id	sid	tid	token	lemma	pos
cana-3485	1	1	communications	communication	NOUN
cana-3485	1	2	on	on	ADP
cana-3485	1	3	applied	apply	VERB
cana-3485	1	4	nonlinear	nonlinear	ADJ
cana-3485	1	5	analysis	analysis	NOUN
cana-3485	1	6	issn	issn	NOUN
cana-3485	1	7	:	:	PUNCT
cana-3485	1	8	1074	1074	NUM
cana-3485	1	9	-	-	PUNCT
cana-3485	1	10	133x	133x	NUM
cana-3485	1	11	vol	vol	NOUN
cana-3485	1	12	32	32	NUM
cana-3485	1	13	no	no	NOUN
cana-3485	1	14	.	.	PUNCT
cana-3485	2	1	7s	7	NOUN
cana-3485	2	2	(	(	PUNCT
cana-3485	2	3	2025	2025	NUM
cana-3485	2	4	)	)	PUNCT
cana-3485	2	5	782	782	NUM
cana-3485	3	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3485	3	2	analysis	analysis	NOUN
cana-3485	3	3	of	of	ADP
cana-3485	3	4	ai	ai	NOUN
cana-3485	3	5	-	-	PUNCT
cana-3485	3	6	powered	power	VERB
cana-3485	3	7	student	student	NOUN
cana-3485	3	8	assistance	assistance	NOUN
cana-3485	3	9	chatbot	chatbot	NOUN
cana-3485	3	10	for	for	ADP
cana-3485	3	11	admission	admission	NOUN
cana-3485	3	12	through	through	ADP
cana-3485	3	13	mht	mht	PROPN
cana-3485	3	14	-	-	PUNCT
cana-3485	3	15	cet	cet	PROPN
cana-3485	3	16	dr	dr	PROPN
cana-3485	3	17	.	.	PROPN
cana-3485	3	18	kavita	kavita	PROPN
cana-3485	3	19	a.	a.	PROPN
cana-3485	3	20	sultanpure1	sultanpure1	PROPN
cana-3485	3	21	,	,	PUNCT
cana-3485	3	22	dr	dr	PROPN
cana-3485	3	23	.	.	PROPN
cana-3485	3	24	deepali	deepali	PROPN
cana-3485	3	25	s.	s.	PROPN
cana-3485	3	26	jadhav2	jadhav2	PROPN
cana-3485	3	27	,	,	PUNCT
cana-3485	3	28	nihal	nihal	PROPN
cana-3485	3	29	namdeo3	namdeo3	PROPN
cana-3485	3	30	,	,	PUNCT
cana-3485	3	31	atharva	atharva	PROPN
cana-3485	3	32	nimbalkar4	nimbalkar4	PROPN
cana-3485	3	33	,	,	PUNCT
cana-3485	3	34	mithilesh	mithilesh	NOUN
cana-3485	3	35	gandhe5	gandhe5	NOUN
cana-3485	3	36	,	,	PUNCT
cana-3485	3	37	vedant	vedant	ADJ
cana-3485	3	38	mulmule6	mulmule6	PROPN
cana-3485	3	39	,	,	PUNCT
cana-3485	3	40	pratik	pratik	PROPN
cana-3485	3	41	more7	more7	PROPN
cana-3485	3	42	1,2,3,4,5,6,7vishwakarma	1,2,3,4,5,6,7vishwakarma	PROPN
cana-3485	3	43	institute	institute	PROPN
cana-3485	3	44	of	of	ADP
cana-3485	3	45	technology	technology	PROPN
cana-3485	3	46	,	,	PUNCT
cana-3485	3	47	pune	pune	NOUN
cana-3485	3	48	,	,	PUNCT
cana-3485	3	49	maharashtra	maharashtra	PROPN
cana-3485	3	50	,	,	PUNCT
cana-3485	3	51	india	india	PROPN
cana-3485	3	52	email	email	NOUN
cana-3485	3	53	:	:	PUNCT
cana-3485	3	54	kavita.sultanpure1@vit.edu1,deepali.jadhav@vit.edu2	kavita.sultanpure1@vit.edu1,deepali.jadhav@vit.edu2	PROPN
cana-3485	3	55	,	,	PUNCT
cana-3485	3	56	nihal.namdeo23@vit.edu3	nihal.namdeo23@vit.edu3	PROPN
cana-3485	3	57	,	,	PUNCT
cana-3485	3	58	atharva.nimbalkar23@vit.edu4	atharva.nimbalkar23@vit.edu4	ADJ
cana-3485	3	59	,	,	PUNCT
cana-3485	3	60	gandhe.mithilesh23@vit.edu5	gandhe.mithilesh23@vit.edu5	PROPN
cana-3485	3	61	,	,	PUNCT
cana-3485	3	62	vedant.mulmule23@vit.edu6	vedant.mulmule23@vit.edu6	ADJ
cana-3485	3	63	,	,	PUNCT
cana-3485	3	64	pratik.more231@vit.edu7	pratik.more231@vit.edu7	NOUN
cana-3485	3	65	article	article	NOUN
cana-3485	3	66	history	history	NOUN
cana-3485	3	67	:	:	PUNCT
cana-3485	3	68	received	receive	VERB
cana-3485	3	69	:	:	PUNCT
cana-3485	3	70	28	28	NUM
cana-3485	3	71	-	-	SYM
cana-3485	3	72	10	10	NUM
cana-3485	3	73	-	-	PUNCT
cana-3485	3	74	2024	2024	NUM
cana-3485	3	75	revised:12	revised:12	NOUN
cana-3485	3	76	-	-	PUNCT
cana-3485	3	77	11	11	NUM
cana-3485	3	78	-	-	PUNCT
cana-3485	3	79	2024	2024	NUM
cana-3485	3	80	accepted:19	accepted:19	VERB
cana-3485	3	81	-	-	PUNCT
cana-3485	3	82	12	12	NUM
cana-3485	3	83	-	-	PUNCT
cana-3485	3	84	2024	2024	NUM
cana-3485	3	85	abstract	abstract	NOUN
cana-3485	3	86	:	:	PUNCT
cana-3485	3	87	ai	ai	AUX
cana-3485	3	88	technologies	technology	NOUN
cana-3485	3	89	are	be	AUX
cana-3485	3	90	revolutionizing	revolutionize	VERB
cana-3485	3	91	the	the	DET
cana-3485	3	92	admissions	admission	NOUN
cana-3485	3	93	process	process	NOUN
cana-3485	3	94	in	in	ADP
cana-3485	3	95	higher	high	ADJ
cana-3485	3	96	education	education	NOUN
cana-3485	3	97	by	by	ADP
cana-3485	3	98	making	make	VERB
cana-3485	3	99	it	it	PRON
cana-3485	3	100	more	more	ADV
cana-3485	3	101	accessible	accessible	ADJ
cana-3485	3	102	and	and	CCONJ
cana-3485	3	103	supportive	supportive	ADJ
cana-3485	3	104	.	.	PUNCT
cana-3485	4	1	this	this	DET
cana-3485	4	2	paper	paper	NOUN
cana-3485	4	3	presents	present	VERB
cana-3485	4	4	an	an	DET
cana-3485	4	5	ai	ai	NOUN
cana-3485	4	6	-	-	PUNCT
cana-3485	4	7	powered	power	VERB
cana-3485	4	8	student	student	NOUN
cana-3485	4	9	assistance	assistance	NOUN
cana-3485	4	10	chatbot	chatbot	NOUN
cana-3485	4	11	designed	design	VERB
cana-3485	4	12	to	to	PART
cana-3485	4	13	guide	guide	VERB
cana-3485	4	14	applicants	applicant	NOUN
cana-3485	4	15	through	through	ADP
cana-3485	4	16	the	the	DET
cana-3485	4	17	maharashtra	maharashtra	PROPN
cana-3485	4	18	common	common	ADJ
cana-3485	4	19	entrance	entrance	NOUN
cana-3485	4	20	test	test	NOUN
cana-3485	4	21	(	(	PUNCT
cana-3485	4	22	mht	mht	PROPN
cana-3485	4	23	-	-	PUNCT
cana-3485	4	24	cet	cet	PROPN
cana-3485	4	25	)	)	PUNCT
cana-3485	4	26	admissions	admission	NOUN
cana-3485	4	27	.	.	PUNCT
cana-3485	5	1	the	the	DET
cana-3485	5	2	chatbot	chatbot	NOUN
cana-3485	5	3	provides	provide	VERB
cana-3485	5	4	real	real	ADJ
cana-3485	5	5	-	-	PUNCT
cana-3485	5	6	time	time	NOUN
cana-3485	5	7	,	,	PUNCT
cana-3485	5	8	personalized	personalize	VERB
cana-3485	5	9	responses	response	NOUN
cana-3485	5	10	to	to	ADP
cana-3485	5	11	queries	query	NOUN
cana-3485	5	12	on	on	ADP
cana-3485	5	13	eligibility	eligibility	NOUN
cana-3485	5	14	,	,	PUNCT
cana-3485	5	15	application	application	NOUN
cana-3485	5	16	deadlines	deadline	NOUN
cana-3485	5	17	,	,	PUNCT
cana-3485	5	18	and	and	CCONJ
cana-3485	5	19	available	available	ADJ
cana-3485	5	20	courses	course	NOUN
cana-3485	5	21	,	,	PUNCT
cana-3485	5	22	ensuring	ensure	VERB
cana-3485	5	23	accurate	accurate	ADJ
cana-3485	5	24	and	and	CCONJ
cana-3485	5	25	timely	timely	ADJ
cana-3485	5	26	assistance	assistance	NOUN
cana-3485	5	27	.	.	PUNCT
cana-3485	6	1	the	the	DET
cana-3485	6	2	chatbot	chatbot	NOUN
cana-3485	6	3	not	not	PART
cana-3485	6	4	only	only	ADV
cana-3485	6	5	reduces	reduce	VERB
cana-3485	6	6	the	the	DET
cana-3485	6	7	administrative	administrative	ADJ
cana-3485	6	8	burden	burden	NOUN
cana-3485	6	9	but	but	CCONJ
cana-3485	6	10	also	also	ADV
cana-3485	6	11	enhances	enhance	VERB
cana-3485	6	12	student	student	NOUN
cana-3485	6	13	engagement	engagement	NOUN
cana-3485	6	14	by	by	ADP
cana-3485	6	15	offering	offer	VERB
cana-3485	6	16	a	a	DET
cana-3485	6	17	seamless	seamless	ADJ
cana-3485	6	18	conversational	conversational	ADJ
cana-3485	6	19	interface	interface	NOUN
cana-3485	6	20	.	.	PUNCT
cana-3485	7	1	insights	insight	NOUN
cana-3485	7	2	from	from	ADP
cana-3485	7	3	leading	lead	VERB
cana-3485	7	4	chatbot	chatbot	NOUN
cana-3485	7	5	implementations	implementation	NOUN
cana-3485	7	6	are	be	AUX
cana-3485	7	7	integrated	integrate	VERB
cana-3485	7	8	to	to	PART
cana-3485	7	9	improve	improve	VERB
cana-3485	7	10	its	its	PRON
cana-3485	7	11	reliability	reliability	NOUN
cana-3485	7	12	and	and	CCONJ
cana-3485	7	13	user	user	NOUN
cana-3485	7	14	experience	experience	NOUN
cana-3485	7	15	.	.	PUNCT
cana-3485	8	1	additionally	additionally	ADV
cana-3485	8	2	,	,	PUNCT
cana-3485	8	3	data	data	VERB
cana-3485	8	4	analysis	analysis	NOUN
cana-3485	8	5	of	of	ADP
cana-3485	8	6	frequently	frequently	ADV
cana-3485	8	7	asked	ask	VERB
cana-3485	8	8	questions	question	NOUN
cana-3485	8	9	enables	enable	VERB
cana-3485	8	10	institutions	institution	NOUN
cana-3485	8	11	to	to	PART
cana-3485	8	12	optimize	optimize	VERB
cana-3485	8	13	their	their	PRON
cana-3485	8	14	services	service	NOUN
cana-3485	8	15	based	base	VERB
cana-3485	8	16	on	on	ADP
cana-3485	8	17	evolving	evolve	VERB
cana-3485	8	18	student	student	NOUN
cana-3485	8	19	needs	need	NOUN
cana-3485	8	20	.	.	PUNCT
cana-3485	9	1	this	this	DET
cana-3485	9	2	research	research	NOUN
cana-3485	9	3	highlights	highlight	VERB
cana-3485	9	4	the	the	DET
cana-3485	9	5	transformative	transformative	ADJ
cana-3485	9	6	role	role	NOUN
cana-3485	9	7	of	of	ADP
cana-3485	9	8	ai	ai	ADJ
cana-3485	9	9	chatbots	chatbot	NOUN
cana-3485	9	10	in	in	ADP
cana-3485	9	11	streamlining	streamline	VERB
cana-3485	9	12	the	the	DET
cana-3485	9	13	admissions	admission	NOUN
cana-3485	9	14	process	process	NOUN
cana-3485	9	15	,	,	PUNCT
cana-3485	9	16	bridging	bridge	VERB
cana-3485	9	17	the	the	DET
cana-3485	9	18	gap	gap	NOUN
cana-3485	9	19	between	between	ADP
cana-3485	9	20	technology	technology	NOUN
cana-3485	9	21	and	and	CCONJ
cana-3485	9	22	human	human	ADJ
cana-3485	9	23	interaction	interaction	NOUN
cana-3485	9	24	for	for	ADP
cana-3485	9	25	an	an	DET
cana-3485	9	26	enriched	enriched	ADJ
cana-3485	9	27	student	student	NOUN
cana-3485	9	28	experience	experience	NOUN
cana-3485	9	29	.	.	PUNCT
cana-3485	10	1	keywords	keyword	NOUN
cana-3485	10	2	:	:	PUNCT
cana-3485	10	3	ai	ai	VERB
cana-3485	10	4	chatbot	chatbot	NOUN
cana-3485	10	5	,	,	PUNCT
cana-3485	10	6	student	student	NOUN
cana-3485	10	7	assistance	assistance	NOUN
cana-3485	10	8	,	,	PUNCT
cana-3485	10	9	mht	mht	PROPN
cana-3485	10	10	-	-	PUNCT
cana-3485	10	11	cet	cet	PROPN
cana-3485	10	12	,	,	PUNCT
cana-3485	10	13	admission	admission	NOUN
cana-3485	10	14	process	process	NOUN
cana-3485	10	15	,	,	PUNCT
cana-3485	10	16	cognitive	cognitive	ADJ
cana-3485	10	17	framework	framework	NOUN
cana-3485	10	18	,	,	PUNCT
cana-3485	10	19	higher	high	ADJ
cana-3485	10	20	education	education	NOUN
cana-3485	10	21	,	,	PUNCT
cana-3485	10	22	natural	natural	ADJ
cana-3485	10	23	language	language	NOUN
cana-3485	10	24	processing	processing	NOUN
cana-3485	10	25	,	,	PUNCT
cana-3485	10	26	user	user	NOUN
cana-3485	10	27	engagement	engagement	NOUN
cana-3485	10	28	,	,	PUNCT
cana-3485	10	29	educational	educational	ADJ
cana-3485	10	30	technology	technology	NOUN
cana-3485	10	31	,	,	PUNCT
cana-3485	10	32	digital	digital	ADJ
cana-3485	10	33	support	support	NOUN
cana-3485	10	34	system	system	NOUN
cana-3485	10	35	.	.	PUNCT
cana-3485	11	1	1	1	X
cana-3485	11	2	.	.	X
cana-3485	11	3	introduction	introduction	NOUN
cana-3485	11	4	artificial	artificial	ADJ
cana-3485	11	5	intelligence	intelligence	NOUN
cana-3485	11	6	(	(	PUNCT
cana-3485	11	7	ai	ai	NOUN
cana-3485	11	8	)	)	PUNCT
cana-3485	11	9	has	have	AUX
cana-3485	11	10	penetrated	penetrate	VERB
cana-3485	11	11	into	into	ADP
cana-3485	11	12	different	different	ADJ
cana-3485	11	13	sectors	sector	NOUN
cana-3485	11	14	-	-	PUNCT
cana-3485	11	15	education	education	NOUN
cana-3485	11	16	is	be	AUX
cana-3485	11	17	one	one	NUM
cana-3485	11	18	of	of	ADP
cana-3485	11	19	them	they	PRON
cana-3485	11	20	.	.	PUNCT
cana-3485	12	1	among	among	ADP
cana-3485	12	2	these	these	PRON
cana-3485	12	3	,	,	PUNCT
cana-3485	12	4	chatbots	chatbot	NOUN
cana-3485	12	5	have	have	AUX
cana-3485	12	6	sprung	spring	VERB
cana-3485	12	7	up	up	ADP
cana-3485	12	8	as	as	ADP
cana-3485	12	9	an	an	DET
cana-3485	12	10	indispensable	indispensable	ADJ
cana-3485	12	11	tool	tool	NOUN
cana-3485	12	12	for	for	ADP
cana-3485	12	13	creating	create	VERB
cana-3485	12	14	synergy	synergy	NOUN
cana-3485	12	15	between	between	ADP
cana-3485	12	16	a	a	DET
cana-3485	12	17	user	user	NOUN
cana-3485	12	18	and	and	CCONJ
cana-3485	12	19	an	an	DET
cana-3485	12	20	institution	institution	NOUN
cana-3485	12	21	.	.	PUNCT
cana-3485	13	1	chatbots	chatbot	NOUN
cana-3485	13	2	are	be	AUX
cana-3485	13	3	conversational	conversational	ADJ
cana-3485	13	4	agents	agent	NOUN
cana-3485	13	5	powered	power	VERB
cana-3485	13	6	by	by	ADP
cana-3485	13	7	ai	ai	PROPN
cana-3485	13	8	,	,	PUNCT
cana-3485	13	9	offering	offer	VERB
cana-3485	13	10	a	a	DET
cana-3485	13	11	distinctive	distinctive	ADJ
cana-3485	13	12	blend	blend	NOUN
cana-3485	13	13	of	of	ADP
cana-3485	13	14	automation	automation	NOUN
cana-3485	13	15	and	and	CCONJ
cana-3485	13	16	distribution	distribution	NOUN
cana-3485	13	17	of	of	ADP
cana-3485	13	18	intelligence	intelligence	NOUN
cana-3485	13	19	,	,	PUNCT
cana-3485	13	20	catering	cater	VERB
cana-3485	13	21	to	to	ADP
cana-3485	13	22	user	user	NOUN
cana-3485	13	23	needs	need	NOUN
cana-3485	13	24	in	in	ADP
cana-3485	13	25	different	different	ADJ
cana-3485	13	26	circumstances	circumstance	NOUN
cana-3485	13	27	.	.	PUNCT
cana-3485	14	1	this	this	DET
cana-3485	14	2	paper	paper	NOUN
cana-3485	14	3	is	be	AUX
cana-3485	14	4	concerned	concern	VERB
cana-3485	14	5	with	with	ADP
cana-3485	14	6	the	the	DET
cana-3485	14	7	designing	designing	NOUN
cana-3485	14	8	of	of	ADP
cana-3485	14	9	an	an	DET
cana-3485	14	10	ai	ai	NOUN
cana-3485	14	11	-	-	PUNCT
cana-3485	14	12	based	base	VERB
cana-3485	14	13	student	student	NOUN
cana-3485	14	14	support	support	NOUN
cana-3485	14	15	chatbot	chatbot	NOUN
cana-3485	14	16	which	which	PRON
cana-3485	14	17	reduces	reduce	VERB
cana-3485	14	18	the	the	DET
cana-3485	14	19	hassle	hassle	NOUN
cana-3485	14	20	of	of	ADP
cana-3485	14	21	the	the	DET
cana-3485	14	22	admission	admission	NOUN
cana-3485	14	23	procedure	procedure	NOUN
cana-3485	14	24	by	by	ADP
cana-3485	14	25	utilizing	utilize	VERB
cana-3485	14	26	mht	mht	PROPN
cana-3485	14	27	-	-	PUNCT
cana-3485	14	28	cet	cet	PROPN
cana-3485	14	29	.	.	PUNCT
cana-3485	15	1	mht	mht	PROPN
cana-3485	15	2	-	-	PUNCT
cana-3485	15	3	cet	cet	PROPN
cana-3485	15	4	is	be	AUX
cana-3485	15	5	one	one	NUM
cana-3485	15	6	of	of	ADP
cana-3485	15	7	the	the	DET
cana-3485	15	8	prominent	prominent	ADJ
cana-3485	15	9	entrance	entrance	NOUN
cana-3485	15	10	tests	test	NOUN
cana-3485	15	11	conducted	conduct	VERB
cana-3485	15	12	for	for	ADP
cana-3485	15	13	admission	admission	NOUN
cana-3485	15	14	in	in	ADP
cana-3485	15	15	undergraduate	undergraduate	ADJ
cana-3485	15	16	programs	program	NOUN
cana-3485	15	17	in	in	ADP
cana-3485	15	18	the	the	DET
cana-3485	15	19	state	state	NOUN
cana-3485	15	20	of	of	ADP
cana-3485	15	21	maharashtra	maharashtra	PROPN
cana-3485	15	22	,	,	PUNCT
cana-3485	15	23	india	india	PROPN
cana-3485	15	24	.	.	PUNCT
cana-3485	16	1	students	student	NOUN
cana-3485	16	2	,	,	PUNCT
cana-3485	16	3	therefore	therefore	ADV
cana-3485	16	4	,	,	PUNCT
cana-3485	16	5	require	require	VERB
cana-3485	16	6	proper	proper	ADJ
cana-3485	16	7	guidance	guidance	NOUN
cana-3485	16	8	for	for	ADP
cana-3485	16	9	the	the	DET
cana-3485	16	10	smooth	smooth	ADJ
cana-3485	16	11	management	management	NOUN
cana-3485	16	12	of	of	ADP
cana-3485	16	13	the	the	DET
cana-3485	16	14	admissions	admission	NOUN
cana-3485	16	15	procedure	procedure	NOUN
cana-3485	16	16	.	.	PUNCT
cana-3485	17	1	use	use	NOUN
cana-3485	17	2	of	of	ADP
cana-3485	17	3	chatbots	chatbot	NOUN
cana-3485	17	4	in	in	ADP
cana-3485	17	5	the	the	DET
cana-3485	17	6	education	education	NOUN
cana-3485	17	7	process	process	NOUN
cana-3485	17	8	has	have	AUX
cana-3485	17	9	been	be	AUX
cana-3485	17	10	one	one	NUM
cana-3485	17	11	of	of	ADP
cana-3485	17	12	the	the	DET
cana-3485	17	13	significant	significant	ADJ
cana-3485	17	14	research	research	NOUN
cana-3485	17	15	areas	area	NOUN
cana-3485	17	16	.	.	PUNCT
cana-3485	18	1	ranoliya	ranoliya	NOUN
cana-3485	18	2	et	et	PROPN
cana-3485	18	3	al	al	PROPN
cana-3485	18	4	.	.	PROPN
cana-3485	18	5	developed	develop	VERB
cana-3485	18	6	an	an	DET
cana-3485	18	7	institute	institute	NOUN
cana-3485	18	8	-	-	PUNCT
cana-3485	18	9	specific	specific	ADJ
cana-3485	18	10	chatbot	chatbot	NOUN
cana-3485	18	11	that	that	PRON
cana-3485	18	12	could	could	AUX
cana-3485	18	13	handle	handle	VERB
cana-3485	18	14	faqs	faqs	PROPN
cana-3485	18	15	and	and	CCONJ
cana-3485	18	16	showcased	showcase	VERB
cana-3485	18	17	the	the	DET
cana-3485	18	18	potential	potential	NOUN
cana-3485	18	19	of	of	ADP
cana-3485	18	20	chatbots	chatbot	NOUN
cana-3485	18	21	in	in	ADP
cana-3485	18	22	enhancing	enhance	VERB
cana-3485	18	23	user	user	NOUN
cana-3485	18	24	interaction	interaction	NOUN
cana-3485	18	25	with	with	ADP
cana-3485	18	26	academics	academic	NOUN
cana-3485	18	27	.	.	PUNCT
cana-3485	19	1	so	so	ADV
cana-3485	19	2	dhandayuthapani	dhandayuthapani	PROPN
cana-3485	19	3	gives	give	VERB
cana-3485	19	4	the	the	DET
cana-3485	19	5	idea	idea	NOUN
cana-3485	19	6	of	of	ADP
cana-3485	19	7	a	a	DET
cana-3485	19	8	cognitive	cognitive	ADJ
cana-3485	19	9	framework	framework	NOUN
cana-3485	19	10	model	model	NOUN
cana-3485	19	11	for	for	ADP
cana-3485	19	12	higher	high	ADJ
cana-3485	19	13	educational	educational	ADJ
cana-3485	19	14	institutions	institution	NOUN
cana-3485	19	15	for	for	ADP
cana-3485	19	16	the	the	DET
cana-3485	19	17	role	role	NOUN
cana-3485	19	18	of	of	ADP
cana-3485	19	19	chatbots	chatbot	NOUN
cana-3485	19	20	in	in	ADP
cana-3485	19	21	enrichments	enrichment	NOUN
cana-3485	19	22	of	of	ADP
cana-3485	19	23	student	student	NOUN
cana-3485	19	24	support	support	NOUN
cana-3485	19	25	systems	system	NOUN
cana-3485	19	26	.	.	PUNCT
cana-3485	20	1	ahmad	ahmad	PROPN
cana-3485	20	2	et	et	PROPN
cana-3485	20	3	al	al	PROPN
cana-3485	20	4	.	.	PROPN
cana-3485	20	5	described	describe	VERB
cana-3485	20	6	a	a	DET
cana-3485	20	7	simple	simple	ADJ
cana-3485	20	8	chatbot	chatbot	NOUN
cana-3485	20	9	system	system	NOUN
cana-3485	20	10	designed	design	VERB
cana-3485	20	11	upon	upon	SCONJ
cana-3485	20	12	university	university	NOUN
cana-3485	20	13	faqs	faq	NOUN
cana-3485	20	14	,	,	PUNCT
cana-3485	20	15	showing	show	VERB
cana-3485	20	16	how	how	SCONJ
cana-3485	20	17	such	such	ADJ
cana-3485	20	18	systems	system	NOUN
cana-3485	20	19	practically	practically	ADV
cana-3485	20	20	work	work	VERB
cana-3485	20	21	and	and	CCONJ
cana-3485	20	22	work	work	VERB
cana-3485	20	23	effectively	effectively	ADV
cana-3485	20	24	.	.	PUNCT
cana-3485	21	1	these	these	DET
cana-3485	21	2	studies	study	NOUN
cana-3485	21	3	underline	underline	VERB
cana-3485	21	4	the	the	DET
cana-3485	21	5	importance	importance	NOUN
cana-3485	21	6	of	of	ADP
cana-3485	21	7	chatbots	chatbot	NOUN
cana-3485	21	8	in	in	ADP
cana-3485	21	9	addressing	address	VERB
cana-3485	21	10	students	student	NOUN
cana-3485	21	11	'	'	PART
cana-3485	21	12	queries	query	NOUN
cana-3485	21	13	and	and	CCONJ
cana-3485	21	14	facilitating	facilitate	VERB
cana-3485	21	15	smoother	smooth	ADJ
cana-3485	21	16	communication	communication	NOUN
cana-3485	21	17	.	.	PUNCT
cana-3485	22	1	the	the	DET
cana-3485	22	2	application	application	NOUN
cana-3485	22	3	of	of	ADP
cana-3485	22	4	chatbots	chatbot	NOUN
cana-3485	22	5	extends	extend	VERB
cana-3485	22	6	beyond	beyond	ADP
cana-3485	22	7	answering	answer	VERB
cana-3485	22	8	queries	query	NOUN
cana-3485	22	9	,	,	PUNCT
cana-3485	22	10	encompassing	encompass	VERB
cana-3485	22	11	library	library	NOUN
cana-3485	22	12	services	service	NOUN
cana-3485	22	13	,	,	PUNCT
cana-3485	22	14	ecommunications	ecommunication	NOUN
cana-3485	22	15	on	on	ADP
cana-3485	22	16	applied	apply	VERB
cana-3485	22	17	nonlinear	nonlinear	ADJ
cana-3485	22	18	analysis	analysis	NOUN
cana-3485	22	19	issn	issn	NOUN
cana-3485	22	20	:	:	PUNCT
cana-3485	22	21	1074	1074	NUM
cana-3485	22	22	-	-	PUNCT
cana-3485	22	23	133x	133x	NUM
cana-3485	22	24	vol	vol	NOUN
cana-3485	22	25	32	32	NUM
cana-3485	22	26	no	no	NOUN
cana-3485	22	27	.	.	PUNCT
cana-3485	23	1	7s	7	NOUN
cana-3485	23	2	(	(	PUNCT
cana-3485	23	3	2025	2025	NUM
cana-3485	23	4	)	)	PUNCT
cana-3485	23	5	783	783	NUM
cana-3485	24	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3485	24	2	learning	learn	VERB
cana-3485	24	3	environments	environment	NOUN
cana-3485	24	4	,	,	PUNCT
cana-3485	24	5	and	and	CCONJ
cana-3485	24	6	even	even	ADV
cana-3485	24	7	academic	academic	ADJ
cana-3485	24	8	record	record	NOUN
cana-3485	24	9	monitoring	monitoring	NOUN
cana-3485	24	10	.	.	PUNCT
cana-3485	25	1	a	a	DET
cana-3485	25	2	library	library	NOUN
cana-3485	25	3	at	at	ADP
cana-3485	25	4	a	a	DET
cana-3485	25	5	university	university	NOUN
cana-3485	25	6	,	,	PUNCT
cana-3485	25	7	using	use	VERB
cana-3485	25	8	a	a	DET
cana-3485	25	9	chatbot	chatbot	NOUN
cana-3485	25	10	based	base	VERB
cana-3485	25	11	on	on	ADP
cana-3485	25	12	dialogflow	dialogflow	NOUN
cana-3485	25	13	,	,	PUNCT
cana-3485	25	14	created	create	VERB
cana-3485	25	15	an	an	DET
cana-3485	25	16	faq	faq	NOUN
cana-3485	25	17	service	service	NOUN
cana-3485	25	18	as	as	ADP
cana-3485	25	19	barus	barus	NOUN
cana-3485	25	20	and	and	CCONJ
cana-3485	25	21	surijati	surijati	NOUN
cana-3485	25	22	have	have	AUX
cana-3485	25	23	proved	prove	VERB
cana-3485	25	24	that	that	SCONJ
cana-3485	25	25	chatbots	chatbot	NOUN
cana-3485	25	26	can	can	AUX
cana-3485	25	27	be	be	AUX
cana-3485	25	28	used	use	VERB
cana-3485	25	29	in	in	ADP
cana-3485	25	30	very	very	ADV
cana-3485	25	31	versatile	versatile	ADJ
cana-3485	25	32	ways	way	NOUN
cana-3485	25	33	in	in	ADP
cana-3485	25	34	educational	educational	ADJ
cana-3485	25	35	settings	setting	NOUN
cana-3485	25	36	.	.	PUNCT
cana-3485	26	1	however	however	ADV
cana-3485	26	2	,	,	PUNCT
cana-3485	26	3	colace	colace	PROPN
cana-3485	26	4	et	et	PROPN
cana-3485	26	5	al	al	PROPN
cana-3485	26	6	.	.	PROPN
cana-3485	26	7	described	describe	VERB
cana-3485	26	8	the	the	DET
cana-3485	26	9	importance	importance	NOUN
cana-3485	26	10	of	of	ADP
cana-3485	26	11	incorporating	incorporate	VERB
cana-3485	26	12	chatbots	chatbot	NOUN
cana-3485	26	13	in	in	ADP
cana-3485	26	14	e	e	NOUN
cana-3485	26	15	-	-	NOUN
cana-3485	26	16	learning	learn	VERB
cana-3485	26	17	to	to	PART
cana-3485	26	18	facilitate	facilitate	VERB
cana-3485	26	19	learning	learning	NOUN
cana-3485	26	20	and	and	CCONJ
cana-3485	26	21	enhance	enhance	VERB
cana-3485	26	22	the	the	DET
cana-3485	26	23	process	process	NOUN
cana-3485	26	24	with	with	ADP
cana-3485	26	25	prompt	prompt	ADJ
cana-3485	26	26	support	support	NOUN
cana-3485	26	27	and	and	CCONJ
cana-3485	26	28	tailored	tailor	VERB
cana-3485	26	29	learning	learning	NOUN
cana-3485	26	30	tracks	track	NOUN
cana-3485	26	31	.	.	PUNCT
cana-3485	27	1	heryandi	heryandi	PROPN
cana-3485	27	2	monitored	monitor	VERB
cana-3485	27	3	academic	academic	ADJ
cana-3485	27	4	records	record	NOUN
cana-3485	27	5	,	,	PUNCT
cana-3485	27	6	thus	thus	ADV
cana-3485	27	7	showing	show	VERB
cana-3485	27	8	how	how	SCONJ
cana-3485	27	9	chatbots	chatbot	NOUN
cana-3485	27	10	could	could	AUX
cana-3485	27	11	be	be	AUX
cana-3485	27	12	used	use	VERB
cana-3485	27	13	to	to	PART
cana-3485	27	14	make	make	VERB
cana-3485	27	15	the	the	DET
cana-3485	27	16	administrative	administrative	ADJ
cana-3485	27	17	work	work	NOUN
cana-3485	27	18	easy	easy	ADV
cana-3485	27	19	and	and	CCONJ
cana-3485	27	20	also	also	ADV
cana-3485	27	21	to	to	PART
cana-3485	27	22	make	make	VERB
cana-3485	27	23	efficiency	efficiency	NOUN
cana-3485	27	24	in	in	ADP
cana-3485	27	25	educational	educational	ADJ
cana-3485	27	26	institutions	institution	NOUN
cana-3485	27	27	.	.	PUNCT
cana-3485	28	1	chatbots	chatbot	NOUN
cana-3485	28	2	have	have	AUX
cana-3485	28	3	proved	prove	VERB
cana-3485	28	4	to	to	PART
cana-3485	28	5	be	be	AUX
cana-3485	28	6	of	of	ADP
cana-3485	28	7	great	great	ADJ
cana-3485	28	8	use	use	NOUN
cana-3485	28	9	when	when	SCONJ
cana-3485	28	10	it	it	PRON
cana-3485	28	11	comes	come	VERB
cana-3485	28	12	to	to	ADP
cana-3485	28	13	admission	admission	NOUN
cana-3485	28	14	processes	process	NOUN
cana-3485	28	15	.	.	PUNCT
cana-3485	29	1	aloqayli	aloqayli	PROPN
cana-3485	29	2	and	and	CCONJ
cana-3485	29	3	abdelhafez	abdelhafez	NOUN
cana-3485	29	4	presented	present	VERB
cana-3485	29	5	an	an	DET
cana-3485	29	6	intelligent	intelligent	ADJ
cana-3485	29	7	chatbot	chatbot	NOUN
cana-3485	29	8	that	that	PRON
cana-3485	29	9	manages	manage	VERB
cana-3485	29	10	admissions	admission	NOUN
cana-3485	29	11	in	in	ADP
cana-3485	29	12	higher	high	ADJ
cana-3485	29	13	education	education	NOUN
cana-3485	29	14	,	,	PUNCT
cana-3485	29	15	thus	thus	ADV
cana-3485	29	16	making	make	VERB
cana-3485	29	17	it	it	PRON
cana-3485	29	18	possible	possible	ADJ
cana-3485	29	19	to	to	PART
cana-3485	29	20	automate	automate	VERB
cana-3485	29	21	repeated	repeat	VERB
cana-3485	29	22	tasks	task	NOUN
cana-3485	29	23	and	and	CCONJ
cana-3485	29	24	giving	give	VERB
cana-3485	29	25	real	real	ADJ
cana-3485	29	26	-	-	PUNCT
cana-3485	29	27	time	time	NOUN
cana-3485	29	28	help	help	NOUN
cana-3485	29	29	to	to	ADP
cana-3485	29	30	applicants	applicant	NOUN
cana-3485	29	31	.	.	PUNCT
cana-3485	30	1	their	their	PRON
cana-3485	30	2	work	work	NOUN
cana-3485	30	3	tallies	tally	NOUN
cana-3485	30	4	with	with	ADP
cana-3485	30	5	the	the	DET
cana-3485	30	6	objectives	objective	NOUN
cana-3485	30	7	of	of	ADP
cana-3485	30	8	this	this	DET
cana-3485	30	9	research	research	NOUN
cana-3485	30	10	concerning	concern	VERB
cana-3485	30	11	creating	create	VERB
cana-3485	30	12	a	a	DET
cana-3485	30	13	chatbot	chatbot	NOUN
cana-3485	30	14	to	to	PART
cana-3485	30	15	accommodate	accommodate	VERB
cana-3485	30	16	students	student	NOUN
cana-3485	30	17	appearing	appear	VERB
cana-3485	30	18	for	for	ADP
cana-3485	30	19	the	the	DET
cana-3485	30	20	mht	mht	PROPN
cana-3485	30	21	-	-	PUNCT
cana-3485	30	22	cet	cet	PROPN
cana-3485	30	23	.	.	PUNCT
cana-3485	31	1	the	the	DET
cana-3485	31	2	chatbot	chatbot	NOUN
cana-3485	31	3	would	would	AUX
cana-3485	31	4	serve	serve	VERB
cana-3485	31	5	to	to	PART
cana-3485	31	6	diminish	diminish	VERB
cana-3485	31	7	information	information	NOUN
cana-3485	31	8	overload	overload	NOUN
cana-3485	31	9	for	for	ADP
cana-3485	31	10	the	the	DET
cana-3485	31	11	staff	staff	NOUN
cana-3485	31	12	of	of	ADP
cana-3485	31	13	the	the	DET
cana-3485	31	14	administration	administration	NOUN
cana-3485	31	15	and	and	CCONJ
cana-3485	31	16	keep	keep	VERB
cana-3485	31	17	the	the	DET
cana-3485	31	18	correct	correct	ADJ
cana-3485	31	19	information	information	NOUN
cana-3485	31	20	regarding	regard	VERB
cana-3485	31	21	various	various	ADJ
cana-3485	31	22	admission	admission	NOUN
cana-3485	31	23	procedures	procedure	NOUN
cana-3485	31	24	,	,	PUNCT
cana-3485	31	25	eligibility	eligibility	NOUN
cana-3485	31	26	criteria	criterion	NOUN
cana-3485	31	27	,	,	PUNCT
cana-3485	31	28	and	and	CCONJ
cana-3485	31	29	important	important	ADJ
cana-3485	31	30	dates	date	NOUN
cana-3485	31	31	through	through	ADP
cana-3485	31	32	ai	ai	NOUN
cana-3485	31	33	,	,	PUNCT
cana-3485	31	34	all	all	PRON
cana-3485	31	35	with	with	ADP
cana-3485	31	36	the	the	DET
cana-3485	31	37	aim	aim	NOUN
cana-3485	31	38	of	of	ADP
cana-3485	31	39	enhancing	enhance	VERB
cana-3485	31	40	the	the	DET
cana-3485	31	41	online	online	ADJ
cana-3485	31	42	user	user	NOUN
cana-3485	31	43	experience	experience	NOUN
cana-3485	31	44	.	.	PUNCT
cana-3485	32	1	the	the	DET
cana-3485	32	2	development	development	NOUN
cana-3485	32	3	of	of	ADP
cana-3485	32	4	an	an	DET
cana-3485	32	5	ai	ai	NOUN
cana-3485	32	6	-	-	PUNCT
cana-3485	32	7	powered	power	VERB
cana-3485	32	8	chatbot	chatbot	NOUN
cana-3485	32	9	poses	pose	VERB
cana-3485	32	10	several	several	ADJ
cana-3485	32	11	technical	technical	ADJ
cana-3485	32	12	and	and	CCONJ
cana-3485	32	13	design	design	NOUN
cana-3485	32	14	challenges	challenge	NOUN
cana-3485	32	15	.	.	PUNCT
cana-3485	33	1	lalwani	lalwani	PROPN
cana-3485	33	2	et	et	PROPN
cana-3485	33	3	al	al	PROPN
cana-3485	33	4	.	.	PROPN
cana-3485	33	5	and	and	CCONJ
cana-3485	33	6	setiaji	setiaji	PROPN
cana-3485	33	7	and	and	CCONJ
cana-3485	33	8	wibowo	wibowo	PROPN
cana-3485	33	9	highlighted	highlight	VERB
cana-3485	33	10	the	the	DET
cana-3485	33	11	need	need	NOUN
cana-3485	33	12	for	for	ADP
cana-3485	33	13	combining	combine	VERB
cana-3485	33	14	neural	neural	ADJ
cana-3485	33	15	networks	network	NOUN
cana-3485	33	16	to	to	PART
cana-3485	33	17	offer	offer	VERB
cana-3485	33	18	practical	practical	ADJ
cana-3485	33	19	and	and	CCONJ
cana-3485	33	20	context	context	NOUN
cana-3485	33	21	-	-	PUNCT
cana-3485	33	22	sensitive	sensitive	ADJ
cana-3485	33	23	conversations	conversation	NOUN
cana-3485	33	24	.	.	PUNCT
cana-3485	34	1	all	all	DET
cana-3485	34	2	these	these	DET
cana-3485	34	3	technologies	technology	NOUN
cana-3485	34	4	allow	allow	VERB
cana-3485	34	5	for	for	ADP
cana-3485	34	6	users	user	NOUN
cana-3485	34	7	'	'	PART
cana-3485	34	8	inputs	input	NOUN
cana-3485	34	9	to	to	PART
cana-3485	34	10	be	be	AUX
cana-3485	34	11	efficiently	efficiently	ADV
cana-3485	34	12	interpreted	interpret	VERB
cana-3485	34	13	by	by	ADP
cana-3485	34	14	the	the	DET
cana-3485	34	15	bots	bot	NOUN
cana-3485	34	16	such	such	ADJ
cana-3485	34	17	that	that	SCONJ
cana-3485	34	18	the	the	DET
cana-3485	34	19	interaction	interaction	NOUN
cana-3485	34	20	could	could	AUX
cana-3485	34	21	indeed	indeed	ADV
cana-3485	34	22	be	be	AUX
cana-3485	34	23	seamless	seamless	ADJ
cana-3485	34	24	.	.	PUNCT
cana-3485	35	1	ahmad	ahmad	PROPN
cana-3485	35	2	et	et	PROPN
cana-3485	35	3	al	al	PROPN
cana-3485	35	4	.	.	PROPN
cana-3485	35	5	and	and	CCONJ
cana-3485	35	6	hamzah	hamzah	PROPN
cana-3485	35	7	et	et	PROPN
cana-3485	35	8	al	al	PROPN
cana-3485	35	9	.	.	PROPN
cana-3485	35	10	,	,	PUNCT
cana-3485	35	11	which	which	PRON
cana-3485	35	12	was	be	AUX
cana-3485	35	13	identified	identify	VERB
cana-3485	35	14	to	to	PART
cana-3485	35	15	improve	improve	VERB
cana-3485	35	16	the	the	DET
cana-3485	35	17	performance	performance	NOUN
cana-3485	35	18	of	of	ADP
cana-3485	35	19	a	a	DET
cana-3485	35	20	learning	learn	VERB
cana-3485	35	21	chatbot	chatbot	NOUN
cana-3485	35	22	by	by	ADP
cana-3485	35	23	observing	observe	VERB
cana-3485	35	24	the	the	DET
cana-3485	35	25	conversation	conversation	NOUN
cana-3485	35	26	of	of	ADP
cana-3485	35	27	learners	learner	NOUN
cana-3485	35	28	and	and	CCONJ
cana-3485	35	29	areas	area	NOUN
cana-3485	35	30	to	to	PART
cana-3485	35	31	be	be	AUX
cana-3485	35	32	improved	improve	VERB
cana-3485	35	33	in	in	ADP
cana-3485	35	34	a	a	DET
cana-3485	35	35	chatbot	chatbot	NOUN
cana-3485	35	36	,	,	PUNCT
cana-3485	35	37	is	be	AUX
cana-3485	35	38	the	the	DET
cana-3485	35	39	basis	basis	NOUN
cana-3485	35	40	of	of	ADP
cana-3485	35	41	the	the	DET
cana-3485	35	42	metrics	metric	NOUN
cana-3485	35	43	that	that	PRON
cana-3485	35	44	evaluate	evaluate	VERB
cana-3485	35	45	the	the	DET
cana-3485	35	46	performance	performance	NOUN
cana-3485	35	47	of	of	ADP
cana-3485	35	48	chatbot	chatbot	NOUN
cana-3485	35	49	systems	system	NOUN
cana-3485	35	50	proposed	propose	VERB
cana-3485	35	51	by	by	ADP
cana-3485	35	52	shawar	shawar	NOUN
cana-3485	35	53	and	and	CCONJ
cana-3485	35	54	atwell	atwell	PROPN
cana-3485	35	55	,	,	PUNCT
cana-3485	35	56	to	to	PART
cana-3485	35	57	determine	determine	VERB
cana-3485	35	58	their	their	PRON
cana-3485	35	59	efficiency	efficiency	NOUN
cana-3485	35	60	and	and	CCONJ
cana-3485	35	61	reliability	reliability	NOUN
cana-3485	35	62	.	.	PUNCT
cana-3485	36	1	proposed	propose	VERB
cana-3485	36	2	chatbot	chatbot	NOUN
cana-3485	36	3	will	will	AUX
cana-3485	36	4	adopt	adopt	VERB
cana-3485	36	5	some	some	PRON
cana-3485	36	6	of	of	ADP
cana-3485	36	7	the	the	DET
cana-3485	36	8	characteristically	characteristically	ADV
cana-3485	36	9	severe	severe	ADJ
cana-3485	36	10	problems	problem	NOUN
cana-3485	36	11	being	be	AUX
cana-3485	36	12	faced	face	VERB
cana-3485	36	13	in	in	ADP
cana-3485	36	14	the	the	DET
cana-3485	36	15	mhtcet	mhtcet	PROPN
cana-3485	36	16	admission	admission	NOUN
cana-3485	36	17	process	process	NOUN
cana-3485	36	18	.	.	PUNCT
cana-3485	37	1	these	these	PRON
cana-3485	37	2	include	include	VERB
cana-3485	37	3	amongst	amongst	ADP
cana-3485	37	4	other	other	ADJ
cana-3485	37	5	things	thing	NOUN
cana-3485	37	6	advising	advise	VERB
cana-3485	37	7	students	student	NOUN
cana-3485	37	8	regarding	regard	VERB
cana-3485	37	9	examination	examination	NOUN
cana-3485	37	10	matters	matter	NOUN
cana-3485	37	11	,	,	PUNCT
cana-3485	37	12	helping	help	VERB
cana-3485	37	13	students	student	NOUN
cana-3485	37	14	during	during	ADP
cana-3485	37	15	registration	registration	NOUN
cana-3485	37	16	,	,	PUNCT
cana-3485	37	17	and	and	CCONJ
cana-3485	37	18	providing	provide	VERB
cana-3485	37	19	tailored	tailored	ADJ
cana-3485	37	20	support	support	NOUN
cana-3485	37	21	on	on	ADP
cana-3485	37	22	the	the	DET
cana-3485	37	23	basis	basis	NOUN
cana-3485	37	24	of	of	ADP
cana-3485	37	25	individual	individual	ADJ
cana-3485	37	26	needs	need	NOUN
cana-3485	37	27	.	.	PUNCT
cana-3485	38	1	in	in	ADP
cana-3485	38	2	addition	addition	NOUN
cana-3485	38	3	,	,	PUNCT
cana-3485	38	4	the	the	DET
cana-3485	38	5	chatbot	chatbot	NOUN
cana-3485	38	6	will	will	AUX
cana-3485	38	7	become	become	VERB
cana-3485	38	8	a	a	DET
cana-3485	38	9	central	central	ADJ
cana-3485	38	10	hub	hub	NOUN
cana-3485	38	11	through	through	ADP
cana-3485	38	12	which	which	PRON
cana-3485	38	13	common	common	ADJ
cana-3485	38	14	problems	problem	NOUN
cana-3485	38	15	in	in	ADP
cana-3485	38	16	document	document	NOUN
cana-3485	38	17	verification	verification	NOUN
cana-3485	38	18	,	,	PUNCT
cana-3485	38	19	counselling	counselling	NOUN
cana-3485	38	20	,	,	PUNCT
cana-3485	38	21	and	and	CCONJ
cana-3485	38	22	seat	seat	NOUN
cana-3485	38	23	allotments	allotment	NOUN
cana-3485	38	24	will	will	AUX
cana-3485	38	25	be	be	AUX
cana-3485	38	26	managed	manage	VERB
cana-3485	38	27	.	.	PUNCT
cana-3485	39	1	the	the	DET
cana-3485	39	2	system	system	NOUN
cana-3485	39	3	can	can	AUX
cana-3485	39	4	very	very	ADV
cana-3485	39	5	well	well	ADV
cana-3485	39	6	bridge	bridge	VERB
cana-3485	39	7	the	the	DET
cana-3485	39	8	gap	gap	NOUN
cana-3485	39	9	between	between	ADP
cana-3485	39	10	the	the	DET
cana-3485	39	11	student	student	NOUN
cana-3485	39	12	and	and	CCONJ
cana-3485	39	13	the	the	DET
cana-3485	39	14	institution	institution	NOUN
cana-3485	39	15	towards	towards	ADP
cana-3485	39	16	easy	easy	ADJ
cana-3485	39	17	admission	admission	NOUN
cana-3485	39	18	with	with	ADP
cana-3485	39	19	the	the	DET
cana-3485	39	20	intention	intention	NOUN
cana-3485	39	21	of	of	ADP
cana-3485	39	22	integration	integration	NOUN
cana-3485	39	23	of	of	ADP
cana-3485	39	24	advanced	advanced	ADJ
cana-3485	39	25	ai	ai	NOUN
cana-3485	39	26	techniques	technique	NOUN
cana-3485	39	27	with	with	ADP
cana-3485	39	28	a	a	DET
cana-3485	39	29	user	user	NOUN
cana-3485	39	30	-	-	PUNCT
cana-3485	39	31	friendly	friendly	ADJ
cana-3485	39	32	interface	interface	NOUN
cana-3485	39	33	.	.	PUNCT
cana-3485	40	1	the	the	DET
cana-3485	40	2	importance	importance	NOUN
cana-3485	40	3	of	of	ADP
cana-3485	40	4	the	the	DET
cana-3485	40	5	present	present	ADJ
cana-3485	40	6	research	research	NOUN
cana-3485	40	7	is	be	AUX
cana-3485	40	8	that	that	SCONJ
cana-3485	40	9	it	it	PRON
cana-3485	40	10	totally	totally	ADV
cana-3485	40	11	revolutionizes	revolutionize	VERB
cana-3485	40	12	the	the	DET
cana-3485	40	13	way	way	NOUN
cana-3485	40	14	dealing	deal	VERB
cana-3485	40	15	with	with	ADP
cana-3485	40	16	educational	educational	ADJ
cana-3485	40	17	institutions	institution	NOUN
cana-3485	40	18	by	by	ADP
cana-3485	40	19	a	a	DET
cana-3485	40	20	student	student	NOUN
cana-3485	40	21	during	during	ADP
cana-3485	40	22	the	the	DET
cana-3485	40	23	admission	admission	NOUN
cana-3485	40	24	procedure	procedure	NOUN
cana-3485	40	25	.	.	PUNCT
cana-3485	41	1	there	there	PRON
cana-3485	41	2	are	be	VERB
cana-3485	41	3	several	several	ADJ
cana-3485	41	4	studies	study	NOUN
cana-3485	41	5	that	that	PRON
cana-3485	41	6	have	have	AUX
cana-3485	41	7	already	already	ADV
cana-3485	41	8	employed	employ	VERB
cana-3485	41	9	ai	ai	VERB
cana-3485	41	10	in	in	ADP
cana-3485	41	11	developing	develop	VERB
cana-3485	41	12	intelligent	intelligent	ADJ
cana-3485	41	13	chatbots	chatbot	NOUN
cana-3485	41	14	for	for	ADP
cana-3485	41	15	various	various	ADJ
cana-3485	41	16	purposes	purpose	NOUN
cana-3485	41	17	,	,	PUNCT
cana-3485	41	18	such	such	ADJ
cana-3485	41	19	as	as	ADP
cana-3485	41	20	mangotra	mangotra	PROPN
cana-3485	41	21	et	et	PROPN
cana-3485	41	22	al	al	PROPN
cana-3485	41	23	.	.	PROPN
cana-3485	41	24	and	and	CCONJ
cana-3485	41	25	satu	satu	PROPN
cana-3485	41	26	et	et	PROPN
cana-3485	41	27	al	al	PROPN
cana-3485	41	28	.	.	PUNCT
cana-3485	42	1	however	however	ADV
cana-3485	42	2	,	,	PUNCT
cana-3485	42	3	to	to	ADP
cana-3485	42	4	the	the	DET
cana-3485	42	5	best	good	ADJ
cana-3485	42	6	of	of	ADP
cana-3485	42	7	my	my	PRON
cana-3485	42	8	knowledge	knowledge	NOUN
cana-3485	42	9	,	,	PUNCT
cana-3485	42	10	there	there	PRON
cana-3485	42	11	has	have	AUX
cana-3485	42	12	been	be	AUX
cana-3485	42	13	no	no	DET
cana-3485	42	14	study	study	NOUN
cana-3485	42	15	that	that	PRON
cana-3485	42	16	highlights	highlight	VERB
cana-3485	42	17	the	the	DET
cana-3485	42	18	admission	admission	NOUN
cana-3485	42	19	process	process	NOUN
cana-3485	42	20	of	of	ADP
cana-3485	42	21	competitive	competitive	ADJ
cana-3485	42	22	examinations	examination	NOUN
cana-3485	42	23	such	such	ADJ
cana-3485	42	24	as	as	ADP
cana-3485	42	25	the	the	DET
cana-3485	42	26	mht	mht	PROPN
cana-3485	42	27	-	-	PUNCT
cana-3485	42	28	cet	cet	PROPN
cana-3485	42	29	.	.	PUNCT
cana-3485	43	1	this	this	DET
cana-3485	43	2	paper	paper	NOUN
cana-3485	43	3	tries	try	VERB
cana-3485	43	4	to	to	PART
cana-3485	43	5	fill	fill	VERB
cana-3485	43	6	the	the	DET
cana-3485	43	7	gap	gap	NOUN
cana-3485	43	8	by	by	ADP
cana-3485	43	9	designing	design	VERB
cana-3485	43	10	a	a	DET
cana-3485	43	11	dedicated	dedicated	ADJ
cana-3485	43	12	entry	entry	NOUN
cana-3485	43	13	chatbot	chatbot	NOUN
cana-3485	43	14	that	that	PRON
cana-3485	43	15	is	be	AUX
cana-3485	43	16	useful	useful	ADJ
cana-3485	43	17	not	not	PART
cana-3485	43	18	only	only	ADV
cana-3485	43	19	for	for	ADP
cana-3485	43	20	making	make	VERB
cana-3485	43	21	an	an	DET
cana-3485	43	22	admission	admission	NOUN
cana-3485	43	23	process	process	NOUN
cana-3485	43	24	easy	easy	ADJ
cana-3485	43	25	but	but	CCONJ
cana-3485	43	26	scalable	scalable	ADJ
cana-3485	43	27	for	for	ADP
cana-3485	43	28	other	other	ADJ
cana-3485	43	29	entrance	entrance	NOUN
cana-3485	43	30	exams	exam	NOUN
cana-3485	43	31	,	,	PUNCT
cana-3485	43	32	too	too	ADV
cana-3485	43	33	.	.	PUNCT
cana-3485	44	1	further	far	ADV
cana-3485	44	2	,	,	PUNCT
cana-3485	44	3	integration	integration	NOUN
cana-3485	44	4	with	with	ADP
cana-3485	44	5	aiml	aiml	NOUN
cana-3485	44	6	and	and	CCONJ
cana-3485	44	7	database	database	NOUN
cana-3485	44	8	-	-	PUNCT
cana-3485	44	9	driven	drive	VERB
cana-3485	44	10	knowledge	knowledge	NOUN
cana-3485	44	11	systems	system	NOUN
cana-3485	44	12	as	as	SCONJ
cana-3485	44	13	described	describe	VERB
cana-3485	44	14	by	by	ADP
cana-3485	44	15	setiaji	setiaji	PROPN
cana-3485	44	16	and	and	CCONJ
cana-3485	44	17	wibowo	wibowo	PROPN
cana-3485	44	18	serves	serve	VERB
cana-3485	44	19	a	a	DET
cana-3485	44	20	good	good	ADJ
cana-3485	44	21	foundation	foundation	NOUN
cana-3485	44	22	in	in	ADP
cana-3485	44	23	the	the	DET
cana-3485	44	24	making	making	NOUN
cana-3485	44	25	of	of	ADP
cana-3485	44	26	intelligent	intelligent	ADJ
cana-3485	44	27	conversational	conversational	ADJ
cana-3485	44	28	agents	agent	NOUN
cana-3485	44	29	.	.	PUNCT
cana-3485	45	1	these	these	DET
cana-3485	45	2	technologies	technology	NOUN
cana-3485	45	3	enable	enable	VERB
cana-3485	45	4	the	the	DET
cana-3485	45	5	chatbot	chatbot	NOUN
cana-3485	45	6	to	to	PART
cana-3485	45	7	adapt	adapt	VERB
cana-3485	45	8	dynamically	dynamically	ADV
cana-3485	45	9	according	accord	VERB
cana-3485	45	10	to	to	ADP
cana-3485	45	11	the	the	DET
cana-3485	45	12	change	change	NOUN
cana-3485	45	13	in	in	ADP
cana-3485	45	14	user	user	NOUN
cana-3485	45	15	needs	need	NOUN
cana-3485	45	16	and	and	CCONJ
cana-3485	45	17	give	give	VERB
cana-3485	45	18	reliability	reliability	NOUN
cana-3485	45	19	and	and	CCONJ
cana-3485	45	20	efficiency	efficiency	NOUN
cana-3485	45	21	in	in	ADP
cana-3485	45	22	return	return	NOUN
cana-3485	45	23	through	through	ADP
cana-3485	45	24	accurate	accurate	ADJ
cana-3485	45	25	responses	response	NOUN
cana-3485	45	26	.	.	PUNCT
cana-3485	46	1	neural	neural	ADJ
cana-3485	46	2	network	network	NOUN
cana-3485	46	3	and	and	CCONJ
cana-3485	46	4	deep	deep	ADJ
cana-3485	46	5	learning	learning	NOUN
cana-3485	46	6	algorithms	algorithm	NOUN
cana-3485	46	7	have	have	AUX
cana-3485	46	8	been	be	AUX
cana-3485	46	9	further	far	ADV
cana-3485	46	10	demonstrated	demonstrate	VERB
cana-3485	46	11	to	to	PART
cana-3485	46	12	support	support	VERB
cana-3485	46	13	these	these	DET
cana-3485	46	14	capabilities	capability	NOUN
cana-3485	46	15	of	of	ADP
cana-3485	46	16	the	the	DET
cana-3485	46	17	chatbot	chatbot	NOUN
cana-3485	46	18	in	in	ADP
cana-3485	46	19	order	order	NOUN
cana-3485	46	20	to	to	PART
cana-3485	46	21	interpret	interpret	VERB
cana-3485	46	22	complex	complex	ADJ
cana-3485	46	23	queries	query	NOUN
cana-3485	46	24	,	,	PUNCT
cana-3485	46	25	providing	provide	VERB
cana-3485	46	26	answers	answer	NOUN
cana-3485	46	27	that	that	PRON
cana-3485	46	28	are	be	AUX
cana-3485	46	29	relevant	relevant	ADJ
cana-3485	46	30	to	to	PART
cana-3485	46	31	context	context	VERB
cana-3485	46	32	,	,	PUNCT
cana-3485	46	33	as	as	SCONJ
cana-3485	46	34	discussed	discuss	VERB
cana-3485	46	35	by	by	ADP
cana-3485	46	36	lalwani	lalwani	PROPN
cana-3485	46	37	et	et	PROPN
cana-3485	46	38	al	al	PROPN
cana-3485	46	39	.	.	PUNCT
cana-3485	47	1	while	while	SCONJ
cana-3485	47	2	all	all	DET
cana-3485	47	3	technical	technical	ADJ
cana-3485	47	4	matters	matter	NOUN
cana-3485	47	5	are	be	AUX
cana-3485	47	6	addressed	address	VERB
cana-3485	47	7	through	through	ADP
cana-3485	47	8	this	this	DET
cana-3485	47	9	design	design	NOUN
cana-3485	47	10	,	,	PUNCT
cana-3485	47	11	the	the	DET
cana-3485	47	12	user	user	NOUN
cana-3485	47	13	experience	experience	NOUN
cana-3485	47	14	needs	need	VERB
cana-3485	47	15	to	to	PART
cana-3485	47	16	be	be	AUX
cana-3485	47	17	kept	keep	VERB
cana-3485	47	18	at	at	ADP
cana-3485	47	19	the	the	DET
cana-3485	47	20	fore	fore	NOUN
cana-3485	47	21	while	while	SCONJ
cana-3485	47	22	developing	develop	VERB
cana-3485	47	23	the	the	DET
cana-3485	47	24	chatbot	chatbot	NOUN
cana-3485	47	25	.	.	PUNCT
cana-3485	48	1	aloqayli	aloqayli	PROPN
cana-3485	48	2	and	and	CCONJ
cana-3485	48	3	abdelhafez	abdelhafez	VERB
cana-3485	48	4	and	and	CCONJ
cana-3485	48	5	hamzah	hamzah	PROPN
cana-3485	48	6	et	et	PROPN
cana-3485	48	7	al	al	PROPN
cana-3485	48	8	.	.	PROPN
cana-3485	48	9	emphasize	emphasize	VERB
cana-3485	48	10	the	the	DET
cana-3485	48	11	presence	presence	NOUN
cana-3485	48	12	of	of	ADP
cana-3485	48	13	a	a	DET
cana-3485	48	14	feedback	feedback	NOUN
cana-3485	48	15	mechanism	mechanism	NOUN
cana-3485	48	16	to	to	PART
cana-3485	48	17	adjust	adjust	VERB
cana-3485	48	18	and	and	CCONJ
cana-3485	48	19	improve	improve	VERB
cana-3485	48	20	the	the	DET
cana-3485	48	21	performance	performance	NOUN
cana-3485	48	22	of	of	ADP
cana-3485	48	23	the	the	DET
cana-3485	48	24	chatbot	chatbot	NOUN
cana-3485	48	25	.	.	PUNCT
cana-3485	49	1	such	such	ADJ
cana-3485	49	2	insights	insight	NOUN
cana-3485	49	3	are	be	AUX
cana-3485	49	4	used	use	VERB
cana-3485	49	5	with	with	ADP
cana-3485	49	6	this	this	DET
cana-3485	49	7	proposed	propose	VERB
cana-3485	49	8	chatbot	chatbot	NOUN
cana-3485	49	9	system	system	NOUN
cana-3485	49	10	for	for	ADP
cana-3485	49	11	seamless	seamless	ADJ
cana-3485	49	12	and	and	CCONJ
cana-3485	49	13	engaging	engage	VERB
cana-3485	49	14	interaction	interaction	NOUN
cana-3485	49	15	to	to	PART
cana-3485	49	16	ensure	ensure	VERB
cana-3485	49	17	trust	trust	NOUN
cana-3485	49	18	and	and	CCONJ
cana-3485	49	19	confidence	confidence	NOUN
cana-3485	49	20	by	by	ADP
cana-3485	49	21	students	student	NOUN
cana-3485	49	22	of	of	ADP
cana-3485	49	23	the	the	DET
cana-3485	49	24	system	system	NOUN
cana-3485	49	25	.	.	PUNCT
cana-3485	50	1	communications	communication	NOUN
cana-3485	50	2	on	on	ADP
cana-3485	50	3	applied	apply	VERB
cana-3485	50	4	nonlinear	nonlinear	ADJ
cana-3485	50	5	analysis	analysis	NOUN
cana-3485	50	6	issn	issn	NOUN
cana-3485	50	7	:	:	PUNCT
cana-3485	50	8	1074	1074	NUM
cana-3485	50	9	-	-	PUNCT
cana-3485	50	10	133x	133x	NUM
cana-3485	50	11	vol	vol	NOUN
cana-3485	50	12	32	32	NUM
cana-3485	50	13	no	no	NOUN
cana-3485	50	14	.	.	PUNCT
cana-3485	51	1	7s	7	NOUN
cana-3485	51	2	(	(	PUNCT
cana-3485	51	3	2025	2025	NUM
cana-3485	51	4	)	)	PUNCT
cana-3485	51	5	784	784	NUM
cana-3485	51	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3485	51	7	there	there	PRON
cana-3485	51	8	are	be	VERB
cana-3485	51	9	several	several	ADJ
cana-3485	51	10	stages	stage	NOUN
cana-3485	51	11	that	that	PRON
cana-3485	51	12	would	would	AUX
cana-3485	51	13	be	be	AUX
cana-3485	51	14	included	include	VERB
cana-3485	51	15	in	in	ADP
cana-3485	51	16	implementing	implement	VERB
cana-3485	51	17	the	the	DET
cana-3485	51	18	chatbot	chatbot	NOUN
cana-3485	51	19	,	,	PUNCT
cana-3485	51	20	from	from	ADP
cana-3485	51	21	data	datum	NOUN
cana-3485	51	22	gathering	gather	VERB
cana-3485	51	23	up	up	ADP
cana-3485	51	24	to	to	ADP
cana-3485	51	25	training	training	NOUN
cana-3485	51	26	of	of	ADP
cana-3485	51	27	the	the	DET
cana-3485	51	28	model	model	NOUN
cana-3485	51	29	and	and	CCONJ
cana-3485	51	30	the	the	DET
cana-3485	51	31	system	system	NOUN
cana-3485	51	32	test	test	NOUN
cana-3485	51	33	.	.	PUNCT
cana-3485	52	1	such	such	DET
cana-3485	52	2	a	a	DET
cana-3485	52	3	stage	stage	NOUN
cana-3485	52	4	includes	include	VERB
cana-3485	52	5	gathering	gathering	NOUN
cana-3485	52	6	of	of	ADP
cana-3485	52	7	information	information	NOUN
cana-3485	52	8	from	from	ADP
cana-3485	52	9	mhtcet	mhtcet	PROPN
cana-3485	52	10	regarding	regard	VERB
cana-3485	52	11	its	its	PRON
cana-3485	52	12	eligibility	eligibility	ADJ
cana-3485	52	13	criteria	criterion	NOUN
cana-3485	52	14	,	,	PUNCT
cana-3485	52	15	syllabus	syllabus	NOUN
cana-3485	52	16	,	,	PUNCT
cana-3485	52	17	examination	examination	NOUN
cana-3485	52	18	pattern	pattern	NOUN
cana-3485	52	19	,	,	PUNCT
cana-3485	52	20	and	and	CCONJ
cana-3485	52	21	important	important	ADJ
cana-3485	52	22	dates	date	NOUN
cana-3485	52	23	.	.	PUNCT
cana-3485	53	1	that	that	PRON
cana-3485	53	2	is	be	AUX
cana-3485	53	3	the	the	DET
cana-3485	53	4	basic	basic	ADJ
cana-3485	53	5	knowledge	knowledge	NOUN
cana-3485	53	6	which	which	PRON
cana-3485	53	7	will	will	AUX
cana-3485	53	8	help	help	VERB
cana-3485	53	9	the	the	DET
cana-3485	53	10	chatbot	chatbot	NOUN
cana-3485	53	11	give	give	VERB
cana-3485	53	12	perfect	perfect	ADJ
cana-3485	53	13	answers	answer	NOUN
cana-3485	53	14	and	and	CCONJ
cana-3485	53	15	even	even	ADV
cana-3485	53	16	cover	cover	VERB
cana-3485	53	17	entire	entire	ADJ
cana-3485	53	18	subjects	subject	NOUN
cana-3485	53	19	.	.	PUNCT
cana-3485	54	1	these	these	PRON
cana-3485	54	2	shall	shall	AUX
cana-3485	54	3	then	then	ADV
cana-3485	54	4	train	train	VERB
cana-3485	54	5	using	use	VERB
cana-3485	54	6	various	various	ADJ
cana-3485	54	7	machine	machine	NOUN
cana-3485	54	8	learning	learn	VERB
cana-3485	54	9	techniques	technique	NOUN
cana-3485	54	10	to	to	PART
cana-3485	54	11	help	help	VERB
cana-3485	54	12	in	in	ADP
cana-3485	54	13	interpreting	interpret	VERB
cana-3485	54	14	inputs	input	NOUN
cana-3485	54	15	from	from	ADP
cana-3485	54	16	users	user	NOUN
cana-3485	54	17	for	for	ADP
cana-3485	54	18	the	the	DET
cana-3485	54	19	effective	effective	ADJ
cana-3485	54	20	generation	generation	NOUN
cana-3485	54	21	of	of	ADP
cana-3485	54	22	meaning	meaning	NOUN
cana-3485	54	23	to	to	ADP
cana-3485	54	24	their	their	PRON
cana-3485	54	25	replies	reply	NOUN
cana-3485	54	26	.	.	PUNCT
cana-3485	55	1	lastly	lastly	ADV
cana-3485	55	2	,	,	PUNCT
cana-3485	55	3	the	the	DET
cana-3485	55	4	performance	performance	NOUN
cana-3485	55	5	of	of	ADP
cana-3485	55	6	the	the	DET
cana-3485	55	7	chatbot	chatbot	NOUN
cana-3485	55	8	shall	shall	AUX
cana-3485	55	9	be	be	AUX
cana-3485	55	10	tested	test	VERB
cana-3485	55	11	in	in	ADP
cana-3485	55	12	respect	respect	NOUN
cana-3485	55	13	of	of	ADP
cana-3485	55	14	all	all	DET
cana-3485	55	15	parameters	parameter	NOUN
cana-3485	55	16	,	,	PUNCT
cana-3485	55	17	like	like	ADP
cana-3485	55	18	precision	precision	NOUN
cana-3485	55	19	,	,	PUNCT
cana-3485	55	20	speed	speed	NOUN
cana-3485	55	21	of	of	ADP
cana-3485	55	22	response	response	NOUN
cana-3485	55	23	,	,	PUNCT
cana-3485	55	24	and	and	CCONJ
cana-3485	55	25	client	client	NOUN
cana-3485	55	26	satisfaction	satisfaction	NOUN
cana-3485	55	27	.	.	PUNCT
cana-3485	56	1	beyond	beyond	ADP
cana-3485	56	2	the	the	DET
cana-3485	56	3	immediate	immediate	ADJ
cana-3485	56	4	scope	scope	NOUN
cana-3485	56	5	of	of	ADP
cana-3485	56	6	the	the	DET
cana-3485	56	7	mht	mht	PROPN
cana-3485	56	8	-	-	PUNCT
cana-3485	56	9	cet	cet	PROPN
cana-3485	56	10	admission	admission	NOUN
cana-3485	56	11	process	process	NOUN
cana-3485	56	12	,	,	PUNCT
cana-3485	56	13	the	the	DET
cana-3485	56	14	proposed	propose	VERB
cana-3485	56	15	chatbot	chatbot	NOUN
cana-3485	56	16	can	can	AUX
cana-3485	56	17	benefit	benefit	VERB
cana-3485	56	18	a	a	DET
cana-3485	56	19	wide	wide	ADJ
cana-3485	56	20	scope	scope	NOUN
cana-3485	56	21	.	.	PUNCT
cana-3485	57	1	since	since	SCONJ
cana-3485	57	2	it	it	PRON
cana-3485	57	3	offers	offer	VERB
cana-3485	57	4	a	a	DET
cana-3485	57	5	scalable	scalable	ADJ
cana-3485	57	6	and	and	CCONJ
cana-3485	57	7	adaptable	adaptable	ADJ
cana-3485	57	8	solution	solution	NOUN
cana-3485	57	9	,	,	PUNCT
cana-3485	57	10	the	the	DET
cana-3485	57	11	system	system	NOUN
cana-3485	57	12	can	can	AUX
cana-3485	57	13	be	be	AUX
cana-3485	57	14	adapted	adapt	VERB
cana-3485	57	15	to	to	ADP
cana-3485	57	16	other	other	ADJ
cana-3485	57	17	entrance	entrance	NOUN
cana-3485	57	18	examinations	examination	NOUN
cana-3485	57	19	and	and	CCONJ
cana-3485	57	20	educational	educational	ADJ
cana-3485	57	21	contexts	context	NOUN
cana-3485	57	22	.	.	PUNCT
cana-3485	58	1	it	it	PRON
cana-3485	58	2	offers	offer	VERB
cana-3485	58	3	an	an	DET
cana-3485	58	4	all	all	ADV
cana-3485	58	5	-	-	PUNCT
cana-3485	58	6	around	around	ADV
cana-3485	58	7	versatile	versatile	ADJ
cana-3485	58	8	tool	tool	NOUN
cana-3485	58	9	for	for	ADP
cana-3485	58	10	institutions	institution	NOUN
cana-3485	58	11	across	across	ADP
cana-3485	58	12	the	the	DET
cana-3485	58	13	world	world	NOUN
cana-3485	58	14	.	.	PUNCT
cana-3485	59	1	the	the	DET
cana-3485	59	2	integration	integration	NOUN
cana-3485	59	3	of	of	ADP
cana-3485	59	4	ai	ai	PROPN
cana-3485	59	5	technologies	technology	NOUN
cana-3485	59	6	opens	open	VERB
cana-3485	59	7	up	up	ADP
cana-3485	59	8	avenues	avenue	NOUN
cana-3485	59	9	for	for	ADP
cana-3485	59	10	future	future	ADJ
cana-3485	59	11	research	research	NOUN
cana-3485	59	12	and	and	CCONJ
cana-3485	59	13	innovation	innovation	NOUN
cana-3485	59	14	.	.	PUNCT
cana-3485	60	1	the	the	DET
cana-3485	60	2	potential	potential	ADJ
cana-3485	60	3	future	future	NOUN
cana-3485	60	4	will	will	AUX
cana-3485	60	5	offer	offer	VERB
cana-3485	60	6	even	even	ADV
cana-3485	60	7	more	more	ADV
cana-3485	60	8	intelligent	intelligent	ADJ
cana-3485	60	9	and	and	CCONJ
cana-3485	60	10	context	context	NOUN
cana-3485	60	11	-	-	PUNCT
cana-3485	60	12	aware	aware	ADJ
cana-3485	60	13	conversational	conversational	ADJ
cana-3485	60	14	agents	agent	NOUN
cana-3485	60	15	.	.	PUNCT
cana-3485	61	1	2	2	X
cana-3485	61	2	.	.	X
cana-3485	61	3	objectives	objective	VERB
cana-3485	61	4	the	the	DET
cana-3485	61	5	main	main	ADJ
cana-3485	61	6	goal	goal	NOUN
cana-3485	61	7	of	of	ADP
cana-3485	61	8	this	this	DET
cana-3485	61	9	research	research	NOUN
cana-3485	61	10	project	project	NOUN
cana-3485	61	11	is	be	AUX
cana-3485	61	12	to	to	PART
cana-3485	61	13	develop	develop	VERB
cana-3485	61	14	and	and	CCONJ
cana-3485	61	15	implement	implement	VERB
cana-3485	61	16	an	an	DET
cana-3485	61	17	ai	ai	NOUN
cana-3485	61	18	-	-	PUNCT
cana-3485	61	19	powered	power	VERB
cana-3485	61	20	student	student	NOUN
cana-3485	61	21	assistance	assistance	NOUN
cana-3485	61	22	chatbot	chatbot	NOUN
cana-3485	61	23	aimed	aim	VERB
cana-3485	61	24	at	at	ADP
cana-3485	61	25	reducing	reduce	VERB
cana-3485	61	26	the	the	DET
cana-3485	61	27	complexity	complexity	NOUN
cana-3485	61	28	of	of	ADP
cana-3485	61	29	the	the	DET
cana-3485	61	30	admission	admission	NOUN
cana-3485	61	31	process	process	NOUN
cana-3485	61	32	for	for	ADP
cana-3485	61	33	mht	mht	PROPN
cana-3485	61	34	-	-	PUNCT
cana-3485	61	35	cet	cet	PROPN
cana-3485	61	36	.	.	PUNCT
cana-3485	62	1	this	this	DET
cana-3485	62	2	chatbot	chatbot	NOUN
cana-3485	62	3	will	will	AUX
cana-3485	62	4	offer	offer	VERB
cana-3485	62	5	assistance	assistance	NOUN
cana-3485	62	6	to	to	PART
cana-3485	62	7	also	also	ADV
cana-3485	62	8	perform	perform	VERB
cana-3485	62	9	its	its	PRON
cana-3485	62	10	function	function	NOUN
cana-3485	62	11	in	in	ADP
cana-3485	62	12	real	real	ADJ
cana-3485	62	13	-	-	PUNCT
cana-3485	62	14	time	time	NOUN
cana-3485	62	15	for	for	ADP
cana-3485	62	16	the	the	DET
cana-3485	62	17	applicants	applicant	NOUN
cana-3485	62	18	by	by	ADP
cana-3485	62	19	providing	provide	VERB
cana-3485	62	20	accurate	accurate	ADJ
cana-3485	62	21	and	and	CCONJ
cana-3485	62	22	efficient	efficient	ADJ
cana-3485	62	23	information	information	NOUN
cana-3485	62	24	,	,	PUNCT
cana-3485	62	25	among	among	ADP
cana-3485	62	26	other	other	ADJ
cana-3485	62	27	things	thing	NOUN
cana-3485	62	28	.	.	PUNCT
cana-3485	63	1	the	the	DET
cana-3485	63	2	address	address	NOUN
cana-3485	63	3	of	of	ADP
cana-3485	63	4	common	common	ADJ
cana-3485	63	5	queries	query	NOUN
cana-3485	63	6	related	relate	VERB
cana-3485	63	7	to	to	ADP
cana-3485	63	8	eligibility	eligibility	NOUN
cana-3485	63	9	criteria	criterion	NOUN
cana-3485	63	10	,	,	PUNCT
cana-3485	63	11	application	application	NOUN
cana-3485	63	12	deadlines	deadline	NOUN
cana-3485	63	13	,	,	PUNCT
cana-3485	63	14	course	course	NOUN
cana-3485	63	15	availability	availability	NOUN
cana-3485	63	16	,	,	PUNCT
cana-3485	63	17	etc	etc	X
cana-3485	63	18	.	.	X
cana-3485	63	19	,	,	PUNCT
cana-3485	63	20	ensures	ensure	VERB
cana-3485	63	21	the	the	DET
cana-3485	63	22	students	student	NOUN
cana-3485	63	23	get	get	VERB
cana-3485	63	24	timely	timely	ADJ
cana-3485	63	25	and	and	CCONJ
cana-3485	63	26	error	error	NOUN
cana-3485	63	27	-	-	PUNCT
cana-3485	63	28	free	free	ADJ
cana-3485	63	29	information	information	NOUN
cana-3485	63	30	,	,	PUNCT
cana-3485	63	31	thus	thus	ADV
cana-3485	63	32	decreasing	decrease	VERB
cana-3485	63	33	confusion	confusion	NOUN
cana-3485	63	34	and	and	CCONJ
cana-3485	63	35	errors	error	NOUN
cana-3485	63	36	during	during	ADP
cana-3485	63	37	application	application	NOUN
cana-3485	63	38	.	.	PUNCT
cana-3485	64	1	another	another	DET
cana-3485	64	2	key	key	ADJ
cana-3485	64	3	objective	objective	NOUN
cana-3485	64	4	is	be	AUX
cana-3485	64	5	to	to	PART
cana-3485	64	6	reduce	reduce	VERB
cana-3485	64	7	the	the	DET
cana-3485	64	8	administrative	administrative	ADJ
cana-3485	64	9	burden	burden	NOUN
cana-3485	64	10	of	of	ADP
cana-3485	64	11	educational	educational	ADJ
cana-3485	64	12	institutions	institution	NOUN
cana-3485	64	13	.	.	PUNCT
cana-3485	65	1	the	the	DET
cana-3485	65	2	chatbot	chatbot	NOUN
cana-3485	65	3	automates	automate	VERB
cana-3485	65	4	routine	routine	ADJ
cana-3485	65	5	queries	query	NOUN
cana-3485	65	6	and	and	CCONJ
cana-3485	65	7	provides	provide	VERB
cana-3485	65	8	self	self	NOUN
cana-3485	65	9	-	-	PUNCT
cana-3485	65	10	service	service	NOUN
cana-3485	65	11	,	,	PUNCT
cana-3485	65	12	allowing	allow	VERB
cana-3485	65	13	the	the	DET
cana-3485	65	14	administrative	administrative	ADJ
cana-3485	65	15	staff	staff	NOUN
cana-3485	65	16	to	to	PART
cana-3485	65	17	focus	focus	VERB
cana-3485	65	18	on	on	ADP
cana-3485	65	19	more	more	ADJ
cana-3485	65	20	complex	complex	ADJ
cana-3485	65	21	work	work	NOUN
cana-3485	65	22	,	,	PUNCT
cana-3485	65	23	which	which	PRON
cana-3485	65	24	improves	improve	VERB
cana-3485	65	25	the	the	DET
cana-3485	65	26	efficiency	efficiency	NOUN
cana-3485	65	27	of	of	ADP
cana-3485	65	28	overall	overall	ADJ
cana-3485	65	29	operations	operation	NOUN
cana-3485	65	30	.	.	PUNCT
cana-3485	66	1	the	the	DET
cana-3485	66	2	conversational	conversational	ADJ
cana-3485	66	3	interface	interface	NOUN
cana-3485	66	4	of	of	ADP
cana-3485	66	5	the	the	DET
cana-3485	66	6	chatbot	chatbot	NOUN
cana-3485	66	7	also	also	ADV
cana-3485	66	8	helps	help	VERB
cana-3485	66	9	engage	engage	VERB
cana-3485	66	10	students	student	NOUN
cana-3485	66	11	seamlessly	seamlessly	ADV
cana-3485	66	12	in	in	ADP
cana-3485	66	13	order	order	NOUN
cana-3485	66	14	to	to	PART
cana-3485	66	15	make	make	VERB
cana-3485	66	16	the	the	DET
cana-3485	66	17	admissions	admission	NOUN
cana-3485	66	18	experience	experience	VERB
cana-3485	66	19	more	more	ADV
cana-3485	66	20	userfriendly	userfriendly	ADV
cana-3485	66	21	and	and	CCONJ
cana-3485	66	22	stressful	stressful	ADJ
cana-3485	66	23	.	.	PUNCT
cana-3485	67	1	thus	thus	ADV
cana-3485	67	2	,	,	PUNCT
cana-3485	67	3	this	this	DET
cana-3485	67	4	project	project	NOUN
cana-3485	67	5	seeks	seek	VERB
cana-3485	67	6	to	to	PART
cana-3485	67	7	utilize	utilize	VERB
cana-3485	67	8	insights	insight	NOUN
cana-3485	67	9	from	from	ADP
cana-3485	67	10	existing	exist	VERB
cana-3485	67	11	chatbot	chatbot	NOUN
cana-3485	67	12	implementations	implementation	NOUN
cana-3485	67	13	to	to	PART
cana-3485	67	14	provide	provide	VERB
cana-3485	67	15	reliability	reliability	NOUN
cana-3485	67	16	,	,	PUNCT
cana-3485	67	17	scalability	scalability	NOUN
cana-3485	67	18	,	,	PUNCT
cana-3485	67	19	and	and	CCONJ
cana-3485	67	20	ultimately	ultimately	ADV
cana-3485	67	21	a	a	DET
cana-3485	67	22	better	well	ADJ
cana-3485	67	23	experience	experience	NOUN
cana-3485	67	24	for	for	ADP
cana-3485	67	25	the	the	DET
cana-3485	67	26	user	user	NOUN
cana-3485	67	27	.	.	PUNCT
cana-3485	68	1	it	it	PRON
cana-3485	68	2	is	be	AUX
cana-3485	68	3	hoped	hope	VERB
cana-3485	68	4	that	that	SCONJ
cana-3485	68	5	the	the	DET
cana-3485	68	6	chatbot	chatbot	NOUN
cana-3485	68	7	will	will	AUX
cana-3485	68	8	perform	perform	VERB
cana-3485	68	9	an	an	DET
cana-3485	68	10	optimal	optimal	ADJ
cana-3485	68	11	level	level	NOUN
cana-3485	68	12	of	of	ADP
cana-3485	68	13	linguistic	linguistic	ADJ
cana-3485	68	14	understanding	understanding	NOUN
cana-3485	68	15	and	and	CCONJ
cana-3485	68	16	contextual	contextual	ADJ
cana-3485	68	17	relevance	relevance	NOUN
cana-3485	68	18	of	of	ADP
cana-3485	68	19	responses	response	NOUN
cana-3485	68	20	;	;	PUNCT
cana-3485	68	21	that	that	PRON
cana-3485	68	22	is	be	AUX
cana-3485	68	23	based	base	VERB
cana-3485	68	24	on	on	ADP
cana-3485	68	25	meta	meta	PROPN
cana-3485	68	26	's	's	PART
cana-3485	68	27	llama-3.2	llama-3.2	NOUN
cana-3485	68	28	-	-	PUNCT
cana-3485	68	29	3b	3b	NUM
cana-3485	68	30	-	-	PUNCT
cana-3485	68	31	instruct	instruct	NOUN
cana-3485	68	32	model	model	NOUN
cana-3485	68	33	.	.	PUNCT
cana-3485	69	1	furthermore	furthermore	ADV
cana-3485	69	2	,	,	PUNCT
cana-3485	69	3	the	the	DET
cana-3485	69	4	study	study	NOUN
cana-3485	69	5	will	will	AUX
cana-3485	69	6	also	also	ADV
cana-3485	69	7	analyse	analyse	VERB
cana-3485	69	8	user	user	NOUN
cana-3485	69	9	interactions	interaction	NOUN
cana-3485	69	10	and	and	CCONJ
cana-3485	69	11	frequent	frequent	ADJ
cana-3485	69	12	questions	question	NOUN
cana-3485	69	13	to	to	PART
cana-3485	69	14	provide	provide	VERB
cana-3485	69	15	an	an	DET
cana-3485	69	16	insight	insight	NOUN
cana-3485	69	17	to	to	PART
cana-3485	69	18	provide	provide	VERB
cana-3485	69	19	value	value	NOUN
cana-3485	69	20	for	for	ADP
cana-3485	69	21	institutions	institution	NOUN
cana-3485	69	22	in	in	ADP
cana-3485	69	23	upgrading	upgrade	VERB
cana-3485	69	24	their	their	PRON
cana-3485	69	25	approaches	approach	NOUN
cana-3485	69	26	to	to	ADP
cana-3485	69	27	work	work	VERB
cana-3485	69	28	.	.	PUNCT
cana-3485	70	1	in	in	ADP
cana-3485	70	2	other	other	ADJ
cana-3485	70	3	words	word	NOUN
cana-3485	70	4	,	,	PUNCT
cana-3485	70	5	to	to	PART
cana-3485	70	6	really	really	ADV
cana-3485	70	7	hear	hear	VERB
cana-3485	70	8	the	the	DET
cana-3485	70	9	voices	voice	NOUN
cana-3485	70	10	of	of	ADP
cana-3485	70	11	the	the	DET
cana-3485	70	12	students	student	NOUN
cana-3485	70	13	,	,	PUNCT
cana-3485	70	14	which	which	PRON
cana-3485	70	15	would	would	AUX
cana-3485	70	16	inform	inform	VERB
cana-3485	70	17	the	the	DET
cana-3485	70	18	decision	decision	NOUN
cana-3485	70	19	-	-	PUNCT
cana-3485	70	20	making	making	NOUN
cana-3485	70	21	of	of	ADP
cana-3485	70	22	any	any	DET
cana-3485	70	23	institution	institution	NOUN
cana-3485	70	24	that	that	PRON
cana-3485	70	25	would	would	AUX
cana-3485	70	26	really	really	ADV
cana-3485	70	27	be	be	AUX
cana-3485	70	28	able	able	ADJ
cana-3485	70	29	to	to	PART
cana-3485	70	30	optimize	optimize	VERB
cana-3485	70	31	its	its	PRON
cana-3485	70	32	enrolment	enrolment	NOUN
cana-3485	70	33	processes	process	NOUN
cana-3485	70	34	.	.	PUNCT
cana-3485	71	1	3	3	X
cana-3485	71	2	.	.	X
cana-3485	71	3	methods	method	NOUN
cana-3485	71	4	we	we	PRON
cana-3485	71	5	fine	fine	ADV
cana-3485	71	6	-	-	PUNCT
cana-3485	71	7	tuned	tune	VERB
cana-3485	71	8	meta	meta	PRON
cana-3485	71	9	’s	’s	PART
cana-3485	71	10	llama-3.2	llama-3.2	NOUN
cana-3485	71	11	-	-	PUNCT
cana-3485	71	12	3b	3b	NUM
cana-3485	71	13	-	-	PUNCT
cana-3485	71	14	instruct	instruct	NOUN
cana-3485	71	15	model	model	NOUN
cana-3485	71	16	using	use	VERB
cana-3485	71	17	the	the	DET
cana-3485	71	18	unsloth	unsloth	ADJ
cana-3485	71	19	library	library	NOUN
cana-3485	71	20	to	to	PART
cana-3485	71	21	adapt	adapt	VERB
cana-3485	71	22	the	the	DET
cana-3485	71	23	pretrained	pretraine	VERB
cana-3485	71	24	language	language	NOUN
cana-3485	71	25	model	model	NOUN
cana-3485	71	26	for	for	ADP
cana-3485	71	27	domain	domain	NOUN
cana-3485	71	28	-	-	PUNCT
cana-3485	71	29	specific	specific	ADJ
cana-3485	71	30	tasks	task	NOUN
cana-3485	71	31	.	.	PUNCT
cana-3485	72	1	the	the	DET
cana-3485	72	2	llama-3.2	llama-3.2	NOUN
cana-3485	72	3	-	-	PUNCT
cana-3485	72	4	3b	3b	NUM
cana-3485	72	5	-	-	PUNCT
cana-3485	72	6	instruct	instruct	NOUN
cana-3485	72	7	model	model	NOUN
cana-3485	72	8	was	be	AUX
cana-3485	72	9	selected	select	VERB
cana-3485	72	10	as	as	ADP
cana-3485	72	11	the	the	DET
cana-3485	72	12	base	base	NOUN
cana-3485	72	13	due	due	ADP
cana-3485	72	14	to	to	ADP
cana-3485	72	15	its	its	PRON
cana-3485	72	16	advanced	advanced	ADJ
cana-3485	72	17	capabilities	capability	NOUN
cana-3485	72	18	in	in	ADP
cana-3485	72	19	understanding	understanding	NOUN
cana-3485	72	20	and	and	CCONJ
cana-3485	72	21	generating	generate	VERB
cana-3485	72	22	human	human	ADJ
cana-3485	72	23	-	-	PUNCT
cana-3485	72	24	like	like	ADJ
cana-3485	72	25	responses	response	NOUN
cana-3485	72	26	across	across	ADP
cana-3485	72	27	a	a	DET
cana-3485	72	28	wide	wide	ADJ
cana-3485	72	29	range	range	NOUN
cana-3485	72	30	of	of	ADP
cana-3485	72	31	topics	topic	NOUN
cana-3485	72	32	.	.	PUNCT
cana-3485	73	1	the	the	DET
cana-3485	73	2	fine	fine	ADV
cana-3485	73	3	-	-	PUNCT
cana-3485	73	4	tuning	tune	VERB
cana-3485	73	5	process	process	NOUN
cana-3485	73	6	was	be	AUX
cana-3485	73	7	carried	carry	VERB
cana-3485	73	8	out	out	ADP
cana-3485	73	9	using	use	VERB
cana-3485	73	10	google	google	PROPN
cana-3485	73	11	colab	colab	PROPN
cana-3485	73	12	,	,	PUNCT
cana-3485	73	13	which	which	PRON
cana-3485	73	14	provided	provide	VERB
cana-3485	73	15	the	the	DET
cana-3485	73	16	necessary	necessary	ADJ
cana-3485	73	17	computational	computational	ADJ
cana-3485	73	18	resources	resource	NOUN
cana-3485	73	19	,	,	PUNCT
cana-3485	73	20	including	include	VERB
cana-3485	73	21	gpus	gpu	NOUN
cana-3485	73	22	,	,	PUNCT
cana-3485	73	23	for	for	ADP
cana-3485	73	24	efficient	efficient	ADJ
cana-3485	73	25	training	training	NOUN
cana-3485	73	26	.	.	PUNCT
cana-3485	74	1	therefore	therefore	ADV
cana-3485	74	2	,	,	PUNCT
cana-3485	74	3	to	to	PART
cana-3485	74	4	further	far	ADV
cana-3485	74	5	reduce	reduce	VERB
cana-3485	74	6	the	the	DET
cana-3485	74	7	overall	overall	ADJ
cana-3485	74	8	burden	burden	NOUN
cana-3485	74	9	while	while	SCONJ
cana-3485	74	10	simplifying	simplify	VERB
cana-3485	74	11	the	the	DET
cana-3485	74	12	process	process	NOUN
cana-3485	74	13	we	we	PRON
cana-3485	74	14	made	make	VERB
cana-3485	74	15	use	use	NOUN
cana-3485	74	16	of	of	ADP
cana-3485	74	17	the	the	DET
cana-3485	74	18	unsloth	unsloth	ADJ
cana-3485	74	19	library	library	NOUN
cana-3485	74	20	for	for	ADP
cana-3485	74	21	our	our	PRON
cana-3485	74	22	model	model	NOUN
cana-3485	74	23	:	:	PUNCT
cana-3485	74	24	a	a	DET
cana-3485	74	25	straightforward	straightforward	ADJ
cana-3485	74	26	library	library	NOUN
cana-3485	74	27	that	that	PRON
cana-3485	74	28	reduces	reduce	VERB
cana-3485	74	29	training	train	VERB
cana-3485	74	30	the	the	DET
cana-3485	74	31	massive	massive	ADJ
cana-3485	74	32	models	model	NOUN
cana-3485	74	33	greatly	greatly	ADV
cana-3485	74	34	without	without	ADP
cana-3485	74	35	neglecting	neglect	VERB
cana-3485	74	36	much	much	ADV
cana-3485	74	37	on	on	ADP
cana-3485	74	38	the	the	DET
cana-3485	74	39	implemented	implement	VERB
cana-3485	74	40	overhead	overhead	NOUN
cana-3485	74	41	for	for	ADP
cana-3485	74	42	this	this	DET
cana-3485	74	43	specific	specific	ADJ
cana-3485	74	44	type	type	NOUN
cana-3485	74	45	of	of	ADP
cana-3485	74	46	case	case	NOUN
cana-3485	74	47	.	.	PUNCT
cana-3485	75	1	the	the	DET
cana-3485	75	2	same	same	ADJ
cana-3485	75	3	datasets	dataset	NOUN
cana-3485	75	4	that	that	PRON
cana-3485	75	5	have	have	AUX
cana-3485	75	6	been	be	AUX
cana-3485	75	7	fine	fine	ADV
cana-3485	75	8	-	-	PUNCT
cana-3485	75	9	tuned	tune	VERB
cana-3485	75	10	have	have	AUX
cana-3485	75	11	gone	go	VERB
cana-3485	75	12	through	through	ADP
cana-3485	75	13	careful	careful	ADJ
cana-3485	75	14	consideration	consideration	NOUN
cana-3485	75	15	and	and	CCONJ
cana-3485	75	16	pre	pre	NOUN
cana-3485	75	17	-	-	NOUN
cana-3485	75	18	process	process	NOUN
cana-3485	75	19	so	so	SCONJ
cana-3485	75	20	that	that	SCONJ
cana-3485	75	21	input	input	NOUN
cana-3485	75	22	matches	match	NOUN
cana-3485	75	23	expected	expect	VERB
cana-3485	75	24	model	model	NOUN
cana-3485	75	25	input	input	NOUN
cana-3485	75	26	.	.	PUNCT
cana-3485	76	1	communications	communication	NOUN
cana-3485	76	2	on	on	ADP
cana-3485	76	3	applied	apply	VERB
cana-3485	76	4	nonlinear	nonlinear	ADJ
cana-3485	76	5	analysis	analysis	NOUN
cana-3485	76	6	issn	issn	NOUN
cana-3485	76	7	:	:	PUNCT
cana-3485	76	8	1074	1074	NUM
cana-3485	76	9	-	-	PUNCT
cana-3485	76	10	133x	133x	NUM
cana-3485	76	11	vol	vol	NOUN
cana-3485	76	12	32	32	NUM
cana-3485	76	13	no	no	NOUN
cana-3485	76	14	.	.	PUNCT
cana-3485	77	1	7s	7	NOUN
cana-3485	77	2	(	(	PUNCT
cana-3485	77	3	2025	2025	NUM
cana-3485	77	4	)	)	PUNCT
cana-3485	77	5	785	785	NUM
cana-3485	77	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3485	78	1	each	each	DET
cana-3485	78	2	sample	sample	NOUN
cana-3485	78	3	included	include	VERB
cana-3485	78	4	prompts	prompt	NOUN
cana-3485	78	5	and	and	CCONJ
cana-3485	78	6	responses	response	NOUN
cana-3485	78	7	,	,	PUNCT
cana-3485	78	8	tailored	tailor	VERB
cana-3485	78	9	to	to	ADP
cana-3485	78	10	the	the	DET
cana-3485	78	11	desired	desire	VERB
cana-3485	78	12	domain	domain	NOUN
cana-3485	78	13	,	,	PUNCT
cana-3485	78	14	so	so	SCONJ
cana-3485	78	15	that	that	SCONJ
cana-3485	78	16	the	the	DET
cana-3485	78	17	model	model	NOUN
cana-3485	78	18	could	could	AUX
cana-3485	78	19	learn	learn	VERB
cana-3485	78	20	the	the	DET
cana-3485	78	21	subtleties	subtlety	NOUN
cana-3485	78	22	of	of	ADP
cana-3485	78	23	the	the	DET
cana-3485	78	24	task	task	NOUN
cana-3485	78	25	.	.	PUNCT
cana-3485	79	1	tokenization	tokenization	NOUN
cana-3485	79	2	and	and	CCONJ
cana-3485	79	3	data	datum	NOUN
cana-3485	79	4	pre	pre	ADJ
cana-3485	79	5	-	-	ADJ
cana-3485	79	6	processing	processing	NOUN
cana-3485	79	7	were	be	AUX
cana-3485	79	8	done	do	VERB
cana-3485	79	9	with	with	ADP
cana-3485	79	10	ease	ease	NOUN
cana-3485	79	11	in	in	ADP
cana-3485	79	12	integration	integration	NOUN
cana-3485	79	13	with	with	ADP
cana-3485	79	14	both	both	CCONJ
cana-3485	79	15	the	the	DET
cana-3485	79	16	model	model	NOUN
cana-3485	79	17	and	and	CCONJ
cana-3485	79	18	training	training	NOUN
cana-3485	79	19	pipeline	pipeline	NOUN
cana-3485	79	20	using	use	VERB
cana-3485	79	21	the	the	DET
cana-3485	79	22	hugging	hugging	NOUN
cana-3485	79	23	face	face	NOUN
cana-3485	79	24	transformers	transformer	NOUN
cana-3485	79	25	and	and	CCONJ
cana-3485	79	26	datasets	dataset	NOUN
cana-3485	79	27	libraries	library	NOUN
cana-3485	79	28	.	.	PUNCT
cana-3485	80	1	unsloth	unsloth	PROPN
cana-3485	80	2	was	be	AUX
cana-3485	80	3	then	then	ADV
cana-3485	80	4	configured	configure	VERB
cana-3485	80	5	with	with	ADP
cana-3485	80	6	key	key	ADJ
cana-3485	80	7	hyperparameters	hyperparameter	NOUN
cana-3485	80	8	such	such	ADJ
cana-3485	80	9	as	as	ADP
cana-3485	80	10	learning	learn	VERB
cana-3485	80	11	rate	rate	NOUN
cana-3485	80	12	,	,	PUNCT
cana-3485	80	13	batch	batch	NOUN
cana-3485	80	14	size	size	NOUN
cana-3485	80	15	,	,	PUNCT
cana-3485	80	16	and	and	CCONJ
cana-3485	80	17	epochs	epoch	NOUN
cana-3485	80	18	.	.	PUNCT
cana-3485	81	1	during	during	ADP
cana-3485	81	2	fine	fine	ADV
cana-3485	81	3	-	-	PUNCT
cana-3485	81	4	tuning	tuning	NOUN
cana-3485	81	5	,	,	PUNCT
cana-3485	81	6	model	model	NOUN
cana-3485	81	7	checkpoints	checkpoint	NOUN
cana-3485	81	8	were	be	AUX
cana-3485	81	9	saved	save	VERB
cana-3485	81	10	periodically	periodically	ADV
cana-3485	81	11	,	,	PUNCT
cana-3485	81	12	and	and	CCONJ
cana-3485	81	13	performance	performance	NOUN
cana-3485	81	14	metrics	metric	NOUN
cana-3485	81	15	logged	log	VERB
cana-3485	81	16	to	to	PART
cana-3485	81	17	measure	measure	VERB
cana-3485	81	18	the	the	DET
cana-3485	81	19	improvement	improvement	NOUN
cana-3485	81	20	of	of	ADP
cana-3485	81	21	the	the	DET
cana-3485	81	22	model	model	NOUN
cana-3485	81	23	over	over	ADP
cana-3485	81	24	time	time	NOUN
cana-3485	81	25	.	.	PUNCT
cana-3485	82	1	finally	finally	ADV
cana-3485	82	2	,	,	PUNCT
cana-3485	82	3	once	once	ADV
cana-3485	82	4	fine	fine	ADV
cana-3485	82	5	-	-	PUNCT
cana-3485	82	6	tuning	tuning	NOUN
cana-3485	82	7	is	be	AUX
cana-3485	82	8	done	do	VERB
cana-3485	82	9	,	,	PUNCT
cana-3485	82	10	the	the	DET
cana-3485	82	11	model	model	NOUN
cana-3485	82	12	and	and	CCONJ
cana-3485	82	13	tokenizer	tokenizer	NOUN
cana-3485	82	14	will	will	AUX
cana-3485	82	15	be	be	AUX
cana-3485	82	16	saved	save	VERB
cana-3485	82	17	to	to	ADP
cana-3485	82	18	google	google	PROPN
cana-3485	82	19	drive	drive	NOUN
cana-3485	82	20	for	for	ADP
cana-3485	82	21	access	access	NOUN
cana-3485	82	22	during	during	ADP
cana-3485	82	23	deployment	deployment	NOUN
cana-3485	82	24	.	.	PUNCT
cana-3485	83	1	for	for	ADP
cana-3485	83	2	the	the	DET
cana-3485	83	3	deployment	deployment	NOUN
cana-3485	83	4	,	,	PUNCT
cana-3485	83	5	a	a	DET
cana-3485	83	6	usercentric	usercentric	ADJ
cana-3485	83	7	architecture	architecture	NOUN
cana-3485	83	8	was	be	AUX
cana-3485	83	9	implemented	implement	VERB
cana-3485	83	10	that	that	PRON
cana-3485	83	11	offers	offer	VERB
cana-3485	83	12	smooth	smooth	ADJ
cana-3485	83	13	interaction	interaction	NOUN
cana-3485	83	14	with	with	ADP
cana-3485	83	15	the	the	DET
cana-3485	83	16	fine	fine	ADV
cana-3485	83	17	-	-	PUNCT
cana-3485	83	18	tuned	tune	VERB
cana-3485	83	19	model	model	NOUN
cana-3485	83	20	.	.	PUNCT
cana-3485	84	1	a	a	DET
cana-3485	84	2	web	web	NOUN
cana-3485	84	3	interface	interface	NOUN
cana-3485	84	4	serves	serve	VERB
cana-3485	84	5	as	as	ADP
cana-3485	84	6	an	an	DET
cana-3485	84	7	entry	entry	NOUN
cana-3485	84	8	point	point	NOUN
cana-3485	84	9	for	for	ADP
cana-3485	84	10	users	user	NOUN
cana-3485	84	11	who	who	PRON
cana-3485	84	12	can	can	AUX
cana-3485	84	13	then	then	ADV
cana-3485	84	14	input	input	VERB
cana-3485	84	15	prompts	prompt	NOUN
cana-3485	84	16	or	or	CCONJ
cana-3485	84	17	queries	query	NOUN
cana-3485	84	18	.	.	PUNCT
cana-3485	85	1	secure	secure	ADJ
cana-3485	85	2	inputs	input	NOUN
cana-3485	85	3	are	be	AUX
cana-3485	85	4	then	then	ADV
cana-3485	85	5	transmitted	transmit	VERB
cana-3485	85	6	over	over	ADP
cana-3485	85	7	a	a	DET
cana-3485	85	8	cloudflare	cloudflare	ADJ
cana-3485	85	9	server	server	NOUN
cana-3485	85	10	to	to	ADP
cana-3485	85	11	the	the	DET
cana-3485	85	12	backend	backend	NOUN
cana-3485	85	13	hosted	host	VERB
cana-3485	85	14	on	on	ADP
cana-3485	85	15	google	google	PROPN
cana-3485	85	16	colab	colab	PROPN
cana-3485	85	17	.	.	PUNCT
cana-3485	86	1	the	the	DET
cana-3485	86	2	colab	colab	PROPN
cana-3485	86	3	environment	environment	NOUN
cana-3485	86	4	then	then	ADV
cana-3485	86	5	loads	load	VERB
cana-3485	86	6	the	the	DET
cana-3485	86	7	fine	fine	ADV
cana-3485	86	8	-	-	PUNCT
cana-3485	86	9	tuned	tune	VERB
cana-3485	86	10	model	model	NOUN
cana-3485	86	11	from	from	ADP
cana-3485	86	12	google	google	PROPN
cana-3485	86	13	drive	drive	NOUN
cana-3485	86	14	and	and	CCONJ
cana-3485	86	15	processes	process	VERB
cana-3485	86	16	the	the	DET
cana-3485	86	17	user	user	NOUN
cana-3485	86	18	's	's	PART
cana-3485	86	19	input	input	NOUN
cana-3485	86	20	to	to	PART
cana-3485	86	21	produce	produce	VERB
cana-3485	86	22	a	a	DET
cana-3485	86	23	response	response	NOUN
cana-3485	86	24	.	.	PUNCT
cana-3485	87	1	thus	thus	ADV
cana-3485	87	2	,	,	PUNCT
cana-3485	87	3	it	it	PRON
cana-3485	87	4	passes	pass	VERB
cana-3485	87	5	the	the	DET
cana-3485	87	6	output	output	NOUN
cana-3485	87	7	back	back	ADV
cana-3485	87	8	through	through	ADP
cana-3485	87	9	the	the	DET
cana-3485	87	10	cloudflare	cloudflare	PROPN
cana-3485	87	11	server	server	NOUN
cana-3485	87	12	then	then	ADV
cana-3485	87	13	displays	display	VERB
cana-3485	87	14	on	on	ADP
cana-3485	87	15	the	the	DET
cana-3485	87	16	ui	ui	PROPN
cana-3485	87	17	.	.	PUNCT
cana-3485	88	1	so	so	ADV
cana-3485	88	2	,	,	PUNCT
cana-3485	88	3	it	it	PRON
cana-3485	88	4	makes	make	VERB
cana-3485	88	5	use	use	NOUN
cana-3485	88	6	of	of	ADP
cana-3485	88	7	cloudflare	cloudflare	NOUN
cana-3485	88	8	for	for	ADP
cana-3485	88	9	good	good	ADJ
cana-3485	88	10	routing	routing	NOUN
cana-3485	88	11	and	and	CCONJ
cana-3485	88	12	security	security	NOUN
cana-3485	88	13	purposes	purpose	NOUN
cana-3485	88	14	and	and	CCONJ
cana-3485	88	15	google	google	PROPN
cana-3485	88	16	colab	colab	PROPN
cana-3485	88	17	is	be	AUX
cana-3485	88	18	used	use	VERB
cana-3485	88	19	here	here	ADV
cana-3485	88	20	to	to	PART
cana-3485	88	21	provide	provide	VERB
cana-3485	88	22	the	the	DET
cana-3485	88	23	required	require	VERB
cana-3485	88	24	computational	computational	ADJ
cana-3485	88	25	power	power	NOUN
cana-3485	88	26	for	for	ADP
cana-3485	88	27	real	real	ADJ
cana-3485	88	28	-	-	PUNCT
cana-3485	88	29	time	time	NOUN
cana-3485	88	30	inference	inference	NOUN
cana-3485	88	31	.	.	PUNCT
cana-3485	89	1	fine	fine	ADJ
cana-3485	89	2	-	-	PUNCT
cana-3485	89	3	tuning	tuning	NOUN
cana-3485	89	4	with	with	ADP
cana-3485	89	5	unsloth	unsloth	NOUN
cana-3485	89	6	and	and	CCONJ
cana-3485	89	7	a	a	DET
cana-3485	89	8	strong	strong	ADJ
cana-3485	89	9	pipeline	pipeline	NOUN
cana-3485	89	10	for	for	ADP
cana-3485	89	11	deployment	deployment	NOUN
cana-3485	89	12	,	,	PUNCT
cana-3485	89	13	the	the	DET
cana-3485	89	14	llama-3.2	llama-3.2	NOUN
cana-3485	89	15	-	-	PUNCT
cana-3485	89	16	3b	3b	NUM
cana-3485	89	17	-	-	PUNCT
cana-3485	89	18	instruct	instruct	VERB
cana-3485	89	19	fine	fine	ADV
cana-3485	89	20	-	-	PUNCT
cana-3485	89	21	tuned	tune	VERB
cana-3485	89	22	model	model	NOUN
cana-3485	89	23	produces	produce	VERB
cana-3485	89	24	great	great	ADJ
cana-3485	89	25	results	result	NOUN
cana-3485	89	26	with	with	ADP
cana-3485	89	27	respect	respect	NOUN
cana-3485	89	28	to	to	ADP
cana-3485	89	29	the	the	DET
cana-3485	89	30	user	user	NOUN
cana-3485	89	31	needs	need	NOUN
cana-3485	89	32	.	.	PUNCT
cana-3485	90	1	scalability	scalability	NOUN
cana-3485	90	2	,	,	PUNCT
cana-3485	90	3	efficiency	efficiency	NOUN
cana-3485	90	4	,	,	PUNCT
cana-3485	90	5	and	and	CCONJ
cana-3485	90	6	user	user	NOUN
cana-3485	90	7	experience	experience	NOUN
cana-3485	90	8	form	form	VERB
cana-3485	90	9	the	the	DET
cana-3485	90	10	foundation	foundation	NOUN
cana-3485	90	11	of	of	ADP
cana-3485	90	12	this	this	DET
cana-3485	90	13	methodology	methodology	NOUN
cana-3485	90	14	in	in	ADP
cana-3485	90	15	enabling	enable	VERB
cana-3485	90	16	advanced	advanced	ADJ
cana-3485	90	17	ai	ai	ADJ
cana-3485	90	18	capabilities	capability	NOUN
cana-3485	90	19	into	into	ADP
cana-3485	90	20	real	real	ADJ
cana-3485	90	21	applications	application	NOUN
cana-3485	90	22	.	.	PUNCT
cana-3485	91	1	the	the	DET
cana-3485	91	2	infrastructure	infrastructure	NOUN
cana-3485	91	3	that	that	PRON
cana-3485	91	4	supports	support	VERB
cana-3485	91	5	cloud	cloud	NOUN
cana-3485	91	6	-	-	PUNCT
cana-3485	91	7	based	base	VERB
cana-3485	91	8	implementation	implementation	NOUN
cana-3485	91	9	with	with	ADP
cana-3485	91	10	secure	secure	ADJ
cana-3485	91	11	routing	routing	NOUN
cana-3485	91	12	mechanisms	mechanism	NOUN
cana-3485	91	13	enables	enable	VERB
cana-3485	91	14	it	it	PRON
cana-3485	91	15	to	to	PART
cana-3485	91	16	work	work	VERB
cana-3485	91	17	in	in	ADP
cana-3485	91	18	real	real	ADJ
cana-3485	91	19	-	-	PUNCT
cana-3485	91	20	time	time	NOUN
cana-3485	91	21	in	in	ADP
cana-3485	91	22	dealing	deal	VERB
cana-3485	91	23	with	with	ADP
cana-3485	91	24	queries	query	NOUN
cana-3485	91	25	from	from	ADP
cana-3485	91	26	users	user	NOUN
cana-3485	91	27	without	without	ADP
cana-3485	91	28	compromising	compromise	VERB
cana-3485	91	29	on	on	ADP
cana-3485	91	30	reliability	reliability	NOUN
cana-3485	91	31	and	and	CCONJ
cana-3485	91	32	performance	performance	NOUN
cana-3485	91	33	.	.	PUNCT
cana-3485	92	1	the	the	DET
cana-3485	92	2	combination	combination	NOUN
cana-3485	92	3	of	of	ADP
cana-3485	92	4	unsloth	unsloth	NOUN
cana-3485	92	5	for	for	ADP
cana-3485	92	6	fine	fine	ADV
cana-3485	92	7	-	-	PUNCT
cana-3485	92	8	tuning	tuning	NOUN
cana-3485	92	9	and	and	CCONJ
cana-3485	92	10	a	a	DET
cana-3485	92	11	robust	robust	ADJ
cana-3485	92	12	deployment	deployment	NOUN
cana-3485	92	13	pipeline	pipeline	NOUN
cana-3485	92	14	ensures	ensure	VERB
cana-3485	92	15	that	that	SCONJ
cana-3485	92	16	the	the	DET
cana-3485	92	17	fine	fine	ADV
cana-3485	92	18	-	-	PUNCT
cana-3485	92	19	tuned	tune	VERB
cana-3485	92	20	llama-3.2	llama-3.2	NOUN
cana-3485	92	21	-	-	PUNCT
cana-3485	92	22	3b	3b	NUM
cana-3485	92	23	-	-	PUNCT
cana-3485	92	24	instruct	instruct	NOUN
cana-3485	92	25	model	model	NOUN
cana-3485	92	26	delivers	deliver	VERB
cana-3485	92	27	high	high	ADJ
cana-3485	92	28	-	-	PUNCT
cana-3485	92	29	quality	quality	NOUN
cana-3485	92	30	responses	response	NOUN
cana-3485	92	31	tailored	tailor	VERB
cana-3485	92	32	to	to	ADP
cana-3485	92	33	user	user	NOUN
cana-3485	92	34	needs	need	NOUN
cana-3485	92	35	.	.	PUNCT
cana-3485	93	1	the	the	DET
cana-3485	93	2	methodology	methodology	NOUN
cana-3485	93	3	focuses	focus	VERB
cana-3485	93	4	on	on	ADP
cana-3485	93	5	scalability	scalability	NOUN
cana-3485	93	6	,	,	PUNCT
cana-3485	93	7	efficiency	efficiency	NOUN
cana-3485	93	8	,	,	PUNCT
cana-3485	93	9	and	and	CCONJ
cana-3485	93	10	user	user	NOUN
cana-3485	93	11	experience	experience	NOUN
cana-3485	93	12	,	,	PUNCT
cana-3485	93	13	enabling	enable	VERB
cana-3485	93	14	the	the	DET
cana-3485	93	15	integration	integration	NOUN
cana-3485	93	16	of	of	ADP
cana-3485	93	17	advanced	advanced	ADJ
cana-3485	93	18	ai	ai	VERB
cana-3485	93	19	capabilities	capability	NOUN
cana-3485	93	20	into	into	ADP
cana-3485	93	21	practical	practical	ADJ
cana-3485	93	22	applications	application	NOUN
cana-3485	93	23	.	.	PUNCT
cana-3485	94	1	by	by	ADP
cana-3485	94	2	leveraging	leverage	VERB
cana-3485	94	3	cloud	cloud	NOUN
cana-3485	94	4	-	-	PUNCT
cana-3485	94	5	based	base	VERB
cana-3485	94	6	infrastructure	infrastructure	NOUN
cana-3485	94	7	and	and	CCONJ
cana-3485	94	8	secure	secure	ADJ
cana-3485	94	9	routing	routing	NOUN
cana-3485	94	10	mechanisms	mechanism	NOUN
cana-3485	94	11	,	,	PUNCT
cana-3485	94	12	the	the	DET
cana-3485	94	13	system	system	NOUN
cana-3485	94	14	is	be	AUX
cana-3485	94	15	designed	design	VERB
cana-3485	94	16	to	to	PART
cana-3485	94	17	handle	handle	VERB
cana-3485	94	18	user	user	NOUN
cana-3485	94	19	queries	query	NOUN
cana-3485	94	20	in	in	ADP
cana-3485	94	21	real	real	ADJ
cana-3485	94	22	time	time	NOUN
cana-3485	94	23	while	while	SCONJ
cana-3485	94	24	maintaining	maintain	VERB
cana-3485	94	25	reliability	reliability	NOUN
cana-3485	94	26	and	and	CCONJ
cana-3485	94	27	performance	performance	NOUN
cana-3485	94	28	.	.	PUNCT
cana-3485	95	1	fig	fig	NOUN
cana-3485	95	2	.	.	PUNCT
cana-3485	96	1	1	1	NUM
cana-3485	96	2	system	system	NOUN
cana-3485	96	3	flow	flow	NOUN
cana-3485	96	4	4	4	NUM
cana-3485	96	5	.	.	PUNCT
cana-3485	96	6	results	result	NOUN
cana-3485	96	7	and	and	CCONJ
cana-3485	96	8	discussion	discussion	NOUN
cana-3485	96	9	it	it	PRON
cana-3485	96	10	effectively	effectively	ADV
cana-3485	96	11	demonstrated	demonstrate	VERB
cana-3485	96	12	the	the	DET
cana-3485	96	13	capabilities	capability	NOUN
cana-3485	96	14	of	of	ADP
cana-3485	96	15	the	the	DET
cana-3485	96	16	chatbot	chatbot	NOUN
cana-3485	96	17	while	while	SCONJ
cana-3485	96	18	answering	answer	VERB
cana-3485	96	19	the	the	DET
cana-3485	96	20	most	most	ADV
cana-3485	96	21	frequently	frequently	ADV
cana-3485	96	22	asked	ask	VERB
cana-3485	96	23	questions	question	NOUN
cana-3485	96	24	by	by	ADP
cana-3485	96	25	the	the	DET
cana-3485	96	26	university	university	NOUN
cana-3485	96	27	;	;	PUNCT
cana-3485	96	28	it	it	PRON
cana-3485	96	29	proved	prove	VERB
cana-3485	96	30	highly	highly	ADV
cana-3485	96	31	accurate	accurate	ADJ
cana-3485	96	32	and	and	CCONJ
cana-3485	96	33	sensitive	sensitive	ADJ
cana-3485	96	34	to	to	ADP
cana-3485	96	35	university	university	NOUN
cana-3485	96	36	-	-	PUNCT
cana-3485	96	37	related	relate	VERB
cana-3485	96	38	faqs	faq	NOUN
cana-3485	96	39	,	,	PUNCT
cana-3485	96	40	with	with	ADP
cana-3485	96	41	the	the	DET
cana-3485	96	42	fine	fine	ADV
cana-3485	96	43	-	-	PUNCT
cana-3485	96	44	tuned	tune	VERB
cana-3485	96	45	model	model	NOUN
cana-3485	96	46	relying	rely	VERB
cana-3485	96	47	on	on	ADP
cana-3485	96	48	meta	meta	PROPN
cana-3485	96	49	's	's	PART
cana-3485	96	50	llama-3.2	llama-3.2	NOUN
cana-3485	96	51	-	-	PUNCT
cana-3485	96	52	3b	3b	NUM
cana-3485	96	53	-	-	PUNCT
cana-3485	96	54	instruct	instruct	NOUN
cana-3485	96	55	,	,	PUNCT
cana-3485	96	56	further	far	ADV
cana-3485	96	57	improved	improve	VERB
cana-3485	96	58	through	through	ADP
cana-3485	96	59	the	the	DET
cana-3485	96	60	unsloth	unsloth	NOUN
cana-3485	96	61	library	library	NOUN
cana-3485	96	62	.	.	PUNCT
cana-3485	97	1	the	the	DET
cana-3485	97	2	chatbot	chatbot	NOUN
cana-3485	97	3	was	be	AUX
cana-3485	97	4	exposed	expose	VERB
cana-3485	97	5	to	to	ADP
cana-3485	97	6	a	a	DET
cana-3485	97	7	huge	huge	ADJ
cana-3485	97	8	variety	variety	NOUN
cana-3485	97	9	of	of	ADP
cana-3485	97	10	inputs	input	NOUN
cana-3485	97	11	during	during	ADP
cana-3485	97	12	its	its	PRON
cana-3485	97	13	testing	testing	NOUN
cana-3485	97	14	period	period	NOUN
cana-3485	97	15	,	,	PUNCT
cana-3485	97	16	maintaining	maintain	VERB
cana-3485	97	17	the	the	DET
cana-3485	97	18	coherence	coherence	NOUN
cana-3485	97	19	and	and	CCONJ
cana-3485	97	20	accuracy	accuracy	NOUN
cana-3485	97	21	of	of	ADP
cana-3485	97	22	replies	reply	NOUN
cana-3485	97	23	in	in	ADP
cana-3485	97	24	over	over	ADP
cana-3485	97	25	90	90	NUM
cana-3485	97	26	%	%	NOUN
cana-3485	97	27	cases	case	NOUN
cana-3485	97	28	.	.	PUNCT
cana-3485	98	1	the	the	DET
cana-3485	98	2	chatbot	chatbot	NOUN
cana-3485	98	3	had	have	VERB
cana-3485	98	4	a	a	DET
cana-3485	98	5	smooth	smooth	ADJ
cana-3485	98	6	interface	interface	NOUN
cana-3485	98	7	with	with	ADP
cana-3485	98	8	the	the	DET
cana-3485	98	9	users	user	NOUN
cana-3485	98	10	,	,	PUNCT
cana-3485	98	11	and	and	CCONJ
cana-3485	98	12	the	the	DET
cana-3485	98	13	response	response	NOUN
cana-3485	98	14	was	be	AUX
cana-3485	98	15	processed	process	VERB
cana-3485	98	16	in	in	ADP
cana-3485	98	17	real	real	ADJ
cana-3485	98	18	time	time	NOUN
cana-3485	98	19	through	through	ADP
cana-3485	98	20	the	the	DET
cana-3485	98	21	google	google	PROPN
cana-3485	98	22	colab	colab	PROPN
cana-3485	98	23	backend	backend	PROPN
cana-3485	98	24	and	and	CCONJ
cana-3485	98	25	forwarded	forwarded	ADJ
cana-3485	98	26	communications	communication	NOUN
cana-3485	98	27	on	on	ADP
cana-3485	98	28	applied	apply	VERB
cana-3485	98	29	nonlinear	nonlinear	ADJ
cana-3485	98	30	analysis	analysis	NOUN
cana-3485	98	31	issn	issn	NOUN
cana-3485	98	32	:	:	PUNCT
cana-3485	98	33	1074	1074	NUM
cana-3485	98	34	-	-	PUNCT
cana-3485	98	35	133x	133x	NUM
cana-3485	98	36	vol	vol	NOUN
cana-3485	98	37	32	32	NUM
cana-3485	98	38	no	no	NOUN
cana-3485	98	39	.	.	PUNCT
cana-3485	99	1	7s	7	NOUN
cana-3485	99	2	(	(	PUNCT
cana-3485	99	3	2025	2025	NUM
cana-3485	99	4	)	)	PUNCT
cana-3485	99	5	786	786	NUM
cana-3485	99	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3485	99	7	securely	securely	ADV
cana-3485	99	8	through	through	ADP
cana-3485	99	9	cloudflare	cloudflare	ADJ
cana-3485	99	10	servers	server	NOUN
cana-3485	99	11	.	.	PUNCT
cana-3485	100	1	therefore	therefore	ADV
cana-3485	100	2	,	,	PUNCT
cana-3485	100	3	the	the	DET
cana-3485	100	4	architecture	architecture	NOUN
cana-3485	100	5	of	of	ADP
cana-3485	100	6	the	the	DET
cana-3485	100	7	system	system	NOUN
cana-3485	100	8	ensures	ensure	VERB
cana-3485	100	9	low	low	ADJ
cana-3485	100	10	latency	latency	NOUN
cana-3485	100	11	and	and	CCONJ
cana-3485	100	12	reliable	reliable	ADJ
cana-3485	100	13	performance	performance	NOUN
cana-3485	100	14	even	even	ADV
cana-3485	100	15	with	with	ADP
cana-3485	100	16	moderate	moderate	ADJ
cana-3485	100	17	usage	usage	NOUN
cana-3485	100	18	loads	load	NOUN
cana-3485	100	19	.	.	PUNCT
cana-3485	101	1	one	one	NUM
cana-3485	101	2	of	of	ADP
cana-3485	101	3	the	the	DET
cana-3485	101	4	interesting	interesting	ADJ
cana-3485	101	5	observations	observation	NOUN
cana-3485	101	6	was	be	AUX
cana-3485	101	7	that	that	SCONJ
cana-3485	101	8	the	the	DET
cana-3485	101	9	chatbot	chatbot	NOUN
cana-3485	101	10	can	can	AUX
cana-3485	101	11	generalize	generalize	VERB
cana-3485	101	12	responses	response	NOUN
cana-3485	101	13	to	to	ADP
cana-3485	101	14	queries	query	NOUN
cana-3485	101	15	which	which	PRON
cana-3485	101	16	were	be	AUX
cana-3485	101	17	not	not	PART
cana-3485	101	18	expected	expect	VERB
cana-3485	101	19	by	by	ADP
cana-3485	101	20	it	it	PRON
cana-3485	101	21	,	,	PUNCT
cana-3485	101	22	showing	show	VERB
cana-3485	101	23	the	the	DET
cana-3485	101	24	robustness	robustness	NOUN
cana-3485	101	25	of	of	ADP
cana-3485	101	26	the	the	DET
cana-3485	101	27	fine	fine	ADV
cana-3485	101	28	-	-	PUNCT
cana-3485	101	29	tuning	tune	VERB
cana-3485	101	30	process	process	NOUN
cana-3485	101	31	.	.	PUNCT
cana-3485	102	1	should	should	AUX
cana-3485	102	2	have	have	AUX
cana-3485	102	3	signalled	signal	VERB
cana-3485	102	4	the	the	DET
cana-3485	102	5	data	datum	NOUN
cana-3485	102	6	refinement	refinement	NOUN
cana-3485	102	7	inadequacy	inadequacy	NOUN
cana-3485	102	8	,	,	PUNCT
cana-3485	102	9	as	as	SCONJ
cana-3485	102	10	doubts	doubt	NOUN
cana-3485	102	11	,	,	PUNCT
cana-3485	102	12	not	not	PART
cana-3485	102	13	easily	easily	ADV
cana-3485	102	14	clear	clear	ADJ
cana-3485	102	15	,	,	PUNCT
cana-3485	102	16	or	or	CCONJ
cana-3485	102	17	too	too	ADV
cana-3485	102	18	much	much	ADJ
cana-3485	102	19	domain	domain	NOUN
cana-3485	102	20	questions	question	NOUN
cana-3485	102	21	were	be	AUX
cana-3485	102	22	posed	pose	VERB
cana-3485	102	23	.	.	PUNCT
cana-3485	103	1	feedback	feedback	NOUN
cana-3485	103	2	from	from	ADP
cana-3485	103	3	users	user	NOUN
cana-3485	103	4	suggests	suggest	VERB
cana-3485	103	5	ease	ease	NOUN
cana-3485	103	6	of	of	ADP
cana-3485	103	7	interaction	interaction	NOUN
cana-3485	103	8	and	and	CCONJ
cana-3485	103	9	clear	clear	ADJ
cana-3485	103	10	responses	response	NOUN
cana-3485	103	11	,	,	PUNCT
cana-3485	103	12	although	although	SCONJ
cana-3485	103	13	indications	indication	NOUN
cana-3485	103	14	point	point	VERB
cana-3485	103	15	at	at	ADP
cana-3485	103	16	areas	area	NOUN
cana-3485	103	17	for	for	ADP
cana-3485	103	18	improvement	improvement	NOUN
cana-3485	103	19	such	such	ADJ
cana-3485	103	20	as	as	ADP
cana-3485	103	21	conversational	conversational	ADJ
cana-3485	103	22	flow	flow	NOUN
cana-3485	103	23	and	and	CCONJ
cana-3485	103	24	multimedia	multimedia	NOUN
cana-3485	103	25	-	-	PUNCT
cana-3485	103	26	based	base	VERB
cana-3485	103	27	query	query	NOUN
cana-3485	103	28	support	support	NOUN
cana-3485	103	29	.	.	PUNCT
cana-3485	104	1	the	the	DET
cana-3485	104	2	main	main	ADJ
cana-3485	104	3	thing	thing	NOUN
cana-3485	104	4	to	to	PART
cana-3485	104	5	highlight	highlight	VERB
cana-3485	104	6	here	here	ADV
cana-3485	104	7	is	be	AUX
cana-3485	104	8	that	that	SCONJ
cana-3485	104	9	the	the	DET
cana-3485	104	10	chatbot	chatbot	NOUN
cana-3485	104	11	has	have	AUX
cana-3485	104	12	always	always	ADV
cana-3485	104	13	proven	prove	VERB
cana-3485	104	14	itself	itself	PRON
cana-3485	104	15	to	to	PART
cana-3485	104	16	be	be	AUX
cana-3485	104	17	very	very	ADV
cana-3485	104	18	accurate	accurate	ADJ
cana-3485	104	19	and	and	CCONJ
cana-3485	104	20	efficient	efficient	ADJ
cana-3485	104	21	in	in	ADP
cana-3485	104	22	performing	perform	VERB
cana-3485	104	23	its	its	PRON
cana-3485	104	24	primary	primary	ADJ
cana-3485	104	25	task	task	NOUN
cana-3485	104	26	,	,	PUNCT
cana-3485	104	27	which	which	PRON
cana-3485	104	28	is	be	AUX
cana-3485	104	29	answering	answer	VERB
cana-3485	104	30	a	a	DET
cana-3485	104	31	large	large	ADJ
cana-3485	104	32	number	number	NOUN
cana-3485	104	33	of	of	ADP
cana-3485	104	34	questions	question	NOUN
cana-3485	104	35	.	.	PUNCT
cana-3485	105	1	still	still	ADV
cana-3485	105	2	,	,	PUNCT
cana-3485	105	3	it	it	PRON
cana-3485	105	4	may	may	AUX
cana-3485	105	5	offer	offer	VERB
cana-3485	105	6	a	a	DET
cana-3485	105	7	scalable	scalable	ADJ
cana-3485	105	8	solution	solution	NOUN
cana-3485	105	9	to	to	PART
cana-3485	105	10	greatly	greatly	ADV
cana-3485	105	11	improve	improve	VERB
cana-3485	105	12	the	the	DET
cana-3485	105	13	management	management	NOUN
cana-3485	105	14	of	of	ADP
cana-3485	105	15	frequently	frequently	ADV
cana-3485	105	16	asked	ask	VERB
cana-3485	105	17	questions	question	NOUN
cana-3485	105	18	in	in	ADP
cana-3485	105	19	the	the	DET
cana-3485	105	20	university	university	NOUN
cana-3485	105	21	environment	environment	NOUN
cana-3485	105	22	.	.	PUNCT
cana-3485	106	1	future	future	ADJ
cana-3485	106	2	development	development	NOUN
cana-3485	106	3	might	might	AUX
cana-3485	106	4	focus	focus	VERB
cana-3485	106	5	on	on	ADP
cana-3485	106	6	increasing	increase	VERB
cana-3485	106	7	the	the	DET
cana-3485	106	8	size	size	NOUN
cana-3485	106	9	of	of	ADP
cana-3485	106	10	the	the	DET
cana-3485	106	11	dataset	dataset	NOUN
cana-3485	106	12	used	use	VERB
cana-3485	106	13	by	by	ADP
cana-3485	106	14	the	the	DET
cana-3485	106	15	chatbot	chatbot	NOUN
cana-3485	106	16	or	or	CCONJ
cana-3485	106	17	on	on	ADP
cana-3485	106	18	more	more	ADV
cana-3485	106	19	advanced	advanced	ADJ
cana-3485	106	20	and	and	CCONJ
cana-3485	106	21	complex	complex	ADJ
cana-3485	106	22	techniques	technique	NOUN
cana-3485	106	23	within	within	ADP
cana-3485	106	24	natural	natural	ADJ
cana-3485	106	25	language	language	NOUN
cana-3485	106	26	understanding	understanding	NOUN
cana-3485	106	27	,	,	PUNCT
cana-3485	106	28	with	with	ADP
cana-3485	106	29	the	the	DET
cana-3485	106	30	aim	aim	NOUN
cana-3485	106	31	of	of	ADP
cana-3485	106	32	greatly	greatly	ADV
cana-3485	106	33	improving	improve	VERB
cana-3485	106	34	performance	performance	NOUN
cana-3485	106	35	in	in	ADP
cana-3485	106	36	general	general	ADJ
cana-3485	106	37	.	.	PUNCT
cana-3485	107	1	there	there	PRON
cana-3485	107	2	can	can	AUX
cana-3485	107	3	be	be	AUX
cana-3485	107	4	various	various	ADJ
cana-3485	107	5	categories	category	NOUN
cana-3485	107	6	of	of	ADP
cana-3485	107	7	prompts	prompt	NOUN
cana-3485	107	8	/	/	SYM
cana-3485	107	9	test	test	NOUN
cana-3485	107	10	-	-	PUNCT
cana-3485	107	11	cases	case	NOUN
cana-3485	107	12	that	that	PRON
cana-3485	107	13	we	we	PRON
cana-3485	107	14	would	would	AUX
cana-3485	107	15	be	be	AUX
cana-3485	107	16	feeding	feed	VERB
cana-3485	107	17	to	to	ADP
cana-3485	107	18	our	our	PRON
cana-3485	107	19	chatbot	chatbot	NOUN
cana-3485	107	20	for	for	ADP
cana-3485	107	21	query	query	NOUN
cana-3485	107	22	comparison	comparison	NOUN
cana-3485	107	23	and	and	CCONJ
cana-3485	107	24	analysis	analysis	NOUN
cana-3485	107	25	.	.	PUNCT
cana-3485	108	1	currently	currently	ADV
cana-3485	108	2	we	we	PRON
cana-3485	108	3	can	can	AUX
cana-3485	108	4	deduce	deduce	VERB
cana-3485	108	5	some	some	DET
cana-3485	108	6	categories	category	NOUN
cana-3485	108	7	like	like	ADP
cana-3485	108	8	,	,	PUNCT
cana-3485	108	9	collegespecific	collegespecific	ADJ
cana-3485	108	10	/	/	SYM
cana-3485	108	11	direct	direct	ADJ
cana-3485	108	12	query	query	NOUN
cana-3485	108	13	,	,	PUNCT
cana-3485	108	14	comparison	comparison	NOUN
cana-3485	108	15	query	query	NOUN
cana-3485	108	16	,	,	PUNCT
cana-3485	108	17	feasibility	feasibility	NOUN
cana-3485	108	18	query	query	NOUN
cana-3485	108	19	,	,	PUNCT
cana-3485	108	20	general	general	ADJ
cana-3485	108	21	admission	admission	NOUN
cana-3485	108	22	guidance	guidance	NOUN
cana-3485	108	23	query	query	NOUN
cana-3485	108	24	and	and	CCONJ
cana-3485	108	25	some	some	DET
cana-3485	108	26	other	other	ADJ
cana-3485	108	27	admission	admission	NOUN
cana-3485	108	28	process	process	NOUN
cana-3485	108	29	related	relate	VERB
cana-3485	108	30	queries	query	NOUN
cana-3485	108	31	:	:	PUNCT
cana-3485	108	32	test	test	NOUN
cana-3485	108	33	-	-	PUNCT
cana-3485	108	34	case	case	NOUN
cana-3485	108	35	1	1	NUM
cana-3485	108	36	(	(	PUNCT
cana-3485	108	37	college	college	NOUN
cana-3485	108	38	-	-	PUNCT
cana-3485	108	39	specific	specific	ADJ
cana-3485	108	40	queries	query	NOUN
cana-3485	108	41	):	):	PUNCT
cana-3485	108	42	test	test	NOUN
cana-3485	108	43	-	-	PUNCT
cana-3485	108	44	case	case	NOUN
cana-3485	108	45	2	2	NUM
cana-3485	108	46	(	(	PUNCT
cana-3485	108	47	comparison	comparison	NOUN
cana-3485	108	48	queries	query	NOUN
cana-3485	108	49	):	):	PUNCT
cana-3485	108	50	test	test	NOUN
cana-3485	108	51	-	-	PUNCT
cana-3485	108	52	case	case	NOUN
cana-3485	108	53	3	3	NUM
cana-3485	108	54	(	(	PUNCT
cana-3485	108	55	feasibility	feasibility	NOUN
cana-3485	108	56	queries	query	NOUN
cana-3485	108	57	):	):	PUNCT
cana-3485	108	58	references	reference	NOUN
cana-3485	108	59	[	[	X
cana-3485	108	60	1	1	NUM
cana-3485	108	61	]	]	X
cana-3485	108	62	n.	n.	PROPN
cana-3485	108	63	r.	r.	PROPN
cana-3485	108	64	a.	a.	PROPN
cana-3485	108	65	s.	s.	PROPN
cana-3485	108	66	s.	s.	PROPN
cana-3485	108	67	bhavika	bhavika	PROPN
cana-3485	108	68	r.	r.	PROPN
cana-3485	108	69	ranoliya∗	ranoliya∗	PROPN
cana-3485	108	70	,	,	PUNCT
cana-3485	108	71	"	"	PUNCT
cana-3485	108	72	chatbot	chatbot	NOUN
cana-3485	108	73	for	for	ADP
cana-3485	108	74	university	university	NOUN
cana-3485	108	75	related	relate	VERB
cana-3485	108	76	faqs	faq	NOUN
cana-3485	108	77	,	,	PUNCT
cana-3485	108	78	"	"	PUNCT
cana-3485	108	79	in	in	ADP
cana-3485	108	80	icacci	icacci	PROPN
cana-3485	108	81	,	,	PUNCT
cana-3485	108	82	2017	2017	NUM
cana-3485	108	83	.	.	PUNCT
cana-3485	109	1	[	[	X
cana-3485	109	2	2	2	NUM
cana-3485	109	3	]	]	PUNCT
cana-3485	109	4	m.	m.	NOUN
cana-3485	109	5	h.	h.	PROPN
cana-3485	109	6	c.	c.	PROPN
cana-3485	109	7	h.	h.	PROPN
cana-3485	109	8	a.	a.	PROPN
cana-3485	109	9	z.	z.	PROPN
cana-3485	109	10	z.	z.	PROPN
cana-3485	109	11	b.	b.	PROPN
cana-3485	109	12	nahdatul	nahdatul	PROPN
cana-3485	109	13	akma	akma	PROPN
cana-3485	109	14	ahmad	ahmad	PROPN
cana-3485	109	15	,	,	PUNCT
cana-3485	109	16	"	"	PUNCT
cana-3485	109	17	unisel	unisel	ADJ
cana-3485	109	18	bot	bot	NOUN
cana-3485	109	19	:	:	PUNCT
cana-3485	109	20	designing	design	VERB
cana-3485	109	21	simple	simple	ADJ
cana-3485	109	22	chatbot	chatbot	NOUN
cana-3485	109	23	system	system	NOUN
cana-3485	109	24	for	for	ADP
cana-3485	109	25	university	university	NOUN
cana-3485	109	26	faqs	faq	NOUN
cana-3485	109	27	,	,	PUNCT
cana-3485	109	28	"	"	PUNCT
cana-3485	109	29	international	international	ADJ
cana-3485	109	30	journal	journal	NOUN
cana-3485	109	31	of	of	ADP
cana-3485	109	32	innovative	innovative	ADJ
cana-3485	109	33	technology	technology	NOUN
cana-3485	109	34	and	and	CCONJ
cana-3485	109	35	exploring	explore	VERB
cana-3485	109	36	engineering	engineering	NOUN
cana-3485	109	37	(	(	PUNCT
cana-3485	109	38	ijitee	ijitee	NOUN
cana-3485	109	39	)	)	PUNCT
cana-3485	109	40	,	,	PUNCT
cana-3485	109	41	vol	vol	NOUN
cana-3485	109	42	.	.	PROPN
cana-3485	110	1	9	9	NUM
cana-3485	110	2	,	,	PUNCT
cana-3485	110	3	no	no	INTJ
cana-3485	110	4	.	.	NOUN
cana-3485	110	5	2	2	NUM
cana-3485	110	6	,	,	PUNCT
cana-3485	110	7	p.	p.	NOUN
cana-3485	110	8	5	5	NUM
cana-3485	110	9	,	,	PUNCT
cana-3485	110	10	2019	2019	NUM
cana-3485	110	11	.	.	PUNCT
cana-3485	111	1	[	[	X
cana-3485	111	2	3	3	X
cana-3485	111	3	]	]	X
cana-3485	111	4	d.	d.	PROPN
cana-3485	111	5	b.	b.	PROPN
cana-3485	111	6	d.	d.	PROPN
cana-3485	111	7	v	v	PROPN
cana-3485	111	8	,	,	PUNCT
cana-3485	111	9	"	"	PUNCT
cana-3485	111	10	a	a	DET
cana-3485	111	11	proposed	propose	VERB
cana-3485	111	12	cognitive	cognitive	ADJ
cana-3485	111	13	framework	framework	NOUN
cana-3485	111	14	model	model	NOUN
cana-3485	111	15	for	for	ADP
cana-3485	111	16	a	a	DET
cana-3485	111	17	student	student	NOUN
cana-3485	111	18	support	support	NOUN
cana-3485	111	19	chatbot	chatbot	NOUN
cana-3485	111	20	in	in	ADP
cana-3485	111	21	a	a	DET
cana-3485	111	22	higher	high	ADJ
cana-3485	111	23	education	education	NOUN
cana-3485	111	24	institution	institution	NOUN
cana-3485	111	25	"	"	PUNCT
cana-3485	111	26	.	.	PUNCT
cana-3485	112	1	communications	communication	NOUN
cana-3485	112	2	on	on	ADP
cana-3485	112	3	applied	apply	VERB
cana-3485	112	4	nonlinear	nonlinear	ADJ
cana-3485	112	5	analysis	analysis	NOUN
cana-3485	112	6	issn	issn	NOUN
cana-3485	112	7	:	:	PUNCT
cana-3485	112	8	1074	1074	NUM
cana-3485	112	9	-	-	PUNCT
cana-3485	112	10	133x	133x	NUM
cana-3485	112	11	vol	vol	NOUN
cana-3485	112	12	32	32	NUM
cana-3485	112	13	no	no	NOUN
cana-3485	112	14	.	.	PUNCT
cana-3485	113	1	7s	7	NOUN
cana-3485	113	2	(	(	PUNCT
cana-3485	113	3	2025	2025	NUM
cana-3485	113	4	)	)	PUNCT
cana-3485	114	1	787	787	NUM
cana-3485	114	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3485	115	1	[	[	X
cana-3485	115	2	4	4	X
cana-3485	115	3	]	]	PUNCT
cana-3485	115	4	s.	s.	PROPN
cana-3485	115	5	s.	s.	PROPN
cana-3485	115	6	v.	v.	PROPN
cana-3485	115	7	d.	d.	PROPN
cana-3485	115	8	b.	b.	PROPN
cana-3485	115	9	k.	k.	PROPN
cana-3485	115	10	a.	a.	PROPN
cana-3485	116	1	v.	v.	ADP
cana-3485	116	2	harshita	harshita	PROPN
cana-3485	116	3	mangotra1	mangotra1	PROPN
cana-3485	116	4	,	,	PUNCT
cana-3485	116	5	"	"	PUNCT
cana-3485	116	6	university	university	NOUN
cana-3485	116	7	auto	auto	NOUN
cana-3485	116	8	reply	reply	NOUN
cana-3485	116	9	faq	faq	NOUN
cana-3485	116	10	chatbot	chatbot	NOUN
cana-3485	116	11	using	use	VERB
cana-3485	116	12	nlp	nlp	NOUN
cana-3485	116	13	and	and	CCONJ
cana-3485	116	14	neural	neural	ADJ
cana-3485	116	15	networks	network	NOUN
cana-3485	116	16	,	,	PUNCT
cana-3485	116	17	"	"	PUNCT
cana-3485	116	18	artificial	artificial	ADJ
cana-3485	116	19	intelligence	intelligence	NOUN
cana-3485	116	20	and	and	CCONJ
cana-3485	116	21	applications	application	NOUN
cana-3485	116	22	,	,	PUNCT
cana-3485	116	23	vol	vol	NOUN
cana-3485	116	24	.	.	PROPN
cana-3485	116	25	2	2	NUM
cana-3485	116	26	,	,	PUNCT
cana-3485	116	27	no	no	INTJ
cana-3485	116	28	.	.	NOUN
cana-3485	116	29	2	2	NUM
cana-3485	116	30	,	,	PUNCT
cana-3485	116	31	p.	p.	NOUN
cana-3485	116	32	9	9	NUM
cana-3485	116	33	,	,	PUNCT
cana-3485	116	34	2024	2024	NUM
cana-3485	116	35	.	.	PUNCT
cana-3485	117	1	[	[	X
cana-3485	117	2	5	5	X
cana-3485	117	3	]	]	PUNCT
cana-3485	117	4	e.	e.	PROPN
cana-3485	117	5	s.	s.	PROPN
cana-3485	117	6	simon	simon	PROPN
cana-3485	117	7	prananta	prananta	PROPN
cana-3485	117	8	barus1	barus1	PROPN
cana-3485	117	9	,	,	PUNCT
cana-3485	117	10	"	"	PUNCT
cana-3485	117	11	chatbot	chatbot	NOUN
cana-3485	117	12	with	with	ADP
cana-3485	117	13	dialogflow	dialogflow	NOUN
cana-3485	117	14	for	for	ADP
cana-3485	117	15	faq	faq	NOUN
cana-3485	117	16	services	service	NOUN
cana-3485	117	17	in	in	ADP
cana-3485	117	18	matana	matana	PROPN
cana-3485	117	19	university	university	NOUN
cana-3485	117	20	library	library	NOUN
cana-3485	117	21	,	,	PUNCT
cana-3485	117	22	"	"	PUNCT
cana-3485	117	23	international	international	ADJ
cana-3485	117	24	journal	journal	NOUN
cana-3485	117	25	of	of	ADP
cana-3485	117	26	informatics	informatic	NOUN
cana-3485	117	27	and	and	CCONJ
cana-3485	117	28	computation	computation	NOUN
cana-3485	117	29	(	(	PUNCT
cana-3485	117	30	ijicom	ijicom	PROPN
cana-3485	117	31	)	)	PUNCT
cana-3485	117	32	,	,	PUNCT
cana-3485	117	33	vol	vol	NOUN
cana-3485	117	34	.	.	PROPN
cana-3485	118	1	3	3	NUM
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cana-3485	120	3	]	]	PUNCT
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