subtle	ADJ
ajsts-4667	472	25	criticism	criticism	NOUN
ajsts-4667	472	26	,	,	PUNCT
ajsts-4667	472	27	implicit	implicit	ADJ
ajsts-4667	472	28	negativity	negativity	NOUN
ajsts-4667	472	29	,	,	PUNCT
ajsts-4667	472	30	sarcasm	sarcasm	NOUN
ajsts-4667	472	31	,	,	PUNCT
ajsts-4667	472	32	or	or	CCONJ
ajsts-4667	472	33	contextually	contextually	ADV
ajsts-4667	472	34	complex	complex	ADJ
ajsts-4667	472	35	expressions	expression	NOUN
ajsts-4667	472	36	—	—	PUNCT
ajsts-4667	472	37	remain	remain	AUX
ajsts-4667	472	38	inadequately	inadequately	ADV
ajsts-4667	472	39	captured	capture	VERB
ajsts-4667	472	40	by	by	ADP
ajsts-4667	472	41	purely	purely	ADV
ajsts-4667	472	42	lexical	lexical	ADJ
ajsts-4667	472	43	approaches	approach	NOUN
ajsts-4667	472	44	.	.	PUNCT
ajsts-4667	473	1	consequently	consequently	ADV
ajsts-4667	473	2	,	,	PUNCT
ajsts-4667	473	3	the	the	DET
ajsts-4667	473	4	high	high	ADJ
ajsts-4667	473	5	accuracy	accuracy	NOUN
ajsts-4667	473	6	achieved	achieve	VERB
ajsts-4667	473	7	may	may	AUX
ajsts-4667	473	8	still	still	ADV
ajsts-4667	473	9	systematically	systematically	ADV
ajsts-4667	473	10	underrepresent	underrepresent	VERB
ajsts-4667	473	11	certain	certain	ADJ
ajsts-4667	473	12	nuanced	nuanced	ADJ
ajsts-4667	473	13	sentiment	sentiment	NOUN
ajsts-4667	473	14	types	type	NOUN
ajsts-4667	473	15	,	,	PUNCT
ajsts-4667	473	16	specifically	specifically	ADV
ajsts-4667	473	17	negative	negative	ADJ
ajsts-4667	473	18	or	or	CCONJ
ajsts-4667	473	19	implicit	implicit	ADJ
ajsts-4667	473	20	expressions	expression	NOUN
ajsts-4667	473	21	.	.	PUNCT
ajsts-4667	474	1	thus	thus	ADV
ajsts-4667	474	2	,	,	PUNCT
ajsts-4667	474	3	future	future	ADJ
ajsts-4667	474	4	methodological	methodological	ADJ
ajsts-4667	474	5	refinement	refinement	NOUN
ajsts-4667	474	6	should	should	AUX
ajsts-4667	474	7	focus	focus	VERB
ajsts-4667	474	8	on	on	ADP
ajsts-4667	474	9	incorporating	incorporate	VERB
ajsts-4667	474	10	advanced	advanced	ADJ
ajsts-4667	474	11	modeling	modeling	NOUN
ajsts-4667	474	12	approaches	approach	NOUN
ajsts-4667	474	13	,	,	PUNCT
ajsts-4667	474	14	such	such	ADJ
ajsts-4667	474	15	as	as	ADP
ajsts-4667	474	16	context	context	NOUN
ajsts-4667	474	17	-	-	PUNCT
ajsts-4667	474	18	sensitive	sensitive	ADJ
ajsts-4667	474	19	neural	neural	ADJ
ajsts-4667	474	20	embeddings	embedding	NOUN
ajsts-4667	474	21	,	,	PUNCT
ajsts-4667	474	22	deep	deep	ADJ
ajsts-4667	474	23	learning	learning	NOUN
ajsts-4667	474	24	models	model	NOUN
ajsts-4667	474	25	,	,	PUNCT
ajsts-4667	474	26	or	or	CCONJ
ajsts-4667	474	27	transformer	transformer	NOUN
ajsts-4667	474	28	-	-	PUNCT
ajsts-4667	474	29	based	base	VERB
ajsts-4667	474	30	architectures	architecture	NOUN
ajsts-4667	474	31	,	,	PUNCT
ajsts-4667	474	32	capable	capable	ADJ
ajsts-4667	474	33	of	of	ADP
ajsts-4667	474	34	comprehensively	comprehensively	ADV
ajsts-4667	474	35	interpreting	interpret	VERB
ajsts-4667	474	36	linguistic	linguistic	ADJ
ajsts-4667	474	37	subtleties	subtlety	NOUN
ajsts-4667	474	38	and	and	CCONJ
ajsts-4667	474	39	implicit	implicit	ADJ
ajsts-4667	474	40	sentiment	sentiment	NOUN
ajsts-4667	474	41	cues	cue	VERB
ajsts-4667	474	42	.	.	PUNCT
ajsts-4667	475	1	from	from	ADP
ajsts-4667	475	2	a	a	DET
ajsts-4667	475	3	practical	practical	ADJ
ajsts-4667	475	4	standpoint	standpoint	NOUN
ajsts-4667	475	5	,	,	PUNCT
ajsts-4667	475	6	the	the	PRON
ajsts-4667	475	7	demonstrated	demonstrate	VERB
ajsts-4667	475	8	high	high	ADJ
ajsts-4667	475	9	reliability	reliability	NOUN
ajsts-4667	475	10	of	of	ADP
ajsts-4667	475	11	this	this	DET
ajsts-4667	475	12	classifier	classifier	NOUN
ajsts-4667	475	13	supports	support	VERB
ajsts-4667	475	14	its	its	PRON
ajsts-4667	475	15	applicability	applicability	NOUN
ajsts-4667	475	16	for	for	ADP
ajsts-4667	475	17	operational	operational	ADJ
ajsts-4667	475	18	deployment	deployment	NOUN
ajsts-4667	475	19	in	in	ADP
ajsts-4667	475	20	sentiment	sentiment	NOUN
ajsts-4667	475	21	monitoring	monitor	VERB
ajsts-4667	475	22	contexts	contexts	NOUN
ajsts-4667	475	23	,	,	PUNCT
ajsts-4667	475	24	particularly	particularly	ADV
ajsts-4667	475	25	those	those	PRON
ajsts-4667	475	26	involving	involve	VERB
ajsts-4667	475	27	sensitive	sensitive	ADJ
ajsts-4667	475	28	issues	issue	NOUN
ajsts-4667	475	29	such	such	ADJ
ajsts-4667	475	30	as	as	ADP
ajsts-4667	475	31	digital	digital	ADJ
ajsts-4667	475	32	privacy	privacy	NOUN
ajsts-4667	475	33	or	or	CCONJ
ajsts-4667	475	34	criminal	criminal	ADJ
ajsts-4667	475	35	associations	association	NOUN
ajsts-4667	475	36	.	.	PUNCT
ajsts-4667	476	1	for	for	ADP
ajsts-4667	476	2	telegram	telegram	NOUN
ajsts-4667	476	3	’s	’s	PART
ajsts-4667	476	4	platform	platform	NOUN
ajsts-4667	476	5	management	management	NOUN
ajsts-4667	476	6	,	,	PUNCT
ajsts-4667	476	7	such	such	ADJ
ajsts-4667	476	8	reliable	reliable	ADJ
ajsts-4667	476	9	metrics	metric	NOUN
ajsts-4667	476	10	indicate	indicate	VERB
ajsts-4667	476	11	valuable	valuable	ADJ
ajsts-4667	476	12	potential	potential	NOUN
ajsts-4667	476	13	for	for	ADP
ajsts-4667	476	14	real	real	ADJ
ajsts-4667	476	15	-	-	PUNCT
ajsts-4667	476	16	time	time	NOUN
ajsts-4667	476	17	sentiment	sentiment	NOUN
ajsts-4667	476	18	monitoring	monitoring	NOUN
ajsts-4667	476	19	,	,	PUNCT
ajsts-4667	476	20	informing	inform	VERB
ajsts-4667	476	21	proactive	proactive	ADJ
ajsts-4667	476	22	user	user	NOUN
ajsts-4667	476	23	-	-	PUNCT
ajsts-4667	476	24	experience	experience	NOUN
ajsts-4667	476	25	interventions	intervention	NOUN
ajsts-4667	476	26	and	and	CCONJ
ajsts-4667	476	27	platform	platform	NOUN
ajsts-4667	476	28	responsiveness	responsiveness	NOUN
ajsts-4667	476	29	.	.	PUNCT
ajsts-4667	477	1	however	however	ADV
ajsts-4667	477	2	,	,	PUNCT
ajsts-4667	477	3	recognizing	recognize	VERB
ajsts-4667	477	4	inherent	inherent	ADJ
ajsts-4667	477	5	limitations	limitation	NOUN
ajsts-4667	477	6	in	in	ADP
ajsts-4667	477	7	capturing	capture	VERB
ajsts-4667	477	8	subtle	subtle	ADJ
ajsts-4667	477	9	negativity	negativity	NOUN
ajsts-4667	477	10	,	,	PUNCT
ajsts-4667	477	11	telegram	telegram	NOUN
ajsts-4667	477	12	should	should	AUX
ajsts-4667	477	13	employ	employ	VERB
ajsts-4667	477	14	supplementary	supplementary	ADJ
ajsts-4667	477	15	qualitative	qualitative	NOUN
ajsts-4667	477	16	analyses	analysis	NOUN
ajsts-4667	477	17	or	or	CCONJ
ajsts-4667	477	18	human	human	ADJ
ajsts-4667	477	19	oversight	oversight	NOUN
ajsts-4667	477	20	mechanisms	mechanism	NOUN
ajsts-4667	477	21	to	to	PART
ajsts-4667	477	22	ensure	ensure	VERB
ajsts-4667	477	23	a	a	DET
ajsts-4667	477	24	comprehensive	comprehensive	ADJ
ajsts-4667	477	25	understanding	understanding	NOUN
ajsts-4667	477	26	of	of	ADP
ajsts-4667	477	27	user	user	NOUN
ajsts-4667	477	28	sentiment	sentiment	NOUN
ajsts-4667	477	29	nuances	nuance	NOUN
ajsts-4667	477	30	.	.	PUNCT
ajsts-4667	478	1	for	for	ADP
ajsts-4667	478	2	business	business	NOUN
ajsts-4667	478	3	analysts	analyst	NOUN
ajsts-4667	478	4	and	and	CCONJ
ajsts-4667	478	5	risk	risk	NOUN
ajsts-4667	478	6	management	management	NOUN
ajsts-4667	478	7	professionals	professional	NOUN
ajsts-4667	478	8	,	,	PUNCT
ajsts-4667	478	9	these	these	DET
ajsts-4667	478	10	robust	robust	ADJ
ajsts-4667	478	11	precision	precision	NOUN
ajsts-4667	478	12	and	and	CCONJ
ajsts-4667	478	13	recall	recall	NOUN
ajsts-4667	478	14	metrics	metric	NOUN
ajsts-4667	478	15	significantly	significantly	ADV
ajsts-4667	478	16	enhance	enhance	VERB
ajsts-4667	478	17	decision	decision	NOUN
ajsts-4667	478	18	-	-	PUNCT
ajsts-4667	478	19	making	make	VERB
ajsts-4667	478	20	accuracy	accuracy	NOUN
ajsts-4667	478	21	and	and	CCONJ
ajsts-4667	478	22	strategic	strategic	ADJ
ajsts-4667	478	23	confidence	confidence	NOUN
ajsts-4667	478	24	,	,	PUNCT
ajsts-4667	478	25	enabling	enable	VERB
ajsts-4667	478	26	more	more	ADV
ajsts-4667	478	27	precise	precise	ADJ
ajsts-4667	478	28	monitoring	monitoring	NOUN
ajsts-4667	478	29	of	of	ADP
ajsts-4667	478	30	user	user	NOUN
ajsts-4667	478	31	sentiment	sentiment	NOUN
ajsts-4667	478	32	trends	trend	NOUN
ajsts-4667	478	33	.	.	PUNCT
ajsts-4667	479	1	nevertheless	nevertheless	ADV
ajsts-4667	479	2	,	,	PUNCT
ajsts-4667	479	3	analysts	analyst	NOUN
ajsts-4667	479	4	must	must	AUX
ajsts-4667	479	5	remain	remain	VERB
ajsts-4667	479	6	vigilant	vigilant	ADJ
ajsts-4667	479	7	to	to	ADP
ajsts-4667	479	8	inherent	inherent	ADJ
ajsts-4667	479	9	methodological	methodological	ADJ
ajsts-4667	479	10	limitations	limitation	NOUN
ajsts-4667	479	11	,	,	PUNCT
ajsts-4667	479	12	complementing	complement	VERB
ajsts-4667	479	13	automated	automate	VERB
ajsts-4667	479	14	sentiment	sentiment	NOUN
ajsts-4667	479	15	analyses	analyse	VERB
ajsts-4667	479	16	with	with	ADP
ajsts-4667	479	17	qualitative	qualitative	ADJ
ajsts-4667	479	18	evaluations	evaluation	NOUN
ajsts-4667	479	19	or	or	CCONJ
ajsts-4667	479	20	expert	expert	ADJ
ajsts-4667	479	21	judgment	judgment	NOUN
ajsts-4667	479	22	to	to	PART
ajsts-4667	479	23	avoid	avoid	VERB
ajsts-4667	479	24	overlooking	overlook	VERB
ajsts-4667	479	25	subtle	subtle	ADJ
ajsts-4667	479	26	reputational	reputational	ADJ
ajsts-4667	479	27	or	or	CCONJ
ajsts-4667	479	28	compliance	compliance	NOUN
ajsts-4667	479	29	-	-	PUNCT
ajsts-4667	479	30	related	relate	VERB
ajsts-4667	479	31	risks	risk	NOUN
ajsts-4667	479	32	.	.	PUNCT
ajsts-4667	480	1	regulatory	regulatory	ADJ
ajsts-4667	480	2	stakeholders	stakeholder	NOUN
ajsts-4667	480	3	similarly	similarly	ADV
ajsts-4667	480	4	benefit	benefit	VERB
ajsts-4667	480	5	from	from	ADP
ajsts-4667	480	6	the	the	DET
ajsts-4667	480	7	model	model	NOUN
ajsts-4667	480	8	’s	’s	PART
ajsts-4667	480	9	demonstrated	demonstrate	VERB
ajsts-4667	480	10	reliability	reliability	NOUN
ajsts-4667	480	11	,	,	PUNCT
ajsts-4667	480	12	enabling	enable	VERB
ajsts-4667	480	13	informed	informed	ADJ
ajsts-4667	480	14	oversight	oversight	NOUN
ajsts-4667	480	15	and	and	CCONJ
ajsts-4667	480	16	nuanced	nuanced	ADJ
ajsts-4667	480	17	policy	policy	NOUN
ajsts-4667	480	18	formulation	formulation	NOUN
ajsts-4667	480	19	in	in	ADP
ajsts-4667	480	20	response	response	NOUN
ajsts-4667	480	21	to	to	ADP
ajsts-4667	480	22	public	public	ADJ
ajsts-4667	480	23	sentiment	sentiment	NOUN
ajsts-4667	480	24	.	.	PUNCT
ajsts-4667	481	1	however	however	ADV
ajsts-4667	481	2	,	,	PUNCT
ajsts-4667	481	3	regulators	regulator	NOUN
ajsts-4667	481	4	should	should	AUX
ajsts-4667	481	5	be	be	AUX
ajsts-4667	481	6	cautious	cautious	ADJ
ajsts-4667	481	7	of	of	ADP
ajsts-4667	481	8	potential	potential	ADJ
ajsts-4667	481	9	blind	blind	ADJ
ajsts-4667	481	10	spots	spot	NOUN
ajsts-4667	481	11	related	relate	VERB
ajsts-4667	481	12	to	to	ADP
ajsts-4667	481	13	subtle	subtle	ADJ
ajsts-4667	481	14	negative	negative	ADJ
ajsts-4667	481	15	sentiment	sentiment	NOUN
ajsts-4667	481	16	expression	expression	NOUN
ajsts-4667	481	17	,	,	PUNCT
ajsts-4667	481	18	adopting	adopt	VERB
ajsts-4667	481	19	supplementary	supplementary	ADJ
ajsts-4667	481	20	analysis	analysis	NOUN
ajsts-4667	481	21	methods	method	NOUN
ajsts-4667	481	22	to	to	PART
ajsts-4667	481	23	ensure	ensure	VERB
ajsts-4667	481	24	comprehensive	comprehensive	ADJ
ajsts-4667	481	25	understanding	understanding	NOUN
ajsts-4667	481	26	of	of	ADP
ajsts-4667	481	27	public	public	ADJ
ajsts-4667	481	28	discourse	discourse	NOUN
ajsts-4667	481	29	.	.	PUNCT
ajsts-4667	482	1	for	for	ADP
ajsts-4667	482	2	computational	computational	ADJ
ajsts-4667	482	3	linguists	linguist	NOUN
ajsts-4667	482	4	and	and	CCONJ
ajsts-4667	482	5	nlp	nlp	NOUN
ajsts-4667	482	6	researchers	researcher	NOUN
ajsts-4667	482	7	,	,	PUNCT
ajsts-4667	482	8	these	these	DET
ajsts-4667	482	9	performance	performance	NOUN
ajsts-4667	482	10	results	result	NOUN
ajsts-4667	482	11	highlight	highlight	VERB
ajsts-4667	482	12	the	the	DET
ajsts-4667	482	13	efficacy	efficacy	NOUN
ajsts-4667	482	14	of	of	ADP
ajsts-4667	482	15	lexical	lexical	ADJ
ajsts-4667	482	16	models	model	NOUN
ajsts-4667	482	17	such	such	ADJ
ajsts-4667	482	18	as	as	ADP
ajsts-4667	482	19	tf	tf	PROPN
ajsts-4667	482	20	-	-	PUNCT
ajsts-4667	482	21	idf	idf	PROPN
ajsts-4667	482	22	logistic	logistic	ADJ
ajsts-4667	482	23	regression	regression	NOUN
ajsts-4667	482	24	,	,	PUNCT
ajsts-4667	482	25	but	but	CCONJ
ajsts-4667	482	26	simultaneously	simultaneously	ADV
ajsts-4667	482	27	underscore	underscore	VERB
ajsts-4667	482	28	their	their	PRON
ajsts-4667	482	29	limitations	limitation	NOUN
ajsts-4667	482	30	.	.	PUNCT
ajsts-4667	483	1	addressing	address	VERB
ajsts-4667	483	2	these	these	DET
ajsts-4667	483	3	methodological	methodological	ADJ
ajsts-4667	483	4	shortcomings	shortcoming	NOUN
ajsts-4667	483	5	necessitates	necessitate	VERB
ajsts-4667	483	6	advancing	advance	VERB
ajsts-4667	483	7	context	context	NOUN
ajsts-4667	483	8	-	-	PUNCT
ajsts-4667	483	9	sensitive	sensitive	ADJ
ajsts-4667	483	10	computational	computational	ADJ
ajsts-4667	483	11	methodologies	methodology	NOUN
ajsts-4667	483	12	that	that	PRON
ajsts-4667	483	13	better	well	ADV
ajsts-4667	483	14	interpret	interpret	VERB
ajsts-4667	483	15	subtle	subtle	ADJ
ajsts-4667	483	16	linguistic	linguistic	ADJ
ajsts-4667	483	17	complexities	complexity	NOUN
ajsts-4667	483	18	,	,	PUNCT
ajsts-4667	483	19	irony	irony	NOUN
ajsts-4667	483	20	,	,	PUNCT
ajsts-4667	483	21	implicit	implicit	ADJ
ajsts-4667	483	22	negativity	negativity	NOUN
ajsts-4667	483	23	,	,	PUNCT
ajsts-4667	483	24	and	and	CCONJ
ajsts-4667	483	25	nuanced	nuanced	ADJ
ajsts-4667	483	26	discourse	discourse	NOUN
ajsts-4667	483	27	features	feature	VERB
ajsts-4667	483	28	prevalent	prevalent	ADJ
ajsts-4667	483	29	in	in	ADP
ajsts-4667	483	30	authentic	authentic	ADJ
ajsts-4667	483	31	digital	digital	ADJ
ajsts-4667	483	32	communication	communication	NOUN
ajsts-4667	483	33	.	.	PUNCT
ajsts-4667	484	1	overall	overall	ADV
ajsts-4667	484	2	,	,	PUNCT
ajsts-4667	484	3	while	while	SCONJ
ajsts-4667	484	4	the	the	DET
ajsts-4667	484	5	logistic	logistic	ADJ
ajsts-4667	484	6	regression	regression	NOUN
ajsts-4667	484	7	classifier	classifier	NOUN
ajsts-4667	484	8	demonstrates	demonstrate	VERB
ajsts-4667	484	9	substantial	substantial	ADJ
ajsts-4667	484	10	practical	practical	ADJ
ajsts-4667	484	11	reliability	reliability	NOUN
ajsts-4667	484	12	and	and	CCONJ
ajsts-4667	484	13	predictive	predictive	ADJ
ajsts-4667	484	14	accuracy	accuracy	NOUN
ajsts-4667	484	15	,	,	PUNCT
ajsts-4667	484	16	stakeholders	stakeholder	NOUN
ajsts-4667	484	17	must	must	AUX
ajsts-4667	484	18	remain	remain	VERB
ajsts-4667	484	19	mindful	mindful	ADJ
ajsts-4667	484	20	of	of	ADP
ajsts-4667	484	21	inherent	inherent	ADJ
ajsts-4667	484	22	methodological	methodological	ADJ
ajsts-4667	484	23	limitations	limitation	NOUN
ajsts-4667	484	24	.	.	PUNCT
ajsts-4667	485	1	integrating	integrate	VERB
ajsts-4667	485	2	complementary	complementary	ADJ
ajsts-4667	485	3	analytical	analytical	ADJ
ajsts-4667	485	4	techniques	technique	NOUN
ajsts-4667	485	5	and	and	CCONJ
ajsts-4667	485	6	developing	develop	VERB
ajsts-4667	485	7	advanced	advanced	ADJ
ajsts-4667	485	8	semantic	semantic	ADJ
ajsts-4667	485	9	modeling	modeling	NOUN
ajsts-4667	485	10	approaches	approach	NOUN
ajsts-4667	485	11	remain	remain	VERB
ajsts-4667	485	12	critical	critical	ADJ
ajsts-4667	485	13	avenues	avenue	NOUN
ajsts-4667	485	14	for	for	ADP
ajsts-4667	485	15	improving	improve	VERB
ajsts-4667	485	16	comprehensive	comprehensive	ADJ
ajsts-4667	485	17	and	and	CCONJ
ajsts-4667	485	18	nuanced	nuanced	ADJ
ajsts-4667	485	19	sentiment	sentiment	NOUN
ajsts-4667	485	20	analysis	analysis	NOUN
ajsts-4667	485	21	.	.	PUNCT
ajsts-4667	486	1	such	such	ADJ
ajsts-4667	486	2	advancements	advancement	NOUN
ajsts-4667	486	3	promise	promise	VERB
ajsts-4667	486	4	significant	significant	ADJ
ajsts-4667	486	5	benefits	benefit	NOUN
ajsts-4667	486	6	for	for	ADP
ajsts-4667	486	7	methodological	methodological	ADJ
ajsts-4667	486	8	rigor	rigor	NOUN
ajsts-4667	486	9	,	,	PUNCT
ajsts-4667	486	10	operational	operational	ADJ
ajsts-4667	486	11	decision	decision	NOUN
ajsts-4667	486	12	-	-	PUNCT
ajsts-4667	486	13	making	making	NOUN
ajsts-4667	486	14	,	,	PUNCT
ajsts-4667	486	15	regulatory	regulatory	ADJ
ajsts-4667	486	16	effectiveness	effectiveness	NOUN
ajsts-4667	486	17	,	,	PUNCT
ajsts-4667	486	18	and	and	CCONJ
ajsts-4667	486	19	computational	computational	ADJ
ajsts-4667	486	20	linguistics	linguistic	NOUN
ajsts-4667	486	21	pa	pa	PROPN
ajsts-4667	486	22	ge	ge	PROPN
ajsts-4667	486	23	87	87	NUM
ajsts-4667	486	24	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	486	25	am	be	AUX
ajsts-4667	486	26	.	.	PUNCT
ajsts-4667	487	1	j.	j.	PROPN
ajsts-4667	487	2	smart	smart	PROPN
ajsts-4667	487	3	.	.	PUNCT
ajsts-4667	488	1	technol	technol	PROPN
ajsts-4667	488	2	.	.	PUNCT
ajsts-4667	488	3	solutions	solution	NOUN
ajsts-4667	488	4	4(1	4(1	NOUN
ajsts-4667	488	5	)	)	PUNCT
ajsts-4667	488	6	68	68	NUM
ajsts-4667	488	7	-	-	SYM
ajsts-4667	488	8	88	88	NUM
ajsts-4667	488	9	,	,	PUNCT
ajsts-4667	488	10	2025	2025	NUM
ajsts-4667	488	11	innovation	innovation	NOUN
ajsts-4667	488	12	,	,	PUNCT
ajsts-4667	488	13	particularly	particularly	ADV
ajsts-4667	488	14	in	in	ADP
ajsts-4667	488	15	sensitive	sensitive	ADJ
ajsts-4667	488	16	or	or	CCONJ
ajsts-4667	488	17	controversial	controversial	ADJ
ajsts-4667	488	18	digital	digital	ADJ
ajsts-4667	488	19	communication	communication	NOUN
ajsts-4667	488	20	contexts	contexts	NOUN
ajsts-4667	488	21	.	.	PUNCT
ajsts-4667	489	1	conclusions	conclusion	NOUN
ajsts-4667	489	2	this	this	DET
ajsts-4667	489	3	study	study	NOUN
ajsts-4667	489	4	systematically	systematically	ADV
ajsts-4667	489	5	evaluated	evaluate	VERB
ajsts-4667	489	6	public	public	ADJ
ajsts-4667	489	7	sentiment	sentiment	NOUN
ajsts-4667	489	8	regarding	regard	VERB
ajsts-4667	489	9	telegram	telegram	PROPN
ajsts-4667	489	10	’s	’s	PART
ajsts-4667	489	11	reported	report	VERB
ajsts-4667	489	12	association	association	NOUN
ajsts-4667	489	13	with	with	ADP
ajsts-4667	489	14	criminal	criminal	ADJ
ajsts-4667	489	15	activities	activity	NOUN
ajsts-4667	489	16	by	by	ADP
ajsts-4667	489	17	applying	apply	VERB
ajsts-4667	489	18	sentiment	sentiment	NOUN
ajsts-4667	489	19	analysis	analysis	NOUN
ajsts-4667	489	20	methods	method	NOUN
ajsts-4667	489	21	—	—	PUNCT
ajsts-4667	489	22	specifically	specifically	ADV
ajsts-4667	489	23	vader	vader	NOUN
ajsts-4667	489	24	and	and	CCONJ
ajsts-4667	489	25	a	a	DET
ajsts-4667	489	26	tf	tf	PROPN
ajsts-4667	489	27	-	-	PUNCT
ajsts-4667	489	28	idf	idf	NOUN
ajsts-4667	489	29	vectorized	vectorize	VERB
ajsts-4667	489	30	logistic	logistic	ADJ
ajsts-4667	489	31	regression	regression	NOUN
ajsts-4667	489	32	classifier	classifier	NOUN
ajsts-4667	489	33	—	—	PUNCT
ajsts-4667	489	34	to	to	PART
ajsts-4667	489	35	reader	reader	VERB
ajsts-4667	489	36	comments	comment	NOUN
ajsts-4667	489	37	sourced	source	VERB
ajsts-4667	489	38	from	from	ADP
ajsts-4667	489	39	a	a	DET
ajsts-4667	489	40	wall	wall	PROPN
ajsts-4667	489	41	street	street	PROPN
ajsts-4667	489	42	journal	journal	PROPN
ajsts-4667	489	43	article	article	PROPN
ajsts-4667	489	44	.	.	PUNCT
ajsts-4667	490	1	results	result	NOUN
ajsts-4667	490	2	revealed	reveal	VERB
ajsts-4667	490	3	notable	notable	ADJ
ajsts-4667	490	4	patterns	pattern	NOUN
ajsts-4667	490	5	,	,	PUNCT
ajsts-4667	490	6	both	both	CCONJ
ajsts-4667	490	7	quantitative	quantitative	ADJ
ajsts-4667	490	8	and	and	CCONJ
ajsts-4667	490	9	qualitative	qualitative	NOUN
ajsts-4667	490	10	,	,	PUNCT
ajsts-4667	490	11	which	which	PRON
ajsts-4667	490	12	carry	carry	VERB
ajsts-4667	490	13	critical	critical	ADJ
ajsts-4667	490	14	methodological	methodological	ADJ
ajsts-4667	490	15	,	,	PUNCT
ajsts-4667	490	16	theoretical	theoretical	ADJ
ajsts-4667	490	17	,	,	PUNCT
ajsts-4667	490	18	and	and	CCONJ
ajsts-4667	490	19	practical	practical	ADJ
ajsts-4667	490	20	implications	implication	NOUN
ajsts-4667	490	21	.	.	PUNCT
ajsts-4667	491	1	quantitatively	quantitatively	ADV
ajsts-4667	491	2	,	,	PUNCT
ajsts-4667	491	3	vader	vader	NOUN
ajsts-4667	491	4	sentiment	sentiment	NOUN
ajsts-4667	491	5	analysis	analysis	NOUN
ajsts-4667	491	6	classified	classify	VERB
ajsts-4667	491	7	the	the	DET
ajsts-4667	491	8	majority	majority	NOUN
ajsts-4667	491	9	(	(	PUNCT
ajsts-4667	491	10	59.5	59.5	NUM
ajsts-4667	491	11	%	%	NOUN
ajsts-4667	491	12	)	)	PUNCT
ajsts-4667	491	13	of	of	ADP
ajsts-4667	491	14	reader	reader	NOUN
ajsts-4667	491	15	comments	comment	NOUN
ajsts-4667	491	16	as	as	ADP
ajsts-4667	491	17	positive	positive	ADJ
ajsts-4667	491	18	,	,	PUNCT
ajsts-4667	491	19	indicating	indicate	VERB
ajsts-4667	491	20	significant	significant	ADJ
ajsts-4667	491	21	public	public	ADJ
ajsts-4667	491	22	skepticism	skepticism	NOUN
ajsts-4667	491	23	towards	towards	ADP
ajsts-4667	491	24	the	the	DET
ajsts-4667	491	25	negative	negative	ADJ
ajsts-4667	491	26	media	medium	NOUN
ajsts-4667	491	27	framing	framing	NOUN
ajsts-4667	491	28	of	of	ADP
ajsts-4667	491	29	telegram	telegram	NOUN
ajsts-4667	491	30	or	or	CCONJ
ajsts-4667	491	31	a	a	DET
ajsts-4667	491	32	broader	broad	ADJ
ajsts-4667	491	33	ideological	ideological	ADJ
ajsts-4667	491	34	support	support	NOUN
ajsts-4667	491	35	for	for	ADP
ajsts-4667	491	36	privacy	privacy	NOUN
ajsts-4667	491	37	-	-	PUNCT
ajsts-4667	491	38	centric	centric	ADJ
ajsts-4667	491	39	platforms	platform	NOUN
ajsts-4667	491	40	.	.	PUNCT
ajsts-4667	492	1	the	the	DET
ajsts-4667	492	2	logistic	logistic	ADJ
ajsts-4667	492	3	regression	regression	NOUN
ajsts-4667	492	4	classifier	classifier	NOUN
ajsts-4667	492	5	demonstrated	demonstrate	VERB
ajsts-4667	492	6	robust	robust	ADJ
ajsts-4667	492	7	performance	performance	NOUN
ajsts-4667	492	8	(	(	PUNCT
ajsts-4667	492	9	89.56	89.56	NUM
ajsts-4667	492	10	%	%	NOUN
ajsts-4667	492	11	accuracy	accuracy	NOUN
ajsts-4667	492	12	,	,	PUNCT
ajsts-4667	492	13	precision	precision	NOUN
ajsts-4667	492	14	of	of	ADP
ajsts-4667	492	15	91	91	NUM
ajsts-4667	492	16	%	%	NOUN
ajsts-4667	492	17	,	,	PUNCT
ajsts-4667	492	18	recall	recall	NOUN
ajsts-4667	492	19	of	of	ADP
ajsts-4667	492	20	90	90	NUM
ajsts-4667	492	21	%	%	NOUN
ajsts-4667	492	22	,	,	PUNCT
ajsts-4667	492	23	and	and	CCONJ
ajsts-4667	492	24	f1	f1	NOUN
ajsts-4667	492	25	-	-	PUNCT
ajsts-4667	492	26	score	score	NOUN
ajsts-4667	492	27	of	of	ADP
ajsts-4667	492	28	89	89	NUM
ajsts-4667	492	29	%	%	NOUN
ajsts-4667	492	30	)	)	PUNCT
ajsts-4667	492	31	,	,	PUNCT
ajsts-4667	492	32	affirming	affirm	VERB
ajsts-4667	492	33	the	the	DET
ajsts-4667	492	34	utility	utility	NOUN
ajsts-4667	492	35	of	of	ADP
ajsts-4667	492	36	lexically	lexically	ADV
ajsts-4667	492	37	-	-	PUNCT
ajsts-4667	492	38	based	base	VERB
ajsts-4667	492	39	sentiment	sentiment	NOUN
ajsts-4667	492	40	classification	classification	NOUN
ajsts-4667	492	41	models	model	NOUN
ajsts-4667	492	42	for	for	ADP
ajsts-4667	492	43	effectively	effectively	ADV
ajsts-4667	492	44	analyzing	analyze	VERB
ajsts-4667	492	45	public	public	ADJ
ajsts-4667	492	46	discourse	discourse	NOUN
ajsts-4667	492	47	.	.	PUNCT
ajsts-4667	493	1	however	however	ADV
ajsts-4667	493	2	,	,	PUNCT
ajsts-4667	493	3	it	it	PRON
ajsts-4667	493	4	exhibited	exhibit	VERB
ajsts-4667	493	5	a	a	DET
ajsts-4667	493	6	clear	clear	ADJ
ajsts-4667	493	7	bias	bias	NOUN
ajsts-4667	493	8	toward	toward	ADP
ajsts-4667	493	9	positivity	positivity	NOUN
ajsts-4667	493	10	,	,	PUNCT
ajsts-4667	493	11	reflected	reflect	VERB
ajsts-4667	493	12	in	in	ADP
ajsts-4667	493	13	lower	low	ADJ
ajsts-4667	493	14	recall	recall	NOUN
ajsts-4667	493	15	for	for	ADP
ajsts-4667	493	16	negative	negative	ADJ
ajsts-4667	493	17	sentiment	sentiment	NOUN
ajsts-4667	493	18	(	(	PUNCT
ajsts-4667	493	19	74	74	NUM
ajsts-4667	493	20	%	%	NOUN
ajsts-4667	493	21	)	)	PUNCT
ajsts-4667	493	22	and	and	CCONJ
ajsts-4667	493	23	a	a	DET
ajsts-4667	493	24	significant	significant	ADJ
ajsts-4667	493	25	presence	presence	NOUN
ajsts-4667	493	26	of	of	ADP
ajsts-4667	493	27	false	false	ADJ
ajsts-4667	493	28	-	-	PUNCT
ajsts-4667	493	29	positive	positive	ADJ
ajsts-4667	493	30	classifications	classification	NOUN
ajsts-4667	493	31	.	.	PUNCT
ajsts-4667	494	1	these	these	DET
ajsts-4667	494	2	results	result	NOUN
ajsts-4667	494	3	highlight	highlight	VERB
ajsts-4667	494	4	the	the	DET
ajsts-4667	494	5	critical	critical	ADJ
ajsts-4667	494	6	methodological	methodological	ADJ
ajsts-4667	494	7	limitation	limitation	NOUN
ajsts-4667	494	8	of	of	ADP
ajsts-4667	494	9	current	current	ADJ
ajsts-4667	494	10	lexical	lexical	NOUN
ajsts-4667	494	11	-	-	PUNCT
ajsts-4667	494	12	based	base	VERB
ajsts-4667	494	13	approaches	approach	NOUN
ajsts-4667	494	14	in	in	ADP
ajsts-4667	494	15	accurately	accurately	ADV
ajsts-4667	494	16	capturing	capture	VERB
ajsts-4667	494	17	nuanced	nuanced	ADJ
ajsts-4667	494	18	negative	negative	ADJ
ajsts-4667	494	19	sentiment	sentiment	NOUN
ajsts-4667	494	20	expressions	expression	NOUN
ajsts-4667	494	21	,	,	PUNCT
ajsts-4667	494	22	especially	especially	ADV
ajsts-4667	494	23	implicit	implicit	ADJ
ajsts-4667	494	24	negativity	negativity	NOUN
ajsts-4667	494	25	,	,	PUNCT
ajsts-4667	494	26	subtle	subtle	ADJ
ajsts-4667	494	27	criticisms	criticism	NOUN
ajsts-4667	494	28	,	,	PUNCT
ajsts-4667	494	29	sarcasm	sarcasm	NOUN
ajsts-4667	494	30	,	,	PUNCT
ajsts-4667	494	31	and	and	CCONJ
ajsts-4667	494	32	brevity	brevity	NOUN
ajsts-4667	494	33	.	.	PUNCT
ajsts-4667	495	1	consequently	consequently	ADV
ajsts-4667	495	2	,	,	PUNCT
ajsts-4667	495	3	advanced	advanced	ADJ
ajsts-4667	495	4	context	context	NOUN
ajsts-4667	495	5	-	-	PUNCT
ajsts-4667	495	6	aware	aware	ADJ
ajsts-4667	495	7	methodologies	methodology	NOUN
ajsts-4667	495	8	,	,	PUNCT
ajsts-4667	495	9	such	such	ADJ
ajsts-4667	495	10	as	as	ADP
ajsts-4667	495	11	transformer	transformer	NOUN
ajsts-4667	495	12	-	-	PUNCT
ajsts-4667	495	13	based	base	VERB
ajsts-4667	495	14	neural	neural	ADJ
ajsts-4667	495	15	embeddings	embedding	NOUN
ajsts-4667	495	16	,	,	PUNCT
ajsts-4667	495	17	are	be	AUX
ajsts-4667	495	18	recommended	recommend	VERB
ajsts-4667	495	19	for	for	SCONJ
ajsts-4667	495	20	future	future	ADJ
ajsts-4667	495	21	research	research	NOUN
ajsts-4667	495	22	to	to	PART
ajsts-4667	495	23	enhance	enhance	VERB
ajsts-4667	495	24	accuracy	accuracy	NOUN
ajsts-4667	495	25	,	,	PUNCT
ajsts-4667	495	26	particularly	particularly	ADV
ajsts-4667	495	27	in	in	ADP
ajsts-4667	495	28	detecting	detect	VERB
ajsts-4667	495	29	nuanced	nuanced	ADJ
ajsts-4667	495	30	or	or	CCONJ
ajsts-4667	495	31	implicitly	implicitly	ADV
ajsts-4667	495	32	negative	negative	ADJ
ajsts-4667	495	33	sentiments	sentiment	NOUN
ajsts-4667	495	34	.	.	PUNCT
ajsts-4667	496	1	qualitative	qualitative	ADJ
ajsts-4667	496	2	analysis	analysis	NOUN
ajsts-4667	496	3	,	,	PUNCT
ajsts-4667	496	4	specifically	specifically	ADV
ajsts-4667	496	5	word	word	NOUN
ajsts-4667	496	6	cloud	cloud	ADJ
ajsts-4667	496	7	visualizations	visualization	NOUN
ajsts-4667	496	8	,	,	PUNCT
ajsts-4667	496	9	distinctly	distinctly	ADV
ajsts-4667	496	10	captured	capture	VERB
ajsts-4667	496	11	lexical	lexical	ADJ
ajsts-4667	496	12	patterns	pattern	NOUN
ajsts-4667	496	13	characterizing	characterize	VERB
ajsts-4667	496	14	both	both	CCONJ
ajsts-4667	496	15	positive	positive	ADJ
ajsts-4667	496	16	and	and	CCONJ
ajsts-4667	496	17	negative	negative	ADJ
ajsts-4667	496	18	sentiment	sentiment	NOUN
ajsts-4667	496	19	classes	class	NOUN
ajsts-4667	496	20	.	.	PUNCT
ajsts-4667	497	1	positive	positive	ADJ
ajsts-4667	497	2	comments	comment	NOUN
ajsts-4667	497	3	frequently	frequently	ADV
ajsts-4667	497	4	included	include	VERB
ajsts-4667	497	5	terms	term	NOUN
ajsts-4667	497	6	reflecting	reflect	VERB
ajsts-4667	497	7	humor	humor	NOUN
ajsts-4667	497	8	,	,	PUNCT
ajsts-4667	497	9	agreement	agreement	NOUN
ajsts-4667	497	10	,	,	PUNCT
ajsts-4667	497	11	or	or	CCONJ
ajsts-4667	497	12	reflective	reflective	ADJ
ajsts-4667	497	13	discourse	discourse	NOUN
ajsts-4667	497	14	,	,	PUNCT
ajsts-4667	497	15	suggesting	suggest	VERB
ajsts-4667	497	16	supportive	supportive	ADJ
ajsts-4667	497	17	or	or	CCONJ
ajsts-4667	497	18	skeptical	skeptical	ADJ
ajsts-4667	497	19	attitudes	attitude	NOUN
ajsts-4667	497	20	toward	toward	ADP
ajsts-4667	497	21	negative	negative	ADJ
ajsts-4667	497	22	reporting	reporting	NOUN
ajsts-4667	497	23	on	on	ADP
ajsts-4667	497	24	telegram	telegram	NOUN
ajsts-4667	497	25	.	.	PUNCT
ajsts-4667	498	1	conversely	conversely	ADV
ajsts-4667	498	2	,	,	PUNCT
ajsts-4667	498	3	negative	negative	ADJ
ajsts-4667	498	4	comments	comment	NOUN
ajsts-4667	498	5	explicitly	explicitly	ADV
ajsts-4667	498	6	conveyed	convey	VERB
ajsts-4667	498	7	heightened	heightened	ADJ
ajsts-4667	498	8	user	user	NOUN
ajsts-4667	498	9	concerns	concern	NOUN
ajsts-4667	498	10	about	about	ADP
ajsts-4667	498	11	telegram	telegram	NOUN
ajsts-4667	498	12	’s	’s	PART
ajsts-4667	498	13	role	role	NOUN
ajsts-4667	498	14	in	in	ADP
ajsts-4667	498	15	security	security	NOUN
ajsts-4667	498	16	breaches	breach	NOUN
ajsts-4667	498	17	and	and	CCONJ
ajsts-4667	498	18	digital	digital	ADJ
ajsts-4667	498	19	criminal	criminal	ADJ
ajsts-4667	498	20	activities	activity	NOUN
ajsts-4667	498	21	,	,	PUNCT
ajsts-4667	498	22	using	use	VERB
ajsts-4667	498	23	emotionally	emotionally	ADV
ajsts-4667	498	24	charged	charge	VERB
ajsts-4667	498	25	and	and	CCONJ
ajsts-4667	498	26	crime	crime	NOUN
ajsts-4667	498	27	-	-	PUNCT
ajsts-4667	498	28	specific	specific	ADJ
ajsts-4667	498	29	language	language	NOUN
ajsts-4667	498	30	(	(	PUNCT
ajsts-4667	498	31	e.g.	e.g.	ADV
ajsts-4667	498	32	,	,	PUNCT
ajsts-4667	498	33	“	"	PUNCT
ajsts-4667	498	34	criminals	criminal	NOUN
ajsts-4667	498	35	,	,	PUNCT
ajsts-4667	498	36	”	"	PUNCT
ajsts-4667	498	37	“	"	PUNCT
ajsts-4667	498	38	illegal	illegal	ADJ
ajsts-4667	498	39	,	,	PUNCT
ajsts-4667	498	40	”	"	PUNCT
ajsts-4667	498	41	“	"	PUNCT
ajsts-4667	498	42	scared	scared	ADJ
ajsts-4667	498	43	”	"	PUNCT
ajsts-4667	498	44	)	)	PUNCT
ajsts-4667	498	45	.	.	PUNCT
ajsts-4667	499	1	these	these	DET
ajsts-4667	499	2	qualitative	qualitative	ADJ
ajsts-4667	499	3	insights	insight	NOUN
ajsts-4667	499	4	not	not	PART
ajsts-4667	499	5	only	only	ADV
ajsts-4667	499	6	contextualize	contextualize	VERB
ajsts-4667	499	7	quantitative	quantitative	ADJ
ajsts-4667	499	8	sentiment	sentiment	NOUN
ajsts-4667	499	9	classifications	classification	NOUN
ajsts-4667	499	10	but	but	CCONJ
ajsts-4667	499	11	also	also	ADV
ajsts-4667	499	12	underscore	underscore	VERB
ajsts-4667	499	13	significant	significant	ADJ
ajsts-4667	499	14	sociotechnical	sociotechnical	ADJ
ajsts-4667	499	15	dynamics	dynamic	NOUN
ajsts-4667	499	16	that	that	PRON
ajsts-4667	499	17	digital	digital	ADJ
ajsts-4667	499	18	platforms	platform	NOUN
ajsts-4667	499	19	,	,	PUNCT
ajsts-4667	499	20	policymakers	policymaker	NOUN
ajsts-4667	499	21	,	,	PUNCT
ajsts-4667	499	22	and	and	CCONJ
ajsts-4667	499	23	regulatory	regulatory	ADJ
ajsts-4667	499	24	stakeholders	stakeholder	NOUN
ajsts-4667	499	25	must	must	AUX
ajsts-4667	499	26	acknowledge	acknowledge	VERB
ajsts-4667	499	27	.	.	PUNCT
ajsts-4667	500	1	practically	practically	ADV
ajsts-4667	500	2	,	,	PUNCT
ajsts-4667	500	3	this	this	DET
ajsts-4667	500	4	research	research	NOUN
ajsts-4667	500	5	carries	carry	VERB
ajsts-4667	500	6	substantial	substantial	ADJ
ajsts-4667	500	7	implications	implication	NOUN
ajsts-4667	500	8	for	for	ADP
ajsts-4667	500	9	telegram	telegram	NOUN
ajsts-4667	500	10	’s	’s	PART
ajsts-4667	500	11	platform	platform	NOUN
ajsts-4667	500	12	management	management	NOUN
ajsts-4667	500	13	,	,	PUNCT
ajsts-4667	500	14	business	business	NOUN
ajsts-4667	500	15	analysts	analyst	NOUN
ajsts-4667	500	16	,	,	PUNCT
ajsts-4667	500	17	risk	risk	NOUN
ajsts-4667	500	18	managers	manager	NOUN
ajsts-4667	500	19	,	,	PUNCT
ajsts-4667	500	20	regulatory	regulatory	ADJ
ajsts-4667	500	21	authorities	authority	NOUN
ajsts-4667	500	22	,	,	PUNCT
ajsts-4667	500	23	computational	computational	ADJ
ajsts-4667	500	24	linguists	linguist	NOUN
ajsts-4667	500	25	,	,	PUNCT
ajsts-4667	500	26	and	and	CCONJ
ajsts-4667	500	27	media	medium	NOUN
ajsts-4667	500	28	professionals	professional	NOUN
ajsts-4667	500	29	.	.	PUNCT
ajsts-4667	501	1	the	the	DET
ajsts-4667	501	2	identified	identify	VERB
ajsts-4667	501	3	positivity	positivity	NOUN
ajsts-4667	501	4	bias	bias	NOUN
ajsts-4667	501	5	in	in	ADP
ajsts-4667	501	6	predictive	predictive	ADJ
ajsts-4667	501	7	models	model	NOUN
ajsts-4667	501	8	emphasizes	emphasize	VERB
ajsts-4667	501	9	caution	caution	NOUN
ajsts-4667	501	10	in	in	ADP
ajsts-4667	501	11	operationally	operationally	ADV
ajsts-4667	501	12	deploying	deploy	VERB
ajsts-4667	501	13	lexical	lexical	ADJ
ajsts-4667	501	14	-	-	PUNCT
ajsts-4667	501	15	based	base	VERB
ajsts-4667	501	16	sentiment	sentiment	NOUN
ajsts-4667	501	17	analysis	analysis	NOUN
ajsts-4667	501	18	tools	tool	NOUN
ajsts-4667	501	19	,	,	PUNCT
ajsts-4667	501	20	which	which	PRON
ajsts-4667	501	21	might	might	AUX
ajsts-4667	501	22	systematically	systematically	ADV
ajsts-4667	501	23	overlook	overlook	VERB
ajsts-4667	501	24	subtle	subtle	ADJ
ajsts-4667	501	25	critical	critical	ADJ
ajsts-4667	501	26	feedback	feedback	NOUN
ajsts-4667	501	27	,	,	PUNCT
ajsts-4667	501	28	thereby	thereby	ADV
ajsts-4667	501	29	limiting	limit	VERB
ajsts-4667	501	30	effective	effective	ADJ
ajsts-4667	501	31	user	user	NOUN
ajsts-4667	501	32	engagement	engagement	NOUN
ajsts-4667	501	33	strategies	strategy	NOUN
ajsts-4667	501	34	,	,	PUNCT
ajsts-4667	501	35	risk	risk	NOUN
ajsts-4667	501	36	detection	detection	NOUN
ajsts-4667	501	37	,	,	PUNCT
ajsts-4667	501	38	and	and	CCONJ
ajsts-4667	501	39	regulatory	regulatory	ADJ
ajsts-4667	501	40	responses	response	NOUN
ajsts-4667	501	41	.	.	PUNCT
ajsts-4667	502	1	integrating	integrate	VERB
ajsts-4667	502	2	qualitative	qualitative	ADJ
ajsts-4667	502	3	analyses	analysis	NOUN
ajsts-4667	502	4	and	and	CCONJ
ajsts-4667	502	5	advanced	advanced	ADJ
ajsts-4667	502	6	computational	computational	ADJ
ajsts-4667	502	7	linguistic	linguistic	ADJ
ajsts-4667	502	8	techniques	technique	NOUN
ajsts-4667	502	9	alongside	alongside	ADP
ajsts-4667	502	10	traditional	traditional	ADJ
ajsts-4667	502	11	lexical	lexical	ADJ
ajsts-4667	502	12	methodologies	methodology	NOUN
ajsts-4667	502	13	will	will	AUX
ajsts-4667	502	14	thus	thus	ADV
ajsts-4667	502	15	enhance	enhance	VERB
ajsts-4667	502	16	the	the	DET
ajsts-4667	502	17	comprehensive	comprehensive	ADJ
ajsts-4667	502	18	interpretation	interpretation	NOUN
ajsts-4667	502	19	and	and	CCONJ
ajsts-4667	502	20	responsiveness	responsiveness	NOUN
ajsts-4667	502	21	to	to	ADP
ajsts-4667	502	22	public	public	ADJ
ajsts-4667	502	23	sentiment	sentiment	NOUN
ajsts-4667	502	24	.	.	PUNCT
ajsts-4667	503	1	ultimately	ultimately	ADV
ajsts-4667	503	2	,	,	PUNCT
ajsts-4667	503	3	the	the	DET
ajsts-4667	503	4	nuanced	nuanced	ADJ
ajsts-4667	503	5	examination	examination	NOUN
ajsts-4667	503	6	provided	provide	VERB
ajsts-4667	503	7	by	by	ADP
ajsts-4667	503	8	this	this	DET
ajsts-4667	503	9	study	study	NOUN
ajsts-4667	503	10	highlights	highlight	NOUN
ajsts-4667	503	11	sentiment	sentiment	NOUN
ajsts-4667	503	12	analysis	analysis	NOUN
ajsts-4667	503	13	as	as	ADP
ajsts-4667	503	14	an	an	DET
ajsts-4667	503	15	indispensable	indispensable	ADJ
ajsts-4667	503	16	analytical	analytical	ADJ
ajsts-4667	503	17	framework	framework	NOUN
ajsts-4667	503	18	,	,	PUNCT
ajsts-4667	503	19	significantly	significantly	ADV
ajsts-4667	503	20	informing	inform	VERB
ajsts-4667	503	21	the	the	DET
ajsts-4667	503	22	strategic	strategic	ADJ
ajsts-4667	503	23	management	management	NOUN
ajsts-4667	503	24	of	of	ADP
ajsts-4667	503	25	corporate	corporate	ADJ
ajsts-4667	503	26	reputation	reputation	NOUN
ajsts-4667	503	27	,	,	PUNCT
ajsts-4667	503	28	stakeholder	stakeholder	NOUN
ajsts-4667	503	29	communication	communication	NOUN
ajsts-4667	503	30	,	,	PUNCT
ajsts-4667	503	31	regulatory	regulatory	ADJ
ajsts-4667	503	32	policy	policy	NOUN
ajsts-4667	503	33	development	development	NOUN
ajsts-4667	503	34	,	,	PUNCT
ajsts-4667	503	35	and	and	CCONJ
ajsts-4667	503	36	the	the	DET
ajsts-4667	503	37	ethical	ethical	ADJ
ajsts-4667	503	38	accountability	accountability	NOUN
ajsts-4667	503	39	of	of	ADP
ajsts-4667	503	40	digital	digital	ADJ
ajsts-4667	503	41	platforms	platform	NOUN
ajsts-4667	503	42	.	.	PUNCT
ajsts-4667	504	1	moving	move	VERB
ajsts-4667	504	2	forward	forward	ADV
ajsts-4667	504	3	,	,	PUNCT
ajsts-4667	504	4	continued	continued	ADJ
ajsts-4667	504	5	methodological	methodological	ADJ
ajsts-4667	504	6	refinement	refinement	NOUN
ajsts-4667	504	7	and	and	CCONJ
ajsts-4667	504	8	a	a	DET
ajsts-4667	504	9	balanced	balanced	ADJ
ajsts-4667	504	10	incorporation	incorporation	NOUN
ajsts-4667	504	11	of	of	ADP
ajsts-4667	504	12	qualitative	qualitative	ADJ
ajsts-4667	504	13	insights	insight	NOUN
ajsts-4667	504	14	will	will	AUX
ajsts-4667	504	15	further	far	ADV
ajsts-4667	504	16	enable	enable	VERB
ajsts-4667	504	17	sentiment	sentiment	NOUN
ajsts-4667	504	18	analysis	analysis	NOUN
ajsts-4667	504	19	to	to	PART
ajsts-4667	504	20	robustly	robustly	ADV
ajsts-4667	504	21	support	support	VERB
ajsts-4667	504	22	nuanced	nuanced	ADJ
ajsts-4667	504	23	decision	decision	NOUN
ajsts-4667	504	24	-	-	PUNCT
ajsts-4667	504	25	making	making	NOUN
ajsts-4667	504	26	in	in	ADP
ajsts-4667	504	27	sociotechnical	sociotechnical	ADJ
ajsts-4667	504	28	domains	domain	NOUN
ajsts-4667	504	29	,	,	PUNCT
ajsts-4667	504	30	notably	notably	ADV
ajsts-4667	504	31	digital	digital	ADJ
ajsts-4667	504	32	communication	communication	NOUN
ajsts-4667	504	33	and	and	CCONJ
ajsts-4667	504	34	platform	platform	NOUN
ajsts-4667	504	35	governance	governance	NOUN
ajsts-4667	504	36	.	.	PUNCT
ajsts-4667	505	1	references	reference	NOUN
ajsts-4667	505	2	aggarwal	aggarwal	PROPN
ajsts-4667	505	3	,	,	PUNCT
ajsts-4667	505	4	c.	c.	PROPN
ajsts-4667	505	5	c.	c.	PROPN
ajsts-4667	505	6	,	,	PUNCT
ajsts-4667	505	7	&	&	CCONJ
ajsts-4667	505	8	zhai	zhai	PROPN
ajsts-4667	505	9	,	,	PUNCT
ajsts-4667	505	10	c.	c.	PROPN
ajsts-4667	505	11	(	(	PUNCT
ajsts-4667	505	12	2012	2012	NUM
ajsts-4667	505	13	)	)	PUNCT
ajsts-4667	505	14	.	.	PUNCT
ajsts-4667	506	1	mining	mining	NOUN
ajsts-4667	506	2	text	text	NOUN
ajsts-4667	506	3	data	datum	NOUN
ajsts-4667	506	4	.	.	PUNCT
ajsts-4667	507	1	springer	springer	PROPN
ajsts-4667	507	2	.	.	PUNCT
ajsts-4667	508	1	baumgartner	baumgartner	PROPN
ajsts-4667	508	2	,	,	PUNCT
ajsts-4667	508	3	j.	j.	PROPN
ajsts-4667	508	4	,	,	PUNCT
ajsts-4667	508	5	zannettou	zannettou	PROPN
ajsts-4667	508	6	,	,	PUNCT
ajsts-4667	508	7	s.	s.	PROPN
ajsts-4667	508	8	,	,	PUNCT
ajsts-4667	508	9	keegan	keegan	PROPN
ajsts-4667	508	10	,	,	PUNCT
ajsts-4667	508	11	b.	b.	PROPN
ajsts-4667	508	12	,	,	PUNCT
ajsts-4667	508	13	squire	squire	NOUN
ajsts-4667	508	14	,	,	PUNCT
ajsts-4667	508	15	m.	m.	NOUN
ajsts-4667	508	16	,	,	PUNCT
ajsts-4667	508	17	&	&	CCONJ
ajsts-4667	508	18	blackburn	blackburn	PROPN
ajsts-4667	508	19	,	,	PUNCT
ajsts-4667	508	20	j.	j.	PROPN
ajsts-4667	508	21	(	(	PUNCT
ajsts-4667	508	22	2020	2020	NUM
ajsts-4667	508	23	)	)	PUNCT
ajsts-4667	508	24	.	.	PUNCT
ajsts-4667	509	1	the	the	DET
ajsts-4667	509	2	pushshift	pushshift	NOUN
ajsts-4667	509	3	telegram	telegram	NOUN
ajsts-4667	509	4	dataset	dataset	NOUN
ajsts-4667	509	5	.	.	PUNCT
ajsts-4667	510	1	proceedings	proceeding	NOUN
ajsts-4667	510	2	of	of	ADP
ajsts-4667	510	3	the	the	DET
ajsts-4667	510	4	international	international	ADJ
ajsts-4667	510	5	aaai	aaai	PROPN
ajsts-4667	510	6	conference	conference	PROPN
ajsts-4667	510	7	on	on	ADP
ajsts-4667	510	8	web	web	NOUN
ajsts-4667	510	9	and	and	CCONJ
ajsts-4667	510	10	social	social	ADJ
ajsts-4667	510	11	media	medium	NOUN
ajsts-4667	510	12	,	,	PUNCT
ajsts-4667	510	13	14(1	14(1	NUM
ajsts-4667	510	14	)	)	PUNCT
ajsts-4667	510	15	,	,	PUNCT
ajsts-4667	510	16	840–847	840–847	NUM
ajsts-4667	510	17	.	.	PUNCT
ajsts-4667	511	1	cambria	cambria	PROPN
ajsts-4667	511	2	,	,	PUNCT
ajsts-4667	511	3	e.	e.	PROPN
ajsts-4667	511	4	,	,	PUNCT
ajsts-4667	511	5	das	das	PROPN
ajsts-4667	511	6	,	,	PUNCT
ajsts-4667	511	7	d.	d.	PROPN
ajsts-4667	511	8	,	,	PUNCT
ajsts-4667	511	9	bandyopadhyay	bandyopadhyay	NOUN
ajsts-4667	511	10	,	,	PUNCT
ajsts-4667	511	11	s.	s.	PROPN
ajsts-4667	511	12	,	,	PUNCT
ajsts-4667	511	13	&	&	CCONJ
ajsts-4667	511	14	feraco	feraco	PROPN
ajsts-4667	511	15	,	,	PUNCT
ajsts-4667	511	16	a.	a.	NOUN
ajsts-4667	511	17	(	(	PUNCT
ajsts-4667	511	18	2017	2017	NUM
ajsts-4667	511	19	)	)	PUNCT
ajsts-4667	511	20	.	.	PUNCT
ajsts-4667	512	1	a	a	DET
ajsts-4667	512	2	practical	practical	ADJ
ajsts-4667	512	3	guide	guide	NOUN
ajsts-4667	512	4	to	to	PART
ajsts-4667	512	5	sentiment	sentiment	NOUN
ajsts-4667	512	6	analysis	analysis	NOUN
ajsts-4667	512	7	.	.	PUNCT
ajsts-4667	513	1	springer	springer	NOUN
ajsts-4667	513	2	.	.	PUNCT
ajsts-4667	514	1	cambria	cambria	PROPN
ajsts-4667	514	2	,	,	PUNCT
ajsts-4667	514	3	e.	e.	PROPN
ajsts-4667	514	4	,	,	PUNCT
ajsts-4667	514	5	poria	poria	PROPN
ajsts-4667	514	6	,	,	PUNCT
ajsts-4667	514	7	s.	s.	PROPN
ajsts-4667	514	8	,	,	PUNCT
ajsts-4667	514	9	gelbukh	gelbukh	PROPN
ajsts-4667	514	10	,	,	PUNCT
ajsts-4667	514	11	a.	a.	PROPN
ajsts-4667	514	12	,	,	PUNCT
ajsts-4667	514	13	&	&	CCONJ
ajsts-4667	514	14	thelwall	thelwall	PROPN
ajsts-4667	514	15	,	,	PUNCT
ajsts-4667	514	16	m.	m.	NOUN
ajsts-4667	514	17	(	(	PUNCT
ajsts-4667	514	18	2017	2017	NUM
ajsts-4667	514	19	)	)	PUNCT
ajsts-4667	514	20	.	.	PUNCT
ajsts-4667	515	1	sentiment	sentiment	NOUN
ajsts-4667	515	2	analysis	analysis	NOUN
ajsts-4667	515	3	is	be	AUX
ajsts-4667	515	4	a	a	DET
ajsts-4667	515	5	big	big	ADJ
ajsts-4667	515	6	suitcase	suitcase	NOUN
ajsts-4667	515	7	.	.	PUNCT
ajsts-4667	516	1	ieee	ieee	NOUN
ajsts-4667	516	2	intelligent	intelligent	ADJ
ajsts-4667	516	3	systems	system	NOUN
ajsts-4667	516	4	,	,	PUNCT
ajsts-4667	516	5	32(6	32(6	NUM
ajsts-4667	516	6	)	)	PUNCT
ajsts-4667	516	7	,	,	PUNCT
ajsts-4667	516	8	74–80	74–80	NUM
ajsts-4667	516	9	.	.	PUNCT
ajsts-4667	517	1	cambria	cambria	PROPN
ajsts-4667	517	2	,	,	PUNCT
ajsts-4667	517	3	e.	e.	PROPN
ajsts-4667	517	4	,	,	PUNCT
ajsts-4667	517	5	schuller	schuller	PROPN
ajsts-4667	517	6	,	,	PUNCT
ajsts-4667	517	7	b.	b.	PROPN
ajsts-4667	517	8	,	,	PUNCT
ajsts-4667	517	9	xia	xia	PROPN
ajsts-4667	517	10	,	,	PUNCT
ajsts-4667	517	11	y.	y.	PROPN
ajsts-4667	517	12	,	,	PUNCT
ajsts-4667	517	13	&	&	CCONJ
ajsts-4667	517	14	havasi	havasi	PROPN
ajsts-4667	517	15	,	,	PUNCT
ajsts-4667	517	16	c.	c.	PROPN
ajsts-4667	517	17	(	(	PUNCT
ajsts-4667	517	18	2013	2013	NUM
ajsts-4667	517	19	)	)	PUNCT
ajsts-4667	517	20	.	.	PUNCT
ajsts-4667	518	1	new	new	ADJ
ajsts-4667	518	2	avenues	avenue	NOUN
ajsts-4667	518	3	in	in	ADP
ajsts-4667	518	4	opinion	opinion	NOUN
ajsts-4667	518	5	mining	mining	NOUN
ajsts-4667	518	6	and	and	CCONJ
ajsts-4667	518	7	sentiment	sentiment	NOUN
ajsts-4667	518	8	analysis	analysis	NOUN
ajsts-4667	518	9	.	.	PUNCT
ajsts-4667	519	1	ieee	ieee	NOUN
ajsts-4667	519	2	intelligent	intelligent	ADJ
ajsts-4667	519	3	systems	system	NOUN
ajsts-4667	519	4	,	,	PUNCT
ajsts-4667	519	5	28(2	28(2	NUM
ajsts-4667	519	6	)	)	PUNCT
ajsts-4667	519	7	,	,	PUNCT
ajsts-4667	519	8	15–21	15–21	PROPN
ajsts-4667	519	9	.	.	PUNCT
ajsts-4667	519	10	castells	castells	PROPN
ajsts-4667	519	11	,	,	PUNCT
ajsts-4667	519	12	m.	m.	NOUN
ajsts-4667	519	13	(	(	PUNCT
ajsts-4667	519	14	2013	2013	NUM
ajsts-4667	519	15	)	)	PUNCT
ajsts-4667	519	16	.	.	PUNCT
ajsts-4667	520	1	communication	communication	NOUN
ajsts-4667	520	2	power	power	NOUN
ajsts-4667	520	3	.	.	PUNCT
ajsts-4667	521	1	oxford	oxford	PROPN
ajsts-4667	521	2	university	university	PROPN
ajsts-4667	521	3	press	press	NOUN
ajsts-4667	521	4	.	.	PUNCT
ajsts-4667	522	1	europol	europol	PROPN
ajsts-4667	522	2	.	.	PUNCT
ajsts-4667	523	1	(	(	PUNCT
ajsts-4667	523	2	2022	2022	NUM
ajsts-4667	523	3	)	)	PUNCT
ajsts-4667	523	4	.	.	PUNCT
ajsts-4667	524	1	internet	internet	NOUN
ajsts-4667	524	2	organised	organise	VERB
ajsts-4667	524	3	crime	crime	NOUN
ajsts-4667	524	4	threat	threat	NOUN
ajsts-4667	524	5	assessment	assessment	NOUN
ajsts-4667	524	6	2022	2022	NUM
ajsts-4667	524	7	.	.	PUNCT
ajsts-4667	525	1	europol	europol	PROPN
ajsts-4667	525	2	public	public	ADJ
ajsts-4667	525	3	information	information	NOUN
ajsts-4667	525	4	.	.	PUNCT
ajsts-4667	526	1	forman	forman	PROPN
ajsts-4667	526	2	,	,	PUNCT
ajsts-4667	526	3	g.	g.	PROPN
ajsts-4667	526	4	,	,	PUNCT
ajsts-4667	526	5	&	&	CCONJ
ajsts-4667	526	6	scholz	scholz	NOUN
ajsts-4667	526	7	,	,	PUNCT
ajsts-4667	526	8	m.	m.	NOUN
ajsts-4667	526	9	(	(	PUNCT
ajsts-4667	526	10	2010	2010	NUM
ajsts-4667	526	11	)	)	PUNCT
ajsts-4667	526	12	.	.	PUNCT
ajsts-4667	527	1	apples	apple	NOUN
ajsts-4667	527	2	-	-	PUNCT
ajsts-4667	527	3	to	to	ADP
ajsts-4667	527	4	-	-	PUNCT
ajsts-4667	527	5	apples	apple	NOUN
ajsts-4667	527	6	in	in	ADP
ajsts-4667	527	7	cross	cross	ADJ
ajsts-4667	527	8	-	-	ADJ
ajsts-4667	527	9	validation	validation	ADJ
ajsts-4667	527	10	studies	study	NOUN
ajsts-4667	527	11	:	:	PUNCT
ajsts-4667	527	12	pitfalls	pitfall	NOUN
ajsts-4667	527	13	in	in	ADP
ajsts-4667	527	14	classifier	classifier	ADJ
ajsts-4667	527	15	performance	performance	NOUN
ajsts-4667	527	16	measurement	measurement	NOUN
ajsts-4667	527	17	.	.	PUNCT
ajsts-4667	528	1	acm	acm	PROPN
ajsts-4667	528	2	sigkdd	sigkdd	VERB
ajsts-4667	528	3	explorations	exploration	NOUN
ajsts-4667	528	4	newsletter	newsletter	NOUN
ajsts-4667	528	5	,	,	PUNCT
ajsts-4667	528	6	12(1	12(1	NUM
ajsts-4667	528	7	)	)	PUNCT
ajsts-4667	528	8	,	,	PUNCT
ajsts-4667	529	1	49–57	49–57	NUM
ajsts-4667	529	2	.	.	PUNCT
ajsts-4667	529	3	freelon	freelon	PROPN
ajsts-4667	529	4	,	,	PUNCT
ajsts-4667	529	5	d.	d.	PROPN
ajsts-4667	529	6	,	,	PUNCT
ajsts-4667	529	7	marwick	marwick	PROPN
ajsts-4667	529	8	,	,	PUNCT
ajsts-4667	529	9	a.	a.	NOUN
ajsts-4667	529	10	,	,	PUNCT
ajsts-4667	529	11	&	&	CCONJ
ajsts-4667	529	12	kreiss	kreiss	PROPN
ajsts-4667	529	13	,	,	PUNCT
ajsts-4667	529	14	d.	d.	PROPN
ajsts-4667	529	15	(	(	PUNCT
ajsts-4667	529	16	2020	2020	NUM
ajsts-4667	529	17	)	)	PUNCT
ajsts-4667	529	18	.	.	PUNCT
ajsts-4667	530	1	false	false	ADJ
ajsts-4667	530	2	equivalencies	equivalencie	NOUN
ajsts-4667	530	3	:	:	PUNCT
ajsts-4667	530	4	online	online	ADJ
ajsts-4667	530	5	activism	activism	NOUN
ajsts-4667	530	6	from	from	ADP
ajsts-4667	530	7	left	leave	VERB
ajsts-4667	530	8	to	to	ADP
ajsts-4667	530	9	right	right	NOUN
ajsts-4667	530	10	.	.	PUNCT
ajsts-4667	531	1	science	science	NOUN
ajsts-4667	531	2	,	,	PUNCT
ajsts-4667	531	3	369(6508	369(6508	NUM
ajsts-4667	531	4	)	)	PUNCT
ajsts-4667	531	5	,	,	PUNCT
ajsts-4667	531	6	1197–1201	1197–1201	NUM
ajsts-4667	531	7	.	.	PUNCT
ajsts-4667	532	1	https://doi	https://doi	X
ajsts-4667	532	2	.	.	PUNCT
ajsts-4667	532	3	org/10.1126	org/10.1126	PROPN
ajsts-4667	532	4	/	/	SYM
ajsts-4667	532	5	science.abb2428	science.abb2428	PROPN
ajsts-4667	532	6	gillespie	gillespie	PROPN
ajsts-4667	532	7	,	,	PUNCT
ajsts-4667	532	8	t.	t.	PROPN
ajsts-4667	532	9	(	(	PUNCT
ajsts-4667	532	10	2018	2018	NUM
ajsts-4667	532	11	)	)	PUNCT
ajsts-4667	532	12	.	.	PUNCT
ajsts-4667	533	1	custodians	custodian	NOUN
ajsts-4667	533	2	of	of	ADP
ajsts-4667	533	3	the	the	DET
ajsts-4667	533	4	internet	internet	NOUN
ajsts-4667	533	5	:	:	PUNCT
ajsts-4667	533	6	platforms	platform	NOUN
ajsts-4667	533	7	,	,	PUNCT
ajsts-4667	533	8	content	content	NOUN
ajsts-4667	533	9	moderation	moderation	NOUN
ajsts-4667	533	10	,	,	PUNCT
ajsts-4667	533	11	and	and	CCONJ
ajsts-4667	533	12	the	the	DET
ajsts-4667	533	13	hidden	hide	VERB
ajsts-4667	533	14	decisions	decision	NOUN
ajsts-4667	533	15	that	that	PRON
ajsts-4667	533	16	shape	shape	VERB
ajsts-4667	533	17	social	social	ADJ
ajsts-4667	533	18	media	medium	NOUN
ajsts-4667	533	19	.	.	PUNCT
ajsts-4667	534	1	yale	yale	PROPN
ajsts-4667	534	2	university	university	PROPN
ajsts-4667	534	3	press	press	NOUN
ajsts-4667	534	4	.	.	PUNCT
ajsts-4667	535	1	gillespie	gillespie	PROPN
ajsts-4667	535	2	,	,	PUNCT
ajsts-4667	535	3	t.	t.	PROPN
ajsts-4667	535	4	(	(	PUNCT
ajsts-4667	535	5	2018	2018	NUM
ajsts-4667	535	6	)	)	PUNCT
ajsts-4667	535	7	.	.	PUNCT
ajsts-4667	536	1	custodians	custodian	NOUN
ajsts-4667	536	2	of	of	ADP
ajsts-4667	536	3	the	the	DET
ajsts-4667	536	4	internet	internet	NOUN
ajsts-4667	536	5	:	:	PUNCT
ajsts-4667	536	6	platforms	platform	NOUN
ajsts-4667	536	7	,	,	PUNCT
ajsts-4667	536	8	content	content	NOUN
ajsts-4667	536	9	moderation	moderation	NOUN
ajsts-4667	536	10	,	,	PUNCT
ajsts-4667	536	11	and	and	CCONJ
ajsts-4667	536	12	the	the	DET
ajsts-4667	536	13	hidden	hide	VERB
ajsts-4667	536	14	decisions	decision	NOUN
ajsts-4667	536	15	that	that	PRON
ajsts-4667	536	16	shape	shape	VERB
ajsts-4667	536	17	social	social	ADJ
ajsts-4667	536	18	media	medium	NOUN
ajsts-4667	536	19	.	.	PUNCT
ajsts-4667	537	1	yale	yale	PROPN
ajsts-4667	537	2	university	university	PROPN
ajsts-4667	537	3	press	press	NOUN
ajsts-4667	537	4	.	.	PUNCT
ajsts-4667	538	1	gorwa	gorwa	PROPN
ajsts-4667	538	2	,	,	PUNCT
ajsts-4667	538	3	r.	r.	PROPN
ajsts-4667	538	4	(	(	PUNCT
ajsts-4667	538	5	2019	2019	NUM
ajsts-4667	538	6	)	)	PUNCT
ajsts-4667	538	7	.	.	PUNCT
ajsts-4667	539	1	what	what	PRON
ajsts-4667	539	2	is	be	AUX
ajsts-4667	539	3	platform	platform	NOUN
ajsts-4667	539	4	governance	governance	NOUN
ajsts-4667	539	5	?	?	PUNCT
ajsts-4667	540	1	information	information	NOUN
ajsts-4667	540	2	,	,	PUNCT
ajsts-4667	540	3	communication	communication	NOUN
ajsts-4667	540	4	&	&	CCONJ
ajsts-4667	540	5	society	society	NOUN
ajsts-4667	540	6	,	,	PUNCT
ajsts-4667	540	7	22(6	22(6	NUM
ajsts-4667	540	8	)	)	PUNCT
ajsts-4667	540	9	,	,	PUNCT
ajsts-4667	540	10	854	854	NUM
ajsts-4667	540	11	-	-	SYM
ajsts-4667	540	12	871	871	NUM
ajsts-4667	540	13	.	.	PUNCT
ajsts-4667	541	1	han	han	PROPN
ajsts-4667	541	2	,	,	PUNCT
ajsts-4667	541	3	j.	j.	PROPN
ajsts-4667	541	4	,	,	PUNCT
ajsts-4667	541	5	kamber	kamber	PROPN
ajsts-4667	541	6	,	,	PUNCT
ajsts-4667	541	7	m.	m.	NOUN
ajsts-4667	541	8	,	,	PUNCT
ajsts-4667	541	9	&	&	CCONJ
ajsts-4667	541	10	pei	pei	PROPN
ajsts-4667	541	11	,	,	PUNCT
ajsts-4667	541	12	j.	j.	PROPN
ajsts-4667	541	13	(	(	PUNCT
ajsts-4667	541	14	2011	2011	NUM
ajsts-4667	541	15	)	)	PUNCT
ajsts-4667	541	16	.	.	PUNCT
ajsts-4667	542	1	data	datum	NOUN
ajsts-4667	542	2	mining	mining	NOUN
ajsts-4667	542	3	:	:	PUNCT
ajsts-4667	542	4	concepts	concept	NOUN
ajsts-4667	542	5	and	and	CCONJ
ajsts-4667	542	6	techniques	technique	NOUN
ajsts-4667	542	7	(	(	PUNCT
ajsts-4667	542	8	3rd	3rd	ADJ
ajsts-4667	542	9	ed	ed	NOUN
ajsts-4667	542	10	.	.	PUNCT
ajsts-4667	542	11	)	)	PUNCT
ajsts-4667	542	12	.	.	PUNCT
ajsts-4667	543	1	elsevier	elsevier	NOUN
ajsts-4667	543	2	.	.	PUNCT
ajsts-4667	544	1	he	he	PRON
ajsts-4667	544	2	,	,	PUNCT
ajsts-4667	544	3	h.	h.	PROPN
ajsts-4667	544	4	,	,	PUNCT
ajsts-4667	544	5	&	&	CCONJ
ajsts-4667	544	6	garcia	garcia	PROPN
ajsts-4667	544	7	,	,	PUNCT
ajsts-4667	544	8	e.	e.	PROPN
ajsts-4667	544	9	a.	a.	PROPN
ajsts-4667	544	10	(	(	PUNCT
ajsts-4667	544	11	2009	2009	NUM
ajsts-4667	544	12	)	)	PUNCT
ajsts-4667	544	13	.	.	PUNCT
ajsts-4667	545	1	learning	learn	VERB
ajsts-4667	545	2	from	from	ADP
ajsts-4667	545	3	imbalanced	imbalanced	ADJ
ajsts-4667	545	4	data	datum	NOUN
ajsts-4667	545	5	.	.	PUNCT
ajsts-4667	546	1	ieee	ieee	NOUN
ajsts-4667	546	2	transactions	transaction	NOUN
ajsts-4667	546	3	on	on	ADP
ajsts-4667	546	4	knowledge	knowledge	NOUN
ajsts-4667	546	5	and	and	CCONJ
ajsts-4667	546	6	data	datum	NOUN
ajsts-4667	546	7	engineering	engineering	NOUN
ajsts-4667	546	8	,	,	PUNCT
ajsts-4667	546	9	21(9	21(9	NOUN
ajsts-4667	546	10	)	)	PUNCT
ajsts-4667	546	11	,	,	PUNCT
ajsts-4667	546	12	1263–1284	1263–1284	NUM
ajsts-4667	546	13	.	.	PUNCT
ajsts-4667	547	1	hutto	hutto	PROPN
ajsts-4667	547	2	,	,	PUNCT
ajsts-4667	547	3	c.	c.	PROPN
ajsts-4667	547	4	j.	j.	PROPN
ajsts-4667	547	5	,	,	PUNCT
ajsts-4667	547	6	&	&	CCONJ
ajsts-4667	547	7	gilbert	gilbert	PROPN
ajsts-4667	547	8	,	,	PUNCT
ajsts-4667	547	9	e.	e.	PROPN
ajsts-4667	547	10	(	(	PUNCT
ajsts-4667	547	11	2014	2014	NUM
ajsts-4667	547	12	)	)	PUNCT
ajsts-4667	547	13	.	.	PUNCT
ajsts-4667	548	1	vader	vader	NOUN
ajsts-4667	548	2	:	:	PUNCT
ajsts-4667	548	3	a	a	DET
ajsts-4667	548	4	parsimonious	parsimonious	ADJ
ajsts-4667	548	5	rule	rule	NOUN
ajsts-4667	548	6	-	-	PUNCT
ajsts-4667	548	7	based	base	VERB
ajsts-4667	548	8	model	model	NOUN
ajsts-4667	548	9	for	for	ADP
ajsts-4667	548	10	sentiment	sentiment	NOUN
ajsts-4667	548	11	analysis	analysis	NOUN
ajsts-4667	548	12	of	of	ADP
ajsts-4667	548	13	social	social	ADJ
ajsts-4667	548	14	pa	pa	PROPN
ajsts-4667	548	15	ge	ge	PROPN
ajsts-4667	548	16	88	88	NUM
ajsts-4667	548	17	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-4667	548	18	am	be	AUX
ajsts-4667	548	19	.	.	PUNCT
ajsts-4667	549	1	j.	j.	PROPN
ajsts-4667	549	2	smart	smart	PROPN
ajsts-4667	549	3	.	.	PUNCT
ajsts-4667	550	1	technol	technol	PROPN
ajsts-4667	550	2	.	.	PUNCT
ajsts-4667	550	3	solutions	solution	NOUN
ajsts-4667	550	4	4(1	4(1	NOUN
ajsts-4667	550	5	)	)	PUNCT
ajsts-4667	550	6	68	68	NUM
ajsts-4667	550	7	-	-	SYM
ajsts-4667	550	8	88	88	NUM
ajsts-4667	550	9	,	,	PUNCT
ajsts-4667	550	10	2025	2025	NUM
ajsts-4667	550	11	media	medium	NOUN
ajsts-4667	550	12	text	text	NOUN
ajsts-4667	550	13	.	.	PUNCT
ajsts-4667	551	1	proceedings	proceeding	NOUN
ajsts-4667	551	2	of	of	ADP
ajsts-4667	551	3	the	the	DET
ajsts-4667	551	4	international	international	ADJ
ajsts-4667	551	5	aaai	aaai	PROPN
ajsts-4667	551	6	conference	conference	NOUN
ajsts-4667	551	7	on	on	ADP
ajsts-4667	551	8	weblogs	weblog	NOUN
ajsts-4667	551	9	and	and	CCONJ
ajsts-4667	551	10	social	social	ADJ
ajsts-4667	551	11	media	medium	NOUN
ajsts-4667	551	12	,	,	PUNCT
ajsts-4667	551	13	8(1	8(1	NOUN
ajsts-4667	551	14	)	)	PUNCT
ajsts-4667	551	15	,	,	PUNCT
ajsts-4667	551	16	216	216	NUM
ajsts-4667	551	17	-	-	SYM
ajsts-4667	551	18	225	225	NUM
ajsts-4667	551	19	.	.	PUNCT
ajsts-4667	552	1	kohlmann	kohlmann	PROPN
ajsts-4667	552	2	,	,	PUNCT
ajsts-4667	552	3	e.	e.	PROPN
ajsts-4667	552	4	(	(	PUNCT
ajsts-4667	552	5	2024	2024	NUM
ajsts-4667	552	6	)	)	PUNCT
ajsts-4667	552	7	.	.	PUNCT
ajsts-4667	553	1	quoted	quote	VERB
ajsts-4667	553	2	in	in	ADP
ajsts-4667	553	3	“	"	PUNCT
ajsts-4667	553	4	how	how	SCONJ
ajsts-4667	553	5	telegram	telegram	NOUN
ajsts-4667	553	6	became	become	VERB
ajsts-4667	553	7	criminals	criminal	NOUN
ajsts-4667	553	8	’	'	PUNCT
ajsts-4667	553	9	favorite	favorite	ADJ
ajsts-4667	553	10	marketplace	marketplace	NOUN
ajsts-4667	553	11	,	,	PUNCT
ajsts-4667	553	12	”	"	PUNCT
ajsts-4667	553	13	the	the	DET
ajsts-4667	553	14	wall	wall	PROPN
ajsts-4667	553	15	street	street	PROPN
ajsts-4667	553	16	journal	journal	PROPN
ajsts-4667	553	17	.	.	PUNCT
ajsts-4667	554	1	kohlmann	kohlmann	PROPN
ajsts-4667	554	2	,	,	PUNCT
ajsts-4667	554	3	e.	e.	PROPN
ajsts-4667	554	4	(	(	PUNCT
ajsts-4667	554	5	2024	2024	NUM
ajsts-4667	554	6	)	)	PUNCT
ajsts-4667	554	7	.	.	PUNCT
ajsts-4667	555	1	telegram	telegram	NOUN
ajsts-4667	555	2	and	and	CCONJ
ajsts-4667	555	3	the	the	DET
ajsts-4667	555	4	evolving	evolve	VERB
ajsts-4667	555	5	digital	digital	ADJ
ajsts-4667	555	6	underground	underground	NOUN
ajsts-4667	555	7	.	.	PUNCT
ajsts-4667	556	1	journal	journal	PROPN
ajsts-4667	556	2	of	of	ADP
ajsts-4667	556	3	cybersecurity	cybersecurity	NOUN
ajsts-4667	556	4	research	research	NOUN
ajsts-4667	556	5	,	,	PUNCT
ajsts-4667	556	6	8(1	8(1	NOUN
ajsts-4667	556	7	)	)	PUNCT
ajsts-4667	556	8	,	,	PUNCT
ajsts-4667	556	9	12–27	12–27	NUM
ajsts-4667	556	10	.	.	PUNCT
ajsts-4667	557	1	liu	liu	PROPN
ajsts-4667	557	2	,	,	PUNCT
ajsts-4667	557	3	b.	b.	PROPN
ajsts-4667	557	4	(	(	PUNCT
ajsts-4667	557	5	2012	2012	NUM
ajsts-4667	557	6	)	)	PUNCT
ajsts-4667	557	7	.	.	PUNCT
ajsts-4667	558	1	sentiment	sentiment	NOUN
ajsts-4667	558	2	analysis	analysis	NOUN
ajsts-4667	558	3	and	and	CCONJ
ajsts-4667	558	4	opinion	opinion	NOUN
ajsts-4667	558	5	mining	mining	NOUN
ajsts-4667	558	6	.	.	PUNCT
ajsts-4667	559	1	morgan	morgan	PROPN
ajsts-4667	559	2	&	&	CCONJ
ajsts-4667	559	3	claypool	claypool	PROPN
ajsts-4667	559	4	publishers	publisher	NOUN
ajsts-4667	559	5	.	.	PUNCT
ajsts-4667	560	1	liu	liu	PROPN
ajsts-4667	560	2	,	,	PUNCT
ajsts-4667	560	3	b.	b.	PROPN
ajsts-4667	560	4	(	(	PUNCT
ajsts-4667	560	5	2015	2015	NUM
ajsts-4667	560	6	)	)	PUNCT
ajsts-4667	560	7	.	.	PUNCT
ajsts-4667	561	1	sentiment	sentiment	NOUN
ajsts-4667	561	2	analysis	analysis	NOUN
ajsts-4667	561	3	:	:	PUNCT
ajsts-4667	561	4	mining	mining	NOUN
ajsts-4667	561	5	opinions	opinion	NOUN
ajsts-4667	561	6	,	,	PUNCT
ajsts-4667	561	7	sentiments	sentiment	NOUN
ajsts-4667	561	8	,	,	PUNCT
ajsts-4667	561	9	and	and	CCONJ
ajsts-4667	561	10	emotions	emotion	NOUN
ajsts-4667	561	11	.	.	PUNCT
ajsts-4667	562	1	cambridge	cambridge	PROPN
ajsts-4667	562	2	university	university	PROPN
ajsts-4667	562	3	press	press	NOUN
ajsts-4667	562	4	.	.	PUNCT
ajsts-4667	563	1	liu	liu	PROPN
ajsts-4667	563	2	,	,	PUNCT
ajsts-4667	563	3	b.	b.	PROPN
ajsts-4667	563	4	(	(	PUNCT
ajsts-4667	563	5	2015	2015	NUM
ajsts-4667	563	6	)	)	PUNCT
ajsts-4667	563	7	.	.	PUNCT
ajsts-4667	564	1	sentiment	sentiment	NOUN
ajsts-4667	564	2	analysis	analysis	NOUN
ajsts-4667	564	3	:	:	PUNCT
ajsts-4667	564	4	mining	mining	NOUN
ajsts-4667	564	5	opinions	opinion	NOUN
ajsts-4667	564	6	,	,	PUNCT
ajsts-4667	564	7	sentiments	sentiment	NOUN
ajsts-4667	564	8	,	,	PUNCT
ajsts-4667	564	9	and	and	CCONJ
ajsts-4667	564	10	emotions	emotion	NOUN
ajsts-4667	564	11	.	.	PUNCT
ajsts-4667	565	1	cambridge	cambridge	PROPN
ajsts-4667	565	2	university	university	PROPN
ajsts-4667	565	3	press	press	NOUN
ajsts-4667	565	4	.	.	PUNCT
ajsts-4667	566	1	marwick	marwick	PROPN
ajsts-4667	566	2	,	,	PUNCT
ajsts-4667	566	3	a.	a.	PROPN
ajsts-4667	566	4	,	,	PUNCT
ajsts-4667	566	5	&	&	CCONJ
ajsts-4667	566	6	lewis	lewis	PROPN
ajsts-4667	566	7	,	,	PUNCT
ajsts-4667	566	8	r.	r.	PROPN
ajsts-4667	566	9	(	(	PUNCT
ajsts-4667	566	10	2017	2017	NUM
ajsts-4667	566	11	)	)	PUNCT
ajsts-4667	566	12	.	.	PUNCT
ajsts-4667	567	1	media	medium	NOUN
ajsts-4667	567	2	manipulation	manipulation	NOUN
ajsts-4667	567	3	and	and	CCONJ
ajsts-4667	567	4	disinformation	disinformation	NOUN
ajsts-4667	567	5	online	online	ADV
ajsts-4667	567	6	.	.	PUNCT
ajsts-4667	568	1	data	data	PROPN
ajsts-4667	568	2	&	&	CCONJ
ajsts-4667	568	3	society	society	PROPN
ajsts-4667	568	4	research	research	PROPN
ajsts-4667	568	5	institute	institute	PROPN
ajsts-4667	568	6	.	.	PUNCT
ajsts-4667	569	1	https://datasociety.net/pubs/oh/dataandsociety	https://datasociety.net/pubs/oh/dataandsociety	PROPN
ajsts-4667	569	2	_	_	PUNCT
ajsts-4667	570	1	mediamanipulationanddisinformationonline.pdf	mediamanipulationanddisinformationonline.pdf	PROPN
ajsts-4667	570	2	mostafa	mostafa	PROPN
ajsts-4667	570	3	,	,	PUNCT
ajsts-4667	570	4	m.	m.	NOUN
ajsts-4667	570	5	m.	m.	NOUN
ajsts-4667	570	6	(	(	PUNCT
ajsts-4667	570	7	2013	2013	NUM
ajsts-4667	570	8	)	)	PUNCT
ajsts-4667	570	9	.	.	PUNCT
ajsts-4667	571	1	more	more	ADJ
ajsts-4667	571	2	than	than	ADP
ajsts-4667	571	3	words	word	NOUN
ajsts-4667	571	4	:	:	PUNCT
ajsts-4667	571	5	social	social	ADJ
ajsts-4667	571	6	networks	network	NOUN
ajsts-4667	571	7	’	'	PUNCT
ajsts-4667	571	8	text	text	NOUN
ajsts-4667	571	9	mining	mining	NOUN
ajsts-4667	571	10	for	for	ADP
ajsts-4667	571	11	consumer	consumer	NOUN
ajsts-4667	571	12	brand	brand	NOUN
ajsts-4667	571	13	sentiments	sentiment	NOUN
ajsts-4667	571	14	.	.	PUNCT
ajsts-4667	572	1	expert	expert	NOUN
ajsts-4667	572	2	systems	system	NOUN
ajsts-4667	572	3	with	with	ADP
ajsts-4667	572	4	applications	application	NOUN
ajsts-4667	572	5	,	,	PUNCT
ajsts-4667	572	6	40(10	40(10	PROPN
ajsts-4667	572	7	)	)	PUNCT
ajsts-4667	572	8	,	,	PUNCT
ajsts-4667	572	9	4241	4241	NUM
ajsts-4667	572	10	-	-	SYM
ajsts-4667	572	11	4251	4251	NUM
ajsts-4667	572	12	.	.	PUNCT
ajsts-4667	573	1	pang	pang	NOUN
ajsts-4667	573	2	,	,	PUNCT
ajsts-4667	573	3	b.	b.	PROPN
ajsts-4667	573	4	,	,	PUNCT
ajsts-4667	573	5	&	&	CCONJ
ajsts-4667	573	6	lee	lee	PROPN
ajsts-4667	573	7	,	,	PUNCT
ajsts-4667	573	8	l.	l.	PROPN
ajsts-4667	573	9	(	(	PUNCT
ajsts-4667	573	10	2008	2008	NUM
ajsts-4667	573	11	)	)	PUNCT
ajsts-4667	573	12	.	.	PUNCT
ajsts-4667	574	1	opinion	opinion	NOUN
ajsts-4667	574	2	mining	mining	NOUN
ajsts-4667	574	3	and	and	CCONJ
ajsts-4667	574	4	sentiment	sentiment	NOUN
ajsts-4667	574	5	analysis	analysis	NOUN
ajsts-4667	574	6	.	.	PUNCT
ajsts-4667	575	1	foundations	foundation	NOUN
ajsts-4667	575	2	and	and	CCONJ
ajsts-4667	575	3	trends	trend	NOUN
ajsts-4667	575	4	in	in	ADP
ajsts-4667	575	5	information	information	NOUN
ajsts-4667	575	6	retrieval	retrieval	NOUN
ajsts-4667	575	7	,	,	PUNCT
ajsts-4667	575	8	2(1	2(1	NUM
ajsts-4667	575	9	-	-	SYM
ajsts-4667	575	10	2	2	NUM
ajsts-4667	575	11	)	)	PUNCT
ajsts-4667	575	12	,	,	PUNCT
ajsts-4667	575	13	1	1	NUM
ajsts-4667	575	14	-	-	SYM
ajsts-4667	575	15	135	135	NUM
ajsts-4667	575	16	.	.	PUNCT
ajsts-4667	576	1	pedregosa	pedregosa	PROPN
ajsts-4667	576	2	,	,	PUNCT
ajsts-4667	576	3	f.	f.	PROPN
ajsts-4667	576	4	,	,	PUNCT
ajsts-4667	576	5	varoquaux	varoquaux	PROPN
ajsts-4667	576	6	,	,	PUNCT
ajsts-4667	576	7	g.	g.	PROPN
ajsts-4667	576	8	,	,	PUNCT
ajsts-4667	576	9	gramfort	gramfort	NOUN
ajsts-4667	576	10	,	,	PUNCT
ajsts-4667	576	11	a.	a.	PROPN
ajsts-4667	576	12	,	,	PUNCT
ajsts-4667	576	13	michel	michel	PROPN
ajsts-4667	576	14	,	,	PUNCT
ajsts-4667	576	15	v.	v.	PROPN
ajsts-4667	576	16	,	,	PUNCT
ajsts-4667	576	17	thirion	thirion	NOUN
ajsts-4667	576	18	,	,	PUNCT
ajsts-4667	576	19	b.	b.	PROPN
ajsts-4667	576	20	,	,	PUNCT
ajsts-4667	576	21	grisel	grisel	PROPN
ajsts-4667	576	22	,	,	PUNCT
ajsts-4667	576	23	o.	o.	PROPN
ajsts-4667	576	24	,	,	PUNCT
ajsts-4667	576	25	...	...	PUNCT
ajsts-4667	576	26	&	&	CCONJ
ajsts-4667	576	27	duchesnay	duchesnay	PROPN
ajsts-4667	576	28	,	,	PUNCT
ajsts-4667	576	29	e.	e.	PROPN
ajsts-4667	576	30	(	(	PUNCT
ajsts-4667	576	31	2011	2011	NUM
ajsts-4667	576	32	)	)	PUNCT
ajsts-4667	576	33	.	.	PUNCT
ajsts-4667	577	1	scikit	scikit	NOUN
ajsts-4667	577	2	-	-	PUNCT
ajsts-4667	577	3	learn	learn	VERB
ajsts-4667	577	4	:	:	PUNCT
ajsts-4667	577	5	machine	machine	NOUN
ajsts-4667	577	6	learning	learning	NOUN
ajsts-4667	577	7	in	in	ADP
ajsts-4667	577	8	python	python	PROPN
ajsts-4667	577	9	.	.	PUNCT
ajsts-4667	578	1	journal	journal	PROPN
ajsts-4667	578	2	of	of	ADP
ajsts-4667	578	3	machine	machine	NOUN
ajsts-4667	578	4	learning	learn	VERB
ajsts-4667	578	5	research	research	NOUN
ajsts-4667	578	6	,	,	PUNCT
ajsts-4667	578	7	12	12	NUM
ajsts-4667	578	8	,	,	PUNCT
ajsts-4667	578	9	2825–2830	2825–2830	NUM
ajsts-4667	578	10	.	.	PUNCT
ajsts-4667	579	1	pfeffer	pfeffer	PROPN
ajsts-4667	579	2	,	,	PUNCT
ajsts-4667	579	3	j.	j.	PROPN
ajsts-4667	579	4	,	,	PUNCT
ajsts-4667	579	5	zorbach	zorbach	VERB
ajsts-4667	579	6	,	,	PUNCT
ajsts-4667	579	7	t.	t.	PROPN
ajsts-4667	579	8	,	,	PUNCT
ajsts-4667	579	9	&	&	CCONJ
ajsts-4667	579	10	carley	carley	PROPN
ajsts-4667	579	11	,	,	PUNCT
ajsts-4667	579	12	k.	k.	PROPN
ajsts-4667	579	13	m.	m.	PROPN
ajsts-4667	579	14	(	(	PUNCT
ajsts-4667	579	15	2014	2014	NUM
ajsts-4667	579	16	)	)	PUNCT
ajsts-4667	579	17	.	.	PUNCT
ajsts-4667	580	1	understanding	understand	VERB
ajsts-4667	580	2	online	online	ADJ
ajsts-4667	580	3	firestorms	firestorm	NOUN
ajsts-4667	580	4	:	:	PUNCT
ajsts-4667	580	5	negative	negative	ADJ
ajsts-4667	580	6	word	word	NOUN
ajsts-4667	580	7	-	-	PUNCT
ajsts-4667	580	8	ofmouth	ofmouth	NOUN
ajsts-4667	580	9	dynamics	dynamic	NOUN
ajsts-4667	580	10	in	in	ADP
ajsts-4667	580	11	social	social	ADJ
ajsts-4667	580	12	media	medium	NOUN
ajsts-4667	580	13	networks	network	NOUN
ajsts-4667	580	14	.	.	PUNCT
ajsts-4667	581	1	journal	journal	NOUN
ajsts-4667	581	2	of	of	ADP
ajsts-4667	581	3	marketing	marketing	NOUN
ajsts-4667	581	4	communications	communication	NOUN
ajsts-4667	581	5	,	,	PUNCT
ajsts-4667	581	6	20(1	20(1	NUM
ajsts-4667	581	7	-	-	SYM
ajsts-4667	581	8	2	2	NUM
ajsts-4667	581	9	)	)	PUNCT
ajsts-4667	581	10	,	,	PUNCT
ajsts-4667	581	11	117	117	NUM
ajsts-4667	581	12	-	-	SYM
ajsts-4667	581	13	128	128	NUM
ajsts-4667	581	14	.	.	PUNCT
ajsts-4667	582	1	powers	power	NOUN
ajsts-4667	582	2	,	,	PUNCT
ajsts-4667	582	3	d.	d.	PROPN
ajsts-4667	582	4	m.	m.	PROPN
ajsts-4667	582	5	w.	w.	PROPN
ajsts-4667	582	6	(	(	PUNCT
ajsts-4667	582	7	2011	2011	NUM
ajsts-4667	582	8	)	)	PUNCT
ajsts-4667	582	9	.	.	PUNCT
ajsts-4667	583	1	evaluation	evaluation	NOUN
ajsts-4667	583	2	:	:	PUNCT
ajsts-4667	583	3	from	from	ADP
ajsts-4667	583	4	precision	precision	NOUN
ajsts-4667	583	5	,	,	PUNCT
ajsts-4667	583	6	recall	recall	NOUN
ajsts-4667	583	7	and	and	CCONJ
ajsts-4667	583	8	f	f	NOUN
ajsts-4667	583	9	-	-	PUNCT
ajsts-4667	583	10	measure	measure	NOUN
ajsts-4667	583	11	to	to	ADP
ajsts-4667	583	12	roc	roc	PROPN
ajsts-4667	583	13	,	,	PUNCT
ajsts-4667	583	14	informedness	informedness	NOUN
ajsts-4667	583	15	,	,	PUNCT
ajsts-4667	583	16	markedness	markedness	ADJ
ajsts-4667	583	17	and	and	CCONJ
ajsts-4667	583	18	correlation	correlation	NOUN
ajsts-4667	583	19	.	.	PUNCT
ajsts-4667	584	1	journal	journal	NOUN
ajsts-4667	584	2	of	of	ADP
ajsts-4667	584	3	machine	machine	NOUN
ajsts-4667	584	4	learning	learning	NOUN
ajsts-4667	584	5	technologies	technology	NOUN
ajsts-4667	584	6	,	,	PUNCT
ajsts-4667	584	7	2(1	2(1	NUM
ajsts-4667	584	8	)	)	PUNCT
ajsts-4667	584	9	,	,	PUNCT
ajsts-4667	584	10	37–63	37–63	NUM
ajsts-4667	584	11	.	.	PUNCT
ajsts-4667	585	1	sexton	sexton	PROPN
ajsts-4667	585	2	,	,	PUNCT
ajsts-4667	585	3	d.	d.	PROPN
ajsts-4667	585	4	(	(	PUNCT
ajsts-4667	585	5	2024	2024	NUM
ajsts-4667	585	6	)	)	PUNCT
ajsts-4667	585	7	.	.	PUNCT
ajsts-4667	586	1	quoted	quote	VERB
ajsts-4667	586	2	in	in	ADP
ajsts-4667	586	3	“	"	PUNCT
ajsts-4667	586	4	how	how	SCONJ
ajsts-4667	586	5	telegram	telegram	NOUN
ajsts-4667	586	6	became	become	VERB
ajsts-4667	586	7	criminals	criminal	NOUN
ajsts-4667	586	8	’	'	PUNCT
ajsts-4667	586	9	favorite	favorite	ADJ
ajsts-4667	586	10	marketplace	marketplace	NOUN
ajsts-4667	586	11	,	,	PUNCT
ajsts-4667	586	12	”	"	PUNCT
ajsts-4667	586	13	the	the	DET
ajsts-4667	586	14	wall	wall	PROPN
ajsts-4667	586	15	street	street	PROPN
ajsts-4667	586	16	journal	journal	PROPN
ajsts-4667	586	17	.	.	PUNCT
ajsts-4667	587	1	sexton	sexton	PROPN
ajsts-4667	587	2	,	,	PUNCT
ajsts-4667	587	3	j.	j.	PROPN
ajsts-4667	587	4	(	(	PUNCT
ajsts-4667	587	5	2024	2024	NUM
ajsts-4667	587	6	)	)	PUNCT
ajsts-4667	587	7	.	.	PUNCT
ajsts-4667	588	1	encrypted	encrypt	VERB
ajsts-4667	588	2	messaging	messaging	NOUN
ajsts-4667	588	3	and	and	CCONJ
ajsts-4667	588	4	criminality	criminality	NOUN
ajsts-4667	588	5	:	:	PUNCT
ajsts-4667	588	6	challenges	challenge	NOUN
ajsts-4667	588	7	and	and	CCONJ
ajsts-4667	588	8	responses	response	NOUN
ajsts-4667	588	9	.	.	PUNCT
ajsts-4667	589	1	digital	digital	ADJ
ajsts-4667	589	2	crime	crime	NOUN
ajsts-4667	589	3	studies	study	NOUN
ajsts-4667	589	4	journal	journal	NOUN
ajsts-4667	589	5	,	,	PUNCT
ajsts-4667	589	6	10(2	10(2	NUM
ajsts-4667	589	7	)	)	PUNCT
ajsts-4667	589	8	,	,	PUNCT
ajsts-4667	589	9	45	45	NUM
ajsts-4667	589	10	-	-	SYM
ajsts-4667	589	11	60	60	NUM
ajsts-4667	589	12	.	.	PUNCT
ajsts-4667	590	1	sokolova	sokolova	PROPN
ajsts-4667	590	2	,	,	PUNCT
ajsts-4667	590	3	m.	m.	NOUN
ajsts-4667	590	4	,	,	PUNCT
ajsts-4667	590	5	&	&	CCONJ
ajsts-4667	590	6	lapalme	lapalme	PROPN
ajsts-4667	590	7	,	,	PUNCT
ajsts-4667	590	8	g.	g.	PROPN
ajsts-4667	590	9	(	(	PUNCT
ajsts-4667	590	10	2009	2009	NUM
ajsts-4667	590	11	)	)	PUNCT
ajsts-4667	590	12	.	.	PUNCT
ajsts-4667	591	1	a	a	DET
ajsts-4667	591	2	systematic	systematic	ADJ
ajsts-4667	591	3	analysis	analysis	NOUN
ajsts-4667	591	4	of	of	ADP
ajsts-4667	591	5	performance	performance	NOUN
ajsts-4667	591	6	measures	measure	NOUN
ajsts-4667	591	7	for	for	ADP
ajsts-4667	591	8	classification	classification	NOUN
ajsts-4667	591	9	tasks	task	NOUN
ajsts-4667	591	10	.	.	PUNCT
ajsts-4667	592	1	information	information	NOUN
ajsts-4667	592	2	processing	processing	NOUN
ajsts-4667	592	3	&	&	CCONJ
ajsts-4667	592	4	management	management	NOUN
ajsts-4667	592	5	,	,	PUNCT
ajsts-4667	592	6	45(4	45(4	NUM
ajsts-4667	592	7	)	)	PUNCT
ajsts-4667	592	8	,	,	PUNCT
ajsts-4667	592	9	427–437	427–437	NUM
ajsts-4667	592	10	.	.	PUNCT
ajsts-4667	593	1	stieglitz	stieglitz	PROPN
ajsts-4667	593	2	,	,	PUNCT
ajsts-4667	593	3	s.	s.	PROPN
ajsts-4667	593	4	,	,	PUNCT
ajsts-4667	593	5	&	&	CCONJ
ajsts-4667	593	6	dang	dang	PROPN
ajsts-4667	593	7	-	-	PROPN
ajsts-4667	593	8	xuan	xuan	PROPN
ajsts-4667	593	9	,	,	PUNCT
ajsts-4667	593	10	l.	l.	PROPN
ajsts-4667	593	11	(	(	PUNCT
ajsts-4667	593	12	2013	2013	NUM
ajsts-4667	593	13	)	)	PUNCT
ajsts-4667	593	14	.	.	PUNCT
ajsts-4667	594	1	emotions	emotion	NOUN
ajsts-4667	594	2	and	and	CCONJ
ajsts-4667	594	3	information	information	NOUN
ajsts-4667	594	4	diffusion	diffusion	NOUN
ajsts-4667	594	5	in	in	ADP
ajsts-4667	594	6	social	social	ADJ
ajsts-4667	594	7	media	medium	NOUN
ajsts-4667	594	8	:	:	PUNCT
ajsts-4667	594	9	sentiment	sentiment	NOUN
ajsts-4667	594	10	of	of	ADP
ajsts-4667	594	11	microblogs	microblog	NOUN
ajsts-4667	594	12	and	and	CCONJ
ajsts-4667	594	13	sharing	share	VERB
ajsts-4667	594	14	behavior	behavior	NOUN
ajsts-4667	594	15	.	.	PUNCT
ajsts-4667	595	1	journal	journal	PROPN
ajsts-4667	595	2	of	of	ADP
ajsts-4667	595	3	management	management	NOUN
ajsts-4667	595	4	information	information	NOUN
ajsts-4667	595	5	systems	system	NOUN
ajsts-4667	595	6	,	,	PUNCT
ajsts-4667	595	7	29(4	29(4	NOUN
ajsts-4667	595	8	)	)	PUNCT
ajsts-4667	595	9	,	,	PUNCT
ajsts-4667	595	10	217	217	NUM
ajsts-4667	595	11	-	-	SYM
ajsts-4667	595	12	248	248	NUM
ajsts-4667	595	13	.	.	PUNCT
ajsts-4667	596	1	suzor	suzor	NOUN
ajsts-4667	596	2	,	,	PUNCT
ajsts-4667	596	3	n.	n.	PROPN
ajsts-4667	596	4	p.	p.	PROPN
ajsts-4667	596	5	(	(	PUNCT
ajsts-4667	596	6	2019	2019	NUM
ajsts-4667	596	7	)	)	PUNCT
ajsts-4667	596	8	.	.	PUNCT
ajsts-4667	597	1	lawless	lawless	ADV
ajsts-4667	597	2	:	:	PUNCT
ajsts-4667	597	3	the	the	DET
ajsts-4667	597	4	secret	secret	ADJ
ajsts-4667	597	5	rules	rule	NOUN
ajsts-4667	597	6	that	that	PRON
ajsts-4667	597	7	govern	govern	VERB
ajsts-4667	597	8	our	our	PRON
ajsts-4667	597	9	digital	digital	ADJ
ajsts-4667	597	10	lives	life	NOUN
ajsts-4667	597	11	.	.	PUNCT
ajsts-4667	598	1	cambridge	cambridge	PROPN
ajsts-4667	598	2	university	university	PROPN
ajsts-4667	598	3	press	press	NOUN
ajsts-4667	598	4	.	.	PUNCT
ajsts-4667	599	1	swire	swire	PROPN
ajsts-4667	599	2	,	,	PUNCT
ajsts-4667	599	3	b.	b.	PROPN
ajsts-4667	599	4	,	,	PUNCT
ajsts-4667	599	5	berinsky	berinsky	PROPN
ajsts-4667	599	6	,	,	PUNCT
ajsts-4667	599	7	a.	a.	PROPN
ajsts-4667	599	8	j.	j.	PROPN
ajsts-4667	599	9	,	,	PUNCT
ajsts-4667	599	10	lewandowsky	lewandowsky	PROPN
ajsts-4667	599	11	,	,	PUNCT
ajsts-4667	599	12	s.	s.	PROPN
ajsts-4667	599	13	,	,	PUNCT
ajsts-4667	599	14	&	&	CCONJ
ajsts-4667	599	15	ecker	ecker	PROPN
ajsts-4667	599	16	,	,	PUNCT
ajsts-4667	599	17	u.	u.	PROPN
ajsts-4667	599	18	k.	k.	PROPN
ajsts-4667	599	19	h.	h.	PROPN
ajsts-4667	599	20	(	(	PUNCT
ajsts-4667	599	21	2021	2021	NUM
ajsts-4667	599	22	)	)	PUNCT
ajsts-4667	599	23	.	.	PUNCT
ajsts-4667	600	1	processing	process	VERB
ajsts-4667	600	2	political	political	ADJ
ajsts-4667	600	3	misinformation	misinformation	NOUN
ajsts-4667	600	4	:	:	PUNCT
ajsts-4667	600	5	comprehending	comprehend	VERB
ajsts-4667	600	6	the	the	DET
ajsts-4667	600	7	trump	trump	NOUN
ajsts-4667	600	8	phenomenon	phenomenon	NOUN
ajsts-4667	600	9	.	.	PUNCT
ajsts-4667	601	1	royal	royal	ADJ
ajsts-4667	601	2	society	society	PROPN
ajsts-4667	601	3	open	open	ADJ
ajsts-4667	601	4	science	science	NOUN
ajsts-4667	601	5	,	,	PUNCT
ajsts-4667	601	6	8(9	8(9	NUM
ajsts-4667	601	7	)	)	PUNCT
ajsts-4667	601	8	,	,	PUNCT
ajsts-4667	601	9	210631	210631	NUM
ajsts-4667	601	10	.	.	PUNCT
ajsts-4667	602	1	https://doi.org/10.1098/	https://doi.org/10.1098/	PROPN
ajsts-4667	602	2	rsos.210631	rsos.210631	PROPN
ajsts-4667	602	3	team	team	NOUN
ajsts-4667	602	4	,	,	PUNCT
ajsts-4667	602	5	b.	b.	PROPN
ajsts-4667	602	6	(	(	PUNCT
ajsts-4667	602	7	2025	2025	NUM
ajsts-4667	602	8	,	,	PUNCT
ajsts-4667	602	9	march	march	PROPN
ajsts-4667	602	10	20	20	NUM
ajsts-4667	602	11	)	)	PUNCT
ajsts-4667	602	12	.	.	PUNCT
ajsts-4667	603	1	how	how	SCONJ
ajsts-4667	603	2	many	many	ADJ
ajsts-4667	603	3	people	people	NOUN
ajsts-4667	603	4	use	use	VERB
ajsts-4667	603	5	telegram	telegram	NOUN
ajsts-4667	603	6	?	?	PUNCT
ajsts-4667	604	1	55	55	NUM
ajsts-4667	604	2	telegram	telegram	NOUN
ajsts-4667	604	3	stats	stat	NOUN
ajsts-4667	604	4	.	.	PUNCT
ajsts-4667	605	1	backlinko	backlinko	PROPN
ajsts-4667	605	2	.	.	PUNCT
ajsts-4667	606	1	https://backlinko.com/	https://backlinko.com/	PROPN
ajsts-4667	606	2	telegram	telegram	NOUN
ajsts-4667	606	3	-	-	PUNCT
ajsts-4667	606	4	users	user	NOUN
ajsts-4667	606	5	the	the	DET
ajsts-4667	606	6	wall	wall	PROPN
ajsts-4667	606	7	street	street	PROPN
ajsts-4667	606	8	journal	journal	PROPN
ajsts-4667	607	1	[	[	X
ajsts-4667	607	2	wsj	wsj	X
ajsts-4667	607	3	]	]	X
ajsts-4667	607	4	.	.	PUNCT
ajsts-4667	608	1	(	(	PUNCT
ajsts-4667	608	2	2024	2024	NUM
ajsts-4667	608	3	)	)	PUNCT
ajsts-4667	608	4	.	.	PUNCT
ajsts-4667	609	1	telegram	telegram	PROPN
ajsts-4667	609	2	ceo	ceo	PROPN
ajsts-4667	609	3	pavel	pavel	PROPN
ajsts-4667	609	4	durov	durov	PROPN
ajsts-4667	609	5	arrested	arrest	VERB
ajsts-4667	609	6	in	in	ADP
ajsts-4667	609	7	france	france	PROPN
ajsts-4667	609	8	.	.	PUNCT
ajsts-4667	610	1	retrieved	retrieve	VERB
ajsts-4667	610	2	from	from	ADP
ajsts-4667	610	3	https://www	https://www	PROPN
ajsts-4667	610	4	.	.	PUNCT
ajsts-4667	611	1	wsj.com/articles/telegram-ceo-arrested-france	wsj.com/articles/telegram-ceo-arrested-france	ADP
ajsts-4667	611	2	van	van	PROPN
ajsts-4667	611	3	dijck	dijck	NOUN
ajsts-4667	611	4	,	,	PUNCT
ajsts-4667	611	5	j.	j.	PROPN
ajsts-4667	611	6	,	,	PUNCT
ajsts-4667	611	7	poell	poell	NOUN
ajsts-4667	611	8	,	,	PUNCT
ajsts-4667	611	9	t.	t.	PROPN
ajsts-4667	611	10	,	,	PUNCT
ajsts-4667	611	11	&	&	CCONJ
ajsts-4667	611	12	de	de	PROPN
ajsts-4667	611	13	waal	waal	PROPN
ajsts-4667	611	14	,	,	PUNCT
ajsts-4667	611	15	m.	m.	NOUN
ajsts-4667	611	16	(	(	PUNCT
ajsts-4667	611	17	2018	2018	NUM
ajsts-4667	611	18	)	)	PUNCT
ajsts-4667	611	19	.	.	PUNCT
ajsts-4667	612	1	the	the	DET
ajsts-4667	612	2	platform	platform	NOUN
ajsts-4667	612	3	society	society	NOUN
ajsts-4667	612	4	:	:	PUNCT
ajsts-4667	612	5	public	public	ADJ
ajsts-4667	612	6	values	value	NOUN
ajsts-4667	612	7	in	in	ADP
ajsts-4667	612	8	a	a	DET
ajsts-4667	612	9	connective	connective	ADJ
ajsts-4667	612	10	world	world	NOUN
ajsts-4667	612	11	.	.	PUNCT
ajsts-4667	613	1	oxford	oxford	PROPN
ajsts-4667	613	2	university	university	PROPN
ajsts-4667	613	3	press	press	NOUN
ajsts-4667	613	4	.	.	PUNCT
ajsts-4667	614	1	wall	wall	PROPN
ajsts-4667	614	2	street	street	PROPN
ajsts-4667	614	3	journal	journal	PROPN
ajsts-4667	614	4	(	(	PUNCT
ajsts-4667	614	5	2024	2024	NUM
ajsts-4667	614	6	)	)	PUNCT
ajsts-4667	614	7	.	.	PUNCT
ajsts-4667	615	1	how	how	SCONJ
ajsts-4667	615	2	telegram	telegram	NOUN
ajsts-4667	615	3	became	become	VERB
ajsts-4667	615	4	criminals	criminal	NOUN
ajsts-4667	615	5	’	'	PUNCT
ajsts-4667	615	6	favorite	favorite	ADJ
ajsts-4667	615	7	marketplace	marketplace	NOUN
ajsts-4667	615	8	.	.	PUNCT
ajsts-4667	616	1	retrieved	retrieve	VERB
ajsts-4667	616	2	from	from	ADP
ajsts-4667	616	3	www.wsj.com	www.wsj.com	PROPN
ajsts-4667	616	4	.	.	PUNCT
ajsts-4667	617	1	weiss	weiss	PROPN
ajsts-4667	617	2	,	,	PUNCT
ajsts-4667	617	3	g.	g.	PROPN
ajsts-4667	617	4	m.	m.	PROPN
ajsts-4667	617	5	,	,	PUNCT
ajsts-4667	617	6	&	&	CCONJ
ajsts-4667	617	7	provost	provost	PROPN
ajsts-4667	617	8	,	,	PUNCT
ajsts-4667	617	9	f.	f.	PROPN
ajsts-4667	617	10	(	(	PUNCT
ajsts-4667	617	11	2003	2003	NUM
ajsts-4667	617	12	)	)	PUNCT
ajsts-4667	617	13	.	.	PUNCT
ajsts-4667	618	1	learning	learn	VERB
ajsts-4667	618	2	when	when	SCONJ
ajsts-4667	618	3	training	training	NOUN
ajsts-4667	618	4	data	datum	NOUN
ajsts-4667	618	5	are	be	AUX
ajsts-4667	618	6	costly	costly	ADJ
ajsts-4667	618	7	:	:	PUNCT
ajsts-4667	618	8	the	the	DET
ajsts-4667	618	9	effect	effect	NOUN
ajsts-4667	618	10	of	of	ADP
ajsts-4667	618	11	class	class	NOUN
ajsts-4667	618	12	distribution	distribution	NOUN
ajsts-4667	618	13	on	on	ADP
ajsts-4667	618	14	tree	tree	NOUN
ajsts-4667	618	15	induction	induction	NOUN
ajsts-4667	618	16	.	.	PUNCT
ajsts-4667	619	1	journal	journal	NOUN
ajsts-4667	619	2	of	of	ADP
ajsts-4667	619	3	artificial	artificial	ADJ
ajsts-4667	619	4	intelligence	intelligence	NOUN
ajsts-4667	619	5	research	research	NOUN
ajsts-4667	619	6	,	,	PUNCT
ajsts-4667	619	7	19	19	NUM
ajsts-4667	619	8	,	,	PUNCT
ajsts-4667	619	9	315–354	315–354	NUM
ajsts-4667	619	10	.	.	PUNCT