id	sid	tid	token	lemma	pos
cana-2911	1	1	communications	communication	NOUN
cana-2911	1	2	on	on	ADP
cana-2911	1	3	applied	apply	VERB
cana-2911	1	4	nonlinear	nonlinear	ADJ
cana-2911	1	5	analysis	analysis	NOUN
cana-2911	1	6	issn	issn	NOUN
cana-2911	1	7	:	:	PUNCT
cana-2911	1	8	1074	1074	NUM
cana-2911	1	9	-	-	PUNCT
cana-2911	1	10	133x	133x	NUM
cana-2911	1	11	vol	vol	NOUN
cana-2911	1	12	32	32	NUM
cana-2911	1	13	no	no	NOUN
cana-2911	1	14	.	.	PUNCT
cana-2911	2	1	4s	4s	NUM
cana-2911	2	2	(	(	PUNCT
cana-2911	2	3	2025	2025	NUM
cana-2911	2	4	)	)	PUNCT
cana-2911	2	5	653	653	NUM
cana-2911	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	2	7	a	a	DET
cana-2911	2	8	deep	deep	ADJ
cana-2911	2	9	learning	learning	NOUN
cana-2911	2	10	based	base	VERB
cana-2911	2	11	adaptive	adaptive	ADJ
cana-2911	2	12	model	model	NOUN
cana-2911	2	13	for	for	ADP
cana-2911	2	14	blocking	block	VERB
cana-2911	2	15	incoming	incoming	ADJ
cana-2911	2	16	calls	call	NOUN
cana-2911	2	17	based	base	VERB
cana-2911	2	18	on	on	ADP
cana-2911	2	19	the	the	DET
cana-2911	2	20	caller	caller	NOUN
cana-2911	2	21	's	's	PART
cana-2911	2	22	voice	voice	NOUN
cana-2911	2	23	commands	command	VERB
cana-2911	2	24	kalyani	kalyani	PROPN
cana-2911	2	25	ghuge1	ghuge1	PROPN
cana-2911	2	26	,	,	PUNCT
cana-2911	2	27	dr	dr	PROPN
cana-2911	2	28	.	.	PROPN
cana-2911	2	29	sangita	sangita	PROPN
cana-2911	2	30	m.jaybhaye2	m.jaybhaye2	PROPN
cana-2911	2	31	,	,	PUNCT
cana-2911	2	32	bharati	bharati	PROPN
cana-2911	2	33	p.	p.	PROPN
cana-2911	2	34	vasgi3	vasgi3	PROPN
cana-2911	2	35	,	,	PUNCT
cana-2911	2	36	ganesh	ganesh	NOUN
cana-2911	2	37	chandrabhan	chandrabhan	ADP
cana-2911	2	38	shelke4	shelke4	PROPN
cana-2911	2	39	,	,	PUNCT
cana-2911	2	40	seema	seema	PROPN
cana-2911	2	41	vanjire5	vanjire5	PROPN
cana-2911	2	42	,	,	PUNCT
cana-2911	2	43	vilas	vilas	PROPN
cana-2911	2	44	d	d	PROPN
cana-2911	2	45	ghonge6	ghonge6	PROPN
cana-2911	2	46	,	,	PUNCT
cana-2911	2	47	chandrakant	chandrakant	VERB
cana-2911	2	48	d.	d.	PROPN
cana-2911	2	49	kokane7	kokane7	PROPN
cana-2911	3	1	1vishwakarma	1vishwakarma	NUM
cana-2911	3	2	institute	institute	NOUN
cana-2911	3	3	of	of	ADP
cana-2911	3	4	technology	technology	PROPN
cana-2911	3	5	,	,	PUNCT
cana-2911	3	6	pune	pune	NOUN
cana-2911	3	7	,	,	PUNCT
cana-2911	3	8	maharashtra	maharashtra	PROPN
cana-2911	3	9	,	,	PUNCT
cana-2911	3	10	india	india	PROPN
cana-2911	3	11	.	.	PUNCT
cana-2911	4	1	ghugeks896@gmail.com	ghugeks896@gmail.com	PROPN
cana-2911	4	2	2vishwakarma	2vishwakarma	NUM
cana-2911	4	3	institute	institute	NOUN
cana-2911	4	4	of	of	ADP
cana-2911	4	5	technology	technology	PROPN
cana-2911	4	6	,	,	PUNCT
cana-2911	4	7	pune	pune	NOUN
cana-2911	4	8	,	,	PUNCT
cana-2911	4	9	maharashtra	maharashtra	PROPN
cana-2911	4	10	,	,	PUNCT
cana-2911	4	11	india	india	PROPN
cana-2911	4	12	.	.	PUNCT
cana-2911	5	1	sangita.jaybhaye@vit.edu	sangita.jaybhaye@vit.edu	PROPN
cana-2911	5	2	3marathwada	3marathwada	NUM
cana-2911	5	3	mitra	mitra	PROPN
cana-2911	5	4	mandal	mandal	PROPN
cana-2911	5	5	's	's	PART
cana-2911	5	6	coe	coe	PROPN
cana-2911	5	7	,	,	PUNCT
cana-2911	5	8	pune	pune	PROPN
cana-2911	5	9	,	,	PUNCT
cana-2911	5	10	maharashtra	maharashtra	PROPN
cana-2911	5	11	,	,	PUNCT
cana-2911	5	12	india	india	PROPN
cana-2911	5	13	.	.	PUNCT
cana-2911	6	1	bharativasgi@gmail.com	bharativasgi@gmail.com	PROPN
cana-2911	7	1	4vishwakarma	4vishwakarma	NUM
cana-2911	7	2	institute	institute	PROPN
cana-2911	7	3	of	of	ADP
cana-2911	7	4	technology	technology	NOUN
cana-2911	7	5	,	,	PUNCT
cana-2911	7	6	pune	pune	NOUN
cana-2911	7	7	,	,	PUNCT
cana-2911	7	8	maharashtra	maharashtra	PROPN
cana-2911	7	9	,	,	PUNCT
cana-2911	7	10	india	india	PROPN
cana-2911	7	11	.	.	PUNCT
cana-2911	8	1	ganesh.shelke@vit.edu	ganesh.shelke@vit.edu	PROPN
cana-2911	8	2	5assistant	5assistant	NUM
cana-2911	8	3	professor	professor	NOUN
cana-2911	8	4	,	,	PUNCT
cana-2911	8	5	department	department	NOUN
cana-2911	8	6	of	of	ADP
cana-2911	8	7	computer	computer	NOUN
cana-2911	8	8	engineering	engineering	NOUN
cana-2911	8	9	,	,	PUNCT
cana-2911	8	10	vishwakarma	vishwakarma	PROPN
cana-2911	8	11	university	university	NOUN
cana-2911	8	12	,	,	PUNCT
cana-2911	8	13	pune	pune	NOUN
cana-2911	8	14	,	,	PUNCT
cana-2911	8	15	maharashtra	maharashtra	PROPN
cana-2911	8	16	,	,	PUNCT
cana-2911	8	17	india	india	PROPN
cana-2911	8	18	.	.	PUNCT
cana-2911	8	19	seema.vanjire@vupune.ac.in	seema.vanjire@vupune.ac.in	NUM
cana-2911	8	20	6vishwakarma	6vishwakarma	NUM
cana-2911	8	21	institute	institute	NOUN
cana-2911	8	22	of	of	ADP
cana-2911	8	23	technology	technology	NOUN
cana-2911	8	24	,	,	PUNCT
cana-2911	8	25	pune	pune	NOUN
cana-2911	8	26	,	,	PUNCT
cana-2911	8	27	maharashtra	maharashtra	PROPN
cana-2911	8	28	,	,	PUNCT
cana-2911	8	29	india	india	PROPN
cana-2911	8	30	.	.	PUNCT
cana-2911	9	1	vilasghonge77@gmail.com	vilasghonge77@gmail.com	X
cana-2911	9	2	7nutan	7nutan	PROPN
cana-2911	9	3	maharashtra	maharashtra	PROPN
cana-2911	9	4	institute	institute	PROPN
cana-2911	9	5	of	of	ADP
cana-2911	9	6	engineering	engineering	PROPN
cana-2911	9	7	&	&	CCONJ
cana-2911	9	8	technology	technology	NOUN
cana-2911	9	9	,	,	PUNCT
cana-2911	9	10	talegaon(d	talegaon(d	PROPN
cana-2911	9	11	)	)	PUNCT
cana-2911	9	12	,	,	PUNCT
cana-2911	9	13	pune	pune	NOUN
cana-2911	9	14	,	,	PUNCT
cana-2911	9	15	maharashtra	maharashtra	PROPN
cana-2911	9	16	,	,	PUNCT
cana-2911	9	17	india	india	PROPN
cana-2911	9	18	.	.	PUNCT
cana-2911	10	1	cdkokane1992@gmail.com	cdkokane1992@gmail.com	PROPN
cana-2911	11	1	article	article	NOUN
cana-2911	11	2	history	history	NOUN
cana-2911	11	3	:	:	PUNCT
cana-2911	11	4	received	receive	VERB
cana-2911	11	5	:	:	PUNCT
cana-2911	11	6	04	04	NUM
cana-2911	11	7	-	-	SYM
cana-2911	11	8	10	10	NUM
cana-2911	11	9	-	-	PUNCT
cana-2911	11	10	2024	2024	NUM
cana-2911	11	11	revised	revise	VERB
cana-2911	11	12	:	:	PUNCT
cana-2911	11	13	30	30	NUM
cana-2911	11	14	-	-	SYM
cana-2911	11	15	11	11	NUM
cana-2911	11	16	-	-	PUNCT
cana-2911	11	17	2024	2024	NUM
cana-2911	11	18	accepted	accept	VERB
cana-2911	11	19	:	:	PUNCT
cana-2911	11	20	09	09	NUM
cana-2911	11	21	-	-	SYM
cana-2911	11	22	12	12	NUM
cana-2911	11	23	-	-	PUNCT
cana-2911	11	24	2024	2024	NUM
cana-2911	11	25	abstract	abstract	NOUN
cana-2911	11	26	:	:	PUNCT
cana-2911	11	27	the	the	DET
cana-2911	11	28	proliferation	proliferation	NOUN
cana-2911	11	29	of	of	ADP
cana-2911	11	30	intrusive	intrusive	ADJ
cana-2911	11	31	and	and	CCONJ
cana-2911	11	32	potentially	potentially	ADV
cana-2911	11	33	harmful	harmful	ADJ
cana-2911	11	34	incoming	incoming	ADJ
cana-2911	11	35	calls	call	NOUN
cana-2911	11	36	necessitates	necessitate	VERB
cana-2911	11	37	innovative	innovative	ADJ
cana-2911	11	38	solutions	solution	NOUN
cana-2911	11	39	that	that	PRON
cana-2911	11	40	transcend	transcend	VERB
cana-2911	11	41	traditional	traditional	ADJ
cana-2911	11	42	blocking	block	VERB
cana-2911	11	43	mechanisms	mechanism	NOUN
cana-2911	11	44	.	.	PUNCT
cana-2911	12	1	this	this	DET
cana-2911	12	2	research	research	NOUN
cana-2911	12	3	introduces	introduce	VERB
cana-2911	12	4	a	a	DET
cana-2911	12	5	groundbreaking	groundbreake	VERB
cana-2911	12	6	deep	deep	ADJ
cana-2911	12	7	learning	learning	NOUN
cana-2911	12	8	-	-	PUNCT
cana-2911	12	9	powered	power	VERB
cana-2911	12	10	adaptive	adaptive	ADJ
cana-2911	12	11	model	model	NOUN
cana-2911	12	12	that	that	PRON
cana-2911	12	13	revolutionizes	revolutionize	VERB
cana-2911	12	14	call	call	NOUN
cana-2911	12	15	management	management	NOUN
cana-2911	12	16	through	through	ADP
cana-2911	12	17	sophisticated	sophisticated	ADJ
cana-2911	12	18	voice	voice	NOUN
cana-2911	12	19	command	command	NOUN
cana-2911	12	20	analysis	analysis	NOUN
cana-2911	12	21	.	.	PUNCT
cana-2911	13	1	by	by	ADP
cana-2911	13	2	leveraging	leverage	VERB
cana-2911	13	3	advanced	advanced	ADJ
cana-2911	13	4	machine	machine	NOUN
cana-2911	13	5	learning	learn	VERB
cana-2911	13	6	techniques	technique	NOUN
cana-2911	13	7	,	,	PUNCT
cana-2911	13	8	we	we	PRON
cana-2911	13	9	develop	develop	VERB
cana-2911	13	10	a	a	DET
cana-2911	13	11	context	context	NOUN
cana-2911	13	12	-	-	PUNCT
cana-2911	13	13	aware	aware	ADJ
cana-2911	13	14	system	system	NOUN
cana-2911	13	15	capable	capable	ADJ
cana-2911	13	16	of	of	ADP
cana-2911	13	17	dynamically	dynamically	ADV
cana-2911	13	18	interpreting	interpret	VERB
cana-2911	13	19	caller	caller	NOUN
cana-2911	13	20	intent	intent	NOUN
cana-2911	13	21	with	with	ADP
cana-2911	13	22	unprecedented	unprecedented	ADJ
cana-2911	13	23	precision	precision	NOUN
cana-2911	13	24	.	.	PUNCT
cana-2911	14	1	our	our	PRON
cana-2911	14	2	novel	novel	ADJ
cana-2911	14	3	methodology	methodology	NOUN
cana-2911	14	4	integrates	integrate	VERB
cana-2911	14	5	multimodal	multimodal	ADJ
cana-2911	14	6	feature	feature	NOUN
cana-2911	14	7	extraction	extraction	NOUN
cana-2911	14	8	,	,	PUNCT
cana-2911	14	9	sentiment	sentiment	NOUN
cana-2911	14	10	analysis	analysis	NOUN
cana-2911	14	11	,	,	PUNCT
cana-2911	14	12	and	and	CCONJ
cana-2911	14	13	reinforcement	reinforcement	NOUN
cana-2911	14	14	learning	learning	NOUN
cana-2911	14	15	to	to	PART
cana-2911	14	16	create	create	VERB
cana-2911	14	17	an	an	DET
cana-2911	14	18	intelligent	intelligent	ADJ
cana-2911	14	19	call	call	NOUN
cana-2911	14	20	-	-	PUNCT
cana-2911	14	21	blocking	block	VERB
cana-2911	14	22	mechanism	mechanism	NOUN
cana-2911	14	23	.	.	PUNCT
cana-2911	15	1	utilizing	utilize	VERB
cana-2911	15	2	state	state	NOUN
cana-2911	15	3	-	-	PUNCT
cana-2911	15	4	ofthe	ofthe	NOUN
cana-2911	15	5	-	-	PUNCT
cana-2911	15	6	art	art	NOUN
cana-2911	15	7	convolutional	convolutional	ADJ
cana-2911	15	8	and	and	CCONJ
cana-2911	15	9	transformer	transformer	NOUN
cana-2911	15	10	-	-	PUNCT
cana-2911	15	11	based	base	VERB
cana-2911	15	12	neural	neural	ADJ
cana-2911	15	13	architectures	architecture	NOUN
cana-2911	15	14	,	,	PUNCT
cana-2911	15	15	we	we	PRON
cana-2911	15	16	process	process	VERB
cana-2911	15	17	voice	voice	NOUN
cana-2911	15	18	commands	command	NOUN
cana-2911	15	19	to	to	PART
cana-2911	15	20	classify	classify	VERB
cana-2911	15	21	potential	potential	ADJ
cana-2911	15	22	spam	spam	NOUN
cana-2911	15	23	or	or	CCONJ
cana-2911	15	24	unwanted	unwanted	ADJ
cana-2911	15	25	communications	communication	NOUN
cana-2911	15	26	with	with	ADP
cana-2911	15	27	97.6	97.6	NUM
cana-2911	15	28	%	%	NOUN
cana-2911	15	29	accuracy	accuracy	NOUN
cana-2911	15	30	.	.	PUNCT
cana-2911	16	1	the	the	DET
cana-2911	16	2	proposed	propose	VERB
cana-2911	16	3	adaptive	adaptive	ADJ
cana-2911	16	4	framework	framework	NOUN
cana-2911	16	5	demonstrates	demonstrate	VERB
cana-2911	16	6	remarkable	remarkable	ADJ
cana-2911	16	7	user	user	NOUN
cana-2911	16	8	-	-	PUNCT
cana-2911	16	9	centric	centric	ADJ
cana-2911	16	10	flexibility	flexibility	NOUN
cana-2911	16	11	,	,	PUNCT
cana-2911	16	12	reducing	reduce	VERB
cana-2911	16	13	false	false	ADJ
cana-2911	16	14	positive	positive	ADJ
cana-2911	16	15	rates	rate	NOUN
cana-2911	16	16	by	by	ADP
cana-2911	16	17	62	62	NUM
cana-2911	16	18	%	%	NOUN
cana-2911	16	19	compared	compare	VERB
cana-2911	16	20	to	to	ADP
cana-2911	16	21	existing	exist	VERB
cana-2911	16	22	rule	rule	NOUN
cana-2911	16	23	-	-	PUNCT
cana-2911	16	24	based	base	VERB
cana-2911	16	25	systems	system	NOUN
cana-2911	16	26	.	.	PUNCT
cana-2911	17	1	the	the	DET
cana-2911	17	2	research	research	NOUN
cana-2911	17	3	significantly	significantly	ADV
cana-2911	17	4	contributes	contribute	VERB
cana-2911	17	5	to	to	ADP
cana-2911	17	6	privacy	privacy	NOUN
cana-2911	17	7	protection	protection	NOUN
cana-2911	17	8	technologies	technology	NOUN
cana-2911	17	9	,	,	PUNCT
cana-2911	17	10	offering	offer	VERB
cana-2911	17	11	a	a	DET
cana-2911	17	12	robust	robust	ADJ
cana-2911	17	13	,	,	PUNCT
cana-2911	17	14	real	real	ADJ
cana-2911	17	15	-	-	PUNCT
cana-2911	17	16	time	time	NOUN
cana-2911	17	17	solution	solution	NOUN
cana-2911	17	18	that	that	PRON
cana-2911	17	19	learns	learn	VERB
cana-2911	17	20	and	and	CCONJ
cana-2911	17	21	adapts	adapt	VERB
cana-2911	17	22	to	to	ADP
cana-2911	17	23	individual	individual	ADJ
cana-2911	17	24	user	user	NOUN
cana-2911	17	25	preferences	preference	NOUN
cana-2911	17	26	.	.	PUNCT
cana-2911	18	1	by	by	ADP
cana-2911	18	2	transforming	transform	VERB
cana-2911	18	3	call	call	NOUN
cana-2911	18	4	management	management	NOUN
cana-2911	18	5	from	from	ADP
cana-2911	18	6	static	static	ADJ
cana-2911	18	7	filtering	filtering	NOUN
cana-2911	18	8	to	to	ADP
cana-2911	18	9	dynamic	dynamic	ADJ
cana-2911	18	10	,	,	PUNCT
cana-2911	18	11	intelligent	intelligent	ADJ
cana-2911	18	12	screening	screening	NOUN
cana-2911	18	13	,	,	PUNCT
cana-2911	18	14	we	we	PRON
cana-2911	18	15	address	address	VERB
cana-2911	18	16	critical	critical	ADJ
cana-2911	18	17	challenges	challenge	NOUN
cana-2911	18	18	in	in	ADP
cana-2911	18	19	telecommunications	telecommunications	NOUN
cana-2911	18	20	privacy	privacy	NOUN
cana-2911	18	21	and	and	CCONJ
cana-2911	18	22	user	user	NOUN
cana-2911	18	23	experience	experience	NOUN
cana-2911	18	24	.	.	PUNCT
cana-2911	19	1	keywords	keyword	NOUN
cana-2911	19	2	:	:	PUNCT
cana-2911	19	3	deep	deep	ADJ
cana-2911	19	4	learning	learning	NOUN
cana-2911	19	5	,	,	PUNCT
cana-2911	19	6	voice	voice	NOUN
cana-2911	19	7	analysis	analysis	NOUN
cana-2911	19	8	,	,	PUNCT
cana-2911	19	9	adaptive	adaptive	ADJ
cana-2911	19	10	call	call	NOUN
cana-2911	19	11	blocking	blocking	NOUN
cana-2911	19	12	,	,	PUNCT
cana-2911	19	13	privacy	privacy	NOUN
cana-2911	19	14	protection	protection	NOUN
cana-2911	19	15	,	,	PUNCT
cana-2911	19	16	machine	machine	NOUN
cana-2911	19	17	learning	learning	NOUN
cana-2911	19	18	introduction	introduction	NOUN
cana-2911	19	19	technological	technological	ADJ
cana-2911	19	20	context	context	NOUN
cana-2911	19	21	and	and	CCONJ
cana-2911	19	22	communicative	communicative	ADJ
cana-2911	19	23	landscape	landscape	NOUN
cana-2911	19	24	the	the	DET
cana-2911	19	25	contemporary	contemporary	PROPN
cana-2911	19	26	telecommunications	telecommunication	NOUN
cana-2911	19	27	ecosystem	ecosystem	NOUN
cana-2911	19	28	represents	represent	VERB
cana-2911	19	29	a	a	DET
cana-2911	19	30	complex	complex	ADJ
cana-2911	19	31	,	,	PUNCT
cana-2911	19	32	dynamically	dynamically	ADV
cana-2911	19	33	evolving	evolve	VERB
cana-2911	19	34	landscape	landscape	NOUN
cana-2911	19	35	characterized	characterize	VERB
cana-2911	19	36	by	by	ADP
cana-2911	19	37	unprecedented	unprecedented	ADJ
cana-2911	19	38	technological	technological	ADJ
cana-2911	19	39	convergence	convergence	NOUN
cana-2911	19	40	and	and	CCONJ
cana-2911	19	41	communication	communication	NOUN
cana-2911	19	42	complexity	complexity	NOUN
cana-2911	19	43	.	.	PUNCT
cana-2911	20	1	as	as	SCONJ
cana-2911	20	2	digital	digital	ADJ
cana-2911	20	3	communication	communication	NOUN
cana-2911	20	4	channels	channel	NOUN
cana-2911	20	5	proliferate	proliferate	VERB
cana-2911	20	6	,	,	PUNCT
cana-2911	20	7	the	the	DET
cana-2911	20	8	vulnerability	vulnerability	NOUN
cana-2911	20	9	of	of	ADP
cana-2911	20	10	individual	individual	ADJ
cana-2911	20	11	and	and	CCONJ
cana-2911	20	12	organizational	organizational	ADJ
cana-2911	20	13	communication	communication	NOUN
cana-2911	20	14	infrastructures	infrastructure	NOUN
cana-2911	20	15	to	to	ADP
cana-2911	20	16	malicious	malicious	ADJ
cana-2911	20	17	interventions	intervention	NOUN
cana-2911	20	18	has	have	AUX
cana-2911	20	19	become	become	AUX
cana-2911	20	20	increasingly	increasingly	ADV
cana-2911	20	21	pronounced	pronounce	VERB
cana-2911	20	22	.	.	PUNCT
cana-2911	21	1	unsolicited	unsolicited	ADJ
cana-2911	21	2	calls	call	NOUN
cana-2911	21	3	,	,	PUNCT
cana-2911	21	4	spanning	span	VERB
cana-2911	21	5	diverse	diverse	ADJ
cana-2911	21	6	categories	category	NOUN
cana-2911	21	7	from	from	ADP
cana-2911	21	8	commercial	commercial	ADJ
cana-2911	21	9	telemarketing	telemarketing	NOUN
cana-2911	21	10	to	to	ADP
cana-2911	21	11	sophisticated	sophisticated	ADJ
cana-2911	21	12	social	social	ADJ
cana-2911	21	13	communications	communication	NOUN
cana-2911	21	14	on	on	ADP
cana-2911	21	15	applied	apply	VERB
cana-2911	21	16	nonlinear	nonlinear	ADJ
cana-2911	21	17	analysis	analysis	NOUN
cana-2911	21	18	issn	issn	NOUN
cana-2911	21	19	:	:	PUNCT
cana-2911	21	20	1074	1074	NUM
cana-2911	21	21	-	-	PUNCT
cana-2911	21	22	133x	133x	NUM
cana-2911	21	23	vol	vol	NOUN
cana-2911	21	24	32	32	NUM
cana-2911	21	25	no	no	NOUN
cana-2911	21	26	.	.	PUNCT
cana-2911	22	1	4s	4s	NUM
cana-2911	22	2	(	(	PUNCT
cana-2911	22	3	2025	2025	NUM
cana-2911	22	4	)	)	PUNCT
cana-2911	22	5	654	654	NUM
cana-2911	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	22	7	engineering	engineering	NOUN
cana-2911	22	8	attempts	attempt	NOUN
cana-2911	22	9	,	,	PUNCT
cana-2911	22	10	pose	pose	VERB
cana-2911	22	11	significant	significant	ADJ
cana-2911	22	12	challenges	challenge	NOUN
cana-2911	22	13	to	to	ADP
cana-2911	22	14	user	user	NOUN
cana-2911	22	15	privacy	privacy	NOUN
cana-2911	22	16	,	,	PUNCT
cana-2911	22	17	psychological	psychological	ADJ
cana-2911	22	18	well	well	NOUN
cana-2911	22	19	-	-	PUNCT
cana-2911	22	20	being	being	NOUN
cana-2911	22	21	,	,	PUNCT
cana-2911	22	22	and	and	CCONJ
cana-2911	22	23	operational	operational	ADJ
cana-2911	22	24	efficiency	efficiency	NOUN
cana-2911	22	25	.	.	PUNCT
cana-2911	23	1	challenges	challenge	NOUN
cana-2911	23	2	in	in	ADP
cana-2911	23	3	modern	modern	ADJ
cana-2911	23	4	communication	communication	NOUN
cana-2911	23	5	management	management	NOUN
cana-2911	23	6	the	the	DET
cana-2911	23	7	exponential	exponential	ADJ
cana-2911	23	8	growth	growth	NOUN
cana-2911	23	9	of	of	ADP
cana-2911	23	10	telecommunication	telecommunication	NOUN
cana-2911	23	11	technologies	technology	NOUN
cana-2911	23	12	has	have	AUX
cana-2911	23	13	created	create	VERB
cana-2911	23	14	a	a	DET
cana-2911	23	15	paradoxical	paradoxical	ADJ
cana-2911	23	16	environment	environment	NOUN
cana-2911	23	17	where	where	SCONJ
cana-2911	23	18	advanced	advanced	ADJ
cana-2911	23	19	communication	communication	NOUN
cana-2911	23	20	infrastructure	infrastructure	NOUN
cana-2911	23	21	coexists	coexist	VERB
cana-2911	23	22	with	with	ADP
cana-2911	23	23	sophisticated	sophisticated	ADJ
cana-2911	23	24	intrusive	intrusive	ADJ
cana-2911	23	25	communication	communication	NOUN
cana-2911	23	26	strategies	strategy	NOUN
cana-2911	23	27	.	.	PUNCT
cana-2911	24	1	traditional	traditional	ADJ
cana-2911	24	2	call	call	NOUN
cana-2911	24	3	management	management	NOUN
cana-2911	24	4	mechanisms	mechanism	NOUN
cana-2911	24	5	have	have	AUX
cana-2911	24	6	demonstrated	demonstrate	VERB
cana-2911	24	7	systemic	systemic	ADJ
cana-2911	24	8	limitations	limitation	NOUN
cana-2911	24	9	in	in	ADP
cana-2911	24	10	addressing	address	VERB
cana-2911	24	11	the	the	DET
cana-2911	24	12	nuanced	nuanced	ADJ
cana-2911	24	13	,	,	PUNCT
cana-2911	24	14	rapidly	rapidly	ADV
cana-2911	24	15	mutating	mutate	VERB
cana-2911	24	16	landscape	landscape	NOUN
cana-2911	24	17	of	of	ADP
cana-2911	24	18	potential	potential	ADJ
cana-2911	24	19	communication	communication	NOUN
cana-2911	24	20	threats	threat	NOUN
cana-2911	24	21	.	.	PUNCT
cana-2911	25	1	existing	exist	VERB
cana-2911	25	2	solutions	solution	NOUN
cana-2911	25	3	predominantly	predominantly	ADV
cana-2911	25	4	rely	rely	VERB
cana-2911	25	5	on	on	ADP
cana-2911	25	6	rudimentary	rudimentary	ADJ
cana-2911	25	7	filtering	filtering	NOUN
cana-2911	25	8	techniques	technique	NOUN
cana-2911	25	9	that	that	PRON
cana-2911	25	10	fail	fail	VERB
cana-2911	25	11	to	to	PART
cana-2911	25	12	capture	capture	VERB
cana-2911	25	13	the	the	DET
cana-2911	25	14	intricate	intricate	ADJ
cana-2911	25	15	contextual	contextual	ADJ
cana-2911	25	16	subtleties	subtlety	NOUN
cana-2911	25	17	inherent	inherent	ADJ
cana-2911	25	18	in	in	ADP
cana-2911	25	19	human	human	ADJ
cana-2911	25	20	vocal	vocal	ADJ
cana-2911	25	21	interactions	interaction	NOUN
cana-2911	25	22	.	.	PUNCT
cana-2911	26	1	technological	technological	ADJ
cana-2911	26	2	limitations	limitation	NOUN
cana-2911	26	3	of	of	ADP
cana-2911	26	4	current	current	ADJ
cana-2911	26	5	approaches	approach	NOUN
cana-2911	26	6	conventional	conventional	ADJ
cana-2911	26	7	call	call	NOUN
cana-2911	26	8	-	-	PUNCT
cana-2911	26	9	blocking	block	VERB
cana-2911	26	10	methodologies	methodology	NOUN
cana-2911	26	11	are	be	AUX
cana-2911	26	12	fundamentally	fundamentally	ADV
cana-2911	26	13	constrained	constrain	VERB
cana-2911	26	14	by	by	ADP
cana-2911	26	15	several	several	ADJ
cana-2911	26	16	critical	critical	ADJ
cana-2911	26	17	architectural	architectural	ADJ
cana-2911	26	18	limitations	limitation	NOUN
cana-2911	26	19	:	:	PUNCT
cana-2911	26	20	1	1	X
cana-2911	26	21	.	.	X
cana-2911	26	22	static	static	ADJ
cana-2911	26	23	filtering	filter	VERB
cana-2911	26	24	mechanisms	mechanism	NOUN
cana-2911	26	25	:	:	PUNCT
cana-2911	26	26	most	most	ADJ
cana-2911	26	27	existing	exist	VERB
cana-2911	26	28	systems	system	NOUN
cana-2911	26	29	employ	employ	VERB
cana-2911	26	30	deterministic	deterministic	ADJ
cana-2911	26	31	rule	rule	NOUN
cana-2911	26	32	-	-	PUNCT
cana-2911	26	33	based	base	VERB
cana-2911	26	34	approaches	approach	NOUN
cana-2911	26	35	that	that	PRON
cana-2911	26	36	lack	lack	VERB
cana-2911	26	37	adaptive	adaptive	ADJ
cana-2911	26	38	intelligence	intelligence	NOUN
cana-2911	26	39	,	,	PUNCT
cana-2911	26	40	resulting	result	VERB
cana-2911	26	41	in	in	ADP
cana-2911	26	42	high	high	ADJ
cana-2911	26	43	false	false	ADJ
cana-2911	26	44	-	-	PUNCT
cana-2911	26	45	positive	positive	ADJ
cana-2911	26	46	rates	rate	NOUN
cana-2911	26	47	and	and	CCONJ
cana-2911	26	48	compromised	compromise	VERB
cana-2911	26	49	user	user	NOUN
cana-2911	26	50	experience	experience	NOUN
cana-2911	26	51	.	.	PUNCT
cana-2911	27	1	2	2	X
cana-2911	27	2	.	.	X
cana-2911	27	3	metadata	metadata	NOUN
cana-2911	27	4	-	-	PUNCT
cana-2911	27	5	dependent	dependent	ADJ
cana-2911	27	6	classification	classification	NOUN
cana-2911	27	7	:	:	PUNCT
cana-2911	27	8	current	current	ADJ
cana-2911	27	9	technologies	technology	NOUN
cana-2911	27	10	primarily	primarily	ADV
cana-2911	27	11	depend	depend	VERB
cana-2911	27	12	on	on	ADP
cana-2911	27	13	numerical	numerical	ADJ
cana-2911	27	14	identifiers	identifier	NOUN
cana-2911	27	15	and	and	CCONJ
cana-2911	27	16	historical	historical	ADJ
cana-2911	27	17	call	call	NOUN
cana-2911	27	18	logs	log	NOUN
cana-2911	27	19	,	,	PUNCT
cana-2911	27	20	neglecting	neglect	VERB
cana-2911	27	21	the	the	DET
cana-2911	27	22	rich	rich	ADJ
cana-2911	27	23	communicative	communicative	ADJ
cana-2911	27	24	information	information	NOUN
cana-2911	27	25	embedded	embed	VERB
cana-2911	27	26	within	within	ADP
cana-2911	27	27	vocal	vocal	ADJ
cana-2911	27	28	characteristics	characteristic	NOUN
cana-2911	27	29	.	.	PUNCT
cana-2911	28	1	3	3	X
cana-2911	28	2	.	.	NUM
cana-2911	28	3	limited	limited	ADJ
cana-2911	28	4	contextual	contextual	ADJ
cana-2911	28	5	understanding	understanding	NOUN
cana-2911	28	6	:	:	PUNCT
cana-2911	28	7	traditional	traditional	ADJ
cana-2911	28	8	systems	system	NOUN
cana-2911	28	9	struggle	struggle	VERB
cana-2911	28	10	to	to	PART
cana-2911	28	11	differentiate	differentiate	VERB
cana-2911	28	12	between	between	ADP
cana-2911	28	13	legitimate	legitimate	ADJ
cana-2911	28	14	communication	communication	NOUN
cana-2911	28	15	and	and	CCONJ
cana-2911	28	16	potentially	potentially	ADV
cana-2911	28	17	harmful	harmful	ADJ
cana-2911	28	18	interactions	interaction	NOUN
cana-2911	28	19	,	,	PUNCT
cana-2911	28	20	primarily	primarily	ADV
cana-2911	28	21	due	due	ADP
cana-2911	28	22	to	to	ADP
cana-2911	28	23	their	their	PRON
cana-2911	28	24	inability	inability	NOUN
cana-2911	28	25	to	to	PART
cana-2911	28	26	comprehend	comprehend	VERB
cana-2911	28	27	contextual	contextual	ADJ
cana-2911	28	28	nuances	nuance	NOUN
cana-2911	28	29	.	.	PUNCT
cana-2911	29	1	research	research	NOUN
cana-2911	29	2	motivation	motivation	NOUN
cana-2911	29	3	and	and	CCONJ
cana-2911	29	4	conceptual	conceptual	ADJ
cana-2911	29	5	framework	framework	NOUN
cana-2911	29	6	our	our	PRON
cana-2911	29	7	research	research	NOUN
cana-2911	29	8	emerges	emerge	VERB
cana-2911	29	9	from	from	ADP
cana-2911	29	10	the	the	DET
cana-2911	29	11	critical	critical	ADJ
cana-2911	29	12	need	need	NOUN
cana-2911	29	13	to	to	PART
cana-2911	29	14	reimagine	reimagine	VERB
cana-2911	29	15	call	call	NOUN
cana-2911	29	16	management	management	NOUN
cana-2911	29	17	as	as	ADP
cana-2911	29	18	an	an	DET
cana-2911	29	19	intelligent	intelligent	ADJ
cana-2911	29	20	,	,	PUNCT
cana-2911	29	21	adaptive	adaptive	ADJ
cana-2911	29	22	ecosystem	ecosystem	NOUN
cana-2911	29	23	that	that	PRON
cana-2911	29	24	transcends	transcend	VERB
cana-2911	29	25	traditional	traditional	ADJ
cana-2911	29	26	technological	technological	ADJ
cana-2911	29	27	boundaries	boundary	NOUN
cana-2911	29	28	.	.	PUNCT
cana-2911	30	1	by	by	ADP
cana-2911	30	2	integrating	integrate	VERB
cana-2911	30	3	advanced	advanced	ADJ
cana-2911	30	4	deep	deep	ADJ
cana-2911	30	5	learning	learning	NOUN
cana-2911	30	6	architectures	architecture	NOUN
cana-2911	30	7	with	with	ADP
cana-2911	30	8	sophisticated	sophisticated	ADJ
cana-2911	30	9	voice	voice	NOUN
cana-2911	30	10	analysis	analysis	NOUN
cana-2911	30	11	techniques	technique	NOUN
cana-2911	30	12	,	,	PUNCT
cana-2911	30	13	we	we	PRON
cana-2911	30	14	aim	aim	VERB
cana-2911	30	15	to	to	PART
cana-2911	30	16	develop	develop	VERB
cana-2911	30	17	a	a	DET
cana-2911	30	18	transformative	transformative	ADJ
cana-2911	30	19	approach	approach	NOUN
cana-2911	30	20	to	to	ADP
cana-2911	30	21	communication	communication	NOUN
cana-2911	30	22	filtering	filter	VERB
cana-2911	30	23	that	that	PRON
cana-2911	30	24	prioritizes	prioritize	VERB
cana-2911	30	25	user	user	NOUN
cana-2911	30	26	autonomy	autonomy	NOUN
cana-2911	30	27	,	,	PUNCT
cana-2911	30	28	privacy	privacy	NOUN
cana-2911	30	29	protection	protection	NOUN
cana-2911	30	30	,	,	PUNCT
cana-2911	30	31	and	and	CCONJ
cana-2911	30	32	technological	technological	ADJ
cana-2911	30	33	adaptability	adaptability	NOUN
cana-2911	30	34	.	.	PUNCT
cana-2911	31	1	proposed	propose	VERB
cana-2911	31	2	technological	technological	ADJ
cana-2911	31	3	innovation	innovation	NOUN
cana-2911	31	4	the	the	DET
cana-2911	31	5	proposed	propose	VERB
cana-2911	31	6	research	research	NOUN
cana-2911	31	7	conceptualizes	conceptualize	VERB
cana-2911	31	8	an	an	DET
cana-2911	31	9	innovative	innovative	ADJ
cana-2911	31	10	deep	deep	ADJ
cana-2911	31	11	learning	learning	NOUN
cana-2911	31	12	-	-	PUNCT
cana-2911	31	13	powered	power	VERB
cana-2911	31	14	adaptive	adaptive	ADJ
cana-2911	31	15	model	model	NOUN
cana-2911	31	16	designed	design	VERB
cana-2911	31	17	to	to	PART
cana-2911	31	18	revolutionize	revolutionize	VERB
cana-2911	31	19	call	call	NOUN
cana-2911	31	20	blocking	block	VERB
cana-2911	31	21	through	through	ADP
cana-2911	31	22	comprehensive	comprehensive	ADJ
cana-2911	31	23	voice	voice	NOUN
cana-2911	31	24	command	command	NOUN
cana-2911	31	25	interpretation	interpretation	NOUN
cana-2911	31	26	.	.	PUNCT
cana-2911	32	1	our	our	PRON
cana-2911	32	2	approach	approach	NOUN
cana-2911	32	3	represents	represent	VERB
cana-2911	32	4	a	a	DET
cana-2911	32	5	paradigm	paradigm	NOUN
cana-2911	32	6	shift	shift	NOUN
cana-2911	32	7	from	from	ADP
cana-2911	32	8	reactive	reactive	ADJ
cana-2911	32	9	filtering	filtering	NOUN
cana-2911	32	10	to	to	ADP
cana-2911	32	11	proactive	proactive	ADJ
cana-2911	32	12	,	,	PUNCT
cana-2911	32	13	context	context	NOUN
cana-2911	32	14	-	-	PUNCT
cana-2911	32	15	aware	aware	ADJ
cana-2911	32	16	communication	communication	NOUN
cana-2911	32	17	management	management	NOUN
cana-2911	32	18	.	.	PUNCT
cana-2911	33	1	comprehensive	comprehensive	ADJ
cana-2911	33	2	research	research	NOUN
cana-2911	33	3	objectives	objective	NOUN
cana-2911	33	4	1	1	NUM
cana-2911	33	5	.	.	PUNCT
cana-2911	33	6	intelligent	intelligent	ADJ
cana-2911	33	7	intent	intent	ADJ
cana-2911	33	8	classification	classification	NOUN
cana-2911	33	9	:	:	PUNCT
cana-2911	33	10	develop	develop	VERB
cana-2911	33	11	a	a	DET
cana-2911	33	12	sophisticated	sophisticated	ADJ
cana-2911	33	13	machine	machine	NOUN
cana-2911	33	14	learning	learn	VERB
cana-2911	33	15	framework	framework	NOUN
cana-2911	33	16	capable	capable	ADJ
cana-2911	33	17	of	of	ADP
cana-2911	33	18	dynamically	dynamically	ADV
cana-2911	33	19	analyzing	analyze	VERB
cana-2911	33	20	caller	caller	NOUN
cana-2911	33	21	intentions	intention	NOUN
cana-2911	33	22	through	through	ADP
cana-2911	33	23	advanced	advanced	ADJ
cana-2911	33	24	acoustic	acoustic	ADJ
cana-2911	33	25	feature	feature	NOUN
cana-2911	33	26	extraction	extraction	NOUN
cana-2911	33	27	.	.	PUNCT
cana-2911	34	1	communications	communication	NOUN
cana-2911	34	2	on	on	ADP
cana-2911	34	3	applied	apply	VERB
cana-2911	34	4	nonlinear	nonlinear	ADJ
cana-2911	34	5	analysis	analysis	NOUN
cana-2911	34	6	issn	issn	NOUN
cana-2911	34	7	:	:	PUNCT
cana-2911	34	8	1074	1074	NUM
cana-2911	34	9	-	-	PUNCT
cana-2911	34	10	133x	133x	NUM
cana-2911	34	11	vol	vol	NOUN
cana-2911	34	12	32	32	NUM
cana-2911	34	13	no	no	NOUN
cana-2911	34	14	.	.	PUNCT
cana-2911	35	1	4s	4s	NUM
cana-2911	35	2	(	(	PUNCT
cana-2911	35	3	2025	2025	NUM
cana-2911	35	4	)	)	PUNCT
cana-2911	35	5	655	655	NUM
cana-2911	35	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	35	7	2	2	NUM
cana-2911	35	8	.	.	X
cana-2911	35	9	adaptive	adaptive	ADJ
cana-2911	35	10	learning	learn	VERB
cana-2911	35	11	mechanisms	mechanism	NOUN
cana-2911	35	12	:	:	PUNCT
cana-2911	35	13	design	design	VERB
cana-2911	35	14	a	a	DET
cana-2911	35	15	self	self	NOUN
cana-2911	35	16	-	-	PUNCT
cana-2911	35	17	evolving	evolve	VERB
cana-2911	35	18	system	system	NOUN
cana-2911	35	19	that	that	PRON
cana-2911	35	20	continuously	continuously	ADV
cana-2911	35	21	refines	refine	VERB
cana-2911	35	22	its	its	PRON
cana-2911	35	23	decision	decision	NOUN
cana-2911	35	24	-	-	PUNCT
cana-2911	35	25	making	make	VERB
cana-2911	35	26	capabilities	capability	NOUN
cana-2911	35	27	based	base	VERB
cana-2911	35	28	on	on	ADP
cana-2911	35	29	user	user	NOUN
cana-2911	35	30	interactions	interaction	NOUN
cana-2911	35	31	and	and	CCONJ
cana-2911	35	32	emerging	emerge	VERB
cana-2911	35	33	communication	communication	NOUN
cana-2911	35	34	patterns	pattern	NOUN
cana-2911	35	35	.	.	PUNCT
cana-2911	36	1	3	3	X
cana-2911	36	2	.	.	X
cana-2911	36	3	privacy	privacy	NOUN
cana-2911	36	4	-	-	PUNCT
cana-2911	36	5	centric	centric	ADJ
cana-2911	36	6	design	design	NOUN
cana-2911	36	7	:	:	PUNCT
cana-2911	36	8	create	create	VERB
cana-2911	36	9	a	a	DET
cana-2911	36	10	technological	technological	ADJ
cana-2911	36	11	solution	solution	NOUN
cana-2911	36	12	that	that	PRON
cana-2911	36	13	prioritizes	prioritize	VERB
cana-2911	36	14	user	user	NOUN
cana-2911	36	15	privacy	privacy	NOUN
cana-2911	36	16	while	while	SCONJ
cana-2911	36	17	maintaining	maintain	VERB
cana-2911	36	18	sophisticated	sophisticated	ADJ
cana-2911	36	19	filtering	filter	VERB
cana-2911	36	20	capabilities	capability	NOUN
cana-2911	36	21	.	.	PUNCT
cana-2911	37	1	4	4	X
cana-2911	37	2	.	.	X
cana-2911	37	3	real	real	ADJ
cana-2911	37	4	-	-	PUNCT
cana-2911	37	5	time	time	NOUN
cana-2911	37	6	processing	processing	NOUN
cana-2911	37	7	:	:	PUNCT
cana-2911	37	8	implement	implement	VERB
cana-2911	37	9	a	a	DET
cana-2911	37	10	high	high	ADJ
cana-2911	37	11	-	-	PUNCT
cana-2911	37	12	performance	performance	NOUN
cana-2911	37	13	computational	computational	ADJ
cana-2911	37	14	architecture	architecture	NOUN
cana-2911	37	15	capable	capable	ADJ
cana-2911	37	16	of	of	ADP
cana-2911	37	17	instantaneous	instantaneous	ADJ
cana-2911	37	18	voice	voice	NOUN
cana-2911	37	19	command	command	NOUN
cana-2911	37	20	analysis	analysis	NOUN
cana-2911	37	21	.	.	PUNCT
cana-2911	38	1	broader	broad	ADJ
cana-2911	38	2	societal	societal	ADJ
cana-2911	38	3	and	and	CCONJ
cana-2911	38	4	technological	technological	ADJ
cana-2911	38	5	implications	implication	NOUN
cana-2911	38	6	the	the	DET
cana-2911	38	7	proposed	propose	VERB
cana-2911	38	8	research	research	NOUN
cana-2911	38	9	transcends	transcend	VERB
cana-2911	38	10	traditional	traditional	ADJ
cana-2911	38	11	technological	technological	ADJ
cana-2911	38	12	boundaries	boundary	NOUN
cana-2911	38	13	,	,	PUNCT
cana-2911	38	14	offering	offer	VERB
cana-2911	38	15	potential	potential	ADJ
cana-2911	38	16	transformative	transformative	ADJ
cana-2911	38	17	applications	application	NOUN
cana-2911	38	18	across	across	ADP
cana-2911	38	19	multiple	multiple	ADJ
cana-2911	38	20	domains	domain	NOUN
cana-2911	38	21	:	:	PUNCT
cana-2911	38	22	•	•	NUM
cana-2911	38	23	personal	personal	ADJ
cana-2911	38	24	communication	communication	NOUN
cana-2911	38	25	management	management	NOUN
cana-2911	38	26	•	•	NOUN
cana-2911	38	27	enterprise	enterprise	NOUN
cana-2911	38	28	communication	communication	NOUN
cana-2911	38	29	security	security	NOUN
cana-2911	38	30	•	•	NOUN
cana-2911	38	31	telecommunications	telecommunications	NOUN
cana-2911	38	32	infrastructure	infrastructure	NOUN
cana-2911	38	33	optimization	optimization	NOUN
cana-2911	38	34	•	•	PROPN
cana-2911	38	35	privacy	privacy	NOUN
cana-2911	38	36	protection	protection	NOUN
cana-2911	38	37	technologies	technology	NOUN
cana-2911	38	38	significance	significance	NOUN
cana-2911	38	39	and	and	CCONJ
cana-2911	38	40	potential	potential	ADJ
cana-2911	38	41	impact	impact	NOUN
cana-2911	38	42	by	by	ADP
cana-2911	38	43	addressing	address	VERB
cana-2911	38	44	the	the	DET
cana-2911	38	45	fundamental	fundamental	ADJ
cana-2911	38	46	limitations	limitation	NOUN
cana-2911	38	47	of	of	ADP
cana-2911	38	48	existing	exist	VERB
cana-2911	38	49	call	call	NOUN
cana-2911	38	50	-	-	PUNCT
cana-2911	38	51	blocking	block	VERB
cana-2911	38	52	technologies	technology	NOUN
cana-2911	38	53	,	,	PUNCT
cana-2911	38	54	our	our	PRON
cana-2911	38	55	research	research	NOUN
cana-2911	38	56	aspires	aspire	VERB
cana-2911	38	57	to	to	PART
cana-2911	38	58	establish	establish	VERB
cana-2911	38	59	a	a	DET
cana-2911	38	60	new	new	ADJ
cana-2911	38	61	paradigm	paradigm	NOUN
cana-2911	38	62	in	in	ADP
cana-2911	38	63	communication	communication	NOUN
cana-2911	38	64	filtering	filtering	NOUN
cana-2911	38	65	.	.	PUNCT
cana-2911	39	1	the	the	DET
cana-2911	39	2	proposed	propose	VERB
cana-2911	39	3	approach	approach	NOUN
cana-2911	39	4	promises	promise	VERB
cana-2911	39	5	to	to	PART
cana-2911	39	6	:	:	PUNCT
cana-2911	39	7	•	•	VERB
cana-2911	39	8	reduce	reduce	VERB
cana-2911	39	9	psychological	psychological	ADJ
cana-2911	39	10	stress	stress	NOUN
cana-2911	39	11	associated	associate	VERB
cana-2911	39	12	with	with	ADP
cana-2911	39	13	unsolicited	unsolicited	ADJ
cana-2911	39	14	communications	communication	NOUN
cana-2911	39	15	•	•	ADP
cana-2911	39	16	enhance	enhance	VERB
cana-2911	39	17	individual	individual	ADJ
cana-2911	39	18	and	and	CCONJ
cana-2911	39	19	organizational	organizational	ADJ
cana-2911	39	20	communication	communication	NOUN
cana-2911	39	21	efficiency	efficiency	NOUN
cana-2911	39	22	•	•	ADP
cana-2911	39	23	provide	provide	VERB
cana-2911	39	24	robust	robust	ADJ
cana-2911	39	25	privacy	privacy	NOUN
cana-2911	39	26	protection	protection	NOUN
cana-2911	39	27	mechanisms	mechanism	NOUN
cana-2911	39	28	•	•	ADV
cana-2911	39	29	demonstrate	demonstrate	VERB
cana-2911	39	30	the	the	DET
cana-2911	39	31	potential	potential	NOUN
cana-2911	39	32	of	of	ADP
cana-2911	39	33	adaptive	adaptive	ADJ
cana-2911	39	34	machine	machine	NOUN
cana-2911	39	35	learning	learning	NOUN
cana-2911	39	36	in	in	ADP
cana-2911	39	37	communication	communication	NOUN
cana-2911	39	38	technologies	technology	NOUN
cana-2911	39	39	i.	i.	PROPN
cana-2911	39	40	literature	literature	PROPN
cana-2911	39	41	review	review	PROPN
cana-2911	39	42	and	and	CCONJ
cana-2911	39	43	comparative	comparative	ADJ
cana-2911	39	44	analysis	analysis	NOUN
cana-2911	39	45	existing	exist	VERB
cana-2911	39	46	call	call	NOUN
cana-2911	39	47	blocking	block	VERB
cana-2911	39	48	methodologies	methodology	NOUN
cana-2911	39	49	rule	rule	NOUN
cana-2911	39	50	-	-	PUNCT
cana-2911	39	51	based	base	VERB
cana-2911	39	52	filtering	filtering	NOUN
cana-2911	39	53	approaches	approach	VERB
cana-2911	39	54	traditional	traditional	ADJ
cana-2911	39	55	call	call	NOUN
cana-2911	39	56	blocking	block	VERB
cana-2911	39	57	systems	system	NOUN
cana-2911	39	58	have	have	AUX
cana-2911	39	59	predominantly	predominantly	ADV
cana-2911	39	60	relied	rely	VERB
cana-2911	39	61	on	on	ADP
cana-2911	39	62	rule	rule	NOUN
cana-2911	39	63	-	-	PUNCT
cana-2911	39	64	based	base	VERB
cana-2911	39	65	algorithmic	algorithmic	ADJ
cana-2911	39	66	approaches	approach	NOUN
cana-2911	39	67	,	,	PUNCT
cana-2911	39	68	characterized	characterize	VERB
cana-2911	39	69	by	by	ADP
cana-2911	39	70	their	their	PRON
cana-2911	39	71	simplistic	simplistic	ADJ
cana-2911	39	72	and	and	CCONJ
cana-2911	39	73	static	static	ADJ
cana-2911	39	74	filtering	filter	VERB
cana-2911	39	75	mechanisms	mechanism	NOUN
cana-2911	39	76	.	.	PUNCT
cana-2911	40	1	early	early	ADJ
cana-2911	40	2	implementations	implementation	NOUN
cana-2911	40	3	focused	focus	VERB
cana-2911	40	4	on	on	ADP
cana-2911	40	5	:	:	PUNCT
cana-2911	40	6	1	1	X
cana-2911	40	7	.	.	X
cana-2911	40	8	numeric	numeric	ADJ
cana-2911	40	9	pattern	pattern	NOUN
cana-2911	40	10	matching	match	VERB
cana-2911	40	11	2	2	NUM
cana-2911	40	12	.	.	PUNCT
cana-2911	40	13	blacklist	blacklist	NOUN
cana-2911	40	14	-	-	PUNCT
cana-2911	40	15	based	base	VERB
cana-2911	40	16	number	number	NOUN
cana-2911	40	17	exclusion	exclusion	NOUN
cana-2911	40	18	3	3	NUM
cana-2911	40	19	.	.	PUNCT
cana-2911	40	20	metadata	metadata	NOUN
cana-2911	40	21	-	-	PUNCT
cana-2911	40	22	driven	drive	VERB
cana-2911	40	23	filtering	filtering	NOUN
cana-2911	40	24	communications	communication	NOUN
cana-2911	40	25	on	on	ADP
cana-2911	40	26	applied	apply	VERB
cana-2911	40	27	nonlinear	nonlinear	ADJ
cana-2911	40	28	analysis	analysis	NOUN
cana-2911	40	29	issn	issn	NOUN
cana-2911	40	30	:	:	PUNCT
cana-2911	40	31	1074	1074	NUM
cana-2911	40	32	-	-	PUNCT
cana-2911	40	33	133x	133x	NUM
cana-2911	40	34	vol	vol	NOUN
cana-2911	40	35	32	32	NUM
cana-2911	40	36	no	no	NOUN
cana-2911	40	37	.	.	PUNCT
cana-2911	41	1	4s	4s	NUM
cana-2911	41	2	(	(	PUNCT
cana-2911	41	3	2025	2025	NUM
cana-2911	41	4	)	)	PUNCT
cana-2911	41	5	656	656	NUM
cana-2911	42	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	42	2	critical	critical	ADJ
cana-2911	42	3	limitations	limitation	NOUN
cana-2911	42	4	:	:	PUNCT
cana-2911	42	5	1	1	X
cana-2911	42	6	.	.	X
cana-2911	42	7	inability	inability	NOUN
cana-2911	42	8	to	to	PART
cana-2911	42	9	adapt	adapt	VERB
cana-2911	42	10	to	to	ADP
cana-2911	42	11	evolving	evolve	VERB
cana-2911	42	12	spam	spam	NOUN
cana-2911	42	13	strategies	strategy	NOUN
cana-2911	42	14	2	2	NUM
cana-2911	42	15	.	.	NOUN
cana-2911	42	16	high	high	ADJ
cana-2911	42	17	false	false	ADJ
cana-2911	42	18	-	-	PUNCT
cana-2911	42	19	positive	positive	ADJ
cana-2911	42	20	rates	rate	NOUN
cana-2911	42	21	3	3	NUM
cana-2911	42	22	.	.	NOUN
cana-2911	42	23	minimal	minimal	ADJ
cana-2911	42	24	contextual	contextual	ADJ
cana-2911	42	25	understanding	understanding	NOUN
cana-2911	42	26	4	4	NUM
cana-2911	42	27	.	.	PUNCT
cana-2911	42	28	limited	limited	ADJ
cana-2911	42	29	scalability	scalability	NOUN
cana-2911	42	30	across	across	ADP
cana-2911	42	31	diverse	diverse	ADJ
cana-2911	42	32	communication	communication	NOUN
cana-2911	42	33	scenarios	scenario	NOUN
cana-2911	42	34	machine	machine	NOUN
cana-2911	42	35	learning	learning	NOUN
cana-2911	42	36	-	-	PUNCT
cana-2911	42	37	driven	drive	VERB
cana-2911	42	38	approaches	approach	VERB
cana-2911	42	39	the	the	DET
cana-2911	42	40	evolution	evolution	NOUN
cana-2911	42	41	of	of	ADP
cana-2911	42	42	call	call	NOUN
cana-2911	42	43	blocking	blocking	NOUN
cana-2911	42	44	technologies	technology	NOUN
cana-2911	42	45	witnessed	witness	VERB
cana-2911	42	46	a	a	DET
cana-2911	42	47	significant	significant	ADJ
cana-2911	42	48	paradigm	paradigm	NOUN
cana-2911	42	49	shift	shift	NOUN
cana-2911	42	50	with	with	ADP
cana-2911	42	51	the	the	DET
cana-2911	42	52	introduction	introduction	NOUN
cana-2911	42	53	of	of	ADP
cana-2911	42	54	machine	machine	NOUN
cana-2911	42	55	learning	learn	VERB
cana-2911	42	56	techniques	technique	NOUN
cana-2911	42	57	:	:	PUNCT
cana-2911	42	58	1	1	X
cana-2911	42	59	.	.	X
cana-2911	42	60	statistical	statistical	ADJ
cana-2911	42	61	learning	learning	NOUN
cana-2911	42	62	models	model	NOUN
cana-2911	42	63	:	:	PUNCT
cana-2911	42	64	•	•	NUM
cana-2911	42	65	support	support	NOUN
cana-2911	42	66	vector	vector	NOUN
cana-2911	42	67	machines	machine	NOUN
cana-2911	42	68	(	(	PUNCT
cana-2911	42	69	svm	svm	PROPN
cana-2911	42	70	)	)	PUNCT
cana-2911	42	71	demonstrated	demonstrate	VERB
cana-2911	42	72	initial	initial	ADJ
cana-2911	42	73	promise	promise	NOUN
cana-2911	42	74	in	in	ADP
cana-2911	42	75	binary	binary	ADJ
cana-2911	42	76	classification	classification	NOUN
cana-2911	42	77	•	•	CCONJ
cana-2911	42	78	random	random	ADJ
cana-2911	42	79	forest	forest	NOUN
cana-2911	42	80	algorithms	algorithm	NOUN
cana-2911	42	81	provided	provide	VERB
cana-2911	42	82	enhanced	enhanced	ADJ
cana-2911	42	83	feature	feature	NOUN
cana-2911	42	84	interaction	interaction	NOUN
cana-2911	42	85	capabilities	capability	NOUN
cana-2911	42	86	•	•	ADP
cana-2911	42	87	naive	naive	ADJ
cana-2911	42	88	bayes	bayes	NOUN
cana-2911	42	89	classifiers	classifier	NOUN
cana-2911	42	90	offered	offer	VERB
cana-2911	42	91	probabilistic	probabilistic	ADJ
cana-2911	42	92	decision	decision	NOUN
cana-2911	42	93	-	-	PUNCT
cana-2911	42	94	making	make	VERB
cana-2911	42	95	frameworks	framework	NOUN
cana-2911	42	96	2	2	NUM
cana-2911	42	97	.	.	PUNCT
cana-2911	43	1	supervised	supervise	VERB
cana-2911	43	2	learning	learning	NOUN
cana-2911	43	3	limitations	limitation	NOUN
cana-2911	43	4	:	:	PUNCT
cana-2911	43	5	•	•	NOUN
cana-2911	43	6	restricted	restrict	VERB
cana-2911	43	7	generalizability	generalizability	NOUN
cana-2911	43	8	•	•	NOUN
cana-2911	43	9	dependency	dependency	NOUN
cana-2911	43	10	on	on	ADP
cana-2911	43	11	extensive	extensive	ADJ
cana-2911	43	12	labeled	label	VERB
cana-2911	43	13	datasets	dataset	NOUN
cana-2911	43	14	•	•	ADP
cana-2911	43	15	minimal	minimal	ADJ
cana-2911	43	16	adaptive	adaptive	ADJ
cana-2911	43	17	capabilities	capability	NOUN
cana-2911	43	18	•	•	NOUN
cana-2911	43	19	challenges	challenge	NOUN
cana-2911	43	20	in	in	ADP
cana-2911	43	21	real	real	ADJ
cana-2911	43	22	-	-	PUNCT
cana-2911	43	23	time	time	NOUN
cana-2911	43	24	feature	feature	NOUN
cana-2911	43	25	extraction	extraction	NOUN
cana-2911	43	26	and	and	CCONJ
cana-2911	43	27	interpretation	interpretation	NOUN
cana-2911	43	28	deep	deep	ADJ
cana-2911	43	29	learning	learning	NOUN
cana-2911	43	30	innovations	innovation	NOUN
cana-2911	43	31	in	in	ADP
cana-2911	43	32	voice	voice	NOUN
cana-2911	43	33	analysis	analysis	NOUN
cana-2911	43	34	architectural	architectural	ADJ
cana-2911	43	35	advancements	advancement	NOUN
cana-2911	43	36	contemporary	contemporary	ADJ
cana-2911	43	37	research	research	NOUN
cana-2911	43	38	has	have	AUX
cana-2911	43	39	witnessed	witness	VERB
cana-2911	43	40	transformative	transformative	ADJ
cana-2911	43	41	developments	development	NOUN
cana-2911	43	42	in	in	ADP
cana-2911	43	43	voice	voice	NOUN
cana-2911	43	44	analysis	analysis	NOUN
cana-2911	43	45	through	through	ADP
cana-2911	43	46	sophisticated	sophisticated	ADJ
cana-2911	43	47	deep	deep	ADJ
cana-2911	43	48	learning	learning	NOUN
cana-2911	43	49	architectures	architecture	NOUN
cana-2911	43	50	:	:	PUNCT
cana-2911	44	1	1	1	X
cana-2911	44	2	.	.	X
cana-2911	44	3	convolutional	convolutional	ADJ
cana-2911	44	4	neural	neural	ADJ
cana-2911	44	5	networks	network	NOUN
cana-2911	44	6	(	(	PUNCT
cana-2911	44	7	cnn	cnn	PROPN
cana-2911	44	8	):	):	PUNCT
cana-2911	44	9	•	•	ADP
cana-2911	44	10	exceptional	exceptional	ADJ
cana-2911	44	11	performance	performance	NOUN
cana-2911	44	12	in	in	ADP
cana-2911	44	13	spectrogramic	spectrogramic	ADJ
cana-2911	44	14	feature	feature	NOUN
cana-2911	44	15	extraction	extraction	NOUN
cana-2911	44	16	•	•	ADP
cana-2911	44	17	spatial	spatial	ADJ
cana-2911	44	18	feature	feature	NOUN
cana-2911	44	19	representation	representation	NOUN
cana-2911	44	20	•	•	ADP
cana-2911	44	21	robust	robust	ADJ
cana-2911	44	22	noise	noise	NOUN
cana-2911	44	23	reduction	reduction	NOUN
cana-2911	44	24	capabilities	capability	NOUN
cana-2911	44	25	2	2	NUM
cana-2911	44	26	.	.	X
cana-2911	44	27	recurrent	recurrent	ADJ
cana-2911	44	28	neural	neural	ADJ
cana-2911	44	29	networks	network	NOUN
cana-2911	44	30	(	(	PUNCT
cana-2911	44	31	rnn	rnn	PROPN
cana-2911	44	32	):	):	PUNCT
cana-2911	44	33	•	•	NUM
cana-2911	44	34	advanced	advanced	ADJ
cana-2911	44	35	sequential	sequential	ADJ
cana-2911	44	36	data	datum	NOUN
cana-2911	44	37	processing	process	VERB
cana-2911	44	38	•	•	PRON
cana-2911	44	39	temporal	temporal	ADJ
cana-2911	44	40	dependency	dependency	NOUN
cana-2911	44	41	capture	capture	NOUN
cana-2911	44	42	•	•	ADP
cana-2911	44	43	long	long	ADJ
cana-2911	44	44	short	short	ADJ
cana-2911	44	45	-	-	PUNCT
cana-2911	44	46	term	term	NOUN
cana-2911	44	47	memory	memory	NOUN
cana-2911	44	48	(	(	PUNCT
cana-2911	44	49	lstm	lstm	NOUN
cana-2911	44	50	)	)	PUNCT
cana-2911	44	51	variants	variant	NOUN
cana-2911	44	52	enabling	enable	VERB
cana-2911	44	53	complex	complex	ADJ
cana-2911	44	54	pattern	pattern	NOUN
cana-2911	44	55	recognition	recognition	NOUN
cana-2911	44	56	3	3	NUM
cana-2911	44	57	.	.	X
cana-2911	44	58	transformer	transformer	NOUN
cana-2911	44	59	-	-	PUNCT
cana-2911	44	60	based	base	VERB
cana-2911	44	61	models	model	NOUN
cana-2911	44	62	:	:	PUNCT
cana-2911	44	63	•	•	NUM
cana-2911	44	64	revolutionary	revolutionary	ADJ
cana-2911	44	65	context	context	NOUN
cana-2911	44	66	understanding	understand	VERB
cana-2911	44	67	communications	communication	NOUN
cana-2911	44	68	on	on	ADP
cana-2911	44	69	applied	apply	VERB
cana-2911	44	70	nonlinear	nonlinear	ADJ
cana-2911	44	71	analysis	analysis	NOUN
cana-2911	44	72	issn	issn	NOUN
cana-2911	44	73	:	:	PUNCT
cana-2911	44	74	1074	1074	NUM
cana-2911	44	75	-	-	PUNCT
cana-2911	44	76	133x	133x	NUM
cana-2911	44	77	vol	vol	NOUN
cana-2911	44	78	32	32	NUM
cana-2911	44	79	no	no	NOUN
cana-2911	44	80	.	.	PUNCT
cana-2911	45	1	4s	4s	NUM
cana-2911	45	2	(	(	PUNCT
cana-2911	45	3	2025	2025	NUM
cana-2911	45	4	)	)	PUNCT
cana-2911	46	1	657	657	NUM
cana-2911	46	2	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-2911	46	3	•	•	ADP
cana-2911	46	4	bert	bert	NOUN
cana-2911	46	5	and	and	CCONJ
cana-2911	46	6	whisper	whisper	NOUN
cana-2911	46	7	models	model	NOUN
cana-2911	46	8	demonstrating	demonstrate	VERB
cana-2911	46	9	unprecedented	unprecedented	ADJ
cana-2911	46	10	semantic	semantic	ADJ
cana-2911	46	11	comprehension	comprehension	NOUN
cana-2911	46	12	•	•	NOUN
cana-2911	46	13	self	self	NOUN
cana-2911	46	14	-	-	PUNCT
cana-2911	46	15	attention	attention	NOUN
cana-2911	46	16	mechanisms	mechanism	NOUN
cana-2911	46	17	enabling	enable	VERB
cana-2911	46	18	nuanced	nuanced	ADJ
cana-2911	46	19	intent	intent	ADJ
cana-2911	46	20	classification	classification	NOUN
cana-2911	46	21	exponential	exponential	ADJ
cana-2911	46	22	improvement	improvement	NOUN
cana-2911	46	23	in	in	ADP
cana-2911	46	24	voice	voice	NOUN
cana-2911	46	25	analysis	analysis	NOUN
cana-2911	46	26	accuracy	accuracy	NOUN
cana-2911	46	27	is	be	AUX
cana-2911	46	28	done	do	VERB
cana-2911	46	29	through	through	ADP
cana-2911	46	30	these	these	DET
cana-2911	46	31	advanced	advanced	ADJ
cana-2911	46	32	architectures	architecture	NOUN
cana-2911	46	33	,	,	PUNCT
cana-2911	46	34	showcasing	showcase	VERB
cana-2911	46	35	potential	potential	ADJ
cana-2911	46	36	accuracy	accuracy	NOUN
cana-2911	46	37	improvements	improvement	NOUN
cana-2911	46	38	of	of	ADP
cana-2911	46	39	up	up	ADP
cana-2911	46	40	to	to	PART
cana-2911	46	41	42	42	NUM
cana-2911	46	42	%	%	NOUN
cana-2911	46	43	compared	compare	VERB
cana-2911	46	44	to	to	ADP
cana-2911	46	45	traditional	traditional	ADJ
cana-2911	46	46	machine	machine	NOUN
cana-2911	46	47	learning	learning	NOUN
cana-2911	46	48	approaches	approach	NOUN
cana-2911	46	49	.	.	PUNCT
cana-2911	47	1	figure	figure	NOUN
cana-2911	47	2	1	1	NUM
cana-2911	47	3	:	:	PUNCT
cana-2911	47	4	comparative	comparative	ADJ
cana-2911	47	5	analysis	analysis	NOUN
cana-2911	47	6	of	of	ADP
cana-2911	47	7	call	call	NOUN
cana-2911	47	8	blocking	blocking	NOUN
cana-2911	47	9	technologies	technology	NOUN
cana-2911	47	10	adaptive	adaptive	ADJ
cana-2911	47	11	learning	learn	VERB
cana-2911	47	12	paradigms	paradigm	VERB
cana-2911	47	13	reinforcement	reinforcement	NOUN
cana-2911	47	14	learning	learning	NOUN
cana-2911	47	15	integration	integration	NOUN
cana-2911	47	16	recent	recent	ADJ
cana-2911	47	17	research	research	NOUN
cana-2911	47	18	has	have	AUX
cana-2911	47	19	explored	explore	VERB
cana-2911	47	20	sophisticated	sophisticated	ADJ
cana-2911	47	21	adaptive	adaptive	ADJ
cana-2911	47	22	learning	learning	NOUN
cana-2911	47	23	methodologies	methodology	NOUN
cana-2911	47	24	:	:	PUNCT
cana-2911	48	1	1	1	X
cana-2911	48	2	.	.	X
cana-2911	48	3	online	online	ADJ
cana-2911	48	4	learning	learn	VERB
cana-2911	48	5	techniques	technique	NOUN
cana-2911	48	6	:	:	PUNCT
cana-2911	48	7	•	•	NUM
cana-2911	48	8	dynamic	dynamic	ADJ
cana-2911	48	9	model	model	NOUN
cana-2911	48	10	recalibration	recalibration	NOUN
cana-2911	48	11	•	•	ADP
cana-2911	48	12	continuous	continuous	ADJ
cana-2911	48	13	performance	performance	NOUN
cana-2911	48	14	optimization	optimization	NOUN
cana-2911	48	15	•	•	NOUN
cana-2911	48	16	user	user	NOUN
cana-2911	48	17	feedback	feedback	NOUN
cana-2911	48	18	-	-	PUNCT
cana-2911	48	19	driven	drive	VERB
cana-2911	48	20	refinement	refinement	NOUN
cana-2911	48	21	2	2	NUM
cana-2911	48	22	.	.	X
cana-2911	48	23	contextual	contextual	ADJ
cana-2911	48	24	bandits	bandit	NOUN
cana-2911	48	25	:	:	PUNCT
cana-2911	48	26	•	•	NUM
cana-2911	48	27	real	real	ADJ
cana-2911	48	28	-	-	PUNCT
cana-2911	48	29	time	time	NOUN
cana-2911	48	30	decision	decision	NOUN
cana-2911	48	31	-	-	PUNCT
cana-2911	48	32	making	make	VERB
cana-2911	48	33	frameworks	framework	NOUN
cana-2911	48	34	•	•	ADP
cana-2911	48	35	probabilistic	probabilistic	ADJ
cana-2911	48	36	exploration	exploration	NOUN
cana-2911	48	37	-	-	PUNCT
cana-2911	48	38	exploitation	exploitation	NOUN
cana-2911	48	39	strategies	strategy	NOUN
cana-2911	48	40	approach	approach	NOUN
cana-2911	48	41	accuracy	accuracy	NOUN
cana-2911	48	42	adaptability	adaptability	NOUN
cana-2911	48	43	computational	computational	ADJ
cana-2911	48	44	complexity	complexity	NOUN
cana-2911	48	45	context	context	NOUN
cana-2911	48	46	understanding	understand	VERB
cana-2911	48	47	rule	rule	NOUN
cana-2911	48	48	-	-	PUNCT
cana-2911	48	49	based	base	VERB
cana-2911	48	50	65	65	NUM
cana-2911	48	51	-	-	SYM
cana-2911	48	52	70	70	NUM
cana-2911	48	53	%	%	NOUN
cana-2911	48	54	low	low	ADJ
cana-2911	48	55	low	low	ADJ
cana-2911	48	56	minimal	minimal	ADJ
cana-2911	48	57	traditional	traditional	ADJ
cana-2911	48	58	ml	ml	ADP
cana-2911	48	59	75	75	NUM
cana-2911	48	60	-	-	SYM
cana-2911	48	61	80	80	NUM
cana-2911	48	62	%	%	NOUN
cana-2911	48	63	medium	medium	NOUN
cana-2911	48	64	medium	medium	ADJ
cana-2911	48	65	limited	limited	ADJ
cana-2911	48	66	deep	deep	ADJ
cana-2911	48	67	learning	learn	VERB
cana-2911	48	68	85	85	NUM
cana-2911	48	69	-	-	SYM
cana-2911	48	70	90	90	NUM
cana-2911	48	71	%	%	NOUN
cana-2911	48	72	high	high	ADJ
cana-2911	48	73	high	high	ADJ
cana-2911	48	74	moderate	moderate	ADJ
cana-2911	48	75	proposed	propose	VERB
cana-2911	48	76	model	model	NOUN
cana-2911	48	77	95	95	NUM
cana-2911	48	78	-	-	SYM
cana-2911	48	79	98	98	NUM
cana-2911	48	80	%	%	NOUN
cana-2911	48	81	very	very	ADV
cana-2911	48	82	high	high	ADJ
cana-2911	48	83	high	high	ADJ
cana-2911	48	84	advanced	advanced	ADJ
cana-2911	48	85	table	table	NOUN
cana-2911	48	86	1	1	NUM
cana-2911	48	87	:	:	PUNCT
cana-2911	48	88	comparative	comparative	ADJ
cana-2911	48	89	analysis	analysis	NOUN
cana-2911	48	90	framework	framework	NOUN
cana-2911	48	91	critical	critical	ADJ
cana-2911	48	92	research	research	NOUN
cana-2911	48	93	gaps	gap	VERB
cana-2911	48	94	existing	exist	VERB
cana-2911	48	95	methodologies	methodology	NOUN
cana-2911	48	96	demonstrate	demonstrate	VERB
cana-2911	48	97	significant	significant	ADJ
cana-2911	48	98	limitations	limitation	NOUN
cana-2911	48	99	:	:	PUNCT
cana-2911	48	100	•	•	NUM
cana-2911	48	101	inadequate	inadequate	ADJ
cana-2911	48	102	real	real	ADJ
cana-2911	48	103	-	-	PUNCT
cana-2911	48	104	time	time	NOUN
cana-2911	48	105	adaptation	adaptation	NOUN
cana-2911	48	106	mechanisms	mechanism	NOUN
cana-2911	48	107	•	•	ADP
cana-2911	48	108	limited	limit	VERB
cana-2911	48	109	voice	voice	NOUN
cana-2911	48	110	command	command	NOUN
cana-2911	48	111	semantic	semantic	ADJ
cana-2911	48	112	understanding	understanding	NOUN
cana-2911	48	113	communications	communication	NOUN
cana-2911	48	114	on	on	ADP
cana-2911	48	115	applied	apply	VERB
cana-2911	48	116	nonlinear	nonlinear	ADJ
cana-2911	48	117	analysis	analysis	NOUN
cana-2911	48	118	issn	issn	NOUN
cana-2911	48	119	:	:	PUNCT
cana-2911	48	120	1074	1074	NUM
cana-2911	48	121	-	-	PUNCT
cana-2911	48	122	133x	133x	NUM
cana-2911	48	123	vol	vol	NOUN
cana-2911	48	124	32	32	NUM
cana-2911	48	125	no	no	NOUN
cana-2911	48	126	.	.	PUNCT
cana-2911	49	1	4s	4s	NUM
cana-2911	49	2	(	(	PUNCT
cana-2911	49	3	2025	2025	NUM
cana-2911	49	4	)	)	PUNCT
cana-2911	49	5	658	658	NUM
cana-2911	49	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-2911	49	7	•	•	NOUN
cana-2911	49	8	insufficient	insufficient	ADJ
cana-2911	49	9	privacy	privacy	NOUN
cana-2911	49	10	preservation	preservation	NOUN
cana-2911	49	11	techniques	technique	VERB
cana-2911	49	12	•	•	NOUN
cana-2911	49	13	minimal	minimal	ADJ
cana-2911	49	14	personalization	personalization	NOUN
cana-2911	49	15	capabilities	capability	NOUN
cana-2911	49	16	ii	ii	PROPN
cana-2911	49	17	.	.	PUNCT
cana-2911	50	1	proposed	propose	VERB
cana-2911	50	2	methodology	methodology	NOUN
cana-2911	50	3	architectural	architectural	ADJ
cana-2911	50	4	framework	framework	NOUN
cana-2911	50	5	and	and	CCONJ
cana-2911	50	6	system	system	NOUN
cana-2911	50	7	design	design	VERB
cana-2911	50	8	the	the	DET
cana-2911	50	9	proposed	propose	VERB
cana-2911	50	10	adaptive	adaptive	ADJ
cana-2911	50	11	call	call	NOUN
cana-2911	50	12	-	-	PUNCT
cana-2911	50	13	blocking	block	VERB
cana-2911	50	14	system	system	NOUN
cana-2911	50	15	represents	represent	VERB
cana-2911	50	16	a	a	DET
cana-2911	50	17	sophisticated	sophisticated	ADJ
cana-2911	50	18	,	,	PUNCT
cana-2911	50	19	multi	multi	ADJ
cana-2911	50	20	-	-	ADJ
cana-2911	50	21	layered	layered	ADJ
cana-2911	50	22	deep	deep	ADJ
cana-2911	50	23	learning	learning	NOUN
cana-2911	50	24	architecture	architecture	NOUN
cana-2911	50	25	designed	design	VERB
cana-2911	50	26	to	to	PART
cana-2911	50	27	transcend	transcend	VERB
cana-2911	50	28	traditional	traditional	ADJ
cana-2911	50	29	telecommunication	telecommunication	NOUN
cana-2911	50	30	filtering	filter	VERB
cana-2911	50	31	mechanisms	mechanism	NOUN
cana-2911	50	32	.	.	PUNCT
cana-2911	51	1	our	our	PRON
cana-2911	51	2	innovative	innovative	ADJ
cana-2911	51	3	approach	approach	NOUN
cana-2911	51	4	integrates	integrate	VERB
cana-2911	51	5	advanced	advanced	ADJ
cana-2911	51	6	machine	machine	NOUN
cana-2911	51	7	learning	learning	NOUN
cana-2911	51	8	paradigms	paradigm	NOUN
cana-2911	51	9	to	to	PART
cana-2911	51	10	create	create	VERB
cana-2911	51	11	a	a	DET
cana-2911	51	12	comprehensive	comprehensive	ADJ
cana-2911	51	13	,	,	PUNCT
cana-2911	51	14	context	context	NOUN
cana-2911	51	15	-	-	PUNCT
cana-2911	51	16	aware	aware	ADJ
cana-2911	51	17	voice	voice	NOUN
cana-2911	51	18	command	command	NOUN
cana-2911	51	19	analysis	analysis	NOUN
cana-2911	51	20	system	system	NOUN
cana-2911	51	21	.	.	PUNCT
cana-2911	52	1	figure	figure	NOUN
cana-2911	52	2	2	2	NUM
cana-2911	52	3	:	:	PUNCT
cana-2911	52	4	system	system	NOUN
cana-2911	52	5	design	design	NOUN
cana-2911	52	6	overview	overview	NOUN
cana-2911	52	7	architectural	architectural	ADJ
cana-2911	52	8	foundations	foundation	NOUN
cana-2911	52	9	and	and	CCONJ
cana-2911	52	10	theoretical	theoretical	ADJ
cana-2911	52	11	framework	framework	NOUN
cana-2911	52	12	our	our	PRON
cana-2911	52	13	proposed	propose	VERB
cana-2911	52	14	methodology	methodology	NOUN
cana-2911	52	15	emerges	emerge	VERB
cana-2911	52	16	from	from	ADP
cana-2911	52	17	the	the	DET
cana-2911	52	18	intersection	intersection	NOUN
cana-2911	52	19	of	of	ADP
cana-2911	52	20	advanced	advanced	ADJ
cana-2911	52	21	signal	signal	NOUN
cana-2911	52	22	processing	processing	NOUN
cana-2911	52	23	,	,	PUNCT
cana-2911	52	24	deep	deep	ADJ
cana-2911	52	25	learning	learning	NOUN
cana-2911	52	26	,	,	PUNCT
cana-2911	52	27	and	and	CCONJ
cana-2911	52	28	adaptive	adaptive	ADJ
cana-2911	52	29	intelligence	intelligence	NOUN
cana-2911	52	30	,	,	PUNCT
cana-2911	52	31	addressing	address	VERB
cana-2911	52	32	the	the	DET
cana-2911	52	33	complex	complex	ADJ
cana-2911	52	34	challenge	challenge	NOUN
cana-2911	52	35	of	of	ADP
cana-2911	52	36	intelligent	intelligent	ADJ
cana-2911	52	37	call	call	NOUN
cana-2911	52	38	filtering	filtering	NOUN
cana-2911	52	39	.	.	PUNCT
cana-2911	53	1	the	the	DET
cana-2911	53	2	system	system	NOUN
cana-2911	53	3	's	's	PART
cana-2911	53	4	architectural	architectural	ADJ
cana-2911	53	5	design	design	NOUN
cana-2911	53	6	represents	represent	VERB
cana-2911	53	7	a	a	DET
cana-2911	53	8	sophisticated	sophisticated	ADJ
cana-2911	53	9	departure	departure	NOUN
cana-2911	53	10	from	from	ADP
cana-2911	53	11	traditional	traditional	ADJ
cana-2911	53	12	rule	rule	NOUN
cana-2911	53	13	-	-	PUNCT
cana-2911	53	14	based	base	VERB
cana-2911	53	15	approaches	approach	NOUN
cana-2911	53	16	,	,	PUNCT
cana-2911	53	17	embracing	embrace	VERB
cana-2911	53	18	a	a	DET
cana-2911	53	19	holistic	holistic	ADJ
cana-2911	53	20	,	,	PUNCT
cana-2911	53	21	context	context	NOUN
cana-2911	53	22	-	-	PUNCT
cana-2911	53	23	aware	aware	ADJ
cana-2911	53	24	methodology	methodology	NOUN
cana-2911	53	25	that	that	PRON
cana-2911	53	26	dynamically	dynamically	ADV
cana-2911	53	27	interprets	interpret	VERB
cana-2911	53	28	voice	voice	NOUN
cana-2911	53	29	-	-	PUNCT
cana-2911	53	30	based	base	VERB
cana-2911	53	31	communication	communication	NOUN
cana-2911	53	32	intent	intent	NOUN
cana-2911	53	33	.	.	PUNCT
cana-2911	54	1	comprehensive	comprehensive	ADJ
cana-2911	54	2	system	system	NOUN
cana-2911	54	3	architecture	architecture	NOUN
cana-2911	54	4	the	the	DET
cana-2911	54	5	proposed	propose	VERB
cana-2911	54	6	system	system	NOUN
cana-2911	54	7	architecture	architecture	NOUN
cana-2911	54	8	is	be	AUX
cana-2911	54	9	conceptualized	conceptualize	VERB
cana-2911	54	10	as	as	ADP
cana-2911	54	11	a	a	DET
cana-2911	54	12	multi	multi	ADJ
cana-2911	54	13	-	-	ADJ
cana-2911	54	14	layered	layered	ADJ
cana-2911	54	15	,	,	PUNCT
cana-2911	54	16	intelligent	intelligent	ADJ
cana-2911	54	17	processing	processing	NOUN
cana-2911	54	18	ecosystem	ecosystem	NOUN
cana-2911	54	19	with	with	ADP
cana-2911	54	20	four	four	NUM
cana-2911	54	21	interconnected	interconnected	ADJ
cana-2911	54	22	computational	computational	ADJ
cana-2911	54	23	domains	domain	NOUN
cana-2911	54	24	:	:	PUNCT
cana-2911	54	25	1	1	X
cana-2911	54	26	.	.	X
cana-2911	54	27	advanced	advanced	ADJ
cana-2911	54	28	voice	voice	NOUN
cana-2911	54	29	preprocessing	preprocessing	NOUN
cana-2911	54	30	module	module	NOUN
cana-2911	54	31	the	the	DET
cana-2911	54	32	initial	initial	ADJ
cana-2911	54	33	stage	stage	NOUN
cana-2911	54	34	of	of	ADP
cana-2911	54	35	our	our	PRON
cana-2911	54	36	methodology	methodology	NOUN
cana-2911	54	37	focuses	focus	VERB
cana-2911	54	38	on	on	ADP
cana-2911	54	39	transforming	transform	VERB
cana-2911	54	40	raw	raw	ADJ
cana-2911	54	41	acoustic	acoustic	ADJ
cana-2911	54	42	signals	signal	NOUN
cana-2911	54	43	into	into	ADP
cana-2911	54	44	computationally	computationally	ADV
cana-2911	54	45	tractable	tractable	ADJ
cana-2911	54	46	representations	representation	NOUN
cana-2911	54	47	.	.	PUNCT
cana-2911	55	1	this	this	DET
cana-2911	55	2	module	module	NOUN
cana-2911	55	3	implements	implement	VERB
cana-2911	55	4	a	a	DET
cana-2911	55	5	multi	multi	ADJ
cana-2911	55	6	-	-	ADJ
cana-2911	55	7	stage	stage	ADJ
cana-2911	55	8	signal	signal	NOUN
cana-2911	55	9	conditioning	conditioning	NOUN
cana-2911	55	10	pipeline	pipeline	NOUN
cana-2911	55	11	that	that	PRON
cana-2911	55	12	goes	go	VERB
cana-2911	55	13	beyond	beyond	ADP
cana-2911	55	14	conventional	conventional	ADJ
cana-2911	55	15	preprocessing	preprocessing	NOUN
cana-2911	55	16	techniques	technique	NOUN
cana-2911	55	17	:	:	PUNCT
cana-2911	55	18	communications	communication	NOUN
cana-2911	55	19	on	on	ADP
cana-2911	55	20	applied	apply	VERB
cana-2911	55	21	nonlinear	nonlinear	ADJ
cana-2911	55	22	analysis	analysis	NOUN
cana-2911	55	23	issn	issn	NOUN
cana-2911	55	24	:	:	PUNCT
cana-2911	55	25	1074	1074	NUM
cana-2911	55	26	-	-	PUNCT
cana-2911	55	27	133x	133x	NUM
cana-2911	55	28	vol	vol	NOUN
cana-2911	55	29	32	32	NUM
cana-2911	55	30	no	no	NOUN
cana-2911	55	31	.	.	PUNCT
cana-2911	56	1	4s	4s	NUM
cana-2911	56	2	(	(	PUNCT
cana-2911	56	3	2025	2025	NUM
cana-2911	56	4	)	)	PUNCT
cana-2911	56	5	659	659	NUM
cana-2911	56	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	56	7	•	•	NUM
cana-2911	56	8	adaptive	adaptive	ADJ
cana-2911	56	9	noise	noise	NOUN
cana-2911	56	10	reduction	reduction	NOUN
cana-2911	56	11	:	:	PUNCT
cana-2911	56	12	utilizing	utilize	VERB
cana-2911	56	13	advanced	advanced	ADJ
cana-2911	56	14	wavelet	wavelet	NOUN
cana-2911	56	15	transform	transform	NOUN
cana-2911	56	16	techniques	technique	NOUN
cana-2911	56	17	,	,	PUNCT
cana-2911	56	18	we	we	PRON
cana-2911	56	19	develop	develop	VERB
cana-2911	56	20	a	a	DET
cana-2911	56	21	dynamic	dynamic	ADJ
cana-2911	56	22	noise	noise	NOUN
cana-2911	56	23	estimation	estimation	NOUN
cana-2911	56	24	and	and	CCONJ
cana-2911	56	25	suppression	suppression	NOUN
cana-2911	56	26	algorithm	algorithm	NOUN
cana-2911	56	27	.	.	PUNCT
cana-2911	57	1	this	this	DET
cana-2911	57	2	approach	approach	NOUN
cana-2911	57	3	employs	employ	VERB
cana-2911	57	4	adaptive	adaptive	ADJ
cana-2911	57	5	thresholding	thresholding	NOUN
cana-2911	57	6	mechanisms	mechanism	NOUN
cana-2911	57	7	that	that	PRON
cana-2911	57	8	can	can	AUX
cana-2911	57	9	distinguish	distinguish	VERB
cana-2911	57	10	between	between	ADP
cana-2911	57	11	meaningful	meaningful	ADJ
cana-2911	57	12	acoustic	acoustic	ADJ
cana-2911	57	13	features	feature	NOUN
cana-2911	57	14	and	and	CCONJ
cana-2911	57	15	environmental	environmental	ADJ
cana-2911	57	16	noise	noise	NOUN
cana-2911	57	17	with	with	ADP
cana-2911	57	18	unprecedented	unprecedented	ADJ
cana-2911	57	19	precision	precision	NOUN
cana-2911	57	20	.	.	PUNCT
cana-2911	58	1	•	•	NUM
cana-2911	58	2	signal	signal	NOUN
cana-2911	58	3	normalization	normalization	NOUN
cana-2911	58	4	:	:	PUNCT
cana-2911	58	5	implementing	implement	VERB
cana-2911	58	6	a	a	DET
cana-2911	58	7	sophisticated	sophisticated	ADJ
cana-2911	58	8	normalization	normalization	NOUN
cana-2911	58	9	protocol	protocol	NOUN
cana-2911	58	10	that	that	PRON
cana-2911	58	11	preserves	preserve	VERB
cana-2911	58	12	the	the	DET
cana-2911	58	13	intrinsic	intrinsic	ADJ
cana-2911	58	14	characteristics	characteristic	NOUN
cana-2911	58	15	of	of	ADP
cana-2911	58	16	the	the	DET
cana-2911	58	17	voice	voice	NOUN
cana-2911	58	18	signal	signal	NOUN
cana-2911	58	19	while	while	SCONJ
cana-2911	58	20	standardizing	standardize	VERB
cana-2911	58	21	amplitude	amplitude	NOUN
cana-2911	58	22	and	and	CCONJ
cana-2911	58	23	frequency	frequency	NOUN
cana-2911	58	24	distributions	distribution	NOUN
cana-2911	58	25	.	.	PUNCT
cana-2911	59	1	this	this	DET
cana-2911	59	2	process	process	NOUN
cana-2911	59	3	involves	involve	VERB
cana-2911	59	4	advanced	advanced	ADJ
cana-2911	59	5	statistical	statistical	ADJ
cana-2911	59	6	normalization	normalization	NOUN
cana-2911	59	7	techniques	technique	NOUN
cana-2911	59	8	that	that	PRON
cana-2911	59	9	account	account	VERB
cana-2911	59	10	for	for	ADP
cana-2911	59	11	variations	variation	NOUN
cana-2911	59	12	in	in	ADP
cana-2911	59	13	recording	record	VERB
cana-2911	59	14	environments	environment	NOUN
cana-2911	59	15	and	and	CCONJ
cana-2911	59	16	acoustic	acoustic	ADJ
cana-2911	59	17	characteristics	characteristic	NOUN
cana-2911	59	18	.	.	PUNCT
cana-2911	60	1	2	2	X
cana-2911	60	2	.	.	X
cana-2911	60	3	sophisticated	sophisticated	ADJ
cana-2911	60	4	feature	feature	NOUN
cana-2911	60	5	extraction	extraction	NOUN
cana-2911	60	6	mechanism	mechanism	NOUN
cana-2911	60	7	our	our	PRON
cana-2911	60	8	feature	feature	NOUN
cana-2911	60	9	extraction	extraction	NOUN
cana-2911	60	10	methodology	methodology	NOUN
cana-2911	60	11	represents	represent	VERB
cana-2911	60	12	a	a	DET
cana-2911	60	13	breakthrough	breakthrough	NOUN
cana-2911	60	14	in	in	ADP
cana-2911	60	15	acoustic	acoustic	ADJ
cana-2911	60	16	feature	feature	NOUN
cana-2911	60	17	representation	representation	NOUN
cana-2911	60	18	,	,	PUNCT
cana-2911	60	19	combining	combine	VERB
cana-2911	60	20	multiple	multiple	ADJ
cana-2911	60	21	neural	neural	ADJ
cana-2911	60	22	network	network	NOUN
cana-2911	60	23	paradigms	paradigm	VERB
cana-2911	60	24	:	:	PUNCT
cana-2911	60	25	•	•	NUM
cana-2911	60	26	convolutional	convolutional	ADJ
cana-2911	60	27	feature	feature	NOUN
cana-2911	60	28	processing	processing	NOUN
cana-2911	60	29	:	:	PUNCT
cana-2911	60	30	we	we	PRON
cana-2911	60	31	deploy	deploy	VERB
cana-2911	60	32	a	a	DET
cana-2911	60	33	multi	multi	ADJ
cana-2911	60	34	-	-	ADJ
cana-2911	60	35	layer	layer	ADJ
cana-2911	60	36	convolutional	convolutional	ADJ
cana-2911	60	37	neural	neural	ADJ
cana-2911	60	38	network	network	NOUN
cana-2911	60	39	(	(	PUNCT
cana-2911	60	40	cnn	cnn	PROPN
cana-2911	60	41	)	)	PUNCT
cana-2911	60	42	architecture	architecture	NOUN
cana-2911	60	43	specifically	specifically	ADV
cana-2911	60	44	designed	design	VERB
cana-2911	60	45	for	for	ADP
cana-2911	60	46	spectrogramic	spectrogramic	ADJ
cana-2911	60	47	analysis	analysis	NOUN
cana-2911	60	48	.	.	PUNCT
cana-2911	61	1	this	this	DET
cana-2911	61	2	approach	approach	NOUN
cana-2911	61	3	enables	enable	VERB
cana-2911	61	4	hierarchical	hierarchical	ADJ
cana-2911	61	5	feature	feature	NOUN
cana-2911	61	6	extraction	extraction	NOUN
cana-2911	61	7	,	,	PUNCT
cana-2911	61	8	capturing	capture	VERB
cana-2911	61	9	both	both	DET
cana-2911	61	10	micro	micro	ADJ
cana-2911	61	11	and	and	CCONJ
cana-2911	61	12	macro	macro	ADJ
cana-2911	61	13	-	-	ADJ
cana-2911	61	14	level	level	ADJ
cana-2911	61	15	acoustic	acoustic	ADJ
cana-2911	61	16	characteristics	characteristic	NOUN
cana-2911	61	17	:	:	PUNCT
cana-2911	61	18	o	o	NOUN
cana-2911	61	19	first	first	ADJ
cana-2911	61	20	-	-	PUNCT
cana-2911	61	21	layer	layer	NOUN
cana-2911	61	22	convolutions	convolution	NOUN
cana-2911	61	23	detect	detect	VERB
cana-2911	61	24	low	low	ADJ
cana-2911	61	25	-	-	PUNCT
cana-2911	61	26	level	level	NOUN
cana-2911	61	27	acoustic	acoustic	ADJ
cana-2911	61	28	primitives	primitive	NOUN
cana-2911	61	29	o	o	NOUN
cana-2911	61	30	subsequent	subsequent	ADJ
cana-2911	61	31	layers	layer	NOUN
cana-2911	61	32	progressively	progressively	ADV
cana-2911	61	33	abstract	abstract	ADJ
cana-2911	61	34	complex	complex	ADJ
cana-2911	61	35	acoustic	acoustic	ADJ
cana-2911	61	36	patterns	pattern	NOUN
cana-2911	61	37	o	o	X
cana-2911	61	38	advanced	advanced	ADJ
cana-2911	61	39	pooling	pooling	NOUN
cana-2911	61	40	techniques	technique	NOUN
cana-2911	61	41	preserve	preserve	VERB
cana-2911	61	42	critical	critical	ADJ
cana-2911	61	43	temporal	temporal	ADJ
cana-2911	61	44	and	and	CCONJ
cana-2911	61	45	spatial	spatial	ADJ
cana-2911	61	46	information	information	NOUN
cana-2911	61	47	•	•	PRON
cana-2911	61	48	temporal	temporal	ADJ
cana-2911	61	49	dependency	dependency	NOUN
cana-2911	61	50	modeling	modeling	NOUN
cana-2911	61	51	:	:	PUNCT
cana-2911	61	52	integrating	integrate	VERB
cana-2911	61	53	advanced	advanced	ADJ
cana-2911	61	54	recurrent	recurrent	ADJ
cana-2911	61	55	neural	neural	ADJ
cana-2911	61	56	network	network	NOUN
cana-2911	61	57	architectures	architecture	NOUN
cana-2911	61	58	to	to	PART
cana-2911	61	59	capture	capture	VERB
cana-2911	61	60	sequential	sequential	ADJ
cana-2911	61	61	dependencies	dependency	NOUN
cana-2911	61	62	:	:	PUNCT
cana-2911	61	63	o	o	NOUN
cana-2911	61	64	bidirectional	bidirectional	ADJ
cana-2911	61	65	lstm	lstm	ADJ
cana-2911	61	66	layers	layer	NOUN
cana-2911	61	67	capture	capture	VERB
cana-2911	61	68	context	context	NOUN
cana-2911	61	69	from	from	ADP
cana-2911	61	70	both	both	PRON
cana-2911	61	71	past	past	NOUN
cana-2911	61	72	and	and	CCONJ
cana-2911	61	73	future	future	ADJ
cana-2911	61	74	voice	voice	NOUN
cana-2911	61	75	command	command	NOUN
cana-2911	61	76	segments	segment	NOUN
cana-2911	61	77	o	o	NOUN
cana-2911	61	78	gated	gate	VERB
cana-2911	61	79	recurrent	recurrent	ADJ
cana-2911	61	80	units	unit	NOUN
cana-2911	61	81	(	(	PUNCT
cana-2911	61	82	gru	gru	NOUN
cana-2911	61	83	)	)	PUNCT
cana-2911	61	84	enable	enable	VERB
cana-2911	61	85	dynamic	dynamic	ADJ
cana-2911	61	86	information	information	NOUN
cana-2911	61	87	filtering	filter	VERB
cana-2911	61	88	o	o	NOUN
cana-2911	61	89	attention	attention	NOUN
cana-2911	61	90	mechanisms	mechanism	NOUN
cana-2911	61	91	enhance	enhance	VERB
cana-2911	61	92	contextual	contextual	ADJ
cana-2911	61	93	understanding	understanding	NOUN
cana-2911	61	94	3	3	NUM
cana-2911	61	95	.	.	PUNCT
cana-2911	62	1	advanced	advanced	ADJ
cana-2911	62	2	intent	intent	ADJ
cana-2911	62	3	classification	classification	NOUN
cana-2911	62	4	framework	framework	NOUN
cana-2911	62	5	the	the	DET
cana-2911	62	6	intent	intent	ADJ
cana-2911	62	7	classification	classification	NOUN
cana-2911	62	8	module	module	NOUN
cana-2911	62	9	represents	represent	VERB
cana-2911	62	10	a	a	DET
cana-2911	62	11	novel	novel	ADJ
cana-2911	62	12	hybrid	hybrid	ADJ
cana-2911	62	13	deep	deep	ADJ
cana-2911	62	14	learning	learning	NOUN
cana-2911	62	15	architecture	architecture	NOUN
cana-2911	62	16	:	:	PUNCT
cana-2911	62	17	•	•	NUM
cana-2911	62	18	transformer	transformer	NOUN
cana-2911	62	19	-	-	PUNCT
cana-2911	62	20	based	base	VERB
cana-2911	62	21	semantic	semantic	ADJ
cana-2911	62	22	analysis	analysis	NOUN
cana-2911	62	23	:	:	PUNCT
cana-2911	62	24	leveraging	leverage	VERB
cana-2911	62	25	state	state	NOUN
cana-2911	62	26	-	-	PUNCT
cana-2911	62	27	of	of	ADP
cana-2911	62	28	-	-	PUNCT
cana-2911	62	29	the	the	DET
cana-2911	62	30	-	-	PUNCT
cana-2911	62	31	art	art	NOUN
cana-2911	62	32	transformer	transformer	NOUN
cana-2911	62	33	architectures	architecture	NOUN
cana-2911	62	34	to	to	PART
cana-2911	62	35	perform	perform	VERB
cana-2911	62	36	nuanced	nuanced	ADJ
cana-2911	62	37	intent	intent	ADJ
cana-2911	62	38	interpretation	interpretation	NOUN
cana-2911	62	39	•	•	NOUN
cana-2911	62	40	contextual	contextual	ADJ
cana-2911	62	41	embedding	embed	VERB
cana-2911	62	42	techniques	technique	NOUN
cana-2911	62	43	:	:	PUNCT
cana-2911	62	44	implementing	implement	VERB
cana-2911	62	45	advanced	advanced	ADJ
cana-2911	62	46	embedding	embed	VERB
cana-2911	62	47	strategies	strategy	NOUN
cana-2911	62	48	that	that	PRON
cana-2911	62	49	capture	capture	VERB
cana-2911	62	50	subtle	subtle	ADJ
cana-2911	62	51	semantic	semantic	ADJ
cana-2911	62	52	nuances	nuance	NOUN
cana-2911	62	53	•	•	ADP
cana-2911	62	54	probabilistic	probabilistic	ADJ
cana-2911	62	55	output	output	NOUN
cana-2911	62	56	generation	generation	NOUN
cana-2911	62	57	:	:	PUNCT
cana-2911	62	58	developing	develop	VERB
cana-2911	62	59	a	a	DET
cana-2911	62	60	sophisticated	sophisticated	ADJ
cana-2911	62	61	decision	decision	NOUN
cana-2911	62	62	-	-	PUNCT
cana-2911	62	63	making	make	VERB
cana-2911	62	64	framework	framework	NOUN
cana-2911	62	65	that	that	PRON
cana-2911	62	66	provides	provide	VERB
cana-2911	62	67	granular	granular	ADJ
cana-2911	62	68	classification	classification	NOUN
cana-2911	62	69	beyond	beyond	ADP
cana-2911	62	70	binary	binary	ADJ
cana-2911	62	71	blocking	blocking	NOUN
cana-2911	62	72	decisions	decision	NOUN
cana-2911	62	73	4	4	NUM
cana-2911	62	74	.	.	X
cana-2911	63	1	dynamic	dynamic	ADJ
cana-2911	63	2	adaptive	adaptive	ADJ
cana-2911	63	3	learning	learning	NOUN
cana-2911	63	4	mechanism	mechanism	NOUN
cana-2911	63	5	the	the	DET
cana-2911	63	6	adaptive	adaptive	ADJ
cana-2911	63	7	learning	learning	NOUN
cana-2911	63	8	module	module	NOUN
cana-2911	63	9	represents	represent	VERB
cana-2911	63	10	the	the	DET
cana-2911	63	11	system	system	NOUN
cana-2911	63	12	's	's	PART
cana-2911	63	13	most	most	ADV
cana-2911	63	14	innovative	innovative	ADJ
cana-2911	63	15	component	component	NOUN
cana-2911	63	16	,	,	PUNCT
cana-2911	63	17	implementing	implement	VERB
cana-2911	63	18	a	a	DET
cana-2911	63	19	sophisticated	sophisticated	ADJ
cana-2911	63	20	reinforcement	reinforcement	NOUN
cana-2911	63	21	learning	learning	NOUN
cana-2911	63	22	framework	framework	NOUN
cana-2911	63	23	:	:	PUNCT
cana-2911	63	24	•	•	NUM
cana-2911	63	25	continuous	continuous	ADJ
cana-2911	63	26	model	model	NOUN
cana-2911	63	27	refinement	refinement	NOUN
cana-2911	63	28	:	:	PUNCT
cana-2911	63	29	real	real	ADJ
cana-2911	63	30	-	-	PUNCT
cana-2911	63	31	time	time	NOUN
cana-2911	63	32	weight	weight	NOUN
cana-2911	63	33	adjustment	adjustment	NOUN
cana-2911	63	34	based	base	VERB
cana-2911	63	35	on	on	ADP
cana-2911	63	36	user	user	NOUN
cana-2911	63	37	interactions	interaction	NOUN
cana-2911	63	38	and	and	CCONJ
cana-2911	63	39	system	system	NOUN
cana-2911	63	40	performance	performance	NOUN
cana-2911	63	41	communications	communication	NOUN
cana-2911	63	42	on	on	ADP
cana-2911	63	43	applied	apply	VERB
cana-2911	63	44	nonlinear	nonlinear	ADJ
cana-2911	63	45	analysis	analysis	NOUN
cana-2911	63	46	issn	issn	NOUN
cana-2911	63	47	:	:	PUNCT
cana-2911	63	48	1074	1074	NUM
cana-2911	63	49	-	-	PUNCT
cana-2911	63	50	133x	133x	NUM
cana-2911	63	51	vol	vol	NOUN
cana-2911	63	52	32	32	NUM
cana-2911	64	1	no	no	NOUN
cana-2911	64	2	.	.	PUNCT
cana-2911	65	1	4s	4s	NUM
cana-2911	65	2	(	(	PUNCT
cana-2911	65	3	2025	2025	NUM
cana-2911	65	4	)	)	PUNCT
cana-2911	65	5	660	660	NUM
cana-2911	65	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2911	65	7	•	•	NUM
cana-2911	65	8	feedback	feedback	NOUN
cana-2911	65	9	integration	integration	NOUN
cana-2911	65	10	algorithms	algorithm	NOUN
cana-2911	65	11	:	:	PUNCT
cana-2911	65	12	developing	develop	VERB
cana-2911	65	13	intelligent	intelligent	ADJ
cana-2911	65	14	mechanisms	mechanism	NOUN
cana-2911	65	15	to	to	PART
cana-2911	65	16	incorporate	incorporate	VERB
cana-2911	65	17	userprovided	userprovided	ADJ
cana-2911	65	18	feedback	feedback	NOUN
cana-2911	65	19	•	•	NOUN
cana-2911	65	20	performance	performance	NOUN
cana-2911	65	21	optimization	optimization	NOUN
cana-2911	65	22	strategies	strategy	NOUN
cana-2911	65	23	:	:	PUNCT
cana-2911	65	24	implementing	implement	VERB
cana-2911	65	25	dynamic	dynamic	ADJ
cana-2911	65	26	learning	learning	NOUN
cana-2911	65	27	rate	rate	NOUN
cana-2911	65	28	adjustments	adjustment	NOUN
cana-2911	65	29	and	and	CCONJ
cana-2911	65	30	intelligent	intelligent	ADJ
cana-2911	65	31	exploration	exploration	NOUN
cana-2911	65	32	-	-	PUNCT
cana-2911	65	33	exploitation	exploitation	NOUN
cana-2911	65	34	trade	trade	NOUN
cana-2911	65	35	-	-	PUNCT
cana-2911	65	36	offs	off	NOUN
cana-2911	65	37	detailed	detailed	ADJ
cana-2911	65	38	computational	computational	ADJ
cana-2911	65	39	methodology	methodology	NOUN
cana-2911	65	40	feature	feature	NOUN
cana-2911	65	41	representation	representation	NOUN
cana-2911	65	42	transformation	transformation	NOUN
cana-2911	65	43	the	the	DET
cana-2911	65	44	acoustic	acoustic	ADJ
cana-2911	65	45	signal	signal	NOUN
cana-2911	65	46	undergoes	undergo	VERB
cana-2911	65	47	a	a	DET
cana-2911	65	48	rigorous	rigorous	ADJ
cana-2911	65	49	transformation	transformation	NOUN
cana-2911	65	50	process	process	NOUN
cana-2911	65	51	:	:	PUNCT
cana-2911	65	52	1	1	X
cana-2911	65	53	.	.	X
cana-2911	65	54	raw	raw	ADJ
cana-2911	65	55	audio	audio	NOUN
cana-2911	65	56	input	input	NOUN
cana-2911	65	57	is	be	AUX
cana-2911	65	58	converted	convert	VERB
cana-2911	65	59	to	to	ADP
cana-2911	65	60	spectrographic	spectrographic	ADJ
cana-2911	65	61	representation	representation	NOUN
cana-2911	65	62	2	2	NUM
cana-2911	65	63	.	.	PUNCT
cana-2911	65	64	mel	mel	PROPN
cana-2911	65	65	-	-	PUNCT
cana-2911	65	66	frequency	frequency	ADJ
cana-2911	65	67	cepstral	cepstral	ADJ
cana-2911	65	68	coefficients	coefficient	NOUN
cana-2911	65	69	(	(	PUNCT
cana-2911	65	70	mfcc	mfcc	NOUN
cana-2911	65	71	)	)	PUNCT
cana-2911	65	72	extraction	extraction	NOUN
cana-2911	65	73	3	3	NUM
cana-2911	65	74	.	.	PUNCT
cana-2911	65	75	normalization	normalization	NOUN
cana-2911	65	76	and	and	CCONJ
cana-2911	65	77	standardization	standardization	NOUN
cana-2911	65	78	of	of	ADP
cana-2911	65	79	feature	feature	NOUN
cana-2911	65	80	representations	representation	NOUN
cana-2911	65	81	machine	machine	NOUN
cana-2911	65	82	learning	learning	NOUN
cana-2911	65	83	model	model	NOUN
cana-2911	65	84	architecture	architecture	NOUN
cana-2911	65	85	our	our	PRON
cana-2911	65	86	hybrid	hybrid	ADJ
cana-2911	65	87	deep	deep	ADJ
cana-2911	65	88	learning	learning	NOUN
cana-2911	65	89	model	model	NOUN
cana-2911	65	90	combines	combine	NOUN
cana-2911	65	91	:	:	PUNCT
cana-2911	65	92	•	•	NUM
cana-2911	65	93	convolutional	convolutional	ADJ
cana-2911	65	94	layers	layer	NOUN
cana-2911	65	95	for	for	ADP
cana-2911	65	96	spatial	spatial	ADJ
cana-2911	65	97	feature	feature	NOUN
cana-2911	65	98	extraction	extraction	NOUN
cana-2911	65	99	•	•	NOUN
cana-2911	65	100	transformer	transformer	NOUN
cana-2911	65	101	-	-	PUNCT
cana-2911	65	102	based	base	VERB
cana-2911	65	103	architecture	architecture	NOUN
cana-2911	65	104	for	for	ADP
cana-2911	65	105	contextual	contextual	ADJ
cana-2911	65	106	understanding	understanding	NOUN
cana-2911	65	107	•	•	NOUN
cana-2911	65	108	recurrent	recurrent	ADJ
cana-2911	65	109	neural	neural	ADJ
cana-2911	65	110	network	network	NOUN
cana-2911	65	111	components	component	NOUN
cana-2911	65	112	for	for	ADP
cana-2911	65	113	temporal	temporal	ADJ
cana-2911	65	114	analysis	analysis	NOUN
cana-2911	65	115	adaptive	adaptive	ADJ
cana-2911	65	116	learning	learning	NOUN
cana-2911	65	117	protocol	protocol	VERB
cana-2911	65	118	the	the	DET
cana-2911	65	119	reinforcement	reinforcement	NOUN
cana-2911	65	120	learning	learn	VERB
cana-2911	65	121	framework	framework	NOUN
cana-2911	65	122	implements	implement	NOUN
cana-2911	65	123	:	:	PUNCT
cana-2911	65	124	•	•	NUM
cana-2911	65	125	policy	policy	NOUN
cana-2911	65	126	gradient	gradient	NOUN
cana-2911	65	127	methods	method	NOUN
cana-2911	65	128	for	for	ADP
cana-2911	65	129	continuous	continuous	ADJ
cana-2911	65	130	model	model	NOUN
cana-2911	65	131	improvement	improvement	NOUN
cana-2911	65	132	•	•	NUM
cana-2911	65	133	multi	multi	ADJ
cana-2911	65	134	-	-	ADJ
cana-2911	65	135	armed	armed	ADJ
cana-2911	65	136	bandit	bandit	NOUN
cana-2911	65	137	algorithms	algorithm	NOUN
cana-2911	65	138	for	for	ADP
cana-2911	65	139	exploration	exploration	NOUN
cana-2911	65	140	-	-	PUNCT
cana-2911	65	141	exploitation	exploitation	NOUN
cana-2911	65	142	balance	balance	NOUN
cana-2911	65	143	•	•	NOUN
cana-2911	65	144	bayesian	bayesian	NOUN
cana-2911	65	145	optimization	optimization	NOUN
cana-2911	65	146	techniques	technique	NOUN
cana-2911	65	147	for	for	ADP
cana-2911	65	148	hyperparameter	hyperparameter	NOUN
cana-2911	65	149	tuning	tune	VERB
cana-2911	65	150	performance	performance	NOUN
cana-2911	65	151	evaluation	evaluation	NOUN
cana-2911	65	152	methodology	methodology	NOUN
cana-2911	65	153	our	our	PRON
cana-2911	65	154	comprehensive	comprehensive	ADJ
cana-2911	65	155	evaluation	evaluation	NOUN
cana-2911	65	156	framework	framework	NOUN
cana-2911	65	157	extends	extend	VERB
cana-2911	65	158	beyond	beyond	ADP
cana-2911	65	159	traditional	traditional	ADJ
cana-2911	65	160	metrics	metric	NOUN
cana-2911	65	161	:	:	PUNCT
cana-2911	65	162	•	•	NUM
cana-2911	65	163	traditional	traditional	ADJ
cana-2911	65	164	performance	performance	NOUN
cana-2911	65	165	metrics	metric	NOUN
cana-2911	65	166	o	o	NOUN
cana-2911	65	167	accuracy	accuracy	NOUN
cana-2911	65	168	o	o	NOUN
cana-2911	65	169	precision	precision	NOUN
cana-2911	65	170	o	o	X
cana-2911	65	171	recall	recall	NOUN
cana-2911	65	172	o	o	X
cana-2911	65	173	f1	f1	NOUN
cana-2911	65	174	-	-	PUNCT
cana-2911	65	175	score	score	NOUN
cana-2911	65	176	•	•	NOUN
cana-2911	65	177	advanced	advance	VERB
cana-2911	65	178	adaptive	adaptive	ADJ
cana-2911	65	179	learning	learning	NOUN
cana-2911	65	180	metrics	metric	NOUN
cana-2911	65	181	o	o	PROPN
cana-2911	65	182	model	model	NOUN
cana-2911	65	183	convergence	convergence	NOUN
cana-2911	65	184	rate	rate	NOUN
cana-2911	65	185	o	o	PROPN
cana-2911	65	186	adaptive	adaptive	ADJ
cana-2911	65	187	learning	learning	NOUN
cana-2911	65	188	speed	speed	NOUN
cana-2911	65	189	o	o	X
cana-2911	65	190	false	false	ADJ
cana-2911	65	191	-	-	PUNCT
cana-2911	65	192	positive	positive	ADJ
cana-2911	65	193	reduction	reduction	NOUN
cana-2911	65	194	trajectory	trajectory	NOUN
cana-2911	65	195	communications	communication	NOUN
cana-2911	65	196	on	on	ADP
cana-2911	65	197	applied	apply	VERB
cana-2911	65	198	nonlinear	nonlinear	ADJ
cana-2911	65	199	analysis	analysis	NOUN
cana-2911	65	200	issn	issn	NOUN
cana-2911	65	201	:	:	PUNCT
cana-2911	65	202	1074	1074	NUM
cana-2911	65	203	-	-	PUNCT
cana-2911	65	204	133x	133x	NUM
cana-2911	65	205	vol	vol	NOUN
cana-2911	65	206	32	32	NUM
cana-2911	65	207	no	no	NOUN
cana-2911	65	208	.	.	PUNCT
cana-2911	66	1	4s	4s	NUM
cana-2911	66	2	(	(	PUNCT
cana-2911	66	3	2025	2025	NUM
cana-2911	66	4	)	)	PUNCT
cana-2911	66	5	661	661	NUM
cana-2911	66	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	66	7	computational	computational	ADJ
cana-2911	66	8	complexity	complexity	NOUN
cana-2911	66	9	and	and	CCONJ
cana-2911	66	10	optimization	optimization	NOUN
cana-2911	66	11	we	we	PRON
cana-2911	66	12	address	address	VERB
cana-2911	66	13	computational	computational	ADJ
cana-2911	66	14	challenges	challenge	NOUN
cana-2911	66	15	through	through	ADP
cana-2911	66	16	:	:	PUNCT
cana-2911	66	17	•	•	NUM
cana-2911	67	1	efficient	efficient	ADJ
cana-2911	67	2	model	model	NOUN
cana-2911	67	3	architecture	architecture	NOUN
cana-2911	67	4	design	design	NOUN
cana-2911	67	5	•	•	NOUN
cana-2911	67	6	distributed	distribute	VERB
cana-2911	67	7	computing	computing	NOUN
cana-2911	67	8	strategies	strategy	NOUN
cana-2911	67	9	•	•	ADP
cana-2911	67	10	algorithmic	algorithmic	ADJ
cana-2911	67	11	optimization	optimization	NOUN
cana-2911	67	12	techniques	technique	NOUN
cana-2911	67	13	ethical	ethical	ADJ
cana-2911	67	14	and	and	CCONJ
cana-2911	67	15	privacy	privacy	NOUN
cana-2911	67	16	considerations	consideration	NOUN
cana-2911	67	17	our	our	PRON
cana-2911	67	18	methodology	methodology	NOUN
cana-2911	67	19	incorporates	incorporate	VERB
cana-2911	67	20	robust	robust	ADJ
cana-2911	67	21	privacy	privacy	NOUN
cana-2911	67	22	protection	protection	NOUN
cana-2911	67	23	mechanisms	mechanism	NOUN
cana-2911	67	24	:	:	PUNCT
cana-2911	68	1	•	•	NUM
cana-2911	68	2	anonymization	anonymization	NOUN
cana-2911	68	3	of	of	ADP
cana-2911	68	4	training	training	NOUN
cana-2911	68	5	data	datum	NOUN
cana-2911	68	6	•	•	ADP
cana-2911	68	7	minimal	minimal	ADJ
cana-2911	68	8	personal	personal	ADJ
cana-2911	68	9	information	information	NOUN
cana-2911	68	10	retention	retention	NOUN
cana-2911	68	11	•	•	ADP
cana-2911	68	12	transparent	transparent	ADJ
cana-2911	68	13	user	user	NOUN
cana-2911	68	14	consent	consent	NOUN
cana-2911	68	15	protocols	protocol	NOUN
cana-2911	68	16	dataset	dataset	VERB
cana-2911	68	17	source	source	NOUN
cana-2911	68	18	total	total	ADJ
cana-2911	68	19	duration	duration	NOUN
cana-2911	68	20	number	number	NOUN
cana-2911	68	21	of	of	ADP
cana-2911	68	22	samples	sample	NOUN
cana-2911	68	23	preprocessing	preprocesse	VERB
cana-2911	68	24	complexity	complexity	NOUN
cana-2911	68	25	librispeech	librispeech	NOUN
cana-2911	68	26	public	public	ADJ
cana-2911	68	27	1000	1000	NUM
cana-2911	68	28	+	+	NUM
cana-2911	68	29	hours	hour	NOUN
cana-2911	69	1	50,000	50,000	NUM
cana-2911	69	2	+	+	CCONJ
cana-2911	69	3	high	high	ADJ
cana-2911	69	4	voxceleb	voxceleb	NOUN
cana-2911	69	5	public	public	ADJ
cana-2911	69	6	500	500	NUM
cana-2911	69	7	+	+	NUM
cana-2911	69	8	hours	hour	NOUN
cana-2911	69	9	22,000	22,000	NUM
cana-2911	69	10	+	+	NUM
cana-2911	69	11	medium	medium	ADJ
cana-2911	69	12	proprietary	proprietary	ADJ
cana-2911	69	13	custom	custom	NOUN
cana-2911	69	14	200	200	NUM
cana-2911	69	15	+	+	NUM
cana-2911	69	16	hours	hour	NOUN
cana-2911	69	17	10,000	10,000	NUM
cana-2911	69	18	+	+	CCONJ
cana-2911	69	19	very	very	ADV
cana-2911	69	20	high	high	ADJ
cana-2911	69	21	table	table	NOUN
cana-2911	69	22	2	2	NUM
cana-2911	69	23	:	:	PUNCT
cana-2911	69	24	dataset	dataset	VERB
cana-2911	69	25	characteristics	characteristic	NOUN
cana-2911	69	26	3	3	NUM
cana-2911	69	27	.	.	PUNCT
cana-2911	69	28	results	result	NOUN
cana-2911	69	29	and	and	CCONJ
cana-2911	69	30	analysis	analysis	NOUN
cana-2911	69	31	the	the	DET
cana-2911	69	32	experimental	experimental	ADJ
cana-2911	69	33	evaluation	evaluation	NOUN
cana-2911	69	34	of	of	ADP
cana-2911	69	35	our	our	PRON
cana-2911	69	36	deep	deep	ADJ
cana-2911	69	37	learning	learning	NOUN
cana-2911	69	38	-	-	PUNCT
cana-2911	69	39	based	base	VERB
cana-2911	69	40	adaptive	adaptive	ADJ
cana-2911	69	41	call	call	NOUN
cana-2911	69	42	-	-	PUNCT
cana-2911	69	43	blocking	block	VERB
cana-2911	69	44	model	model	NOUN
cana-2911	69	45	reveals	reveal	VERB
cana-2911	69	46	groundbreaking	groundbreake	VERB
cana-2911	69	47	insights	insight	NOUN
cana-2911	69	48	into	into	ADP
cana-2911	69	49	voice	voice	NOUN
cana-2911	69	50	command	command	NOUN
cana-2911	69	51	-	-	PUNCT
cana-2911	69	52	driven	drive	VERB
cana-2911	69	53	intent	intent	NOUN
cana-2911	69	54	classification	classification	NOUN
cana-2911	69	55	and	and	CCONJ
cana-2911	69	56	dynamic	dynamic	ADJ
cana-2911	69	57	system	system	NOUN
cana-2911	69	58	adaptation	adaptation	NOUN
cana-2911	69	59	.	.	PUNCT
cana-2911	70	1	our	our	PRON
cana-2911	70	2	comprehensive	comprehensive	ADJ
cana-2911	70	3	assessment	assessment	NOUN
cana-2911	70	4	leveraged	leverage	VERB
cana-2911	70	5	advanced	advanced	ADJ
cana-2911	70	6	computational	computational	ADJ
cana-2911	70	7	infrastructure	infrastructure	NOUN
cana-2911	70	8	and	and	CCONJ
cana-2911	70	9	methodologically	methodologically	ADV
cana-2911	70	10	rigorous	rigorous	ADJ
cana-2911	70	11	experimental	experimental	ADJ
cana-2911	70	12	protocols	protocol	NOUN
cana-2911	70	13	to	to	PART
cana-2911	70	14	validate	validate	VERB
cana-2911	70	15	the	the	DET
cana-2911	70	16	model	model	NOUN
cana-2911	70	17	's	's	PART
cana-2911	70	18	efficacy	efficacy	NOUN
cana-2911	70	19	.	.	PUNCT
cana-2911	71	1	experimental	experimental	ADJ
cana-2911	71	2	infrastructure	infrastructure	NOUN
cana-2911	71	3	and	and	CCONJ
cana-2911	71	4	configuration	configuration	NOUN
cana-2911	71	5	the	the	DET
cana-2911	71	6	research	research	NOUN
cana-2911	71	7	was	be	AUX
cana-2911	71	8	conducted	conduct	VERB
cana-2911	71	9	on	on	ADP
cana-2911	71	10	a	a	DET
cana-2911	71	11	high	high	ADJ
cana-2911	71	12	-	-	PUNCT
cana-2911	71	13	performance	performance	NOUN
cana-2911	71	14	computing	computing	NOUN
cana-2911	71	15	environment	environment	NOUN
cana-2911	71	16	featuring	feature	VERB
cana-2911	71	17	an	an	DET
cana-2911	71	18	nvidia	nvidia	ADJ
cana-2911	71	19	tesla	tesla	NOUN
cana-2911	71	20	v100	v100	PROPN
cana-2911	71	21	gpu	gpu	NOUN
cana-2911	71	22	with	with	ADP
cana-2911	71	23	32	32	NUM
cana-2911	71	24	gb	gb	NOUN
cana-2911	71	25	cuda	cuda	NOUN
cana-2911	71	26	-	-	PUNCT
cana-2911	71	27	enabled	enable	VERB
cana-2911	71	28	memory	memory	NOUN
cana-2911	71	29	and	and	CCONJ
cana-2911	71	30	256	256	NUM
cana-2911	71	31	gb	gb	PROPN
cana-2911	71	32	ram	ram	NOUN
cana-2911	71	33	.	.	PUNCT
cana-2911	72	1	the	the	DET
cana-2911	72	2	software	software	NOUN
cana-2911	72	3	ecosystem	ecosystem	NOUN
cana-2911	72	4	comprised	comprise	VERB
cana-2911	72	5	python	python	NOUN
cana-2911	72	6	3.9	3.9	NUM
cana-2911	72	7	,	,	PUNCT
cana-2911	72	8	tensorflow	tensorflow	NOUN
cana-2911	72	9	2.8	2.8	NUM
cana-2911	72	10	,	,	PUNCT
cana-2911	72	11	and	and	CCONJ
cana-2911	72	12	pytorch	pytorch	NOUN
cana-2911	72	13	1.10	1.10	NUM
cana-2911	72	14	,	,	PUNCT
cana-2911	72	15	facilitating	facilitate	VERB
cana-2911	72	16	complex	complex	ADJ
cana-2911	72	17	deep	deep	ADJ
cana-2911	72	18	learning	learning	NOUN
cana-2911	72	19	computations	computation	NOUN
cana-2911	72	20	.	.	PUNCT
cana-2911	73	1	we	we	PRON
cana-2911	73	2	utilized	utilize	VERB
cana-2911	73	3	a	a	DET
cana-2911	73	4	stratified	stratified	ADJ
cana-2911	73	5	dataset	dataset	NOUN
cana-2911	73	6	split	split	NOUN
cana-2911	73	7	of	of	ADP
cana-2911	73	8	70	70	NUM
cana-2911	73	9	%	%	NOUN
cana-2911	73	10	training	training	NOUN
cana-2911	73	11	,	,	PUNCT
cana-2911	73	12	20	20	NUM
cana-2911	73	13	%	%	NOUN
cana-2911	73	14	validation	validation	NOUN
cana-2911	73	15	,	,	PUNCT
cana-2911	73	16	and	and	CCONJ
cana-2911	73	17	10	10	NUM
cana-2911	73	18	%	%	NOUN
cana-2911	73	19	testing	testing	NOUN
cana-2911	73	20	,	,	PUNCT
cana-2911	73	21	implementing	implement	VERB
cana-2911	73	22	k	k	ADJ
cana-2911	73	23	-	-	ADJ
cana-2911	73	24	fold	fold	ADJ
cana-2911	73	25	cross	cross	NOUN
cana-2911	73	26	-	-	NOUN
cana-2911	73	27	validation	validation	ADJ
cana-2911	73	28	(	(	PUNCT
cana-2911	73	29	k=5	k=5	X
cana-2911	73	30	)	)	PUNCT
cana-2911	73	31	to	to	PART
cana-2911	73	32	ensure	ensure	VERB
cana-2911	73	33	robust	robust	ADJ
cana-2911	73	34	generalizability	generalizability	NOUN
cana-2911	73	35	.	.	PUNCT
cana-2911	74	1	the	the	DET
cana-2911	74	2	dataset	dataset	NOUN
cana-2911	74	3	comprised	comprise	VERB
cana-2911	74	4	12,456	12,456	NUM
cana-2911	74	5	voice	voice	NOUN
cana-2911	74	6	command	command	NOUN
cana-2911	74	7	samples	sample	NOUN
cana-2911	74	8	from	from	ADP
cana-2911	74	9	diverse	diverse	ADJ
cana-2911	74	10	demographic	demographic	ADJ
cana-2911	74	11	backgrounds	background	NOUN
cana-2911	74	12	,	,	PUNCT
cana-2911	74	13	carefully	carefully	ADV
cana-2911	74	14	curated	curate	VERB
cana-2911	74	15	to	to	PART
cana-2911	74	16	minimize	minimize	VERB
cana-2911	74	17	bias	bias	NOUN
cana-2911	74	18	and	and	CCONJ
cana-2911	74	19	maximize	maximize	VERB
cana-2911	74	20	representation	representation	NOUN
cana-2911	74	21	.	.	PUNCT
cana-2911	75	1	preprocessing	preprocesse	VERB
cana-2911	75	2	involved	involve	VERB
cana-2911	75	3	sophisticated	sophisticated	ADJ
cana-2911	75	4	noise	noise	NOUN
cana-2911	75	5	reduction	reduction	NOUN
cana-2911	75	6	algorithms	algorithm	NOUN
cana-2911	75	7	and	and	CCONJ
cana-2911	75	8	advanced	advanced	ADJ
cana-2911	75	9	feature	feature	NOUN
cana-2911	75	10	normalization	normalization	NOUN
cana-2911	75	11	techniques	technique	NOUN
cana-2911	75	12	to	to	PART
cana-2911	75	13	enhance	enhance	VERB
cana-2911	75	14	signal	signal	ADJ
cana-2911	75	15	quality	quality	NOUN
cana-2911	75	16	and	and	CCONJ
cana-2911	75	17	model	model	NOUN
cana-2911	75	18	reliability	reliability	NOUN
cana-2911	75	19	.	.	PUNCT
cana-2911	76	1	performance	performance	NOUN
cana-2911	76	2	characterization	characterization	NOUN
cana-2911	76	3	our	our	PRON
cana-2911	76	4	hybrid	hybrid	ADJ
cana-2911	76	5	deep	deep	ADJ
cana-2911	76	6	learning	learning	NOUN
cana-2911	76	7	model	model	NOUN
cana-2911	76	8	demonstrated	demonstrate	VERB
cana-2911	76	9	remarkable	remarkable	ADJ
cana-2911	76	10	performance	performance	NOUN
cana-2911	76	11	metrics	metric	NOUN
cana-2911	76	12	,	,	PUNCT
cana-2911	76	13	significantly	significantly	ADV
cana-2911	76	14	outperforming	outperform	VERB
cana-2911	76	15	traditional	traditional	ADJ
cana-2911	76	16	rule	rule	NOUN
cana-2911	76	17	-	-	PUNCT
cana-2911	76	18	based	base	VERB
cana-2911	76	19	and	and	CCONJ
cana-2911	76	20	classical	classical	ADJ
cana-2911	76	21	machine	machine	NOUN
cana-2911	76	22	learning	learning	NOUN
cana-2911	76	23	approaches	approach	NOUN
cana-2911	76	24	.	.	PUNCT
cana-2911	77	1	the	the	DET
cana-2911	77	2	blocking	block	VERB
cana-2911	77	3	accuracy	accuracy	NOUN
cana-2911	77	4	reached	reach	VERB
cana-2911	77	5	97.6	97.6	NUM
cana-2911	77	6	%	%	NOUN
cana-2911	77	7	,	,	PUNCT
cana-2911	77	8	with	with	ADP
cana-2911	77	9	a	a	DET
cana-2911	77	10	precision	precision	NOUN
cana-2911	77	11	of	of	ADP
cana-2911	77	12	96.3	96.3	NUM
cana-2911	77	13	%	%	NOUN
cana-2911	77	14	and	and	CCONJ
cana-2911	77	15	recall	recall	NOUN
cana-2911	77	16	of	of	ADP
cana-2911	77	17	98.1	98.1	NUM
cana-2911	77	18	%	%	NOUN
cana-2911	77	19	.	.	PUNCT
cana-2911	78	1	comparative	comparative	ADJ
cana-2911	78	2	analysis	analysis	NOUN
cana-2911	78	3	revealed	reveal	VERB
cana-2911	78	4	substantial	substantial	ADJ
cana-2911	78	5	improvements	improvement	NOUN
cana-2911	78	6	over	over	ADP
cana-2911	78	7	existing	exist	VERB
cana-2911	78	8	methodologies	methodology	NOUN
cana-2911	78	9	,	,	PUNCT
cana-2911	78	10	with	with	ADP
cana-2911	78	11	an	an	DET
cana-2911	78	12	average	average	ADJ
cana-2911	78	13	25	25	NUM
cana-2911	78	14	%	%	NOUN
cana-2911	78	15	enhancement	enhancement	NOUN
cana-2911	78	16	in	in	ADP
cana-2911	78	17	intent	intent	ADJ
cana-2911	78	18	classification	classification	NOUN
cana-2911	78	19	accuracy	accuracy	NOUN
cana-2911	78	20	.	.	PUNCT
cana-2911	79	1	communications	communication	NOUN
cana-2911	79	2	on	on	ADP
cana-2911	79	3	applied	apply	VERB
cana-2911	79	4	nonlinear	nonlinear	ADJ
cana-2911	79	5	analysis	analysis	NOUN
cana-2911	79	6	issn	issn	NOUN
cana-2911	79	7	:	:	PUNCT
cana-2911	79	8	1074	1074	NUM
cana-2911	79	9	-	-	PUNCT
cana-2911	79	10	133x	133x	NUM
cana-2911	79	11	vol	vol	NOUN
cana-2911	79	12	32	32	NUM
cana-2911	79	13	no	no	NOUN
cana-2911	79	14	.	.	PUNCT
cana-2911	80	1	4s	4s	NUM
cana-2911	80	2	(	(	PUNCT
cana-2911	80	3	2025	2025	NUM
cana-2911	80	4	)	)	PUNCT
cana-2911	80	5	662	662	NUM
cana-2911	80	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	81	1	the	the	DET
cana-2911	81	2	adaptive	adaptive	ADJ
cana-2911	81	3	learning	learning	NOUN
cana-2911	81	4	module	module	NOUN
cana-2911	81	5	exhibited	exhibit	VERB
cana-2911	81	6	exceptional	exceptional	ADJ
cana-2911	81	7	dynamism	dynamism	NOUN
cana-2911	81	8	,	,	PUNCT
cana-2911	81	9	with	with	ADP
cana-2911	81	10	model	model	NOUN
cana-2911	81	11	adjustment	adjustment	NOUN
cana-2911	81	12	times	time	NOUN
cana-2911	81	13	averaging	average	VERB
cana-2911	81	14	12.4	12.4	NUM
cana-2911	81	15	milliseconds	millisecond	NOUN
cana-2911	81	16	per	per	ADP
cana-2911	81	17	iteration	iteration	NOUN
cana-2911	81	18	—	—	PUNCT
cana-2911	81	19	a	a	DET
cana-2911	81	20	critical	critical	ADJ
cana-2911	81	21	advancement	advancement	NOUN
cana-2911	81	22	for	for	ADP
cana-2911	81	23	real	real	ADJ
cana-2911	81	24	-	-	PUNCT
cana-2911	81	25	time	time	NOUN
cana-2911	81	26	call	call	NOUN
cana-2911	81	27	management	management	NOUN
cana-2911	81	28	systems	system	NOUN
cana-2911	81	29	.	.	PUNCT
cana-2911	82	1	this	this	DET
cana-2911	82	2	rapid	rapid	ADJ
cana-2911	82	3	adaptation	adaptation	NOUN
cana-2911	82	4	mechanism	mechanism	NOUN
cana-2911	82	5	allows	allow	VERB
cana-2911	82	6	near	near	ADV
cana-2911	82	7	-	-	PUNCT
cana-2911	82	8	instantaneous	instantaneous	ADJ
cana-2911	82	9	learning	learning	NOUN
cana-2911	82	10	from	from	ADP
cana-2911	82	11	user	user	NOUN
cana-2911	82	12	feedback	feedback	NOUN
cana-2911	82	13	,	,	PUNCT
cana-2911	82	14	creating	create	VERB
cana-2911	82	15	a	a	DET
cana-2911	82	16	continuously	continuously	ADV
cana-2911	82	17	evolving	evolve	VERB
cana-2911	82	18	intelligent	intelligent	ADJ
cana-2911	82	19	system	system	NOUN
cana-2911	82	20	.	.	PUNCT
cana-2911	83	1	statistical	statistical	ADJ
cana-2911	83	2	performance	performance	NOUN
cana-2911	83	3	analysis	analysis	NOUN
cana-2911	83	4	statistical	statistical	ADJ
cana-2911	83	5	investigations	investigation	NOUN
cana-2911	83	6	revealed	reveal	VERB
cana-2911	83	7	nuanced	nuanced	ADJ
cana-2911	83	8	performance	performance	NOUN
cana-2911	83	9	characteristics	characteristic	NOUN
cana-2911	83	10	through	through	ADP
cana-2911	83	11	comprehensive	comprehensive	ADJ
cana-2911	83	12	visualization	visualization	NOUN
cana-2911	83	13	techniques	technique	NOUN
cana-2911	83	14	.	.	PUNCT
cana-2911	84	1	the	the	DET
cana-2911	84	2	bar	bar	NOUN
cana-2911	84	3	graph	graph	NOUN
cana-2911	84	4	(	(	PUNCT
cana-2911	84	5	figure	figure	NOUN
cana-2911	84	6	2	2	NUM
cana-2911	84	7	)	)	PUNCT
cana-2911	84	8	illustrates	illustrate	VERB
cana-2911	84	9	comparative	comparative	ADJ
cana-2911	84	10	blocking	blocking	NOUN
cana-2911	84	11	accuracies	accuracy	NOUN
cana-2911	84	12	across	across	ADP
cana-2911	84	13	different	different	ADJ
cana-2911	84	14	machine	machine	NOUN
cana-2911	84	15	learning	learning	NOUN
cana-2911	84	16	paradigms	paradigm	VERB
cana-2911	84	17	,	,	PUNCT
cana-2911	84	18	highlighting	highlight	VERB
cana-2911	84	19	our	our	PRON
cana-2911	84	20	model	model	NOUN
cana-2911	84	21	's	's	PART
cana-2911	84	22	superior	superior	ADJ
cana-2911	84	23	performance	performance	NOUN
cana-2911	84	24	.	.	PUNCT
cana-2911	85	1	the	the	DET
cana-2911	85	2	line	line	NOUN
cana-2911	85	3	chart	chart	NOUN
cana-2911	85	4	(	(	PUNCT
cana-2911	85	5	figure	figure	NOUN
cana-2911	85	6	3	3	NUM
cana-2911	85	7	)	)	PUNCT
cana-2911	85	8	demonstrates	demonstrate	VERB
cana-2911	85	9	performance	performance	NOUN
cana-2911	85	10	improvement	improvement	NOUN
cana-2911	85	11	trajectories	trajectory	NOUN
cana-2911	85	12	,	,	PUNCT
cana-2911	85	13	showcasing	showcase	VERB
cana-2911	85	14	the	the	DET
cana-2911	85	15	model	model	NOUN
cana-2911	85	16	's	's	PART
cana-2911	85	17	remarkable	remarkable	ADJ
cana-2911	85	18	learning	learning	NOUN
cana-2911	85	19	curve	curve	NOUN
cana-2911	85	20	and	and	CCONJ
cana-2911	85	21	consistent	consistent	ADJ
cana-2911	85	22	enhancement	enhancement	NOUN
cana-2911	85	23	over	over	ADP
cana-2911	85	24	successive	successive	ADJ
cana-2911	85	25	iterations	iteration	NOUN
cana-2911	85	26	.	.	PUNCT
cana-2911	86	1	error	error	NOUN
cana-2911	86	2	characterization	characterization	NOUN
cana-2911	86	3	and	and	CCONJ
cana-2911	86	4	insights	insight	NOUN
cana-2911	86	5	detailed	detailed	ADJ
cana-2911	86	6	error	error	NOUN
cana-2911	86	7	analysis	analysis	NOUN
cana-2911	86	8	unveiled	unveil	VERB
cana-2911	86	9	intriguing	intriguing	ADJ
cana-2911	86	10	patterns	pattern	NOUN
cana-2911	86	11	in	in	ADP
cana-2911	86	12	misclassification	misclassification	NOUN
cana-2911	86	13	.	.	PUNCT
cana-2911	87	1	false	false	ADJ
cana-2911	87	2	positives	positive	NOUN
cana-2911	87	3	predominantly	predominantly	ADV
cana-2911	87	4	occurred	occur	VERB
cana-2911	87	5	in	in	ADP
cana-2911	87	6	scenarios	scenario	NOUN
cana-2911	87	7	involving	involve	VERB
cana-2911	87	8	complex	complex	ADJ
cana-2911	87	9	acoustic	acoustic	ADJ
cana-2911	87	10	environments	environment	NOUN
cana-2911	87	11	or	or	CCONJ
cana-2911	87	12	linguistically	linguistically	ADV
cana-2911	87	13	ambiguous	ambiguous	ADJ
cana-2911	87	14	voice	voice	NOUN
cana-2911	87	15	commands	command	NOUN
cana-2911	87	16	.	.	PUNCT
cana-2911	88	1	notably	notably	ADV
cana-2911	88	2	,	,	PUNCT
cana-2911	88	3	68	68	NUM
cana-2911	88	4	%	%	NOUN
cana-2911	88	5	of	of	ADP
cana-2911	88	6	misclassifications	misclassification	NOUN
cana-2911	88	7	emerged	emerge	VERB
cana-2911	88	8	from	from	ADP
cana-2911	88	9	high	high	ADJ
cana-2911	88	10	-	-	PUNCT
cana-2911	88	11	noise	noise	NOUN
cana-2911	88	12	backgrounds	background	NOUN
cana-2911	88	13	or	or	CCONJ
cana-2911	88	14	dialectical	dialectical	ADJ
cana-2911	88	15	variations	variation	NOUN
cana-2911	88	16	,	,	PUNCT
cana-2911	88	17	suggesting	suggest	VERB
cana-2911	88	18	potential	potential	ADJ
cana-2911	88	19	refinement	refinement	NOUN
cana-2911	88	20	strategies	strategy	NOUN
cana-2911	88	21	focused	focus	VERB
cana-2911	88	22	on	on	ADP
cana-2911	88	23	robust	robust	ADJ
cana-2911	88	24	feature	feature	NOUN
cana-2911	88	25	extraction	extraction	NOUN
cana-2911	88	26	and	and	CCONJ
cana-2911	88	27	contextual	contextual	ADJ
cana-2911	88	28	understanding	understanding	NOUN
cana-2911	88	29	.	.	PUNCT
cana-2911	89	1	confusion	confusion	NOUN
cana-2911	89	2	matrix	matrix	NOUN
cana-2911	89	3	interpretation	interpretation	NOUN
cana-2911	89	4	the	the	DET
cana-2911	89	5	confusion	confusion	NOUN
cana-2911	89	6	matrix	matrix	NOUN
cana-2911	89	7	revealed	reveal	VERB
cana-2911	89	8	granular	granular	ADJ
cana-2911	89	9	insights	insight	NOUN
cana-2911	89	10	into	into	ADP
cana-2911	89	11	classification	classification	NOUN
cana-2911	89	12	performance	performance	NOUN
cana-2911	89	13	.	.	PUNCT
cana-2911	90	1	intent	intent	ADJ
cana-2911	90	2	misclassification	misclassification	NOUN
cana-2911	90	3	rates	rate	NOUN
cana-2911	90	4	were	be	AUX
cana-2911	90	5	minimal	minimal	ADJ
cana-2911	90	6	,	,	PUNCT
cana-2911	90	7	with	with	ADP
cana-2911	90	8	most	most	ADJ
cana-2911	90	9	errors	error	NOUN
cana-2911	90	10	concentrated	concentrate	VERB
cana-2911	90	11	in	in	ADP
cana-2911	90	12	boundary	boundary	ADJ
cana-2911	90	13	cases	case	NOUN
cana-2911	90	14	involving	involve	VERB
cana-2911	90	15	semantically	semantically	ADV
cana-2911	90	16	similar	similar	ADJ
cana-2911	90	17	voice	voice	NOUN
cana-2911	90	18	commands	command	NOUN
cana-2911	90	19	.	.	PUNCT
cana-2911	91	1	the	the	DET
cana-2911	91	2	matrix	matrix	NOUN
cana-2911	91	3	demonstrated	demonstrate	VERB
cana-2911	91	4	a	a	DET
cana-2911	91	5	diagonal	diagonal	ADJ
cana-2911	91	6	dominance	dominance	NOUN
cana-2911	91	7	of	of	ADP
cana-2911	91	8	96.7	96.7	NUM
cana-2911	91	9	%	%	NOUN
cana-2911	91	10	,	,	PUNCT
cana-2911	91	11	indicating	indicate	VERB
cana-2911	91	12	high	high	ADJ
cana-2911	91	13	classification	classification	NOUN
cana-2911	91	14	reliability	reliability	NOUN
cana-2911	91	15	across	across	ADP
cana-2911	91	16	different	different	ADJ
cana-2911	91	17	intent	intent	NOUN
cana-2911	91	18	categories	category	NOUN
cana-2911	91	19	.	.	PUNCT
cana-2911	92	1	figure	figure	VERB
cana-2911	92	2	3	3	NUM
cana-2911	92	3	:	:	PUNCT
cana-2911	92	4	comprehensive	comprehensive	ADJ
cana-2911	92	5	performance	performance	NOUN
cana-2911	92	6	analysis	analysis	NOUN
cana-2911	92	7	of	of	ADP
cana-2911	92	8	adaptive	adaptive	ADJ
cana-2911	92	9	call	call	NOUN
cana-2911	92	10	blocking	block	VERB
cana-2911	92	11	model	model	NOUN
cana-2911	92	12	communications	communication	NOUN
cana-2911	92	13	on	on	ADP
cana-2911	92	14	applied	apply	VERB
cana-2911	92	15	nonlinear	nonlinear	ADJ
cana-2911	92	16	analysis	analysis	NOUN
cana-2911	92	17	issn	issn	NOUN
cana-2911	92	18	:	:	PUNCT
cana-2911	92	19	1074	1074	NUM
cana-2911	92	20	-	-	PUNCT
cana-2911	92	21	133x	133x	NUM
cana-2911	92	22	vol	vol	NOUN
cana-2911	92	23	32	32	NUM
cana-2911	93	1	no	no	NOUN
cana-2911	93	2	.	.	PUNCT
cana-2911	94	1	4s	4s	NUM
cana-2911	94	2	(	(	PUNCT
cana-2911	94	3	2025	2025	NUM
cana-2911	94	4	)	)	PUNCT
cana-2911	94	5	663	663	NUM
cana-2911	94	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	94	7	comparative	comparative	ADJ
cana-2911	94	8	performance	performance	NOUN
cana-2911	94	9	visualization	visualization	NOUN
cana-2911	94	10	our	our	PRON
cana-2911	94	11	visual	visual	ADJ
cana-2911	94	12	representations	representation	NOUN
cana-2911	94	13	,	,	PUNCT
cana-2911	94	14	including	include	VERB
cana-2911	94	15	the	the	DET
cana-2911	94	16	confusion	confusion	NOUN
cana-2911	94	17	matrix	matrix	NOUN
cana-2911	94	18	and	and	CCONJ
cana-2911	94	19	performance	performance	NOUN
cana-2911	94	20	graphs	graph	NOUN
cana-2911	94	21	,	,	PUNCT
cana-2911	94	22	offer	offer	VERB
cana-2911	94	23	unprecedented	unprecedented	ADJ
cana-2911	94	24	transparency	transparency	NOUN
cana-2911	94	25	into	into	ADP
cana-2911	94	26	the	the	DET
cana-2911	94	27	model	model	NOUN
cana-2911	94	28	's	's	PART
cana-2911	94	29	decision	decision	NOUN
cana-2911	94	30	-	-	PUNCT
cana-2911	94	31	making	make	VERB
cana-2911	94	32	processes	process	NOUN
cana-2911	94	33	.	.	PUNCT
cana-2911	95	1	these	these	DET
cana-2911	95	2	visualizations	visualization	NOUN
cana-2911	95	3	not	not	PART
cana-2911	95	4	only	only	ADV
cana-2911	95	5	validate	validate	VERB
cana-2911	95	6	our	our	PRON
cana-2911	95	7	methodological	methodological	ADJ
cana-2911	95	8	approach	approach	NOUN
cana-2911	95	9	but	but	CCONJ
cana-2911	95	10	also	also	ADV
cana-2911	95	11	provide	provide	VERB
cana-2911	95	12	researchers	researcher	NOUN
cana-2911	95	13	with	with	ADP
cana-2911	95	14	deep	deep	ADJ
cana-2911	95	15	insights	insight	NOUN
cana-2911	95	16	into	into	ADP
cana-2911	95	17	adaptive	adaptive	ADJ
cana-2911	95	18	machine	machine	NOUN
cana-2911	95	19	learning	learn	VERB
cana-2911	95	20	mechanisms	mechanism	NOUN
cana-2911	95	21	.	.	PUNCT
cana-2911	96	1	4	4	X
cana-2911	96	2	.	.	X
cana-2911	96	3	discussion	discussion	VERB
cana-2911	96	4	the	the	DET
cana-2911	96	5	development	development	NOUN
cana-2911	96	6	of	of	ADP
cana-2911	96	7	our	our	PRON
cana-2911	96	8	deep	deep	ADJ
cana-2911	96	9	learning	learning	NOUN
cana-2911	96	10	-	-	PUNCT
cana-2911	96	11	based	base	VERB
cana-2911	96	12	adaptive	adaptive	ADJ
cana-2911	96	13	call	call	NOUN
cana-2911	96	14	-	-	PUNCT
cana-2911	96	15	blocking	block	VERB
cana-2911	96	16	model	model	NOUN
cana-2911	96	17	represents	represent	VERB
cana-2911	96	18	a	a	DET
cana-2911	96	19	pivotal	pivotal	ADJ
cana-2911	96	20	advancement	advancement	NOUN
cana-2911	96	21	in	in	ADP
cana-2911	96	22	privacy	privacy	NOUN
cana-2911	96	23	protection	protection	NOUN
cana-2911	96	24	and	and	CCONJ
cana-2911	96	25	intelligent	intelligent	ADJ
cana-2911	96	26	communication	communication	NOUN
cana-2911	96	27	management	management	NOUN
cana-2911	96	28	.	.	PUNCT
cana-2911	97	1	our	our	PRON
cana-2911	97	2	research	research	NOUN
cana-2911	97	3	transcends	transcend	VERB
cana-2911	97	4	traditional	traditional	ADJ
cana-2911	97	5	call	call	NOUN
cana-2911	97	6	-	-	PUNCT
cana-2911	97	7	blocking	block	VERB
cana-2911	97	8	methodologies	methodology	NOUN
cana-2911	97	9	by	by	ADP
cana-2911	97	10	introducing	introduce	VERB
cana-2911	97	11	a	a	DET
cana-2911	97	12	dynamic	dynamic	ADJ
cana-2911	97	13	,	,	PUNCT
cana-2911	97	14	context	context	NOUN
cana-2911	97	15	-	-	PUNCT
cana-2911	97	16	aware	aware	ADJ
cana-2911	97	17	system	system	NOUN
cana-2911	97	18	that	that	PRON
cana-2911	97	19	fundamentally	fundamentally	ADV
cana-2911	97	20	reimagines	reimagine	VERB
cana-2911	97	21	how	how	SCONJ
cana-2911	97	22	we	we	PRON
cana-2911	97	23	interact	interact	VERB
cana-2911	97	24	with	with	ADP
cana-2911	97	25	and	and	CCONJ
cana-2911	97	26	filter	filter	NOUN
cana-2911	97	27	communication	communication	NOUN
cana-2911	97	28	technologies	technology	NOUN
cana-2911	97	29	.	.	PUNCT
cana-2911	98	1	significance	significance	NOUN
cana-2911	98	2	and	and	CCONJ
cana-2911	98	3	transformative	transformative	ADJ
cana-2911	98	4	impact	impact	NOUN
cana-2911	98	5	the	the	DET
cana-2911	98	6	proposed	propose	VERB
cana-2911	98	7	model	model	NOUN
cana-2911	98	8	demonstrates	demonstrate	VERB
cana-2911	98	9	unprecedented	unprecedented	ADJ
cana-2911	98	10	capabilities	capability	NOUN
cana-2911	98	11	in	in	ADP
cana-2911	98	12	privacy	privacy	NOUN
cana-2911	98	13	preservation	preservation	NOUN
cana-2911	98	14	and	and	CCONJ
cana-2911	98	15	intelligent	intelligent	ADJ
cana-2911	98	16	call	call	NOUN
cana-2911	98	17	management	management	NOUN
cana-2911	98	18	.	.	PUNCT
cana-2911	99	1	by	by	ADP
cana-2911	99	2	leveraging	leverage	VERB
cana-2911	99	3	advanced	advanced	ADJ
cana-2911	99	4	deep	deep	ADJ
cana-2911	99	5	learning	learning	NOUN
cana-2911	99	6	techniques	technique	NOUN
cana-2911	99	7	,	,	PUNCT
cana-2911	99	8	we	we	PRON
cana-2911	99	9	have	have	AUX
cana-2911	99	10	created	create	VERB
cana-2911	99	11	a	a	DET
cana-2911	99	12	system	system	NOUN
cana-2911	99	13	that	that	PRON
cana-2911	99	14	not	not	PART
cana-2911	99	15	only	only	ADV
cana-2911	99	16	blocks	block	VERB
cana-2911	99	17	unwanted	unwanted	ADJ
cana-2911	99	18	calls	call	NOUN
cana-2911	99	19	but	but	CCONJ
cana-2911	99	20	dynamically	dynamically	ADV
cana-2911	99	21	adapts	adapt	VERB
cana-2911	99	22	to	to	ADP
cana-2911	99	23	user	user	NOUN
cana-2911	99	24	preferences	preference	NOUN
cana-2911	99	25	with	with	ADP
cana-2911	99	26	remarkable	remarkable	ADJ
cana-2911	99	27	precision	precision	NOUN
cana-2911	99	28	.	.	PUNCT
cana-2911	100	1	the	the	DET
cana-2911	100	2	implications	implication	NOUN
cana-2911	100	3	extend	extend	VERB
cana-2911	100	4	far	far	ADV
cana-2911	100	5	beyond	beyond	ADP
cana-2911	100	6	individual	individual	ADJ
cana-2911	100	7	user	user	NOUN
cana-2911	100	8	experience	experience	NOUN
cana-2911	100	9	,	,	PUNCT
cana-2911	100	10	offering	offer	VERB
cana-2911	100	11	potential	potential	ADJ
cana-2911	100	12	revolutionary	revolutionary	ADJ
cana-2911	100	13	applications	application	NOUN
cana-2911	100	14	in	in	ADP
cana-2911	100	15	enterprise	enterprise	NOUN
cana-2911	100	16	communication	communication	NOUN
cana-2911	100	17	security	security	NOUN
cana-2911	100	18	,	,	PUNCT
cana-2911	100	19	telecommunications	telecommunications	NOUN
cana-2911	100	20	fraud	fraud	NOUN
cana-2911	100	21	prevention	prevention	NOUN
cana-2911	100	22	,	,	PUNCT
cana-2911	100	23	and	and	CCONJ
cana-2911	100	24	personal	personal	ADJ
cana-2911	100	25	privacy	privacy	NOUN
cana-2911	100	26	protection	protection	NOUN
cana-2911	100	27	.	.	PUNCT
cana-2911	101	1	our	our	PRON
cana-2911	101	2	hybrid	hybrid	ADJ
cana-2911	101	3	deep	deep	ADJ
cana-2911	101	4	learning	learning	NOUN
cana-2911	101	5	architecture	architecture	NOUN
cana-2911	101	6	represents	represent	VERB
cana-2911	101	7	a	a	DET
cana-2911	101	8	paradigm	paradigm	NOUN
cana-2911	101	9	shift	shift	NOUN
cana-2911	101	10	in	in	ADP
cana-2911	101	11	intent	intent	ADJ
cana-2911	101	12	classification	classification	NOUN
cana-2911	101	13	,	,	PUNCT
cana-2911	101	14	successfully	successfully	ADV
cana-2911	101	15	addressing	address	VERB
cana-2911	101	16	critical	critical	ADJ
cana-2911	101	17	limitations	limitation	NOUN
cana-2911	101	18	in	in	ADP
cana-2911	101	19	existing	exist	VERB
cana-2911	101	20	rule	rule	NOUN
cana-2911	101	21	-	-	PUNCT
cana-2911	101	22	based	base	VERB
cana-2911	101	23	and	and	CCONJ
cana-2911	101	24	traditional	traditional	ADJ
cana-2911	101	25	machine	machine	NOUN
cana-2911	101	26	learning	learning	NOUN
cana-2911	101	27	approaches	approach	NOUN
cana-2911	101	28	.	.	PUNCT
cana-2911	102	1	the	the	DET
cana-2911	102	2	model	model	NOUN
cana-2911	102	3	's	's	PART
cana-2911	102	4	adaptive	adaptive	ADJ
cana-2911	102	5	learning	learning	NOUN
cana-2911	102	6	mechanism	mechanism	NOUN
cana-2911	102	7	enables	enable	VERB
cana-2911	102	8	near	near	ADP
cana-2911	102	9	-	-	PUNCT
cana-2911	102	10	real	real	ADJ
cana-2911	102	11	-	-	PUNCT
cana-2911	102	12	time	time	NOUN
cana-2911	102	13	adjustment	adjustment	NOUN
cana-2911	102	14	,	,	PUNCT
cana-2911	102	15	providing	provide	VERB
cana-2911	102	16	an	an	DET
cana-2911	102	17	unprecedented	unprecedented	ADJ
cana-2911	102	18	level	level	NOUN
cana-2911	102	19	of	of	ADP
cana-2911	102	20	contextual	contextual	ADJ
cana-2911	102	21	understanding	understanding	NOUN
cana-2911	102	22	in	in	ADP
cana-2911	102	23	voice	voice	NOUN
cana-2911	102	24	-	-	PUNCT
cana-2911	102	25	based	base	VERB
cana-2911	102	26	communication	communication	NOUN
cana-2911	102	27	filtering	filtering	NOUN
cana-2911	102	28	.	.	PUNCT
cana-2911	103	1	comparative	comparative	ADJ
cana-2911	103	2	technological	technological	ADJ
cana-2911	103	3	insights	insight	NOUN
cana-2911	103	4	comparative	comparative	ADJ
cana-2911	103	5	analysis	analysis	NOUN
cana-2911	103	6	reveals	reveal	VERB
cana-2911	103	7	our	our	PRON
cana-2911	103	8	model	model	NOUN
cana-2911	103	9	's	's	PART
cana-2911	103	10	significant	significant	ADJ
cana-2911	103	11	superiority	superiority	NOUN
cana-2911	103	12	over	over	ADP
cana-2911	103	13	existing	exist	VERB
cana-2911	103	14	methodologies	methodology	NOUN
cana-2911	103	15	.	.	PUNCT
cana-2911	104	1	unlike	unlike	ADP
cana-2911	104	2	conventional	conventional	ADJ
cana-2911	104	3	systems	system	NOUN
cana-2911	104	4	relying	rely	VERB
cana-2911	104	5	on	on	ADP
cana-2911	104	6	static	static	ADJ
cana-2911	104	7	rule	rule	NOUN
cana-2911	104	8	sets	set	NOUN
cana-2911	104	9	,	,	PUNCT
cana-2911	104	10	our	our	PRON
cana-2911	104	11	approach	approach	NOUN
cana-2911	104	12	integrates	integrate	VERB
cana-2911	104	13	sophisticated	sophisticated	ADJ
cana-2911	104	14	machine	machine	NOUN
cana-2911	104	15	learning	learn	VERB
cana-2911	104	16	techniques	technique	NOUN
cana-2911	104	17	that	that	PRON
cana-2911	104	18	continuously	continuously	ADV
cana-2911	104	19	evolve	evolve	VERB
cana-2911	104	20	.	.	PUNCT
cana-2911	105	1	the	the	DET
cana-2911	105	2	97.6	97.6	NUM
cana-2911	105	3	%	%	NOUN
cana-2911	105	4	blocking	blocking	NOUN
cana-2911	105	5	accuracy	accuracy	NOUN
cana-2911	105	6	represents	represent	VERB
cana-2911	105	7	a	a	DET
cana-2911	105	8	substantial	substantial	ADJ
cana-2911	105	9	improvement	improvement	NOUN
cana-2911	105	10	,	,	PUNCT
cana-2911	105	11	approximately	approximately	ADV
cana-2911	105	12	25	25	NUM
cana-2911	105	13	%	%	NOUN
cana-2911	105	14	higher	high	ADJ
cana-2911	105	15	than	than	ADP
cana-2911	105	16	contemporary	contemporary	ADJ
cana-2911	105	17	state	state	NOUN
cana-2911	105	18	-	-	PUNCT
cana-2911	105	19	of	of	ADP
cana-2911	105	20	-	-	PUNCT
cana-2911	105	21	the	the	DET
cana-2911	105	22	-	-	PUNCT
cana-2911	105	23	art	art	NOUN
cana-2911	105	24	solutions	solution	NOUN
cana-2911	105	25	.	.	PUNCT
cana-2911	106	1	the	the	DET
cana-2911	106	2	unique	unique	ADJ
cana-2911	106	3	hybridization	hybridization	NOUN
cana-2911	106	4	of	of	ADP
cana-2911	106	5	cnn	cnn	PROPN
cana-2911	106	6	and	and	CCONJ
cana-2911	106	7	transformer	transformer	NOUN
cana-2911	106	8	-	-	PUNCT
cana-2911	106	9	based	base	VERB
cana-2911	106	10	architectures	architecture	NOUN
cana-2911	106	11	enables	enable	VERB
cana-2911	106	12	nuanced	nuanced	ADJ
cana-2911	106	13	intent	intent	ADJ
cana-2911	106	14	detection	detection	NOUN
cana-2911	106	15	previously	previously	ADV
cana-2911	106	16	unachievable	unachievable	ADJ
cana-2911	106	17	through	through	ADP
cana-2911	106	18	traditional	traditional	ADJ
cana-2911	106	19	classification	classification	NOUN
cana-2911	106	20	techniques	technique	NOUN
cana-2911	106	21	.	.	PUNCT
cana-2911	107	1	research	research	NOUN
cana-2911	107	2	limitations	limitation	NOUN
cana-2911	107	3	and	and	CCONJ
cana-2911	107	4	considerations	consideration	NOUN
cana-2911	107	5	despite	despite	SCONJ
cana-2911	107	6	our	our	PRON
cana-2911	107	7	groundbreaking	groundbreake	VERB
cana-2911	107	8	results	result	NOUN
cana-2911	107	9	,	,	PUNCT
cana-2911	107	10	several	several	ADJ
cana-2911	107	11	critical	critical	ADJ
cana-2911	107	12	limitations	limitation	NOUN
cana-2911	107	13	warrant	warrant	VERB
cana-2911	107	14	acknowledgment	acknowledgment	NOUN
cana-2911	107	15	.	.	PUNCT
cana-2911	108	1	the	the	DET
cana-2911	108	2	current	current	ADJ
cana-2911	108	3	implementation	implementation	NOUN
cana-2911	108	4	demonstrates	demonstrate	VERB
cana-2911	108	5	potential	potential	ADJ
cana-2911	108	6	dataset	dataset	NOUN
cana-2911	108	7	bias	bias	NOUN
cana-2911	108	8	,	,	PUNCT
cana-2911	108	9	particularly	particularly	ADV
cana-2911	108	10	in	in	ADP
cana-2911	108	11	handling	handle	VERB
cana-2911	108	12	diverse	diverse	ADJ
cana-2911	108	13	linguistic	linguistic	ADJ
cana-2911	108	14	and	and	CCONJ
cana-2911	108	15	acoustic	acoustic	ADJ
cana-2911	108	16	variations	variation	NOUN
cana-2911	108	17	.	.	PUNCT
cana-2911	109	1	real	real	ADJ
cana-2911	109	2	-	-	PUNCT
cana-2911	109	3	time	time	NOUN
cana-2911	109	4	processing	processing	NOUN
cana-2911	109	5	latency	latency	NOUN
cana-2911	109	6	,	,	PUNCT
cana-2911	109	7	while	while	SCONJ
cana-2911	109	8	significantly	significantly	ADV
cana-2911	109	9	improved	improve	VERB
cana-2911	109	10	,	,	PUNCT
cana-2911	109	11	still	still	ADV
cana-2911	109	12	presents	present	VERB
cana-2911	109	13	challenges	challenge	NOUN
cana-2911	109	14	in	in	ADP
cana-2911	109	15	ultra	ultra	ADJ
cana-2911	109	16	-	-	ADJ
cana-2911	109	17	low	low	ADJ
cana-2911	109	18	-	-	PUNCT
cana-2911	109	19	latency	latency	NOUN
cana-2911	109	20	communication	communication	NOUN
cana-2911	109	21	environments	environment	NOUN
cana-2911	109	22	.	.	PUNCT
cana-2911	110	1	hardware	hardware	NOUN
cana-2911	110	2	computational	computational	ADJ
cana-2911	110	3	requirements	requirement	NOUN
cana-2911	110	4	,	,	PUNCT
cana-2911	110	5	though	though	SCONJ
cana-2911	110	6	optimized	optimize	VERB
cana-2911	110	7	,	,	PUNCT
cana-2911	110	8	represent	represent	VERB
cana-2911	110	9	potential	potential	ADJ
cana-2911	110	10	deployment	deployment	NOUN
cana-2911	110	11	constraints	constraint	NOUN
cana-2911	110	12	for	for	ADP
cana-2911	110	13	resource	resource	NOUN
cana-2911	110	14	-	-	PUNCT
cana-2911	110	15	limited	limit	VERB
cana-2911	110	16	systems	system	NOUN
cana-2911	110	17	.	.	PUNCT
cana-2911	111	1	future	future	ADJ
cana-2911	111	2	research	research	NOUN
cana-2911	111	3	trajectories	trajectory	NOUN
cana-2911	111	4	exciting	exciting	ADJ
cana-2911	111	5	future	future	ADJ
cana-2911	111	6	research	research	NOUN
cana-2911	111	7	directions	direction	NOUN
cana-2911	111	8	emerge	emerge	VERB
cana-2911	111	9	from	from	ADP
cana-2911	111	10	our	our	PRON
cana-2911	111	11	foundational	foundational	ADJ
cana-2911	111	12	work	work	NOUN
cana-2911	111	13	.	.	PUNCT
cana-2911	112	1	we	we	PRON
cana-2911	112	2	propose	propose	VERB
cana-2911	112	3	exploring	explore	VERB
cana-2911	112	4	:	:	PUNCT
cana-2911	112	5	•	•	NUM
cana-2911	112	6	multilingual	multilingual	ADJ
cana-2911	112	7	intent	intent	NOUN
cana-2911	112	8	classification	classification	NOUN
cana-2911	112	9	capabilities	capability	NOUN
cana-2911	112	10	communications	communication	NOUN
cana-2911	112	11	on	on	ADP
cana-2911	112	12	applied	apply	VERB
cana-2911	112	13	nonlinear	nonlinear	ADJ
cana-2911	112	14	analysis	analysis	NOUN
cana-2911	112	15	issn	issn	NOUN
cana-2911	112	16	:	:	PUNCT
cana-2911	112	17	1074	1074	NUM
cana-2911	112	18	-	-	PUNCT
cana-2911	112	19	133x	133x	NUM
cana-2911	112	20	vol	vol	NOUN
cana-2911	112	21	32	32	NUM
cana-2911	112	22	no	no	NOUN
cana-2911	112	23	.	.	PUNCT
cana-2911	113	1	4s	4s	NUM
cana-2911	113	2	(	(	PUNCT
cana-2911	113	3	2025	2025	NUM
cana-2911	113	4	)	)	PUNCT
cana-2911	113	5	664	664	NUM
cana-2911	113	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	113	7	•	•	NUM
cana-2911	113	8	edge	edge	NOUN
cana-2911	113	9	computing	computing	NOUN
cana-2911	113	10	and	and	CCONJ
cana-2911	113	11	iot	iot	ADJ
cana-2911	113	12	device	device	NOUN
cana-2911	113	13	integration	integration	NOUN
cana-2911	113	14	•	•	NOUN
cana-2911	113	15	serverless	serverless	NOUN
cana-2911	113	16	,	,	PUNCT
cana-2911	113	17	cloud	cloud	NOUN
cana-2911	113	18	-	-	PUNCT
cana-2911	113	19	native	native	ADJ
cana-2911	113	20	deployment	deployment	NOUN
cana-2911	113	21	architectures	architecture	NOUN
cana-2911	113	22	•	•	ADP
cana-2911	113	23	federated	federate	VERB
cana-2911	113	24	learning	learning	NOUN
cana-2911	113	25	approaches	approach	NOUN
cana-2911	113	26	for	for	ADP
cana-2911	113	27	enhanced	enhanced	ADJ
cana-2911	113	28	privacy	privacy	NOUN
cana-2911	113	29	preservation	preservation	NOUN
cana-2911	113	30	•	•	ADP
cana-2911	113	31	extended	extend	VERB
cana-2911	113	32	contextual	contextual	ADJ
cana-2911	113	33	understanding	understanding	NOUN
cana-2911	113	34	through	through	ADP
cana-2911	113	35	multi	multi	ADJ
cana-2911	113	36	-	-	ADJ
cana-2911	113	37	modal	modal	ADJ
cana-2911	113	38	feature	feature	NOUN
cana-2911	113	39	integration	integration	NOUN
cana-2911	113	40	figure	figure	NOUN
cana-2911	113	41	4	4	NUM
cana-2911	113	42	:	:	PUNCT
cana-2911	113	43	research	research	NOUN
cana-2911	113	44	impact	impact	NOUN
cana-2911	113	45	and	and	CCONJ
cana-2911	113	46	future	future	ADJ
cana-2911	113	47	potential	potential	NOUN
cana-2911	113	48	the	the	DET
cana-2911	113	49	research	research	NOUN
cana-2911	113	50	opens	open	VERB
cana-2911	113	51	unprecedented	unprecedented	ADJ
cana-2911	113	52	avenues	avenue	NOUN
cana-2911	113	53	for	for	ADP
cana-2911	113	54	intelligent	intelligent	ADJ
cana-2911	113	55	,	,	PUNCT
cana-2911	113	56	adaptive	adaptive	ADJ
cana-2911	113	57	communication	communication	NOUN
cana-2911	113	58	filtering	filtering	NOUN
cana-2911	113	59	,	,	PUNCT
cana-2911	113	60	positioning	position	VERB
cana-2911	113	61	itself	itself	PRON
cana-2911	113	62	at	at	ADP
cana-2911	113	63	the	the	DET
cana-2911	113	64	intersection	intersection	NOUN
cana-2911	113	65	of	of	ADP
cana-2911	113	66	privacy	privacy	NOUN
cana-2911	113	67	technology	technology	NOUN
cana-2911	113	68	,	,	PUNCT
cana-2911	113	69	machine	machine	NOUN
cana-2911	113	70	learning	learning	NOUN
cana-2911	113	71	,	,	PUNCT
cana-2911	113	72	and	and	CCONJ
cana-2911	113	73	human	human	ADJ
cana-2911	113	74	-	-	PUNCT
cana-2911	113	75	computer	computer	NOUN
cana-2911	113	76	interaction	interaction	NOUN
cana-2911	113	77	.	.	PUNCT
cana-2911	114	1	5	5	X
cana-2911	114	2	.	.	X
cana-2911	114	3	conclusion	conclusion	NOUN
cana-2911	114	4	our	our	PRON
cana-2911	114	5	research	research	NOUN
cana-2911	114	6	represents	represent	VERB
cana-2911	114	7	a	a	DET
cana-2911	114	8	transformative	transformative	ADJ
cana-2911	114	9	advancement	advancement	NOUN
cana-2911	114	10	in	in	ADP
cana-2911	114	11	intelligent	intelligent	ADJ
cana-2911	114	12	communication	communication	NOUN
cana-2911	114	13	filtering	filtering	NOUN
cana-2911	114	14	,	,	PUNCT
cana-2911	114	15	introducing	introduce	VERB
cana-2911	114	16	a	a	DET
cana-2911	114	17	groundbreaking	groundbreaking	ADJ
cana-2911	114	18	deep	deep	ADJ
cana-2911	114	19	learning	learning	NOUN
cana-2911	114	20	-	-	PUNCT
cana-2911	114	21	based	base	VERB
cana-2911	114	22	adaptive	adaptive	ADJ
cana-2911	114	23	model	model	NOUN
cana-2911	114	24	for	for	ADP
cana-2911	114	25	call	call	NOUN
cana-2911	114	26	blocking	blocking	NOUN
cana-2911	114	27	that	that	PRON
cana-2911	114	28	transcends	transcend	VERB
cana-2911	114	29	traditional	traditional	ADJ
cana-2911	114	30	technological	technological	ADJ
cana-2911	114	31	boundaries	boundary	NOUN
cana-2911	114	32	.	.	PUNCT
cana-2911	115	1	by	by	ADP
cana-2911	115	2	integrating	integrate	VERB
cana-2911	115	3	sophisticated	sophisticated	ADJ
cana-2911	115	4	voice	voice	NOUN
cana-2911	115	5	command	command	NOUN
cana-2911	115	6	analysis	analysis	NOUN
cana-2911	115	7	with	with	ADP
cana-2911	115	8	adaptive	adaptive	ADJ
cana-2911	115	9	machine	machine	NOUN
cana-2911	115	10	learning	learn	VERB
cana-2911	115	11	techniques	technique	NOUN
cana-2911	115	12	,	,	PUNCT
cana-2911	115	13	we	we	PRON
cana-2911	115	14	have	have	AUX
cana-2911	115	15	developed	develop	VERB
cana-2911	115	16	a	a	DET
cana-2911	115	17	system	system	NOUN
cana-2911	115	18	that	that	PRON
cana-2911	115	19	achieves	achieve	VERB
cana-2911	115	20	an	an	DET
cana-2911	115	21	unprecedented	unprecedented	ADJ
cana-2911	115	22	97.6	97.6	NUM
cana-2911	115	23	%	%	NOUN
cana-2911	115	24	blocking	blocking	NOUN
cana-2911	115	25	accuracy	accuracy	NOUN
cana-2911	115	26	,	,	PUNCT
cana-2911	115	27	setting	set	VERB
cana-2911	115	28	a	a	DET
cana-2911	115	29	new	new	ADJ
cana-2911	115	30	benchmark	benchmark	NOUN
cana-2911	115	31	in	in	ADP
cana-2911	115	32	privacy	privacy	NOUN
cana-2911	115	33	-	-	PUNCT
cana-2911	115	34	preserving	preserve	VERB
cana-2911	115	35	communication	communication	NOUN
cana-2911	115	36	technologies	technology	NOUN
cana-2911	115	37	.	.	PUNCT
cana-2911	116	1	the	the	DET
cana-2911	116	2	core	core	PROPN
cana-2911	116	3	technical	technical	ADJ
cana-2911	116	4	contributions	contribution	NOUN
cana-2911	116	5	encompass	encompass	VERB
cana-2911	116	6	a	a	DET
cana-2911	116	7	novel	novel	ADJ
cana-2911	116	8	hybrid	hybrid	ADJ
cana-2911	116	9	deep	deep	ADJ
cana-2911	116	10	learning	learning	NOUN
cana-2911	116	11	architecture	architecture	NOUN
cana-2911	116	12	that	that	PRON
cana-2911	116	13	seamlessly	seamlessly	ADV
cana-2911	116	14	combines	combine	VERB
cana-2911	116	15	convolutional	convolutional	ADJ
cana-2911	116	16	neural	neural	ADJ
cana-2911	116	17	networks	network	NOUN
cana-2911	116	18	with	with	ADP
cana-2911	116	19	transformer	transformer	NOUN
cana-2911	116	20	-	-	PUNCT
cana-2911	116	21	based	base	VERB
cana-2911	116	22	intent	intent	NOUN
cana-2911	116	23	classification	classification	NOUN
cana-2911	116	24	,	,	PUNCT
cana-2911	116	25	enabling	enable	VERB
cana-2911	116	26	dynamic	dynamic	ADJ
cana-2911	116	27	,	,	PUNCT
cana-2911	116	28	context	context	NOUN
cana-2911	116	29	-	-	PUNCT
cana-2911	116	30	aware	aware	ADJ
cana-2911	116	31	call	call	NOUN
cana-2911	116	32	management	management	NOUN
cana-2911	116	33	.	.	PUNCT
cana-2911	117	1	our	our	PRON
cana-2911	117	2	model	model	NOUN
cana-2911	117	3	's	's	PART
cana-2911	117	4	adaptive	adaptive	ADJ
cana-2911	117	5	learning	learning	NOUN
cana-2911	117	6	mechanism	mechanism	NOUN
cana-2911	117	7	demonstrates	demonstrate	VERB
cana-2911	117	8	remarkable	remarkable	ADJ
cana-2911	117	9	capabilities	capability	NOUN
cana-2911	117	10	in	in	ADP
cana-2911	117	11	real	real	ADJ
cana-2911	117	12	-	-	PUNCT
cana-2911	117	13	time	time	NOUN
cana-2911	117	14	intent	intent	NOUN
cana-2911	117	15	recognition	recognition	NOUN
cana-2911	117	16	,	,	PUNCT
cana-2911	117	17	reducing	reduce	VERB
cana-2911	117	18	false	false	ADJ
cana-2911	117	19	positive	positive	ADJ
cana-2911	117	20	rates	rate	NOUN
cana-2911	117	21	by	by	ADP
cana-2911	117	22	approximately	approximately	ADV
cana-2911	117	23	35	35	NUM
cana-2911	117	24	%	%	NOUN
cana-2911	117	25	compared	compare	VERB
cana-2911	117	26	to	to	ADP
cana-2911	117	27	existing	exist	VERB
cana-2911	117	28	methodologies	methodology	NOUN
cana-2911	117	29	.	.	PUNCT
cana-2911	118	1	beyond	beyond	ADP
cana-2911	118	2	technical	technical	ADJ
cana-2911	118	3	innovation	innovation	NOUN
cana-2911	118	4	,	,	PUNCT
cana-2911	118	5	this	this	DET
cana-2911	118	6	research	research	NOUN
cana-2911	118	7	provides	provide	VERB
cana-2911	118	8	critical	critical	ADJ
cana-2911	118	9	insights	insight	NOUN
cana-2911	118	10	into	into	ADP
cana-2911	118	11	the	the	DET
cana-2911	118	12	future	future	NOUN
cana-2911	118	13	of	of	ADP
cana-2911	118	14	intelligent	intelligent	ADJ
cana-2911	118	15	communication	communication	NOUN
cana-2911	118	16	systems	system	NOUN
cana-2911	118	17	,	,	PUNCT
cana-2911	118	18	highlighting	highlight	VERB
cana-2911	118	19	the	the	DET
cana-2911	118	20	potential	potential	NOUN
cana-2911	118	21	for	for	ADP
cana-2911	118	22	ai	ai	ADV
cana-2911	118	23	-	-	PUNCT
cana-2911	118	24	driven	drive	VERB
cana-2911	118	25	privacy	privacy	NOUN
cana-2911	118	26	protection	protection	NOUN
cana-2911	118	27	.	.	PUNCT
cana-2911	119	1	the	the	DET
cana-2911	119	2	developed	develop	VERB
cana-2911	119	3	framework	framework	NOUN
cana-2911	119	4	not	not	PART
cana-2911	119	5	only	only	ADV
cana-2911	119	6	addresses	address	NOUN
cana-2911	119	7	immediate	immediate	ADJ
cana-2911	119	8	challenges	challenge	NOUN
cana-2911	119	9	in	in	ADP
cana-2911	119	10	spam	spam	NOUN
cana-2911	119	11	call	call	NOUN
cana-2911	119	12	management	management	NOUN
cana-2911	119	13	but	but	CCONJ
cana-2911	119	14	also	also	ADV
cana-2911	119	15	establishes	establish	VERB
cana-2911	119	16	a	a	DET
cana-2911	119	17	foundational	foundational	ADJ
cana-2911	119	18	approach	approach	NOUN
cana-2911	119	19	for	for	ADP
cana-2911	119	20	next	next	ADJ
cana-2911	119	21	-	-	PUNCT
cana-2911	119	22	generation	generation	NOUN
cana-2911	119	23	adaptive	adaptive	ADJ
cana-2911	119	24	communication	communication	NOUN
cana-2911	119	25	filtering	filtering	NOUN
cana-2911	119	26	technologies	technology	NOUN
cana-2911	119	27	.	.	PUNCT
cana-2911	120	1	references	reference	NOUN
cana-2911	120	2	[	[	X
cana-2911	120	3	1	1	NUM
cana-2911	120	4	]	]	PUNCT
cana-2911	120	5	a.	a.	NOUN
cana-2911	120	6	graves	grave	NOUN
cana-2911	120	7	,	,	PUNCT
cana-2911	120	8	a.	a.	NOUN
cana-2911	121	1	-r	-r	PROPN
cana-2911	121	2	.	.	PROPN
cana-2911	121	3	mohamed	mohamed	PROPN
cana-2911	121	4	and	and	CCONJ
cana-2911	121	5	g.	g.	PROPN
cana-2911	121	6	hinton	hinton	PROPN
cana-2911	121	7	,	,	PUNCT
cana-2911	121	8	"	"	PUNCT
cana-2911	121	9	speech	speech	NOUN
cana-2911	121	10	recognition	recognition	NOUN
cana-2911	121	11	with	with	ADP
cana-2911	121	12	deep	deep	ADJ
cana-2911	121	13	recurrent	recurrent	ADJ
cana-2911	121	14	neural	neural	ADJ
cana-2911	121	15	networks	network	NOUN
cana-2911	121	16	,	,	PUNCT
cana-2911	121	17	"	"	PUNCT
cana-2911	121	18	2013	2013	NUM
cana-2911	121	19	ieee	ieee	NOUN
cana-2911	121	20	international	international	ADJ
cana-2911	121	21	conference	conference	NOUN
cana-2911	121	22	on	on	ADP
cana-2911	121	23	acoustics	acoustic	NOUN
cana-2911	121	24	,	,	PUNCT
cana-2911	121	25	speech	speech	NOUN
cana-2911	121	26	and	and	CCONJ
cana-2911	121	27	signal	signal	NOUN
cana-2911	121	28	processing	processing	NOUN
cana-2911	121	29	,	,	PUNCT
cana-2911	121	30	vancouver	vancouver	PROPN
cana-2911	121	31	,	,	PUNCT
cana-2911	121	32	bc	bc	PROPN
cana-2911	121	33	,	,	PUNCT
cana-2911	121	34	canada	canada	PROPN
cana-2911	121	35	,	,	PUNCT
cana-2911	121	36	2013	2013	NUM
cana-2911	121	37	,	,	PUNCT
cana-2911	121	38	pp	pp	ADJ
cana-2911	121	39	.	.	PUNCT
cana-2911	122	1	6645	6645	NUM
cana-2911	122	2	-	-	SYM
cana-2911	122	3	6649	6649	NUM
cana-2911	122	4	,	,	PUNCT
cana-2911	122	5	doi:10.1109	doi:10.1109	VERB
cana-2911	122	6	/	/	SYM
cana-2911	122	7	icassp.2013.6638947	icassp.2013.6638947	PROPN
cana-2911	122	8	.	.	PUNCT
cana-2911	123	1	communications	communication	NOUN
cana-2911	123	2	on	on	ADP
cana-2911	123	3	applied	apply	VERB
cana-2911	123	4	nonlinear	nonlinear	ADJ
cana-2911	123	5	analysis	analysis	NOUN
cana-2911	123	6	issn	issn	NOUN
cana-2911	123	7	:	:	PUNCT
cana-2911	123	8	1074	1074	NUM
cana-2911	123	9	-	-	PUNCT
cana-2911	123	10	133x	133x	NUM
cana-2911	123	11	vol	vol	NOUN
cana-2911	123	12	32	32	NUM
cana-2911	123	13	no	no	NOUN
cana-2911	123	14	.	.	PUNCT
cana-2911	124	1	4s	4s	NUM
cana-2911	124	2	(	(	PUNCT
cana-2911	124	3	2025	2025	NUM
cana-2911	124	4	)	)	PUNCT
cana-2911	124	5	665	665	NUM
cana-2911	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2911	125	1	[	[	X
cana-2911	125	2	2	2	NUM
cana-2911	125	3	]	]	X
cana-2911	125	4	subakan	subakan	PROPN
cana-2911	125	5	,	,	PUNCT
cana-2911	125	6	c.	c.	PROPN
cana-2911	125	7	,	,	PUNCT
cana-2911	125	8	ravanelli	ravanelli	NOUN
cana-2911	125	9	,	,	PUNCT
cana-2911	125	10	m.	m.	NOUN
cana-2911	125	11	,	,	PUNCT
cana-2911	125	12	cornell	cornell	PROPN
cana-2911	125	13	,	,	PUNCT
cana-2911	125	14	s.	s.	PROPN
cana-2911	125	15	,	,	PUNCT
cana-2911	125	16	bronzi	bronzi	NOUN
cana-2911	125	17	,	,	PUNCT
cana-2911	125	18	m.	m.	NOUN
cana-2911	125	19	,	,	PUNCT
cana-2911	125	20	&	&	CCONJ
cana-2911	125	21	zhong	zhong	PROPN
cana-2911	125	22	,	,	PUNCT
cana-2911	125	23	j.	j.	PROPN
cana-2911	125	24	(	(	PUNCT
cana-2911	125	25	2021	2021	NUM
cana-2911	125	26	)	)	PUNCT
cana-2911	125	27	.	.	PUNCT
cana-2911	126	1	attention	attention	NOUN
cana-2911	126	2	is	be	AUX
cana-2911	126	3	all	all	PRON
cana-2911	126	4	you	you	PRON
cana-2911	126	5	need	need	VERB
cana-2911	126	6	in	in	ADP
cana-2911	126	7	speech	speech	NOUN
cana-2911	126	8	separation	separation	NOUN
cana-2911	126	9	.	.	PUNCT
cana-2911	127	1	icassp	icassp	VERB
cana-2911	127	2	2022	2022	NUM
cana-2911	127	3	2022	2022	NUM
cana-2911	127	4	ieee	ieee	PROPN
cana-2911	127	5	international	international	ADJ
cana-2911	127	6	conference	conference	NOUN
cana-2911	127	7	on	on	ADP
cana-2911	127	8	acoustics	acoustic	NOUN
cana-2911	127	9	,	,	PUNCT
cana-2911	127	10	speech	speech	NOUN
cana-2911	127	11	and	and	CCONJ
cana-2911	127	12	signal	signal	NOUN
cana-2911	127	13	processing	processing	NOUN
cana-2911	127	14	(	(	PUNCT
cana-2911	127	15	icassp	icassp	PROPN
cana-2911	127	16	)	)	PUNCT
cana-2911	127	17	.	.	PUNCT
cana-2911	128	1	https://doi.org/10.1109/icassp39728.2021.9413901	https://doi.org/10.1109/icassp39728.2021.9413901	PROPN
cana-2911	129	1	[	[	X
cana-2911	129	2	3	3	NUM
cana-2911	129	3	]	]	X
cana-2911	129	4	al	al	PROPN
cana-2911	129	5	-	-	PUNCT
cana-2911	129	6	hawari	hawari	PROPN
cana-2911	129	7	,	,	PUNCT
cana-2911	129	8	f.	f.	PROPN
cana-2911	129	9	,	,	PUNCT
cana-2911	129	10	&	&	CCONJ
cana-2911	129	11	barham	barham	PROPN
cana-2911	129	12	,	,	PUNCT
cana-2911	129	13	h.	h.	PROPN
cana-2911	129	14	(	(	PUNCT
cana-2911	129	15	2021	2021	NUM
cana-2911	129	16	)	)	PUNCT
cana-2911	129	17	.	.	PUNCT
cana-2911	130	1	a	a	DET
cana-2911	130	2	machine	machine	NOUN
cana-2911	130	3	learning	learning	NOUN
cana-2911	130	4	based	base	VERB
cana-2911	130	5	help	help	NOUN
cana-2911	130	6	desk	desk	NOUN
cana-2911	130	7	system	system	NOUN
cana-2911	130	8	for	for	ADP
cana-2911	130	9	it	it	PRON
cana-2911	130	10	service	service	NOUN
cana-2911	130	11	management	management	NOUN
cana-2911	130	12	.	.	PUNCT
cana-2911	131	1	journal	journal	PROPN
cana-2911	131	2	of	of	ADP
cana-2911	131	3	king	king	PROPN
cana-2911	131	4	saud	saud	PROPN
cana-2911	131	5	university	university	PROPN
cana-2911	131	6	-	-	PUNCT
cana-2911	131	7	computer	computer	NOUN
cana-2911	131	8	and	and	CCONJ
cana-2911	131	9	information	information	NOUN
cana-2911	131	10	sciences	science	NOUN
cana-2911	131	11	,	,	PUNCT
cana-2911	131	12	33(6	33(6	NUM
cana-2911	131	13	)	)	PUNCT
cana-2911	131	14	,	,	PUNCT
cana-2911	131	15	702	702	NUM
cana-2911	131	16	-	-	SYM
cana-2911	131	17	718	718	NUM
cana-2911	131	18	.	.	PUNCT
cana-2911	132	1	[	[	X
cana-2911	132	2	4	4	NUM
cana-2911	132	3	]	]	PUNCT
cana-2911	132	4	zicari	zicari	X
cana-2911	132	5	,	,	PUNCT
cana-2911	132	6	p.	p.	PROPN
cana-2911	132	7	,	,	PUNCT
cana-2911	132	8	folino	folino	PROPN
cana-2911	132	9	,	,	PUNCT
cana-2911	132	10	g.	g.	PROPN
cana-2911	132	11	,	,	PUNCT
cana-2911	132	12	guarascio	guarascio	PROPN
cana-2911	132	13	,	,	PUNCT
cana-2911	132	14	m.	m.	NOUN
cana-2911	132	15	,	,	PUNCT
cana-2911	132	16	&	&	CCONJ
cana-2911	132	17	pontieri	pontieri	PROPN
cana-2911	132	18	,	,	PUNCT
cana-2911	132	19	l.	l.	PROPN
cana-2911	132	20	(	(	PUNCT
cana-2911	132	21	2021	2021	NUM
cana-2911	132	22	,	,	PUNCT
cana-2911	132	23	march	march	PROPN
cana-2911	132	24	)	)	PUNCT
cana-2911	132	25	.	.	PUNCT
cana-2911	133	1	discovering	discover	VERB
cana-2911	133	2	accurate	accurate	ADJ
cana-2911	133	3	deep	deep	ADJ
cana-2911	133	4	learning	learning	NOUN
cana-2911	133	5	based	base	VERB
cana-2911	133	6	predictive	predictive	ADJ
cana-2911	133	7	models	model	NOUN
cana-2911	133	8	for	for	ADP
cana-2911	133	9	automatic	automatic	ADJ
cana-2911	133	10	customer	customer	NOUN
cana-2911	133	11	support	support	NOUN
cana-2911	133	12	ticket	ticket	NOUN
cana-2911	133	13	classification	classification	NOUN
cana-2911	133	14	.	.	PUNCT
cana-2911	134	1	in	in	ADP
cana-2911	134	2	proceedings	proceeding	NOUN
cana-2911	134	3	of	of	ADP
cana-2911	134	4	the	the	DET
cana-2911	134	5	36th	36th	ADJ
cana-2911	134	6	annual	annual	ADJ
cana-2911	134	7	acm	acm	NOUN
cana-2911	134	8	symposium	symposium	NOUN
cana-2911	134	9	on	on	ADP
cana-2911	134	10	applied	apply	VERB
cana-2911	134	11	computing	computing	NOUN
cana-2911	134	12	(	(	PUNCT
cana-2911	134	13	pp	pp	ADJ
cana-2911	134	14	.	.	PUNCT
cana-2911	135	1	1098	1098	NUM
cana-2911	135	2	-	-	SYM
cana-2911	135	3	1101	1101	NUM
cana-2911	135	4	)	)	PUNCT
cana-2911	135	5	.	.	PUNCT
cana-2911	136	1	[	[	X
cana-2911	136	2	5	5	NUM
cana-2911	136	3	]	]	X
cana-2911	136	4	paramesh	paramesh	NOUN
cana-2911	136	5	,	,	PUNCT
cana-2911	136	6	s.	s.	PROPN
cana-2911	136	7	p.	p.	PROPN
cana-2911	136	8	,	,	PUNCT
cana-2911	136	9	&	&	CCONJ
cana-2911	136	10	shreedhara	shreedhara	PROPN
cana-2911	136	11	,	,	PUNCT
cana-2911	137	1	k.	k.	PROPN
cana-2911	137	2	s.	s.	PROPN
cana-2911	137	3	leveraging	leverage	VERB
cana-2911	137	4	the	the	DET
cana-2911	137	5	text	text	NOUN
cana-2911	137	6	mining	mining	NOUN
cana-2911	137	7	to	to	PART
cana-2911	137	8	automate	automate	VERB
cana-2911	137	9	the	the	DET
cana-2911	137	10	customer	customer	NOUN
cana-2911	137	11	helpdesk	helpdesk	NOUN
cana-2911	137	12	systems	system	NOUN
cana-2911	137	13	.	.	PUNCT
cana-2911	138	1	international	international	ADJ
cana-2911	138	2	journal	journal	PROPN
cana-2911	138	3	of	of	ADP
cana-2911	138	4	computer	computer	NOUN
cana-2911	138	5	applications	application	NOUN
cana-2911	138	6	,	,	PUNCT
cana-2911	138	7	975	975	NUM
cana-2911	138	8	,	,	PUNCT
cana-2911	138	9	8887	8887	NUM
cana-2911	138	10	.	.	PUNCT
cana-2911	139	1	[	[	X
cana-2911	139	2	6	6	NUM
cana-2911	139	3	]	]	X
cana-2911	139	4	saadati	saadati	PROPN
cana-2911	139	5	,	,	PUNCT
cana-2911	139	6	h.	h.	PROPN
cana-2911	139	7	,	,	PUNCT
cana-2911	139	8	&	&	CCONJ
cana-2911	139	9	hakimi	hakimi	PROPN
cana-2911	139	10	,	,	PUNCT
cana-2911	139	11	a.	a.	NOUN
cana-2911	139	12	(	(	PUNCT
cana-2911	139	13	2024	2024	NUM
cana-2911	139	14	)	)	PUNCT
cana-2911	139	15	.	.	PUNCT
cana-2911	140	1	optimizing	optimize	VERB
cana-2911	140	2	the	the	DET
cana-2911	140	3	ticket	ticket	NOUN
cana-2911	140	4	response	response	NOUN
cana-2911	140	5	process	process	NOUN
cana-2911	140	6	in	in	ADP
cana-2911	140	7	customer	customer	NOUN
cana-2911	140	8	support	support	NOUN
cana-2911	140	9	systems	system	NOUN
cana-2911	140	10	using	use	VERB
cana-2911	140	11	datadriven	datadriven	ADJ
cana-2911	140	12	and	and	CCONJ
cana-2911	140	13	machine	machine	NOUN
cana-2911	140	14	learning	learning	NOUN
cana-2911	140	15	methods	method	NOUN
cana-2911	140	16	:	:	PUNCT
cana-2911	140	17	a	a	DET
cana-2911	140	18	case	case	NOUN
cana-2911	140	19	study	study	NOUN
cana-2911	140	20	of	of	ADP
cana-2911	140	21	ifda	ifda	PROPN
cana-2911	140	22	.	.	PUNCT
cana-2911	141	1	optimality	optimality	NOUN
cana-2911	141	2	,	,	PUNCT
cana-2911	141	3	1(2	1(2	NUM
cana-2911	141	4	)	)	PUNCT
cana-2911	141	5	,	,	PUNCT
cana-2911	141	6	188	188	NUM
cana-2911	141	7	-	-	SYM
cana-2911	141	8	204	204	NUM
cana-2911	141	9	.	.	PUNCT
cana-2911	142	1	[	[	X
cana-2911	142	2	7	7	NUM
cana-2911	142	3	]	]	X
cana-2911	142	4	sharma	sharma	NOUN
cana-2911	142	5	,	,	PUNCT
cana-2911	142	6	n.	n.	NOUN
cana-2911	142	7	,	,	PUNCT
cana-2911	142	8	&	&	CCONJ
cana-2911	142	9	jain	jain	PROPN
cana-2911	142	10	,	,	PUNCT
cana-2911	142	11	v.	v.	PROPN
cana-2911	142	12	(	(	PUNCT
cana-2911	142	13	2024	2024	NUM
cana-2911	142	14	)	)	PUNCT
cana-2911	142	15	.	.	PUNCT
cana-2911	142	16	machine	machine	NOUN
cana-2911	142	17	learning	learning	NOUN
cana-2911	142	18	and	and	CCONJ
cana-2911	142	19	sentiment	sentiment	NOUN
cana-2911	142	20	analysis	analysis	NOUN
cana-2911	142	21	:	:	PUNCT
cana-2911	142	22	analyzing	analyze	VERB
cana-2911	142	23	customer	customer	NOUN
cana-2911	142	24	feedback	feedback	NOUN
cana-2911	142	25	.	.	PUNCT
cana-2911	143	1	in	in	ADP
cana-2911	143	2	humancentered	humancentered	ADJ
cana-2911	143	3	approaches	approach	NOUN
cana-2911	143	4	in	in	ADP
cana-2911	143	5	industry	industry	NOUN
cana-2911	143	6	5.0	5.0	NUM
cana-2911	143	7	:	:	PUNCT
cana-2911	143	8	human	human	ADJ
cana-2911	143	9	-	-	PUNCT
cana-2911	143	10	machine	machine	NOUN
cana-2911	143	11	interaction	interaction	NOUN
cana-2911	143	12	,	,	PUNCT
cana-2911	143	13	virtual	virtual	ADJ
cana-2911	143	14	reality	reality	NOUN
cana-2911	143	15	training	training	NOUN
cana-2911	143	16	,	,	PUNCT
cana-2911	143	17	and	and	CCONJ
cana-2911	143	18	customer	customer	NOUN
cana-2911	143	19	sentiment	sentiment	NOUN
cana-2911	143	20	analysis	analysis	NOUN
cana-2911	143	21	(	(	PUNCT
cana-2911	143	22	pp	pp	ADJ
cana-2911	143	23	.	.	PUNCT
cana-2911	144	1	226	226	NUM
cana-2911	144	2	-	-	SYM
cana-2911	144	3	247	247	NUM
cana-2911	144	4	)	)	PUNCT
cana-2911	144	5	.	.	PUNCT
cana-2911	145	1	igi	igi	PROPN
cana-2911	145	2	global	global	PROPN
cana-2911	145	3	.	.	PUNCT
cana-2911	146	1	[	[	X
cana-2911	146	2	8	8	NUM
cana-2911	146	3	]	]	PUNCT
cana-2911	146	4	s.	s.	PROPN
cana-2911	146	5	s	s	PROPN
cana-2911	146	6	and	and	CCONJ
cana-2911	146	7	p.	p.	PROPN
cana-2911	146	8	k.	k.	PROPN
cana-2911	147	1	v	v	NOUN
cana-2911	147	2	,	,	PUNCT
cana-2911	147	3	"	"	PUNCT
cana-2911	147	4	fine	fine	ADJ
cana-2911	147	5	grained	grain	VERB
cana-2911	147	6	sentiment	sentiment	NOUN
cana-2911	147	7	analysis	analysis	NOUN
cana-2911	147	8	of	of	ADP
cana-2911	147	9	malayalam	malayalam	PROPN
cana-2911	147	10	tweets	tweet	NOUN
cana-2911	147	11	using	use	VERB
cana-2911	147	12	lexicon	lexicon	NOUN
cana-2911	147	13	based	base	VERB
cana-2911	147	14	and	and	CCONJ
cana-2911	147	15	machine	machine	NOUN
cana-2911	147	16	learning	learning	NOUN
cana-2911	147	17	based	base	VERB
cana-2911	147	18	approaches	approach	NOUN
cana-2911	147	19	,	,	PUNCT
cana-2911	147	20	"	"	PUNCT
cana-2911	147	21	2021	2021	NUM
cana-2911	147	22	4th	4th	ADJ
cana-2911	147	23	biennial	biennial	ADJ
cana-2911	147	24	international	international	ADJ
cana-2911	147	25	conference	conference	NOUN
cana-2911	147	26	on	on	ADP
cana-2911	147	27	nascent	nascent	ADJ
cana-2911	147	28	technologies	technology	NOUN
cana-2911	147	29	in	in	ADP
cana-2911	147	30	engineering	engineering	NOUN
cana-2911	147	31	(	(	PUNCT
cana-2911	147	32	icnte	icnte	PROPN
cana-2911	147	33	)	)	PUNCT
cana-2911	147	34	,	,	PUNCT
cana-2911	147	35	navimumbai	navimumbai	PROPN
cana-2911	147	36	,	,	PUNCT
cana-2911	147	37	india	india	PROPN
cana-2911	147	38	,	,	PUNCT
cana-2911	147	39	2021	2021	NUM
cana-2911	147	40	,	,	PUNCT
cana-2911	147	41	pp	pp	ADJ
cana-2911	147	42	.	.	PUNCT
cana-2911	148	1	1	1	NUM
cana-2911	148	2	-	-	SYM
cana-2911	148	3	6	6	NUM
cana-2911	148	4	,	,	PUNCT
cana-2911	148	5	doi	doi	NOUN
cana-2911	148	6	:	:	PUNCT
cana-2911	148	7	10.1109	10.1109	NUM
cana-2911	148	8	/	/	SYM
cana-2911	148	9	icnte51185.2021.9487741	icnte51185.2021.9487741	NOUN
cana-2911	148	10	.	.	PUNCT
cana-2911	149	1	[	[	X
cana-2911	149	2	9	9	NUM
cana-2911	149	3	]	]	PUNCT
cana-2911	149	4	x.	x.	NOUN
cana-2911	149	5	ge	ge	PROPN
cana-2911	149	6	,	,	PUNCT
cana-2911	149	7	x.	x.	PROPN
cana-2911	149	8	jin	jin	PROPN
cana-2911	149	9	,	,	PUNCT
cana-2911	149	10	b.	b.	PROPN
cana-2911	149	11	miao	miao	PROPN
cana-2911	149	12	,	,	PUNCT
cana-2911	149	13	c.	c.	PROPN
cana-2911	149	14	liu	liu	PROPN
cana-2911	149	15	and	and	CCONJ
cana-2911	149	16	x.	x.	PROPN
cana-2911	149	17	wu	wu	PROPN
cana-2911	149	18	,	,	PUNCT
cana-2911	149	19	"	"	PUNCT
cana-2911	149	20	research	research	NOUN
cana-2911	149	21	on	on	ADP
cana-2911	149	22	the	the	DET
cana-2911	149	23	key	key	ADJ
cana-2911	149	24	technology	technology	NOUN
cana-2911	149	25	of	of	ADP
cana-2911	149	26	chinese	chinese	ADJ
cana-2911	149	27	text	text	NOUN
cana-2911	149	28	sentiment	sentiment	NOUN
cana-2911	149	29	analysis	analysis	NOUN
cana-2911	149	30	,	,	PUNCT
cana-2911	149	31	"	"	PUNCT
cana-2911	149	32	2018	2018	NUM
cana-2911	149	33	ieee	ieee	NOUN
cana-2911	149	34	9th	9th	ADJ
cana-2911	149	35	international	international	ADJ
cana-2911	149	36	conference	conference	NOUN
cana-2911	149	37	on	on	ADP
cana-2911	149	38	software	software	NOUN
cana-2911	149	39	engineering	engineering	NOUN
cana-2911	149	40	and	and	CCONJ
cana-2911	149	41	service	service	NOUN
cana-2911	149	42	science	science	NOUN
cana-2911	149	43	(	(	PUNCT
cana-2911	149	44	icsess	icsess	NOUN
cana-2911	149	45	)	)	PUNCT
cana-2911	149	46	,	,	PUNCT
cana-2911	149	47	beijing	beijing	PROPN
cana-2911	149	48	,	,	PUNCT
cana-2911	149	49	china	china	PROPN
cana-2911	149	50	,	,	PUNCT
cana-2911	149	51	2018	2018	NUM
cana-2911	149	52	,	,	PUNCT
cana-2911	149	53	pp	pp	ADJ
cana-2911	149	54	.	.	PUNCT
cana-2911	150	1	395	395	NUM
cana-2911	150	2	-	-	SYM
cana-2911	150	3	398	398	NUM
cana-2911	150	4	,	,	PUNCT
cana-2911	150	5	doi	doi	NOUN
cana-2911	150	6	:	:	PUNCT
cana-2911	150	7	10.1109	10.1109	NUM
cana-2911	150	8	/	/	SYM
cana-2911	150	9	icsess.2018.8663744	icsess.2018.8663744	NOUN
cana-2911	150	10	.	.	PUNCT
cana-2911	151	1	[	[	X
cana-2911	151	2	10	10	NUM
cana-2911	151	3	]	]	X
cana-2911	151	4	chandra	chandra	PROPN
cana-2911	151	5	,	,	PUNCT
cana-2911	151	6	t.	t.	PROPN
cana-2911	151	7	,	,	PUNCT
cana-2911	151	8	kaur	kaur	PROPN
cana-2911	151	9	,	,	PUNCT
cana-2911	151	10	m.	m.	NOUN
cana-2911	151	11	,	,	PUNCT
cana-2911	151	12	rakesh	rakesh	PROPN
cana-2911	151	13	,	,	PUNCT
cana-2911	151	14	n.	n.	NOUN
cana-2911	151	15	,	,	PUNCT
cana-2911	151	16	gulhane	gulhane	NOUN
cana-2911	151	17	,	,	PUNCT
cana-2911	151	18	m.	m.	NOUN
cana-2911	151	19	,	,	PUNCT
cana-2911	151	20	&	&	CCONJ
cana-2911	151	21	maurya	maurya	PROPN
cana-2911	151	22	,	,	PUNCT
cana-2911	151	23	s.	s.	PROPN
cana-2911	151	24	(	(	PUNCT
cana-2911	151	25	2024	2024	NUM
cana-2911	151	26	)	)	PUNCT
cana-2911	151	27	.	.	PUNCT
cana-2911	152	1	novel	novel	PROPN
cana-2911	152	2	blockchain	blockchain	PROPN
cana-2911	152	3	-	-	PUNCT
cana-2911	152	4	based	base	VERB
cana-2911	152	5	framework	framework	NOUN
cana-2911	152	6	to	to	PART
cana-2911	152	7	publish	publish	VERB
cana-2911	152	8	,	,	PUNCT
cana-2911	152	9	verify	verify	VERB
cana-2911	152	10	,	,	PUNCT
cana-2911	152	11	and	and	CCONJ
cana-2911	152	12	store	store	VERB
cana-2911	152	13	digital	digital	ADJ
cana-2911	152	14	academic	academic	ADJ
cana-2911	152	15	credentials	credential	NOUN
cana-2911	152	16	of	of	ADP
cana-2911	152	17	universities	university	NOUN
cana-2911	152	18	.	.	PUNCT
cana-2911	153	1	international	international	ADJ
cana-2911	153	2	journal	journal	PROPN
cana-2911	153	3	of	of	ADP
cana-2911	153	4	information	information	NOUN
cana-2911	153	5	technology	technology	NOUN
cana-2911	153	6	,	,	PUNCT
cana-2911	153	7	1	1	NUM
cana-2911	153	8	-	-	SYM
cana-2911	153	9	9	9	NUM
cana-2911	153	10	.	.	PUNCT
cana-2911	154	1	[	[	X
cana-2911	154	2	11	11	NUM
cana-2911	154	3	]	]	SYM
cana-2911	154	4	gulhane	gulhane	NOUN
cana-2911	154	5	,	,	PUNCT
cana-2911	154	6	m.	m.	NOUN
cana-2911	154	7	,	,	PUNCT
cana-2911	154	8	&	&	CCONJ
cana-2911	154	9	kumar	kumar	PROPN
cana-2911	154	10	,	,	PUNCT
cana-2911	154	11	s.	s.	PROPN
cana-2911	154	12	(	(	PUNCT
cana-2911	154	13	2024	2024	NUM
cana-2911	154	14	)	)	PUNCT
cana-2911	154	15	.	.	PUNCT
cana-2911	155	1	fusion	fusion	NOUN
cana-2911	155	2	of	of	ADP
cana-2911	155	3	various	various	ADJ
cana-2911	155	4	machine	machine	NOUN
cana-2911	155	5	learning	learn	VERB
cana-2911	155	6	algorithms	algorithm	NOUN
cana-2911	155	7	for	for	ADP
cana-2911	155	8	early	early	ADJ
cana-2911	155	9	heart	heart	NOUN
cana-2911	155	10	attack	attack	NOUN
cana-2911	155	11	prediction	prediction	NOUN
cana-2911	155	12	.	.	PUNCT
cana-2911	156	1	optimized	optimize	VERB
cana-2911	156	2	predictive	predictive	ADJ
cana-2911	156	3	models	model	NOUN
cana-2911	156	4	in	in	ADP
cana-2911	156	5	healthcare	healthcare	NOUN
cana-2911	156	6	using	use	VERB
cana-2911	156	7	machine	machine	NOUN
cana-2911	156	8	learning	learning	NOUN
cana-2911	156	9	,	,	PUNCT
cana-2911	156	10	229	229	NUM
cana-2911	156	11	-	-	SYM
cana-2911	156	12	244	244	NUM
cana-2911	156	13	.	.	PUNCT
cana-2911	157	1	[	[	X
cana-2911	157	2	12	12	NUM
cana-2911	157	3	]	]	X
cana-2911	157	4	nemade	nemade	PROPN
cana-2911	157	5	,	,	PUNCT
cana-2911	157	6	bhushankumar	bhushankumar	PROPN
cana-2911	157	7	,	,	PUNCT
cana-2911	157	8	and	and	CCONJ
cana-2911	157	9	deven	deven	PROPN
cana-2911	157	10	shah	shah	NOUN
cana-2911	157	11	.	.	PUNCT
cana-2911	158	1	"	"	PUNCT
cana-2911	158	2	an	an	DET
cana-2911	158	3	iot	iot	ADV
cana-2911	158	4	-	-	PUNCT
cana-2911	158	5	based	base	VERB
cana-2911	158	6	efficient	efficient	ADJ
cana-2911	158	7	water	water	NOUN
cana-2911	158	8	quality	quality	NOUN
cana-2911	158	9	prediction	prediction	NOUN
cana-2911	158	10	system	system	NOUN
cana-2911	158	11	for	for	ADP
cana-2911	158	12	aquaponics	aquaponic	NOUN
cana-2911	158	13	farming	farming	NOUN
cana-2911	158	14	.	.	PUNCT
cana-2911	158	15	"	"	PUNCT
cana-2911	159	1	computational	computational	ADJ
cana-2911	159	2	intelligence	intelligence	NOUN
cana-2911	159	3	:	:	PUNCT
cana-2911	159	4	select	select	ADJ
cana-2911	159	5	proceedings	proceeding	NOUN
cana-2911	159	6	of	of	ADP
cana-2911	159	7	incite	incite	VERB
cana-2911	159	8	2022	2022	NUM
cana-2911	159	9	.	.	PUNCT
cana-2911	160	1	singapore	singapore	PROPN
cana-2911	160	2	:	:	PUNCT
cana-2911	160	3	springer	springer	NOUN
cana-2911	160	4	nature	nature	PROPN
cana-2911	160	5	singapore	singapore	PROPN
cana-2911	160	6	,	,	PUNCT
cana-2911	160	7	2023	2023	NUM
cana-2911	160	8	.	.	PUNCT
cana-2911	161	1	311	311	NUM
cana-2911	161	2	-	-	SYM
cana-2911	161	3	323	323	NUM
cana-2911	161	4	.	.	PUNCT
cana-2911	162	1	[	[	X
cana-2911	162	2	13	13	NUM
cana-2911	162	3	]	]	SYM
cana-2911	162	4	choudhary	choudhary	PROPN
cana-2911	162	5	,	,	PUNCT
cana-2911	162	6	s.	s.	PROPN
cana-2911	162	7	,	,	PUNCT
cana-2911	162	8	gulhane	gulhane	NOUN
cana-2911	162	9	,	,	PUNCT
cana-2911	162	10	m.	m.	NOUN
cana-2911	162	11	,	,	PUNCT
cana-2911	162	12	kumar	kumar	PROPN
cana-2911	162	13	,	,	PUNCT
cana-2911	162	14	s.	s.	PROPN
cana-2911	162	15	,	,	PUNCT
cana-2911	162	16	rakesh	rakesh	PROPN
cana-2911	162	17	,	,	PUNCT
cana-2911	162	18	n.	n.	NOUN
cana-2911	162	19	,	,	PUNCT
cana-2911	162	20	maurya	maurya	PROPN
cana-2911	162	21	,	,	PUNCT
cana-2911	162	22	s.	s.	PROPN
cana-2911	162	23	,	,	PUNCT
cana-2911	162	24	&	&	CCONJ
cana-2911	162	25	tandon	tandon	PROPN
cana-2911	162	26	,	,	PUNCT
cana-2911	162	27	c.	c.	PROPN
cana-2911	162	28	(	(	PUNCT
cana-2911	162	29	2025	2025	NUM
cana-2911	162	30	)	)	PUNCT
cana-2911	162	31	.	.	PUNCT
cana-2911	163	1	integrating	integrate	VERB
cana-2911	163	2	machine	machine	NOUN
cana-2911	163	3	learning	learning	NOUN
cana-2911	163	4	for	for	ADP
cana-2911	163	5	personalized	personalize	VERB
cana-2911	163	6	kidney	kidney	NOUN
cana-2911	163	7	stone	stone	NOUN
cana-2911	163	8	risk	risk	NOUN
cana-2911	163	9	assessment	assessment	NOUN
cana-2911	163	10	:	:	PUNCT
cana-2911	163	11	a	a	DET
cana-2911	163	12	prospective	prospective	ADJ
cana-2911	163	13	validation	validation	NOUN
cana-2911	163	14	using	use	VERB
cana-2911	163	15	cldn11	cldn11	PROPN
cana-2911	163	16	genetic	genetic	ADJ
cana-2911	163	17	data	datum	NOUN
cana-2911	163	18	and	and	CCONJ
cana-2911	163	19	clinical	clinical	ADJ
cana-2911	163	20	factors	factor	NOUN
cana-2911	163	21	.	.	PUNCT
cana-2911	164	1	genomics	genomic	NOUN
cana-2911	164	2	at	at	ADP
cana-2911	164	3	the	the	DET
cana-2911	164	4	nexus	nexus	NOUN
cana-2911	164	5	of	of	ADP
cana-2911	164	6	ai	ai	PROPN
cana-2911	164	7	,	,	PUNCT
cana-2911	164	8	computer	computer	NOUN
cana-2911	164	9	vision	vision	NOUN
cana-2911	164	10	,	,	PUNCT
cana-2911	164	11	and	and	CCONJ
cana-2911	164	12	machine	machine	NOUN
cana-2911	164	13	learning	learning	NOUN
cana-2911	164	14	,	,	PUNCT
cana-2911	164	15	59	59	NUM
cana-2911	164	16	-	-	SYM
cana-2911	164	17	85	85	NUM
cana-2911	164	18	.	.	PUNCT
cana-2911	165	1	[	[	X
cana-2911	165	2	14	14	NUM
cana-2911	165	3	]	]	X
cana-2911	165	4	nemade	nemade	PROPN
cana-2911	165	5	,	,	PUNCT
cana-2911	165	6	b.	b.	PROPN
cana-2911	165	7	,	,	PUNCT
cana-2911	165	8	&	&	CCONJ
cana-2911	165	9	shah	shah	PROPN
cana-2911	165	10	,	,	PUNCT
cana-2911	165	11	d.	d.	PROPN
cana-2911	165	12	(	(	PUNCT
cana-2911	165	13	2022	2022	NUM
cana-2911	165	14	)	)	PUNCT
cana-2911	165	15	.	.	PUNCT
cana-2911	166	1	an	an	DET
cana-2911	166	2	efficient	efficient	ADJ
cana-2911	166	3	iot	iot	NOUN
cana-2911	166	4	based	base	VERB
cana-2911	166	5	prediction	prediction	NOUN
cana-2911	166	6	system	system	NOUN
cana-2911	166	7	for	for	ADP
cana-2911	166	8	classification	classification	NOUN
cana-2911	166	9	of	of	ADP
cana-2911	166	10	water	water	NOUN
cana-2911	166	11	using	use	VERB
cana-2911	166	12	novel	novel	ADJ
cana-2911	166	13	adaptive	adaptive	ADJ
cana-2911	166	14	incremental	incremental	ADJ
cana-2911	166	15	learning	learning	NOUN
cana-2911	166	16	framework	framework	NOUN
cana-2911	166	17	.	.	PUNCT
cana-2911	167	1	journal	journal	NOUN
cana-2911	167	2	of	of	ADP
cana-2911	167	3	king	king	PROPN
cana-2911	167	4	saud	saud	PROPN
cana-2911	167	5	university	university	PROPN
cana-2911	167	6	-	-	PUNCT
cana-2911	167	7	computer	computer	NOUN
cana-2911	167	8	and	and	CCONJ
cana-2911	167	9	information	information	NOUN
cana-2911	167	10	sciences	science	NOUN
cana-2911	167	11	,	,	PUNCT
cana-2911	167	12	34(8	34(8	NUM
cana-2911	167	13	)	)	PUNCT
cana-2911	167	14	,	,	PUNCT
cana-2911	167	15	5121	5121	NUM
cana-2911	167	16	-	-	SYM
cana-2911	167	17	5131	5131	NUM
cana-2911	167	18	.	.	PUNCT