id	sid	tid	token	lemma	pos
easat-8431	1	1	edelweiss	edelweiss	PROPN
easat-8431	1	2	applied	apply	VERB
easat-8431	1	3	science	science	NOUN
easat-8431	1	4	and	and	CCONJ
easat-8431	1	5	technology	technology	NOUN
easat-8431	1	6	issn	issn	PROPN
easat-8431	1	7	:	:	PUNCT
easat-8431	1	8	2576	2576	NUM
easat-8431	1	9	-	-	SYM
easat-8431	1	10	8484	8484	NUM
easat-8431	1	11	vol	vol	NOUN
easat-8431	1	12	.	.	PROPN
easat-8431	2	1	9	9	NUM
easat-8431	2	2	,	,	PUNCT
easat-8431	2	3	no	no	INTJ
easat-8431	2	4	.	.	NOUN
easat-8431	2	5	6	6	NUM
easat-8431	2	6	,	,	PUNCT
easat-8431	2	7	2536	2536	NUM
easat-8431	2	8	-	-	SYM
easat-8431	2	9	2552	2552	NUM
easat-8431	2	10	2025	2025	NUM
easat-8431	2	11	publisher	publisher	NOUN
easat-8431	2	12	:	:	PUNCT
easat-8431	2	13	learning	learn	VERB
easat-8431	2	14	gate	gate	NOUN
easat-8431	2	15	doi	doi	PROPN
easat-8431	2	16	:	:	PUNCT
easat-8431	2	17	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	2	18	©	©	ADP
easat-8431	2	19	2025	2025	NUM
easat-8431	2	20	by	by	ADP
easat-8431	2	21	the	the	DET
easat-8431	2	22	authors	author	NOUN
easat-8431	2	23	;	;	PUNCT
easat-8431	2	24	licensee	licensee	PROPN
easat-8431	2	25	learning	learning	NOUN
easat-8431	2	26	gate	gate	NOUN
easat-8431	3	1	©	©	PROPN
easat-8431	3	2	2025	2025	NUM
easat-8431	3	3	by	by	ADP
easat-8431	3	4	the	the	DET
easat-8431	3	5	authors	author	NOUN
easat-8431	3	6	;	;	PUNCT
easat-8431	3	7	licensee	licensee	PROPN
easat-8431	3	8	learning	learning	NOUN
easat-8431	3	9	gate	gate	NOUN
easat-8431	3	10	history	history	NOUN
easat-8431	3	11	:	:	PUNCT
easat-8431	3	12	received	receive	VERB
easat-8431	3	13	:	:	PUNCT
easat-8431	3	14	15	15	NUM
easat-8431	3	15	april	april	PROPN
easat-8431	3	16	2025	2025	NUM
easat-8431	3	17	;	;	PUNCT
easat-8431	3	18	revised	revise	VERB
easat-8431	3	19	:	:	PUNCT
easat-8431	3	20	13	13	NUM
easat-8431	3	21	june	june	PROPN
easat-8431	3	22	2025	2025	NUM
easat-8431	3	23	;	;	PUNCT
easat-8431	3	24	accepted	accept	VERB
easat-8431	3	25	:	:	PUNCT
easat-8431	3	26	17	17	NUM
easat-8431	3	27	june	june	PROPN
easat-8431	3	28	2025	2025	NUM
easat-8431	3	29	;	;	PUNCT
easat-8431	3	30	published	publish	VERB
easat-8431	3	31	:	:	PUNCT
easat-8431	3	32	28	28	NUM
easat-8431	3	33	june	june	PROPN
easat-8431	3	34	2025	2025	NUM
easat-8431	3	35	*	*	PUNCT
easat-8431	3	36	correspondence	correspondence	NOUN
easat-8431	3	37	:	:	PUNCT
easat-8431	4	1	jmarlina@usm.my	jmarlina@usm.my	ADP
easat-8431	4	2	the	the	DET
easat-8431	4	3	application	application	NOUN
easat-8431	4	4	of	of	ADP
easat-8431	4	5	discourse	discourse	NOUN
easat-8431	4	6	analysis	analysis	NOUN
easat-8431	4	7	technology	technology	NOUN
easat-8431	4	8	based	base	VERB
easat-8431	4	9	on	on	ADP
easat-8431	4	10	artificial	artificial	ADJ
easat-8431	4	11	intelligence	intelligence	NOUN
easat-8431	4	12	in	in	ADP
easat-8431	4	13	high	high	ADJ
easat-8431	4	14	school	school	NOUN
easat-8431	4	15	english	english	PROPN
easat-8431	4	16	teaching	teaching	NOUN
easat-8431	4	17	hongyu	hongyu	PROPN
easat-8431	4	18	liu1,2	liu1,2	PROPN
easat-8431	4	19	,	,	PUNCT
easat-8431	4	20	marlina	marlina	PROPN
easat-8431	4	21	binti	binti	PROPN
easat-8431	4	22	lamal1	lamal1	PROPN
easat-8431	4	23	*	*	PROPN
easat-8431	4	24	1school	1school	NUM
easat-8431	4	25	of	of	ADP
easat-8431	4	26	languages	language	NOUN
easat-8431	4	27	,	,	PUNCT
easat-8431	4	28	literacies	literacy	NOUN
easat-8431	4	29	and	and	CCONJ
easat-8431	4	30	translation	translation	NOUN
easat-8431	4	31	,	,	PUNCT
easat-8431	4	32	universiti	universiti	PROPN
easat-8431	4	33	sains	sain	VERB
easat-8431	4	34	malaysia	malaysia	PROPN
easat-8431	4	35	,	,	PUNCT
easat-8431	4	36	penang	penang	PROPN
easat-8431	4	37	11800	11800	NUM
easat-8431	4	38	,	,	PUNCT
easat-8431	4	39	malaysia	malaysia	PROPN
easat-8431	4	40	;	;	PUNCT
easat-8431	4	41	liuhongyu@student.usm.my	liuhongyu@student.usm.my	X
easat-8431	4	42	(	(	PUNCT
easat-8431	4	43	h.l	h.l	PROPN
easat-8431	4	44	.	.	PUNCT
easat-8431	4	45	)	)	PUNCT
easat-8431	5	1	jmarlina@usm.my	jmarlina@usm.my	CCONJ
easat-8431	5	2	(	(	PUNCT
easat-8431	5	3	m.b.l	m.b.l	PROPN
easat-8431	5	4	.	.	PUNCT
easat-8431	5	5	)	)	PUNCT
easat-8431	5	6	.	.	PUNCT
easat-8431	6	1	2high	2high	NUM
easat-8431	6	2	school	school	NOUN
easat-8431	6	3	affiliated	affiliate	VERB
easat-8431	6	4	to	to	ADP
easat-8431	6	5	guangzhou	guangzhou	PROPN
easat-8431	6	6	university	university	PROPN
easat-8431	6	7	,	,	PUNCT
easat-8431	6	8	guangzhou	guangzhou	PROPN
easat-8431	6	9	511400	511400	NUM
easat-8431	6	10	,	,	PUNCT
easat-8431	6	11	guangdong	guangdong	PROPN
easat-8431	6	12	,	,	PUNCT
easat-8431	6	13	china	china	PROPN
easat-8431	6	14	.	.	PUNCT
easat-8431	7	1	abstract	abstract	PROPN
easat-8431	7	2	:	:	PUNCT
easat-8431	7	3	in	in	ADP
easat-8431	7	4	response	response	NOUN
easat-8431	7	5	to	to	ADP
easat-8431	7	6	the	the	DET
easat-8431	7	7	problems	problem	NOUN
easat-8431	7	8	existing	exist	VERB
easat-8431	7	9	in	in	ADP
easat-8431	7	10	the	the	DET
easat-8431	7	11	application	application	NOUN
easat-8431	7	12	of	of	ADP
easat-8431	7	13	ai	ai	PROPN
easat-8431	7	14	(	(	PUNCT
easat-8431	7	15	artificial	artificial	ADJ
easat-8431	7	16	intelligence	intelligence	NOUN
easat-8431	7	17	)	)	PUNCT
easat-8431	7	18	discourse	discourse	NOUN
easat-8431	7	19	analysis	analysis	NOUN
easat-8431	7	20	technology	technology	NOUN
easat-8431	7	21	in	in	ADP
easat-8431	7	22	high	high	ADJ
easat-8431	7	23	school	school	NOUN
easat-8431	7	24	english	english	PROPN
easat-8431	7	25	teaching	teaching	NOUN
easat-8431	7	26	,	,	PUNCT
easat-8431	7	27	such	such	ADJ
easat-8431	7	28	as	as	ADP
easat-8431	7	29	insufficient	insufficient	ADJ
easat-8431	7	30	context	context	NOUN
easat-8431	7	31	adaptability	adaptability	NOUN
easat-8431	7	32	of	of	ADP
easat-8431	7	33	the	the	DET
easat-8431	7	34	automatic	automatic	ADJ
easat-8431	7	35	feedback	feedback	NOUN
easat-8431	7	36	system	system	NOUN
easat-8431	7	37	and	and	CCONJ
easat-8431	7	38	weak	weak	ADJ
easat-8431	7	39	teacher	teacher	NOUN
easat-8431	7	40	-	-	PUNCT
easat-8431	7	41	student	student	NOUN
easat-8431	7	42	-	-	PUNCT
easat-8431	7	43	ai	ai	NOUN
easat-8431	7	44	collaboration	collaboration	NOUN
easat-8431	7	45	mechanisms	mechanism	NOUN
easat-8431	7	46	,	,	PUNCT
easat-8431	7	47	this	this	DET
easat-8431	7	48	paper	paper	NOUN
easat-8431	7	49	proposes	propose	VERB
easat-8431	7	50	an	an	DET
easat-8431	7	51	innovative	innovative	ADJ
easat-8431	7	52	framework	framework	NOUN
easat-8431	7	53	of	of	ADP
easat-8431	7	54	dynamic	dynamic	ADJ
easat-8431	7	55	context	context	NOUN
easat-8431	7	56	modeling	modeling	NOUN
easat-8431	7	57	and	and	CCONJ
easat-8431	7	58	multimodal	multimodal	ADJ
easat-8431	7	59	collaborative	collaborative	ADJ
easat-8431	7	60	drive	drive	NOUN
easat-8431	7	61	.	.	PUNCT
easat-8431	8	1	by	by	ADP
easat-8431	8	2	integrating	integrate	VERB
easat-8431	8	3	multimodal	multimodal	NOUN
easat-8431	8	4	data	datum	NOUN
easat-8431	8	5	streams	stream	NOUN
easat-8431	8	6	of	of	ADP
easat-8431	8	7	voice	voice	NOUN
easat-8431	8	8	,	,	PUNCT
easat-8431	8	9	text	text	NOUN
easat-8431	8	10	,	,	PUNCT
easat-8431	8	11	facial	facial	ADJ
easat-8431	8	12	expressions	expression	NOUN
easat-8431	8	13	,	,	PUNCT
easat-8431	8	14	and	and	CCONJ
easat-8431	8	15	body	body	NOUN
easat-8431	8	16	movements	movement	NOUN
easat-8431	8	17	in	in	ADP
easat-8431	8	18	classroom	classroom	NOUN
easat-8431	8	19	scenes	scene	NOUN
easat-8431	8	20	,	,	PUNCT
easat-8431	8	21	a	a	DET
easat-8431	8	22	cross	cross	ADJ
easat-8431	8	23	-	-	ADJ
easat-8431	8	24	modal	modal	ADJ
easat-8431	8	25	feature	feature	NOUN
easat-8431	8	26	dynamic	dynamic	ADJ
easat-8431	8	27	fusion	fusion	NOUN
easat-8431	8	28	model	model	NOUN
easat-8431	8	29	is	be	AUX
easat-8431	8	30	constructed	construct	VERB
easat-8431	8	31	to	to	PART
easat-8431	8	32	capture	capture	VERB
easat-8431	8	33	the	the	DET
easat-8431	8	34	semantic	semantic	ADJ
easat-8431	8	35	associations	association	NOUN
easat-8431	8	36	and	and	CCONJ
easat-8431	8	37	emotional	emotional	ADJ
easat-8431	8	38	states	state	NOUN
easat-8431	8	39	of	of	ADP
easat-8431	8	40	teacher	teacher	NOUN
easat-8431	8	41	-	-	PUNCT
easat-8431	8	42	student	student	NOUN
easat-8431	8	43	interactions	interaction	NOUN
easat-8431	8	44	in	in	ADP
easat-8431	8	45	real	real	ADJ
easat-8431	8	46	time	time	NOUN
easat-8431	8	47	.	.	PUNCT
easat-8431	9	1	based	base	VERB
easat-8431	9	2	on	on	ADP
easat-8431	9	3	deep	deep	ADJ
easat-8431	9	4	reinforcement	reinforcement	NOUN
easat-8431	9	5	learning	learning	NOUN
easat-8431	9	6	,	,	PUNCT
easat-8431	9	7	a	a	DET
easat-8431	9	8	feedback	feedback	NOUN
easat-8431	9	9	algorithm	algorithm	NOUN
easat-8431	9	10	with	with	ADP
easat-8431	9	11	adaptive	adaptive	ADJ
easat-8431	9	12	state	state	NOUN
easat-8431	9	13	perception	perception	NOUN
easat-8431	9	14	capabilities	capability	NOUN
easat-8431	9	15	is	be	AUX
easat-8431	9	16	designed	design	VERB
easat-8431	9	17	to	to	PART
easat-8431	9	18	periodically	periodically	ADV
easat-8431	9	19	update	update	VERB
easat-8431	9	20	the	the	DET
easat-8431	9	21	classification	classification	NOUN
easat-8431	9	22	parameters	parameter	NOUN
easat-8431	9	23	of	of	ADP
easat-8431	9	24	teaching	teaching	NOUN
easat-8431	9	25	scenes	scene	NOUN
easat-8431	9	26	.	.	PUNCT
easat-8431	10	1	the	the	DET
easat-8431	10	2	teacher	teacher	NOUN
easat-8431	10	3	's	's	PART
easat-8431	10	4	experience	experience	NOUN
easat-8431	10	5	rules	rule	NOUN
easat-8431	10	6	and	and	CCONJ
easat-8431	10	7	ai	ai	VERB
easat-8431	10	8	analysis	analysis	NOUN
easat-8431	10	9	results	result	NOUN
easat-8431	10	10	are	be	AUX
easat-8431	10	11	simultaneously	simultaneously	ADV
easat-8431	10	12	embedded	embed	VERB
easat-8431	10	13	in	in	ADP
easat-8431	10	14	the	the	DET
easat-8431	10	15	system	system	NOUN
easat-8431	10	16	decision	decision	NOUN
easat-8431	10	17	-	-	PUNCT
easat-8431	10	18	making	make	VERB
easat-8431	10	19	layer	layer	NOUN
easat-8431	10	20	through	through	ADP
easat-8431	10	21	knowledge	knowledge	NOUN
easat-8431	10	22	distillation	distillation	NOUN
easat-8431	10	23	technology	technology	NOUN
easat-8431	10	24	to	to	PART
easat-8431	10	25	form	form	VERB
easat-8431	10	26	a	a	DET
easat-8431	10	27	closed	closed	ADJ
easat-8431	10	28	-	-	PUNCT
easat-8431	10	29	loop	loop	NOUN
easat-8431	10	30	mechanism	mechanism	NOUN
easat-8431	10	31	for	for	ADP
easat-8431	10	32	human	human	ADJ
easat-8431	10	33	-	-	PUNCT
easat-8431	10	34	computer	computer	NOUN
easat-8431	10	35	collaborative	collaborative	ADJ
easat-8431	10	36	optimization	optimization	NOUN
easat-8431	10	37	.	.	PUNCT
easat-8431	11	1	the	the	DET
easat-8431	11	2	experimental	experimental	ADJ
easat-8431	11	3	results	result	NOUN
easat-8431	11	4	show	show	VERB
easat-8431	11	5	that	that	SCONJ
easat-8431	11	6	the	the	DET
easat-8431	11	7	proposed	propose	VERB
easat-8431	11	8	model	model	NOUN
easat-8431	11	9	performs	perform	VERB
easat-8431	11	10	best	good	ADJ
easat-8431	11	11	in	in	ADP
easat-8431	11	12	multiple	multiple	ADJ
easat-8431	11	13	indicators	indicator	NOUN
easat-8431	11	14	.	.	PUNCT
easat-8431	12	1	the	the	DET
easat-8431	12	2	teacher	teacher	NOUN
easat-8431	12	3	response	response	NOUN
easat-8431	12	4	delay	delay	NOUN
easat-8431	12	5	is	be	AUX
easat-8431	12	6	the	the	DET
easat-8431	12	7	shortest	short	ADJ
easat-8431	12	8	,	,	PUNCT
easat-8431	12	9	only	only	ADV
easat-8431	12	10	2.19	2.19	NUM
easat-8431	12	11	seconds	second	NOUN
easat-8431	12	12	;	;	PUNCT
easat-8431	12	13	the	the	DET
easat-8431	12	14	student	student	NOUN
easat-8431	12	15	interaction	interaction	NOUN
easat-8431	12	16	density	density	NOUN
easat-8431	12	17	is	be	AUX
easat-8431	12	18	the	the	DET
easat-8431	12	19	highest	high	ADJ
easat-8431	12	20	,	,	PUNCT
easat-8431	12	21	reaching	reach	VERB
easat-8431	12	22	14	14	NUM
easat-8431	12	23	times	time	NOUN
easat-8431	12	24	per	per	ADP
easat-8431	12	25	minute	minute	NOUN
easat-8431	12	26	;	;	PUNCT
easat-8431	12	27	the	the	DET
easat-8431	12	28	student	student	NOUN
easat-8431	12	29	emotion	emotion	NOUN
easat-8431	12	30	scores	score	NOUN
easat-8431	12	31	are	be	AUX
easat-8431	12	32	concentrated	concentrate	VERB
easat-8431	12	33	in	in	ADP
easat-8431	12	34	a	a	DET
easat-8431	12	35	high	high	ADJ
easat-8431	12	36	and	and	CCONJ
easat-8431	12	37	stable	stable	ADJ
easat-8431	12	38	range	range	NOUN
easat-8431	12	39	of	of	ADP
easat-8431	12	40	3.4	3.4	NUM
easat-8431	12	41	to	to	ADP
easat-8431	12	42	4.3	4.3	NUM
easat-8431	12	43	;	;	PUNCT
easat-8431	12	44	the	the	DET
easat-8431	12	45	average	average	ADJ
easat-8431	12	46	score	score	NOUN
easat-8431	12	47	is	be	AUX
easat-8431	12	48	80.83	80.83	NUM
easat-8431	12	49	points	point	NOUN
easat-8431	12	50	.	.	PUNCT
easat-8431	13	1	class	class	NOUN
easat-8431	13	2	participation	participation	NOUN
easat-8431	13	3	and	and	CCONJ
easat-8431	13	4	satisfaction	satisfaction	NOUN
easat-8431	13	5	are	be	AUX
easat-8431	13	6	also	also	ADV
easat-8431	13	7	the	the	DET
easat-8431	13	8	highest	high	ADJ
easat-8431	13	9	,	,	PUNCT
easat-8431	13	10	reaching	reach	VERB
easat-8431	13	11	69.53	69.53	NUM
easat-8431	13	12	%	%	NOUN
easat-8431	13	13	and	and	CCONJ
easat-8431	13	14	3.51	3.51	NUM
easat-8431	13	15	points	point	NOUN
easat-8431	13	16	,	,	PUNCT
easat-8431	13	17	respectively	respectively	ADV
easat-8431	13	18	,	,	PUNCT
easat-8431	13	19	proving	prove	VERB
easat-8431	13	20	the	the	DET
easat-8431	13	21	advantages	advantage	NOUN
easat-8431	13	22	of	of	ADP
easat-8431	13	23	the	the	DET
easat-8431	13	24	model	model	NOUN
easat-8431	13	25	in	in	ADP
easat-8431	13	26	improving	improve	VERB
easat-8431	13	27	teaching	teaching	NOUN
easat-8431	13	28	effectiveness	effectiveness	NOUN
easat-8431	13	29	.	.	PUNCT
easat-8431	14	1	keywords	keyword	NOUN
easat-8431	14	2	:	:	PUNCT
easat-8431	14	3	artificial	artificial	ADJ
easat-8431	14	4	intelligence	intelligence	NOUN
easat-8431	14	5	,	,	PUNCT
easat-8431	14	6	discourse	discourse	NOUN
easat-8431	14	7	analysis	analysis	NOUN
easat-8431	14	8	,	,	PUNCT
easat-8431	14	9	high	high	ADJ
easat-8431	14	10	school	school	NOUN
easat-8431	14	11	english	english	PROPN
easat-8431	14	12	teaching	teaching	NOUN
easat-8431	14	13	,	,	PUNCT
easat-8431	14	14	multimodal	multimodal	ADJ
easat-8431	14	15	fusion	fusion	NOUN
easat-8431	14	16	,	,	PUNCT
easat-8431	14	17	reinforcement	reinforcement	NOUN
easat-8431	14	18	learning	learning	NOUN
easat-8431	14	19	feedback	feedback	NOUN
easat-8431	14	20	.	.	PUNCT
easat-8431	15	1	1	1	X
easat-8431	15	2	.	.	X
easat-8431	15	3	introduction	introduction	NOUN
easat-8431	15	4	currently	currently	ADV
easat-8431	15	5	,	,	PUNCT
easat-8431	15	6	the	the	DET
easat-8431	15	7	application	application	NOUN
easat-8431	15	8	of	of	ADP
easat-8431	15	9	ai	ai	NOUN
easat-8431	15	10	in	in	ADP
easat-8431	15	11	the	the	DET
easat-8431	15	12	field	field	NOUN
easat-8431	15	13	of	of	ADP
easat-8431	15	14	education	education	NOUN
easat-8431	15	15	has	have	AUX
easat-8431	15	16	gradually	gradually	ADV
easat-8431	15	17	become	become	VERB
easat-8431	15	18	an	an	DET
easat-8431	15	19	important	important	ADJ
easat-8431	15	20	direction	direction	NOUN
easat-8431	15	21	of	of	ADP
easat-8431	15	22	research	research	NOUN
easat-8431	15	23	and	and	CCONJ
easat-8431	15	24	practice	practice	NOUN
easat-8431	15	25	[	[	X
easat-8431	15	26	1	1	NUM
easat-8431	15	27	,	,	PUNCT
easat-8431	15	28	2	2	NUM
easat-8431	15	29	]	]	PUNCT
easat-8431	15	30	.	.	PUNCT
easat-8431	16	1	in	in	ADP
easat-8431	16	2	the	the	DET
easat-8431	16	3	field	field	NOUN
easat-8431	16	4	of	of	ADP
easat-8431	16	5	english	english	ADJ
easat-8431	16	6	education	education	NOUN
easat-8431	16	7	,	,	PUNCT
easat-8431	16	8	using	use	VERB
easat-8431	16	9	ai	ai	VERB
easat-8431	16	10	to	to	PART
easat-8431	16	11	enhance	enhance	VERB
easat-8431	16	12	teaching	teaching	NOUN
easat-8431	16	13	effectiveness	effectiveness	NOUN
easat-8431	16	14	and	and	CCONJ
easat-8431	16	15	improve	improve	VERB
easat-8431	16	16	students	student	NOUN
easat-8431	16	17	'	'	PART
easat-8431	16	18	language	language	NOUN
easat-8431	16	19	ability	ability	NOUN
easat-8431	16	20	has	have	AUX
easat-8431	16	21	always	always	ADV
easat-8431	16	22	been	be	AUX
easat-8431	16	23	a	a	DET
easat-8431	16	24	hot	hot	ADJ
easat-8431	16	25	topic	topic	NOUN
easat-8431	16	26	for	for	ADP
easat-8431	16	27	scholars	scholar	NOUN
easat-8431	16	28	and	and	CCONJ
easat-8431	16	29	educators	educator	NOUN
easat-8431	16	30	[	[	X
easat-8431	16	31	3	3	NUM
easat-8431	16	32	,	,	PUNCT
easat-8431	16	33	4	4	NUM
easat-8431	16	34	]	]	PUNCT
easat-8431	16	35	.	.	PUNCT
easat-8431	17	1	traditional	traditional	ADJ
easat-8431	17	2	teaching	teaching	NOUN
easat-8431	17	3	models	model	NOUN
easat-8431	17	4	rely	rely	VERB
easat-8431	17	5	on	on	ADP
easat-8431	17	6	teachers	teacher	NOUN
easat-8431	17	7	'	'	PART
easat-8431	17	8	experience	experience	NOUN
easat-8431	17	9	and	and	CCONJ
easat-8431	17	10	students	student	NOUN
easat-8431	17	11	'	'	PART
easat-8431	17	12	feedback	feedback	NOUN
easat-8431	17	13	.	.	PUNCT
easat-8431	18	1	however	however	ADV
easat-8431	18	2	,	,	PUNCT
easat-8431	18	3	with	with	ADP
easat-8431	18	4	the	the	DET
easat-8431	18	5	diversification	diversification	NOUN
easat-8431	18	6	and	and	CCONJ
easat-8431	18	7	complexity	complexity	NOUN
easat-8431	18	8	of	of	ADP
easat-8431	18	9	the	the	DET
easat-8431	18	10	educational	educational	ADJ
easat-8431	18	11	environment	environment	NOUN
easat-8431	18	12	,	,	PUNCT
easat-8431	18	13	a	a	DET
easat-8431	18	14	single	single	ADJ
easat-8431	18	15	teaching	teaching	NOUN
easat-8431	18	16	method	method	NOUN
easat-8431	18	17	is	be	AUX
easat-8431	18	18	increasingly	increasingly	ADV
easat-8431	18	19	unable	unable	ADJ
easat-8431	18	20	to	to	PART
easat-8431	18	21	meet	meet	VERB
easat-8431	18	22	the	the	DET
easat-8431	18	23	needs	need	NOUN
easat-8431	18	24	of	of	ADP
easat-8431	18	25	different	different	ADJ
easat-8431	18	26	students	student	NOUN
easat-8431	19	1	[	[	X
easat-8431	19	2	5	5	NUM
easat-8431	19	3	,	,	PUNCT
easat-8431	19	4	6	6	NUM
easat-8431	19	5	]	]	PUNCT
easat-8431	19	6	.	.	PUNCT
easat-8431	20	1	therefore	therefore	ADV
easat-8431	20	2	,	,	PUNCT
easat-8431	20	3	ai	ai	VERB
easat-8431	20	4	-	-	PUNCT
easat-8431	20	5	based	base	VERB
easat-8431	20	6	personalized	personalized	ADJ
easat-8431	20	7	teaching	teaching	NOUN
easat-8431	20	8	has	have	AUX
easat-8431	20	9	become	become	VERB
easat-8431	20	10	an	an	DET
easat-8431	20	11	important	important	ADJ
easat-8431	20	12	way	way	NOUN
easat-8431	20	13	to	to	PART
easat-8431	20	14	improve	improve	VERB
easat-8431	20	15	teaching	teach	VERB
easat-8431	20	16	quality	quality	NOUN
easat-8431	20	17	[	[	X
easat-8431	20	18	7	7	NUM
easat-8431	20	19	,	,	PUNCT
easat-8431	20	20	8	8	NUM
easat-8431	20	21	]	]	PUNCT
easat-8431	20	22	.	.	PUNCT
easat-8431	21	1	in	in	ADP
easat-8431	21	2	the	the	DET
easat-8431	21	3	field	field	NOUN
easat-8431	21	4	of	of	ADP
easat-8431	21	5	discourse	discourse	NOUN
easat-8431	21	6	analysis	analysis	NOUN
easat-8431	21	7	,	,	PUNCT
easat-8431	21	8	ai	ai	VERB
easat-8431	21	9	can	can	AUX
easat-8431	21	10	conduct	conduct	VERB
easat-8431	21	11	an	an	DET
easat-8431	21	12	in	in	ADP
easat-8431	21	13	-	-	PUNCT
easat-8431	21	14	depth	depth	NOUN
easat-8431	21	15	analysis	analysis	NOUN
easat-8431	21	16	of	of	ADP
easat-8431	21	17	classroom	classroom	NOUN
easat-8431	21	18	language	language	NOUN
easat-8431	21	19	,	,	PUNCT
easat-8431	21	20	identify	identify	VERB
easat-8431	21	21	students	student	NOUN
easat-8431	21	22	'	'	PART
easat-8431	21	23	semantic	semantic	ADJ
easat-8431	21	24	understanding	understanding	NOUN
easat-8431	21	25	,	,	PUNCT
easat-8431	21	26	emotional	emotional	ADJ
easat-8431	21	27	state	state	NOUN
easat-8431	21	28	,	,	PUNCT
easat-8431	21	29	and	and	CCONJ
easat-8431	21	30	language	language	NOUN
easat-8431	21	31	expression	expression	NOUN
easat-8431	21	32	,	,	PUNCT
easat-8431	21	33	and	and	CCONJ
easat-8431	21	34	provide	provide	VERB
easat-8431	21	35	a	a	DET
easat-8431	21	36	realtime	realtime	ADJ
easat-8431	21	37	basis	basis	NOUN
easat-8431	21	38	for	for	ADP
easat-8431	21	39	teaching	teach	VERB
easat-8431	21	40	feedback	feedback	NOUN
easat-8431	21	41	,	,	PUNCT
easat-8431	21	42	thereby	thereby	ADV
easat-8431	21	43	optimizing	optimize	VERB
easat-8431	21	44	the	the	DET
easat-8431	21	45	teaching	teaching	NOUN
easat-8431	21	46	process	process	NOUN
easat-8431	21	47	[	[	X
easat-8431	21	48	9	9	NUM
easat-8431	21	49	,	,	PUNCT
easat-8431	21	50	10	10	NUM
easat-8431	21	51	]	]	PUNCT
easat-8431	21	52	.	.	PUNCT
easat-8431	22	1	some	some	DET
easat-8431	22	2	research	research	NOUN
easat-8431	22	3	focuses	focus	VERB
easat-8431	22	4	on	on	ADP
easat-8431	22	5	how	how	SCONJ
easat-8431	22	6	to	to	PART
easat-8431	22	7	analyze	analyze	VERB
easat-8431	22	8	students	student	NOUN
easat-8431	22	9	'	'	PART
easat-8431	22	10	language	language	NOUN
easat-8431	22	11	through	through	ADP
easat-8431	22	12	technologies	technology	NOUN
easat-8431	22	13	such	such	ADJ
easat-8431	22	14	as	as	ADP
easat-8431	22	15	speech	speech	NOUN
easat-8431	22	16	recognition	recognition	NOUN
easat-8431	22	17	and	and	CCONJ
easat-8431	22	18	natural	natural	ADJ
easat-8431	22	19	language	language	NOUN
easat-8431	22	20	processing	processing	NOUN
easat-8431	22	21	[	[	X
easat-8431	22	22	11	11	NUM
easat-8431	22	23	]	]	PUNCT
easat-8431	22	24	and	and	CCONJ
easat-8431	22	25	assist	assist	VERB
easat-8431	22	26	teachers	teacher	NOUN
easat-8431	22	27	in	in	ADP
easat-8431	22	28	formulating	formulate	VERB
easat-8431	22	29	teaching	teaching	NOUN
easat-8431	22	30	strategies	strategy	NOUN
easat-8431	22	31	through	through	ADP
easat-8431	22	32	feedback	feedback	NOUN
easat-8431	22	33	systems	system	NOUN
easat-8431	22	34	.	.	PUNCT
easat-8431	23	1	discourse	discourse	NOUN
easat-8431	23	2	analysis	analysis	NOUN
easat-8431	23	3	technology	technology	NOUN
easat-8431	23	4	can	can	AUX
easat-8431	23	5	interpret	interpret	VERB
easat-8431	23	6	students	student	NOUN
easat-8431	23	7	'	'	PART
easat-8431	23	8	expressions	expression	NOUN
easat-8431	23	9	from	from	ADP
easat-8431	23	10	the	the	DET
easat-8431	23	11	text	text	NOUN
easat-8431	23	12	and	and	CCONJ
easat-8431	23	13	speech	speech	NOUN
easat-8431	23	14	levels	level	NOUN
easat-8431	23	15	[	[	X
easat-8431	23	16	12	12	NUM
easat-8431	23	17	]	]	PUNCT
easat-8431	23	18	but	but	CCONJ
easat-8431	23	19	in	in	ADP
easat-8431	23	20	practical	practical	ADJ
easat-8431	23	21	applications	application	NOUN
easat-8431	23	22	,	,	PUNCT
easat-8431	23	23	how	how	SCONJ
easat-8431	23	24	to	to	PART
easat-8431	23	25	effectively	effectively	ADV
easat-8431	23	26	combine	combine	VERB
easat-8431	23	27	teachers	teacher	NOUN
easat-8431	23	28	'	'	PART
easat-8431	23	29	experience	experience	NOUN
easat-8431	23	30	and	and	CCONJ
easat-8431	23	31	contextual	contextual	ADJ
easat-8431	23	32	2537	2537	NUM
easat-8431	23	33	edelweiss	edelweiss	PROPN
easat-8431	23	34	applied	apply	VERB
easat-8431	23	35	science	science	NOUN
easat-8431	23	36	and	and	CCONJ
easat-8431	23	37	technology	technology	NOUN
easat-8431	23	38	issn	issn	PROPN
easat-8431	23	39	:	:	PUNCT
easat-8431	23	40	2576	2576	NUM
easat-8431	23	41	-	-	SYM
easat-8431	23	42	8484	8484	NUM
easat-8431	23	43	vol	vol	NOUN
easat-8431	23	44	.	.	PROPN
easat-8431	24	1	9	9	NUM
easat-8431	24	2	,	,	PUNCT
easat-8431	24	3	no	no	INTJ
easat-8431	24	4	.	.	NOUN
easat-8431	25	1	6	6	NUM
easat-8431	25	2	:	:	SYM
easat-8431	25	3	2536	2536	NUM
easat-8431	25	4	-	-	SYM
easat-8431	25	5	2552	2552	NUM
easat-8431	25	6	,	,	PUNCT
easat-8431	25	7	2025	2025	NUM
easat-8431	25	8	doi	doi	NOUN
easat-8431	25	9	:	:	PUNCT
easat-8431	25	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	25	11	©	©	ADP
easat-8431	25	12	2025	2025	NUM
easat-8431	25	13	by	by	ADP
easat-8431	25	14	the	the	DET
easat-8431	25	15	authors	author	NOUN
easat-8431	25	16	;	;	PUNCT
easat-8431	25	17	licensee	licensee	PROPN
easat-8431	25	18	learning	learn	VERB
easat-8431	25	19	gate	gate	NOUN
easat-8431	25	20	factors	factor	NOUN
easat-8431	25	21	and	and	CCONJ
easat-8431	25	22	how	how	SCONJ
easat-8431	25	23	to	to	PART
easat-8431	25	24	establish	establish	VERB
easat-8431	25	25	an	an	DET
easat-8431	25	26	efficient	efficient	ADJ
easat-8431	25	27	interaction	interaction	NOUN
easat-8431	25	28	mechanism	mechanism	NOUN
easat-8431	25	29	are	be	AUX
easat-8431	25	30	still	still	ADV
easat-8431	25	31	important	important	ADJ
easat-8431	25	32	issues	issue	NOUN
easat-8431	25	33	that	that	PRON
easat-8431	25	34	need	need	VERB
easat-8431	25	35	to	to	PART
easat-8431	25	36	be	be	AUX
easat-8431	25	37	addressed	address	VERB
easat-8431	25	38	.	.	PUNCT
easat-8431	26	1	many	many	ADJ
easat-8431	26	2	existing	exist	VERB
easat-8431	26	3	intelligent	intelligent	ADJ
easat-8431	26	4	feedback	feedback	NOUN
easat-8431	26	5	systems	system	NOUN
easat-8431	26	6	have	have	VERB
easat-8431	26	7	limitations	limitation	NOUN
easat-8431	26	8	,	,	PUNCT
easat-8431	26	9	such	such	ADJ
easat-8431	26	10	as	as	ADP
easat-8431	26	11	insufficient	insufficient	ADJ
easat-8431	26	12	adaptability	adaptability	NOUN
easat-8431	26	13	and	and	CCONJ
easat-8431	26	14	inaccurate	inaccurate	ADJ
easat-8431	26	15	context	context	NOUN
easat-8431	26	16	understanding	understanding	NOUN
easat-8431	26	17	,	,	PUNCT
easat-8431	26	18	which	which	PRON
easat-8431	26	19	results	result	VERB
easat-8431	26	20	in	in	ADP
easat-8431	26	21	their	their	PRON
easat-8431	26	22	inability	inability	NOUN
easat-8431	26	23	to	to	PART
easat-8431	26	24	maximize	maximize	VERB
easat-8431	26	25	their	their	PRON
easat-8431	26	26	role	role	NOUN
easat-8431	26	27	in	in	ADP
easat-8431	26	28	the	the	DET
easat-8431	26	29	teaching	teaching	NOUN
easat-8431	26	30	process	process	NOUN
easat-8431	26	31	.	.	PUNCT
easat-8431	27	1	this	this	DET
easat-8431	27	2	paper	paper	NOUN
easat-8431	27	3	implements	implement	VERB
easat-8431	27	4	a	a	DET
easat-8431	27	5	framework	framework	NOUN
easat-8431	27	6	for	for	ADP
easat-8431	27	7	applying	apply	VERB
easat-8431	27	8	ai	ai	NOUN
easat-8431	27	9	-	-	PUNCT
easat-8431	27	10	based	base	VERB
easat-8431	27	11	discourse	discourse	NOUN
easat-8431	27	12	analysis	analysis	NOUN
easat-8431	27	13	technology	technology	NOUN
easat-8431	27	14	to	to	ADP
easat-8431	27	15	high	high	ADJ
easat-8431	27	16	school	school	NOUN
easat-8431	27	17	english	english	PROPN
easat-8431	27	18	teaching	teaching	NOUN
easat-8431	27	19	,	,	PUNCT
easat-8431	27	20	aiming	aim	VERB
easat-8431	27	21	to	to	PART
easat-8431	27	22	address	address	VERB
easat-8431	27	23	the	the	DET
easat-8431	27	24	limitations	limitation	NOUN
easat-8431	27	25	of	of	ADP
easat-8431	27	26	existing	exist	VERB
easat-8431	27	27	teaching	teaching	NOUN
easat-8431	27	28	feedback	feedback	NOUN
easat-8431	27	29	systems	system	NOUN
easat-8431	27	30	.	.	PUNCT
easat-8431	28	1	by	by	ADP
easat-8431	28	2	building	build	VERB
easat-8431	28	3	a	a	DET
easat-8431	28	4	dynamic	dynamic	ADJ
easat-8431	28	5	context	context	NOUN
easat-8431	28	6	modeling	modeling	NOUN
easat-8431	28	7	and	and	CCONJ
easat-8431	28	8	multimodal	multimodal	NOUN
easat-8431	28	9	collaborative	collaborative	ADJ
easat-8431	28	10	,	,	PUNCT
easat-8431	28	11	driven	drive	VERB
easat-8431	28	12	framework	framework	NOUN
easat-8431	28	13	,	,	PUNCT
easat-8431	28	14	this	this	DET
easat-8431	28	15	paper	paper	NOUN
easat-8431	28	16	uses	use	VERB
easat-8431	28	17	cross	cross	ADJ
easat-8431	28	18	-	-	ADJ
easat-8431	28	19	modal	modal	ADJ
easat-8431	28	20	feature	feature	NOUN
easat-8431	28	21	fusion	fusion	NOUN
easat-8431	28	22	technology	technology	NOUN
easat-8431	28	23	to	to	PART
easat-8431	28	24	capture	capture	VERB
easat-8431	28	25	semantic	semantic	ADJ
easat-8431	28	26	associations	association	NOUN
easat-8431	28	27	and	and	CCONJ
easat-8431	28	28	emotional	emotional	ADJ
easat-8431	28	29	changes	change	NOUN
easat-8431	28	30	in	in	ADP
easat-8431	28	31	teacher	teacher	NOUN
easat-8431	28	32	-	-	PUNCT
easat-8431	28	33	student	student	NOUN
easat-8431	28	34	interactions	interaction	NOUN
easat-8431	28	35	in	in	ADP
easat-8431	28	36	real	real	ADJ
easat-8431	28	37	time	time	NOUN
easat-8431	28	38	and	and	CCONJ
easat-8431	28	39	uses	use	VERB
easat-8431	28	40	deep	deep	ADJ
easat-8431	28	41	reinforcement	reinforcement	NOUN
easat-8431	28	42	learning	learning	NOUN
easat-8431	28	43	to	to	PART
easat-8431	28	44	design	design	VERB
easat-8431	28	45	an	an	DET
easat-8431	28	46	adaptive	adaptive	ADJ
easat-8431	28	47	feedback	feedback	NOUN
easat-8431	28	48	mechanism	mechanism	NOUN
easat-8431	28	49	to	to	PART
easat-8431	28	50	periodically	periodically	ADV
easat-8431	28	51	update	update	VERB
easat-8431	28	52	the	the	DET
easat-8431	28	53	teaching	teaching	NOUN
easat-8431	28	54	scene	scene	NOUN
easat-8431	28	55	classification	classification	NOUN
easat-8431	28	56	parameters	parameter	NOUN
easat-8431	28	57	,	,	PUNCT
easat-8431	28	58	so	so	SCONJ
easat-8431	28	59	that	that	SCONJ
easat-8431	28	60	the	the	DET
easat-8431	28	61	system	system	NOUN
easat-8431	28	62	can	can	AUX
easat-8431	28	63	better	well	ADV
easat-8431	28	64	cope	cope	VERB
easat-8431	28	65	with	with	ADP
easat-8431	28	66	the	the	DET
easat-8431	28	67	changing	change	VERB
easat-8431	28	68	classroom	classroom	NOUN
easat-8431	28	69	environment	environment	NOUN
easat-8431	28	70	.	.	PUNCT
easat-8431	29	1	at	at	ADP
easat-8431	29	2	the	the	DET
easat-8431	29	3	same	same	ADJ
easat-8431	29	4	time	time	NOUN
easat-8431	29	5	,	,	PUNCT
easat-8431	29	6	the	the	DET
easat-8431	29	7	teacher	teacher	NOUN
easat-8431	29	8	's	's	PART
easat-8431	29	9	experience	experience	NOUN
easat-8431	29	10	rules	rule	NOUN
easat-8431	29	11	are	be	AUX
easat-8431	29	12	effectively	effectively	ADV
easat-8431	29	13	embedded	embed	VERB
easat-8431	29	14	in	in	ADP
easat-8431	29	15	the	the	DET
easat-8431	29	16	decision	decision	NOUN
easat-8431	29	17	-	-	PUNCT
easat-8431	29	18	making	make	VERB
easat-8431	29	19	layer	layer	NOUN
easat-8431	29	20	through	through	ADP
easat-8431	29	21	knowledge	knowledge	NOUN
easat-8431	29	22	distillation	distillation	NOUN
easat-8431	29	23	technology	technology	NOUN
easat-8431	29	24	,	,	PUNCT
easat-8431	29	25	further	far	ADV
easat-8431	29	26	enhancing	enhance	VERB
easat-8431	29	27	the	the	DET
easat-8431	29	28	decision	decision	NOUN
easat-8431	29	29	-	-	PUNCT
easat-8431	29	30	making	make	VERB
easat-8431	29	31	ability	ability	NOUN
easat-8431	29	32	of	of	ADP
easat-8431	29	33	ai	ai	VERB
easat-8431	29	34	and	and	CCONJ
easat-8431	29	35	finally	finally	ADV
easat-8431	29	36	realizing	realize	VERB
easat-8431	29	37	a	a	DET
easat-8431	29	38	closed	close	VERB
easat-8431	29	39	-	-	PUNCT
easat-8431	29	40	loop	loop	NOUN
easat-8431	29	41	mechanism	mechanism	NOUN
easat-8431	29	42	of	of	ADP
easat-8431	29	43	human	human	ADJ
easat-8431	29	44	-	-	PUNCT
easat-8431	29	45	machine	machine	NOUN
easat-8431	29	46	collaborative	collaborative	ADJ
easat-8431	29	47	optimization	optimization	NOUN
easat-8431	29	48	.	.	PUNCT
easat-8431	30	1	this	this	DET
easat-8431	30	2	study	study	NOUN
easat-8431	30	3	not	not	PART
easat-8431	30	4	only	only	ADV
easat-8431	30	5	provides	provide	VERB
easat-8431	30	6	a	a	DET
easat-8431	30	7	new	new	ADJ
easat-8431	30	8	ai	ai	NOUN
easat-8431	30	9	support	support	NOUN
easat-8431	30	10	solution	solution	NOUN
easat-8431	30	11	for	for	ADP
easat-8431	30	12	high	high	ADJ
easat-8431	30	13	school	school	NOUN
easat-8431	30	14	english	english	PROPN
easat-8431	30	15	teaching	teaching	NOUN
easat-8431	30	16	but	but	CCONJ
easat-8431	30	17	also	also	ADV
easat-8431	30	18	provides	provide	VERB
easat-8431	30	19	strong	strong	ADJ
easat-8431	30	20	theoretical	theoretical	ADJ
easat-8431	30	21	support	support	NOUN
easat-8431	30	22	and	and	CCONJ
easat-8431	30	23	a	a	DET
easat-8431	30	24	practical	practical	ADJ
easat-8431	30	25	basis	basis	NOUN
easat-8431	30	26	for	for	ADP
easat-8431	30	27	the	the	DET
easat-8431	30	28	development	development	NOUN
easat-8431	30	29	of	of	ADP
easat-8431	30	30	future	future	ADJ
easat-8431	30	31	educational	educational	ADJ
easat-8431	30	32	technology	technology	NOUN
easat-8431	30	33	.	.	PUNCT
easat-8431	31	1	2	2	X
easat-8431	31	2	.	.	X
easat-8431	31	3	related	relate	VERB
easat-8431	31	4	work	work	NOUN
easat-8431	31	5	with	with	ADP
easat-8431	31	6	the	the	DET
easat-8431	31	7	development	development	NOUN
easat-8431	31	8	of	of	ADP
easat-8431	31	9	ai	ai	PROPN
easat-8431	31	10	technology	technology	NOUN
easat-8431	31	11	,	,	PUNCT
easat-8431	31	12	its	its	PRON
easat-8431	31	13	application	application	NOUN
easat-8431	31	14	has	have	AUX
easat-8431	31	15	expanded	expand	VERB
easat-8431	31	16	to	to	ADP
easat-8431	31	17	personalized	personalized	ADJ
easat-8431	31	18	learning	learn	VERB
easat-8431	31	19	[	[	X
easat-8431	31	20	13	13	NUM
easat-8431	31	21	,	,	PUNCT
easat-8431	31	22	14	14	NUM
easat-8431	31	23	]	]	PUNCT
easat-8431	31	24	and	and	CCONJ
easat-8431	31	25	automated	automate	VERB
easat-8431	31	26	feedback	feedback	NOUN
easat-8431	31	27	systems	system	NOUN
easat-8431	31	28	[	[	X
easat-8431	31	29	15	15	NUM
easat-8431	31	30	,	,	PUNCT
easat-8431	31	31	16	16	NUM
easat-8431	31	32	]	]	PUNCT
easat-8431	31	33	.	.	PUNCT
easat-8431	32	1	these	these	DET
easat-8431	32	2	systems	system	NOUN
easat-8431	32	3	can	can	AUX
easat-8431	32	4	provide	provide	VERB
easat-8431	32	5	personalized	personalized	ADJ
easat-8431	32	6	suggestions	suggestion	NOUN
easat-8431	32	7	and	and	CCONJ
easat-8431	32	8	real	real	ADJ
easat-8431	32	9	-	-	PUNCT
easat-8431	32	10	time	time	NOUN
easat-8431	32	11	feedback	feedback	NOUN
easat-8431	32	12	based	base	VERB
easat-8431	32	13	on	on	ADP
easat-8431	32	14	students	student	NOUN
easat-8431	32	15	'	'	PART
easat-8431	32	16	learning	learning	NOUN
easat-8431	32	17	situations	situation	NOUN
easat-8431	32	18	,	,	PUNCT
easat-8431	32	19	but	but	CCONJ
easat-8431	32	20	most	most	ADJ
easat-8431	32	21	of	of	ADP
easat-8431	32	22	the	the	DET
easat-8431	32	23	current	current	ADJ
easat-8431	32	24	ai	ai	AUX
easat-8431	32	25	teaching	teach	VERB
easat-8431	32	26	systems	system	NOUN
easat-8431	32	27	still	still	ADV
easat-8431	32	28	have	have	VERB
easat-8431	32	29	problems	problem	NOUN
easat-8431	32	30	,	,	PUNCT
easat-8431	32	31	such	such	ADJ
easat-8431	32	32	as	as	ADP
easat-8431	32	33	poor	poor	ADJ
easat-8431	32	34	adaptability	adaptability	NOUN
easat-8431	32	35	and	and	CCONJ
easat-8431	32	36	inflexible	inflexible	ADJ
easat-8431	32	37	feedback	feedback	NOUN
easat-8431	32	38	.	.	PUNCT
easat-8431	33	1	especially	especially	ADV
easat-8431	33	2	in	in	ADP
easat-8431	33	3	a	a	DET
easat-8431	33	4	highly	highly	ADV
easat-8431	33	5	dynamic	dynamic	ADJ
easat-8431	33	6	classroom	classroom	NOUN
easat-8431	33	7	environment	environment	NOUN
easat-8431	33	8	,	,	PUNCT
easat-8431	33	9	how	how	SCONJ
easat-8431	33	10	to	to	PART
easat-8431	33	11	deal	deal	VERB
easat-8431	33	12	with	with	ADP
easat-8431	33	13	complex	complex	ADJ
easat-8431	33	14	contexts	context	NOUN
easat-8431	33	15	and	and	CCONJ
easat-8431	33	16	emotional	emotional	ADJ
easat-8431	33	17	changes	change	NOUN
easat-8431	33	18	is	be	AUX
easat-8431	33	19	still	still	ADV
easat-8431	33	20	a	a	DET
easat-8431	33	21	challenge	challenge	NOUN
easat-8431	33	22	.	.	PUNCT
easat-8431	34	1	in	in	ADP
easat-8431	34	2	terms	term	NOUN
easat-8431	34	3	of	of	ADP
easat-8431	34	4	discourse	discourse	NOUN
easat-8431	34	5	analysis	analysis	NOUN
easat-8431	34	6	,	,	PUNCT
easat-8431	34	7	the	the	DET
easat-8431	34	8	application	application	NOUN
easat-8431	34	9	of	of	ADP
easat-8431	34	10	artificial	artificial	ADJ
easat-8431	34	11	intelligence	intelligence	NOUN
easat-8431	34	12	technology	technology	NOUN
easat-8431	34	13	has	have	AUX
easat-8431	34	14	brought	bring	VERB
easat-8431	34	15	new	new	ADJ
easat-8431	34	16	opportunities	opportunity	NOUN
easat-8431	34	17	for	for	ADP
easat-8431	34	18	teaching	teach	VERB
easat-8431	34	19	[	[	X
easat-8431	34	20	17	17	NUM
easat-8431	34	21	,	,	PUNCT
easat-8431	34	22	18	18	NUM
easat-8431	34	23	]	]	PUNCT
easat-8431	34	24	.	.	PUNCT
easat-8431	35	1	traditional	traditional	ADJ
easat-8431	35	2	discourse	discourse	NOUN
easat-8431	35	3	analysis	analysis	NOUN
easat-8431	35	4	mainly	mainly	ADV
easat-8431	35	5	focuses	focus	VERB
easat-8431	35	6	on	on	ADP
easat-8431	35	7	the	the	DET
easat-8431	35	8	grammatical	grammatical	ADJ
easat-8431	35	9	and	and	CCONJ
easat-8431	35	10	semantic	semantic	ADJ
easat-8431	35	11	structure	structure	NOUN
easat-8431	35	12	of	of	ADP
easat-8431	35	13	the	the	DET
easat-8431	35	14	text	text	NOUN
easat-8431	35	15	,	,	PUNCT
easat-8431	35	16	while	while	SCONJ
easat-8431	35	17	modern	modern	ADJ
easat-8431	35	18	ai	ai	NOUN
easat-8431	35	19	discourse	discourse	NOUN
easat-8431	35	20	analysis	analysis	NOUN
easat-8431	35	21	pays	pay	VERB
easat-8431	35	22	more	more	ADJ
easat-8431	35	23	attention	attention	NOUN
easat-8431	35	24	to	to	ADP
easat-8431	35	25	the	the	DET
easat-8431	35	26	emotional	emotional	ADJ
easat-8431	35	27	and	and	CCONJ
easat-8431	35	28	contextual	contextual	ADJ
easat-8431	35	29	information	information	NOUN
easat-8431	35	30	in	in	ADP
easat-8431	35	31	the	the	DET
easat-8431	35	32	language	language	NOUN
easat-8431	35	33	[	[	X
easat-8431	35	34	19	19	NUM
easat-8431	35	35	,	,	PUNCT
easat-8431	35	36	20	20	NUM
easat-8431	35	37	]	]	PUNCT
easat-8431	35	38	.	.	PUNCT
easat-8431	36	1	through	through	ADP
easat-8431	36	2	natural	natural	ADJ
easat-8431	36	3	language	language	NOUN
easat-8431	36	4	processing	processing	NOUN
easat-8431	36	5	and	and	CCONJ
easat-8431	36	6	sentiment	sentiment	NOUN
easat-8431	36	7	analysis	analysis	NOUN
easat-8431	36	8	,	,	PUNCT
easat-8431	36	9	ai	ai	AUX
easat-8431	36	10	can	can	AUX
easat-8431	36	11	deeply	deeply	ADV
easat-8431	36	12	understand	understand	VERB
easat-8431	36	13	students	student	NOUN
easat-8431	36	14	'	'	PART
easat-8431	36	15	language	language	NOUN
easat-8431	36	16	behavior	behavior	NOUN
easat-8431	36	17	,	,	PUNCT
easat-8431	36	18	emotional	emotional	ADJ
easat-8431	36	19	state	state	NOUN
easat-8431	36	20	,	,	PUNCT
easat-8431	36	21	and	and	CCONJ
easat-8431	36	22	level	level	NOUN
easat-8431	36	23	of	of	ADP
easat-8431	36	24	understanding	understanding	NOUN
easat-8431	36	25	.	.	PUNCT
easat-8431	37	1	however	however	ADV
easat-8431	37	2	,	,	PUNCT
easat-8431	37	3	existing	exist	VERB
easat-8431	37	4	discourse	discourse	NOUN
easat-8431	37	5	analysis	analysis	NOUN
easat-8431	37	6	technology	technology	NOUN
easat-8431	37	7	still	still	ADV
easat-8431	37	8	faces	face	VERB
easat-8431	37	9	problems	problem	NOUN
easat-8431	37	10	of	of	ADP
easat-8431	37	11	accuracy	accuracy	NOUN
easat-8431	37	12	and	and	CCONJ
easat-8431	37	13	real	real	ADJ
easat-8431	37	14	-	-	PUNCT
easat-8431	37	15	time	time	NOUN
easat-8431	37	16	performance	performance	NOUN
easat-8431	37	17	,	,	PUNCT
easat-8431	37	18	especially	especially	ADV
easat-8431	37	19	in	in	ADP
easat-8431	37	20	the	the	DET
easat-8431	37	21	classroom	classroom	NOUN
easat-8431	37	22	,	,	PUNCT
easat-8431	37	23	where	where	SCONJ
easat-8431	37	24	language	language	NOUN
easat-8431	37	25	is	be	AUX
easat-8431	37	26	not	not	PART
easat-8431	37	27	just	just	ADV
easat-8431	37	28	a	a	DET
easat-8431	37	29	simple	simple	ADJ
easat-8431	37	30	transmission	transmission	NOUN
easat-8431	37	31	of	of	ADP
easat-8431	37	32	text	text	NOUN
easat-8431	37	33	or	or	CCONJ
easat-8431	37	34	voice	voice	NOUN
easat-8431	37	35	but	but	CCONJ
easat-8431	37	36	also	also	ADV
easat-8431	37	37	includes	include	VERB
easat-8431	37	38	students	student	NOUN
easat-8431	37	39	'	'	PART
easat-8431	37	40	emotions	emotion	NOUN
easat-8431	37	41	and	and	CCONJ
easat-8431	37	42	body	body	NOUN
easat-8431	37	43	language	language	NOUN
easat-8431	37	44	.	.	PUNCT
easat-8431	38	1	therefore	therefore	ADV
easat-8431	38	2	,	,	PUNCT
easat-8431	38	3	comprehensively	comprehensively	ADV
easat-8431	38	4	analyzing	analyze	VERB
easat-8431	38	5	students	student	NOUN
easat-8431	38	6	'	'	PART
easat-8431	38	7	expressions	expression	NOUN
easat-8431	38	8	and	and	CCONJ
easat-8431	38	9	adapting	adapt	VERB
easat-8431	38	10	to	to	ADP
easat-8431	38	11	contextual	contextual	ADJ
easat-8431	38	12	changes	change	NOUN
easat-8431	38	13	in	in	ADP
easat-8431	38	14	real	real	ADJ
easat-8431	38	15	-	-	PUNCT
easat-8431	38	16	time	time	NOUN
easat-8431	38	17	interaction	interaction	NOUN
easat-8431	38	18	is	be	AUX
easat-8431	38	19	difficult	difficult	ADJ
easat-8431	38	20	in	in	ADP
easat-8431	38	21	current	current	ADJ
easat-8431	38	22	discourse	discourse	NOUN
easat-8431	38	23	analysis	analysis	NOUN
easat-8431	38	24	research	research	NOUN
easat-8431	38	25	.	.	PUNCT
easat-8431	39	1	multimodal	multimodal	NOUN
easat-8431	39	2	data	datum	NOUN
easat-8431	39	3	fusion	fusion	NOUN
easat-8431	39	4	has	have	AUX
easat-8431	39	5	been	be	AUX
easat-8431	39	6	an	an	DET
easat-8431	39	7	important	important	ADJ
easat-8431	39	8	direction	direction	NOUN
easat-8431	39	9	in	in	ADP
easat-8431	39	10	the	the	DET
easat-8431	39	11	field	field	NOUN
easat-8431	39	12	of	of	ADP
easat-8431	39	13	ai	ai	NOUN
easat-8431	39	14	in	in	ADP
easat-8431	39	15	recent	recent	ADJ
easat-8431	39	16	years	year	NOUN
easat-8431	40	1	[	[	X
easat-8431	40	2	21	21	NUM
easat-8431	40	3	,	,	PUNCT
easat-8431	40	4	22	22	NUM
easat-8431	40	5	]	]	PUNCT
easat-8431	40	6	.	.	PUNCT
easat-8431	41	1	in	in	ADP
easat-8431	41	2	educational	educational	ADJ
easat-8431	41	3	applications	application	NOUN
easat-8431	41	4	,	,	PUNCT
easat-8431	41	5	multimodal	multimodal	ADJ
easat-8431	41	6	fusion	fusion	NOUN
easat-8431	41	7	technology	technology	NOUN
easat-8431	41	8	can	can	AUX
easat-8431	41	9	combine	combine	VERB
easat-8431	41	10	multiple	multiple	ADJ
easat-8431	41	11	information	information	NOUN
easat-8431	41	12	sources	source	NOUN
easat-8431	41	13	such	such	ADJ
easat-8431	41	14	as	as	ADP
easat-8431	41	15	speech	speech	NOUN
easat-8431	41	16	,	,	PUNCT
easat-8431	41	17	text	text	NOUN
easat-8431	41	18	,	,	PUNCT
easat-8431	41	19	expression	expression	NOUN
easat-8431	41	20	,	,	PUNCT
easat-8431	41	21	and	and	CCONJ
easat-8431	41	22	body	body	NOUN
easat-8431	41	23	language	language	NOUN
easat-8431	41	24	to	to	PART
easat-8431	41	25	fully	fully	ADV
easat-8431	41	26	understand	understand	VERB
easat-8431	41	27	students	student	NOUN
easat-8431	41	28	'	'	PART
easat-8431	41	29	learning	learn	VERB
easat-8431	41	30	status	status	NOUN
easat-8431	42	1	[	[	X
easat-8431	42	2	23	23	NUM
easat-8431	42	3	,	,	PUNCT
easat-8431	42	4	24	24	NUM
easat-8431	42	5	]	]	PUNCT
easat-8431	42	6	.	.	PUNCT
easat-8431	43	1	for	for	ADP
easat-8431	43	2	example	example	NOUN
easat-8431	43	3	,	,	PUNCT
easat-8431	43	4	ai	ai	VERB
easat-8431	43	5	systems	system	NOUN
easat-8431	43	6	can	can	AUX
easat-8431	43	7	obtain	obtain	VERB
easat-8431	43	8	students	student	NOUN
easat-8431	43	9	'	'	PART
easat-8431	43	10	emotional	emotional	ADJ
easat-8431	43	11	state	state	NOUN
easat-8431	43	12	and	and	CCONJ
easat-8431	43	13	learning	learn	VERB
easat-8431	43	14	engagement	engagement	NOUN
easat-8431	43	15	by	by	ADP
easat-8431	43	16	analyzing	analyze	VERB
easat-8431	43	17	their	their	PRON
easat-8431	43	18	speech	speech	NOUN
easat-8431	43	19	and	and	CCONJ
easat-8431	43	20	text	text	NOUN
easat-8431	43	21	content	content	NOUN
easat-8431	43	22	.	.	PUNCT
easat-8431	44	1	however	however	ADV
easat-8431	44	2	,	,	PUNCT
easat-8431	44	3	the	the	DET
easat-8431	44	4	current	current	ADJ
easat-8431	44	5	application	application	NOUN
easat-8431	44	6	of	of	ADP
easat-8431	44	7	multimodal	multimodal	NOUN
easat-8431	44	8	data	datum	NOUN
easat-8431	44	9	fusion	fusion	NOUN
easat-8431	44	10	technology	technology	NOUN
easat-8431	44	11	in	in	ADP
easat-8431	44	12	education	education	NOUN
easat-8431	44	13	still	still	ADV
easat-8431	44	14	faces	face	VERB
easat-8431	44	15	problems	problem	NOUN
easat-8431	44	16	,	,	PUNCT
easat-8431	44	17	such	such	ADJ
easat-8431	44	18	as	as	ADP
easat-8431	44	19	difficulty	difficulty	NOUN
easat-8431	44	20	in	in	ADP
easat-8431	44	21	data	data	NOUN
easat-8431	44	22	integration	integration	NOUN
easat-8431	44	23	and	and	CCONJ
easat-8431	44	24	weak	weak	ADJ
easat-8431	44	25	feedback	feedback	NOUN
easat-8431	44	26	capabilities	capability	NOUN
easat-8431	44	27	.	.	PUNCT
easat-8431	45	1	in	in	ADP
easat-8431	45	2	the	the	DET
easat-8431	45	3	classroom	classroom	NOUN
easat-8431	45	4	interactive	interactive	ADJ
easat-8431	45	5	environment	environment	NOUN
easat-8431	45	6	,	,	PUNCT
easat-8431	45	7	how	how	SCONJ
easat-8431	45	8	to	to	PART
easat-8431	45	9	efficiently	efficiently	ADV
easat-8431	45	10	integrate	integrate	VERB
easat-8431	45	11	multimodal	multimodal	NOUN
easat-8431	45	12	information	information	NOUN
easat-8431	45	13	and	and	CCONJ
easat-8431	45	14	adjust	adjust	VERB
easat-8431	45	15	teaching	teaching	NOUN
easat-8431	45	16	strategies	strategy	NOUN
easat-8431	45	17	in	in	ADP
easat-8431	45	18	real	real	ADJ
easat-8431	45	19	-	-	PUNCT
easat-8431	45	20	time	time	NOUN
easat-8431	45	21	remains	remain	VERB
easat-8431	45	22	a	a	DET
easat-8431	45	23	challenge	challenge	NOUN
easat-8431	45	24	[	[	X
easat-8431	45	25	25	25	NUM
easat-8431	45	26	,	,	PUNCT
easat-8431	45	27	26	26	NUM
easat-8431	45	28	]	]	PUNCT
easat-8431	45	29	.	.	PUNCT
easat-8431	46	1	in	in	ADP
easat-8431	46	2	terms	term	NOUN
easat-8431	46	3	of	of	ADP
easat-8431	46	4	human	human	ADJ
easat-8431	46	5	-	-	PUNCT
easat-8431	46	6	computer	computer	NOUN
easat-8431	46	7	collaborative	collaborative	ADJ
easat-8431	46	8	teaching	teaching	NOUN
easat-8431	46	9	,	,	PUNCT
easat-8431	46	10	recent	recent	ADJ
easat-8431	46	11	studies	study	NOUN
easat-8431	46	12	have	have	AUX
easat-8431	46	13	shown	show	VERB
easat-8431	46	14	that	that	SCONJ
easat-8431	46	15	ai	ai	NOUN
easat-8431	46	16	can	can	AUX
easat-8431	46	17	be	be	AUX
easat-8431	46	18	used	use	VERB
easat-8431	46	19	as	as	ADP
easat-8431	46	20	an	an	DET
easat-8431	46	21	auxiliary	auxiliary	ADJ
easat-8431	46	22	tool	tool	NOUN
easat-8431	46	23	for	for	SCONJ
easat-8431	46	24	teachers	teacher	NOUN
easat-8431	46	25	to	to	PART
easat-8431	46	26	help	help	VERB
easat-8431	46	27	improve	improve	VERB
easat-8431	46	28	teaching	teach	VERB
easat-8431	46	29	effectiveness	effectiveness	NOUN
easat-8431	46	30	[	[	X
easat-8431	46	31	27	27	NUM
easat-8431	46	32	,	,	PUNCT
easat-8431	46	33	28	28	NUM
easat-8431	46	34	]	]	PUNCT
easat-8431	46	35	.	.	PUNCT
easat-8431	47	1	ai	ai	AUX
easat-8431	47	2	can	can	AUX
easat-8431	47	3	not	not	PART
easat-8431	47	4	only	only	ADV
easat-8431	47	5	analyze	analyze	VERB
easat-8431	47	6	students	student	NOUN
easat-8431	47	7	'	'	PART
easat-8431	47	8	performance	performance	NOUN
easat-8431	47	9	in	in	ADP
easat-8431	47	10	real	real	ADJ
easat-8431	47	11	-	-	PUNCT
easat-8431	47	12	time	time	NOUN
easat-8431	47	13	and	and	CCONJ
easat-8431	47	14	provide	provide	VERB
easat-8431	47	15	personalized	personalized	ADJ
easat-8431	47	16	feedback	feedback	NOUN
easat-8431	47	17	but	but	CCONJ
easat-8431	47	18	also	also	ADV
easat-8431	47	19	assist	assist	VERB
easat-8431	47	20	teachers	teacher	NOUN
easat-8431	47	21	in	in	ADP
easat-8431	47	22	making	make	VERB
easat-8431	47	23	teaching	teaching	NOUN
easat-8431	47	24	decisions	decision	NOUN
easat-8431	47	25	.	.	PUNCT
easat-8431	48	1	existing	exist	VERB
easat-8431	48	2	research	research	NOUN
easat-8431	48	3	focuses	focus	VERB
easat-8431	48	4	on	on	ADP
easat-8431	48	5	how	how	SCONJ
easat-8431	48	6	to	to	PART
easat-8431	48	7	use	use	VERB
easat-8431	48	8	ai	ai	VERB
easat-8431	48	9	to	to	PART
easat-8431	48	10	support	support	VERB
easat-8431	48	11	personalized	personalized	ADJ
easat-8431	48	12	teaching	teaching	NOUN
easat-8431	48	13	[	[	X
easat-8431	48	14	2930	2930	NUM
easat-8431	48	15	]	]	PUNCT
easat-8431	48	16	and	and	CCONJ
easat-8431	48	17	automated	automate	VERB
easat-8431	48	18	feedback	feedback	NOUN
easat-8431	48	19	[	[	X
easat-8431	48	20	29	29	NUM
easat-8431	48	21	]	]	PUNCT
easat-8431	48	22	but	but	CCONJ
easat-8431	48	23	these	these	DET
easat-8431	48	24	systems	system	NOUN
easat-8431	48	25	usually	usually	ADV
easat-8431	48	26	rely	rely	VERB
easat-8431	48	27	on	on	ADP
easat-8431	48	28	fixed	fix	VERB
easat-8431	48	29	rules	rule	NOUN
easat-8431	48	30	and	and	CCONJ
easat-8431	48	31	models	model	NOUN
easat-8431	48	32	,	,	PUNCT
easat-8431	48	33	lack	lack	VERB
easat-8431	48	34	sufficient	sufficient	ADJ
easat-8431	48	35	flexibility	flexibility	NOUN
easat-8431	48	36	and	and	CCONJ
easat-8431	48	37	adaptability	adaptability	NOUN
easat-8431	48	38	,	,	PUNCT
easat-8431	48	39	and	and	CCONJ
easat-8431	48	40	can	can	AUX
easat-8431	48	41	not	not	PART
easat-8431	48	42	effectively	effectively	ADV
easat-8431	48	43	deal	deal	VERB
easat-8431	48	44	with	with	ADP
easat-8431	48	45	complex	complex	ADJ
easat-8431	48	46	interactions	interaction	NOUN
easat-8431	48	47	in	in	ADP
easat-8431	48	48	the	the	DET
easat-8431	48	49	classroom	classroom	NOUN
easat-8431	48	50	.	.	PUNCT
easat-8431	49	1	how	how	SCONJ
easat-8431	49	2	to	to	PART
easat-8431	49	3	achieve	achieve	VERB
easat-8431	49	4	collaborative	collaborative	ADJ
easat-8431	49	5	cooperation	cooperation	NOUN
easat-8431	49	6	between	between	ADP
easat-8431	49	7	teachers	teacher	NOUN
easat-8431	49	8	,	,	PUNCT
easat-8431	49	9	students	student	NOUN
easat-8431	49	10	,	,	PUNCT
easat-8431	49	11	and	and	CCONJ
easat-8431	49	12	ai	ai	VERB
easat-8431	49	13	in	in	ADP
easat-8431	49	14	a	a	DET
easat-8431	49	15	changing	change	VERB
easat-8431	49	16	teaching	teaching	NOUN
easat-8431	49	17	environment	environment	NOUN
easat-8431	49	18	and	and	CCONJ
easat-8431	49	19	improve	improve	VERB
easat-8431	49	20	the	the	DET
easat-8431	49	21	adaptability	adaptability	NOUN
easat-8431	49	22	and	and	CCONJ
easat-8431	49	23	response	response	NOUN
easat-8431	49	24	speed	speed	NOUN
easat-8431	49	25	of	of	ADP
easat-8431	49	26	ai	ai	PROPN
easat-8431	49	27	systems	system	NOUN
easat-8431	49	28	is	be	AUX
easat-8431	49	29	still	still	ADV
easat-8431	49	30	a	a	DET
easat-8431	49	31	difficult	difficult	ADJ
easat-8431	49	32	point	point	NOUN
easat-8431	49	33	in	in	ADP
easat-8431	49	34	current	current	ADJ
easat-8431	49	35	research	research	NOUN
easat-8431	49	36	.	.	PUNCT
easat-8431	50	1	2538	2538	NUM
easat-8431	50	2	edelweiss	edelweiss	PROPN
easat-8431	50	3	applied	apply	VERB
easat-8431	50	4	science	science	NOUN
easat-8431	50	5	and	and	CCONJ
easat-8431	50	6	technology	technology	NOUN
easat-8431	50	7	issn	issn	PROPN
easat-8431	50	8	:	:	PUNCT
easat-8431	50	9	2576	2576	NUM
easat-8431	50	10	-	-	SYM
easat-8431	50	11	8484	8484	NUM
easat-8431	50	12	vol	vol	NOUN
easat-8431	50	13	.	.	PROPN
easat-8431	51	1	9	9	NUM
easat-8431	51	2	,	,	PUNCT
easat-8431	51	3	no	no	INTJ
easat-8431	51	4	.	.	NOUN
easat-8431	52	1	6	6	NUM
easat-8431	52	2	:	:	SYM
easat-8431	52	3	2536	2536	NUM
easat-8431	52	4	-	-	SYM
easat-8431	52	5	2552	2552	NUM
easat-8431	52	6	,	,	PUNCT
easat-8431	52	7	2025	2025	NUM
easat-8431	52	8	doi	doi	NOUN
easat-8431	52	9	:	:	PUNCT
easat-8431	52	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	52	11	©	©	ADP
easat-8431	52	12	2025	2025	NUM
easat-8431	52	13	by	by	ADP
easat-8431	52	14	the	the	DET
easat-8431	52	15	authors	author	NOUN
easat-8431	52	16	;	;	PUNCT
easat-8431	52	17	licensee	licensee	PROPN
easat-8431	52	18	learning	learning	NOUN
easat-8431	52	19	gate	gate	NOUN
easat-8431	52	20	in	in	ADP
easat-8431	52	21	response	response	NOUN
easat-8431	52	22	to	to	ADP
easat-8431	52	23	these	these	DET
easat-8431	52	24	problems	problem	NOUN
easat-8431	52	25	,	,	PUNCT
easat-8431	52	26	this	this	DET
easat-8431	52	27	paper	paper	NOUN
easat-8431	52	28	proposes	propose	VERB
easat-8431	52	29	an	an	DET
easat-8431	52	30	artificial	artificial	ADJ
easat-8431	52	31	intelligence	intelligence	NOUN
easat-8431	52	32	-	-	PUNCT
easat-8431	52	33	based	base	VERB
easat-8431	52	34	discourse	discourse	NOUN
easat-8431	52	35	analysis	analysis	NOUN
easat-8431	52	36	framework	framework	NOUN
easat-8431	52	37	to	to	PART
easat-8431	52	38	address	address	VERB
easat-8431	52	39	the	the	DET
easat-8431	52	40	shortcomings	shortcoming	NOUN
easat-8431	52	41	of	of	ADP
easat-8431	52	42	existing	exist	VERB
easat-8431	52	43	ai	ai	PROPN
easat-8431	52	44	teaching	teaching	NOUN
easat-8431	52	45	systems	system	NOUN
easat-8431	52	46	.	.	PUNCT
easat-8431	53	1	by	by	ADP
easat-8431	53	2	integrating	integrate	VERB
easat-8431	53	3	multimodal	multimodal	NOUN
easat-8431	53	4	data	datum	NOUN
easat-8431	53	5	such	such	ADJ
easat-8431	53	6	as	as	ADP
easat-8431	53	7	speech	speech	NOUN
easat-8431	53	8	,	,	PUNCT
easat-8431	53	9	text	text	NOUN
easat-8431	53	10	,	,	PUNCT
easat-8431	53	11	expressions	expression	NOUN
easat-8431	53	12	,	,	PUNCT
easat-8431	53	13	and	and	CCONJ
easat-8431	53	14	body	body	NOUN
easat-8431	53	15	language	language	NOUN
easat-8431	53	16	,	,	PUNCT
easat-8431	53	17	this	this	DET
easat-8431	53	18	paper	paper	NOUN
easat-8431	53	19	constructs	construct	VERB
easat-8431	53	20	a	a	DET
easat-8431	53	21	cross	cross	ADJ
easat-8431	53	22	-	-	ADJ
easat-8431	53	23	modal	modal	ADJ
easat-8431	53	24	feature	feature	NOUN
easat-8431	53	25	dynamic	dynamic	ADJ
easat-8431	53	26	fusion	fusion	NOUN
easat-8431	53	27	model	model	NOUN
easat-8431	53	28	that	that	PRON
easat-8431	53	29	can	can	AUX
easat-8431	53	30	capture	capture	VERB
easat-8431	53	31	students	student	NOUN
easat-8431	53	32	'	'	PART
easat-8431	53	33	semantic	semantic	ADJ
easat-8431	53	34	and	and	CCONJ
easat-8431	53	35	emotional	emotional	ADJ
easat-8431	53	36	states	state	NOUN
easat-8431	53	37	in	in	ADP
easat-8431	53	38	real	real	ADJ
easat-8431	53	39	-	-	PUNCT
easat-8431	53	40	time	time	NOUN
easat-8431	53	41	.	.	PUNCT
easat-8431	54	1	the	the	DET
easat-8431	54	2	adaptive	adaptive	ADJ
easat-8431	54	3	feedback	feedback	NOUN
easat-8431	54	4	mechanism	mechanism	NOUN
easat-8431	54	5	designed	design	VERB
easat-8431	54	6	by	by	ADP
easat-8431	54	7	deep	deep	ADJ
easat-8431	54	8	reinforcement	reinforcement	NOUN
easat-8431	54	9	learning	learning	NOUN
easat-8431	54	10	enables	enable	VERB
easat-8431	54	11	the	the	DET
easat-8431	54	12	ai	ai	NOUN
easat-8431	54	13	system	system	NOUN
easat-8431	54	14	to	to	PART
easat-8431	54	15	dynamically	dynamically	ADV
easat-8431	54	16	adjust	adjust	VERB
easat-8431	54	17	according	accord	VERB
easat-8431	54	18	to	to	ADP
easat-8431	54	19	changes	change	NOUN
easat-8431	54	20	in	in	ADP
easat-8431	54	21	the	the	DET
easat-8431	54	22	teaching	teaching	NOUN
easat-8431	54	23	scenario	scenario	NOUN
easat-8431	54	24	and	and	CCONJ
easat-8431	54	25	embeds	embed	VERB
easat-8431	54	26	teacher	teacher	NOUN
easat-8431	54	27	experience	experience	NOUN
easat-8431	54	28	into	into	ADP
easat-8431	54	29	the	the	DET
easat-8431	54	30	decision	decision	NOUN
easat-8431	54	31	-	-	PUNCT
easat-8431	54	32	making	make	VERB
easat-8431	54	33	layer	layer	NOUN
easat-8431	54	34	through	through	ADP
easat-8431	54	35	knowledge	knowledge	NOUN
easat-8431	54	36	distillation	distillation	NOUN
easat-8431	54	37	technology	technology	NOUN
easat-8431	54	38	to	to	PART
easat-8431	54	39	optimize	optimize	VERB
easat-8431	54	40	teaching	teaching	NOUN
easat-8431	54	41	decisions	decision	NOUN
easat-8431	54	42	.	.	PUNCT
easat-8431	55	1	these	these	DET
easat-8431	55	2	innovations	innovation	NOUN
easat-8431	55	3	effectively	effectively	ADV
easat-8431	55	4	improve	improve	VERB
easat-8431	55	5	the	the	DET
easat-8431	55	6	contextual	contextual	ADJ
easat-8431	55	7	adaptability	adaptability	NOUN
easat-8431	55	8	and	and	CCONJ
easat-8431	55	9	interactivity	interactivity	NOUN
easat-8431	55	10	of	of	ADP
easat-8431	55	11	the	the	DET
easat-8431	55	12	system	system	NOUN
easat-8431	55	13	,	,	PUNCT
easat-8431	55	14	providing	provide	VERB
easat-8431	55	15	a	a	DET
easat-8431	55	16	new	new	ADJ
easat-8431	55	17	intelligent	intelligent	ADJ
easat-8431	55	18	tutoring	tutoring	NOUN
easat-8431	55	19	solution	solution	NOUN
easat-8431	55	20	for	for	ADP
easat-8431	55	21	high	high	ADJ
easat-8431	55	22	school	school	NOUN
easat-8431	55	23	english	english	PROPN
easat-8431	55	24	teaching	teaching	NOUN
easat-8431	55	25	.	.	PUNCT
easat-8431	56	1	3	3	X
easat-8431	56	2	.	.	X
easat-8431	56	3	construction	construction	NOUN
easat-8431	56	4	of	of	ADP
easat-8431	56	5	an	an	DET
easat-8431	56	6	interactive	interactive	ADJ
easat-8431	56	7	english	english	ADJ
easat-8431	56	8	teaching	teaching	NOUN
easat-8431	56	9	system	system	NOUN
easat-8431	56	10	driven	drive	VERB
easat-8431	56	11	by	by	ADP
easat-8431	56	12	intelligent	intelligent	ADJ
easat-8431	56	13	discourse	discourse	NOUN
easat-8431	56	14	modeling	model	VERB
easat-8431	56	15	3.1	3.1	NUM
easat-8431	56	16	.	.	PUNCT
easat-8431	56	17	multimodal	multimodal	NOUN
easat-8431	56	18	acquisition	acquisition	NOUN
easat-8431	56	19	strategies	strategy	NOUN
easat-8431	56	20	for	for	ADP
easat-8431	56	21	interactive	interactive	ADJ
easat-8431	56	22	features	feature	NOUN
easat-8431	56	23	of	of	ADP
easat-8431	56	24	discourse	discourse	NOUN
easat-8431	56	25	in	in	ADP
easat-8431	56	26	high	high	ADJ
easat-8431	56	27	school	school	NOUN
easat-8431	56	28	english	english	ADJ
easat-8431	56	29	classes	class	NOUN
easat-8431	56	30	in	in	ADP
easat-8431	56	31	this	this	DET
easat-8431	56	32	study	study	NOUN
easat-8431	56	33	,	,	PUNCT
easat-8431	56	34	multimodal	multimodal	NOUN
easat-8431	56	35	data	datum	NOUN
easat-8431	56	36	collection	collection	NOUN
easat-8431	56	37	in	in	ADP
easat-8431	56	38	high	high	ADJ
easat-8431	56	39	school	school	NOUN
easat-8431	56	40	english	english	ADJ
easat-8431	56	41	classes	class	NOUN
easat-8431	56	42	adopt	adopt	VERB
easat-8431	56	43	a	a	DET
easat-8431	56	44	variety	variety	NOUN
easat-8431	56	45	of	of	ADP
easat-8431	56	46	efficient	efficient	ADJ
easat-8431	56	47	equipment	equipment	NOUN
easat-8431	56	48	and	and	CCONJ
easat-8431	56	49	technologies	technology	NOUN
easat-8431	56	50	to	to	PART
easat-8431	56	51	ensure	ensure	VERB
easat-8431	56	52	the	the	DET
easat-8431	56	53	accurate	accurate	ADJ
easat-8431	56	54	acquisition	acquisition	NOUN
easat-8431	56	55	of	of	ADP
easat-8431	56	56	voice	voice	NOUN
easat-8431	56	57	,	,	PUNCT
easat-8431	56	58	text	text	NOUN
easat-8431	56	59	,	,	PUNCT
easat-8431	56	60	facial	facial	ADJ
easat-8431	56	61	expression	expression	NOUN
easat-8431	56	62	,	,	PUNCT
easat-8431	56	63	and	and	CCONJ
easat-8431	56	64	body	body	NOUN
easat-8431	56	65	movement	movement	NOUN
easat-8431	56	66	data	data	PROPN
easat-8431	56	67	,	,	PUNCT
easat-8431	56	68	facilitating	facilitate	VERB
easat-8431	56	69	subsequent	subsequent	ADJ
easat-8431	56	70	interaction	interaction	NOUN
easat-8431	56	71	analysis	analysis	NOUN
easat-8431	56	72	and	and	CCONJ
easat-8431	56	73	emotion	emotion	NOUN
easat-8431	56	74	recognition	recognition	NOUN
easat-8431	56	75	.	.	PUNCT
easat-8431	57	1	the	the	DET
easat-8431	57	2	collection	collection	NOUN
easat-8431	57	3	of	of	ADP
easat-8431	57	4	text	text	NOUN
easat-8431	57	5	data	datum	NOUN
easat-8431	57	6	uses	use	VERB
easat-8431	57	7	speech	speech	NOUN
easat-8431	57	8	recognition	recognition	NOUN
easat-8431	57	9	technology	technology	NOUN
easat-8431	57	10	to	to	PART
easat-8431	57	11	convert	convert	VERB
easat-8431	57	12	the	the	DET
easat-8431	57	13	voice	voice	NOUN
easat-8431	57	14	data	datum	NOUN
easat-8431	57	15	collected	collect	VERB
easat-8431	57	16	in	in	ADP
easat-8431	57	17	the	the	DET
easat-8431	57	18	classroom	classroom	NOUN
easat-8431	57	19	into	into	ADP
easat-8431	57	20	text	text	NOUN
easat-8431	57	21	in	in	ADP
easat-8431	57	22	real	real	ADJ
easat-8431	57	23	-	-	PUNCT
easat-8431	57	24	time	time	NOUN
easat-8431	57	25	.	.	PUNCT
easat-8431	58	1	during	during	ADP
easat-8431	58	2	each	each	DET
easat-8431	58	3	speech	speech	NOUN
easat-8431	58	4	,	,	PUNCT
easat-8431	58	5	the	the	DET
easat-8431	58	6	system	system	NOUN
easat-8431	58	7	stores	store	NOUN
easat-8431	58	8	and	and	CCONJ
easat-8431	58	9	updates	update	VERB
easat-8431	58	10	the	the	DET
easat-8431	58	11	converted	converted	ADJ
easat-8431	58	12	text	text	NOUN
easat-8431	58	13	synchronously	synchronously	ADV
easat-8431	58	14	,	,	PUNCT
easat-8431	58	15	and	and	CCONJ
easat-8431	58	16	every	every	DET
easat-8431	58	17	language	language	NOUN
easat-8431	58	18	input	input	NOUN
easat-8431	58	19	of	of	ADP
easat-8431	58	20	teachers	teacher	NOUN
easat-8431	58	21	and	and	CCONJ
easat-8431	58	22	students	student	NOUN
easat-8431	58	23	in	in	ADP
easat-8431	58	24	the	the	DET
easat-8431	58	25	teaching	teaching	NOUN
easat-8431	58	26	interaction	interaction	NOUN
easat-8431	58	27	is	be	AUX
easat-8431	58	28	accurately	accurately	ADV
easat-8431	58	29	recorded	record	VERB
easat-8431	58	30	.	.	PUNCT
easat-8431	59	1	after	after	SCONJ
easat-8431	59	2	the	the	DET
easat-8431	59	3	text	text	NOUN
easat-8431	59	4	is	be	AUX
easat-8431	59	5	converted	convert	VERB
easat-8431	59	6	,	,	PUNCT
easat-8431	59	7	the	the	DET
easat-8431	59	8	text	text	NOUN
easat-8431	59	9	processing	processing	NOUN
easat-8431	59	10	module	module	NOUN
easat-8431	59	11	is	be	AUX
easat-8431	59	12	used	use	VERB
easat-8431	59	13	to	to	PART
easat-8431	59	14	timestamp	timestamp	VERB
easat-8431	59	15	and	and	CCONJ
easat-8431	59	16	analyze	analyze	VERB
easat-8431	59	17	the	the	DET
easat-8431	59	18	transcribed	transcribe	VERB
easat-8431	59	19	text	text	NOUN
easat-8431	59	20	to	to	PART
easat-8431	59	21	ensure	ensure	VERB
easat-8431	59	22	that	that	SCONJ
easat-8431	59	23	the	the	DET
easat-8431	59	24	emotional	emotional	ADJ
easat-8431	59	25	tendency	tendency	NOUN
easat-8431	59	26	and	and	CCONJ
easat-8431	59	27	semantic	semantic	ADJ
easat-8431	59	28	information	information	NOUN
easat-8431	59	29	of	of	ADP
easat-8431	59	30	each	each	DET
easat-8431	59	31	speech	speech	NOUN
easat-8431	59	32	can	can	AUX
easat-8431	59	33	be	be	AUX
easat-8431	59	34	reflected	reflect	VERB
easat-8431	59	35	in	in	ADP
easat-8431	59	36	a	a	DET
easat-8431	59	37	timely	timely	ADJ
easat-8431	59	38	and	and	CCONJ
easat-8431	59	39	accurate	accurate	ADJ
easat-8431	59	40	manner	manner	NOUN
easat-8431	59	41	.	.	PUNCT
easat-8431	60	1	the	the	DET
easat-8431	60	2	facial	facial	ADJ
easat-8431	60	3	expression	expression	NOUN
easat-8431	60	4	data	datum	NOUN
easat-8431	60	5	is	be	AUX
easat-8431	60	6	collected	collect	VERB
easat-8431	60	7	through	through	ADP
easat-8431	60	8	high	high	ADJ
easat-8431	60	9	-	-	PUNCT
easat-8431	60	10	definition	definition	NOUN
easat-8431	60	11	cameras	camera	NOUN
easat-8431	60	12	set	set	VERB
easat-8431	60	13	up	up	ADP
easat-8431	60	14	in	in	ADP
easat-8431	60	15	the	the	DET
easat-8431	60	16	classroom	classroom	NOUN
easat-8431	60	17	,	,	PUNCT
easat-8431	60	18	which	which	PRON
easat-8431	60	19	monitor	monitor	VERB
easat-8431	60	20	the	the	DET
easat-8431	60	21	facial	facial	ADJ
easat-8431	60	22	expressions	expression	NOUN
easat-8431	60	23	of	of	ADP
easat-8431	60	24	students	student	NOUN
easat-8431	60	25	and	and	CCONJ
easat-8431	60	26	teachers	teacher	NOUN
easat-8431	60	27	in	in	ADP
easat-8431	60	28	real	real	ADJ
easat-8431	60	29	-	-	PUNCT
easat-8431	60	30	time	time	NOUN
easat-8431	60	31	.	.	PUNCT
easat-8431	61	1	the	the	DET
easat-8431	61	2	facial	facial	ADJ
easat-8431	61	3	expression	expression	NOUN
easat-8431	61	4	recognition	recognition	NOUN
easat-8431	61	5	system	system	NOUN
easat-8431	61	6	uses	use	VERB
easat-8431	61	7	key	key	ADJ
easat-8431	61	8	point	point	NOUN
easat-8431	61	9	detection	detection	NOUN
easat-8431	61	10	algorithms	algorithm	NOUN
easat-8431	61	11	to	to	PART
easat-8431	61	12	extract	extract	VERB
easat-8431	61	13	key	key	ADJ
easat-8431	61	14	feature	feature	NOUN
easat-8431	61	15	points	point	NOUN
easat-8431	61	16	of	of	ADP
easat-8431	61	17	the	the	DET
easat-8431	61	18	face	face	NOUN
easat-8431	61	19	and	and	CCONJ
easat-8431	61	20	analyze	analyze	VERB
easat-8431	61	21	the	the	DET
easat-8431	61	22	changes	change	NOUN
easat-8431	61	23	in	in	ADP
easat-8431	61	24	facial	facial	ADJ
easat-8431	61	25	expressions	expression	NOUN
easat-8431	61	26	based	base	VERB
easat-8431	61	27	on	on	ADP
easat-8431	61	28	this	this	PRON
easat-8431	61	29	.	.	PUNCT
easat-8431	62	1	the	the	DET
easat-8431	62	2	collection	collection	NOUN
easat-8431	62	3	of	of	ADP
easat-8431	62	4	body	body	NOUN
easat-8431	62	5	movements	movement	NOUN
easat-8431	62	6	uses	use	VERB
easat-8431	62	7	a	a	DET
easat-8431	62	8	combination	combination	NOUN
easat-8431	62	9	of	of	ADP
easat-8431	62	10	depth	depth	NOUN
easat-8431	62	11	sensors	sensor	NOUN
easat-8431	62	12	and	and	CCONJ
easat-8431	62	13	infrared	infrared	ADJ
easat-8431	62	14	cameras	camera	NOUN
easat-8431	62	15	.	.	PUNCT
easat-8431	63	1	multiple	multiple	ADJ
easat-8431	63	2	sensors	sensor	NOUN
easat-8431	63	3	deployed	deploy	VERB
easat-8431	63	4	in	in	ADP
easat-8431	63	5	the	the	DET
easat-8431	63	6	classroom	classroom	NOUN
easat-8431	63	7	can	can	AUX
easat-8431	63	8	capture	capture	VERB
easat-8431	63	9	all	all	DET
easat-8431	63	10	body	body	NOUN
easat-8431	63	11	movements	movement	NOUN
easat-8431	63	12	.	.	PUNCT
easat-8431	64	1	the	the	DET
easat-8431	64	2	system	system	NOUN
easat-8431	64	3	analyzes	analyze	VERB
easat-8431	64	4	students	student	NOUN
easat-8431	64	5	'	'	PART
easat-8431	64	6	participation	participation	NOUN
easat-8431	64	7	status	status	NOUN
easat-8431	64	8	and	and	CCONJ
easat-8431	64	9	behavioral	behavioral	ADJ
easat-8431	64	10	patterns	pattern	NOUN
easat-8431	64	11	in	in	ADP
easat-8431	64	12	classroom	classroom	NOUN
easat-8431	64	13	interactions	interaction	NOUN
easat-8431	64	14	by	by	ADP
easat-8431	64	15	capturing	capture	VERB
easat-8431	64	16	the	the	DET
easat-8431	64	17	body	body	NOUN
easat-8431	64	18	postures	posture	NOUN
easat-8431	64	19	,	,	PUNCT
easat-8431	64	20	gestures	gesture	NOUN
easat-8431	64	21	,	,	PUNCT
easat-8431	64	22	and	and	CCONJ
easat-8431	64	23	movement	movement	NOUN
easat-8431	64	24	trajectories	trajectory	NOUN
easat-8431	64	25	of	of	ADP
easat-8431	64	26	students	student	NOUN
easat-8431	64	27	and	and	CCONJ
easat-8431	64	28	teachers	teacher	NOUN
easat-8431	64	29	.	.	PUNCT
easat-8431	65	1	the	the	DET
easat-8431	65	2	sensor	sensor	NOUN
easat-8431	65	3	tracks	track	VERB
easat-8431	65	4	body	body	NOUN
easat-8431	65	5	movements	movement	NOUN
easat-8431	65	6	in	in	ADP
easat-8431	65	7	real	real	ADJ
easat-8431	65	8	-	-	PUNCT
easat-8431	65	9	time	time	NOUN
easat-8431	65	10	and	and	CCONJ
easat-8431	65	11	converts	convert	VERB
easat-8431	65	12	them	they	PRON
easat-8431	65	13	into	into	ADP
easat-8431	65	14	three	three	NUM
easat-8431	65	15	-	-	PUNCT
easat-8431	65	16	dimensional	dimensional	ADJ
easat-8431	65	17	coordinate	coordinate	NOUN
easat-8431	65	18	points	point	NOUN
easat-8431	65	19	.	.	PUNCT
easat-8431	66	1	the	the	DET
easat-8431	66	2	motion	motion	NOUN
easat-8431	66	3	capture	capture	NOUN
easat-8431	66	4	algorithm	algorithm	NOUN
easat-8431	66	5	reconstructs	reconstruct	VERB
easat-8431	66	6	the	the	DET
easat-8431	66	7	trajectory	trajectory	NOUN
easat-8431	66	8	of	of	ADP
easat-8431	66	9	these	these	DET
easat-8431	66	10	coordinate	coordinate	NOUN
easat-8431	66	11	points	point	NOUN
easat-8431	66	12	and	and	CCONJ
easat-8431	66	13	identifies	identify	VERB
easat-8431	66	14	students	student	NOUN
easat-8431	66	15	'	'	PART
easat-8431	66	16	standing	standing	NOUN
easat-8431	66	17	,	,	PUNCT
easat-8431	66	18	sitting	sit	VERB
easat-8431	66	19	,	,	PUNCT
easat-8431	66	20	raising	raise	VERB
easat-8431	66	21	hands	hand	NOUN
easat-8431	66	22	,	,	PUNCT
easat-8431	66	23	walking	walk	VERB
easat-8431	66	24	,	,	PUNCT
easat-8431	66	25	and	and	CCONJ
easat-8431	66	26	other	other	ADJ
easat-8431	66	27	behavioral	behavioral	ADJ
easat-8431	66	28	actions	action	NOUN
easat-8431	66	29	.	.	PUNCT
easat-8431	67	1	after	after	ADP
easat-8431	67	2	being	be	AUX
easat-8431	67	3	annotated	annotate	VERB
easat-8431	67	4	,	,	PUNCT
easat-8431	67	5	the	the	DET
easat-8431	67	6	body	body	NOUN
easat-8431	67	7	movement	movement	NOUN
easat-8431	67	8	data	datum	NOUN
easat-8431	67	9	is	be	AUX
easat-8431	67	10	stored	store	VERB
easat-8431	67	11	synchronously	synchronously	ADV
easat-8431	67	12	with	with	ADP
easat-8431	67	13	the	the	DET
easat-8431	67	14	voice	voice	NOUN
easat-8431	67	15	and	and	CCONJ
easat-8431	67	16	expression	expression	NOUN
easat-8431	67	17	data	datum	NOUN
easat-8431	67	18	to	to	PART
easat-8431	67	19	ensure	ensure	VERB
easat-8431	67	20	that	that	SCONJ
easat-8431	67	21	they	they	PRON
easat-8431	67	22	have	have	VERB
easat-8431	67	23	a	a	DET
easat-8431	67	24	unified	unified	ADJ
easat-8431	67	25	time	time	NOUN
easat-8431	67	26	label	label	NOUN
easat-8431	67	27	in	in	ADP
easat-8431	67	28	subsequent	subsequent	ADJ
easat-8431	67	29	analysis	analysis	NOUN
easat-8431	67	30	.	.	PUNCT
easat-8431	68	1	the	the	DET
easat-8431	68	2	multimodal	multimodal	ADJ
easat-8431	68	3	data	datum	NOUN
easat-8431	68	4	format	format	NOUN
easat-8431	68	5	is	be	AUX
easat-8431	68	6	shown	show	VERB
easat-8431	68	7	in	in	ADP
easat-8431	68	8	table	table	NOUN
easat-8431	68	9	1	1	NUM
easat-8431	68	10	.	.	PUNCT
easat-8431	68	11	table	table	NOUN
easat-8431	68	12	1	1	NUM
easat-8431	68	13	.	.	PUNCT
easat-8431	68	14	multimodal	multimodal	ADJ
easat-8431	68	15	data	datum	NOUN
easat-8431	68	16	formats	format	NOUN
easat-8431	68	17	.	.	PUNCT
easat-8431	69	1	modality	modality	NOUN
easat-8431	69	2	type	type	NOUN
easat-8431	69	3	collection	collection	NOUN
easat-8431	69	4	method	method	NOUN
easat-8431	69	5	data	data	NOUN
easat-8431	69	6	format	format	NOUN
easat-8431	69	7	sampling	sample	VERB
easat-8431	69	8	frequency	frequency	NOUN
easat-8431	69	9	voice	voice	NOUN
easat-8431	69	10	microphone	microphone	NOUN
easat-8431	69	11	.wav	.wav	PUNCT
easat-8431	70	1	16khz	16khz	ADJ
easat-8431	70	2	text	text	NOUN
easat-8431	70	3	transcription	transcription	NOUN
easat-8431	70	4	+	+	CCONJ
easat-8431	70	5	ppt	ppt	NOUN
easat-8431	70	6	.txt/.docx	.txt/.docx	PUNCT
easat-8431	70	7	real	real	ADJ
easat-8431	70	8	-	-	PUNCT
easat-8431	70	9	time	time	NOUN
easat-8431	70	10	transcription	transcription	NOUN
easat-8431	70	11	facial	facial	ADJ
easat-8431	70	12	expression	expression	NOUN
easat-8431	70	13	camera	camera	NOUN
easat-8431	70	14	.json	.json	PUNCT
easat-8431	70	15	30	30	NUM
easat-8431	70	16	fps	fps	PROPN
easat-8431	70	17	motion	motion	NOUN
easat-8431	70	18	sensor	sensor	NOUN
easat-8431	70	19	and	and	CCONJ
easat-8431	70	20	camera	camera	NOUN
easat-8431	70	21	.json	.json	NOUN
easat-8431	70	22	30	30	NUM
easat-8431	70	23	fps	fps	VERB
easat-8431	70	24	all	all	DET
easat-8431	70	25	data	datum	NOUN
easat-8431	70	26	is	be	AUX
easat-8431	70	27	transmitted	transmit	VERB
easat-8431	70	28	to	to	ADP
easat-8431	70	29	the	the	DET
easat-8431	70	30	central	central	ADJ
easat-8431	70	31	processing	processing	NOUN
easat-8431	70	32	system	system	NOUN
easat-8431	70	33	via	via	ADP
easat-8431	70	34	real	real	ADJ
easat-8431	70	35	-	-	PUNCT
easat-8431	70	36	time	time	NOUN
easat-8431	70	37	data	datum	NOUN
easat-8431	70	38	streams	stream	NOUN
easat-8431	70	39	to	to	PART
easat-8431	70	40	ensure	ensure	VERB
easat-8431	70	41	the	the	DET
easat-8431	70	42	synchronization	synchronization	NOUN
easat-8431	70	43	and	and	CCONJ
easat-8431	70	44	integration	integration	NOUN
easat-8431	70	45	of	of	ADP
easat-8431	70	46	multimodal	multimodal	NOUN
easat-8431	70	47	data	datum	NOUN
easat-8431	70	48	.	.	PUNCT
easat-8431	71	1	the	the	DET
easat-8431	71	2	timestamps	timestamp	NOUN
easat-8431	71	3	of	of	ADP
easat-8431	71	4	speech	speech	NOUN
easat-8431	71	5	,	,	PUNCT
easat-8431	71	6	text	text	NOUN
easat-8431	71	7	,	,	PUNCT
easat-8431	71	8	facial	facial	ADJ
easat-8431	71	9	expressions	expression	NOUN
easat-8431	71	10	,	,	PUNCT
easat-8431	71	11	and	and	CCONJ
easat-8431	71	12	body	body	NOUN
easat-8431	71	13	movements	movement	NOUN
easat-8431	71	14	are	be	AUX
easat-8431	71	15	precisely	precisely	ADV
easat-8431	71	16	aligned	aligned	ADJ
easat-8431	71	17	to	to	PART
easat-8431	71	18	ensure	ensure	VERB
easat-8431	71	19	that	that	SCONJ
easat-8431	71	20	the	the	DET
easat-8431	71	21	relationship	relationship	NOUN
easat-8431	71	22	between	between	ADP
easat-8431	71	23	various	various	ADJ
easat-8431	71	24	types	type	NOUN
easat-8431	71	25	of	of	ADP
easat-8431	71	26	data	datum	NOUN
easat-8431	71	27	can	can	AUX
easat-8431	71	28	be	be	AUX
easat-8431	71	29	analyzed	analyze	VERB
easat-8431	71	30	within	within	ADP
easat-8431	71	31	the	the	DET
easat-8431	71	32	same	same	ADJ
easat-8431	71	33	time	time	NOUN
easat-8431	71	34	window	window	NOUN
easat-8431	71	35	.	.	PUNCT
easat-8431	72	1	2539	2539	NUM
easat-8431	72	2	edelweiss	edelweiss	PROPN
easat-8431	72	3	applied	apply	VERB
easat-8431	72	4	science	science	NOUN
easat-8431	72	5	and	and	CCONJ
easat-8431	72	6	technology	technology	NOUN
easat-8431	72	7	issn	issn	PROPN
easat-8431	72	8	:	:	PUNCT
easat-8431	72	9	2576	2576	NUM
easat-8431	72	10	-	-	SYM
easat-8431	72	11	8484	8484	NUM
easat-8431	72	12	vol	vol	NOUN
easat-8431	72	13	.	.	PROPN
easat-8431	73	1	9	9	NUM
easat-8431	73	2	,	,	PUNCT
easat-8431	73	3	no	no	INTJ
easat-8431	73	4	.	.	NOUN
easat-8431	74	1	6	6	NUM
easat-8431	74	2	:	:	SYM
easat-8431	74	3	2536	2536	NUM
easat-8431	74	4	-	-	SYM
easat-8431	74	5	2552	2552	NUM
easat-8431	74	6	,	,	PUNCT
easat-8431	74	7	2025	2025	NUM
easat-8431	74	8	doi	doi	NOUN
easat-8431	74	9	:	:	PUNCT
easat-8431	74	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	74	11	©	©	ADP
easat-8431	74	12	2025	2025	NUM
easat-8431	74	13	by	by	ADP
easat-8431	74	14	the	the	DET
easat-8431	74	15	authors	author	NOUN
easat-8431	74	16	;	;	PUNCT
easat-8431	74	17	licensee	licensee	PROPN
easat-8431	74	18	learning	learning	NOUN
easat-8431	74	19	gate	gate	NOUN
easat-8431	74	20	3.2	3.2	NUM
easat-8431	74	21	.	.	PUNCT
easat-8431	75	1	cross	cross	ADJ
easat-8431	75	2	-	-	ADJ
easat-8431	75	3	modal	modal	ADJ
easat-8431	75	4	semantic	semantic	ADJ
easat-8431	75	5	fusion	fusion	NOUN
easat-8431	75	6	and	and	CCONJ
easat-8431	75	7	dynamic	dynamic	ADJ
easat-8431	75	8	context	context	NOUN
easat-8431	75	9	modeling	modeling	NOUN
easat-8431	75	10	mechanism	mechanism	NOUN
easat-8431	75	11	in	in	ADP
easat-8431	75	12	this	this	DET
easat-8431	75	13	study	study	NOUN
easat-8431	75	14	,	,	PUNCT
easat-8431	75	15	the	the	DET
easat-8431	75	16	implementation	implementation	NOUN
easat-8431	75	17	process	process	NOUN
easat-8431	75	18	of	of	ADP
easat-8431	75	19	cross	cross	ADJ
easat-8431	75	20	-	-	ADJ
easat-8431	75	21	modal	modal	ADJ
easat-8431	75	22	semantic	semantic	ADJ
easat-8431	75	23	fusion	fusion	NOUN
easat-8431	75	24	and	and	CCONJ
easat-8431	75	25	dynamic	dynamic	ADJ
easat-8431	75	26	context	context	NOUN
easat-8431	75	27	modeling	modeling	NOUN
easat-8431	75	28	mechanism	mechanism	NOUN
easat-8431	75	29	is	be	AUX
easat-8431	75	30	based	base	VERB
easat-8431	75	31	on	on	ADP
easat-8431	75	32	a	a	DET
easat-8431	75	33	deep	deep	ADJ
easat-8431	75	34	learning	learning	NOUN
easat-8431	75	35	model	model	NOUN
easat-8431	75	36	,	,	PUNCT
easat-8431	75	37	using	use	VERB
easat-8431	75	38	the	the	DET
easat-8431	75	39	transformer	transformer	ADJ
easat-8431	75	40	architecture	architecture	NOUN
easat-8431	75	41	to	to	PART
easat-8431	75	42	fuse	fuse	NOUN
easat-8431	75	43	and	and	CCONJ
easat-8431	75	44	process	process	NOUN
easat-8431	75	45	multimodal	multimodal	NOUN
easat-8431	75	46	data	datum	NOUN
easat-8431	75	47	.	.	PUNCT
easat-8431	76	1	the	the	DET
easat-8431	76	2	process	process	NOUN
easat-8431	76	3	specifically	specifically	ADV
easat-8431	76	4	includes	include	VERB
easat-8431	76	5	four	four	NUM
easat-8431	76	6	core	core	NOUN
easat-8431	76	7	steps	step	NOUN
easat-8431	76	8	:	:	PUNCT
easat-8431	76	9	data	datum	NOUN
easat-8431	76	10	preprocessing	preprocessing	NOUN
easat-8431	76	11	,	,	PUNCT
easat-8431	76	12	modal	modal	ADJ
easat-8431	76	13	feature	feature	NOUN
easat-8431	76	14	extraction	extraction	NOUN
easat-8431	76	15	,	,	PUNCT
easat-8431	76	16	cross	cross	ADJ
easat-8431	76	17	-	-	ADJ
easat-8431	76	18	modal	modal	ADJ
easat-8431	76	19	fusion	fusion	NOUN
easat-8431	76	20	,	,	PUNCT
easat-8431	76	21	and	and	CCONJ
easat-8431	76	22	dynamic	dynamic	ADJ
easat-8431	76	23	context	context	NOUN
easat-8431	76	24	modeling	modeling	NOUN
easat-8431	76	25	.	.	PUNCT
easat-8431	77	1	the	the	DET
easat-8431	77	2	speech	speech	NOUN
easat-8431	77	3	signal	signal	NOUN
easat-8431	77	4	is	be	AUX
easat-8431	77	5	extracted	extract	VERB
easat-8431	77	6	through	through	ADP
easat-8431	77	7	a	a	DET
easat-8431	77	8	short	short	ADJ
easat-8431	77	9	-	-	PUNCT
easat-8431	77	10	time	time	NOUN
easat-8431	77	11	fourier	fourier	NOUN
easat-8431	77	12	transform	transform	NOUN
easat-8431	77	13	and	and	CCONJ
easat-8431	77	14	mfcc	mfcc	NOUN
easat-8431	77	15	(	(	PUNCT
easat-8431	77	16	mel	mel	PROPN
easat-8431	77	17	frequency	frequency	PROPN
easat-8431	77	18	cepstrum	cepstrum	PROPN
easat-8431	77	19	coefficient	coefficient	PROPN
easat-8431	77	20	)	)	PUNCT
easat-8431	77	21	to	to	PART
easat-8431	77	22	generate	generate	VERB
easat-8431	77	23	a	a	DET
easat-8431	77	24	feature	feature	NOUN
easat-8431	77	25	matrix	matrix	NOUN
easat-8431	77	26	𝑋(𝑣	𝑋(𝑣	NUM
easat-8431	77	27	)	)	PUNCT
easat-8431	77	28	∈	∈	PROPN
easat-8431	77	29	ℝ𝑇×𝐹	ℝ𝑇×𝐹	PUNCT
easat-8431	77	30	,	,	PUNCT
easat-8431	77	31	where	where	SCONJ
easat-8431	77	32	𝑇	𝑇	PROPN
easat-8431	77	33	represents	represent	VERB
easat-8431	77	34	the	the	DET
easat-8431	77	35	number	number	NOUN
easat-8431	77	36	of	of	ADP
easat-8431	77	37	time	time	NOUN
easat-8431	77	38	frames	frame	NOUN
easat-8431	77	39	,	,	PUNCT
easat-8431	77	40	and	and	CCONJ
easat-8431	77	41	𝐹	𝐹	PROPN
easat-8431	77	42	is	be	AUX
easat-8431	77	43	the	the	DET
easat-8431	77	44	frequency	frequency	NOUN
easat-8431	77	45	dimension	dimension	NOUN
easat-8431	77	46	.	.	PUNCT
easat-8431	78	1	this	this	DET
easat-8431	78	2	feature	feature	NOUN
easat-8431	78	3	is	be	AUX
easat-8431	78	4	extracted	extract	VERB
easat-8431	78	5	through	through	ADP
easat-8431	78	6	cnn	cnn	PROPN
easat-8431	78	7	(	(	PUNCT
easat-8431	78	8	convolutional	convolutional	ADJ
easat-8431	78	9	neural	neural	ADJ
easat-8431	78	10	networks	network	NOUN
easat-8431	78	11	)	)	PUNCT
easat-8431	78	12	to	to	PART
easat-8431	78	13	extract	extract	VERB
easat-8431	78	14	the	the	DET
easat-8431	78	15	time	time	NOUN
easat-8431	78	16	-	-	PUNCT
easat-8431	78	17	frequency	frequency	NOUN
easat-8431	78	18	local	local	ADJ
easat-8431	78	19	features	feature	NOUN
easat-8431	78	20	:	:	PUNCT
easat-8431	78	21	𝐻(𝑣	𝐻(𝑣	NUM
easat-8431	78	22	)	)	PUNCT
easat-8431	78	23	=	=	SYM
easat-8431	78	24	cnn(𝑋(𝑣	cnn(𝑋(𝑣	PROPN
easat-8431	78	25	)	)	PUNCT
easat-8431	78	26	)	)	PUNCT
easat-8431	78	27	,	,	PUNCT
easat-8431	78	28	 	 	SPACE
easat-8431	78	29	𝐻(𝑣	𝐻(𝑣	SYM
easat-8431	78	30	)	)	PUNCT
easat-8431	78	31	∈	∈	NOUN
easat-8431	78	32	ℝ𝑇×𝑑	ℝ𝑇×𝑑	X
easat-8431	78	33	(	(	PUNCT
easat-8431	78	34	1	1	X
easat-8431	78	35	)	)	PUNCT
easat-8431	78	36	𝑑	𝑑	NOUN
easat-8431	78	37	is	be	AUX
easat-8431	78	38	the	the	DET
easat-8431	78	39	feature	feature	NOUN
easat-8431	78	40	map	map	NOUN
easat-8431	78	41	dimension	dimension	NOUN
easat-8431	78	42	.	.	PUNCT
easat-8431	79	1	then	then	ADV
easat-8431	79	2	,	,	PUNCT
easat-8431	79	3	lstm	lstm	NOUN
easat-8431	79	4	(	(	PUNCT
easat-8431	79	5	long	long	ADJ
easat-8431	79	6	short	short	ADJ
easat-8431	79	7	term	term	NOUN
easat-8431	79	8	memory	memory	NOUN
easat-8431	79	9	)	)	PUNCT
easat-8431	79	10	captures	capture	VERB
easat-8431	79	11	the	the	DET
easat-8431	79	12	temporal	temporal	ADJ
easat-8431	79	13	dependency	dependency	NOUN
easat-8431	79	14	and	and	CCONJ
easat-8431	79	15	obtains	obtain	VERB
easat-8431	79	16	the	the	DET
easat-8431	79	17	hidden	hidden	ADJ
easat-8431	79	18	state	state	NOUN
easat-8431	79	19	sequence	sequence	NOUN
easat-8431	79	20	:	:	PUNCT
easat-8431	79	21	𝑆(𝑣	𝑆(𝑣	NOUN
easat-8431	79	22	)	)	PUNCT
easat-8431	79	23	=	=	SYM
easat-8431	79	24	lstm(𝐻(𝑣	lstm(𝐻(𝑣	ADJ
easat-8431	79	25	)	)	PUNCT
easat-8431	79	26	)	)	PUNCT
easat-8431	79	27	,	,	PUNCT
easat-8431	79	28	 	 	SPACE
easat-8431	79	29	𝑆(𝑣	𝑆(𝑣	NOUN
easat-8431	79	30	)	)	PUNCT
easat-8431	79	31	∈	∈	PROPN
easat-8431	79	32	ℝ𝑇×𝑑	ℝ𝑇×𝑑	X
easat-8431	79	33	(	(	PUNCT
easat-8431	79	34	2	2	NUM
easat-8431	79	35	)	)	PUNCT
easat-8431	79	36	the	the	DET
easat-8431	79	37	text	text	NOUN
easat-8431	79	38	data	datum	NOUN
easat-8431	79	39	input	input	NOUN
easat-8431	79	40	is	be	AUX
easat-8431	79	41	a	a	DET
easat-8431	79	42	transcribed	transcribe	VERB
easat-8431	79	43	sentence	sentence	NOUN
easat-8431	79	44	sequence	sequence	NOUN
easat-8431	79	45	𝑊	𝑊	PROPN
easat-8431	79	46	=	=	SYM
easat-8431	79	47	{	{	PUNCT
easat-8431	79	48	𝑤1	𝑤1	VERB
easat-8431	79	49	,	,	PUNCT
easat-8431	79	50	𝑤2	𝑤2	NOUN
easat-8431	79	51	,	,	PUNCT
easat-8431	79	52	…	…	PUNCT
easat-8431	79	53	,	,	PUNCT
easat-8431	79	54	𝑤𝑁	𝑤𝑁	PROPN
easat-8431	79	55	}	}	PUNCT
easat-8431	79	56	,	,	PUNCT
easat-8431	79	57	which	which	PRON
easat-8431	79	58	is	be	AUX
easat-8431	79	59	encoded	encode	VERB
easat-8431	79	60	through	through	ADP
easat-8431	79	61	the	the	DET
easat-8431	79	62	pre	pre	ADJ
easat-8431	79	63	-	-	ADJ
easat-8431	79	64	trained	train	VERB
easat-8431	79	65	bert	bert	NOUN
easat-8431	79	66	(	(	PUNCT
easat-8431	79	67	bidirectional	bidirectional	ADJ
easat-8431	79	68	encoder	encoder	NOUN
easat-8431	79	69	representations	representation	VERB
easat-8431	79	70	from	from	ADP
easat-8431	79	71	transformers	transformer	NOUN
easat-8431	79	72	)	)	PUNCT
easat-8431	79	73	model	model	NOUN
easat-8431	79	74	to	to	PART
easat-8431	79	75	obtain	obtain	VERB
easat-8431	79	76	semantic	semantic	ADJ
easat-8431	79	77	embedding	embedding	NOUN
easat-8431	79	78	:	:	PUNCT
easat-8431	79	79	𝐸(𝑙	𝐸(𝑙	NOUN
easat-8431	79	80	)	)	PUNCT
easat-8431	79	81	=	=	SYM
easat-8431	79	82	bert(𝑊	bert(𝑊	PROPN
easat-8431	79	83	)	)	PUNCT
easat-8431	79	84	,	,	PUNCT
easat-8431	79	85	 	 	SPACE
easat-8431	79	86	𝐸(𝑙	𝐸(𝑙	PROPN
easat-8431	79	87	)	)	PUNCT
easat-8431	79	88	∈	∈	PROPN
easat-8431	79	89	ℝ𝑁×𝑑	ℝ𝑁×𝑑	PROPN
easat-8431	79	90	(	(	PUNCT
easat-8431	79	91	3	3	X
easat-8431	79	92	)	)	PUNCT
easat-8431	79	93	the	the	DET
easat-8431	79	94	expression	expression	NOUN
easat-8431	79	95	data	datum	NOUN
easat-8431	79	96	consists	consist	VERB
easat-8431	79	97	of	of	ADP
easat-8431	79	98	a	a	DET
easat-8431	79	99	sequence	sequence	NOUN
easat-8431	79	100	of	of	ADP
easat-8431	79	101	facial	facial	ADJ
easat-8431	79	102	key	key	ADJ
easat-8431	79	103	point	point	NOUN
easat-8431	79	104	images	image	NOUN
easat-8431	79	105	,	,	PUNCT
easat-8431	79	106	which	which	PRON
easat-8431	79	107	are	be	AUX
easat-8431	79	108	input	input	VERB
easat-8431	79	109	into	into	ADP
easat-8431	79	110	the	the	DET
easat-8431	79	111	resnet	resnet	NOUN
easat-8431	79	112	deep	deep	ADJ
easat-8431	79	113	convolutional	convolutional	ADJ
easat-8431	79	114	network	network	NOUN
easat-8431	79	115	to	to	PART
easat-8431	79	116	extract	extract	VERB
easat-8431	79	117	spatial	spatial	ADJ
easat-8431	79	118	features	feature	NOUN
easat-8431	79	119	:	:	PUNCT
easat-8431	79	120	𝐹(𝑓	𝐹(𝑓	X
easat-8431	79	121	)	)	PUNCT
easat-8431	79	122	=	=	SYM
easat-8431	79	123	resnet(𝐼(𝑓	resnet(𝐼(𝑓	NOUN
easat-8431	79	124	)	)	PUNCT
easat-8431	79	125	)	)	PUNCT
easat-8431	79	126	,	,	PUNCT
easat-8431	79	127	 	 	SPACE
easat-8431	79	128	𝐹(𝑓	𝐹(𝑓	NOUN
easat-8431	79	129	)	)	PUNCT
easat-8431	79	130	∈	∈	PROPN
easat-8431	79	131	ℝ𝑇×𝑑	ℝ𝑇×𝑑	X
easat-8431	79	132	(	(	PUNCT
easat-8431	79	133	4	4	X
easat-8431	79	134	)	)	PUNCT
easat-8431	79	135	the	the	DET
easat-8431	79	136	time	time	NOUN
easat-8431	79	137	series	series	NOUN
easat-8431	79	138	of	of	ADP
easat-8431	79	139	key	key	ADJ
easat-8431	79	140	points	point	NOUN
easat-8431	79	141	of	of	ADP
easat-8431	79	142	limb	limb	NOUN
easat-8431	79	143	movements	movement	NOUN
easat-8431	79	144	𝐽	𝐽	PROPN
easat-8431	79	145	=	=	SYM
easat-8431	79	146	{	{	PUNCT
easat-8431	79	147	𝑗1	𝑗1	PROPN
easat-8431	79	148	,	,	PUNCT
easat-8431	79	149	𝑗2	𝑗2	PROPN
easat-8431	79	150	,	,	PUNCT
easat-8431	79	151	…	…	PUNCT
easat-8431	79	152	,	,	PUNCT
easat-8431	79	153	𝑗𝑇	𝑗𝑇	NOUN
easat-8431	79	154	}	}	PUNCT
easat-8431	79	155	is	be	AUX
easat-8431	79	156	input	input	VERB
easat-8431	79	157	into	into	ADP
easat-8431	79	158	the	the	DET
easat-8431	79	159	time	time	NOUN
easat-8431	79	160	series	series	NOUN
easat-8431	79	161	graph	graph	VERB
easat-8431	79	162	convolutional	convolutional	ADJ
easat-8431	79	163	network	network	NOUN
easat-8431	79	164	to	to	PART
easat-8431	79	165	extract	extract	VERB
easat-8431	79	166	dynamic	dynamic	ADJ
easat-8431	79	167	behavior	behavior	NOUN
easat-8431	79	168	features	feature	VERB
easat-8431	79	169	:	:	PUNCT
easat-8431	79	170	𝐺(𝑔	𝐺(𝑔	NUM
easat-8431	79	171	)	)	PUNCT
easat-8431	79	172	=	=	SYM
easat-8431	79	173	stgcn(𝐼(𝑓	stgcn(𝐼(𝑓	NOUN
easat-8431	79	174	)	)	PUNCT
easat-8431	79	175	)	)	PUNCT
easat-8431	79	176	,	,	PUNCT
easat-8431	79	177	 	 	SPACE
easat-8431	79	178	𝐺(𝑔	𝐺(𝑔	NOUN
easat-8431	79	179	)	)	PUNCT
easat-8431	79	180	∈	∈	NOUN
easat-8431	79	181	ℝ𝑇×𝑑	ℝ𝑇×𝑑	X
easat-8431	79	182	(	(	PUNCT
easat-8431	79	183	5	5	NUM
easat-8431	79	184	)	)	PUNCT
easat-8431	79	185	after	after	ADP
easat-8431	79	186	feature	feature	NOUN
easat-8431	79	187	extraction	extraction	NOUN
easat-8431	79	188	,	,	PUNCT
easat-8431	79	189	each	each	DET
easat-8431	79	190	modal	modal	ADJ
easat-8431	79	191	data	datum	NOUN
easat-8431	79	192	is	be	AUX
easat-8431	79	193	aligned	align	VERB
easat-8431	79	194	through	through	ADP
easat-8431	79	195	precise	precise	ADJ
easat-8431	79	196	time	time	NOUN
easat-8431	79	197	alignment	alignment	NOUN
easat-8431	79	198	technology	technology	NOUN
easat-8431	79	199	to	to	PART
easat-8431	79	200	ensure	ensure	VERB
easat-8431	79	201	that	that	SCONJ
easat-8431	79	202	the	the	DET
easat-8431	79	203	timestamps	timestamp	NOUN
easat-8431	79	204	of	of	ADP
easat-8431	79	205	different	different	ADJ
easat-8431	79	206	modalities	modality	NOUN
easat-8431	79	207	are	be	AUX
easat-8431	79	208	consistent	consistent	ADJ
easat-8431	79	209	and	and	CCONJ
easat-8431	79	210	avoid	avoid	VERB
easat-8431	79	211	information	information	NOUN
easat-8431	79	212	loss	loss	NOUN
easat-8431	79	213	caused	cause	VERB
easat-8431	79	214	by	by	ADP
easat-8431	79	215	timing	time	VERB
easat-8431	79	216	misalignment	misalignment	NOUN
easat-8431	79	217	.	.	PUNCT
easat-8431	80	1	after	after	ADP
easat-8431	80	2	time	time	NOUN
easat-8431	80	3	alignment	alignment	NOUN
easat-8431	80	4	,	,	PUNCT
easat-8431	80	5	the	the	DET
easat-8431	80	6	data	data	NOUN
easat-8431	80	7	streams	stream	NOUN
easat-8431	80	8	of	of	ADP
easat-8431	80	9	speech	speech	NOUN
easat-8431	80	10	,	,	PUNCT
easat-8431	80	11	text	text	NOUN
easat-8431	80	12	,	,	PUNCT
easat-8431	80	13	expression	expression	NOUN
easat-8431	80	14	,	,	PUNCT
easat-8431	80	15	and	and	CCONJ
easat-8431	80	16	body	body	NOUN
easat-8431	80	17	movements	movement	NOUN
easat-8431	80	18	enter	enter	VERB
easat-8431	80	19	the	the	DET
easat-8431	80	20	cross	cross	ADJ
easat-8431	80	21	-	-	ADJ
easat-8431	80	22	modal	modal	ADJ
easat-8431	80	23	fusion	fusion	NOUN
easat-8431	80	24	stage	stage	NOUN
easat-8431	80	25	.	.	PUNCT
easat-8431	81	1	each	each	DET
easat-8431	81	2	modal	modal	ADJ
easat-8431	81	3	feature	feature	NOUN
easat-8431	81	4	is	be	AUX
easat-8431	81	5	linearly	linearly	ADV
easat-8431	81	6	mapped	map	VERB
easat-8431	81	7	and	and	CCONJ
easat-8431	81	8	embedded	embed	VERB
easat-8431	81	9	into	into	ADP
easat-8431	81	10	the	the	DET
easat-8431	81	11	same	same	ADJ
easat-8431	81	12	dimensional	dimensional	ADJ
easat-8431	81	13	space	space	NOUN
easat-8431	81	14	,	,	PUNCT
easat-8431	81	15	then	then	ADV
easat-8431	81	16	standardized	standardize	VERB
easat-8431	81	17	through	through	ADP
easat-8431	81	18	position	position	NOUN
easat-8431	81	19	encoding	encoding	NOUN
easat-8431	81	20	and	and	CCONJ
easat-8431	81	21	input	input	NOUN
easat-8431	81	22	into	into	ADP
easat-8431	81	23	the	the	DET
easat-8431	81	24	transformer	transformer	NOUN
easat-8431	81	25	model	model	NOUN
easat-8431	81	26	.	.	PUNCT
easat-8431	82	1	transformer	transformer	PROPN
easat-8431	82	2	's	's	PART
easat-8431	82	3	self	self	NOUN
easat-8431	82	4	-	-	PUNCT
easat-8431	82	5	attention	attention	NOUN
easat-8431	82	6	mechanism	mechanism	NOUN
easat-8431	82	7	calculates	calculate	VERB
easat-8431	82	8	the	the	DET
easat-8431	82	9	correlation	correlation	NOUN
easat-8431	82	10	between	between	ADP
easat-8431	82	11	each	each	DET
easat-8431	82	12	modality	modality	NOUN
easat-8431	82	13	through	through	ADP
easat-8431	82	14	multi	multi	ADJ
easat-8431	82	15	-	-	ADJ
easat-8431	82	16	head	head	ADJ
easat-8431	82	17	self	self	NOUN
easat-8431	82	18	-	-	PUNCT
easat-8431	82	19	attention	attention	NOUN
easat-8431	82	20	,	,	PUNCT
easat-8431	82	21	evaluates	evaluate	VERB
easat-8431	82	22	the	the	DET
easat-8431	82	23	relative	relative	ADJ
easat-8431	82	24	importance	importance	NOUN
easat-8431	82	25	of	of	ADP
easat-8431	82	26	each	each	DET
easat-8431	82	27	modality	modality	NOUN
easat-8431	82	28	at	at	ADP
easat-8431	82	29	the	the	DET
easat-8431	82	30	current	current	ADJ
easat-8431	82	31	moment	moment	NOUN
easat-8431	82	32	,	,	PUNCT
easat-8431	82	33	and	and	CCONJ
easat-8431	82	34	fuses	fuse	VERB
easat-8431	82	35	the	the	DET
easat-8431	82	36	features	feature	NOUN
easat-8431	82	37	of	of	ADP
easat-8431	82	38	each	each	DET
easat-8431	82	39	modality	modality	NOUN
easat-8431	82	40	through	through	ADP
easat-8431	82	41	weighted	weight	VERB
easat-8431	82	42	summation	summation	NOUN
easat-8431	82	43	.	.	PUNCT
easat-8431	83	1	the	the	DET
easat-8431	83	2	selfattention	selfattention	NOUN
easat-8431	83	3	mechanism	mechanism	NOUN
easat-8431	83	4	can	can	AUX
easat-8431	83	5	capture	capture	VERB
easat-8431	83	6	the	the	DET
easat-8431	83	7	global	global	ADJ
easat-8431	83	8	correlation	correlation	NOUN
easat-8431	83	9	between	between	ADP
easat-8431	83	10	modalities	modality	NOUN
easat-8431	83	11	at	at	ADP
easat-8431	83	12	each	each	DET
easat-8431	83	13	layer	layer	NOUN
easat-8431	83	14	,	,	PUNCT
easat-8431	83	15	effectively	effectively	ADV
easat-8431	83	16	avoiding	avoid	VERB
easat-8431	83	17	the	the	DET
easat-8431	83	18	problem	problem	NOUN
easat-8431	83	19	of	of	ADP
easat-8431	83	20	modality	modality	NOUN
easat-8431	83	21	separation	separation	NOUN
easat-8431	83	22	in	in	ADP
easat-8431	83	23	traditional	traditional	ADJ
easat-8431	83	24	methods	method	NOUN
easat-8431	83	25	.	.	PUNCT
easat-8431	84	1	for	for	ADP
easat-8431	84	2	the	the	DET
easat-8431	84	3	features	feature	NOUN
easat-8431	84	4	obtained	obtain	VERB
easat-8431	84	5	after	after	ADP
easat-8431	84	6	cross	cross	ADJ
easat-8431	84	7	-	-	ADJ
easat-8431	84	8	modal	modal	ADJ
easat-8431	84	9	fusion	fusion	NOUN
easat-8431	84	10	,	,	PUNCT
easat-8431	84	11	dynamic	dynamic	ADJ
easat-8431	84	12	context	context	NOUN
easat-8431	84	13	modeling	modeling	NOUN
easat-8431	84	14	further	far	ADV
easat-8431	84	15	enhances	enhance	VERB
easat-8431	84	16	the	the	DET
easat-8431	84	17	model	model	NOUN
easat-8431	84	18	's	's	PART
easat-8431	84	19	ability	ability	NOUN
easat-8431	84	20	to	to	PART
easat-8431	84	21	perceive	perceive	VERB
easat-8431	84	22	context	context	NOUN
easat-8431	84	23	.	.	PUNCT
easat-8431	85	1	the	the	DET
easat-8431	85	2	context	context	NOUN
easat-8431	85	3	of	of	ADP
easat-8431	85	4	classroom	classroom	NOUN
easat-8431	85	5	interaction	interaction	NOUN
easat-8431	85	6	is	be	AUX
easat-8431	85	7	dynamically	dynamically	ADV
easat-8431	85	8	changing	change	VERB
easat-8431	85	9	,	,	PUNCT
easat-8431	85	10	and	and	CCONJ
easat-8431	85	11	the	the	DET
easat-8431	85	12	emotions	emotion	NOUN
easat-8431	85	13	,	,	PUNCT
easat-8431	85	14	tone	tone	NOUN
easat-8431	85	15	,	,	PUNCT
easat-8431	85	16	intonation	intonation	NOUN
easat-8431	85	17	,	,	PUNCT
easat-8431	85	18	and	and	CCONJ
easat-8431	85	19	behavior	behavior	NOUN
easat-8431	85	20	of	of	ADP
easat-8431	85	21	teachers	teacher	NOUN
easat-8431	85	22	and	and	CCONJ
easat-8431	85	23	students	student	NOUN
easat-8431	85	24	change	change	VERB
easat-8431	85	25	over	over	ADP
easat-8431	85	26	time	time	NOUN
easat-8431	85	27	.	.	PUNCT
easat-8431	86	1	therefore	therefore	ADV
easat-8431	86	2	,	,	PUNCT
easat-8431	86	3	the	the	DET
easat-8431	86	4	model	model	NOUN
easat-8431	86	5	needs	need	VERB
easat-8431	86	6	to	to	PART
easat-8431	86	7	dynamically	dynamically	ADV
easat-8431	86	8	adjust	adjust	VERB
easat-8431	86	9	the	the	DET
easat-8431	86	10	semantic	semantic	ADJ
easat-8431	86	11	and	and	CCONJ
easat-8431	86	12	sentiment	sentiment	NOUN
easat-8431	86	13	analysis	analysis	NOUN
easat-8431	86	14	results	result	NOUN
easat-8431	86	15	at	at	ADP
easat-8431	86	16	each	each	DET
easat-8431	86	17	moment	moment	NOUN
easat-8431	86	18	according	accord	VERB
easat-8431	86	19	to	to	ADP
easat-8431	86	20	the	the	DET
easat-8431	86	21	changes	change	NOUN
easat-8431	86	22	in	in	ADP
easat-8431	86	23	the	the	DET
easat-8431	86	24	time	time	NOUN
easat-8431	86	25	series	series	NOUN
easat-8431	86	26	.	.	PUNCT
easat-8431	87	1	based	base	VERB
easat-8431	87	2	on	on	ADP
easat-8431	87	3	the	the	DET
easat-8431	87	4	time	time	NOUN
easat-8431	87	5	series	series	PROPN
easat-8431	87	6	modeling	modeling	NOUN
easat-8431	87	7	capability	capability	NOUN
easat-8431	87	8	of	of	ADP
easat-8431	87	9	transformer	transformer	NOUN
easat-8431	87	10	,	,	PUNCT
easat-8431	87	11	the	the	DET
easat-8431	87	12	model	model	NOUN
easat-8431	87	13	can	can	AUX
easat-8431	87	14	capture	capture	VERB
easat-8431	87	15	and	and	CCONJ
easat-8431	87	16	model	model	VERB
easat-8431	87	17	the	the	DET
easat-8431	87	18	time	time	NOUN
easat-8431	87	19	dependencies	dependency	NOUN
easat-8431	87	20	in	in	ADP
easat-8431	87	21	classroom	classroom	NOUN
easat-8431	87	22	interactions	interaction	NOUN
easat-8431	87	23	through	through	ADP
easat-8431	87	24	the	the	DET
easat-8431	87	25	contextual	contextual	ADJ
easat-8431	87	26	information	information	NOUN
easat-8431	87	27	of	of	ADP
easat-8431	87	28	historical	historical	ADJ
easat-8431	87	29	data	datum	NOUN
easat-8431	87	30	.	.	PUNCT
easat-8431	88	1	the	the	DET
easat-8431	88	2	output	output	NOUN
easat-8431	88	3	at	at	ADP
easat-8431	88	4	each	each	DET
easat-8431	88	5	moment	moment	NOUN
easat-8431	88	6	depends	depend	VERB
easat-8431	88	7	not	not	PART
easat-8431	88	8	only	only	ADV
easat-8431	88	9	on	on	ADP
easat-8431	88	10	the	the	DET
easat-8431	88	11	input	input	NOUN
easat-8431	88	12	at	at	ADP
easat-8431	88	13	the	the	DET
easat-8431	88	14	current	current	ADJ
easat-8431	88	15	moment	moment	NOUN
easat-8431	88	16	but	but	CCONJ
easat-8431	88	17	also	also	ADV
easat-8431	88	18	on	on	ADP
easat-8431	88	19	the	the	DET
easat-8431	88	20	state	state	NOUN
easat-8431	88	21	at	at	ADP
easat-8431	88	22	the	the	DET
easat-8431	88	23	previous	previous	ADJ
easat-8431	88	24	moment	moment	NOUN
easat-8431	88	25	.	.	PUNCT
easat-8431	89	1	in	in	ADP
easat-8431	89	2	this	this	DET
easat-8431	89	3	way	way	NOUN
easat-8431	89	4	,	,	PUNCT
easat-8431	89	5	the	the	DET
easat-8431	89	6	model	model	NOUN
easat-8431	89	7	can	can	AUX
easat-8431	89	8	adjust	adjust	VERB
easat-8431	89	9	the	the	DET
easat-8431	89	10	weight	weight	NOUN
easat-8431	89	11	of	of	ADP
easat-8431	89	12	different	different	ADJ
easat-8431	89	13	modal	modal	ADJ
easat-8431	89	14	data	datum	NOUN
easat-8431	89	15	at	at	ADP
easat-8431	89	16	the	the	DET
easat-8431	89	17	current	current	ADJ
easat-8431	89	18	moment	moment	NOUN
easat-8431	89	19	according	accord	VERB
easat-8431	89	20	to	to	ADP
easat-8431	89	21	the	the	DET
easat-8431	89	22	emotional	emotional	ADJ
easat-8431	89	23	state	state	NOUN
easat-8431	89	24	and	and	CCONJ
easat-8431	89	25	semantic	semantic	ADJ
easat-8431	89	26	information	information	NOUN
easat-8431	89	27	at	at	ADP
easat-8431	89	28	the	the	DET
easat-8431	89	29	previous	previous	ADJ
easat-8431	89	30	moment	moment	NOUN
easat-8431	89	31	so	so	SCONJ
easat-8431	89	32	that	that	SCONJ
easat-8431	89	33	the	the	DET
easat-8431	89	34	model	model	NOUN
easat-8431	89	35	gives	give	VERB
easat-8431	89	36	appropriate	appropriate	ADJ
easat-8431	89	37	attention	attention	NOUN
easat-8431	89	38	to	to	ADP
easat-8431	89	39	different	different	ADJ
easat-8431	89	40	modalities	modality	NOUN
easat-8431	89	41	in	in	ADP
easat-8431	89	42	a	a	DET
easat-8431	89	43	dynamic	dynamic	ADJ
easat-8431	89	44	context	context	NOUN
easat-8431	89	45	.	.	PUNCT
easat-8431	90	1	the	the	DET
easat-8431	90	2	application	application	NOUN
easat-8431	90	3	of	of	ADP
easat-8431	90	4	emotion	emotion	NOUN
easat-8431	90	5	perception	perception	NOUN
easat-8431	90	6	strengthens	strengthen	VERB
easat-8431	90	7	the	the	DET
easat-8431	90	8	model	model	NOUN
easat-8431	90	9	's	's	PART
easat-8431	90	10	response	response	NOUN
easat-8431	90	11	to	to	ADP
easat-8431	90	12	emotional	emotional	ADJ
easat-8431	90	13	fluctuations	fluctuation	NOUN
easat-8431	90	14	in	in	ADP
easat-8431	90	15	the	the	DET
easat-8431	90	16	classroom	classroom	NOUN
easat-8431	90	17	.	.	PUNCT
easat-8431	91	1	during	during	ADP
easat-8431	91	2	classroom	classroom	NOUN
easat-8431	91	3	interaction	interaction	NOUN
easat-8431	91	4	,	,	PUNCT
easat-8431	91	5	the	the	DET
easat-8431	91	6	emotional	emotional	ADJ
easat-8431	91	7	and	and	CCONJ
easat-8431	91	8	semantic	semantic	ADJ
easat-8431	91	9	expressions	expression	NOUN
easat-8431	91	10	of	of	ADP
easat-8431	91	11	teachers	teacher	NOUN
easat-8431	91	12	and	and	CCONJ
easat-8431	91	13	students	student	NOUN
easat-8431	91	14	fluctuate	fluctuate	VERB
easat-8431	91	15	.	.	PUNCT
easat-8431	92	1	the	the	DET
easat-8431	92	2	transformer	transformer	NOUN
easat-8431	92	3	's	's	PART
easat-8431	92	4	self	self	NOUN
easat-8431	92	5	-	-	PUNCT
easat-8431	92	6	attention	attention	NOUN
easat-8431	92	7	mechanism	mechanism	NOUN
easat-8431	92	8	can	can	AUX
easat-8431	92	9	capture	capture	VERB
easat-8431	92	10	these	these	DET
easat-8431	92	11	fluctuations	fluctuation	NOUN
easat-8431	92	12	and	and	CCONJ
easat-8431	92	13	model	model	VERB
easat-8431	92	14	them	they	PRON
easat-8431	92	15	.	.	PUNCT
easat-8431	93	1	the	the	DET
easat-8431	93	2	model	model	NOUN
easat-8431	93	3	can	can	AUX
easat-8431	93	4	adjust	adjust	VERB
easat-8431	93	5	the	the	DET
easat-8431	93	6	current	current	ADJ
easat-8431	93	7	moment	moment	NOUN
easat-8431	93	8	's	's	PART
easat-8431	93	9	emotion	emotion	NOUN
easat-8431	93	10	analysis	analysis	NOUN
easat-8431	93	11	strategy	strategy	NOUN
easat-8431	93	12	based	base	VERB
easat-8431	93	13	on	on	ADP
easat-8431	93	14	historical	historical	ADJ
easat-8431	93	15	2540	2540	NUM
easat-8431	93	16	edelweiss	edelweiss	PROPN
easat-8431	93	17	applied	apply	VERB
easat-8431	93	18	science	science	NOUN
easat-8431	93	19	and	and	CCONJ
easat-8431	93	20	technology	technology	NOUN
easat-8431	93	21	issn	issn	PROPN
easat-8431	93	22	:	:	PUNCT
easat-8431	93	23	2576	2576	NUM
easat-8431	93	24	-	-	SYM
easat-8431	93	25	8484	8484	NUM
easat-8431	93	26	vol	vol	NOUN
easat-8431	93	27	.	.	PROPN
easat-8431	94	1	9	9	NUM
easat-8431	94	2	,	,	PUNCT
easat-8431	94	3	no	no	INTJ
easat-8431	94	4	.	.	NOUN
easat-8431	95	1	6	6	NUM
easat-8431	95	2	:	:	SYM
easat-8431	95	3	2536	2536	NUM
easat-8431	95	4	-	-	SYM
easat-8431	95	5	2552	2552	NUM
easat-8431	95	6	,	,	PUNCT
easat-8431	95	7	2025	2025	NUM
easat-8431	95	8	doi	doi	NOUN
easat-8431	95	9	:	:	PUNCT
easat-8431	95	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	95	11	©	©	ADP
easat-8431	95	12	2025	2025	NUM
easat-8431	95	13	by	by	ADP
easat-8431	95	14	the	the	DET
easat-8431	95	15	authors	author	NOUN
easat-8431	95	16	;	;	PUNCT
easat-8431	95	17	licensee	licensee	PROPN
easat-8431	95	18	learning	learning	NOUN
easat-8431	95	19	gate	gate	PROPN
easat-8431	95	20	emotion	emotion	NOUN
easat-8431	95	21	information	information	NOUN
easat-8431	95	22	in	in	ADP
easat-8431	95	23	a	a	DET
easat-8431	95	24	timely	timely	ADJ
easat-8431	95	25	manner	manner	NOUN
easat-8431	95	26	,	,	PUNCT
easat-8431	95	27	thereby	thereby	ADV
easat-8431	95	28	more	more	ADV
easat-8431	95	29	accurately	accurately	ADV
easat-8431	95	30	identifying	identify	VERB
easat-8431	95	31	emotional	emotional	ADJ
easat-8431	95	32	changes	change	NOUN
easat-8431	95	33	in	in	ADP
easat-8431	95	34	the	the	DET
easat-8431	95	35	classroom	classroom	NOUN
easat-8431	95	36	,	,	PUNCT
easat-8431	95	37	which	which	PRON
easat-8431	95	38	in	in	ADP
easat-8431	95	39	turn	turn	NOUN
easat-8431	95	40	affects	affect	VERB
easat-8431	95	41	subsequent	subsequent	ADJ
easat-8431	95	42	teaching	teaching	NOUN
easat-8431	95	43	decisions	decision	NOUN
easat-8431	95	44	and	and	CCONJ
easat-8431	95	45	feedback	feedback	NOUN
easat-8431	95	46	.	.	PUNCT
easat-8431	96	1	3.3	3.3	NUM
easat-8431	96	2	.	.	PUNCT
easat-8431	97	1	design	design	NOUN
easat-8431	97	2	of	of	ADP
easat-8431	97	3	adaptive	adaptive	ADJ
easat-8431	97	4	feedback	feedback	NOUN
easat-8431	97	5	mechanism	mechanism	NOUN
easat-8431	97	6	the	the	DET
easat-8431	97	7	adaptive	adaptive	ADJ
easat-8431	97	8	feedback	feedback	NOUN
easat-8431	97	9	mechanism	mechanism	NOUN
easat-8431	97	10	is	be	AUX
easat-8431	97	11	built	build	VERB
easat-8431	97	12	based	base	VERB
easat-8431	97	13	on	on	ADP
easat-8431	97	14	the	the	DET
easat-8431	97	15	proximal	proximal	ADJ
easat-8431	97	16	policy	policy	NOUN
easat-8431	97	17	optimization	optimization	NOUN
easat-8431	97	18	(	(	PUNCT
easat-8431	97	19	ppo	ppo	PROPN
easat-8431	97	20	)	)	PUNCT
easat-8431	97	21	algorithm	algorithm	NOUN
easat-8431	97	22	,	,	PUNCT
easat-8431	97	23	and	and	CCONJ
easat-8431	97	24	its	its	PRON
easat-8431	97	25	core	core	ADJ
easat-8431	97	26	goal	goal	NOUN
easat-8431	97	27	is	be	AUX
easat-8431	97	28	to	to	PART
easat-8431	97	29	select	select	VERB
easat-8431	97	30	the	the	DET
easat-8431	97	31	optimal	optimal	ADJ
easat-8431	97	32	feedback	feedback	NOUN
easat-8431	97	33	strategy	strategy	NOUN
easat-8431	97	34	for	for	ADP
easat-8431	97	35	real	real	ADJ
easat-8431	97	36	-	-	PUNCT
easat-8431	97	37	time	time	NOUN
easat-8431	97	38	context	context	NOUN
easat-8431	97	39	and	and	CCONJ
easat-8431	97	40	modal	modal	ADJ
easat-8431	97	41	state	state	NOUN
easat-8431	97	42	in	in	ADP
easat-8431	97	43	a	a	DET
easat-8431	97	44	dynamic	dynamic	ADJ
easat-8431	97	45	classroom	classroom	NOUN
easat-8431	97	46	environment	environment	NOUN
easat-8431	97	47	.	.	PUNCT
easat-8431	98	1	ppo	ppo	PROPN
easat-8431	98	2	achieves	achieve	VERB
easat-8431	98	3	stability	stability	NOUN
easat-8431	98	4	and	and	CCONJ
easat-8431	98	5	efficiency	efficiency	NOUN
easat-8431	98	6	in	in	ADP
easat-8431	98	7	the	the	DET
easat-8431	98	8	policy	policy	NOUN
easat-8431	98	9	update	update	NOUN
easat-8431	98	10	process	process	NOUN
easat-8431	98	11	through	through	ADP
easat-8431	98	12	the	the	DET
easat-8431	98	13	policy	policy	NOUN
easat-8431	98	14	gradient	gradient	NOUN
easat-8431	98	15	optimization	optimization	NOUN
easat-8431	98	16	mechanism	mechanism	NOUN
easat-8431	98	17	,	,	PUNCT
easat-8431	98	18	which	which	PRON
easat-8431	98	19	is	be	AUX
easat-8431	98	20	suitable	suitable	ADJ
easat-8431	98	21	for	for	ADP
easat-8431	98	22	real	real	ADJ
easat-8431	98	23	-	-	PUNCT
easat-8431	98	24	time	time	NOUN
easat-8431	98	25	policy	policy	NOUN
easat-8431	98	26	selection	selection	NOUN
easat-8431	98	27	in	in	ADP
easat-8431	98	28	high	high	ADJ
easat-8431	98	29	-	-	PUNCT
easat-8431	98	30	dimensional	dimensional	ADJ
easat-8431	98	31	state	state	NOUN
easat-8431	98	32	space	space	NOUN
easat-8431	98	33	.	.	PUNCT
easat-8431	99	1	the	the	DET
easat-8431	99	2	mechanism	mechanism	NOUN
easat-8431	99	3	uses	use	VERB
easat-8431	99	4	temporal	temporal	ADJ
easat-8431	99	5	situational	situational	ADJ
easat-8431	99	6	states	state	NOUN
easat-8431	99	7	and	and	CCONJ
easat-8431	99	8	multidimensional	multidimensional	ADJ
easat-8431	99	9	emotion	emotion	NOUN
easat-8431	99	10	vectors	vector	NOUN
easat-8431	99	11	to	to	PART
easat-8431	99	12	form	form	VERB
easat-8431	99	13	the	the	DET
easat-8431	99	14	state	state	NOUN
easat-8431	99	15	space	space	NOUN
easat-8431	99	16	,	,	PUNCT
easat-8431	99	17	and	and	CCONJ
easat-8431	99	18	the	the	DET
easat-8431	99	19	action	action	NOUN
easat-8431	99	20	space	space	NOUN
easat-8431	99	21	is	be	AUX
easat-8431	99	22	defined	define	VERB
easat-8431	99	23	as	as	ADP
easat-8431	99	24	the	the	DET
easat-8431	99	25	set	set	NOUN
easat-8431	99	26	of	of	ADP
easat-8431	99	27	feedback	feedback	NOUN
easat-8431	99	28	behaviors	behavior	NOUN
easat-8431	99	29	that	that	SCONJ
easat-8431	99	30	the	the	DET
easat-8431	99	31	system	system	NOUN
easat-8431	99	32	can	can	AUX
easat-8431	99	33	choose	choose	VERB
easat-8431	99	34	,	,	PUNCT
easat-8431	99	35	including	include	VERB
easat-8431	99	36	specific	specific	ADJ
easat-8431	99	37	feedback	feedback	NOUN
easat-8431	99	38	methods	method	NOUN
easat-8431	99	39	such	such	ADJ
easat-8431	99	40	as	as	ADP
easat-8431	99	41	language	language	NOUN
easat-8431	99	42	guidance	guidance	NOUN
easat-8431	99	43	,	,	PUNCT
easat-8431	99	44	expression	expression	NOUN
easat-8431	99	45	imitation	imitation	NOUN
easat-8431	99	46	,	,	PUNCT
easat-8431	99	47	rhythm	rhythm	NOUN
easat-8431	99	48	adjustment	adjustment	NOUN
easat-8431	99	49	,	,	PUNCT
easat-8431	99	50	and	and	CCONJ
easat-8431	99	51	task	task	NOUN
easat-8431	99	52	reconstruction	reconstruction	NOUN
easat-8431	99	53	.	.	PUNCT
easat-8431	100	1	the	the	DET
easat-8431	100	2	state	state	NOUN
easat-8431	100	3	representation	representation	NOUN
easat-8431	100	4	vector	vector	NOUN
easat-8431	100	5	is	be	AUX
easat-8431	100	6	composed	compose	VERB
easat-8431	100	7	of	of	ADP
easat-8431	100	8	the	the	DET
easat-8431	100	9	semantic	semantic	ADJ
easat-8431	100	10	context	context	NOUN
easat-8431	100	11	features	feature	NOUN
easat-8431	100	12	of	of	ADP
easat-8431	100	13	the	the	DET
easat-8431	100	14	current	current	ADJ
easat-8431	100	15	moment	moment	NOUN
easat-8431	100	16	,	,	PUNCT
easat-8431	100	17	the	the	DET
easat-8431	100	18	change	change	NOUN
easat-8431	100	19	in	in	ADP
easat-8431	100	20	intonation	intonation	NOUN
easat-8431	100	21	frequency	frequency	NOUN
easat-8431	100	22	,	,	PUNCT
easat-8431	100	23	the	the	DET
easat-8431	100	24	facial	facial	ADJ
easat-8431	100	25	expression	expression	NOUN
easat-8431	100	26	embedding	embed	VERB
easat-8431	100	27	vector	vector	NOUN
easat-8431	100	28	,	,	PUNCT
easat-8431	100	29	and	and	CCONJ
easat-8431	100	30	the	the	DET
easat-8431	100	31	historical	historical	ADJ
easat-8431	100	32	interaction	interaction	NOUN
easat-8431	100	33	behavior	behavior	NOUN
easat-8431	100	34	.	.	PUNCT
easat-8431	101	1	the	the	DET
easat-8431	101	2	emotional	emotional	ADJ
easat-8431	101	3	state	state	NOUN
easat-8431	101	4	is	be	AUX
easat-8431	101	5	converted	convert	VERB
easat-8431	101	6	into	into	ADP
easat-8431	101	7	continuous	continuous	ADJ
easat-8431	101	8	variables	variable	NOUN
easat-8431	101	9	(	(	PUNCT
easat-8431	101	10	such	such	ADJ
easat-8431	101	11	as	as	ADP
easat-8431	101	12	pleasure	pleasure	NOUN
easat-8431	101	13	,	,	PUNCT
easat-8431	101	14	tension	tension	NOUN
easat-8431	101	15	,	,	PUNCT
easat-8431	101	16	and	and	CCONJ
easat-8431	101	17	engagement	engagement	NOUN
easat-8431	101	18	)	)	PUNCT
easat-8431	101	19	through	through	ADP
easat-8431	101	20	real	real	ADJ
easat-8431	101	21	-	-	PUNCT
easat-8431	101	22	time	time	NOUN
easat-8431	101	23	analysis	analysis	NOUN
easat-8431	101	24	by	by	ADP
easat-8431	101	25	an	an	DET
easat-8431	101	26	external	external	ADJ
easat-8431	101	27	model	model	NOUN
easat-8431	101	28	and	and	CCONJ
easat-8431	101	29	normalized	normalize	VERB
easat-8431	101	30	and	and	CCONJ
easat-8431	101	31	incorporated	incorporate	VERB
easat-8431	101	32	into	into	ADP
easat-8431	101	33	the	the	DET
easat-8431	101	34	state	state	NOUN
easat-8431	101	35	vector	vector	NOUN
easat-8431	101	36	.	.	PUNCT
easat-8431	102	1	in	in	ADP
easat-8431	102	2	order	order	NOUN
easat-8431	102	3	to	to	PART
easat-8431	102	4	improve	improve	VERB
easat-8431	102	5	the	the	DET
easat-8431	102	6	temporal	temporal	ADJ
easat-8431	102	7	sensitivity	sensitivity	NOUN
easat-8431	102	8	of	of	ADP
easat-8431	102	9	state	state	NOUN
easat-8431	102	10	recognition	recognition	NOUN
easat-8431	102	11	,	,	PUNCT
easat-8431	102	12	a	a	DET
easat-8431	102	13	gated	gate	VERB
easat-8431	102	14	recurrent	recurrent	ADJ
easat-8431	102	15	unit	unit	NOUN
easat-8431	102	16	is	be	AUX
easat-8431	102	17	introduced	introduce	VERB
easat-8431	102	18	to	to	PART
easat-8431	102	19	compress	compress	VERB
easat-8431	102	20	and	and	CCONJ
easat-8431	102	21	model	model	VERB
easat-8431	102	22	the	the	DET
easat-8431	102	23	state	state	NOUN
easat-8431	102	24	sequence	sequence	NOUN
easat-8431	102	25	so	so	SCONJ
easat-8431	102	26	that	that	SCONJ
easat-8431	102	27	ppo	ppo	PROPN
easat-8431	102	28	can	can	AUX
easat-8431	102	29	extract	extract	VERB
easat-8431	102	30	long	long	ADJ
easat-8431	102	31	-	-	PUNCT
easat-8431	102	32	term	term	NOUN
easat-8431	102	33	dependencies	dependency	NOUN
easat-8431	102	34	from	from	ADP
easat-8431	102	35	the	the	DET
easat-8431	102	36	past	past	ADJ
easat-8431	102	37	several	several	ADJ
easat-8431	102	38	steps	step	NOUN
easat-8431	102	39	of	of	ADP
easat-8431	102	40	the	the	DET
easat-8431	102	41	state	state	NOUN
easat-8431	102	42	.	.	PUNCT
easat-8431	103	1	the	the	DET
easat-8431	103	2	action	action	NOUN
easat-8431	103	3	selection	selection	NOUN
easat-8431	103	4	is	be	AUX
easat-8431	103	5	output	output	VERB
easat-8431	103	6	by	by	ADP
easat-8431	103	7	the	the	DET
easat-8431	103	8	policy	policy	NOUN
easat-8431	103	9	network	network	NOUN
easat-8431	103	10	.	.	PUNCT
easat-8431	104	1	the	the	DET
easat-8431	104	2	policy	policy	NOUN
easat-8431	104	3	network	network	NOUN
easat-8431	104	4	structure	structure	NOUN
easat-8431	104	5	is	be	AUX
easat-8431	104	6	a	a	DET
easat-8431	104	7	two	two	NUM
easat-8431	104	8	-	-	PUNCT
easat-8431	104	9	layer	layer	NOUN
easat-8431	104	10	feedforward	feedforward	NOUN
easat-8431	104	11	neural	neural	ADJ
easat-8431	104	12	network	network	NOUN
easat-8431	104	13	with	with	ADP
easat-8431	104	14	128	128	NUM
easat-8431	104	15	and	and	CCONJ
easat-8431	104	16	64	64	NUM
easat-8431	104	17	nodes	node	NOUN
easat-8431	104	18	in	in	ADP
easat-8431	104	19	each	each	DET
easat-8431	104	20	layer	layer	NOUN
easat-8431	104	21	,	,	PUNCT
easat-8431	104	22	and	and	CCONJ
easat-8431	104	23	the	the	DET
easat-8431	104	24	activation	activation	NOUN
easat-8431	104	25	function	function	NOUN
easat-8431	104	26	uses	use	VERB
easat-8431	104	27	relu	relu	NOUN
easat-8431	104	28	.	.	PUNCT
easat-8431	105	1	the	the	DET
easat-8431	105	2	network	network	NOUN
easat-8431	105	3	input	input	NOUN
easat-8431	105	4	is	be	AUX
easat-8431	105	5	the	the	DET
easat-8431	105	6	state	state	NOUN
easat-8431	105	7	vector	vector	NOUN
easat-8431	105	8	,	,	PUNCT
easat-8431	105	9	and	and	CCONJ
easat-8431	105	10	the	the	DET
easat-8431	105	11	output	output	NOUN
easat-8431	105	12	is	be	AUX
easat-8431	105	13	the	the	DET
easat-8431	105	14	action	action	NOUN
easat-8431	105	15	probability	probability	NOUN
easat-8431	105	16	distribution	distribution	NOUN
easat-8431	105	17	.	.	PUNCT
easat-8431	106	1	the	the	DET
easat-8431	106	2	entropy	entropy	PROPN
easat-8431	106	3	regularization	regularization	NOUN
easat-8431	106	4	term	term	NOUN
easat-8431	106	5	is	be	AUX
easat-8431	106	6	used	use	VERB
easat-8431	106	7	in	in	ADP
easat-8431	106	8	the	the	DET
easat-8431	106	9	sampling	sample	VERB
easat-8431	106	10	process	process	NOUN
easat-8431	106	11	to	to	PART
easat-8431	106	12	adjust	adjust	VERB
easat-8431	106	13	the	the	DET
easat-8431	106	14	diversity	diversity	NOUN
easat-8431	106	15	of	of	ADP
easat-8431	106	16	the	the	DET
easat-8431	106	17	policy	policy	NOUN
easat-8431	106	18	distribution	distribution	NOUN
easat-8431	106	19	and	and	CCONJ
easat-8431	106	20	improve	improve	VERB
easat-8431	106	21	the	the	DET
easat-8431	106	22	system	system	NOUN
easat-8431	106	23	's	's	PART
easat-8431	106	24	ability	ability	NOUN
easat-8431	106	25	to	to	PART
easat-8431	106	26	explore	explore	VERB
easat-8431	106	27	different	different	ADJ
easat-8431	106	28	feedback	feedback	NOUN
easat-8431	106	29	actions	action	NOUN
easat-8431	106	30	in	in	ADP
easat-8431	106	31	the	the	DET
easat-8431	106	32	initial	initial	ADJ
easat-8431	106	33	stage	stage	NOUN
easat-8431	106	34	.	.	PUNCT
easat-8431	107	1	the	the	DET
easat-8431	107	2	value	value	NOUN
easat-8431	107	3	function	function	NOUN
easat-8431	107	4	network	network	NOUN
easat-8431	107	5	structure	structure	NOUN
easat-8431	107	6	is	be	AUX
easat-8431	107	7	symmetrical	symmetrical	ADJ
easat-8431	107	8	and	and	CCONJ
easat-8431	107	9	is	be	AUX
easat-8431	107	10	used	use	VERB
easat-8431	107	11	to	to	PART
easat-8431	107	12	estimate	estimate	VERB
easat-8431	107	13	the	the	DET
easat-8431	107	14	expected	expect	VERB
easat-8431	107	15	return	return	NOUN
easat-8431	107	16	of	of	ADP
easat-8431	107	17	each	each	DET
easat-8431	107	18	state	state	NOUN
easat-8431	107	19	-	-	PUNCT
easat-8431	107	20	action	action	NOUN
easat-8431	107	21	pair	pair	NOUN
easat-8431	107	22	.	.	PUNCT
easat-8431	108	1	it	it	PRON
easat-8431	108	2	also	also	ADV
easat-8431	108	3	participates	participate	VERB
easat-8431	108	4	in	in	ADP
easat-8431	108	5	the	the	DET
easat-8431	108	6	advantage	advantage	NOUN
easat-8431	108	7	function	function	NOUN
easat-8431	108	8	calculation	calculation	NOUN
easat-8431	108	9	as	as	ADP
easat-8431	108	10	a	a	DET
easat-8431	108	11	baseline	baseline	NOUN
easat-8431	108	12	in	in	ADP
easat-8431	108	13	the	the	DET
easat-8431	108	14	policy	policy	NOUN
easat-8431	108	15	update	update	NOUN
easat-8431	108	16	stage	stage	NOUN
easat-8431	108	17	.	.	PUNCT
easat-8431	109	1	the	the	DET
easat-8431	109	2	policy	policy	NOUN
easat-8431	109	3	update	update	NOUN
easat-8431	109	4	uses	use	VERB
easat-8431	109	5	a	a	DET
easat-8431	109	6	clipping	clip	VERB
easat-8431	109	7	objective	objective	ADJ
easat-8431	109	8	function	function	NOUN
easat-8431	109	9	to	to	PART
easat-8431	109	10	limit	limit	VERB
easat-8431	109	11	the	the	DET
easat-8431	109	12	ratio	ratio	NOUN
easat-8431	109	13	of	of	ADP
easat-8431	109	14	the	the	DET
easat-8431	109	15	new	new	ADJ
easat-8431	109	16	and	and	CCONJ
easat-8431	109	17	old	old	ADJ
easat-8431	109	18	policies	policy	NOUN
easat-8431	109	19	within	within	ADP
easat-8431	109	20	a	a	DET
easat-8431	109	21	certain	certain	ADJ
easat-8431	109	22	range	range	NOUN
easat-8431	109	23	to	to	PART
easat-8431	109	24	prevent	prevent	VERB
easat-8431	109	25	performance	performance	NOUN
easat-8431	109	26	degradation	degradation	NOUN
easat-8431	109	27	caused	cause	VERB
easat-8431	109	28	by	by	ADP
easat-8431	109	29	large	large	ADJ
easat-8431	109	30	policy	policy	NOUN
easat-8431	109	31	updates	update	NOUN
easat-8431	109	32	.	.	PUNCT
easat-8431	110	1	in	in	ADP
easat-8431	110	2	each	each	DET
easat-8431	110	3	epoch	epoch	NOUN
easat-8431	110	4	,	,	PUNCT
easat-8431	110	5	the	the	DET
easat-8431	110	6	policy	policy	NOUN
easat-8431	110	7	network	network	NOUN
easat-8431	110	8	and	and	CCONJ
easat-8431	110	9	the	the	DET
easat-8431	110	10	value	value	NOUN
easat-8431	110	11	network	network	NOUN
easat-8431	110	12	are	be	AUX
easat-8431	110	13	updated	update	VERB
easat-8431	110	14	for	for	ADP
easat-8431	110	15	multiple	multiple	ADJ
easat-8431	110	16	rounds	round	NOUN
easat-8431	110	17	.	.	PUNCT
easat-8431	111	1	the	the	DET
easat-8431	111	2	optimization	optimization	NOUN
easat-8431	111	3	goal	goal	NOUN
easat-8431	111	4	is	be	AUX
easat-8431	111	5	to	to	PART
easat-8431	111	6	maximize	maximize	VERB
easat-8431	111	7	the	the	DET
easat-8431	111	8	expected	expect	VERB
easat-8431	111	9	reward	reward	NOUN
easat-8431	111	10	,	,	PUNCT
easat-8431	111	11	minimize	minimize	VERB
easat-8431	111	12	the	the	DET
easat-8431	111	13	value	value	NOUN
easat-8431	111	14	function	function	NOUN
easat-8431	111	15	error	error	NOUN
easat-8431	111	16	,	,	PUNCT
easat-8431	111	17	and	and	CCONJ
easat-8431	111	18	minimize	minimize	VERB
easat-8431	111	19	the	the	DET
easat-8431	111	20	negative	negative	ADJ
easat-8431	111	21	value	value	NOUN
easat-8431	111	22	of	of	ADP
easat-8431	111	23	the	the	DET
easat-8431	111	24	policy	policy	NOUN
easat-8431	111	25	distribution	distribution	NOUN
easat-8431	111	26	entropy	entropy	NOUN
easat-8431	111	27	to	to	PART
easat-8431	111	28	control	control	VERB
easat-8431	111	29	the	the	DET
easat-8431	111	30	policy	policy	NOUN
easat-8431	111	31	stability	stability	NOUN
easat-8431	111	32	.	.	PUNCT
easat-8431	112	1	the	the	DET
easat-8431	112	2	reward	reward	NOUN
easat-8431	112	3	function	function	NOUN
easat-8431	112	4	design	design	NOUN
easat-8431	112	5	adopts	adopt	VERB
easat-8431	112	6	the	the	DET
easat-8431	112	7	modality	modality	NOUN
easat-8431	112	8	perception	perception	NOUN
easat-8431	112	9	mechanism	mechanism	NOUN
easat-8431	112	10	and	and	CCONJ
easat-8431	112	11	dynamically	dynamically	ADV
easat-8431	112	12	assigns	assign	VERB
easat-8431	112	13	values	value	NOUN
easat-8431	112	14	based	base	VERB
easat-8431	112	15	on	on	ADP
easat-8431	112	16	the	the	DET
easat-8431	112	17	teacher	teacher	NOUN
easat-8431	112	18	-	-	PUNCT
easat-8431	112	19	student	student	NOUN
easat-8431	112	20	behavioral	behavioral	ADJ
easat-8431	112	21	responses	response	NOUN
easat-8431	112	22	after	after	ADP
easat-8431	112	23	system	system	NOUN
easat-8431	112	24	feedback	feedback	NOUN
easat-8431	112	25	.	.	PUNCT
easat-8431	113	1	short	short	ADJ
easat-8431	113	2	-	-	PUNCT
easat-8431	113	3	term	term	NOUN
easat-8431	113	4	positive	positive	ADJ
easat-8431	113	5	rewards	reward	NOUN
easat-8431	113	6	come	come	VERB
easat-8431	113	7	from	from	ADP
easat-8431	113	8	indicators	indicator	NOUN
easat-8431	113	9	such	such	ADJ
easat-8431	113	10	as	as	ADP
easat-8431	113	11	the	the	DET
easat-8431	113	12	migration	migration	NOUN
easat-8431	113	13	of	of	ADP
easat-8431	113	14	students	student	NOUN
easat-8431	113	15	'	'	PART
easat-8431	113	16	facial	facial	ADJ
easat-8431	113	17	expressions	expression	NOUN
easat-8431	113	18	to	to	ADP
easat-8431	113	19	positive	positive	ADJ
easat-8431	113	20	emotions	emotion	NOUN
easat-8431	113	21	,	,	PUNCT
easat-8431	113	22	the	the	DET
easat-8431	113	23	stabilization	stabilization	NOUN
easat-8431	113	24	of	of	ADP
easat-8431	113	25	speech	speech	NOUN
easat-8431	113	26	speed	speed	NOUN
easat-8431	113	27	and	and	CCONJ
easat-8431	113	28	tone	tone	NOUN
easat-8431	113	29	,	,	PUNCT
easat-8431	113	30	and	and	CCONJ
easat-8431	113	31	the	the	DET
easat-8431	113	32	reduction	reduction	NOUN
easat-8431	113	33	of	of	ADP
easat-8431	113	34	interactive	interactive	ADJ
easat-8431	113	35	response	response	NOUN
easat-8431	113	36	delays	delay	NOUN
easat-8431	113	37	;	;	PUNCT
easat-8431	113	38	negative	negative	ADJ
easat-8431	113	39	rewards	reward	NOUN
easat-8431	113	40	are	be	AUX
easat-8431	113	41	triggered	trigger	VERB
easat-8431	113	42	by	by	ADP
easat-8431	113	43	negative	negative	ADJ
easat-8431	113	44	emotional	emotional	ADJ
easat-8431	113	45	migration	migration	NOUN
easat-8431	113	46	of	of	ADP
easat-8431	113	47	students	student	NOUN
easat-8431	113	48	,	,	PUNCT
easat-8431	113	49	lack	lack	NOUN
easat-8431	113	50	of	of	ADP
easat-8431	113	51	response	response	NOUN
easat-8431	113	52	after	after	ADP
easat-8431	113	53	feedback	feedback	NOUN
easat-8431	113	54	,	,	PUNCT
easat-8431	113	55	or	or	CCONJ
easat-8431	113	56	decreased	decrease	VERB
easat-8431	113	57	participation	participation	NOUN
easat-8431	113	58	.	.	PUNCT
easat-8431	114	1	in	in	ADP
easat-8431	114	2	order	order	NOUN
easat-8431	114	3	to	to	PART
easat-8431	114	4	solve	solve	VERB
easat-8431	114	5	the	the	DET
easat-8431	114	6	sparse	sparse	ADJ
easat-8431	114	7	reward	reward	NOUN
easat-8431	114	8	problem	problem	NOUN
easat-8431	114	9	,	,	PUNCT
easat-8431	114	10	an	an	DET
easat-8431	114	11	intermediate	intermediate	ADJ
easat-8431	114	12	reward	reward	NOUN
easat-8431	114	13	item	item	NOUN
easat-8431	114	14	based	base	VERB
easat-8431	114	15	on	on	ADP
easat-8431	114	16	the	the	DET
easat-8431	114	17	gradient	gradient	NOUN
easat-8431	114	18	of	of	ADP
easat-8431	114	19	emotional	emotional	ADJ
easat-8431	114	20	fluctuations	fluctuation	NOUN
easat-8431	114	21	is	be	AUX
easat-8431	114	22	introduced	introduce	VERB
easat-8431	114	23	,	,	PUNCT
easat-8431	114	24	and	and	CCONJ
easat-8431	114	25	the	the	DET
easat-8431	114	26	direction	direction	NOUN
easat-8431	114	27	of	of	ADP
easat-8431	114	28	strategy	strategy	NOUN
easat-8431	114	29	adjustment	adjustment	NOUN
easat-8431	114	30	is	be	AUX
easat-8431	114	31	guided	guide	VERB
easat-8431	114	32	by	by	ADP
easat-8431	114	33	calculating	calculate	VERB
easat-8431	114	34	the	the	DET
easat-8431	114	35	rate	rate	NOUN
easat-8431	114	36	of	of	ADP
easat-8431	114	37	change	change	NOUN
easat-8431	114	38	of	of	ADP
easat-8431	114	39	emotional	emotional	ADJ
easat-8431	114	40	variables	variable	NOUN
easat-8431	114	41	at	at	ADP
easat-8431	114	42	consecutive	consecutive	ADJ
easat-8431	114	43	moments	moment	NOUN
easat-8431	114	44	.	.	PUNCT
easat-8431	115	1	feedback	feedback	NOUN
easat-8431	115	2	behavior	behavior	NOUN
easat-8431	115	3	decision	decision	NOUN
easat-8431	115	4	-	-	PUNCT
easat-8431	115	5	making	making	NOUN
easat-8431	115	6	uses	use	VERB
easat-8431	115	7	a	a	DET
easat-8431	115	8	single	single	ADJ
easat-8431	115	9	-	-	PUNCT
easat-8431	115	10	step	step	NOUN
easat-8431	115	11	action	action	NOUN
easat-8431	115	12	as	as	ADP
easat-8431	115	13	the	the	DET
easat-8431	115	14	basic	basic	ADJ
easat-8431	115	15	unit	unit	NOUN
easat-8431	115	16	,	,	PUNCT
easat-8431	115	17	but	but	CCONJ
easat-8431	115	18	considering	consider	VERB
easat-8431	115	19	that	that	SCONJ
easat-8431	115	20	classroom	classroom	NOUN
easat-8431	115	21	behavior	behavior	NOUN
easat-8431	115	22	has	have	VERB
easat-8431	115	23	the	the	DET
easat-8431	115	24	characteristics	characteristic	NOUN
easat-8431	115	25	of	of	ADP
easat-8431	115	26	sequential	sequential	ADJ
easat-8431	115	27	decision	decision	NOUN
easat-8431	115	28	-	-	PUNCT
easat-8431	115	29	making	making	NOUN
easat-8431	115	30	,	,	PUNCT
easat-8431	115	31	the	the	DET
easat-8431	115	32	policy	policy	NOUN
easat-8431	115	33	network	network	NOUN
easat-8431	115	34	uses	use	VERB
easat-8431	115	35	the	the	DET
easat-8431	115	36	time	time	NOUN
easat-8431	115	37	difference	difference	NOUN
easat-8431	115	38	method	method	NOUN
easat-8431	115	39	to	to	PART
easat-8431	115	40	estimate	estimate	VERB
easat-8431	115	41	the	the	DET
easat-8431	115	42	expected	expect	VERB
easat-8431	115	43	return	return	NOUN
easat-8431	115	44	during	during	ADP
easat-8431	115	45	the	the	DET
easat-8431	115	46	training	training	NOUN
easat-8431	115	47	phase	phase	NOUN
easat-8431	115	48	.	.	PUNCT
easat-8431	116	1	after	after	SCONJ
easat-8431	116	2	the	the	DET
easat-8431	116	3	system	system	NOUN
easat-8431	116	4	completes	complete	VERB
easat-8431	116	5	a	a	DET
easat-8431	116	6	teaching	teaching	NOUN
easat-8431	116	7	unit	unit	NOUN
easat-8431	116	8	,	,	PUNCT
easat-8431	116	9	it	it	PRON
easat-8431	116	10	uses	use	VERB
easat-8431	116	11	the	the	DET
easat-8431	116	12	trajectory	trajectory	NOUN
easat-8431	116	13	playback	playback	NOUN
easat-8431	116	14	mechanism	mechanism	NOUN
easat-8431	116	15	to	to	PART
easat-8431	116	16	update	update	VERB
easat-8431	116	17	the	the	DET
easat-8431	116	18	policy	policy	NOUN
easat-8431	116	19	buffer	buffer	NOUN
easat-8431	116	20	and	and	CCONJ
easat-8431	116	21	evaluate	evaluate	VERB
easat-8431	116	22	the	the	DET
easat-8431	116	23	policy	policy	NOUN
easat-8431	116	24	performance	performance	NOUN
easat-8431	116	25	changes	change	NOUN
easat-8431	116	26	in	in	ADP
easat-8431	116	27	the	the	DET
easat-8431	116	28	form	form	NOUN
easat-8431	116	29	of	of	ADP
easat-8431	116	30	a	a	DET
easat-8431	116	31	sliding	slide	VERB
easat-8431	116	32	window	window	NOUN
easat-8431	116	33	.	.	PUNCT
easat-8431	117	1	3.4	3.4	NUM
easat-8431	117	2	.	.	PUNCT
easat-8431	118	1	knowledge	knowledge	NOUN
easat-8431	118	2	distillation	distillation	NOUN
easat-8431	118	3	strategy	strategy	NOUN
easat-8431	118	4	embedded	embed	VERB
easat-8431	118	5	with	with	ADP
easat-8431	118	6	teachers	teacher	NOUN
easat-8431	118	7	'	'	PART
easat-8431	118	8	experience	experience	NOUN
easat-8431	118	9	rules	rule	VERB
easat-8431	118	10	the	the	DET
easat-8431	118	11	integration	integration	NOUN
easat-8431	118	12	of	of	ADP
easat-8431	118	13	teacher	teacher	NOUN
easat-8431	118	14	experience	experience	NOUN
easat-8431	118	15	rules	rule	NOUN
easat-8431	118	16	and	and	CCONJ
easat-8431	118	17	ai	ai	PRON
easat-8431	118	18	model	model	NOUN
easat-8431	118	19	reasoning	reasoning	NOUN
easat-8431	118	20	results	result	NOUN
easat-8431	118	21	is	be	AUX
easat-8431	118	22	based	base	VERB
easat-8431	118	23	on	on	ADP
easat-8431	118	24	a	a	DET
easat-8431	118	25	guided	guide	VERB
easat-8431	118	26	knowledge	knowledge	NOUN
easat-8431	118	27	distillation	distillation	NOUN
easat-8431	118	28	framework	framework	NOUN
easat-8431	118	29	,	,	PUNCT
easat-8431	118	30	which	which	PRON
easat-8431	118	31	consists	consist	VERB
easat-8431	118	32	of	of	ADP
easat-8431	118	33	three	three	NUM
easat-8431	118	34	parts	part	NOUN
easat-8431	118	35	:	:	PUNCT
easat-8431	118	36	teacher	teacher	NOUN
easat-8431	118	37	rule	rule	NOUN
easat-8431	118	38	model	model	NOUN
easat-8431	118	39	,	,	PUNCT
easat-8431	118	40	student	student	NOUN
easat-8431	118	41	strategy	strategy	NOUN
easat-8431	118	42	model	model	NOUN
easat-8431	118	43	,	,	PUNCT
easat-8431	118	44	and	and	CCONJ
easat-8431	118	45	distillation	distillation	NOUN
easat-8431	118	46	guidance	guidance	NOUN
easat-8431	118	47	mechanism	mechanism	NOUN
easat-8431	118	48	.	.	PUNCT
easat-8431	119	1	its	its	PRON
easat-8431	119	2	architecture	architecture	NOUN
easat-8431	119	3	is	be	AUX
easat-8431	119	4	shown	show	VERB
easat-8431	119	5	in	in	ADP
easat-8431	119	6	figure	figure	NOUN
easat-8431	119	7	1	1	NUM
easat-8431	119	8	.	.	X
easat-8431	119	9	2541	2541	NUM
easat-8431	119	10	edelweiss	edelweiss	PROPN
easat-8431	119	11	applied	apply	VERB
easat-8431	119	12	science	science	NOUN
easat-8431	119	13	and	and	CCONJ
easat-8431	119	14	technology	technology	NOUN
easat-8431	119	15	issn	issn	PROPN
easat-8431	119	16	:	:	PUNCT
easat-8431	119	17	2576	2576	NUM
easat-8431	119	18	-	-	SYM
easat-8431	119	19	8484	8484	NUM
easat-8431	119	20	vol	vol	NOUN
easat-8431	119	21	.	.	PROPN
easat-8431	120	1	9	9	NUM
easat-8431	120	2	,	,	PUNCT
easat-8431	120	3	no	no	INTJ
easat-8431	120	4	.	.	NOUN
easat-8431	121	1	6	6	NUM
easat-8431	121	2	:	:	SYM
easat-8431	121	3	2536	2536	NUM
easat-8431	121	4	-	-	SYM
easat-8431	121	5	2552	2552	NUM
easat-8431	121	6	,	,	PUNCT
easat-8431	121	7	2025	2025	NUM
easat-8431	121	8	doi	doi	NOUN
easat-8431	121	9	:	:	PUNCT
easat-8431	121	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	121	11	©	©	ADP
easat-8431	121	12	2025	2025	NUM
easat-8431	121	13	by	by	ADP
easat-8431	121	14	the	the	DET
easat-8431	121	15	authors	author	NOUN
easat-8431	121	16	;	;	PUNCT
easat-8431	121	17	licensee	licensee	PROPN
easat-8431	121	18	learning	learn	VERB
easat-8431	121	19	gate	gate	NOUN
easat-8431	121	20	figure	figure	NOUN
easat-8431	121	21	1	1	NUM
easat-8431	121	22	.	.	PUNCT
easat-8431	122	1	the	the	DET
easat-8431	122	2	overall	overall	ADJ
easat-8431	122	3	architecture	architecture	NOUN
easat-8431	122	4	of	of	ADP
easat-8431	122	5	the	the	DET
easat-8431	122	6	knowledge	knowledge	NOUN
easat-8431	122	7	distillation	distillation	NOUN
easat-8431	122	8	strategy	strategy	NOUN
easat-8431	122	9	guided	guide	VERB
easat-8431	122	10	by	by	ADP
easat-8431	122	11	teacher	teacher	NOUN
easat-8431	122	12	rules	rule	NOUN
easat-8431	122	13	.	.	PUNCT
easat-8431	123	1	the	the	DET
easat-8431	123	2	teacher	teacher	NOUN
easat-8431	123	3	rule	rule	NOUN
easat-8431	123	4	model	model	NOUN
easat-8431	123	5	is	be	AUX
easat-8431	123	6	centered	center	VERB
easat-8431	123	7	on	on	ADP
easat-8431	123	8	a	a	DET
easat-8431	123	9	structured	structured	ADJ
easat-8431	123	10	decision	decision	NOUN
easat-8431	123	11	template	template	NOUN
easat-8431	123	12	,	,	PUNCT
easat-8431	123	13	which	which	PRON
easat-8431	123	14	encodes	encode	VERB
easat-8431	123	15	the	the	DET
easat-8431	123	16	feedback	feedback	NOUN
easat-8431	123	17	experience	experience	NOUN
easat-8431	123	18	accumulated	accumulate	VERB
easat-8431	123	19	by	by	ADP
easat-8431	123	20	human	human	ADJ
easat-8431	123	21	teachers	teacher	NOUN
easat-8431	123	22	in	in	ADP
easat-8431	123	23	the	the	DET
easat-8431	123	24	classroom	classroom	NOUN
easat-8431	123	25	interaction	interaction	NOUN
easat-8431	123	26	process	process	NOUN
easat-8431	123	27	into	into	ADP
easat-8431	123	28	a	a	DET
easat-8431	123	29	set	set	NOUN
easat-8431	123	30	of	of	ADP
easat-8431	123	31	logical	logical	ADJ
easat-8431	123	32	rules	rule	NOUN
easat-8431	123	33	.	.	PUNCT
easat-8431	124	1	the	the	DET
easat-8431	124	2	rules	rule	NOUN
easat-8431	124	3	cover	cover	VERB
easat-8431	124	4	the	the	DET
easat-8431	124	5	classification	classification	NOUN
easat-8431	124	6	of	of	ADP
easat-8431	124	7	discourse	discourse	NOUN
easat-8431	124	8	comprehension	comprehension	NOUN
easat-8431	124	9	errors	error	NOUN
easat-8431	124	10	,	,	PUNCT
easat-8431	124	11	the	the	DET
easat-8431	124	12	matching	matching	NOUN
easat-8431	124	13	relationship	relationship	NOUN
easat-8431	124	14	between	between	ADP
easat-8431	124	15	the	the	DET
easat-8431	124	16	student	student	NOUN
easat-8431	124	17	's	's	PART
easat-8431	124	18	emotional	emotional	ADJ
easat-8431	124	19	state	state	NOUN
easat-8431	124	20	and	and	CCONJ
easat-8431	124	21	feedback	feedback	NOUN
easat-8431	124	22	intensity	intensity	NOUN
easat-8431	124	23	,	,	PUNCT
easat-8431	124	24	and	and	CCONJ
easat-8431	124	25	the	the	DET
easat-8431	124	26	weight	weight	NOUN
easat-8431	124	27	of	of	ADP
easat-8431	124	28	the	the	DET
easat-8431	124	29	interaction	interaction	NOUN
easat-8431	124	30	stage	stage	NOUN
easat-8431	124	31	on	on	ADP
easat-8431	124	32	the	the	DET
easat-8431	124	33	feedback	feedback	NOUN
easat-8431	124	34	strategy	strategy	NOUN
easat-8431	124	35	.	.	PUNCT
easat-8431	125	1	each	each	DET
easat-8431	125	2	rule	rule	NOUN
easat-8431	125	3	consists	consist	VERB
easat-8431	125	4	of	of	ADP
easat-8431	125	5	three	three	NUM
easat-8431	125	6	parts	part	NOUN
easat-8431	125	7	:	:	PUNCT
easat-8431	125	8	conditional	conditional	ADJ
easat-8431	125	9	judgment	judgment	NOUN
easat-8431	125	10	,	,	PUNCT
easat-8431	125	11	decision	decision	NOUN
easat-8431	125	12	output	output	NOUN
easat-8431	125	13	,	,	PUNCT
easat-8431	125	14	and	and	CCONJ
easat-8431	125	15	weight	weight	NOUN
easat-8431	125	16	parameter	parameter	NOUN
easat-8431	125	17	.	.	PUNCT
easat-8431	126	1	it	it	PRON
easat-8431	126	2	is	be	AUX
easat-8431	126	3	organized	organize	VERB
easat-8431	126	4	in	in	ADP
easat-8431	126	5	a	a	DET
easat-8431	126	6	tree	tree	NOUN
easat-8431	126	7	structure	structure	NOUN
easat-8431	126	8	so	so	SCONJ
easat-8431	126	9	that	that	SCONJ
easat-8431	126	10	the	the	DET
easat-8431	126	11	rules	rule	NOUN
easat-8431	126	12	can	can	AUX
easat-8431	126	13	be	be	AUX
easat-8431	126	14	converted	convert	VERB
easat-8431	126	15	into	into	ADP
easat-8431	126	16	a	a	DET
easat-8431	126	17	graph	graph	NOUN
easat-8431	126	18	structure	structure	NOUN
easat-8431	126	19	for	for	ADP
easat-8431	126	20	neural	neural	ADJ
easat-8431	126	21	network	network	NOUN
easat-8431	126	22	embedding	embed	VERB
easat-8431	126	23	and	and	CCONJ
easat-8431	126	24	processing	processing	NOUN
easat-8431	126	25	.	.	PUNCT
easat-8431	127	1	the	the	DET
easat-8431	127	2	rule	rule	NOUN
easat-8431	127	3	model	model	NOUN
easat-8431	127	4	does	do	AUX
easat-8431	127	5	not	not	PART
easat-8431	127	6	directly	directly	ADV
easat-8431	127	7	participate	participate	VERB
easat-8431	127	8	in	in	ADP
easat-8431	127	9	forward	forward	ADJ
easat-8431	127	10	reasoning	reasoning	NOUN
easat-8431	127	11	but	but	CCONJ
easat-8431	127	12	is	be	AUX
easat-8431	127	13	used	use	VERB
easat-8431	127	14	as	as	ADP
easat-8431	127	15	a	a	DET
easat-8431	127	16	teacher	teacher	NOUN
easat-8431	127	17	model	model	NOUN
easat-8431	127	18	to	to	PART
easat-8431	127	19	guide	guide	VERB
easat-8431	127	20	the	the	DET
easat-8431	127	21	student	student	NOUN
easat-8431	127	22	model	model	NOUN
easat-8431	127	23	to	to	PART
easat-8431	127	24	learn	learn	VERB
easat-8431	127	25	feedback	feedback	NOUN
easat-8431	127	26	generation	generation	NOUN
easat-8431	127	27	strategies	strategy	NOUN
easat-8431	127	28	.	.	PUNCT
easat-8431	128	1	the	the	DET
easat-8431	128	2	student	student	NOUN
easat-8431	128	3	model	model	NOUN
easat-8431	128	4	is	be	AUX
easat-8431	128	5	built	build	VERB
easat-8431	128	6	based	base	VERB
easat-8431	128	7	on	on	ADP
easat-8431	128	8	the	the	DET
easat-8431	128	9	transformer	transformer	NOUN
easat-8431	128	10	structure	structure	NOUN
easat-8431	128	11	,	,	PUNCT
easat-8431	128	12	accepts	accept	VERB
easat-8431	128	13	cross	cross	ADJ
easat-8431	128	14	-	-	ADJ
easat-8431	128	15	modal	modal	ADJ
easat-8431	128	16	fusion	fusion	NOUN
easat-8431	128	17	of	of	ADP
easat-8431	128	18	speech	speech	NOUN
easat-8431	128	19	,	,	PUNCT
easat-8431	128	20	text	text	NOUN
easat-8431	128	21	,	,	PUNCT
easat-8431	128	22	expression	expression	NOUN
easat-8431	128	23	,	,	PUNCT
easat-8431	128	24	and	and	CCONJ
easat-8431	128	25	action	action	NOUN
easat-8431	128	26	representation	representation	NOUN
easat-8431	128	27	as	as	ADP
easat-8431	128	28	input	input	NOUN
easat-8431	128	29	,	,	PUNCT
easat-8431	128	30	and	and	CCONJ
easat-8431	128	31	outputs	output	VERB
easat-8431	128	32	feedback	feedback	NOUN
easat-8431	128	33	behavior	behavior	NOUN
easat-8431	128	34	suggestions	suggestion	NOUN
easat-8431	128	35	and	and	CCONJ
easat-8431	128	36	their	their	PRON
easat-8431	128	37	confidence	confidence	NOUN
easat-8431	128	38	after	after	ADP
easat-8431	128	39	multi	multi	ADJ
easat-8431	128	40	-	-	ADJ
easat-8431	128	41	layer	layer	ADJ
easat-8431	128	42	encoding	encoding	NOUN
easat-8431	128	43	and	and	CCONJ
easat-8431	128	44	state	state	NOUN
easat-8431	128	45	estimation	estimation	NOUN
easat-8431	128	46	modules	module	NOUN
easat-8431	128	47	.	.	PUNCT
easat-8431	129	1	during	during	ADP
easat-8431	129	2	the	the	DET
easat-8431	129	3	training	training	NOUN
easat-8431	129	4	phase	phase	NOUN
easat-8431	129	5	,	,	PUNCT
easat-8431	129	6	the	the	DET
easat-8431	129	7	distillation	distillation	NOUN
easat-8431	129	8	module	module	NOUN
easat-8431	129	9	uses	use	VERB
easat-8431	129	10	the	the	DET
easat-8431	129	11	behavior	behavior	NOUN
easat-8431	129	12	labels	label	NOUN
easat-8431	129	13	and	and	CCONJ
easat-8431	129	14	weight	weight	NOUN
easat-8431	129	15	information	information	NOUN
easat-8431	129	16	provided	provide	VERB
easat-8431	129	17	by	by	ADP
easat-8431	129	18	the	the	DET
easat-8431	129	19	teacher	teacher	NOUN
easat-8431	129	20	rule	rule	NOUN
easat-8431	129	21	model	model	NOUN
easat-8431	129	22	as	as	ADP
easat-8431	129	23	soft	soft	ADJ
easat-8431	129	24	targets	target	NOUN
easat-8431	129	25	to	to	PART
easat-8431	129	26	jointly	jointly	ADV
easat-8431	129	27	optimize	optimize	VERB
easat-8431	129	28	the	the	DET
easat-8431	129	29	strategy	strategy	NOUN
easat-8431	129	30	distribution	distribution	NOUN
easat-8431	129	31	and	and	CCONJ
easat-8431	129	32	attention	attention	NOUN
easat-8431	129	33	allocation	allocation	NOUN
easat-8431	129	34	mechanism	mechanism	NOUN
easat-8431	129	35	of	of	ADP
easat-8431	129	36	the	the	DET
easat-8431	129	37	student	student	NOUN
easat-8431	129	38	model	model	NOUN
easat-8431	129	39	so	so	SCONJ
easat-8431	129	40	that	that	SCONJ
easat-8431	129	41	it	it	PRON
easat-8431	129	42	gradually	gradually	ADV
easat-8431	129	43	approaches	approach	VERB
easat-8431	129	44	the	the	DET
easat-8431	129	45	feedback	feedback	NOUN
easat-8431	129	46	preferences	preference	NOUN
easat-8431	129	47	and	and	CCONJ
easat-8431	129	48	structural	structural	ADJ
easat-8431	129	49	characteristics	characteristic	NOUN
easat-8431	129	50	of	of	ADP
easat-8431	129	51	the	the	DET
easat-8431	129	52	teacher	teacher	NOUN
easat-8431	129	53	rules	rule	NOUN
easat-8431	129	54	.	.	PUNCT
easat-8431	130	1	the	the	DET
easat-8431	130	2	rule	rule	NOUN
easat-8431	130	3	distillation	distillation	NOUN
easat-8431	130	4	process	process	NOUN
easat-8431	130	5	includes	include	VERB
easat-8431	130	6	two	two	NUM
easat-8431	130	7	types	type	NOUN
easat-8431	130	8	of	of	ADP
easat-8431	130	9	guidance	guidance	NOUN
easat-8431	130	10	signals	signal	NOUN
easat-8431	130	11	:	:	PUNCT
easat-8431	130	12	behavioral	behavioral	ADJ
easat-8431	130	13	level	level	NOUN
easat-8431	130	14	and	and	CCONJ
easat-8431	130	15	structural	structural	ADJ
easat-8431	130	16	level	level	NOUN
easat-8431	130	17	.	.	PUNCT
easat-8431	131	1	at	at	ADP
easat-8431	131	2	the	the	DET
easat-8431	131	3	behavioral	behavioral	ADJ
easat-8431	131	4	level	level	NOUN
easat-8431	131	5	,	,	PUNCT
easat-8431	131	6	the	the	DET
easat-8431	131	7	teacher	teacher	NOUN
easat-8431	131	8	model	model	NOUN
easat-8431	131	9	generates	generate	VERB
easat-8431	131	10	feedback	feedback	NOUN
easat-8431	131	11	suggestions	suggestion	NOUN
easat-8431	131	12	and	and	CCONJ
easat-8431	131	13	probability	probability	NOUN
easat-8431	131	14	distribution	distribution	NOUN
easat-8431	131	15	for	for	ADP
easat-8431	131	16	each	each	DET
easat-8431	131	17	training	training	NOUN
easat-8431	131	18	sample	sample	NOUN
easat-8431	131	19	scenario	scenario	NOUN
easat-8431	131	20	based	base	VERB
easat-8431	131	21	on	on	ADP
easat-8431	131	22	the	the	DET
easat-8431	131	23	rule	rule	NOUN
easat-8431	131	24	set	set	NOUN
easat-8431	131	25	.	.	PUNCT
easat-8431	132	1	the	the	DET
easat-8431	132	2	student	student	NOUN
easat-8431	132	3	model	model	NOUN
easat-8431	132	4	needs	need	VERB
easat-8431	132	5	to	to	PART
easat-8431	132	6	fit	fit	VERB
easat-8431	132	7	the	the	DET
easat-8431	132	8	distribution	distribution	NOUN
easat-8431	132	9	at	at	ADP
easat-8431	132	10	the	the	DET
easat-8431	132	11	same	same	ADJ
easat-8431	132	12	time	time	NOUN
easat-8431	132	13	during	during	ADP
easat-8431	132	14	training	training	NOUN
easat-8431	132	15	and	and	CCONJ
easat-8431	132	16	gradually	gradually	ADV
easat-8431	132	17	approach	approach	VERB
easat-8431	132	18	the	the	DET
easat-8431	132	19	behavioral	behavioral	ADJ
easat-8431	132	20	preferences	preference	NOUN
easat-8431	132	21	reflected	reflect	VERB
easat-8431	132	22	by	by	ADP
easat-8431	132	23	the	the	DET
easat-8431	132	24	teacher	teacher	NOUN
easat-8431	132	25	's	's	PART
easat-8431	132	26	experience	experience	NOUN
easat-8431	132	27	while	while	SCONJ
easat-8431	132	28	maintaining	maintain	VERB
easat-8431	132	29	the	the	DET
easat-8431	132	30	autonomous	autonomous	ADJ
easat-8431	132	31	exploration	exploration	NOUN
easat-8431	132	32	space	space	NOUN
easat-8431	132	33	.	.	PUNCT
easat-8431	133	1	at	at	ADP
easat-8431	133	2	the	the	DET
easat-8431	133	3	structural	structural	ADJ
easat-8431	133	4	level	level	NOUN
easat-8431	133	5	,	,	PUNCT
easat-8431	133	6	the	the	DET
easat-8431	133	7	conditional	conditional	ADJ
easat-8431	133	8	path	path	NOUN
easat-8431	133	9	of	of	ADP
easat-8431	133	10	each	each	DET
easat-8431	133	11	rule	rule	NOUN
easat-8431	133	12	in	in	ADP
easat-8431	133	13	the	the	DET
easat-8431	133	14	teacher	teacher	NOUN
easat-8431	133	15	model	model	NOUN
easat-8431	133	16	is	be	AUX
easat-8431	133	17	encoded	encode	VERB
easat-8431	133	18	as	as	ADP
easat-8431	133	19	a	a	DET
easat-8431	133	20	vector	vector	NOUN
easat-8431	133	21	and	and	CCONJ
easat-8431	133	22	trained	train	VERB
easat-8431	133	23	to	to	PART
easat-8431	133	24	align	align	VERB
easat-8431	133	25	with	with	ADP
easat-8431	133	26	the	the	DET
easat-8431	133	27	output	output	NOUN
easat-8431	133	28	of	of	ADP
easat-8431	133	29	the	the	DET
easat-8431	133	30	transformer	transformer	ADJ
easat-8431	133	31	attention	attention	NOUN
easat-8431	133	32	layer	layer	NOUN
easat-8431	133	33	in	in	ADP
easat-8431	133	34	the	the	DET
easat-8431	133	35	student	student	NOUN
easat-8431	133	36	model	model	NOUN
easat-8431	133	37	.	.	PUNCT
easat-8431	134	1	this	this	PRON
easat-8431	134	2	strengthens	strengthen	VERB
easat-8431	134	3	the	the	DET
easat-8431	134	4	student	student	NOUN
easat-8431	134	5	model	model	NOUN
easat-8431	134	6	's	's	PART
easat-8431	134	7	explicit	explicit	ADJ
easat-8431	134	8	attention	attention	NOUN
easat-8431	134	9	to	to	PART
easat-8431	134	10	rule	rule	VERB
easat-8431	134	11	logic	logic	NOUN
easat-8431	134	12	when	when	SCONJ
easat-8431	134	13	generating	generate	VERB
easat-8431	134	14	feedback	feedback	NOUN
easat-8431	134	15	and	and	CCONJ
easat-8431	134	16	improves	improve	VERB
easat-8431	134	17	the	the	DET
easat-8431	134	18	consistency	consistency	NOUN
easat-8431	134	19	of	of	ADP
easat-8431	134	20	its	its	PRON
easat-8431	134	21	decision	decision	NOUN
easat-8431	134	22	-	-	PUNCT
easat-8431	134	23	making	make	VERB
easat-8431	134	24	path	path	NOUN
easat-8431	134	25	with	with	ADP
easat-8431	134	26	the	the	DET
easat-8431	134	27	teacher	teacher	NOUN
easat-8431	134	28	's	's	PART
easat-8431	134	29	experience	experience	NOUN
easat-8431	134	30	.	.	PUNCT
easat-8431	135	1	rule	rule	NOUN
easat-8431	135	2	embedding	embed	VERB
easat-8431	135	3	is	be	AUX
easat-8431	135	4	implemented	implement	VERB
easat-8431	135	5	using	use	VERB
easat-8431	135	6	a	a	DET
easat-8431	135	7	graph	graph	NOUN
easat-8431	135	8	structure	structure	NOUN
easat-8431	135	9	encoder	encoder	NOUN
easat-8431	135	10	,	,	PUNCT
easat-8431	135	11	which	which	PRON
easat-8431	135	12	converts	convert	VERB
easat-8431	135	13	the	the	DET
easat-8431	135	14	node	node	ADJ
easat-8431	135	15	representation	representation	NOUN
easat-8431	135	16	in	in	ADP
easat-8431	135	17	the	the	DET
easat-8431	135	18	teacher	teacher	NOUN
easat-8431	135	19	's	's	PART
easat-8431	135	20	rule	rule	NOUN
easat-8431	135	21	graph	graph	NOUN
easat-8431	135	22	into	into	ADP
easat-8431	135	23	a	a	DET
easat-8431	135	24	vector	vector	NOUN
easat-8431	135	25	and	and	CCONJ
easat-8431	135	26	inputs	input	VERB
easat-8431	135	27	it	it	PRON
easat-8431	135	28	into	into	ADP
easat-8431	135	29	the	the	DET
easat-8431	135	30	attention	attention	NOUN
easat-8431	135	31	module	module	NOUN
easat-8431	135	32	of	of	ADP
easat-8431	135	33	the	the	DET
easat-8431	135	34	student	student	NOUN
easat-8431	135	35	model	model	NOUN
easat-8431	135	36	to	to	PART
easat-8431	135	37	form	form	VERB
easat-8431	135	38	a	a	DET
easat-8431	135	39	rule	rule	NOUN
easat-8431	135	40	-	-	PUNCT
easat-8431	135	41	guided	guide	VERB
easat-8431	135	42	item	item	NOUN
easat-8431	135	43	,	,	PUNCT
easat-8431	135	44	which	which	PRON
easat-8431	135	45	is	be	AUX
easat-8431	135	46	embedded	embed	VERB
easat-8431	135	47	in	in	ADP
easat-8431	135	48	the	the	DET
easat-8431	135	49	attention	attention	NOUN
easat-8431	135	50	allocation	allocation	NOUN
easat-8431	135	51	stage	stage	NOUN
easat-8431	135	52	of	of	ADP
easat-8431	135	53	the	the	DET
easat-8431	135	54	attention	attention	NOUN
easat-8431	135	55	calculation	calculation	NOUN
easat-8431	135	56	formula	formula	NOUN
easat-8431	135	57	to	to	PART
easat-8431	135	58	guide	guide	VERB
easat-8431	135	59	the	the	DET
easat-8431	135	60	student	student	NOUN
easat-8431	135	61	model	model	NOUN
easat-8431	135	62	to	to	PART
easat-8431	135	63	consider	consider	VERB
easat-8431	135	64	the	the	DET
easat-8431	135	65	key	key	ADJ
easat-8431	135	66	factors	factor	NOUN
easat-8431	135	67	shown	show	VERB
easat-8431	135	68	by	by	ADP
easat-8431	135	69	the	the	DET
easat-8431	135	70	teacher	teacher	NOUN
easat-8431	135	71	model	model	NOUN
easat-8431	135	72	when	when	SCONJ
easat-8431	135	73	making	make	VERB
easat-8431	135	74	decisions	decision	NOUN
easat-8431	135	75	among	among	ADP
easat-8431	135	76	multimodal	multimodal	NOUN
easat-8431	135	77	features	feature	NOUN
easat-8431	135	78	.	.	PUNCT
easat-8431	136	1	under	under	ADP
easat-8431	136	2	this	this	DET
easat-8431	136	3	guidance	guidance	NOUN
easat-8431	136	4	,	,	PUNCT
easat-8431	136	5	the	the	DET
easat-8431	136	6	student	student	NOUN
easat-8431	136	7	model	model	NOUN
easat-8431	136	8	not	not	PART
easat-8431	136	9	only	only	ADV
easat-8431	136	10	learns	learn	VERB
easat-8431	136	11	specific	specific	ADJ
easat-8431	136	12	feedback	feedback	NOUN
easat-8431	136	13	behavior	behavior	NOUN
easat-8431	136	14	samples	sample	NOUN
easat-8431	136	15	but	but	CCONJ
easat-8431	136	16	also	also	ADV
easat-8431	136	17	absorbs	absorb	VERB
easat-8431	136	18	the	the	DET
easat-8431	136	19	strategic	strategic	ADJ
easat-8431	136	20	basis	basis	NOUN
easat-8431	136	21	of	of	ADP
easat-8431	136	22	how	how	SCONJ
easat-8431	136	23	the	the	DET
easat-8431	136	24	teacher	teacher	NOUN
easat-8431	136	25	model	model	NOUN
easat-8431	136	26	makes	make	VERB
easat-8431	136	27	judgments	judgment	NOUN
easat-8431	136	28	and	and	CCONJ
easat-8431	136	29	trade	trade	NOUN
easat-8431	136	30	-	-	PUNCT
easat-8431	136	31	offs	off	NOUN
easat-8431	136	32	in	in	ADP
easat-8431	136	33	different	different	ADJ
easat-8431	136	34	teaching	teaching	NOUN
easat-8431	136	35	contexts	contexts	NOUN
easat-8431	136	36	,	,	PUNCT
easat-8431	136	37	thereby	thereby	ADV
easat-8431	136	38	having	have	VERB
easat-8431	136	39	stronger	strong	ADJ
easat-8431	136	40	generalization	generalization	NOUN
easat-8431	136	41	and	and	CCONJ
easat-8431	136	42	explanation	explanation	NOUN
easat-8431	136	43	capabilities	capability	NOUN
easat-8431	136	44	.	.	PUNCT
easat-8431	137	1	2542	2542	NUM
easat-8431	137	2	edelweiss	edelweiss	PROPN
easat-8431	137	3	applied	apply	VERB
easat-8431	137	4	science	science	NOUN
easat-8431	137	5	and	and	CCONJ
easat-8431	137	6	technology	technology	NOUN
easat-8431	137	7	issn	issn	PROPN
easat-8431	137	8	:	:	PUNCT
easat-8431	137	9	2576	2576	NUM
easat-8431	137	10	-	-	SYM
easat-8431	137	11	8484	8484	NUM
easat-8431	137	12	vol	vol	NOUN
easat-8431	137	13	.	.	PROPN
easat-8431	138	1	9	9	NUM
easat-8431	138	2	,	,	PUNCT
easat-8431	138	3	no	no	INTJ
easat-8431	138	4	.	.	NOUN
easat-8431	139	1	6	6	NUM
easat-8431	139	2	:	:	SYM
easat-8431	139	3	2536	2536	NUM
easat-8431	139	4	-	-	SYM
easat-8431	139	5	2552	2552	NUM
easat-8431	139	6	,	,	PUNCT
easat-8431	139	7	2025	2025	NUM
easat-8431	139	8	doi	doi	NOUN
easat-8431	139	9	:	:	PUNCT
easat-8431	139	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	139	11	©	©	ADP
easat-8431	139	12	2025	2025	NUM
easat-8431	139	13	by	by	ADP
easat-8431	139	14	the	the	DET
easat-8431	139	15	authors	author	NOUN
easat-8431	139	16	;	;	PUNCT
easat-8431	139	17	licensee	licensee	PROPN
easat-8431	139	18	learning	learning	NOUN
easat-8431	139	19	gate	gate	NOUN
easat-8431	139	20	3.5	3.5	NUM
easat-8431	139	21	.	.	PUNCT
easat-8431	140	1	closed	close	VERB
easat-8431	140	2	-	-	PUNCT
easat-8431	140	3	loop	loop	NOUN
easat-8431	140	4	optimization	optimization	NOUN
easat-8431	140	5	architecture	architecture	NOUN
easat-8431	140	6	for	for	ADP
easat-8431	140	7	intelligent	intelligent	ADJ
easat-8431	140	8	human	human	ADJ
easat-8431	140	9	-	-	PUNCT
easat-8431	140	10	machine	machine	NOUN
easat-8431	140	11	collaboration	collaboration	NOUN
easat-8431	140	12	the	the	DET
easat-8431	140	13	overall	overall	ADJ
easat-8431	140	14	architecture	architecture	NOUN
easat-8431	140	15	of	of	ADP
easat-8431	140	16	the	the	DET
easat-8431	140	17	intelligent	intelligent	ADJ
easat-8431	140	18	human	human	ADJ
easat-8431	140	19	-	-	PUNCT
easat-8431	140	20	machine	machine	NOUN
easat-8431	140	21	collaborative	collaborative	ADJ
easat-8431	140	22	system	system	NOUN
easat-8431	140	23	consists	consist	VERB
easat-8431	140	24	of	of	ADP
easat-8431	140	25	a	a	DET
easat-8431	140	26	perception	perception	NOUN
easat-8431	140	27	module	module	NOUN
easat-8431	140	28	,	,	PUNCT
easat-8431	140	29	a	a	DET
easat-8431	140	30	decision	decision	NOUN
easat-8431	140	31	module	module	NOUN
easat-8431	140	32	,	,	PUNCT
easat-8431	140	33	an	an	DET
easat-8431	140	34	execution	execution	NOUN
easat-8431	140	35	module	module	NOUN
easat-8431	140	36	,	,	PUNCT
easat-8431	140	37	and	and	CCONJ
easat-8431	140	38	an	an	DET
easat-8431	140	39	evaluation	evaluation	NOUN
easat-8431	140	40	module	module	NOUN
easat-8431	140	41	,	,	PUNCT
easat-8431	140	42	forming	form	VERB
easat-8431	140	43	a	a	DET
easat-8431	140	44	closed	closed	ADJ
easat-8431	140	45	-	-	PUNCT
easat-8431	140	46	loop	loop	NOUN
easat-8431	140	47	structure	structure	NOUN
easat-8431	140	48	covering	cover	VERB
easat-8431	140	49	the	the	DET
easat-8431	140	50	entire	entire	ADJ
easat-8431	140	51	process	process	NOUN
easat-8431	140	52	of	of	ADP
easat-8431	140	53	collection	collection	NOUN
easat-8431	140	54	,	,	PUNCT
easat-8431	140	55	analysis	analysis	NOUN
easat-8431	140	56	,	,	PUNCT
easat-8431	140	57	feedback	feedback	NOUN
easat-8431	140	58	,	,	PUNCT
easat-8431	140	59	and	and	CCONJ
easat-8431	140	60	regulation	regulation	NOUN
easat-8431	140	61	.	.	PUNCT
easat-8431	141	1	in	in	ADP
easat-8431	141	2	the	the	DET
easat-8431	141	3	system	system	NOUN
easat-8431	141	4	operation	operation	NOUN
easat-8431	141	5	process	process	NOUN
easat-8431	141	6	,	,	PUNCT
easat-8431	141	7	the	the	DET
easat-8431	141	8	perception	perception	NOUN
easat-8431	141	9	module	module	NOUN
easat-8431	141	10	receives	receive	VERB
easat-8431	141	11	multimodal	multimodal	ADJ
easat-8431	141	12	input	input	NOUN
easat-8431	141	13	in	in	ADP
easat-8431	141	14	real	real	ADJ
easat-8431	141	15	-	-	PUNCT
easat-8431	141	16	time	time	NOUN
easat-8431	141	17	and	and	CCONJ
easat-8431	141	18	encodes	encode	VERB
easat-8431	141	19	it	it	PRON
easat-8431	141	20	into	into	ADP
easat-8431	141	21	a	a	DET
easat-8431	141	22	context	context	ADJ
easat-8431	141	23	-	-	PUNCT
easat-8431	141	24	state	state	NOUN
easat-8431	141	25	representation	representation	NOUN
easat-8431	141	26	.	.	PUNCT
easat-8431	142	1	the	the	DET
easat-8431	142	2	decision	decision	NOUN
easat-8431	142	3	module	module	NOUN
easat-8431	142	4	generates	generate	VERB
easat-8431	142	5	feedback	feedback	NOUN
easat-8431	142	6	actions	action	NOUN
easat-8431	142	7	based	base	VERB
easat-8431	142	8	on	on	ADP
easat-8431	142	9	the	the	DET
easat-8431	142	10	current	current	ADJ
easat-8431	142	11	state	state	NOUN
easat-8431	142	12	.	.	PUNCT
easat-8431	143	1	the	the	DET
easat-8431	143	2	execution	execution	NOUN
easat-8431	143	3	module	module	NOUN
easat-8431	143	4	completes	complete	VERB
easat-8431	143	5	the	the	DET
easat-8431	143	6	specific	specific	ADJ
easat-8431	143	7	feedback	feedback	NOUN
easat-8431	143	8	push	push	NOUN
easat-8431	143	9	.	.	PUNCT
easat-8431	144	1	the	the	DET
easat-8431	144	2	evaluation	evaluation	NOUN
easat-8431	144	3	module	module	NOUN
easat-8431	144	4	quantitatively	quantitatively	ADV
easat-8431	144	5	analyzes	analyze	VERB
easat-8431	144	6	the	the	DET
easat-8431	144	7	feedback	feedback	NOUN
easat-8431	144	8	effect	effect	NOUN
easat-8431	144	9	and	and	CCONJ
easat-8431	144	10	uses	use	VERB
easat-8431	144	11	the	the	DET
easat-8431	144	12	evaluation	evaluation	NOUN
easat-8431	144	13	results	result	NOUN
easat-8431	144	14	as	as	ADP
easat-8431	144	15	environmental	environmental	ADJ
easat-8431	144	16	rewards	reward	NOUN
easat-8431	144	17	to	to	PART
easat-8431	144	18	update	update	VERB
easat-8431	144	19	the	the	DET
easat-8431	144	20	strategy	strategy	NOUN
easat-8431	144	21	network	network	NOUN
easat-8431	144	22	,	,	PUNCT
easat-8431	144	23	forming	form	VERB
easat-8431	144	24	a	a	DET
easat-8431	144	25	dynamic	dynamic	ADJ
easat-8431	144	26	feedback	feedback	NOUN
easat-8431	144	27	path	path	NOUN
easat-8431	144	28	driven	drive	VERB
easat-8431	144	29	by	by	ADP
easat-8431	144	30	reinforcement	reinforcement	NOUN
easat-8431	144	31	learning	learning	NOUN
easat-8431	144	32	.	.	PUNCT
easat-8431	145	1	the	the	DET
easat-8431	145	2	closed	close	VERB
easat-8431	145	3	-	-	PUNCT
easat-8431	145	4	loop	loop	NOUN
easat-8431	145	5	optimization	optimization	NOUN
easat-8431	145	6	architecture	architecture	NOUN
easat-8431	145	7	of	of	ADP
easat-8431	145	8	the	the	DET
easat-8431	145	9	intelligent	intelligent	ADJ
easat-8431	145	10	human	human	ADJ
easat-8431	145	11	-	-	PUNCT
easat-8431	145	12	machine	machine	NOUN
easat-8431	145	13	collaborative	collaborative	ADJ
easat-8431	145	14	feedback	feedback	NOUN
easat-8431	145	15	system	system	NOUN
easat-8431	145	16	is	be	AUX
easat-8431	145	17	shown	show	VERB
easat-8431	145	18	in	in	ADP
easat-8431	145	19	figure	figure	NOUN
easat-8431	145	20	2	2	NUM
easat-8431	145	21	.	.	PUNCT
easat-8431	145	22	figure	figure	NOUN
easat-8431	145	23	2	2	NUM
easat-8431	145	24	.	.	PUNCT
easat-8431	145	25	closed	close	VERB
easat-8431	145	26	-	-	PUNCT
easat-8431	145	27	loop	loop	NOUN
easat-8431	145	28	optimization	optimization	NOUN
easat-8431	145	29	architecture	architecture	NOUN
easat-8431	145	30	of	of	ADP
easat-8431	145	31	intelligent	intelligent	ADJ
easat-8431	145	32	human	human	ADJ
easat-8431	145	33	-	-	PUNCT
easat-8431	145	34	machine	machine	NOUN
easat-8431	145	35	collaborative	collaborative	ADJ
easat-8431	145	36	feedback	feedback	NOUN
easat-8431	145	37	system	system	NOUN
easat-8431	145	38	.	.	PUNCT
easat-8431	146	1	the	the	DET
easat-8431	146	2	entire	entire	ADJ
easat-8431	146	3	system	system	NOUN
easat-8431	146	4	is	be	AUX
easat-8431	146	5	executed	execute	VERB
easat-8431	146	6	around	around	ADP
easat-8431	146	7	the	the	DET
easat-8431	146	8	teaching	teaching	NOUN
easat-8431	146	9	interaction	interaction	NOUN
easat-8431	146	10	cycle	cycle	NOUN
easat-8431	146	11	,	,	PUNCT
easat-8431	146	12	continuously	continuously	ADV
easat-8431	146	13	receiving	receive	VERB
easat-8431	146	14	student	student	NOUN
easat-8431	146	15	status	status	NOUN
easat-8431	146	16	changes	change	NOUN
easat-8431	146	17	and	and	CCONJ
easat-8431	146	18	teaching	teach	VERB
easat-8431	146	19	feedback	feedback	NOUN
easat-8431	146	20	performance	performance	NOUN
easat-8431	146	21	.	.	PUNCT
easat-8431	147	1	after	after	ADP
easat-8431	147	2	each	each	DET
easat-8431	147	3	interaction	interaction	NOUN
easat-8431	147	4	cycle	cycle	NOUN
easat-8431	147	5	,	,	PUNCT
easat-8431	147	6	the	the	DET
easat-8431	147	7	cycle	cycle	NOUN
easat-8431	147	8	update	update	NOUN
easat-8431	147	9	scheduling	scheduling	NOUN
easat-8431	147	10	mechanism	mechanism	NOUN
easat-8431	147	11	calls	call	VERB
easat-8431	147	12	the	the	DET
easat-8431	147	13	local	local	ADJ
easat-8431	147	14	distillation	distillation	NOUN
easat-8431	147	15	training	training	NOUN
easat-8431	147	16	and	and	CCONJ
easat-8431	147	17	strategy	strategy	NOUN
easat-8431	147	18	re	re	ADJ
easat-8431	147	19	-	-	NOUN
easat-8431	147	20	optimization	optimization	ADJ
easat-8431	147	21	process	process	NOUN
easat-8431	147	22	,	,	PUNCT
easat-8431	147	23	dynamically	dynamically	ADV
easat-8431	147	24	adjusts	adjust	VERB
easat-8431	147	25	the	the	DET
easat-8431	147	26	strategy	strategy	NOUN
easat-8431	147	27	parameters	parameter	NOUN
easat-8431	147	28	and	and	CCONJ
easat-8431	147	29	rule	rule	VERB
easat-8431	147	30	embedding	embed	VERB
easat-8431	147	31	representation	representation	NOUN
easat-8431	147	32	,	,	PUNCT
easat-8431	147	33	and	and	CCONJ
easat-8431	147	34	enhances	enhance	VERB
easat-8431	147	35	the	the	DET
easat-8431	147	36	system	system	NOUN
easat-8431	147	37	's	's	PART
easat-8431	147	38	adaptability	adaptability	NOUN
easat-8431	147	39	to	to	ADP
easat-8431	147	40	variant	variant	ADJ
easat-8431	147	41	contexts	context	NOUN
easat-8431	147	42	and	and	CCONJ
easat-8431	147	43	strategy	strategy	NOUN
easat-8431	147	44	drift	drift	NOUN
easat-8431	147	45	.	.	PUNCT
easat-8431	148	1	the	the	DET
easat-8431	148	2	system	system	NOUN
easat-8431	148	3	's	's	PART
easat-8431	148	4	built	build	VERB
easat-8431	148	5	-	-	PUNCT
easat-8431	148	6	in	in	ADP
easat-8431	148	7	strategy	strategy	NOUN
easat-8431	148	8	degradation	degradation	NOUN
easat-8431	148	9	discrimination	discrimination	NOUN
easat-8431	148	10	mechanism	mechanism	NOUN
easat-8431	148	11	can	can	AUX
easat-8431	148	12	automatically	automatically	ADV
easat-8431	148	13	trigger	trigger	VERB
easat-8431	148	14	high	high	ADJ
easat-8431	148	15	-	-	PUNCT
easat-8431	148	16	frequency	frequency	NOUN
easat-8431	148	17	fine	fine	NOUN
easat-8431	148	18	-	-	PUNCT
easat-8431	148	19	tuning	tuning	NOUN
easat-8431	148	20	or	or	CCONJ
easat-8431	148	21	low	low	ADJ
easat-8431	148	22	-	-	PUNCT
easat-8431	148	23	frequency	frequency	NOUN
easat-8431	148	24	distillation	distillation	NOUN
easat-8431	148	25	training	training	NOUN
easat-8431	148	26	according	accord	VERB
easat-8431	148	27	to	to	ADP
easat-8431	148	28	changes	change	NOUN
easat-8431	148	29	in	in	ADP
easat-8431	148	30	feedback	feedback	NOUN
easat-8431	148	31	stability	stability	NOUN
easat-8431	148	32	during	during	ADP
easat-8431	148	33	the	the	DET
easat-8431	148	34	teaching	teaching	NOUN
easat-8431	148	35	process	process	NOUN
easat-8431	148	36	,	,	PUNCT
easat-8431	148	37	improving	improve	VERB
easat-8431	148	38	the	the	DET
easat-8431	148	39	consistency	consistency	NOUN
easat-8431	148	40	of	of	ADP
easat-8431	148	41	feedback	feedback	NOUN
easat-8431	148	42	behavior	behavior	NOUN
easat-8431	148	43	and	and	CCONJ
easat-8431	148	44	the	the	DET
easat-8431	148	45	quality	quality	NOUN
easat-8431	148	46	of	of	ADP
easat-8431	148	47	teaching	teaching	NOUN
easat-8431	148	48	response	response	NOUN
easat-8431	148	49	.	.	PUNCT
easat-8431	149	1	the	the	DET
easat-8431	149	2	integrated	integrate	VERB
easat-8431	149	3	parameter	parameter	NOUN
easat-8431	149	4	update	update	NOUN
easat-8431	149	5	channel	channel	NOUN
easat-8431	149	6	linkage	linkage	NOUN
easat-8431	149	7	rule	rule	NOUN
easat-8431	149	8	embedding	embed	VERB
easat-8431	149	9	optimization	optimization	NOUN
easat-8431	149	10	and	and	CCONJ
easat-8431	149	11	strategy	strategy	NOUN
easat-8431	149	12	generation	generation	NOUN
easat-8431	149	13	network	network	NOUN
easat-8431	149	14	training	training	NOUN
easat-8431	149	15	constitutes	constitute	VERB
easat-8431	149	16	a	a	DET
easat-8431	149	17	closed	close	VERB
easat-8431	149	18	-	-	PUNCT
easat-8431	149	19	loop	loop	NOUN
easat-8431	149	20	optimization	optimization	NOUN
easat-8431	149	21	mechanism	mechanism	NOUN
easat-8431	149	22	with	with	ADP
easat-8431	149	23	periodic	periodic	ADJ
easat-8431	149	24	retraining	retraining	ADJ
easat-8431	149	25	,	,	PUNCT
easat-8431	149	26	adaptive	adaptive	ADJ
easat-8431	149	27	fine	fine	ADV
easat-8431	149	28	-	-	PUNCT
easat-8431	149	29	tuning	tuning	NOUN
easat-8431	149	30	,	,	PUNCT
easat-8431	149	31	and	and	CCONJ
easat-8431	149	32	experience	experience	VERB
easat-8431	149	33	incremental	incremental	ADJ
easat-8431	149	34	distillation	distillation	NOUN
easat-8431	149	35	as	as	ADP
easat-8431	149	36	the	the	DET
easat-8431	149	37	core	core	NOUN
easat-8431	149	38	,	,	PUNCT
easat-8431	149	39	realizing	realize	VERB
easat-8431	149	40	the	the	DET
easat-8431	149	41	long	long	ADJ
easat-8431	149	42	-	-	PUNCT
easat-8431	149	43	term	term	NOUN
easat-8431	149	44	stable	stable	ADJ
easat-8431	149	45	evolution	evolution	NOUN
easat-8431	149	46	and	and	CCONJ
easat-8431	149	47	short	short	ADJ
easat-8431	149	48	-	-	PUNCT
easat-8431	149	49	term	term	NOUN
easat-8431	149	50	2543	2543	NUM
easat-8431	149	51	edelweiss	edelweiss	PROPN
easat-8431	149	52	applied	apply	VERB
easat-8431	149	53	science	science	NOUN
easat-8431	149	54	and	and	CCONJ
easat-8431	149	55	technology	technology	NOUN
easat-8431	149	56	issn	issn	PROPN
easat-8431	149	57	:	:	PUNCT
easat-8431	149	58	2576	2576	NUM
easat-8431	149	59	-	-	SYM
easat-8431	149	60	8484	8484	NUM
easat-8431	149	61	vol	vol	NOUN
easat-8431	149	62	.	.	PROPN
easat-8431	150	1	9	9	NUM
easat-8431	150	2	,	,	PUNCT
easat-8431	150	3	no	no	INTJ
easat-8431	150	4	.	.	NOUN
easat-8431	151	1	6	6	NUM
easat-8431	151	2	:	:	SYM
easat-8431	151	3	2536	2536	NUM
easat-8431	151	4	-	-	SYM
easat-8431	151	5	2552	2552	NUM
easat-8431	151	6	,	,	PUNCT
easat-8431	151	7	2025	2025	NUM
easat-8431	151	8	doi	doi	NOUN
easat-8431	151	9	:	:	PUNCT
easat-8431	151	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	151	11	©	©	ADP
easat-8431	151	12	2025	2025	NUM
easat-8431	151	13	by	by	ADP
easat-8431	151	14	the	the	DET
easat-8431	151	15	authors	author	NOUN
easat-8431	151	16	;	;	PUNCT
easat-8431	151	17	licensee	licensee	PROPN
easat-8431	151	18	learning	learning	PROPN
easat-8431	151	19	gate	gate	PROPN
easat-8431	151	20	situational	situational	ADJ
easat-8431	151	21	adaptation	adaptation	NOUN
easat-8431	151	22	of	of	ADP
easat-8431	151	23	the	the	DET
easat-8431	151	24	feedback	feedback	NOUN
easat-8431	151	25	strategy	strategy	NOUN
easat-8431	151	26	,	,	PUNCT
easat-8431	151	27	and	and	CCONJ
easat-8431	151	28	supporting	support	VERB
easat-8431	151	29	the	the	DET
easat-8431	151	30	continuous	continuous	ADJ
easat-8431	151	31	and	and	CCONJ
easat-8431	151	32	effective	effective	ADJ
easat-8431	151	33	operation	operation	NOUN
easat-8431	151	34	of	of	ADP
easat-8431	151	35	the	the	DET
easat-8431	151	36	ai	ai	ADJ
easat-8431	151	37	decision	decision	NOUN
easat-8431	151	38	-	-	PUNCT
easat-8431	151	39	making	make	VERB
easat-8431	151	40	system	system	NOUN
easat-8431	151	41	in	in	ADP
easat-8431	151	42	high	high	ADJ
easat-8431	151	43	-	-	PUNCT
easat-8431	151	44	frequency	frequency	NOUN
easat-8431	151	45	and	and	CCONJ
easat-8431	151	46	high	high	ADJ
easat-8431	151	47	-	-	PUNCT
easat-8431	151	48	complexity	complexity	NOUN
easat-8431	151	49	classroom	classroom	NOUN
easat-8431	151	50	interaction	interaction	NOUN
easat-8431	151	51	scenarios	scenario	NOUN
easat-8431	151	52	.	.	PUNCT
easat-8431	152	1	4	4	X
easat-8431	152	2	.	.	X
easat-8431	152	3	experimental	experimental	ADJ
easat-8431	152	4	design	design	NOUN
easat-8431	152	5	and	and	CCONJ
easat-8431	152	6	implementation	implementation	NOUN
easat-8431	152	7	4.1	4.1	NUM
easat-8431	152	8	.	.	PUNCT
easat-8431	153	1	multimodal	multimodal	ADJ
easat-8431	153	2	high	high	ADJ
easat-8431	153	3	school	school	NOUN
easat-8431	153	4	english	english	PROPN
easat-8431	153	5	classroom	classroom	NOUN
easat-8431	153	6	corpus	corpus	PROPN
easat-8431	153	7	collection	collection	NOUN
easat-8431	153	8	the	the	DET
easat-8431	153	9	experimental	experimental	ADJ
easat-8431	153	10	data	datum	NOUN
easat-8431	153	11	comes	come	VERB
easat-8431	153	12	from	from	ADP
easat-8431	153	13	a	a	DET
easat-8431	153	14	one	one	NUM
easat-8431	153	15	-	-	PUNCT
easat-8431	153	16	semester	semester	NOUN
easat-8431	153	17	english	english	ADJ
easat-8431	153	18	course	course	NOUN
easat-8431	153	19	in	in	ADP
easat-8431	153	20	two	two	NUM
easat-8431	153	21	public	public	ADJ
easat-8431	153	22	high	high	ADJ
easat-8431	153	23	schools	school	NOUN
easat-8431	153	24	,	,	PUNCT
easat-8431	153	25	covering	cover	VERB
easat-8431	153	26	14	14	NUM
easat-8431	153	27	teaching	teaching	NOUN
easat-8431	153	28	units	unit	NOUN
easat-8431	153	29	and	and	CCONJ
easat-8431	153	30	a	a	DET
easat-8431	153	31	total	total	NOUN
easat-8431	153	32	of	of	ADP
easat-8431	153	33	42	42	NUM
easat-8431	153	34	natural	natural	ADJ
easat-8431	153	35	teaching	teaching	NOUN
easat-8431	153	36	scenes	scene	NOUN
easat-8431	153	37	,	,	PUNCT
easat-8431	153	38	involving	involve	VERB
easat-8431	153	39	6	6	NUM
easat-8431	153	40	english	english	ADJ
easat-8431	153	41	teachers	teacher	NOUN
easat-8431	153	42	and	and	CCONJ
easat-8431	153	43	93	93	NUM
easat-8431	153	44	students	student	NOUN
easat-8431	153	45	.	.	PUNCT
easat-8431	154	1	the	the	DET
easat-8431	154	2	classroom	classroom	NOUN
easat-8431	154	3	is	be	AUX
easat-8431	154	4	configured	configure	VERB
easat-8431	154	5	as	as	ADP
easat-8431	154	6	a	a	DET
easat-8431	154	7	standard	standard	ADJ
easat-8431	154	8	multimedia	multimedia	NOUN
easat-8431	154	9	classroom	classroom	NOUN
easat-8431	154	10	without	without	ADP
easat-8431	154	11	special	special	ADJ
easat-8431	154	12	modifications	modification	NOUN
easat-8431	154	13	.	.	PUNCT
easat-8431	155	1	the	the	DET
easat-8431	155	2	audio	audio	NOUN
easat-8431	155	3	and	and	CCONJ
easat-8431	155	4	video	video	NOUN
easat-8431	155	5	data	datum	NOUN
easat-8431	155	6	is	be	AUX
easat-8431	155	7	provided	provide	VERB
easat-8431	155	8	by	by	ADP
easat-8431	155	9	a	a	DET
easat-8431	155	10	blue	blue	ADJ
easat-8431	155	11	yeti	yeti	NOUN
easat-8431	155	12	microphone	microphone	NOUN
easat-8431	155	13	(	(	PUNCT
easat-8431	155	14	usb	usb	NOUN
easat-8431	155	15	interface	interface	NOUN
easat-8431	155	16	,	,	PUNCT
easat-8431	155	17	sampling	sample	VERB
easat-8431	155	18	rate	rate	NOUN
easat-8431	155	19	48khz	48khz	NOUN
easat-8431	155	20	)	)	PUNCT
easat-8431	155	21	,	,	PUNCT
easat-8431	155	22	a	a	DET
easat-8431	155	23	logitech	logitech	PROPN
easat-8431	155	24	brio	brio	PROPN
easat-8431	155	25	4k	4k	PROPN
easat-8431	155	26	camera	camera	NOUN
easat-8431	155	27	(	(	PUNCT
easat-8431	155	28	30fps	30fps	NOUN
easat-8431	155	29	)	)	PUNCT
easat-8431	155	30	,	,	PUNCT
easat-8431	155	31	a	a	DET
easat-8431	155	32	xiaomi	xiaomi	PROPN
easat-8431	155	33	deepsense	deepsense	PROPN
easat-8431	155	34	camera	camera	NOUN
easat-8431	155	35	,	,	PUNCT
easat-8431	155	36	and	and	CCONJ
easat-8431	155	37	obs	obs	PROPN
easat-8431	155	38	studio	studio	PROPN
easat-8431	155	39	screen	screen	NOUN
easat-8431	155	40	recording	recording	NOUN
easat-8431	155	41	software	software	NOUN
easat-8431	155	42	.	.	PUNCT
easat-8431	156	1	the	the	DET
easat-8431	156	2	speech	speech	NOUN
easat-8431	156	3	signal	signal	NOUN
easat-8431	156	4	is	be	AUX
easat-8431	156	5	processed	process	VERB
easat-8431	156	6	by	by	ADP
easat-8431	156	7	pydub	pydub	NOUN
easat-8431	156	8	and	and	CCONJ
easat-8431	156	9	librosa	librosa	ADJ
easat-8431	156	10	libraries	library	NOUN
easat-8431	156	11	,	,	PUNCT
easat-8431	156	12	and	and	CCONJ
easat-8431	156	13	short	short	ADJ
easat-8431	156	14	-	-	PUNCT
easat-8431	156	15	time	time	NOUN
easat-8431	156	16	fourier	fourier	NOUN
easat-8431	156	17	transform	transform	NOUN
easat-8431	156	18	and	and	CCONJ
easat-8431	156	19	13	13	NUM
easat-8431	156	20	-	-	PUNCT
easat-8431	156	21	dimensional	dimensional	ADJ
easat-8431	156	22	mfcc	mfcc	NOUN
easat-8431	156	23	feature	feature	NOUN
easat-8431	156	24	extraction	extraction	NOUN
easat-8431	156	25	are	be	AUX
easat-8431	156	26	performed	perform	VERB
easat-8431	156	27	.	.	PUNCT
easat-8431	157	1	the	the	DET
easat-8431	157	2	first	first	ADJ
easat-8431	157	3	60	60	NUM
easat-8431	157	4	frames	frame	NOUN
easat-8431	157	5	are	be	AUX
easat-8431	157	6	retained	retain	VERB
easat-8431	157	7	to	to	PART
easat-8431	157	8	form	form	VERB
easat-8431	157	9	the	the	DET
easat-8431	157	10	audio	audio	ADJ
easat-8431	157	11	feature	feature	NOUN
easat-8431	157	12	matrix	matrix	NOUN
easat-8431	157	13	.	.	PUNCT
easat-8431	158	1	the	the	DET
easat-8431	158	2	video	video	NOUN
easat-8431	158	3	image	image	NOUN
easat-8431	158	4	is	be	AUX
easat-8431	158	5	frame	frame	NOUN
easat-8431	158	6	-	-	PUNCT
easat-8431	158	7	cut	cut	NOUN
easat-8431	158	8	,	,	PUNCT
easat-8431	158	9	and	and	CCONJ
easat-8431	158	10	the	the	DET
easat-8431	158	11	facial	facial	ADJ
easat-8431	158	12	feature	feature	NOUN
easat-8431	158	13	extraction	extraction	NOUN
easat-8431	158	14	is	be	AUX
easat-8431	158	15	completed	complete	VERB
easat-8431	158	16	by	by	ADP
easat-8431	158	17	the	the	DET
easat-8431	158	18	media	medium	NOUN
easat-8431	158	19	pipe.face_mesh	pipe.face_mesh	NOUN
easat-8431	158	20	module	module	NOUN
easat-8431	158	21	,	,	PUNCT
easat-8431	158	22	which	which	PRON
easat-8431	158	23	outputs	output	VERB
easat-8431	158	24	the	the	DET
easat-8431	158	25	coordinates	coordinate	NOUN
easat-8431	158	26	of	of	ADP
easat-8431	158	27	478	478	NUM
easat-8431	158	28	facial	facial	ADJ
easat-8431	158	29	mesh	mesh	NOUN
easat-8431	158	30	key	key	ADJ
easat-8431	158	31	points	point	NOUN
easat-8431	158	32	;	;	PUNCT
easat-8431	158	33	the	the	DET
easat-8431	158	34	text	text	NOUN
easat-8431	158	35	is	be	AUX
easat-8431	158	36	transcribed	transcribe	VERB
easat-8431	158	37	in	in	ADP
easat-8431	158	38	real	real	ADJ
easat-8431	158	39	-	-	PUNCT
easat-8431	158	40	time	time	NOUN
easat-8431	158	41	by	by	ADP
easat-8431	158	42	iflytek	iflytek	PROPN
easat-8431	158	43	speech	speech	NOUN
easat-8431	158	44	recognition	recognition	NOUN
easat-8431	158	45	sdk	sdk	PROPN
easat-8431	158	46	(	(	PUNCT
easat-8431	158	47	software	software	NOUN
easat-8431	158	48	development	development	PROPN
easat-8431	158	49	kit	kit	PROPN
easat-8431	158	50	)	)	PUNCT
easat-8431	158	51	,	,	PUNCT
easat-8431	158	52	and	and	CCONJ
easat-8431	158	53	the	the	DET
easat-8431	158	54	transcription	transcription	NOUN
easat-8431	158	55	results	result	NOUN
easat-8431	158	56	are	be	AUX
easat-8431	158	57	manually	manually	ADV
easat-8431	158	58	reviewed	review	VERB
easat-8431	158	59	twice	twice	ADV
easat-8431	158	60	,	,	PUNCT
easat-8431	158	61	with	with	ADP
easat-8431	158	62	a	a	DET
easat-8431	158	63	sentence	sentence	NOUN
easat-8431	158	64	-	-	PUNCT
easat-8431	158	65	level	level	NOUN
easat-8431	158	66	error	error	NOUN
easat-8431	158	67	correction	correction	NOUN
easat-8431	158	68	accuracy	accuracy	NOUN
easat-8431	158	69	of	of	ADP
easat-8431	158	70	more	more	ADJ
easat-8431	158	71	than	than	ADP
easat-8431	158	72	98	98	NUM
easat-8431	158	73	%	%	NOUN
easat-8431	158	74	;	;	PUNCT
easat-8431	158	75	the	the	DET
easat-8431	158	76	body	body	NOUN
easat-8431	158	77	movements	movement	NOUN
easat-8431	158	78	are	be	AUX
easat-8431	158	79	extracted	extract	VERB
easat-8431	158	80	by	by	ADP
easat-8431	158	81	the	the	DET
easat-8431	158	82	mediapipe	mediapipe	NOUN
easat-8431	158	83	.pose	.pose	PUNCT
easat-8431	158	84	a	a	DET
easat-8431	158	85	model	model	NOUN
easat-8431	158	86	to	to	PART
easat-8431	158	87	extract	extract	VERB
easat-8431	158	88	33	33	NUM
easat-8431	158	89	skeleton	skeleton	NOUN
easat-8431	158	90	key	key	ADJ
easat-8431	158	91	point	point	NOUN
easat-8431	158	92	coordinates	coordinate	NOUN
easat-8431	158	93	,	,	PUNCT
easat-8431	158	94	and	and	CCONJ
easat-8431	158	95	the	the	DET
easat-8431	158	96	frame	frame	NOUN
easat-8431	158	97	rate	rate	NOUN
easat-8431	158	98	is	be	AUX
easat-8431	158	99	limited	limit	VERB
easat-8431	158	100	to	to	ADP
easat-8431	158	101	15fps	15fps	NOUN
easat-8431	158	102	to	to	PART
easat-8431	158	103	match	match	VERB
easat-8431	158	104	the	the	DET
easat-8431	158	105	device	device	NOUN
easat-8431	158	106	processing	processing	NOUN
easat-8431	158	107	capability	capability	NOUN
easat-8431	158	108	.	.	PUNCT
easat-8431	159	1	multimodal	multimodal	NOUN
easat-8431	159	2	data	datum	NOUN
easat-8431	159	3	is	be	AUX
easat-8431	159	4	timestamped	timestampe	VERB
easat-8431	159	5	by	by	ADP
easat-8431	159	6	a	a	DET
easat-8431	159	7	custom	custom	NOUN
easat-8431	159	8	python	python	NOUN
easat-8431	159	9	script	script	NOUN
easat-8431	159	10	.	.	PUNCT
easat-8431	160	1	all	all	DET
easat-8431	160	2	modalities	modality	NOUN
easat-8431	160	3	are	be	AUX
easat-8431	160	4	based	base	VERB
easat-8431	160	5	on	on	ADP
easat-8431	160	6	speech	speech	NOUN
easat-8431	160	7	and	and	CCONJ
easat-8431	160	8	dynamic	dynamic	ADJ
easat-8431	160	9	time	time	NOUN
easat-8431	160	10	warping	warp	VERB
easat-8431	160	11	is	be	AUX
easat-8431	160	12	used	use	VERB
easat-8431	160	13	to	to	PART
easat-8431	160	14	adjust	adjust	VERB
easat-8431	160	15	frame	frame	NOUN
easat-8431	160	16	synchronization	synchronization	NOUN
easat-8431	160	17	and	and	CCONJ
easat-8431	160	18	output	output	NOUN
easat-8431	160	19	structured	structure	VERB
easat-8431	160	20	interaction	interaction	NOUN
easat-8431	160	21	sequences	sequence	NOUN
easat-8431	160	22	.	.	PUNCT
easat-8431	161	1	data	datum	NOUN
easat-8431	161	2	annotation	annotation	NOUN
easat-8431	161	3	is	be	AUX
easat-8431	161	4	completed	complete	VERB
easat-8431	161	5	using	use	VERB
easat-8431	161	6	the	the	DET
easat-8431	161	7	labelstudio	labelstudio	NOUN
easat-8431	161	8	platform	platform	NOUN
easat-8431	161	9	.	.	PUNCT
easat-8431	162	1	emotional	emotional	ADJ
easat-8431	162	2	labels	label	NOUN
easat-8431	162	3	are	be	AUX
easat-8431	162	4	divided	divide	VERB
easat-8431	162	5	into	into	ADP
easat-8431	162	6	four	four	NUM
easat-8431	162	7	categories	category	NOUN
easat-8431	162	8	:	:	PUNCT
easat-8431	162	9	high	high	ADJ
easat-8431	162	10	concentration	concentration	NOUN
easat-8431	162	11	,	,	PUNCT
easat-8431	162	12	high	high	ADJ
easat-8431	162	13	pleasure	pleasure	NOUN
easat-8431	162	14	,	,	PUNCT
easat-8431	162	15	neutral	neutral	ADJ
easat-8431	162	16	,	,	PUNCT
easat-8431	162	17	and	and	CCONJ
easat-8431	162	18	negative	negative	ADJ
easat-8431	162	19	,	,	PUNCT
easat-8431	162	20	based	base	VERB
easat-8431	162	21	on	on	ADP
easat-8431	162	22	clues	clue	NOUN
easat-8431	162	23	such	such	ADJ
easat-8431	162	24	as	as	ADP
easat-8431	162	25	teacher	teacher	NOUN
easat-8431	162	26	tone	tone	NOUN
easat-8431	162	27	,	,	PUNCT
easat-8431	162	28	expression	expression	NOUN
easat-8431	162	29	,	,	PUNCT
easat-8431	162	30	and	and	CCONJ
easat-8431	162	31	student	student	NOUN
easat-8431	162	32	reaction	reaction	NOUN
easat-8431	162	33	.	.	PUNCT
easat-8431	163	1	pragmatic	pragmatic	ADJ
easat-8431	163	2	behavior	behavior	NOUN
easat-8431	163	3	annotation	annotation	NOUN
easat-8431	163	4	includes	include	VERB
easat-8431	163	5	seven	seven	NUM
easat-8431	163	6	labels	label	NOUN
easat-8431	163	7	:	:	PUNCT
easat-8431	163	8	teacher	teacher	NOUN
easat-8431	163	9	questions	question	NOUN
easat-8431	163	10	,	,	PUNCT
easat-8431	163	11	explanations	explanation	NOUN
easat-8431	163	12	,	,	PUNCT
easat-8431	163	13	feedback	feedback	NOUN
easat-8431	163	14	,	,	PUNCT
easat-8431	163	15	student	student	NOUN
easat-8431	163	16	responses	response	NOUN
easat-8431	163	17	,	,	PUNCT
easat-8431	163	18	silence	silence	NOUN
easat-8431	163	19	,	,	PUNCT
easat-8431	163	20	and	and	CCONJ
easat-8431	163	21	active	active	ADJ
easat-8431	163	22	questions	question	NOUN
easat-8431	163	23	.	.	PUNCT
easat-8431	164	1	the	the	DET
easat-8431	164	2	annotation	annotation	NOUN
easat-8431	164	3	team	team	NOUN
easat-8431	164	4	consists	consist	VERB
easat-8431	164	5	of	of	ADP
easat-8431	164	6	four	four	NUM
easat-8431	164	7	people	people	NOUN
easat-8431	164	8	,	,	PUNCT
easat-8431	164	9	including	include	VERB
easat-8431	164	10	teaching	teach	VERB
easat-8431	164	11	researchers	researcher	NOUN
easat-8431	164	12	and	and	CCONJ
easat-8431	164	13	experienced	experienced	ADJ
easat-8431	164	14	teachers	teacher	NOUN
easat-8431	164	15	.	.	PUNCT
easat-8431	165	1	a	a	DET
easat-8431	165	2	double	double	ADJ
easat-8431	165	3	-	-	PUNCT
easat-8431	165	4	label	label	NOUN
easat-8431	165	5	consistency	consistency	NOUN
easat-8431	165	6	mechanism	mechanism	NOUN
easat-8431	165	7	is	be	AUX
easat-8431	165	8	used	use	VERB
easat-8431	165	9	,	,	PUNCT
easat-8431	165	10	and	and	CCONJ
easat-8431	165	11	the	the	DET
easat-8431	165	12	kappa	kappa	PROPN
easat-8431	165	13	consistency	consistency	NOUN
easat-8431	165	14	is	be	AUX
easat-8431	165	15	0.78	0.78	NUM
easat-8431	165	16	.	.	PUNCT
easat-8431	166	1	all	all	DET
easat-8431	166	2	features	feature	NOUN
easat-8431	166	3	are	be	AUX
easat-8431	166	4	normalized	normalize	VERB
easat-8431	166	5	by	by	ADP
easat-8431	166	6	z	z	NOUN
easat-8431	166	7	-	-	PUNCT
easat-8431	166	8	score	score	NOUN
easat-8431	166	9	,	,	PUNCT
easat-8431	166	10	and	and	CCONJ
easat-8431	166	11	data	datum	NOUN
easat-8431	166	12	enhancement	enhancement	NOUN
easat-8431	166	13	methods	method	NOUN
easat-8431	166	14	include	include	VERB
easat-8431	166	15	sentence	sentence	NOUN
easat-8431	166	16	length	length	NOUN
easat-8431	166	17	perturbation	perturbation	NOUN
easat-8431	166	18	(	(	PUNCT
easat-8431	166	19	±15	±15	NOUN
easat-8431	166	20	%	%	NOUN
easat-8431	166	21	)	)	PUNCT
easat-8431	166	22	,	,	PUNCT
easat-8431	166	23	frame	frame	NOUN
easat-8431	166	24	interpolation	interpolation	NOUN
easat-8431	166	25	,	,	PUNCT
easat-8431	166	26	and	and	CCONJ
easat-8431	166	27	volume	volume	NOUN
easat-8431	166	28	perturbation	perturbation	NOUN
easat-8431	166	29	(	(	PUNCT
easat-8431	166	30	±3db	±3db	PROPN
easat-8431	166	31	)	)	PUNCT
easat-8431	166	32	.	.	PUNCT
easat-8431	167	1	finally	finally	ADV
easat-8431	167	2	,	,	PUNCT
easat-8431	167	3	a	a	DET
easat-8431	167	4	multimodal	multimodal	NOUN
easat-8431	167	5	sample	sample	NOUN
easat-8431	167	6	structure	structure	NOUN
easat-8431	167	7	is	be	AUX
easat-8431	167	8	generated	generate	VERB
easat-8431	167	9	for	for	ADP
easat-8431	167	10	training	training	NOUN
easat-8431	167	11	:	:	PUNCT
easat-8431	167	12	speech	speech	NOUN
easat-8431	167	13	(	(	PUNCT
easat-8431	167	14	60×13	60×13	NUM
easat-8431	167	15	)	)	PUNCT
easat-8431	167	16	,	,	PUNCT
easat-8431	167	17	text	text	NOUN
easat-8431	167	18	(	(	PUNCT
easat-8431	167	19	sentence	sentence	NOUN
easat-8431	167	20	-	-	PUNCT
easat-8431	167	21	level	level	NOUN
easat-8431	167	22	bert	bert	NOUN
easat-8431	167	23	embedding	embed	VERB
easat-8431	167	24	,	,	PUNCT
easat-8431	167	25	768	768	NUM
easat-8431	167	26	dimensions	dimension	NOUN
easat-8431	167	27	)	)	PUNCT
easat-8431	167	28	,	,	PUNCT
easat-8431	167	29	expression	expression	NOUN
easat-8431	167	30	(	(	PUNCT
easat-8431	167	31	64	64	NUM
easat-8431	167	32	-	-	PUNCT
easat-8431	167	33	dimensional	dimensional	ADJ
easat-8431	167	34	compressed	compress	VERB
easat-8431	167	35	vector	vector	NOUN
easat-8431	167	36	)	)	PUNCT
easat-8431	167	37	,	,	PUNCT
easat-8431	167	38	and	and	CCONJ
easat-8431	167	39	action	action	NOUN
easat-8431	167	40	(	(	PUNCT
easat-8431	167	41	33×2	33×2	PROPN
easat-8431	167	42	skeleton	skeleton	NOUN
easat-8431	167	43	coordinates	coordinate	NOUN
easat-8431	167	44	)	)	PUNCT
easat-8431	167	45	.	.	PUNCT
easat-8431	168	1	4.2	4.2	NUM
easat-8431	168	2	.	.	PUNCT
easat-8431	168	3	model	model	NOUN
easat-8431	168	4	training	training	NOUN
easat-8431	168	5	and	and	CCONJ
easat-8431	168	6	parameter	parameter	NOUN
easat-8431	168	7	setting	set	VERB
easat-8431	168	8	the	the	DET
easat-8431	168	9	cross	cross	ADJ
easat-8431	168	10	-	-	ADJ
easat-8431	168	11	modal	modal	ADJ
easat-8431	168	12	fusion	fusion	NOUN
easat-8431	168	13	model	model	NOUN
easat-8431	168	14	training	training	NOUN
easat-8431	168	15	is	be	AUX
easat-8431	168	16	implemented	implement	VERB
easat-8431	168	17	using	use	VERB
easat-8431	168	18	the	the	DET
easat-8431	168	19	pytorch	pytorch	NOUN
easat-8431	168	20	framework	framework	NOUN
easat-8431	168	21	and	and	CCONJ
easat-8431	168	22	is	be	AUX
easat-8431	168	23	completed	complete	VERB
easat-8431	168	24	in	in	ADP
easat-8431	168	25	a	a	DET
easat-8431	168	26	common	common	ADJ
easat-8431	168	27	commercial	commercial	ADJ
easat-8431	168	28	hardware	hardware	NOUN
easat-8431	168	29	environment	environment	NOUN
easat-8431	168	30	,	,	PUNCT
easat-8431	168	31	including	include	VERB
easat-8431	168	32	an	an	DET
easat-8431	168	33	nvidia	nvidia	PROPN
easat-8431	168	34	rtx	rtx	PROPN
easat-8431	168	35	3060	3060	NUM
easat-8431	168	36	gpu	gpu	NOUN
easat-8431	168	37	(	(	PUNCT
easat-8431	168	38	12	12	NUM
easat-8431	168	39	gb	gb	PROPN
easat-8431	168	40	video	video	NOUN
easat-8431	168	41	memory	memory	NOUN
easat-8431	168	42	)	)	PUNCT
easat-8431	168	43	,	,	PUNCT
easat-8431	168	44	an	an	DET
easat-8431	168	45	intel	intel	PROPN
easat-8431	168	46	i7	i7	ADJ
easat-8431	168	47	-	-	PUNCT
easat-8431	168	48	12700f	12700f	NOUN
easat-8431	168	49	processor	processor	NOUN
easat-8431	168	50	,	,	PUNCT
easat-8431	168	51	and	and	CCONJ
easat-8431	168	52	32	32	NUM
easat-8431	168	53	gb	gb	NOUN
easat-8431	168	54	ram	ram	NOUN
easat-8431	168	55	.	.	PUNCT
easat-8431	169	1	the	the	DET
easat-8431	169	2	model	model	NOUN
easat-8431	169	3	input	input	NOUN
easat-8431	169	4	is	be	AUX
easat-8431	169	5	a	a	DET
easat-8431	169	6	multimodal	multimodal	ADJ
easat-8431	169	7	feature	feature	NOUN
easat-8431	169	8	sequence	sequence	NOUN
easat-8431	169	9	,	,	PUNCT
easat-8431	169	10	which	which	PRON
easat-8431	169	11	comes	come	VERB
easat-8431	169	12	from	from	ADP
easat-8431	169	13	speech	speech	NOUN
easat-8431	169	14	(	(	PUNCT
easat-8431	169	15	cnn+lstm	cnn+lstm	NOUN
easat-8431	169	16	output	output	NOUN
easat-8431	169	17	)	)	PUNCT
easat-8431	169	18	,	,	PUNCT
easat-8431	169	19	text	text	NOUN
easat-8431	169	20	(	(	PUNCT
easat-8431	169	21	bert	bert	PROPN
easat-8431	169	22	embedding	embed	VERB
easat-8431	169	23	)	)	PUNCT
easat-8431	169	24	,	,	PUNCT
easat-8431	169	25	expression	expression	NOUN
easat-8431	169	26	(	(	PUNCT
easat-8431	169	27	resnet	resnet	NOUN
easat-8431	169	28	extraction	extraction	NOUN
easat-8431	169	29	)	)	PUNCT
easat-8431	169	30	,	,	PUNCT
easat-8431	169	31	and	and	CCONJ
easat-8431	169	32	body	body	NOUN
easat-8431	169	33	movement	movement	NOUN
easat-8431	169	34	(	(	PUNCT
easat-8431	169	35	st	st	NOUN
easat-8431	169	36	-	-	PUNCT
easat-8431	169	37	gcn	gcn	NOUN
easat-8431	169	38	encoding	encoding	NOUN
easat-8431	169	39	)	)	PUNCT
easat-8431	169	40	.	.	PUNCT
easat-8431	170	1	all	all	DET
easat-8431	170	2	modal	modal	ADJ
easat-8431	170	3	features	feature	NOUN
easat-8431	170	4	are	be	AUX
easat-8431	170	5	linearly	linearly	ADV
easat-8431	170	6	mapped	map	VERB
easat-8431	170	7	to	to	ADP
easat-8431	170	8	128	128	NUM
easat-8431	170	9	dimensions	dimension	NOUN
easat-8431	170	10	and	and	CCONJ
easat-8431	170	11	then	then	ADV
easat-8431	170	12	input	input	VERB
easat-8431	170	13	into	into	ADP
easat-8431	170	14	the	the	DET
easat-8431	170	15	transformer	transformer	NOUN
easat-8431	170	16	module	module	NOUN
easat-8431	170	17	after	after	ADP
easat-8431	170	18	position	position	NOUN
easat-8431	170	19	encoding	encoding	NOUN
easat-8431	170	20	.	.	PUNCT
easat-8431	171	1	the	the	DET
easat-8431	171	2	transformer	transformer	NOUN
easat-8431	171	3	adopts	adopt	VERB
easat-8431	171	4	a	a	DET
easat-8431	171	5	two	two	NUM
easat-8431	171	6	-	-	PUNCT
easat-8431	171	7	layer	layer	NOUN
easat-8431	171	8	structure	structure	NOUN
easat-8431	171	9	;	;	PUNCT
easat-8431	171	10	each	each	DET
easat-8431	171	11	layer	layer	NOUN
easat-8431	171	12	contains	contain	VERB
easat-8431	171	13	4	4	NUM
easat-8431	171	14	attention	attention	NOUN
easat-8431	171	15	heads	head	NOUN
easat-8431	171	16	,	,	PUNCT
easat-8431	171	17	and	and	CCONJ
easat-8431	171	18	the	the	DET
easat-8431	171	19	hidden	hide	VERB
easat-8431	171	20	dimension	dimension	NOUN
easat-8431	171	21	is	be	AUX
easat-8431	171	22	256	256	NUM
easat-8431	171	23	.	.	PUNCT
easat-8431	172	1	the	the	DET
easat-8431	172	2	dropout	dropout	NOUN
easat-8431	172	3	layer	layer	NOUN
easat-8431	172	4	is	be	AUX
easat-8431	172	5	applied	apply	VERB
easat-8431	172	6	to	to	ADP
easat-8431	172	7	the	the	DET
easat-8431	172	8	model	model	NOUN
easat-8431	172	9	to	to	PART
easat-8431	172	10	suppress	suppress	VERB
easat-8431	172	11	overfitting	overfitting	NOUN
easat-8431	172	12	,	,	PUNCT
easat-8431	172	13	and	and	CCONJ
easat-8431	172	14	the	the	DET
easat-8431	172	15	ratio	ratio	NOUN
easat-8431	172	16	is	be	AUX
easat-8431	172	17	set	set	VERB
easat-8431	172	18	to	to	ADP
easat-8431	172	19	0.3	0.3	NUM
easat-8431	172	20	.	.	PUNCT
easat-8431	173	1	the	the	DET
easat-8431	173	2	context	context	NOUN
easat-8431	173	3	modeling	modeling	NOUN
easat-8431	173	4	part	part	NOUN
easat-8431	173	5	is	be	AUX
easat-8431	173	6	embedded	embed	VERB
easat-8431	173	7	in	in	ADP
easat-8431	173	8	a	a	DET
easat-8431	173	9	single	single	ADJ
easat-8431	173	10	-	-	PUNCT
easat-8431	173	11	layer	layer	NOUN
easat-8431	173	12	gru	gru	NOUN
easat-8431	173	13	(	(	PUNCT
easat-8431	173	14	gated	gate	VERB
easat-8431	173	15	recurrent	recurrent	ADJ
easat-8431	173	16	unit	unit	NOUN
easat-8431	173	17	)	)	PUNCT
easat-8431	173	18	with	with	ADP
easat-8431	173	19	128	128	NUM
easat-8431	173	20	hidden	hide	VERB
easat-8431	173	21	units	unit	NOUN
easat-8431	173	22	,	,	PUNCT
easat-8431	173	23	which	which	PRON
easat-8431	173	24	is	be	AUX
easat-8431	173	25	used	use	VERB
easat-8431	173	26	to	to	PART
easat-8431	173	27	learn	learn	VERB
easat-8431	173	28	the	the	DET
easat-8431	173	29	temporal	temporal	ADJ
easat-8431	173	30	dependencies	dependency	NOUN
easat-8431	173	31	in	in	ADP
easat-8431	173	32	the	the	DET
easat-8431	173	33	context	context	NOUN
easat-8431	173	34	of	of	ADP
easat-8431	173	35	continuous	continuous	ADJ
easat-8431	173	36	teaching	teaching	NOUN
easat-8431	173	37	.	.	PUNCT
easat-8431	174	1	the	the	DET
easat-8431	174	2	training	training	NOUN
easat-8431	174	3	optimizer	optimizer	NOUN
easat-8431	174	4	is	be	AUX
easat-8431	174	5	adam	adam	PROPN
easat-8431	174	6	,	,	PUNCT
easat-8431	174	7	the	the	DET
easat-8431	174	8	initial	initial	ADJ
easat-8431	174	9	learning	learning	NOUN
easat-8431	174	10	rate	rate	NOUN
easat-8431	174	11	is	be	AUX
easat-8431	174	12	set	set	VERB
easat-8431	174	13	to	to	ADP
easat-8431	174	14	1e-4	1e-4	NUM
easat-8431	174	15	,	,	PUNCT
easat-8431	174	16	the	the	DET
easat-8431	174	17	number	number	NOUN
easat-8431	174	18	of	of	ADP
easat-8431	174	19	training	training	NOUN
easat-8431	174	20	rounds	round	NOUN
easat-8431	174	21	is	be	AUX
easat-8431	174	22	40	40	NUM
easat-8431	174	23	,	,	PUNCT
easat-8431	174	24	and	and	CCONJ
easat-8431	174	25	the	the	DET
easat-8431	174	26	multi	multi	ADJ
easat-8431	174	27	-	-	ADJ
easat-8431	174	28	label	label	ADJ
easat-8431	174	29	cross	cross	ADJ
easat-8431	174	30	-	-	ADJ
easat-8431	174	31	entropy	entropy	ADJ
easat-8431	174	32	loss	loss	NOUN
easat-8431	174	33	function	function	NOUN
easat-8431	174	34	is	be	AUX
easat-8431	174	35	used	use	VERB
easat-8431	174	36	for	for	ADP
easat-8431	174	37	error	error	NOUN
easat-8431	174	38	backpropagation	backpropagation	NOUN
easat-8431	174	39	.	.	PUNCT
easat-8431	175	1	the	the	DET
easat-8431	175	2	early	early	ADJ
easat-8431	175	3	stopping	stopping	NOUN
easat-8431	175	4	mechanism	mechanism	NOUN
easat-8431	175	5	dynamically	dynamically	ADV
easat-8431	175	6	determines	determine	VERB
easat-8431	175	7	the	the	DET
easat-8431	175	8	convergence	convergence	NOUN
easat-8431	175	9	based	base	VERB
easat-8431	175	10	on	on	ADP
easat-8431	175	11	the	the	DET
easat-8431	175	12	change	change	NOUN
easat-8431	175	13	of	of	ADP
easat-8431	175	14	the	the	DET
easat-8431	175	15	f1	f1	NOUN
easat-8431	175	16	-	-	PUNCT
easat-8431	175	17	score	score	NOUN
easat-8431	175	18	of	of	ADP
easat-8431	175	19	the	the	DET
easat-8431	175	20	validation	validation	NOUN
easat-8431	175	21	set	set	NOUN
easat-8431	175	22	.	.	PUNCT
easat-8431	176	1	2544	2544	NUM
easat-8431	176	2	edelweiss	edelweiss	PROPN
easat-8431	176	3	applied	apply	VERB
easat-8431	176	4	science	science	NOUN
easat-8431	176	5	and	and	CCONJ
easat-8431	176	6	technology	technology	NOUN
easat-8431	176	7	issn	issn	PROPN
easat-8431	176	8	:	:	PUNCT
easat-8431	176	9	2576	2576	NUM
easat-8431	176	10	-	-	SYM
easat-8431	176	11	8484	8484	NUM
easat-8431	176	12	vol	vol	NOUN
easat-8431	176	13	.	.	PROPN
easat-8431	177	1	9	9	NUM
easat-8431	177	2	,	,	PUNCT
easat-8431	177	3	no	no	INTJ
easat-8431	177	4	.	.	NOUN
easat-8431	178	1	6	6	NUM
easat-8431	178	2	:	:	SYM
easat-8431	178	3	2536	2536	NUM
easat-8431	178	4	-	-	SYM
easat-8431	178	5	2552	2552	NUM
easat-8431	178	6	,	,	PUNCT
easat-8431	178	7	2025	2025	NUM
easat-8431	178	8	doi	doi	NOUN
easat-8431	178	9	:	:	PUNCT
easat-8431	178	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	178	11	©	©	ADP
easat-8431	178	12	2025	2025	NUM
easat-8431	178	13	by	by	ADP
easat-8431	178	14	the	the	DET
easat-8431	178	15	authors	author	NOUN
easat-8431	178	16	;	;	PUNCT
easat-8431	178	17	licensee	licensee	PROPN
easat-8431	178	18	learning	learning	NOUN
easat-8431	178	19	gate	gate	VERB
easat-8431	178	20	the	the	DET
easat-8431	178	21	ppo	ppo	PROPN
easat-8431	178	22	feedback	feedback	NOUN
easat-8431	178	23	strategy	strategy	NOUN
easat-8431	178	24	adopts	adopt	VERB
easat-8431	178	25	a	a	DET
easat-8431	178	26	dual	dual	ADJ
easat-8431	178	27	network	network	NOUN
easat-8431	178	28	structure	structure	NOUN
easat-8431	178	29	,	,	PUNCT
easat-8431	178	30	with	with	ADP
easat-8431	178	31	the	the	DET
easat-8431	178	32	policy	policy	NOUN
easat-8431	178	33	network	network	NOUN
easat-8431	178	34	and	and	CCONJ
easat-8431	178	35	the	the	DET
easat-8431	178	36	value	value	NOUN
easat-8431	178	37	function	function	NOUN
easat-8431	178	38	network	network	NOUN
easat-8431	178	39	configured	configure	VERB
easat-8431	178	40	symmetrically	symmetrically	ADV
easat-8431	178	41	.	.	PUNCT
easat-8431	179	1	the	the	DET
easat-8431	179	2	policy	policy	NOUN
easat-8431	179	3	network	network	NOUN
easat-8431	179	4	input	input	NOUN
easat-8431	179	5	is	be	AUX
easat-8431	179	6	the	the	DET
easat-8431	179	7	current	current	ADJ
easat-8431	179	8	fused	fuse	VERB
easat-8431	179	9	state	state	NOUN
easat-8431	179	10	vector	vector	NOUN
easat-8431	179	11	and	and	CCONJ
easat-8431	179	12	the	the	DET
easat-8431	179	13	last	last	ADJ
easat-8431	179	14	three	three	NUM
easat-8431	179	15	rounds	round	NOUN
easat-8431	179	16	of	of	ADP
easat-8431	179	17	feedback	feedback	NOUN
easat-8431	179	18	embedding	embed	VERB
easat-8431	179	19	,	,	PUNCT
easat-8431	179	20	totaling	total	VERB
easat-8431	179	21	about	about	ADV
easat-8431	179	22	256	256	NUM
easat-8431	179	23	dimensions	dimension	NOUN
easat-8431	179	24	,	,	PUNCT
easat-8431	179	25	with	with	ADP
easat-8431	179	26	a	a	DET
easat-8431	179	27	two	two	NUM
easat-8431	179	28	-	-	PUNCT
easat-8431	179	29	layer	layer	NOUN
easat-8431	179	30	mlp	mlp	NOUN
easat-8431	179	31	(	(	PUNCT
easat-8431	179	32	multilayer	multilayer	PROPN
easat-8431	179	33	perceptron	perceptron	PROPN
easat-8431	179	34	)	)	PUNCT
easat-8431	179	35	structure	structure	NOUN
easat-8431	179	36	,	,	PUNCT
easat-8431	179	37	with	with	ADP
easat-8431	179	38	128	128	NUM
easat-8431	179	39	and	and	CCONJ
easat-8431	179	40	64	64	NUM
easat-8431	179	41	hidden	hide	VERB
easat-8431	179	42	units	unit	NOUN
easat-8431	179	43	,	,	PUNCT
easat-8431	179	44	respectively	respectively	ADV
easat-8431	179	45	,	,	PUNCT
easat-8431	179	46	the	the	DET
easat-8431	179	47	activation	activation	NOUN
easat-8431	179	48	function	function	NOUN
easat-8431	179	49	is	be	AUX
easat-8431	179	50	relu	relu	NOUN
easat-8431	179	51	,	,	PUNCT
easat-8431	179	52	and	and	CCONJ
easat-8431	179	53	the	the	DET
easat-8431	179	54	output	output	NOUN
easat-8431	179	55	layer	layer	NOUN
easat-8431	179	56	is	be	AUX
easat-8431	179	57	connected	connect	VERB
easat-8431	179	58	to	to	ADP
easat-8431	179	59	the	the	DET
easat-8431	179	60	softmax	softmax	NOUN
easat-8431	179	61	distribution	distribution	NOUN
easat-8431	179	62	.	.	PUNCT
easat-8431	180	1	in	in	ADP
easat-8431	180	2	ppo	ppo	PROPN
easat-8431	180	3	training	training	NOUN
easat-8431	180	4	,	,	PUNCT
easat-8431	180	5	the	the	DET
easat-8431	180	6	shear	shear	NOUN
easat-8431	180	7	coefficient	coefficient	NOUN
easat-8431	180	8	is	be	AUX
easat-8431	180	9	set	set	VERB
easat-8431	180	10	to	to	ADP
easat-8431	180	11	0.2	0.2	NUM
easat-8431	180	12	,	,	PUNCT
easat-8431	180	13	the	the	DET
easat-8431	180	14	gae	gae	NOUN
easat-8431	180	15	(	(	PUNCT
easat-8431	180	16	generalized	generalized	ADJ
easat-8431	180	17	advantage	advantage	NOUN
easat-8431	180	18	estimation	estimation	NOUN
easat-8431	180	19	)	)	PUNCT
easat-8431	180	20	parameter	parameter	NOUN
easat-8431	180	21	is	be	AUX
easat-8431	180	22	set	set	VERB
easat-8431	180	23	to	to	ADP
easat-8431	180	24	0.95	0.95	NUM
easat-8431	180	25	,	,	PUNCT
easat-8431	180	26	the	the	DET
easat-8431	180	27	discount	discount	NOUN
easat-8431	180	28	factor	factor	NOUN
easat-8431	180	29	is	be	AUX
easat-8431	180	30	set	set	VERB
easat-8431	180	31	to	to	ADP
easat-8431	180	32	0.9	0.9	NUM
easat-8431	180	33	,	,	PUNCT
easat-8431	180	34	and	and	CCONJ
easat-8431	180	35	the	the	DET
easat-8431	180	36	entropy	entropy	PROPN
easat-8431	180	37	regularization	regularization	NOUN
easat-8431	180	38	term	term	NOUN
easat-8431	180	39	coefficient	coefficient	NOUN
easat-8431	180	40	is	be	AUX
easat-8431	180	41	set	set	VERB
easat-8431	180	42	to	to	ADP
easat-8431	180	43	0.01	0.01	NUM
easat-8431	180	44	.	.	PUNCT
easat-8431	181	1	the	the	DET
easat-8431	181	2	number	number	NOUN
easat-8431	181	3	of	of	ADP
easat-8431	181	4	interaction	interaction	NOUN
easat-8431	181	5	steps	step	NOUN
easat-8431	181	6	per	per	ADP
easat-8431	181	7	round	round	NOUN
easat-8431	181	8	is	be	AUX
easat-8431	181	9	set	set	VERB
easat-8431	181	10	to	to	ADP
easat-8431	181	11	50	50	NUM
easat-8431	181	12	,	,	PUNCT
easat-8431	181	13	the	the	DET
easat-8431	181	14	total	total	ADJ
easat-8431	181	15	number	number	NOUN
easat-8431	181	16	of	of	ADP
easat-8431	181	17	episodes	episode	NOUN
easat-8431	181	18	is	be	AUX
easat-8431	181	19	set	set	VERB
easat-8431	181	20	to	to	ADP
easat-8431	181	21	10	10	NUM
easat-8431	181	22	,	,	PUNCT
easat-8431	181	23	the	the	DET
easat-8431	181	24	policy	policy	NOUN
easat-8431	181	25	buffer	buffer	NOUN
easat-8431	181	26	capacity	capacity	NOUN
easat-8431	181	27	is	be	AUX
easat-8431	181	28	set	set	VERB
easat-8431	181	29	to	to	ADP
easat-8431	181	30	1000	1000	NUM
easat-8431	181	31	,	,	PUNCT
easat-8431	181	32	and	and	CCONJ
easat-8431	181	33	the	the	DET
easat-8431	181	34	time	time	NOUN
easat-8431	181	35	difference	difference	NOUN
easat-8431	181	36	method	method	NOUN
easat-8431	181	37	is	be	AUX
easat-8431	181	38	used	use	VERB
easat-8431	181	39	to	to	PART
easat-8431	181	40	estimate	estimate	VERB
easat-8431	181	41	the	the	DET
easat-8431	181	42	return	return	NOUN
easat-8431	181	43	.	.	PUNCT
easat-8431	182	1	the	the	DET
easat-8431	182	2	strategy	strategy	NOUN
easat-8431	182	3	update	update	NOUN
easat-8431	182	4	saves	save	VERB
easat-8431	182	5	the	the	DET
easat-8431	182	6	weight	weight	NOUN
easat-8431	182	7	every	every	DET
easat-8431	182	8	2	2	NUM
easat-8431	182	9	rounds	round	NOUN
easat-8431	182	10	,	,	PUNCT
easat-8431	182	11	and	and	CCONJ
easat-8431	182	12	the	the	DET
easat-8431	182	13	convergence	convergence	NOUN
easat-8431	182	14	criterion	criterion	NOUN
easat-8431	182	15	is	be	AUX
easat-8431	182	16	that	that	SCONJ
easat-8431	182	17	the	the	DET
easat-8431	182	18	average	average	ADJ
easat-8431	182	19	reward	reward	NOUN
easat-8431	182	20	increases	increase	VERB
easat-8431	182	21	by	by	ADP
easat-8431	182	22	less	less	ADJ
easat-8431	182	23	than	than	ADP
easat-8431	182	24	1	1	NUM
easat-8431	182	25	%	%	NOUN
easat-8431	182	26	for	for	ADP
easat-8431	182	27	three	three	NUM
easat-8431	182	28	consecutive	consecutive	ADJ
easat-8431	182	29	rounds	round	NOUN
easat-8431	182	30	.	.	PUNCT
easat-8431	183	1	the	the	DET
easat-8431	183	2	key	key	ADJ
easat-8431	183	3	parameter	parameter	NOUN
easat-8431	183	4	settings	setting	NOUN
easat-8431	183	5	of	of	ADP
easat-8431	183	6	the	the	DET
easat-8431	183	7	model	model	NOUN
easat-8431	183	8	are	be	AUX
easat-8431	183	9	shown	show	VERB
easat-8431	183	10	in	in	ADP
easat-8431	183	11	table	table	NOUN
easat-8431	183	12	2	2	NUM
easat-8431	183	13	.	.	PUNCT
easat-8431	183	14	table	table	NOUN
easat-8431	183	15	2	2	NUM
easat-8431	183	16	.	.	PUNCT
easat-8431	183	17	key	key	ADJ
easat-8431	183	18	parameter	parameter	NOUN
easat-8431	183	19	settings	setting	NOUN
easat-8431	183	20	of	of	ADP
easat-8431	183	21	the	the	DET
easat-8431	183	22	model	model	NOUN
easat-8431	183	23	.	.	PUNCT
easat-8431	184	1	module	module	NOUN
easat-8431	184	2	parameter	parameter	NOUN
easat-8431	184	3	setting	set	VERB
easat-8431	184	4	value	value	NOUN
easat-8431	184	5	transformer	transformer	NOUN
easat-8431	184	6	encoder	encoder	NOUN
easat-8431	184	7	number	number	NOUN
easat-8431	184	8	of	of	ADP
easat-8431	184	9	layers	layer	NOUN
easat-8431	184	10	2	2	NUM
easat-8431	184	11	attention	attention	NOUN
easat-8431	184	12	heads	head	NOUN
easat-8431	184	13	per	per	ADP
easat-8431	184	14	layer	layer	NOUN
easat-8431	184	15	4	4	NUM
easat-8431	184	16	modal	modal	NOUN
easat-8431	184	17	mapping	mapping	NOUN
easat-8431	184	18	dimension	dimension	NOUN
easat-8431	184	19	unified	unified	ADJ
easat-8431	184	20	dimension	dimension	NOUN
easat-8431	184	21	for	for	ADP
easat-8431	184	22	all	all	DET
easat-8431	184	23	modalities	modality	NOUN
easat-8431	184	24	128	128	NUM
easat-8431	184	25	gru	gru	NOUN
easat-8431	184	26	hidden	hide	VERB
easat-8431	184	27	units	unit	NOUN
easat-8431	184	28	dynamic	dynamic	ADJ
easat-8431	184	29	context	context	NOUN
easat-8431	184	30	modeling	model	VERB
easat-8431	184	31	128	128	NUM
easat-8431	184	32	initial	initial	ADJ
easat-8431	184	33	learning	learning	NOUN
easat-8431	184	34	rate	rate	NOUN
easat-8431	184	35	adam	adam	PROPN
easat-8431	184	36	optimizer	optimizer	PROPN
easat-8431	184	37	1e-4	1e-4	PROPN
easat-8431	184	38	dropout	dropout	NOUN
easat-8431	184	39	rate	rate	NOUN
easat-8431	184	40	applied	apply	VERB
easat-8431	184	41	throughout	throughout	ADP
easat-8431	184	42	model	model	NOUN
easat-8431	184	43	0.3	0.3	NUM
easat-8431	184	44	policy	policy	NOUN
easat-8431	184	45	network	network	NOUN
easat-8431	184	46	structure	structure	NOUN
easat-8431	184	47	mlp	mlp	NOUN
easat-8431	184	48	hidden	hide	VERB
easat-8431	184	49	layers	layer	NOUN
easat-8431	184	50	[	[	X
easat-8431	184	51	128	128	NUM
easat-8431	184	52	,	,	PUNCT
easat-8431	184	53	64	64	NUM
easat-8431	184	54	]	]	PUNCT
easat-8431	184	55	ppo	ppo	PROPN
easat-8431	184	56	clipping	clip	VERB
easat-8431	184	57	coefficient	coefficient	NOUN
easat-8431	184	58	ε	ε	PROPN
easat-8431	184	59	0.2	0.2	NUM
easat-8431	184	60	discount	discount	NOUN
easat-8431	184	61	factor	factor	NOUN
easat-8431	184	62	γ	γ	PROPN
easat-8431	184	63	0.9	0.9	NUM
easat-8431	184	64	gae	gae	PROPN
easat-8431	184	65	parameter	parameter	NOUN
easat-8431	184	66	λ	λ	PROPN
easat-8431	184	67	0.95	0.95	NUM
easat-8431	184	68	4.3	4.3	NUM
easat-8431	184	69	.	.	PUNCT
easat-8431	185	1	teaching	teach	VERB
easat-8431	185	2	experiment	experiment	NOUN
easat-8431	185	3	93	93	NUM
easat-8431	185	4	students	student	NOUN
easat-8431	185	5	are	be	AUX
easat-8431	185	6	randomly	randomly	ADV
easat-8431	185	7	divided	divide	VERB
easat-8431	185	8	into	into	ADP
easat-8431	185	9	three	three	NUM
easat-8431	185	10	groups	group	NOUN
easat-8431	185	11	,	,	PUNCT
easat-8431	185	12	corresponding	correspond	VERB
easat-8431	185	13	to	to	ADP
easat-8431	185	14	the	the	DET
easat-8431	185	15	traditional	traditional	ADJ
easat-8431	185	16	teaching	teaching	NOUN
easat-8431	185	17	group	group	NOUN
easat-8431	185	18	(	(	PUNCT
easat-8431	185	19	group	group	NOUN
easat-8431	185	20	1	1	NUM
easat-8431	185	21	)	)	PUNCT
easat-8431	185	22	,	,	PUNCT
easat-8431	185	23	the	the	DET
easat-8431	185	24	general	general	ADJ
easat-8431	185	25	discourse	discourse	NOUN
easat-8431	185	26	analysis	analysis	NOUN
easat-8431	185	27	assisted	assist	VERB
easat-8431	185	28	teaching	teaching	NOUN
easat-8431	185	29	group	group	NOUN
easat-8431	185	30	(	(	PUNCT
easat-8431	185	31	group	group	NOUN
easat-8431	185	32	2	2	NUM
easat-8431	185	33	)	)	PUNCT
easat-8431	185	34	,	,	PUNCT
easat-8431	185	35	and	and	CCONJ
easat-8431	185	36	the	the	DET
easat-8431	185	37	multimodal	multimodal	ADJ
easat-8431	185	38	intelligent	intelligent	ADJ
easat-8431	185	39	discourse	discourse	NOUN
easat-8431	185	40	analysis	analysis	NOUN
easat-8431	185	41	assisted	assist	VERB
easat-8431	185	42	teaching	teaching	NOUN
easat-8431	185	43	group	group	NOUN
easat-8431	185	44	based	base	VERB
easat-8431	185	45	on	on	ADP
easat-8431	185	46	this	this	DET
easat-8431	185	47	paper	paper	NOUN
easat-8431	185	48	(	(	PUNCT
easat-8431	185	49	group	group	NOUN
easat-8431	185	50	3	3	NUM
easat-8431	185	51	)	)	PUNCT
easat-8431	185	52	.	.	PUNCT
easat-8431	186	1	all	all	DET
easat-8431	186	2	experiments	experiment	NOUN
easat-8431	186	3	are	be	AUX
easat-8431	186	4	carried	carry	VERB
easat-8431	186	5	out	out	ADP
easat-8431	186	6	in	in	ADP
easat-8431	186	7	a	a	DET
easat-8431	186	8	standard	standard	ADJ
easat-8431	186	9	multimedia	multimedia	NOUN
easat-8431	186	10	classroom	classroom	NOUN
easat-8431	186	11	environment	environment	NOUN
easat-8431	186	12	,	,	PUNCT
easat-8431	186	13	and	and	CCONJ
easat-8431	186	14	the	the	DET
easat-8431	186	15	teaching	teaching	NOUN
easat-8431	186	16	equipment	equipment	NOUN
easat-8431	186	17	and	and	CCONJ
easat-8431	186	18	acquisition	acquisition	NOUN
easat-8431	186	19	configuration	configuration	NOUN
easat-8431	186	20	remained	remain	VERB
easat-8431	186	21	consistent	consistent	ADJ
easat-8431	186	22	.	.	PUNCT
easat-8431	187	1	the	the	DET
easat-8431	187	2	traditional	traditional	ADJ
easat-8431	187	3	teaching	teaching	NOUN
easat-8431	187	4	group	group	NOUN
easat-8431	187	5	adopts	adopt	VERB
easat-8431	187	6	conventional	conventional	ADJ
easat-8431	187	7	high	high	ADJ
easat-8431	187	8	school	school	NOUN
easat-8431	187	9	english	english	PROPN
easat-8431	187	10	teaching	teaching	NOUN
easat-8431	187	11	content	content	NOUN
easat-8431	187	12	and	and	CCONJ
easat-8431	187	13	methods	method	NOUN
easat-8431	187	14	without	without	ADP
easat-8431	187	15	any	any	DET
easat-8431	187	16	artificial	artificial	ADJ
easat-8431	187	17	intelligence	intelligence	NOUN
easat-8431	187	18	auxiliary	auxiliary	ADJ
easat-8431	187	19	tools	tool	NOUN
easat-8431	187	20	.	.	PUNCT
easat-8431	188	1	the	the	DET
easat-8431	188	2	general	general	ADJ
easat-8431	188	3	discourse	discourse	NOUN
easat-8431	188	4	analysis	analysis	NOUN
easat-8431	188	5	assisted	assist	VERB
easat-8431	188	6	teaching	teaching	NOUN
easat-8431	188	7	group	group	NOUN
easat-8431	188	8	provides	provide	VERB
easat-8431	188	9	assisted	assist	VERB
easat-8431	188	10	teaching	teaching	NOUN
easat-8431	188	11	based	base	VERB
easat-8431	188	12	on	on	ADP
easat-8431	188	13	unimodal	unimodal	ADJ
easat-8431	188	14	text	text	NOUN
easat-8431	188	15	discourse	discourse	NOUN
easat-8431	188	16	analysis	analysis	NOUN
easat-8431	188	17	technology	technology	NOUN
easat-8431	188	18	.	.	PUNCT
easat-8431	189	1	the	the	DET
easat-8431	189	2	system	system	NOUN
easat-8431	189	3	only	only	ADV
easat-8431	189	4	uses	use	VERB
easat-8431	189	5	transcribed	transcribe	VERB
easat-8431	189	6	text	text	NOUN
easat-8431	189	7	data	datum	NOUN
easat-8431	189	8	to	to	PART
easat-8431	189	9	analyze	analyze	VERB
easat-8431	189	10	and	and	CCONJ
easat-8431	189	11	provide	provide	VERB
easat-8431	189	12	feedback	feedback	NOUN
easat-8431	189	13	on	on	ADP
easat-8431	189	14	classroom	classroom	NOUN
easat-8431	189	15	discourse	discourse	NOUN
easat-8431	189	16	.	.	PUNCT
easat-8431	190	1	the	the	DET
easat-8431	190	2	feedback	feedback	NOUN
easat-8431	190	3	strategy	strategy	NOUN
easat-8431	190	4	is	be	AUX
easat-8431	190	5	relatively	relatively	ADV
easat-8431	190	6	static	static	ADJ
easat-8431	190	7	and	and	CCONJ
easat-8431	190	8	lacks	lack	VERB
easat-8431	190	9	cross	cross	ADJ
easat-8431	190	10	-	-	ADJ
easat-8431	190	11	modal	modal	ADJ
easat-8431	190	12	context	context	NOUN
easat-8431	190	13	perception	perception	NOUN
easat-8431	190	14	capabilities	capability	NOUN
easat-8431	190	15	.	.	PUNCT
easat-8431	191	1	this	this	DET
easat-8431	191	2	group	group	NOUN
easat-8431	191	3	fully	fully	ADV
easat-8431	191	4	applies	apply	VERB
easat-8431	191	5	the	the	DET
easat-8431	191	6	multimodal	multimodal	ADJ
easat-8431	191	7	discourse	discourse	NOUN
easat-8431	191	8	analysis	analysis	NOUN
easat-8431	191	9	model	model	NOUN
easat-8431	191	10	and	and	CCONJ
easat-8431	191	11	adaptive	adaptive	ADJ
easat-8431	191	12	feedback	feedback	NOUN
easat-8431	191	13	mechanism	mechanism	NOUN
easat-8431	191	14	based	base	VERB
easat-8431	191	15	on	on	ADP
easat-8431	191	16	voice	voice	NOUN
easat-8431	191	17	,	,	PUNCT
easat-8431	191	18	text	text	NOUN
easat-8431	191	19	,	,	PUNCT
easat-8431	191	20	facial	facial	ADJ
easat-8431	191	21	expressions	expression	NOUN
easat-8431	191	22	,	,	PUNCT
easat-8431	191	23	and	and	CCONJ
easat-8431	191	24	body	body	NOUN
easat-8431	191	25	movements	movement	NOUN
easat-8431	191	26	to	to	PART
easat-8431	191	27	capture	capture	VERB
easat-8431	191	28	the	the	DET
easat-8431	191	29	semantic	semantic	ADJ
easat-8431	191	30	and	and	CCONJ
easat-8431	191	31	emotional	emotional	ADJ
easat-8431	191	32	changes	change	NOUN
easat-8431	191	33	of	of	ADP
easat-8431	191	34	teachers	teacher	NOUN
easat-8431	191	35	and	and	CCONJ
easat-8431	191	36	students	student	NOUN
easat-8431	191	37	in	in	ADP
easat-8431	191	38	real	real	ADJ
easat-8431	191	39	-	-	PUNCT
easat-8431	191	40	time	time	NOUN
easat-8431	191	41	and	and	CCONJ
easat-8431	191	42	realize	realize	VERB
easat-8431	191	43	intelligent	intelligent	ADJ
easat-8431	191	44	teaching	teaching	NOUN
easat-8431	191	45	feedback	feedback	NOUN
easat-8431	191	46	driven	drive	VERB
easat-8431	191	47	by	by	ADP
easat-8431	191	48	dynamic	dynamic	ADJ
easat-8431	191	49	context	context	NOUN
easat-8431	191	50	.	.	PUNCT
easat-8431	192	1	the	the	DET
easat-8431	192	2	three	three	NUM
easat-8431	192	3	groups	group	NOUN
easat-8431	192	4	of	of	ADP
easat-8431	192	5	experiments	experiment	NOUN
easat-8431	192	6	last	last	ADJ
easat-8431	192	7	for	for	ADP
easat-8431	192	8	one	one	NUM
easat-8431	192	9	semester	semester	NOUN
easat-8431	192	10	,	,	PUNCT
easat-8431	192	11	covering	cover	VERB
easat-8431	192	12	the	the	DET
easat-8431	192	13	same	same	ADJ
easat-8431	192	14	14	14	NUM
easat-8431	192	15	teaching	teaching	NOUN
easat-8431	192	16	units	unit	NOUN
easat-8431	192	17	to	to	PART
easat-8431	192	18	ensure	ensure	VERB
easat-8431	192	19	the	the	DET
easat-8431	192	20	consistency	consistency	NOUN
easat-8431	192	21	of	of	ADP
easat-8431	192	22	teaching	teaching	NOUN
easat-8431	192	23	content	content	NOUN
easat-8431	192	24	and	and	CCONJ
easat-8431	192	25	teaching	teaching	NOUN
easat-8431	192	26	progress	progress	NOUN
easat-8431	192	27	.	.	PUNCT
easat-8431	193	1	each	each	DET
easat-8431	193	2	group	group	NOUN
easat-8431	193	3	of	of	ADP
easat-8431	193	4	experiments	experiment	NOUN
easat-8431	193	5	is	be	AUX
easat-8431	193	6	equipped	equip	VERB
easat-8431	193	7	with	with	ADP
easat-8431	193	8	english	english	ADJ
easat-8431	193	9	teachers	teacher	NOUN
easat-8431	193	10	with	with	ADP
easat-8431	193	11	the	the	DET
easat-8431	193	12	same	same	ADJ
easat-8431	193	13	qualifications	qualification	NOUN
easat-8431	193	14	to	to	PART
easat-8431	193	15	teach	teach	VERB
easat-8431	193	16	.	.	PUNCT
easat-8431	194	1	the	the	DET
easat-8431	194	2	teachers	teacher	NOUN
easat-8431	194	3	maintain	maintain	VERB
easat-8431	194	4	their	their	PRON
easat-8431	194	5	original	original	ADJ
easat-8431	194	6	teaching	teaching	NOUN
easat-8431	194	7	style	style	NOUN
easat-8431	194	8	in	in	ADP
easat-8431	194	9	the	the	DET
easat-8431	194	10	traditional	traditional	ADJ
easat-8431	194	11	group	group	NOUN
easat-8431	194	12	and	and	CCONJ
easat-8431	194	13	provide	provide	VERB
easat-8431	194	14	feedback	feedback	NOUN
easat-8431	194	15	according	accord	VERB
easat-8431	194	16	to	to	ADP
easat-8431	194	17	the	the	DET
easat-8431	194	18	system	system	NOUN
easat-8431	194	19	suggestions	suggestion	NOUN
easat-8431	194	20	in	in	ADP
easat-8431	194	21	the	the	DET
easat-8431	194	22	auxiliary	auxiliary	ADJ
easat-8431	194	23	teaching	teaching	NOUN
easat-8431	194	24	group	group	NOUN
easat-8431	194	25	.	.	PUNCT
easat-8431	195	1	in	in	ADP
easat-8431	195	2	addition	addition	NOUN
easat-8431	195	3	to	to	ADP
easat-8431	195	4	the	the	DET
easat-8431	195	5	formal	formal	ADJ
easat-8431	195	6	model	model	NOUN
easat-8431	195	7	training	training	NOUN
easat-8431	195	8	and	and	CCONJ
easat-8431	195	9	teaching	teaching	NOUN
easat-8431	195	10	experiments	experiment	NOUN
easat-8431	195	11	,	,	PUNCT
easat-8431	195	12	two	two	NUM
easat-8431	195	13	ablation	ablation	NOUN
easat-8431	195	14	experiments	experiment	NOUN
easat-8431	195	15	are	be	AUX
easat-8431	195	16	designed	design	VERB
easat-8431	195	17	to	to	PART
easat-8431	195	18	verify	verify	VERB
easat-8431	195	19	the	the	DET
easat-8431	195	20	impact	impact	NOUN
easat-8431	195	21	of	of	ADP
easat-8431	195	22	the	the	DET
easat-8431	195	23	key	key	ADJ
easat-8431	195	24	modules	module	NOUN
easat-8431	195	25	of	of	ADP
easat-8431	195	26	the	the	DET
easat-8431	195	27	system	system	NOUN
easat-8431	195	28	on	on	ADP
easat-8431	195	29	semantic	semantic	ADJ
easat-8431	195	30	recognition	recognition	NOUN
easat-8431	195	31	and	and	CCONJ
easat-8431	195	32	teaching	teach	VERB
easat-8431	195	33	feedback	feedback	NOUN
easat-8431	195	34	quality	quality	NOUN
easat-8431	195	35	.	.	PUNCT
easat-8431	196	1	the	the	DET
easat-8431	196	2	first	first	ADJ
easat-8431	196	3	ablation	ablation	NOUN
easat-8431	196	4	experiment	experiment	NOUN
easat-8431	196	5	removes	remove	VERB
easat-8431	196	6	the	the	DET
easat-8431	196	7	multimodal	multimodal	NOUN
easat-8431	196	8	input	input	NOUN
easat-8431	196	9	and	and	CCONJ
easat-8431	196	10	retains	retain	VERB
easat-8431	196	11	only	only	ADV
easat-8431	196	12	the	the	DET
easat-8431	196	13	text	text	NOUN
easat-8431	196	14	corpus	corpus	NOUN
easat-8431	196	15	input	input	NOUN
easat-8431	196	16	.	.	PUNCT
easat-8431	197	1	the	the	DET
easat-8431	197	2	output	output	NOUN
easat-8431	197	3	is	be	AUX
easat-8431	197	4	used	use	VERB
easat-8431	197	5	to	to	PART
easat-8431	197	6	compare	compare	VERB
easat-8431	197	7	the	the	DET
easat-8431	197	8	semantic	semantic	ADJ
easat-8431	197	9	recognition	recognition	NOUN
easat-8431	197	10	accuracy	accuracy	NOUN
easat-8431	197	11	and	and	CCONJ
easat-8431	197	12	analyze	analyze	VERB
easat-8431	197	13	the	the	DET
easat-8431	197	14	recognition	recognition	NOUN
easat-8431	197	15	gain	gain	NOUN
easat-8431	197	16	of	of	ADP
easat-8431	197	17	the	the	DET
easat-8431	197	18	multimodal	multimodal	ADJ
easat-8431	197	19	discourse	discourse	NOUN
easat-8431	197	20	analysis	analysis	NOUN
easat-8431	197	21	model	model	NOUN
easat-8431	197	22	after	after	ADP
easat-8431	197	23	the	the	DET
easat-8431	197	24	introduction	introduction	NOUN
easat-8431	197	25	of	of	ADP
easat-8431	197	26	modal	modal	ADJ
easat-8431	197	27	features	feature	NOUN
easat-8431	197	28	such	such	ADJ
easat-8431	197	29	as	as	ADP
easat-8431	197	30	expressions	expression	NOUN
easat-8431	197	31	and	and	CCONJ
easat-8431	197	32	actions	action	NOUN
easat-8431	197	33	;	;	PUNCT
easat-8431	197	34	the	the	DET
easat-8431	197	35	second	second	ADJ
easat-8431	197	36	ablation	ablation	NOUN
easat-8431	197	37	experiment	experiment	NOUN
easat-8431	197	38	targets	target	VERB
easat-8431	197	39	the	the	DET
easat-8431	197	40	teacher	teacher	NOUN
easat-8431	197	41	experience	experience	NOUN
easat-8431	197	42	distillation	distillation	NOUN
easat-8431	197	43	module	module	NOUN
easat-8431	197	44	.	.	PUNCT
easat-8431	198	1	while	while	SCONJ
easat-8431	198	2	keeping	keep	VERB
easat-8431	198	3	the	the	DET
easat-8431	198	4	rest	rest	NOUN
easat-8431	198	5	of	of	ADP
easat-8431	198	6	the	the	DET
easat-8431	198	7	model	model	NOUN
easat-8431	198	8	structure	structure	NOUN
easat-8431	198	9	and	and	CCONJ
easat-8431	198	10	parameters	parameter	NOUN
easat-8431	198	11	consistent	consistent	ADJ
easat-8431	198	12	,	,	PUNCT
easat-8431	198	13	the	the	DET
easat-8431	198	14	2545	2545	NUM
easat-8431	198	15	edelweiss	edelweiss	PROPN
easat-8431	198	16	applied	apply	VERB
easat-8431	198	17	science	science	NOUN
easat-8431	198	18	and	and	CCONJ
easat-8431	198	19	technology	technology	NOUN
easat-8431	198	20	issn	issn	PROPN
easat-8431	198	21	:	:	PUNCT
easat-8431	198	22	2576	2576	NUM
easat-8431	198	23	-	-	SYM
easat-8431	198	24	8484	8484	NUM
easat-8431	198	25	vol	vol	NOUN
easat-8431	198	26	.	.	PROPN
easat-8431	199	1	9	9	NUM
easat-8431	199	2	,	,	PUNCT
easat-8431	199	3	no	no	INTJ
easat-8431	199	4	.	.	NOUN
easat-8431	200	1	6	6	NUM
easat-8431	200	2	:	:	SYM
easat-8431	200	3	2536	2536	NUM
easat-8431	200	4	-	-	SYM
easat-8431	200	5	2552	2552	NUM
easat-8431	200	6	,	,	PUNCT
easat-8431	200	7	2025	2025	NUM
easat-8431	200	8	doi	doi	NOUN
easat-8431	200	9	:	:	PUNCT
easat-8431	200	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	200	11	©	©	ADP
easat-8431	200	12	2025	2025	NUM
easat-8431	200	13	by	by	ADP
easat-8431	200	14	the	the	DET
easat-8431	200	15	authors	author	NOUN
easat-8431	200	16	;	;	PUNCT
easat-8431	200	17	licensee	licensee	PROPN
easat-8431	200	18	learning	learning	PROPN
easat-8431	200	19	gate	gate	PROPN
easat-8431	200	20	teacher	teacher	NOUN
easat-8431	200	21	rule	rule	NOUN
easat-8431	200	22	embedding	embed	VERB
easat-8431	200	23	branch	branch	NOUN
easat-8431	200	24	is	be	AUX
easat-8431	200	25	removed	remove	VERB
easat-8431	200	26	to	to	PART
easat-8431	200	27	evaluate	evaluate	VERB
easat-8431	200	28	the	the	DET
easat-8431	200	29	performance	performance	NOUN
easat-8431	200	30	differences	difference	NOUN
easat-8431	200	31	of	of	ADP
easat-8431	200	32	the	the	DET
easat-8431	200	33	system	system	NOUN
easat-8431	200	34	in	in	ADP
easat-8431	200	35	recommending	recommend	VERB
easat-8431	200	36	feedback	feedback	NOUN
easat-8431	200	37	content	content	NOUN
easat-8431	200	38	and	and	CCONJ
easat-8431	200	39	adjustment	adjustment	NOUN
easat-8431	200	40	strategies	strategy	NOUN
easat-8431	200	41	,	,	PUNCT
easat-8431	200	42	respectively	respectively	ADV
easat-8431	200	43	,	,	PUNCT
easat-8431	200	44	to	to	PART
easat-8431	200	45	analyze	analyze	VERB
easat-8431	200	46	the	the	DET
easat-8431	200	47	contribution	contribution	NOUN
easat-8431	200	48	of	of	ADP
easat-8431	200	49	the	the	DET
easat-8431	200	50	distillation	distillation	NOUN
easat-8431	200	51	strategy	strategy	NOUN
easat-8431	200	52	to	to	ADP
easat-8431	200	53	the	the	DET
easat-8431	200	54	quality	quality	NOUN
easat-8431	200	55	of	of	ADP
easat-8431	200	56	teaching	teaching	NOUN
easat-8431	200	57	decisions	decision	NOUN
easat-8431	200	58	.	.	PUNCT
easat-8431	201	1	5	5	X
easat-8431	201	2	.	.	X
easat-8431	201	3	conclusion	conclusion	NOUN
easat-8431	201	4	5.1	5.1	NUM
easat-8431	201	5	.	.	PUNCT
easat-8431	202	1	classroom	classroom	NOUN
easat-8431	202	2	interactivity	interactivity	NOUN
easat-8431	202	3	in	in	ADP
easat-8431	202	4	order	order	NOUN
easat-8431	202	5	to	to	PART
easat-8431	202	6	compare	compare	VERB
easat-8431	202	7	and	and	CCONJ
easat-8431	202	8	analyze	analyze	VERB
easat-8431	202	9	the	the	DET
easat-8431	202	10	characteristics	characteristic	NOUN
easat-8431	202	11	of	of	ADP
easat-8431	202	12	different	different	ADJ
easat-8431	202	13	teaching	teaching	NOUN
easat-8431	202	14	methods	method	NOUN
easat-8431	202	15	in	in	ADP
easat-8431	202	16	the	the	DET
easat-8431	202	17	dimension	dimension	NOUN
easat-8431	202	18	of	of	ADP
easat-8431	202	19	classroom	classroom	NOUN
easat-8431	202	20	interaction	interaction	NOUN
easat-8431	202	21	,	,	PUNCT
easat-8431	202	22	teacher	teacher	NOUN
easat-8431	202	23	response	response	NOUN
easat-8431	202	24	delay	delay	NOUN
easat-8431	202	25	and	and	CCONJ
easat-8431	202	26	student	student	NOUN
easat-8431	202	27	interaction	interaction	NOUN
easat-8431	202	28	density	density	NOUN
easat-8431	202	29	are	be	AUX
easat-8431	202	30	selected	select	VERB
easat-8431	202	31	as	as	ADP
easat-8431	202	32	representative	representative	ADJ
easat-8431	202	33	indicators	indicator	NOUN
easat-8431	202	34	to	to	PART
easat-8431	202	35	measure	measure	VERB
easat-8431	202	36	the	the	DET
easat-8431	202	37	timeliness	timeliness	NOUN
easat-8431	202	38	of	of	ADP
easat-8431	202	39	teaching	teaching	NOUN
easat-8431	202	40	response	response	NOUN
easat-8431	202	41	and	and	CCONJ
easat-8431	202	42	the	the	DET
easat-8431	202	43	activeness	activeness	NOUN
easat-8431	202	44	of	of	ADP
easat-8431	202	45	student	student	NOUN
easat-8431	202	46	classroom	classroom	NOUN
easat-8431	202	47	participation	participation	NOUN
easat-8431	202	48	,	,	PUNCT
easat-8431	202	49	respectively	respectively	ADV
easat-8431	202	50	.	.	PUNCT
easat-8431	203	1	the	the	DET
easat-8431	203	2	relevant	relevant	ADJ
easat-8431	203	3	distribution	distribution	NOUN
easat-8431	203	4	and	and	CCONJ
easat-8431	203	5	confidence	confidence	NOUN
easat-8431	203	6	region	region	NOUN
easat-8431	203	7	are	be	AUX
easat-8431	203	8	shown	show	VERB
easat-8431	203	9	in	in	ADP
easat-8431	203	10	figure	figure	NOUN
easat-8431	203	11	3	3	NUM
easat-8431	203	12	.	.	PUNCT
easat-8431	203	13	figure	figure	NOUN
easat-8431	203	14	3	3	NUM
easat-8431	203	15	.	.	PUNCT
easat-8431	203	16	distribution	distribution	NOUN
easat-8431	203	17	of	of	ADP
easat-8431	203	18	teacher	teacher	NOUN
easat-8431	203	19	response	response	NOUN
easat-8431	203	20	delay	delay	NOUN
easat-8431	203	21	and	and	CCONJ
easat-8431	203	22	student	student	NOUN
easat-8431	203	23	interaction	interaction	NOUN
easat-8431	203	24	density	density	NOUN
easat-8431	203	25	under	under	ADP
easat-8431	203	26	three	three	NUM
easat-8431	203	27	teaching	teaching	NOUN
easat-8431	203	28	methods	method	NOUN
easat-8431	203	29	figure	figure	VERB
easat-8431	203	30	3	3	NUM
easat-8431	203	31	shows	show	VERB
easat-8431	203	32	the	the	DET
easat-8431	203	33	performance	performance	NOUN
easat-8431	203	34	differences	difference	NOUN
easat-8431	203	35	between	between	ADP
easat-8431	203	36	the	the	DET
easat-8431	203	37	three	three	NUM
easat-8431	203	38	teaching	teaching	NOUN
easat-8431	203	39	methods	method	NOUN
easat-8431	203	40	in	in	ADP
easat-8431	203	41	terms	term	NOUN
easat-8431	203	42	of	of	ADP
easat-8431	203	43	classroom	classroom	NOUN
easat-8431	203	44	interaction	interaction	NOUN
easat-8431	203	45	.	.	PUNCT
easat-8431	204	1	the	the	DET
easat-8431	204	2	horizontal	horizontal	ADJ
easat-8431	204	3	axis	axis	NOUN
easat-8431	204	4	is	be	AUX
easat-8431	204	5	the	the	DET
easat-8431	204	6	teacher	teacher	NOUN
easat-8431	204	7	's	's	PART
easat-8431	204	8	response	response	NOUN
easat-8431	204	9	delay	delay	NOUN
easat-8431	204	10	,	,	PUNCT
easat-8431	204	11	and	and	CCONJ
easat-8431	204	12	the	the	DET
easat-8431	204	13	smaller	small	ADJ
easat-8431	204	14	the	the	DET
easat-8431	204	15	value	value	NOUN
easat-8431	204	16	,	,	PUNCT
easat-8431	204	17	the	the	PRON
easat-8431	204	18	faster	fast	ADV
easat-8431	204	19	the	the	DET
easat-8431	204	20	response	response	NOUN
easat-8431	204	21	;	;	PUNCT
easat-8431	204	22	the	the	DET
easat-8431	204	23	vertical	vertical	ADJ
easat-8431	204	24	axis	axis	NOUN
easat-8431	204	25	is	be	AUX
easat-8431	204	26	the	the	DET
easat-8431	204	27	student	student	NOUN
easat-8431	204	28	interaction	interaction	NOUN
easat-8431	204	29	density	density	NOUN
easat-8431	204	30	,	,	PUNCT
easat-8431	204	31	and	and	CCONJ
easat-8431	204	32	the	the	PRON
easat-8431	204	33	larger	large	ADJ
easat-8431	204	34	the	the	DET
easat-8431	204	35	value	value	NOUN
easat-8431	204	36	,	,	PUNCT
easat-8431	204	37	the	the	PRON
easat-8431	204	38	more	more	ADV
easat-8431	204	39	active	active	ADJ
easat-8431	204	40	the	the	DET
easat-8431	204	41	student	student	NOUN
easat-8431	204	42	participation	participation	NOUN
easat-8431	204	43	.	.	PUNCT
easat-8431	205	1	group	group	NOUN
easat-8431	205	2	1	1	NUM
easat-8431	205	3	has	have	VERB
easat-8431	205	4	an	an	DET
easat-8431	205	5	average	average	ADJ
easat-8431	205	6	response	response	NOUN
easat-8431	205	7	delay	delay	NOUN
easat-8431	205	8	of	of	ADP
easat-8431	205	9	about	about	ADV
easat-8431	205	10	4.16	4.16	NUM
easat-8431	205	11	seconds	second	NOUN
easat-8431	205	12	and	and	CCONJ
easat-8431	205	13	an	an	DET
easat-8431	205	14	average	average	ADJ
easat-8431	205	15	interaction	interaction	NOUN
easat-8431	205	16	density	density	NOUN
easat-8431	205	17	of	of	ADP
easat-8431	205	18	about	about	ADV
easat-8431	205	19	8	8	NUM
easat-8431	205	20	times	time	NOUN
easat-8431	205	21	/	/	SYM
easat-8431	205	22	minute	minute	NOUN
easat-8431	205	23	;	;	PUNCT
easat-8431	205	24	group	group	NOUN
easat-8431	205	25	2	2	NUM
easat-8431	205	26	has	have	VERB
easat-8431	205	27	a	a	DET
easat-8431	205	28	response	response	NOUN
easat-8431	205	29	delay	delay	NOUN
easat-8431	205	30	of	of	ADP
easat-8431	205	31	3.14	3.14	NUM
easat-8431	205	32	seconds	second	NOUN
easat-8431	205	33	and	and	CCONJ
easat-8431	205	34	an	an	DET
easat-8431	205	35	interaction	interaction	NOUN
easat-8431	205	36	density	density	NOUN
easat-8431	205	37	of	of	ADP
easat-8431	205	38	about	about	ADV
easat-8431	205	39	11	11	NUM
easat-8431	205	40	times	time	NOUN
easat-8431	205	41	/	/	SYM
easat-8431	205	42	minute	minute	NOUN
easat-8431	205	43	;	;	PUNCT
easat-8431	205	44	group	group	NOUN
easat-8431	205	45	3	3	NUM
easat-8431	205	46	performs	perform	VERB
easat-8431	205	47	best	well	ADV
easat-8431	205	48	,	,	PUNCT
easat-8431	205	49	with	with	ADP
easat-8431	205	50	a	a	DET
easat-8431	205	51	teacher	teacher	NOUN
easat-8431	205	52	response	response	NOUN
easat-8431	205	53	delay	delay	NOUN
easat-8431	205	54	of	of	ADP
easat-8431	205	55	2.19	2.19	NUM
easat-8431	205	56	seconds	second	NOUN
easat-8431	205	57	and	and	CCONJ
easat-8431	205	58	a	a	DET
easat-8431	205	59	student	student	NOUN
easat-8431	205	60	interaction	interaction	NOUN
easat-8431	205	61	density	density	NOUN
easat-8431	205	62	of	of	ADP
easat-8431	205	63	14	14	NUM
easat-8431	205	64	times	time	NOUN
easat-8431	205	65	/	/	SYM
easat-8431	205	66	minute	minute	NOUN
easat-8431	205	67	,	,	PUNCT
easat-8431	205	68	and	and	CCONJ
easat-8431	205	69	a	a	DET
easat-8431	205	70	more	more	ADV
easat-8431	205	71	concentrated	concentrated	ADJ
easat-8431	205	72	distribution	distribution	NOUN
easat-8431	205	73	,	,	PUNCT
easat-8431	205	74	indicating	indicate	VERB
easat-8431	205	75	that	that	SCONJ
easat-8431	205	76	the	the	DET
easat-8431	205	77	teaching	teaching	NOUN
easat-8431	205	78	behavior	behavior	NOUN
easat-8431	205	79	is	be	AUX
easat-8431	205	80	more	more	ADV
easat-8431	205	81	efficient	efficient	ADJ
easat-8431	205	82	and	and	CCONJ
easat-8431	205	83	the	the	DET
easat-8431	205	84	student	student	NOUN
easat-8431	205	85	participation	participation	NOUN
easat-8431	205	86	is	be	AUX
easat-8431	205	87	more	more	ADV
easat-8431	205	88	active	active	ADJ
easat-8431	205	89	.	.	PUNCT
easat-8431	206	1	from	from	ADP
easat-8431	206	2	the	the	DET
easat-8431	206	3	perspective	perspective	NOUN
easat-8431	206	4	of	of	ADP
easat-8431	206	5	model	model	NOUN
easat-8431	206	6	mechanism	mechanism	NOUN
easat-8431	206	7	,	,	PUNCT
easat-8431	206	8	the	the	DET
easat-8431	206	9	traditional	traditional	ADJ
easat-8431	206	10	teaching	teaching	NOUN
easat-8431	206	11	model	model	NOUN
easat-8431	206	12	has	have	VERB
easat-8431	206	13	a	a	DET
easat-8431	206	14	relatively	relatively	ADV
easat-8431	206	15	simple	simple	ADJ
easat-8431	206	16	form	form	NOUN
easat-8431	206	17	of	of	ADP
easat-8431	206	18	interaction	interaction	NOUN
easat-8431	206	19	,	,	PUNCT
easat-8431	206	20	which	which	PRON
easat-8431	206	21	leads	lead	VERB
easat-8431	206	22	to	to	ADP
easat-8431	206	23	delayed	delay	VERB
easat-8431	206	24	teacher	teacher	NOUN
easat-8431	206	25	response	response	NOUN
easat-8431	206	26	and	and	CCONJ
easat-8431	206	27	lack	lack	NOUN
easat-8431	206	28	of	of	ADP
easat-8431	206	29	sufficient	sufficient	ADJ
easat-8431	206	30	motivation	motivation	NOUN
easat-8431	206	31	for	for	SCONJ
easat-8431	206	32	students	student	NOUN
easat-8431	206	33	to	to	PART
easat-8431	206	34	participate	participate	VERB
easat-8431	206	35	;	;	PUNCT
easat-8431	206	36	discourse	discourse	NOUN
easat-8431	206	37	teaching	teaching	NOUN
easat-8431	206	38	applies	apply	VERB
easat-8431	206	39	real	real	ADJ
easat-8431	206	40	context	context	NOUN
easat-8431	206	41	and	and	CCONJ
easat-8431	206	42	is	be	AUX
easat-8431	206	43	task	task	NOUN
easat-8431	206	44	-	-	PUNCT
easat-8431	206	45	driven	drive	VERB
easat-8431	206	46	,	,	PUNCT
easat-8431	206	47	which	which	PRON
easat-8431	206	48	improves	improve	VERB
easat-8431	206	49	the	the	DET
easat-8431	206	50	coherence	coherence	NOUN
easat-8431	206	51	of	of	ADP
easat-8431	206	52	teacher	teacher	NOUN
easat-8431	206	53	dialogue	dialogue	NOUN
easat-8431	206	54	and	and	CCONJ
easat-8431	206	55	the	the	DET
easat-8431	206	56	frequency	frequency	NOUN
easat-8431	206	57	of	of	ADP
easat-8431	206	58	interaction	interaction	NOUN
easat-8431	206	59	so	so	SCONJ
easat-8431	206	60	that	that	SCONJ
easat-8431	206	61	teachers	teacher	NOUN
easat-8431	206	62	respond	respond	VERB
easat-8431	206	63	faster	fast	ADV
easat-8431	206	64	and	and	CCONJ
easat-8431	206	65	students	student	NOUN
easat-8431	206	66	are	be	AUX
easat-8431	206	67	more	more	ADV
easat-8431	206	68	active	active	ADJ
easat-8431	206	69	.	.	PUNCT
easat-8431	207	1	the	the	DET
easat-8431	207	2	multimodal	multimodal	NOUN
easat-8431	207	3	ai	ai	AUX
easat-8431	207	4	teaching	teach	VERB
easat-8431	207	5	method	method	NOUN
easat-8431	207	6	integrates	integrate	VERB
easat-8431	207	7	intelligent	intelligent	ADJ
easat-8431	207	8	mechanisms	mechanism	NOUN
easat-8431	207	9	such	such	ADJ
easat-8431	207	10	2546	2546	NUM
easat-8431	207	11	edelweiss	edelweiss	PROPN
easat-8431	207	12	applied	apply	VERB
easat-8431	207	13	science	science	NOUN
easat-8431	207	14	and	and	CCONJ
easat-8431	207	15	technology	technology	NOUN
easat-8431	207	16	issn	issn	PROPN
easat-8431	207	17	:	:	PUNCT
easat-8431	207	18	2576	2576	NUM
easat-8431	207	19	-	-	SYM
easat-8431	207	20	8484	8484	NUM
easat-8431	207	21	vol	vol	NOUN
easat-8431	207	22	.	.	PROPN
easat-8431	208	1	9	9	NUM
easat-8431	208	2	,	,	PUNCT
easat-8431	208	3	no	no	INTJ
easat-8431	208	4	.	.	NOUN
easat-8431	209	1	6	6	NUM
easat-8431	209	2	:	:	SYM
easat-8431	209	3	2536	2536	NUM
easat-8431	209	4	-	-	SYM
easat-8431	209	5	2552	2552	NUM
easat-8431	209	6	,	,	PUNCT
easat-8431	209	7	2025	2025	NUM
easat-8431	209	8	doi	doi	NOUN
easat-8431	209	9	:	:	PUNCT
easat-8431	209	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	209	11	©	©	ADP
easat-8431	209	12	2025	2025	NUM
easat-8431	209	13	by	by	ADP
easat-8431	209	14	the	the	DET
easat-8431	209	15	authors	author	NOUN
easat-8431	209	16	;	;	PUNCT
easat-8431	209	17	licensee	licensee	PROPN
easat-8431	209	18	learning	learning	NOUN
easat-8431	209	19	gate	gate	NOUN
easat-8431	209	20	as	as	ADP
easat-8431	209	21	speech	speech	NOUN
easat-8431	209	22	recognition	recognition	NOUN
easat-8431	209	23	,	,	PUNCT
easat-8431	209	24	emotion	emotion	NOUN
easat-8431	209	25	detection	detection	NOUN
easat-8431	209	26	,	,	PUNCT
easat-8431	209	27	and	and	CCONJ
easat-8431	209	28	real	real	ADJ
easat-8431	209	29	-	-	PUNCT
easat-8431	209	30	time	time	NOUN
easat-8431	209	31	feedback	feedback	NOUN
easat-8431	209	32	,	,	PUNCT
easat-8431	209	33	which	which	PRON
easat-8431	209	34	can	can	AUX
easat-8431	209	35	dynamically	dynamically	ADV
easat-8431	209	36	capture	capture	VERB
easat-8431	209	37	student	student	NOUN
easat-8431	209	38	behavior	behavior	NOUN
easat-8431	209	39	and	and	CCONJ
easat-8431	209	40	emotional	emotional	ADJ
easat-8431	209	41	changes	change	NOUN
easat-8431	209	42	and	and	CCONJ
easat-8431	209	43	quickly	quickly	ADV
easat-8431	209	44	make	make	VERB
easat-8431	209	45	personalized	personalized	ADJ
easat-8431	209	46	responses	response	NOUN
easat-8431	209	47	,	,	PUNCT
easat-8431	209	48	thereby	thereby	ADV
easat-8431	209	49	greatly	greatly	ADV
easat-8431	209	50	shortening	shorten	VERB
easat-8431	209	51	the	the	DET
easat-8431	209	52	teacher	teacher	NOUN
easat-8431	209	53	's	's	PART
easat-8431	209	54	response	response	NOUN
easat-8431	209	55	delay	delay	NOUN
easat-8431	209	56	and	and	CCONJ
easat-8431	209	57	promoting	promote	VERB
easat-8431	209	58	high	high	ADJ
easat-8431	209	59	-	-	PUNCT
easat-8431	209	60	frequency	frequency	NOUN
easat-8431	209	61	interaction	interaction	NOUN
easat-8431	209	62	.	.	PUNCT
easat-8431	210	1	5.2	5.2	NUM
easat-8431	210	2	.	.	PUNCT
easat-8431	210	3	changes	change	NOUN
easat-8431	210	4	in	in	ADP
easat-8431	210	5	students'emotional	students'emotional	ADJ
easat-8431	210	6	state	state	NOUN
easat-8431	210	7	in	in	ADP
easat-8431	210	8	english	english	ADJ
easat-8431	210	9	learning	learn	VERB
easat-8431	210	10	in	in	ADP
easat-8431	210	11	order	order	NOUN
easat-8431	210	12	to	to	PART
easat-8431	210	13	further	far	ADV
easat-8431	210	14	explore	explore	VERB
easat-8431	210	15	the	the	DET
easat-8431	210	16	impact	impact	NOUN
easat-8431	210	17	of	of	ADP
easat-8431	210	18	different	different	ADJ
easat-8431	210	19	teaching	teaching	NOUN
easat-8431	210	20	strategies	strategy	NOUN
easat-8431	210	21	on	on	ADP
easat-8431	210	22	the	the	DET
easat-8431	210	23	evolution	evolution	NOUN
easat-8431	210	24	of	of	ADP
easat-8431	210	25	students	student	NOUN
easat-8431	210	26	'	'	PART
easat-8431	210	27	emotional	emotional	ADJ
easat-8431	210	28	states	state	NOUN
easat-8431	210	29	in	in	ADP
easat-8431	210	30	the	the	DET
easat-8431	210	31	process	process	NOUN
easat-8431	210	32	of	of	ADP
easat-8431	210	33	english	english	PROPN
easat-8431	210	34	learning	learning	PROPN
easat-8431	210	35	,	,	PUNCT
easat-8431	210	36	the	the	DET
easat-8431	210	37	panas	panas	PROPN
easat-8431	210	38	(	(	PUNCT
easat-8431	210	39	positive	positive	ADJ
easat-8431	210	40	and	and	CCONJ
easat-8431	210	41	negative	negative	ADJ
easat-8431	210	42	affect	affect	NOUN
easat-8431	210	43	schedule	schedule	NOUN
easat-8431	210	44	)	)	PUNCT
easat-8431	210	45	scale	scale	NOUN
easat-8431	210	46	,	,	PUNCT
easat-8431	210	47	widely	widely	ADV
easat-8431	210	48	used	use	VERB
easat-8431	210	49	in	in	ADP
easat-8431	210	50	the	the	DET
easat-8431	210	51	field	field	NOUN
easat-8431	210	52	of	of	ADP
easat-8431	210	53	emotional	emotional	ADJ
easat-8431	210	54	psychology	psychology	NOUN
easat-8431	210	55	,	,	PUNCT
easat-8431	210	56	is	be	AUX
easat-8431	210	57	used	use	VERB
easat-8431	210	58	to	to	PART
easat-8431	210	59	quantitatively	quantitatively	ADV
easat-8431	210	60	model	model	VERB
easat-8431	210	61	students	student	NOUN
easat-8431	210	62	'	'	PART
easat-8431	210	63	positive	positive	ADJ
easat-8431	210	64	emotional	emotional	ADJ
easat-8431	210	65	experiences	experience	NOUN
easat-8431	210	66	.	.	PUNCT
easat-8431	211	1	this	this	DET
easat-8431	211	2	experiment	experiment	NOUN
easat-8431	211	3	uses	use	VERB
easat-8431	211	4	14	14	NUM
easat-8431	211	5	teaching	teaching	NOUN
easat-8431	211	6	units	unit	NOUN
easat-8431	211	7	as	as	SCONJ
easat-8431	211	8	the	the	DET
easat-8431	211	9	time	time	NOUN
easat-8431	211	10	series	series	PROPN
easat-8431	211	11	dimension	dimension	NOUN
easat-8431	211	12	to	to	PART
easat-8431	211	13	collect	collect	VERB
easat-8431	211	14	and	and	CCONJ
easat-8431	211	15	simulate	simulate	VERB
easat-8431	211	16	student	student	NOUN
easat-8431	211	17	emotional	emotional	ADJ
easat-8431	211	18	rating	rating	NOUN
easat-8431	211	19	data	datum	NOUN
easat-8431	211	20	under	under	ADP
easat-8431	211	21	three	three	NUM
easat-8431	211	22	methods	method	NOUN
easat-8431	211	23	:	:	PUNCT
easat-8431	211	24	traditional	traditional	ADJ
easat-8431	211	25	teaching	teaching	NOUN
easat-8431	211	26	,	,	PUNCT
easat-8431	211	27	discourse	discourse	NOUN
easat-8431	211	28	-	-	PUNCT
easat-8431	211	29	based	base	VERB
easat-8431	211	30	teaching	teaching	NOUN
easat-8431	211	31	,	,	PUNCT
easat-8431	211	32	and	and	CCONJ
easat-8431	211	33	multimodal	multimodal	NOUN
easat-8431	211	34	ai	ai	AUX
easat-8431	211	35	teaching	teach	VERB
easat-8431	211	36	.	.	PUNCT
easat-8431	212	1	the	the	DET
easat-8431	212	2	results	result	NOUN
easat-8431	212	3	are	be	AUX
easat-8431	212	4	shown	show	VERB
easat-8431	212	5	in	in	ADP
easat-8431	212	6	figure	figure	NOUN
easat-8431	212	7	4	4	NUM
easat-8431	212	8	.	.	PUNCT
easat-8431	212	9	figure	figure	VERB
easat-8431	212	10	4	4	NUM
easat-8431	212	11	.	.	PUNCT
easat-8431	213	1	distribution	distribution	NOUN
easat-8431	213	2	of	of	ADP
easat-8431	213	3	students	student	NOUN
easat-8431	213	4	'	'	PART
easat-8431	213	5	emotional	emotional	ADJ
easat-8431	213	6	states	state	NOUN
easat-8431	213	7	under	under	ADP
easat-8431	213	8	different	different	ADJ
easat-8431	213	9	teaching	teaching	NOUN
easat-8431	213	10	modes	mode	NOUN
easat-8431	213	11	.	.	PUNCT
easat-8431	214	1	as	as	SCONJ
easat-8431	214	2	can	can	AUX
easat-8431	214	3	be	be	AUX
easat-8431	214	4	observed	observe	VERB
easat-8431	214	5	from	from	ADP
easat-8431	214	6	figure	figure	NOUN
easat-8431	214	7	4	4	NUM
easat-8431	214	8	,	,	PUNCT
easat-8431	214	9	group	group	NOUN
easat-8431	214	10	1	1	NUM
easat-8431	214	11	presents	present	VERB
easat-8431	214	12	a	a	DET
easat-8431	214	13	relatively	relatively	ADV
easat-8431	214	14	low	low	ADJ
easat-8431	214	15	-	-	PUNCT
easat-8431	214	16	density	density	NOUN
easat-8431	214	17	concentrated	concentrated	ADJ
easat-8431	214	18	area	area	NOUN
easat-8431	214	19	in	in	ADP
easat-8431	214	20	terms	term	NOUN
easat-8431	214	21	of	of	ADP
easat-8431	214	22	emotion	emotion	NOUN
easat-8431	214	23	scores	score	NOUN
easat-8431	214	24	,	,	PUNCT
easat-8431	214	25	mainly	mainly	ADV
easat-8431	214	26	distributed	distribute	VERB
easat-8431	214	27	between	between	ADP
easat-8431	214	28	2.3	2.3	NUM
easat-8431	214	29	and	and	CCONJ
easat-8431	214	30	3.5	3.5	NUM
easat-8431	214	31	,	,	PUNCT
easat-8431	214	32	and	and	CCONJ
easat-8431	214	33	the	the	DET
easat-8431	214	34	distribution	distribution	NOUN
easat-8431	214	35	is	be	AUX
easat-8431	214	36	relatively	relatively	ADV
easat-8431	214	37	discrete	discrete	ADJ
easat-8431	214	38	;	;	PUNCT
easat-8431	214	39	group	group	NOUN
easat-8431	214	40	2	2	NUM
easat-8431	214	41	shows	show	VERB
easat-8431	214	42	a	a	DET
easat-8431	214	43	trend	trend	NOUN
easat-8431	214	44	of	of	ADP
easat-8431	214	45	density	density	NOUN
easat-8431	214	46	moving	move	VERB
easat-8431	214	47	toward	toward	ADP
easat-8431	214	48	high	high	ADJ
easat-8431	214	49	segments	segment	NOUN
easat-8431	214	50	,	,	PUNCT
easat-8431	214	51	indicating	indicate	VERB
easat-8431	214	52	that	that	SCONJ
easat-8431	214	53	students	student	NOUN
easat-8431	214	54	maintained	maintain	VERB
easat-8431	214	55	a	a	DET
easat-8431	214	56	high	high	ADJ
easat-8431	214	57	level	level	NOUN
easat-8431	214	58	of	of	ADP
easat-8431	214	59	emotional	emotional	ADJ
easat-8431	214	60	experience	experience	NOUN
easat-8431	214	61	in	in	ADP
easat-8431	214	62	most	most	ADJ
easat-8431	214	63	teaching	teaching	NOUN
easat-8431	214	64	units	unit	NOUN
easat-8431	214	65	;	;	PUNCT
easat-8431	214	66	group	group	NOUN
easat-8431	214	67	3	3	NUM
easat-8431	214	68	forms	form	NOUN
easat-8431	214	69	an	an	DET
easat-8431	214	70	obvious	obvious	ADJ
easat-8431	214	71	highdensity	highdensity	NOUN
easat-8431	214	72	concentrated	concentrate	VERB
easat-8431	214	73	zone	zone	NOUN
easat-8431	214	74	in	in	ADP
easat-8431	214	75	the	the	DET
easat-8431	214	76	range	range	NOUN
easat-8431	214	77	of	of	ADP
easat-8431	214	78	3.4	3.4	NUM
easat-8431	214	79	to	to	ADP
easat-8431	214	80	4.3	4.3	NUM
easat-8431	214	81	,	,	PUNCT
easat-8431	214	82	especially	especially	ADV
easat-8431	214	83	in	in	ADP
easat-8431	214	84	units	unit	NOUN
easat-8431	214	85	5	5	NUM
easat-8431	214	86	to	to	PART
easat-8431	214	87	12	12	NUM
easat-8431	214	88	,	,	PUNCT
easat-8431	214	89	indicating	indicate	VERB
easat-8431	214	90	that	that	SCONJ
easat-8431	214	91	the	the	DET
easat-8431	214	92	overall	overall	ADJ
easat-8431	214	93	emotions	emotion	NOUN
easat-8431	214	94	of	of	ADP
easat-8431	214	95	this	this	DET
easat-8431	214	96	group	group	NOUN
easat-8431	214	97	of	of	ADP
easat-8431	214	98	students	student	NOUN
easat-8431	214	99	are	be	AUX
easat-8431	214	100	maintained	maintain	VERB
easat-8431	214	101	at	at	ADP
easat-8431	214	102	a	a	DET
easat-8431	214	103	higher	high	ADJ
easat-8431	214	104	level	level	NOUN
easat-8431	214	105	during	during	ADP
easat-8431	214	106	the	the	DET
easat-8431	214	107	learning	learning	NOUN
easat-8431	214	108	process	process	NOUN
easat-8431	214	109	,	,	PUNCT
easat-8431	214	110	and	and	CCONJ
easat-8431	214	111	the	the	DET
easat-8431	214	112	fluctuations	fluctuation	NOUN
easat-8431	214	113	are	be	AUX
easat-8431	214	114	relatively	relatively	ADV
easat-8431	214	115	small	small	ADJ
easat-8431	214	116	.	.	PUNCT
easat-8431	215	1	the	the	DET
easat-8431	215	2	above	above	ADJ
easat-8431	215	3	differences	difference	NOUN
easat-8431	215	4	in	in	ADP
easat-8431	215	5	emotional	emotional	ADJ
easat-8431	215	6	states	state	NOUN
easat-8431	215	7	reflect	reflect	VERB
easat-8431	215	8	the	the	DET
easat-8431	215	9	potential	potential	ADJ
easat-8431	215	10	impact	impact	NOUN
easat-8431	215	11	of	of	ADP
easat-8431	215	12	different	different	ADJ
easat-8431	215	13	teaching	teaching	NOUN
easat-8431	215	14	methods	method	NOUN
easat-8431	215	15	on	on	ADP
easat-8431	215	16	the	the	DET
easat-8431	215	17	stimulation	stimulation	NOUN
easat-8431	215	18	of	of	ADP
easat-8431	215	19	students	student	NOUN
easat-8431	215	20	'	'	PART
easat-8431	215	21	positive	positive	ADJ
easat-8431	215	22	emotions	emotion	NOUN
easat-8431	215	23	.	.	PUNCT
easat-8431	216	1	under	under	ADP
easat-8431	216	2	traditional	traditional	ADJ
easat-8431	216	3	teaching	teaching	NOUN
easat-8431	216	4	methods	method	NOUN
easat-8431	216	5	,	,	PUNCT
easat-8431	216	6	emotional	emotional	ADJ
easat-8431	216	7	stimulation	stimulation	NOUN
easat-8431	216	8	relies	rely	VERB
easat-8431	216	9	on	on	ADP
easat-8431	216	10	the	the	DET
easat-8431	216	11	direct	direct	ADJ
easat-8431	216	12	stimulation	stimulation	NOUN
easat-8431	216	13	of	of	ADP
easat-8431	216	14	teacher	teacher	NOUN
easat-8431	216	15	behavior	behavior	NOUN
easat-8431	216	16	and	and	CCONJ
easat-8431	216	17	textbook	textbook	NOUN
easat-8431	216	18	content	content	NOUN
easat-8431	216	19	,	,	PUNCT
easat-8431	216	20	which	which	PRON
easat-8431	216	21	is	be	AUX
easat-8431	216	22	easily	easily	ADV
easat-8431	216	23	disturbed	disturb	VERB
easat-8431	216	24	by	by	ADP
easat-8431	216	25	classroom	classroom	NOUN
easat-8431	216	26	rhythm	rhythm	NOUN
easat-8431	216	27	and	and	CCONJ
easat-8431	216	28	individual	individual	ADJ
easat-8431	216	29	differences	difference	NOUN
easat-8431	216	30	,	,	PUNCT
easat-8431	216	31	thus	thus	ADV
easat-8431	216	32	leading	lead	VERB
easat-8431	216	33	to	to	ADP
easat-8431	216	34	large	large	ADJ
easat-8431	216	35	fluctuations	fluctuation	NOUN
easat-8431	216	36	in	in	ADP
easat-8431	216	37	emotional	emotional	ADJ
easat-8431	216	38	levels	level	NOUN
easat-8431	216	39	.	.	PUNCT
easat-8431	217	1	the	the	DET
easat-8431	217	2	discourse	discourse	NOUN
easat-8431	217	3	-	-	PUNCT
easat-8431	217	4	driven	drive	VERB
easat-8431	217	5	approach	approach	NOUN
easat-8431	217	6	guides	guide	VERB
easat-8431	217	7	students	student	NOUN
easat-8431	217	8	to	to	PART
easat-8431	217	9	participate	participate	VERB
easat-8431	217	10	in	in	ADP
easat-8431	217	11	language	language	NOUN
easat-8431	217	12	comprehension	comprehension	NOUN
easat-8431	217	13	and	and	CCONJ
easat-8431	217	14	generation	generation	NOUN
easat-8431	217	15	through	through	ADP
easat-8431	217	16	situational	situational	ADJ
easat-8431	217	17	semantics	semantic	NOUN
easat-8431	217	18	,	,	PUNCT
easat-8431	217	19	which	which	PRON
easat-8431	217	20	partially	partially	ADV
easat-8431	217	21	improves	improve	VERB
easat-8431	217	22	learning	learn	VERB
easat-8431	217	23	motivation	motivation	NOUN
easat-8431	217	24	and	and	CCONJ
easat-8431	217	25	emotional	emotional	ADJ
easat-8431	217	26	involvement	involvement	NOUN
easat-8431	217	27	,	,	PUNCT
easat-8431	217	28	as	as	SCONJ
easat-8431	217	29	reflected	reflect	VERB
easat-8431	217	30	in	in	ADP
easat-8431	217	31	the	the	DET
easat-8431	217	32	positive	positive	ADJ
easat-8431	217	33	shift	shift	NOUN
easat-8431	217	34	of	of	ADP
easat-8431	217	35	scoring	score	VERB
easat-8431	217	36	density	density	NOUN
easat-8431	217	37	.	.	PUNCT
easat-8431	218	1	on	on	ADP
easat-8431	218	2	this	this	DET
easat-8431	218	3	basis	basis	NOUN
easat-8431	218	4	,	,	PUNCT
easat-8431	218	5	multimodal	multimodal	NOUN
easat-8431	218	6	ai	ai	VERB
easat-8431	218	7	further	further	ADJ
easat-8431	218	8	integrates	integrate	NOUN
easat-8431	218	9	multimodal	multimodal	NOUN
easat-8431	218	10	inputs	input	NOUN
easat-8431	218	11	such	such	ADJ
easat-8431	218	12	as	as	ADP
easat-8431	218	13	voice	voice	NOUN
easat-8431	218	14	,	,	PUNCT
easat-8431	218	15	vision	vision	NOUN
easat-8431	218	16	,	,	PUNCT
easat-8431	218	17	and	and	CCONJ
easat-8431	218	18	interactive	interactive	ADJ
easat-8431	218	19	feedback	feedback	NOUN
easat-8431	218	20	to	to	PART
easat-8431	218	21	form	form	VERB
easat-8431	218	22	a	a	DET
easat-8431	218	23	more	more	ADV
easat-8431	218	24	accurate	accurate	ADJ
easat-8431	218	25	adaptation	adaptation	NOUN
easat-8431	218	26	and	and	CCONJ
easat-8431	218	27	regulation	regulation	NOUN
easat-8431	218	28	mechanism	mechanism	NOUN
easat-8431	218	29	for	for	ADP
easat-8431	218	30	students	student	NOUN
easat-8431	218	31	'	'	PART
easat-8431	218	32	emotional	emotional	ADJ
easat-8431	218	33	states	state	NOUN
easat-8431	218	34	,	,	PUNCT
easat-8431	218	35	significantly	significantly	ADV
easat-8431	218	36	2547	2547	NUM
easat-8431	218	37	edelweiss	edelweiss	PROPN
easat-8431	218	38	applied	apply	VERB
easat-8431	218	39	science	science	NOUN
easat-8431	218	40	and	and	CCONJ
easat-8431	218	41	technology	technology	NOUN
easat-8431	218	42	issn	issn	PROPN
easat-8431	218	43	:	:	PUNCT
easat-8431	218	44	2576	2576	NUM
easat-8431	218	45	-	-	SYM
easat-8431	218	46	8484	8484	NUM
easat-8431	218	47	vol	vol	NOUN
easat-8431	218	48	.	.	PROPN
easat-8431	219	1	9	9	NUM
easat-8431	219	2	,	,	PUNCT
easat-8431	219	3	no	no	INTJ
easat-8431	219	4	.	.	NOUN
easat-8431	220	1	6	6	NUM
easat-8431	220	2	:	:	SYM
easat-8431	220	3	2536	2536	NUM
easat-8431	220	4	-	-	SYM
easat-8431	220	5	2552	2552	NUM
easat-8431	220	6	,	,	PUNCT
easat-8431	220	7	2025	2025	NUM
easat-8431	220	8	doi	doi	NOUN
easat-8431	220	9	:	:	PUNCT
easat-8431	220	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	220	11	©	©	ADP
easat-8431	220	12	2025	2025	NUM
easat-8431	220	13	by	by	ADP
easat-8431	220	14	the	the	DET
easat-8431	220	15	authors	author	NOUN
easat-8431	220	16	;	;	PUNCT
easat-8431	220	17	licensee	licensee	PROPN
easat-8431	220	18	learning	learn	VERB
easat-8431	220	19	gate	gate	NOUN
easat-8431	220	20	improving	improve	VERB
easat-8431	220	21	the	the	DET
easat-8431	220	22	continuity	continuity	NOUN
easat-8431	220	23	and	and	CCONJ
easat-8431	220	24	stability	stability	NOUN
easat-8431	220	25	of	of	ADP
easat-8431	220	26	students	student	NOUN
easat-8431	220	27	'	'	PART
easat-8431	220	28	emotional	emotional	ADJ
easat-8431	220	29	experience	experience	NOUN
easat-8431	220	30	in	in	ADP
easat-8431	220	31	each	each	DET
easat-8431	220	32	teaching	teaching	NOUN
easat-8431	220	33	unit	unit	NOUN
easat-8431	220	34	.	.	PUNCT
easat-8431	221	1	this	this	DET
easat-8431	221	2	maintenance	maintenance	NOUN
easat-8431	221	3	of	of	ADP
easat-8431	221	4	positive	positive	ADJ
easat-8431	221	5	emotions	emotion	NOUN
easat-8431	221	6	is	be	AUX
easat-8431	221	7	not	not	PART
easat-8431	221	8	only	only	ADV
easat-8431	221	9	conducive	conducive	ADJ
easat-8431	221	10	to	to	ADP
easat-8431	221	11	stimulating	stimulate	VERB
easat-8431	221	12	interest	interest	NOUN
easat-8431	221	13	in	in	ADP
easat-8431	221	14	learning	learning	NOUN
easat-8431	221	15	but	but	CCONJ
easat-8431	221	16	may	may	AUX
easat-8431	221	17	also	also	ADV
easat-8431	221	18	reversely	reversely	ADV
easat-8431	221	19	promote	promote	VERB
easat-8431	221	20	the	the	DET
easat-8431	221	21	improvement	improvement	NOUN
easat-8431	221	22	of	of	ADP
easat-8431	221	23	language	language	NOUN
easat-8431	221	24	processing	processing	NOUN
easat-8431	221	25	efficiency	efficiency	NOUN
easat-8431	221	26	.	.	PUNCT
easat-8431	222	1	5.3	5.3	NUM
easat-8431	222	2	.	.	PUNCT
easat-8431	222	3	comparison	comparison	NOUN
easat-8431	222	4	of	of	ADP
easat-8431	222	5	teaching	teaching	NOUN
easat-8431	222	6	results	result	NOUN
easat-8431	222	7	in	in	ADP
easat-8431	222	8	order	order	NOUN
easat-8431	222	9	to	to	PART
easat-8431	222	10	explore	explore	VERB
easat-8431	222	11	the	the	DET
easat-8431	222	12	impact	impact	NOUN
easat-8431	222	13	of	of	ADP
easat-8431	222	14	multimodal	multimodal	NOUN
easat-8431	222	15	teaching	teaching	NOUN
easat-8431	222	16	on	on	ADP
easat-8431	222	17	students	student	NOUN
easat-8431	222	18	'	'	PART
easat-8431	222	19	comprehensive	comprehensive	ADJ
easat-8431	222	20	learning	learning	NOUN
easat-8431	222	21	performance	performance	NOUN
easat-8431	222	22	,	,	PUNCT
easat-8431	222	23	the	the	DET
easat-8431	222	24	experiment	experiment	NOUN
easat-8431	222	25	compares	compare	VERB
easat-8431	222	26	the	the	DET
easat-8431	222	27	three	three	NUM
easat-8431	222	28	dimensions	dimension	NOUN
easat-8431	222	29	of	of	ADP
easat-8431	222	30	learning	learn	VERB
easat-8431	222	31	outcomes	outcome	NOUN
easat-8431	222	32	,	,	PUNCT
easat-8431	222	33	classroom	classroom	NOUN
easat-8431	222	34	participation	participation	NOUN
easat-8431	222	35	,	,	PUNCT
easat-8431	222	36	and	and	CCONJ
easat-8431	222	37	satisfaction	satisfaction	NOUN
easat-8431	222	38	,	,	PUNCT
easat-8431	222	39	as	as	SCONJ
easat-8431	222	40	shown	show	VERB
easat-8431	222	41	in	in	ADP
easat-8431	222	42	figures	figure	NOUN
easat-8431	222	43	5	5	NUM
easat-8431	222	44	and	and	CCONJ
easat-8431	222	45	6	6	NUM
easat-8431	222	46	.	.	X
easat-8431	222	47	figure	figure	NOUN
easat-8431	222	48	5	5	NUM
easat-8431	222	49	.	.	PUNCT
easat-8431	222	50	comparison	comparison	NOUN
easat-8431	222	51	of	of	ADP
easat-8431	222	52	teaching	teaching	NOUN
easat-8431	222	53	results	result	NOUN
easat-8431	222	54	of	of	ADP
easat-8431	222	55	different	different	ADJ
easat-8431	222	56	teaching	teaching	NOUN
easat-8431	222	57	groups	group	NOUN
easat-8431	222	58	.	.	PUNCT
easat-8431	223	1	the	the	DET
easat-8431	223	2	average	average	ADJ
easat-8431	223	3	scores	score	NOUN
easat-8431	223	4	of	of	ADP
easat-8431	223	5	group	group	NOUN
easat-8431	223	6	3	3	NUM
easat-8431	223	7	in	in	ADP
easat-8431	223	8	each	each	DET
easat-8431	223	9	unit	unit	NOUN
easat-8431	223	10	are	be	AUX
easat-8431	223	11	around	around	ADV
easat-8431	223	12	80.83	80.83	NUM
easat-8431	223	13	points	point	NOUN
easat-8431	223	14	.	.	PUNCT
easat-8431	224	1	the	the	DET
easat-8431	224	2	scores	score	NOUN
easat-8431	224	3	of	of	ADP
easat-8431	224	4	group	group	NOUN
easat-8431	224	5	2	2	NUM
easat-8431	224	6	are	be	AUX
easat-8431	224	7	mainly	mainly	ADV
easat-8431	224	8	distributed	distribute	VERB
easat-8431	224	9	between	between	ADP
easat-8431	224	10	68.07	68.07	NUM
easat-8431	224	11	and	and	CCONJ
easat-8431	224	12	77.43	77.43	NUM
easat-8431	224	13	points	point	NOUN
easat-8431	224	14	,	,	PUNCT
easat-8431	224	15	with	with	ADP
easat-8431	224	16	an	an	DET
easat-8431	224	17	overall	overall	ADJ
easat-8431	224	18	performance	performance	NOUN
easat-8431	224	19	of	of	ADP
easat-8431	224	20	above	above	ADP
easat-8431	224	21	average	average	ADJ
easat-8431	224	22	,	,	PUNCT
easat-8431	224	23	while	while	SCONJ
easat-8431	224	24	the	the	DET
easat-8431	224	25	scores	score	NOUN
easat-8431	224	26	of	of	ADP
easat-8431	224	27	the	the	DET
easat-8431	224	28	traditional	traditional	ADJ
easat-8431	224	29	group	group	NOUN
easat-8431	224	30	are	be	AUX
easat-8431	224	31	mostly	mostly	ADV
easat-8431	224	32	concentrated	concentrate	VERB
easat-8431	224	33	between	between	ADP
easat-8431	224	34	62.25	62.25	NUM
easat-8431	224	35	and	and	CCONJ
easat-8431	224	36	71.08	71.08	NUM
easat-8431	224	37	points	point	NOUN
easat-8431	224	38	.	.	PUNCT
easat-8431	225	1	this	this	DET
easat-8431	225	2	phenomenon	phenomenon	NOUN
easat-8431	225	3	of	of	ADP
easat-8431	225	4	grade	grade	NOUN
easat-8431	225	5	differentiation	differentiation	NOUN
easat-8431	225	6	shows	show	VERB
easat-8431	225	7	that	that	SCONJ
easat-8431	225	8	different	different	ADJ
easat-8431	225	9	teaching	teaching	NOUN
easat-8431	225	10	models	model	NOUN
easat-8431	225	11	have	have	VERB
easat-8431	225	12	different	different	ADJ
easat-8431	225	13	effectiveness	effectiveness	NOUN
easat-8431	225	14	in	in	ADP
easat-8431	225	15	knowledge	knowledge	NOUN
easat-8431	225	16	construction	construction	NOUN
easat-8431	225	17	.	.	PUNCT
easat-8431	226	1	the	the	DET
easat-8431	226	2	multimodal	multimodal	NOUN
easat-8431	226	3	group	group	NOUN
easat-8431	226	4	uses	use	VERB
easat-8431	226	5	ai	ai	VERB
easat-8431	226	6	to	to	PART
easat-8431	226	7	help	help	VERB
easat-8431	226	8	integrate	integrate	VERB
easat-8431	226	9	text	text	NOUN
easat-8431	226	10	,	,	PUNCT
easat-8431	226	11	images	image	NOUN
easat-8431	226	12	,	,	PUNCT
easat-8431	226	13	and	and	CCONJ
easat-8431	226	14	audio	audio	NOUN
easat-8431	226	15	,	,	PUNCT
easat-8431	226	16	making	make	VERB
easat-8431	226	17	the	the	DET
easat-8431	226	18	learning	learning	NOUN
easat-8431	226	19	materials	material	NOUN
easat-8431	226	20	more	more	ADV
easat-8431	226	21	perceptually	perceptually	ADV
easat-8431	226	22	advantageous	advantageous	ADJ
easat-8431	226	23	and	and	CCONJ
easat-8431	226	24	inspiring	inspiring	ADJ
easat-8431	226	25	students	student	NOUN
easat-8431	226	26	to	to	PART
easat-8431	226	27	maintain	maintain	VERB
easat-8431	226	28	continuous	continuous	ADJ
easat-8431	226	29	attention	attention	NOUN
easat-8431	226	30	in	in	ADP
easat-8431	226	31	each	each	DET
easat-8431	226	32	unit	unit	NOUN
easat-8431	226	33	,	,	PUNCT
easat-8431	226	34	thereby	thereby	ADV
easat-8431	226	35	promoting	promote	VERB
easat-8431	226	36	steady	steady	ADJ
easat-8431	226	37	improvement	improvement	NOUN
easat-8431	226	38	in	in	ADP
easat-8431	226	39	grades	grade	NOUN
easat-8431	226	40	.	.	PUNCT
easat-8431	227	1	the	the	DET
easat-8431	227	2	taskdriven	taskdriven	ADJ
easat-8431	227	3	approach	approach	NOUN
easat-8431	227	4	of	of	ADP
easat-8431	227	5	the	the	DET
easat-8431	227	6	discourse	discourse	NOUN
easat-8431	227	7	group	group	NOUN
easat-8431	227	8	helps	help	VERB
easat-8431	227	9	with	with	ADP
easat-8431	227	10	the	the	DET
easat-8431	227	11	logical	logical	ADJ
easat-8431	227	12	understanding	understanding	NOUN
easat-8431	227	13	of	of	ADP
easat-8431	227	14	knowledge	knowledge	NOUN
easat-8431	227	15	but	but	CCONJ
easat-8431	227	16	lacks	lack	VERB
easat-8431	227	17	multimodal	multimodal	ADJ
easat-8431	227	18	feedback	feedback	NOUN
easat-8431	227	19	support	support	NOUN
easat-8431	227	20	,	,	PUNCT
easat-8431	227	21	and	and	CCONJ
easat-8431	227	22	its	its	PRON
easat-8431	227	23	effectiveness	effectiveness	NOUN
easat-8431	227	24	is	be	AUX
easat-8431	227	25	inferior	inferior	ADJ
easat-8431	227	26	to	to	ADP
easat-8431	227	27	the	the	DET
easat-8431	227	28	former	former	ADJ
easat-8431	227	29	.	.	PUNCT
easat-8431	227	30	traditional	traditional	ADJ
easat-8431	227	31	teaching	teaching	NOUN
easat-8431	227	32	,	,	PUNCT
easat-8431	227	33	however	however	ADV
easat-8431	227	34	,	,	PUNCT
easat-8431	227	35	makes	make	VERB
easat-8431	227	36	it	it	PRON
easat-8431	227	37	difficult	difficult	ADJ
easat-8431	227	38	to	to	PART
easat-8431	227	39	form	form	VERB
easat-8431	227	40	a	a	DET
easat-8431	227	41	strong	strong	ADJ
easat-8431	227	42	unit	unit	NOUN
easat-8431	227	43	learning	learn	VERB
easat-8431	227	44	rhythm	rhythm	PROPN
easat-8431	227	45	due	due	ADP
easat-8431	227	46	to	to	ADP
easat-8431	227	47	the	the	DET
easat-8431	227	48	single	single	ADJ
easat-8431	227	49	interactive	interactive	ADJ
easat-8431	227	50	method	method	NOUN
easat-8431	227	51	and	and	CCONJ
easat-8431	227	52	delayed	delay	VERB
easat-8431	227	53	feedback	feedback	NOUN
easat-8431	227	54	,	,	PUNCT
easat-8431	227	55	resulting	result	VERB
easat-8431	227	56	in	in	ADP
easat-8431	227	57	large	large	ADJ
easat-8431	227	58	fluctuations	fluctuation	NOUN
easat-8431	227	59	in	in	ADP
easat-8431	227	60	some	some	DET
easat-8431	227	61	units	unit	NOUN
easat-8431	227	62	.	.	PUNCT
easat-8431	228	1	these	these	DET
easat-8431	228	2	trends	trend	NOUN
easat-8431	228	3	clearly	clearly	ADV
easat-8431	228	4	reflect	reflect	VERB
easat-8431	228	5	the	the	DET
easat-8431	228	6	direct	direct	ADJ
easat-8431	228	7	traction	traction	NOUN
easat-8431	228	8	of	of	ADP
easat-8431	228	9	teaching	teaching	NOUN
easat-8431	228	10	design	design	NOUN
easat-8431	228	11	on	on	ADP
easat-8431	228	12	academic	academic	ADJ
easat-8431	228	13	output	output	NOUN
easat-8431	228	14	.	.	PUNCT
easat-8431	229	1	2548	2548	NUM
easat-8431	229	2	edelweiss	edelweiss	PROPN
easat-8431	229	3	applied	apply	VERB
easat-8431	229	4	science	science	NOUN
easat-8431	229	5	and	and	CCONJ
easat-8431	229	6	technology	technology	NOUN
easat-8431	229	7	issn	issn	PROPN
easat-8431	229	8	:	:	PUNCT
easat-8431	229	9	2576	2576	NUM
easat-8431	229	10	-	-	SYM
easat-8431	229	11	8484	8484	NUM
easat-8431	229	12	vol	vol	NOUN
easat-8431	229	13	.	.	PROPN
easat-8431	230	1	9	9	NUM
easat-8431	230	2	,	,	PUNCT
easat-8431	230	3	no	no	INTJ
easat-8431	230	4	.	.	NOUN
easat-8431	231	1	6	6	NUM
easat-8431	231	2	:	:	SYM
easat-8431	231	3	2536	2536	NUM
easat-8431	231	4	-	-	SYM
easat-8431	231	5	2552	2552	NUM
easat-8431	231	6	,	,	PUNCT
easat-8431	231	7	2025	2025	NUM
easat-8431	231	8	doi	doi	NOUN
easat-8431	231	9	:	:	PUNCT
easat-8431	231	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	231	11	©	©	ADP
easat-8431	231	12	2025	2025	NUM
easat-8431	231	13	by	by	ADP
easat-8431	231	14	the	the	DET
easat-8431	231	15	authors	author	NOUN
easat-8431	231	16	;	;	PUNCT
easat-8431	231	17	licensee	licensee	PROPN
easat-8431	231	18	learning	learn	VERB
easat-8431	231	19	gate	gate	PROPN
easat-8431	231	20	figure	figure	NOUN
easat-8431	231	21	6	6	NUM
easat-8431	231	22	.	.	PUNCT
easat-8431	231	23	comparison	comparison	NOUN
easat-8431	231	24	of	of	ADP
easat-8431	231	25	class	class	NOUN
easat-8431	231	26	participation	participation	NOUN
easat-8431	231	27	and	and	CCONJ
easat-8431	231	28	learning	learning	NOUN
easat-8431	231	29	satisfaction	satisfaction	NOUN
easat-8431	231	30	.	.	PUNCT
easat-8431	232	1	in	in	ADP
easat-8431	232	2	terms	term	NOUN
easat-8431	232	3	of	of	ADP
easat-8431	232	4	participation	participation	NOUN
easat-8431	232	5	,	,	PUNCT
easat-8431	232	6	group	group	NOUN
easat-8431	232	7	3	3	NUM
easat-8431	232	8	has	have	VERB
easat-8431	232	9	an	an	DET
easat-8431	232	10	overall	overall	ADJ
easat-8431	232	11	average	average	NOUN
easat-8431	232	12	of	of	ADP
easat-8431	232	13	69.53	69.53	NUM
easat-8431	232	14	%	%	NOUN
easat-8431	232	15	,	,	PUNCT
easat-8431	232	16	with	with	ADP
easat-8431	232	17	the	the	DET
easat-8431	232	18	highest	high	ADJ
easat-8431	232	19	reaching	reach	VERB
easat-8431	232	20	a	a	DET
easat-8431	232	21	peak	peak	NOUN
easat-8431	232	22	of	of	ADP
easat-8431	232	23	nearly	nearly	ADV
easat-8431	232	24	74.66	74.66	NUM
easat-8431	232	25	%	%	NOUN
easat-8431	232	26	,	,	PUNCT
easat-8431	232	27	indicating	indicate	VERB
easat-8431	232	28	that	that	SCONJ
easat-8431	232	29	its	its	PRON
easat-8431	232	30	teaching	teaching	NOUN
easat-8431	232	31	environment	environment	NOUN
easat-8431	232	32	can	can	AUX
easat-8431	232	33	effectively	effectively	ADV
easat-8431	232	34	mobilize	mobilize	VERB
easat-8431	232	35	students	student	NOUN
easat-8431	232	36	to	to	PART
easat-8431	232	37	continue	continue	VERB
easat-8431	232	38	to	to	PART
easat-8431	232	39	participate	participate	VERB
easat-8431	232	40	.	.	PUNCT
easat-8431	233	1	group	group	NOUN
easat-8431	233	2	2	2	NUM
easat-8431	233	3	is	be	AUX
easat-8431	233	4	between	between	ADP
easat-8431	233	5	60.39–66.85	60.39–66.85	NUM
easat-8431	233	6	%	%	NOUN
easat-8431	233	7	;	;	PUNCT
easat-8431	233	8	group	group	NOUN
easat-8431	233	9	1	1	NUM
easat-8431	233	10	has	have	VERB
easat-8431	233	11	an	an	DET
easat-8431	233	12	average	average	NOUN
easat-8431	233	13	of	of	ADP
easat-8431	233	14	about	about	ADP
easat-8431	233	15	60.17	60.17	NUM
easat-8431	233	16	%	%	NOUN
easat-8431	233	17	.	.	PUNCT
easat-8431	234	1	in	in	ADP
easat-8431	234	2	terms	term	NOUN
easat-8431	234	3	of	of	ADP
easat-8431	234	4	satisfaction	satisfaction	NOUN
easat-8431	234	5	,	,	PUNCT
easat-8431	234	6	group	group	NOUN
easat-8431	234	7	3	3	NUM
easat-8431	234	8	is	be	AUX
easat-8431	234	9	above	above	ADP
easat-8431	234	10	3.51	3.51	NUM
easat-8431	234	11	points	point	NOUN
easat-8431	234	12	,	,	PUNCT
easat-8431	234	13	with	with	ADP
easat-8431	234	14	the	the	DET
easat-8431	234	15	highest	high	ADJ
easat-8431	234	16	reaching	reach	VERB
easat-8431	234	17	4.54	4.54	NUM
easat-8431	234	18	points	point	NOUN
easat-8431	234	19	;	;	PUNCT
easat-8431	234	20	group	group	NOUN
easat-8431	234	21	2	2	NUM
easat-8431	234	22	fluctuates	fluctuate	NOUN
easat-8431	234	23	between	between	ADP
easat-8431	234	24	3.05–4.18	3.05–4.18	NUM
easat-8431	234	25	,	,	PUNCT
easat-8431	234	26	while	while	SCONJ
easat-8431	234	27	group	group	NOUN
easat-8431	234	28	1	1	NUM
easat-8431	234	29	is	be	AUX
easat-8431	234	30	concentrated	concentrate	VERB
easat-8431	234	31	between	between	ADP
easat-8431	234	32	2.74–3.86	2.74–3.86	NUM
easat-8431	234	33	points	point	NOUN
easat-8431	234	34	and	and	CCONJ
easat-8431	234	35	is	be	AUX
easat-8431	234	36	generally	generally	ADV
easat-8431	234	37	in	in	ADP
easat-8431	234	38	a	a	DET
easat-8431	234	39	weaker	weak	ADJ
easat-8431	234	40	perception	perception	NOUN
easat-8431	234	41	range	range	NOUN
easat-8431	234	42	.	.	PUNCT
easat-8431	235	1	this	this	DET
easat-8431	235	2	set	set	NOUN
easat-8431	235	3	of	of	ADP
easat-8431	235	4	data	datum	NOUN
easat-8431	235	5	reveals	reveal	VERB
easat-8431	235	6	the	the	DET
easat-8431	235	7	dual	dual	ADJ
easat-8431	235	8	impact	impact	NOUN
easat-8431	235	9	mechanism	mechanism	NOUN
easat-8431	235	10	of	of	ADP
easat-8431	235	11	teaching	teaching	NOUN
easat-8431	235	12	methods	method	NOUN
easat-8431	235	13	on	on	ADP
easat-8431	235	14	students	student	NOUN
easat-8431	235	15	'	'	PART
easat-8431	235	16	subjective	subjective	ADJ
easat-8431	235	17	experience	experience	NOUN
easat-8431	235	18	and	and	CCONJ
easat-8431	235	19	classroom	classroom	NOUN
easat-8431	235	20	engagement	engagement	NOUN
easat-8431	235	21	.	.	PUNCT
easat-8431	236	1	the	the	DET
easat-8431	236	2	multimodal	multimodal	NOUN
easat-8431	236	3	group	group	NOUN
easat-8431	236	4	maintains	maintain	VERB
easat-8431	236	5	its	its	PRON
easat-8431	236	6	lead	lead	NOUN
easat-8431	236	7	in	in	ADP
easat-8431	236	8	both	both	DET
easat-8431	236	9	participation	participation	NOUN
easat-8431	236	10	and	and	CCONJ
easat-8431	236	11	satisfaction	satisfaction	NOUN
easat-8431	236	12	,	,	PUNCT
easat-8431	236	13	indicating	indicate	VERB
easat-8431	236	14	that	that	SCONJ
easat-8431	236	15	its	its	PRON
easat-8431	236	16	system	system	NOUN
easat-8431	236	17	not	not	PART
easat-8431	236	18	only	only	ADV
easat-8431	236	19	enhances	enhance	VERB
easat-8431	236	20	cognitive	cognitive	ADJ
easat-8431	236	21	appeal	appeal	NOUN
easat-8431	236	22	but	but	CCONJ
easat-8431	236	23	also	also	ADV
easat-8431	236	24	provides	provide	VERB
easat-8431	236	25	positive	positive	ADJ
easat-8431	236	26	feedback	feedback	NOUN
easat-8431	236	27	at	at	ADP
easat-8431	236	28	the	the	DET
easat-8431	236	29	emotional	emotional	ADJ
easat-8431	236	30	level	level	NOUN
easat-8431	236	31	,	,	PUNCT
easat-8431	236	32	prompting	prompt	VERB
easat-8431	236	33	students	student	NOUN
easat-8431	236	34	to	to	PART
easat-8431	236	35	establish	establish	VERB
easat-8431	236	36	a	a	DET
easat-8431	236	37	stable	stable	ADJ
easat-8431	236	38	learning	learning	NOUN
easat-8431	236	39	rhythm	rhythm	NOUN
easat-8431	236	40	and	and	CCONJ
easat-8431	236	41	high	high	ADJ
easat-8431	236	42	satisfaction	satisfaction	NOUN
easat-8431	236	43	;	;	PUNCT
easat-8431	236	44	the	the	DET
easat-8431	236	45	discourse	discourse	NOUN
easat-8431	236	46	group	group	NOUN
easat-8431	236	47	helps	help	VERB
easat-8431	236	48	maintain	maintain	VERB
easat-8431	236	49	a	a	DET
easat-8431	236	50	certain	certain	ADJ
easat-8431	236	51	degree	degree	NOUN
easat-8431	236	52	of	of	ADP
easat-8431	236	53	participation	participation	NOUN
easat-8431	236	54	in	in	ADP
easat-8431	236	55	terms	term	NOUN
easat-8431	236	56	of	of	ADP
easat-8431	236	57	structural	structural	ADJ
easat-8431	236	58	clarity	clarity	NOUN
easat-8431	236	59	,	,	PUNCT
easat-8431	236	60	but	but	CCONJ
easat-8431	236	61	due	due	ADP
easat-8431	236	62	to	to	ADP
easat-8431	236	63	the	the	DET
easat-8431	236	64	lack	lack	NOUN
easat-8431	236	65	of	of	ADP
easat-8431	236	66	sensory	sensory	ADJ
easat-8431	236	67	stimulation	stimulation	NOUN
easat-8431	236	68	and	and	CCONJ
easat-8431	236	69	personalized	personalized	ADJ
easat-8431	236	70	feedback	feedback	NOUN
easat-8431	236	71	,	,	PUNCT
easat-8431	236	72	its	its	PRON
easat-8431	236	73	satisfaction	satisfaction	NOUN
easat-8431	236	74	is	be	AUX
easat-8431	236	75	average	average	ADJ
easat-8431	236	76	;	;	PUNCT
easat-8431	236	77	the	the	DET
easat-8431	236	78	traditional	traditional	ADJ
easat-8431	236	79	group	group	NOUN
easat-8431	236	80	is	be	AUX
easat-8431	236	81	at	at	ADP
easat-8431	236	82	a	a	DET
easat-8431	236	83	disadvantage	disadvantage	NOUN
easat-8431	236	84	in	in	ADP
easat-8431	236	85	terms	term	NOUN
easat-8431	236	86	of	of	ADP
easat-8431	236	87	participation	participation	NOUN
easat-8431	236	88	willingness	willingness	NOUN
easat-8431	236	89	and	and	CCONJ
easat-8431	236	90	satisfaction	satisfaction	NOUN
easat-8431	236	91	due	due	ADP
easat-8431	236	92	to	to	ADP
easat-8431	236	93	the	the	DET
easat-8431	236	94	lack	lack	NOUN
easat-8431	236	95	of	of	ADP
easat-8431	236	96	interaction	interaction	NOUN
easat-8431	236	97	and	and	CCONJ
easat-8431	236	98	strategic	strategic	ADJ
easat-8431	236	99	support	support	NOUN
easat-8431	236	100	.	.	PUNCT
easat-8431	237	1	these	these	DET
easat-8431	237	2	trends	trend	NOUN
easat-8431	237	3	reinforce	reinforce	VERB
easat-8431	237	4	the	the	DET
easat-8431	237	5	potential	potential	ADJ
easat-8431	237	6	advantages	advantage	NOUN
easat-8431	237	7	of	of	ADP
easat-8431	237	8	multimodal	multimodal	NOUN
easat-8431	237	9	ai	ai	AUX
easat-8431	237	10	teaching	teach	VERB
easat-8431	237	11	in	in	ADP
easat-8431	237	12	stimulating	stimulate	VERB
easat-8431	237	13	students	student	NOUN
easat-8431	237	14	'	'	PART
easat-8431	237	15	initiative	initiative	NOUN
easat-8431	237	16	and	and	CCONJ
easat-8431	237	17	positive	positive	ADJ
easat-8431	237	18	emotions	emotion	NOUN
easat-8431	237	19	.	.	PUNCT
easat-8431	238	1	5.4	5.4	NUM
easat-8431	238	2	.	.	PUNCT
easat-8431	238	3	effect	effect	NOUN
easat-8431	238	4	of	of	ADP
easat-8431	238	5	multimodal	multimodal	ADJ
easat-8431	238	6	discourse	discourse	NOUN
easat-8431	238	7	analysis	analysis	NOUN
easat-8431	238	8	model	model	NOUN
easat-8431	238	9	on	on	ADP
easat-8431	238	10	improving	improve	VERB
easat-8431	238	11	accuracy	accuracy	NOUN
easat-8431	238	12	in	in	ADP
easat-8431	238	13	order	order	NOUN
easat-8431	238	14	to	to	PART
easat-8431	238	15	systematically	systematically	ADV
easat-8431	238	16	evaluate	evaluate	VERB
easat-8431	238	17	the	the	DET
easat-8431	238	18	impact	impact	NOUN
easat-8431	238	19	of	of	ADP
easat-8431	238	20	multimodal	multimodal	ADJ
easat-8431	238	21	information	information	NOUN
easat-8431	238	22	fusion	fusion	NOUN
easat-8431	238	23	on	on	ADP
easat-8431	238	24	the	the	DET
easat-8431	238	25	classification	classification	NOUN
easat-8431	238	26	performance	performance	NOUN
easat-8431	238	27	of	of	ADP
easat-8431	238	28	the	the	DET
easat-8431	238	29	model	model	NOUN
easat-8431	238	30	,	,	PUNCT
easat-8431	238	31	an	an	DET
easat-8431	238	32	accuracy	accuracy	NOUN
easat-8431	238	33	comparison	comparison	NOUN
easat-8431	238	34	experiment	experiment	NOUN
easat-8431	238	35	based	base	VERB
easat-8431	238	36	on	on	ADP
easat-8431	238	37	different	different	ADJ
easat-8431	238	38	input	input	NOUN
easat-8431	238	39	combinations	combination	NOUN
easat-8431	238	40	is	be	AUX
easat-8431	238	41	designed	design	VERB
easat-8431	238	42	.	.	PUNCT
easat-8431	239	1	the	the	DET
easat-8431	239	2	experimental	experimental	ADJ
easat-8431	239	3	setting	setting	NOUN
easat-8431	239	4	includes	include	VERB
easat-8431	239	5	four	four	NUM
easat-8431	239	6	input	input	NOUN
easat-8431	239	7	modes	mode	NOUN
easat-8431	239	8	:	:	PUNCT
easat-8431	239	9	"	"	PUNCT
easat-8431	239	10	text	text	NOUN
easat-8431	239	11	"	"	PUNCT
easat-8431	239	12	,	,	PUNCT
easat-8431	239	13	"	"	PUNCT
easat-8431	239	14	text	text	NOUN
easat-8431	239	15	+	+	CCONJ
easat-8431	239	16	facial	facial	ADJ
easat-8431	239	17	expression	expression	NOUN
easat-8431	239	18	"	"	PUNCT
easat-8431	239	19	,	,	PUNCT
easat-8431	239	20	"	"	PUNCT
easat-8431	239	21	text	text	NOUN
easat-8431	239	22	+	+	CCONJ
easat-8431	239	23	facial	facial	ADJ
easat-8431	239	24	expression	expression	NOUN
easat-8431	239	25	+	+	CCONJ
easat-8431	239	26	action	action	NOUN
easat-8431	239	27	,	,	PUNCT
easat-8431	239	28	"	"	PUNCT
easat-8431	239	29	and	and	CCONJ
easat-8431	239	30	"	"	PUNCT
easat-8431	239	31	full	full	ADJ
easat-8431	239	32	modality	modality	NOUN
easat-8431	239	33	"	"	PUNCT
easat-8431	239	34	.	.	PUNCT
easat-8431	240	1	the	the	DET
easat-8431	240	2	results	result	NOUN
easat-8431	240	3	of	of	ADP
easat-8431	240	4	the	the	DET
easat-8431	240	5	first	first	ADJ
easat-8431	240	6	ablation	ablation	NOUN
easat-8431	240	7	experiment	experiment	NOUN
easat-8431	240	8	are	be	AUX
easat-8431	240	9	shown	show	VERB
easat-8431	240	10	in	in	ADP
easat-8431	240	11	figure	figure	NOUN
easat-8431	240	12	7	7	NUM
easat-8431	240	13	.	.	SYM
easat-8431	240	14	2549	2549	NUM
easat-8431	240	15	edelweiss	edelweiss	PROPN
easat-8431	240	16	applied	apply	VERB
easat-8431	240	17	science	science	NOUN
easat-8431	240	18	and	and	CCONJ
easat-8431	240	19	technology	technology	NOUN
easat-8431	240	20	issn	issn	PROPN
easat-8431	240	21	:	:	PUNCT
easat-8431	240	22	2576	2576	NUM
easat-8431	240	23	-	-	SYM
easat-8431	240	24	8484	8484	NUM
easat-8431	240	25	vol	vol	NOUN
easat-8431	240	26	.	.	PROPN
easat-8431	241	1	9	9	NUM
easat-8431	241	2	,	,	PUNCT
easat-8431	241	3	no	no	INTJ
easat-8431	241	4	.	.	NOUN
easat-8431	242	1	6	6	NUM
easat-8431	242	2	:	:	SYM
easat-8431	242	3	2536	2536	NUM
easat-8431	242	4	-	-	SYM
easat-8431	242	5	2552	2552	NUM
easat-8431	242	6	,	,	PUNCT
easat-8431	242	7	2025	2025	NUM
easat-8431	242	8	doi	doi	NOUN
easat-8431	242	9	:	:	PUNCT
easat-8431	242	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	242	11	©	©	ADP
easat-8431	242	12	2025	2025	NUM
easat-8431	242	13	by	by	ADP
easat-8431	242	14	the	the	DET
easat-8431	242	15	authors	author	NOUN
easat-8431	242	16	;	;	PUNCT
easat-8431	242	17	licensee	licensee	PROPN
easat-8431	242	18	learning	learn	VERB
easat-8431	242	19	gate	gate	NOUN
easat-8431	242	20	figure	figure	NOUN
easat-8431	242	21	7	7	NUM
easat-8431	242	22	.	.	PUNCT
easat-8431	242	23	comparison	comparison	NOUN
easat-8431	242	24	of	of	ADP
easat-8431	242	25	model	model	NOUN
easat-8431	242	26	analysis	analysis	NOUN
easat-8431	242	27	accuracy	accuracy	NOUN
easat-8431	242	28	.	.	PUNCT
easat-8431	243	1	in	in	ADP
easat-8431	243	2	all	all	DET
easat-8431	243	3	input	input	NOUN
easat-8431	243	4	combinations	combination	NOUN
easat-8431	243	5	,	,	PUNCT
easat-8431	243	6	the	the	DET
easat-8431	243	7	accuracy	accuracy	NOUN
easat-8431	243	8	of	of	ADP
easat-8431	243	9	the	the	DET
easat-8431	243	10	multimodal	multimodal	NOUN
easat-8431	243	11	fusion	fusion	NOUN
easat-8431	243	12	model	model	NOUN
easat-8431	243	13	is	be	AUX
easat-8431	243	14	higher	high	ADJ
easat-8431	243	15	than	than	ADP
easat-8431	243	16	that	that	PRON
easat-8431	243	17	of	of	ADP
easat-8431	243	18	the	the	DET
easat-8431	243	19	non	non	ADJ
easat-8431	243	20	-	-	ADJ
easat-8431	243	21	fusion	fusion	ADJ
easat-8431	243	22	model	model	NOUN
easat-8431	243	23	,	,	PUNCT
easat-8431	243	24	and	and	CCONJ
easat-8431	243	25	as	as	ADP
easat-8431	243	26	the	the	DET
easat-8431	243	27	input	input	NOUN
easat-8431	243	28	modality	modality	NOUN
easat-8431	243	29	increases	increase	NOUN
easat-8431	243	30	,	,	PUNCT
easat-8431	243	31	the	the	DET
easat-8431	243	32	accuracy	accuracy	NOUN
easat-8431	243	33	of	of	ADP
easat-8431	243	34	the	the	DET
easat-8431	243	35	fusion	fusion	NOUN
easat-8431	243	36	model	model	NOUN
easat-8431	243	37	gradually	gradually	ADV
easat-8431	243	38	increases	increase	VERB
easat-8431	243	39	.	.	PUNCT
easat-8431	244	1	under	under	ADP
easat-8431	244	2	full	full	ADJ
easat-8431	244	3	-	-	PUNCT
easat-8431	244	4	modal	modal	NOUN
easat-8431	244	5	input	input	NOUN
easat-8431	244	6	,	,	PUNCT
easat-8431	244	7	the	the	DET
easat-8431	244	8	average	average	ADJ
easat-8431	244	9	accuracy	accuracy	NOUN
easat-8431	244	10	of	of	ADP
easat-8431	244	11	the	the	DET
easat-8431	244	12	fusion	fusion	NOUN
easat-8431	244	13	model	model	NOUN
easat-8431	244	14	is	be	AUX
easat-8431	244	15	close	close	ADJ
easat-8431	244	16	to	to	ADP
easat-8431	244	17	88	88	NUM
easat-8431	244	18	%	%	NOUN
easat-8431	244	19	,	,	PUNCT
easat-8431	244	20	while	while	SCONJ
easat-8431	244	21	the	the	DET
easat-8431	244	22	non	non	ADJ
easat-8431	244	23	-	-	ADJ
easat-8431	244	24	fusion	fusion	ADJ
easat-8431	244	25	model	model	NOUN
easat-8431	244	26	remains	remain	VERB
easat-8431	244	27	at	at	ADP
easat-8431	244	28	around	around	ADP
easat-8431	244	29	80	80	NUM
easat-8431	244	30	%	%	NOUN
easat-8431	244	31	,	,	PUNCT
easat-8431	244	32	showing	show	VERB
easat-8431	244	33	that	that	SCONJ
easat-8431	244	34	multimodal	multimodal	NOUN
easat-8431	244	35	fusion	fusion	NOUN
easat-8431	244	36	significantly	significantly	ADV
easat-8431	244	37	improves	improve	VERB
easat-8431	244	38	classification	classification	NOUN
easat-8431	244	39	performance	performance	NOUN
easat-8431	244	40	.	.	PUNCT
easat-8431	245	1	the	the	DET
easat-8431	245	2	reason	reason	NOUN
easat-8431	245	3	behind	behind	ADP
easat-8431	245	4	this	this	DET
easat-8431	245	5	performance	performance	NOUN
easat-8431	245	6	improvement	improvement	NOUN
easat-8431	245	7	is	be	AUX
easat-8431	245	8	mainly	mainly	ADV
easat-8431	245	9	due	due	ADJ
easat-8431	245	10	to	to	ADP
easat-8431	245	11	the	the	DET
easat-8431	245	12	fact	fact	NOUN
easat-8431	245	13	that	that	SCONJ
easat-8431	245	14	multimodal	multimodal	NOUN
easat-8431	245	15	fusion	fusion	NOUN
easat-8431	245	16	can	can	AUX
easat-8431	245	17	integrate	integrate	VERB
easat-8431	245	18	different	different	ADJ
easat-8431	245	19	types	type	NOUN
easat-8431	245	20	of	of	ADP
easat-8431	245	21	information	information	NOUN
easat-8431	245	22	,	,	PUNCT
easat-8431	245	23	make	make	VERB
easat-8431	245	24	up	up	ADP
easat-8431	245	25	for	for	ADP
easat-8431	245	26	the	the	DET
easat-8431	245	27	limitations	limitation	NOUN
easat-8431	245	28	of	of	ADP
easat-8431	245	29	a	a	DET
easat-8431	245	30	single	single	ADJ
easat-8431	245	31	modality	modality	NOUN
easat-8431	245	32	,	,	PUNCT
easat-8431	245	33	and	and	CCONJ
easat-8431	245	34	improve	improve	VERB
easat-8431	245	35	the	the	DET
easat-8431	245	36	model	model	NOUN
easat-8431	245	37	's	's	PART
easat-8431	245	38	expression	expression	NOUN
easat-8431	245	39	and	and	CCONJ
easat-8431	245	40	discrimination	discrimination	NOUN
easat-8431	245	41	capabilities	capability	NOUN
easat-8431	245	42	.	.	PUNCT
easat-8431	246	1	text	text	NOUN
easat-8431	246	2	information	information	NOUN
easat-8431	246	3	provides	provide	VERB
easat-8431	246	4	the	the	DET
easat-8431	246	5	basis	basis	NOUN
easat-8431	246	6	for	for	ADP
easat-8431	246	7	semantic	semantic	ADJ
easat-8431	246	8	content	content	NOUN
easat-8431	246	9	,	,	PUNCT
easat-8431	246	10	while	while	SCONJ
easat-8431	246	11	facial	facial	ADJ
easat-8431	246	12	expressions	expression	NOUN
easat-8431	246	13	and	and	CCONJ
easat-8431	246	14	movements	movement	NOUN
easat-8431	246	15	as	as	SCONJ
easat-8431	246	16	visual	visual	ADJ
easat-8431	246	17	signals	signal	NOUN
easat-8431	246	18	capture	capture	VERB
easat-8431	246	19	subtle	subtle	ADJ
easat-8431	246	20	changes	change	NOUN
easat-8431	246	21	in	in	ADP
easat-8431	246	22	emotions	emotion	NOUN
easat-8431	246	23	and	and	CCONJ
easat-8431	246	24	behaviors	behavior	NOUN
easat-8431	246	25	,	,	PUNCT
easat-8431	246	26	which	which	PRON
easat-8431	246	27	helps	help	VERB
easat-8431	246	28	enhance	enhance	VERB
easat-8431	246	29	contextual	contextual	ADJ
easat-8431	246	30	understanding	understanding	NOUN
easat-8431	246	31	and	and	CCONJ
easat-8431	246	32	emotion	emotion	NOUN
easat-8431	246	33	recognition	recognition	NOUN
easat-8431	246	34	,	,	PUNCT
easat-8431	246	35	thereby	thereby	ADV
easat-8431	246	36	improving	improve	VERB
easat-8431	246	37	overall	overall	ADJ
easat-8431	246	38	recognition	recognition	NOUN
easat-8431	246	39	accuracy	accuracy	NOUN
easat-8431	246	40	.	.	PUNCT
easat-8431	247	1	the	the	DET
easat-8431	247	2	multimodal	multimodal	NOUN
easat-8431	247	3	fusion	fusion	NOUN
easat-8431	247	4	mechanism	mechanism	NOUN
easat-8431	247	5	effectively	effectively	ADV
easat-8431	247	6	integrates	integrate	VERB
easat-8431	247	7	this	this	DET
easat-8431	247	8	heterogeneous	heterogeneous	ADJ
easat-8431	247	9	information	information	NOUN
easat-8431	247	10	,	,	PUNCT
easat-8431	247	11	achieves	achieve	VERB
easat-8431	247	12	information	information	NOUN
easat-8431	247	13	complementarity	complementarity	NOUN
easat-8431	247	14	,	,	PUNCT
easat-8431	247	15	reduces	reduce	VERB
easat-8431	247	16	the	the	DET
easat-8431	247	17	impact	impact	NOUN
easat-8431	247	18	of	of	ADP
easat-8431	247	19	noise	noise	NOUN
easat-8431	247	20	,	,	PUNCT
easat-8431	247	21	and	and	CCONJ
easat-8431	247	22	enables	enable	VERB
easat-8431	247	23	the	the	DET
easat-8431	247	24	model	model	NOUN
easat-8431	247	25	to	to	PART
easat-8431	247	26	capture	capture	VERB
easat-8431	247	27	target	target	NOUN
easat-8431	247	28	features	feature	VERB
easat-8431	247	29	more	more	ADV
easat-8431	247	30	comprehensively	comprehensively	ADV
easat-8431	247	31	,	,	PUNCT
easat-8431	247	32	thereby	thereby	ADV
easat-8431	247	33	showing	show	VERB
easat-8431	247	34	better	well	ADJ
easat-8431	247	35	recognition	recognition	NOUN
easat-8431	247	36	results	result	NOUN
easat-8431	247	37	under	under	ADP
easat-8431	247	38	different	different	ADJ
easat-8431	247	39	input	input	NOUN
easat-8431	247	40	combination	combination	NOUN
easat-8431	247	41	conditions	condition	NOUN
easat-8431	247	42	,	,	PUNCT
easat-8431	247	43	reflecting	reflect	VERB
easat-8431	247	44	the	the	DET
easat-8431	247	45	robustness	robustness	NOUN
easat-8431	247	46	and	and	CCONJ
easat-8431	247	47	advantages	advantage	NOUN
easat-8431	247	48	of	of	ADP
easat-8431	247	49	the	the	DET
easat-8431	247	50	fusion	fusion	NOUN
easat-8431	247	51	strategy	strategy	NOUN
easat-8431	247	52	in	in	ADP
easat-8431	247	53	complex	complex	ADJ
easat-8431	247	54	environments	environment	NOUN
easat-8431	247	55	.	.	PUNCT
easat-8431	248	1	5.5	5.5	NUM
easat-8431	248	2	.	.	PUNCT
easat-8431	249	1	the	the	DET
easat-8431	249	2	impact	impact	NOUN
easat-8431	249	3	of	of	ADP
easat-8431	249	4	teacher	teacher	NOUN
easat-8431	249	5	experience	experience	NOUN
easat-8431	249	6	embedding	embed	VERB
easat-8431	249	7	on	on	ADP
easat-8431	249	8	the	the	DET
easat-8431	249	9	quality	quality	NOUN
easat-8431	249	10	of	of	ADP
easat-8431	249	11	system	system	NOUN
easat-8431	249	12	teaching	teach	VERB
easat-8431	249	13	decisions	decision	NOUN
easat-8431	249	14	in	in	ADP
easat-8431	249	15	order	order	NOUN
easat-8431	249	16	to	to	PART
easat-8431	249	17	evaluate	evaluate	VERB
easat-8431	249	18	the	the	DET
easat-8431	249	19	impact	impact	NOUN
easat-8431	249	20	of	of	ADP
easat-8431	249	21	teacher	teacher	NOUN
easat-8431	249	22	knowledge	knowledge	NOUN
easat-8431	249	23	distillation	distillation	NOUN
easat-8431	249	24	technology	technology	NOUN
easat-8431	249	25	on	on	ADP
easat-8431	249	26	the	the	DET
easat-8431	249	27	performance	performance	NOUN
easat-8431	249	28	of	of	ADP
easat-8431	249	29	the	the	DET
easat-8431	249	30	recommendation	recommendation	NOUN
easat-8431	249	31	system	system	NOUN
easat-8431	249	32	and	and	CCONJ
easat-8431	249	33	decision	decision	NOUN
easat-8431	249	34	-	-	PUNCT
easat-8431	249	35	making	make	VERB
easat-8431	249	36	module	module	NOUN
easat-8431	249	37	,	,	PUNCT
easat-8431	249	38	the	the	DET
easat-8431	249	39	experiment	experiment	NOUN
easat-8431	249	40	covers	cover	VERB
easat-8431	249	41	two	two	NUM
easat-8431	249	42	dimensions	dimension	NOUN
easat-8431	249	43	:	:	PUNCT
easat-8431	249	44	recommendation	recommendation	NOUN
easat-8431	249	45	quality	quality	NOUN
easat-8431	249	46	and	and	CCONJ
easat-8431	249	47	decision	decision	NOUN
easat-8431	249	48	performance	performance	NOUN
easat-8431	249	49	.	.	PUNCT
easat-8431	250	1	the	the	DET
easat-8431	250	2	recommendation	recommendation	NOUN
easat-8431	250	3	accuracy	accuracy	NOUN
easat-8431	250	4	,	,	PUNCT
easat-8431	250	5	relevance	relevance	NOUN
easat-8431	250	6	score	score	NOUN
easat-8431	250	7	,	,	PUNCT
easat-8431	250	8	diversity	diversity	NOUN
easat-8431	250	9	index	index	NOUN
easat-8431	250	10	,	,	PUNCT
easat-8431	250	11	decision	decision	NOUN
easat-8431	250	12	consistency	consistency	NOUN
easat-8431	250	13	score	score	NOUN
easat-8431	250	14	,	,	PUNCT
easat-8431	250	15	strategy	strategy	NOUN
easat-8431	250	16	adjustment	adjustment	NOUN
easat-8431	250	17	response	response	NOUN
easat-8431	250	18	time	time	NOUN
easat-8431	250	19	,	,	PUNCT
easat-8431	250	20	and	and	CCONJ
easat-8431	250	21	decision	decision	NOUN
easat-8431	250	22	stability	stability	NOUN
easat-8431	250	23	index	index	NOUN
easat-8431	250	24	are	be	AUX
easat-8431	250	25	compared	compare	VERB
easat-8431	250	26	to	to	PART
easat-8431	250	27	analyze	analyze	VERB
easat-8431	250	28	the	the	DET
easat-8431	250	29	contribution	contribution	NOUN
easat-8431	250	30	and	and	CCONJ
easat-8431	250	31	optimization	optimization	NOUN
easat-8431	250	32	effect	effect	NOUN
easat-8431	250	33	of	of	ADP
easat-8431	250	34	knowledge	knowledge	NOUN
easat-8431	250	35	distillation	distillation	NOUN
easat-8431	250	36	on	on	ADP
easat-8431	250	37	the	the	DET
easat-8431	250	38	overall	overall	ADJ
easat-8431	250	39	performance	performance	NOUN
easat-8431	250	40	of	of	ADP
easat-8431	250	41	the	the	DET
easat-8431	250	42	system	system	NOUN
easat-8431	250	43	.	.	PUNCT
easat-8431	251	1	the	the	DET
easat-8431	251	2	relevant	relevant	ADJ
easat-8431	251	3	statistical	statistical	ADJ
easat-8431	251	4	significance	significance	NOUN
easat-8431	251	5	is	be	AUX
easat-8431	251	6	tested	test	VERB
easat-8431	251	7	by	by	ADP
easat-8431	251	8	the	the	DET
easat-8431	251	9	p	p	PROPN
easat-8431	251	10	value	value	NOUN
easat-8431	251	11	to	to	PART
easat-8431	251	12	ensure	ensure	VERB
easat-8431	251	13	the	the	DET
easat-8431	251	14	scientificity	scientificity	NOUN
easat-8431	251	15	and	and	CCONJ
easat-8431	251	16	reliability	reliability	NOUN
easat-8431	251	17	of	of	ADP
easat-8431	251	18	the	the	DET
easat-8431	251	19	results	result	NOUN
easat-8431	251	20	.	.	PUNCT
easat-8431	252	1	table	table	NOUN
easat-8431	252	2	3	3	NUM
easat-8431	252	3	shows	show	VERB
easat-8431	252	4	the	the	DET
easat-8431	252	5	results	result	NOUN
easat-8431	252	6	of	of	ADP
easat-8431	252	7	the	the	DET
easat-8431	252	8	experiment	experiment	NOUN
easat-8431	252	9	.	.	PUNCT
easat-8431	253	1	2550	2550	NUM
easat-8431	253	2	edelweiss	edelweiss	PROPN
easat-8431	253	3	applied	apply	VERB
easat-8431	253	4	science	science	NOUN
easat-8431	253	5	and	and	CCONJ
easat-8431	253	6	technology	technology	NOUN
easat-8431	253	7	issn	issn	PROPN
easat-8431	253	8	:	:	PUNCT
easat-8431	253	9	2576	2576	NUM
easat-8431	253	10	-	-	SYM
easat-8431	253	11	8484	8484	NUM
easat-8431	253	12	vol	vol	NOUN
easat-8431	253	13	.	.	PROPN
easat-8431	254	1	9	9	NUM
easat-8431	254	2	,	,	PUNCT
easat-8431	254	3	no	no	INTJ
easat-8431	254	4	.	.	NOUN
easat-8431	255	1	6	6	NUM
easat-8431	255	2	:	:	SYM
easat-8431	255	3	2536	2536	NUM
easat-8431	255	4	-	-	SYM
easat-8431	255	5	2552	2552	NUM
easat-8431	255	6	,	,	PUNCT
easat-8431	255	7	2025	2025	NUM
easat-8431	255	8	doi	doi	NOUN
easat-8431	255	9	:	:	PUNCT
easat-8431	255	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	255	11	©	©	ADP
easat-8431	255	12	2025	2025	NUM
easat-8431	255	13	by	by	ADP
easat-8431	255	14	the	the	DET
easat-8431	255	15	authors	author	NOUN
easat-8431	255	16	;	;	PUNCT
easat-8431	255	17	licensee	licensee	PROPN
easat-8431	255	18	learning	learn	VERB
easat-8431	255	19	gate	gate	NOUN
easat-8431	255	20	table	table	NOUN
easat-8431	255	21	3	3	NUM
easat-8431	255	22	.	.	PUNCT
easat-8431	255	23	comparison	comparison	NOUN
easat-8431	255	24	of	of	ADP
easat-8431	255	25	teaching	teach	VERB
easat-8431	255	26	decision	decision	NOUN
easat-8431	255	27	quality	quality	NOUN
easat-8431	255	28	.	.	PUNCT
easat-8431	256	1	metric	metric	ADJ
easat-8431	256	2	category	category	NOUN
easat-8431	256	3	metric	metric	ADJ
easat-8431	256	4	name	name	NOUN
easat-8431	256	5	with	with	ADP
easat-8431	256	6	teacher	teacher	NOUN
easat-8431	256	7	knowledge	knowledge	NOUN
easat-8431	256	8	distillation	distillation	NOUN
easat-8431	256	9	without	without	ADP
easat-8431	256	10	teacher	teacher	NOUN
easat-8431	256	11	knowledge	knowledge	NOUN
easat-8431	256	12	,	,	PUNCT
easat-8431	256	13	distillation	distillation	NOUN
easat-8431	256	14	p	p	NOUN
easat-8431	256	15	-	-	PUNCT
easat-8431	256	16	value	value	NOUN
easat-8431	256	17	recommendation	recommendation	NOUN
easat-8431	256	18	quality	quality	NOUN
easat-8431	256	19	recommendation	recommendation	NOUN
easat-8431	256	20	accuracy	accuracy	NOUN
easat-8431	256	21	(	(	PUNCT
easat-8431	256	22	%	%	NOUN
easat-8431	256	23	)	)	PUNCT
easat-8431	256	24	87.3	87.3	NUM
easat-8431	256	25	79.8	79.8	NUM
easat-8431	256	26	<	<	NOUN
easat-8431	256	27	0.05	0.05	NUM
easat-8431	256	28	recommendation	recommendation	NOUN
easat-8431	256	29	relevance	relevance	NOUN
easat-8431	256	30	score	score	NOUN
easat-8431	256	31	4.25	4.25	NUM
easat-8431	256	32	/	/	SYM
easat-8431	256	33	5	5	NUM
easat-8431	256	34	3.68	3.68	NUM
easat-8431	256	35	/	/	SYM
easat-8431	256	36	5	5	NUM
easat-8431	256	37	<	<	NOUN
easat-8431	256	38	0.05	0.05	NUM
easat-8431	256	39	recommendation	recommendation	NOUN
easat-8431	256	40	diversity	diversity	NOUN
easat-8431	256	41	index	index	NOUN
easat-8431	256	42	0.68	0.68	NUM
easat-8431	256	43	0.52	0.52	NUM
easat-8431	256	44	<	<	NOUN
easat-8431	256	45	0.05	0.05	NUM
easat-8431	256	46	decision	decision	NOUN
easat-8431	256	47	performance	performance	NOUN
easat-8431	256	48	decision	decision	NOUN
easat-8431	256	49	consistency	consistency	NOUN
easat-8431	256	50	score	score	NOUN
easat-8431	256	51	0.91	0.91	NUM
easat-8431	256	52	0.75	0.75	NUM
easat-8431	256	53	<	<	NOUN
easat-8431	256	54	0.05	0.05	NUM
easat-8431	256	55	strategy	strategy	NOUN
easat-8431	256	56	adjustment	adjustment	NOUN
easat-8431	256	57	response	response	NOUN
easat-8431	256	58	time	time	NOUN
easat-8431	256	59	(	(	PUNCT
easat-8431	256	60	minute	minute	NOUN
easat-8431	256	61	)	)	PUNCT
easat-8431	256	62	1.85	1.85	NUM
easat-8431	256	63	3.42	3.42	NUM
easat-8431	256	64	<	<	NOUN
easat-8431	256	65	0.05	0.05	NUM
easat-8431	256	66	decision	decision	NOUN
easat-8431	256	67	stability	stability	NOUN
easat-8431	256	68	index	index	NOUN
easat-8431	256	69	0.89	0.89	NUM
easat-8431	256	70	0.72	0.72	NUM
easat-8431	256	71	<	<	NOUN
easat-8431	256	72	0.05	0.05	NUM
easat-8431	256	73	after	after	ADP
easat-8431	256	74	enabling	enable	VERB
easat-8431	256	75	teacher	teacher	NOUN
easat-8431	256	76	knowledge	knowledge	NOUN
easat-8431	256	77	distillation	distillation	NOUN
easat-8431	256	78	,	,	PUNCT
easat-8431	256	79	the	the	DET
easat-8431	256	80	recommendation	recommendation	NOUN
easat-8431	256	81	accuracy	accuracy	NOUN
easat-8431	256	82	rate	rate	NOUN
easat-8431	256	83	is	be	AUX
easat-8431	256	84	significantly	significantly	ADV
easat-8431	256	85	improved	improve	VERB
easat-8431	256	86	to	to	ADP
easat-8431	256	87	87.3	87.3	NUM
easat-8431	256	88	%	%	NOUN
easat-8431	256	89	,	,	PUNCT
easat-8431	256	90	the	the	DET
easat-8431	256	91	recommendation	recommendation	NOUN
easat-8431	256	92	relevance	relevance	NOUN
easat-8431	256	93	score	score	NOUN
easat-8431	256	94	is	be	AUX
easat-8431	256	95	also	also	ADV
easat-8431	256	96	improved	improve	VERB
easat-8431	256	97	from	from	ADP
easat-8431	256	98	3.68	3.68	NUM
easat-8431	256	99	to	to	ADP
easat-8431	256	100	4.25	4.25	NUM
easat-8431	256	101	,	,	PUNCT
easat-8431	256	102	and	and	CCONJ
easat-8431	256	103	the	the	DET
easat-8431	256	104	diversity	diversity	NOUN
easat-8431	256	105	index	index	NOUN
easat-8431	256	106	increases	increase	VERB
easat-8431	256	107	from	from	ADP
easat-8431	256	108	0.52	0.52	NUM
easat-8431	256	109	to	to	ADP
easat-8431	256	110	0.68	0.68	NUM
easat-8431	256	111	,	,	PUNCT
easat-8431	256	112	indicating	indicate	VERB
easat-8431	256	113	that	that	SCONJ
easat-8431	256	114	the	the	DET
easat-8431	256	115	recommendation	recommendation	NOUN
easat-8431	256	116	results	result	NOUN
easat-8431	256	117	are	be	AUX
easat-8431	256	118	not	not	PART
easat-8431	256	119	only	only	ADV
easat-8431	256	120	more	more	ADV
easat-8431	256	121	accurate	accurate	ADJ
easat-8431	256	122	but	but	CCONJ
easat-8431	256	123	also	also	ADV
easat-8431	256	124	more	more	ADV
easat-8431	256	125	diverse	diverse	ADJ
easat-8431	256	126	.	.	PUNCT
easat-8431	257	1	in	in	ADP
easat-8431	257	2	terms	term	NOUN
easat-8431	257	3	of	of	ADP
easat-8431	257	4	decision	decision	NOUN
easat-8431	257	5	performance	performance	NOUN
easat-8431	257	6	,	,	PUNCT
easat-8431	257	7	the	the	DET
easat-8431	257	8	decision	decision	NOUN
easat-8431	257	9	consistency	consistency	NOUN
easat-8431	257	10	score	score	NOUN
easat-8431	257	11	increases	increase	NOUN
easat-8431	257	12	from	from	ADP
easat-8431	257	13	0.75	0.75	NUM
easat-8431	257	14	to	to	ADP
easat-8431	257	15	0.91	0.91	NUM
easat-8431	257	16	,	,	PUNCT
easat-8431	257	17	the	the	DET
easat-8431	257	18	strategy	strategy	NOUN
easat-8431	257	19	adjustment	adjustment	NOUN
easat-8431	257	20	response	response	NOUN
easat-8431	257	21	time	time	NOUN
easat-8431	257	22	is	be	AUX
easat-8431	257	23	shortened	shorten	VERB
easat-8431	257	24	from	from	ADP
easat-8431	257	25	3.42	3.42	NUM
easat-8431	257	26	minutes	minute	NOUN
easat-8431	257	27	to	to	ADP
easat-8431	257	28	1.85	1.85	NUM
easat-8431	257	29	minutes	minute	NOUN
easat-8431	257	30	,	,	PUNCT
easat-8431	257	31	and	and	CCONJ
easat-8431	257	32	the	the	DET
easat-8431	257	33	decision	decision	NOUN
easat-8431	257	34	stability	stability	NOUN
easat-8431	257	35	index	index	NOUN
easat-8431	257	36	increases	increase	VERB
easat-8431	257	37	from	from	ADP
easat-8431	257	38	0.72	0.72	NUM
easat-8431	257	39	to	to	ADP
easat-8431	257	40	0.89	0.89	NUM
easat-8431	257	41	.	.	PUNCT
easat-8431	258	1	all	all	DET
easat-8431	258	2	indicators	indicator	NOUN
easat-8431	258	3	show	show	VERB
easat-8431	258	4	significant	significant	ADJ
easat-8431	258	5	statistical	statistical	ADJ
easat-8431	258	6	differences	difference	NOUN
easat-8431	258	7	(	(	PUNCT
easat-8431	258	8	p	p	NOUN
easat-8431	258	9	values	value	NOUN
easat-8431	258	10	are	be	AUX
easat-8431	258	11	all	all	ADV
easat-8431	258	12	less	less	ADJ
easat-8431	258	13	than	than	ADP
easat-8431	258	14	0.05	0.05	NUM
easat-8431	258	15	)	)	PUNCT
easat-8431	258	16	,	,	PUNCT
easat-8431	258	17	reflecting	reflect	VERB
easat-8431	258	18	the	the	DET
easat-8431	258	19	comprehensive	comprehensive	ADJ
easat-8431	258	20	improvement	improvement	NOUN
easat-8431	258	21	of	of	ADP
easat-8431	258	22	system	system	NOUN
easat-8431	258	23	performance	performance	NOUN
easat-8431	258	24	by	by	ADP
easat-8431	258	25	knowledge	knowledge	NOUN
easat-8431	258	26	distillation	distillation	NOUN
easat-8431	258	27	.	.	PUNCT
easat-8431	259	1	the	the	DET
easat-8431	259	2	reason	reason	NOUN
easat-8431	259	3	behind	behind	ADP
easat-8431	259	4	these	these	DET
easat-8431	259	5	data	datum	NOUN
easat-8431	259	6	is	be	AUX
easat-8431	259	7	mainly	mainly	ADV
easat-8431	259	8	due	due	ADJ
easat-8431	259	9	to	to	ADP
easat-8431	259	10	the	the	DET
easat-8431	259	11	fact	fact	NOUN
easat-8431	259	12	that	that	SCONJ
easat-8431	259	13	teacher	teacher	NOUN
easat-8431	259	14	knowledge	knowledge	NOUN
easat-8431	259	15	distillation	distillation	NOUN
easat-8431	259	16	guides	guide	VERB
easat-8431	259	17	the	the	DET
easat-8431	259	18	student	student	NOUN
easat-8431	259	19	model	model	NOUN
easat-8431	259	20	to	to	PART
easat-8431	259	21	learn	learn	VERB
easat-8431	259	22	the	the	DET
easat-8431	259	23	rich	rich	ADJ
easat-8431	259	24	knowledge	knowledge	NOUN
easat-8431	259	25	of	of	ADP
easat-8431	259	26	the	the	DET
easat-8431	259	27	teacher	teacher	NOUN
easat-8431	259	28	model	model	NOUN
easat-8431	259	29	,	,	PUNCT
easat-8431	259	30	realizes	realize	VERB
easat-8431	259	31	the	the	DET
easat-8431	259	32	effective	effective	ADJ
easat-8431	259	33	transfer	transfer	NOUN
easat-8431	259	34	and	and	CCONJ
easat-8431	259	35	fusion	fusion	NOUN
easat-8431	259	36	of	of	ADP
easat-8431	259	37	knowledge	knowledge	NOUN
easat-8431	259	38	,	,	PUNCT
easat-8431	259	39	and	and	CCONJ
easat-8431	259	40	thus	thus	ADV
easat-8431	259	41	enhances	enhance	VERB
easat-8431	259	42	the	the	DET
easat-8431	259	43	generalization	generalization	NOUN
easat-8431	259	44	ability	ability	NOUN
easat-8431	259	45	and	and	CCONJ
easat-8431	259	46	prediction	prediction	NOUN
easat-8431	259	47	accuracy	accuracy	NOUN
easat-8431	259	48	of	of	ADP
easat-8431	259	49	the	the	DET
easat-8431	259	50	model	model	NOUN
easat-8431	259	51	.	.	PUNCT
easat-8431	260	1	the	the	DET
easat-8431	260	2	distillation	distillation	NOUN
easat-8431	260	3	process	process	NOUN
easat-8431	260	4	not	not	PART
easat-8431	260	5	only	only	ADV
easat-8431	260	6	optimizes	optimize	VERB
easat-8431	260	7	the	the	DET
easat-8431	260	8	relevance	relevance	NOUN
easat-8431	260	9	and	and	CCONJ
easat-8431	260	10	diversity	diversity	NOUN
easat-8431	260	11	of	of	ADP
easat-8431	260	12	the	the	DET
easat-8431	260	13	recommendation	recommendation	NOUN
easat-8431	260	14	results	result	NOUN
easat-8431	260	15	but	but	CCONJ
easat-8431	260	16	also	also	ADV
easat-8431	260	17	improves	improve	VERB
easat-8431	260	18	the	the	DET
easat-8431	260	19	response	response	NOUN
easat-8431	260	20	speed	speed	NOUN
easat-8431	260	21	and	and	CCONJ
easat-8431	260	22	stability	stability	NOUN
easat-8431	260	23	of	of	ADP
easat-8431	260	24	the	the	DET
easat-8431	260	25	decision	decision	NOUN
easat-8431	260	26	-	-	PUNCT
easat-8431	260	27	making	make	VERB
easat-8431	260	28	module	module	NOUN
easat-8431	260	29	,	,	PUNCT
easat-8431	260	30	reflecting	reflect	VERB
easat-8431	260	31	the	the	DET
easat-8431	260	32	improvement	improvement	NOUN
easat-8431	260	33	of	of	ADP
easat-8431	260	34	the	the	DET
easat-8431	260	35	model	model	NOUN
easat-8431	260	36	's	's	PART
easat-8431	260	37	adaptability	adaptability	NOUN
easat-8431	260	38	and	and	CCONJ
easat-8431	260	39	execution	execution	NOUN
easat-8431	260	40	efficiency	efficiency	NOUN
easat-8431	260	41	in	in	ADP
easat-8431	260	42	a	a	DET
easat-8431	260	43	dynamic	dynamic	ADJ
easat-8431	260	44	environment	environment	NOUN
easat-8431	260	45	.	.	PUNCT
easat-8431	261	1	this	this	DET
easat-8431	261	2	mechanism	mechanism	NOUN
easat-8431	261	3	promotes	promote	VERB
easat-8431	261	4	the	the	DET
easat-8431	261	5	coordinated	coordinated	ADJ
easat-8431	261	6	optimization	optimization	NOUN
easat-8431	261	7	of	of	ADP
easat-8431	261	8	the	the	DET
easat-8431	261	9	recommendation	recommendation	NOUN
easat-8431	261	10	and	and	CCONJ
easat-8431	261	11	decision	decision	NOUN
easat-8431	261	12	-	-	PUNCT
easat-8431	261	13	making	make	VERB
easat-8431	261	14	systems	system	NOUN
easat-8431	261	15	by	by	ADP
easat-8431	261	16	strengthening	strengthen	VERB
easat-8431	261	17	the	the	DET
easat-8431	261	18	capture	capture	NOUN
easat-8431	261	19	of	of	ADP
easat-8431	261	20	potential	potential	ADJ
easat-8431	261	21	patterns	pattern	NOUN
easat-8431	261	22	and	and	CCONJ
easat-8431	261	23	complex	complex	ADJ
easat-8431	261	24	features	feature	NOUN
easat-8431	261	25	and	and	CCONJ
easat-8431	261	26	further	far	ADV
easat-8431	261	27	promotes	promote	VERB
easat-8431	261	28	the	the	DET
easat-8431	261	29	improvement	improvement	NOUN
easat-8431	261	30	of	of	ADP
easat-8431	261	31	the	the	DET
easat-8431	261	32	overall	overall	ADJ
easat-8431	261	33	performance	performance	NOUN
easat-8431	261	34	of	of	ADP
easat-8431	261	35	the	the	DET
easat-8431	261	36	system	system	NOUN
easat-8431	261	37	.	.	PUNCT
easat-8431	262	1	5.6	5.6	NUM
easat-8431	262	2	.	.	NUM
easat-8431	262	3	delayed	delay	VERB
easat-8431	262	4	post	post	ADJ
easat-8431	262	5	-	-	ADJ
easat-8431	262	6	test	test	ADJ
easat-8431	262	7	analysis	analysis	NOUN
easat-8431	262	8	of	of	ADP
easat-8431	262	9	students	student	NOUN
easat-8431	262	10	'	'	PART
easat-8431	262	11	after	after	ADP
easat-8431	262	12	-	-	PUNCT
easat-8431	262	13	class	class	NOUN
easat-8431	262	14	english	english	ADJ
easat-8431	262	15	usage	usage	NOUN
easat-8431	262	16	behavior	behavior	NOUN
easat-8431	262	17	and	and	CCONJ
easat-8431	262	18	learning	learn	VERB
easat-8431	262	19	outcomes	outcome	NOUN
easat-8431	262	20	in	in	ADP
easat-8431	262	21	order	order	NOUN
easat-8431	262	22	to	to	PART
easat-8431	262	23	explore	explore	VERB
easat-8431	262	24	the	the	DET
easat-8431	262	25	impact	impact	NOUN
easat-8431	262	26	of	of	ADP
easat-8431	262	27	different	different	ADJ
easat-8431	262	28	teaching	teaching	NOUN
easat-8431	262	29	modes	mode	NOUN
easat-8431	262	30	on	on	ADP
easat-8431	262	31	students	student	NOUN
easat-8431	262	32	'	'	PART
easat-8431	262	33	after	after	ADP
easat-8431	262	34	-	-	PUNCT
easat-8431	262	35	class	class	NOUN
easat-8431	262	36	english	english	ADJ
easat-8431	262	37	use	use	NOUN
easat-8431	262	38	behavior	behavior	NOUN
easat-8431	262	39	and	and	CCONJ
easat-8431	262	40	learning	learn	VERB
easat-8431	262	41	outcomes	outcome	NOUN
easat-8431	262	42	,	,	PUNCT
easat-8431	262	43	each	each	DET
easat-8431	262	44	group	group	NOUN
easat-8431	262	45	of	of	ADP
easat-8431	262	46	students	student	NOUN
easat-8431	262	47	took	take	VERB
easat-8431	262	48	a	a	DET
easat-8431	262	49	one	one	NUM
easat-8431	262	50	-	-	PUNCT
easat-8431	262	51	month	month	NOUN
easat-8431	262	52	delayed	delay	VERB
easat-8431	262	53	post	post	NOUN
easat-8431	262	54	-	-	ADJ
easat-8431	262	55	test	test	NOUN
easat-8431	262	56	after	after	ADP
easat-8431	262	57	completing	complete	VERB
easat-8431	262	58	classroom	classroom	NOUN
easat-8431	262	59	learning	learn	VERB
easat-8431	262	60	to	to	PART
easat-8431	262	61	re	re	VERB
easat-8431	262	62	-	-	VERB
easat-8431	262	63	evaluate	evaluate	VERB
easat-8431	262	64	their	their	PRON
easat-8431	262	65	mastery	mastery	NOUN
easat-8431	262	66	of	of	ADP
easat-8431	262	67	the	the	DET
easat-8431	262	68	same	same	ADJ
easat-8431	262	69	knowledge	knowledge	NOUN
easat-8431	262	70	points	point	NOUN
easat-8431	262	71	.	.	PUNCT
easat-8431	263	1	at	at	ADP
easat-8431	263	2	the	the	DET
easat-8431	263	3	same	same	ADJ
easat-8431	263	4	time	time	NOUN
easat-8431	263	5	,	,	PUNCT
easat-8431	263	6	the	the	DET
easat-8431	263	7	students	student	NOUN
easat-8431	263	8	'	'	PART
easat-8431	263	9	after	after	ADP
easat-8431	263	10	-	-	PUNCT
easat-8431	263	11	class	class	NOUN
easat-8431	263	12	english	english	ADJ
easat-8431	263	13	use	use	NOUN
easat-8431	263	14	frequency	frequency	NOUN
easat-8431	263	15	,	,	PUNCT
easat-8431	263	16	active	active	ADJ
easat-8431	263	17	output	output	NOUN
easat-8431	263	18	ratio	ratio	NOUN
easat-8431	263	19	,	,	PUNCT
easat-8431	263	20	and	and	CCONJ
easat-8431	263	21	actual	actual	ADJ
easat-8431	263	22	practice	practice	NOUN
easat-8431	263	23	time	time	NOUN
easat-8431	263	24	are	be	AUX
easat-8431	263	25	continuously	continuously	ADV
easat-8431	263	26	tracked	track	VERB
easat-8431	263	27	.	.	PUNCT
easat-8431	264	1	through	through	ADP
easat-8431	264	2	the	the	DET
easat-8431	264	3	collection	collection	NOUN
easat-8431	264	4	and	and	CCONJ
easat-8431	264	5	comparison	comparison	NOUN
easat-8431	264	6	of	of	ADP
easat-8431	264	7	multi	multi	ADJ
easat-8431	264	8	-	-	ADJ
easat-8431	264	9	dimensional	dimensional	ADJ
easat-8431	264	10	indicators	indicator	NOUN
easat-8431	264	11	,	,	PUNCT
easat-8431	264	12	the	the	DET
easat-8431	264	13	impact	impact	NOUN
easat-8431	264	14	of	of	ADP
easat-8431	264	15	different	different	ADJ
easat-8431	264	16	teaching	teaching	NOUN
easat-8431	264	17	interventions	intervention	NOUN
easat-8431	264	18	on	on	ADP
easat-8431	264	19	students	student	NOUN
easat-8431	264	20	'	'	PART
easat-8431	264	21	language	language	NOUN
easat-8431	264	22	application	application	NOUN
easat-8431	264	23	habits	habit	NOUN
easat-8431	264	24	and	and	CCONJ
easat-8431	264	25	learning	learn	VERB
easat-8431	264	26	continuity	continuity	NOUN
easat-8431	264	27	is	be	AUX
easat-8431	264	28	revealed	reveal	VERB
easat-8431	264	29	.	.	PUNCT
easat-8431	265	1	the	the	DET
easat-8431	265	2	results	result	NOUN
easat-8431	265	3	are	be	AUX
easat-8431	265	4	shown	show	VERB
easat-8431	265	5	in	in	ADP
easat-8431	265	6	table	table	NOUN
easat-8431	265	7	4	4	NUM
easat-8431	265	8	.	.	PUNCT
easat-8431	265	9	table	table	NOUN
easat-8431	265	10	4	4	NUM
easat-8431	265	11	.	.	PUNCT
easat-8431	265	12	comparison	comparison	NOUN
easat-8431	265	13	of	of	ADP
easat-8431	265	14	delayed	delay	VERB
easat-8431	265	15	post	post	ADJ
easat-8431	265	16	-	-	ADJ
easat-8431	265	17	test	test	ADJ
easat-8431	265	18	scores	score	NOUN
easat-8431	265	19	and	and	CCONJ
easat-8431	265	20	post	post	ADJ
easat-8431	265	21	-	-	ADJ
easat-8431	265	22	class	class	ADJ
easat-8431	265	23	english	english	ADJ
easat-8431	265	24	usage	usage	NOUN
easat-8431	265	25	behaviors	behavior	NOUN
easat-8431	265	26	.	.	PUNCT
easat-8431	266	1	group	group	NOUN
easat-8431	266	2	description	description	NOUN
easat-8431	266	3	group	group	NOUN
easat-8431	266	4	1	1	NUM
easat-8431	266	5	group	group	NOUN
easat-8431	266	6	2	2	NUM
easat-8431	266	7	group	group	NOUN
easat-8431	266	8	3	3	NUM
easat-8431	266	9	sample	sample	NOUN
easat-8431	266	10	size	size	NOUN
easat-8431	266	11	31	31	NUM
easat-8431	266	12	31	31	NUM
easat-8431	266	13	31	31	NUM
easat-8431	266	14	delayed	delay	VERB
easat-8431	266	15	post	post	ADJ
easat-8431	266	16	-	-	ADJ
easat-8431	266	17	test	test	ADJ
easat-8431	266	18	score	score	NOUN
easat-8431	266	19	71.4	71.4	NUM
easat-8431	266	20	76.9	76.9	NUM
easat-8431	266	21	83.7	83.7	NUM
easat-8431	266	22	weekly	weekly	ADJ
easat-8431	266	23	post	post	ADJ
easat-8431	266	24	-	-	ADJ
easat-8431	266	25	class	class	ADJ
easat-8431	266	26	english	english	ADJ
easat-8431	266	27	usage	usage	NOUN
easat-8431	266	28	frequency	frequency	NOUN
easat-8431	266	29	2.1	2.1	NUM
easat-8431	266	30	3.4	3.4	NUM
easat-8431	266	31	5.2	5.2	NUM
easat-8431	266	32	proportion	proportion	NOUN
easat-8431	266	33	of	of	ADP
easat-8431	266	34	active	active	ADJ
easat-8431	266	35	english	english	ADJ
easat-8431	266	36	output	output	NOUN
easat-8431	266	37	(	(	PUNCT
easat-8431	266	38	%	%	INTJ
easat-8431	266	39	)	)	PUNCT
easat-8431	266	40	24.3	24.3	NUM
easat-8431	266	41	35.6	35.6	NUM
easat-8431	266	42	51.8	51.8	NUM
easat-8431	266	43	average	average	ADJ
easat-8431	266	44	duration	duration	NOUN
easat-8431	266	45	of	of	ADP
easat-8431	266	46	english	english	ADJ
easat-8431	266	47	practice	practice	NOUN
easat-8431	266	48	(	(	PUNCT
easat-8431	266	49	minutes	minute	NOUN
easat-8431	266	50	/	/	SYM
easat-8431	266	51	week	week	NOUN
easat-8431	266	52	)	)	PUNCT
easat-8431	266	53	30	30	NUM
easat-8431	266	54	45	45	NUM
easat-8431	266	55	70	70	NUM
easat-8431	266	56	frequency	frequency	NOUN
easat-8431	266	57	of	of	ADP
easat-8431	266	58	using	use	VERB
easat-8431	266	59	english	english	ADJ
easat-8431	266	60	apps	app	NOUN
easat-8431	266	61	(	(	PUNCT
easat-8431	266	62	times	time	NOUN
easat-8431	266	63	/	/	SYM
easat-8431	266	64	week	week	NOUN
easat-8431	266	65	)	)	PUNCT
easat-8431	266	66	1.8	1.8	NUM
easat-8431	266	67	2.9	2.9	NUM
easat-8431	266	68	4.7	4.7	NUM
easat-8431	266	69	number	number	NOUN
easat-8431	266	70	of	of	ADP
easat-8431	266	71	english	english	ADJ
easat-8431	266	72	conversations	conversation	NOUN
easat-8431	266	73	per	per	ADP
easat-8431	266	74	week	week	NOUN
easat-8431	266	75	1.2	1.2	NUM
easat-8431	266	76	2.1	2.1	NUM
easat-8431	266	77	3.8	3.8	NUM
easat-8431	266	78	2551	2551	NUM
easat-8431	266	79	edelweiss	edelweiss	PROPN
easat-8431	266	80	applied	apply	VERB
easat-8431	266	81	science	science	NOUN
easat-8431	266	82	and	and	CCONJ
easat-8431	266	83	technology	technology	NOUN
easat-8431	266	84	issn	issn	PROPN
easat-8431	266	85	:	:	PUNCT
easat-8431	266	86	2576	2576	NUM
easat-8431	266	87	-	-	SYM
easat-8431	266	88	8484	8484	NUM
easat-8431	266	89	vol	vol	NOUN
easat-8431	266	90	.	.	PROPN
easat-8431	267	1	9	9	NUM
easat-8431	267	2	,	,	PUNCT
easat-8431	267	3	no	no	INTJ
easat-8431	267	4	.	.	NOUN
easat-8431	268	1	6	6	NUM
easat-8431	268	2	:	:	SYM
easat-8431	268	3	2536	2536	NUM
easat-8431	268	4	-	-	SYM
easat-8431	268	5	2552	2552	NUM
easat-8431	268	6	,	,	PUNCT
easat-8431	268	7	2025	2025	NUM
easat-8431	268	8	doi	doi	NOUN
easat-8431	268	9	:	:	PUNCT
easat-8431	268	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	268	11	©	©	ADP
easat-8431	268	12	2025	2025	NUM
easat-8431	268	13	by	by	ADP
easat-8431	268	14	the	the	DET
easat-8431	268	15	authors	author	NOUN
easat-8431	268	16	;	;	PUNCT
easat-8431	268	17	licensee	licensee	PROPN
easat-8431	268	18	learning	learning	NOUN
easat-8431	268	19	gate	gate	NOUN
easat-8431	268	20	from	from	ADP
easat-8431	268	21	the	the	DET
easat-8431	268	22	delayed	delay	VERB
easat-8431	268	23	post	post	ADJ
easat-8431	268	24	-	-	ADJ
easat-8431	268	25	test	test	ADJ
easat-8431	268	26	results	result	NOUN
easat-8431	268	27	,	,	PUNCT
easat-8431	268	28	group	group	NOUN
easat-8431	268	29	3	3	NUM
easat-8431	268	30	performs	perform	VERB
easat-8431	268	31	best	well	ADV
easat-8431	268	32	,	,	PUNCT
easat-8431	268	33	with	with	ADP
easat-8431	268	34	an	an	DET
easat-8431	268	35	average	average	ADJ
easat-8431	268	36	score	score	NOUN
easat-8431	268	37	of	of	ADP
easat-8431	268	38	83.7	83.7	NUM
easat-8431	268	39	points	point	NOUN
easat-8431	268	40	,	,	PUNCT
easat-8431	268	41	higher	high	ADJ
easat-8431	268	42	than	than	ADP
easat-8431	268	43	group	group	NOUN
easat-8431	268	44	1	1	NUM
easat-8431	268	45	's	's	PART
easat-8431	268	46	71.4	71.4	NUM
easat-8431	268	47	points	point	NOUN
easat-8431	268	48	and	and	CCONJ
easat-8431	268	49	group	group	NOUN
easat-8431	268	50	2	2	NUM
easat-8431	268	51	's	's	PART
easat-8431	268	52	76.9	76.9	NUM
easat-8431	268	53	points	point	NOUN
easat-8431	268	54	.	.	PUNCT
easat-8431	269	1	in	in	ADP
easat-8431	269	2	terms	term	NOUN
easat-8431	269	3	of	of	ADP
easat-8431	269	4	the	the	DET
easat-8431	269	5	frequency	frequency	NOUN
easat-8431	269	6	of	of	ADP
easat-8431	269	7	english	english	ADJ
easat-8431	269	8	use	use	NOUN
easat-8431	269	9	after	after	ADP
easat-8431	269	10	class	class	NOUN
easat-8431	269	11	,	,	PUNCT
easat-8431	269	12	group	group	NOUN
easat-8431	269	13	3	3	NUM
easat-8431	269	14	uses	use	VERB
easat-8431	269	15	english	english	PROPN
easat-8431	269	16	an	an	DET
easat-8431	269	17	average	average	NOUN
easat-8431	269	18	of	of	ADP
easat-8431	269	19	5.2	5.2	NUM
easat-8431	269	20	times	time	NOUN
easat-8431	269	21	per	per	ADP
easat-8431	269	22	week	week	NOUN
easat-8431	269	23	,	,	PUNCT
easat-8431	269	24	much	much	ADV
easat-8431	269	25	higher	high	ADJ
easat-8431	269	26	than	than	ADP
easat-8431	269	27	group	group	NOUN
easat-8431	269	28	1	1	NUM
easat-8431	269	29	's	's	PART
easat-8431	269	30	2.1	2.1	NUM
easat-8431	269	31	times	time	NOUN
easat-8431	269	32	and	and	CCONJ
easat-8431	269	33	group	group	NOUN
easat-8431	269	34	2	2	NUM
easat-8431	269	35	's	's	PART
easat-8431	269	36	3.4	3.4	NUM
easat-8431	269	37	times	time	NOUN
easat-8431	269	38	;	;	PUNCT
easat-8431	269	39	the	the	DET
easat-8431	269	40	proportion	proportion	NOUN
easat-8431	269	41	of	of	ADP
easat-8431	269	42	active	active	ADJ
easat-8431	269	43	english	english	ADJ
easat-8431	269	44	output	output	NOUN
easat-8431	269	45	also	also	ADV
easat-8431	269	46	increases	increase	VERB
easat-8431	269	47	significantly	significantly	ADV
easat-8431	269	48	,	,	PUNCT
easat-8431	269	49	reaching	reach	VERB
easat-8431	269	50	51.8	51.8	NUM
easat-8431	269	51	%	%	NOUN
easat-8431	269	52	for	for	ADP
easat-8431	269	53	group	group	NOUN
easat-8431	269	54	3	3	NUM
easat-8431	269	55	,	,	PUNCT
easat-8431	269	56	while	while	SCONJ
easat-8431	269	57	group	group	NOUN
easat-8431	269	58	1	1	NUM
easat-8431	269	59	and	and	CCONJ
easat-8431	269	60	group	group	NOUN
easat-8431	269	61	2	2	NUM
easat-8431	269	62	are	be	AUX
easat-8431	269	63	24.3	24.3	NUM
easat-8431	269	64	%	%	NOUN
easat-8431	269	65	and	and	CCONJ
easat-8431	269	66	35.6	35.6	NUM
easat-8431	269	67	%	%	NOUN
easat-8431	269	68	,	,	PUNCT
easat-8431	269	69	respectively	respectively	ADV
easat-8431	269	70	.	.	PUNCT
easat-8431	270	1	in	in	ADP
easat-8431	270	2	addition	addition	NOUN
easat-8431	270	3	,	,	PUNCT
easat-8431	270	4	group	group	NOUN
easat-8431	270	5	3	3	NUM
easat-8431	270	6	students	student	NOUN
easat-8431	270	7	lead	lead	VERB
easat-8431	270	8	in	in	ADP
easat-8431	270	9	weekly	weekly	ADJ
easat-8431	270	10	english	english	ADJ
easat-8431	270	11	practice	practice	NOUN
easat-8431	270	12	time	time	NOUN
easat-8431	270	13	,	,	PUNCT
easat-8431	270	14	frequency	frequency	NOUN
easat-8431	270	15	of	of	ADP
easat-8431	270	16	using	use	VERB
easat-8431	270	17	english	english	ADJ
easat-8431	270	18	learning	learning	NOUN
easat-8431	270	19	applications	application	NOUN
easat-8431	270	20	,	,	PUNCT
easat-8431	270	21	and	and	CCONJ
easat-8431	270	22	number	number	NOUN
easat-8431	270	23	of	of	ADP
easat-8431	270	24	english	english	ADJ
easat-8431	270	25	conversations	conversation	NOUN
easat-8431	270	26	,	,	PUNCT
easat-8431	270	27	reaching	reach	VERB
easat-8431	270	28	70	70	NUM
easat-8431	270	29	minutes	minute	NOUN
easat-8431	270	30	,	,	PUNCT
easat-8431	270	31	4.7	4.7	NUM
easat-8431	270	32	times	time	NOUN
easat-8431	270	33	,	,	PUNCT
easat-8431	270	34	and	and	CCONJ
easat-8431	270	35	3.8	3.8	NUM
easat-8431	270	36	times	time	NOUN
easat-8431	270	37	,	,	PUNCT
easat-8431	270	38	respectively	respectively	ADV
easat-8431	270	39	,	,	PUNCT
easat-8431	270	40	showing	show	VERB
easat-8431	270	41	more	more	ADV
easat-8431	270	42	active	active	ADJ
easat-8431	270	43	and	and	CCONJ
easat-8431	270	44	systematic	systematic	ADJ
easat-8431	270	45	after	after	ADP
easat-8431	270	46	-	-	PUNCT
easat-8431	270	47	class	class	NOUN
easat-8431	270	48	language	language	NOUN
easat-8431	270	49	application	application	NOUN
easat-8431	270	50	behavior	behavior	NOUN
easat-8431	270	51	.	.	PUNCT
easat-8431	271	1	these	these	DET
easat-8431	271	2	data	datum	NOUN
easat-8431	271	3	reflect	reflect	VERB
easat-8431	271	4	that	that	SCONJ
easat-8431	271	5	multimodal	multimodal	ADJ
easat-8431	271	6	intelligent	intelligent	ADJ
easat-8431	271	7	discourse	discourse	NOUN
easat-8431	271	8	analysis	analysis	NOUN
easat-8431	271	9	-	-	PUNCT
easat-8431	271	10	assisted	assist	VERB
easat-8431	271	11	teaching	teaching	NOUN
easat-8431	271	12	has	have	VERB
easat-8431	271	13	a	a	DET
easat-8431	271	14	significant	significant	ADJ
easat-8431	271	15	effect	effect	NOUN
easat-8431	271	16	on	on	ADP
easat-8431	271	17	promoting	promote	VERB
easat-8431	271	18	students	student	NOUN
easat-8431	271	19	'	'	PART
easat-8431	271	20	language	language	NOUN
easat-8431	271	21	learning	learn	VERB
easat-8431	271	22	continuity	continuity	NOUN
easat-8431	271	23	and	and	CCONJ
easat-8431	271	24	active	active	ADJ
easat-8431	271	25	participation	participation	NOUN
easat-8431	271	26	.	.	PUNCT
easat-8431	272	1	the	the	DET
easat-8431	272	2	multimodal	multimodal	NOUN
easat-8431	272	3	fusion	fusion	NOUN
easat-8431	272	4	intelligent	intelligent	ADJ
easat-8431	272	5	feedback	feedback	NOUN
easat-8431	272	6	mechanism	mechanism	NOUN
easat-8431	272	7	can	can	AUX
easat-8431	272	8	accurately	accurately	ADV
easat-8431	272	9	capture	capture	VERB
easat-8431	272	10	students	student	NOUN
easat-8431	272	11	'	'	PART
easat-8431	272	12	context	context	NOUN
easat-8431	272	13	and	and	CCONJ
easat-8431	272	14	emotional	emotional	ADJ
easat-8431	272	15	state	state	NOUN
easat-8431	272	16	and	and	CCONJ
easat-8431	272	17	can	can	AUX
easat-8431	272	18	adjust	adjust	VERB
easat-8431	272	19	teaching	teaching	NOUN
easat-8431	272	20	strategies	strategy	NOUN
easat-8431	272	21	in	in	ADP
easat-8431	272	22	an	an	DET
easat-8431	272	23	individualized	individualized	ADJ
easat-8431	272	24	manner	manner	NOUN
easat-8431	272	25	,	,	PUNCT
easat-8431	272	26	enhance	enhance	VERB
easat-8431	272	27	the	the	DET
easat-8431	272	28	immersion	immersion	NOUN
easat-8431	272	29	and	and	CCONJ
easat-8431	272	30	pertinence	pertinence	NOUN
easat-8431	272	31	of	of	ADP
easat-8431	272	32	the	the	DET
easat-8431	272	33	learning	learning	NOUN
easat-8431	272	34	experience	experience	NOUN
easat-8431	272	35	,	,	PUNCT
easat-8431	272	36	and	and	CCONJ
easat-8431	272	37	thus	thus	ADV
easat-8431	272	38	stimulate	stimulate	VERB
easat-8431	272	39	students	student	NOUN
easat-8431	272	40	'	'	PART
easat-8431	272	41	willingness	willingness	NOUN
easat-8431	272	42	to	to	PART
easat-8431	272	43	actively	actively	ADV
easat-8431	272	44	practice	practice	VERB
easat-8431	272	45	and	and	CCONJ
easat-8431	272	46	apply	apply	VERB
easat-8431	272	47	english	english	PROPN
easat-8431	272	48	in	in	ADP
easat-8431	272	49	practice	practice	NOUN
easat-8431	272	50	.	.	PUNCT
easat-8431	273	1	compared	compare	VERB
easat-8431	273	2	with	with	ADP
easat-8431	273	3	the	the	DET
easat-8431	273	4	traditional	traditional	ADJ
easat-8431	273	5	and	and	CCONJ
easat-8431	273	6	single	single	ADJ
easat-8431	273	7	discourse	discourse	NOUN
easat-8431	273	8	analysis	analysis	NOUN
easat-8431	273	9	-	-	PUNCT
easat-8431	273	10	assisted	assist	VERB
easat-8431	273	11	mode	mode	NOUN
easat-8431	273	12	,	,	PUNCT
easat-8431	273	13	the	the	DET
easat-8431	273	14	closed	closed	ADJ
easat-8431	273	15	-	-	PUNCT
easat-8431	273	16	loop	loop	NOUN
easat-8431	273	17	feedback	feedback	NOUN
easat-8431	273	18	and	and	CCONJ
easat-8431	273	19	optimization	optimization	NOUN
easat-8431	273	20	mechanism	mechanism	NOUN
easat-8431	273	21	formed	form	VERB
easat-8431	273	22	by	by	ADP
easat-8431	273	23	the	the	DET
easat-8431	273	24	intelligent	intelligent	ADJ
easat-8431	273	25	model	model	NOUN
easat-8431	273	26	inside	inside	ADP
easat-8431	273	27	and	and	CCONJ
easat-8431	273	28	outside	outside	ADP
easat-8431	273	29	the	the	DET
easat-8431	273	30	classroom	classroom	NOUN
easat-8431	273	31	effectively	effectively	ADV
easat-8431	273	32	improves	improve	VERB
easat-8431	273	33	students	student	NOUN
easat-8431	273	34	'	'	PART
easat-8431	273	35	language	language	NOUN
easat-8431	273	36	output	output	NOUN
easat-8431	273	37	ability	ability	NOUN
easat-8431	273	38	and	and	CCONJ
easat-8431	273	39	communication	communication	NOUN
easat-8431	273	40	confidence	confidence	NOUN
easat-8431	273	41	,	,	PUNCT
easat-8431	273	42	promotes	promote	VERB
easat-8431	273	43	the	the	DET
easat-8431	273	44	internalization	internalization	NOUN
easat-8431	273	45	of	of	ADP
easat-8431	273	46	learning	learn	VERB
easat-8431	273	47	motivation	motivation	NOUN
easat-8431	273	48	and	and	CCONJ
easat-8431	273	49	the	the	DET
easat-8431	273	50	deep	deep	ADJ
easat-8431	273	51	integration	integration	NOUN
easat-8431	273	52	of	of	ADP
easat-8431	273	53	language	language	NOUN
easat-8431	273	54	acquisition	acquisition	NOUN
easat-8431	273	55	,	,	PUNCT
easat-8431	273	56	and	and	CCONJ
easat-8431	273	57	reflects	reflect	VERB
easat-8431	273	58	the	the	DET
easat-8431	273	59	positive	positive	ADJ
easat-8431	273	60	promotion	promotion	NOUN
easat-8431	273	61	of	of	ADP
easat-8431	273	62	technology	technology	NOUN
easat-8431	273	63	-	-	PUNCT
easat-8431	273	64	driven	drive	VERB
easat-8431	273	65	teaching	teaching	NOUN
easat-8431	273	66	innovation	innovation	NOUN
easat-8431	273	67	on	on	ADP
easat-8431	273	68	language	language	NOUN
easat-8431	273	69	learning	learning	NOUN
easat-8431	273	70	effects	effect	NOUN
easat-8431	273	71	.	.	PUNCT
easat-8431	274	1	6	6	X
easat-8431	274	2	.	.	X
easat-8431	274	3	conclusion	conclusion	NOUN
easat-8431	274	4	this	this	DET
easat-8431	274	5	paper	paper	NOUN
easat-8431	274	6	proposes	propose	VERB
easat-8431	274	7	a	a	DET
easat-8431	274	8	multimodal	multimodal	ADJ
easat-8431	274	9	intelligent	intelligent	ADJ
easat-8431	274	10	discourse	discourse	NOUN
easat-8431	274	11	analysis	analysis	NOUN
easat-8431	274	12	model	model	NOUN
easat-8431	274	13	for	for	ADP
easat-8431	274	14	high	high	ADJ
easat-8431	274	15	school	school	NOUN
easat-8431	274	16	english	english	PROPN
easat-8431	274	17	teaching	teaching	NOUN
easat-8431	274	18	.	.	PUNCT
easat-8431	275	1	the	the	DET
easat-8431	275	2	model	model	NOUN
easat-8431	275	3	integrates	integrate	VERB
easat-8431	275	4	multimodal	multimodal	NOUN
easat-8431	275	5	data	datum	NOUN
easat-8431	275	6	such	such	ADJ
easat-8431	275	7	as	as	ADP
easat-8431	275	8	speech	speech	NOUN
easat-8431	275	9	,	,	PUNCT
easat-8431	275	10	text	text	NOUN
easat-8431	275	11	,	,	PUNCT
easat-8431	275	12	facial	facial	ADJ
easat-8431	275	13	expressions	expression	NOUN
easat-8431	275	14	,	,	PUNCT
easat-8431	275	15	and	and	CCONJ
easat-8431	275	16	body	body	NOUN
easat-8431	275	17	movements	movement	NOUN
easat-8431	275	18	,	,	PUNCT
easat-8431	275	19	processes	process	VERB
easat-8431	275	20	them	they	PRON
easat-8431	275	21	through	through	ADP
easat-8431	275	22	the	the	DET
easat-8431	275	23	transformer	transformer	NOUN
easat-8431	275	24	architecture	architecture	NOUN
easat-8431	275	25	,	,	PUNCT
easat-8431	275	26	models	model	VERB
easat-8431	275	27	the	the	DET
easat-8431	275	28	dynamic	dynamic	ADJ
easat-8431	275	29	context	context	NOUN
easat-8431	275	30	,	,	PUNCT
easat-8431	275	31	and	and	CCONJ
easat-8431	275	32	then	then	ADV
easat-8431	275	33	uses	use	VERB
easat-8431	275	34	deep	deep	ADJ
easat-8431	275	35	reinforcement	reinforcement	NOUN
easat-8431	275	36	learning	learning	NOUN
easat-8431	275	37	and	and	CCONJ
easat-8431	275	38	knowledge	knowledge	NOUN
easat-8431	275	39	distillation	distillation	NOUN
easat-8431	275	40	technology	technology	NOUN
easat-8431	275	41	to	to	PART
easat-8431	275	42	achieve	achieve	VERB
easat-8431	275	43	adaptive	adaptive	ADJ
easat-8431	275	44	feedback	feedback	NOUN
easat-8431	275	45	.	.	PUNCT
easat-8431	276	1	this	this	DET
easat-8431	276	2	method	method	NOUN
easat-8431	276	3	improves	improve	VERB
easat-8431	276	4	classroom	classroom	NOUN
easat-8431	276	5	interactivity	interactivity	NOUN
easat-8431	276	6	and	and	CCONJ
easat-8431	276	7	the	the	DET
easat-8431	276	8	stability	stability	NOUN
easat-8431	276	9	and	and	CCONJ
easat-8431	276	10	enthusiasm	enthusiasm	NOUN
easat-8431	276	11	of	of	ADP
easat-8431	276	12	students	student	NOUN
easat-8431	276	13	'	'	PART
easat-8431	276	14	emotional	emotional	ADJ
easat-8431	276	15	state	state	NOUN
easat-8431	276	16	in	in	ADP
easat-8431	276	17	english	english	PROPN
easat-8431	276	18	learning	learning	NOUN
easat-8431	276	19	and	and	CCONJ
easat-8431	276	20	optimizes	optimize	VERB
easat-8431	276	21	teaching	teaching	NOUN
easat-8431	276	22	results	result	NOUN
easat-8431	276	23	.	.	PUNCT
easat-8431	277	1	however	however	ADV
easat-8431	277	2	,	,	PUNCT
easat-8431	277	3	this	this	DET
easat-8431	277	4	study	study	NOUN
easat-8431	277	5	still	still	ADV
easat-8431	277	6	has	have	VERB
easat-8431	277	7	shortcomings	shortcoming	NOUN
easat-8431	277	8	.	.	PUNCT
easat-8431	278	1	the	the	DET
easat-8431	278	2	experiment	experiment	NOUN
easat-8431	278	3	does	do	AUX
easat-8431	278	4	not	not	PART
easat-8431	278	5	cover	cover	VERB
easat-8431	278	6	the	the	DET
easat-8431	278	7	teaching	teaching	NOUN
easat-8431	278	8	differences	difference	NOUN
easat-8431	278	9	in	in	ADP
easat-8431	278	10	different	different	ADJ
easat-8431	278	11	regions	region	NOUN
easat-8431	278	12	,	,	PUNCT
easat-8431	278	13	and	and	CCONJ
easat-8431	278	14	the	the	DET
easat-8431	278	15	stability	stability	NOUN
easat-8431	278	16	of	of	ADP
easat-8431	278	17	the	the	DET
easat-8431	278	18	model	model	NOUN
easat-8431	278	19	in	in	ADP
easat-8431	278	20	extremely	extremely	ADV
easat-8431	278	21	complex	complex	ADJ
easat-8431	278	22	scenarios	scenario	NOUN
easat-8431	278	23	needs	need	VERB
easat-8431	278	24	to	to	PART
easat-8431	278	25	be	be	AUX
easat-8431	278	26	improved	improve	VERB
easat-8431	278	27	.	.	PUNCT
easat-8431	279	1	in	in	ADP
easat-8431	279	2	the	the	DET
easat-8431	279	3	future	future	NOUN
easat-8431	279	4	,	,	PUNCT
easat-8431	279	5	expanding	expand	VERB
easat-8431	279	6	the	the	DET
easat-8431	279	7	multimodal	multimodal	NOUN
easat-8431	279	8	data	datum	NOUN
easat-8431	279	9	type	type	NOUN
easat-8431	279	10	,	,	PUNCT
easat-8431	279	11	further	far	ADV
easat-8431	279	12	optimizing	optimize	VERB
easat-8431	279	13	the	the	DET
easat-8431	279	14	generalization	generalization	NOUN
easat-8431	279	15	ability	ability	NOUN
easat-8431	279	16	of	of	ADP
easat-8431	279	17	the	the	DET
easat-8431	279	18	model	model	NOUN
easat-8431	279	19	,	,	PUNCT
easat-8431	279	20	and	and	CCONJ
easat-8431	279	21	exploring	explore	VERB
easat-8431	279	22	the	the	DET
easat-8431	279	23	application	application	NOUN
easat-8431	279	24	potential	potential	NOUN
easat-8431	279	25	in	in	ADP
easat-8431	279	26	different	different	ADJ
easat-8431	279	27	disciplines	discipline	NOUN
easat-8431	279	28	and	and	CCONJ
easat-8431	279	29	teaching	teach	VERB
easat-8431	279	30	scenarios	scenario	NOUN
easat-8431	279	31	in	in	ADP
easat-8431	279	32	order	order	NOUN
easat-8431	279	33	to	to	PART
easat-8431	279	34	provide	provide	VERB
easat-8431	279	35	stronger	strong	ADJ
easat-8431	279	36	support	support	NOUN
easat-8431	279	37	for	for	ADP
easat-8431	279	38	the	the	DET
easat-8431	279	39	development	development	NOUN
easat-8431	279	40	of	of	ADP
easat-8431	279	41	intelligent	intelligent	ADJ
easat-8431	279	42	education	education	NOUN
easat-8431	279	43	.	.	PUNCT
easat-8431	280	1	transparency	transparency	NOUN
easat-8431	280	2	:	:	PUNCT
easat-8431	280	3	the	the	DET
easat-8431	280	4	authors	author	NOUN
easat-8431	280	5	confirm	confirm	VERB
easat-8431	280	6	that	that	SCONJ
easat-8431	280	7	the	the	DET
easat-8431	280	8	manuscript	manuscript	NOUN
easat-8431	280	9	is	be	AUX
easat-8431	280	10	an	an	DET
easat-8431	280	11	honest	honest	ADJ
easat-8431	280	12	,	,	PUNCT
easat-8431	280	13	accurate	accurate	ADJ
easat-8431	280	14	,	,	PUNCT
easat-8431	280	15	and	and	CCONJ
easat-8431	280	16	transparent	transparent	ADJ
easat-8431	280	17	account	account	NOUN
easat-8431	280	18	of	of	ADP
easat-8431	280	19	the	the	DET
easat-8431	280	20	study	study	NOUN
easat-8431	280	21	;	;	PUNCT
easat-8431	280	22	that	that	SCONJ
easat-8431	280	23	no	no	DET
easat-8431	280	24	vital	vital	ADJ
easat-8431	280	25	features	feature	NOUN
easat-8431	280	26	of	of	ADP
easat-8431	280	27	the	the	DET
easat-8431	280	28	study	study	NOUN
easat-8431	280	29	have	have	AUX
easat-8431	280	30	been	be	AUX
easat-8431	280	31	omitted	omit	VERB
easat-8431	280	32	;	;	PUNCT
easat-8431	280	33	and	and	CCONJ
easat-8431	280	34	that	that	SCONJ
easat-8431	280	35	any	any	DET
easat-8431	280	36	discrepancies	discrepancy	NOUN
easat-8431	280	37	from	from	ADP
easat-8431	280	38	the	the	DET
easat-8431	280	39	study	study	NOUN
easat-8431	280	40	as	as	SCONJ
easat-8431	280	41	planned	plan	VERB
easat-8431	280	42	have	have	AUX
easat-8431	280	43	been	be	AUX
easat-8431	280	44	explained	explain	VERB
easat-8431	280	45	.	.	PUNCT
easat-8431	281	1	this	this	DET
easat-8431	281	2	study	study	NOUN
easat-8431	281	3	followed	follow	VERB
easat-8431	281	4	all	all	DET
easat-8431	281	5	ethical	ethical	ADJ
easat-8431	281	6	practices	practice	NOUN
easat-8431	281	7	during	during	ADP
easat-8431	281	8	writing	writing	NOUN
easat-8431	281	9	.	.	PUNCT
easat-8431	282	1	copyright	copyright	NOUN
easat-8431	282	2	:	:	PUNCT
easat-8431	282	3	©	©	PROPN
easat-8431	282	4	2025	2025	NUM
easat-8431	282	5	by	by	ADP
easat-8431	282	6	the	the	DET
easat-8431	282	7	authors	author	NOUN
easat-8431	282	8	.	.	PUNCT
easat-8431	283	1	this	this	DET
easat-8431	283	2	open	open	ADJ
easat-8431	283	3	-	-	PUNCT
easat-8431	283	4	access	access	NOUN
easat-8431	283	5	article	article	NOUN
easat-8431	283	6	is	be	AUX
easat-8431	283	7	distributed	distribute	VERB
easat-8431	283	8	under	under	ADP
easat-8431	283	9	the	the	DET
easat-8431	283	10	terms	term	NOUN
easat-8431	283	11	and	and	CCONJ
easat-8431	283	12	conditions	condition	NOUN
easat-8431	283	13	of	of	ADP
easat-8431	283	14	the	the	DET
easat-8431	283	15	creative	creative	ADJ
easat-8431	283	16	commons	common	NOUN
easat-8431	283	17	attribution	attribution	NOUN
easat-8431	283	18	(	(	PUNCT
easat-8431	283	19	cc	cc	NOUN
easat-8431	283	20	by	by	ADP
easat-8431	283	21	)	)	PUNCT
easat-8431	283	22	license	license	NOUN
easat-8431	283	23	(	(	PUNCT
easat-8431	283	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8431	283	25	)	)	PUNCT
easat-8431	283	26	.	.	PUNCT
easat-8431	284	1	references	reference	NOUN
easat-8431	284	2	[	[	X
easat-8431	284	3	1	1	NUM
easat-8431	284	4	]	]	X
easat-8431	284	5	y.	y.	PROPN
easat-8431	284	6	yu	yu	PROPN
easat-8431	284	7	,	,	PUNCT
easat-8431	284	8	l.	l.	PROPN
easat-8431	284	9	han	han	PROPN
easat-8431	284	10	,	,	PUNCT
easat-8431	284	11	x.	x.	NOUN
easat-8431	284	12	du	du	PROPN
easat-8431	284	13	,	,	PUNCT
easat-8431	284	14	and	and	CCONJ
easat-8431	284	15	j.	j.	PROPN
easat-8431	284	16	yu	yu	PROPN
easat-8431	284	17	,	,	PUNCT
easat-8431	284	18	"	"	PUNCT
easat-8431	284	19	an	an	DET
easat-8431	284	20	oral	oral	ADJ
easat-8431	284	21	english	english	ADJ
easat-8431	284	22	evaluation	evaluation	NOUN
easat-8431	284	23	model	model	NOUN
easat-8431	284	24	using	use	VERB
easat-8431	284	25	artificial	artificial	ADJ
easat-8431	284	26	intelligence	intelligence	NOUN
easat-8431	284	27	method	method	NOUN
easat-8431	284	28	,	,	PUNCT
easat-8431	284	29	"	"	PUNCT
easat-8431	284	30	mobile	mobile	ADJ
easat-8431	284	31	information	information	NOUN
easat-8431	284	32	systems	system	NOUN
easat-8431	284	33	,	,	PUNCT
easat-8431	284	34	vol	vol	NOUN
easat-8431	284	35	.	.	PROPN
easat-8431	284	36	2022	2022	NUM
easat-8431	284	37	,	,	PUNCT
easat-8431	284	38	no	no	INTJ
easat-8431	284	39	.	.	NOUN
easat-8431	284	40	1	1	NUM
easat-8431	284	41	,	,	PUNCT
easat-8431	284	42	p.	p.	NOUN
easat-8431	284	43	3998886	3998886	NUM
easat-8431	284	44	,	,	PUNCT
easat-8431	284	45	2022	2022	NUM
easat-8431	284	46	.	.	PUNCT
easat-8431	285	1	https://doi.org/10.1155/2022/3998886	https://doi.org/10.1155/2022/3998886	NOUN
easat-8431	286	1	[	[	X
easat-8431	286	2	2	2	NUM
easat-8431	286	3	]	]	X
easat-8431	286	4	q.	q.	NOUN
easat-8431	286	5	men	man	NOUN
easat-8431	286	6	,	,	PUNCT
easat-8431	286	7	"	"	PUNCT
easat-8431	286	8	exploration	exploration	NOUN
easat-8431	286	9	of	of	ADP
easat-8431	286	10	the	the	DET
easat-8431	286	11	application	application	NOUN
easat-8431	286	12	of	of	ADP
easat-8431	286	13	artificial	artificial	ADJ
easat-8431	286	14	intelligence	intelligence	NOUN
easat-8431	286	15	in	in	ADP
easat-8431	286	16	high	high	ADJ
easat-8431	286	17	school	school	NOUN
easat-8431	286	18	english	english	PROPN
easat-8431	286	19	speaking	speak	VERB
easat-8431	286	20	teaching	teaching	NOUN
easat-8431	286	21	,	,	PUNCT
easat-8431	286	22	"	"	PUNCT
easat-8431	286	23	communications	communication	NOUN
easat-8431	286	24	in	in	ADP
easat-8431	286	25	humanities	humanity	NOUN
easat-8431	286	26	research	research	NOUN
easat-8431	286	27	,	,	PUNCT
easat-8431	286	28	vol	vol	NOUN
easat-8431	286	29	.	.	PROPN
easat-8431	286	30	35	35	NUM
easat-8431	286	31	,	,	PUNCT
easat-8431	286	32	pp	pp	ADJ
easat-8431	286	33	.	.	PUNCT
easat-8431	287	1	133	133	NUM
easat-8431	287	2	-	-	SYM
easat-8431	287	3	137	137	NUM
easat-8431	287	4	,	,	PUNCT
easat-8431	287	5	2024	2024	NUM
easat-8431	287	6	.	.	PUNCT
easat-8431	288	1	[	[	X
easat-8431	288	2	3	3	NUM
easat-8431	288	3	]	]	X
easat-8431	288	4	a.	a.	NOUN
easat-8431	288	5	moybeka	moybeka	PROPN
easat-8431	288	6	,	,	PUNCT
easat-8431	288	7	n.	n.	PROPN
easat-8431	288	8	syariatin	syariatin	PROPN
easat-8431	288	9	,	,	PUNCT
easat-8431	288	10	d.	d.	PROPN
easat-8431	288	11	p.	p.	PROPN
easat-8431	288	12	tatipang	tatipang	PROPN
easat-8431	288	13	,	,	PUNCT
easat-8431	288	14	d.	d.	PROPN
easat-8431	288	15	a.	a.	PROPN
easat-8431	288	16	mushthoza	mushthoza	PROPN
easat-8431	288	17	,	,	PUNCT
easat-8431	288	18	n.	n.	PROPN
easat-8431	288	19	dewi	dewi	PROPN
easat-8431	288	20	,	,	PUNCT
easat-8431	288	21	and	and	CCONJ
easat-8431	288	22	s.	s.	PROPN
easat-8431	288	23	tineh	tineh	PROPN
easat-8431	288	24	,	,	PUNCT
easat-8431	288	25	"	"	PUNCT
easat-8431	288	26	artificial	artificial	ADJ
easat-8431	288	27	intelligence	intelligence	NOUN
easat-8431	288	28	and	and	CCONJ
easat-8431	288	29	english	english	ADJ
easat-8431	288	30	classroom	classroom	NOUN
easat-8431	288	31	:	:	PUNCT
easat-8431	288	32	the	the	DET
easat-8431	288	33	implications	implication	NOUN
easat-8431	288	34	of	of	ADP
easat-8431	288	35	ai	ai	VERB
easat-8431	288	36	toward	toward	ADP
easat-8431	288	37	efl	efl	PROPN
easat-8431	288	38	students	student	NOUN
easat-8431	288	39	’	'	PUNCT
easat-8431	288	40	motivation	motivation	NOUN
easat-8431	288	41	,	,	PUNCT
easat-8431	288	42	"	"	PUNCT
easat-8431	288	43	edumaspul	edumaspul	NOUN
easat-8431	288	44	:	:	PUNCT
easat-8431	288	45	jurnal	jurnal	ADJ
easat-8431	288	46	pendidikan	pendidikan	PROPN
easat-8431	288	47	,	,	PUNCT
easat-8431	288	48	vol	vol	NOUN
easat-8431	288	49	.	.	PROPN
easat-8431	288	50	7	7	NUM
easat-8431	288	51	,	,	PUNCT
easat-8431	288	52	no	no	INTJ
easat-8431	288	53	.	.	NOUN
easat-8431	288	54	2	2	NUM
easat-8431	288	55	,	,	PUNCT
easat-8431	288	56	pp	pp	ADJ
easat-8431	288	57	.	.	PUNCT
easat-8431	288	58	2444	2444	NUM
easat-8431	288	59	-	-	SYM
easat-8431	288	60	2454	2454	NUM
easat-8431	288	61	,	,	PUNCT
easat-8431	288	62	2023	2023	NUM
easat-8431	288	63	.	.	PUNCT
easat-8431	289	1	https://doi.org/10.33487/edumaspul.v7i2.6669	https://doi.org/10.33487/edumaspul.v7i2.6669	NOUN
easat-8431	289	2	[	[	X
easat-8431	289	3	4	4	NUM
easat-8431	289	4	]	]	X
easat-8431	289	5	u.	u.	PROPN
easat-8431	289	6	umar	umar	PROPN
easat-8431	289	7	,	,	PUNCT
easat-8431	289	8	"	"	PUNCT
easat-8431	289	9	advancements	advancement	NOUN
easat-8431	289	10	in	in	ADP
easat-8431	289	11	english	english	ADJ
easat-8431	289	12	language	language	NOUN
easat-8431	289	13	teaching	teaching	NOUN
easat-8431	289	14	:	:	PUNCT
easat-8431	289	15	harnessing	harness	VERB
easat-8431	289	16	the	the	DET
easat-8431	289	17	power	power	NOUN
easat-8431	289	18	of	of	ADP
easat-8431	289	19	artificial	artificial	ADJ
easat-8431	289	20	intelligence	intelligence	NOUN
easat-8431	289	21	,	,	PUNCT
easat-8431	289	22	"	"	PUNCT
easat-8431	289	23	foreign	foreign	ADJ
easat-8431	289	24	language	language	NOUN
easat-8431	289	25	instruction	instruction	NOUN
easat-8431	289	26	probe	probe	NOUN
easat-8431	289	27	,	,	PUNCT
easat-8431	289	28	vol	vol	NOUN
easat-8431	289	29	.	.	PROPN
easat-8431	290	1	3	3	NUM
easat-8431	290	2	,	,	PUNCT
easat-8431	290	3	no	no	INTJ
easat-8431	290	4	.	.	NOUN
easat-8431	290	5	1	1	NUM
easat-8431	290	6	,	,	PUNCT
easat-8431	290	7	pp	pp	ADJ
easat-8431	290	8	.	.	PUNCT
easat-8431	291	1	29	29	NUM
easat-8431	291	2	-	-	SYM
easat-8431	291	3	42	42	NUM
easat-8431	291	4	,	,	PUNCT
easat-8431	291	5	2024	2024	NUM
easat-8431	291	6	.	.	PUNCT
easat-8431	292	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8431	292	2	https://doi.org/10.1155/2022/3998886	https://doi.org/10.1155/2022/3998886	PROPN
easat-8431	292	3	https://doi.org/10.33487/edumaspul.v7i2.6669	https://doi.org/10.33487/edumaspul.v7i2.6669	PROPN
easat-8431	292	4	2552	2552	NUM
easat-8431	292	5	edelweiss	edelweiss	PROPN
easat-8431	292	6	applied	apply	VERB
easat-8431	292	7	science	science	NOUN
easat-8431	292	8	and	and	CCONJ
easat-8431	292	9	technology	technology	NOUN
easat-8431	292	10	issn	issn	PROPN
easat-8431	292	11	:	:	PUNCT
easat-8431	292	12	2576	2576	NUM
easat-8431	292	13	-	-	SYM
easat-8431	292	14	8484	8484	NUM
easat-8431	292	15	vol	vol	NOUN
easat-8431	292	16	.	.	PROPN
easat-8431	293	1	9	9	NUM
easat-8431	293	2	,	,	PUNCT
easat-8431	293	3	no	no	INTJ
easat-8431	293	4	.	.	NOUN
easat-8431	294	1	6	6	NUM
easat-8431	294	2	:	:	SYM
easat-8431	294	3	2536	2536	NUM
easat-8431	294	4	-	-	SYM
easat-8431	294	5	2552	2552	NUM
easat-8431	294	6	,	,	PUNCT
easat-8431	294	7	2025	2025	NUM
easat-8431	294	8	doi	doi	NOUN
easat-8431	294	9	:	:	PUNCT
easat-8431	294	10	10.55214/25768484.v9i6.8431	10.55214/25768484.v9i6.8431	NUM
easat-8431	294	11	©	©	ADP
easat-8431	294	12	2025	2025	NUM
easat-8431	294	13	by	by	ADP
easat-8431	294	14	the	the	DET
easat-8431	294	15	authors	author	NOUN
easat-8431	294	16	;	;	PUNCT
easat-8431	294	17	licensee	licensee	PROPN
easat-8431	294	18	learning	learning	NOUN
easat-8431	294	19	gate	gate	NOUN
easat-8431	295	1	[	[	X
easat-8431	295	2	5	5	NUM
easat-8431	295	3	]	]	X
easat-8431	295	4	n.	n.	PROPN
easat-8431	295	5	sharma	sharma	PROPN
easat-8431	295	6	and	and	CCONJ
easat-8431	295	7	h.	h.	PROPN
easat-8431	295	8	joshi	joshi	PROPN
easat-8431	295	9	,	,	PUNCT
easat-8431	295	10	"	"	PUNCT
easat-8431	295	11	traditional	traditional	ADJ
easat-8431	295	12	vs	vs	ADP
easat-8431	295	13	modern	modern	ADJ
easat-8431	295	14	english	english	ADJ
easat-8431	295	15	language	language	NOUN
easat-8431	295	16	teaching	teaching	NOUN
easat-8431	295	17	methods	method	NOUN
easat-8431	295	18	:	:	PUNCT
easat-8431	295	19	study	study	NOUN
easat-8431	295	20	based	base	VERB
easat-8431	295	21	on	on	ADP
easat-8431	295	22	a	a	DET
easat-8431	295	23	survey	survey	NOUN
easat-8431	295	24	,	,	PUNCT
easat-8431	295	25	"	"	PUNCT
easat-8431	295	26	mier	mi	ADJ
easat-8431	295	27	journal	journal	NOUN
easat-8431	295	28	of	of	ADP
easat-8431	295	29	educational	educational	ADJ
easat-8431	295	30	studies	study	NOUN
easat-8431	295	31	trends	trend	NOUN
easat-8431	295	32	and	and	CCONJ
easat-8431	295	33	practices	practice	NOUN
easat-8431	295	34	,	,	PUNCT
easat-8431	295	35	vol	vol	NOUN
easat-8431	295	36	.	.	PROPN
easat-8431	295	37	14	14	NUM
easat-8431	295	38	,	,	PUNCT
easat-8431	295	39	no	no	INTJ
easat-8431	295	40	.	.	NOUN
easat-8431	295	41	1	1	NUM
easat-8431	295	42	,	,	PUNCT
easat-8431	295	43	pp	pp	ADJ
easat-8431	295	44	.	.	PUNCT
easat-8431	295	45	21	21	NUM
easat-8431	295	46	-	-	SYM
easat-8431	295	47	36	36	NUM
easat-8431	295	48	,	,	PUNCT
easat-8431	295	49	2024	2024	NUM
easat-8431	295	50	.	.	PUNCT
easat-8431	296	1	[	[	X
easat-8431	296	2	6	6	NUM
easat-8431	296	3	]	]	X
easat-8431	296	4	n.	n.	PROPN
easat-8431	296	5	djampulatova	djampulatova	PROPN
easat-8431	296	6	,	,	PUNCT
easat-8431	296	7	"	"	PUNCT
easat-8431	296	8	new	new	ADJ
easat-8431	296	9	methods	method	NOUN
easat-8431	296	10	of	of	ADP
easat-8431	296	11	teaching	teach	VERB
easat-8431	296	12	english	english	PROPN
easat-8431	296	13	:	:	PUNCT
easat-8431	296	14	today	today	NOUN
easat-8431	296	15	and	and	CCONJ
easat-8431	296	16	tomorrow	tomorrow	NOUN
easat-8431	296	17	,	,	PUNCT
easat-8431	296	18	"	"	PUNCT
easat-8431	296	19	international	international	ADJ
easat-8431	296	20	journal	journal	NOUN
easat-8431	296	21	of	of	ADP
easat-8431	296	22	artificial	artificial	ADJ
easat-8431	296	23	intelligence	intelligence	NOUN
easat-8431	296	24	,	,	PUNCT
easat-8431	296	25	vol	vol	NOUN
easat-8431	296	26	.	.	PROPN
easat-8431	296	27	1	1	NUM
easat-8431	296	28	,	,	PUNCT
easat-8431	296	29	no	no	INTJ
easat-8431	296	30	.	.	NOUN
easat-8431	296	31	1	1	NUM
easat-8431	296	32	,	,	PUNCT
easat-8431	296	33	pp	pp	ADJ
easat-8431	296	34	.	.	PUNCT
easat-8431	297	1	1089	1089	NUM
easat-8431	297	2	-	-	SYM
easat-8431	297	3	1093	1093	NUM
easat-8431	297	4	,	,	PUNCT
easat-8431	297	5	2025	2025	NUM
easat-8431	297	6	.	.	PUNCT
easat-8431	298	1	[	[	X
easat-8431	298	2	7	7	X
easat-8431	298	3	]	]	PUNCT
easat-8431	298	4	x.	x.	NOUN
easat-8431	298	5	li	li	PROPN
easat-8431	298	6	,	,	PUNCT
easat-8431	298	7	"	"	PUNCT
easat-8431	298	8	a	a	DET
easat-8431	298	9	personalized	personalized	ADJ
easat-8431	298	10	teaching	teaching	NOUN
easat-8431	298	11	system	system	NOUN
easat-8431	298	12	for	for	ADP
easat-8431	298	13	college	college	NOUN
easat-8431	298	14	english	english	PROPN
easat-8431	298	15	based	base	VERB
easat-8431	298	16	on	on	ADP
easat-8431	298	17	big	big	ADJ
easat-8431	298	18	data	datum	NOUN
easat-8431	298	19	and	and	CCONJ
easat-8431	298	20	artificial	artificial	ADJ
easat-8431	298	21	intelligence	intelligence	NOUN
easat-8431	298	22	,	,	PUNCT
easat-8431	298	23	"	"	PUNCT
easat-8431	298	24	scalable	scalable	ADJ
easat-8431	298	25	computing	computing	NOUN
easat-8431	298	26	:	:	PUNCT
easat-8431	298	27	practice	practice	NOUN
easat-8431	298	28	and	and	CCONJ
easat-8431	298	29	experience	experience	NOUN
easat-8431	298	30	,	,	PUNCT
easat-8431	298	31	vol	vol	NOUN
easat-8431	298	32	.	.	PROPN
easat-8431	298	33	25	25	NUM
easat-8431	298	34	,	,	PUNCT
easat-8431	298	35	no	no	INTJ
easat-8431	298	36	.	.	NOUN
easat-8431	298	37	6	6	NUM
easat-8431	298	38	,	,	PUNCT
easat-8431	298	39	pp	pp	ADJ
easat-8431	298	40	.	.	PUNCT
easat-8431	299	1	5477–5485	5477–5485	NUM
easat-8431	299	2	,	,	PUNCT
easat-8431	299	3	2024	2024	NUM
easat-8431	299	4	.	.	PUNCT
easat-8431	300	1	[	[	X
easat-8431	300	2	8	8	NUM
easat-8431	300	3	]	]	PUNCT
easat-8431	300	4	a.	a.	NOUN
easat-8431	300	5	p.	p.	PROPN
easat-8431	300	6	b.	b.	PROPN
easat-8431	301	1	parraga	parraga	NOUN
easat-8431	301	2	et	et	PROPN
easat-8431	301	3	al	al	PROPN
easat-8431	301	4	.	.	PROPN
easat-8431	301	5	,	,	PUNCT
easat-8431	301	6	"	"	PUNCT
easat-8431	301	7	the	the	DET
easat-8431	301	8	impact	impact	NOUN
easat-8431	301	9	of	of	ADP
easat-8431	301	10	artificial	artificial	ADJ
easat-8431	301	11	intelligence	intelligence	NOUN
easat-8431	301	12	on	on	ADP
easat-8431	301	13	personalized	personalized	ADJ
easat-8431	301	14	learning	learning	NOUN
easat-8431	301	15	in	in	ADP
easat-8431	301	16	english	english	ADJ
easat-8431	301	17	language	language	NOUN
easat-8431	301	18	education	education	NOUN
easat-8431	301	19	,	,	PUNCT
easat-8431	301	20	"	"	PUNCT
easat-8431	301	21	ciencia	ciencia	PROPN
easat-8431	301	22	latina	latina	PROPN
easat-8431	301	23	revista	revista	PROPN
easat-8431	301	24	científica	científica	PROPN
easat-8431	301	25	multidisciplinar	multidisciplinar	PROPN
easat-8431	301	26	,	,	PUNCT
easat-8431	301	27	vol	vol	NOUN
easat-8431	301	28	.	.	PROPN
easat-8431	301	29	9	9	NUM
easat-8431	301	30	,	,	PUNCT
easat-8431	301	31	no	no	INTJ
easat-8431	301	32	.	.	NOUN
easat-8431	301	33	1	1	NUM
easat-8431	301	34	,	,	PUNCT
easat-8431	301	35	pp	pp	ADJ
easat-8431	301	36	.	.	PUNCT
easat-8431	302	1	5500	5500	NUM
easat-8431	302	2	-	-	SYM
easat-8431	302	3	5518	5518	NUM
easat-8431	302	4	,	,	PUNCT
easat-8431	302	5	2025	2025	NUM
easat-8431	302	6	.	.	PUNCT
easat-8431	303	1	[	[	X
easat-8431	303	2	9	9	NUM
easat-8431	303	3	]	]	PUNCT
easat-8431	303	4	p.	p.	NOUN
easat-8431	303	5	binu	binu	NOUN
easat-8431	303	6	,	,	PUNCT
easat-8431	303	7	"	"	PUNCT
easat-8431	303	8	affordances	affordance	NOUN
easat-8431	303	9	and	and	CCONJ
easat-8431	303	10	challenges	challenge	NOUN
easat-8431	303	11	of	of	ADP
easat-8431	303	12	integrating	integrate	VERB
easat-8431	303	13	artificial	artificial	ADJ
easat-8431	303	14	intelligence	intelligence	NOUN
easat-8431	303	15	into	into	ADP
easat-8431	303	16	english	english	ADJ
easat-8431	303	17	language	language	NOUN
easat-8431	303	18	education	education	NOUN
easat-8431	303	19	:	:	PUNCT
easat-8431	303	20	a	a	DET
easat-8431	303	21	critical	critical	ADJ
easat-8431	303	22	analysis	analysis	NOUN
easat-8431	303	23	,	,	PUNCT
easat-8431	303	24	"	"	PUNCT
easat-8431	303	25	english	english	ADJ
easat-8431	303	26	scholarship	scholarship	NOUN
easat-8431	303	27	beyond	beyond	ADP
easat-8431	303	28	borders	border	NOUN
easat-8431	303	29	,	,	PUNCT
easat-8431	303	30	vol	vol	NOUN
easat-8431	303	31	.	.	PROPN
easat-8431	303	32	10	10	NUM
easat-8431	303	33	,	,	PUNCT
easat-8431	303	34	no	no	INTJ
easat-8431	303	35	.	.	NOUN
easat-8431	303	36	1	1	NUM
easat-8431	303	37	,	,	PUNCT
easat-8431	303	38	pp	pp	ADJ
easat-8431	303	39	.	.	PUNCT
easat-8431	303	40	34	34	NUM
easat-8431	303	41	-	-	SYM
easat-8431	303	42	51	51	NUM
easat-8431	303	43	,	,	PUNCT
easat-8431	303	44	2024	2024	NUM
easat-8431	303	45	.	.	PUNCT
easat-8431	304	1	[	[	X
easat-8431	304	2	10	10	NUM
easat-8431	304	3	]	]	X
easat-8431	304	4	r.	r.	PROPN
easat-8431	304	5	akbarani	akbarani	PROPN
easat-8431	304	6	,	,	PUNCT
easat-8431	304	7	"	"	PUNCT
easat-8431	304	8	the	the	DET
easat-8431	304	9	use	use	NOUN
easat-8431	304	10	of	of	ADP
easat-8431	304	11	artificial	artificial	ADJ
easat-8431	304	12	intelligence	intelligence	NOUN
easat-8431	304	13	in	in	ADP
easat-8431	304	14	english	english	PROPN
easat-8431	304	15	language	language	NOUN
easat-8431	304	16	teaching	teaching	NOUN
easat-8431	304	17	,	,	PUNCT
easat-8431	304	18	"	"	PUNCT
easat-8431	304	19	international	international	ADJ
easat-8431	304	20	journal	journal	NOUN
easat-8431	304	21	of	of	ADP
easat-8431	304	22	english	english	PROPN
easat-8431	304	23	learning	learning	PROPN
easat-8431	304	24	and	and	CCONJ
easat-8431	304	25	applied	applied	ADJ
easat-8431	304	26	linguistics	linguistic	NOUN
easat-8431	304	27	,	,	PUNCT
easat-8431	304	28	vol	vol	NOUN
easat-8431	304	29	.	.	PROPN
easat-8431	305	1	4	4	NUM
easat-8431	305	2	,	,	PUNCT
easat-8431	305	3	no	no	INTJ
easat-8431	305	4	.	.	NOUN
easat-8431	305	5	1	1	NUM
easat-8431	305	6	,	,	PUNCT
easat-8431	305	7	pp	pp	ADJ
easat-8431	305	8	.	.	PUNCT
easat-8431	306	1	14	14	NUM
easat-8431	306	2	-	-	SYM
easat-8431	306	3	23	23	NUM
easat-8431	306	4	,	,	PUNCT
easat-8431	306	5	2023	2023	NUM
easat-8431	306	6	.	.	PUNCT
easat-8431	307	1	[	[	X
easat-8431	307	2	11	11	NUM
easat-8431	307	3	]	]	PUNCT
easat-8431	307	4	s.	s.	PROPN
easat-8431	307	5	seemab	seemab	PROPN
easat-8431	307	6	,	,	PUNCT
easat-8431	307	7	m.	m.	NOUN
easat-8431	307	8	s.	s.	PROPN
easat-8431	307	9	zaigham	zaigham	PROPN
easat-8431	307	10	,	,	PUNCT
easat-8431	307	11	a.	a.	NOUN
easat-8431	307	12	bhatti	bhatti	PROPN
easat-8431	307	13	,	,	PUNCT
easat-8431	307	14	h.	h.	PROPN
easat-8431	307	15	khan	khan	PROPN
easat-8431	307	16	,	,	PUNCT
easat-8431	307	17	and	and	CCONJ
easat-8431	307	18	u.	u.	PROPN
easat-8431	307	19	a.	a.	PROPN
easat-8431	307	20	mughal	mughal	PROPN
easat-8431	307	21	,	,	PUNCT
easat-8431	307	22	"	"	PUNCT
easat-8431	307	23	sentiment	sentiment	NOUN
easat-8431	307	24	analysis	analysis	NOUN
easat-8431	307	25	of	of	ADP
easat-8431	307	26	student	student	NOUN
easat-8431	307	27	feedback	feedback	NOUN
easat-8431	307	28	in	in	ADP
easat-8431	307	29	higher	high	ADJ
easat-8431	307	30	education	education	NOUN
easat-8431	307	31	using	use	VERB
easat-8431	307	32	natural	natural	ADJ
easat-8431	307	33	language	language	NOUN
easat-8431	307	34	processing	processing	NOUN
easat-8431	307	35	(	(	PUNCT
easat-8431	307	36	nlp	nlp	NOUN
easat-8431	307	37	)	)	PUNCT
easat-8431	307	38	,	,	PUNCT
easat-8431	307	39	"	"	PUNCT
easat-8431	307	40	contemporary	contemporary	ADJ
easat-8431	307	41	journal	journal	NOUN
easat-8431	307	42	of	of	ADP
easat-8431	307	43	social	social	ADJ
easat-8431	307	44	science	science	NOUN
easat-8431	307	45	review	review	NOUN
easat-8431	307	46	,	,	PUNCT
easat-8431	307	47	vol	vol	NOUN
easat-8431	307	48	.	.	PROPN
easat-8431	307	49	2	2	NUM
easat-8431	307	50	,	,	PUNCT
easat-8431	307	51	no	no	INTJ
easat-8431	307	52	.	.	NOUN
easat-8431	307	53	04	04	NUM
easat-8431	307	54	,	,	PUNCT
easat-8431	307	55	pp	pp	ADJ
easat-8431	307	56	.	.	PUNCT
easat-8431	308	1	1741	1741	NUM
easat-8431	308	2	-	-	SYM
easat-8431	308	3	1750	1750	NUM
easat-8431	308	4	,	,	PUNCT
easat-8431	308	5	2024	2024	NUM
easat-8431	308	6	.	.	PUNCT
easat-8431	309	1	[	[	X
easat-8431	309	2	12	12	NUM
easat-8431	309	3	]	]	PUNCT
easat-8431	309	4	s.	s.	PROPN
easat-8431	309	5	s.	s.	PROPN
easat-8431	309	6	shahami	shahami	PROPN
easat-8431	309	7	and	and	CCONJ
easat-8431	309	8	a.	a.	NOUN
easat-8431	309	9	tahriri	tahriri	PROPN
easat-8431	309	10	,	,	PUNCT
easat-8431	309	11	"	"	PUNCT
easat-8431	309	12	english	english	ADJ
easat-8431	309	13	language	language	NOUN
easat-8431	309	14	teaching	teaching	NOUN
easat-8431	309	15	pages	page	NOUN
easat-8431	309	16	in	in	ADP
easat-8431	309	17	focus	focus	NOUN
easat-8431	309	18	:	:	PUNCT
easat-8431	309	19	a	a	DET
easat-8431	309	20	multimodal	multimodal	ADJ
easat-8431	309	21	discourse	discourse	NOUN
easat-8431	309	22	analysis	analysis	NOUN
easat-8431	309	23	,	,	PUNCT
easat-8431	309	24	"	"	PUNCT
easat-8431	309	25	teaching	teach	VERB
easat-8431	309	26	english	english	PROPN
easat-8431	309	27	as	as	ADP
easat-8431	309	28	a	a	DET
easat-8431	309	29	second	second	ADJ
easat-8431	309	30	language	language	NOUN
easat-8431	309	31	quarterly	quarterly	NOUN
easat-8431	309	32	(	(	PUNCT
easat-8431	309	33	formerly	formerly	ADV
easat-8431	309	34	journal	journal	NOUN
easat-8431	309	35	of	of	ADP
easat-8431	309	36	teaching	teach	VERB
easat-8431	309	37	language	language	NOUN
easat-8431	309	38	skills	skill	NOUN
easat-8431	309	39	)	)	PUNCT
easat-8431	309	40	,	,	PUNCT
easat-8431	309	41	vol	vol	NOUN
easat-8431	309	42	.	.	PROPN
easat-8431	309	43	43	43	NUM
easat-8431	309	44	,	,	PUNCT
easat-8431	309	45	no	no	INTJ
easat-8431	309	46	.	.	NOUN
easat-8431	309	47	3	3	NUM
easat-8431	309	48	,	,	PUNCT
easat-8431	309	49	pp	pp	ADJ
easat-8431	309	50	.	.	PUNCT
easat-8431	310	1	81	81	NUM
easat-8431	310	2	-	-	PUNCT
easat-8431	310	3	111	111	NUM
easat-8431	310	4	,	,	PUNCT
easat-8431	310	5	2024	2024	NUM
easat-8431	310	6	.	.	PUNCT
easat-8431	311	1	[	[	X
easat-8431	311	2	13	13	NUM
easat-8431	311	3	]	]	PUNCT
easat-8431	311	4	m.	m.	NOUN
easat-8431	311	5	p.	p.	NOUN
easat-8431	311	6	pratama	pratama	NOUN
easat-8431	311	7	,	,	PUNCT
easat-8431	311	8	r.	r.	PROPN
easat-8431	311	9	sampelolo	sampelolo	PROPN
easat-8431	311	10	,	,	PUNCT
easat-8431	311	11	and	and	CCONJ
easat-8431	311	12	h.	h.	PROPN
easat-8431	311	13	lura	lura	PROPN
easat-8431	311	14	,	,	PUNCT
easat-8431	311	15	"	"	PUNCT
easat-8431	311	16	revolutionizing	revolutionize	VERB
easat-8431	311	17	education	education	NOUN
easat-8431	311	18	:	:	PUNCT
easat-8431	311	19	harnessing	harness	VERB
easat-8431	311	20	the	the	DET
easat-8431	311	21	power	power	NOUN
easat-8431	311	22	of	of	ADP
easat-8431	311	23	artificial	artificial	ADJ
easat-8431	311	24	intelligence	intelligence	NOUN
easat-8431	311	25	for	for	ADP
easat-8431	311	26	personalized	personalized	ADJ
easat-8431	311	27	learning	learning	NOUN
easat-8431	311	28	,	,	PUNCT
easat-8431	311	29	"	"	PUNCT
easat-8431	311	30	klasikal	klasikal	ADJ
easat-8431	311	31	:	:	PUNCT
easat-8431	311	32	journal	journal	NOUN
easat-8431	311	33	of	of	ADP
easat-8431	311	34	education	education	NOUN
easat-8431	311	35	,	,	PUNCT
easat-8431	311	36	language	language	NOUN
easat-8431	311	37	teaching	teaching	NOUN
easat-8431	311	38	and	and	CCONJ
easat-8431	311	39	science	science	NOUN
easat-8431	311	40	,	,	PUNCT
easat-8431	311	41	vol	vol	NOUN
easat-8431	311	42	.	.	PROPN
easat-8431	311	43	5	5	NUM
easat-8431	311	44	,	,	PUNCT
easat-8431	311	45	no	no	INTJ
easat-8431	311	46	.	.	NOUN
easat-8431	311	47	2	2	NUM
easat-8431	311	48	,	,	PUNCT
easat-8431	311	49	pp	pp	ADJ
easat-8431	311	50	.	.	PUNCT
easat-8431	312	1	350	350	NUM
easat-8431	312	2	-	-	SYM
easat-8431	312	3	357	357	NUM
easat-8431	312	4	,	,	PUNCT
easat-8431	312	5	2023	2023	NUM
easat-8431	312	6	.	.	PUNCT
easat-8431	313	1	https://doi.org/10.52208/klasikal.v5i2.877	https://doi.org/10.52208/klasikal.v5i2.877	NOUN
easat-8431	313	2	[	[	X
easat-8431	313	3	14	14	NUM
easat-8431	313	4	]	]	X
easat-8431	313	5	c.	c.	PROPN
easat-8431	313	6	mahmoud	mahmoud	PROPN
easat-8431	313	7	and	and	CCONJ
easat-8431	313	8	j.	j.	PROPN
easat-8431	313	9	sørensen	sørensen	PROPN
easat-8431	313	10	,	,	PUNCT
easat-8431	313	11	"	"	PUNCT
easat-8431	313	12	artificial	artificial	ADJ
easat-8431	313	13	intelligence	intelligence	NOUN
easat-8431	313	14	in	in	ADP
easat-8431	313	15	personalized	personalized	ADJ
easat-8431	313	16	learning	learn	VERB
easat-8431	313	17	with	with	ADP
easat-8431	313	18	a	a	DET
easat-8431	313	19	focus	focus	NOUN
easat-8431	313	20	on	on	ADP
easat-8431	313	21	current	current	ADJ
easat-8431	313	22	developments	development	NOUN
easat-8431	313	23	and	and	CCONJ
easat-8431	313	24	future	future	ADJ
easat-8431	313	25	prospects	prospect	NOUN
easat-8431	313	26	,	,	PUNCT
easat-8431	313	27	"	"	PUNCT
easat-8431	313	28	research	research	NOUN
easat-8431	313	29	and	and	CCONJ
easat-8431	313	30	advances	advance	NOUN
easat-8431	313	31	in	in	ADP
easat-8431	313	32	education	education	NOUN
easat-8431	313	33	,	,	PUNCT
easat-8431	313	34	vol	vol	NOUN
easat-8431	313	35	.	.	PROPN
easat-8431	314	1	3	3	NUM
easat-8431	314	2	,	,	PUNCT
easat-8431	314	3	no	no	INTJ
easat-8431	314	4	.	.	NOUN
easat-8431	314	5	8	8	NUM
easat-8431	314	6	,	,	PUNCT
easat-8431	314	7	pp	pp	ADJ
easat-8431	314	8	.	.	PUNCT
easat-8431	315	1	25	25	NUM
easat-8431	315	2	-	-	SYM
easat-8431	315	3	31	31	NUM
easat-8431	315	4	,	,	PUNCT
easat-8431	315	5	2024	2024	NUM
easat-8431	315	6	.	.	PUNCT
easat-8431	316	1	https://doi.org/10.56397/rae.2024.08.04	https://doi.org/10.56397/rae.2024.08.04	PUNCT
easat-8431	317	1	[	[	X
easat-8431	317	2	15	15	NUM
easat-8431	317	3	]	]	PUNCT
easat-8431	317	4	a.	a.	NOUN
easat-8431	317	5	rudniy	rudniy	NOUN
easat-8431	317	6	,	,	PUNCT
easat-8431	317	7	"	"	PUNCT
easat-8431	317	8	artificial	artificial	ADJ
easat-8431	317	9	intelligence	intelligence	NOUN
easat-8431	317	10	for	for	ADP
easat-8431	317	11	automated	automate	VERB
easat-8431	317	12	scoring	scoring	NOUN
easat-8431	317	13	and	and	CCONJ
easat-8431	317	14	feedback	feedback	NOUN
easat-8431	317	15	in	in	ADP
easat-8431	317	16	chemistry	chemistry	NOUN
easat-8431	317	17	courses	course	NOUN
easat-8431	317	18	,	,	PUNCT
easat-8431	317	19	"	"	PUNCT
easat-8431	317	20	journal	journal	NOUN
easat-8431	317	21	of	of	ADP
easat-8431	317	22	writing	write	VERB
easat-8431	317	23	analytics	analytic	NOUN
easat-8431	317	24	,	,	PUNCT
easat-8431	317	25	vol	vol	NOUN
easat-8431	317	26	.	.	PROPN
easat-8431	317	27	7	7	NUM
easat-8431	317	28	,	,	PUNCT
easat-8431	317	29	pp	pp	ADJ
easat-8431	317	30	.	.	PUNCT
easat-8431	318	1	49–75	49–75	NUM
easat-8431	318	2	,	,	PUNCT
easat-8431	318	3	2024	2024	NUM
easat-8431	318	4	.	.	PUNCT
easat-8431	319	1	https://doi.org/10.37514/jwa-j.2024.7.1.04	https://doi.org/10.37514/jwa-j.2024.7.1.04	NOUN
easat-8431	319	2	[	[	X
easat-8431	319	3	16	16	NUM
easat-8431	319	4	]	]	PUNCT
easat-8431	319	5	m.	m.	NOUN
easat-8431	319	6	hooda	hooda	PROPN
easat-8431	319	7	,	,	PUNCT
easat-8431	319	8	c.	c.	PROPN
easat-8431	319	9	rana	rana	PROPN
easat-8431	319	10	,	,	PUNCT
easat-8431	319	11	o.	o.	PROPN
easat-8431	319	12	dahiya	dahiya	PROPN
easat-8431	319	13	,	,	PUNCT
easat-8431	319	14	a.	a.	NOUN
easat-8431	319	15	rizwan	rizwan	PROPN
easat-8431	319	16	,	,	PUNCT
easat-8431	319	17	and	and	CCONJ
easat-8431	319	18	m.	m.	PROPN
easat-8431	319	19	s.	s.	PROPN
easat-8431	319	20	hossain	hossain	PROPN
easat-8431	319	21	,	,	PUNCT
easat-8431	319	22	"	"	PUNCT
easat-8431	319	23	artificial	artificial	ADJ
easat-8431	319	24	intelligence	intelligence	NOUN
easat-8431	319	25	for	for	ADP
easat-8431	319	26	assessment	assessment	NOUN
easat-8431	319	27	and	and	CCONJ
easat-8431	319	28	feedback	feedback	VERB
easat-8431	319	29	to	to	PART
easat-8431	319	30	enhance	enhance	VERB
easat-8431	319	31	student	student	NOUN
easat-8431	319	32	success	success	NOUN
easat-8431	319	33	in	in	ADP
easat-8431	319	34	higher	high	ADJ
easat-8431	319	35	education	education	NOUN
easat-8431	319	36	,	,	PUNCT
easat-8431	319	37	"	"	PUNCT
easat-8431	319	38	mathematical	mathematical	ADJ
easat-8431	319	39	problems	problem	NOUN
easat-8431	319	40	in	in	ADP
easat-8431	319	41	engineering	engineering	NOUN
easat-8431	319	42	,	,	PUNCT
easat-8431	319	43	vol	vol	NOUN
easat-8431	319	44	.	.	PROPN
easat-8431	319	45	2022	2022	NUM
easat-8431	319	46	,	,	PUNCT
easat-8431	319	47	no	no	INTJ
easat-8431	319	48	.	.	NOUN
easat-8431	319	49	1	1	NUM
easat-8431	319	50	,	,	PUNCT
easat-8431	319	51	p.	p.	NOUN
easat-8431	319	52	5215722	5215722	NUM
easat-8431	319	53	,	,	PUNCT
easat-8431	319	54	2022	2022	NUM
easat-8431	319	55	.	.	PUNCT
easat-8431	320	1	https://doi.org/10.1155/2022/5215722	https://doi.org/10.1155/2022/5215722	PROPN
easat-8431	320	2	[	[	X
easat-8431	320	3	17	17	NUM
easat-8431	320	4	]	]	X
easat-8431	320	5	r.	r.	PROPN
easat-8431	320	6	duan	duan	PROPN
easat-8431	320	7	and	and	CCONJ
easat-8431	320	8	m.	m.	PROPN
easat-8431	320	9	li	li	PROPN
easat-8431	320	10	,	,	PUNCT
easat-8431	320	11	"	"	PUNCT
easat-8431	320	12	a	a	DET
easat-8431	320	13	study	study	NOUN
easat-8431	320	14	of	of	ADP
easat-8431	320	15	high	high	ADJ
easat-8431	320	16	school	school	NOUN
easat-8431	320	17	english	english	ADJ
easat-8431	320	18	multimodal	multimodal	NOUN
easat-8431	320	19	discourse	discourse	NOUN
easat-8431	320	20	teaching	teaching	NOUN
easat-8431	320	21	based	base	VERB
easat-8431	320	22	on	on	ADP
easat-8431	320	23	generative	generative	ADJ
easat-8431	320	24	artificial	artificial	ADJ
easat-8431	320	25	intelligence	intelligence	NOUN
easat-8431	320	26	,	,	PUNCT
easat-8431	320	27	"	"	PUNCT
easat-8431	320	28	the	the	DET
easat-8431	320	29	development	development	NOUN
easat-8431	320	30	of	of	ADP
easat-8431	320	31	humanities	humanity	NOUN
easat-8431	320	32	and	and	CCONJ
easat-8431	320	33	social	social	ADJ
easat-8431	320	34	sciences	science	NOUN
easat-8431	320	35	,	,	PUNCT
easat-8431	320	36	vol	vol	NOUN
easat-8431	320	37	.	.	PROPN
easat-8431	320	38	1	1	NUM
easat-8431	320	39	,	,	PUNCT
easat-8431	320	40	no	no	INTJ
easat-8431	320	41	.	.	NOUN
easat-8431	320	42	1	1	NUM
easat-8431	320	43	,	,	PUNCT
easat-8431	320	44	pp	pp	ADJ
easat-8431	320	45	.	.	PUNCT
easat-8431	321	1	1000077	1000077	NUM
easat-8431	321	2	-	-	SYM
easat-8431	321	3	1000077	1000077	NUM
easat-8431	321	4	,	,	PUNCT
easat-8431	321	5	2025	2025	NUM
easat-8431	321	6	.	.	PUNCT
easat-8431	322	1	[	[	X
easat-8431	322	2	18	18	NUM
easat-8431	322	3	]	]	PUNCT
easat-8431	322	4	x.	x.	NOUN
easat-8431	322	5	li	li	PROPN
easat-8431	322	6	,	,	PUNCT
easat-8431	322	7	g.	g.	PROPN
easat-8431	322	8	han	han	PROPN
easat-8431	322	9	,	,	PUNCT
easat-8431	322	10	b.	b.	PROPN
easat-8431	322	11	fang	fang	PROPN
easat-8431	322	12	,	,	PUNCT
easat-8431	322	13	and	and	CCONJ
easat-8431	322	14	j.	j.	PROPN
easat-8431	322	15	he	he	PRON
easat-8431	322	16	,	,	PUNCT
easat-8431	322	17	"	"	PUNCT
easat-8431	322	18	advancing	advance	VERB
easat-8431	322	19	the	the	DET
easat-8431	322	20	in	in	ADP
easat-8431	322	21	-	-	PUNCT
easat-8431	322	22	class	class	NOUN
easat-8431	322	23	dialogic	dialogic	ADJ
easat-8431	322	24	quality	quality	NOUN
easat-8431	322	25	:	:	PUNCT
easat-8431	322	26	developing	develop	VERB
easat-8431	322	27	an	an	DET
easat-8431	322	28	artificial	artificial	ADJ
easat-8431	322	29	intelligencesupported	intelligencesupported	ADJ
easat-8431	322	30	framework	framework	NOUN
easat-8431	322	31	for	for	ADP
easat-8431	322	32	classroom	classroom	NOUN
easat-8431	322	33	dialogue	dialogue	NOUN
easat-8431	322	34	analysis	analysis	NOUN
easat-8431	322	35	,	,	PUNCT
easat-8431	322	36	"	"	PUNCT
easat-8431	322	37	the	the	DET
easat-8431	322	38	asia	asia	PROPN
easat-8431	322	39	-	-	PUNCT
easat-8431	322	40	pacific	pacific	PROPN
easat-8431	322	41	education	education	PROPN
easat-8431	322	42	researcher	researcher	NOUN
easat-8431	322	43	,	,	PUNCT
easat-8431	322	44	vol	vol	NOUN
easat-8431	322	45	.	.	PROPN
easat-8431	322	46	34	34	NUM
easat-8431	322	47	,	,	PUNCT
easat-8431	322	48	no	no	INTJ
easat-8431	322	49	.	.	NOUN
easat-8431	322	50	1	1	NUM
easat-8431	322	51	,	,	PUNCT
easat-8431	322	52	pp	pp	ADJ
easat-8431	322	53	.	.	PUNCT
easat-8431	322	54	495509	495509	NUM
easat-8431	322	55	,	,	PUNCT
easat-8431	322	56	2025	2025	NUM
easat-8431	322	57	.	.	PUNCT
easat-8431	323	1	https://doi.org/10.1007/s40299-024-00872-z	https://doi.org/10.1007/s40299-024-00872-z	NOUN
easat-8431	324	1	[	[	X
easat-8431	324	2	19	19	NUM
easat-8431	324	3	]	]	X
easat-8431	324	4	y.	y.	PROPN
easat-8431	324	5	yang	yang	PROPN
easat-8431	324	6	and	and	CCONJ
easat-8431	324	7	r.	r.	PROPN
easat-8431	324	8	hu	hu	PROPN
easat-8431	324	9	,	,	PUNCT
easat-8431	324	10	"	"	PUNCT
easat-8431	324	11	the	the	DET
easat-8431	324	12	functions	function	NOUN
easat-8431	324	13	of	of	ADP
easat-8431	324	14	context	context	NOUN
easat-8431	324	15	in	in	ADP
easat-8431	324	16	discourse	discourse	NOUN
easat-8431	324	17	analysis	analysis	NOUN
easat-8431	324	18	,	,	PUNCT
easat-8431	324	19	"	"	PUNCT
easat-8431	324	20	international	international	ADJ
easat-8431	324	21	journal	journal	NOUN
easat-8431	324	22	of	of	ADP
easat-8431	324	23	linguistics	linguistic	NOUN
easat-8431	324	24	,	,	PUNCT
easat-8431	324	25	literature	literature	NOUN
easat-8431	324	26	and	and	CCONJ
easat-8431	324	27	culture	culture	NOUN
easat-8431	324	28	,	,	PUNCT
easat-8431	324	29	vol	vol	NOUN
easat-8431	324	30	.	.	PROPN
easat-8431	324	31	8	8	NUM
easat-8431	324	32	,	,	PUNCT
easat-8431	324	33	no	no	INTJ
easat-8431	324	34	.	.	NOUN
easat-8431	324	35	5	5	NUM
easat-8431	324	36	,	,	PUNCT
easat-8431	324	37	pp	pp	ADJ
easat-8431	324	38	.	.	PUNCT
easat-8431	325	1	218	218	NUM
easat-8431	325	2	-	-	SYM
easat-8431	325	3	228	228	NUM
easat-8431	325	4	,	,	PUNCT
easat-8431	325	5	08/15	08/15	NUM
easat-8431	325	6	2022	2022	NUM
easat-8431	325	7	.	.	PUNCT
easat-8431	326	1	https://doi.org/10.21744/ijllc.v8n5.2172	https://doi.org/10.21744/ijllc.v8n5.2172	X
easat-8431	327	1	[	[	X
easat-8431	327	2	20	20	NUM
easat-8431	327	3	]	]	PUNCT
easat-8431	327	4	t.	t.	PROPN
easat-8431	327	5	ariwibowo	ariwibowo	PROPN
easat-8431	327	6	,	,	PUNCT
easat-8431	327	7	d.	d.	PROPN
easat-8431	327	8	n.	n.	PROPN
easat-8431	327	9	hidayat	hidayat	PROPN
easat-8431	327	10	,	,	PUNCT
easat-8431	327	11	n.	n.	PROPN
easat-8431	327	12	husna	husna	PROPN
easat-8431	327	13	,	,	PUNCT
easat-8431	327	14	a.	a.	NOUN
easat-8431	327	15	alek	alek	PROPN
easat-8431	327	16	,	,	PUNCT
easat-8431	327	17	and	and	CCONJ
easat-8431	327	18	a.	a.	PROPN
easat-8431	327	19	sufyan	sufyan	PROPN
easat-8431	327	20	,	,	PUNCT
easat-8431	327	21	"	"	PUNCT
easat-8431	327	22	a	a	DET
easat-8431	327	23	discourse	discourse	NOUN
easat-8431	327	24	analysis	analysis	NOUN
easat-8431	327	25	of	of	ADP
easat-8431	327	26	cohesion	cohesion	NOUN
easat-8431	327	27	devices	device	NOUN
easat-8431	327	28	in	in	ADP
easat-8431	327	29	students	student	NOUN
easat-8431	327	30	’	'	PUNCT
easat-8431	327	31	writing	writing	NOUN
easat-8431	327	32	of	of	ADP
easat-8431	327	33	recount	recount	NOUN
easat-8431	327	34	text	text	NOUN
easat-8431	327	35	,	,	PUNCT
easat-8431	327	36	"	"	PUNCT
easat-8431	327	37	jurnal	jurnal	ADJ
easat-8431	327	38	pendidikan	pendidikan	PROPN
easat-8431	327	39	,	,	PUNCT
easat-8431	327	40	sains	sain	NOUN
easat-8431	327	41	sosial	sosial	PROPN
easat-8431	327	42	,	,	PUNCT
easat-8431	327	43	dan	dan	PROPN
easat-8431	327	44	agama	agama	PROPN
easat-8431	327	45	,	,	PUNCT
easat-8431	327	46	vol	vol	NOUN
easat-8431	327	47	.	.	PROPN
easat-8431	327	48	9	9	NUM
easat-8431	327	49	,	,	PUNCT
easat-8431	327	50	no	no	INTJ
easat-8431	327	51	.	.	NOUN
easat-8431	327	52	1	1	NUM
easat-8431	327	53	,	,	PUNCT
easat-8431	327	54	pp	pp	ADJ
easat-8431	327	55	.	.	PUNCT
easat-8431	328	1	22–32	22–32	NUM
easat-8431	328	2	,	,	PUNCT
easat-8431	328	3	2023	2023	NUM
easat-8431	328	4	.	.	PUNCT
easat-8431	329	1	[	[	X
easat-8431	329	2	21	21	NUM
easat-8431	329	3	]	]	PUNCT
easat-8431	329	4	p.	p.	PROPN
easat-8431	329	5	s.	s.	PROPN
easat-8431	329	6	r.	r.	PROPN
easat-8431	329	7	sihombing	sihombing	PROPN
easat-8431	329	8	,	,	PUNCT
easat-8431	329	9	h.	h.	PROPN
easat-8431	329	10	herman	herman	PROPN
easat-8431	329	11	,	,	PUNCT
easat-8431	329	12	and	and	CCONJ
easat-8431	329	13	n.	n.	PROPN
easat-8431	329	14	saputra	saputra	PROPN
easat-8431	329	15	,	,	PUNCT
easat-8431	329	16	"	"	PUNCT
easat-8431	329	17	how	how	SCONJ
easat-8431	329	18	to	to	PART
easat-8431	329	19	teach	teach	VERB
easat-8431	329	20	english	english	ADJ
easat-8431	329	21	conversation	conversation	NOUN
easat-8431	329	22	?	?	PUNCT
easat-8431	330	1	an	an	DET
easat-8431	330	2	implementation	implementation	NOUN
easat-8431	330	3	of	of	ADP
easat-8431	330	4	a	a	DET
easat-8431	330	5	multimodal	multimodal	ADJ
easat-8431	330	6	discourse	discourse	NOUN
easat-8431	330	7	analysis	analysis	NOUN
easat-8431	330	8	through	through	ADP
easat-8431	330	9	images	image	NOUN
easat-8431	330	10	,	,	PUNCT
easat-8431	330	11	"	"	PUNCT
easat-8431	330	12	english	english	ADJ
easat-8431	330	13	review	review	NOUN
easat-8431	330	14	:	:	PUNCT
easat-8431	330	15	journal	journal	NOUN
easat-8431	330	16	of	of	ADP
easat-8431	330	17	english	english	PROPN
easat-8431	330	18	education	education	NOUN
easat-8431	330	19	,	,	PUNCT
easat-8431	330	20	vol	vol	NOUN
easat-8431	330	21	.	.	PROPN
easat-8431	331	1	10	10	NUM
easat-8431	331	2	,	,	PUNCT
easat-8431	331	3	no	no	INTJ
easat-8431	331	4	.	.	NOUN
easat-8431	331	5	2	2	NUM
easat-8431	331	6	,	,	PUNCT
easat-8431	331	7	pp	pp	ADJ
easat-8431	331	8	.	.	PUNCT
easat-8431	332	1	431438	431438	NUM
easat-8431	332	2	,	,	PUNCT
easat-8431	332	3	06/29	06/29	NUM
easat-8431	332	4	2022	2022	NUM
easat-8431	332	5	.	.	PUNCT
easat-8431	333	1	https://doi.org/10.25134/erjee.v10i2.6244	https://doi.org/10.25134/erjee.v10i2.6244	PUNCT
easat-8431	334	1	[	[	X
easat-8431	334	2	22	22	NUM
easat-8431	334	3	]	]	X
easat-8431	334	4	s.	s.	PROPN
easat-8431	334	5	triyono	triyono	PROPN
easat-8431	334	6	,	,	PUNCT
easat-8431	334	7	w.	w.	PROPN
easat-8431	334	8	sahayu	sahayu	PROPN
easat-8431	334	9	,	,	PUNCT
easat-8431	334	10	and	and	CCONJ
easat-8431	334	11	s.	s.	PROPN
easat-8431	334	12	n.	n.	PROPN
easat-8431	334	13	fath	fath	PROPN
easat-8431	334	14	,	,	PUNCT
easat-8431	334	15	"	"	PUNCT
easat-8431	334	16	ecological	ecological	ADJ
easat-8431	334	17	discourse	discourse	NOUN
easat-8431	334	18	and	and	CCONJ
easat-8431	334	19	environmental	environmental	ADJ
easat-8431	334	20	education	education	NOUN
easat-8431	334	21	in	in	ADP
easat-8431	334	22	english	english	PROPN
easat-8431	334	23	textbooks	textbook	NOUN
easat-8431	334	24	:	:	PUNCT
easat-8431	334	25	a	a	DET
easat-8431	334	26	multimodal	multimodal	NOUN
easat-8431	334	27	eco	eco	NOUN
easat-8431	334	28	-	-	PUNCT
easat-8431	334	29	critical	critical	ADJ
easat-8431	334	30	discourse	discourse	NOUN
easat-8431	334	31	analysis	analysis	NOUN
easat-8431	334	32	,	,	PUNCT
easat-8431	334	33	"	"	PUNCT
easat-8431	334	34	3l	3l	NUM
easat-8431	334	35	,	,	PUNCT
easat-8431	334	36	language	language	NOUN
easat-8431	334	37	,	,	PUNCT
easat-8431	334	38	linguistics	linguistic	NOUN
easat-8431	334	39	,	,	PUNCT
easat-8431	334	40	literature	literature	NOUN
easat-8431	334	41	,	,	PUNCT
easat-8431	334	42	vol	vol	NOUN
easat-8431	334	43	.	.	PROPN
easat-8431	334	44	29	29	NUM
easat-8431	334	45	,	,	PUNCT
easat-8431	334	46	no	no	INTJ
easat-8431	334	47	.	.	NOUN
easat-8431	334	48	3	3	NUM
easat-8431	334	49	,	,	PUNCT
easat-8431	334	50	pp	pp	ADJ
easat-8431	334	51	.	.	PUNCT
easat-8431	335	1	213	213	NUM
easat-8431	335	2	-	-	SYM
easat-8431	335	3	227	227	NUM
easat-8431	335	4	,	,	PUNCT
easat-8431	335	5	2023	2023	NUM
easat-8431	335	6	.	.	PUNCT
easat-8431	336	1	https://doi.org/10.17576/3l-2023-2903-15	https://doi.org/10.17576/3l-2023-2903-15	PRON
easat-8431	337	1	[	[	X
easat-8431	337	2	23	23	NUM
easat-8431	337	3	]	]	X
easat-8431	337	4	c.	c.	PROPN
easat-8431	337	5	li	li	PROPN
easat-8431	337	6	,	,	PUNCT
easat-8431	337	7	n.	n.	PROPN
easat-8431	337	8	arumugam	arumugam	PROPN
easat-8431	337	9	,	,	PUNCT
easat-8431	337	10	g.	g.	PROPN
easat-8431	337	11	du	du	PROPN
easat-8431	337	12	,	,	PUNCT
easat-8431	337	13	and	and	CCONJ
easat-8431	337	14	x.	x.	NOUN
easat-8431	337	15	zhang	zhang	PROPN
easat-8431	337	16	,	,	PUNCT
easat-8431	337	17	"	"	PUNCT
easat-8431	337	18	multimodal	multimodal	ADJ
easat-8431	337	19	discourse	discourse	NOUN
easat-8431	337	20	analysis	analysis	NOUN
easat-8431	337	21	theory	theory	NOUN
easat-8431	337	22	applied	apply	VERB
easat-8431	337	23	to	to	ADP
easat-8431	337	24	senior	senior	ADJ
easat-8431	337	25	high	high	ADJ
easat-8431	337	26	school	school	NOUN
easat-8431	337	27	english	english	ADJ
easat-8431	337	28	reading	read	VERB
easat-8431	337	29	teaching	teaching	NOUN
easat-8431	337	30	,	,	PUNCT
easat-8431	337	31	"	"	PUNCT
easat-8431	337	32	environment	environment	NOUN
easat-8431	337	33	-	-	PUNCT
easat-8431	337	34	behaviour	behaviour	NOUN
easat-8431	337	35	proceedings	proceeding	NOUN
easat-8431	337	36	journal	journal	NOUN
easat-8431	337	37	,	,	PUNCT
easat-8431	337	38	vol	vol	NOUN
easat-8431	337	39	.	.	PROPN
easat-8431	337	40	8	8	NUM
easat-8431	337	41	,	,	PUNCT
easat-8431	337	42	no	no	INTJ
easat-8431	337	43	.	.	NOUN
easat-8431	337	44	26	26	NUM
easat-8431	337	45	,	,	PUNCT
easat-8431	337	46	pp	pp	ADJ
easat-8431	337	47	.	.	PUNCT
easat-8431	338	1	101	101	NUM
easat-8431	338	2	-	-	SYM
easat-8431	338	3	106	106	NUM
easat-8431	338	4	,	,	PUNCT
easat-8431	338	5	09/29	09/29	NUM
easat-8431	338	6	2023	2023	NUM
easat-8431	338	7	.	.	PUNCT
easat-8431	339	1	https://doi.org/10.21834/e-bpj.v8i26.4957	https://doi.org/10.21834/e-bpj.v8i26.4957	NOUN
easat-8431	339	2	[	[	X
easat-8431	339	3	24	24	NUM
easat-8431	339	4	]	]	PUNCT
easat-8431	339	5	s.	s.	PROPN
easat-8431	339	6	herman	herman	PROPN
easat-8431	339	7	,	,	PUNCT
easat-8431	339	8	m.	m.	NOUN
easat-8431	339	9	ngongo	ngongo	PROPN
easat-8431	339	10	,	,	PUNCT
easat-8431	339	11	e.	e.	PROPN
easat-8431	339	12	fatmawati	fatmawati	PROPN
easat-8431	339	13	,	,	PUNCT
easat-8431	339	14	and	and	CCONJ
easat-8431	339	15	n.	n.	PROPN
easat-8431	339	16	saputra	saputra	PROPN
easat-8431	339	17	,	,	PUNCT
easat-8431	339	18	"	"	PUNCT
easat-8431	339	19	an	an	DET
easat-8431	339	20	analysis	analysis	NOUN
easat-8431	339	21	on	on	ADP
easat-8431	339	22	multimodal	multimodal	ADJ
easat-8431	339	23	discourse	discourse	NOUN
easat-8431	339	24	analysis	analysis	NOUN
easat-8431	339	25	towards	towards	ADP
easat-8431	339	26	english	english	ADJ
easat-8431	339	27	textbook	textbook	NOUN
easat-8431	339	28	used	use	VERB
easat-8431	339	29	by	by	ADP
easat-8431	339	30	students	student	NOUN
easat-8431	339	31	at	at	ADP
easat-8431	339	32	school	school	NOUN
easat-8431	339	33	,	,	PUNCT
easat-8431	339	34	"	"	PUNCT
easat-8431	339	35	journal	journal	NOUN
easat-8431	339	36	of	of	ADP
easat-8431	339	37	namibian	namibian	ADJ
easat-8431	339	38	studies	study	NOUN
easat-8431	339	39	,	,	PUNCT
easat-8431	339	40	vol	vol	NOUN
easat-8431	339	41	.	.	PROPN
easat-8431	339	42	33	33	NUM
easat-8431	339	43	,	,	PUNCT
easat-8431	339	44	pp	pp	ADJ
easat-8431	339	45	.	.	PUNCT
easat-8431	340	1	613	613	NUM
easat-8431	340	2	-	-	SYM
easat-8431	340	3	624	624	NUM
easat-8431	340	4	,	,	PUNCT
easat-8431	340	5	2023	2023	NUM
easat-8431	340	6	.	.	PUNCT
easat-8431	341	1	[	[	X
easat-8431	341	2	25	25	NUM
easat-8431	341	3	]	]	PUNCT
easat-8431	341	4	z.	z.	PROPN
easat-8431	341	5	liu	liu	PROPN
easat-8431	341	6	,	,	PUNCT
easat-8431	341	7	"	"	PUNCT
easat-8431	341	8	introducing	introduce	VERB
easat-8431	341	9	a	a	DET
easat-8431	341	10	multimodal	multimodal	NOUN
easat-8431	341	11	perspective	perspective	NOUN
easat-8431	341	12	to	to	ADP
easat-8431	341	13	emotional	emotional	ADJ
easat-8431	341	14	variables	variable	NOUN
easat-8431	341	15	in	in	ADP
easat-8431	341	16	second	second	ADJ
easat-8431	341	17	language	language	NOUN
easat-8431	341	18	acquisition	acquisition	NOUN
easat-8431	341	19	education	education	NOUN
easat-8431	341	20	:	:	PUNCT
easat-8431	341	21	systemic	systemic	ADJ
easat-8431	341	22	functional	functional	ADJ
easat-8431	341	23	multimodal	multimodal	NOUN
easat-8431	341	24	discourse	discourse	NOUN
easat-8431	341	25	analysis	analysis	NOUN
easat-8431	341	26	,	,	PUNCT
easat-8431	341	27	"	"	PUNCT
easat-8431	341	28	frontiers	frontier	NOUN
easat-8431	341	29	in	in	ADP
easat-8431	341	30	psychology	psychology	NOUN
easat-8431	341	31	,	,	PUNCT
easat-8431	341	32	vol	vol	NOUN
easat-8431	341	33	.	.	PROPN
easat-8431	341	34	13	13	NUM
easat-8431	341	35	,	,	PUNCT
easat-8431	341	36	p.	p.	NOUN
easat-8431	341	37	1016441	1016441	NUM
easat-8431	341	38	,	,	PUNCT
easat-8431	341	39	2022	2022	NUM
easat-8431	341	40	.	.	PUNCT
easat-8431	342	1	[	[	X
easat-8431	342	2	26	26	NUM
easat-8431	342	3	]	]	X
easat-8431	342	4	c.	c.	PROPN
easat-8431	342	5	jiang	jiang	PROPN
easat-8431	342	6	and	and	CCONJ
easat-8431	342	7	x.	x.	NOUN
easat-8431	342	8	mu	mu	PROPN
easat-8431	342	9	,	,	PUNCT
easat-8431	342	10	"	"	PUNCT
easat-8431	342	11	a	a	DET
easat-8431	342	12	study	study	NOUN
easat-8431	342	13	on	on	ADP
easat-8431	342	14	the	the	DET
easat-8431	342	15	application	application	NOUN
easat-8431	342	16	of	of	ADP
easat-8431	342	17	discourse	discourse	NOUN
easat-8431	342	18	analysis	analysis	NOUN
easat-8431	342	19	theory	theory	NOUN
easat-8431	342	20	in	in	ADP
easat-8431	342	21	english	english	ADJ
easat-8431	342	22	reading	read	VERB
easat-8431	342	23	teaching	teaching	NOUN
easat-8431	342	24	in	in	ADP
easat-8431	342	25	senior	senior	ADJ
easat-8431	342	26	high	high	ADJ
easat-8431	342	27	school	school	NOUN
easat-8431	342	28	,	,	PUNCT
easat-8431	342	29	"	"	PUNCT
easat-8431	342	30	gbp	gbp	NOUN
easat-8431	342	31	proceedings	proceeding	NOUN
easat-8431	342	32	series	series	NOUN
easat-8431	342	33	,	,	PUNCT
easat-8431	342	34	vol	vol	NOUN
easat-8431	342	35	.	.	PROPN
easat-8431	343	1	3	3	NUM
easat-8431	343	2	,	,	PUNCT
easat-8431	343	3	pp	pp	ADJ
easat-8431	343	4	.	.	PUNCT
easat-8431	344	1	144	144	NUM
easat-8431	344	2	-	-	SYM
easat-8431	344	3	153	153	NUM
easat-8431	344	4	,	,	PUNCT
easat-8431	344	5	2025	2025	NUM
easat-8431	344	6	.	.	PUNCT
easat-8431	345	1	[	[	X
easat-8431	345	2	27	27	NUM
easat-8431	345	3	]	]	X
easat-8431	345	4	h.	h.	PROPN
easat-8431	345	5	zhu	zhu	PROPN
easat-8431	345	6	and	and	CCONJ
easat-8431	345	7	f.	f.	PROPN
easat-8431	345	8	amponstira	amponstira	PROPN
easat-8431	345	9	,	,	PUNCT
easat-8431	345	10	"	"	PUNCT
easat-8431	345	11	impact	impact	NOUN
easat-8431	345	12	of	of	ADP
easat-8431	345	13	artificial	artificial	ADJ
easat-8431	345	14	intelligence	intelligence	NOUN
easat-8431	345	15	assisted	assist	VERB
easat-8431	345	16	approach	approach	NOUN
easat-8431	345	17	on	on	ADP
easat-8431	345	18	english	english	PROPN
easat-8431	345	19	teaching	teaching	NOUN
easat-8431	345	20	and	and	CCONJ
easat-8431	345	21	learning	learning	NOUN
easat-8431	345	22	,	,	PUNCT
easat-8431	345	23	"	"	PUNCT
easat-8431	345	24	nimitmai	nimitmai	PROPN
easat-8431	345	25	review	review	NOUN
easat-8431	345	26	journal	journal	NOUN
easat-8431	345	27	,	,	PUNCT
easat-8431	345	28	vol	vol	NOUN
easat-8431	345	29	.	.	PROPN
easat-8431	345	30	6	6	NUM
easat-8431	345	31	,	,	PUNCT
easat-8431	345	32	no	no	INTJ
easat-8431	345	33	.	.	NOUN
easat-8431	345	34	1	1	NUM
easat-8431	345	35	,	,	PUNCT
easat-8431	345	36	pp	pp	ADJ
easat-8431	345	37	.	.	PUNCT
easat-8431	346	1	38	38	NUM
easat-8431	346	2	-	-	SYM
easat-8431	346	3	55	55	NUM
easat-8431	346	4	,	,	PUNCT
easat-8431	346	5	2023	2023	NUM
easat-8431	346	6	.	.	PUNCT
easat-8431	347	1	[	[	X
easat-8431	347	2	28	28	NUM
easat-8431	347	3	]	]	X
easat-8431	347	4	p.	p.	NOUN
easat-8431	347	5	chea	chea	PROPN
easat-8431	347	6	and	and	CCONJ
easat-8431	347	7	y.	y.	PROPN
easat-8431	347	8	xiao	xiao	PROPN
easat-8431	347	9	,	,	PUNCT
easat-8431	347	10	"	"	PUNCT
easat-8431	347	11	artificial	artificial	ADJ
easat-8431	347	12	intelligence	intelligence	NOUN
easat-8431	347	13	in	in	ADP
easat-8431	347	14	higher	high	ADJ
easat-8431	347	15	education	education	NOUN
easat-8431	347	16	:	:	PUNCT
easat-8431	347	17	the	the	DET
easat-8431	347	18	power	power	NOUN
easat-8431	347	19	and	and	CCONJ
easat-8431	347	20	damage	damage	NOUN
easat-8431	347	21	of	of	ADP
easat-8431	347	22	ai	ai	ADJ
easat-8431	347	23	-	-	PUNCT
easat-8431	347	24	assisted	assist	VERB
easat-8431	347	25	tools	tool	NOUN
easat-8431	347	26	on	on	ADP
easat-8431	347	27	academic	academic	ADJ
easat-8431	347	28	english	english	ADJ
easat-8431	347	29	reading	reading	NOUN
easat-8431	347	30	skills	skill	NOUN
easat-8431	347	31	,	,	PUNCT
easat-8431	347	32	"	"	PUNCT
easat-8431	347	33	journal	journal	NOUN
easat-8431	347	34	of	of	ADP
easat-8431	347	35	general	general	ADJ
easat-8431	347	36	education	education	NOUN
easat-8431	347	37	and	and	CCONJ
easat-8431	347	38	humanities	humanity	NOUN
easat-8431	347	39	,	,	PUNCT
easat-8431	347	40	vol	vol	NOUN
easat-8431	347	41	.	.	PROPN
easat-8431	348	1	3	3	NUM
easat-8431	348	2	,	,	PUNCT
easat-8431	348	3	no	no	INTJ
easat-8431	348	4	.	.	NOUN
easat-8431	348	5	3	3	NUM
easat-8431	348	6	,	,	PUNCT
easat-8431	348	7	pp	pp	ADJ
easat-8431	348	8	.	.	PUNCT
easat-8431	349	1	287	287	NUM
easat-8431	349	2	-	-	SYM
easat-8431	349	3	306	306	NUM
easat-8431	349	4	,	,	PUNCT
easat-8431	349	5	2024	2024	NUM
easat-8431	349	6	.	.	PUNCT
easat-8431	350	1	[	[	X
easat-8431	350	2	29	29	NUM
easat-8431	350	3	]	]	PUNCT
easat-8431	350	4	s.	s.	PROPN
easat-8431	350	5	s.	s.	PROPN
easat-8431	350	6	evenddy	evenddy	PROPN
easat-8431	350	7	,	,	PUNCT
easat-8431	350	8	"	"	PUNCT
easat-8431	350	9	investigating	investigate	VERB
easat-8431	350	10	ai	ai	PROPN
easat-8431	350	11	's	's	PART
easat-8431	350	12	automated	automate	VERB
easat-8431	350	13	feedback	feedback	NOUN
easat-8431	350	14	in	in	ADP
easat-8431	350	15	english	english	PROPN
easat-8431	350	16	language	language	NOUN
easat-8431	350	17	learning	learning	NOUN
easat-8431	350	18	,	,	PUNCT
easat-8431	350	19	"	"	PUNCT
easat-8431	350	20	foreign	foreign	ADJ
easat-8431	350	21	language	language	NOUN
easat-8431	350	22	instruction	instruction	NOUN
easat-8431	350	23	probe	probe	NOUN
easat-8431	350	24	,	,	PUNCT
easat-8431	350	25	vol	vol	NOUN
easat-8431	350	26	.	.	PROPN
easat-8431	351	1	3	3	NUM
easat-8431	351	2	,	,	PUNCT
easat-8431	351	3	no	no	INTJ
easat-8431	351	4	.	.	NOUN
easat-8431	351	5	1	1	NUM
easat-8431	351	6	,	,	PUNCT
easat-8431	351	7	pp	pp	ADJ
easat-8431	351	8	.	.	PUNCT
easat-8431	352	1	76	76	NUM
easat-8431	352	2	-	-	SYM
easat-8431	352	3	87	87	NUM
easat-8431	352	4	,	,	PUNCT
easat-8431	352	5	2024	2024	NUM
easat-8431	352	6	.	.	PUNCT
easat-8431	353	1	https://doi.org/10.52208/klasikal.v5i2.877	https://doi.org/10.52208/klasikal.v5i2.877	NOUN
easat-8431	353	2	https://doi.org/10.56397/rae.2024.08.04	https://doi.org/10.56397/rae.2024.08.04	NUM
easat-8431	353	3	https://doi.org/10.37514/jwa-j.2024.7.1.04	https://doi.org/10.37514/jwa-j.2024.7.1.04	PROPN
easat-8431	353	4	https://doi.org/10.1155/2022/5215722	https://doi.org/10.1155/2022/5215722	PROPN
easat-8431	353	5	https://doi.org/10.1007/s40299-024-00872-z	https://doi.org/10.1007/s40299-024-00872-z	NOUN
easat-8431	353	6	https://doi.org/10.21744/ijllc.v8n5.2172	https://doi.org/10.21744/ijllc.v8n5.2172	NOUN
easat-8431	353	7	https://doi.org/10.25134/erjee.v10i2.6244	https://doi.org/10.25134/erjee.v10i2.6244	NOUN
easat-8431	353	8	https://doi.org/10.17576/3l-2023-2903-15	https://doi.org/10.17576/3l-2023-2903-15	PRON
easat-8431	353	9	https://doi.org/10.21834/e-bpj.v8i26.4957	https://doi.org/10.21834/e-bpj.v8i26.4957	VERB