id	sid	tid	token	lemma	pos
easat-4722	1	1	edelweiss	edelweiss	PROPN
easat-4722	1	2	applied	apply	VERB
easat-4722	1	3	science	science	NOUN
easat-4722	1	4	and	and	CCONJ
easat-4722	1	5	technology	technology	NOUN
easat-4722	1	6	issn	issn	PROPN
easat-4722	1	7	:	:	PUNCT
easat-4722	1	8	2576	2576	NUM
easat-4722	1	9	-	-	SYM
easat-4722	1	10	8484	8484	NUM
easat-4722	1	11	vol	vol	NOUN
easat-4722	1	12	.	.	PROPN
easat-4722	2	1	9	9	NUM
easat-4722	2	2	,	,	PUNCT
easat-4722	2	3	no	no	INTJ
easat-4722	2	4	.	.	NOUN
easat-4722	2	5	2	2	NUM
easat-4722	2	6	,	,	PUNCT
easat-4722	2	7	1168	1168	NUM
easat-4722	2	8	-	-	SYM
easat-4722	2	9	1179	1179	NUM
easat-4722	2	10	2025	2025	NUM
easat-4722	2	11	publisher	publisher	NOUN
easat-4722	2	12	:	:	PUNCT
easat-4722	2	13	learning	learn	VERB
easat-4722	2	14	gate	gate	NOUN
easat-4722	2	15	doi	doi	PROPN
easat-4722	2	16	:	:	PUNCT
easat-4722	2	17	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	2	18	©	©	PROPN
easat-4722	2	19	2024	2024	NUM
easat-4722	2	20	by	by	ADP
easat-4722	2	21	the	the	DET
easat-4722	2	22	authors	author	NOUN
easat-4722	2	23	;	;	PUNCT
easat-4722	2	24	licensee	licensee	PROPN
easat-4722	2	25	learning	learning	NOUN
easat-4722	2	26	gate	gate	NOUN
easat-4722	3	1	©	©	PROPN
easat-4722	3	2	2025	2025	NUM
easat-4722	3	3	by	by	ADP
easat-4722	3	4	the	the	DET
easat-4722	3	5	authors	author	NOUN
easat-4722	3	6	;	;	PUNCT
easat-4722	3	7	licensee	licensee	PROPN
easat-4722	3	8	learning	learning	NOUN
easat-4722	3	9	gate	gate	NOUN
easat-4722	3	10	history	history	NOUN
easat-4722	3	11	:	:	PUNCT
easat-4722	3	12	received	receive	VERB
easat-4722	3	13	:	:	PUNCT
easat-4722	3	14	25	25	NUM
easat-4722	3	15	december	december	PROPN
easat-4722	3	16	2024	2024	NUM
easat-4722	3	17	;	;	PUNCT
easat-4722	3	18	revised	revise	VERB
easat-4722	3	19	:	:	PUNCT
easat-4722	3	20	30	30	NUM
easat-4722	3	21	january	january	NOUN
easat-4722	3	22	2025	2025	NUM
easat-4722	3	23	;	;	PUNCT
easat-4722	3	24	accepted	accept	VERB
easat-4722	3	25	:	:	PUNCT
easat-4722	3	26	3	3	NUM
easat-4722	3	27	february	february	NOUN
easat-4722	3	28	2025	2025	NUM
easat-4722	3	29	;	;	PUNCT
easat-4722	3	30	published	publish	VERB
easat-4722	3	31	:	:	PUNCT
easat-4722	4	1	11	11	NUM
easat-4722	4	2	february	february	PROPN
easat-4722	4	3	2025	2025	NUM
easat-4722	4	4	*	*	PUNCT
easat-4722	4	5	correspondence	correspondence	NOUN
easat-4722	4	6	:	:	PUNCT
easat-4722	4	7	1002165230@ucsiuniversity.edu.my	1002165230@ucsiuniversity.edu.my	NUM
easat-4722	4	8	research	research	NOUN
easat-4722	4	9	on	on	ADP
easat-4722	4	10	the	the	DET
easat-4722	4	11	construction	construction	NOUN
easat-4722	4	12	of	of	ADP
easat-4722	4	13	outcome	outcome	NOUN
easat-4722	4	14	-	-	PUNCT
easat-4722	4	15	based	base	VERB
easat-4722	4	16	education	education	NOUN
easat-4722	4	17	platform	platform	NOUN
easat-4722	4	18	based	base	VERB
easat-4722	4	19	on	on	ADP
easat-4722	4	20	deep	deep	ADJ
easat-4722	4	21	learning	learn	VERB
easat-4722	4	22	limengyang1,2	limengyang1,2	PROPN
easat-4722	4	23	*	*	PROPN
easat-4722	4	24	,	,	PUNCT
easat-4722	4	25	zaida	zaida	PROPN
easat-4722	4	26	mustafa1	mustafa1	PROPN
easat-4722	4	27	,	,	PUNCT
easat-4722	4	28	lu	lu	PROPN
easat-4722	4	29	shufang2	shufang2	NOUN
easat-4722	4	30	1faculty	1faculty	NUM
easat-4722	4	31	of	of	ADP
easat-4722	4	32	social	social	ADJ
easat-4722	4	33	sciences	science	NOUN
easat-4722	4	34	and	and	CCONJ
easat-4722	4	35	liberal	liberal	ADJ
easat-4722	4	36	arts	art	NOUN
easat-4722	4	37	,	,	PUNCT
easat-4722	4	38	ucsi	ucsi	ADJ
easat-4722	4	39	university	university	NOUN
easat-4722	4	40	,	,	PUNCT
easat-4722	4	41	56000	56000	NUM
easat-4722	4	42	,	,	PUNCT
easat-4722	4	43	kuala	kuala	PROPN
easat-4722	4	44	lumpur	lumpur	PROPN
easat-4722	4	45	,	,	PUNCT
easat-4722	4	46	malaysia	malaysia	PROPN
easat-4722	4	47	;	;	PUNCT
easat-4722	4	48	1002165230@ucsiuniversity.edu.my	1002165230@ucsiuniversity.edu.my	NUM
easat-4722	4	49	(	(	PUNCT
easat-4722	4	50	l.	l.	PROPN
easat-4722	4	51	)	)	PUNCT
easat-4722	4	52	2pingdingshan	2pingdingshan	NUM
easat-4722	4	53	university	university	NOUN
easat-4722	4	54	,	,	PUNCT
easat-4722	4	55	467000	467000	NUM
easat-4722	4	56	pingdingshan	pingdingshan	PROPN
easat-4722	4	57	city	city	PROPN
easat-4722	4	58	,	,	PUNCT
easat-4722	4	59	henan	henan	PROPN
easat-4722	4	60	province	province	PROPN
easat-4722	4	61	,	,	PUNCT
easat-4722	4	62	china	china	PROPN
easat-4722	4	63	.	.	PUNCT
easat-4722	5	1	abstract	abstract	PROPN
easat-4722	5	2	:	:	PUNCT
easat-4722	5	3	the	the	DET
easat-4722	5	4	traditional	traditional	ADJ
easat-4722	5	5	way	way	NOUN
easat-4722	5	6	of	of	ADP
easat-4722	5	7	enrolling	enrol	VERB
easat-4722	5	8	students	student	NOUN
easat-4722	5	9	and	and	CCONJ
easat-4722	5	10	organizing	organize	VERB
easat-4722	5	11	teaching	teaching	NOUN
easat-4722	5	12	by	by	ADP
easat-4722	5	13	major	major	ADJ
easat-4722	5	14	has	have	AUX
easat-4722	5	15	been	be	AUX
easat-4722	5	16	difficult	difficult	ADJ
easat-4722	5	17	to	to	PART
easat-4722	5	18	meet	meet	VERB
easat-4722	5	19	the	the	DET
easat-4722	5	20	needs	need	NOUN
easat-4722	5	21	of	of	ADP
easat-4722	5	22	high	high	ADJ
easat-4722	5	23	-	-	PUNCT
easat-4722	5	24	quality	quality	NOUN
easat-4722	5	25	development	development	NOUN
easat-4722	5	26	.	.	PUNCT
easat-4722	6	1	the	the	DET
easat-4722	6	2	obe	obe	PROPN
easat-4722	6	3	(	(	PUNCT
easat-4722	6	4	outcome	outcome	NOUN
easat-4722	6	5	-	-	PUNCT
easat-4722	6	6	based	base	VERB
easat-4722	6	7	education	education	NOUN
easat-4722	6	8	)	)	PUNCT
easat-4722	6	9	model	model	NOUN
easat-4722	6	10	emphasizes	emphasize	VERB
easat-4722	6	11	that	that	SCONJ
easat-4722	6	12	everyone	everyone	PRON
easat-4722	6	13	can	can	AUX
easat-4722	6	14	succeed	succeed	VERB
easat-4722	6	15	,	,	PUNCT
easat-4722	6	16	personalized	personalized	ADJ
easat-4722	6	17	evaluation	evaluation	NOUN
easat-4722	6	18	,	,	PUNCT
easat-4722	6	19	competency	competency	NOUN
easat-4722	6	20	-	-	PUNCT
easat-4722	6	21	based	base	VERB
easat-4722	6	22	performance	performance	NOUN
easat-4722	6	23	responsibility	responsibility	NOUN
easat-4722	6	24	,	,	PUNCT
easat-4722	6	25	and	and	CCONJ
easat-4722	6	26	so	so	ADV
easat-4722	6	27	on	on	ADV
easat-4722	6	28	.	.	PUNCT
easat-4722	7	1	with	with	ADP
easat-4722	7	2	the	the	DET
easat-4722	7	3	continuous	continuous	ADJ
easat-4722	7	4	development	development	NOUN
easat-4722	7	5	of	of	ADP
easat-4722	7	6	ai	ai	PROPN
easat-4722	7	7	(	(	PUNCT
easat-4722	7	8	artificial	artificial	ADJ
easat-4722	7	9	intelligence	intelligence	NOUN
easat-4722	7	10	)	)	PUNCT
easat-4722	7	11	technology	technology	NOUN
easat-4722	7	12	and	and	CCONJ
easat-4722	7	13	the	the	DET
easat-4722	7	14	sharp	sharp	ADJ
easat-4722	7	15	increase	increase	NOUN
easat-4722	7	16	in	in	ADP
easat-4722	7	17	available	available	ADJ
easat-4722	7	18	data	datum	NOUN
easat-4722	7	19	in	in	ADP
easat-4722	7	20	the	the	DET
easat-4722	7	21	era	era	NOUN
easat-4722	7	22	of	of	ADP
easat-4722	7	23	big	big	ADJ
easat-4722	7	24	data	datum	NOUN
easat-4722	7	25	,	,	PUNCT
easat-4722	7	26	the	the	DET
easat-4722	7	27	application	application	NOUN
easat-4722	7	28	of	of	ADP
easat-4722	7	29	ai	ai	NOUN
easat-4722	7	30	is	be	AUX
easat-4722	7	31	becoming	become	VERB
easat-4722	7	32	increasingly	increasingly	ADV
easat-4722	7	33	important	important	ADJ
easat-4722	7	34	.	.	PUNCT
easat-4722	8	1	this	this	DET
easat-4722	8	2	paper	paper	NOUN
easat-4722	8	3	proposes	propose	VERB
easat-4722	8	4	an	an	DET
easat-4722	8	5	obe	obe	PROPN
easat-4722	8	6	platform	platform	NOUN
easat-4722	8	7	based	base	VERB
easat-4722	8	8	on	on	ADP
easat-4722	8	9	deep	deep	ADJ
easat-4722	8	10	learning	learning	NOUN
easat-4722	8	11	,	,	PUNCT
easat-4722	8	12	which	which	PRON
easat-4722	8	13	includes	include	VERB
easat-4722	8	14	personalized	personalized	ADJ
easat-4722	8	15	learning	learn	VERB
easat-4722	8	16	recommendations	recommendation	NOUN
easat-4722	8	17	and	and	CCONJ
easat-4722	8	18	classroom	classroom	VERB
easat-4722	8	19	quality	quality	NOUN
easat-4722	8	20	evaluations	evaluation	NOUN
easat-4722	8	21	.	.	PUNCT
easat-4722	9	1	this	this	DET
easat-4722	9	2	paper	paper	NOUN
easat-4722	9	3	explores	explore	VERB
easat-4722	9	4	the	the	DET
easat-4722	9	5	relationship	relationship	NOUN
easat-4722	9	6	between	between	ADP
easat-4722	9	7	users	user	NOUN
easat-4722	9	8	'	'	PART
easat-4722	9	9	learning	learn	VERB
easat-4722	9	10	emotions	emotion	NOUN
easat-4722	9	11	and	and	CCONJ
easat-4722	9	12	learning	learn	VERB
easat-4722	9	13	efficiency	efficiency	NOUN
easat-4722	9	14	and	and	CCONJ
easat-4722	9	15	uses	use	VERB
easat-4722	9	16	the	the	DET
easat-4722	9	17	content	content	NOUN
easat-4722	9	18	-	-	PUNCT
easat-4722	9	19	based	base	VERB
easat-4722	9	20	recommendation	recommendation	NOUN
easat-4722	9	21	model	model	NOUN
easat-4722	9	22	of	of	ADP
easat-4722	9	23	cnn	cnn	PROPN
easat-4722	9	24	(	(	PUNCT
easat-4722	9	25	convolutional	convolutional	ADJ
easat-4722	9	26	neural	neural	ADJ
easat-4722	9	27	network	network	NOUN
easat-4722	9	28	)	)	PUNCT
easat-4722	9	29	to	to	PART
easat-4722	9	30	recommend	recommend	VERB
easat-4722	9	31	personalized	personalized	ADJ
easat-4722	9	32	learning	learning	NOUN
easat-4722	9	33	methods	method	NOUN
easat-4722	9	34	.	.	PUNCT
easat-4722	10	1	it	it	PRON
easat-4722	10	2	employs	employ	VERB
easat-4722	10	3	the	the	DET
easat-4722	10	4	improved	improved	ADJ
easat-4722	10	5	ssd	ssd	NOUN
easat-4722	10	6	(	(	PUNCT
easat-4722	10	7	single	single	ADJ
easat-4722	10	8	shot	shot	NOUN
easat-4722	10	9	multibox	multibox	PROPN
easat-4722	10	10	detector	detector	NOUN
easat-4722	10	11	)	)	PUNCT
easat-4722	10	12	algorithm	algorithm	NOUN
easat-4722	10	13	to	to	PART
easat-4722	10	14	detect	detect	VERB
easat-4722	10	15	classroom	classroom	NOUN
easat-4722	10	16	behavior	behavior	NOUN
easat-4722	10	17	.	.	PUNCT
easat-4722	11	1	the	the	DET
easat-4722	11	2	research	research	NOUN
easat-4722	11	3	results	result	NOUN
easat-4722	11	4	show	show	VERB
easat-4722	11	5	that	that	SCONJ
easat-4722	11	6	the	the	DET
easat-4722	11	7	cnn	cnn	PROPN
easat-4722	11	8	recommendation	recommendation	NOUN
easat-4722	11	9	model	model	NOUN
easat-4722	11	10	performs	perform	VERB
easat-4722	11	11	very	very	ADV
easat-4722	11	12	well	well	ADV
easat-4722	11	13	in	in	ADP
easat-4722	11	14	the	the	DET
easat-4722	11	15	learning	learn	VERB
easat-4722	11	16	resource	resource	NOUN
easat-4722	11	17	recommendation	recommendation	NOUN
easat-4722	11	18	platform	platform	NOUN
easat-4722	11	19	.	.	PUNCT
easat-4722	12	1	the	the	DET
easat-4722	12	2	results	result	NOUN
easat-4722	12	3	indicate	indicate	VERB
easat-4722	12	4	that	that	SCONJ
easat-4722	12	5	the	the	DET
easat-4722	12	6	improved	improved	ADJ
easat-4722	12	7	ssd	ssd	NOUN
easat-4722	12	8	algorithm	algorithm	NOUN
easat-4722	12	9	in	in	ADP
easat-4722	12	10	this	this	DET
easat-4722	12	11	paper	paper	NOUN
easat-4722	12	12	has	have	VERB
easat-4722	12	13	a	a	DET
easat-4722	12	14	good	good	ADJ
easat-4722	12	15	inhibitory	inhibitory	ADJ
easat-4722	12	16	effect	effect	NOUN
easat-4722	12	17	on	on	ADP
easat-4722	12	18	all	all	DET
easat-4722	12	19	five	five	NUM
easat-4722	12	20	actions	action	NOUN
easat-4722	12	21	and	and	CCONJ
easat-4722	12	22	shows	show	VERB
easat-4722	12	23	a	a	DET
easat-4722	12	24	significant	significant	ADJ
easat-4722	12	25	improvement	improvement	NOUN
easat-4722	12	26	in	in	ADP
easat-4722	12	27	the	the	DET
easat-4722	12	28	detection	detection	NOUN
easat-4722	12	29	effect	effect	NOUN
easat-4722	12	30	of	of	ADP
easat-4722	12	31	small	small	ADJ
easat-4722	12	32	targets	target	NOUN
easat-4722	12	33	,	,	PUNCT
easat-4722	12	34	up	up	ADP
easat-4722	12	35	to	to	ADP
easat-4722	12	36	14.805	14.805	NUM
easat-4722	12	37	%	%	NOUN
easat-4722	12	38	.	.	PUNCT
easat-4722	13	1	this	this	PRON
easat-4722	13	2	is	be	AUX
easat-4722	13	3	of	of	ADP
easat-4722	13	4	great	great	ADJ
easat-4722	13	5	significance	significance	NOUN
easat-4722	13	6	for	for	ADP
easat-4722	13	7	promoting	promote	VERB
easat-4722	13	8	the	the	DET
easat-4722	13	9	deep	deep	ADJ
easat-4722	13	10	integration	integration	NOUN
easat-4722	13	11	of	of	ADP
easat-4722	13	12	modern	modern	ADJ
easat-4722	13	13	information	information	NOUN
easat-4722	13	14	technology	technology	NOUN
easat-4722	13	15	with	with	ADP
easat-4722	13	16	education	education	NOUN
easat-4722	13	17	and	and	CCONJ
easat-4722	13	18	teaching	teaching	NOUN
easat-4722	13	19	and	and	CCONJ
easat-4722	13	20	for	for	ADP
easat-4722	13	21	implementing	implement	VERB
easat-4722	13	22	effective	effective	ADJ
easat-4722	13	23	obe	obe	NOUN
easat-4722	13	24	.	.	PUNCT
easat-4722	14	1	keywords	keyword	NOUN
easat-4722	14	2	:	:	PUNCT
easat-4722	14	3	outcome	outcome	NOUN
easat-4722	14	4	-	-	PUNCT
easat-4722	14	5	based	base	VERB
easat-4722	14	6	education	education	NOUN
easat-4722	14	7	;	;	PUNCT
easat-4722	14	8	deep	deep	ADJ
easat-4722	14	9	learning	learning	NOUN
easat-4722	14	10	;	;	PUNCT
easat-4722	14	11	learning	learn	VERB
easat-4722	14	12	recommendation	recommendation	NOUN
easat-4722	14	13	;	;	PUNCT
easat-4722	14	14	convolutional	convolutional	ADJ
easat-4722	14	15	neural	neural	ADJ
easat-4722	14	16	network	network	NOUN
easat-4722	14	17	.	.	PUNCT
easat-4722	15	1	1	1	X
easat-4722	15	2	.	.	X
easat-4722	15	3	introduction	introduction	NOUN
easat-4722	15	4	in	in	ADP
easat-4722	15	5	order	order	NOUN
easat-4722	15	6	to	to	PART
easat-4722	15	7	meet	meet	VERB
easat-4722	15	8	the	the	DET
easat-4722	15	9	new	new	ADJ
easat-4722	15	10	challenges	challenge	NOUN
easat-4722	15	11	brought	bring	VERB
easat-4722	15	12	by	by	ADP
easat-4722	15	13	the	the	DET
easat-4722	15	14	"	"	PUNCT
easat-4722	15	15	new	new	ADJ
easat-4722	15	16	industrial	industrial	ADJ
easat-4722	15	17	revolution	revolution	NOUN
easat-4722	15	18	"	"	PUNCT
easat-4722	15	19	and	and	CCONJ
easat-4722	15	20	adapt	adapt	VERB
easat-4722	15	21	to	to	ADP
easat-4722	15	22	the	the	DET
easat-4722	15	23	rise	rise	NOUN
easat-4722	15	24	of	of	ADP
easat-4722	15	25	"	"	PUNCT
easat-4722	15	26	public	public	ADJ
easat-4722	15	27	responsibility	responsibility	NOUN
easat-4722	15	28	"	"	PUNCT
easat-4722	15	29	,	,	PUNCT
easat-4722	15	30	higher	high	ADJ
easat-4722	15	31	requirements	requirement	NOUN
easat-4722	15	32	are	be	AUX
easat-4722	15	33	put	put	VERB
easat-4722	15	34	forward	forward	ADV
easat-4722	15	35	for	for	ADP
easat-4722	15	36	the	the	DET
easat-4722	15	37	return	return	NOUN
easat-4722	15	38	of	of	ADP
easat-4722	15	39	"	"	PUNCT
easat-4722	15	40	education	education	NOUN
easat-4722	15	41	investment	investment	NOUN
easat-4722	15	42	"	"	PUNCT
easat-4722	15	43	and	and	CCONJ
easat-4722	15	44	"	"	PUNCT
easat-4722	15	45	actual	actual	ADJ
easat-4722	15	46	output	output	NOUN
easat-4722	15	47	"	"	PUNCT
easat-4722	15	48	.	.	PUNCT
easat-4722	16	1	with	with	ADP
easat-4722	16	2	the	the	DET
easat-4722	16	3	technological	technological	ADJ
easat-4722	16	4	progress	progress	NOUN
easat-4722	16	5	and	and	CCONJ
easat-4722	16	6	social	social	ADJ
easat-4722	16	7	development	development	NOUN
easat-4722	16	8	,	,	PUNCT
easat-4722	16	9	as	as	ADV
easat-4722	16	10	well	well	ADV
easat-4722	16	11	as	as	ADP
easat-4722	16	12	the	the	DET
easat-4722	16	13	adjustment	adjustment	NOUN
easat-4722	16	14	and	and	CCONJ
easat-4722	16	15	transformation	transformation	NOUN
easat-4722	16	16	and	and	CCONJ
easat-4722	16	17	upgrading	upgrading	NOUN
easat-4722	16	18	of	of	ADP
easat-4722	16	19	industrial	industrial	ADJ
easat-4722	16	20	structure	structure	NOUN
easat-4722	16	21	,	,	PUNCT
easat-4722	16	22	the	the	DET
easat-4722	16	23	social	social	ADJ
easat-4722	16	24	demand	demand	NOUN
easat-4722	16	25	for	for	ADP
easat-4722	16	26	technical	technical	ADJ
easat-4722	16	27	and	and	CCONJ
easat-4722	16	28	skilled	skilled	ADJ
easat-4722	16	29	talents	talent	NOUN
easat-4722	16	30	has	have	AUX
easat-4722	16	31	changed	change	VERB
easat-4722	16	32	,	,	PUNCT
easat-4722	16	33	and	and	CCONJ
easat-4722	16	34	the	the	DET
easat-4722	16	35	traditional	traditional	ADJ
easat-4722	16	36	way	way	NOUN
easat-4722	16	37	of	of	ADP
easat-4722	16	38	enrolling	enrol	VERB
easat-4722	16	39	students	student	NOUN
easat-4722	16	40	and	and	CCONJ
easat-4722	16	41	organizing	organize	VERB
easat-4722	16	42	teaching	teaching	NOUN
easat-4722	16	43	by	by	ADP
easat-4722	16	44	specialty	specialty	NOUN
easat-4722	16	45	has	have	AUX
easat-4722	16	46	been	be	AUX
easat-4722	16	47	difficult	difficult	ADJ
easat-4722	16	48	to	to	PART
easat-4722	16	49	meet	meet	VERB
easat-4722	16	50	the	the	DET
easat-4722	16	51	needs	need	NOUN
easat-4722	16	52	of	of	ADP
easat-4722	16	53	high	high	ADJ
easat-4722	16	54	-	-	PUNCT
easat-4722	16	55	quality	quality	NOUN
easat-4722	16	56	development	development	NOUN
easat-4722	17	1	[	[	X
easat-4722	17	2	1	1	NUM
easat-4722	17	3	]	]	PUNCT
easat-4722	17	4	.	.	PUNCT
easat-4722	18	1	obe	obe	PROPN
easat-4722	18	2	(	(	PUNCT
easat-4722	18	3	outcome	outcome	NOUN
easat-4722	18	4	-	-	PUNCT
easat-4722	18	5	based	base	VERB
easat-4722	18	6	education	education	NOUN
easat-4722	18	7	)	)	PUNCT
easat-4722	18	8	model	model	NOUN
easat-4722	18	9	emphasizes	emphasize	VERB
easat-4722	18	10	that	that	SCONJ
easat-4722	18	11	everyone	everyone	PRON
easat-4722	18	12	can	can	AUX
easat-4722	18	13	succeed	succeed	VERB
easat-4722	18	14	,	,	PUNCT
easat-4722	18	15	personalized	personalized	ADJ
easat-4722	18	16	evaluation	evaluation	NOUN
easat-4722	18	17	,	,	PUNCT
easat-4722	18	18	competency	competency	NOUN
easat-4722	18	19	-	-	PUNCT
easat-4722	18	20	based	base	VERB
easat-4722	18	21	,	,	PUNCT
easat-4722	18	22	performance	performance	NOUN
easat-4722	18	23	responsibility	responsibility	NOUN
easat-4722	18	24	and	and	CCONJ
easat-4722	18	25	so	so	ADV
easat-4722	18	26	on	on	ADV
easat-4722	18	27	.	.	PUNCT
easat-4722	19	1	with	with	ADP
easat-4722	19	2	the	the	DET
easat-4722	19	3	continuous	continuous	ADJ
easat-4722	19	4	developmsent	developmsent	NOUN
easat-4722	19	5	of	of	ADP
easat-4722	19	6	ai	ai	PROPN
easat-4722	19	7	(	(	PUNCT
easat-4722	19	8	artificial	artificial	ADJ
easat-4722	19	9	intelligence	intelligence	NOUN
easat-4722	19	10	)	)	PUNCT
easat-4722	19	11	technology	technology	NOUN
easat-4722	19	12	and	and	CCONJ
easat-4722	19	13	the	the	DET
easat-4722	19	14	sharp	sharp	ADJ
easat-4722	19	15	increase	increase	NOUN
easat-4722	19	16	of	of	ADP
easat-4722	19	17	available	available	ADJ
easat-4722	19	18	data	datum	NOUN
easat-4722	19	19	in	in	ADP
easat-4722	19	20	the	the	DET
easat-4722	19	21	era	era	NOUN
easat-4722	19	22	of	of	ADP
easat-4722	19	23	bisg	bisg	ADJ
easat-4722	19	24	data	datum	NOUN
easat-4722	19	25	,	,	PUNCT
easat-4722	19	26	the	the	DET
easat-4722	19	27	application	application	NOUN
easat-4722	19	28	of	of	ADP
easat-4722	19	29	ai	ai	NOUN
easat-4722	19	30	is	be	AUX
easat-4722	19	31	becoming	become	VERB
easat-4722	19	32	more	more	ADV
easat-4722	19	33	and	and	CCONJ
easat-4722	19	34	more	more	ADV
easat-4722	19	35	important	important	ADJ
easat-4722	19	36	.	.	PUNCT
easat-4722	20	1	obe	obe	PROPN
easat-4722	20	2	platform	platform	PROPN
easat-4722	20	3	is	be	AUX
easat-4722	20	4	a	a	DET
easat-4722	20	5	large	large	ADJ
easat-4722	20	6	-	-	PUNCT
easat-4722	20	7	scale	scale	NOUN
easat-4722	20	8	intelligent	intelligent	ADJ
easat-4722	20	9	application	application	NOUN
easat-4722	20	10	with	with	ADP
easat-4722	20	11	universality	universality	NOUN
easat-4722	20	12	,	,	PUNCT
easat-4722	20	13	which	which	PRON
easat-4722	20	14	can	can	AUX
easat-4722	20	15	directly	directly	ADV
easat-4722	20	16	evaluate	evaluate	VERB
easat-4722	20	17	people	people	NOUN
easat-4722	20	18	,	,	PUNCT
easat-4722	20	19	but	but	CCONJ
easat-4722	20	20	people	people	NOUN
easat-4722	20	21	are	be	AUX
easat-4722	20	22	highly	highly	ADV
easat-4722	20	23	intelligent	intelligent	ADJ
easat-4722	20	24	creatures	creature	NOUN
easat-4722	20	25	,	,	PUNCT
easat-4722	20	26	so	so	SCONJ
easat-4722	20	27	it	it	PRON
easat-4722	20	28	is	be	AUX
easat-4722	20	29	necessary	necessary	ADJ
easat-4722	20	30	to	to	PART
easat-4722	20	31	evaluate	evaluate	VERB
easat-4722	20	32	people	people	NOUN
easat-4722	20	33	's	's	PART
easat-4722	20	34	learning	learn	VERB
easat-4722	20	35	state	state	NOUN
easat-4722	20	36	in	in	ADP
easat-4722	20	37	multiple	multiple	ADJ
easat-4722	20	38	dimensions	dimension	NOUN
easat-4722	20	39	and	and	CCONJ
easat-4722	20	40	in	in	ADP
easat-4722	20	41	all	all	DET
easat-4722	20	42	directions	direction	NOUN
easat-4722	20	43	[	[	X
easat-4722	20	44	2	2	NUM
easat-4722	20	45	]	]	PUNCT
easat-4722	20	46	.	.	PUNCT
easat-4722	21	1	the	the	DET
easat-4722	21	2	concept	concept	NOUN
easat-4722	21	3	of	of	ADP
easat-4722	21	4	deep	deep	ADJ
easat-4722	21	5	learning	learning	NOUN
easat-4722	21	6	comes	come	VERB
easat-4722	21	7	from	from	ADP
easat-4722	21	8	the	the	DET
easat-4722	21	9	neural	neural	ADJ
easat-4722	21	10	network	network	NOUN
easat-4722	21	11	in	in	ADP
easat-4722	21	12	computer	computer	NOUN
easat-4722	21	13	technology	technology	NOUN
easat-4722	21	14	ouyang	ouyang	PROPN
easat-4722	21	15	,	,	PUNCT
easat-4722	21	16	et	et	PROPN
easat-4722	21	17	al	al	PROPN
easat-4722	21	18	.	.	PUNCT
easat-4722	22	1	[	[	X
easat-4722	22	2	3	3	NUM
easat-4722	22	3	]	]	PUNCT
easat-4722	22	4	.	.	PUNCT
easat-4722	23	1	hu	hu	PROPN
easat-4722	23	2	,	,	PUNCT
easat-4722	23	3	et	et	PROPN
easat-4722	23	4	al	al	PROPN
easat-4722	23	5	.	.	PUNCT
easat-4722	24	1	[	[	X
easat-4722	24	2	4	4	X
easat-4722	24	3	]	]	PUNCT
easat-4722	24	4	puts	put	VERB
easat-4722	24	5	forward	forward	ADV
easat-4722	24	6	an	an	DET
easat-4722	24	7	online	online	ADJ
easat-4722	24	8	course	course	NOUN
easat-4722	24	9	recommendation	recommendation	NOUN
easat-4722	24	10	method	method	NOUN
easat-4722	24	11	based	base	VERB
easat-4722	24	12	on	on	ADP
easat-4722	24	13	activity	activity	NOUN
easat-4722	24	14	sequence	sequence	NOUN
easat-4722	24	15	,	,	PUNCT
easat-4722	24	16	which	which	PRON
easat-4722	24	17	uses	use	VERB
easat-4722	24	18	collaborative	collaborative	ADJ
easat-4722	24	19	filtering	filtering	NOUN
easat-4722	24	20	to	to	PART
easat-4722	24	21	analyze	analyze	VERB
easat-4722	24	22	learners	learner	NOUN
easat-4722	24	23	'	'	PART
easat-4722	24	24	activity	activity	NOUN
easat-4722	24	25	behavior	behavior	NOUN
easat-4722	24	26	sequence	sequence	NOUN
easat-4722	24	27	,	,	PUNCT
easat-4722	24	28	and	and	CCONJ
easat-4722	24	29	combines	combine	VERB
easat-4722	24	30	text	text	NOUN
easat-4722	24	31	mining	mining	NOUN
easat-4722	24	32	technology	technology	NOUN
easat-4722	24	33	to	to	PART
easat-4722	24	34	find	find	VERB
easat-4722	24	35	out	out	ADP
easat-4722	24	36	resource	resource	NOUN
easat-4722	24	37	keywords	keyword	NOUN
easat-4722	24	38	for	for	ADP
easat-4722	24	39	matching	match	VERB
easat-4722	24	40	recommendation	recommendation	NOUN
easat-4722	24	41	.	.	PUNCT
easat-4722	25	1	yang	yang	PROPN
easat-4722	25	2	,	,	PUNCT
easat-4722	25	3	et	et	PROPN
easat-4722	25	4	al	al	PROPN
easat-4722	25	5	.	.	PUNCT
easat-4722	26	1	[	[	X
easat-4722	26	2	5	5	NUM
easat-4722	26	3	]	]	PUNCT
easat-4722	26	4	designed	design	VERB
easat-4722	26	5	a	a	DET
easat-4722	26	6	recognition	recognition	NOUN
easat-4722	26	7	model	model	NOUN
easat-4722	26	8	of	of	ADP
easat-4722	26	9	behavior	behavior	NOUN
easat-4722	26	10	1169	1169	NUM
easat-4722	26	11	edelweiss	edelweiss	PROPN
easat-4722	26	12	applied	apply	VERB
easat-4722	26	13	science	science	NOUN
easat-4722	26	14	and	and	CCONJ
easat-4722	26	15	technology	technology	NOUN
easat-4722	26	16	issn	issn	PROPN
easat-4722	26	17	:	:	PUNCT
easat-4722	26	18	2576	2576	NUM
easat-4722	26	19	-	-	SYM
easat-4722	26	20	8484	8484	NUM
easat-4722	26	21	vol	vol	NOUN
easat-4722	26	22	.	.	PROPN
easat-4722	27	1	9	9	NUM
easat-4722	27	2	,	,	PUNCT
easat-4722	27	3	no	no	INTJ
easat-4722	27	4	.	.	NOUN
easat-4722	27	5	2	2	NUM
easat-4722	27	6	:	:	PUNCT
easat-4722	27	7	1168	1168	NUM
easat-4722	27	8	-	-	SYM
easat-4722	27	9	1179	1179	NUM
easat-4722	27	10	,	,	PUNCT
easat-4722	27	11	2025	2025	NUM
easat-4722	27	12	doi	doi	NOUN
easat-4722	27	13	:	:	PUNCT
easat-4722	27	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	27	15	©	©	PROPN
easat-4722	27	16	2025	2025	NUM
easat-4722	27	17	by	by	ADP
easat-4722	27	18	the	the	DET
easat-4722	27	19	authors	author	NOUN
easat-4722	27	20	;	;	PUNCT
easat-4722	27	21	licensee	licensee	PROPN
easat-4722	27	22	learning	learn	VERB
easat-4722	27	23	gate	gate	PROPN
easat-4722	27	24	features	feature	NOUN
easat-4722	27	25	in	in	ADP
easat-4722	27	26	video	video	NOUN
easat-4722	27	27	images	image	NOUN
easat-4722	27	28	by	by	ADP
easat-4722	27	29	using	use	VERB
easat-4722	27	30	deep	deep	ADJ
easat-4722	27	31	learning	learning	NOUN
easat-4722	27	32	.	.	PUNCT
easat-4722	28	1	the	the	DET
easat-4722	28	2	video	video	NOUN
easat-4722	28	3	images	image	NOUN
easat-4722	28	4	were	be	AUX
easat-4722	28	5	divided	divide	VERB
easat-4722	28	6	into	into	ADP
easat-4722	28	7	two	two	NUM
easat-4722	28	8	parts	part	NOUN
easat-4722	28	9	by	by	ADP
easat-4722	28	10	using	use	VERB
easat-4722	28	11	cnn	cnn	PROPN
easat-4722	28	12	(	(	PUNCT
easat-4722	28	13	convolutional	convolutional	ADJ
easat-4722	28	14	neural	neural	ADJ
easat-4722	28	15	network	network	NOUN
easat-4722	28	16	)	)	PUNCT
easat-4722	28	17	,	,	PUNCT
easat-4722	28	18	and	and	CCONJ
easat-4722	28	19	the	the	DET
easat-4722	28	20	features	feature	NOUN
easat-4722	28	21	of	of	ADP
easat-4722	28	22	two	two	NUM
easat-4722	28	23	data	datum	NOUN
easat-4722	28	24	features	feature	NOUN
easat-4722	28	25	with	with	ADP
easat-4722	28	26	high	high	ADJ
easat-4722	28	27	and	and	CCONJ
easat-4722	28	28	low	low	ADJ
easat-4722	28	29	resolution	resolution	NOUN
easat-4722	28	30	in	in	ADP
easat-4722	28	31	the	the	DET
easat-4722	28	32	data	data	NOUN
easat-4722	28	33	stream	stream	NOUN
easat-4722	28	34	were	be	AUX
easat-4722	28	35	extracted	extract	VERB
easat-4722	28	36	respectively	respectively	ADV
easat-4722	28	37	.	.	PUNCT
easat-4722	29	1	finally	finally	ADV
easat-4722	29	2	,	,	PUNCT
easat-4722	29	3	the	the	DET
easat-4722	29	4	results	result	NOUN
easat-4722	29	5	of	of	ADP
easat-4722	29	6	the	the	DET
easat-4722	29	7	two	two	NUM
easat-4722	29	8	data	data	NOUN
easat-4722	29	9	features	feature	NOUN
easat-4722	29	10	were	be	AUX
easat-4722	29	11	combined	combine	VERB
easat-4722	29	12	to	to	PART
easat-4722	29	13	realize	realize	VERB
easat-4722	29	14	the	the	DET
easat-4722	29	15	behavior	behavior	NOUN
easat-4722	29	16	recognition	recognition	NOUN
easat-4722	29	17	of	of	ADP
easat-4722	29	18	the	the	DET
easat-4722	29	19	action	action	NOUN
easat-4722	29	20	features	feature	VERB
easat-4722	29	21	in	in	ADP
easat-4722	29	22	the	the	DET
easat-4722	29	23	video	video	NOUN
easat-4722	29	24	images	image	NOUN
easat-4722	29	25	.	.	PUNCT
easat-4722	30	1	chiu	chiu	PROPN
easat-4722	30	2	,	,	PUNCT
easat-4722	30	3	et	et	PROPN
easat-4722	30	4	al	al	PROPN
easat-4722	30	5	.	.	PUNCT
easat-4722	31	1	[	[	X
easat-4722	31	2	6	6	NUM
easat-4722	31	3	]	]	PUNCT
easat-4722	31	4	puts	put	VERB
easat-4722	31	5	forward	forward	ADV
easat-4722	31	6	a	a	DET
easat-4722	31	7	new	new	ADJ
easat-4722	31	8	intelligent	intelligent	ADJ
easat-4722	31	9	recommendation	recommendation	NOUN
easat-4722	31	10	platform	platform	NOUN
easat-4722	31	11	for	for	ADP
easat-4722	31	12	online	online	ADJ
easat-4722	31	13	learning	learning	NOUN
easat-4722	31	14	,	,	PUNCT
easat-4722	31	15	which	which	PRON
easat-4722	31	16	can	can	AUX
easat-4722	31	17	analyze	analyze	VERB
easat-4722	31	18	all	all	DET
easat-4722	31	19	kinds	kind	NOUN
easat-4722	31	20	of	of	ADP
easat-4722	31	21	interactive	interactive	ADJ
easat-4722	31	22	behaviors	behavior	NOUN
easat-4722	31	23	between	between	ADP
easat-4722	31	24	learners	learner	NOUN
easat-4722	31	25	and	and	CCONJ
easat-4722	31	26	platforms	platform	NOUN
easat-4722	31	27	,	,	PUNCT
easat-4722	31	28	obtain	obtain	VERB
easat-4722	31	29	information	information	NOUN
easat-4722	31	30	about	about	ADP
easat-4722	31	31	resources	resource	NOUN
easat-4722	31	32	from	from	ADP
easat-4722	31	33	the	the	DET
easat-4722	31	34	network	network	NOUN
easat-4722	31	35	to	to	PART
easat-4722	31	36	generate	generate	VERB
easat-4722	31	37	causal	causal	ADJ
easat-4722	31	38	knowledge	knowledge	NOUN
easat-4722	31	39	of	of	ADP
easat-4722	31	40	behaviors	behavior	NOUN
easat-4722	31	41	,	,	PUNCT
easat-4722	31	42	and	and	CCONJ
easat-4722	31	43	make	make	VERB
easat-4722	31	44	recommendations	recommendation	NOUN
easat-4722	31	45	accordingly	accordingly	ADV
easat-4722	31	46	.	.	PUNCT
easat-4722	32	1	the	the	DET
easat-4722	32	2	research	research	NOUN
easat-4722	32	3	and	and	CCONJ
easat-4722	32	4	application	application	NOUN
easat-4722	32	5	of	of	ADP
easat-4722	32	6	obe	obe	PROPN
easat-4722	32	7	concept	concept	NOUN
easat-4722	32	8	is	be	AUX
easat-4722	32	9	moving	move	VERB
easat-4722	32	10	towards	towards	ADP
easat-4722	32	11	diversification	diversification	NOUN
easat-4722	32	12	,	,	PUNCT
easat-4722	32	13	but	but	CCONJ
easat-4722	32	14	there	there	PRON
easat-4722	32	15	are	be	VERB
easat-4722	32	16	few	few	ADJ
easat-4722	32	17	reform	reform	NOUN
easat-4722	32	18	cases	case	NOUN
easat-4722	32	19	of	of	ADP
easat-4722	32	20	building	build	VERB
easat-4722	32	21	a	a	DET
easat-4722	32	22	platform	platform	NOUN
easat-4722	32	23	-	-	PUNCT
easat-4722	32	24	based	base	VERB
easat-4722	32	25	education	education	NOUN
easat-4722	32	26	platform	platform	NOUN
easat-4722	32	27	with	with	ADP
easat-4722	32	28	the	the	DET
easat-4722	32	29	advantage	advantage	NOUN
easat-4722	32	30	of	of	ADP
easat-4722	32	31	informationization	informationization	NOUN
easat-4722	32	32	.	.	PUNCT
easat-4722	33	1	constructing	construct	VERB
easat-4722	33	2	the	the	DET
easat-4722	33	3	teacher	teacher	NOUN
easat-4722	33	4	-	-	PUNCT
easat-4722	33	5	student	student	NOUN
easat-4722	33	6	relationship	relationship	NOUN
easat-4722	33	7	scientifically	scientifically	ADV
easat-4722	33	8	and	and	CCONJ
easat-4722	33	9	enhancing	enhance	VERB
easat-4722	33	10	the	the	DET
easat-4722	33	11	effectiveness	effectiveness	NOUN
easat-4722	33	12	of	of	ADP
easat-4722	33	13	teaching	teaching	NOUN
easat-4722	33	14	is	be	AUX
easat-4722	33	15	an	an	DET
easat-4722	33	16	important	important	ADJ
easat-4722	33	17	direction	direction	NOUN
easat-4722	33	18	of	of	ADP
easat-4722	33	19	education	education	NOUN
easat-4722	33	20	and	and	CCONJ
easat-4722	33	21	teaching	teaching	NOUN
easat-4722	33	22	reform	reform	NOUN
easat-4722	33	23	,	,	PUNCT
easat-4722	33	24	and	and	CCONJ
easat-4722	33	25	it	it	PRON
easat-4722	33	26	is	be	AUX
easat-4722	33	27	also	also	ADV
easat-4722	33	28	the	the	DET
easat-4722	33	29	key	key	NOUN
easat-4722	33	30	to	to	PART
easat-4722	33	31	promote	promote	VERB
easat-4722	33	32	teaching	teaching	NOUN
easat-4722	33	33	and	and	CCONJ
easat-4722	33	34	learning	learn	VERB
easat-4722	33	35	[	[	X
easat-4722	33	36	7	7	NUM
easat-4722	33	37	]	]	PUNCT
easat-4722	33	38	.	.	PUNCT
easat-4722	34	1	it	it	PRON
easat-4722	34	2	is	be	AUX
easat-4722	34	3	difficult	difficult	ADJ
easat-4722	34	4	for	for	SCONJ
easat-4722	34	5	the	the	DET
easat-4722	34	6	traditional	traditional	ADJ
easat-4722	34	7	teaching	teaching	NOUN
easat-4722	34	8	mode	mode	NOUN
easat-4722	34	9	to	to	PART
easat-4722	34	10	dynamically	dynamically	ADV
easat-4722	34	11	monitor	monitor	VERB
easat-4722	34	12	the	the	DET
easat-4722	34	13	learning	learning	NOUN
easat-4722	34	14	process	process	NOUN
easat-4722	34	15	of	of	ADP
easat-4722	34	16	students	student	NOUN
easat-4722	34	17	,	,	PUNCT
easat-4722	34	18	the	the	DET
easat-4722	34	19	teaching	teaching	NOUN
easat-4722	34	20	effect	effect	NOUN
easat-4722	34	21	of	of	ADP
easat-4722	34	22	teachers	teacher	NOUN
easat-4722	34	23	,	,	PUNCT
easat-4722	34	24	and	and	CCONJ
easat-4722	34	25	the	the	DET
easat-4722	34	26	achievements	achievement	NOUN
easat-4722	34	27	of	of	ADP
easat-4722	34	28	the	the	DET
easat-4722	34	29	school	school	NOUN
easat-4722	34	30	's	's	PART
easat-4722	34	31	goal	goal	NOUN
easat-4722	34	32	-	-	PUNCT
easat-4722	34	33	oriented	orient	VERB
easat-4722	34	34	talent	talent	NOUN
easat-4722	34	35	training	training	NOUN
easat-4722	34	36	stage	stage	NOUN
easat-4722	34	37	.	.	PUNCT
easat-4722	35	1	the	the	DET
easat-4722	35	2	training	training	NOUN
easat-4722	35	3	method	method	NOUN
easat-4722	35	4	of	of	ADP
easat-4722	35	5	teaching	teach	VERB
easat-4722	35	6	students	student	NOUN
easat-4722	35	7	in	in	ADP
easat-4722	35	8	accordance	accordance	NOUN
easat-4722	35	9	with	with	ADP
easat-4722	35	10	their	their	PRON
easat-4722	35	11	aptitude	aptitude	NOUN
easat-4722	35	12	and	and	CCONJ
easat-4722	35	13	continuous	continuous	ADJ
easat-4722	35	14	improvement	improvement	NOUN
easat-4722	35	15	is	be	AUX
easat-4722	35	16	lagging	lag	VERB
easat-4722	35	17	behind	behind	ADV
easat-4722	35	18	.	.	PUNCT
easat-4722	36	1	the	the	DET
easat-4722	36	2	achievement	achievement	NOUN
easat-4722	36	3	is	be	AUX
easat-4722	36	4	not	not	PART
easat-4722	36	5	only	only	ADV
easat-4722	36	6	what	what	PRON
easat-4722	36	7	students	student	NOUN
easat-4722	36	8	know	know	VERB
easat-4722	36	9	and	and	CCONJ
easat-4722	36	10	understand	understand	VERB
easat-4722	36	11	,	,	PUNCT
easat-4722	36	12	but	but	CCONJ
easat-4722	36	13	also	also	ADV
easat-4722	36	14	the	the	DET
easat-4722	36	15	ability	ability	NOUN
easat-4722	36	16	to	to	PART
easat-4722	36	17	apply	apply	VERB
easat-4722	36	18	it	it	PRON
easat-4722	36	19	to	to	ADP
easat-4722	36	20	practice	practice	VERB
easat-4722	36	21	,	,	PUNCT
easat-4722	36	22	as	as	ADV
easat-4722	36	23	well	well	ADV
easat-4722	36	24	as	as	ADP
easat-4722	36	25	the	the	DET
easat-4722	36	26	values	value	NOUN
easat-4722	36	27	or	or	CCONJ
easat-4722	36	28	other	other	ADJ
easat-4722	36	29	emotional	emotional	ADJ
easat-4722	36	30	factors	factor	NOUN
easat-4722	36	31	that	that	PRON
easat-4722	36	32	may	may	AUX
easat-4722	36	33	be	be	AUX
easat-4722	36	34	involved	involve	VERB
easat-4722	36	35	.	.	PUNCT
easat-4722	37	1	this	this	DET
easat-4722	37	2	paper	paper	NOUN
easat-4722	37	3	proposes	propose	VERB
easat-4722	37	4	an	an	DET
easat-4722	37	5	obe	obe	PROPN
easat-4722	37	6	platform	platform	NOUN
easat-4722	37	7	based	base	VERB
easat-4722	37	8	on	on	ADP
easat-4722	37	9	deep	deep	ADJ
easat-4722	37	10	learning	learning	NOUN
easat-4722	37	11	,	,	PUNCT
easat-4722	37	12	which	which	PRON
easat-4722	37	13	includes	include	VERB
easat-4722	37	14	personalized	personalized	ADJ
easat-4722	37	15	learning	learning	NOUN
easat-4722	37	16	recommendation	recommendation	NOUN
easat-4722	37	17	and	and	CCONJ
easat-4722	37	18	classroom	classroom	NOUN
easat-4722	37	19	quality	quality	NOUN
easat-4722	37	20	evaluation	evaluation	NOUN
easat-4722	37	21	.	.	PUNCT
easat-4722	38	1	explore	explore	VERB
easat-4722	38	2	the	the	DET
easat-4722	38	3	relationship	relationship	NOUN
easat-4722	38	4	between	between	ADP
easat-4722	38	5	users	user	NOUN
easat-4722	38	6	'	'	PART
easat-4722	38	7	learning	learn	VERB
easat-4722	38	8	emotions	emotion	NOUN
easat-4722	38	9	and	and	CCONJ
easat-4722	38	10	learning	learn	VERB
easat-4722	38	11	efficiency	efficiency	NOUN
easat-4722	38	12	,	,	PUNCT
easat-4722	38	13	and	and	CCONJ
easat-4722	38	14	realize	realize	VERB
easat-4722	38	15	personalized	personalized	ADJ
easat-4722	38	16	learning	learning	NOUN
easat-4722	38	17	method	method	NOUN
easat-4722	38	18	recommendation	recommendation	NOUN
easat-4722	38	19	.	.	PUNCT
easat-4722	39	1	using	use	VERB
easat-4722	39	2	deep	deep	ADJ
easat-4722	39	3	learning	learning	NOUN
easat-4722	39	4	to	to	PART
easat-4722	39	5	express	express	VERB
easat-4722	39	6	data	datum	NOUN
easat-4722	39	7	,	,	PUNCT
easat-4722	39	8	multi	multi	ADJ
easat-4722	39	9	-	-	ADJ
easat-4722	39	10	source	source	NOUN
easat-4722	39	11	data	datum	NOUN
easat-4722	39	12	are	be	AUX
easat-4722	39	13	integrated	integrate	VERB
easat-4722	39	14	to	to	PART
easat-4722	39	15	improve	improve	VERB
easat-4722	39	16	the	the	DET
easat-4722	39	17	recommendation	recommendation	NOUN
easat-4722	39	18	effect	effect	NOUN
easat-4722	39	19	.	.	PUNCT
easat-4722	40	1	2	2	X
easat-4722	40	2	.	.	X
easat-4722	40	3	research	research	NOUN
easat-4722	40	4	method	method	NOUN
easat-4722	40	5	2.1	2.1	NUM
easat-4722	40	6	.	.	PUNCT
easat-4722	41	1	overall	overall	ADJ
easat-4722	41	2	construction	construction	NOUN
easat-4722	41	3	of	of	ADP
easat-4722	41	4	obe	obe	PROPN
easat-4722	41	5	platform	platform	PROPN
easat-4722	41	6	the	the	DET
easat-4722	41	7	basic	basic	ADJ
easat-4722	41	8	task	task	NOUN
easat-4722	41	9	of	of	ADP
easat-4722	41	10	the	the	DET
easat-4722	41	11	school	school	NOUN
easat-4722	41	12	's	's	PART
easat-4722	41	13	training	training	NOUN
easat-4722	41	14	goal	goal	NOUN
easat-4722	41	15	should	should	AUX
easat-4722	41	16	be	be	AUX
easat-4722	41	17	to	to	PART
easat-4722	41	18	cultivate	cultivate	VERB
easat-4722	41	19	people	people	NOUN
easat-4722	41	20	by	by	ADP
easat-4722	41	21	virtue	virtue	PROPN
easat-4722	41	22	.	.	PUNCT
easat-4722	42	1	based	base	VERB
easat-4722	42	2	on	on	ADP
easat-4722	42	3	the	the	DET
easat-4722	42	4	school	school	NOUN
easat-4722	42	5	's	's	PART
easat-4722	42	6	orientation	orientation	NOUN
easat-4722	42	7	,	,	PUNCT
easat-4722	42	8	philosophy	philosophy	NOUN
easat-4722	42	9	and	and	CCONJ
easat-4722	42	10	characteristics	characteristic	NOUN
easat-4722	42	11	,	,	PUNCT
easat-4722	42	12	the	the	DET
easat-4722	42	13	school	school	NOUN
easat-4722	42	14	level	level	NOUN
easat-4722	42	15	should	should	AUX
easat-4722	42	16	uniformly	uniformly	ADV
easat-4722	42	17	plan	plan	VERB
easat-4722	42	18	public	public	ADJ
easat-4722	42	19	general	general	ADJ
easat-4722	42	20	education	education	NOUN
easat-4722	42	21	courses	course	NOUN
easat-4722	42	22	and	and	CCONJ
easat-4722	42	23	quality	quality	NOUN
easat-4722	42	24	education	education	NOUN
easat-4722	42	25	courses	course	NOUN
easat-4722	42	26	,	,	PUNCT
easat-4722	42	27	focusing	focus	VERB
easat-4722	42	28	on	on	ADP
easat-4722	42	29	the	the	DET
easat-4722	42	30	cultivation	cultivation	NOUN
easat-4722	42	31	of	of	ADP
easat-4722	42	32	students	student	NOUN
easat-4722	42	33	'	'	PART
easat-4722	42	34	general	general	ADJ
easat-4722	42	35	ability	ability	NOUN
easat-4722	42	36	and	and	CCONJ
easat-4722	42	37	moral	moral	ADJ
easat-4722	42	38	quality	quality	NOUN
easat-4722	42	39	.	.	PUNCT
easat-4722	43	1	obe	obe	PROPN
easat-4722	43	2	emphasizes	emphasize	VERB
easat-4722	43	3	that	that	SCONJ
easat-4722	43	4	students	student	NOUN
easat-4722	43	5	'	'	PART
easat-4722	43	6	learning	learning	NOUN
easat-4722	43	7	achievements	achievement	NOUN
easat-4722	43	8	are	be	AUX
easat-4722	43	9	the	the	DET
easat-4722	43	10	basis	basis	NOUN
easat-4722	43	11	for	for	ADP
easat-4722	43	12	testing	test	VERB
easat-4722	43	13	the	the	DET
easat-4722	43	14	teaching	teaching	NOUN
easat-4722	43	15	effect	effect	NOUN
easat-4722	43	16	and	and	CCONJ
easat-4722	43	17	the	the	DET
easat-4722	43	18	standard	standard	NOUN
easat-4722	43	19	for	for	ADP
easat-4722	43	20	judging	judge	VERB
easat-4722	43	21	the	the	DET
easat-4722	43	22	quality	quality	NOUN
easat-4722	43	23	of	of	ADP
easat-4722	43	24	education	education	NOUN
easat-4722	43	25	and	and	CCONJ
easat-4722	43	26	teaching	teaching	NOUN
easat-4722	43	27	.	.	PUNCT
easat-4722	44	1	obe	obe	PROPN
easat-4722	44	2	tends	tend	VERB
easat-4722	44	3	to	to	PART
easat-4722	44	4	examine	examine	VERB
easat-4722	44	5	students	student	NOUN
easat-4722	44	6	'	'	PART
easat-4722	44	7	ability	ability	NOUN
easat-4722	44	8	changes	change	NOUN
easat-4722	44	9	after	after	ADP
easat-4722	44	10	learning	learn	VERB
easat-4722	44	11	experience	experience	NOUN
easat-4722	44	12	,	,	PUNCT
easat-4722	44	13	as	as	ADV
easat-4722	44	14	well	well	ADV
easat-4722	44	15	as	as	ADP
easat-4722	44	16	the	the	DET
easat-4722	44	17	management	management	NOUN
easat-4722	44	18	of	of	ADP
easat-4722	44	19	their	their	PRON
easat-4722	44	20	own	own	ADJ
easat-4722	44	21	learning	learning	NOUN
easat-4722	44	22	perception	perception	NOUN
easat-4722	44	23	process	process	NOUN
easat-4722	44	24	,	,	PUNCT
easat-4722	44	25	focusing	focus	VERB
easat-4722	44	26	on	on	ADP
easat-4722	44	27	stimulating	stimulate	VERB
easat-4722	44	28	students	student	NOUN
easat-4722	44	29	'	'	PART
easat-4722	44	30	learning	learning	NOUN
easat-4722	44	31	subjectivity	subjectivity	NOUN
easat-4722	44	32	,	,	PUNCT
easat-4722	44	33	emphasizing	emphasize	VERB
easat-4722	44	34	the	the	DET
easat-4722	44	35	process	process	NOUN
easat-4722	44	36	evaluation	evaluation	NOUN
easat-4722	44	37	of	of	ADP
easat-4722	44	38	talent	talent	NOUN
easat-4722	44	39	training	training	NOUN
easat-4722	44	40	,	,	PUNCT
easat-4722	44	41	and	and	CCONJ
easat-4722	44	42	paying	pay	VERB
easat-4722	44	43	attention	attention	NOUN
easat-4722	44	44	to	to	ADP
easat-4722	44	45	the	the	DET
easat-4722	44	46	satisfaction	satisfaction	NOUN
easat-4722	44	47	of	of	ADP
easat-4722	44	48	relevant	relevant	ADJ
easat-4722	44	49	groups	group	NOUN
easat-4722	44	50	involved	involve	VERB
easat-4722	44	51	in	in	ADP
easat-4722	44	52	the	the	DET
easat-4722	44	53	output	output	NOUN
easat-4722	44	54	of	of	ADP
easat-4722	44	55	results	result	NOUN
easat-4722	44	56	.	.	PUNCT
easat-4722	45	1	with	with	ADP
easat-4722	45	2	the	the	DET
easat-4722	45	3	support	support	NOUN
easat-4722	45	4	of	of	ADP
easat-4722	45	5	information	information	NOUN
easat-4722	45	6	technology	technology	NOUN
easat-4722	45	7	,	,	PUNCT
easat-4722	45	8	the	the	DET
easat-4722	45	9	educational	educational	ADJ
easat-4722	45	10	and	and	CCONJ
easat-4722	45	11	teaching	teach	VERB
easat-4722	45	12	management	management	NOUN
easat-4722	45	13	norms	norm	NOUN
easat-4722	45	14	and	and	CCONJ
easat-4722	45	15	standards	standard	NOUN
easat-4722	45	16	are	be	AUX
easat-4722	45	17	constantly	constantly	ADV
easat-4722	45	18	transformed	transform	VERB
easat-4722	45	19	into	into	ADP
easat-4722	45	20	computer	computer	NOUN
easat-4722	45	21	data	datum	NOUN
easat-4722	45	22	resources	resource	NOUN
easat-4722	45	23	,	,	PUNCT
easat-4722	45	24	which	which	PRON
easat-4722	45	25	realizes	realize	VERB
easat-4722	45	26	the	the	DET
easat-4722	45	27	whole	whole	ADJ
easat-4722	45	28	process	process	NOUN
easat-4722	45	29	monitoring	monitoring	NOUN
easat-4722	45	30	and	and	CCONJ
easat-4722	45	31	continuous	continuous	ADJ
easat-4722	45	32	improvement	improvement	NOUN
easat-4722	45	33	of	of	ADP
easat-4722	45	34	teaching	teaching	NOUN
easat-4722	45	35	and	and	CCONJ
easat-4722	45	36	learning	learning	NOUN
easat-4722	45	37	,	,	PUNCT
easat-4722	45	38	promotes	promote	VERB
easat-4722	45	39	the	the	DET
easat-4722	45	40	improvement	improvement	NOUN
easat-4722	45	41	of	of	ADP
easat-4722	45	42	teaching	teach	VERB
easat-4722	45	43	management	management	NOUN
easat-4722	45	44	efficiency	efficiency	NOUN
easat-4722	45	45	and	and	CCONJ
easat-4722	45	46	the	the	DET
easat-4722	45	47	achievement	achievement	NOUN
easat-4722	45	48	of	of	ADP
easat-4722	45	49	students	student	NOUN
easat-4722	45	50	'	'	PART
easat-4722	45	51	core	core	NOUN
easat-4722	45	52	competence	competence	NOUN
easat-4722	45	53	,	,	PUNCT
easat-4722	45	54	and	and	CCONJ
easat-4722	45	55	effectively	effectively	ADV
easat-4722	45	56	responds	respond	VERB
easat-4722	45	57	to	to	ADP
easat-4722	45	58	the	the	DET
easat-4722	45	59	concerns	concern	NOUN
easat-4722	45	60	of	of	ADP
easat-4722	45	61	families	family	NOUN
easat-4722	45	62	and	and	CCONJ
easat-4722	45	63	society	society	NOUN
easat-4722	45	64	about	about	ADP
easat-4722	45	65	talent	talent	NOUN
easat-4722	45	66	training	training	NOUN
easat-4722	45	67	.	.	PUNCT
easat-4722	46	1	the	the	DET
easat-4722	46	2	research	research	NOUN
easat-4722	46	3	-	-	PUNCT
easat-4722	46	4	based	base	VERB
easat-4722	46	5	mixed	mixed	ADJ
easat-4722	46	6	teaching	teaching	NOUN
easat-4722	46	7	mode	mode	NOUN
easat-4722	46	8	is	be	AUX
easat-4722	46	9	guided	guide	VERB
easat-4722	46	10	by	by	ADP
easat-4722	46	11	many	many	ADJ
easat-4722	46	12	teaching	teaching	NOUN
easat-4722	46	13	ideas	idea	NOUN
easat-4722	46	14	or	or	CCONJ
easat-4722	46	15	theories	theory	NOUN
easat-4722	46	16	such	such	ADJ
easat-4722	46	17	as	as	ADP
easat-4722	46	18	"	"	PUNCT
easat-4722	46	19	students	student	NOUN
easat-4722	46	20	as	as	ADP
easat-4722	46	21	the	the	DET
easat-4722	46	22	main	main	ADJ
easat-4722	46	23	body	body	NOUN
easat-4722	46	24	,	,	PUNCT
easat-4722	46	25	teachers	teacher	NOUN
easat-4722	46	26	as	as	ADP
easat-4722	46	27	the	the	DET
easat-4722	46	28	leading	lead	VERB
easat-4722	46	29	factor	factor	NOUN
easat-4722	46	30	"	"	PUNCT
easat-4722	46	31	,	,	PUNCT
easat-4722	46	32	"	"	PUNCT
easat-4722	46	33	the	the	DET
easat-4722	46	34	nearest	near	ADJ
easat-4722	46	35	development	development	NOUN
easat-4722	46	36	zone	zone	NOUN
easat-4722	46	37	"	"	PUNCT
easat-4722	46	38	and	and	CCONJ
easat-4722	46	39	"	"	PUNCT
easat-4722	46	40	learning	learn	VERB
easat-4722	46	41	community	community	NOUN
easat-4722	46	42	"	"	PUNCT
easat-4722	46	43	,	,	PUNCT
easat-4722	46	44	aiming	aim	VERB
easat-4722	46	45	at	at	ADP
easat-4722	46	46	guiding	guide	VERB
easat-4722	46	47	and	and	CCONJ
easat-4722	46	48	promoting	promote	VERB
easat-4722	46	49	students	student	NOUN
easat-4722	46	50	'	'	PART
easat-4722	46	51	deep	deep	ADJ
easat-4722	46	52	learning	learning	NOUN
easat-4722	46	53	.	.	PUNCT
easat-4722	47	1	cooperative	cooperative	ADJ
easat-4722	47	2	learning	learning	NOUN
easat-4722	47	3	encourages	encourage	VERB
easat-4722	47	4	students	student	NOUN
easat-4722	47	5	to	to	PART
easat-4722	47	6	paraphrase	paraphrase	VERB
easat-4722	47	7	and	and	CCONJ
easat-4722	47	8	express	express	VERB
easat-4722	47	9	what	what	PRON
easat-4722	47	10	they	they	PRON
easat-4722	47	11	have	have	AUX
easat-4722	47	12	learned	learn	VERB
easat-4722	47	13	,	,	PUNCT
easat-4722	47	14	which	which	PRON
easat-4722	47	15	has	have	VERB
easat-4722	47	16	an	an	DET
easat-4722	47	17	important	important	ADJ
easat-4722	47	18	impact	impact	NOUN
easat-4722	47	19	on	on	ADP
easat-4722	47	20	the	the	DET
easat-4722	47	21	achievement	achievement	NOUN
easat-4722	47	22	of	of	ADP
easat-4722	47	23	higher	high	ADJ
easat-4722	47	24	-	-	PUNCT
easat-4722	47	25	level	level	NOUN
easat-4722	47	26	goals	goal	NOUN
easat-4722	47	27	.	.	PUNCT
easat-4722	48	1	"	"	PUNCT
easat-4722	48	2	sharing	share	VERB
easat-4722	48	3	and	and	CCONJ
easat-4722	48	4	reviewing	review	VERB
easat-4722	48	5	expressions	expression	NOUN
easat-4722	48	6	in	in	ADP
easat-4722	48	7	cooperation	cooperation	NOUN
easat-4722	48	8	is	be	AUX
easat-4722	48	9	the	the	DET
easat-4722	48	10	key	key	ADJ
easat-4722	48	11	behavior	behavior	NOUN
easat-4722	48	12	that	that	PRON
easat-4722	48	13	determines	determine	VERB
easat-4722	48	14	learning	learn	VERB
easat-4722	48	15	performance	performance	NOUN
easat-4722	48	16	"	"	PUNCT
easat-4722	48	17	[	[	X
easat-4722	48	18	8	8	NUM
easat-4722	48	19	]	]	PUNCT
easat-4722	48	20	.	.	PUNCT
easat-4722	49	1	there	there	PRON
easat-4722	49	2	are	be	VERB
easat-4722	49	3	two	two	NUM
easat-4722	49	4	problems	problem	NOUN
easat-4722	49	5	in	in	ADP
easat-4722	49	6	the	the	DET
easat-4722	49	7	traditional	traditional	ADJ
easat-4722	49	8	teaching	teaching	NOUN
easat-4722	49	9	mode	mode	NOUN
easat-4722	49	10	.	.	PUNCT
easat-4722	50	1	first	first	ADV
easat-4722	50	2	,	,	PUNCT
easat-4722	50	3	the	the	DET
easat-4722	50	4	evaluation	evaluation	NOUN
easat-4722	50	5	criteria	criterion	NOUN
easat-4722	50	6	are	be	AUX
easat-4722	50	7	single	single	ADJ
easat-4722	50	8	.	.	PUNCT
easat-4722	51	1	teachers	teacher	NOUN
easat-4722	51	2	have	have	VERB
easat-4722	51	3	a	a	DET
easat-4722	51	4	one	one	NUM
easat-4722	51	5	-	-	PUNCT
easat-4722	51	6	sided	sided	ADJ
easat-4722	51	7	grasp	grasp	NOUN
easat-4722	51	8	of	of	ADP
easat-4722	51	9	students	student	NOUN
easat-4722	51	10	'	'	PART
easat-4722	51	11	learning	learn	VERB
easat-4722	51	12	situation	situation	NOUN
easat-4722	51	13	,	,	PUNCT
easat-4722	51	14	so	so	CCONJ
easat-4722	51	15	it	it	PRON
easat-4722	51	16	is	be	AUX
easat-4722	51	17	difficult	difficult	ADJ
easat-4722	51	18	to	to	PART
easat-4722	51	19	accurately	accurately	ADV
easat-4722	51	20	understand	understand	VERB
easat-4722	51	21	and	and	CCONJ
easat-4722	51	22	control	control	VERB
easat-4722	51	23	the	the	DET
easat-4722	51	24	real	real	ADJ
easat-4722	51	25	learning	learn	VERB
easat-4722	51	26	situation	situation	NOUN
easat-4722	51	27	of	of	ADP
easat-4722	51	28	students	student	NOUN
easat-4722	51	29	in	in	ADP
easat-4722	51	30	the	the	DET
easat-4722	51	31	class	class	NOUN
easat-4722	51	32	,	,	PUNCT
easat-4722	51	33	and	and	CCONJ
easat-4722	51	34	it	it	PRON
easat-4722	51	35	is	be	AUX
easat-4722	51	36	difficult	difficult	ADJ
easat-4722	51	37	to	to	PART
easat-4722	51	38	detect	detect	VERB
easat-4722	51	39	the	the	DET
easat-4722	51	40	teaching	teaching	NOUN
easat-4722	51	41	effect	effect	NOUN
easat-4722	51	42	.	.	PUNCT
easat-4722	52	1	second	second	ADV
easat-4722	52	2	,	,	PUNCT
easat-4722	52	3	the	the	DET
easat-4722	52	4	way	way	NOUN
easat-4722	52	5	to	to	PART
easat-4722	52	6	modify	modify	VERB
easat-4722	52	7	the	the	DET
easat-4722	52	8	teaching	teaching	NOUN
easat-4722	52	9	plan	plan	NOUN
easat-4722	52	10	according	accord	VERB
easat-4722	52	11	to	to	ADP
easat-4722	52	12	students	student	NOUN
easat-4722	52	13	'	'	PART
easat-4722	52	14	grades	grade	NOUN
easat-4722	52	15	depends	depend	VERB
easat-4722	52	16	very	very	ADV
easat-4722	52	17	much	much	ADV
easat-4722	52	18	on	on	ADP
easat-4722	52	19	teachers	teacher	NOUN
easat-4722	52	20	'	'	PART
easat-4722	52	21	teaching	teaching	NOUN
easat-4722	52	22	experience	experience	NOUN
easat-4722	52	23	.	.	PUNCT
easat-4722	53	1	data	datum	NOUN
easat-4722	53	2	is	be	AUX
easat-4722	53	3	the	the	DET
easat-4722	53	4	basis	basis	NOUN
easat-4722	53	5	of	of	ADP
easat-4722	53	6	ai	ai	PROPN
easat-4722	53	7	technology	technology	NOUN
easat-4722	53	8	,	,	PUNCT
easat-4722	53	9	and	and	CCONJ
easat-4722	53	10	every	every	DET
easat-4722	53	11	data	datum	NOUN
easat-4722	53	12	source	source	NOUN
easat-4722	53	13	of	of	ADP
easat-4722	53	14	the	the	DET
easat-4722	53	15	research	research	NOUN
easat-4722	53	16	object	object	NOUN
easat-4722	53	17	can	can	AUX
easat-4722	53	18	be	be	AUX
easat-4722	53	19	regarded	regard	VERB
easat-4722	53	20	as	as	ADP
easat-4722	53	21	a	a	DET
easat-4722	53	22	mode	mode	NOUN
easat-4722	53	23	,	,	PUNCT
easat-4722	53	24	such	such	ADJ
easat-4722	53	25	as	as	ADP
easat-4722	53	26	the	the	DET
easat-4722	53	27	application	application	NOUN
easat-4722	53	28	of	of	ADP
easat-4722	53	29	deep	deep	ADJ
easat-4722	53	30	learning	learning	NOUN
easat-4722	53	31	technology	technology	NOUN
easat-4722	53	32	in	in	ADP
easat-4722	53	33	medical	medical	ADJ
easat-4722	53	34	imaging	imaging	NOUN
easat-4722	53	35	.	.	PUNCT
easat-4722	54	1	the	the	DET
easat-4722	54	2	core	core	ADJ
easat-4722	54	3	goal	goal	NOUN
easat-4722	54	4	of	of	ADP
easat-4722	54	5	multimodal	multimodal	NOUN
easat-4722	54	6	deep	deep	ADJ
easat-4722	54	7	learning	learning	NOUN
easat-4722	54	8	technology	technology	NOUN
easat-4722	54	9	is	be	AUX
easat-4722	54	10	to	to	PART
easat-4722	54	11	integrate	integrate	VERB
easat-4722	54	12	many	many	ADJ
easat-4722	54	13	different	different	ADJ
easat-4722	54	14	types	type	NOUN
easat-4722	54	15	of	of	ADP
easat-4722	54	16	1170	1170	NUM
easat-4722	54	17	edelweiss	edelweiss	PROPN
easat-4722	54	18	applied	apply	VERB
easat-4722	54	19	science	science	NOUN
easat-4722	54	20	and	and	CCONJ
easat-4722	54	21	technology	technology	NOUN
easat-4722	54	22	issn	issn	PROPN
easat-4722	54	23	:	:	PUNCT
easat-4722	54	24	2576	2576	NUM
easat-4722	54	25	-	-	SYM
easat-4722	54	26	8484	8484	NUM
easat-4722	54	27	vol	vol	NOUN
easat-4722	54	28	.	.	PROPN
easat-4722	55	1	9	9	NUM
easat-4722	55	2	,	,	PUNCT
easat-4722	55	3	no	no	INTJ
easat-4722	55	4	.	.	NOUN
easat-4722	55	5	2	2	NUM
easat-4722	55	6	:	:	PUNCT
easat-4722	55	7	1168	1168	NUM
easat-4722	55	8	-	-	SYM
easat-4722	55	9	1179	1179	NUM
easat-4722	55	10	,	,	PUNCT
easat-4722	55	11	2025	2025	NUM
easat-4722	55	12	doi	doi	NOUN
easat-4722	55	13	:	:	PUNCT
easat-4722	55	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	55	15	©	©	PROPN
easat-4722	55	16	2025	2025	NUM
easat-4722	55	17	by	by	ADP
easat-4722	55	18	the	the	DET
easat-4722	55	19	authors	author	NOUN
easat-4722	55	20	;	;	PUNCT
easat-4722	55	21	licensee	licensee	PROPN
easat-4722	55	22	learning	learning	NOUN
easat-4722	55	23	gate	gate	NOUN
easat-4722	55	24	deep	deep	ADJ
easat-4722	55	25	learning	learning	NOUN
easat-4722	55	26	models	model	NOUN
easat-4722	55	27	,	,	PUNCT
easat-4722	55	28	form	form	NOUN
easat-4722	55	29	cooperative	cooperative	ADJ
easat-4722	55	30	learning	learning	NOUN
easat-4722	55	31	among	among	ADP
easat-4722	55	32	the	the	DET
easat-4722	55	33	models	model	NOUN
easat-4722	55	34	in	in	ADP
easat-4722	55	35	the	the	DET
easat-4722	55	36	training	training	NOUN
easat-4722	55	37	process	process	NOUN
easat-4722	55	38	,	,	PUNCT
easat-4722	55	39	and	and	CCONJ
easat-4722	55	40	finally	finally	ADV
easat-4722	55	41	build	build	VERB
easat-4722	55	42	an	an	DET
easat-4722	55	43	accurate	accurate	ADJ
easat-4722	55	44	obe	obe	NOUN
easat-4722	55	45	platform	platform	NOUN
easat-4722	56	1	[	[	X
easat-4722	56	2	9	9	NUM
easat-4722	56	3	]	]	PUNCT
easat-4722	56	4	.	.	PUNCT
easat-4722	57	1	since	since	SCONJ
easat-4722	57	2	the	the	DET
easat-4722	57	3	development	development	NOUN
easat-4722	57	4	of	of	ADP
easat-4722	57	5	deep	deep	ADJ
easat-4722	57	6	learning	learning	NOUN
easat-4722	57	7	,	,	PUNCT
easat-4722	57	8	what	what	PRON
easat-4722	57	9	is	be	AUX
easat-4722	57	10	the	the	DET
easat-4722	57	11	significance	significance	NOUN
easat-4722	57	12	of	of	ADP
easat-4722	57	13	deep	deep	ADJ
easat-4722	57	14	learning	learning	NOUN
easat-4722	57	15	to	to	ADP
easat-4722	57	16	the	the	DET
easat-4722	57	17	reform	reform	NOUN
easat-4722	57	18	and	and	CCONJ
easat-4722	57	19	development	development	NOUN
easat-4722	57	20	of	of	ADP
easat-4722	57	21	our	our	PRON
easat-4722	57	22	education	education	NOUN
easat-4722	57	23	?	?	PUNCT
easat-4722	58	1	in	in	ADP
easat-4722	58	2	the	the	DET
easat-4722	58	3	cognitive	cognitive	ADJ
easat-4722	58	4	field	field	NOUN
easat-4722	58	5	,	,	PUNCT
easat-4722	58	6	in	in	ADP
easat-4722	58	7	addition	addition	NOUN
easat-4722	58	8	to	to	ADP
easat-4722	58	9	requiring	require	VERB
easat-4722	58	10	students	student	NOUN
easat-4722	58	11	to	to	PART
easat-4722	58	12	master	master	VERB
easat-4722	58	13	the	the	DET
easat-4722	58	14	deep	deep	ADJ
easat-4722	58	15	content	content	NOUN
easat-4722	58	16	,	,	PUNCT
easat-4722	58	17	students	student	NOUN
easat-4722	58	18	need	need	VERB
easat-4722	58	19	to	to	PART
easat-4722	58	20	have	have	VERB
easat-4722	58	21	the	the	DET
easat-4722	58	22	ability	ability	NOUN
easat-4722	58	23	of	of	ADP
easat-4722	58	24	critical	critical	ADJ
easat-4722	58	25	thinking	thinking	NOUN
easat-4722	58	26	,	,	PUNCT
easat-4722	58	27	which	which	PRON
easat-4722	58	28	further	far	ADV
easat-4722	58	29	embodies	embody	VERB
easat-4722	58	30	the	the	DET
easat-4722	58	31	definition	definition	NOUN
easat-4722	58	32	of	of	ADP
easat-4722	58	33	deep	deep	ADJ
easat-4722	58	34	learning	learning	NOUN
easat-4722	58	35	.	.	PUNCT
easat-4722	59	1	in	in	ADP
easat-4722	59	2	the	the	DET
easat-4722	59	3	interpersonal	interpersonal	ADJ
easat-4722	59	4	field	field	NOUN
easat-4722	59	5	,	,	PUNCT
easat-4722	59	6	students	student	NOUN
easat-4722	59	7	should	should	AUX
easat-4722	59	8	move	move	VERB
easat-4722	59	9	to	to	ADP
easat-4722	59	10	real	real	ADJ
easat-4722	59	11	interpersonal	interpersonal	ADJ
easat-4722	59	12	communication	communication	NOUN
easat-4722	59	13	through	through	ADP
easat-4722	59	14	cooperation	cooperation	NOUN
easat-4722	59	15	and	and	CCONJ
easat-4722	59	16	communication	communication	NOUN
easat-4722	59	17	between	between	ADP
easat-4722	59	18	groups	group	NOUN
easat-4722	59	19	in	in	ADP
easat-4722	59	20	the	the	DET
easat-4722	59	21	course	course	NOUN
easat-4722	59	22	;	;	PUNCT
easat-4722	59	23	in	in	ADP
easat-4722	59	24	the	the	DET
easat-4722	59	25	field	field	NOUN
easat-4722	59	26	of	of	ADP
easat-4722	59	27	self	self	NOUN
easat-4722	59	28	,	,	PUNCT
easat-4722	59	29	students	student	NOUN
easat-4722	59	30	should	should	AUX
easat-4722	59	31	change	change	VERB
easat-4722	59	32	from	from	ADP
easat-4722	59	33	passive	passive	ADJ
easat-4722	59	34	learning	learning	NOUN
easat-4722	59	35	to	to	ADP
easat-4722	59	36	spontaneous	spontaneous	ADJ
easat-4722	59	37	learning	learning	NOUN
easat-4722	59	38	,	,	PUNCT
easat-4722	59	39	have	have	VERB
easat-4722	59	40	and	and	CCONJ
easat-4722	59	41	explore	explore	VERB
easat-4722	59	42	the	the	DET
easat-4722	59	43	ability	ability	NOUN
easat-4722	59	44	to	to	PART
easat-4722	59	45	learn	learn	VERB
easat-4722	59	46	,	,	PUNCT
easat-4722	59	47	and	and	CCONJ
easat-4722	59	48	cultivate	cultivate	VERB
easat-4722	59	49	good	good	ADJ
easat-4722	59	50	academic	academic	ADJ
easat-4722	59	51	habits	habit	NOUN
easat-4722	59	52	.	.	PUNCT
easat-4722	60	1	the	the	DET
easat-4722	60	2	mature	mature	ADJ
easat-4722	60	3	application	application	NOUN
easat-4722	60	4	of	of	ADP
easat-4722	60	5	deep	deep	ADJ
easat-4722	60	6	learning	learning	NOUN
easat-4722	60	7	in	in	ADP
easat-4722	60	8	the	the	DET
easat-4722	60	9	image	image	NOUN
easat-4722	60	10	field	field	NOUN
easat-4722	60	11	provides	provide	VERB
easat-4722	60	12	the	the	DET
easat-4722	60	13	possibility	possibility	NOUN
easat-4722	60	14	for	for	ADP
easat-4722	60	15	the	the	DET
easat-4722	60	16	realization	realization	NOUN
easat-4722	60	17	of	of	ADP
easat-4722	60	18	a	a	DET
easat-4722	60	19	classroom	classroom	NOUN
easat-4722	60	20	evaluation	evaluation	NOUN
easat-4722	60	21	platform	platform	NOUN
easat-4722	60	22	integrating	integrate	VERB
easat-4722	60	23	multiple	multiple	ADJ
easat-4722	60	24	deep	deep	ADJ
easat-4722	60	25	learning	learning	NOUN
easat-4722	60	26	algorithms	algorithm	NOUN
easat-4722	60	27	.	.	PUNCT
easat-4722	61	1	obe	obe	PROPN
easat-4722	61	2	platform	platform	PROPN
easat-4722	61	3	is	be	AUX
easat-4722	61	4	an	an	DET
easat-4722	61	5	intelligent	intelligent	ADJ
easat-4722	61	6	teaching	teaching	NOUN
easat-4722	61	7	platform	platform	NOUN
easat-4722	61	8	which	which	PRON
easat-4722	61	9	integrates	integrate	VERB
easat-4722	61	10	real	real	ADJ
easat-4722	61	11	-	-	PUNCT
easat-4722	61	12	time	time	NOUN
easat-4722	61	13	data	datum	NOUN
easat-4722	61	14	collection	collection	NOUN
easat-4722	61	15	,	,	PUNCT
easat-4722	61	16	dynamic	dynamic	ADJ
easat-4722	61	17	modeling	modeling	NOUN
easat-4722	61	18	and	and	CCONJ
easat-4722	61	19	feedback	feedback	NOUN
easat-4722	61	20	from	from	ADP
easat-4722	61	21	teachers	teacher	NOUN
easat-4722	61	22	and	and	CCONJ
easat-4722	61	23	students	student	NOUN
easat-4722	61	24	after	after	ADP
easat-4722	61	25	class	class	NOUN
easat-4722	61	26	.	.	PUNCT
easat-4722	62	1	it	it	PRON
easat-4722	62	2	is	be	AUX
easat-4722	62	3	composed	compose	VERB
easat-4722	62	4	of	of	ADP
easat-4722	62	5	classroom	classroom	NOUN
easat-4722	62	6	monitoring	monitoring	NOUN
easat-4722	62	7	and	and	CCONJ
easat-4722	62	8	evaluation	evaluation	NOUN
easat-4722	62	9	model	model	NOUN
easat-4722	62	10	and	and	CCONJ
easat-4722	62	11	after	after	ADP
easat-4722	62	12	-	-	PUNCT
easat-4722	62	13	class	class	NOUN
easat-4722	62	14	feedback	feedback	NOUN
easat-4722	62	15	model	model	NOUN
easat-4722	62	16	.	.	PUNCT
easat-4722	63	1	after	after	ADP
easat-4722	63	2	-	-	PUNCT
easat-4722	63	3	class	class	NOUN
easat-4722	63	4	feedback	feedback	NOUN
easat-4722	63	5	model	model	NOUN
easat-4722	63	6	will	will	AUX
easat-4722	63	7	be	be	AUX
easat-4722	63	8	constantly	constantly	ADV
easat-4722	63	9	updated	update	VERB
easat-4722	63	10	and	and	CCONJ
easat-4722	63	11	improved	improve	VERB
easat-4722	63	12	according	accord	VERB
easat-4722	63	13	to	to	ADP
easat-4722	63	14	the	the	DET
easat-4722	63	15	feedback	feedback	NOUN
easat-4722	63	16	data	datum	NOUN
easat-4722	63	17	of	of	ADP
easat-4722	63	18	students	student	NOUN
easat-4722	63	19	and	and	CCONJ
easat-4722	63	20	teachers	teacher	NOUN
easat-4722	63	21	during	during	ADP
easat-4722	63	22	and	and	CCONJ
easat-4722	63	23	after	after	ADP
easat-4722	63	24	class	class	NOUN
easat-4722	63	25	,	,	PUNCT
easat-4722	63	26	making	make	VERB
easat-4722	63	27	the	the	DET
easat-4722	63	28	model	model	NOUN
easat-4722	63	29	more	more	ADV
easat-4722	63	30	intelligent	intelligent	ADJ
easat-4722	63	31	and	and	CCONJ
easat-4722	63	32	accurate	accurate	ADJ
easat-4722	63	33	[	[	X
easat-4722	63	34	10	10	NUM
easat-4722	63	35	]	]	PUNCT
easat-4722	63	36	.	.	PUNCT
easat-4722	64	1	combining	combine	VERB
easat-4722	64	2	the	the	DET
easat-4722	64	3	advantages	advantage	NOUN
easat-4722	64	4	of	of	ADP
easat-4722	64	5	personalized	personalized	ADJ
easat-4722	64	6	education	education	NOUN
easat-4722	64	7	and	and	CCONJ
easat-4722	64	8	online	online	ADJ
easat-4722	64	9	education	education	NOUN
easat-4722	64	10	,	,	PUNCT
easat-4722	64	11	this	this	DET
easat-4722	64	12	paper	paper	NOUN
easat-4722	64	13	designs	design	VERB
easat-4722	64	14	a	a	DET
easat-4722	64	15	set	set	NOUN
easat-4722	64	16	of	of	ADP
easat-4722	64	17	obe	obe	PROPN
easat-4722	64	18	platform	platform	NOUN
easat-4722	64	19	based	base	VERB
easat-4722	64	20	on	on	ADP
easat-4722	64	21	deep	deep	ADJ
easat-4722	64	22	learning	learning	NOUN
easat-4722	64	23	.	.	PUNCT
easat-4722	65	1	its	its	PRON
easat-4722	65	2	platform	platform	NOUN
easat-4722	65	3	block	block	NOUN
easat-4722	65	4	diagram	diagram	NOUN
easat-4722	65	5	is	be	AUX
easat-4722	65	6	shown	show	VERB
easat-4722	65	7	in	in	ADP
easat-4722	65	8	figure	figure	NOUN
easat-4722	65	9	1	1	NUM
easat-4722	65	10	.	.	PUNCT
easat-4722	65	11	figure	figure	NOUN
easat-4722	65	12	1	1	NUM
easat-4722	65	13	.	.	PUNCT
easat-4722	65	14	block	block	NOUN
easat-4722	65	15	diagram	diagram	NOUN
easat-4722	65	16	of	of	ADP
easat-4722	65	17	obe	obe	PROPN
easat-4722	65	18	platform	platform	NOUN
easat-4722	65	19	.	.	PUNCT
easat-4722	66	1	this	this	DET
easat-4722	66	2	platform	platform	NOUN
easat-4722	66	3	mainly	mainly	ADV
easat-4722	66	4	combines	combine	VERB
easat-4722	66	5	student	student	NOUN
easat-4722	66	6	behavior	behavior	NOUN
easat-4722	66	7	recognition	recognition	NOUN
easat-4722	66	8	and	and	CCONJ
easat-4722	66	9	face	face	NOUN
easat-4722	66	10	recognition	recognition	NOUN
easat-4722	66	11	algorithm	algorithm	NOUN
easat-4722	66	12	to	to	PART
easat-4722	66	13	realize	realize	VERB
easat-4722	66	14	the	the	DET
easat-4722	66	15	analysis	analysis	NOUN
easat-4722	66	16	of	of	ADP
easat-4722	66	17	classroom	classroom	NOUN
easat-4722	66	18	state	state	NOUN
easat-4722	66	19	.	.	PUNCT
easat-4722	67	1	the	the	DET
easat-4722	67	2	management	management	NOUN
easat-4722	67	3	end	end	NOUN
easat-4722	67	4	is	be	AUX
easat-4722	67	5	responsible	responsible	ADJ
easat-4722	67	6	for	for	ADP
easat-4722	67	7	randomly	randomly	ADV
easat-4722	67	8	viewing	view	VERB
easat-4722	67	9	the	the	DET
easat-4722	67	10	classroom	classroom	NOUN
easat-4722	67	11	videos	video	NOUN
easat-4722	67	12	at	at	ADP
easat-4722	67	13	any	any	DET
easat-4722	67	14	time	time	NOUN
easat-4722	67	15	and	and	CCONJ
easat-4722	67	16	analyzing	analyze	VERB
easat-4722	67	17	the	the	DET
easat-4722	67	18	classroom	classroom	NOUN
easat-4722	67	19	state	state	NOUN
easat-4722	67	20	,	,	PUNCT
easat-4722	67	21	which	which	PRON
easat-4722	67	22	can	can	AUX
easat-4722	67	23	be	be	AUX
easat-4722	67	24	called	call	VERB
easat-4722	67	25	the	the	DET
easat-4722	67	26	output	output	NOUN
easat-4722	67	27	of	of	ADP
easat-4722	67	28	the	the	DET
easat-4722	67	29	platform	platform	NOUN
easat-4722	67	30	.	.	PUNCT
easat-4722	68	1	in	in	ADP
easat-4722	68	2	addition	addition	NOUN
easat-4722	68	3	,	,	PUNCT
easat-4722	68	4	the	the	DET
easat-4722	68	5	algorithm	algorithm	NOUN
easat-4722	68	6	used	use	VERB
easat-4722	68	7	in	in	ADP
easat-4722	68	8	this	this	DET
easat-4722	68	9	platform	platform	NOUN
easat-4722	68	10	is	be	AUX
easat-4722	68	11	to	to	PART
easat-4722	68	12	recognize	recognize	VERB
easat-4722	68	13	pictures	picture	NOUN
easat-4722	68	14	,	,	PUNCT
easat-4722	68	15	so	so	SCONJ
easat-4722	68	16	the	the	DET
easat-4722	68	17	video	video	NOUN
easat-4722	68	18	needs	need	VERB
easat-4722	68	19	to	to	PART
easat-4722	68	20	be	be	AUX
easat-4722	68	21	intercepted	intercept	VERB
easat-4722	68	22	before	before	ADP
easat-4722	68	23	recognition	recognition	NOUN
easat-4722	68	24	,	,	PUNCT
easat-4722	68	25	and	and	CCONJ
easat-4722	68	26	each	each	DET
easat-4722	68	27	recognition	recognition	NOUN
easat-4722	68	28	in	in	ADP
easat-4722	68	29	this	this	DET
easat-4722	68	30	paper	paper	NOUN
easat-4722	68	31	is	be	AUX
easat-4722	68	32	aimed	aim	VERB
easat-4722	68	33	at	at	ADP
easat-4722	68	34	a	a	DET
easat-4722	68	35	course	course	NOUN
easat-4722	68	36	.	.	PUNCT
easat-4722	69	1	the	the	DET
easat-4722	69	2	classroom	classroom	NOUN
easat-4722	69	3	video	video	NOUN
easat-4722	69	4	playing	playing	NOUN
easat-4722	69	5	display	display	NOUN
easat-4722	69	6	module	module	NOUN
easat-4722	69	7	is	be	AUX
easat-4722	69	8	used	use	VERB
easat-4722	69	9	to	to	PART
easat-4722	69	10	play	play	VERB
easat-4722	69	11	the	the	DET
easat-4722	69	12	course	course	NOUN
easat-4722	69	13	video	video	NOUN
easat-4722	70	1	[	[	X
easat-4722	70	2	11	11	NUM
easat-4722	70	3	]	]	PUNCT
easat-4722	70	4	read	read	NOUN
easat-4722	70	5	from	from	ADP
easat-4722	70	6	the	the	DET
easat-4722	70	7	database	database	NOUN
easat-4722	70	8	.	.	PUNCT
easat-4722	71	1	in	in	ADP
easat-4722	71	2	the	the	DET
easat-4722	71	3	design	design	NOUN
easat-4722	71	4	,	,	PUNCT
easat-4722	71	5	it	it	PRON
easat-4722	71	6	is	be	AUX
easat-4722	71	7	required	require	VERB
easat-4722	71	8	that	that	SCONJ
easat-4722	71	9	the	the	DET
easat-4722	71	10	platform	platform	NOUN
easat-4722	71	11	can	can	AUX
easat-4722	71	12	correctly	correctly	ADV
easat-4722	71	13	read	read	VERB
easat-4722	71	14	the	the	DET
easat-4722	71	15	video	video	NOUN
easat-4722	71	16	and	and	CCONJ
easat-4722	71	17	the	the	DET
easat-4722	71	18	data	datum	NOUN
easat-4722	71	19	corresponding	correspond	VERB
easat-4722	71	20	to	to	ADP
easat-4722	71	21	each	each	DET
easat-4722	71	22	state	state	NOUN
easat-4722	71	23	from	from	ADP
easat-4722	71	24	the	the	DET
easat-4722	71	25	database	database	NOUN
easat-4722	71	26	according	accord	VERB
easat-4722	71	27	to	to	ADP
easat-4722	71	28	the	the	DET
easat-4722	71	29	user	user	NOUN
easat-4722	71	30	's	's	PART
easat-4722	71	31	choice	choice	NOUN
easat-4722	71	32	of	of	ADP
easat-4722	71	33	viewing	view	VERB
easat-4722	71	34	mode	mode	NOUN
easat-4722	71	35	(	(	PUNCT
easat-4722	71	36	divided	divide	VERB
easat-4722	71	37	into	into	ADP
easat-4722	71	38	class	class	NOUN
easat-4722	71	39	query	query	NOUN
easat-4722	71	40	and	and	CCONJ
easat-4722	71	41	teacher	teacher	NOUN
easat-4722	71	42	query	query	NOUN
easat-4722	71	43	)	)	PUNCT
easat-4722	71	44	and	and	CCONJ
easat-4722	71	45	the	the	DET
easat-4722	71	46	positioning	positioning	NOUN
easat-4722	71	47	of	of	ADP
easat-4722	71	48	the	the	DET
easat-4722	71	49	search	search	NOUN
easat-4722	71	50	bar	bar	NOUN
easat-4722	71	51	information	information	NOUN
easat-4722	71	52	,	,	PUNCT
easat-4722	71	53	and	and	CCONJ
easat-4722	71	54	play	play	VERB
easat-4722	71	55	it	it	PRON
easat-4722	71	56	when	when	SCONJ
easat-4722	71	57	clicking	click	VERB
easat-4722	71	58	the	the	DET
easat-4722	71	59	play	play	NOUN
easat-4722	71	60	button	button	NOUN
easat-4722	71	61	.	.	PUNCT
easat-4722	72	1	different	different	ADJ
easat-4722	72	2	users	user	NOUN
easat-4722	72	3	can	can	AUX
easat-4722	72	4	enter	enter	VERB
easat-4722	72	5	the	the	DET
easat-4722	72	6	teachers	teacher	NOUN
easat-4722	72	7	'	'	PART
easat-4722	72	8	or	or	CCONJ
easat-4722	72	9	managers	manager	NOUN
easat-4722	72	10	'	'	PART
easat-4722	72	11	pages	page	NOUN
easat-4722	72	12	through	through	ADP
easat-4722	72	13	different	different	ADJ
easat-4722	72	14	login	login	NOUN
easat-4722	72	15	pages	page	NOUN
easat-4722	72	16	,	,	PUNCT
easat-4722	72	17	and	and	CCONJ
easat-4722	72	18	then	then	ADV
easat-4722	72	19	upload	upload	VERB
easat-4722	72	20	videos	video	NOUN
easat-4722	72	21	,	,	PUNCT
easat-4722	72	22	query	query	NOUN
easat-4722	72	23	class	class	NOUN
easat-4722	72	24	information	information	NOUN
easat-4722	72	25	,	,	PUNCT
easat-4722	72	26	classroom	classroom	NOUN
easat-4722	72	27	information	information	NOUN
easat-4722	72	28	and	and	CCONJ
easat-4722	72	29	course	course	NOUN
easat-4722	72	30	information	information	NOUN
easat-4722	72	31	,	,	PUNCT
easat-4722	72	32	and	and	CCONJ
easat-4722	72	33	view	view	VERB
easat-4722	72	34	state	state	NOUN
easat-4722	72	35	statistics	statistic	NOUN
easat-4722	72	36	,	,	PUNCT
easat-4722	72	37	attendance	attendance	NOUN
easat-4722	72	38	information	information	NOUN
easat-4722	72	39	,	,	PUNCT
easat-4722	72	40	educational	educational	ADJ
easat-4722	72	41	resource	resource	NOUN
easat-4722	72	42	information	information	NOUN
easat-4722	72	43	and	and	CCONJ
easat-4722	72	44	basic	basic	ADJ
easat-4722	72	45	information	information	NOUN
easat-4722	72	46	through	through	ADP
easat-4722	72	47	page	page	NOUN
easat-4722	72	48	1171	1171	NUM
easat-4722	72	49	edelweiss	edelweiss	PROPN
easat-4722	72	50	applied	apply	VERB
easat-4722	72	51	science	science	NOUN
easat-4722	72	52	and	and	CCONJ
easat-4722	72	53	technology	technology	NOUN
easat-4722	72	54	issn	issn	PROPN
easat-4722	72	55	:	:	PUNCT
easat-4722	72	56	2576	2576	NUM
easat-4722	72	57	-	-	SYM
easat-4722	72	58	8484	8484	NUM
easat-4722	72	59	vol	vol	NOUN
easat-4722	72	60	.	.	PROPN
easat-4722	73	1	9	9	NUM
easat-4722	73	2	,	,	PUNCT
easat-4722	73	3	no	no	INTJ
easat-4722	73	4	.	.	NOUN
easat-4722	73	5	2	2	NUM
easat-4722	73	6	:	:	PUNCT
easat-4722	73	7	1168	1168	NUM
easat-4722	73	8	-	-	SYM
easat-4722	73	9	1179	1179	NUM
easat-4722	73	10	,	,	PUNCT
easat-4722	73	11	2025	2025	NUM
easat-4722	73	12	doi	doi	NOUN
easat-4722	73	13	:	:	PUNCT
easat-4722	73	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	73	15	©	©	PROPN
easat-4722	73	16	2025	2025	NUM
easat-4722	73	17	by	by	ADP
easat-4722	73	18	the	the	DET
easat-4722	73	19	authors	author	NOUN
easat-4722	73	20	;	;	PUNCT
easat-4722	73	21	licensee	licensee	PROPN
easat-4722	73	22	learning	learning	NOUN
easat-4722	73	23	gate	gate	PROPN
easat-4722	73	24	button	button	NOUN
easat-4722	73	25	components	component	NOUN
easat-4722	73	26	.	.	PUNCT
easat-4722	74	1	behavior	behavior	NOUN
easat-4722	74	2	recognition	recognition	NOUN
easat-4722	74	3	result	result	VERB
easat-4722	74	4	information	information	NOUN
easat-4722	74	5	mainly	mainly	ADV
easat-4722	74	6	refers	refer	VERB
easat-4722	74	7	to	to	ADP
easat-4722	74	8	the	the	DET
easat-4722	74	9	class	class	NOUN
easat-4722	74	10	state	state	NOUN
easat-4722	74	11	information	information	NOUN
easat-4722	74	12	obtained	obtain	VERB
easat-4722	74	13	according	accord	VERB
easat-4722	74	14	to	to	ADP
easat-4722	74	15	the	the	DET
easat-4722	74	16	behavior	behavior	NOUN
easat-4722	74	17	recognition	recognition	NOUN
easat-4722	74	18	result	result	NOUN
easat-4722	74	19	of	of	ADP
easat-4722	74	20	each	each	DET
easat-4722	74	21	frame	frame	NOUN
easat-4722	74	22	.	.	PUNCT
easat-4722	75	1	face	face	NOUN
easat-4722	75	2	recognition	recognition	NOUN
easat-4722	75	3	information	information	NOUN
easat-4722	75	4	mainly	mainly	ADV
easat-4722	75	5	refers	refer	VERB
easat-4722	75	6	to	to	ADP
easat-4722	75	7	the	the	DET
easat-4722	75	8	face	face	NOUN
easat-4722	75	9	recognition	recognition	NOUN
easat-4722	75	10	result	result	VERB
easat-4722	75	11	information	information	NOUN
easat-4722	75	12	of	of	ADP
easat-4722	75	13	a	a	DET
easat-4722	75	14	class	class	NOUN
easat-4722	75	15	.	.	PUNCT
easat-4722	76	1	this	this	DET
easat-4722	76	2	layer	layer	NOUN
easat-4722	76	3	uses	use	VERB
easat-4722	76	4	mysql	mysql	NOUN
easat-4722	76	5	database	database	NOUN
easat-4722	76	6	and	and	CCONJ
easat-4722	76	7	sqlalchemy	sqlalchemy	NOUN
easat-4722	76	8	framework	framework	NOUN
easat-4722	76	9	in	in	ADP
easat-4722	76	10	orm	orm	NOUN
easat-4722	76	11	.	.	PUNCT
easat-4722	77	1	personalized	personalized	ADJ
easat-4722	77	2	learning	learning	NOUN
easat-4722	77	3	recommendation	recommendation	NOUN
easat-4722	77	4	uses	use	VERB
easat-4722	77	5	cnn	cnn	PROPN
easat-4722	77	6	's	's	PART
easat-4722	77	7	content	content	NOUN
easat-4722	77	8	-	-	PUNCT
easat-4722	77	9	based	base	VERB
easat-4722	77	10	recommendation	recommendation	NOUN
easat-4722	77	11	model	model	NOUN
easat-4722	77	12	,	,	PUNCT
easat-4722	77	13	uses	use	VERB
easat-4722	77	14	the	the	DET
easat-4722	77	15	text	text	NOUN
easat-4722	77	16	information	information	NOUN
easat-4722	77	17	in	in	ADP
easat-4722	77	18	multimedia	multimedia	NOUN
easat-4722	77	19	resources	resource	NOUN
easat-4722	77	20	as	as	ADP
easat-4722	77	21	the	the	DET
easat-4722	77	22	recommendation	recommendation	NOUN
easat-4722	77	23	basis	basis	NOUN
easat-4722	77	24	,	,	PUNCT
easat-4722	77	25	uses	use	VERB
easat-4722	77	26	hidden	hide	VERB
easat-4722	77	27	factor	factor	NOUN
easat-4722	77	28	model	model	NOUN
easat-4722	77	29	to	to	PART
easat-4722	77	30	calculate	calculate	VERB
easat-4722	77	31	the	the	DET
easat-4722	77	32	feature	feature	NOUN
easat-4722	77	33	vectors	vector	NOUN
easat-4722	77	34	of	of	ADP
easat-4722	77	35	users	user	NOUN
easat-4722	77	36	and	and	CCONJ
easat-4722	77	37	objects	object	NOUN
easat-4722	77	38	according	accord	VERB
easat-4722	77	39	to	to	ADP
easat-4722	77	40	historical	historical	ADJ
easat-4722	77	41	data	datum	NOUN
easat-4722	77	42	,	,	PUNCT
easat-4722	77	43	then	then	ADV
easat-4722	77	44	uses	use	VERB
easat-4722	77	45	cnn	cnn	PROPN
easat-4722	77	46	to	to	PART
easat-4722	77	47	map	map	VERB
easat-4722	77	48	and	and	CCONJ
easat-4722	77	49	fit	fit	VERB
easat-4722	77	50	the	the	DET
easat-4722	77	51	text	text	NOUN
easat-4722	77	52	information	information	NOUN
easat-4722	77	53	in	in	ADP
easat-4722	77	54	resources	resource	NOUN
easat-4722	77	55	with	with	ADP
easat-4722	77	56	its	its	PRON
easat-4722	77	57	corresponding	corresponding	ADJ
easat-4722	77	58	feature	feature	NOUN
easat-4722	77	59	vectors	vector	NOUN
easat-4722	77	60	,	,	PUNCT
easat-4722	77	61	and	and	CCONJ
easat-4722	77	62	then	then	ADV
easat-4722	77	63	uses	use	VERB
easat-4722	77	64	trained	train	VERB
easat-4722	77	65	cnn	cnn	PROPN
easat-4722	77	66	to	to	PART
easat-4722	77	67	make	make	VERB
easat-4722	77	68	recommendations	recommendation	NOUN
easat-4722	77	69	.	.	PUNCT
easat-4722	78	1	2.2	2.2	NUM
easat-4722	78	2	.	.	PUNCT
easat-4722	79	1	key	key	ADJ
easat-4722	79	2	technology	technology	NOUN
easat-4722	79	3	realization	realization	NOUN
easat-4722	79	4	2.2.1	2.2.1	NUM
easat-4722	79	5	.	.	PUNCT
easat-4722	80	1	personalized	personalize	VERB
easat-4722	80	2	learning	learn	VERB
easat-4722	80	3	recommendation	recommendation	NOUN
easat-4722	80	4	curriculum	curriculum	NOUN
easat-4722	80	5	is	be	AUX
easat-4722	80	6	the	the	DET
easat-4722	80	7	direct	direct	ADJ
easat-4722	80	8	embodiment	embodiment	NOUN
easat-4722	80	9	of	of	ADP
easat-4722	80	10	professional	professional	ADJ
easat-4722	80	11	connotation	connotation	NOUN
easat-4722	80	12	,	,	PUNCT
easat-4722	80	13	the	the	DET
easat-4722	80	14	basic	basic	ADJ
easat-4722	80	15	element	element	NOUN
easat-4722	80	16	of	of	ADP
easat-4722	80	17	talent	talent	NOUN
easat-4722	80	18	training	training	NOUN
easat-4722	80	19	,	,	PUNCT
easat-4722	80	20	and	and	CCONJ
easat-4722	80	21	the	the	DET
easat-4722	80	22	key	key	ADJ
easat-4722	80	23	factor	factor	NOUN
easat-4722	80	24	for	for	SCONJ
easat-4722	80	25	schools	school	NOUN
easat-4722	80	26	to	to	PART
easat-4722	80	27	meet	meet	VERB
easat-4722	80	28	the	the	DET
easat-4722	80	29	talent	talent	NOUN
easat-4722	80	30	needs	need	NOUN
easat-4722	80	31	of	of	ADP
easat-4722	80	32	industry	industry	NOUN
easat-4722	80	33	enterprises	enterprise	NOUN
easat-4722	80	34	.	.	PUNCT
easat-4722	81	1	the	the	DET
easat-4722	81	2	monitoring	monitoring	NOUN
easat-4722	81	3	of	of	ADP
easat-4722	81	4	teaching	teaching	NOUN
easat-4722	81	5	process	process	NOUN
easat-4722	81	6	at	at	ADP
easat-4722	81	7	school	school	NOUN
easat-4722	81	8	level	level	NOUN
easat-4722	81	9	is	be	AUX
easat-4722	81	10	generally	generally	ADV
easat-4722	81	11	realized	realize	VERB
easat-4722	81	12	by	by	ADP
easat-4722	81	13	supervising	supervise	VERB
easat-4722	81	14	lectures	lecture	NOUN
easat-4722	81	15	or	or	CCONJ
easat-4722	81	16	students	student	NOUN
easat-4722	81	17	'	'	PART
easat-4722	81	18	evaluation	evaluation	NOUN
easat-4722	81	19	of	of	ADP
easat-4722	81	20	teaching	teaching	NOUN
easat-4722	81	21	.	.	PUNCT
easat-4722	82	1	the	the	DET
easat-4722	82	2	collation	collation	NOUN
easat-4722	82	3	and	and	CCONJ
easat-4722	82	4	analysis	analysis	NOUN
easat-4722	82	5	of	of	ADP
easat-4722	82	6	evaluation	evaluation	NOUN
easat-4722	82	7	results	result	NOUN
easat-4722	82	8	are	be	AUX
easat-4722	82	9	often	often	ADV
easat-4722	82	10	time	time	NOUN
easat-4722	82	11	-	-	PUNCT
easat-4722	82	12	consuming	consume	VERB
easat-4722	82	13	and	and	CCONJ
easat-4722	82	14	incomplete	incomplete	ADJ
easat-4722	82	15	,	,	PUNCT
easat-4722	82	16	which	which	PRON
easat-4722	82	17	fails	fail	VERB
easat-4722	82	18	to	to	PART
easat-4722	82	19	effectively	effectively	ADV
easat-4722	82	20	reflect	reflect	VERB
easat-4722	82	21	the	the	DET
easat-4722	82	22	linkage	linkage	NOUN
easat-4722	82	23	of	of	ADP
easat-4722	82	24	"	"	PUNCT
easat-4722	82	25	industry	industry	NOUN
easat-4722	82	26	demand	demand	NOUN
easat-4722	82	27	orientation	orientation	NOUN
easat-4722	82	28	,	,	PUNCT
easat-4722	82	29	students	student	NOUN
easat-4722	82	30	'	'	PART
easat-4722	82	31	ability	ability	NOUN
easat-4722	82	32	quantification	quantification	NOUN
easat-4722	82	33	,	,	PUNCT
easat-4722	82	34	teaching	teach	VERB
easat-4722	82	35	status	status	NOUN
easat-4722	82	36	analysis	analysis	NOUN
easat-4722	82	37	,	,	PUNCT
easat-4722	82	38	teaching	teach	VERB
easat-4722	82	39	optimization	optimization	NOUN
easat-4722	82	40	and	and	CCONJ
easat-4722	82	41	management	management	NOUN
easat-4722	82	42	adjustment	adjustment	NOUN
easat-4722	82	43	"	"	PUNCT
easat-4722	82	44	,	,	PUNCT
easat-4722	82	45	resulting	result	VERB
easat-4722	82	46	in	in	ADP
easat-4722	82	47	weak	weak	ADJ
easat-4722	82	48	timeliness	timeliness	NOUN
easat-4722	82	49	of	of	ADP
easat-4722	82	50	teaching	teaching	NOUN
easat-4722	82	51	objectives	objective	NOUN
easat-4722	82	52	and	and	CCONJ
easat-4722	82	53	teaching	teaching	NOUN
easat-4722	82	54	results	result	NOUN
easat-4722	82	55	.	.	PUNCT
easat-4722	83	1	through	through	ADP
easat-4722	83	2	information	information	NOUN
easat-4722	83	3	technology	technology	NOUN
easat-4722	83	4	,	,	PUNCT
easat-4722	83	5	obe	obe	PROPN
easat-4722	83	6	concept	concept	NOUN
easat-4722	83	7	runs	run	VERB
easat-4722	83	8	through	through	ADP
easat-4722	83	9	the	the	DET
easat-4722	83	10	whole	whole	ADJ
easat-4722	83	11	process	process	NOUN
easat-4722	83	12	of	of	ADP
easat-4722	83	13	education	education	NOUN
easat-4722	83	14	and	and	CCONJ
easat-4722	83	15	teaching	teaching	NOUN
easat-4722	83	16	,	,	PUNCT
easat-4722	83	17	and	and	CCONJ
easat-4722	83	18	integrates	integrate	VERB
easat-4722	83	19	information	information	NOUN
easat-4722	83	20	such	such	ADJ
easat-4722	83	21	as	as	ADP
easat-4722	83	22	educational	educational	ADJ
easat-4722	83	23	administration	administration	NOUN
easat-4722	83	24	platform	platform	NOUN
easat-4722	83	25	,	,	PUNCT
easat-4722	83	26	students	student	NOUN
easat-4722	83	27	'	'	PART
easat-4722	83	28	autonomous	autonomous	ADJ
easat-4722	83	29	learning	learning	NOUN
easat-4722	83	30	space	space	NOUN
easat-4722	83	31	,	,	PUNCT
easat-4722	83	32	teaching	teaching	NOUN
easat-4722	83	33	process	process	NOUN
easat-4722	83	34	,	,	PUNCT
easat-4722	83	35	student	student	NOUN
easat-4722	83	36	management	management	NOUN
easat-4722	83	37	service	service	NOUN
easat-4722	83	38	,	,	PUNCT
easat-4722	83	39	personnel	personnel	NOUN
easat-4722	83	40	management	management	NOUN
easat-4722	83	41	,	,	PUNCT
easat-4722	83	42	scientific	scientific	ADJ
easat-4722	83	43	research	research	NOUN
easat-4722	83	44	operation	operation	NOUN
easat-4722	83	45	,	,	PUNCT
easat-4722	83	46	enrollment	enrollment	NOUN
easat-4722	83	47	and	and	CCONJ
easat-4722	83	48	employment	employment	NOUN
easat-4722	83	49	process	process	NOUN
easat-4722	83	50	,	,	PUNCT
easat-4722	83	51	etc	etc	X
easat-4722	83	52	.	.	X
easat-4722	83	53	,	,	PUNCT
easat-4722	83	54	and	and	CCONJ
easat-4722	83	55	unifies	unify	VERB
easat-4722	83	56	them	they	PRON
easat-4722	83	57	into	into	ADP
easat-4722	83	58	data	datum	NOUN
easat-4722	83	59	standards	standard	NOUN
easat-4722	83	60	that	that	PRON
easat-4722	83	61	can	can	AUX
easat-4722	83	62	cross	cross	VERB
easat-4722	83	63	the	the	DET
easat-4722	83	64	internal	internal	ADJ
easat-4722	83	65	and	and	CCONJ
easat-4722	83	66	identify	identify	VERB
easat-4722	83	67	each	each	DET
easat-4722	83	68	other	other	ADJ
easat-4722	83	69	.	.	PUNCT
easat-4722	84	1	schools	school	NOUN
easat-4722	84	2	,	,	PUNCT
easat-4722	84	3	families	family	NOUN
easat-4722	84	4	,	,	PUNCT
easat-4722	84	5	society	society	NOUN
easat-4722	84	6	and	and	CCONJ
easat-4722	84	7	other	other	ADJ
easat-4722	84	8	subjects	subject	NOUN
easat-4722	84	9	perform	perform	VERB
easat-4722	84	10	their	their	PRON
easat-4722	84	11	duties	duty	NOUN
easat-4722	84	12	,	,	PUNCT
easat-4722	84	13	cooperate	cooperate	VERB
easat-4722	84	14	closely	closely	ADV
easat-4722	84	15	and	and	CCONJ
easat-4722	84	16	continuously	continuously	ADV
easat-4722	84	17	improve	improve	VERB
easat-4722	84	18	around	around	ADP
easat-4722	84	19	the	the	DET
easat-4722	84	20	core	core	NOUN
easat-4722	84	21	and	and	CCONJ
easat-4722	84	22	common	common	ADJ
easat-4722	84	23	mission	mission	NOUN
easat-4722	84	24	of	of	ADP
easat-4722	84	25	improving	improve	VERB
easat-4722	84	26	the	the	DET
easat-4722	84	27	quality	quality	NOUN
easat-4722	84	28	of	of	ADP
easat-4722	84	29	personnel	personnel	NOUN
easat-4722	84	30	training	training	NOUN
easat-4722	84	31	.	.	PUNCT
easat-4722	85	1	at	at	ADP
easat-4722	85	2	present	present	ADJ
easat-4722	85	3	,	,	PUNCT
easat-4722	85	4	the	the	DET
easat-4722	85	5	online	online	ADJ
easat-4722	85	6	learning	learning	NOUN
easat-4722	85	7	platform	platform	NOUN
easat-4722	85	8	usually	usually	ADV
easat-4722	85	9	takes	take	VERB
easat-4722	85	10	the	the	DET
easat-4722	85	11	teaching	teaching	NOUN
easat-4722	85	12	platform	platform	NOUN
easat-4722	85	13	as	as	ADP
easat-4722	85	14	the	the	DET
easat-4722	85	15	core	core	NOUN
easat-4722	85	16	,	,	PUNCT
easat-4722	85	17	and	and	CCONJ
easat-4722	85	18	learners	learner	NOUN
easat-4722	85	19	take	take	VERB
easat-4722	85	20	the	the	DET
easat-4722	85	21	learning	learning	NOUN
easat-4722	85	22	resources	resource	NOUN
easat-4722	85	23	preset	preset	VERB
easat-4722	85	24	in	in	ADP
easat-4722	85	25	the	the	DET
easat-4722	85	26	platform	platform	NOUN
easat-4722	85	27	as	as	ADP
easat-4722	85	28	the	the	DET
easat-4722	85	29	main	main	ADJ
easat-4722	85	30	learning	learning	NOUN
easat-4722	85	31	content	content	NOUN
easat-4722	85	32	in	in	ADP
easat-4722	85	33	the	the	DET
easat-4722	85	34	learning	learning	NOUN
easat-4722	85	35	process	process	NOUN
easat-4722	85	36	,	,	PUNCT
easat-4722	85	37	but	but	CCONJ
easat-4722	85	38	at	at	ADP
easat-4722	85	39	the	the	DET
easat-4722	85	40	same	same	ADJ
easat-4722	85	41	time	time	NOUN
easat-4722	85	42	,	,	PUNCT
easat-4722	85	43	there	there	PRON
easat-4722	85	44	are	be	VERB
easat-4722	85	45	homogenization	homogenization	NOUN
easat-4722	85	46	problems	problem	NOUN
easat-4722	85	47	.	.	PUNCT
easat-4722	86	1	personalized	personalize	VERB
easat-4722	86	2	resource	resource	NOUN
easat-4722	86	3	recommendation	recommendation	NOUN
easat-4722	86	4	service	service	NOUN
easat-4722	86	5	technology	technology	NOUN
easat-4722	86	6	can	can	AUX
easat-4722	86	7	automatically	automatically	ADV
easat-4722	86	8	recommend	recommend	VERB
easat-4722	86	9	educational	educational	ADJ
easat-4722	86	10	information	information	NOUN
easat-4722	86	11	and	and	CCONJ
easat-4722	86	12	educational	educational	ADJ
easat-4722	86	13	resources	resource	NOUN
easat-4722	86	14	that	that	PRON
easat-4722	86	15	learners	learner	NOUN
easat-4722	86	16	may	may	AUX
easat-4722	86	17	be	be	AUX
easat-4722	86	18	interested	interested	ADJ
easat-4722	86	19	in	in	ADP
easat-4722	86	20	by	by	ADP
easat-4722	86	21	analyzing	analyze	VERB
easat-4722	86	22	learners	learner	NOUN
easat-4722	86	23	'	'	PART
easat-4722	86	24	historical	historical	ADJ
easat-4722	86	25	behavior	behavior	NOUN
easat-4722	86	26	data	datum	NOUN
easat-4722	86	27	and	and	CCONJ
easat-4722	86	28	constructing	construct	VERB
easat-4722	86	29	their	their	PRON
easat-4722	86	30	interest	interest	NOUN
easat-4722	86	31	model	model	NOUN
easat-4722	86	32	.	.	PUNCT
easat-4722	87	1	in	in	ADP
easat-4722	87	2	today	today	NOUN
easat-4722	87	3	's	's	PART
easat-4722	87	4	information	information	NOUN
easat-4722	87	5	explosion	explosion	NOUN
easat-4722	87	6	,	,	PUNCT
easat-4722	87	7	personalized	personalize	VERB
easat-4722	87	8	resource	resource	NOUN
easat-4722	87	9	recommendation	recommendation	NOUN
easat-4722	87	10	service	service	NOUN
easat-4722	87	11	can	can	AUX
easat-4722	87	12	effectively	effectively	ADV
easat-4722	87	13	solve	solve	VERB
easat-4722	87	14	a	a	DET
easat-4722	87	15	series	series	NOUN
easat-4722	87	16	of	of	ADP
easat-4722	87	17	problems	problem	NOUN
easat-4722	87	18	such	such	ADJ
easat-4722	87	19	as	as	ADP
easat-4722	87	20	"	"	PUNCT
easat-4722	87	21	information	information	NOUN
easat-4722	87	22	loss	loss	NOUN
easat-4722	87	23	"	"	PUNCT
easat-4722	87	24	and	and	CCONJ
easat-4722	87	25	"	"	PUNCT
easat-4722	87	26	information	information	NOUN
easat-4722	87	27	overload	overload	NOUN
easat-4722	87	28	"	"	PUNCT
easat-4722	88	1	[	[	X
easat-4722	88	2	12	12	NUM
easat-4722	88	3	]	]	PUNCT
easat-4722	88	4	.	.	PUNCT
easat-4722	89	1	among	among	ADP
easat-4722	89	2	them	they	PRON
easat-4722	89	3	,	,	PUNCT
easat-4722	89	4	recommendation	recommendation	NOUN
easat-4722	89	5	algorithm	algorithm	NOUN
easat-4722	89	6	is	be	AUX
easat-4722	89	7	the	the	DET
easat-4722	89	8	most	most	ADV
easat-4722	89	9	critical	critical	ADJ
easat-4722	89	10	link	link	NOUN
easat-4722	89	11	,	,	PUNCT
easat-4722	89	12	and	and	CCONJ
easat-4722	89	13	its	its	PRON
easat-4722	89	14	success	success	NOUN
easat-4722	89	15	directly	directly	ADV
easat-4722	89	16	affects	affect	VERB
easat-4722	89	17	the	the	DET
easat-4722	89	18	types	type	NOUN
easat-4722	89	19	and	and	CCONJ
easat-4722	89	20	performance	performance	NOUN
easat-4722	89	21	of	of	ADP
easat-4722	89	22	this	this	DET
easat-4722	89	23	technology	technology	NOUN
easat-4722	89	24	.	.	PUNCT
easat-4722	90	1	with	with	ADP
easat-4722	90	2	the	the	DET
easat-4722	90	3	great	great	ADJ
easat-4722	90	4	success	success	NOUN
easat-4722	90	5	of	of	ADP
easat-4722	90	6	deep	deep	ADJ
easat-4722	90	7	learning	learning	NOUN
easat-4722	90	8	algorithm	algorithm	NOUN
easat-4722	90	9	in	in	ADP
easat-4722	90	10	computer	computer	NOUN
easat-4722	90	11	vision	vision	NOUN
easat-4722	90	12	,	,	PUNCT
easat-4722	90	13	speech	speech	NOUN
easat-4722	90	14	processing	processing	NOUN
easat-4722	90	15	and	and	CCONJ
easat-4722	90	16	natural	natural	ADJ
easat-4722	90	17	language	language	NOUN
easat-4722	90	18	processing	processing	NOUN
easat-4722	90	19	,	,	PUNCT
easat-4722	90	20	how	how	SCONJ
easat-4722	90	21	to	to	PART
easat-4722	90	22	introduce	introduce	VERB
easat-4722	90	23	it	it	PRON
easat-4722	90	24	into	into	ADP
easat-4722	90	25	recommendation	recommendation	NOUN
easat-4722	90	26	algorithm	algorithm	NOUN
easat-4722	90	27	has	have	AUX
easat-4722	90	28	become	become	VERB
easat-4722	90	29	a	a	DET
easat-4722	90	30	research	research	NOUN
easat-4722	90	31	hotspot	hotspot	NOUN
easat-4722	90	32	in	in	ADP
easat-4722	90	33	recent	recent	ADJ
easat-4722	90	34	years	year	NOUN
easat-4722	91	1	[	[	X
easat-4722	91	2	13	13	NUM
easat-4722	91	3	]	]	PUNCT
easat-4722	91	4	.	.	PUNCT
easat-4722	92	1	aiming	aim	VERB
easat-4722	92	2	at	at	ADP
easat-4722	92	3	the	the	DET
easat-4722	92	4	problem	problem	NOUN
easat-4722	92	5	of	of	ADP
easat-4722	92	6	"	"	PUNCT
easat-4722	92	7	cold	cold	ADJ
easat-4722	92	8	start	start	NOUN
easat-4722	92	9	"	"	PUNCT
easat-4722	92	10	in	in	ADP
easat-4722	92	11	traditional	traditional	ADJ
easat-4722	92	12	recommendation	recommendation	NOUN
easat-4722	92	13	algorithm	algorithm	NOUN
easat-4722	92	14	,	,	PUNCT
easat-4722	92	15	this	this	DET
easat-4722	92	16	paper	paper	NOUN
easat-4722	92	17	proposes	propose	VERB
easat-4722	92	18	a	a	DET
easat-4722	92	19	content	content	NOUN
easat-4722	92	20	-	-	PUNCT
easat-4722	92	21	based	base	VERB
easat-4722	92	22	recommendation	recommendation	NOUN
easat-4722	92	23	model	model	NOUN
easat-4722	92	24	using	use	VERB
easat-4722	92	25	cnn	cnn	PROPN
easat-4722	92	26	,	,	PUNCT
easat-4722	92	27	which	which	PRON
easat-4722	92	28	uses	use	VERB
easat-4722	92	29	the	the	DET
easat-4722	92	30	text	text	NOUN
easat-4722	92	31	information	information	NOUN
easat-4722	92	32	in	in	ADP
easat-4722	92	33	multimedia	multimedia	NOUN
easat-4722	92	34	resources	resource	NOUN
easat-4722	92	35	as	as	ADP
easat-4722	92	36	the	the	DET
easat-4722	92	37	recommendation	recommendation	NOUN
easat-4722	92	38	basis	basis	NOUN
easat-4722	92	39	,	,	PUNCT
easat-4722	92	40	uses	use	VERB
easat-4722	92	41	the	the	DET
easat-4722	92	42	hidden	hide	VERB
easat-4722	92	43	factor	factor	NOUN
easat-4722	92	44	model	model	NOUN
easat-4722	92	45	to	to	PART
easat-4722	92	46	calculate	calculate	VERB
easat-4722	92	47	the	the	DET
easat-4722	92	48	feature	feature	NOUN
easat-4722	92	49	vectors	vector	NOUN
easat-4722	92	50	of	of	ADP
easat-4722	92	51	users	user	NOUN
easat-4722	92	52	and	and	CCONJ
easat-4722	92	53	objects	object	NOUN
easat-4722	92	54	according	accord	VERB
easat-4722	92	55	to	to	ADP
easat-4722	92	56	historical	historical	ADJ
easat-4722	92	57	data	datum	NOUN
easat-4722	92	58	,	,	PUNCT
easat-4722	92	59	then	then	ADV
easat-4722	92	60	uses	use	VERB
easat-4722	92	61	cnn	cnn	PROPN
easat-4722	92	62	to	to	PART
easat-4722	92	63	map	map	VERB
easat-4722	92	64	and	and	CCONJ
easat-4722	92	65	fit	fit	VERB
easat-4722	92	66	the	the	DET
easat-4722	92	67	text	text	NOUN
easat-4722	92	68	information	information	NOUN
easat-4722	92	69	in	in	ADP
easat-4722	92	70	resources	resource	NOUN
easat-4722	92	71	with	with	ADP
easat-4722	92	72	its	its	PRON
easat-4722	92	73	corresponding	corresponding	ADJ
easat-4722	92	74	feature	feature	NOUN
easat-4722	92	75	vectors	vector	NOUN
easat-4722	92	76	,	,	PUNCT
easat-4722	92	77	and	and	CCONJ
easat-4722	92	78	then	then	ADV
easat-4722	92	79	uses	use	VERB
easat-4722	92	80	the	the	DET
easat-4722	92	81	trained	train	VERB
easat-4722	92	82	cnn	cnn	PROPN
easat-4722	92	83	to	to	PART
easat-4722	92	84	make	make	VERB
easat-4722	92	85	recommendations	recommendation	NOUN
easat-4722	92	86	.	.	PUNCT
easat-4722	93	1	the	the	DET
easat-4722	93	2	overall	overall	ADJ
easat-4722	93	3	structure	structure	NOUN
easat-4722	93	4	is	be	AUX
easat-4722	93	5	shown	show	VERB
easat-4722	93	6	in	in	ADP
easat-4722	93	7	figure	figure	NOUN
easat-4722	93	8	2	2	NUM
easat-4722	93	9	:	:	SYM
easat-4722	93	10	1172	1172	NUM
easat-4722	93	11	edelweiss	edelweiss	PROPN
easat-4722	93	12	applied	apply	VERB
easat-4722	93	13	science	science	NOUN
easat-4722	93	14	and	and	CCONJ
easat-4722	93	15	technology	technology	NOUN
easat-4722	93	16	issn	issn	PROPN
easat-4722	93	17	:	:	PUNCT
easat-4722	93	18	2576	2576	NUM
easat-4722	93	19	-	-	SYM
easat-4722	93	20	8484	8484	NUM
easat-4722	93	21	vol	vol	NOUN
easat-4722	93	22	.	.	PROPN
easat-4722	94	1	9	9	NUM
easat-4722	94	2	,	,	PUNCT
easat-4722	94	3	no	no	INTJ
easat-4722	94	4	.	.	NOUN
easat-4722	94	5	2	2	NUM
easat-4722	94	6	:	:	PUNCT
easat-4722	94	7	1168	1168	NUM
easat-4722	94	8	-	-	SYM
easat-4722	94	9	1179	1179	NUM
easat-4722	94	10	,	,	PUNCT
easat-4722	94	11	2025	2025	NUM
easat-4722	94	12	doi	doi	NOUN
easat-4722	94	13	:	:	PUNCT
easat-4722	94	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	94	15	©	©	PROPN
easat-4722	94	16	2025	2025	NUM
easat-4722	94	17	by	by	ADP
easat-4722	94	18	the	the	DET
easat-4722	94	19	authors	author	NOUN
easat-4722	94	20	;	;	PUNCT
easat-4722	94	21	licensee	licensee	PROPN
easat-4722	94	22	learning	learn	VERB
easat-4722	94	23	gate	gate	NOUN
easat-4722	94	24	figure	figure	NOUN
easat-4722	94	25	2	2	NUM
easat-4722	94	26	.	.	PUNCT
easat-4722	94	27	overall	overall	ADJ
easat-4722	94	28	structure	structure	NOUN
easat-4722	94	29	of	of	ADP
easat-4722	94	30	personalized	personalized	ADJ
easat-4722	94	31	learning	learning	NOUN
easat-4722	94	32	recommendation	recommendation	NOUN
easat-4722	94	33	.	.	PUNCT
easat-4722	95	1	the	the	DET
easat-4722	95	2	content	content	NOUN
easat-4722	95	3	-	-	PUNCT
easat-4722	95	4	based	base	VERB
easat-4722	95	5	cnn	cnn	PROPN
easat-4722	95	6	recommendation	recommendation	NOUN
easat-4722	95	7	model	model	NOUN
easat-4722	95	8	includes	include	VERB
easat-4722	95	9	three	three	NUM
easat-4722	95	10	main	main	ADJ
easat-4722	95	11	aspects	aspect	NOUN
easat-4722	95	12	:	:	PUNCT
easat-4722	95	13	content	content	NOUN
easat-4722	95	14	-	-	PUNCT
easat-4722	95	15	based	base	VERB
easat-4722	95	16	recommendation	recommendation	NOUN
easat-4722	95	17	framework	framework	NOUN
easat-4722	95	18	,	,	PUNCT
easat-4722	95	19	cnn	cnn	NOUN
easat-4722	95	20	and	and	CCONJ
easat-4722	95	21	implicit	implicit	ADJ
easat-4722	95	22	factor	factor	NOUN
easat-4722	95	23	model	model	NOUN
easat-4722	95	24	.	.	PUNCT
easat-4722	96	1	the	the	DET
easat-4722	96	2	recommendation	recommendation	NOUN
easat-4722	96	3	process	process	NOUN
easat-4722	96	4	depends	depend	VERB
easat-4722	96	5	on	on	ADP
easat-4722	96	6	cnn	cnn	PROPN
easat-4722	96	7	provided	provide	VERB
easat-4722	96	8	in	in	ADP
easat-4722	96	9	the	the	DET
easat-4722	96	10	training	training	NOUN
easat-4722	96	11	process	process	NOUN
easat-4722	96	12	to	to	PART
easat-4722	96	13	work	work	VERB
easat-4722	96	14	effectively	effectively	ADV
easat-4722	96	15	.	.	PUNCT
easat-4722	97	1	the	the	DET
easat-4722	97	2	training	training	NOUN
easat-4722	97	3	data	datum	NOUN
easat-4722	97	4	of	of	ADP
easat-4722	97	5	language	language	NOUN
easat-4722	97	6	model	model	NOUN
easat-4722	97	7	comes	come	VERB
easat-4722	97	8	from	from	ADP
easat-4722	97	9	the	the	DET
easat-4722	97	10	text	text	NOUN
easat-4722	97	11	information	information	NOUN
easat-4722	97	12	in	in	ADP
easat-4722	97	13	learning	learn	VERB
easat-4722	97	14	resources	resource	NOUN
easat-4722	97	15	[	[	X
easat-4722	97	16	14	14	NUM
easat-4722	97	17	]	]	PUNCT
easat-4722	97	18	.	.	PUNCT
easat-4722	98	1	cnn	cnn	PROPN
easat-4722	98	2	model	model	NOUN
easat-4722	98	3	is	be	AUX
easat-4722	98	4	a	a	DET
easat-4722	98	5	four	four	NUM
easat-4722	98	6	-	-	PUNCT
easat-4722	98	7	layer	layer	NOUN
easat-4722	98	8	neural	neural	ADJ
easat-4722	98	9	network	network	NOUN
easat-4722	98	10	model	model	NOUN
easat-4722	98	11	with	with	ADP
easat-4722	98	12	two	two	NUM
easat-4722	98	13	convolution	convolution	NOUN
easat-4722	98	14	layers	layer	NOUN
easat-4722	98	15	,	,	PUNCT
easat-4722	98	16	a	a	DET
easat-4722	98	17	local	local	ADJ
easat-4722	98	18	sampling	sampling	NOUN
easat-4722	98	19	layer	layer	NOUN
easat-4722	98	20	and	and	CCONJ
easat-4722	98	21	a	a	DET
easat-4722	98	22	fully	fully	ADV
easat-4722	98	23	connected	connected	ADJ
easat-4722	98	24	layer	layer	NOUN
easat-4722	98	25	.	.	PUNCT
easat-4722	99	1	a	a	DET
easat-4722	99	2	convolution	convolution	NOUN
easat-4722	99	3	layer	layer	NOUN
easat-4722	99	4	contains	contain	VERB
easat-4722	99	5	a	a	DET
easat-4722	99	6	convolution	convolution	NOUN
easat-4722	99	7	filter	filter	NOUN
easat-4722	99	8	skrw	skrw	PROPN
easat-4722	99	9	,	,	PUNCT
easat-4722	99	10	which	which	PRON
easat-4722	99	11	is	be	AUX
easat-4722	99	12	applied	apply	VERB
easat-4722	99	13	to	to	ADP
easat-4722	99	14	s	s	NOUN
easat-4722	99	15	word	word	NOUN
easat-4722	99	16	vectors	vector	NOUN
easat-4722	99	17	to	to	PART
easat-4722	99	18	calculate	calculate	VERB
easat-4722	99	19	their	their	PRON
easat-4722	99	20	eigenvalues	eigenvalue	NOUN
easat-4722	99	21	.	.	PUNCT
easat-4722	100	1	(	(	PUNCT
easat-4722	100	2	)	)	PUNCT
easat-4722	100	3	bxwfc	bxwfc	PROPN
easat-4722	100	4	ii	ii	PROPN
easat-4722	100	5	+	+	PROPN
easat-4722	100	6	=	=	NUM
easat-4722	100	7	(	(	PUNCT
easat-4722	100	8	1	1	X
easat-4722	100	9	)	)	PUNCT
easat-4722	100	10	rb	rb	ADV
easat-4722	100	11	is	be	AUX
easat-4722	100	12	a	a	DET
easat-4722	100	13	bias	bias	NOUN
easat-4722	100	14	term	term	NOUN
easat-4722	100	15	in	in	ADP
easat-4722	100	16	neural	neural	ADJ
easat-4722	100	17	network	network	NOUN
easat-4722	100	18	,	,	PUNCT
easat-4722	100	19	and	and	CCONJ
easat-4722	100	20	f	f	PROPN
easat-4722	100	21	is	be	AUX
easat-4722	100	22	a	a	DET
easat-4722	100	23	nonlinear	nonlinear	ADJ
easat-4722	100	24	activation	activation	NOUN
easat-4722	100	25	function	function	NOUN
easat-4722	100	26	such	such	ADJ
easat-4722	100	27	as	as	ADP
easat-4722	100	28	sigmoid	sigmoid	NOUN
easat-4722	100	29	function	function	NOUN
easat-4722	100	30	.	.	PUNCT
easat-4722	101	1	the	the	DET
easat-4722	101	2	convolution	convolution	NOUN
easat-4722	101	3	operation	operation	NOUN
easat-4722	101	4	will	will	AUX
easat-4722	101	5	produce	produce	VERB
easat-4722	101	6	new	new	ADJ
easat-4722	101	7	eigenvalues	eigenvalue	NOUN
easat-4722	101	8	at	at	ADP
easat-4722	101	9			ADJ
easat-4722	101	10	bbb	bbb	NOUN
easat-4722	101	11	,	,	PUNCT
easat-4722	101	12	,	,	PUNCT
easat-4722	101	13	1	1	NUM
easat-4722	101	14	=	=	NUM
easat-4722	101	15	.	.	PUNCT
easat-4722	102	1	(	(	PUNCT
easat-4722	102	2	)	)	PUNCT
easat-4722	102	3	bbwfa	bbwfa	NOUN
easat-4722	102	4	+	+	NOUN
easat-4722	102	5	=	=	NUM
easat-4722	102	6	(	(	PUNCT
easat-4722	102	7	2	2	X
easat-4722	102	8	)	)	PUNCT
easat-4722	102	9	the	the	DET
easat-4722	102	10	above	above	ADJ
easat-4722	102	11	formula	formula	NOUN
easat-4722	102	12	deduces	deduce	VERB
easat-4722	102	13	the	the	DET
easat-4722	102	14	process	process	NOUN
easat-4722	102	15	of	of	ADP
easat-4722	102	16	extracting	extract	VERB
easat-4722	102	17	features	feature	NOUN
easat-4722	102	18	from	from	ADP
easat-4722	102	19	a	a	DET
easat-4722	102	20	convolution	convolution	NOUN
easat-4722	102	21	filter	filter	NOUN
easat-4722	102	22	.	.	PUNCT
easat-4722	103	1	in	in	ADP
easat-4722	103	2	this	this	DET
easat-4722	103	3	model	model	NOUN
easat-4722	103	4	,	,	PUNCT
easat-4722	103	5	a	a	DET
easat-4722	103	6	large	large	ADJ
easat-4722	103	7	number	number	NOUN
easat-4722	103	8	of	of	ADP
easat-4722	103	9	convolution	convolution	NOUN
easat-4722	103	10	filters	filter	NOUN
easat-4722	103	11	are	be	AUX
easat-4722	103	12	used	use	VERB
easat-4722	103	13	to	to	PART
easat-4722	103	14	extract	extract	VERB
easat-4722	103	15	a	a	DET
easat-4722	103	16	large	large	ADJ
easat-4722	103	17	number	number	NOUN
easat-4722	103	18	of	of	ADP
easat-4722	103	19	features	feature	NOUN
easat-4722	103	20	,	,	PUNCT
easat-4722	103	21	and	and	CCONJ
easat-4722	103	22	these	these	DET
easat-4722	103	23	features	feature	NOUN
easat-4722	103	24	are	be	AUX
easat-4722	103	25	input	input	NOUN
easat-4722	103	26	to	to	ADP
easat-4722	103	27	a	a	DET
easat-4722	103	28	fully	fully	ADV
easat-4722	103	29	connected	connect	VERB
easat-4722	103	30	layer	layer	NOUN
easat-4722	103	31	whose	whose	DET
easat-4722	103	32	output	output	NOUN
easat-4722	103	33	is	be	AUX
easat-4722	103	34	an	an	DET
easat-4722	103	35	implicit	implicit	ADJ
easat-4722	103	36	factor	factor	NOUN
easat-4722	103	37	,	,	PUNCT
easat-4722	103	38	that	that	ADV
easat-4722	103	39	is	is	ADV
easat-4722	103	40	,	,	PUNCT
easat-4722	103	41	the	the	DET
easat-4722	103	42	last	last	ADJ
easat-4722	103	43	layer	layer	NOUN
easat-4722	103	44	of	of	ADP
easat-4722	103	45	the	the	DET
easat-4722	103	46	network	network	NOUN
easat-4722	103	47	[	[	X
easat-4722	103	48	15	15	NUM
easat-4722	103	49	]	]	PUNCT
easat-4722	103	50	.	.	PUNCT
easat-4722	104	1	implicit	implicit	ADJ
easat-4722	104	2	factor	factor	NOUN
easat-4722	104	3	model	model	NOUN
easat-4722	104	4	is	be	AUX
easat-4722	104	5	used	use	VERB
easat-4722	104	6	to	to	PART
easat-4722	104	7	obtain	obtain	VERB
easat-4722	104	8	the	the	DET
easat-4722	104	9	characteristics	characteristic	NOUN
easat-4722	104	10	of	of	ADP
easat-4722	104	11	learners	learner	NOUN
easat-4722	104	12	and	and	CCONJ
easat-4722	104	13	learning	learn	VERB
easat-4722	104	14	resources	resource	NOUN
easat-4722	104	15	.	.	PUNCT
easat-4722	105	1	in	in	ADP
easat-4722	105	2	the	the	DET
easat-4722	105	3	traditional	traditional	ADJ
easat-4722	105	4	hidden	hide	VERB
easat-4722	105	5	factor	factor	NOUN
easat-4722	105	6	model	model	NOUN
easat-4722	105	7	,	,	PUNCT
easat-4722	105	8	vector	vector	NOUN
easat-4722	105	9	two	two	NUM
easat-4722	105	10	norm	norm	NOUN
easat-4722	105	11	is	be	AUX
easat-4722	105	12	used	use	VERB
easat-4722	105	13	as	as	ADP
easat-4722	105	14	the	the	DET
easat-4722	105	15	regularization	regularization	NOUN
easat-4722	105	16	factor	factor	NOUN
easat-4722	105	17	,	,	PUNCT
easat-4722	105	18	but	but	CCONJ
easat-4722	105	19	this	this	DET
easat-4722	105	20	regularization	regularization	NOUN
easat-4722	105	21	factor	factor	NOUN
easat-4722	105	22	will	will	AUX
easat-4722	105	23	bring	bring	VERB
easat-4722	105	24	the	the	DET
easat-4722	105	25	problem	problem	NOUN
easat-4722	105	26	of	of	ADP
easat-4722	105	27	over	over	ADP
easat-4722	105	28	-	-	PUNCT
easat-4722	105	29	smoothness	smoothness	NOUN
easat-4722	105	30	.	.	PUNCT
easat-4722	106	1	an	an	DET
easat-4722	106	2	improved	improve	VERB
easat-4722	106	3	matrix	matrix	NOUN
easat-4722	106	4	decomposition	decomposition	NOUN
easat-4722	106	5	method	method	NOUN
easat-4722	106	6	is	be	AUX
easat-4722	106	7	proposed	propose	VERB
easat-4722	106	8	,	,	PUNCT
easat-4722	106	9	and	and	CCONJ
easat-4722	106	10	sparse	sparse	VERB
easat-4722	106	11	prior	prior	ADV
easat-4722	106	12	is	be	AUX
easat-4722	106	13	used	use	VERB
easat-4722	106	14	to	to	PART
easat-4722	106	15	constrain	constrain	VERB
easat-4722	106	16	the	the	DET
easat-4722	106	17	results	result	NOUN
easat-4722	106	18	.	.	PUNCT
easat-4722	107	1	the	the	DET
easat-4722	107	2	objective	objective	ADJ
easat-4722	107	3	function	function	NOUN
easat-4722	107	4	of	of	ADP
easat-4722	107	5	the	the	DET
easat-4722	107	6	model	model	NOUN
easat-4722	107	7	is	be	AUX
easat-4722	107	8	:	:	PUNCT
easat-4722	107	9	(	(	PUNCT
easat-4722	107	10	)	)	PUNCT
easat-4722	107	11	(	(	PUNCT
easat-4722	107	12	)	)	PUNCT
easat-4722	107	13	1211	1211	NUM
easat-4722	107	14	2	2	NUM
easat-4722	107	15	,	,	PUNCT
easat-4722	107	16	vurvuvuj	vurvuvuj	PROPN
easat-4722	107	17	ij	ij	PROPN
easat-4722	107	18	ijji	ijji	PROPN
easat-4722	107	19			PROPN
easat-4722	108	1	+	+	PROPN
easat-4722	108	2	+	+	NOUN
easat-4722	108	3	−=	−=	ADJ
easat-4722	108	4	(	(	PUNCT
easat-4722	108	5	3	3	NUM
easat-4722	108	6	)	)	PUNCT
easat-4722	108	7	1173	1173	NUM
easat-4722	108	8	edelweiss	edelweiss	PROPN
easat-4722	108	9	applied	apply	VERB
easat-4722	108	10	science	science	NOUN
easat-4722	108	11	and	and	CCONJ
easat-4722	108	12	technology	technology	NOUN
easat-4722	108	13	issn	issn	PROPN
easat-4722	108	14	:	:	PUNCT
easat-4722	108	15	2576	2576	NUM
easat-4722	108	16	-	-	SYM
easat-4722	108	17	8484	8484	NUM
easat-4722	108	18	vol	vol	NOUN
easat-4722	108	19	.	.	PROPN
easat-4722	109	1	9	9	NUM
easat-4722	109	2	,	,	PUNCT
easat-4722	109	3	no	no	INTJ
easat-4722	109	4	.	.	NOUN
easat-4722	109	5	2	2	NUM
easat-4722	109	6	:	:	PUNCT
easat-4722	109	7	1168	1168	NUM
easat-4722	109	8	-	-	SYM
easat-4722	109	9	1179	1179	NUM
easat-4722	109	10	,	,	PUNCT
easat-4722	109	11	2025	2025	NUM
easat-4722	109	12	doi	doi	NOUN
easat-4722	109	13	:	:	PUNCT
easat-4722	109	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	109	15	©	©	PROPN
easat-4722	109	16	2025	2025	NUM
easat-4722	109	17	by	by	ADP
easat-4722	109	18	the	the	DET
easat-4722	109	19	authors	author	NOUN
easat-4722	109	20	;	;	PUNCT
easat-4722	109	21	licensee	licensee	PROPN
easat-4722	109	22	learning	learning	NOUN
easat-4722	109	23	gate	gate	VERB
easat-4722	109	24	the	the	DET
easat-4722	109	25	matrix	matrix	NOUN
easat-4722	109	26	u	u	NOUN
easat-4722	109	27	represents	represent	VERB
easat-4722	109	28	the	the	DET
easat-4722	109	29	correlation	correlation	NOUN
easat-4722	109	30	matrix	matrix	NOUN
easat-4722	109	31	between	between	ADP
easat-4722	109	32	users	user	NOUN
easat-4722	109	33	and	and	CCONJ
easat-4722	109	34	implicit	implicit	ADJ
easat-4722	109	35	factors	factor	NOUN
easat-4722	109	36	,	,	PUNCT
easat-4722	109	37	and	and	CCONJ
easat-4722	109	38	v	v	NOUN
easat-4722	109	39	represents	represent	VERB
easat-4722	109	40	the	the	DET
easat-4722	109	41	correlation	correlation	NOUN
easat-4722	109	42	matrix	matrix	NOUN
easat-4722	109	43	between	between	ADP
easat-4722	109	44	learning	learn	VERB
easat-4722	109	45	resources	resource	NOUN
easat-4722	109	46	and	and	CCONJ
easat-4722	109	47	implicit	implicit	ADJ
easat-4722	109	48	factors	factor	NOUN
easat-4722	109	49	.	.	PUNCT
easat-4722	110	1	ijr	ijr	NOUN
easat-4722	110	2	represents	represent	VERB
easat-4722	110	3	the	the	DET
easat-4722	110	4	scoring	scoring	NOUN
easat-4722	110	5	data	datum	NOUN
easat-4722	110	6	given	give	VERB
easat-4722	110	7	by	by	ADP
easat-4722	110	8	the	the	DET
easat-4722	110	9	i	i	PROPN
easat-4722	110	10	th	th	PROPN
easat-4722	110	11	learner	learner	NOUN
easat-4722	110	12	to	to	ADP
easat-4722	110	13	the	the	DET
easat-4722	110	14	j	j	PROPN
easat-4722	111	1	th	th	X
easat-4722	111	2	learning	learning	NOUN
easat-4722	111	3	resource	resource	NOUN
easat-4722	111	4	,	,	PUNCT
easat-4722	111	5	and	and	CCONJ
easat-4722	111	6	21,	21,	NUM
easat-4722	111	7	is	be	AUX
easat-4722	111	8	the	the	DET
easat-4722	111	9	regularization	regularization	NOUN
easat-4722	111	10	factor	factor	NOUN
easat-4722	111	11	to	to	PART
easat-4722	111	12	control	control	VERB
easat-4722	111	13	the	the	DET
easat-4722	111	14	relative	relative	ADJ
easat-4722	111	15	strength	strength	NOUN
easat-4722	111	16	between	between	ADP
easat-4722	111	17	the	the	DET
easat-4722	111	18	constraint	constraint	NOUN
easat-4722	111	19	term	term	NOUN
easat-4722	111	20	and	and	CCONJ
easat-4722	111	21	the	the	DET
easat-4722	111	22	fidelity	fidelity	NOUN
easat-4722	111	23	term	term	NOUN
easat-4722	111	24	in	in	ADP
easat-4722	111	25	the	the	DET
easat-4722	111	26	objective	objective	ADJ
easat-4722	111	27	function	function	NOUN
easat-4722	111	28	.	.	PUNCT
easat-4722	112	1	2.2.2	2.2.2	X
easat-4722	112	2	.	.	PUNCT
easat-4722	112	3	classroom	classroom	NOUN
easat-4722	112	4	evaluation	evaluation	NOUN
easat-4722	112	5	for	for	ADP
easat-4722	112	6	general	general	ADJ
easat-4722	112	7	classroom	classroom	NOUN
easat-4722	112	8	teaching	teaching	NOUN
easat-4722	112	9	,	,	PUNCT
easat-4722	112	10	whether	whether	SCONJ
easat-4722	112	11	it	it	PRON
easat-4722	112	12	is	be	AUX
easat-4722	112	13	the	the	DET
easat-4722	112	14	traditional	traditional	ADJ
easat-4722	112	15	manual	manual	ADJ
easat-4722	112	16	evaluation	evaluation	NOUN
easat-4722	112	17	method	method	NOUN
easat-4722	112	18	or	or	CCONJ
easat-4722	112	19	the	the	DET
easat-4722	112	20	existing	exist	VERB
easat-4722	112	21	classroom	classroom	NOUN
easat-4722	112	22	evaluation	evaluation	NOUN
easat-4722	112	23	platform	platform	NOUN
easat-4722	112	24	,	,	PUNCT
easat-4722	112	25	the	the	DET
easat-4722	112	26	observation	observation	NOUN
easat-4722	112	27	points	point	NOUN
easat-4722	112	28	of	of	ADP
easat-4722	112	29	classroom	classroom	NOUN
easat-4722	112	30	teaching	teaching	NOUN
easat-4722	112	31	evaluation	evaluation	NOUN
easat-4722	112	32	mainly	mainly	ADV
easat-4722	112	33	include	include	VERB
easat-4722	112	34	students	student	NOUN
easat-4722	112	35	'	'	PART
easat-4722	112	36	attendance	attendance	NOUN
easat-4722	112	37	in	in	ADP
easat-4722	112	38	class	class	NOUN
easat-4722	112	39	,	,	PUNCT
easat-4722	112	40	attention	attention	NOUN
easat-4722	112	41	in	in	ADP
easat-4722	112	42	class	class	NOUN
easat-4722	112	43	,	,	PUNCT
easat-4722	112	44	classroom	classroom	NOUN
easat-4722	112	45	activity	activity	NOUN
easat-4722	112	46	and	and	CCONJ
easat-4722	112	47	the	the	DET
easat-4722	112	48	design	design	NOUN
easat-4722	112	49	of	of	ADP
easat-4722	112	50	classroom	classroom	NOUN
easat-4722	112	51	links	link	NOUN
easat-4722	112	52	.	.	PUNCT
easat-4722	113	1	based	base	VERB
easat-4722	113	2	on	on	ADP
easat-4722	113	3	objective	objective	ADJ
easat-4722	113	4	evaluation	evaluation	NOUN
easat-4722	113	5	,	,	PUNCT
easat-4722	113	6	this	this	DET
easat-4722	113	7	paper	paper	NOUN
easat-4722	113	8	studies	study	VERB
easat-4722	113	9	the	the	DET
easat-4722	113	10	evaluation	evaluation	NOUN
easat-4722	113	11	methods	method	NOUN
easat-4722	113	12	of	of	ADP
easat-4722	113	13	classroom	classroom	NOUN
easat-4722	113	14	concentration	concentration	NOUN
easat-4722	113	15	,	,	PUNCT
easat-4722	113	16	classroom	classroom	NOUN
easat-4722	113	17	activity	activity	NOUN
easat-4722	113	18	and	and	CCONJ
easat-4722	113	19	classroom	classroom	NOUN
easat-4722	113	20	link	link	NOUN
easat-4722	113	21	richness	richness	NOUN
easat-4722	113	22	,	,	PUNCT
easat-4722	113	23	and	and	CCONJ
easat-4722	113	24	constructs	construct	VERB
easat-4722	113	25	an	an	DET
easat-4722	113	26	information	information	NOUN
easat-4722	113	27	evaluation	evaluation	NOUN
easat-4722	113	28	system	system	NOUN
easat-4722	113	29	of	of	ADP
easat-4722	113	30	students	student	NOUN
easat-4722	113	31	'	'	PART
easat-4722	113	32	learning	learning	NOUN
easat-4722	113	33	process	process	NOUN
easat-4722	113	34	and	and	CCONJ
easat-4722	113	35	classroom	classroom	NOUN
easat-4722	113	36	quality	quality	NOUN
easat-4722	113	37	.	.	PUNCT
easat-4722	114	1	the	the	DET
easat-4722	114	2	platform	platform	NOUN
easat-4722	114	3	needs	need	VERB
easat-4722	114	4	to	to	PART
easat-4722	114	5	analyze	analyze	VERB
easat-4722	114	6	all	all	DET
easat-4722	114	7	the	the	DET
easat-4722	114	8	collected	collected	ADJ
easat-4722	114	9	classroom	classroom	NOUN
easat-4722	114	10	-	-	PUNCT
easat-4722	114	11	related	relate	VERB
easat-4722	114	12	indicators	indicator	NOUN
easat-4722	114	13	,	,	PUNCT
easat-4722	114	14	and	and	CCONJ
easat-4722	114	15	get	get	VERB
easat-4722	114	16	the	the	DET
easat-4722	114	17	comprehensive	comprehensive	ADJ
easat-4722	114	18	evaluation	evaluation	NOUN
easat-4722	114	19	results	result	NOUN
easat-4722	114	20	of	of	ADP
easat-4722	114	21	the	the	DET
easat-4722	114	22	classroom	classroom	NOUN
easat-4722	114	23	through	through	ADP
easat-4722	114	24	weighted	weight	VERB
easat-4722	114	25	calculation	calculation	NOUN
easat-4722	114	26	,	,	PUNCT
easat-4722	114	27	so	so	SCONJ
easat-4722	114	28	that	that	SCONJ
easat-4722	114	29	teachers	teacher	NOUN
easat-4722	114	30	and	and	CCONJ
easat-4722	114	31	staff	staff	NOUN
easat-4722	114	32	can	can	AUX
easat-4722	114	33	analyze	analyze	VERB
easat-4722	114	34	and	and	CCONJ
easat-4722	114	35	summarize	summarize	VERB
easat-4722	114	36	.	.	PUNCT
easat-4722	115	1	therefore	therefore	ADV
easat-4722	115	2	,	,	PUNCT
easat-4722	115	3	it	it	PRON
easat-4722	115	4	is	be	AUX
easat-4722	115	5	necessary	necessary	ADJ
easat-4722	115	6	for	for	SCONJ
easat-4722	115	7	the	the	DET
easat-4722	115	8	platform	platform	NOUN
easat-4722	115	9	to	to	PART
easat-4722	115	10	have	have	VERB
easat-4722	115	11	the	the	DET
easat-4722	115	12	ability	ability	NOUN
easat-4722	115	13	to	to	PART
easat-4722	115	14	analyze	analyze	VERB
easat-4722	115	15	and	and	CCONJ
easat-4722	115	16	calculate	calculate	VERB
easat-4722	115	17	the	the	DET
easat-4722	115	18	result	result	NOUN
easat-4722	115	19	data	datum	NOUN
easat-4722	115	20	obtained	obtain	VERB
easat-4722	115	21	from	from	ADP
easat-4722	115	22	attendance	attendance	NOUN
easat-4722	115	23	and	and	CCONJ
easat-4722	115	24	classroom	classroom	NOUN
easat-4722	115	25	behavior	behavior	NOUN
easat-4722	115	26	recognition	recognition	NOUN
easat-4722	115	27	,	,	PUNCT
easat-4722	115	28	and	and	CCONJ
easat-4722	115	29	objectively	objectively	ADV
easat-4722	115	30	evaluate	evaluate	VERB
easat-4722	115	31	each	each	DET
easat-4722	115	32	class	class	NOUN
easat-4722	115	33	.	.	PUNCT
easat-4722	116	1	it	it	PRON
easat-4722	116	2	is	be	AUX
easat-4722	116	3	also	also	ADV
easat-4722	116	4	necessary	necessary	ADJ
easat-4722	116	5	to	to	PART
easat-4722	116	6	make	make	VERB
easat-4722	116	7	statistics	statistic	NOUN
easat-4722	116	8	on	on	ADP
easat-4722	116	9	students	student	NOUN
easat-4722	116	10	'	'	PART
easat-4722	116	11	personal	personal	ADJ
easat-4722	116	12	classroom	classroom	NOUN
easat-4722	116	13	behavior	behavior	NOUN
easat-4722	116	14	,	,	PUNCT
easat-4722	116	15	and	and	CCONJ
easat-4722	116	16	the	the	DET
easat-4722	116	17	statistical	statistical	ADJ
easat-4722	116	18	results	result	NOUN
easat-4722	116	19	can	can	AUX
easat-4722	116	20	provide	provide	VERB
easat-4722	116	21	a	a	DET
easat-4722	116	22	basis	basis	NOUN
easat-4722	116	23	for	for	SCONJ
easat-4722	116	24	teachers	teacher	NOUN
easat-4722	116	25	to	to	PART
easat-4722	116	26	evaluate	evaluate	VERB
easat-4722	116	27	students	student	NOUN
easat-4722	116	28	'	'	PART
easat-4722	116	29	personal	personal	ADJ
easat-4722	116	30	grades	grade	NOUN
easat-4722	116	31	.	.	PUNCT
easat-4722	117	1	the	the	DET
easat-4722	117	2	platform	platform	NOUN
easat-4722	117	3	adopts	adopt	VERB
easat-4722	117	4	the	the	DET
easat-4722	117	5	improved	improved	ADJ
easat-4722	117	6	version	version	NOUN
easat-4722	117	7	of	of	ADP
easat-4722	117	8	mobilenet	mobilenet	NOUN
easat-4722	117	9	-	-	PUNCT
easat-4722	117	10	v2	v2	NOUN
easat-4722	117	11	network	network	NOUN
easat-4722	117	12	,	,	PUNCT
easat-4722	117	13	and	and	CCONJ
easat-4722	117	14	carries	carry	VERB
easat-4722	117	15	out	out	ADP
easat-4722	117	16	face	face	NOUN
easat-4722	117	17	recognition	recognition	NOUN
easat-4722	117	18	on	on	ADP
easat-4722	117	19	the	the	DET
easat-4722	117	20	inference	inference	NOUN
easat-4722	117	21	engine	engine	NOUN
easat-4722	117	22	in	in	ADP
easat-4722	117	23	the	the	DET
easat-4722	117	24	openvino	openvino	PROPN
easat-4722	117	25	development	development	PROPN
easat-4722	117	26	tool	tool	PROPN
easat-4722	117	27	suite	suite	PROPN
easat-4722	117	28	.	.	PUNCT
easat-4722	118	1	every	every	DET
easat-4722	118	2	time	time	NOUN
easat-4722	118	3	face	face	NOUN
easat-4722	118	4	recognition	recognition	NOUN
easat-4722	118	5	is	be	AUX
easat-4722	118	6	carried	carry	VERB
easat-4722	118	7	out	out	ADP
easat-4722	118	8	,	,	PUNCT
easat-4722	118	9	the	the	DET
easat-4722	118	10	folder	folder	NOUN
easat-4722	118	11	name	name	NOUN
easat-4722	118	12	of	of	ADP
easat-4722	118	13	face	face	NOUN
easat-4722	118	14	recognition	recognition	NOUN
easat-4722	118	15	results	result	NOUN
easat-4722	118	16	is	be	AUX
easat-4722	118	17	read	read	VERB
easat-4722	118	18	,	,	PUNCT
easat-4722	118	19	and	and	CCONJ
easat-4722	118	20	the	the	DET
easat-4722	118	21	tag	tag	NOUN
easat-4722	118	22	file	file	NOUN
easat-4722	118	23	corresponding	correspond	VERB
easat-4722	118	24	to	to	ADP
easat-4722	118	25	the	the	DET
easat-4722	118	26	relevant	relevant	ADJ
easat-4722	118	27	course	course	NOUN
easat-4722	118	28	i	i	PROPN
easat-4722	118	29	d	d	PROPN
easat-4722	118	30	is	be	AUX
easat-4722	118	31	selected	select	VERB
easat-4722	118	32	as	as	ADP
easat-4722	118	33	the	the	DET
easat-4722	118	34	reference	reference	NOUN
easat-4722	118	35	image	image	NOUN
easat-4722	118	36	library	library	NOUN
easat-4722	118	37	file	file	NOUN
easat-4722	118	38	through	through	ADP
easat-4722	118	39	the	the	DET
easat-4722	118	40	time	time	NOUN
easat-4722	118	41	in	in	ADP
easat-4722	118	42	the	the	DET
easat-4722	118	43	folder	folder	NOUN
easat-4722	118	44	name	name	NOUN
easat-4722	119	1	[	[	X
easat-4722	119	2	16	16	NUM
easat-4722	119	3	]	]	PUNCT
easat-4722	119	4	.	.	PUNCT
easat-4722	120	1	classroom	classroom	NOUN
easat-4722	120	2	behavior	behavior	NOUN
easat-4722	120	3	is	be	AUX
easat-4722	120	4	helpful	helpful	ADJ
easat-4722	120	5	to	to	PART
easat-4722	120	6	analyze	analyze	VERB
easat-4722	120	7	students	student	NOUN
easat-4722	120	8	'	'	PART
easat-4722	120	9	listening	listen	VERB
easat-4722	120	10	quality	quality	NOUN
easat-4722	120	11	and	and	CCONJ
easat-4722	120	12	teaching	teaching	NOUN
easat-4722	120	13	effect	effect	NOUN
easat-4722	120	14	.	.	PUNCT
easat-4722	121	1	this	this	DET
easat-4722	121	2	section	section	NOUN
easat-4722	121	3	puts	put	VERB
easat-4722	121	4	forward	forward	ADP
easat-4722	121	5	an	an	DET
easat-4722	121	6	improved	improved	ADJ
easat-4722	121	7	ssd	ssd	NOUN
easat-4722	121	8	(	(	PUNCT
easat-4722	121	9	single	single	ADJ
easat-4722	121	10	shot	shot	NOUN
easat-4722	121	11	multibox	multibox	PROPN
easat-4722	121	12	detector	detector	NOUN
easat-4722	121	13	)	)	PUNCT
easat-4722	121	14	algorithm	algorithm	NOUN
easat-4722	121	15	by	by	ADP
easat-4722	121	16	analyzing	analyze	VERB
easat-4722	121	17	the	the	DET
easat-4722	121	18	characteristics	characteristic	NOUN
easat-4722	121	19	of	of	ADP
easat-4722	121	20	students	student	NOUN
easat-4722	121	21	'	'	PART
easat-4722	121	22	classroom	classroom	NOUN
easat-4722	121	23	behavior	behavior	NOUN
easat-4722	121	24	.	.	PUNCT
easat-4722	122	1	the	the	DET
easat-4722	122	2	design	design	NOUN
easat-4722	122	3	flow	flow	NOUN
easat-4722	122	4	of	of	ADP
easat-4722	122	5	the	the	DET
easat-4722	122	6	behavior	behavior	NOUN
easat-4722	122	7	recognition	recognition	NOUN
easat-4722	122	8	model	model	NOUN
easat-4722	122	9	is	be	AUX
easat-4722	122	10	shown	show	VERB
easat-4722	122	11	in	in	ADP
easat-4722	122	12	figure	figure	NOUN
easat-4722	122	13	3	3	NUM
easat-4722	122	14	.	.	PUNCT
easat-4722	122	15	figure	figure	NOUN
easat-4722	122	16	3	3	NUM
easat-4722	122	17	.	.	PUNCT
easat-4722	122	18	classroom	classroom	NOUN
easat-4722	122	19	behavior	behavior	NOUN
easat-4722	122	20	identification	identification	NOUN
easat-4722	122	21	process	process	NOUN
easat-4722	122	22	.	.	PUNCT
easat-4722	123	1	1174	1174	NUM
easat-4722	123	2	edelweiss	edelweiss	PROPN
easat-4722	123	3	applied	apply	VERB
easat-4722	123	4	science	science	NOUN
easat-4722	123	5	and	and	CCONJ
easat-4722	123	6	technology	technology	NOUN
easat-4722	123	7	issn	issn	PROPN
easat-4722	123	8	:	:	PUNCT
easat-4722	123	9	2576	2576	NUM
easat-4722	123	10	-	-	SYM
easat-4722	123	11	8484	8484	NUM
easat-4722	123	12	vol	vol	NOUN
easat-4722	123	13	.	.	PROPN
easat-4722	124	1	9	9	NUM
easat-4722	124	2	,	,	PUNCT
easat-4722	124	3	no	no	INTJ
easat-4722	124	4	.	.	NOUN
easat-4722	124	5	2	2	NUM
easat-4722	124	6	:	:	PUNCT
easat-4722	124	7	1168	1168	NUM
easat-4722	124	8	-	-	SYM
easat-4722	124	9	1179	1179	NUM
easat-4722	124	10	,	,	PUNCT
easat-4722	124	11	2025	2025	NUM
easat-4722	124	12	doi	doi	NOUN
easat-4722	124	13	:	:	PUNCT
easat-4722	124	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	124	15	©	©	PROPN
easat-4722	124	16	2025	2025	NUM
easat-4722	124	17	by	by	ADP
easat-4722	124	18	the	the	DET
easat-4722	124	19	authors	author	NOUN
easat-4722	124	20	;	;	PUNCT
easat-4722	124	21	licensee	licensee	PROPN
easat-4722	124	22	learning	learn	VERB
easat-4722	124	23	gate	gate	NOUN
easat-4722	124	24	on	on	ADP
easat-4722	124	25	this	this	DET
easat-4722	124	26	basis	basis	NOUN
easat-4722	124	27	,	,	PUNCT
easat-4722	124	28	a	a	DET
easat-4722	124	29	target	target	NOUN
easat-4722	124	30	detection	detection	NOUN
easat-4722	124	31	method	method	NOUN
easat-4722	124	32	based	base	VERB
easat-4722	124	33	on	on	ADP
easat-4722	124	34	improved	improved	ADJ
easat-4722	124	35	ssd	ssd	NOUN
easat-4722	124	36	is	be	AUX
easat-4722	124	37	proposed	propose	VERB
easat-4722	124	38	.	.	PUNCT
easat-4722	125	1	ssd	ssd	PROPN
easat-4722	125	2	method	method	PROPN
easat-4722	125	3	uses	use	VERB
easat-4722	125	4	a	a	DET
easat-4722	125	5	basic	basic	ADJ
easat-4722	125	6	neural	neural	ADJ
easat-4722	125	7	network	network	NOUN
easat-4722	125	8	,	,	PUNCT
easat-4722	125	9	plus	plus	CCONJ
easat-4722	125	10	an	an	DET
easat-4722	125	11	additional	additional	ADJ
easat-4722	125	12	convolution	convolution	NOUN
easat-4722	125	13	layer	layer	NOUN
easat-4722	125	14	,	,	PUNCT
easat-4722	125	15	and	and	CCONJ
easat-4722	125	16	then	then	ADV
easat-4722	125	17	selects	select	VERB
easat-4722	125	18	several	several	ADJ
easat-4722	125	19	feature	feature	NOUN
easat-4722	125	20	layers	layer	NOUN
easat-4722	125	21	to	to	PART
easat-4722	125	22	realize	realize	VERB
easat-4722	125	23	the	the	DET
easat-4722	125	24	detection	detection	NOUN
easat-4722	125	25	of	of	ADP
easat-4722	125	26	objects	object	NOUN
easat-4722	125	27	.	.	PUNCT
easat-4722	126	1	because	because	SCONJ
easat-4722	126	2	of	of	ADP
easat-4722	126	3	the	the	DET
easat-4722	126	4	difficulty	difficulty	NOUN
easat-4722	126	5	of	of	ADP
easat-4722	126	6	training	training	NOUN
easat-4722	126	7	,	,	PUNCT
easat-4722	126	8	it	it	PRON
easat-4722	126	9	requires	require	VERB
easat-4722	126	10	high	high	ADJ
easat-4722	126	11	computer	computer	NOUN
easat-4722	126	12	configuration	configuration	NOUN
easat-4722	126	13	and	and	CCONJ
easat-4722	126	14	poor	poor	ADJ
easat-4722	126	15	real	real	ADJ
easat-4722	126	16	-	-	PUNCT
easat-4722	126	17	time	time	NOUN
easat-4722	126	18	performance	performance	NOUN
easat-4722	126	19	.	.	PUNCT
easat-4722	127	1	on	on	ADP
easat-4722	127	2	this	this	DET
easat-4722	127	3	basis	basis	NOUN
easat-4722	127	4	,	,	PUNCT
easat-4722	127	5	a	a	DET
easat-4722	127	6	lightweight	lightweight	ADJ
easat-4722	127	7	network	network	NOUN
easat-4722	127	8	is	be	AUX
easat-4722	127	9	used	use	VERB
easat-4722	127	10	to	to	PART
easat-4722	127	11	replace	replace	VERB
easat-4722	127	12	vgg16	vgg16	PROPN
easat-4722	127	13	,	,	PUNCT
easat-4722	127	14	which	which	PRON
easat-4722	127	15	reduces	reduce	VERB
easat-4722	127	16	the	the	DET
easat-4722	127	17	number	number	NOUN
easat-4722	127	18	of	of	ADP
easat-4722	127	19	parameters	parameter	NOUN
easat-4722	127	20	and	and	CCONJ
easat-4722	127	21	improves	improve	VERB
easat-4722	127	22	the	the	DET
easat-4722	127	23	detection	detection	NOUN
easat-4722	127	24	speed	speed	NOUN
easat-4722	127	25	[	[	X
easat-4722	127	26	17	17	NUM
easat-4722	127	27	]	]	PUNCT
easat-4722	127	28	.	.	PUNCT
easat-4722	128	1	when	when	SCONJ
easat-4722	128	2	an	an	DET
easat-4722	128	3	image	image	NOUN
easat-4722	128	4	is	be	AUX
easat-4722	128	5	put	put	VERB
easat-4722	128	6	into	into	ADP
easat-4722	128	7	a	a	DET
easat-4722	128	8	convolutional	convolutional	ADJ
easat-4722	128	9	network	network	NOUN
easat-4722	128	10	,	,	PUNCT
easat-4722	128	11	the	the	DET
easat-4722	128	12	image	image	NOUN
easat-4722	128	13	information	information	NOUN
easat-4722	128	14	obtained	obtain	VERB
easat-4722	128	15	at	at	ADP
easat-4722	128	16	different	different	ADJ
easat-4722	128	17	levels	level	NOUN
easat-4722	128	18	of	of	ADP
easat-4722	128	19	the	the	DET
easat-4722	128	20	network	network	NOUN
easat-4722	128	21	is	be	AUX
easat-4722	128	22	different	different	ADJ
easat-4722	128	23	.	.	PUNCT
easat-4722	129	1	because	because	SCONJ
easat-4722	129	2	superficial	superficial	ADJ
easat-4722	129	3	and	and	CCONJ
easat-4722	129	4	deep	deep	ADJ
easat-4722	129	5	surface	surface	NOUN
easat-4722	129	6	have	have	VERB
easat-4722	129	7	their	their	PRON
easat-4722	129	8	own	own	ADJ
easat-4722	129	9	advantages	advantage	NOUN
easat-4722	129	10	,	,	PUNCT
easat-4722	129	11	they	they	PRON
easat-4722	129	12	can	can	AUX
easat-4722	129	13	only	only	ADV
easat-4722	129	14	make	make	VERB
easat-4722	129	15	up	up	ADP
easat-4722	129	16	for	for	ADP
easat-4722	129	17	their	their	PRON
easat-4722	129	18	shortcomings	shortcoming	NOUN
easat-4722	129	19	,	,	PUNCT
easat-4722	129	20	so	so	SCONJ
easat-4722	129	21	there	there	PRON
easat-4722	129	22	is	be	VERB
easat-4722	129	23	a	a	DET
easat-4722	129	24	new	new	ADJ
easat-4722	129	25	idea	idea	NOUN
easat-4722	129	26	of	of	ADP
easat-4722	129	27	combining	combine	VERB
easat-4722	129	28	these	these	DET
easat-4722	129	29	two	two	NUM
easat-4722	129	30	technologies	technology	NOUN
easat-4722	129	31	.	.	PUNCT
easat-4722	130	1	in	in	ADP
easat-4722	130	2	this	this	DET
easat-4722	130	3	paper	paper	NOUN
easat-4722	130	4	,	,	PUNCT
easat-4722	130	5	add	add	VERB
easat-4722	130	6	feature	feature	NOUN
easat-4722	130	7	fusion	fusion	NOUN
easat-4722	130	8	method	method	NOUN
easat-4722	130	9	is	be	AUX
easat-4722	130	10	used	use	VERB
easat-4722	130	11	to	to	PART
easat-4722	130	12	fuse	fuse	VERB
easat-4722	130	13	the	the	DET
easat-4722	130	14	network	network	NOUN
easat-4722	130	15	[	[	X
easat-4722	130	16	18	18	NUM
easat-4722	130	17	]	]	PUNCT
easat-4722	130	18	.	.	PUNCT
easat-4722	131	1	conv11	conv11	ADJ
easat-4722	131	2	,	,	PUNCT
easat-4722	131	3	conv13	conv13	NOUN
easat-4722	131	4	,	,	PUNCT
easat-4722	131	5	conv14_2	conv14_2	NOUN
easat-4722	131	6	and	and	CCONJ
easat-4722	131	7	conv15_2	conv15_2	NOUN
easat-4722	131	8	are	be	AUX
easat-4722	131	9	selected	select	VERB
easat-4722	131	10	for	for	ADP
easat-4722	131	11	fusion	fusion	NOUN
easat-4722	131	12	operation	operation	NOUN
easat-4722	131	13	,	,	PUNCT
easat-4722	131	14	so	so	SCONJ
easat-4722	131	15	as	as	SCONJ
easat-4722	131	16	to	to	PART
easat-4722	131	17	improve	improve	VERB
easat-4722	131	18	the	the	DET
easat-4722	131	19	detection	detection	NOUN
easat-4722	131	20	accuracy	accuracy	NOUN
easat-4722	131	21	of	of	ADP
easat-4722	131	22	small	small	ADJ
easat-4722	131	23	targets	target	NOUN
easat-4722	131	24	.	.	PUNCT
easat-4722	132	1	add	add	VERB
easat-4722	132	2	feature	feature	NOUN
easat-4722	132	3	fusion	fusion	NOUN
easat-4722	132	4	method	method	NOUN
easat-4722	132	5	:	:	PUNCT
easat-4722	132	6	(	(	PUNCT
easat-4722	132	7	)	)	PUNCT
easat-4722	132	8			PROPN
easat-4722	133	1	=	=	SYM
easat-4722	133	2	=	=	SYM
easat-4722	133	3	=	=	SYM
easat-4722	133	4	+=+=	+=+=	NOUN
easat-4722	133	5	n	n	INTJ
easat-4722	133	6	i	i	PRON
easat-4722	133	7	ii	ii	VERB
easat-4722	134	1	n	n	INTJ
easat-4722	134	2	i	i	PRON
easat-4722	134	3	ii	ii	VERB
easat-4722	135	1	n	n	NOUN
easat-4722	135	2	i	i	PRON
easat-4722	135	3	iiiadd	iiiadd	VERB
easat-4722	135	4	kykxkyxr	kykxkyxr	NOUN
easat-4722	135	5	111	111	NUM
easat-4722	135	6	(	(	PUNCT
easat-4722	135	7	4	4	NUM
easat-4722	135	8	)	)	PUNCT
easat-4722	135	9	where	where	SCONJ
easat-4722	135	10	yx	yx	NOUN
easat-4722	135	11	,	,	PUNCT
easat-4722	135	12	stands	stand	VERB
easat-4722	135	13	for	for	SCONJ
easat-4722	135	14	the	the	DET
easat-4722	135	15	channel	channel	NOUN
easat-4722	135	16	to	to	PART
easat-4722	135	17	be	be	AUX
easat-4722	135	18	fused	fuse	VERB
easat-4722	135	19	;	;	PUNCT
easat-4722	135	20	ik	ik	PROPN
easat-4722	135	21	represents	represent	VERB
easat-4722	135	22	the	the	DET
easat-4722	135	23	weight	weight	NOUN
easat-4722	135	24	of	of	ADP
easat-4722	135	25	the	the	DET
easat-4722	135	26	i	i	PROPN
easat-4722	135	27	channel	channel	NOUN
easat-4722	135	28	;	;	PUNCT
easat-4722	135	29	addr	addr	PROPN
easat-4722	135	30	stands	stand	VERB
easat-4722	135	31	for	for	ADP
easat-4722	135	32	fusion	fusion	NOUN
easat-4722	135	33	result	result	NOUN
easat-4722	135	34	.	.	PUNCT
easat-4722	136	1	in	in	ADP
easat-4722	136	2	order	order	NOUN
easat-4722	136	3	to	to	PART
easat-4722	136	4	accelerate	accelerate	VERB
easat-4722	136	5	the	the	DET
easat-4722	136	6	degradation	degradation	NOUN
easat-4722	136	7	,	,	PUNCT
easat-4722	136	8	it	it	PRON
easat-4722	136	9	is	be	AUX
easat-4722	136	10	often	often	ADV
easat-4722	136	11	required	require	VERB
easat-4722	136	12	to	to	PART
easat-4722	136	13	use	use	VERB
easat-4722	136	14	the	the	DET
easat-4722	136	15	optimal	optimal	ADJ
easat-4722	136	16	algorithm	algorithm	NOUN
easat-4722	136	17	.	.	PUNCT
easat-4722	137	1	on	on	ADP
easat-4722	137	2	this	this	DET
easat-4722	137	3	basis	basis	NOUN
easat-4722	137	4	,	,	PUNCT
easat-4722	137	5	the	the	DET
easat-4722	137	6	rmsprop	rmsprop	NOUN
easat-4722	137	7	(	(	PUNCT
easat-4722	137	8	root	root	NOUN
easat-4722	137	9	mean	mean	ADJ
easat-4722	137	10	square	square	ADJ
easat-4722	137	11	prop	prop	NOUN
easat-4722	137	12	)	)	PUNCT
easat-4722	137	13	optimization	optimization	NOUN
easat-4722	137	14	method	method	NOUN
easat-4722	137	15	is	be	AUX
easat-4722	137	16	proposed	propose	VERB
easat-4722	137	17	.	.	PUNCT
easat-4722	138	1	the	the	DET
easat-4722	138	2	specific	specific	ADJ
easat-4722	138	3	calculation	calculation	NOUN
easat-4722	138	4	formula	formula	NOUN
easat-4722	138	5	is	be	AUX
easat-4722	138	6	as	as	SCONJ
easat-4722	138	7	follows	follow	VERB
easat-4722	138	8	.	.	PUNCT
easat-4722	139	1	(	(	PUNCT
easat-4722	139	2	)	)	PUNCT
easat-4722	139	3	(	(	PUNCT
easat-4722	139	4	)	)	PUNCT
easat-4722	139	5	21	21	NUM
easat-4722	139	6	drss	drss	NOUN
easat-4722	139	7	drdr	drdr	NOUN
easat-4722	139	8			VERB
easat-4722	139	9	−+=	−+=	X
easat-4722	139	10	(	(	PUNCT
easat-4722	139	11	5	5	NUM
easat-4722	139	12	)	)	PUNCT
easat-4722	139	13	as	as	ADP
easat-4722	139	14	dr	dr	PROPN
easat-4722	139	15	rr	rr	PROPN
easat-4722	139	16	dr	dr	PROPN
easat-4722	139	17	+	+	PROPN
easat-4722	139	18	−=	−=	X
easat-4722	139	19			ADP
easat-4722	139	20	(	(	PUNCT
easat-4722	139	21	6	6	NUM
easat-4722	139	22	)	)	PUNCT
easat-4722	139	23	where	where	SCONJ
easat-4722	139	24			NOUN
easat-4722	139	25	is	be	AUX
easat-4722	139	26	the	the	DET
easat-4722	139	27	decay	decay	NOUN
easat-4722	139	28	rate	rate	NOUN
easat-4722	139	29	;	;	PUNCT
easat-4722	139	30	drs	drs	ADV
easat-4722	139	31	is	be	AUX
easat-4722	139	32	a	a	DET
easat-4722	139	33	cumulative	cumulative	ADJ
easat-4722	139	34	gradient	gradient	NOUN
easat-4722	139	35	variable	variable	NOUN
easat-4722	139	36	;	;	PUNCT
easat-4722	139	37			NOUN
easat-4722	139	38	is	be	AUX
easat-4722	139	39	the	the	DET
easat-4722	139	40	learning	learning	NOUN
easat-4722	139	41	rate	rate	NOUN
easat-4722	139	42	;	;	PUNCT
easat-4722	139	43	a	a	PRON
easat-4722	139	44	is	be	AUX
easat-4722	139	45	a	a	DET
easat-4722	139	46	constant	constant	ADJ
easat-4722	139	47	to	to	PART
easat-4722	139	48	prevent	prevent	VERB
easat-4722	139	49	the	the	DET
easat-4722	139	50	denominator	denominator	NOUN
easat-4722	139	51	from	from	ADP
easat-4722	139	52	being	be	AUX
easat-4722	139	53	0	0	NUM
easat-4722	139	54	;	;	PUNCT
easat-4722	139	55	r	r	NOUN
easat-4722	139	56	is	be	AUX
easat-4722	139	57	the	the	DET
easat-4722	139	58	parameter	parameter	NOUN
easat-4722	139	59	.	.	PUNCT
easat-4722	140	1	in	in	ADP
easat-4722	140	2	the	the	DET
easat-4722	140	3	process	process	NOUN
easat-4722	140	4	of	of	ADP
easat-4722	140	5	updating	update	VERB
easat-4722	140	6	parameters	parameter	NOUN
easat-4722	140	7	,	,	PUNCT
easat-4722	140	8	the	the	DET
easat-4722	140	9	learning	learning	NOUN
easat-4722	140	10	rate	rate	NOUN
easat-4722	140	11	is	be	AUX
easat-4722	140	12	used	use	VERB
easat-4722	140	13	to	to	PART
easat-4722	140	14	classify	classify	VERB
easat-4722	140	15	the	the	DET
easat-4722	140	16	calculation	calculation	NOUN
easat-4722	140	17	results	result	NOUN
easat-4722	140	18	.	.	PUNCT
easat-4722	141	1	using	use	VERB
easat-4722	141	2	this	this	DET
easat-4722	141	3	method	method	NOUN
easat-4722	141	4	,	,	PUNCT
easat-4722	141	5	the	the	DET
easat-4722	141	6	direction	direction	NOUN
easat-4722	141	7	of	of	ADP
easat-4722	141	8	gradient	gradient	NOUN
easat-4722	141	9	can	can	AUX
easat-4722	141	10	be	be	AUX
easat-4722	141	11	changed	change	VERB
easat-4722	141	12	continuously	continuously	ADV
easat-4722	141	13	on	on	ADP
easat-4722	141	14	a	a	DET
easat-4722	141	15	small	small	ADJ
easat-4722	141	16	scale	scale	NOUN
easat-4722	141	17	,	,	PUNCT
easat-4722	141	18	and	and	CCONJ
easat-4722	141	19	the	the	DET
easat-4722	141	20	convergence	convergence	NOUN
easat-4722	141	21	of	of	ADP
easat-4722	141	22	neural	neural	ADJ
easat-4722	141	23	network	network	NOUN
easat-4722	141	24	is	be	AUX
easat-4722	141	25	improved	improve	VERB
easat-4722	141	26	.	.	PUNCT
easat-4722	142	1	3	3	X
easat-4722	142	2	.	.	X
easat-4722	142	3	results	result	VERB
easat-4722	142	4	analysis	analysis	NOUN
easat-4722	142	5	and	and	CCONJ
easat-4722	142	6	discussion	discussion	NOUN
easat-4722	142	7	this	this	DET
easat-4722	142	8	paper	paper	NOUN
easat-4722	142	9	collects	collect	VERB
easat-4722	142	10	the	the	DET
easat-4722	142	11	online	online	ADJ
easat-4722	142	12	learning	learn	VERB
easat-4722	142	13	behavior	behavior	NOUN
easat-4722	142	14	data	datum	NOUN
easat-4722	142	15	of	of	ADP
easat-4722	142	16	users	user	NOUN
easat-4722	142	17	from	from	ADP
easat-4722	142	18	the	the	DET
easat-4722	142	19	open	open	ADJ
easat-4722	142	20	data	data	NOUN
easat-4722	142	21	interface	interface	NOUN
easat-4722	142	22	provided	provide	VERB
easat-4722	142	23	by	by	ADP
easat-4722	142	24	the	the	DET
easat-4722	142	25	network	network	NOUN
easat-4722	142	26	platform	platform	NOUN
easat-4722	142	27	.	.	PUNCT
easat-4722	143	1	then	then	ADV
easat-4722	143	2	,	,	PUNCT
easat-4722	143	3	choose	choose	VERB
easat-4722	143	4	400	400	NUM
easat-4722	143	5	from	from	ADP
easat-4722	143	6	the	the	DET
easat-4722	143	7	training	training	NOUN
easat-4722	143	8	set	set	NOUN
easat-4722	143	9	,	,	PUNCT
easat-4722	143	10	totaling	total	VERB
easat-4722	143	11	2800	2800	NUM
easat-4722	143	12	,	,	PUNCT
easat-4722	143	13	and	and	CCONJ
easat-4722	143	14	500	500	NUM
easat-4722	143	15	from	from	ADP
easat-4722	143	16	the	the	DET
easat-4722	143	17	500	500	NUM
easat-4722	143	18	test	test	NOUN
easat-4722	143	19	sets	set	NOUN
easat-4722	143	20	.	.	PUNCT
easat-4722	144	1	set	set	VERB
easat-4722	144	2	epoch	epoch	PROPN
easat-4722	144	3	to	to	ADP
easat-4722	144	4	100	100	NUM
easat-4722	144	5	,	,	PUNCT
easat-4722	144	6	that	that	ADV
easat-4722	144	7	is	is	ADV
easat-4722	144	8	,	,	PUNCT
easat-4722	144	9	6500	6500	NUM
easat-4722	144	10	times	time	NOUN
easat-4722	144	11	.	.	PUNCT
easat-4722	145	1	using	use	VERB
easat-4722	145	2	spearman	spearman	NOUN
easat-4722	145	3	's	's	PART
easat-4722	145	4	correlation	correlation	NOUN
easat-4722	145	5	analysis	analysis	NOUN
easat-4722	145	6	method	method	NOUN
easat-4722	145	7	,	,	PUNCT
easat-4722	145	8	this	this	DET
easat-4722	145	9	paper	paper	NOUN
easat-4722	145	10	makes	make	VERB
easat-4722	145	11	a	a	DET
easat-4722	145	12	quantitative	quantitative	ADJ
easat-4722	145	13	analysis	analysis	NOUN
easat-4722	145	14	of	of	ADP
easat-4722	145	15	the	the	DET
easat-4722	145	16	relationship	relationship	NOUN
easat-4722	145	17	between	between	ADP
easat-4722	145	18	the	the	DET
easat-4722	145	19	time	time	NOUN
easat-4722	145	20	and	and	CCONJ
easat-4722	145	21	effect	effect	NOUN
easat-4722	145	22	of	of	ADP
easat-4722	145	23	online	online	ADJ
easat-4722	145	24	teaching	teaching	NOUN
easat-4722	145	25	.	.	PUNCT
easat-4722	146	1	according	accord	VERB
easat-4722	146	2	to	to	ADP
easat-4722	146	3	the	the	DET
easat-4722	146	4	real	real	ADJ
easat-4722	146	5	information	information	NOUN
easat-4722	146	6	of	of	ADP
easat-4722	146	7	users	user	NOUN
easat-4722	146	8	,	,	PUNCT
easat-4722	146	9	the	the	DET
easat-4722	146	10	real	real	ADJ
easat-4722	146	11	information	information	NOUN
easat-4722	146	12	of	of	ADP
easat-4722	146	13	users	user	NOUN
easat-4722	146	14	is	be	AUX
easat-4722	146	15	obtained	obtain	VERB
easat-4722	146	16	and	and	CCONJ
easat-4722	146	17	sorted	sort	VERB
easat-4722	146	18	accordingly	accordingly	ADV
easat-4722	146	19	.	.	PUNCT
easat-4722	147	1	on	on	ADP
easat-4722	147	2	this	this	DET
easat-4722	147	3	basis	basis	NOUN
easat-4722	147	4	,	,	PUNCT
easat-4722	147	5	according	accord	VERB
easat-4722	147	6	to	to	ADP
easat-4722	147	7	the	the	DET
easat-4722	147	8	real	real	ADJ
easat-4722	147	9	performance	performance	NOUN
easat-4722	147	10	level	level	NOUN
easat-4722	147	11	of	of	ADP
easat-4722	147	12	users	user	NOUN
easat-4722	147	13	,	,	PUNCT
easat-4722	147	14	the	the	DET
easat-4722	147	15	spearman	spearman	NOUN
easat-4722	147	16	correlation	correlation	NOUN
easat-4722	147	17	scatter	scatter	NOUN
easat-4722	147	18	diagram	diagram	NOUN
easat-4722	147	19	between	between	ADP
easat-4722	147	20	actual	actual	ADJ
easat-4722	147	21	entropy	entropy	NOUN
easat-4722	147	22	and	and	CCONJ
easat-4722	147	23	performance	performance	NOUN
easat-4722	147	24	ranking	ranking	NOUN
easat-4722	147	25	is	be	AUX
easat-4722	147	26	drawn	draw	VERB
easat-4722	147	27	,	,	PUNCT
easat-4722	147	28	as	as	SCONJ
easat-4722	147	29	shown	show	VERB
easat-4722	147	30	in	in	ADP
easat-4722	147	31	figure	figure	NOUN
easat-4722	147	32	4	4	NUM
easat-4722	147	33	.	.	NOUN
easat-4722	147	34	1175	1175	NUM
easat-4722	148	1	edelweiss	edelweiss	PROPN
easat-4722	148	2	applied	apply	VERB
easat-4722	148	3	science	science	NOUN
easat-4722	148	4	and	and	CCONJ
easat-4722	148	5	technology	technology	NOUN
easat-4722	148	6	issn	issn	PROPN
easat-4722	148	7	:	:	PUNCT
easat-4722	148	8	2576	2576	NUM
easat-4722	148	9	-	-	SYM
easat-4722	148	10	8484	8484	NUM
easat-4722	148	11	vol	vol	NOUN
easat-4722	148	12	.	.	PROPN
easat-4722	149	1	9	9	NUM
easat-4722	149	2	,	,	PUNCT
easat-4722	149	3	no	no	INTJ
easat-4722	149	4	.	.	NOUN
easat-4722	149	5	2	2	NUM
easat-4722	149	6	:	:	PUNCT
easat-4722	149	7	1168	1168	NUM
easat-4722	149	8	-	-	SYM
easat-4722	149	9	1179	1179	NUM
easat-4722	149	10	,	,	PUNCT
easat-4722	149	11	2025	2025	NUM
easat-4722	149	12	doi	doi	NOUN
easat-4722	149	13	:	:	PUNCT
easat-4722	149	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	149	15	©	©	PROPN
easat-4722	149	16	2025	2025	NUM
easat-4722	149	17	by	by	ADP
easat-4722	149	18	the	the	DET
easat-4722	149	19	authors	author	NOUN
easat-4722	149	20	;	;	PUNCT
easat-4722	149	21	licensee	licensee	PROPN
easat-4722	149	22	learning	learn	VERB
easat-4722	149	23	gate	gate	NOUN
easat-4722	149	24	figure	figure	NOUN
easat-4722	149	25	4	4	NUM
easat-4722	149	26	.	.	PUNCT
easat-4722	149	27	spearman	spearman	NOUN
easat-4722	149	28	correlation	correlation	NOUN
easat-4722	149	29	scatter	scatter	NOUN
easat-4722	149	30	.	.	PUNCT
easat-4722	150	1	users	user	NOUN
easat-4722	150	2	who	who	PRON
easat-4722	150	3	have	have	VERB
easat-4722	150	4	a	a	DET
easat-4722	150	5	fixed	fix	VERB
easat-4722	150	6	study	study	NOUN
easat-4722	150	7	time	time	NOUN
easat-4722	150	8	will	will	AUX
easat-4722	150	9	have	have	VERB
easat-4722	150	10	a	a	DET
easat-4722	150	11	higher	high	ADJ
easat-4722	150	12	degree	degree	NOUN
easat-4722	150	13	of	of	ADP
easat-4722	150	14	self	self	NOUN
easat-4722	150	15	-	-	PUNCT
easat-4722	150	16	discipline	discipline	NOUN
easat-4722	150	17	,	,	PUNCT
easat-4722	150	18	which	which	PRON
easat-4722	150	19	is	be	AUX
easat-4722	150	20	manifested	manifest	VERB
easat-4722	150	21	in	in	ADP
easat-4722	150	22	reviewing	review	VERB
easat-4722	150	23	what	what	PRON
easat-4722	150	24	they	they	PRON
easat-4722	150	25	have	have	AUX
easat-4722	150	26	learned	learn	VERB
easat-4722	150	27	frequently	frequently	ADV
easat-4722	150	28	and	and	CCONJ
easat-4722	150	29	will	will	AUX
easat-4722	150	30	have	have	VERB
easat-4722	150	31	a	a	DET
easat-4722	150	32	better	well	ADJ
easat-4722	150	33	performance	performance	NOUN
easat-4722	150	34	in	in	ADP
easat-4722	150	35	performance	performance	NOUN
easat-4722	150	36	evaluation	evaluation	NOUN
easat-4722	150	37	.	.	PUNCT
easat-4722	151	1	on	on	ADP
easat-4722	151	2	this	this	DET
easat-4722	151	3	basis	basis	NOUN
easat-4722	151	4	,	,	PUNCT
easat-4722	151	5	the	the	DET
easat-4722	151	6	entropy	entropy	NOUN
easat-4722	151	7	value	value	NOUN
easat-4722	151	8	of	of	ADP
easat-4722	151	9	real	real	ADJ
easat-4722	151	10	information	information	NOUN
easat-4722	151	11	is	be	AUX
easat-4722	151	12	added	add	VERB
easat-4722	151	13	to	to	ADP
easat-4722	151	14	the	the	DET
easat-4722	151	15	model	model	NOUN
easat-4722	151	16	as	as	ADP
easat-4722	151	17	the	the	DET
easat-4722	151	18	dimension	dimension	NOUN
easat-4722	151	19	of	of	ADP
easat-4722	151	20	time	time	NOUN
easat-4722	151	21	regularity	regularity	NOUN
easat-4722	151	22	,	,	PUNCT
easat-4722	151	23	and	and	CCONJ
easat-4722	151	24	it	it	PRON
easat-4722	151	25	is	be	AUX
easat-4722	151	26	trained	train	VERB
easat-4722	151	27	accordingly	accordingly	ADV
easat-4722	151	28	,	,	PUNCT
easat-4722	151	29	and	and	CCONJ
easat-4722	151	30	the	the	DET
easat-4722	151	31	correct	correct	ADJ
easat-4722	151	32	rate	rate	NOUN
easat-4722	151	33	is	be	AUX
easat-4722	151	34	improved	improve	VERB
easat-4722	151	35	to	to	ADP
easat-4722	151	36	75.761	75.761	NUM
easat-4722	151	37	%	%	NOUN
easat-4722	151	38	.	.	PUNCT
easat-4722	152	1	this	this	DET
easat-4722	152	2	method	method	NOUN
easat-4722	152	3	deeply	deeply	ADV
easat-4722	152	4	studies	study	VERB
easat-4722	152	5	the	the	DET
easat-4722	152	6	users	user	NOUN
easat-4722	152	7	in	in	ADP
easat-4722	152	8	the	the	DET
easat-4722	152	9	network	network	NOUN
easat-4722	152	10	and	and	CCONJ
easat-4722	152	11	analyzes	analyze	VERB
easat-4722	152	12	the	the	DET
easat-4722	152	13	users	user	NOUN
easat-4722	152	14	in	in	ADP
easat-4722	152	15	the	the	DET
easat-4722	152	16	network	network	NOUN
easat-4722	152	17	,	,	PUNCT
easat-4722	152	18	and	and	CCONJ
easat-4722	152	19	finally	finally	ADV
easat-4722	152	20	gets	get	VERB
easat-4722	152	21	better	well	ADJ
easat-4722	152	22	results	result	NOUN
easat-4722	152	23	.	.	PUNCT
easat-4722	153	1	in	in	ADP
easat-4722	153	2	this	this	DET
easat-4722	153	3	experiment	experiment	NOUN
easat-4722	153	4	,	,	PUNCT
easat-4722	153	5	two	two	NUM
easat-4722	153	6	common	common	ADJ
easat-4722	153	7	off	off	ADP
easat-4722	153	8	-	-	PUNCT
easat-4722	153	9	line	line	NOUN
easat-4722	153	10	test	test	NOUN
easat-4722	153	11	indicators	indicator	NOUN
easat-4722	153	12	are	be	AUX
easat-4722	153	13	used	use	VERB
easat-4722	153	14	to	to	PART
easat-4722	153	15	evaluate	evaluate	VERB
easat-4722	153	16	the	the	DET
easat-4722	153	17	accuracy	accuracy	NOUN
easat-4722	153	18	of	of	ADP
easat-4722	153	19	the	the	DET
easat-4722	153	20	model	model	NOUN
easat-4722	153	21	:	:	PUNCT
easat-4722	153	22	rmse	rmse	PROPN
easat-4722	153	23	(	(	PUNCT
easat-4722	153	24	root	root	NOUN
easat-4722	153	25	mean	mean	VERB
easat-4722	153	26	square	square	NOUN
easat-4722	153	27	error	error	NOUN
easat-4722	153	28	)	)	PUNCT
easat-4722	153	29	and	and	CCONJ
easat-4722	153	30	mae	mae	PROPN
easat-4722	153	31	(	(	PUNCT
easat-4722	153	32	mean	mean	VERB
easat-4722	153	33	absolute	absolute	ADJ
easat-4722	153	34	error	error	NOUN
easat-4722	153	35	)	)	PUNCT
easat-4722	153	36	.	.	PUNCT
easat-4722	154	1	in	in	ADP
easat-4722	154	2	order	order	NOUN
easat-4722	154	3	to	to	PART
easat-4722	154	4	evaluate	evaluate	VERB
easat-4722	154	5	the	the	DET
easat-4722	154	6	proposed	propose	VERB
easat-4722	154	7	method	method	NOUN
easat-4722	154	8	cnn	cnn	PROPN
easat-4722	154	9	recommendation	recommendation	PROPN
easat-4722	154	10	model	model	PROPN
easat-4722	154	11	,	,	PUNCT
easat-4722	154	12	the	the	DET
easat-4722	154	13	experiment	experiment	NOUN
easat-4722	154	14	will	will	AUX
easat-4722	154	15	be	be	AUX
easat-4722	154	16	compared	compare	VERB
easat-4722	154	17	with	with	ADP
easat-4722	154	18	some	some	DET
easat-4722	154	19	classic	classic	ADJ
easat-4722	154	20	recommendation	recommendation	NOUN
easat-4722	154	21	methods	method	NOUN
easat-4722	154	22	and	and	CCONJ
easat-4722	154	23	some	some	DET
easat-4722	154	24	latest	late	ADJ
easat-4722	154	25	methods	method	NOUN
easat-4722	154	26	:	:	PUNCT
easat-4722	154	27	ctr	ctr	PROPN
easat-4722	154	28	(	(	PUNCT
easat-4722	154	29	collaborative	collaborative	ADJ
easat-4722	154	30	topic	topic	NOUN
easat-4722	154	31	regression	regression	NOUN
easat-4722	154	32	)	)	PUNCT
easat-4722	154	33	,	,	PUNCT
easat-4722	154	34	bpmd	bpmd	NOUN
easat-4722	154	35	(	(	PUNCT
easat-4722	154	36	bayesian	bayesian	NOUN
easat-4722	154	37	probability	probability	NOUN
easat-4722	154	38	matrix	matrix	NOUN
easat-4722	154	39	decomposition	decomposition	NOUN
easat-4722	154	40	)	)	PUNCT
easat-4722	154	41	,	,	PUNCT
easat-4722	154	42	cfnn	cfnn	NOUN
easat-4722	154	43	(	(	PUNCT
easat-4722	154	44	collaborative	collaborative	ADJ
easat-4722	154	45	filtering	filtering	NOUN
easat-4722	154	46	based	base	VERB
easat-4722	154	47	on	on	ADP
easat-4722	154	48	nearest	near	ADJ
easat-4722	154	49	neighbor	neighbor	NOUN
easat-4722	154	50	)	)	PUNCT
easat-4722	154	51	.	.	PUNCT
easat-4722	155	1	table	table	NOUN
easat-4722	155	2	1	1	NUM
easat-4722	155	3	and	and	CCONJ
easat-4722	155	4	figure	figure	VERB
easat-4722	155	5	5	5	NUM
easat-4722	155	6	show	show	VERB
easat-4722	155	7	the	the	DET
easat-4722	155	8	experimental	experimental	ADJ
easat-4722	155	9	results	result	NOUN
easat-4722	155	10	of	of	ADP
easat-4722	155	11	all	all	DET
easat-4722	155	12	the	the	DET
easat-4722	155	13	comparison	comparison	NOUN
easat-4722	155	14	methods	method	NOUN
easat-4722	155	15	of	of	ADP
easat-4722	155	16	user	user	NOUN
easat-4722	155	17	-	-	PUNCT
easat-4722	155	18	based	base	VERB
easat-4722	155	19	models	model	NOUN
easat-4722	155	20	.	.	PUNCT
easat-4722	156	1	table	table	NOUN
easat-4722	156	2	1	1	NUM
easat-4722	156	3	.	.	PUNCT
easat-4722	156	4	experimental	experimental	ADJ
easat-4722	156	5	result	result	NOUN
easat-4722	156	6	.	.	PUNCT
easat-4722	157	1	model	model	PROPN
easat-4722	157	2	mae	mae	PROPN
easat-4722	157	3	rmse	rmse	PROPN
easat-4722	157	4	ctr	ctr	PROPN
easat-4722	157	5	4.141	4.141	NUM
easat-4722	157	6	4.949	4.949	NUM
easat-4722	157	7	bpmd	bpmd	VERB
easat-4722	157	8	2.865	2.865	NUM
easat-4722	157	9	3.962	3.962	NUM
easat-4722	157	10	cfnn	cfnn	NOUN
easat-4722	157	11	3.284	3.284	NUM
easat-4722	157	12	4.966	4.966	NUM
easat-4722	157	13	proposed	propose	VERB
easat-4722	157	14	scheme	scheme	NOUN
easat-4722	157	15	2.415	2.415	NUM
easat-4722	157	16	3.23	3.23	NUM
easat-4722	157	17	1176	1176	NUM
easat-4722	157	18	edelweiss	edelweiss	PROPN
easat-4722	157	19	applied	apply	VERB
easat-4722	157	20	science	science	NOUN
easat-4722	157	21	and	and	CCONJ
easat-4722	157	22	technology	technology	NOUN
easat-4722	157	23	issn	issn	PROPN
easat-4722	157	24	:	:	PUNCT
easat-4722	157	25	2576	2576	NUM
easat-4722	157	26	-	-	SYM
easat-4722	157	27	8484	8484	NUM
easat-4722	157	28	vol	vol	NOUN
easat-4722	157	29	.	.	PROPN
easat-4722	158	1	9	9	NUM
easat-4722	158	2	,	,	PUNCT
easat-4722	158	3	no	no	INTJ
easat-4722	158	4	.	.	NOUN
easat-4722	158	5	2	2	NUM
easat-4722	158	6	:	:	PUNCT
easat-4722	158	7	1168	1168	NUM
easat-4722	158	8	-	-	SYM
easat-4722	158	9	1179	1179	NUM
easat-4722	158	10	,	,	PUNCT
easat-4722	158	11	2025	2025	NUM
easat-4722	158	12	doi	doi	NOUN
easat-4722	158	13	:	:	PUNCT
easat-4722	158	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	158	15	©	©	PROPN
easat-4722	158	16	2025	2025	NUM
easat-4722	158	17	by	by	ADP
easat-4722	158	18	the	the	DET
easat-4722	158	19	authors	author	NOUN
easat-4722	158	20	;	;	PUNCT
easat-4722	159	1	licensee	licensee	PROPN
easat-4722	159	2	learning	learn	VERB
easat-4722	159	3	gate	gate	PROPN
easat-4722	159	4	figure	figure	NOUN
easat-4722	159	5	5	5	NUM
easat-4722	159	6	.	.	PUNCT
easat-4722	159	7	statistics	statistic	NOUN
easat-4722	159	8	of	of	ADP
easat-4722	159	9	experimental	experimental	ADJ
easat-4722	159	10	results	result	NOUN
easat-4722	159	11	.	.	PUNCT
easat-4722	160	1	mae	mae	PROPN
easat-4722	160	2	and	and	CCONJ
easat-4722	160	3	rmse	rmse	PROPN
easat-4722	160	4	measure	measure	NOUN
easat-4722	160	5	the	the	DET
easat-4722	160	6	difference	difference	NOUN
easat-4722	160	7	between	between	ADP
easat-4722	160	8	the	the	DET
easat-4722	160	9	predicted	predict	VERB
easat-4722	160	10	score	score	NOUN
easat-4722	160	11	and	and	CCONJ
easat-4722	160	12	the	the	DET
easat-4722	160	13	real	real	ADJ
easat-4722	160	14	score	score	NOUN
easat-4722	160	15	.	.	PUNCT
easat-4722	161	1	the	the	DET
easat-4722	161	2	experimental	experimental	ADJ
easat-4722	161	3	results	result	NOUN
easat-4722	161	4	show	show	VERB
easat-4722	161	5	that	that	SCONJ
easat-4722	161	6	the	the	DET
easat-4722	161	7	algorithm	algorithm	NOUN
easat-4722	161	8	can	can	AUX
easat-4722	161	9	get	get	VERB
easat-4722	161	10	the	the	DET
easat-4722	161	11	best	good	ADJ
easat-4722	161	12	results	result	NOUN
easat-4722	161	13	under	under	ADP
easat-4722	161	14	both	both	CCONJ
easat-4722	161	15	mae	mae	PROPN
easat-4722	161	16	and	and	CCONJ
easat-4722	161	17	rmse	rmse	PROPN
easat-4722	161	18	.	.	PUNCT
easat-4722	162	1	experiments	experiment	NOUN
easat-4722	162	2	show	show	VERB
easat-4722	162	3	that	that	SCONJ
easat-4722	162	4	this	this	DET
easat-4722	162	5	method	method	NOUN
easat-4722	162	6	has	have	VERB
easat-4722	162	7	a	a	DET
easat-4722	162	8	good	good	ADJ
easat-4722	162	9	effect	effect	NOUN
easat-4722	162	10	.	.	PUNCT
easat-4722	163	1	this	this	PRON
easat-4722	163	2	also	also	ADV
easat-4722	163	3	shows	show	VERB
easat-4722	163	4	that	that	SCONJ
easat-4722	163	5	cnn	cnn	PROPN
easat-4722	163	6	model	model	NOUN
easat-4722	163	7	is	be	AUX
easat-4722	163	8	better	well	ADJ
easat-4722	163	9	than	than	ADP
easat-4722	163	10	topic	topic	NOUN
easat-4722	163	11	model	model	NOUN
easat-4722	163	12	in	in	ADP
easat-4722	163	13	extracting	extract	VERB
easat-4722	163	14	text	text	NOUN
easat-4722	163	15	features	feature	NOUN
easat-4722	163	16	.	.	PUNCT
easat-4722	164	1	through	through	ADP
easat-4722	164	2	experiments	experiment	NOUN
easat-4722	164	3	,	,	PUNCT
easat-4722	164	4	it	it	PRON
easat-4722	164	5	can	can	AUX
easat-4722	164	6	be	be	AUX
easat-4722	164	7	found	find	VERB
easat-4722	164	8	that	that	SCONJ
easat-4722	164	9	cnn	cnn	PROPN
easat-4722	164	10	recommendation	recommendation	NOUN
easat-4722	164	11	model	model	NOUN
easat-4722	164	12	will	will	AUX
easat-4722	164	13	have	have	VERB
easat-4722	164	14	a	a	DET
easat-4722	164	15	very	very	ADV
easat-4722	164	16	good	good	ADJ
easat-4722	164	17	performance	performance	NOUN
easat-4722	164	18	in	in	ADP
easat-4722	164	19	learning	learn	VERB
easat-4722	164	20	resource	resource	NOUN
easat-4722	164	21	recommendation	recommendation	NOUN
easat-4722	164	22	platform	platform	NOUN
easat-4722	164	23	.	.	PUNCT
easat-4722	165	1	this	this	DET
easat-4722	165	2	paper	paper	NOUN
easat-4722	165	3	evaluates	evaluate	VERB
easat-4722	165	4	this	this	DET
easat-4722	165	5	model	model	NOUN
easat-4722	165	6	from	from	ADP
easat-4722	165	7	two	two	NUM
easat-4722	165	8	aspects	aspect	NOUN
easat-4722	165	9	:	:	PUNCT
easat-4722	165	10	single	single	ADJ
easat-4722	165	11	frame	frame	NOUN
easat-4722	165	12	image	image	NOUN
easat-4722	165	13	detection	detection	NOUN
easat-4722	165	14	time	time	NOUN
easat-4722	165	15	and	and	CCONJ
easat-4722	165	16	image	image	NOUN
easat-4722	165	17	detection	detection	NOUN
easat-4722	165	18	map	map	NOUN
easat-4722	165	19	(	(	PUNCT
easat-4722	165	20	mean	mean	VERB
easat-4722	165	21	average	average	ADJ
easat-4722	165	22	precision	precision	NOUN
easat-4722	165	23	)	)	PUNCT
easat-4722	165	24	.	.	PUNCT
easat-4722	166	1	ap	ap	PROPN
easat-4722	166	2	value	value	PROPN
easat-4722	166	3	refers	refer	VERB
easat-4722	166	4	to	to	ADP
easat-4722	166	5	the	the	DET
easat-4722	166	6	area	area	NOUN
easat-4722	166	7	under	under	ADP
easat-4722	166	8	the	the	DET
easat-4722	166	9	curve	curve	NOUN
easat-4722	166	10	with	with	ADP
easat-4722	166	11	precision	precision	NOUN
easat-4722	166	12	and	and	CCONJ
easat-4722	166	13	recall	recall	NOUN
easat-4722	166	14	as	as	ADP
easat-4722	166	15	indicators	indicator	NOUN
easat-4722	166	16	.	.	PUNCT
easat-4722	167	1	the	the	DET
easat-4722	167	2	classic	classic	ADJ
easat-4722	167	3	ssd	ssd	NOUN
easat-4722	167	4	method	method	NOUN
easat-4722	167	5	is	be	AUX
easat-4722	167	6	to	to	PART
easat-4722	167	7	judge	judge	VERB
easat-4722	167	8	the	the	DET
easat-4722	167	9	training	training	NOUN
easat-4722	167	10	difficulty	difficulty	NOUN
easat-4722	167	11	of	of	ADP
easat-4722	167	12	the	the	DET
easat-4722	167	13	model	model	NOUN
easat-4722	167	14	according	accord	VERB
easat-4722	167	15	to	to	ADP
easat-4722	167	16	the	the	DET
easat-4722	167	17	change	change	NOUN
easat-4722	167	18	of	of	ADP
easat-4722	167	19	damage	damage	NOUN
easat-4722	167	20	function	function	NOUN
easat-4722	167	21	under	under	ADP
easat-4722	167	22	the	the	DET
easat-4722	167	23	same	same	ADJ
easat-4722	167	24	experimental	experimental	ADJ
easat-4722	167	25	conditions	condition	NOUN
easat-4722	167	26	and	and	CCONJ
easat-4722	167	27	different	different	ADJ
easat-4722	167	28	experimental	experimental	ADJ
easat-4722	167	29	conditions	condition	NOUN
easat-4722	167	30	.	.	PUNCT
easat-4722	168	1	set	set	VERB
easat-4722	168	2	epoch	epoch	NOUN
easat-4722	168	3	to	to	ADP
easat-4722	168	4	100	100	NUM
easat-4722	168	5	and	and	CCONJ
easat-4722	168	6	make	make	VERB
easat-4722	168	7	50,000	50,000	NUM
easat-4722	168	8	iterations	iteration	NOUN
easat-4722	168	9	,	,	PUNCT
easat-4722	168	10	as	as	SCONJ
easat-4722	168	11	shown	show	VERB
easat-4722	168	12	in	in	ADP
easat-4722	168	13	figure	figure	NOUN
easat-4722	168	14	6	6	NUM
easat-4722	168	15	.	.	NOUN
easat-4722	168	16	1177	1177	NUM
easat-4722	168	17	edelweiss	edelweiss	PROPN
easat-4722	168	18	applied	apply	VERB
easat-4722	168	19	science	science	NOUN
easat-4722	168	20	and	and	CCONJ
easat-4722	168	21	technology	technology	NOUN
easat-4722	168	22	issn	issn	PROPN
easat-4722	168	23	:	:	PUNCT
easat-4722	168	24	2576	2576	NUM
easat-4722	168	25	-	-	SYM
easat-4722	168	26	8484	8484	NUM
easat-4722	168	27	vol	vol	NOUN
easat-4722	168	28	.	.	PROPN
easat-4722	169	1	9	9	NUM
easat-4722	169	2	,	,	PUNCT
easat-4722	169	3	no	no	INTJ
easat-4722	169	4	.	.	NOUN
easat-4722	169	5	2	2	NUM
easat-4722	169	6	:	:	PUNCT
easat-4722	169	7	1168	1168	NUM
easat-4722	169	8	-	-	SYM
easat-4722	169	9	1179	1179	NUM
easat-4722	169	10	,	,	PUNCT
easat-4722	169	11	2025	2025	NUM
easat-4722	169	12	doi	doi	NOUN
easat-4722	169	13	:	:	PUNCT
easat-4722	169	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	169	15	©	©	PROPN
easat-4722	169	16	2025	2025	NUM
easat-4722	169	17	by	by	ADP
easat-4722	169	18	the	the	DET
easat-4722	169	19	authors	author	NOUN
easat-4722	169	20	;	;	PUNCT
easat-4722	169	21	licensee	licensee	PROPN
easat-4722	169	22	learning	learn	VERB
easat-4722	169	23	gate	gate	PROPN
easat-4722	169	24	figure	figure	NOUN
easat-4722	169	25	6	6	NUM
easat-4722	169	26	.	.	PUNCT
easat-4722	169	27	loss	loss	NOUN
easat-4722	169	28	trend	trend	NOUN
easat-4722	169	29	.	.	PUNCT
easat-4722	170	1	the	the	DET
easat-4722	170	2	results	result	NOUN
easat-4722	170	3	show	show	VERB
easat-4722	170	4	that	that	SCONJ
easat-4722	170	5	the	the	DET
easat-4722	170	6	loss	loss	NOUN
easat-4722	170	7	values	value	NOUN
easat-4722	170	8	obtained	obtain	VERB
easat-4722	170	9	by	by	ADP
easat-4722	170	10	these	these	DET
easat-4722	170	11	two	two	NUM
easat-4722	170	12	models	model	NOUN
easat-4722	170	13	have	have	VERB
easat-4722	170	14	a	a	DET
easat-4722	170	15	decreasing	decrease	VERB
easat-4722	170	16	trend	trend	NOUN
easat-4722	170	17	,	,	PUNCT
easat-4722	170	18	which	which	PRON
easat-4722	170	19	shows	show	VERB
easat-4722	170	20	that	that	SCONJ
easat-4722	170	21	these	these	DET
easat-4722	170	22	two	two	NUM
easat-4722	170	23	models	model	NOUN
easat-4722	170	24	are	be	AUX
easat-4722	170	25	reasonable	reasonable	ADJ
easat-4722	170	26	to	to	ADP
easat-4722	170	27	some	some	DET
easat-4722	170	28	extent	extent	NOUN
easat-4722	170	29	.	.	PUNCT
easat-4722	171	1	from	from	ADP
easat-4722	171	2	the	the	DET
easat-4722	171	3	chart	chart	NOUN
easat-4722	171	4	,	,	PUNCT
easat-4722	171	5	we	we	PRON
easat-4722	171	6	can	can	AUX
easat-4722	171	7	see	see	VERB
easat-4722	171	8	that	that	SCONJ
easat-4722	171	9	the	the	DET
easat-4722	171	10	improved	improved	ADJ
easat-4722	171	11	ssd	ssd	NOUN
easat-4722	171	12	algorithm	algorithm	NOUN
easat-4722	171	13	can	can	AUX
easat-4722	171	14	reduce	reduce	VERB
easat-4722	171	15	the	the	DET
easat-4722	171	16	loss	loss	NOUN
easat-4722	171	17	faster	fast	ADV
easat-4722	171	18	,	,	PUNCT
easat-4722	171	19	so	so	CCONJ
easat-4722	171	20	it	it	PRON
easat-4722	171	21	is	be	AUX
easat-4722	171	22	easier	easy	ADJ
easat-4722	171	23	to	to	PART
easat-4722	171	24	train	train	VERB
easat-4722	171	25	than	than	ADP
easat-4722	171	26	the	the	DET
easat-4722	171	27	conventional	conventional	ADJ
easat-4722	171	28	ssd	ssd	NOUN
easat-4722	171	29	algorithm	algorithm	NOUN
easat-4722	171	30	.	.	PUNCT
easat-4722	172	1	using	use	VERB
easat-4722	172	2	the	the	DET
easat-4722	172	3	improved	improved	ADJ
easat-4722	172	4	ssd	ssd	NOUN
easat-4722	172	5	and	and	CCONJ
easat-4722	172	6	classic	classic	ADJ
easat-4722	172	7	ssd	ssd	NOUN
easat-4722	172	8	model	model	NOUN
easat-4722	172	9	,	,	PUNCT
easat-4722	172	10	five	five	NUM
easat-4722	172	11	actions	action	NOUN
easat-4722	172	12	of	of	ADP
easat-4722	172	13	students	student	NOUN
easat-4722	172	14	in	in	ADP
easat-4722	172	15	the	the	DET
easat-4722	172	16	test	test	NOUN
easat-4722	172	17	set	set	NOUN
easat-4722	172	18	are	be	AUX
easat-4722	172	19	detected	detect	VERB
easat-4722	172	20	,	,	PUNCT
easat-4722	172	21	and	and	CCONJ
easat-4722	172	22	the	the	DET
easat-4722	172	23	ap	ap	PROPN
easat-4722	172	24	of	of	ADP
easat-4722	172	25	each	each	DET
easat-4722	172	26	action	action	NOUN
easat-4722	172	27	is	be	AUX
easat-4722	172	28	shown	show	VERB
easat-4722	172	29	in	in	ADP
easat-4722	172	30	table	table	NOUN
easat-4722	172	31	2	2	NUM
easat-4722	172	32	and	and	CCONJ
easat-4722	172	33	figure	figure	VERB
easat-4722	172	34	7	7	NUM
easat-4722	172	35	.	.	PUNCT
easat-4722	172	36	table	table	NOUN
easat-4722	172	37	2	2	NUM
easat-4722	172	38	.	.	NOUN
easat-4722	172	39	five	five	NUM
easat-4722	172	40	kinds	kind	NOUN
easat-4722	172	41	of	of	ADP
easat-4722	172	42	classroom	classroom	NOUN
easat-4722	172	43	behavior	behavior	NOUN
easat-4722	172	44	detection	detection	NOUN
easat-4722	172	45	ap	ap	PROPN
easat-4722	173	1	(	(	PUNCT
easat-4722	173	2	%	%	INTJ
easat-4722	173	3	)	)	PUNCT
easat-4722	173	4	.	.	PUNCT
easat-4722	174	1	classroom	classroom	NOUN
easat-4722	174	2	behavior	behavior	PROPN
easat-4722	174	3	ssd	ssd	NOUN
easat-4722	174	4	improved	improve	VERB
easat-4722	174	5	ssd	ssd	NOUN
easat-4722	174	6	listening	listen	VERB
easat-4722	174	7	to	to	ADP
easat-4722	174	8	classes	class	NOUN
easat-4722	174	9	80.155	80.155	NUM
easat-4722	174	10	88.859	88.859	NUM
easat-4722	174	11	playing	play	VERB
easat-4722	174	12	with	with	ADP
easat-4722	174	13	mobile	mobile	ADJ
easat-4722	174	14	phones	phone	NOUN
easat-4722	174	15	76.315	76.315	NUM
easat-4722	174	16	86.897	86.897	NUM
easat-4722	174	17	raise	raise	VERB
easat-4722	174	18	your	your	PRON
easat-4722	174	19	hand	hand	NOUN
easat-4722	174	20	73.846	73.846	NUM
easat-4722	174	21	88.651	88.651	NUM
easat-4722	174	22	write	write	VERB
easat-4722	174	23	85.097	85.097	NUM
easat-4722	174	24	89.829	89.829	NUM
easat-4722	174	25	sleep	sleep	NOUN
easat-4722	174	26	83.386	83.386	NUM
easat-4722	174	27	90.165	90.165	NUM
easat-4722	174	28	1178	1178	NUM
easat-4722	174	29	edelweiss	edelweiss	PROPN
easat-4722	174	30	applied	apply	VERB
easat-4722	174	31	science	science	NOUN
easat-4722	174	32	and	and	CCONJ
easat-4722	174	33	technology	technology	NOUN
easat-4722	174	34	issn	issn	PROPN
easat-4722	174	35	:	:	PUNCT
easat-4722	174	36	2576	2576	NUM
easat-4722	174	37	-	-	SYM
easat-4722	174	38	8484	8484	NUM
easat-4722	174	39	vol	vol	NOUN
easat-4722	174	40	.	.	PROPN
easat-4722	175	1	9	9	NUM
easat-4722	175	2	,	,	PUNCT
easat-4722	175	3	no	no	INTJ
easat-4722	175	4	.	.	NOUN
easat-4722	175	5	2	2	NUM
easat-4722	175	6	:	:	PUNCT
easat-4722	175	7	1168	1168	NUM
easat-4722	175	8	-	-	SYM
easat-4722	175	9	1179	1179	NUM
easat-4722	175	10	,	,	PUNCT
easat-4722	175	11	2025	2025	NUM
easat-4722	175	12	doi	doi	NOUN
easat-4722	175	13	:	:	PUNCT
easat-4722	175	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	175	15	©	©	PROPN
easat-4722	175	16	2025	2025	NUM
easat-4722	175	17	by	by	ADP
easat-4722	175	18	the	the	DET
easat-4722	175	19	authors	author	NOUN
easat-4722	175	20	;	;	PUNCT
easat-4722	175	21	licensee	licensee	PROPN
easat-4722	175	22	learning	learn	VERB
easat-4722	175	23	gate	gate	NOUN
easat-4722	175	24	figure	figure	NOUN
easat-4722	175	25	7	7	NUM
easat-4722	175	26	.	.	PUNCT
easat-4722	175	27	ap	ap	PROPN
easat-4722	175	28	statistical	statistical	ADJ
easat-4722	175	29	chart	chart	NOUN
easat-4722	175	30	of	of	ADP
easat-4722	175	31	five	five	NUM
easat-4722	175	32	kinds	kind	NOUN
easat-4722	175	33	of	of	ADP
easat-4722	175	34	classroom	classroom	NOUN
easat-4722	175	35	behavior	behavior	NOUN
easat-4722	175	36	detection	detection	NOUN
easat-4722	175	37	.	.	PUNCT
easat-4722	176	1	compared	compare	VERB
easat-4722	176	2	with	with	ADP
easat-4722	176	3	the	the	DET
easat-4722	176	4	original	original	ADJ
easat-4722	176	5	ssd	ssd	NOUN
easat-4722	176	6	method	method	NOUN
easat-4722	176	7	,	,	PUNCT
easat-4722	176	8	the	the	DET
easat-4722	176	9	improved	improved	ADJ
easat-4722	176	10	ssd	ssd	NOUN
easat-4722	176	11	method	method	NOUN
easat-4722	176	12	has	have	AUX
easat-4722	176	13	greatly	greatly	ADV
easat-4722	176	14	improved	improve	VERB
easat-4722	176	15	the	the	DET
easat-4722	176	16	detection	detection	NOUN
easat-4722	176	17	effect	effect	NOUN
easat-4722	176	18	of	of	ADP
easat-4722	176	19	small	small	ADJ
easat-4722	176	20	targets	target	NOUN
easat-4722	176	21	,	,	PUNCT
easat-4722	176	22	with	with	ADP
easat-4722	176	23	an	an	DET
easat-4722	176	24	average	average	ADJ
easat-4722	176	25	improvement	improvement	NOUN
easat-4722	176	26	of	of	ADP
easat-4722	176	27	14.805	14.805	NUM
easat-4722	176	28	%	%	NOUN
easat-4722	176	29	,	,	PUNCT
easat-4722	176	30	which	which	PRON
easat-4722	176	31	shows	show	VERB
easat-4722	176	32	that	that	SCONJ
easat-4722	176	33	the	the	DET
easat-4722	176	34	improved	improved	ADJ
easat-4722	176	35	ssd	ssd	NOUN
easat-4722	176	36	method	method	NOUN
easat-4722	176	37	has	have	AUX
easat-4722	176	38	greatly	greatly	ADV
easat-4722	176	39	improved	improve	VERB
easat-4722	176	40	the	the	DET
easat-4722	176	41	recognition	recognition	NOUN
easat-4722	176	42	of	of	ADP
easat-4722	176	43	small	small	ADJ
easat-4722	176	44	targets	target	NOUN
easat-4722	176	45	.	.	PUNCT
easat-4722	177	1	compared	compare	VERB
easat-4722	177	2	with	with	ADP
easat-4722	177	3	the	the	DET
easat-4722	177	4	original	original	ADJ
easat-4722	177	5	ssd	ssd	NOUN
easat-4722	177	6	algorithm	algorithm	NOUN
easat-4722	177	7	,	,	PUNCT
easat-4722	177	8	the	the	DET
easat-4722	177	9	new	new	ADJ
easat-4722	177	10	algorithm	algorithm	NOUN
easat-4722	177	11	has	have	VERB
easat-4722	177	12	great	great	ADJ
easat-4722	177	13	improvement	improvement	NOUN
easat-4722	177	14	in	in	ADP
easat-4722	177	15	small	small	ADJ
easat-4722	177	16	target	target	NOUN
easat-4722	177	17	recognition	recognition	NOUN
easat-4722	177	18	.	.	PUNCT
easat-4722	178	1	4	4	X
easat-4722	178	2	.	.	X
easat-4722	178	3	conclusion	conclusion	NOUN
easat-4722	178	4	this	this	DET
easat-4722	178	5	paper	paper	NOUN
easat-4722	178	6	proposes	propose	VERB
easat-4722	178	7	an	an	DET
easat-4722	178	8	obe	obe	PROPN
easat-4722	178	9	platform	platform	NOUN
easat-4722	178	10	based	base	VERB
easat-4722	178	11	on	on	ADP
easat-4722	178	12	deep	deep	ADJ
easat-4722	178	13	learning	learning	NOUN
easat-4722	178	14	,	,	PUNCT
easat-4722	178	15	which	which	PRON
easat-4722	178	16	includes	include	VERB
easat-4722	178	17	personalized	personalized	ADJ
easat-4722	178	18	learning	learning	NOUN
easat-4722	178	19	recommendation	recommendation	NOUN
easat-4722	178	20	and	and	CCONJ
easat-4722	178	21	classroom	classroom	NOUN
easat-4722	178	22	quality	quality	NOUN
easat-4722	178	23	evaluation	evaluation	NOUN
easat-4722	178	24	.	.	PUNCT
easat-4722	179	1	explore	explore	VERB
easat-4722	179	2	the	the	DET
easat-4722	179	3	relationship	relationship	NOUN
easat-4722	179	4	between	between	ADP
easat-4722	179	5	users	user	NOUN
easat-4722	179	6	'	'	PART
easat-4722	179	7	learning	learn	VERB
easat-4722	179	8	emotions	emotion	NOUN
easat-4722	179	9	and	and	CCONJ
easat-4722	179	10	learning	learn	VERB
easat-4722	179	11	efficiency	efficiency	NOUN
easat-4722	179	12	,	,	PUNCT
easat-4722	179	13	and	and	CCONJ
easat-4722	179	14	realize	realize	VERB
easat-4722	179	15	personalized	personalized	ADJ
easat-4722	179	16	learning	learning	NOUN
easat-4722	179	17	method	method	NOUN
easat-4722	179	18	recommendation	recommendation	NOUN
easat-4722	179	19	.	.	PUNCT
easat-4722	180	1	using	use	VERB
easat-4722	180	2	deep	deep	ADJ
easat-4722	180	3	learning	learning	NOUN
easat-4722	180	4	to	to	PART
easat-4722	180	5	express	express	VERB
easat-4722	180	6	data	datum	NOUN
easat-4722	180	7	,	,	PUNCT
easat-4722	180	8	multi	multi	ADJ
easat-4722	180	9	-	-	ADJ
easat-4722	180	10	source	source	NOUN
easat-4722	180	11	data	datum	NOUN
easat-4722	180	12	are	be	AUX
easat-4722	180	13	integrated	integrate	VERB
easat-4722	180	14	to	to	PART
easat-4722	180	15	improve	improve	VERB
easat-4722	180	16	the	the	DET
easat-4722	180	17	recommendation	recommendation	NOUN
easat-4722	180	18	effect	effect	NOUN
easat-4722	180	19	.	.	PUNCT
easat-4722	181	1	the	the	DET
easat-4722	181	2	entropy	entropy	PROPN
easat-4722	181	3	value	value	NOUN
easat-4722	181	4	of	of	ADP
easat-4722	181	5	real	real	ADJ
easat-4722	181	6	information	information	NOUN
easat-4722	181	7	is	be	AUX
easat-4722	181	8	added	add	VERB
easat-4722	181	9	to	to	ADP
easat-4722	181	10	the	the	DET
easat-4722	181	11	model	model	NOUN
easat-4722	181	12	as	as	ADP
easat-4722	181	13	the	the	DET
easat-4722	181	14	dimension	dimension	NOUN
easat-4722	181	15	of	of	ADP
easat-4722	181	16	time	time	NOUN
easat-4722	181	17	regularity	regularity	NOUN
easat-4722	181	18	,	,	PUNCT
easat-4722	181	19	and	and	CCONJ
easat-4722	181	20	it	it	PRON
easat-4722	181	21	is	be	AUX
easat-4722	181	22	trained	train	VERB
easat-4722	181	23	accordingly	accordingly	ADV
easat-4722	181	24	.	.	PUNCT
easat-4722	182	1	this	this	DET
easat-4722	182	2	method	method	NOUN
easat-4722	182	3	deeply	deeply	ADV
easat-4722	182	4	studies	study	VERB
easat-4722	182	5	the	the	DET
easat-4722	182	6	users	user	NOUN
easat-4722	182	7	in	in	ADP
easat-4722	182	8	the	the	DET
easat-4722	182	9	network	network	NOUN
easat-4722	182	10	and	and	CCONJ
easat-4722	182	11	analyzes	analyze	VERB
easat-4722	182	12	the	the	DET
easat-4722	182	13	users	user	NOUN
easat-4722	182	14	in	in	ADP
easat-4722	182	15	the	the	DET
easat-4722	182	16	network	network	NOUN
easat-4722	182	17	,	,	PUNCT
easat-4722	182	18	and	and	CCONJ
easat-4722	182	19	finally	finally	ADV
easat-4722	182	20	gets	get	VERB
easat-4722	182	21	better	well	ADJ
easat-4722	182	22	results	result	NOUN
easat-4722	182	23	.	.	PUNCT
easat-4722	183	1	finally	finally	ADV
easat-4722	183	2	,	,	PUNCT
easat-4722	183	3	this	this	DET
easat-4722	183	4	paper	paper	NOUN
easat-4722	183	5	verifies	verify	VERB
easat-4722	183	6	the	the	DET
easat-4722	183	7	recommendation	recommendation	NOUN
easat-4722	183	8	algorithm	algorithm	NOUN
easat-4722	183	9	based	base	VERB
easat-4722	183	10	on	on	ADP
easat-4722	183	11	cnn	cnn	PROPN
easat-4722	183	12	.	.	PUNCT
easat-4722	184	1	compared	compare	VERB
easat-4722	184	2	with	with	ADP
easat-4722	184	3	the	the	DET
easat-4722	184	4	original	original	ADJ
easat-4722	184	5	ssd	ssd	NOUN
easat-4722	184	6	method	method	NOUN
easat-4722	184	7	,	,	PUNCT
easat-4722	184	8	the	the	DET
easat-4722	184	9	improved	improved	ADJ
easat-4722	184	10	ssd	ssd	NOUN
easat-4722	184	11	method	method	NOUN
easat-4722	184	12	has	have	AUX
easat-4722	184	13	greatly	greatly	ADV
easat-4722	184	14	improved	improve	VERB
easat-4722	184	15	the	the	DET
easat-4722	184	16	detection	detection	NOUN
easat-4722	184	17	effect	effect	NOUN
easat-4722	184	18	of	of	ADP
easat-4722	184	19	small	small	ADJ
easat-4722	184	20	targets	target	NOUN
easat-4722	184	21	,	,	PUNCT
easat-4722	184	22	with	with	ADP
easat-4722	184	23	an	an	DET
easat-4722	184	24	average	average	ADJ
easat-4722	184	25	improvement	improvement	NOUN
easat-4722	184	26	of	of	ADP
easat-4722	184	27	14.805	14.805	NUM
easat-4722	184	28	%	%	NOUN
easat-4722	184	29	,	,	PUNCT
easat-4722	184	30	which	which	PRON
easat-4722	184	31	shows	show	VERB
easat-4722	184	32	that	that	SCONJ
easat-4722	184	33	the	the	DET
easat-4722	184	34	improved	improved	ADJ
easat-4722	184	35	ssd	ssd	NOUN
easat-4722	184	36	method	method	NOUN
easat-4722	184	37	has	have	AUX
easat-4722	184	38	greatly	greatly	ADV
easat-4722	184	39	improved	improve	VERB
easat-4722	184	40	the	the	DET
easat-4722	184	41	recognition	recognition	NOUN
easat-4722	184	42	of	of	ADP
easat-4722	184	43	small	small	ADJ
easat-4722	184	44	targets	target	NOUN
easat-4722	184	45	.	.	PUNCT
easat-4722	185	1	transparency	transparency	NOUN
easat-4722	185	2	:	:	PUNCT
easat-4722	185	3	the	the	DET
easat-4722	185	4	authors	author	NOUN
easat-4722	185	5	confirm	confirm	VERB
easat-4722	185	6	that	that	SCONJ
easat-4722	185	7	the	the	DET
easat-4722	185	8	manuscript	manuscript	NOUN
easat-4722	185	9	is	be	AUX
easat-4722	185	10	an	an	DET
easat-4722	185	11	honest	honest	ADJ
easat-4722	185	12	,	,	PUNCT
easat-4722	185	13	accurate	accurate	ADJ
easat-4722	185	14	,	,	PUNCT
easat-4722	185	15	and	and	CCONJ
easat-4722	185	16	transparent	transparent	ADJ
easat-4722	185	17	account	account	NOUN
easat-4722	185	18	of	of	ADP
easat-4722	185	19	the	the	DET
easat-4722	185	20	study	study	NOUN
easat-4722	185	21	;	;	PUNCT
easat-4722	185	22	that	that	SCONJ
easat-4722	185	23	no	no	DET
easat-4722	185	24	vital	vital	ADJ
easat-4722	185	25	features	feature	NOUN
easat-4722	185	26	of	of	ADP
easat-4722	185	27	the	the	DET
easat-4722	185	28	study	study	NOUN
easat-4722	185	29	have	have	AUX
easat-4722	185	30	been	be	AUX
easat-4722	185	31	omitted	omit	VERB
easat-4722	185	32	;	;	PUNCT
easat-4722	185	33	and	and	CCONJ
easat-4722	185	34	that	that	SCONJ
easat-4722	185	35	any	any	DET
easat-4722	185	36	discrepancies	discrepancy	NOUN
easat-4722	185	37	from	from	ADP
easat-4722	185	38	the	the	DET
easat-4722	185	39	study	study	NOUN
easat-4722	185	40	as	as	SCONJ
easat-4722	185	41	planned	plan	VERB
easat-4722	185	42	have	have	AUX
easat-4722	185	43	been	be	AUX
easat-4722	185	44	explained	explain	VERB
easat-4722	185	45	.	.	PUNCT
easat-4722	186	1	this	this	DET
easat-4722	186	2	study	study	NOUN
easat-4722	186	3	followed	follow	VERB
easat-4722	186	4	all	all	DET
easat-4722	186	5	ethical	ethical	ADJ
easat-4722	186	6	practices	practice	NOUN
easat-4722	186	7	during	during	ADP
easat-4722	186	8	writing	writing	NOUN
easat-4722	186	9	.	.	PUNCT
easat-4722	187	1	1179	1179	NUM
easat-4722	187	2	edelweiss	edelweiss	PROPN
easat-4722	187	3	applied	apply	VERB
easat-4722	187	4	science	science	NOUN
easat-4722	187	5	and	and	CCONJ
easat-4722	187	6	technology	technology	NOUN
easat-4722	187	7	issn	issn	PROPN
easat-4722	187	8	:	:	PUNCT
easat-4722	187	9	2576	2576	NUM
easat-4722	187	10	-	-	SYM
easat-4722	187	11	8484	8484	NUM
easat-4722	187	12	vol	vol	NOUN
easat-4722	187	13	.	.	PROPN
easat-4722	188	1	9	9	NUM
easat-4722	188	2	,	,	PUNCT
easat-4722	188	3	no	no	INTJ
easat-4722	188	4	.	.	NOUN
easat-4722	188	5	2	2	NUM
easat-4722	188	6	:	:	PUNCT
easat-4722	188	7	1168	1168	NUM
easat-4722	188	8	-	-	SYM
easat-4722	188	9	1179	1179	NUM
easat-4722	188	10	,	,	PUNCT
easat-4722	188	11	2025	2025	NUM
easat-4722	188	12	doi	doi	NOUN
easat-4722	188	13	:	:	PUNCT
easat-4722	188	14	10.55214/25768484.v9i2.4722	10.55214/25768484.v9i2.4722	NUM
easat-4722	188	15	©	©	PROPN
easat-4722	188	16	2025	2025	NUM
easat-4722	188	17	by	by	ADP
easat-4722	188	18	the	the	DET
easat-4722	188	19	authors	author	NOUN
easat-4722	188	20	;	;	PUNCT
easat-4722	189	1	licensee	licensee	PROPN
easat-4722	189	2	learning	learn	VERB
easat-4722	189	3	gate	gate	NOUN
easat-4722	189	4	copyright	copyright	NOUN
easat-4722	189	5	:	:	PUNCT
easat-4722	189	6	©	©	PROPN
easat-4722	189	7	2025	2025	NUM
easat-4722	189	8	by	by	ADP
easat-4722	189	9	the	the	DET
easat-4722	189	10	authors	author	NOUN
easat-4722	189	11	.	.	PUNCT
easat-4722	190	1	this	this	DET
easat-4722	190	2	open	open	ADJ
easat-4722	190	3	-	-	PUNCT
easat-4722	190	4	access	access	NOUN
easat-4722	190	5	article	article	NOUN
easat-4722	190	6	is	be	AUX
easat-4722	190	7	distributed	distribute	VERB
easat-4722	190	8	under	under	ADP
easat-4722	190	9	the	the	DET
easat-4722	190	10	terms	term	NOUN
easat-4722	190	11	and	and	CCONJ
easat-4722	190	12	conditions	condition	NOUN
easat-4722	190	13	of	of	ADP
easat-4722	190	14	the	the	DET
easat-4722	190	15	creative	creative	ADJ
easat-4722	190	16	commons	common	NOUN
easat-4722	190	17	attribution	attribution	NOUN
easat-4722	190	18	(	(	PUNCT
easat-4722	190	19	cc	cc	NOUN
easat-4722	190	20	by	by	ADP
easat-4722	190	21	)	)	PUNCT
easat-4722	190	22	license	license	NOUN
easat-4722	190	23	(	(	PUNCT
easat-4722	190	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4722	190	25	)	)	PUNCT
easat-4722	190	26	.	.	PUNCT
easat-4722	191	1	references	reference	NOUN
easat-4722	191	2	[	[	X
easat-4722	191	3	1	1	NUM
easat-4722	191	4	]	]	PUNCT
easat-4722	191	5	m.	m.	NOUN
easat-4722	191	6	li	li	PROPN
easat-4722	191	7	,	,	PUNCT
easat-4722	191	8	x.	x.	PROPN
easat-4722	191	9	bao	bao	PROPN
easat-4722	191	10	,	,	PUNCT
easat-4722	191	11	l.	l.	PROPN
easat-4722	191	12	chang	chang	PROPN
easat-4722	191	13	,	,	PUNCT
easat-4722	191	14	and	and	CCONJ
easat-4722	191	15	t.	t.	PROPN
easat-4722	191	16	gu	gu	PROPN
easat-4722	191	17	,	,	PUNCT
easat-4722	191	18	"	"	PUNCT
easat-4722	191	19	modeling	model	VERB
easat-4722	191	20	personalized	personalized	ADJ
easat-4722	191	21	representation	representation	NOUN
easat-4722	191	22	for	for	ADP
easat-4722	191	23	within	within	ADP
easat-4722	191	24	-	-	PUNCT
easat-4722	191	25	basket	basket	NOUN
easat-4722	191	26	recommendation	recommendation	NOUN
easat-4722	191	27	based	base	VERB
easat-4722	191	28	on	on	ADP
easat-4722	191	29	deep	deep	ADJ
easat-4722	191	30	learning	learning	NOUN
easat-4722	191	31	,	,	PUNCT
easat-4722	191	32	"	"	PUNCT
easat-4722	191	33	expert	expert	NOUN
easat-4722	191	34	systems	system	NOUN
easat-4722	191	35	with	with	ADP
easat-4722	191	36	applications	application	NOUN
easat-4722	191	37	,	,	PUNCT
easat-4722	191	38	vol	vol	NOUN
easat-4722	191	39	.	.	PROPN
easat-4722	191	40	192	192	NUM
easat-4722	191	41	,	,	PUNCT
easat-4722	191	42	p.	p.	NOUN
easat-4722	191	43	116383	116383	NUM
easat-4722	191	44	,	,	PUNCT
easat-4722	191	45	2022	2022	NUM
easat-4722	191	46	.	.	PUNCT
easat-4722	192	1	https://doi.org/10.1016/j.eswa.2021.116383	https://doi.org/10.1016/j.eswa.2021.116383	VERB
easat-4722	192	2	[	[	X
easat-4722	192	3	2	2	NUM
easat-4722	192	4	]	]	PUNCT
easat-4722	192	5	l.	l.	PROPN
easat-4722	192	6	zhou	zhou	PROPN
easat-4722	192	7	and	and	CCONJ
easat-4722	192	8	c.	c.	PROPN
easat-4722	192	9	wang	wang	PROPN
easat-4722	192	10	,	,	PUNCT
easat-4722	192	11	"	"	PUNCT
easat-4722	192	12	research	research	NOUN
easat-4722	192	13	on	on	ADP
easat-4722	192	14	recommendation	recommendation	NOUN
easat-4722	192	15	of	of	ADP
easat-4722	192	16	personalized	personalize	VERB
easat-4722	192	17	exercises	exercise	NOUN
easat-4722	192	18	in	in	ADP
easat-4722	192	19	english	english	ADJ
easat-4722	192	20	learning	learning	NOUN
easat-4722	192	21	based	base	VERB
easat-4722	192	22	on	on	ADP
easat-4722	192	23	data	datum	NOUN
easat-4722	192	24	mining	mining	NOUN
easat-4722	192	25	,	,	PUNCT
easat-4722	192	26	"	"	PUNCT
easat-4722	192	27	scientific	scientific	ADJ
easat-4722	192	28	programming	programming	NOUN
easat-4722	192	29	,	,	PUNCT
easat-4722	192	30	vol	vol	NOUN
easat-4722	192	31	.	.	PROPN
easat-4722	192	32	2021	2021	NUM
easat-4722	192	33	,	,	PUNCT
easat-4722	192	34	no	no	INTJ
easat-4722	192	35	.	.	NOUN
easat-4722	192	36	1	1	NUM
easat-4722	192	37	,	,	PUNCT
easat-4722	192	38	p.	p.	NOUN
easat-4722	192	39	5042286	5042286	NUM
easat-4722	192	40	,	,	PUNCT
easat-4722	192	41	2021	2021	NUM
easat-4722	192	42	.	.	PUNCT
easat-4722	193	1	https://doi.org/10.1155/2021/4795379	https://doi.org/10.1155/2021/4795379	PROPN
easat-4722	194	1	[	[	X
easat-4722	194	2	3	3	NUM
easat-4722	194	3	]	]	X
easat-4722	194	4	y.	y.	PROPN
easat-4722	194	5	ouyang	ouyang	PROPN
easat-4722	194	6	,	,	PUNCT
easat-4722	194	7	b.	b.	PROPN
easat-4722	194	8	guo	guo	PROPN
easat-4722	194	9	,	,	PUNCT
easat-4722	194	10	x.	x.	NOUN
easat-4722	194	11	tang	tang	PROPN
easat-4722	194	12	,	,	PUNCT
easat-4722	194	13	x.	x.	NOUN
easat-4722	195	1	he	he	PRON
easat-4722	195	2	,	,	PUNCT
easat-4722	195	3	j.	j.	PROPN
easat-4722	195	4	xiong	xiong	PROPN
easat-4722	195	5	,	,	PUNCT
easat-4722	195	6	and	and	CCONJ
easat-4722	195	7	z.	z.	PROPN
easat-4722	195	8	yu	yu	PROPN
easat-4722	195	9	,	,	PUNCT
easat-4722	195	10	"	"	PUNCT
easat-4722	195	11	mobile	mobile	ADJ
easat-4722	195	12	app	app	NOUN
easat-4722	195	13	cross	cross	ADJ
easat-4722	195	14	-	-	ADJ
easat-4722	195	15	domain	domain	ADJ
easat-4722	195	16	recommendation	recommendation	NOUN
easat-4722	195	17	with	with	ADP
easat-4722	195	18	multigraph	multigraph	PROPN
easat-4722	195	19	neural	neural	ADJ
easat-4722	195	20	network	network	NOUN
easat-4722	195	21	,	,	PUNCT
easat-4722	195	22	"	"	PUNCT
easat-4722	195	23	acm	acm	NOUN
easat-4722	195	24	transactions	transaction	NOUN
easat-4722	195	25	on	on	ADP
easat-4722	195	26	knowledge	knowledge	NOUN
easat-4722	195	27	discovery	discovery	NOUN
easat-4722	195	28	from	from	ADP
easat-4722	195	29	data	data	PROPN
easat-4722	195	30	,	,	PUNCT
easat-4722	195	31	vol	vol	NOUN
easat-4722	195	32	.	.	PROPN
easat-4722	195	33	15	15	NUM
easat-4722	195	34	,	,	PUNCT
easat-4722	195	35	no	no	INTJ
easat-4722	195	36	.	.	NOUN
easat-4722	195	37	4	4	NUM
easat-4722	195	38	,	,	PUNCT
easat-4722	195	39	pp	pp	ADJ
easat-4722	195	40	.	.	PUNCT
easat-4722	196	1	1	1	NUM
easat-4722	196	2	-	-	SYM
easat-4722	196	3	21	21	NUM
easat-4722	196	4	,	,	PUNCT
easat-4722	196	5	2021	2021	NUM
easat-4722	196	6	.	.	PUNCT
easat-4722	197	1	https://doi.org/10.1145/3447817	https://doi.org/10.1145/3447817	X
easat-4722	198	1	[	[	X
easat-4722	198	2	4	4	NUM
easat-4722	198	3	]	]	PUNCT
easat-4722	198	4	z.	z.	PROPN
easat-4722	198	5	hu	hu	PROPN
easat-4722	198	6	,	,	PUNCT
easat-4722	198	7	j.	j.	PROPN
easat-4722	198	8	wang	wang	PROPN
easat-4722	198	9	,	,	PUNCT
easat-4722	198	10	y.	y.	PROPN
easat-4722	198	11	yan	yan	PROPN
easat-4722	198	12	,	,	PUNCT
easat-4722	198	13	p.	p.	PROPN
easat-4722	198	14	zhao	zhao	PROPN
easat-4722	198	15	,	,	PUNCT
easat-4722	198	16	j.	j.	PROPN
easat-4722	198	17	chen	chen	PROPN
easat-4722	198	18	,	,	PUNCT
easat-4722	198	19	and	and	CCONJ
easat-4722	198	20	j.	j.	PROPN
easat-4722	198	21	huang	huang	PROPN
easat-4722	198	22	,	,	PUNCT
easat-4722	198	23	"	"	PUNCT
easat-4722	198	24	neural	neural	ADJ
easat-4722	198	25	graph	graph	NOUN
easat-4722	198	26	personalized	personalize	VERB
easat-4722	198	27	ranking	rank	VERB
easat-4722	198	28	for	for	ADP
easat-4722	198	29	top	top	ADJ
easat-4722	198	30	-	-	PUNCT
easat-4722	198	31	n	n	NOUN
easat-4722	198	32	recommendation	recommendation	NOUN
easat-4722	198	33	,	,	PUNCT
easat-4722	198	34	"	"	PUNCT
easat-4722	198	35	knowledge	knowledge	NOUN
easat-4722	198	36	-	-	PUNCT
easat-4722	198	37	based	base	VERB
easat-4722	198	38	systems	system	NOUN
easat-4722	198	39	,	,	PUNCT
easat-4722	198	40	vol	vol	NOUN
easat-4722	198	41	.	.	NOUN
easat-4722	198	42	213	213	NUM
easat-4722	198	43	,	,	PUNCT
easat-4722	198	44	p.	p.	NOUN
easat-4722	198	45	106426	106426	NUM
easat-4722	198	46	,	,	PUNCT
easat-4722	198	47	2021	2021	NUM
easat-4722	198	48	.	.	PUNCT
easat-4722	199	1	https://doi.org/10.1016/j.knosys.2020.106426	https://doi.org/10.1016/j.knosys.2020.106426	ADJ
easat-4722	199	2	[	[	X
easat-4722	199	3	5	5	X
easat-4722	199	4	]	]	PUNCT
easat-4722	199	5	x.	x.	PROPN
easat-4722	199	6	yang	yang	PROPN
easat-4722	199	7	,	,	PUNCT
easat-4722	199	8	z.	z.	PROPN
easat-4722	199	9	zhou	zhou	PROPN
easat-4722	199	10	,	,	PUNCT
easat-4722	199	11	and	and	CCONJ
easat-4722	199	12	y.	y.	PROPN
easat-4722	199	13	xiao	xiao	PROPN
easat-4722	199	14	,	,	PUNCT
easat-4722	199	15	"	"	PUNCT
easat-4722	199	16	[	[	X
easat-4722	199	17	retracted	retracted	ADJ
easat-4722	199	18	]	]	PUNCT
easat-4722	199	19	research	research	NOUN
easat-4722	199	20	on	on	ADP
easat-4722	199	21	students	student	NOUN
easat-4722	199	22	’	'	PUNCT
easat-4722	199	23	adaptive	adaptive	ADJ
easat-4722	199	24	learning	learning	NOUN
easat-4722	199	25	system	system	NOUN
easat-4722	199	26	based	base	VERB
easat-4722	199	27	on	on	ADP
easat-4722	199	28	deep	deep	ADJ
easat-4722	199	29	learning	learning	NOUN
easat-4722	199	30	model	model	NOUN
easat-4722	199	31	,	,	PUNCT
easat-4722	199	32	"	"	PUNCT
easat-4722	199	33	scientific	scientific	ADJ
easat-4722	199	34	programming	programming	NOUN
easat-4722	199	35	,	,	PUNCT
easat-4722	199	36	vol	vol	NOUN
easat-4722	199	37	.	.	PROPN
easat-4722	199	38	2021	2021	NUM
easat-4722	199	39	,	,	PUNCT
easat-4722	199	40	no	no	INTJ
easat-4722	199	41	.	.	NOUN
easat-4722	199	42	1	1	NUM
easat-4722	199	43	,	,	PUNCT
easat-4722	199	44	p.	p.	NOUN
easat-4722	199	45	6593438	6593438	NUM
easat-4722	199	46	,	,	PUNCT
easat-4722	199	47	2021	2021	NUM
easat-4722	199	48	.	.	PUNCT
easat-4722	200	1	https://doi.org/10.1155/2021/6526145	https://doi.org/10.1155/2021/6526145	VERB
easat-4722	200	2	[	[	PUNCT
easat-4722	200	3	6	6	NUM
easat-4722	200	4	]	]	PUNCT
easat-4722	200	5	m.-c	m.-c	NOUN
easat-4722	200	6	.	.	PUNCT
easat-4722	201	1	chiu	chiu	PROPN
easat-4722	201	2	,	,	PUNCT
easat-4722	201	3	j.-h	j.-h	PROPN
easat-4722	201	4	.	.	PUNCT
easat-4722	202	1	huang	huang	PROPN
easat-4722	202	2	,	,	PUNCT
easat-4722	202	3	s.	s.	PROPN
easat-4722	202	4	gupta	gupta	PROPN
easat-4722	202	5	,	,	PUNCT
easat-4722	202	6	and	and	CCONJ
easat-4722	202	7	g.	g.	PROPN
easat-4722	202	8	akman	akman	NOUN
easat-4722	202	9	,	,	PUNCT
easat-4722	202	10	"	"	PUNCT
easat-4722	202	11	developing	develop	VERB
easat-4722	202	12	a	a	DET
easat-4722	202	13	personalized	personalized	ADJ
easat-4722	202	14	recommendation	recommendation	NOUN
easat-4722	202	15	system	system	NOUN
easat-4722	202	16	in	in	ADP
easat-4722	202	17	a	a	DET
easat-4722	202	18	smart	smart	ADJ
easat-4722	202	19	product	product	NOUN
easat-4722	202	20	service	service	NOUN
easat-4722	202	21	system	system	NOUN
easat-4722	202	22	based	base	VERB
easat-4722	202	23	on	on	ADP
easat-4722	202	24	unsupervised	unsupervised	ADJ
easat-4722	202	25	learning	learning	NOUN
easat-4722	202	26	model	model	NOUN
easat-4722	202	27	,	,	PUNCT
easat-4722	202	28	"	"	PUNCT
easat-4722	202	29	computers	computer	NOUN
easat-4722	202	30	in	in	ADP
easat-4722	202	31	industry	industry	NOUN
easat-4722	202	32	,	,	PUNCT
easat-4722	202	33	vol	vol	NOUN
easat-4722	202	34	.	.	PROPN
easat-4722	202	35	128	128	NUM
easat-4722	202	36	,	,	PUNCT
easat-4722	202	37	p.	p.	NOUN
easat-4722	202	38	103421	103421	NUM
easat-4722	202	39	,	,	PUNCT
easat-4722	202	40	2021	2021	NUM
easat-4722	202	41	.	.	PUNCT
easat-4722	203	1	https://doi.org/10.1016/j.compind.2020.103421	https://doi.org/10.1016/j.compind.2020.103421	PROPN
easat-4722	203	2	[	[	X
easat-4722	203	3	7	7	NUM
easat-4722	203	4	]	]	PUNCT
easat-4722	203	5	z.	z.	PROPN
easat-4722	203	6	ali	ali	PROPN
easat-4722	203	7	,	,	PUNCT
easat-4722	203	8	g.	g.	PROPN
easat-4722	203	9	qi	qi	PROPN
easat-4722	203	10	,	,	PUNCT
easat-4722	203	11	k.	k.	PROPN
easat-4722	203	12	muhammad	muhammad	PROPN
easat-4722	203	13	,	,	PUNCT
easat-4722	203	14	p.	p.	PROPN
easat-4722	203	15	kefalas	kefalas	PROPN
easat-4722	203	16	,	,	PUNCT
easat-4722	203	17	and	and	CCONJ
easat-4722	203	18	s.	s.	PROPN
easat-4722	203	19	khusro	khusro	PROPN
easat-4722	203	20	,	,	PUNCT
easat-4722	203	21	"	"	PUNCT
easat-4722	203	22	global	global	ADJ
easat-4722	203	23	citation	citation	NOUN
easat-4722	203	24	recommendation	recommendation	NOUN
easat-4722	203	25	employing	employ	VERB
easat-4722	203	26	generative	generative	ADJ
easat-4722	203	27	adversarial	adversarial	ADJ
easat-4722	203	28	network	network	NOUN
easat-4722	203	29	,	,	PUNCT
easat-4722	203	30	"	"	PUNCT
easat-4722	203	31	expert	expert	NOUN
easat-4722	203	32	systems	system	NOUN
easat-4722	203	33	with	with	ADP
easat-4722	203	34	applications	application	NOUN
easat-4722	203	35	,	,	PUNCT
easat-4722	203	36	vol	vol	NOUN
easat-4722	203	37	.	.	PROPN
easat-4722	203	38	180	180	NUM
easat-4722	203	39	,	,	PUNCT
easat-4722	203	40	p.	p.	NOUN
easat-4722	203	41	114888	114888	NUM
easat-4722	203	42	,	,	PUNCT
easat-4722	203	43	2021	2021	NUM
easat-4722	203	44	.	.	PUNCT
easat-4722	204	1	https://doi.org/10.1016/j.eswa.2021.114888	https://doi.org/10.1016/j.eswa.2021.114888	PROPN
easat-4722	204	2	[	[	X
easat-4722	204	3	8	8	NUM
easat-4722	204	4	]	]	PUNCT
easat-4722	204	5	m.	m.	NOUN
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easat-4722	204	7	,	,	PUNCT
easat-4722	204	8	a.	a.	NOUN
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easat-4722	204	10	,	,	PUNCT
easat-4722	204	11	and	and	CCONJ
easat-4722	204	12	a.	a.	NOUN
easat-4722	204	13	livne	livne	NOUN
easat-4722	204	14	,	,	PUNCT
easat-4722	204	15	"	"	PUNCT
easat-4722	204	16	context	context	NOUN
easat-4722	204	17	-	-	PUNCT
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easat-4722	204	19	recommendations	recommendation	NOUN
easat-4722	204	20	based	base	VERB
easat-4722	204	21	on	on	ADP
easat-4722	204	22	deep	deep	ADJ
easat-4722	204	23	learning	learning	NOUN
easat-4722	204	24	frameworks	framework	NOUN
easat-4722	204	25	,	,	PUNCT
easat-4722	204	26	"	"	PUNCT
easat-4722	204	27	acm	acm	NOUN
easat-4722	204	28	transactions	transaction	NOUN
easat-4722	204	29	on	on	ADP
easat-4722	204	30	management	management	NOUN
easat-4722	204	31	information	information	NOUN
easat-4722	204	32	systems	system	NOUN
easat-4722	204	33	,	,	PUNCT
easat-4722	204	34	vol	vol	NOUN
easat-4722	204	35	.	.	PROPN
easat-4722	204	36	11	11	NUM
easat-4722	204	37	,	,	PUNCT
easat-4722	204	38	no	no	INTJ
easat-4722	204	39	.	.	NOUN
easat-4722	204	40	2	2	NUM
easat-4722	204	41	,	,	PUNCT
easat-4722	204	42	pp	pp	ADJ
easat-4722	204	43	.	.	PUNCT
easat-4722	205	1	1	1	NUM
easat-4722	205	2	-	-	SYM
easat-4722	205	3	15	15	NUM
easat-4722	205	4	,	,	PUNCT
easat-4722	205	5	2020	2020	NUM
easat-4722	205	6	.	.	PUNCT
easat-4722	206	1	https://doi.org/10.1145/3387013	https://doi.org/10.1145/3387013	X
easat-4722	207	1	[	[	X
easat-4722	207	2	9	9	NUM
easat-4722	207	3	]	]	X
easat-4722	207	4	c.	c.	PROPN
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easat-4722	207	6	,	,	PUNCT
easat-4722	207	7	m.	m.	PROPN
easat-4722	207	8	zhang	zhang	PROPN
easat-4722	207	9	,	,	PUNCT
easat-4722	207	10	y.	y.	PROPN
easat-4722	207	11	zhang	zhang	PROPN
easat-4722	207	12	,	,	PUNCT
easat-4722	207	13	y.	y.	PROPN
easat-4722	207	14	liu	liu	PROPN
easat-4722	207	15	,	,	PUNCT
easat-4722	207	16	and	and	CCONJ
easat-4722	207	17	s.	s.	PROPN
easat-4722	207	18	ma	ma	PROPN
easat-4722	207	19	,	,	PUNCT
easat-4722	207	20	"	"	PUNCT
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easat-4722	207	22	neural	neural	ADJ
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easat-4722	207	24	factorization	factorization	NOUN
easat-4722	207	25	without	without	ADP
easat-4722	207	26	sampling	sample	VERB
easat-4722	207	27	for	for	ADP
easat-4722	207	28	recommendation	recommendation	NOUN
easat-4722	207	29	,	,	PUNCT
easat-4722	207	30	"	"	PUNCT
easat-4722	207	31	acm	acm	NOUN
easat-4722	207	32	transactions	transaction	NOUN
easat-4722	207	33	on	on	ADP
easat-4722	207	34	information	information	NOUN
easat-4722	207	35	systems	system	NOUN
easat-4722	207	36	(	(	PUNCT
easat-4722	207	37	tois	tois	NOUN
easat-4722	207	38	)	)	PUNCT
easat-4722	207	39	,	,	PUNCT
easat-4722	207	40	vol	vol	NOUN
easat-4722	207	41	.	.	PROPN
easat-4722	207	42	38	38	NUM
easat-4722	207	43	,	,	PUNCT
easat-4722	207	44	no	no	INTJ
easat-4722	207	45	.	.	NOUN
easat-4722	207	46	2	2	NUM
easat-4722	207	47	,	,	PUNCT
easat-4722	207	48	pp	pp	ADJ
easat-4722	207	49	.	.	PUNCT
easat-4722	208	1	1	1	NUM
easat-4722	208	2	-	-	SYM
easat-4722	208	3	28	28	NUM
easat-4722	208	4	,	,	PUNCT
easat-4722	208	5	2020	2020	NUM
easat-4722	208	6	.	.	PUNCT
easat-4722	209	1	https://doi.org/10.1145/3375652	https://doi.org/10.1145/3375652	PUNCT
easat-4722	210	1	[	[	X
easat-4722	210	2	10	10	NUM
easat-4722	210	3	]	]	X
easat-4722	210	4	j.-h	j.-h	NOUN
easat-4722	210	5	.	.	PUNCT
easat-4722	211	1	chang	chang	PROPN
easat-4722	211	2	,	,	PUNCT
easat-4722	211	3	h.-h	h.-h	PROPN
easat-4722	211	4	.	.	PUNCT
easat-4722	212	1	chiang	chiang	PROPN
easat-4722	212	2	,	,	PUNCT
easat-4722	212	3	h.-x	h.-x	NOUN
easat-4722	212	4	.	.	PUNCT
easat-4722	213	1	zhong	zhong	PROPN
easat-4722	213	2	,	,	PUNCT
easat-4722	213	3	and	and	CCONJ
easat-4722	213	4	y.-k	y.-k	PROPN
easat-4722	213	5	.	.	PUNCT
easat-4722	214	1	chou	chou	NOUN
easat-4722	214	2	,	,	PUNCT
easat-4722	214	3	"	"	PUNCT
easat-4722	214	4	travel	travel	NOUN
easat-4722	214	5	package	package	NOUN
easat-4722	214	6	recommendation	recommendation	NOUN
easat-4722	214	7	based	base	VERB
easat-4722	214	8	on	on	ADP
easat-4722	214	9	reinforcement	reinforcement	NOUN
easat-4722	214	10	learning	learning	NOUN
easat-4722	214	11	and	and	CCONJ
easat-4722	214	12	trip	trip	VERB
easat-4722	214	13	guaranteed	guarantee	VERB
easat-4722	214	14	prediction	prediction	NOUN
easat-4722	214	15	,	,	PUNCT
easat-4722	214	16	"	"	PUNCT
easat-4722	214	17	journal	journal	NOUN
easat-4722	214	18	of	of	ADP
easat-4722	214	19	internet	internet	NOUN
easat-4722	214	20	technology	technology	NOUN
easat-4722	214	21	,	,	PUNCT
easat-4722	214	22	vol	vol	NOUN
easat-4722	214	23	.	.	PROPN
easat-4722	214	24	22	22	NUM
easat-4722	214	25	,	,	PUNCT
easat-4722	214	26	no	no	INTJ
easat-4722	214	27	.	.	NOUN
easat-4722	214	28	6	6	NUM
easat-4722	214	29	,	,	PUNCT
easat-4722	214	30	pp	pp	ADJ
easat-4722	214	31	.	.	PUNCT
easat-4722	215	1	1359	1359	NUM
easat-4722	215	2	-	-	SYM
easat-4722	215	3	1373	1373	NUM
easat-4722	215	4	,	,	PUNCT
easat-4722	215	5	2021	2021	NUM
easat-4722	215	6	.	.	PUNCT
easat-4722	216	1	https://doi.org/10.3966/160792642021062206002	https://doi.org/10.3966/160792642021062206002	X
easat-4722	217	1	[	[	X
easat-4722	217	2	11	11	NUM
easat-4722	217	3	]	]	X
easat-4722	217	4	n.	n.	PROPN
easat-4722	217	5	nassar	nassar	PROPN
easat-4722	217	6	,	,	PUNCT
easat-4722	217	7	a.	a.	PROPN
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easat-4722	217	9	,	,	PUNCT
easat-4722	217	10	and	and	CCONJ
easat-4722	217	11	y.	y.	PROPN
easat-4722	217	12	rahhal	rahhal	NOUN
easat-4722	217	13	,	,	PUNCT
easat-4722	217	14	"	"	PUNCT
easat-4722	217	15	a	a	DET
easat-4722	217	16	novel	novel	ADJ
easat-4722	217	17	deep	deep	ADJ
easat-4722	217	18	multi	multi	ADJ
easat-4722	217	19	-	-	ADJ
easat-4722	217	20	criteria	criteria	ADJ
easat-4722	217	21	collaborative	collaborative	ADJ
easat-4722	217	22	filtering	filtering	NOUN
easat-4722	217	23	model	model	NOUN
easat-4722	217	24	for	for	ADP
easat-4722	217	25	recommendation	recommendation	NOUN
easat-4722	217	26	system	system	NOUN
easat-4722	217	27	,	,	PUNCT
easat-4722	217	28	"	"	PUNCT
easat-4722	217	29	knowledge	knowledge	NOUN
easat-4722	217	30	-	-	PUNCT
easat-4722	217	31	based	base	VERB
easat-4722	217	32	systems	system	NOUN
easat-4722	217	33	,	,	PUNCT
easat-4722	217	34	vol	vol	NOUN
easat-4722	217	35	.	.	PROPN
easat-4722	217	36	187	187	NUM
easat-4722	217	37	,	,	PUNCT
easat-4722	217	38	p.	p.	NOUN
easat-4722	217	39	104811	104811	NUM
easat-4722	217	40	,	,	PUNCT
easat-4722	217	41	2020	2020	NUM
easat-4722	217	42	.	.	PUNCT
easat-4722	218	1	https://doi.org/10.1016/j.knosys.2019.104811	https://doi.org/10.1016/j.knosys.2019.104811	NOUN
easat-4722	219	1	[	[	X
easat-4722	219	2	12	12	NUM
easat-4722	219	3	]	]	PUNCT
easat-4722	219	4	z.	z.	PROPN
easat-4722	219	5	liu	liu	PROPN
easat-4722	219	6	,	,	PUNCT
easat-4722	219	7	x.	x.	PROPN
easat-4722	219	8	feng	feng	PROPN
easat-4722	219	9	,	,	PUNCT
easat-4722	219	10	y.	y.	PROPN
easat-4722	219	11	wang	wang	PROPN
easat-4722	219	12	,	,	PUNCT
easat-4722	219	13	and	and	CCONJ
easat-4722	219	14	w.	w.	PROPN
easat-4722	219	15	zuo	zuo	PROPN
easat-4722	219	16	,	,	PUNCT
easat-4722	219	17	"	"	PUNCT
easat-4722	219	18	self	self	NOUN
easat-4722	219	19	-	-	PUNCT
easat-4722	219	20	paced	pace	VERB
easat-4722	219	21	learning	learning	NOUN
easat-4722	219	22	enhanced	enhance	VERB
easat-4722	219	23	neural	neural	ADJ
easat-4722	219	24	matrix	matrix	NOUN
easat-4722	219	25	factorization	factorization	NOUN
easat-4722	219	26	for	for	ADP
easat-4722	219	27	noise	noise	NOUN
easat-4722	219	28	-	-	PUNCT
easat-4722	219	29	aware	aware	ADJ
easat-4722	219	30	recommendation	recommendation	NOUN
easat-4722	219	31	,	,	PUNCT
easat-4722	219	32	"	"	PUNCT
easat-4722	219	33	knowledge	knowledge	NOUN
easat-4722	219	34	-	-	PUNCT
easat-4722	219	35	based	base	VERB
easat-4722	219	36	systems	system	NOUN
easat-4722	219	37	,	,	PUNCT
easat-4722	219	38	vol	vol	NOUN
easat-4722	219	39	.	.	NOUN
easat-4722	219	40	213	213	NUM
easat-4722	219	41	,	,	PUNCT
easat-4722	219	42	p.	p.	NOUN
easat-4722	219	43	106660	106660	NUM
easat-4722	219	44	,	,	PUNCT
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easat-4722	220	3	13	13	NUM
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