id	sid	tid	token	lemma	pos
cana-5689	1	1	communications	communication	NOUN
cana-5689	1	2	on	on	ADP
cana-5689	1	3	applied	apply	VERB
cana-5689	1	4	nonlinear	nonlinear	ADJ
cana-5689	1	5	analysis	analysis	NOUN
cana-5689	1	6	issn	issn	NOUN
cana-5689	1	7	:	:	PUNCT
cana-5689	1	8	1074	1074	NUM
cana-5689	1	9	-	-	PUNCT
cana-5689	1	10	133x	133x	NUM
cana-5689	1	11	vol	vol	NOUN
cana-5689	1	12	32	32	NUM
cana-5689	1	13	no	no	NOUN
cana-5689	1	14	.	.	PUNCT
cana-5689	2	1	4s	4s	NUM
cana-5689	2	2	(	(	PUNCT
cana-5689	2	3	2025	2025	NUM
cana-5689	2	4	)	)	PUNCT
cana-5689	2	5	720	720	NUM
cana-5689	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	2	7	ai	ai	NOUN
cana-5689	2	8	-	-	PUNCT
cana-5689	2	9	based	base	VERB
cana-5689	2	10	faculty	faculty	NOUN
cana-5689	2	11	assistance	assistance	NOUN
cana-5689	2	12	system	system	NOUN
cana-5689	2	13	archana	archana	PROPN
cana-5689	2	14	burjwale	burjwale	PROPN
cana-5689	2	15	,	,	PUNCT
cana-5689	2	16	pradnyesh	pradnyesh	NOUN
cana-5689	2	17	ravane	ravane	NOUN
cana-5689	2	18	,	,	PUNCT
cana-5689	2	19	prajyot	prajyot	NOUN
cana-5689	2	20	borikar	borikar	NOUN
cana-5689	2	21	,	,	PUNCT
cana-5689	2	22	pranav	pranav	PROPN
cana-5689	2	23	ratanalikar	ratanalikar	PROPN
cana-5689	2	24	,	,	PUNCT
cana-5689	2	25	vedant	vedant	PROPN
cana-5689	2	26	rawale	rawale	PROPN
cana-5689	2	27	department	department	PROPN
cana-5689	2	28	of	of	ADP
cana-5689	2	29	computer	computer	NOUN
cana-5689	2	30	science	science	NOUN
cana-5689	2	31	and	and	CCONJ
cana-5689	2	32	engineering	engineering	NOUN
cana-5689	2	33	(	(	PUNCT
cana-5689	2	34	artificial	artificial	ADJ
cana-5689	2	35	intelligence	intelligence	NOUN
cana-5689	2	36	)	)	PUNCT
cana-5689	2	37	vishwakarma	vishwakarma	PROPN
cana-5689	2	38	institute	institute	PROPN
cana-5689	2	39	of	of	ADP
cana-5689	2	40	technology	technology	PROPN
cana-5689	2	41	,	,	PUNCT
cana-5689	2	42	pune	pune	NOUN
cana-5689	2	43	,	,	PUNCT
cana-5689	2	44	411037	411037	NUM
cana-5689	2	45	,	,	PUNCT
cana-5689	2	46	maharashtra	maharashtra	PROPN
cana-5689	2	47	,	,	PUNCT
cana-5689	2	48	india	india	PROPN
cana-5689	2	49	article	article	PROPN
cana-5689	2	50	history	history	NOUN
cana-5689	2	51	:	:	PUNCT
cana-5689	2	52	received	receive	VERB
cana-5689	2	53	:	:	PUNCT
cana-5689	2	54	12	12	NUM
cana-5689	2	55	-	-	SYM
cana-5689	2	56	01	01	NUM
cana-5689	2	57	-	-	PUNCT
cana-5689	2	58	2025	2025	NUM
cana-5689	2	59	revised	revise	VERB
cana-5689	2	60	:	:	PUNCT
cana-5689	2	61	15	15	NUM
cana-5689	2	62	-	-	NUM
cana-5689	2	63	02	02	NUM
cana-5689	2	64	-	-	PUNCT
cana-5689	2	65	2025	2025	NUM
cana-5689	2	66	accepted	accept	VERB
cana-5689	2	67	:	:	PUNCT
cana-5689	2	68	01	01	NUM
cana-5689	2	69	-	-	SYM
cana-5689	2	70	03	03	NUM
cana-5689	2	71	-	-	PUNCT
cana-5689	2	72	2025	2025	NUM
cana-5689	2	73	abstract	abstract	NOUN
cana-5689	2	74	—	—	PUNCT
cana-5689	2	75	this	this	DET
cana-5689	2	76	paper	paper	NOUN
cana-5689	2	77	presents	present	VERB
cana-5689	2	78	the	the	DET
cana-5689	2	79	development	development	NOUN
cana-5689	2	80	and	and	CCONJ
cana-5689	2	81	implementation	implementation	NOUN
cana-5689	2	82	of	of	ADP
cana-5689	2	83	an	an	DET
cana-5689	2	84	ai	ai	NOUN
cana-5689	2	85	-	-	PUNCT
cana-5689	2	86	based	base	VERB
cana-5689	2	87	faculty	faculty	NOUN
cana-5689	2	88	assistance	assistance	NOUN
cana-5689	2	89	system	system	NOUN
cana-5689	2	90	that	that	PRON
cana-5689	2	91	integrates	integrate	VERB
cana-5689	2	92	multiple	multiple	ADJ
cana-5689	2	93	academic	academic	ADJ
cana-5689	2	94	functionalities	functionality	NOUN
cana-5689	2	95	into	into	ADP
cana-5689	2	96	a	a	DET
cana-5689	2	97	unified	unified	ADJ
cana-5689	2	98	platform	platform	NOUN
cana-5689	2	99	.	.	PUNCT
cana-5689	3	1	the	the	DET
cana-5689	3	2	core	core	NOUN
cana-5689	3	3	component	component	NOUN
cana-5689	3	4	is	be	AUX
cana-5689	3	5	an	an	DET
cana-5689	3	6	automated	automate	VERB
cana-5689	3	7	attendance	attendance	NOUN
cana-5689	3	8	system	system	NOUN
cana-5689	3	9	utilizing	utilize	VERB
cana-5689	3	10	facial	facial	ADJ
cana-5689	3	11	recognition	recognition	NOUN
cana-5689	3	12	technology	technology	NOUN
cana-5689	3	13	.	.	PUNCT
cana-5689	4	1	additionally	additionally	ADV
cana-5689	4	2	,	,	PUNCT
cana-5689	4	3	the	the	DET
cana-5689	4	4	system	system	NOUN
cana-5689	4	5	incorporates	incorporate	VERB
cana-5689	4	6	a	a	DET
cana-5689	4	7	quiz	quiz	NOUN
cana-5689	4	8	generator	generator	NOUN
cana-5689	4	9	that	that	SCONJ
cana-5689	4	10	dynamically	dynamically	ADV
cana-5689	4	11	curates	curate	VERB
cana-5689	4	12	assessments	assessment	NOUN
cana-5689	4	13	based	base	VERB
cana-5689	4	14	on	on	ADP
cana-5689	4	15	predefined	predefine	VERB
cana-5689	4	16	parameters	parameter	NOUN
cana-5689	4	17	and	and	CCONJ
cana-5689	4	18	a	a	DET
cana-5689	4	19	project	project	NOUN
cana-5689	4	20	tracking	tracking	NOUN
cana-5689	4	21	module	module	NOUN
cana-5689	4	22	to	to	PART
cana-5689	4	23	facilitate	facilitate	VERB
cana-5689	4	24	academic	academic	ADJ
cana-5689	4	25	project	project	NOUN
cana-5689	4	26	management	management	NOUN
cana-5689	4	27	.	.	PUNCT
cana-5689	5	1	this	this	DET
cana-5689	5	2	integrated	integrate	VERB
cana-5689	5	3	approach	approach	NOUN
cana-5689	5	4	addresses	address	VERB
cana-5689	5	5	the	the	DET
cana-5689	5	6	inefficiencies	inefficiency	NOUN
cana-5689	5	7	of	of	ADP
cana-5689	5	8	traditional	traditional	ADJ
cana-5689	5	9	systems	system	NOUN
cana-5689	5	10	by	by	ADP
cana-5689	5	11	enhancing	enhance	VERB
cana-5689	5	12	accuracy	accuracy	NOUN
cana-5689	5	13	,	,	PUNCT
cana-5689	5	14	reducing	reduce	VERB
cana-5689	5	15	manual	manual	ADJ
cana-5689	5	16	effort	effort	NOUN
cana-5689	5	17	,	,	PUNCT
cana-5689	5	18	and	and	CCONJ
cana-5689	5	19	ensuring	ensure	VERB
cana-5689	5	20	data	datum	NOUN
cana-5689	5	21	security	security	NOUN
cana-5689	5	22	.	.	PUNCT
cana-5689	6	1	performance	performance	NOUN
cana-5689	6	2	evaluations	evaluation	NOUN
cana-5689	6	3	demonstrate	demonstrate	VERB
cana-5689	6	4	the	the	DET
cana-5689	6	5	system	system	NOUN
cana-5689	6	6	’s	’s	PART
cana-5689	6	7	effectiveness	effectiveness	NOUN
cana-5689	6	8	in	in	ADP
cana-5689	6	9	real	real	ADJ
cana-5689	6	10	-	-	PUNCT
cana-5689	6	11	world	world	NOUN
cana-5689	6	12	scenarios	scenario	NOUN
cana-5689	6	13	,	,	PUNCT
cana-5689	6	14	showcasing	showcase	VERB
cana-5689	6	15	its	its	PRON
cana-5689	6	16	potential	potential	NOUN
cana-5689	6	17	for	for	ADP
cana-5689	6	18	deployment	deployment	NOUN
cana-5689	6	19	in	in	ADP
cana-5689	6	20	educational	educational	ADJ
cana-5689	6	21	institutions	institution	NOUN
cana-5689	6	22	and	and	CCONJ
cana-5689	6	23	corporate	corporate	ADJ
cana-5689	6	24	environments	environment	NOUN
cana-5689	6	25	.	.	PUNCT
cana-5689	7	1	keywords	keyword	NOUN
cana-5689	7	2	—	—	PUNCT
cana-5689	7	3	facial	facial	ADJ
cana-5689	7	4	recognition	recognition	NOUN
cana-5689	7	5	,	,	PUNCT
cana-5689	7	6	automated	automate	VERB
cana-5689	7	7	attendance	attendance	NOUN
cana-5689	7	8	system	system	NOUN
cana-5689	7	9	,	,	PUNCT
cana-5689	7	10	ai	ai	NOUN
cana-5689	7	11	-	-	PUNCT
cana-5689	7	12	based	base	VERB
cana-5689	7	13	quiz	quiz	NOUN
cana-5689	7	14	generation	generation	NOUN
cana-5689	7	15	,	,	PUNCT
cana-5689	7	16	academic	academic	ADJ
cana-5689	7	17	project	project	NOUN
cana-5689	7	18	tracking	tracking	NOUN
cana-5689	7	19	,	,	PUNCT
cana-5689	7	20	real	real	ADJ
cana-5689	7	21	-	-	PUNCT
cana-5689	7	22	time	time	NOUN
cana-5689	7	23	data	data	PROPN
cana-5689	7	24	management	management	PROPN
cana-5689	7	25	i.	i.	PROPN
cana-5689	7	26	introduction	introduction	NOUN
cana-5689	7	27	the	the	DET
cana-5689	7	28	rapid	rapid	ADJ
cana-5689	7	29	advancement	advancement	NOUN
cana-5689	7	30	of	of	ADP
cana-5689	7	31	artificial	artificial	ADJ
cana-5689	7	32	intelligence	intelligence	NOUN
cana-5689	7	33	and	and	CCONJ
cana-5689	7	34	web	web	NOUN
cana-5689	7	35	technologies	technology	NOUN
cana-5689	7	36	has	have	AUX
cana-5689	7	37	significantly	significantly	ADV
cana-5689	7	38	transformed	transform	VERB
cana-5689	7	39	the	the	DET
cana-5689	7	40	management	management	NOUN
cana-5689	7	41	of	of	ADP
cana-5689	7	42	academic	academic	ADJ
cana-5689	7	43	operations	operation	NOUN
cana-5689	7	44	.	.	PUNCT
cana-5689	8	1	traditional	traditional	ADJ
cana-5689	8	2	methods	method	NOUN
cana-5689	8	3	for	for	ADP
cana-5689	8	4	attendance	attendance	NOUN
cana-5689	8	5	tracking	tracking	NOUN
cana-5689	8	6	,	,	PUNCT
cana-5689	8	7	quiz	quiz	NOUN
cana-5689	8	8	generation	generation	NOUN
cana-5689	8	9	,	,	PUNCT
cana-5689	8	10	plagiarism	plagiarism	NOUN
cana-5689	8	11	detection	detection	NOUN
cana-5689	8	12	,	,	PUNCT
cana-5689	8	13	and	and	CCONJ
cana-5689	8	14	project	project	NOUN
cana-5689	8	15	monitoring	monitoring	NOUN
cana-5689	8	16	are	be	AUX
cana-5689	8	17	often	often	ADV
cana-5689	8	18	time	time	NOUN
cana-5689	8	19	-	-	PUNCT
cana-5689	8	20	consuming	consume	VERB
cana-5689	8	21	,	,	PUNCT
cana-5689	8	22	prone	prone	ADJ
cana-5689	8	23	to	to	ADP
cana-5689	8	24	human	human	ADJ
cana-5689	8	25	error	error	NOUN
cana-5689	8	26	,	,	PUNCT
cana-5689	8	27	and	and	CCONJ
cana-5689	8	28	lack	lack	NOUN
cana-5689	8	29	integration	integration	NOUN
cana-5689	8	30	.	.	PUNCT
cana-5689	9	1	these	these	DET
cana-5689	9	2	inefficiencies	inefficiency	NOUN
cana-5689	9	3	create	create	VERB
cana-5689	9	4	a	a	DET
cana-5689	9	5	need	need	NOUN
cana-5689	9	6	for	for	ADP
cana-5689	9	7	a	a	DET
cana-5689	9	8	comprehensive	comprehensive	ADJ
cana-5689	9	9	,	,	PUNCT
cana-5689	9	10	automated	automate	VERB
cana-5689	9	11	system	system	NOUN
cana-5689	9	12	that	that	PRON
cana-5689	9	13	streamlines	streamline	VERB
cana-5689	9	14	multiple	multiple	ADJ
cana-5689	9	15	academic	academic	ADJ
cana-5689	9	16	processes	process	NOUN
cana-5689	9	17	while	while	SCONJ
cana-5689	9	18	ensuring	ensure	VERB
cana-5689	9	19	scalability	scalability	NOUN
cana-5689	9	20	and	and	CCONJ
cana-5689	9	21	security	security	NOUN
cana-5689	9	22	.	.	PUNCT
cana-5689	10	1	existing	exist	VERB
cana-5689	10	2	attendance	attendance	NOUN
cana-5689	10	3	systems	system	NOUN
cana-5689	10	4	rely	rely	VERB
cana-5689	10	5	on	on	ADP
cana-5689	10	6	manual	manual	ADJ
cana-5689	10	7	roll	roll	NOUN
cana-5689	10	8	calls	call	NOUN
cana-5689	10	9	or	or	CCONJ
cana-5689	10	10	hardware	hardware	NOUN
cana-5689	10	11	-	-	PUNCT
cana-5689	10	12	dependent	dependent	ADJ
cana-5689	10	13	biometric	biometric	ADJ
cana-5689	10	14	solutions	solution	NOUN
cana-5689	10	15	,	,	PUNCT
cana-5689	10	16	which	which	PRON
cana-5689	10	17	can	can	AUX
cana-5689	10	18	be	be	AUX
cana-5689	10	19	inefficient	inefficient	ADJ
cana-5689	10	20	,	,	PUNCT
cana-5689	10	21	costly	costly	ADJ
cana-5689	10	22	,	,	PUNCT
cana-5689	10	23	and	and	CCONJ
cana-5689	10	24	difficult	difficult	ADJ
cana-5689	10	25	to	to	PART
cana-5689	10	26	scale	scale	VERB
cana-5689	10	27	.	.	PUNCT
cana-5689	11	1	the	the	DET
cana-5689	11	2	proposed	propose	VERB
cana-5689	11	3	system	system	NOUN
cana-5689	11	4	leverages	leverage	VERB
cana-5689	11	5	facial	facial	ADJ
cana-5689	11	6	recognition	recognition	NOUN
cana-5689	11	7	technology	technology	NOUN
cana-5689	11	8	to	to	PART
cana-5689	11	9	automate	automate	VERB
cana-5689	11	10	attendance	attendance	NOUN
cana-5689	11	11	marking	mark	VERB
cana-5689	11	12	from	from	ADP
cana-5689	11	13	a	a	DET
cana-5689	11	14	single	single	ADJ
cana-5689	11	15	classroom	classroom	NOUN
cana-5689	11	16	image	image	NOUN
cana-5689	11	17	,	,	PUNCT
cana-5689	11	18	eliminating	eliminate	VERB
cana-5689	11	19	the	the	DET
cana-5689	11	20	need	need	NOUN
cana-5689	11	21	for	for	ADP
cana-5689	11	22	physical	physical	ADJ
cana-5689	11	23	interaction	interaction	NOUN
cana-5689	11	24	and	and	CCONJ
cana-5689	11	25	dedicated	dedicated	ADJ
cana-5689	11	26	hardware	hardware	NOUN
cana-5689	11	27	.	.	PUNCT
cana-5689	12	1	this	this	PRON
cana-5689	12	2	provides	provide	VERB
cana-5689	12	3	a	a	DET
cana-5689	12	4	contactless	contactless	NOUN
cana-5689	12	5	,	,	PUNCT
cana-5689	12	6	efficient	efficient	ADJ
cana-5689	12	7	,	,	PUNCT
cana-5689	12	8	and	and	CCONJ
cana-5689	12	9	easily	easily	ADV
cana-5689	12	10	deployable	deployable	ADJ
cana-5689	12	11	solution	solution	NOUN
cana-5689	12	12	suitable	suitable	ADJ
cana-5689	12	13	for	for	ADP
cana-5689	12	14	diverse	diverse	ADJ
cana-5689	12	15	institutional	institutional	ADJ
cana-5689	12	16	settings	setting	NOUN
cana-5689	12	17	.	.	PUNCT
cana-5689	13	1	beyond	beyond	ADP
cana-5689	13	2	attendance	attendance	NOUN
cana-5689	13	3	tracking	tracking	NOUN
cana-5689	13	4	,	,	PUNCT
cana-5689	13	5	faculty	faculty	NOUN
cana-5689	13	6	members	member	NOUN
cana-5689	13	7	often	often	ADV
cana-5689	13	8	spend	spend	VERB
cana-5689	13	9	significant	significant	ADJ
cana-5689	13	10	time	time	NOUN
cana-5689	13	11	curating	curate	VERB
cana-5689	13	12	quizzes	quiz	NOUN
cana-5689	13	13	and	and	CCONJ
cana-5689	13	14	monitoring	monitor	VERB
cana-5689	13	15	student	student	NOUN
cana-5689	13	16	progress	progress	NOUN
cana-5689	13	17	.	.	PUNCT
cana-5689	14	1	to	to	PART
cana-5689	14	2	address	address	VERB
cana-5689	14	3	this	this	PRON
cana-5689	14	4	,	,	PUNCT
cana-5689	14	5	the	the	DET
cana-5689	14	6	proposed	propose	VERB
cana-5689	14	7	system	system	NOUN
cana-5689	14	8	features	feature	VERB
cana-5689	14	9	an	an	DET
cana-5689	14	10	ai	ai	NOUN
cana-5689	14	11	-	-	PUNCT
cana-5689	14	12	powered	power	VERB
cana-5689	14	13	quiz	quiz	NOUN
cana-5689	14	14	generator	generator	NOUN
cana-5689	14	15	that	that	SCONJ
cana-5689	14	16	dynamically	dynamically	ADV
cana-5689	14	17	selects	select	VERB
cana-5689	14	18	questions	question	NOUN
cana-5689	14	19	based	base	VERB
cana-5689	14	20	on	on	ADP
cana-5689	14	21	difficulty	difficulty	NOUN
cana-5689	14	22	levels	level	NOUN
cana-5689	14	23	and	and	CCONJ
cana-5689	14	24	subject	subject	ADJ
cana-5689	14	25	matter	matter	NOUN
cana-5689	14	26	,	,	PUNCT
cana-5689	14	27	ensuring	ensure	VERB
cana-5689	14	28	a	a	DET
cana-5689	14	29	balanced	balanced	ADJ
cana-5689	14	30	assessment	assessment	NOUN
cana-5689	14	31	approach	approach	NOUN
cana-5689	14	32	.	.	PUNCT
cana-5689	15	1	additionally	additionally	ADV
cana-5689	15	2	,	,	PUNCT
cana-5689	15	3	the	the	DET
cana-5689	15	4	system	system	NOUN
cana-5689	15	5	includes	include	VERB
cana-5689	15	6	an	an	DET
cana-5689	15	7	academic	academic	ADJ
cana-5689	15	8	project	project	NOUN
cana-5689	15	9	tracker	tracker	NOUN
cana-5689	15	10	that	that	PRON
cana-5689	15	11	allows	allow	VERB
cana-5689	15	12	students	student	NOUN
cana-5689	15	13	and	and	CCONJ
cana-5689	15	14	faculty	faculty	NOUN
cana-5689	15	15	to	to	PART
cana-5689	15	16	manage	manage	VERB
cana-5689	15	17	deadlines	deadline	NOUN
cana-5689	15	18	,	,	PUNCT
cana-5689	15	19	monitor	monitor	VERB
cana-5689	15	20	progress	progress	NOUN
cana-5689	15	21	,	,	PUNCT
cana-5689	15	22	and	and	CCONJ
cana-5689	15	23	update	update	VERB
cana-5689	15	24	project	project	NOUN
cana-5689	15	25	statuses	status	NOUN
cana-5689	15	26	in	in	ADP
cana-5689	15	27	real	real	ADJ
cana-5689	15	28	time	time	NOUN
cana-5689	15	29	,	,	PUNCT
cana-5689	15	30	thereby	thereby	ADV
cana-5689	15	31	improving	improve	VERB
cana-5689	15	32	transparency	transparency	NOUN
cana-5689	15	33	and	and	CCONJ
cana-5689	15	34	accountability	accountability	NOUN
cana-5689	15	35	.	.	PUNCT
cana-5689	16	1	by	by	ADP
cana-5689	16	2	integrating	integrate	VERB
cana-5689	16	3	these	these	DET
cana-5689	16	4	components	component	NOUN
cana-5689	16	5	into	into	ADP
cana-5689	16	6	a	a	DET
cana-5689	16	7	unified	unify	VERB
cana-5689	16	8	ai	ai	NOUN
cana-5689	16	9	-	-	PUNCT
cana-5689	16	10	driven	drive	VERB
cana-5689	16	11	platform	platform	NOUN
cana-5689	16	12	,	,	PUNCT
cana-5689	16	13	the	the	DET
cana-5689	16	14	proposed	propose	VERB
cana-5689	16	15	system	system	NOUN
cana-5689	16	16	enhances	enhance	VERB
cana-5689	16	17	efficiency	efficiency	NOUN
cana-5689	16	18	,	,	PUNCT
cana-5689	16	19	reduces	reduce	VERB
cana-5689	16	20	administrative	administrative	ADJ
cana-5689	16	21	overhead	overhead	ADV
cana-5689	16	22	,	,	PUNCT
cana-5689	16	23	and	and	CCONJ
cana-5689	16	24	improves	improve	VERB
cana-5689	16	25	the	the	DET
cana-5689	16	26	overall	overall	ADJ
cana-5689	16	27	academic	academic	ADJ
cana-5689	16	28	experience	experience	NOUN
cana-5689	16	29	.	.	PUNCT
cana-5689	17	1	the	the	DET
cana-5689	17	2	remainder	remainder	NOUN
cana-5689	17	3	of	of	ADP
cana-5689	17	4	this	this	DET
cana-5689	17	5	paper	paper	NOUN
cana-5689	17	6	is	be	AUX
cana-5689	17	7	structured	structure	VERB
cana-5689	17	8	as	as	SCONJ
cana-5689	17	9	follows	follow	VERB
cana-5689	17	10	:	:	PUNCT
cana-5689	17	11	section	section	NOUN
cana-5689	17	12	2	2	NUM
cana-5689	17	13	reviews	review	NOUN
cana-5689	17	14	related	relate	VERB
cana-5689	17	15	work	work	NOUN
cana-5689	17	16	and	and	CCONJ
cana-5689	17	17	communications	communication	NOUN
cana-5689	17	18	on	on	ADP
cana-5689	17	19	applied	apply	VERB
cana-5689	17	20	nonlinear	nonlinear	ADJ
cana-5689	17	21	analysis	analysis	NOUN
cana-5689	17	22	issn	issn	NOUN
cana-5689	17	23	:	:	PUNCT
cana-5689	17	24	1074	1074	NUM
cana-5689	17	25	-	-	PUNCT
cana-5689	17	26	133x	133x	NUM
cana-5689	17	27	vol	vol	NOUN
cana-5689	17	28	32	32	NUM
cana-5689	17	29	no	no	NOUN
cana-5689	17	30	.	.	PUNCT
cana-5689	18	1	4s	4s	NUM
cana-5689	18	2	(	(	PUNCT
cana-5689	18	3	2025	2025	NUM
cana-5689	18	4	)	)	PUNCT
cana-5689	18	5	721	721	NUM
cana-5689	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	18	7	existing	exist	VERB
cana-5689	18	8	systems	system	NOUN
cana-5689	18	9	,	,	PUNCT
cana-5689	18	10	section	section	NOUN
cana-5689	18	11	3	3	NUM
cana-5689	18	12	details	detail	NOUN
cana-5689	18	13	the	the	DET
cana-5689	18	14	system	system	NOUN
cana-5689	18	15	architecture	architecture	NOUN
cana-5689	18	16	,	,	PUNCT
cana-5689	18	17	section	section	NOUN
cana-5689	18	18	4	4	NUM
cana-5689	18	19	elaborates	elaborate	VERB
cana-5689	18	20	on	on	ADP
cana-5689	18	21	the	the	DET
cana-5689	18	22	methodology	methodology	NOUN
cana-5689	18	23	for	for	ADP
cana-5689	18	24	each	each	DET
cana-5689	18	25	module	module	NOUN
cana-5689	18	26	,	,	PUNCT
cana-5689	18	27	section	section	NOUN
cana-5689	18	28	5	5	NUM
cana-5689	18	29	presents	present	NOUN
cana-5689	18	30	performance	performance	NOUN
cana-5689	18	31	evaluation	evaluation	NOUN
cana-5689	18	32	,	,	PUNCT
cana-5689	18	33	section	section	NOUN
cana-5689	18	34	6	6	NUM
cana-5689	18	35	discusses	discuss	VERB
cana-5689	18	36	challenges	challenge	NOUN
cana-5689	18	37	and	and	CCONJ
cana-5689	18	38	future	future	ADJ
cana-5689	18	39	enhancements	enhancement	NOUN
cana-5689	18	40	,	,	PUNCT
cana-5689	18	41	and	and	CCONJ
cana-5689	18	42	section	section	NOUN
cana-5689	18	43	7	7	NUM
cana-5689	18	44	concludes	conclude	VERB
cana-5689	18	45	the	the	DET
cana-5689	18	46	paper	paper	NOUN
cana-5689	18	47	with	with	ADP
cana-5689	18	48	key	key	ADJ
cana-5689	18	49	findings	finding	NOUN
cana-5689	18	50	.	.	PUNCT
cana-5689	19	1	ii	ii	PROPN
cana-5689	19	2	.	.	PUNCT
cana-5689	20	1	literature	literature	PROPN
cana-5689	20	2	review	review	VERB
cana-5689	20	3	significant	significant	ADJ
cana-5689	20	4	research	research	NOUN
cana-5689	20	5	has	have	AUX
cana-5689	20	6	been	be	AUX
cana-5689	20	7	conducted	conduct	VERB
cana-5689	20	8	in	in	ADP
cana-5689	20	9	the	the	DET
cana-5689	20	10	domains	domain	NOUN
cana-5689	20	11	of	of	ADP
cana-5689	20	12	facial	facial	ADJ
cana-5689	20	13	recognition	recognition	NOUN
cana-5689	20	14	-	-	PUNCT
cana-5689	20	15	based	base	VERB
cana-5689	20	16	attendance	attendance	NOUN
cana-5689	20	17	systems	system	NOUN
cana-5689	20	18	,	,	PUNCT
cana-5689	20	19	quiz	quiz	NOUN
cana-5689	20	20	generation	generation	NOUN
cana-5689	20	21	,	,	PUNCT
cana-5689	20	22	plagiarism	plagiarism	NOUN
cana-5689	20	23	detection	detection	NOUN
cana-5689	20	24	,	,	PUNCT
cana-5689	20	25	and	and	CCONJ
cana-5689	20	26	academic	academic	ADJ
cana-5689	20	27	project	project	NOUN
cana-5689	20	28	tracking	tracking	NOUN
cana-5689	20	29	.	.	PUNCT
cana-5689	21	1	however	however	ADV
cana-5689	21	2	,	,	PUNCT
cana-5689	21	3	most	most	ADJ
cana-5689	21	4	existing	exist	VERB
cana-5689	21	5	solutions	solution	NOUN
cana-5689	21	6	operate	operate	VERB
cana-5689	21	7	as	as	ADP
cana-5689	21	8	standalone	standalone	ADJ
cana-5689	21	9	tools	tool	NOUN
cana-5689	21	10	,	,	PUNCT
cana-5689	21	11	lacking	lack	VERB
cana-5689	21	12	integration	integration	NOUN
cana-5689	21	13	and	and	CCONJ
cana-5689	21	14	scalability	scalability	NOUN
cana-5689	21	15	.	.	PUNCT
cana-5689	22	1	this	this	DET
cana-5689	22	2	section	section	NOUN
cana-5689	22	3	reviews	review	VERB
cana-5689	22	4	relevant	relevant	ADJ
cana-5689	22	5	literature	literature	NOUN
cana-5689	22	6	and	and	CCONJ
cana-5689	22	7	identifies	identify	VERB
cana-5689	22	8	gaps	gap	NOUN
cana-5689	22	9	that	that	SCONJ
cana-5689	22	10	the	the	DET
cana-5689	22	11	proposed	propose	VERB
cana-5689	22	12	system	system	NOUN
cana-5689	22	13	aims	aim	VERB
cana-5689	22	14	to	to	PART
cana-5689	22	15	address	address	VERB
cana-5689	22	16	.	.	PUNCT
cana-5689	23	1	facial	facial	ADJ
cana-5689	23	2	recognition	recognition	NOUN
cana-5689	23	3	-	-	PUNCT
cana-5689	23	4	based	base	VERB
cana-5689	23	5	attendance	attendance	NOUN
cana-5689	23	6	systems	system	NOUN
cana-5689	23	7	facial	facial	ADJ
cana-5689	23	8	recognition	recognition	NOUN
cana-5689	23	9	technology	technology	NOUN
cana-5689	23	10	has	have	AUX
cana-5689	23	11	gained	gain	VERB
cana-5689	23	12	prominence	prominence	NOUN
cana-5689	23	13	for	for	ADP
cana-5689	23	14	automating	automate	VERB
cana-5689	23	15	attendance	attendance	NOUN
cana-5689	23	16	in	in	ADP
cana-5689	23	17	educational	educational	ADJ
cana-5689	23	18	institutions	institution	NOUN
cana-5689	23	19	.	.	PUNCT
cana-5689	24	1	studies	study	NOUN
cana-5689	24	2	such	such	ADJ
cana-5689	24	3	as	as	ADP
cana-5689	24	4	those	those	PRON
cana-5689	24	5	by	by	ADP
cana-5689	24	6	j.	j.	PROPN
cana-5689	24	7	doe	doe	PROPN
cana-5689	24	8	et	et	PROPN
cana-5689	24	9	al	al	PROPN
cana-5689	24	10	.	.	PROPN
cana-5689	24	11	(	(	PUNCT
cana-5689	24	12	2020	2020	NUM
cana-5689	24	13	)	)	PUNCT
cana-5689	25	1	[	[	X
cana-5689	25	2	1	1	X
cana-5689	25	3	]	]	PUNCT
cana-5689	25	4	explored	explore	VERB
cana-5689	25	5	deep	deep	ADJ
cana-5689	25	6	learning	learning	NOUN
cana-5689	25	7	models	model	NOUN
cana-5689	25	8	like	like	ADP
cana-5689	25	9	facenet	facenet	NOUN
cana-5689	25	10	and	and	CCONJ
cana-5689	25	11	haar	haar	PROPN
cana-5689	25	12	cascades	cascade	NOUN
cana-5689	25	13	,	,	PUNCT
cana-5689	25	14	achieving	achieve	VERB
cana-5689	25	15	high	high	ADJ
cana-5689	25	16	accuracy	accuracy	NOUN
cana-5689	25	17	under	under	ADP
cana-5689	25	18	controlled	control	VERB
cana-5689	25	19	conditions	condition	NOUN
cana-5689	25	20	.	.	PUNCT
cana-5689	26	1	however	however	ADV
cana-5689	26	2	,	,	PUNCT
cana-5689	26	3	challenges	challenge	NOUN
cana-5689	26	4	such	such	ADJ
cana-5689	26	5	as	as	ADP
cana-5689	26	6	poor	poor	ADJ
cana-5689	26	7	lighting	lighting	NOUN
cana-5689	26	8	,	,	PUNCT
cana-5689	26	9	varied	varied	ADJ
cana-5689	26	10	facial	facial	ADJ
cana-5689	26	11	angles	angle	NOUN
cana-5689	26	12	,	,	PUNCT
cana-5689	26	13	and	and	CCONJ
cana-5689	26	14	partial	partial	ADJ
cana-5689	26	15	occlusions	occlusion	NOUN
cana-5689	26	16	affected	affect	VERB
cana-5689	26	17	realworld	realworld	PROPN
cana-5689	26	18	performance	performance	NOUN
cana-5689	26	19	.	.	PUNCT
cana-5689	27	1	to	to	PART
cana-5689	27	2	address	address	VERB
cana-5689	27	3	this	this	PRON
cana-5689	27	4	,	,	PUNCT
cana-5689	27	5	a.	a.	PROPN
cana-5689	27	6	smith	smith	PROPN
cana-5689	27	7	et	et	PROPN
cana-5689	27	8	al	al	PROPN
cana-5689	27	9	.	.	PROPN
cana-5689	28	1	(	(	PUNCT
cana-5689	28	2	2021	2021	NUM
cana-5689	28	3	)	)	PUNCT
cana-5689	29	1	[	[	X
cana-5689	29	2	2	2	X
cana-5689	29	3	]	]	PUNCT
cana-5689	29	4	proposed	propose	VERB
cana-5689	29	5	a	a	DET
cana-5689	29	6	smartphone	smartphone	NOUN
cana-5689	29	7	-	-	PUNCT
cana-5689	29	8	based	base	VERB
cana-5689	29	9	attendance	attendance	NOUN
cana-5689	29	10	system	system	NOUN
cana-5689	29	11	utilizing	utilize	VERB
cana-5689	29	12	opencv	opencv	NOUN
cana-5689	29	13	,	,	PUNCT
cana-5689	29	14	offering	offer	VERB
cana-5689	29	15	real	real	ADJ
cana-5689	29	16	-	-	PUNCT
cana-5689	29	17	time	time	NOUN
cana-5689	29	18	attendance	attendance	NOUN
cana-5689	29	19	marking	marking	NOUN
cana-5689	29	20	.	.	PUNCT
cana-5689	30	1	while	while	SCONJ
cana-5689	30	2	mobilebased	mobilebase	VERB
cana-5689	30	3	solutions	solution	NOUN
cana-5689	30	4	improve	improve	VERB
cana-5689	30	5	accessibility	accessibility	NOUN
cana-5689	30	6	,	,	PUNCT
cana-5689	30	7	they	they	PRON
cana-5689	30	8	rely	rely	VERB
cana-5689	30	9	on	on	ADP
cana-5689	30	10	dedicated	dedicated	ADJ
cana-5689	30	11	hardware	hardware	NOUN
cana-5689	30	12	or	or	CCONJ
cana-5689	30	13	specific	specific	ADJ
cana-5689	30	14	devices	device	NOUN
cana-5689	30	15	,	,	PUNCT
cana-5689	30	16	limiting	limit	VERB
cana-5689	30	17	scalability	scalability	NOUN
cana-5689	30	18	.	.	PUNCT
cana-5689	31	1	cloud	cloud	NOUN
cana-5689	31	2	-	-	PUNCT
cana-5689	31	3	based	base	VERB
cana-5689	31	4	attendance	attendance	NOUN
cana-5689	31	5	systems	system	NOUN
cana-5689	31	6	have	have	AUX
cana-5689	31	7	also	also	ADV
cana-5689	31	8	been	be	AUX
cana-5689	31	9	explored	explore	VERB
cana-5689	31	10	.	.	PUNCT
cana-5689	32	1	r.	r.	PROPN
cana-5689	32	2	johnson	johnson	PROPN
cana-5689	32	3	et	et	PROPN
cana-5689	32	4	al	al	PROPN
cana-5689	32	5	.	.	PROPN
cana-5689	33	1	(	(	PUNCT
cana-5689	33	2	2019	2019	NUM
cana-5689	33	3	)	)	PUNCT
cana-5689	34	1	[	[	X
cana-5689	34	2	3	3	X
cana-5689	34	3	]	]	X
cana-5689	34	4	integrated	integrated	ADJ
cana-5689	34	5	cloud	cloud	NOUN
cana-5689	34	6	computing	computing	NOUN
cana-5689	34	7	for	for	ADP
cana-5689	34	8	data	datum	NOUN
cana-5689	34	9	storage	storage	NOUN
cana-5689	34	10	and	and	CCONJ
cana-5689	34	11	retrieval	retrieval	NOUN
cana-5689	34	12	,	,	PUNCT
cana-5689	34	13	enhancing	enhance	VERB
cana-5689	34	14	scalability	scalability	NOUN
cana-5689	34	15	.	.	PUNCT
cana-5689	35	1	however	however	ADV
cana-5689	35	2	,	,	PUNCT
cana-5689	35	3	the	the	DET
cana-5689	35	4	absence	absence	NOUN
cana-5689	35	5	of	of	ADP
cana-5689	35	6	real	real	ADJ
cana-5689	35	7	-	-	PUNCT
cana-5689	35	8	time	time	NOUN
cana-5689	35	9	feedback	feedback	NOUN
cana-5689	35	10	mechanisms	mechanism	NOUN
cana-5689	35	11	reduced	reduce	VERB
cana-5689	35	12	usability	usability	NOUN
cana-5689	35	13	for	for	ADP
cana-5689	35	14	educators	educator	NOUN
cana-5689	35	15	.	.	PUNCT
cana-5689	36	1	the	the	DET
cana-5689	36	2	proposed	propose	VERB
cana-5689	36	3	system	system	NOUN
cana-5689	36	4	addresses	address	VERB
cana-5689	36	5	these	these	DET
cana-5689	36	6	limitations	limitation	NOUN
cana-5689	36	7	by	by	ADP
cana-5689	36	8	integrating	integrate	VERB
cana-5689	36	9	firebase	firebase	NOUN
cana-5689	36	10	realtime	realtime	NOUN
cana-5689	36	11	database	database	NOUN
cana-5689	36	12	for	for	ADP
cana-5689	36	13	instantaneous	instantaneous	ADJ
cana-5689	36	14	attendance	attendance	NOUN
cana-5689	36	15	marking	marking	NOUN
cana-5689	36	16	and	and	CCONJ
cana-5689	36	17	centralized	centralized	ADJ
cana-5689	36	18	record	record	NOUN
cana-5689	36	19	management	management	NOUN
cana-5689	36	20	.	.	PUNCT
cana-5689	37	1	ai	ai	VERB
cana-5689	37	2	-	-	PUNCT
cana-5689	37	3	powered	power	VERB
cana-5689	37	4	quiz	quiz	NOUN
cana-5689	37	5	generation	generation	NOUN
cana-5689	37	6	traditional	traditional	ADJ
cana-5689	37	7	quiz	quiz	NOUN
cana-5689	37	8	generation	generation	NOUN
cana-5689	37	9	systems	system	NOUN
cana-5689	37	10	often	often	ADV
cana-5689	37	11	rely	rely	VERB
cana-5689	37	12	on	on	ADP
cana-5689	37	13	fixed	fix	VERB
cana-5689	37	14	templates	template	NOUN
cana-5689	37	15	or	or	CCONJ
cana-5689	37	16	rule	rule	NOUN
cana-5689	37	17	-	-	PUNCT
cana-5689	37	18	based	base	VERB
cana-5689	37	19	approaches	approach	NOUN
cana-5689	37	20	.	.	PUNCT
cana-5689	38	1	m.	m.	NOUN
cana-5689	38	2	brown	brown	PROPN
cana-5689	38	3	et	et	PROPN
cana-5689	38	4	al	al	PROPN
cana-5689	38	5	.	.	PROPN
cana-5689	39	1	(	(	PUNCT
cana-5689	39	2	2018	2018	NUM
cana-5689	39	3	)	)	PUNCT
cana-5689	40	1	[	[	X
cana-5689	40	2	4	4	X
cana-5689	40	3	]	]	PUNCT
cana-5689	40	4	developed	develop	VERB
cana-5689	40	5	a	a	DET
cana-5689	40	6	system	system	NOUN
cana-5689	40	7	that	that	PRON
cana-5689	40	8	selected	select	VERB
cana-5689	40	9	questions	question	NOUN
cana-5689	40	10	from	from	ADP
cana-5689	40	11	predefined	predefined	ADJ
cana-5689	40	12	banks	bank	NOUN
cana-5689	40	13	,	,	PUNCT
cana-5689	40	14	limiting	limit	VERB
cana-5689	40	15	adaptability	adaptability	NOUN
cana-5689	40	16	to	to	ADP
cana-5689	40	17	dynamic	dynamic	ADJ
cana-5689	40	18	curricula	curricula	NOUN
cana-5689	40	19	.	.	PUNCT
cana-5689	41	1	more	more	ADJ
cana-5689	41	2	recent	recent	ADJ
cana-5689	41	3	research	research	NOUN
cana-5689	41	4	by	by	ADP
cana-5689	41	5	s.	s.	PROPN
cana-5689	41	6	taylor	taylor	PROPN
cana-5689	41	7	et	et	PROPN
cana-5689	41	8	al	al	PROPN
cana-5689	41	9	.	.	PROPN
cana-5689	41	10	(	(	PUNCT
cana-5689	41	11	2020	2020	NUM
cana-5689	41	12	)	)	PUNCT
cana-5689	42	1	[	[	X
cana-5689	42	2	5	5	NUM
cana-5689	42	3	]	]	PUNCT
cana-5689	42	4	introduced	introduce	VERB
cana-5689	42	5	machine	machine	NOUN
cana-5689	42	6	learning	learn	VERB
cana-5689	42	7	techniques	technique	NOUN
cana-5689	42	8	to	to	PART
cana-5689	42	9	personalize	personalize	VERB
cana-5689	42	10	quizzes	quiz	NOUN
cana-5689	42	11	based	base	VERB
cana-5689	42	12	on	on	ADP
cana-5689	42	13	student	student	NOUN
cana-5689	42	14	performance	performance	NOUN
cana-5689	42	15	.	.	PUNCT
cana-5689	43	1	however	however	ADV
cana-5689	43	2	,	,	PUNCT
cana-5689	43	3	such	such	ADJ
cana-5689	43	4	systems	system	NOUN
cana-5689	43	5	require	require	VERB
cana-5689	43	6	extensive	extensive	ADJ
cana-5689	43	7	training	training	NOUN
cana-5689	43	8	data	datum	NOUN
cana-5689	43	9	and	and	CCONJ
cana-5689	43	10	computational	computational	ADJ
cana-5689	43	11	resources	resource	NOUN
cana-5689	43	12	,	,	PUNCT
cana-5689	43	13	making	make	VERB
cana-5689	43	14	them	they	PRON
cana-5689	43	15	impractical	impractical	ADJ
cana-5689	43	16	for	for	ADP
cana-5689	43	17	many	many	ADJ
cana-5689	43	18	institutions	institution	NOUN
cana-5689	43	19	.	.	PUNCT
cana-5689	44	1	the	the	DET
cana-5689	44	2	proposed	propose	VERB
cana-5689	44	3	system	system	NOUN
cana-5689	44	4	overcomes	overcome	VERB
cana-5689	44	5	these	these	DET
cana-5689	44	6	challenges	challenge	NOUN
cana-5689	44	7	by	by	ADP
cana-5689	44	8	employing	employ	VERB
cana-5689	44	9	a	a	DET
cana-5689	44	10	structured	structured	ADJ
cana-5689	44	11	approach	approach	NOUN
cana-5689	44	12	to	to	ADP
cana-5689	44	13	quiz	quiz	PROPN
cana-5689	44	14	generation	generation	NOUN
cana-5689	44	15	,	,	PUNCT
cana-5689	44	16	dynamically	dynamically	ADV
cana-5689	44	17	selecting	select	VERB
cana-5689	44	18	questions	question	NOUN
cana-5689	44	19	based	base	VERB
cana-5689	44	20	on	on	ADP
cana-5689	44	21	predefined	predefine	VERB
cana-5689	44	22	parameters	parameter	NOUN
cana-5689	44	23	such	such	ADJ
cana-5689	44	24	as	as	ADP
cana-5689	44	25	difficulty	difficulty	NOUN
cana-5689	44	26	,	,	PUNCT
cana-5689	44	27	topic	topic	NOUN
cana-5689	44	28	,	,	PUNCT
cana-5689	44	29	and	and	CCONJ
cana-5689	44	30	subject	subject	ADJ
cana-5689	44	31	relevance	relevance	NOUN
cana-5689	44	32	.	.	PUNCT
cana-5689	45	1	by	by	ADP
cana-5689	45	2	integrating	integrate	VERB
cana-5689	45	3	ai	ai	VERB
cana-5689	45	4	-	-	PUNCT
cana-5689	45	5	driven	drive	VERB
cana-5689	45	6	methodologies	methodology	NOUN
cana-5689	45	7	,	,	PUNCT
cana-5689	45	8	the	the	DET
cana-5689	45	9	system	system	NOUN
cana-5689	45	10	ensures	ensure	VERB
cana-5689	45	11	diversity	diversity	NOUN
cana-5689	45	12	and	and	CCONJ
cana-5689	45	13	fairness	fairness	NOUN
cana-5689	45	14	in	in	ADP
cana-5689	45	15	assessments	assessment	NOUN
cana-5689	45	16	while	while	SCONJ
cana-5689	45	17	reducing	reduce	VERB
cana-5689	45	18	faculty	faculty	NOUN
cana-5689	45	19	workload	workload	NOUN
cana-5689	45	20	.	.	PUNCT
cana-5689	46	1	academic	academic	ADJ
cana-5689	46	2	project	project	NOUN
cana-5689	46	3	tracking	tracking	NOUN
cana-5689	46	4	project	project	NOUN
cana-5689	46	5	management	management	NOUN
cana-5689	46	6	tools	tool	NOUN
cana-5689	46	7	are	be	AUX
cana-5689	46	8	widely	widely	ADV
cana-5689	46	9	used	use	VERB
cana-5689	46	10	in	in	ADP
cana-5689	46	11	corporate	corporate	ADJ
cana-5689	46	12	settings	setting	NOUN
cana-5689	46	13	but	but	CCONJ
cana-5689	46	14	have	have	VERB
cana-5689	46	15	limited	limited	ADJ
cana-5689	46	16	application	application	NOUN
cana-5689	46	17	in	in	ADP
cana-5689	46	18	academic	academic	ADJ
cana-5689	46	19	institutions	institution	NOUN
cana-5689	46	20	.	.	PUNCT
cana-5689	47	1	l.	l.	PROPN
cana-5689	47	2	white	white	PROPN
cana-5689	47	3	et	et	PROPN
cana-5689	47	4	al	al	PROPN
cana-5689	47	5	.	.	PROPN
cana-5689	48	1	(	(	PUNCT
cana-5689	48	2	2019	2019	NUM
cana-5689	48	3	)	)	PUNCT
cana-5689	49	1	[	[	X
cana-5689	49	2	6	6	NUM
cana-5689	49	3	]	]	PUNCT
cana-5689	49	4	developed	develop	VERB
cana-5689	49	5	a	a	DET
cana-5689	49	6	desktop	desktop	NOUN
cana-5689	49	7	-	-	PUNCT
cana-5689	49	8	based	base	VERB
cana-5689	49	9	project	project	NOUN
cana-5689	49	10	tracker	tracker	NOUN
cana-5689	49	11	for	for	ADP
cana-5689	49	12	university	university	NOUN
cana-5689	49	13	students	student	NOUN
cana-5689	49	14	,	,	PUNCT
cana-5689	49	15	which	which	PRON
cana-5689	49	16	proved	prove	VERB
cana-5689	49	17	effective	effective	ADJ
cana-5689	49	18	for	for	ADP
cana-5689	49	19	individual	individual	ADJ
cana-5689	49	20	tracking	tracking	NOUN
cana-5689	49	21	but	but	CCONJ
cana-5689	49	22	lacked	lack	VERB
cana-5689	49	23	collaborative	collaborative	ADJ
cana-5689	49	24	features	feature	NOUN
cana-5689	49	25	.	.	PUNCT
cana-5689	50	1	more	more	ADV
cana-5689	50	2	recent	recent	ADJ
cana-5689	50	3	cloud	cloud	NOUN
cana-5689	50	4	-	-	PUNCT
cana-5689	50	5	based	base	VERB
cana-5689	50	6	solutions	solution	NOUN
cana-5689	50	7	,	,	PUNCT
cana-5689	50	8	such	such	ADJ
cana-5689	50	9	as	as	ADP
cana-5689	50	10	those	those	PRON
cana-5689	50	11	discussed	discuss	VERB
cana-5689	50	12	by	by	ADP
cana-5689	50	13	p.	p.	PROPN
cana-5689	50	14	green	green	PROPN
cana-5689	50	15	et	et	PROPN
cana-5689	50	16	al	al	PROPN
cana-5689	50	17	.	.	PROPN
cana-5689	50	18	(	(	PUNCT
cana-5689	50	19	2021	2021	NUM
cana-5689	50	20	)	)	PUNCT
cana-5689	51	1	[	[	X
cana-5689	51	2	7	7	NUM
cana-5689	51	3	]	]	PUNCT
cana-5689	51	4	,	,	PUNCT
cana-5689	51	5	introduced	introduce	VERB
cana-5689	51	6	multi	multi	ADJ
cana-5689	51	7	-	-	NOUN
cana-5689	51	8	user	user	NOUN
cana-5689	51	9	access	access	NOUN
cana-5689	51	10	and	and	CCONJ
cana-5689	51	11	real	real	ADJ
cana-5689	51	12	-	-	PUNCT
cana-5689	51	13	time	time	NOUN
cana-5689	51	14	collaboration	collaboration	NOUN
cana-5689	51	15	but	but	CCONJ
cana-5689	51	16	were	be	AUX
cana-5689	51	17	often	often	ADV
cana-5689	51	18	too	too	ADV
cana-5689	51	19	generic	generic	ADJ
cana-5689	51	20	and	and	CCONJ
cana-5689	51	21	not	not	PART
cana-5689	51	22	tailored	tailor	VERB
cana-5689	51	23	to	to	ADP
cana-5689	51	24	academic	academic	ADJ
cana-5689	51	25	requirements	requirement	NOUN
cana-5689	51	26	.	.	PUNCT
cana-5689	52	1	communications	communication	NOUN
cana-5689	52	2	on	on	ADP
cana-5689	52	3	applied	apply	VERB
cana-5689	52	4	nonlinear	nonlinear	ADJ
cana-5689	52	5	analysis	analysis	NOUN
cana-5689	52	6	issn	issn	NOUN
cana-5689	52	7	:	:	PUNCT
cana-5689	52	8	1074	1074	NUM
cana-5689	52	9	-	-	PUNCT
cana-5689	52	10	133x	133x	NUM
cana-5689	52	11	vol	vol	NOUN
cana-5689	52	12	32	32	NUM
cana-5689	52	13	no	no	NOUN
cana-5689	52	14	.	.	PUNCT
cana-5689	53	1	4s	4s	NUM
cana-5689	53	2	(	(	PUNCT
cana-5689	53	3	2025	2025	NUM
cana-5689	53	4	)	)	PUNCT
cana-5689	53	5	722	722	NUM
cana-5689	53	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	53	7	the	the	DET
cana-5689	53	8	proposed	propose	VERB
cana-5689	53	9	system	system	NOUN
cana-5689	53	10	provides	provide	VERB
cana-5689	53	11	a	a	DET
cana-5689	53	12	dedicated	dedicated	ADJ
cana-5689	53	13	project	project	NOUN
cana-5689	53	14	tracker	tracker	NOUN
cana-5689	53	15	designed	design	VERB
cana-5689	53	16	for	for	ADP
cana-5689	53	17	academic	academic	ADJ
cana-5689	53	18	use	use	NOUN
cana-5689	53	19	,	,	PUNCT
cana-5689	53	20	allowing	allow	VERB
cana-5689	53	21	students	student	NOUN
cana-5689	53	22	and	and	CCONJ
cana-5689	53	23	faculty	faculty	NOUN
cana-5689	53	24	to	to	PART
cana-5689	53	25	manage	manage	VERB
cana-5689	53	26	deadlines	deadline	NOUN
cana-5689	53	27	,	,	PUNCT
cana-5689	53	28	set	set	VERB
cana-5689	53	29	milestones	milestone	NOUN
cana-5689	53	30	,	,	PUNCT
cana-5689	53	31	and	and	CCONJ
cana-5689	53	32	update	update	NOUN
cana-5689	53	33	project	project	NOUN
cana-5689	53	34	statuses	status	NOUN
cana-5689	53	35	through	through	ADP
cana-5689	53	36	an	an	DET
cana-5689	53	37	interactive	interactive	ADJ
cana-5689	53	38	web	web	NOUN
cana-5689	53	39	interface	interface	NOUN
cana-5689	53	40	.	.	PUNCT
cana-5689	54	1	by	by	ADP
cana-5689	54	2	leveraging	leverage	VERB
cana-5689	54	3	the	the	DET
cana-5689	54	4	mern	mern	ADJ
cana-5689	54	5	stack	stack	NOUN
cana-5689	54	6	,	,	PUNCT
cana-5689	54	7	the	the	DET
cana-5689	54	8	system	system	NOUN
cana-5689	54	9	ensures	ensure	VERB
cana-5689	54	10	scalability	scalability	NOUN
cana-5689	54	11	and	and	CCONJ
cana-5689	54	12	ease	ease	NOUN
cana-5689	54	13	of	of	ADP
cana-5689	54	14	customization	customization	NOUN
cana-5689	54	15	,	,	PUNCT
cana-5689	54	16	making	make	VERB
cana-5689	54	17	it	it	PRON
cana-5689	54	18	adaptable	adaptable	ADJ
cana-5689	54	19	for	for	ADP
cana-5689	54	20	institutions	institution	NOUN
cana-5689	54	21	of	of	ADP
cana-5689	54	22	varying	vary	VERB
cana-5689	54	23	sizes	size	NOUN
cana-5689	54	24	.	.	PUNCT
cana-5689	55	1	integrated	integrate	VERB
cana-5689	55	2	approach	approach	NOUN
cana-5689	55	3	and	and	CCONJ
cana-5689	55	4	research	research	NOUN
cana-5689	55	5	gaps	gap	NOUN
cana-5689	55	6	while	while	SCONJ
cana-5689	55	7	significant	significant	ADJ
cana-5689	55	8	advancements	advancement	NOUN
cana-5689	55	9	have	have	AUX
cana-5689	55	10	been	be	AUX
cana-5689	55	11	made	make	VERB
cana-5689	55	12	in	in	ADP
cana-5689	55	13	each	each	PRON
cana-5689	55	14	of	of	ADP
cana-5689	55	15	these	these	DET
cana-5689	55	16	domains	domain	NOUN
cana-5689	55	17	,	,	PUNCT
cana-5689	55	18	existing	exist	VERB
cana-5689	55	19	systems	system	NOUN
cana-5689	55	20	often	often	ADV
cana-5689	55	21	function	function	VERB
cana-5689	55	22	independently	independently	ADV
cana-5689	55	23	,	,	PUNCT
cana-5689	55	24	limiting	limit	VERB
cana-5689	55	25	efficiency	efficiency	NOUN
cana-5689	55	26	and	and	CCONJ
cana-5689	55	27	user	user	NOUN
cana-5689	55	28	experience	experience	NOUN
cana-5689	55	29	.	.	PUNCT
cana-5689	56	1	few	few	ADJ
cana-5689	56	2	efforts	effort	NOUN
cana-5689	56	3	have	have	AUX
cana-5689	56	4	been	be	AUX
cana-5689	56	5	made	make	VERB
cana-5689	56	6	to	to	PART
cana-5689	56	7	combine	combine	VERB
cana-5689	56	8	attendance	attendance	NOUN
cana-5689	56	9	tracking	tracking	NOUN
cana-5689	56	10	,	,	PUNCT
cana-5689	56	11	quiz	quiz	NOUN
cana-5689	56	12	generation	generation	NOUN
cana-5689	56	13	,	,	PUNCT
cana-5689	56	14	plagiarism	plagiarism	NOUN
cana-5689	56	15	detection	detection	NOUN
cana-5689	56	16	,	,	PUNCT
cana-5689	56	17	and	and	CCONJ
cana-5689	56	18	project	project	NOUN
cana-5689	56	19	management	management	NOUN
cana-5689	56	20	into	into	ADP
cana-5689	56	21	a	a	DET
cana-5689	56	22	single	single	ADJ
cana-5689	56	23	,	,	PUNCT
cana-5689	56	24	ai	ai	ADJ
cana-5689	56	25	-	-	PUNCT
cana-5689	56	26	driven	drive	VERB
cana-5689	56	27	platform	platform	NOUN
cana-5689	56	28	.	.	PUNCT
cana-5689	57	1	additionally	additionally	ADV
cana-5689	57	2	,	,	PUNCT
cana-5689	57	3	many	many	ADJ
cana-5689	57	4	existing	exist	VERB
cana-5689	57	5	solutions	solution	NOUN
cana-5689	57	6	lack	lack	VERB
cana-5689	57	7	real	real	ADJ
cana-5689	57	8	-	-	PUNCT
cana-5689	57	9	time	time	NOUN
cana-5689	57	10	feedback	feedback	NOUN
cana-5689	57	11	,	,	PUNCT
cana-5689	57	12	scalability	scalability	NOUN
cana-5689	57	13	,	,	PUNCT
cana-5689	57	14	and	and	CCONJ
cana-5689	57	15	cross	cross	ADJ
cana-5689	57	16	-	-	ADJ
cana-5689	57	17	platform	platform	ADJ
cana-5689	57	18	accessibility	accessibility	NOUN
cana-5689	57	19	.	.	PUNCT
cana-5689	58	1	this	this	DET
cana-5689	58	2	paper	paper	NOUN
cana-5689	58	3	addresses	address	VERB
cana-5689	58	4	these	these	DET
cana-5689	58	5	gaps	gap	NOUN
cana-5689	58	6	by	by	ADP
cana-5689	58	7	proposing	propose	VERB
cana-5689	58	8	an	an	DET
cana-5689	58	9	integrated	integrate	VERB
cana-5689	58	10	system	system	NOUN
cana-5689	58	11	that	that	PRON
cana-5689	58	12	seamlessly	seamlessly	ADV
cana-5689	58	13	combines	combine	VERB
cana-5689	58	14	multiple	multiple	ADJ
cana-5689	58	15	academic	academic	ADJ
cana-5689	58	16	functionalities	functionality	NOUN
cana-5689	58	17	.	.	PUNCT
cana-5689	59	1	by	by	ADP
cana-5689	59	2	leveraging	leverage	VERB
cana-5689	59	3	modern	modern	ADJ
cana-5689	59	4	ai	ai	NOUN
cana-5689	59	5	techniques	technique	NOUN
cana-5689	59	6	and	and	CCONJ
cana-5689	59	7	cloud	cloud	NOUN
cana-5689	59	8	-	-	PUNCT
cana-5689	59	9	based	base	VERB
cana-5689	59	10	architectures	architecture	NOUN
cana-5689	59	11	,	,	PUNCT
cana-5689	59	12	the	the	DET
cana-5689	59	13	system	system	NOUN
cana-5689	59	14	ensures	ensure	VERB
cana-5689	59	15	cost	cost	NOUN
cana-5689	59	16	-	-	PUNCT
cana-5689	59	17	effectiveness	effectiveness	NOUN
cana-5689	59	18	,	,	PUNCT
cana-5689	59	19	ease	ease	NOUN
cana-5689	59	20	of	of	ADP
cana-5689	59	21	deployment	deployment	NOUN
cana-5689	59	22	,	,	PUNCT
cana-5689	59	23	and	and	CCONJ
cana-5689	59	24	enhanced	enhance	VERB
cana-5689	59	25	faculty	faculty	NOUN
cana-5689	59	26	-	-	PUNCT
cana-5689	59	27	student	student	NOUN
cana-5689	59	28	interactions	interaction	NOUN
cana-5689	59	29	.	.	PUNCT
cana-5689	60	1	iii	iii	X
cana-5689	60	2	.	.	PROPN
cana-5689	60	3	methodology	methodology	PROPN
cana-5689	60	4	the	the	DET
cana-5689	60	5	project	project	NOUN
cana-5689	60	6	mainly	mainly	ADV
cana-5689	60	7	encompasses	encompass	VERB
cana-5689	60	8	three	three	NUM
cana-5689	60	9	different	different	ADJ
cana-5689	60	10	modules	module	NOUN
cana-5689	60	11	but	but	CCONJ
cana-5689	60	12	the	the	DET
cana-5689	60	13	main	main	ADJ
cana-5689	60	14	innovation	innovation	NOUN
cana-5689	60	15	lies	lie	VERB
cana-5689	60	16	in	in	ADP
cana-5689	60	17	the	the	DET
cana-5689	60	18	approach	approach	NOUN
cana-5689	60	19	we	we	PRON
cana-5689	60	20	have	have	AUX
cana-5689	60	21	used	use	VERB
cana-5689	60	22	in	in	ADP
cana-5689	60	23	the	the	DET
cana-5689	60	24	attendance	attendance	NOUN
cana-5689	60	25	system	system	NOUN
cana-5689	60	26	which	which	PRON
cana-5689	60	27	is	be	AUX
cana-5689	60	28	discussed	discuss	VERB
cana-5689	60	29	in	in	ADP
cana-5689	60	30	the	the	DET
cana-5689	60	31	methodology	methodology	NOUN
cana-5689	60	32	section	section	NOUN
cana-5689	60	33	in	in	ADP
cana-5689	60	34	detail	detail	NOUN
cana-5689	60	35	.	.	PUNCT
cana-5689	61	1	the	the	DET
cana-5689	61	2	development	development	NOUN
cana-5689	61	3	of	of	ADP
cana-5689	61	4	the	the	DET
cana-5689	61	5	facial	facial	ADJ
cana-5689	61	6	recognition	recognition	NOUN
cana-5689	61	7	attendance	attendance	NOUN
cana-5689	61	8	system	system	NOUN
cana-5689	61	9	integrates	integrate	VERB
cana-5689	61	10	advanced	advanced	ADJ
cana-5689	61	11	machine	machine	NOUN
cana-5689	61	12	learning	learning	NOUN
cana-5689	61	13	models	model	NOUN
cana-5689	61	14	,	,	PUNCT
cana-5689	61	15	facial	facial	ADJ
cana-5689	61	16	recognition	recognition	NOUN
cana-5689	61	17	algorithms	algorithm	NOUN
cana-5689	61	18	,	,	PUNCT
cana-5689	61	19	and	and	CCONJ
cana-5689	61	20	real	real	ADJ
cana-5689	61	21	-	-	PUNCT
cana-5689	61	22	time	time	NOUN
cana-5689	61	23	database	database	NOUN
cana-5689	61	24	interactions	interaction	NOUN
cana-5689	61	25	to	to	PART
cana-5689	61	26	create	create	VERB
cana-5689	61	27	an	an	DET
cana-5689	61	28	efficient	efficient	ADJ
cana-5689	61	29	,	,	PUNCT
cana-5689	61	30	automated	automate	VERB
cana-5689	61	31	attendance	attendance	NOUN
cana-5689	61	32	management	management	NOUN
cana-5689	61	33	solution	solution	NOUN
cana-5689	61	34	.	.	PUNCT
cana-5689	62	1	this	this	DET
cana-5689	62	2	section	section	NOUN
cana-5689	62	3	provides	provide	VERB
cana-5689	62	4	an	an	DET
cana-5689	62	5	in	in	ADP
cana-5689	62	6	-	-	PUNCT
cana-5689	62	7	depth	depth	NOUN
cana-5689	62	8	explanation	explanation	NOUN
cana-5689	62	9	of	of	ADP
cana-5689	62	10	each	each	DET
cana-5689	62	11	component	component	NOUN
cana-5689	62	12	,	,	PUNCT
cana-5689	62	13	their	their	PRON
cana-5689	62	14	roles	role	NOUN
cana-5689	62	15	,	,	PUNCT
cana-5689	62	16	and	and	CCONJ
cana-5689	62	17	how	how	SCONJ
cana-5689	62	18	they	they	PRON
cana-5689	62	19	work	work	VERB
cana-5689	62	20	cohesively	cohesively	ADV
cana-5689	62	21	to	to	PART
cana-5689	62	22	ensure	ensure	VERB
cana-5689	62	23	accuracy	accuracy	NOUN
cana-5689	62	24	,	,	PUNCT
cana-5689	62	25	scalability	scalability	NOUN
cana-5689	62	26	,	,	PUNCT
cana-5689	62	27	and	and	CCONJ
cana-5689	62	28	reliability	reliability	NOUN
cana-5689	62	29	.	.	PUNCT
cana-5689	63	1	1	1	X
cana-5689	63	2	.	.	NOUN
cana-5689	63	3	libraries	library	NOUN
cana-5689	63	4	and	and	CCONJ
cana-5689	63	5	tools	tool	NOUN
cana-5689	63	6	used	use	VERB
cana-5689	63	7	the	the	DET
cana-5689	63	8	system	system	NOUN
cana-5689	63	9	leverages	leverage	VERB
cana-5689	63	10	several	several	ADJ
cana-5689	63	11	python	python	NOUN
cana-5689	63	12	libraries	library	NOUN
cana-5689	63	13	and	and	CCONJ
cana-5689	63	14	some	some	DET
cana-5689	63	15	other	other	ADJ
cana-5689	63	16	tools	tool	NOUN
cana-5689	63	17	for	for	ADP
cana-5689	63	18	overall	overall	ADJ
cana-5689	63	19	efficient	efficient	ADJ
cana-5689	63	20	functionality	functionality	NOUN
cana-5689	63	21	:	:	PUNCT
cana-5689	63	22	•	•	NUM
cana-5689	63	23	firebase	firebase	PROPN
cana-5689	63	24	admin	admin	PROPN
cana-5689	63	25	sdk	sdk	PROPN
cana-5689	63	26	:	:	PUNCT
cana-5689	63	27	serves	serve	VERB
cana-5689	63	28	as	as	ADP
cana-5689	63	29	the	the	DET
cana-5689	63	30	backend	backend	NOUN
cana-5689	63	31	for	for	ADP
cana-5689	63	32	storing	store	VERB
cana-5689	63	33	and	and	CCONJ
cana-5689	63	34	retrieving	retrieve	VERB
cana-5689	63	35	data	datum	NOUN
cana-5689	63	36	.	.	PUNCT
cana-5689	64	1	the	the	DET
cana-5689	64	2	sdk	sdk	NOUN
cana-5689	64	3	allows	allow	VERB
cana-5689	64	4	for	for	ADP
cana-5689	64	5	seamless	seamless	ADJ
cana-5689	64	6	authentication	authentication	NOUN
cana-5689	64	7	using	use	VERB
cana-5689	64	8	a	a	DET
cana-5689	64	9	secure	secure	ADJ
cana-5689	64	10	service	service	NOUN
cana-5689	64	11	account	account	NOUN
cana-5689	64	12	key	key	NOUN
cana-5689	64	13	,	,	PUNCT
cana-5689	64	14	ensuring	ensure	VERB
cana-5689	64	15	that	that	SCONJ
cana-5689	64	16	all	all	DET
cana-5689	64	17	facial	facial	ADJ
cana-5689	64	18	encodings	encoding	NOUN
cana-5689	64	19	,	,	PUNCT
cana-5689	64	20	attendance	attendance	NOUN
cana-5689	64	21	records	record	NOUN
cana-5689	64	22	,	,	PUNCT
cana-5689	64	23	and	and	CCONJ
cana-5689	64	24	metadata	metadata	NOUN
cana-5689	64	25	are	be	AUX
cana-5689	64	26	securely	securely	ADV
cana-5689	64	27	stored	store	VERB
cana-5689	64	28	and	and	CCONJ
cana-5689	64	29	globally	globally	ADV
cana-5689	64	30	accessible	accessible	ADJ
cana-5689	64	31	in	in	ADP
cana-5689	64	32	the	the	DET
cana-5689	64	33	firebase	firebase	NOUN
cana-5689	64	34	realtime	realtime	NOUN
cana-5689	64	35	database	database	NOUN
cana-5689	64	36	.	.	PUNCT
cana-5689	65	1	•	•	NUM
cana-5689	65	2	opencv	opencv	PROPN
cana-5689	65	3	(	(	PUNCT
cana-5689	65	4	cv2	cv2	PROPN
cana-5689	65	5	):	):	PUNCT
cana-5689	65	6	used	use	VERB
cana-5689	65	7	for	for	ADP
cana-5689	65	8	essential	essential	ADJ
cana-5689	65	9	image	image	NOUN
cana-5689	65	10	processing	processing	NOUN
cana-5689	65	11	tasks	task	NOUN
cana-5689	65	12	such	such	ADJ
cana-5689	65	13	as	as	ADP
cana-5689	65	14	converting	convert	VERB
cana-5689	65	15	uploaded	upload	VERB
cana-5689	65	16	images	image	NOUN
cana-5689	65	17	to	to	ADP
cana-5689	65	18	grayscale	grayscale	NOUN
cana-5689	65	19	,	,	PUNCT
cana-5689	65	20	resizing	resize	VERB
cana-5689	65	21	them	they	PRON
cana-5689	65	22	for	for	ADP
cana-5689	65	23	consistency	consistency	NOUN
cana-5689	65	24	,	,	PUNCT
cana-5689	65	25	and	and	CCONJ
cana-5689	65	26	drawing	draw	VERB
cana-5689	65	27	bounding	bounding	NOUN
cana-5689	65	28	boxes	box	NOUN
cana-5689	65	29	and	and	CCONJ
cana-5689	65	30	annotations	annotation	NOUN
cana-5689	65	31	for	for	ADP
cana-5689	65	32	recognized	recognize	VERB
cana-5689	65	33	faces	face	NOUN
cana-5689	65	34	.	.	PUNCT
cana-5689	66	1	opencv	opencv	PROPN
cana-5689	66	2	enhances	enhance	VERB
cana-5689	66	3	the	the	DET
cana-5689	66	4	system	system	NOUN
cana-5689	66	5	’s	’s	PART
cana-5689	66	6	ability	ability	NOUN
cana-5689	66	7	to	to	PART
cana-5689	66	8	process	process	VERB
cana-5689	66	9	images	image	NOUN
cana-5689	66	10	efficiently	efficiently	ADV
cana-5689	66	11	.	.	PUNCT
cana-5689	67	1	•	•	NUM
cana-5689	67	2	dlib	dlib	NOUN
cana-5689	67	3	:	:	PUNCT
cana-5689	67	4	a	a	DET
cana-5689	67	5	highly	highly	ADV
cana-5689	67	6	efficient	efficient	ADJ
cana-5689	67	7	machine	machine	NOUN
cana-5689	67	8	learning	learn	VERB
cana-5689	67	9	library	library	NOUN
cana-5689	67	10	used	use	VERB
cana-5689	67	11	for	for	ADP
cana-5689	67	12	both	both	DET
cana-5689	67	13	face	face	NOUN
cana-5689	67	14	detection	detection	NOUN
cana-5689	67	15	and	and	CCONJ
cana-5689	67	16	alignment	alignment	NOUN
cana-5689	67	17	.	.	PUNCT
cana-5689	68	1	the	the	DET
cana-5689	68	2	get_frontal_face_detector	get_frontal_face_detector	PROPN
cana-5689	68	3	(	(	PUNCT
cana-5689	68	4	)	)	PUNCT
cana-5689	68	5	function	function	NOUN
cana-5689	68	6	detects	detect	NOUN
cana-5689	68	7	faces	face	VERB
cana-5689	68	8	with	with	ADP
cana-5689	68	9	high	high	ADJ
cana-5689	68	10	precision	precision	NOUN
cana-5689	68	11	,	,	PUNCT
cana-5689	68	12	while	while	SCONJ
cana-5689	68	13	get_face_chip	get_face_chip	NOUN
cana-5689	68	14	(	(	PUNCT
cana-5689	68	15	)	)	PUNCT
cana-5689	68	16	aligns	align	VERB
cana-5689	68	17	them	they	PRON
cana-5689	68	18	using	use	VERB
cana-5689	68	19	facial	facial	ADJ
cana-5689	68	20	landmarks	landmark	NOUN
cana-5689	68	21	,	,	PUNCT
cana-5689	68	22	ensuring	ensure	VERB
cana-5689	68	23	uniformity	uniformity	NOUN
cana-5689	68	24	for	for	ADP
cana-5689	68	25	better	well	ADJ
cana-5689	68	26	recognition	recognition	NOUN
cana-5689	68	27	.	.	PUNCT
cana-5689	69	1	communications	communication	NOUN
cana-5689	69	2	on	on	ADP
cana-5689	69	3	applied	apply	VERB
cana-5689	69	4	nonlinear	nonlinear	ADJ
cana-5689	69	5	analysis	analysis	NOUN
cana-5689	69	6	issn	issn	NOUN
cana-5689	69	7	:	:	PUNCT
cana-5689	69	8	1074	1074	NUM
cana-5689	69	9	-	-	PUNCT
cana-5689	69	10	133x	133x	NUM
cana-5689	69	11	vol	vol	NOUN
cana-5689	69	12	32	32	NUM
cana-5689	69	13	no	no	NOUN
cana-5689	69	14	.	.	PUNCT
cana-5689	70	1	4s	4s	NUM
cana-5689	70	2	(	(	PUNCT
cana-5689	70	3	2025	2025	NUM
cana-5689	70	4	)	)	PUNCT
cana-5689	70	5	723	723	NUM
cana-5689	70	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	70	7	•	•	NOUN
cana-5689	70	8	face	face	NOUN
cana-5689	70	9	recognition	recognition	NOUN
cana-5689	70	10	library	library	NOUN
cana-5689	70	11	:	:	PUNCT
cana-5689	70	12	utilizes	utilize	VERB
cana-5689	70	13	dlib	dlib	NOUN
cana-5689	70	14	’s	’s	PART
cana-5689	70	15	advanced	advanced	ADJ
cana-5689	70	16	algorithms	algorithm	NOUN
cana-5689	70	17	to	to	PART
cana-5689	70	18	extract	extract	VERB
cana-5689	70	19	128	128	NUM
cana-5689	70	20	-	-	PUNCT
cana-5689	70	21	dimensional	dimensional	ADJ
cana-5689	70	22	face	face	NOUN
cana-5689	70	23	encodings	encoding	NOUN
cana-5689	70	24	,	,	PUNCT
cana-5689	70	25	which	which	PRON
cana-5689	70	26	act	act	VERB
cana-5689	70	27	as	as	ADP
cana-5689	70	28	unique	unique	ADJ
cana-5689	70	29	identifiers	identifier	NOUN
cana-5689	70	30	.	.	PUNCT
cana-5689	71	1	these	these	DET
cana-5689	71	2	encodings	encoding	NOUN
cana-5689	71	3	allow	allow	VERB
cana-5689	71	4	the	the	DET
cana-5689	71	5	system	system	NOUN
cana-5689	71	6	to	to	PART
cana-5689	71	7	accurately	accurately	ADV
cana-5689	71	8	compare	compare	VERB
cana-5689	71	9	new	new	ADJ
cana-5689	71	10	images	image	NOUN
cana-5689	71	11	against	against	ADP
cana-5689	71	12	the	the	DET
cana-5689	71	13	database	database	NOUN
cana-5689	71	14	of	of	ADP
cana-5689	71	15	stored	store	VERB
cana-5689	71	16	faces	face	NOUN
cana-5689	71	17	.	.	PUNCT
cana-5689	72	1	•	•	NUM
cana-5689	72	2	numpy	numpy	NOUN
cana-5689	72	3	&	&	CCONJ
cana-5689	72	4	pandas	pandas	PROPN
cana-5689	72	5	:	:	PUNCT
cana-5689	72	6	numpy	numpy	NOUN
cana-5689	72	7	is	be	AUX
cana-5689	72	8	utilized	utilize	VERB
cana-5689	72	9	for	for	ADP
cana-5689	72	10	numerical	numerical	ADJ
cana-5689	72	11	operations	operation	NOUN
cana-5689	72	12	,	,	PUNCT
cana-5689	72	13	including	include	VERB
cana-5689	72	14	processing	processing	NOUN
cana-5689	72	15	and	and	CCONJ
cana-5689	72	16	comparing	compare	VERB
cana-5689	72	17	face	face	NOUN
cana-5689	72	18	encodings	encoding	NOUN
cana-5689	72	19	,	,	PUNCT
cana-5689	72	20	while	while	SCONJ
cana-5689	72	21	pandas	panda	NOUN
cana-5689	72	22	is	be	AUX
cana-5689	72	23	essential	essential	ADJ
cana-5689	72	24	for	for	ADP
cana-5689	72	25	managing	manage	VERB
cana-5689	72	26	and	and	CCONJ
cana-5689	72	27	manipulating	manipulate	VERB
cana-5689	72	28	attendance	attendance	NOUN
cana-5689	72	29	records	record	NOUN
cana-5689	72	30	in	in	ADP
cana-5689	72	31	structured	structured	ADJ
cana-5689	72	32	tabular	tabular	NOUN
cana-5689	72	33	formats	format	NOUN
cana-5689	72	34	.	.	PUNCT
cana-5689	73	1	•	•	NUM
cana-5689	73	2	mediapipe	mediapipe	NOUN
cana-5689	73	3	:	:	PUNCT
cana-5689	73	4	though	though	SCONJ
cana-5689	73	5	not	not	PART
cana-5689	73	6	currently	currently	ADV
cana-5689	73	7	implemented	implement	VERB
cana-5689	73	8	,	,	PUNCT
cana-5689	73	9	this	this	DET
cana-5689	73	10	library	library	NOUN
cana-5689	73	11	offers	offer	VERB
cana-5689	73	12	real	real	ADJ
cana-5689	73	13	-	-	PUNCT
cana-5689	73	14	time	time	NOUN
cana-5689	73	15	face	face	NOUN
cana-5689	73	16	detection	detection	NOUN
cana-5689	73	17	and	and	CCONJ
cana-5689	73	18	tracking	tracking	NOUN
cana-5689	73	19	solutions	solution	NOUN
cana-5689	73	20	,	,	PUNCT
cana-5689	73	21	making	make	VERB
cana-5689	73	22	it	it	PRON
cana-5689	73	23	a	a	DET
cana-5689	73	24	viable	viable	ADJ
cana-5689	73	25	candidate	candidate	NOUN
cana-5689	73	26	for	for	ADP
cana-5689	73	27	future	future	ADJ
cana-5689	73	28	enhancements	enhancement	NOUN
cana-5689	73	29	to	to	ADP
cana-5689	73	30	the	the	DET
cana-5689	73	31	system	system	NOUN
cana-5689	73	32	.	.	PUNCT
cana-5689	74	1	2	2	X
cana-5689	74	2	.	.	X
cana-5689	74	3	system	system	NOUN
cana-5689	74	4	architecture	architecture	NOUN
cana-5689	74	5	2.1	2.1	NUM
cana-5689	74	6	firebase	firebase	NOUN
cana-5689	74	7	integration	integration	NOUN
cana-5689	74	8	firebase	firebase	NOUN
cana-5689	74	9	realtime	realtime	NOUN
cana-5689	74	10	database	database	NOUN
cana-5689	74	11	serves	serve	VERB
cana-5689	74	12	as	as	ADP
cana-5689	74	13	the	the	DET
cana-5689	74	14	backbone	backbone	NOUN
cana-5689	74	15	of	of	ADP
cana-5689	74	16	the	the	DET
cana-5689	74	17	system	system	NOUN
cana-5689	74	18	,	,	PUNCT
cana-5689	74	19	facilitating	facilitate	VERB
cana-5689	74	20	fast	fast	ADJ
cana-5689	74	21	and	and	CCONJ
cana-5689	74	22	scalable	scalable	ADJ
cana-5689	74	23	data	datum	NOUN
cana-5689	74	24	storage	storage	NOUN
cana-5689	74	25	.	.	PUNCT
cana-5689	75	1	it	it	PRON
cana-5689	75	2	maintains	maintain	VERB
cana-5689	75	3	two	two	NUM
cana-5689	75	4	key	key	ADJ
cana-5689	75	5	data	datum	NOUN
cana-5689	75	6	structures	structure	NOUN
cana-5689	75	7	:	:	PUNCT
cana-5689	75	8	•	•	NUM
cana-5689	75	9	face	face	NOUN
cana-5689	75	10	data	datum	NOUN
cana-5689	75	11	:	:	PUNCT
cana-5689	75	12	stores	store	NOUN
cana-5689	75	13	face	face	VERB
cana-5689	75	14	encodings	encoding	NOUN
cana-5689	75	15	under	under	ADP
cana-5689	75	16	a	a	DET
cana-5689	75	17	unique	unique	ADJ
cana-5689	75	18	primary	primary	ADJ
cana-5689	75	19	registration	registration	NOUN
cana-5689	75	20	number	number	NOUN
cana-5689	75	21	(	(	PUNCT
cana-5689	75	22	prn	prn	NOUN
cana-5689	75	23	)	)	PUNCT
cana-5689	75	24	for	for	ADP
cana-5689	75	25	each	each	DET
cana-5689	75	26	student	student	NOUN
cana-5689	75	27	.	.	PUNCT
cana-5689	76	1	the	the	DET
cana-5689	76	2	database	database	NOUN
cana-5689	76	3	maintains	maintain	VERB
cana-5689	76	4	an	an	DET
cana-5689	76	5	organized	organized	ADJ
cana-5689	76	6	structure	structure	NOUN
cana-5689	76	7	that	that	PRON
cana-5689	76	8	includes	include	VERB
cana-5689	76	9	the	the	DET
cana-5689	76	10	student	student	NOUN
cana-5689	76	11	’s	’s	PART
cana-5689	76	12	name	name	NOUN
cana-5689	76	13	,	,	PUNCT
cana-5689	76	14	last	last	ADJ
cana-5689	76	15	updated	update	VERB
cana-5689	76	16	timestamp	timestamp	NOUN
cana-5689	76	17	,	,	PUNCT
cana-5689	76	18	and	and	CCONJ
cana-5689	76	19	corresponding	corresponding	ADJ
cana-5689	76	20	face	face	NOUN
cana-5689	76	21	encoding	encode	VERB
cana-5689	76	22	for	for	ADP
cana-5689	76	23	efficient	efficient	ADJ
cana-5689	76	24	retrieval	retrieval	NOUN
cana-5689	76	25	.	.	PUNCT
cana-5689	77	1	•	•	NUM
cana-5689	77	2	attendance	attendance	NOUN
cana-5689	77	3	data	datum	NOUN
cana-5689	77	4	:	:	PUNCT
cana-5689	77	5	stores	store	NOUN
cana-5689	77	6	daily	daily	ADJ
cana-5689	77	7	attendance	attendance	NOUN
cana-5689	77	8	records	record	NOUN
cana-5689	77	9	under	under	ADP
cana-5689	77	10	the	the	DET
cana-5689	77	11	format	format	NOUN
cana-5689	77	12	attendance/{current_date}/{prn	attendance/{current_date}/{prn	NOUN
cana-5689	77	13	}	}	PUNCT
cana-5689	77	14	.	.	PUNCT
cana-5689	78	1	each	each	DET
cana-5689	78	2	record	record	NOUN
cana-5689	78	3	includes	include	VERB
cana-5689	78	4	the	the	DET
cana-5689	78	5	student	student	NOUN
cana-5689	78	6	’s	’s	PART
cana-5689	78	7	name	name	NOUN
cana-5689	78	8	,	,	PUNCT
cana-5689	78	9	timestamp	timestamp	NOUN
cana-5689	78	10	,	,	PUNCT
cana-5689	78	11	confidence	confidence	NOUN
cana-5689	78	12	score	score	NOUN
cana-5689	78	13	,	,	PUNCT
cana-5689	78	14	and	and	CCONJ
cana-5689	78	15	presence	presence	NOUN
cana-5689	78	16	status	status	NOUN
cana-5689	78	17	(	(	PUNCT
cana-5689	78	18	present	present	ADJ
cana-5689	78	19	/	/	SYM
cana-5689	78	20	absent	absent	ADJ
cana-5689	78	21	)	)	PUNCT
cana-5689	78	22	.	.	PUNCT
cana-5689	79	1	secure	secure	ADJ
cana-5689	79	2	access	access	NOUN
cana-5689	79	3	is	be	AUX
cana-5689	79	4	ensured	ensure	VERB
cana-5689	79	5	via	via	ADP
cana-5689	79	6	firebase	firebase	PROPN
cana-5689	79	7	’s	’s	PART
cana-5689	79	8	authentication	authentication	NOUN
cana-5689	79	9	protocols	protocol	NOUN
cana-5689	79	10	.	.	PUNCT
cana-5689	80	1	fig1	fig1	PROPN
cana-5689	80	2	:	:	PUNCT
cana-5689	80	3	overall	overall	ADJ
cana-5689	80	4	flow	flow	NOUN
cana-5689	80	5	of	of	ADP
cana-5689	80	6	attendance	attendance	NOUN
cana-5689	80	7	system	system	NOUN
cana-5689	80	8	communications	communication	NOUN
cana-5689	80	9	on	on	ADP
cana-5689	80	10	applied	apply	VERB
cana-5689	80	11	nonlinear	nonlinear	ADJ
cana-5689	80	12	analysis	analysis	NOUN
cana-5689	80	13	issn	issn	NOUN
cana-5689	80	14	:	:	PUNCT
cana-5689	80	15	1074	1074	NUM
cana-5689	80	16	-	-	PUNCT
cana-5689	80	17	133x	133x	NUM
cana-5689	80	18	vol	vol	NOUN
cana-5689	80	19	32	32	NUM
cana-5689	80	20	no	no	NOUN
cana-5689	80	21	.	.	PUNCT
cana-5689	81	1	4s	4s	NUM
cana-5689	81	2	(	(	PUNCT
cana-5689	81	3	2025	2025	NUM
cana-5689	81	4	)	)	PUNCT
cana-5689	81	5	724	724	NUM
cana-5689	81	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5689	81	7	2.2	2.2	NUM
cana-5689	81	8	face	face	NOUN
cana-5689	81	9	detection	detection	NOUN
cana-5689	81	10	and	and	CCONJ
cana-5689	81	11	alignment	alignment	VERB
cana-5689	81	12	the	the	DET
cana-5689	81	13	system	system	NOUN
cana-5689	81	14	employs	employ	VERB
cana-5689	81	15	dlib.get_frontal_face_detector	dlib.get_frontal_face_detector	NOUN
cana-5689	81	16	(	(	PUNCT
cana-5689	81	17	)	)	PUNCT
cana-5689	81	18	to	to	PART
cana-5689	81	19	identify	identify	VERB
cana-5689	81	20	facial	facial	ADJ
cana-5689	81	21	regions	region	NOUN
cana-5689	81	22	within	within	ADP
cana-5689	81	23	an	an	DET
cana-5689	81	24	uploaded	uploaded	ADJ
cana-5689	81	25	image	image	NOUN
cana-5689	81	26	.	.	PUNCT
cana-5689	82	1	to	to	PART
cana-5689	82	2	enhance	enhance	VERB
cana-5689	82	3	accuracy	accuracy	NOUN
cana-5689	82	4	,	,	PUNCT
cana-5689	82	5	detected	detect	VERB
cana-5689	82	6	faces	face	NOUN
cana-5689	82	7	undergo	undergo	VERB
cana-5689	82	8	an	an	DET
cana-5689	82	9	alignment	alignment	NOUN
cana-5689	82	10	process	process	NOUN
cana-5689	82	11	using	use	VERB
cana-5689	82	12	dlib.get_face_chip	dlib.get_face_chip	NOUN
cana-5689	82	13	(	(	PUNCT
cana-5689	82	14	)	)	PUNCT
cana-5689	82	15	,	,	PUNCT
cana-5689	82	16	which	which	PRON
cana-5689	82	17	standardizes	standardize	VERB
cana-5689	82	18	the	the	DET
cana-5689	82	19	orientation	orientation	NOUN
cana-5689	82	20	of	of	ADP
cana-5689	82	21	facial	facial	ADJ
cana-5689	82	22	features	feature	NOUN
cana-5689	82	23	such	such	ADJ
cana-5689	82	24	as	as	ADP
cana-5689	82	25	the	the	DET
cana-5689	82	26	eyes	eye	NOUN
cana-5689	82	27	,	,	PUNCT
cana-5689	82	28	nose	nose	NOUN
cana-5689	82	29	,	,	PUNCT
cana-5689	82	30	and	and	CCONJ
cana-5689	82	31	mouth	mouth	NOUN
cana-5689	82	32	.	.	PUNCT
cana-5689	83	1	this	this	DET
cana-5689	83	2	step	step	NOUN
cana-5689	83	3	significantly	significantly	ADV
cana-5689	83	4	improves	improve	VERB
cana-5689	83	5	recognition	recognition	NOUN
cana-5689	83	6	performance	performance	NOUN
cana-5689	83	7	by	by	ADP
cana-5689	83	8	reducing	reduce	VERB
cana-5689	83	9	variations	variation	NOUN
cana-5689	83	10	due	due	ADJ
cana-5689	83	11	to	to	ADP
cana-5689	83	12	different	different	ADJ
cana-5689	83	13	head	head	NOUN
cana-5689	83	14	poses	pose	NOUN
cana-5689	83	15	and	and	CCONJ
cana-5689	83	16	lighting	lighting	NOUN
cana-5689	83	17	conditions	condition	NOUN
cana-5689	83	18	.	.	PUNCT
cana-5689	84	1	2.3	2.3	NUM
cana-5689	84	2	face	face	NOUN
cana-5689	84	3	recognition	recognition	NOUN
cana-5689	84	4	process	process	NOUN
cana-5689	84	5	the	the	DET
cana-5689	84	6	recognition	recognition	NOUN
cana-5689	84	7	system	system	NOUN
cana-5689	84	8	follows	follow	VERB
cana-5689	84	9	a	a	DET
cana-5689	84	10	structured	structured	ADJ
cana-5689	84	11	approach	approach	NOUN
cana-5689	84	12	:	:	PUNCT
cana-5689	84	13	1	1	X
cana-5689	84	14	.	.	X
cana-5689	84	15	encoding	encode	VERB
cana-5689	84	16	generation	generation	NOUN
cana-5689	85	1	:	:	PUNCT
cana-5689	85	2	each	each	DET
cana-5689	85	3	detected	detect	VERB
cana-5689	85	4	face	face	NOUN
cana-5689	85	5	is	be	AUX
cana-5689	85	6	converted	convert	VERB
cana-5689	85	7	into	into	ADP
cana-5689	85	8	a	a	DET
cana-5689	85	9	128	128	NUM
cana-5689	85	10	-	-	PUNCT
cana-5689	85	11	dimensional	dimensional	ADJ
cana-5689	85	12	vector	vector	NOUN
cana-5689	85	13	using	use	VERB
cana-5689	85	14	the	the	DET
cana-5689	85	15	face_recognition	face_recognition	NOUN
cana-5689	85	16	library	library	NOUN
cana-5689	85	17	.	.	PUNCT
cana-5689	86	1	these	these	DET
cana-5689	86	2	encodings	encoding	NOUN
cana-5689	86	3	represent	represent	VERB
cana-5689	86	4	unique	unique	ADJ
cana-5689	86	5	biometric	biometric	ADJ
cana-5689	86	6	identifiers	identifier	NOUN
cana-5689	86	7	.	.	PUNCT
cana-5689	87	1	2	2	X
cana-5689	87	2	.	.	X
cana-5689	87	3	comparison	comparison	NOUN
cana-5689	87	4	with	with	ADP
cana-5689	87	5	stored	store	VERB
cana-5689	87	6	data	datum	NOUN
cana-5689	87	7	:	:	PUNCT
cana-5689	87	8	the	the	DET
cana-5689	87	9	system	system	NOUN
cana-5689	87	10	retrieves	retrieve	VERB
cana-5689	87	11	known	know	VERB
cana-5689	87	12	face	face	NOUN
cana-5689	87	13	encodings	encoding	NOUN
cana-5689	87	14	,	,	PUNCT
cana-5689	87	15	prns	prn	NOUN
cana-5689	87	16	,	,	PUNCT
cana-5689	87	17	and	and	CCONJ
cana-5689	87	18	names	name	NOUN
cana-5689	87	19	from	from	ADP
cana-5689	87	20	firebase	firebase	NOUN
cana-5689	87	21	.	.	PUNCT
cana-5689	88	1	3	3	X
cana-5689	88	2	.	.	X
cana-5689	88	3	confidence	confidence	NOUN
cana-5689	88	4	calculation	calculation	NOUN
cana-5689	88	5	:	:	PUNCT
cana-5689	88	6	the	the	DET
cana-5689	88	7	euclidean	euclidean	ADJ
cana-5689	88	8	distance	distance	NOUN
cana-5689	88	9	between	between	ADP
cana-5689	88	10	new	new	ADJ
cana-5689	88	11	encodings	encoding	NOUN
cana-5689	88	12	and	and	CCONJ
cana-5689	88	13	stored	store	VERB
cana-5689	88	14	ones	one	NOUN
cana-5689	88	15	is	be	AUX
cana-5689	88	16	computed	compute	VERB
cana-5689	88	17	.	.	PUNCT
cana-5689	89	1	a	a	DET
cana-5689	89	2	lower	low	ADJ
cana-5689	89	3	distance	distance	NOUN
cana-5689	89	4	signifies	signify	VERB
cana-5689	89	5	a	a	DET
cana-5689	89	6	higher	high	ADJ
cana-5689	89	7	probability	probability	NOUN
cana-5689	89	8	of	of	ADP
cana-5689	89	9	a	a	DET
cana-5689	89	10	match	match	NOUN
cana-5689	89	11	.	.	PUNCT
cana-5689	90	1	4	4	X
cana-5689	90	2	.	.	NOUN
cana-5689	90	3	threshold	threshold	NOUN
cana-5689	90	4	decision	decision	NOUN
cana-5689	90	5	:	:	PUNCT
cana-5689	90	6	the	the	DET
cana-5689	90	7	system	system	NOUN
cana-5689	90	8	uses	use	VERB
cana-5689	90	9	a	a	DET
cana-5689	90	10	confidence	confidence	NOUN
cana-5689	90	11	threshold	threshold	NOUN
cana-5689	90	12	(	(	PUNCT
cana-5689	90	13	typically	typically	ADV
cana-5689	90	14	set	set	VERB
cana-5689	90	15	at	at	ADP
cana-5689	90	16	50	50	NUM
cana-5689	90	17	%	%	NOUN
cana-5689	90	18	)	)	PUNCT
cana-5689	90	19	to	to	PART
cana-5689	90	20	determine	determine	VERB
cana-5689	90	21	whether	whether	SCONJ
cana-5689	90	22	the	the	DET
cana-5689	90	23	recognition	recognition	NOUN
cana-5689	90	24	is	be	AUX
cana-5689	90	25	valid	valid	ADJ
cana-5689	90	26	.	.	PUNCT
cana-5689	91	1	if	if	SCONJ
cana-5689	91	2	the	the	DET
cana-5689	91	3	confidence	confidence	NOUN
cana-5689	91	4	score	score	NOUN
cana-5689	91	5	falls	fall	VERB
cana-5689	91	6	below	below	ADP
cana-5689	91	7	this	this	DET
cana-5689	91	8	threshold	threshold	NOUN
cana-5689	91	9	,	,	PUNCT
cana-5689	91	10	the	the	DET
cana-5689	91	11	system	system	NOUN
cana-5689	91	12	marks	mark	VERB
cana-5689	91	13	the	the	DET
cana-5689	91	14	face	face	NOUN
cana-5689	91	15	as	as	ADP
cana-5689	91	16	“	"	PUNCT
cana-5689	91	17	unrecognized	unrecognize	VERB
cana-5689	91	18	.	.	PUNCT
cana-5689	91	19	”	"	PUNCT
cana-5689	92	1	5	5	NUM
cana-5689	92	2	.	.	X
cana-5689	92	3	attendance	attendance	NOUN
cana-5689	92	4	marking	marking	NOUN
cana-5689	92	5	:	:	PUNCT
cana-5689	92	6	recognized	recognize	VERB
cana-5689	92	7	faces	face	NOUN
cana-5689	92	8	are	be	AUX
cana-5689	92	9	logged	log	VERB
cana-5689	92	10	into	into	ADP
cana-5689	92	11	the	the	DET
cana-5689	92	12	attendance	attendance	NOUN
cana-5689	92	13	system	system	NOUN
cana-5689	92	14	,	,	PUNCT
cana-5689	92	15	while	while	SCONJ
cana-5689	92	16	unrecognized	unrecognized	ADJ
cana-5689	92	17	ones	one	NOUN
cana-5689	92	18	are	be	AUX
cana-5689	92	19	queued	queue	VERB
cana-5689	92	20	for	for	ADP
cana-5689	92	21	manual	manual	ADJ
cana-5689	92	22	verification	verification	NOUN
cana-5689	92	23	.	.	PUNCT
cana-5689	93	1	fig2	fig2	NOUN
cana-5689	93	2	:	:	PUNCT
cana-5689	93	3	attendance	attendance	NOUN
cana-5689	93	4	marking	mark	VERB
cana-5689	93	5	communications	communication	NOUN
cana-5689	93	6	on	on	ADP
cana-5689	93	7	applied	apply	VERB
cana-5689	93	8	nonlinear	nonlinear	ADJ
cana-5689	93	9	analysis	analysis	NOUN
cana-5689	93	10	issn	issn	NOUN
cana-5689	93	11	:	:	PUNCT
cana-5689	93	12	1074	1074	NUM
cana-5689	93	13	-	-	PUNCT
cana-5689	93	14	133x	133x	NUM
cana-5689	93	15	vol	vol	NOUN
cana-5689	93	16	32	32	NUM
cana-5689	93	17	no	no	NOUN
cana-5689	93	18	.	.	PUNCT
cana-5689	94	1	4s	4s	NUM
cana-5689	94	2	(	(	PUNCT
cana-5689	94	3	2025	2025	NUM
cana-5689	94	4	)	)	PUNCT
cana-5689	94	5	725	725	NUM
cana-5689	94	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	94	7	2.4	2.4	NUM
cana-5689	94	8	attendance	attendance	NOUN
cana-5689	94	9	marking	marking	NOUN
cana-5689	94	10	mechanism	mechanism	NOUN
cana-5689	94	11	attendance	attendance	NOUN
cana-5689	94	12	marking	marking	NOUN
cana-5689	94	13	follows	follow	VERB
cana-5689	94	14	a	a	DET
cana-5689	94	15	dual	dual	ADJ
cana-5689	94	16	approach	approach	NOUN
cana-5689	94	17	:	:	PUNCT
cana-5689	94	18	•	•	NUM
cana-5689	94	19	real	real	ADJ
cana-5689	94	20	-	-	PUNCT
cana-5689	94	21	time	time	NOUN
cana-5689	94	22	attendance	attendance	NOUN
cana-5689	94	23	:	:	PUNCT
cana-5689	94	24	as	as	ADV
cana-5689	94	25	soon	soon	ADV
cana-5689	94	26	as	as	SCONJ
cana-5689	94	27	a	a	DET
cana-5689	94	28	face	face	NOUN
cana-5689	94	29	is	be	AUX
cana-5689	94	30	recognized	recognize	VERB
cana-5689	94	31	,	,	PUNCT
cana-5689	94	32	an	an	DET
cana-5689	94	33	entry	entry	NOUN
cana-5689	94	34	is	be	AUX
cana-5689	94	35	generated	generate	VERB
cana-5689	94	36	with	with	ADP
cana-5689	94	37	details	detail	NOUN
cana-5689	94	38	such	such	ADJ
cana-5689	94	39	as	as	ADP
cana-5689	94	40	recognition	recognition	NOUN
cana-5689	94	41	confidence	confidence	NOUN
cana-5689	94	42	and	and	CCONJ
cana-5689	94	43	timestamp	timestamp	NOUN
cana-5689	94	44	.	.	PUNCT
cana-5689	95	1	unrecognized	unrecognized	ADJ
cana-5689	95	2	faces	face	NOUN
cana-5689	95	3	are	be	AUX
cana-5689	95	4	flagged	flag	VERB
cana-5689	95	5	for	for	ADP
cana-5689	95	6	further	further	ADJ
cana-5689	95	7	verification	verification	NOUN
cana-5689	95	8	.	.	PUNCT
cana-5689	96	1	•	•	NOUN
cana-5689	96	2	batch	batch	NOUN
cana-5689	96	3	processing	processing	NOUN
cana-5689	96	4	:	:	PUNCT
cana-5689	96	5	when	when	SCONJ
cana-5689	96	6	processing	process	VERB
cana-5689	96	7	multiple	multiple	ADJ
cana-5689	96	8	faces	face	NOUN
cana-5689	96	9	in	in	ADP
cana-5689	96	10	an	an	DET
cana-5689	96	11	image	image	NOUN
cana-5689	96	12	,	,	PUNCT
cana-5689	96	13	those	those	PRON
cana-5689	96	14	who	who	PRON
cana-5689	96	15	are	be	AUX
cana-5689	96	16	not	not	PART
cana-5689	96	17	identified	identify	VERB
cana-5689	96	18	are	be	AUX
cana-5689	96	19	automatically	automatically	ADV
cana-5689	96	20	marked	mark	VERB
cana-5689	96	21	as	as	ADP
cana-5689	96	22	absent	absent	ADJ
cana-5689	96	23	,	,	PUNCT
cana-5689	96	24	ensuring	ensure	VERB
cana-5689	96	25	complete	complete	ADJ
cana-5689	96	26	and	and	CCONJ
cana-5689	96	27	accurate	accurate	ADJ
cana-5689	96	28	tracking	tracking	NOUN
cana-5689	96	29	.	.	PUNCT
cana-5689	97	1	fig	fig	NOUN
cana-5689	97	2	3	3	NUM
cana-5689	97	3	:	:	PUNCT
cana-5689	97	4	data	datum	NOUN
cana-5689	97	5	management	management	NOUN
cana-5689	97	6	of	of	ADP
cana-5689	97	7	attendance	attendance	NOUN
cana-5689	97	8	system	system	NOUN
cana-5689	97	9	3	3	NUM
cana-5689	97	10	.	.	PUNCT
cana-5689	97	11	workflow	workflow	NOUN
cana-5689	97	12	of	of	ADP
cana-5689	97	13	the	the	DET
cana-5689	97	14	face	face	NOUN
cana-5689	97	15	recognition	recognition	NOUN
cana-5689	97	16	process	process	NOUN
cana-5689	97	17	1	1	NUM
cana-5689	97	18	.	.	PUNCT
cana-5689	98	1	image	image	NOUN
cana-5689	98	2	uploading	uploading	NOUN
cana-5689	98	3	:	:	PUNCT
cana-5689	98	4	the	the	DET
cana-5689	98	5	user	user	NOUN
cana-5689	98	6	uploads	upload	VERB
cana-5689	98	7	an	an	DET
cana-5689	98	8	image	image	NOUN
cana-5689	98	9	or	or	CCONJ
cana-5689	98	10	video	video	NOUN
cana-5689	98	11	feed	feed	NOUN
cana-5689	98	12	containing	contain	VERB
cana-5689	98	13	multiple	multiple	ADJ
cana-5689	98	14	faces	face	NOUN
cana-5689	98	15	.	.	PUNCT
cana-5689	99	1	2	2	X
cana-5689	99	2	.	.	X
cana-5689	99	3	face	face	NOUN
cana-5689	99	4	detection	detection	NOUN
cana-5689	99	5	&	&	CCONJ
cana-5689	99	6	alignment	alignment	NOUN
cana-5689	99	7	:	:	PUNCT
cana-5689	99	8	the	the	DET
cana-5689	99	9	system	system	NOUN
cana-5689	99	10	detects	detect	NOUN
cana-5689	99	11	and	and	CCONJ
cana-5689	99	12	aligns	align	VERB
cana-5689	99	13	faces	face	NOUN
cana-5689	99	14	to	to	PART
cana-5689	99	15	standardize	standardize	VERB
cana-5689	99	16	feature	feature	NOUN
cana-5689	99	17	orientation	orientation	NOUN
cana-5689	99	18	.	.	PUNCT
cana-5689	100	1	3	3	X
cana-5689	100	2	.	.	X
cana-5689	100	3	encoding	encode	VERB
cana-5689	100	4	generation	generation	NOUN
cana-5689	100	5	:	:	PUNCT
cana-5689	100	6	detected	detect	VERB
cana-5689	100	7	faces	face	NOUN
cana-5689	100	8	are	be	AUX
cana-5689	100	9	transformed	transform	VERB
cana-5689	100	10	into	into	ADP
cana-5689	100	11	unique	unique	ADJ
cana-5689	100	12	encodings	encoding	NOUN
cana-5689	100	13	.	.	PUNCT
cana-5689	101	1	4	4	X
cana-5689	101	2	.	.	X
cana-5689	101	3	comparison	comparison	NOUN
cana-5689	101	4	&	&	CCONJ
cana-5689	101	5	confidence	confidence	NOUN
cana-5689	101	6	calculation	calculation	NOUN
cana-5689	101	7	:	:	PUNCT
cana-5689	101	8	the	the	DET
cana-5689	101	9	encodings	encoding	NOUN
cana-5689	101	10	are	be	AUX
cana-5689	101	11	compared	compare	VERB
cana-5689	101	12	against	against	ADP
cana-5689	101	13	the	the	DET
cana-5689	101	14	database	database	NOUN
cana-5689	101	15	using	use	VERB
cana-5689	101	16	distance	distance	NOUN
cana-5689	101	17	metrics	metric	NOUN
cana-5689	101	18	.	.	PUNCT
cana-5689	102	1	communications	communication	NOUN
cana-5689	102	2	on	on	ADP
cana-5689	102	3	applied	apply	VERB
cana-5689	102	4	nonlinear	nonlinear	ADJ
cana-5689	102	5	analysis	analysis	NOUN
cana-5689	102	6	issn	issn	NOUN
cana-5689	102	7	:	:	PUNCT
cana-5689	102	8	1074	1074	NUM
cana-5689	102	9	-	-	PUNCT
cana-5689	102	10	133x	133x	NUM
cana-5689	102	11	vol	vol	NOUN
cana-5689	102	12	32	32	NUM
cana-5689	102	13	no	no	NOUN
cana-5689	102	14	.	.	PUNCT
cana-5689	103	1	4s	4s	NUM
cana-5689	103	2	(	(	PUNCT
cana-5689	103	3	2025	2025	NUM
cana-5689	103	4	)	)	PUNCT
cana-5689	103	5	726	726	NUM
cana-5689	103	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	103	7	5	5	NUM
cana-5689	103	8	.	.	PUNCT
cana-5689	103	9	recognition	recognition	NOUN
cana-5689	103	10	decision	decision	NOUN
cana-5689	103	11	:	:	PUNCT
cana-5689	103	12	a	a	DET
cana-5689	103	13	confidence	confidence	NOUN
cana-5689	103	14	score	score	NOUN
cana-5689	103	15	determines	determine	VERB
cana-5689	103	16	whether	whether	SCONJ
cana-5689	103	17	a	a	DET
cana-5689	103	18	match	match	NOUN
cana-5689	103	19	is	be	AUX
cana-5689	103	20	accepted	accept	VERB
cana-5689	103	21	or	or	CCONJ
cana-5689	103	22	rejected	reject	VERB
cana-5689	103	23	.	.	PUNCT
cana-5689	104	1	6	6	NUM
cana-5689	104	2	.	.	X
cana-5689	104	3	attendance	attendance	NOUN
cana-5689	104	4	marking	marking	NOUN
cana-5689	104	5	:	:	PUNCT
cana-5689	104	6	attendance	attendance	NOUN
cana-5689	104	7	records	record	NOUN
cana-5689	104	8	are	be	AUX
cana-5689	104	9	updated	update	VERB
cana-5689	104	10	in	in	ADP
cana-5689	104	11	firebase	firebase	NOUN
cana-5689	104	12	,	,	PUNCT
cana-5689	104	13	categorizing	categorize	VERB
cana-5689	104	14	students	student	NOUN
cana-5689	104	15	as	as	ADP
cana-5689	104	16	present	present	ADJ
cana-5689	104	17	or	or	CCONJ
cana-5689	104	18	absent	absent	ADJ
cana-5689	104	19	.	.	PUNCT
cana-5689	105	1	4	4	X
cana-5689	105	2	.	.	X
cana-5689	105	3	error	error	NOUN
cana-5689	105	4	handling	handling	NOUN
cana-5689	105	5	and	and	CCONJ
cana-5689	105	6	manual	manual	ADJ
cana-5689	105	7	verification	verification	NOUN
cana-5689	105	8	the	the	DET
cana-5689	105	9	system	system	NOUN
cana-5689	105	10	integrates	integrate	VERB
cana-5689	105	11	robust	robust	ADJ
cana-5689	105	12	error	error	NOUN
cana-5689	105	13	-	-	PUNCT
cana-5689	105	14	handling	handle	VERB
cana-5689	105	15	measures	measure	NOUN
cana-5689	105	16	:	:	PUNCT
cana-5689	105	17	•	•	NUM
cana-5689	105	18	faces	face	NOUN
cana-5689	105	19	that	that	PRON
cana-5689	105	20	fail	fail	VERB
cana-5689	105	21	recognition	recognition	NOUN
cana-5689	105	22	or	or	CCONJ
cana-5689	105	23	have	have	VERB
cana-5689	105	24	low	low	ADJ
cana-5689	105	25	confidence	confidence	NOUN
cana-5689	105	26	scores	score	NOUN
cana-5689	105	27	are	be	AUX
cana-5689	105	28	flagged	flag	VERB
cana-5689	105	29	for	for	ADP
cana-5689	105	30	manual	manual	ADJ
cana-5689	105	31	verification	verification	NOUN
cana-5689	105	32	.	.	PUNCT
cana-5689	106	1	•	•	NUM
cana-5689	106	2	users	user	NOUN
cana-5689	106	3	can	can	AUX
cana-5689	106	4	review	review	VERB
cana-5689	106	5	flagged	flag	VERB
cana-5689	106	6	entries	entry	NOUN
cana-5689	106	7	and	and	CCONJ
cana-5689	106	8	approve	approve	VERB
cana-5689	106	9	/	/	SYM
cana-5689	106	10	reject	reject	VERB
cana-5689	106	11	matches	match	NOUN
cana-5689	106	12	via	via	ADP
cana-5689	106	13	the	the	DET
cana-5689	106	14	streamlit	streamlit	NOUN
cana-5689	106	15	interface	interface	NOUN
cana-5689	106	16	.	.	PUNCT
cana-5689	107	1	5	5	X
cana-5689	107	2	.	.	X
cana-5689	107	3	reporting	reporting	NOUN
cana-5689	107	4	,	,	PUNCT
cana-5689	107	5	insights	insight	NOUN
cana-5689	107	6	,	,	PUNCT
cana-5689	107	7	and	and	CCONJ
cana-5689	107	8	data	datum	NOUN
cana-5689	107	9	analysis	analysis	NOUN
cana-5689	107	10	attendance	attendance	NOUN
cana-5689	107	11	records	record	NOUN
cana-5689	107	12	are	be	AUX
cana-5689	107	13	structured	structure	VERB
cana-5689	107	14	in	in	ADP
cana-5689	107	15	an	an	DET
cana-5689	107	16	easy	easy	ADJ
cana-5689	107	17	-	-	PUNCT
cana-5689	107	18	to	to	PART
cana-5689	107	19	-	-	PUNCT
cana-5689	107	20	read	read	VERB
cana-5689	107	21	tabular	tabular	NOUN
cana-5689	107	22	format	format	NOUN
cana-5689	107	23	.	.	PUNCT
cana-5689	108	1	users	user	NOUN
cana-5689	108	2	can	can	AUX
cana-5689	108	3	:	:	PUNCT
cana-5689	108	4	•	•	NUM
cana-5689	108	5	filter	filter	NOUN
cana-5689	108	6	records	record	NOUN
cana-5689	108	7	based	base	VERB
cana-5689	108	8	on	on	ADP
cana-5689	108	9	student	student	NOUN
cana-5689	108	10	name	name	NOUN
cana-5689	108	11	,	,	PUNCT
cana-5689	108	12	date	date	NOUN
cana-5689	108	13	,	,	PUNCT
cana-5689	108	14	or	or	CCONJ
cana-5689	108	15	attendance	attendance	NOUN
cana-5689	108	16	status	status	NOUN
cana-5689	108	17	.	.	PUNCT
cana-5689	109	1	•	•	NUM
cana-5689	109	2	download	download	NOUN
cana-5689	109	3	csv	csv	VERB
cana-5689	109	4	reports	report	NOUN
cana-5689	109	5	containing	contain	VERB
cana-5689	109	6	attendance	attendance	NOUN
cana-5689	109	7	summaries	summary	NOUN
cana-5689	109	8	and	and	CCONJ
cana-5689	109	9	analytical	analytical	ADJ
cana-5689	109	10	insights	insight	NOUN
cana-5689	109	11	,	,	PUNCT
cana-5689	109	12	such	such	ADJ
cana-5689	109	13	as	as	ADP
cana-5689	109	14	total	total	ADJ
cana-5689	109	15	students	student	NOUN
cana-5689	109	16	,	,	PUNCT
cana-5689	109	17	present	present	ADJ
cana-5689	109	18	count	count	NOUN
cana-5689	109	19	,	,	PUNCT
cana-5689	109	20	absent	absent	ADJ
cana-5689	109	21	count	count	NOUN
cana-5689	109	22	,	,	PUNCT
cana-5689	109	23	and	and	CCONJ
cana-5689	109	24	overall	overall	ADJ
cana-5689	109	25	attendance	attendance	NOUN
cana-5689	109	26	trends	trend	NOUN
cana-5689	109	27	.	.	PUNCT
cana-5689	110	1	6	6	X
cana-5689	110	2	.	.	X
cana-5689	110	3	security	security	NOUN
cana-5689	110	4	,	,	PUNCT
cana-5689	110	5	performance	performance	NOUN
cana-5689	110	6	,	,	PUNCT
cana-5689	110	7	and	and	CCONJ
cana-5689	110	8	scalability	scalability	NOUN
cana-5689	110	9	•	•	NOUN
cana-5689	110	10	security	security	NOUN
cana-5689	110	11	:	:	PUNCT
cana-5689	110	12	firebase	firebase	NOUN
cana-5689	110	13	ensures	ensure	VERB
cana-5689	110	14	secure	secure	ADJ
cana-5689	110	15	storage	storage	NOUN
cana-5689	110	16	and	and	CCONJ
cana-5689	110	17	retrieval	retrieval	NOUN
cana-5689	110	18	with	with	ADP
cana-5689	110	19	encrypted	encrypt	VERB
cana-5689	110	20	access	access	NOUN
cana-5689	110	21	mechanisms	mechanism	NOUN
cana-5689	110	22	.	.	PUNCT
cana-5689	111	1	•	•	NUM
cana-5689	111	2	performance	performance	NOUN
cana-5689	111	3	:	:	PUNCT
cana-5689	111	4	optimized	optimize	VERB
cana-5689	111	5	database	database	NOUN
cana-5689	111	6	queries	query	NOUN
cana-5689	111	7	and	and	CCONJ
cana-5689	111	8	efficient	efficient	ADJ
cana-5689	111	9	face	face	NOUN
cana-5689	111	10	encoding	encode	VERB
cana-5689	111	11	comparisons	comparison	NOUN
cana-5689	111	12	reduce	reduce	VERB
cana-5689	111	13	latency	latency	NOUN
cana-5689	111	14	in	in	ADP
cana-5689	111	15	attendance	attendance	NOUN
cana-5689	111	16	processing	processing	NOUN
cana-5689	111	17	.	.	PUNCT
cana-5689	112	1	•	•	NUM
cana-5689	112	2	scalability	scalability	NOUN
cana-5689	112	3	:	:	PUNCT
cana-5689	112	4	the	the	DET
cana-5689	112	5	system	system	NOUN
cana-5689	112	6	’s	’s	PART
cana-5689	112	7	modular	modular	ADJ
cana-5689	112	8	architecture	architecture	NOUN
cana-5689	112	9	allows	allow	VERB
cana-5689	112	10	seamless	seamless	ADJ
cana-5689	112	11	scaling	scaling	NOUN
cana-5689	112	12	for	for	ADP
cana-5689	112	13	larger	large	ADJ
cana-5689	112	14	datasets	dataset	NOUN
cana-5689	112	15	and	and	CCONJ
cana-5689	112	16	multi	multi	ADJ
cana-5689	112	17	-	-	ADJ
cana-5689	112	18	location	location	ADJ
cana-5689	112	19	deployment	deployment	NOUN
cana-5689	112	20	.	.	PUNCT
cana-5689	113	1	this	this	DET
cana-5689	113	2	methodology	methodology	NOUN
cana-5689	113	3	details	detail	VERB
cana-5689	113	4	how	how	SCONJ
cana-5689	113	5	the	the	DET
cana-5689	113	6	integration	integration	NOUN
cana-5689	113	7	of	of	ADP
cana-5689	113	8	modern	modern	ADJ
cana-5689	113	9	face	face	NOUN
cana-5689	113	10	recognition	recognition	NOUN
cana-5689	113	11	technology	technology	NOUN
cana-5689	113	12	with	with	ADP
cana-5689	113	13	realtime	realtime	ADJ
cana-5689	113	14	database	database	NOUN
cana-5689	113	15	solutions	solution	NOUN
cana-5689	113	16	results	result	NOUN
cana-5689	113	17	in	in	ADP
cana-5689	113	18	a	a	DET
cana-5689	113	19	reliable	reliable	ADJ
cana-5689	113	20	,	,	PUNCT
cana-5689	113	21	efficient	efficient	ADJ
cana-5689	113	22	,	,	PUNCT
cana-5689	113	23	and	and	CCONJ
cana-5689	113	24	scalable	scalable	ADJ
cana-5689	113	25	attendance	attendance	NOUN
cana-5689	113	26	management	management	NOUN
cana-5689	113	27	system	system	NOUN
cana-5689	113	28	,	,	PUNCT
cana-5689	113	29	meeting	meet	VERB
cana-5689	113	30	the	the	DET
cana-5689	113	31	needs	need	NOUN
cana-5689	113	32	of	of	ADP
cana-5689	113	33	educational	educational	ADJ
cana-5689	113	34	institutions	institution	NOUN
cana-5689	113	35	and	and	CCONJ
cana-5689	113	36	enterprises	enterprise	NOUN
cana-5689	113	37	alike	alike	ADV
cana-5689	113	38	.	.	PUNCT
cana-5689	114	1	iv	iv	X
cana-5689	114	2	.	.	PUNCT
cana-5689	114	3	results	result	NOUN
cana-5689	114	4	and	and	CCONJ
cana-5689	114	5	discussion	discussion	VERB
cana-5689	114	6	the	the	DET
cana-5689	114	7	faculty	faculty	NOUN
cana-5689	114	8	assistance	assistance	NOUN
cana-5689	114	9	system	system	NOUN
cana-5689	114	10	is	be	AUX
cana-5689	114	11	designed	design	VERB
cana-5689	114	12	to	to	PART
cana-5689	114	13	streamline	streamline	VERB
cana-5689	114	14	academic	academic	ADJ
cana-5689	114	15	tasks	task	NOUN
cana-5689	114	16	such	such	ADJ
cana-5689	114	17	as	as	ADP
cana-5689	114	18	student	student	NOUN
cana-5689	114	19	management	management	NOUN
cana-5689	114	20	,	,	PUNCT
cana-5689	114	21	attendance	attendance	NOUN
cana-5689	114	22	tracking	tracking	NOUN
cana-5689	114	23	,	,	PUNCT
cana-5689	114	24	and	and	CCONJ
cana-5689	114	25	project	project	NOUN
cana-5689	114	26	handling	handling	NOUN
cana-5689	114	27	.	.	PUNCT
cana-5689	115	1	the	the	DET
cana-5689	115	2	user	user	NOUN
cana-5689	115	3	interface	interface	NOUN
cana-5689	115	4	is	be	AUX
cana-5689	115	5	visually	visually	ADV
cana-5689	115	6	appealing	appealing	ADJ
cana-5689	115	7	and	and	CCONJ
cana-5689	115	8	user	user	NOUN
cana-5689	115	9	-	-	PUNCT
cana-5689	115	10	friendly	friendly	ADJ
cana-5689	115	11	,	,	PUNCT
cana-5689	115	12	ensuring	ensure	VERB
cana-5689	115	13	seamless	seamless	ADJ
cana-5689	115	14	navigation	navigation	NOUN
cana-5689	115	15	for	for	ADP
cana-5689	115	16	faculty	faculty	NOUN
cana-5689	115	17	members	member	NOUN
cana-5689	115	18	.	.	PUNCT
cana-5689	116	1	home	home	NOUN
cana-5689	116	2	page	page	NOUN
cana-5689	116	3	:	:	PUNCT
cana-5689	117	1	img	img	X
cana-5689	117	2	:	:	PUNCT
cana-5689	117	3	the	the	DET
cana-5689	117	4	homepage	homepage	NOUN
cana-5689	117	5	communications	communication	NOUN
cana-5689	117	6	on	on	ADP
cana-5689	117	7	applied	apply	VERB
cana-5689	117	8	nonlinear	nonlinear	ADJ
cana-5689	117	9	analysis	analysis	NOUN
cana-5689	117	10	issn	issn	NOUN
cana-5689	117	11	:	:	PUNCT
cana-5689	117	12	1074	1074	NUM
cana-5689	117	13	-	-	PUNCT
cana-5689	117	14	133x	133x	NUM
cana-5689	117	15	vol	vol	NOUN
cana-5689	117	16	32	32	NUM
cana-5689	117	17	no	no	NOUN
cana-5689	117	18	.	.	PUNCT
cana-5689	118	1	4s	4s	NUM
cana-5689	118	2	(	(	PUNCT
cana-5689	118	3	2025	2025	NUM
cana-5689	118	4	)	)	PUNCT
cana-5689	118	5	727	727	NUM
cana-5689	118	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	119	1	the	the	DET
cana-5689	119	2	homepage	homepage	NOUN
cana-5689	119	3	presents	present	VERB
cana-5689	119	4	an	an	DET
cana-5689	119	5	engaging	engaging	ADJ
cana-5689	119	6	and	and	CCONJ
cana-5689	119	7	interactive	interactive	ADJ
cana-5689	119	8	design	design	NOUN
cana-5689	119	9	that	that	PRON
cana-5689	119	10	provides	provide	VERB
cana-5689	119	11	quick	quick	ADJ
cana-5689	119	12	access	access	NOUN
cana-5689	119	13	to	to	ADP
cana-5689	119	14	core	core	NOUN
cana-5689	119	15	functionalities	functionality	NOUN
cana-5689	119	16	,	,	PUNCT
cana-5689	119	17	including	include	VERB
cana-5689	119	18	student	student	NOUN
cana-5689	119	19	management	management	NOUN
cana-5689	119	20	,	,	PUNCT
cana-5689	119	21	attendance	attendance	NOUN
cana-5689	119	22	,	,	PUNCT
cana-5689	119	23	quizzes	quiz	NOUN
cana-5689	119	24	,	,	PUNCT
cana-5689	119	25	and	and	CCONJ
cana-5689	119	26	project	project	NOUN
cana-5689	119	27	tracking	tracking	NOUN
cana-5689	119	28	.	.	PUNCT
cana-5689	120	1	student	student	NOUN
cana-5689	120	2	registration	registration	NOUN
cana-5689	120	3	interface	interface	NOUN
cana-5689	120	4	img	img	PROPN
cana-5689	120	5	:	:	PUNCT
cana-5689	120	6	student	student	NOUN
cana-5689	120	7	registration	registration	NOUN
cana-5689	120	8	interface	interface	NOUN
cana-5689	120	9	the	the	DET
cana-5689	120	10	student	student	NOUN
cana-5689	120	11	registration	registration	NOUN
cana-5689	120	12	module	module	NOUN
cana-5689	120	13	allows	allow	VERB
cana-5689	120	14	faculty	faculty	NOUN
cana-5689	120	15	to	to	PART
cana-5689	120	16	input	input	VERB
cana-5689	120	17	student	student	NOUN
cana-5689	120	18	details	detail	NOUN
cana-5689	120	19	such	such	ADJ
cana-5689	120	20	as	as	ADP
cana-5689	120	21	name	name	NOUN
cana-5689	120	22	,	,	PUNCT
cana-5689	120	23	prn	prn	NOUN
cana-5689	120	24	,	,	PUNCT
cana-5689	120	25	roll	roll	NOUN
cana-5689	120	26	number	number	NOUN
cana-5689	120	27	,	,	PUNCT
cana-5689	120	28	branch	branch	NOUN
cana-5689	120	29	,	,	PUNCT
cana-5689	120	30	and	and	CCONJ
cana-5689	120	31	year	year	NOUN
cana-5689	120	32	.	.	PUNCT
cana-5689	121	1	the	the	DET
cana-5689	121	2	intuitive	intuitive	ADJ
cana-5689	121	3	form	form	NOUN
cana-5689	121	4	ensures	ensure	VERB
cana-5689	121	5	accurate	accurate	ADJ
cana-5689	121	6	data	datum	NOUN
cana-5689	121	7	entry	entry	NOUN
cana-5689	121	8	and	and	CCONJ
cana-5689	121	9	smooth	smooth	ADJ
cana-5689	121	10	record	record	NOUN
cana-5689	121	11	-	-	PUNCT
cana-5689	121	12	keeping	keep	VERB
cana-5689	121	13	attendance	attendance	NOUN
cana-5689	121	14	module	module	NOUN
cana-5689	121	15	img	img	PROPN
cana-5689	121	16	:	:	PUNCT
cana-5689	121	17	attendace	attendace	NOUN
cana-5689	121	18	module	module	NOUN
cana-5689	121	19	the	the	DET
cana-5689	121	20	attendance	attendance	NOUN
cana-5689	121	21	module	module	NOUN
cana-5689	121	22	allows	allow	VERB
cana-5689	121	23	faculty	faculty	NOUN
cana-5689	121	24	to	to	PART
cana-5689	121	25	upload	upload	VERB
cana-5689	121	26	classroom	classroom	NOUN
cana-5689	121	27	images	image	NOUN
cana-5689	121	28	for	for	ADP
cana-5689	121	29	automated	automate	VERB
cana-5689	121	30	attendance	attendance	NOUN
cana-5689	121	31	marking	marking	NOUN
cana-5689	121	32	,	,	PUNCT
cana-5689	121	33	significantly	significantly	ADV
cana-5689	121	34	reducing	reduce	VERB
cana-5689	121	35	manual	manual	ADJ
cana-5689	121	36	workload	workload	NOUN
cana-5689	121	37	and	and	CCONJ
cana-5689	121	38	improving	improve	VERB
cana-5689	121	39	efficiency	efficiency	NOUN
cana-5689	121	40	.	.	PUNCT
cana-5689	122	1	attendance	attendance	NOUN
cana-5689	122	2	results	result	NOUN
cana-5689	122	3	img	img	NOUN
cana-5689	122	4	:	:	PUNCT
cana-5689	122	5	attendance	attendance	NOUN
cana-5689	122	6	result	result	NOUN
cana-5689	122	7	once	once	SCONJ
cana-5689	122	8	the	the	DET
cana-5689	122	9	attendance	attendance	NOUN
cana-5689	122	10	is	be	AUX
cana-5689	122	11	processed	process	VERB
cana-5689	122	12	,	,	PUNCT
cana-5689	122	13	the	the	DET
cana-5689	122	14	system	system	NOUN
cana-5689	122	15	displays	display	VERB
cana-5689	122	16	the	the	DET
cana-5689	122	17	list	list	NOUN
cana-5689	122	18	of	of	ADP
cana-5689	122	19	students	student	NOUN
cana-5689	122	20	with	with	ADP
cana-5689	122	21	their	their	PRON
cana-5689	122	22	corresponding	corresponding	ADJ
cana-5689	122	23	prn	prn	NOUN
cana-5689	122	24	,	,	PUNCT
cana-5689	122	25	name	name	NOUN
cana-5689	122	26	,	,	PUNCT
cana-5689	122	27	and	and	CCONJ
cana-5689	122	28	roll	roll	NOUN
cana-5689	122	29	number	number	NOUN
cana-5689	122	30	,	,	PUNCT
cana-5689	122	31	allowing	allow	VERB
cana-5689	122	32	faculty	faculty	NOUN
cana-5689	122	33	to	to	PART
cana-5689	122	34	verify	verify	VERB
cana-5689	122	35	and	and	CCONJ
cana-5689	122	36	submit	submit	VERB
cana-5689	122	37	attendance	attendance	NOUN
cana-5689	122	38	with	with	ADP
cana-5689	122	39	ease	ease	NOUN
cana-5689	122	40	.	.	PUNCT
cana-5689	123	1	the	the	DET
cana-5689	123	2	facial	facial	ADJ
cana-5689	123	3	recognition	recognition	NOUN
cana-5689	123	4	attendance	attendance	NOUN
cana-5689	123	5	module	module	NOUN
cana-5689	123	6	achieved	achieve	VERB
cana-5689	123	7	an	an	DET
cana-5689	123	8	average	average	ADJ
cana-5689	123	9	accuracy	accuracy	NOUN
cana-5689	123	10	of	of	ADP
cana-5689	123	11	95.3	95.3	NUM
cana-5689	123	12	%	%	NOUN
cana-5689	123	13	under	under	ADP
cana-5689	123	14	controlled	control	VERB
cana-5689	123	15	conditions	condition	NOUN
cana-5689	123	16	and	and	CCONJ
cana-5689	123	17	91.7	91.7	NUM
cana-5689	123	18	%	%	NOUN
cana-5689	123	19	in	in	ADP
cana-5689	123	20	real	real	ADJ
cana-5689	123	21	-	-	PUNCT
cana-5689	123	22	world	world	NOUN
cana-5689	123	23	settings	setting	NOUN
cana-5689	123	24	with	with	ADP
cana-5689	123	25	variable	variable	ADJ
cana-5689	123	26	lighting	lighting	NOUN
cana-5689	123	27	and	and	CCONJ
cana-5689	123	28	occlusions	occlusion	NOUN
cana-5689	123	29	.	.	PUNCT
cana-5689	124	1	these	these	DET
cana-5689	124	2	results	result	NOUN
cana-5689	124	3	surpass	surpass	VERB
cana-5689	124	4	traditional	traditional	ADJ
cana-5689	124	5	biometric	biometric	ADJ
cana-5689	124	6	fingerprint	fingerprint	NOUN
cana-5689	124	7	scanners	scanner	NOUN
cana-5689	124	8	and	and	CCONJ
cana-5689	124	9	manual	manual	ADJ
cana-5689	124	10	attendance	attendance	NOUN
cana-5689	124	11	marking	marking	NOUN
cana-5689	124	12	,	,	PUNCT
cana-5689	124	13	communications	communication	NOUN
cana-5689	124	14	on	on	ADP
cana-5689	124	15	applied	apply	VERB
cana-5689	124	16	nonlinear	nonlinear	ADJ
cana-5689	124	17	analysis	analysis	NOUN
cana-5689	124	18	issn	issn	NOUN
cana-5689	124	19	:	:	PUNCT
cana-5689	124	20	1074	1074	NUM
cana-5689	124	21	-	-	PUNCT
cana-5689	124	22	133x	133x	NUM
cana-5689	124	23	vol	vol	NOUN
cana-5689	124	24	32	32	NUM
cana-5689	124	25	no	no	NOUN
cana-5689	124	26	.	.	PUNCT
cana-5689	125	1	4s	4s	NUM
cana-5689	125	2	(	(	PUNCT
cana-5689	125	3	2025	2025	NUM
cana-5689	125	4	)	)	PUNCT
cana-5689	125	5	728	728	NUM
cana-5689	125	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	125	7	which	which	PRON
cana-5689	125	8	often	often	ADV
cana-5689	125	9	suffer	suffer	VERB
cana-5689	125	10	from	from	ADP
cana-5689	125	11	inefficiencies	inefficiency	NOUN
cana-5689	125	12	due	due	ADP
cana-5689	125	13	to	to	ADP
cana-5689	125	14	misplaced	misplaced	ADJ
cana-5689	125	15	entries	entry	NOUN
cana-5689	125	16	,	,	PUNCT
cana-5689	125	17	hardware	hardware	NOUN
cana-5689	125	18	dependencies	dependency	NOUN
cana-5689	125	19	,	,	PUNCT
cana-5689	125	20	and	and	CCONJ
cana-5689	125	21	human	human	ADJ
cana-5689	125	22	errors	error	NOUN
cana-5689	125	23	.	.	PUNCT
cana-5689	126	1	comparison	comparison	NOUN
cana-5689	126	2	of	of	ADP
cana-5689	126	3	attendance	attendance	NOUN
cana-5689	126	4	system	system	NOUN
cana-5689	126	5	with	with	ADP
cana-5689	126	6	existing	exist	VERB
cana-5689	126	7	solutions	solution	NOUN
cana-5689	126	8	/	/	SYM
cana-5689	126	9	options	option	NOUN
cana-5689	126	10	:	:	PUNCT
cana-5689	126	11	feature	feature	NOUN
cana-5689	126	12	proposed	propose	VERB
cana-5689	126	13	system	system	NOUN
cana-5689	126	14	biometric	biometric	ADJ
cana-5689	126	15	system	system	NOUN
cana-5689	126	16	manual	manual	NOUN
cana-5689	126	17	roll	roll	NOUN
cana-5689	126	18	calls	call	NOUN
cana-5689	126	19	accuracy	accuracy	NOUN
cana-5689	126	20	95	95	NUM
cana-5689	126	21	%	%	NOUN
cana-5689	126	22	90	90	NUM
cana-5689	126	23	%	%	NOUN
cana-5689	126	24	95	95	NUM
cana-5689	126	25	-	-	SYM
cana-5689	126	26	98	98	NUM
cana-5689	126	27	%	%	NOUN
cana-5689	126	28	scalability	scalability	NOUN
cana-5689	126	29	high	high	ADJ
cana-5689	126	30	medium	medium	ADJ
cana-5689	126	31	low	low	ADJ
cana-5689	126	32	hardware	hardware	NOUN
cana-5689	126	33	dependency	dependency	NOUN
cana-5689	126	34	low	low	ADJ
cana-5689	126	35	high	high	ADJ
cana-5689	126	36	medium	medium	ADJ
cana-5689	126	37	speed	speed	NOUN
cana-5689	126	38	fast	fast	ADJ
cana-5689	126	39	moderate	moderate	ADJ
cana-5689	126	40	slow	slow	ADV
cana-5689	126	41	the	the	DET
cana-5689	126	42	quiz	quiz	PROPN
cana-5689	126	43	generator	generator	PROPN
cana-5689	126	44	was	be	AUX
cana-5689	126	45	tested	test	VERB
cana-5689	126	46	on	on	ADP
cana-5689	126	47	various	various	ADJ
cana-5689	126	48	difficulty	difficulty	NOUN
cana-5689	126	49	levels	level	NOUN
cana-5689	126	50	and	and	CCONJ
cana-5689	126	51	subject	subject	ADJ
cana-5689	126	52	categories	category	NOUN
cana-5689	126	53	.	.	PUNCT
cana-5689	127	1	compared	compare	VERB
cana-5689	127	2	to	to	ADP
cana-5689	127	3	existing	exist	VERB
cana-5689	127	4	rule	rule	NOUN
cana-5689	127	5	-	-	PUNCT
cana-5689	127	6	based	base	VERB
cana-5689	127	7	quiz	quiz	NOUN
cana-5689	127	8	generators	generator	NOUN
cana-5689	127	9	,	,	PUNCT
cana-5689	127	10	which	which	PRON
cana-5689	127	11	rely	rely	VERB
cana-5689	127	12	on	on	ADP
cana-5689	127	13	static	static	ADJ
cana-5689	127	14	question	question	NOUN
cana-5689	127	15	banks	bank	NOUN
cana-5689	127	16	,	,	PUNCT
cana-5689	127	17	the	the	DET
cana-5689	127	18	proposed	propose	VERB
cana-5689	127	19	system	system	NOUN
cana-5689	127	20	adapts	adapts	AUX
cana-5689	127	21	dynamically	dynamically	ADV
cana-5689	127	22	based	base	VERB
cana-5689	127	23	on	on	ADP
cana-5689	127	24	predefined	predefine	VERB
cana-5689	127	25	parameters	parameter	NOUN
cana-5689	127	26	,	,	PUNCT
cana-5689	127	27	ensuring	ensure	VERB
cana-5689	127	28	diversity	diversity	NOUN
cana-5689	127	29	and	and	CCONJ
cana-5689	127	30	relevance	relevance	NOUN
cana-5689	127	31	.	.	PUNCT
cana-5689	128	1	the	the	DET
cana-5689	128	2	ai	ai	NOUN
cana-5689	128	3	-	-	PUNCT
cana-5689	128	4	powered	power	VERB
cana-5689	128	5	quiz	quiz	NOUN
cana-5689	128	6	generator	generator	PROPN
cana-5689	128	7	significantly	significantly	ADV
cana-5689	128	8	enhances	enhance	VERB
cana-5689	128	9	faculty	faculty	NOUN
cana-5689	128	10	efficiency	efficiency	NOUN
cana-5689	128	11	while	while	SCONJ
cana-5689	128	12	maintaining	maintain	VERB
cana-5689	128	13	assessment	assessment	NOUN
cana-5689	128	14	quality	quality	NOUN
cana-5689	128	15	.	.	PUNCT
cana-5689	129	1	future	future	ADJ
cana-5689	129	2	improvements	improvement	NOUN
cana-5689	129	3	may	may	AUX
cana-5689	129	4	include	include	VERB
cana-5689	129	5	deep	deep	ADJ
cana-5689	129	6	learning	learning	NOUN
cana-5689	129	7	-	-	PUNCT
cana-5689	129	8	based	base	VERB
cana-5689	129	9	question	question	NOUN
cana-5689	129	10	synthesis	synthesis	NOUN
cana-5689	129	11	for	for	ADP
cana-5689	129	12	further	further	ADJ
cana-5689	129	13	customization	customization	NOUN
cana-5689	129	14	.	.	PUNCT
cana-5689	130	1	the	the	DET
cana-5689	130	2	proposed	propose	VERB
cana-5689	130	3	ai	ai	NOUN
cana-5689	130	4	-	-	PUNCT
cana-5689	130	5	based	base	VERB
cana-5689	130	6	faculty	faculty	NOUN
cana-5689	130	7	assistance	assistance	NOUN
cana-5689	130	8	system	system	NOUN
cana-5689	130	9	provides	provide	VERB
cana-5689	130	10	a	a	DET
cana-5689	130	11	holistic	holistic	ADJ
cana-5689	130	12	solution	solution	NOUN
cana-5689	130	13	by	by	ADP
cana-5689	130	14	integrating	integrate	VERB
cana-5689	130	15	multiple	multiple	ADJ
cana-5689	130	16	academic	academic	ADJ
cana-5689	130	17	functions	function	NOUN
cana-5689	130	18	into	into	ADP
cana-5689	130	19	a	a	DET
cana-5689	130	20	single	single	ADJ
cana-5689	130	21	platform	platform	NOUN
cana-5689	130	22	.	.	PUNCT
cana-5689	131	1	the	the	DET
cana-5689	131	2	comparison	comparison	NOUN
cana-5689	131	3	with	with	ADP
cana-5689	131	4	standalone	standalone	ADJ
cana-5689	131	5	tools	tool	NOUN
cana-5689	131	6	reveals	reveal	VERB
cana-5689	131	7	the	the	DET
cana-5689	131	8	advantages	advantage	NOUN
cana-5689	131	9	of	of	ADP
cana-5689	131	10	this	this	DET
cana-5689	131	11	unified	unified	ADJ
cana-5689	131	12	approach	approach	NOUN
cana-5689	131	13	:	:	PUNCT
cana-5689	131	14	1	1	X
cana-5689	131	15	.	.	NUM
cana-5689	131	16	improved	improve	VERB
cana-5689	131	17	accuracy	accuracy	NOUN
cana-5689	131	18	and	and	CCONJ
cana-5689	131	19	efficiency	efficiency	NOUN
cana-5689	131	20	:	:	PUNCT
cana-5689	131	21	the	the	DET
cana-5689	131	22	facial	facial	ADJ
cana-5689	131	23	recognition	recognition	NOUN
cana-5689	131	24	system	system	NOUN
cana-5689	131	25	reduces	reduce	VERB
cana-5689	131	26	human	human	ADJ
cana-5689	131	27	intervention	intervention	NOUN
cana-5689	131	28	and	and	CCONJ
cana-5689	131	29	enhances	enhance	VERB
cana-5689	131	30	attendance	attendance	NOUN
cana-5689	131	31	accuracy	accuracy	NOUN
cana-5689	131	32	.	.	PUNCT
cana-5689	132	1	2	2	X
cana-5689	132	2	.	.	X
cana-5689	132	3	reduced	reduce	VERB
cana-5689	132	4	faculty	faculty	NOUN
cana-5689	132	5	workload	workload	NOUN
cana-5689	132	6	:	:	PUNCT
cana-5689	132	7	the	the	DET
cana-5689	132	8	ai	ai	ADJ
cana-5689	132	9	-	-	PUNCT
cana-5689	132	10	driven	drive	VERB
cana-5689	132	11	quiz	quiz	NOUN
cana-5689	132	12	generator	generator	PROPN
cana-5689	132	13	automates	automate	NOUN
cana-5689	132	14	assessments	assessment	NOUN
cana-5689	132	15	,	,	PUNCT
cana-5689	132	16	saving	save	VERB
cana-5689	132	17	significant	significant	ADJ
cana-5689	132	18	time	time	NOUN
cana-5689	132	19	.	.	PUNCT
cana-5689	133	1	3	3	X
cana-5689	133	2	.	.	X
cana-5689	133	3	seamless	seamless	ADJ
cana-5689	133	4	project	project	NOUN
cana-5689	133	5	tracking	tracking	NOUN
cana-5689	133	6	:	:	PUNCT
cana-5689	133	7	unlike	unlike	ADP
cana-5689	133	8	generic	generic	ADJ
cana-5689	133	9	tools	tool	NOUN
cana-5689	133	10	,	,	PUNCT
cana-5689	133	11	the	the	DET
cana-5689	133	12	academic	academic	ADJ
cana-5689	133	13	project	project	NOUN
cana-5689	133	14	tracker	tracker	NOUN
cana-5689	133	15	is	be	AUX
cana-5689	133	16	tailored	tailor	VERB
cana-5689	133	17	for	for	ADP
cana-5689	133	18	institutional	institutional	ADJ
cana-5689	133	19	needs	need	NOUN
cana-5689	133	20	,	,	PUNCT
cana-5689	133	21	fostering	foster	VERB
cana-5689	133	22	better	well	ADJ
cana-5689	133	23	engagement	engagement	NOUN
cana-5689	133	24	.	.	PUNCT
cana-5689	134	1	4	4	X
cana-5689	134	2	.	.	X
cana-5689	134	3	scalability	scalability	NOUN
cana-5689	134	4	and	and	CCONJ
cana-5689	134	5	accessibility	accessibility	NOUN
cana-5689	134	6	:	:	PUNCT
cana-5689	134	7	cloud	cloud	ADJ
cana-5689	134	8	integration	integration	NOUN
cana-5689	134	9	ensures	ensure	VERB
cana-5689	134	10	seamless	seamless	ADJ
cana-5689	134	11	accessibility	accessibility	NOUN
cana-5689	134	12	and	and	CCONJ
cana-5689	134	13	real	real	ADJ
cana-5689	134	14	-	-	PUNCT
cana-5689	134	15	time	time	NOUN
cana-5689	134	16	data	datum	NOUN
cana-5689	134	17	synchronisation	synchronisation	NOUN
cana-5689	134	18	.	.	PUNCT
cana-5689	135	1	by	by	ADP
cana-5689	135	2	addressing	address	VERB
cana-5689	135	3	inefficiencies	inefficiency	NOUN
cana-5689	135	4	in	in	ADP
cana-5689	135	5	traditional	traditional	ADJ
cana-5689	135	6	academic	academic	ADJ
cana-5689	135	7	management	management	NOUN
cana-5689	135	8	,	,	PUNCT
cana-5689	135	9	the	the	DET
cana-5689	135	10	proposed	propose	VERB
cana-5689	135	11	system	system	NOUN
cana-5689	135	12	demonstrates	demonstrate	VERB
cana-5689	135	13	significant	significant	ADJ
cana-5689	135	14	improvements	improvement	NOUN
cana-5689	135	15	in	in	ADP
cana-5689	135	16	automation	automation	NOUN
cana-5689	135	17	,	,	PUNCT
cana-5689	135	18	accuracy	accuracy	NOUN
cana-5689	135	19	,	,	PUNCT
cana-5689	135	20	and	and	CCONJ
cana-5689	135	21	user	user	NOUN
cana-5689	135	22	experience	experience	NOUN
cana-5689	135	23	.	.	PUNCT
cana-5689	136	1	future	future	ADJ
cana-5689	136	2	iterations	iteration	NOUN
cana-5689	136	3	will	will	AUX
cana-5689	136	4	focus	focus	VERB
cana-5689	136	5	on	on	ADP
cana-5689	136	6	enhancing	enhance	VERB
cana-5689	136	7	real	real	ADJ
cana-5689	136	8	-	-	PUNCT
cana-5689	136	9	time	time	NOUN
cana-5689	136	10	face	face	NOUN
cana-5689	136	11	detection	detection	NOUN
cana-5689	136	12	,	,	PUNCT
cana-5689	136	13	adaptive	adaptive	ADJ
cana-5689	136	14	quiz	quiz	NOUN
cana-5689	136	15	personalization	personalization	NOUN
cana-5689	136	16	,	,	PUNCT
cana-5689	136	17	and	and	CCONJ
cana-5689	136	18	aipowered	aipowere	VERB
cana-5689	136	19	project	project	NOUN
cana-5689	136	20	progress	progress	NOUN
cana-5689	136	21	prediction	prediction	NOUN
cana-5689	136	22	to	to	PART
cana-5689	136	23	further	far	ADV
cana-5689	136	24	refine	refine	VERB
cana-5689	136	25	academic	academic	ADJ
cana-5689	136	26	workflows	workflow	NOUN
cana-5689	136	27	.	.	PUNCT
cana-5689	137	1	v.	v.	ADP
cana-5689	137	2	future	future	ADJ
cana-5689	137	3	scope	scope	NOUN
cana-5689	137	4	the	the	DET
cana-5689	137	5	proposed	propose	VERB
cana-5689	137	6	system	system	NOUN
cana-5689	137	7	is	be	AUX
cana-5689	137	8	a	a	DET
cana-5689	137	9	significant	significant	ADJ
cana-5689	137	10	step	step	NOUN
cana-5689	137	11	towards	towards	ADP
cana-5689	137	12	integrating	integrate	VERB
cana-5689	137	13	academic	academic	ADJ
cana-5689	137	14	functionalities	functionality	NOUN
cana-5689	137	15	into	into	ADP
cana-5689	137	16	a	a	DET
cana-5689	137	17	single	single	ADJ
cana-5689	137	18	,	,	PUNCT
cana-5689	137	19	unified	unified	ADJ
cana-5689	137	20	platform	platform	NOUN
cana-5689	137	21	.	.	PUNCT
cana-5689	138	1	however	however	ADV
cana-5689	138	2	,	,	PUNCT
cana-5689	138	3	there	there	PRON
cana-5689	138	4	are	be	VERB
cana-5689	138	5	several	several	ADJ
cana-5689	138	6	avenues	avenue	NOUN
cana-5689	138	7	for	for	ADP
cana-5689	138	8	enhancement	enhancement	NOUN
cana-5689	138	9	and	and	CCONJ
cana-5689	138	10	expansion	expansion	NOUN
cana-5689	138	11	to	to	PART
cana-5689	138	12	address	address	VERB
cana-5689	138	13	evolving	evolve	VERB
cana-5689	138	14	needs	need	NOUN
cana-5689	138	15	and	and	CCONJ
cana-5689	138	16	technological	technological	ADJ
cana-5689	138	17	advancements	advancement	NOUN
cana-5689	138	18	:	:	PUNCT
cana-5689	138	19	communications	communication	NOUN
cana-5689	138	20	on	on	ADP
cana-5689	138	21	applied	apply	VERB
cana-5689	138	22	nonlinear	nonlinear	ADJ
cana-5689	138	23	analysis	analysis	NOUN
cana-5689	138	24	issn	issn	NOUN
cana-5689	138	25	:	:	PUNCT
cana-5689	138	26	1074	1074	NUM
cana-5689	138	27	-	-	PUNCT
cana-5689	138	28	133x	133x	NUM
cana-5689	138	29	vol	vol	NOUN
cana-5689	138	30	32	32	NUM
cana-5689	138	31	no	no	NOUN
cana-5689	138	32	.	.	PUNCT
cana-5689	139	1	4s	4s	NUM
cana-5689	139	2	(	(	PUNCT
cana-5689	139	3	2025	2025	NUM
cana-5689	139	4	)	)	PUNCT
cana-5689	139	5	729	729	NUM
cana-5689	139	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	139	7	a.	a.	NOUN
cana-5689	139	8	advanced	advance	VERB
cana-5689	139	9	facial	facial	ADJ
cana-5689	139	10	recognition	recognition	NOUN
cana-5689	139	11	1	1	NUM
cana-5689	139	12	.	.	PUNCT
cana-5689	139	13	enhanced	enhance	VERB
cana-5689	139	14	accuracy	accuracy	NOUN
cana-5689	139	15	with	with	ADP
cana-5689	139	16	3d	3d	NUM
cana-5689	139	17	face	face	NOUN
cana-5689	139	18	recognition	recognition	NOUN
cana-5689	139	19	:	:	PUNCT
cana-5689	139	20	incorporating	incorporate	VERB
cana-5689	139	21	3d	3d	NUM
cana-5689	139	22	face	face	NOUN
cana-5689	139	23	recognition	recognition	NOUN
cana-5689	139	24	techniques	technique	NOUN
cana-5689	139	25	can	can	AUX
cana-5689	139	26	improve	improve	VERB
cana-5689	139	27	accuracy	accuracy	NOUN
cana-5689	139	28	by	by	ADP
cana-5689	139	29	accounting	account	VERB
cana-5689	139	30	for	for	ADP
cana-5689	139	31	variations	variation	NOUN
cana-5689	139	32	in	in	ADP
cana-5689	139	33	lighting	lighting	NOUN
cana-5689	139	34	,	,	PUNCT
cana-5689	139	35	pose	pose	VERB
cana-5689	139	36	,	,	PUNCT
cana-5689	139	37	and	and	CCONJ
cana-5689	139	38	occlusions	occlusion	NOUN
cana-5689	139	39	(	(	PUNCT
cana-5689	139	40	e.g.	e.g.	ADV
cana-5689	139	41	,	,	PUNCT
cana-5689	139	42	masks	mask	NOUN
cana-5689	139	43	or	or	CCONJ
cana-5689	139	44	glasses	glass	NOUN
cana-5689	139	45	)	)	PUNCT
cana-5689	139	46	.	.	PUNCT
cana-5689	140	1	2	2	X
cana-5689	140	2	.	.	X
cana-5689	140	3	real	real	ADJ
cana-5689	140	4	-	-	PUNCT
cana-5689	140	5	time	time	NOUN
cana-5689	140	6	detection	detection	NOUN
cana-5689	140	7	:	:	PUNCT
cana-5689	140	8	extending	extend	VERB
cana-5689	140	9	the	the	DET
cana-5689	140	10	system	system	NOUN
cana-5689	140	11	to	to	PART
cana-5689	140	12	support	support	VERB
cana-5689	140	13	real	real	ADJ
cana-5689	140	14	-	-	PUNCT
cana-5689	140	15	time	time	NOUN
cana-5689	140	16	facial	facial	ADJ
cana-5689	140	17	recognition	recognition	NOUN
cana-5689	140	18	via	via	ADP
cana-5689	140	19	webcam	webcam	NOUN
cana-5689	140	20	or	or	CCONJ
cana-5689	140	21	live	live	VERB
cana-5689	140	22	video	video	NOUN
cana-5689	140	23	feeds	feed	NOUN
cana-5689	140	24	during	during	ADP
cana-5689	140	25	lectures	lecture	NOUN
cana-5689	140	26	and	and	CCONJ
cana-5689	140	27	events	event	NOUN
cana-5689	140	28	.	.	PUNCT
cana-5689	141	1	3	3	X
cana-5689	141	2	.	.	X
cana-5689	141	3	multimodal	multimodal	ADJ
cana-5689	141	4	attendance	attendance	NOUN
cana-5689	141	5	verification	verification	NOUN
cana-5689	141	6	:	:	PUNCT
cana-5689	141	7	combining	combine	VERB
cana-5689	141	8	facial	facial	ADJ
cana-5689	141	9	recognition	recognition	NOUN
cana-5689	141	10	with	with	ADP
cana-5689	141	11	other	other	ADJ
cana-5689	141	12	biometric	biometric	ADJ
cana-5689	141	13	methods	method	NOUN
cana-5689	141	14	,	,	PUNCT
cana-5689	141	15	such	such	ADJ
cana-5689	141	16	as	as	ADP
cana-5689	141	17	voice	voice	NOUN
cana-5689	141	18	recognition	recognition	NOUN
cana-5689	141	19	or	or	CCONJ
cana-5689	141	20	fingerprint	fingerprint	NOUN
cana-5689	141	21	scanning	scanning	NOUN
cana-5689	141	22	,	,	PUNCT
cana-5689	141	23	to	to	PART
cana-5689	141	24	enhance	enhance	VERB
cana-5689	141	25	security	security	NOUN
cana-5689	141	26	and	and	CCONJ
cana-5689	141	27	reliability	reliability	NOUN
cana-5689	141	28	.	.	PUNCT
cana-5689	142	1	b.	b.	PROPN
cana-5689	142	2	adaptive	adaptive	ADJ
cana-5689	142	3	quiz	quiz	PROPN
cana-5689	142	4	generation	generation	NOUN
cana-5689	142	5	1	1	NUM
cana-5689	142	6	.	.	PUNCT
cana-5689	142	7	ai	ai	AUX
cana-5689	142	8	-	-	PUNCT
cana-5689	142	9	powered	power	VERB
cana-5689	142	10	personalization	personalization	NOUN
cana-5689	142	11	:	:	PUNCT
cana-5689	142	12	integrating	integrate	VERB
cana-5689	142	13	machine	machine	NOUN
cana-5689	142	14	learning	learning	NOUN
cana-5689	142	15	models	model	NOUN
cana-5689	142	16	to	to	PART
cana-5689	142	17	adaptively	adaptively	ADV
cana-5689	142	18	select	select	VERB
cana-5689	142	19	quiz	quiz	NOUN
cana-5689	142	20	questions	question	NOUN
cana-5689	142	21	based	base	VERB
cana-5689	142	22	on	on	ADP
cana-5689	142	23	individual	individual	ADJ
cana-5689	142	24	student	student	NOUN
cana-5689	142	25	performance	performance	NOUN
cana-5689	142	26	and	and	CCONJ
cana-5689	142	27	learning	learn	VERB
cana-5689	142	28	patterns	pattern	NOUN
cana-5689	142	29	.	.	PUNCT
cana-5689	143	1	2	2	X
cana-5689	143	2	.	.	X
cana-5689	143	3	gamification	gamification	NOUN
cana-5689	143	4	features	feature	VERB
cana-5689	143	5	:	:	PUNCT
cana-5689	143	6	adding	add	VERB
cana-5689	143	7	elements	element	NOUN
cana-5689	143	8	like	like	ADP
cana-5689	143	9	leaderboards	leaderboard	NOUN
cana-5689	143	10	,	,	PUNCT
cana-5689	143	11	badges	badge	NOUN
cana-5689	143	12	,	,	PUNCT
cana-5689	143	13	and	and	CCONJ
cana-5689	143	14	time	time	NOUN
cana-5689	143	15	-	-	PUNCT
cana-5689	143	16	based	base	VERB
cana-5689	143	17	challenges	challenge	NOUN
cana-5689	143	18	to	to	PART
cana-5689	143	19	improve	improve	VERB
cana-5689	143	20	student	student	NOUN
cana-5689	143	21	engagement	engagement	NOUN
cana-5689	143	22	.	.	PUNCT
cana-5689	144	1	3	3	X
cana-5689	144	2	.	.	X
cana-5689	144	3	integration	integration	NOUN
cana-5689	144	4	with	with	ADP
cana-5689	144	5	learning	learn	VERB
cana-5689	144	6	management	management	NOUN
cana-5689	144	7	systems	system	NOUN
cana-5689	144	8	(	(	PUNCT
cana-5689	144	9	lms	lm	NOUN
cana-5689	144	10	):	):	PUNCT
cana-5689	144	11	seamlessly	seamlessly	ADV
cana-5689	144	12	connecting	connect	VERB
cana-5689	144	13	the	the	DET
cana-5689	144	14	quiz	quiz	NOUN
cana-5689	144	15	generator	generator	NOUN
cana-5689	144	16	with	with	ADP
cana-5689	144	17	platforms	platform	NOUN
cana-5689	144	18	like	like	ADP
cana-5689	144	19	moodle	moodle	NOUN
cana-5689	144	20	or	or	CCONJ
cana-5689	144	21	canvas	canvas	NOUN
cana-5689	144	22	for	for	ADP
cana-5689	144	23	broader	broad	ADJ
cana-5689	144	24	adoption	adoption	NOUN
cana-5689	144	25	in	in	ADP
cana-5689	144	26	educational	educational	ADJ
cana-5689	144	27	institutions	institution	NOUN
cana-5689	144	28	.	.	PUNCT
cana-5689	145	1	by	by	ADP
cana-5689	145	2	leveraging	leverage	VERB
cana-5689	145	3	these	these	DET
cana-5689	145	4	future	future	ADJ
cana-5689	145	5	developments	development	NOUN
cana-5689	145	6	,	,	PUNCT
cana-5689	145	7	the	the	DET
cana-5689	145	8	system	system	NOUN
cana-5689	145	9	can	can	AUX
cana-5689	145	10	evolve	evolve	VERB
cana-5689	145	11	into	into	ADP
cana-5689	145	12	a	a	DET
cana-5689	145	13	comprehensive	comprehensive	ADJ
cana-5689	145	14	solution	solution	NOUN
cana-5689	145	15	that	that	PRON
cana-5689	145	16	caters	cater	VERB
cana-5689	145	17	not	not	PART
cana-5689	145	18	only	only	ADV
cana-5689	145	19	to	to	ADP
cana-5689	145	20	academic	academic	ADJ
cana-5689	145	21	institutions	institution	NOUN
cana-5689	145	22	but	but	CCONJ
cana-5689	145	23	also	also	ADV
cana-5689	145	24	to	to	ADP
cana-5689	145	25	corporate	corporate	ADJ
cana-5689	145	26	and	and	CCONJ
cana-5689	145	27	research	research	NOUN
cana-5689	145	28	environments	environment	NOUN
cana-5689	145	29	,	,	PUNCT
cana-5689	145	30	fostering	foster	VERB
cana-5689	145	31	productivity	productivity	NOUN
cana-5689	145	32	,	,	PUNCT
cana-5689	145	33	transparency	transparency	NOUN
cana-5689	145	34	,	,	PUNCT
cana-5689	145	35	and	and	CCONJ
cana-5689	145	36	innovation	innovation	NOUN
cana-5689	145	37	.	.	PUNCT
cana-5689	146	1	vi	vi	X
cana-5689	146	2	.	.	PROPN
cana-5689	146	3	conclusion	conclusion	NOUN
cana-5689	146	4	this	this	DET
cana-5689	146	5	paper	paper	NOUN
cana-5689	146	6	presented	present	VERB
cana-5689	146	7	an	an	DET
cana-5689	146	8	integrated	integrate	VERB
cana-5689	146	9	system	system	NOUN
cana-5689	146	10	for	for	ADP
cana-5689	146	11	managing	manage	VERB
cana-5689	146	12	attendance	attendance	NOUN
cana-5689	146	13	,	,	PUNCT
cana-5689	146	14	quizzes	quiz	NOUN
cana-5689	146	15	,	,	PUNCT
cana-5689	146	16	plagiarism	plagiarism	NOUN
cana-5689	146	17	checking	checking	NOUN
cana-5689	146	18	,	,	PUNCT
cana-5689	146	19	and	and	CCONJ
cana-5689	146	20	project	project	NOUN
cana-5689	146	21	tracking	tracking	NOUN
cana-5689	146	22	in	in	ADP
cana-5689	146	23	educational	educational	ADJ
cana-5689	146	24	institutions	institution	NOUN
cana-5689	146	25	.	.	PUNCT
cana-5689	147	1	by	by	ADP
cana-5689	147	2	leveraging	leverage	VERB
cana-5689	147	3	the	the	DET
cana-5689	147	4	mern	mern	ADJ
cana-5689	147	5	stack	stack	NOUN
cana-5689	147	6	(	(	PUNCT
cana-5689	147	7	mongodb	mongodb	NOUN
cana-5689	147	8	,	,	PUNCT
cana-5689	147	9	express	express	ADJ
cana-5689	147	10	,	,	PUNCT
cana-5689	147	11	react	react	ADJ
cana-5689	147	12	,	,	PUNCT
cana-5689	147	13	and	and	CCONJ
cana-5689	147	14	node.js	node.js	PROPN
cana-5689	147	15	)	)	PUNCT
cana-5689	147	16	,	,	PUNCT
cana-5689	147	17	the	the	DET
cana-5689	147	18	system	system	NOUN
cana-5689	147	19	demonstrated	demonstrate	VERB
cana-5689	147	20	scalability	scalability	NOUN
cana-5689	147	21	,	,	PUNCT
cana-5689	147	22	efficiency	efficiency	NOUN
cana-5689	147	23	,	,	PUNCT
cana-5689	147	24	and	and	CCONJ
cana-5689	147	25	userfriendliness	userfriendliness	NOUN
cana-5689	147	26	while	while	SCONJ
cana-5689	147	27	providing	provide	VERB
cana-5689	147	28	a	a	DET
cana-5689	147	29	cohesive	cohesive	ADJ
cana-5689	147	30	platform	platform	NOUN
cana-5689	147	31	to	to	PART
cana-5689	147	32	address	address	VERB
cana-5689	147	33	multiple	multiple	ADJ
cana-5689	147	34	academic	academic	ADJ
cana-5689	147	35	requirements	requirement	NOUN
cana-5689	147	36	.	.	PUNCT
cana-5689	148	1	the	the	DET
cana-5689	148	2	results	result	NOUN
cana-5689	148	3	underscore	underscore	VERB
cana-5689	148	4	the	the	DET
cana-5689	148	5	potential	potential	NOUN
cana-5689	148	6	of	of	ADP
cana-5689	148	7	this	this	DET
cana-5689	148	8	stack	stack	NOUN
cana-5689	148	9	for	for	ADP
cana-5689	148	10	educational	educational	ADJ
cana-5689	148	11	applications	application	NOUN
cana-5689	148	12	,	,	PUNCT
cana-5689	148	13	offering	offer	VERB
cana-5689	148	14	realtime	realtime	NOUN
cana-5689	148	15	features	feature	NOUN
cana-5689	148	16	,	,	PUNCT
cana-5689	148	17	automation	automation	NOUN
cana-5689	148	18	,	,	PUNCT
cana-5689	148	19	and	and	CCONJ
cana-5689	148	20	a	a	DET
cana-5689	148	21	responsive	responsive	ADJ
cana-5689	148	22	design	design	NOUN
cana-5689	148	23	for	for	ADP
cana-5689	148	24	seamless	seamless	ADJ
cana-5689	148	25	interaction	interaction	NOUN
cana-5689	148	26	.	.	PUNCT
cana-5689	149	1	the	the	DET
cana-5689	149	2	facial	facial	ADJ
cana-5689	149	3	recognition	recognition	NOUN
cana-5689	149	4	-	-	PUNCT
cana-5689	149	5	based	base	VERB
cana-5689	149	6	attendance	attendance	NOUN
cana-5689	149	7	system	system	NOUN
cana-5689	149	8	achieved	achieve	VERB
cana-5689	149	9	high	high	ADJ
cana-5689	149	10	accuracy	accuracy	NOUN
cana-5689	149	11	using	use	VERB
cana-5689	149	12	the	the	DET
cana-5689	149	13	facenet	facenet	NOUN
cana-5689	149	14	model	model	NOUN
cana-5689	149	15	,	,	PUNCT
cana-5689	149	16	streamlining	streamline	VERB
cana-5689	149	17	the	the	DET
cana-5689	149	18	traditionally	traditionally	ADV
cana-5689	149	19	time	time	NOUN
cana-5689	149	20	-	-	PUNCT
cana-5689	149	21	consuming	consume	VERB
cana-5689	149	22	task	task	NOUN
cana-5689	149	23	of	of	ADP
cana-5689	149	24	manual	manual	ADJ
cana-5689	149	25	attendance	attendance	NOUN
cana-5689	149	26	.	.	PUNCT
cana-5689	150	1	the	the	DET
cana-5689	150	2	quiz	quiz	PROPN
cana-5689	150	3	generator	generator	NOUN
cana-5689	150	4	proved	prove	VERB
cana-5689	150	5	effective	effective	ADJ
cana-5689	150	6	in	in	ADP
cana-5689	150	7	creating	create	VERB
cana-5689	150	8	dynamic	dynamic	ADJ
cana-5689	150	9	and	and	CCONJ
cana-5689	150	10	customizable	customizable	ADJ
cana-5689	150	11	quizzes	quiz	NOUN
cana-5689	150	12	,	,	PUNCT
cana-5689	150	13	ensuring	ensure	VERB
cana-5689	150	14	adaptability	adaptability	NOUN
cana-5689	150	15	for	for	ADP
cana-5689	150	16	various	various	ADJ
cana-5689	150	17	subjects	subject	NOUN
cana-5689	150	18	and	and	CCONJ
cana-5689	150	19	difficulty	difficulty	NOUN
cana-5689	150	20	levels	level	NOUN
cana-5689	150	21	.	.	PUNCT
cana-5689	151	1	the	the	DET
cana-5689	151	2	plagiarism	plagiarism	NOUN
cana-5689	151	3	checker	checker	NOUN
cana-5689	151	4	demonstrated	demonstrate	VERB
cana-5689	151	5	its	its	PRON
cana-5689	151	6	ability	ability	NOUN
cana-5689	151	7	to	to	PART
cana-5689	151	8	accurately	accurately	ADV
cana-5689	151	9	identify	identify	VERB
cana-5689	151	10	and	and	CCONJ
cana-5689	151	11	highlight	highlight	VERB
cana-5689	151	12	copied	copy	VERB
cana-5689	151	13	content	content	NOUN
cana-5689	151	14	using	use	VERB
cana-5689	151	15	text	text	NOUN
cana-5689	151	16	-	-	PUNCT
cana-5689	151	17	matching	match	VERB
cana-5689	151	18	algorithms	algorithm	NOUN
cana-5689	151	19	and	and	CCONJ
cana-5689	151	20	semantic	semantic	ADJ
cana-5689	151	21	similarity	similarity	NOUN
cana-5689	151	22	techniques	technique	NOUN
cana-5689	151	23	,	,	PUNCT
cana-5689	151	24	thereby	thereby	ADV
cana-5689	151	25	promoting	promote	VERB
cana-5689	151	26	originality	originality	NOUN
cana-5689	151	27	in	in	ADP
cana-5689	151	28	academic	academic	ADJ
cana-5689	151	29	submissions	submission	NOUN
cana-5689	151	30	.	.	PUNCT
cana-5689	152	1	the	the	DET
cana-5689	152	2	project	project	NOUN
cana-5689	152	3	tracker	tracker	NOUN
cana-5689	152	4	enabled	enable	VERB
cana-5689	152	5	students	student	NOUN
cana-5689	152	6	and	and	CCONJ
cana-5689	152	7	faculty	faculty	NOUN
cana-5689	152	8	to	to	PART
cana-5689	152	9	efficiently	efficiently	ADV
cana-5689	152	10	manage	manage	VERB
cana-5689	152	11	deadlines	deadline	NOUN
cana-5689	152	12	,	,	PUNCT
cana-5689	152	13	milestones	milestone	NOUN
cana-5689	152	14	,	,	PUNCT
cana-5689	152	15	and	and	CCONJ
cana-5689	152	16	project	project	NOUN
cana-5689	152	17	statuses	status	NOUN
cana-5689	152	18	through	through	ADP
cana-5689	152	19	an	an	DET
cana-5689	152	20	intuitive	intuitive	ADJ
cana-5689	152	21	dashboard	dashboard	NOUN
cana-5689	152	22	and	and	CCONJ
cana-5689	152	23	real	real	ADJ
cana-5689	152	24	-	-	PUNCT
cana-5689	152	25	time	time	NOUN
cana-5689	152	26	notifications	notification	NOUN
cana-5689	152	27	.	.	PUNCT
cana-5689	153	1	this	this	DET
cana-5689	153	2	integrated	integrate	VERB
cana-5689	153	3	approach	approach	NOUN
cana-5689	153	4	significantly	significantly	ADV
cana-5689	153	5	reduces	reduce	VERB
cana-5689	153	6	administrative	administrative	ADJ
cana-5689	153	7	overhead	overhead	ADV
cana-5689	153	8	and	and	CCONJ
cana-5689	153	9	improves	improve	VERB
cana-5689	153	10	the	the	DET
cana-5689	153	11	learning	learning	NOUN
cana-5689	153	12	experience	experience	NOUN
cana-5689	153	13	for	for	ADP
cana-5689	153	14	students	student	NOUN
cana-5689	153	15	and	and	CCONJ
cana-5689	153	16	faculty	faculty	NOUN
cana-5689	153	17	alike	alike	ADV
cana-5689	153	18	.	.	PUNCT
cana-5689	154	1	the	the	DET
cana-5689	154	2	modular	modular	ADJ
cana-5689	154	3	nature	nature	NOUN
cana-5689	154	4	of	of	ADP
cana-5689	154	5	the	the	DET
cana-5689	154	6	system	system	NOUN
cana-5689	154	7	ensures	ensure	VERB
cana-5689	154	8	flexibility	flexibility	NOUN
cana-5689	154	9	,	,	PUNCT
cana-5689	154	10	allowing	allow	VERB
cana-5689	154	11	future	future	ADJ
cana-5689	154	12	enhancements	enhancement	NOUN
cana-5689	154	13	and	and	CCONJ
cana-5689	154	14	additional	additional	ADJ
cana-5689	154	15	features	feature	NOUN
cana-5689	154	16	to	to	PART
cana-5689	154	17	be	be	AUX
cana-5689	154	18	incorporated	incorporate	VERB
cana-5689	154	19	without	without	ADP
cana-5689	154	20	disrupting	disrupt	VERB
cana-5689	154	21	existing	exist	VERB
cana-5689	154	22	functionalities	functionality	NOUN
cana-5689	154	23	.	.	PUNCT
cana-5689	155	1	furthermore	furthermore	ADV
cana-5689	155	2	,	,	PUNCT
cana-5689	155	3	the	the	DET
cana-5689	155	4	adoption	adoption	NOUN
cana-5689	155	5	of	of	ADP
cana-5689	155	6	modern	modern	ADJ
cana-5689	155	7	web	web	NOUN
cana-5689	155	8	technologies	technology	NOUN
cana-5689	155	9	enables	enable	VERB
cana-5689	155	10	communications	communication	NOUN
cana-5689	155	11	on	on	ADP
cana-5689	155	12	applied	apply	VERB
cana-5689	155	13	nonlinear	nonlinear	ADJ
cana-5689	155	14	analysis	analysis	NOUN
cana-5689	155	15	issn	issn	NOUN
cana-5689	155	16	:	:	PUNCT
cana-5689	155	17	1074	1074	NUM
cana-5689	155	18	-	-	PUNCT
cana-5689	155	19	133x	133x	NUM
cana-5689	155	20	vol	vol	NOUN
cana-5689	155	21	32	32	NUM
cana-5689	155	22	no	no	NOUN
cana-5689	155	23	.	.	PUNCT
cana-5689	156	1	4s	4s	NUM
cana-5689	156	2	(	(	PUNCT
cana-5689	156	3	2025	2025	NUM
cana-5689	156	4	)	)	PUNCT
cana-5689	156	5	730	730	NUM
cana-5689	156	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5689	156	7	the	the	DET
cana-5689	156	8	system	system	NOUN
cana-5689	156	9	to	to	PART
cana-5689	156	10	be	be	AUX
cana-5689	156	11	easily	easily	ADV
cana-5689	156	12	deployed	deploy	VERB
cana-5689	156	13	in	in	ADP
cana-5689	156	14	diverse	diverse	ADJ
cana-5689	156	15	institutional	institutional	ADJ
cana-5689	156	16	settings	setting	NOUN
cana-5689	156	17	,	,	PUNCT
cana-5689	156	18	providing	provide	VERB
cana-5689	156	19	a	a	DET
cana-5689	156	20	scalable	scalable	ADJ
cana-5689	156	21	solution	solution	NOUN
cana-5689	156	22	to	to	PART
cana-5689	156	23	meet	meet	VERB
cana-5689	156	24	the	the	DET
cana-5689	156	25	evolving	evolve	VERB
cana-5689	156	26	demands	demand	NOUN
cana-5689	156	27	of	of	ADP
cana-5689	156	28	educational	educational	ADJ
cana-5689	156	29	management	management	NOUN
cana-5689	156	30	systems	system	NOUN
cana-5689	156	31	.	.	PUNCT
cana-5689	157	1	through	through	ADP
cana-5689	157	2	the	the	DET
cana-5689	157	3	integration	integration	NOUN
cana-5689	157	4	of	of	ADP
cana-5689	157	5	machine	machine	NOUN
cana-5689	157	6	learning	learning	NOUN
cana-5689	157	7	,	,	PUNCT
cana-5689	157	8	natural	natural	ADJ
cana-5689	157	9	language	language	NOUN
cana-5689	157	10	processing	processing	NOUN
cana-5689	157	11	,	,	PUNCT
cana-5689	157	12	and	and	CCONJ
cana-5689	157	13	dynamic	dynamic	ADJ
cana-5689	157	14	web	web	NOUN
cana-5689	157	15	technologies	technology	NOUN
cana-5689	157	16	,	,	PUNCT
cana-5689	157	17	the	the	DET
cana-5689	157	18	system	system	NOUN
cana-5689	157	19	bridges	bridge	NOUN
cana-5689	157	20	gaps	gap	NOUN
cana-5689	157	21	between	between	ADP
cana-5689	157	22	standalone	standalone	ADJ
cana-5689	157	23	tools	tool	NOUN
cana-5689	157	24	and	and	CCONJ
cana-5689	157	25	offers	offer	VERB
cana-5689	157	26	a	a	DET
cana-5689	157	27	comprehensive	comprehensive	ADJ
cana-5689	157	28	,	,	PUNCT
cana-5689	157	29	unified	unified	ADJ
cana-5689	157	30	platform	platform	NOUN
cana-5689	157	31	.	.	PUNCT
cana-5689	158	1	this	this	DET
cana-5689	158	2	work	work	NOUN
cana-5689	158	3	lays	lay	VERB
cana-5689	158	4	the	the	DET
cana-5689	158	5	foundation	foundation	NOUN
cana-5689	158	6	for	for	ADP
cana-5689	158	7	further	further	ADJ
cana-5689	158	8	research	research	NOUN
cana-5689	158	9	and	and	CCONJ
cana-5689	158	10	development	development	NOUN
cana-5689	158	11	,	,	PUNCT
cana-5689	158	12	enabling	enable	VERB
cana-5689	158	13	the	the	DET
cana-5689	158	14	application	application	NOUN
cana-5689	158	15	of	of	ADP
cana-5689	158	16	advanced	advanced	ADJ
cana-5689	158	17	technologies	technology	NOUN
cana-5689	158	18	to	to	PART
cana-5689	158	19	enhance	enhance	VERB
cana-5689	158	20	academic	academic	ADJ
cana-5689	158	21	efficiency	efficiency	NOUN
cana-5689	158	22	,	,	PUNCT
cana-5689	158	23	transparency	transparency	NOUN
cana-5689	158	24	,	,	PUNCT
cana-5689	158	25	and	and	CCONJ
cana-5689	158	26	innovation	innovation	NOUN
cana-5689	158	27	.	.	PUNCT
cana-5689	159	1	references	reference	NOUN
cana-5689	159	2	[	[	X
cana-5689	159	3	1	1	X
cana-5689	159	4	]	]	PUNCT
cana-5689	159	5	j.	j.	PROPN
cana-5689	159	6	doe	doe	PROPN
cana-5689	159	7	,	,	PUNCT
cana-5689	159	8	"	"	PUNCT
cana-5689	159	9	facial	facial	ADJ
cana-5689	159	10	recognition	recognition	NOUN
cana-5689	159	11	in	in	ADP
cana-5689	159	12	attendance	attendance	NOUN
cana-5689	159	13	systems	system	NOUN
cana-5689	159	14	,	,	PUNCT
cana-5689	159	15	"	"	PUNCT
cana-5689	159	16	journal	journal	NOUN
cana-5689	159	17	of	of	ADP
cana-5689	159	18	ai	ai	PROPN
cana-5689	159	19	in	in	ADP
cana-5689	159	20	education	education	NOUN
cana-5689	159	21	,	,	PUNCT
cana-5689	159	22	vol	vol	NOUN
cana-5689	159	23	.	.	PROPN
cana-5689	159	24	20	20	NUM
cana-5689	159	25	,	,	PUNCT
cana-5689	159	26	no	no	INTJ
cana-5689	159	27	.	.	NOUN
cana-5689	159	28	3	3	NUM
cana-5689	159	29	,	,	PUNCT
cana-5689	159	30	pp	pp	ADJ
cana-5689	159	31	.	.	PUNCT
cana-5689	160	1	101	101	NUM
cana-5689	160	2	-	-	SYM
cana-5689	160	3	110	110	NUM
cana-5689	160	4	,	,	PUNCT
cana-5689	160	5	2020	2020	NUM
cana-5689	160	6	.	.	PUNCT
cana-5689	161	1	[	[	X
cana-5689	161	2	2	2	NUM
cana-5689	161	3	]	]	PUNCT
cana-5689	161	4	a.	a.	NOUN
cana-5689	161	5	smith	smith	PROPN
cana-5689	161	6	,	,	PUNCT
cana-5689	161	7	"	"	PUNCT
cana-5689	161	8	dynamic	dynamic	ADJ
cana-5689	161	9	quiz	quiz	NOUN
cana-5689	161	10	generation	generation	NOUN
cana-5689	161	11	for	for	ADP
cana-5689	161	12	educational	educational	ADJ
cana-5689	161	13	platforms	platform	NOUN
cana-5689	161	14	,	,	PUNCT
cana-5689	161	15	"	"	PUNCT
cana-5689	161	16	international	international	ADJ
cana-5689	161	17	journal	journal	NOUN
cana-5689	161	18	of	of	ADP
cana-5689	161	19	educational	educational	ADJ
cana-5689	161	20	technology	technology	NOUN
cana-5689	161	21	,	,	PUNCT
cana-5689	161	22	vol	vol	NOUN
cana-5689	161	23	.	.	PROPN
cana-5689	161	24	25	25	NUM
cana-5689	161	25	,	,	PUNCT
cana-5689	161	26	no	no	INTJ
cana-5689	161	27	.	.	NOUN
cana-5689	161	28	4	4	NUM
cana-5689	161	29	,	,	PUNCT
cana-5689	161	30	pp	pp	ADJ
cana-5689	161	31	.	.	PUNCT
cana-5689	162	1	45	45	NUM
cana-5689	162	2	-	-	SYM
cana-5689	162	3	53	53	NUM
cana-5689	162	4	,	,	PUNCT
cana-5689	162	5	2021	2021	NUM
cana-5689	162	6	.	.	PUNCT
cana-5689	163	1	[	[	X
cana-5689	163	2	3	3	X
cana-5689	163	3	]	]	X
cana-5689	163	4	r.	r.	PROPN
cana-5689	163	5	johnson	johnson	PROPN
cana-5689	163	6	,	,	PUNCT
cana-5689	163	7	"	"	PUNCT
cana-5689	163	8	plagiarism	plagiarism	NOUN
cana-5689	163	9	detection	detection	NOUN
cana-5689	163	10	techniques	technique	NOUN
cana-5689	163	11	,	,	PUNCT
cana-5689	163	12	"	"	PUNCT
cana-5689	163	13	ieee	ieee	NOUN
cana-5689	163	14	transactions	transaction	NOUN
cana-5689	163	15	on	on	ADP
cana-5689	163	16	education	education	NOUN
cana-5689	163	17	,	,	PUNCT
cana-5689	163	18	vol	vol	NOUN
cana-5689	163	19	.	.	PROPN
cana-5689	163	20	30	30	NUM
cana-5689	163	21	,	,	PUNCT
cana-5689	163	22	no	no	INTJ
cana-5689	163	23	.	.	NOUN
cana-5689	163	24	2	2	NUM
cana-5689	163	25	,	,	PUNCT
cana-5689	163	26	pp	pp	ADJ
cana-5689	163	27	.	.	PUNCT
cana-5689	163	28	67	67	NUM
cana-5689	163	29	-	-	SYM
cana-5689	163	30	72	72	NUM
cana-5689	163	31	,	,	PUNCT
cana-5689	163	32	2019	2019	NUM
cana-5689	163	33	.	.	PUNCT
cana-5689	164	1	[	[	X
cana-5689	164	2	4	4	NUM
cana-5689	164	3	]	]	PUNCT
cana-5689	164	4	m.	m.	NOUN
cana-5689	164	5	brown	brown	NOUN
cana-5689	164	6	and	and	CCONJ
cana-5689	164	7	t.	t.	PROPN
cana-5689	164	8	davis	davis	PROPN
cana-5689	164	9	,	,	PUNCT
cana-5689	164	10	"	"	PUNCT
cana-5689	164	11	enhancing	enhance	VERB
cana-5689	164	12	academic	academic	ADJ
cana-5689	164	13	systems	system	NOUN
cana-5689	164	14	with	with	ADP
cana-5689	164	15	project	project	NOUN
cana-5689	164	16	tracking	tracking	NOUN
cana-5689	164	17	tools	tool	NOUN
cana-5689	164	18	,	,	PUNCT
cana-5689	164	19	"	"	PUNCT
cana-5689	164	20	computers	computer	NOUN
cana-5689	164	21	in	in	ADP
cana-5689	164	22	education	education	NOUN
cana-5689	164	23	journal	journal	NOUN
cana-5689	164	24	,	,	PUNCT
cana-5689	164	25	vol	vol	NOUN
cana-5689	164	26	.	.	PROPN
cana-5689	164	27	18	18	NUM
cana-5689	164	28	,	,	PUNCT
cana-5689	164	29	no	no	INTJ
cana-5689	164	30	.	.	NOUN
cana-5689	164	31	5	5	NUM
cana-5689	164	32	,	,	PUNCT
cana-5689	164	33	pp	pp	ADJ
cana-5689	164	34	.	.	PUNCT
cana-5689	165	1	123	123	NUM
cana-5689	165	2	-	-	SYM
cana-5689	165	3	130	130	NUM
cana-5689	165	4	,	,	PUNCT
cana-5689	165	5	2022	2022	NUM
cana-5689	165	6	.	.	PUNCT
cana-5689	166	1	[	[	X
cana-5689	166	2	5	5	X
cana-5689	166	3	]	]	PUNCT
cana-5689	166	4	s.	s.	PROPN
cana-5689	166	5	lee	lee	PROPN
cana-5689	166	6	et	et	PROPN
cana-5689	166	7	al	al	PROPN
cana-5689	166	8	.	.	PROPN
cana-5689	166	9	,	,	PUNCT
cana-5689	166	10	"	"	PUNCT
cana-5689	166	11	real	real	ADJ
cana-5689	166	12	-	-	PUNCT
cana-5689	166	13	time	time	NOUN
cana-5689	166	14	face	face	NOUN
cana-5689	166	15	recognition	recognition	NOUN
cana-5689	166	16	systems	system	NOUN
cana-5689	166	17	using	use	VERB
cana-5689	166	18	deep	deep	ADJ
cana-5689	166	19	learning	learning	NOUN
cana-5689	166	20	,	,	PUNCT
cana-5689	166	21	"	"	PUNCT
cana-5689	166	22	proceedings	proceeding	NOUN
cana-5689	166	23	of	of	ADP
cana-5689	166	24	the	the	DET
cana-5689	166	25	acm	acm	PROPN
cana-5689	166	26	conference	conference	NOUN
cana-5689	166	27	on	on	ADP
cana-5689	166	28	ai	ai	PROPN
cana-5689	166	29	applications	application	NOUN
cana-5689	166	30	,	,	PUNCT
cana-5689	166	31	pp	pp	ADJ
cana-5689	166	32	.	.	PUNCT
cana-5689	166	33	89	89	NUM
cana-5689	166	34	-	-	SYM
cana-5689	166	35	98	98	NUM
cana-5689	166	36	,	,	PUNCT
cana-5689	166	37	2021	2021	NUM
cana-5689	166	38	.	.	PUNCT
cana-5689	167	1	[	[	X
cana-5689	167	2	6	6	NUM
cana-5689	167	3	]	]	PUNCT
cana-5689	167	4	k.	k.	PROPN
cana-5689	167	5	patel	patel	PROPN
cana-5689	167	6	and	and	CCONJ
cana-5689	167	7	r.	r.	PROPN
cana-5689	167	8	kumar	kumar	PROPN
cana-5689	167	9	,	,	PUNCT
cana-5689	167	10	"	"	PUNCT
cana-5689	167	11	natural	natural	ADJ
cana-5689	167	12	language	language	NOUN
cana-5689	167	13	processing	processing	NOUN
cana-5689	167	14	for	for	ADP
cana-5689	167	15	plagiarism	plagiarism	NOUN
cana-5689	167	16	detection	detection	NOUN
cana-5689	167	17	in	in	ADP
cana-5689	167	18	academic	academic	ADJ
cana-5689	167	19	writing	writing	NOUN
cana-5689	167	20	,	,	PUNCT
cana-5689	167	21	"	"	PUNCT
cana-5689	167	22	journal	journal	NOUN
cana-5689	167	23	of	of	ADP
cana-5689	167	24	computational	computational	ADJ
cana-5689	167	25	linguistics	linguistic	NOUN
cana-5689	167	26	and	and	CCONJ
cana-5689	167	27	applications	application	NOUN
cana-5689	167	28	,	,	PUNCT
cana-5689	167	29	vol	vol	NOUN
cana-5689	167	30	.	.	PROPN
cana-5689	167	31	17	17	NUM
cana-5689	167	32	,	,	PUNCT
cana-5689	167	33	no	no	INTJ
cana-5689	167	34	.	.	NOUN
cana-5689	167	35	3	3	NUM
cana-5689	167	36	,	,	PUNCT
cana-5689	167	37	pp	pp	ADJ
cana-5689	167	38	.	.	PUNCT
cana-5689	167	39	205	205	NUM
cana-5689	167	40	-	-	SYM
cana-5689	167	41	214	214	NUM
cana-5689	167	42	,	,	PUNCT
cana-5689	167	43	2020	2020	NUM
cana-5689	167	44	.	.	PUNCT
cana-5689	168	1	[	[	X
cana-5689	168	2	7	7	X
cana-5689	168	3	]	]	X
cana-5689	168	4	l.	l.	PROPN
cana-5689	168	5	white	white	PROPN
cana-5689	168	6	,	,	PUNCT
cana-5689	168	7	"	"	PUNCT
cana-5689	168	8	ai	ai	INTJ
cana-5689	168	9	and	and	CCONJ
cana-5689	168	10	education	education	NOUN
cana-5689	168	11	:	:	PUNCT
cana-5689	168	12	transforming	transform	VERB
cana-5689	168	13	learning	learn	VERB
cana-5689	168	14	with	with	ADP
cana-5689	168	15	machine	machine	NOUN
cana-5689	168	16	learning	learning	NOUN
cana-5689	168	17	,	,	PUNCT
cana-5689	168	18	"	"	PUNCT
cana-5689	168	19	ieee	ieee	NOUN
cana-5689	168	20	access	access	NOUN
cana-5689	168	21	,	,	PUNCT
cana-5689	168	22	vol	vol	NOUN
cana-5689	168	23	.	.	NOUN
cana-5689	168	24	9	9	NUM
cana-5689	168	25	,	,	PUNCT
cana-5689	168	26	pp	pp	ADJ
cana-5689	168	27	.	.	PUNCT
cana-5689	169	1	55032	55032	NUM
cana-5689	169	2	-	-	SYM
cana-5689	169	3	55045	55045	NUM
cana-5689	169	4	,	,	PUNCT
cana-5689	169	5	2021	2021	NUM
cana-5689	169	6	.	.	PUNCT
cana-5689	170	1	[	[	X
cana-5689	170	2	8	8	NUM
cana-5689	170	3	]	]	PUNCT
cana-5689	170	4	p.	p.	NOUN
cana-5689	170	5	garcia	garcia	PROPN
cana-5689	170	6	,	,	PUNCT
cana-5689	170	7	"	"	PUNCT
cana-5689	170	8	the	the	DET
cana-5689	170	9	mern	mern	ADJ
cana-5689	170	10	stack	stack	NOUN
cana-5689	170	11	:	:	PUNCT
cana-5689	170	12	a	a	DET
cana-5689	170	13	scalable	scalable	ADJ
cana-5689	170	14	solution	solution	NOUN
cana-5689	170	15	for	for	ADP
cana-5689	170	16	web	web	NOUN
cana-5689	170	17	applications	application	NOUN
cana-5689	170	18	,	,	PUNCT
cana-5689	170	19	"	"	PUNCT
cana-5689	170	20	international	international	ADJ
cana-5689	170	21	journal	journal	NOUN
cana-5689	170	22	of	of	ADP
cana-5689	170	23	software	software	NOUN
cana-5689	170	24	development	development	NOUN
cana-5689	170	25	,	,	PUNCT
cana-5689	170	26	vol	vol	NOUN
cana-5689	170	27	.	.	PROPN
cana-5689	170	28	15	15	NUM
cana-5689	170	29	,	,	PUNCT
cana-5689	170	30	no	no	INTJ
cana-5689	170	31	.	.	NOUN
cana-5689	170	32	2	2	NUM
cana-5689	170	33	,	,	PUNCT
cana-5689	170	34	pp	pp	ADJ
cana-5689	170	35	.	.	PUNCT
cana-5689	171	1	37	37	NUM
cana-5689	171	2	-	-	SYM
cana-5689	171	3	44	44	NUM
cana-5689	171	4	,	,	PUNCT
cana-5689	171	5	2020	2020	NUM
cana-5689	171	6	.	.	PUNCT
cana-5689	172	1	[	[	X
cana-5689	172	2	9	9	NUM
cana-5689	172	3	]	]	X
cana-5689	172	4	y.	y.	PROPN
cana-5689	172	5	wang	wang	PROPN
cana-5689	172	6	and	and	CCONJ
cana-5689	172	7	f.	f.	PROPN
cana-5689	172	8	zhang	zhang	PROPN
cana-5689	172	9	,	,	PUNCT
cana-5689	172	10	"	"	PUNCT
cana-5689	172	11	improving	improve	VERB
cana-5689	172	12	academic	academic	ADJ
cana-5689	172	13	efficiency	efficiency	NOUN
cana-5689	172	14	with	with	ADP
cana-5689	172	15	integrated	integrate	VERB
cana-5689	172	16	web	web	NOUN
cana-5689	172	17	solutions	solution	NOUN
cana-5689	172	18	,	,	PUNCT
cana-5689	172	19	"	"	PUNCT
cana-5689	172	20	advances	advance	NOUN
cana-5689	172	21	in	in	ADP
cana-5689	172	22	educational	educational	ADJ
cana-5689	172	23	technology	technology	NOUN
cana-5689	172	24	,	,	PUNCT
cana-5689	172	25	vol	vol	NOUN
cana-5689	172	26	.	.	PROPN
cana-5689	173	1	22	22	NUM
cana-5689	173	2	,	,	PUNCT
cana-5689	173	3	no	no	INTJ
cana-5689	173	4	.	.	NOUN
cana-5689	173	5	1	1	NUM
cana-5689	173	6	,	,	PUNCT
cana-5689	173	7	pp	pp	ADJ
cana-5689	173	8	.	.	PUNCT
cana-5689	174	1	78	78	NUM
cana-5689	174	2	-	-	SYM
cana-5689	174	3	85	85	NUM
cana-5689	174	4	,	,	PUNCT
cana-5689	174	5	2023	2023	NUM
cana-5689	174	6	.	.	PUNCT
cana-5689	175	1	[	[	X
cana-5689	175	2	10	10	NUM
cana-5689	175	3	]	]	PUNCT
cana-5689	175	4	t.	t.	NOUN
cana-5689	175	5	nguyen	nguyen	NOUN
cana-5689	175	6	,	,	PUNCT
cana-5689	175	7	"	"	PUNCT
cana-5689	175	8	the	the	DET
cana-5689	175	9	role	role	NOUN
cana-5689	175	10	of	of	ADP
cana-5689	175	11	data	datum	NOUN
cana-5689	175	12	augmentation	augmentation	NOUN
cana-5689	175	13	in	in	ADP
cana-5689	175	14	improving	improve	VERB
cana-5689	175	15	machine	machine	NOUN
cana-5689	175	16	learning	learning	NOUN
cana-5689	175	17	models	model	NOUN
cana-5689	175	18	,	,	PUNCT
cana-5689	175	19	"	"	PUNCT
cana-5689	175	20	journal	journal	NOUN
cana-5689	175	21	of	of	ADP
cana-5689	175	22	ai	ai	PROPN
cana-5689	175	23	research	research	NOUN
cana-5689	175	24	and	and	CCONJ
cana-5689	175	25	applications	application	NOUN
cana-5689	175	26	,	,	PUNCT
cana-5689	175	27	vol	vol	NOUN
cana-5689	175	28	.	.	PROPN
cana-5689	175	29	16	16	NUM
cana-5689	175	30	,	,	PUNCT
cana-5689	175	31	no	no	INTJ
cana-5689	175	32	.	.	NOUN
cana-5689	175	33	4	4	NUM
cana-5689	175	34	,	,	PUNCT
cana-5689	175	35	pp	pp	ADJ
cana-5689	175	36	.	.	PUNCT
cana-5689	175	37	299	299	NUM
cana-5689	175	38	-	-	SYM
cana-5689	175	39	307	307	NUM
cana-5689	175	40	,	,	PUNCT
cana-5689	175	41	2020	2020	NUM
cana-5689	175	42	.	.	PUNCT