id	sid	tid	token	lemma	pos
easat-6608	1	1	edelweiss	edelweiss	PROPN
easat-6608	1	2	applied	apply	VERB
easat-6608	1	3	science	science	NOUN
easat-6608	1	4	and	and	CCONJ
easat-6608	1	5	technology	technology	NOUN
easat-6608	1	6	issn	issn	PROPN
easat-6608	1	7	:	:	PUNCT
easat-6608	1	8	2576	2576	NUM
easat-6608	1	9	-	-	SYM
easat-6608	1	10	8484	8484	NUM
easat-6608	1	11	vol	vol	NOUN
easat-6608	1	12	.	.	PROPN
easat-6608	2	1	9	9	NUM
easat-6608	2	2	,	,	PUNCT
easat-6608	2	3	no	no	INTJ
easat-6608	2	4	.	.	NOUN
easat-6608	2	5	4	4	NUM
easat-6608	2	6	,	,	PUNCT
easat-6608	2	7	2587	2587	NUM
easat-6608	2	8	-	-	SYM
easat-6608	2	9	2599	2599	NUM
easat-6608	2	10	2025	2025	NUM
easat-6608	2	11	publisher	publisher	NOUN
easat-6608	2	12	:	:	PUNCT
easat-6608	2	13	learning	learn	VERB
easat-6608	2	14	gate	gate	NOUN
easat-6608	2	15	doi	doi	PROPN
easat-6608	2	16	:	:	PUNCT
easat-6608	2	17	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	2	18	©	©	PROPN
easat-6608	2	19	2025	2025	NUM
easat-6608	2	20	by	by	ADP
easat-6608	2	21	the	the	DET
easat-6608	2	22	authors	author	NOUN
easat-6608	2	23	;	;	PUNCT
easat-6608	2	24	licensee	licensee	PROPN
easat-6608	2	25	learning	learning	NOUN
easat-6608	2	26	gate	gate	NOUN
easat-6608	3	1	©	©	PROPN
easat-6608	3	2	2025	2025	NUM
easat-6608	3	3	by	by	ADP
easat-6608	3	4	the	the	DET
easat-6608	3	5	authors	author	NOUN
easat-6608	3	6	;	;	PUNCT
easat-6608	3	7	licensee	licensee	PROPN
easat-6608	3	8	learning	learning	NOUN
easat-6608	3	9	gate	gate	NOUN
easat-6608	3	10	history	history	NOUN
easat-6608	3	11	:	:	PUNCT
easat-6608	3	12	received	receive	VERB
easat-6608	3	13	:	:	PUNCT
easat-6608	3	14	20	20	NUM
easat-6608	3	15	february	february	NOUN
easat-6608	3	16	2025	2025	NUM
easat-6608	3	17	;	;	PUNCT
easat-6608	3	18	revised	revise	VERB
easat-6608	3	19	:	:	PUNCT
easat-6608	3	20	18	18	NUM
easat-6608	3	21	april	april	PROPN
easat-6608	3	22	2025	2025	NUM
easat-6608	3	23	;	;	PUNCT
easat-6608	3	24	accepted	accept	VERB
easat-6608	3	25	:	:	PUNCT
easat-6608	3	26	21	21	NUM
easat-6608	3	27	april	april	PROPN
easat-6608	3	28	2025	2025	NUM
easat-6608	3	29	;	;	PUNCT
easat-6608	3	30	published	publish	VERB
easat-6608	3	31	:	:	PUNCT
easat-6608	3	32	26	26	NUM
easat-6608	3	33	april	april	PROPN
easat-6608	3	34	2025	2025	NUM
easat-6608	3	35	*	*	PUNCT
easat-6608	4	1	correspondence	correspondence	NOUN
easat-6608	4	2	:	:	PUNCT
easat-6608	4	3	menglingyan@filo.uba.ar	menglingyan@filo.uba.ar	VERB
easat-6608	4	4	generative	generative	ADJ
easat-6608	4	5	llm	llm	NOUN
easat-6608	4	6	-	-	PUNCT
easat-6608	4	7	based	base	VERB
easat-6608	4	8	distance	distance	NOUN
easat-6608	4	9	education	education	NOUN
easat-6608	4	10	decision	decision	NOUN
easat-6608	4	11	design	design	NOUN
easat-6608	4	12	in	in	ADP
easat-6608	4	13	argentine	argentine	ADJ
easat-6608	4	14	universities	university	NOUN
easat-6608	4	15	lingyan	lingyan	ADJ
easat-6608	4	16	meng1	meng1	PROPN
easat-6608	4	17	*	*	PROPN
easat-6608	4	18	,	,	PUNCT
easat-6608	4	19	yeyuan	yeyuan	PROPN
easat-6608	4	20	guo2	guo2	PROPN
easat-6608	4	21	1facultad	1facultad	NUM
easat-6608	4	22	de	de	PROPN
easat-6608	4	23	filosofía	filosofía	PROPN
easat-6608	4	24	y	y	PROPN
easat-6608	4	25	letras	letras	PROPN
easat-6608	4	26	de	de	X
easat-6608	4	27	universidad	universidad	PROPN
easat-6608	4	28	de	de	PROPN
easat-6608	4	29	buenos	buenos	PROPN
easat-6608	4	30	aires	aires	PROPN
easat-6608	4	31	the	the	DET
easat-6608	4	32	republic	republic	PROPN
easat-6608	4	33	of	of	ADP
easat-6608	4	34	argentina	argentina	PROPN
easat-6608	4	35	,	,	PUNCT
easat-6608	4	36	buenos	buenos	PROPN
easat-6608	4	37	aires999071	aires999071	PROPN
easat-6608	4	38	,	,	PUNCT
easat-6608	4	39	argentina	argentina	PROPN
easat-6608	4	40	;	;	PUNCT
easat-6608	5	1	menglingyan@filo.uba.ar	menglingyan@filo.uba.ar	NOUN
easat-6608	5	2	(	(	PUNCT
easat-6608	5	3	l.y.m	l.y.m	ADJ
easat-6608	5	4	.	.	PUNCT
easat-6608	5	5	)	)	PUNCT
easat-6608	6	1	2beijing	2beijing	NUM
easat-6608	6	2	education	education	NOUN
easat-6608	6	3	examination	examination	NOUN
easat-6608	6	4	institute	institute	PROPN
easat-6608	6	5	,	,	PUNCT
easat-6608	6	6	beijing,100083	beijing,100083	PROPN
easat-6608	6	7	,	,	PUNCT
easat-6608	6	8	china	china	PROPN
easat-6608	6	9	.	.	PUNCT
easat-6608	7	1	abstract	abstract	PROPN
easat-6608	7	2	:	:	PUNCT
easat-6608	7	3	as	as	SCONJ
easat-6608	7	4	distance	distance	NOUN
easat-6608	7	5	education	education	NOUN
easat-6608	7	6	in	in	ADP
easat-6608	7	7	argentine	argentine	ADJ
easat-6608	7	8	higher	high	ADJ
easat-6608	7	9	education	education	NOUN
easat-6608	7	10	expands	expand	VERB
easat-6608	7	11	rapidly	rapidly	ADV
easat-6608	7	12	,	,	PUNCT
easat-6608	7	13	decision	decision	NOUN
easat-6608	7	14	-	-	PUNCT
easat-6608	7	15	making	make	VERB
easat-6608	7	16	systems	system	NOUN
easat-6608	7	17	must	must	AUX
easat-6608	7	18	evolve	evolve	VERB
easat-6608	7	19	to	to	PART
easat-6608	7	20	support	support	VERB
easat-6608	7	21	personalized	personalize	VERB
easat-6608	7	22	,	,	PUNCT
easat-6608	7	23	fair	fair	ADJ
easat-6608	7	24	,	,	PUNCT
easat-6608	7	25	and	and	CCONJ
easat-6608	7	26	scalable	scalable	ADJ
easat-6608	7	27	learning	learning	NOUN
easat-6608	7	28	pathways	pathway	NOUN
easat-6608	7	29	.	.	PUNCT
easat-6608	8	1	existing	exist	VERB
easat-6608	8	2	recommendation	recommendation	NOUN
easat-6608	8	3	tools	tool	NOUN
easat-6608	8	4	often	often	ADV
easat-6608	8	5	ignore	ignore	VERB
easat-6608	8	6	curriculum	curriculum	NOUN
easat-6608	8	7	dependencies	dependency	NOUN
easat-6608	8	8	,	,	PUNCT
easat-6608	8	9	student	student	NOUN
easat-6608	8	10	goals	goal	NOUN
easat-6608	8	11	,	,	PUNCT
easat-6608	8	12	and	and	CCONJ
easat-6608	8	13	the	the	DET
easat-6608	8	14	pedagogical	pedagogical	ADJ
easat-6608	8	15	value	value	NOUN
easat-6608	8	16	of	of	ADP
easat-6608	8	17	recommendations	recommendation	NOUN
easat-6608	8	18	.	.	PUNCT
easat-6608	9	1	this	this	DET
easat-6608	9	2	paper	paper	NOUN
easat-6608	9	3	proposes	propose	VERB
easat-6608	9	4	a	a	DET
easat-6608	9	5	generative	generative	ADJ
easat-6608	9	6	llm	llm	ADV
easat-6608	9	7	-	-	PUNCT
easat-6608	9	8	based	base	VERB
easat-6608	9	9	decision	decision	NOUN
easat-6608	9	10	design	design	NOUN
easat-6608	9	11	that	that	PRON
easat-6608	9	12	integrates	integrate	VERB
easat-6608	9	13	course	course	NOUN
easat-6608	9	14	knowledge	knowledge	NOUN
easat-6608	9	15	graphs	graph	NOUN
easat-6608	9	16	and	and	CCONJ
easat-6608	9	17	student	student	NOUN
easat-6608	9	18	profiles	profile	NOUN
easat-6608	9	19	into	into	ADP
easat-6608	9	20	a	a	DET
easat-6608	9	21	retrieval	retrieval	NOUN
easat-6608	9	22	-	-	PUNCT
easat-6608	9	23	augmented	augment	VERB
easat-6608	9	24	prompting	prompt	VERB
easat-6608	9	25	framework	framework	NOUN
easat-6608	9	26	.	.	PUNCT
easat-6608	10	1	the	the	DET
easat-6608	10	2	system	system	NOUN
easat-6608	10	3	leverages	leverage	VERB
easat-6608	10	4	large	large	ADJ
easat-6608	10	5	language	language	NOUN
easat-6608	10	6	models	model	NOUN
easat-6608	10	7	(	(	PUNCT
easat-6608	10	8	llms	llm	NOUN
easat-6608	10	9	)	)	PUNCT
easat-6608	10	10	,	,	PUNCT
easat-6608	10	11	particularly	particularly	ADV
easat-6608	10	12	gpt-4	gpt-4	ADV
easat-6608	10	13	,	,	PUNCT
easat-6608	10	14	to	to	PART
easat-6608	10	15	generate	generate	VERB
easat-6608	10	16	curriculum	curriculum	NOUN
easat-6608	10	17	-	-	PUNCT
easat-6608	10	18	aligned	align	VERB
easat-6608	10	19	recommendations	recommendation	NOUN
easat-6608	10	20	that	that	PRON
easat-6608	10	21	support	support	VERB
easat-6608	10	22	human	human	NOUN
easat-6608	10	23	-	-	PUNCT
easat-6608	10	24	in	in	ADP
easat-6608	10	25	-	-	PUNCT
easat-6608	10	26	the	the	DET
easat-6608	10	27	-	-	PUNCT
easat-6608	10	28	loop	loop	NOUN
easat-6608	10	29	educational	educational	ADJ
easat-6608	10	30	decisions	decision	NOUN
easat-6608	10	31	.	.	PUNCT
easat-6608	11	1	a	a	DET
easat-6608	11	2	scoring	scoring	NOUN
easat-6608	11	3	mechanism	mechanism	NOUN
easat-6608	11	4	ensures	ensure	VERB
easat-6608	11	5	graph	graph	NOUN
easat-6608	11	6	consistency	consistency	NOUN
easat-6608	11	7	and	and	CCONJ
easat-6608	11	8	prerequisite	prerequisite	NOUN
easat-6608	11	9	compliance	compliance	NOUN
easat-6608	11	10	,	,	PUNCT
easat-6608	11	11	while	while	SCONJ
easat-6608	11	12	experimental	experimental	ADJ
easat-6608	11	13	evaluations	evaluation	NOUN
easat-6608	11	14	demonstrate	demonstrate	VERB
easat-6608	11	15	improvements	improvement	NOUN
easat-6608	11	16	in	in	ADP
easat-6608	11	17	recommendation	recommendation	NOUN
easat-6608	11	18	accuracy	accuracy	NOUN
easat-6608	11	19	,	,	PUNCT
easat-6608	11	20	personalization	personalization	NOUN
easat-6608	11	21	,	,	PUNCT
easat-6608	11	22	and	and	CCONJ
easat-6608	11	23	fairness	fairness	NOUN
easat-6608	11	24	.	.	PUNCT
easat-6608	12	1	the	the	DET
easat-6608	12	2	proposed	propose	VERB
easat-6608	12	3	approach	approach	NOUN
easat-6608	12	4	offers	offer	VERB
easat-6608	12	5	a	a	DET
easat-6608	12	6	flexible	flexible	ADJ
easat-6608	12	7	and	and	CCONJ
easat-6608	12	8	context	context	NOUN
easat-6608	12	9	-	-	PUNCT
easat-6608	12	10	aware	aware	ADJ
easat-6608	12	11	decision	decision	NOUN
easat-6608	12	12	support	support	NOUN
easat-6608	12	13	model	model	NOUN
easat-6608	12	14	suitable	suitable	ADJ
easat-6608	12	15	for	for	ADP
easat-6608	12	16	latin	latin	ADJ
easat-6608	12	17	american	american	ADJ
easat-6608	12	18	distance	distance	PROPN
easat-6608	12	19	education	education	NOUN
easat-6608	12	20	institutions	institution	NOUN
easat-6608	12	21	.	.	PUNCT
easat-6608	13	1	keywords	keyword	NOUN
easat-6608	13	2	:	:	PUNCT
easat-6608	13	3	argentina	argentina	PROPN
easat-6608	13	4	,	,	PUNCT
easat-6608	13	5	distance	distance	NOUN
easat-6608	13	6	learning	learning	NOUN
easat-6608	13	7	,	,	PUNCT
easat-6608	13	8	educational	educational	ADJ
easat-6608	13	9	recommender	recommender	NOUN
easat-6608	13	10	systems	system	NOUN
easat-6608	13	11	,	,	PUNCT
easat-6608	13	12	generative	generative	ADJ
easat-6608	13	13	ai	ai	NOUN
easat-6608	13	14	,	,	PUNCT
easat-6608	13	15	knowledge	knowledge	NOUN
easat-6608	13	16	graphs	graph	NOUN
easat-6608	13	17	,	,	PUNCT
easat-6608	13	18	large	large	ADJ
easat-6608	13	19	language	language	NOUN
easat-6608	13	20	models	model	NOUN
easat-6608	13	21	,	,	PUNCT
easat-6608	13	22	smart	smart	ADJ
easat-6608	13	23	education	education	NOUN
easat-6608	13	24	.	.	PUNCT
easat-6608	14	1	1	1	X
easat-6608	14	2	.	.	X
easat-6608	14	3	introduction	introduction	NOUN
easat-6608	14	4	the	the	DET
easat-6608	14	5	rapid	rapid	ADJ
easat-6608	14	6	transformation	transformation	NOUN
easat-6608	14	7	of	of	ADP
easat-6608	14	8	higher	high	ADJ
easat-6608	14	9	education	education	NOUN
easat-6608	14	10	,	,	PUNCT
easat-6608	14	11	especially	especially	ADV
easat-6608	14	12	in	in	ADP
easat-6608	14	13	remote	remote	ADJ
easat-6608	14	14	learning	learning	NOUN
easat-6608	14	15	environments	environment	NOUN
easat-6608	14	16	,	,	PUNCT
easat-6608	14	17	has	have	AUX
easat-6608	14	18	generated	generate	VERB
easat-6608	14	19	a	a	DET
easat-6608	14	20	pressing	press	VERB
easat-6608	14	21	need	need	NOUN
easat-6608	14	22	for	for	ADP
easat-6608	14	23	efficient	efficient	ADJ
easat-6608	14	24	,	,	PUNCT
easat-6608	14	25	personalized	personalized	ADJ
easat-6608	14	26	,	,	PUNCT
easat-6608	14	27	and	and	CCONJ
easat-6608	14	28	adaptive	adaptive	ADJ
easat-6608	14	29	decision	decision	NOUN
easat-6608	14	30	-	-	PUNCT
easat-6608	14	31	making	make	VERB
easat-6608	14	32	systems	system	NOUN
easat-6608	14	33	.	.	PUNCT
easat-6608	15	1	in	in	ADP
easat-6608	15	2	argentine	argentine	ADJ
easat-6608	15	3	universities	university	NOUN
easat-6608	15	4	,	,	PUNCT
easat-6608	15	5	the	the	DET
easat-6608	15	6	increasing	increase	VERB
easat-6608	15	7	scale	scale	NOUN
easat-6608	15	8	of	of	ADP
easat-6608	15	9	online	online	ADJ
easat-6608	15	10	course	course	NOUN
easat-6608	15	11	provision	provision	NOUN
easat-6608	15	12	and	and	CCONJ
easat-6608	15	13	the	the	DET
easat-6608	15	14	diversity	diversity	NOUN
easat-6608	15	15	of	of	ADP
easat-6608	15	16	student	student	NOUN
easat-6608	15	17	profiles	profile	NOUN
easat-6608	15	18	have	have	AUX
easat-6608	15	19	exposed	expose	VERB
easat-6608	15	20	the	the	DET
easat-6608	15	21	limitations	limitation	NOUN
easat-6608	15	22	of	of	ADP
easat-6608	15	23	traditional	traditional	ADJ
easat-6608	15	24	,	,	PUNCT
easat-6608	15	25	centralized	centralized	ADJ
easat-6608	15	26	scheduling	scheduling	NOUN
easat-6608	15	27	or	or	CCONJ
easat-6608	15	28	advisory	advisory	ADJ
easat-6608	15	29	approaches	approach	NOUN
easat-6608	15	30	.	.	PUNCT
easat-6608	16	1	conventional	conventional	ADJ
easat-6608	16	2	methods	method	NOUN
easat-6608	16	3	generally	generally	ADV
easat-6608	16	4	rely	rely	VERB
easat-6608	16	5	on	on	ADP
easat-6608	16	6	deterministic	deterministic	ADJ
easat-6608	16	7	algorithms	algorithm	NOUN
easat-6608	16	8	or	or	CCONJ
easat-6608	16	9	heuristic	heuristic	ADJ
easat-6608	16	10	rule	rule	NOUN
easat-6608	16	11	-	-	PUNCT
easat-6608	16	12	based	base	VERB
easat-6608	16	13	systems	system	NOUN
easat-6608	16	14	,	,	PUNCT
easat-6608	16	15	which	which	PRON
easat-6608	16	16	often	often	ADV
easat-6608	16	17	fail	fail	VERB
easat-6608	16	18	to	to	PART
easat-6608	16	19	capture	capture	VERB
easat-6608	16	20	the	the	DET
easat-6608	16	21	nuanced	nuanced	ADJ
easat-6608	16	22	needs	need	NOUN
easat-6608	16	23	of	of	ADP
easat-6608	16	24	each	each	DET
easat-6608	16	25	learner	learner	NOUN
easat-6608	16	26	and	and	CCONJ
easat-6608	16	27	the	the	DET
easat-6608	16	28	dynamic	dynamic	ADJ
easat-6608	16	29	nature	nature	NOUN
easat-6608	16	30	of	of	ADP
easat-6608	16	31	course	course	NOUN
easat-6608	16	32	offerings	offering	NOUN
easat-6608	16	33	[	[	X
easat-6608	16	34	1	1	NUM
easat-6608	16	35	]	]	PUNCT
easat-6608	16	36	.	.	PUNCT
easat-6608	17	1	recent	recent	ADJ
easat-6608	17	2	advancements	advancement	NOUN
easat-6608	17	3	in	in	ADP
easat-6608	17	4	large	large	ADJ
easat-6608	17	5	language	language	NOUN
easat-6608	17	6	models	model	NOUN
easat-6608	17	7	(	(	PUNCT
easat-6608	17	8	llms	llm	NOUN
easat-6608	17	9	)	)	PUNCT
easat-6608	17	10	offer	offer	VERB
easat-6608	17	11	an	an	DET
easat-6608	17	12	unprecedented	unprecedented	ADJ
easat-6608	17	13	opportunity	opportunity	NOUN
easat-6608	17	14	to	to	PART
easat-6608	17	15	generate	generate	VERB
easat-6608	17	16	natural	natural	ADJ
easat-6608	17	17	language	language	NOUN
easat-6608	17	18	decisions	decision	NOUN
easat-6608	17	19	that	that	PRON
easat-6608	17	20	are	be	AUX
easat-6608	17	21	both	both	PRON
easat-6608	17	22	context	context	NOUN
easat-6608	17	23	-	-	PUNCT
easat-6608	17	24	aware	aware	ADJ
easat-6608	17	25	and	and	CCONJ
easat-6608	17	26	pedagogically	pedagogically	ADV
easat-6608	17	27	informed	inform	VERB
easat-6608	17	28	[	[	X
easat-6608	17	29	2	2	NUM
easat-6608	17	30	]	]	PUNCT
easat-6608	17	31	.	.	PUNCT
easat-6608	18	1	by	by	ADP
easat-6608	18	2	integrating	integrate	VERB
easat-6608	18	3	domain	domain	NOUN
easat-6608	18	4	-	-	PUNCT
easat-6608	18	5	specific	specific	ADJ
easat-6608	18	6	knowledge	knowledge	NOUN
easat-6608	18	7	extracted	extract	VERB
easat-6608	18	8	from	from	ADP
easat-6608	18	9	course	course	NOUN
easat-6608	18	10	materials	material	NOUN
easat-6608	18	11	and	and	CCONJ
easat-6608	18	12	student	student	NOUN
easat-6608	18	13	data	datum	NOUN
easat-6608	18	14	,	,	PUNCT
easat-6608	18	15	generative	generative	ADJ
easat-6608	18	16	models	model	NOUN
easat-6608	18	17	such	such	ADJ
easat-6608	18	18	as	as	ADP
easat-6608	18	19	gpt-4	gpt-4	PRON
easat-6608	18	20	can	can	AUX
easat-6608	18	21	assist	assist	VERB
easat-6608	18	22	educators	educator	NOUN
easat-6608	18	23	in	in	ADP
easat-6608	18	24	formulating	formulate	VERB
easat-6608	18	25	recommendations	recommendation	NOUN
easat-6608	18	26	that	that	PRON
easat-6608	18	27	not	not	PART
easat-6608	18	28	only	only	ADV
easat-6608	18	29	reflect	reflect	VERB
easat-6608	18	30	curriculum	curriculum	NOUN
easat-6608	18	31	structure	structure	NOUN
easat-6608	18	32	but	but	CCONJ
easat-6608	18	33	also	also	ADV
easat-6608	18	34	adapt	adapt	VERB
easat-6608	18	35	dynamically	dynamically	ADV
easat-6608	18	36	to	to	ADP
easat-6608	18	37	student	student	NOUN
easat-6608	18	38	progress	progress	NOUN
easat-6608	18	39	[	[	X
easat-6608	18	40	3	3	NUM
easat-6608	18	41	]	]	PUNCT
easat-6608	18	42	.	.	PUNCT
easat-6608	19	1	however	however	ADV
easat-6608	19	2	,	,	PUNCT
easat-6608	19	3	challenges	challenge	NOUN
easat-6608	19	4	remain	remain	VERB
easat-6608	19	5	in	in	ADP
easat-6608	19	6	ensuring	ensure	VERB
easat-6608	19	7	the	the	DET
easat-6608	19	8	factual	factual	ADJ
easat-6608	19	9	accuracy	accuracy	NOUN
easat-6608	19	10	and	and	CCONJ
easat-6608	19	11	domain	domain	NOUN
easat-6608	19	12	alignment	alignment	NOUN
easat-6608	19	13	of	of	ADP
easat-6608	19	14	llm	llm	PROPN
easat-6608	19	15	outputs	output	NOUN
easat-6608	19	16	,	,	PUNCT
easat-6608	19	17	as	as	SCONJ
easat-6608	19	18	such	such	ADJ
easat-6608	19	19	models	model	NOUN
easat-6608	19	20	are	be	AUX
easat-6608	19	21	inherently	inherently	ADV
easat-6608	19	22	trained	train	VERB
easat-6608	19	23	on	on	ADP
easat-6608	19	24	large	large	ADJ
easat-6608	19	25	-	-	PUNCT
easat-6608	19	26	scale	scale	NOUN
easat-6608	19	27	,	,	PUNCT
easat-6608	19	28	general	general	ADJ
easat-6608	19	29	-	-	PUNCT
easat-6608	19	30	purpose	purpose	NOUN
easat-6608	19	31	text	text	NOUN
easat-6608	19	32	corpora	corpora	VERB
easat-6608	20	1	[	[	X
easat-6608	20	2	4	4	NUM
easat-6608	20	3	]	]	PUNCT
easat-6608	20	4	.	.	PUNCT
easat-6608	21	1	to	to	PART
easat-6608	21	2	overcome	overcome	VERB
easat-6608	21	3	these	these	DET
easat-6608	21	4	drawbacks	drawback	NOUN
easat-6608	21	5	,	,	PUNCT
easat-6608	21	6	recent	recent	ADJ
easat-6608	21	7	studies	study	NOUN
easat-6608	21	8	have	have	AUX
easat-6608	21	9	investigated	investigate	VERB
easat-6608	21	10	techniques	technique	NOUN
easat-6608	21	11	like	like	ADP
easat-6608	21	12	prompt	prompt	ADJ
easat-6608	21	13	engineering	engineering	NOUN
easat-6608	21	14	,	,	PUNCT
easat-6608	21	15	retrieval	retrieval	NOUN
easat-6608	21	16	augmentation	augmentation	NOUN
easat-6608	21	17	,	,	PUNCT
easat-6608	21	18	and	and	CCONJ
easat-6608	21	19	fine	fine	ADV
easat-6608	21	20	-	-	PUNCT
easat-6608	21	21	tuning	tuning	NOUN
easat-6608	21	22	on	on	ADP
easat-6608	21	23	educational	educational	ADJ
easat-6608	21	24	datasets	dataset	NOUN
easat-6608	21	25	,	,	PUNCT
easat-6608	21	26	thereby	thereby	ADV
easat-6608	21	27	harnessing	harness	VERB
easat-6608	21	28	the	the	DET
easat-6608	21	29	potential	potential	NOUN
easat-6608	21	30	of	of	ADP
easat-6608	21	31	llms	llm	NOUN
easat-6608	21	32	while	while	SCONJ
easat-6608	21	33	mitigating	mitigate	VERB
easat-6608	21	34	issues	issue	NOUN
easat-6608	21	35	such	such	ADJ
easat-6608	21	36	as	as	ADP
easat-6608	21	37	hallucinations	hallucination	NOUN
easat-6608	21	38	and	and	CCONJ
easat-6608	21	39	domain	domain	NOUN
easat-6608	21	40	misalignment	misalignment	NOUN
easat-6608	22	1	[	[	X
easat-6608	22	2	5	5	NUM
easat-6608	22	3	]	]	PUNCT
easat-6608	22	4	.	.	PUNCT
easat-6608	23	1	in	in	ADP
easat-6608	23	2	parallel	parallel	ADJ
easat-6608	23	3	,	,	PUNCT
easat-6608	23	4	knowledge	knowledge	NOUN
easat-6608	23	5	graphs	graph	NOUN
easat-6608	23	6	have	have	AUX
easat-6608	23	7	been	be	AUX
easat-6608	23	8	successfully	successfully	ADV
easat-6608	23	9	used	use	VERB
easat-6608	23	10	to	to	PART
easat-6608	23	11	represent	represent	VERB
easat-6608	23	12	course	course	NOUN
easat-6608	23	13	structures	structure	NOUN
easat-6608	23	14	and	and	CCONJ
easat-6608	23	15	learning	learn	VERB
easat-6608	23	16	content	content	NOUN
easat-6608	23	17	,	,	PUNCT
easat-6608	23	18	providing	provide	VERB
easat-6608	23	19	a	a	DET
easat-6608	23	20	structured	structured	ADJ
easat-6608	23	21	basis	basis	NOUN
easat-6608	23	22	for	for	ADP
easat-6608	23	23	personalized	personalized	ADJ
easat-6608	23	24	recommendations	recommendation	NOUN
easat-6608	23	25	[	[	X
easat-6608	23	26	6	6	NUM
easat-6608	23	27	]	]	PUNCT
easat-6608	23	28	.	.	PUNCT
easat-6608	24	1	existing	exist	VERB
easat-6608	24	2	graphbased	graphbased	ADJ
easat-6608	24	3	recommender	recommender	NOUN
easat-6608	24	4	systems	system	NOUN
easat-6608	24	5	in	in	ADP
easat-6608	24	6	distance	distance	NOUN
easat-6608	24	7	education	education	NOUN
easat-6608	24	8	have	have	AUX
easat-6608	24	9	shown	show	VERB
easat-6608	24	10	that	that	SCONJ
easat-6608	24	11	incorporating	incorporate	VERB
easat-6608	24	12	explicit	explicit	ADJ
easat-6608	24	13	prerequisite	prerequisite	NOUN
easat-6608	24	14	2588	2588	NUM
easat-6608	24	15	edelweiss	edelweiss	PROPN
easat-6608	24	16	applied	apply	VERB
easat-6608	24	17	science	science	NOUN
easat-6608	24	18	and	and	CCONJ
easat-6608	24	19	technology	technology	NOUN
easat-6608	24	20	issn	issn	PROPN
easat-6608	24	21	:	:	PUNCT
easat-6608	24	22	2576	2576	NUM
easat-6608	24	23	-	-	SYM
easat-6608	24	24	8484	8484	NUM
easat-6608	24	25	vol	vol	NOUN
easat-6608	24	26	.	.	PROPN
easat-6608	25	1	9	9	NUM
easat-6608	25	2	,	,	PUNCT
easat-6608	25	3	no	no	INTJ
easat-6608	25	4	.	.	NOUN
easat-6608	25	5	4	4	NUM
easat-6608	25	6	:	:	SYM
easat-6608	25	7	2587	2587	NUM
easat-6608	25	8	-	-	SYM
easat-6608	25	9	2599	2599	NUM
easat-6608	25	10	,	,	PUNCT
easat-6608	25	11	2025	2025	NUM
easat-6608	25	12	doi	doi	NOUN
easat-6608	25	13	:	:	PUNCT
easat-6608	25	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	25	15	©	©	PROPN
easat-6608	25	16	2025	2025	NUM
easat-6608	25	17	by	by	ADP
easat-6608	25	18	the	the	DET
easat-6608	25	19	authors	author	NOUN
easat-6608	25	20	;	;	PUNCT
easat-6608	25	21	licensee	licensee	PROPN
easat-6608	25	22	learning	learning	NOUN
easat-6608	25	23	gate	gate	NOUN
easat-6608	25	24	and	and	CCONJ
easat-6608	25	25	dependency	dependency	NOUN
easat-6608	25	26	relations	relation	NOUN
easat-6608	25	27	significantly	significantly	ADV
easat-6608	25	28	enhances	enhance	VERB
easat-6608	25	29	both	both	CCONJ
easat-6608	25	30	the	the	DET
easat-6608	25	31	quality	quality	NOUN
easat-6608	25	32	and	and	CCONJ
easat-6608	25	33	explainability	explainability	NOUN
easat-6608	25	34	of	of	ADP
easat-6608	25	35	course	course	NOUN
easat-6608	25	36	recommendations	recommendation	NOUN
easat-6608	25	37	[	[	X
easat-6608	25	38	7	7	NUM
easat-6608	25	39	]	]	PUNCT
easat-6608	25	40	.	.	PUNCT
easat-6608	26	1	when	when	SCONJ
easat-6608	26	2	combined	combine	VERB
easat-6608	26	3	with	with	ADP
easat-6608	26	4	the	the	DET
easat-6608	26	5	generative	generative	ADJ
easat-6608	26	6	capabilities	capability	NOUN
easat-6608	26	7	of	of	ADP
easat-6608	26	8	llms	llm	NOUN
easat-6608	26	9	,	,	PUNCT
easat-6608	26	10	these	these	DET
easat-6608	26	11	approaches	approach	NOUN
easat-6608	26	12	enable	enable	VERB
easat-6608	26	13	a	a	DET
easat-6608	26	14	hybrid	hybrid	ADJ
easat-6608	26	15	framework	framework	NOUN
easat-6608	26	16	that	that	PRON
easat-6608	26	17	supports	support	VERB
easat-6608	26	18	human	human	NOUN
easat-6608	26	19	-	-	PUNCT
easat-6608	26	20	in	in	ADP
easat-6608	26	21	-	-	PUNCT
easat-6608	26	22	the	the	DET
easat-6608	26	23	-	-	PUNCT
easat-6608	26	24	loop	loop	NOUN
easat-6608	26	25	decision	decision	NOUN
easat-6608	26	26	-	-	PUNCT
easat-6608	26	27	making	making	NOUN
easat-6608	26	28	.	.	PUNCT
easat-6608	27	1	this	this	DET
easat-6608	27	2	integration	integration	NOUN
easat-6608	27	3	allows	allow	VERB
easat-6608	27	4	for	for	ADP
easat-6608	27	5	the	the	DET
easat-6608	27	6	generation	generation	NOUN
easat-6608	27	7	of	of	ADP
easat-6608	27	8	recommendations	recommendation	NOUN
easat-6608	27	9	that	that	PRON
easat-6608	27	10	not	not	PART
easat-6608	27	11	only	only	ADV
easat-6608	27	12	satisfy	satisfy	NOUN
easat-6608	27	13	students	student	NOUN
easat-6608	27	14	’	'	PUNCT
easat-6608	27	15	immediate	immediate	ADJ
easat-6608	27	16	learning	learning	NOUN
easat-6608	27	17	needs	need	NOUN
easat-6608	27	18	but	but	CCONJ
easat-6608	27	19	also	also	ADV
easat-6608	27	20	align	align	VERB
easat-6608	27	21	with	with	ADP
easat-6608	27	22	long	long	ADJ
easat-6608	27	23	-	-	PUNCT
easat-6608	27	24	term	term	NOUN
easat-6608	27	25	academic	academic	ADJ
easat-6608	27	26	pathways	pathway	NOUN
easat-6608	28	1	[	[	X
easat-6608	28	2	7	7	NUM
easat-6608	28	3	]	]	PUNCT
easat-6608	28	4	.	.	PUNCT
easat-6608	29	1	moreover	moreover	ADV
easat-6608	29	2	,	,	PUNCT
easat-6608	29	3	preliminary	preliminary	ADJ
easat-6608	29	4	evaluations	evaluation	NOUN
easat-6608	29	5	in	in	ADP
easat-6608	29	6	similar	similar	ADJ
easat-6608	29	7	application	application	NOUN
easat-6608	29	8	domains	domain	NOUN
easat-6608	29	9	have	have	AUX
easat-6608	29	10	demonstrated	demonstrate	VERB
easat-6608	29	11	that	that	SCONJ
easat-6608	29	12	llmbased	llmbased	ADJ
easat-6608	29	13	decision	decision	NOUN
easat-6608	29	14	support	support	NOUN
easat-6608	29	15	systems	system	NOUN
easat-6608	29	16	achieve	achieve	VERB
easat-6608	29	17	high	high	ADJ
easat-6608	29	18	levels	level	NOUN
easat-6608	29	19	of	of	ADP
easat-6608	29	20	agreement	agreement	NOUN
easat-6608	29	21	with	with	ADP
easat-6608	29	22	human	human	ADJ
easat-6608	29	23	experts	expert	NOUN
easat-6608	29	24	,	,	PUNCT
easat-6608	29	25	indicating	indicate	VERB
easat-6608	29	26	their	their	PRON
easat-6608	29	27	potential	potential	NOUN
easat-6608	29	28	to	to	PART
easat-6608	29	29	assist	assist	VERB
easat-6608	29	30	educators	educator	NOUN
easat-6608	29	31	in	in	ADP
easat-6608	29	32	managing	manage	VERB
easat-6608	29	33	diverse	diverse	ADJ
easat-6608	29	34	learner	learner	NOUN
easat-6608	29	35	populations	population	NOUN
easat-6608	29	36	[	[	X
easat-6608	29	37	8	8	NUM
easat-6608	29	38	]	]	PUNCT
easat-6608	29	39	.	.	PUNCT
easat-6608	30	1	in	in	ADP
easat-6608	30	2	contrast	contrast	NOUN
easat-6608	30	3	with	with	ADP
easat-6608	30	4	prior	prior	ADJ
easat-6608	30	5	methods	method	NOUN
easat-6608	30	6	that	that	PRON
easat-6608	30	7	treated	treat	VERB
easat-6608	30	8	stakeholders	stakeholder	NOUN
easat-6608	30	9	as	as	ADP
easat-6608	30	10	passive	passive	ADJ
easat-6608	30	11	recipients	recipient	NOUN
easat-6608	30	12	,	,	PUNCT
easat-6608	30	13	our	our	PRON
easat-6608	30	14	approach	approach	NOUN
easat-6608	30	15	explicitly	explicitly	ADV
easat-6608	30	16	models	model	VERB
easat-6608	30	17	the	the	DET
easat-6608	30	18	interactive	interactive	ADJ
easat-6608	30	19	decision	decision	NOUN
easat-6608	30	20	process	process	NOUN
easat-6608	30	21	,	,	PUNCT
easat-6608	30	22	allowing	allow	VERB
easat-6608	30	23	a	a	DET
easat-6608	30	24	dynamic	dynamic	ADJ
easat-6608	30	25	feedback	feedback	NOUN
easat-6608	30	26	loop	loop	NOUN
easat-6608	30	27	between	between	ADP
easat-6608	30	28	the	the	DET
easat-6608	30	29	system	system	NOUN
easat-6608	30	30	outputs	output	NOUN
easat-6608	30	31	and	and	CCONJ
easat-6608	30	32	teacher	teacher	NOUN
easat-6608	30	33	interventions	intervention	NOUN
easat-6608	30	34	[	[	X
easat-6608	30	35	9	9	NUM
easat-6608	30	36	]	]	PUNCT
easat-6608	30	37	.	.	PUNCT
easat-6608	31	1	in	in	ADP
easat-6608	31	2	summary	summary	NOUN
easat-6608	31	3	,	,	PUNCT
easat-6608	31	4	the	the	DET
easat-6608	31	5	emergence	emergence	NOUN
easat-6608	31	6	of	of	ADP
easat-6608	31	7	generative	generative	ADJ
easat-6608	31	8	llm	llm	NOUN
easat-6608	31	9	-	-	PUNCT
easat-6608	31	10	based	base	VERB
easat-6608	31	11	approaches	approach	NOUN
easat-6608	31	12	provides	provide	VERB
easat-6608	31	13	a	a	DET
easat-6608	31	14	promising	promising	ADJ
easat-6608	31	15	avenue	avenue	NOUN
easat-6608	31	16	for	for	ADP
easat-6608	31	17	developing	develop	VERB
easat-6608	31	18	intelligent	intelligent	ADJ
easat-6608	31	19	decision	decision	NOUN
easat-6608	31	20	support	support	NOUN
easat-6608	31	21	systems	system	NOUN
easat-6608	31	22	that	that	PRON
easat-6608	31	23	cater	cater	VERB
easat-6608	31	24	to	to	ADP
easat-6608	31	25	the	the	DET
easat-6608	31	26	complex	complex	ADJ
easat-6608	31	27	demands	demand	NOUN
easat-6608	31	28	of	of	ADP
easat-6608	31	29	remote	remote	ADJ
easat-6608	31	30	education	education	NOUN
easat-6608	31	31	in	in	ADP
easat-6608	31	32	argentine	argentine	ADJ
easat-6608	31	33	universities	university	NOUN
easat-6608	31	34	.	.	PUNCT
easat-6608	32	1	2	2	X
easat-6608	32	2	.	.	X
easat-6608	32	3	related	relate	VERB
easat-6608	32	4	work	work	NOUN
easat-6608	32	5	2.1	2.1	NUM
easat-6608	32	6	.	.	PUNCT
easat-6608	32	7	llms	llm	NOUN
easat-6608	32	8	in	in	ADP
easat-6608	32	9	educational	educational	ADJ
easat-6608	32	10	decision	decision	NOUN
easat-6608	32	11	-	-	PUNCT
easat-6608	32	12	making	make	VERB
easat-6608	32	13	large	large	ADJ
easat-6608	32	14	language	language	NOUN
easat-6608	32	15	models	model	NOUN
easat-6608	32	16	(	(	PUNCT
easat-6608	32	17	llms	llm	NOUN
easat-6608	32	18	)	)	PUNCT
easat-6608	32	19	such	such	ADJ
easat-6608	32	20	as	as	ADP
easat-6608	32	21	gpt-3/4	gpt-3/4	PROPN
easat-6608	32	22	,	,	PUNCT
easat-6608	32	23	palm	palm	NOUN
easat-6608	32	24	,	,	PUNCT
easat-6608	32	25	and	and	CCONJ
easat-6608	32	26	llama	llama	NOUN
easat-6608	32	27	are	be	AUX
easat-6608	32	28	increasingly	increasingly	ADV
easat-6608	32	29	used	use	VERB
easat-6608	32	30	to	to	PART
easat-6608	32	31	support	support	VERB
easat-6608	32	32	educational	educational	ADJ
easat-6608	32	33	decision	decision	NOUN
easat-6608	32	34	-	-	PUNCT
easat-6608	32	35	making	making	NOUN
easat-6608	32	36	.	.	PUNCT
easat-6608	33	1	applications	application	NOUN
easat-6608	33	2	include	include	VERB
easat-6608	33	3	feedback	feedback	NOUN
easat-6608	33	4	generation	generation	NOUN
easat-6608	33	5	,	,	PUNCT
easat-6608	33	6	curriculum	curriculum	NOUN
easat-6608	33	7	planning	planning	NOUN
easat-6608	33	8	,	,	PUNCT
easat-6608	33	9	and	and	CCONJ
easat-6608	33	10	adaptive	adaptive	PROPN
easat-6608	33	11	tutoring	tutoring	NOUN
easat-6608	33	12	macneil	macneil	NOUN
easat-6608	33	13	,	,	PUNCT
easat-6608	33	14	et	et	PROPN
easat-6608	33	15	al	al	PROPN
easat-6608	33	16	.	.	PUNCT
easat-6608	34	1	[	[	X
easat-6608	34	2	1	1	X
easat-6608	34	3	]	]	PUNCT
easat-6608	34	4	and	and	CCONJ
easat-6608	34	5	nguyen	nguyen	NOUN
easat-6608	34	6	and	and	CCONJ
easat-6608	34	7	allan	allan	PROPN
easat-6608	35	1	[	[	X
easat-6608	35	2	2	2	NUM
easat-6608	35	3	]	]	PUNCT
easat-6608	35	4	.	.	PUNCT
easat-6608	36	1	macneil	macneil	PROPN
easat-6608	36	2	,	,	PUNCT
easat-6608	36	3	et	et	PROPN
easat-6608	36	4	al	al	PROPN
easat-6608	36	5	.	.	PUNCT
easat-6608	37	1	[	[	X
easat-6608	37	2	1	1	X
easat-6608	37	3	]	]	PUNCT
easat-6608	37	4	found	find	VERB
easat-6608	37	5	gptbased	gptbase	VERB
easat-6608	37	6	explanations	explanation	NOUN
easat-6608	37	7	improved	improve	VERB
easat-6608	37	8	learner	learner	NOUN
easat-6608	37	9	experience	experience	NOUN
easat-6608	37	10	in	in	ADP
easat-6608	37	11	web	web	NOUN
easat-6608	37	12	development	development	NOUN
easat-6608	37	13	e	e	NOUN
easat-6608	37	14	-	-	NOUN
easat-6608	37	15	books	book	NOUN
easat-6608	37	16	.	.	PUNCT
easat-6608	38	1	nguyen	nguyen	NOUN
easat-6608	38	2	and	and	CCONJ
easat-6608	38	3	allan	allan	PROPN
easat-6608	39	1	[	[	X
easat-6608	39	2	2	2	NUM
easat-6608	39	3	]	]	PUNCT
easat-6608	39	4	demonstrated	demonstrate	VERB
easat-6608	39	5	that	that	SCONJ
easat-6608	39	6	gpt-4	gpt-4	PRON
easat-6608	39	7	can	can	AUX
easat-6608	39	8	provide	provide	VERB
easat-6608	39	9	formative	formative	ADJ
easat-6608	39	10	feedback	feedback	NOUN
easat-6608	39	11	with	with	ADP
easat-6608	39	12	high	high	ADJ
easat-6608	39	13	rubric	rubric	ADJ
easat-6608	39	14	alignment	alignment	NOUN
easat-6608	39	15	when	when	SCONJ
easat-6608	39	16	promptengineered	promptengineere	VERB
easat-6608	39	17	.	.	PUNCT
easat-6608	40	1	hu	hu	PROPN
easat-6608	40	2	,	,	PUNCT
easat-6608	40	3	et	et	PROPN
easat-6608	40	4	al	al	PROPN
easat-6608	40	5	.	.	PUNCT
easat-6608	41	1	[	[	X
easat-6608	41	2	3	3	X
easat-6608	41	3	]	]	PUNCT
easat-6608	41	4	showed	show	VERB
easat-6608	41	5	that	that	SCONJ
easat-6608	41	6	llms	llm	NOUN
easat-6608	41	7	could	could	AUX
easat-6608	41	8	simulate	simulate	VERB
easat-6608	41	9	lesson	lesson	NOUN
easat-6608	41	10	planning	planning	NOUN
easat-6608	41	11	and	and	CCONJ
easat-6608	41	12	generate	generate	VERB
easat-6608	41	13	effective	effective	ADJ
easat-6608	41	14	classroom	classroom	NOUN
easat-6608	41	15	content	content	NOUN
easat-6608	41	16	comparable	comparable	ADJ
easat-6608	41	17	to	to	ADP
easat-6608	41	18	human	human	ADJ
easat-6608	41	19	teachers	teacher	NOUN
easat-6608	41	20	.	.	PUNCT
easat-6608	42	1	in	in	ADP
easat-6608	42	2	medical	medical	ADJ
easat-6608	42	3	training	training	NOUN
easat-6608	42	4	contexts	contexts	NOUN
easat-6608	42	5	,	,	PUNCT
easat-6608	42	6	suresh	suresh	NOUN
easat-6608	42	7	and	and	CCONJ
easat-6608	42	8	misra	misra	VERB
easat-6608	42	9	[	[	X
easat-6608	42	10	4	4	X
easat-6608	42	11	]	]	PUNCT
easat-6608	42	12	warned	warn	VERB
easat-6608	42	13	of	of	ADP
easat-6608	42	14	factual	factual	ADJ
easat-6608	42	15	inaccuracies	inaccuracy	NOUN
easat-6608	42	16	,	,	PUNCT
easat-6608	42	17	emphasizing	emphasize	VERB
easat-6608	42	18	the	the	DET
easat-6608	42	19	importance	importance	NOUN
easat-6608	42	20	of	of	ADP
easat-6608	42	21	human	human	ADJ
easat-6608	42	22	oversight	oversight	NOUN
easat-6608	42	23	.	.	PUNCT
easat-6608	43	1	jeon	jeon	PROPN
easat-6608	43	2	and	and	CCONJ
easat-6608	43	3	lee	lee	PROPN
easat-6608	44	1	[	[	X
easat-6608	44	2	5	5	X
easat-6608	44	3	]	]	PUNCT
easat-6608	44	4	highlight	highlight	NOUN
easat-6608	44	5	that	that	SCONJ
easat-6608	44	6	llms	llm	NOUN
easat-6608	44	7	are	be	AUX
easat-6608	44	8	best	well	ADV
easat-6608	44	9	used	use	VERB
easat-6608	44	10	as	as	ADP
easat-6608	44	11	assistants	assistant	NOUN
easat-6608	44	12	rather	rather	ADV
easat-6608	44	13	than	than	ADP
easat-6608	44	14	replacements	replacement	NOUN
easat-6608	44	15	for	for	ADP
easat-6608	44	16	teachers	teacher	NOUN
easat-6608	44	17	,	,	PUNCT
easat-6608	44	18	supporting	support	VERB
easat-6608	44	19	planning	planning	NOUN
easat-6608	44	20	and	and	CCONJ
easat-6608	44	21	content	content	NOUN
easat-6608	44	22	creation	creation	NOUN
easat-6608	44	23	.	.	PUNCT
easat-6608	45	1	zhang	zhang	PROPN
easat-6608	45	2	,	,	PUNCT
easat-6608	45	3	et	et	PROPN
easat-6608	45	4	al	al	PROPN
easat-6608	45	5	.	.	PUNCT
easat-6608	46	1	[	[	X
easat-6608	46	2	6	6	NUM
easat-6608	46	3	]	]	PUNCT
easat-6608	46	4	evaluated	evaluate	VERB
easat-6608	46	5	llm	llm	PROPN
easat-6608	46	6	grading	grade	VERB
easat-6608	46	7	reliability	reliability	NOUN
easat-6608	46	8	,	,	PUNCT
easat-6608	46	9	showing	show	VERB
easat-6608	46	10	high	high	ADJ
easat-6608	46	11	agreement	agreement	NOUN
easat-6608	46	12	with	with	ADP
easat-6608	46	13	human	human	ADJ
easat-6608	46	14	evaluators	evaluator	NOUN
easat-6608	46	15	when	when	SCONJ
easat-6608	46	16	given	give	VERB
easat-6608	46	17	explicit	explicit	ADJ
easat-6608	46	18	rubrics	rubric	NOUN
easat-6608	46	19	.	.	PUNCT
easat-6608	47	1	however	however	ADV
easat-6608	47	2	,	,	PUNCT
easat-6608	47	3	llms	llm	NOUN
easat-6608	47	4	face	face	VERB
easat-6608	47	5	challenges	challenge	NOUN
easat-6608	47	6	such	such	ADJ
easat-6608	47	7	as	as	ADP
easat-6608	47	8	hallucinations	hallucination	NOUN
easat-6608	47	9	,	,	PUNCT
easat-6608	47	10	lack	lack	NOUN
easat-6608	47	11	of	of	ADP
easat-6608	47	12	domain	domain	NOUN
easat-6608	47	13	alignment	alignment	NOUN
easat-6608	47	14	,	,	PUNCT
easat-6608	47	15	and	and	CCONJ
easat-6608	47	16	inconsistent	inconsistent	ADJ
easat-6608	47	17	reasoning	reasoning	NOUN
easat-6608	47	18	[	[	X
easat-6608	47	19	4	4	NUM
easat-6608	47	20	,	,	PUNCT
easat-6608	47	21	10	10	NUM
easat-6608	47	22	]	]	PUNCT
easat-6608	47	23	.	.	PUNCT
easat-6608	48	1	to	to	PART
easat-6608	48	2	address	address	VERB
easat-6608	48	3	these	these	PRON
easat-6608	48	4	,	,	PUNCT
easat-6608	48	5	researchers	researcher	NOUN
easat-6608	48	6	propose	propose	VERB
easat-6608	48	7	strategies	strategy	NOUN
easat-6608	48	8	including	include	VERB
easat-6608	48	9	fine	fine	ADV
easat-6608	48	10	-	-	PUNCT
easat-6608	48	11	tuning	tuning	NOUN
easat-6608	48	12	on	on	ADP
easat-6608	48	13	educational	educational	ADJ
easat-6608	48	14	corpora	corpora	PROPN
easat-6608	48	15	,	,	PUNCT
easat-6608	48	16	retrievalaugmented	retrievalaugmente	VERB
easat-6608	48	17	generation	generation	NOUN
easat-6608	48	18	,	,	PUNCT
easat-6608	48	19	and	and	CCONJ
easat-6608	48	20	structured	structure	VERB
easat-6608	48	21	prompt	prompt	ADJ
easat-6608	48	22	templates	template	NOUN
easat-6608	48	23	[	[	X
easat-6608	48	24	11	11	NUM
easat-6608	48	25	]	]	PUNCT
easat-6608	48	26	.	.	PUNCT
easat-6608	49	1	these	these	DET
easat-6608	49	2	methods	method	NOUN
easat-6608	49	3	ground	ground	VERB
easat-6608	49	4	llm	llm	NOUN
easat-6608	49	5	outputs	output	NOUN
easat-6608	49	6	in	in	ADP
easat-6608	49	7	trustworthy	trustworthy	ADJ
easat-6608	49	8	content	content	NOUN
easat-6608	49	9	and	and	CCONJ
easat-6608	49	10	enable	enable	VERB
easat-6608	49	11	context	context	NOUN
easat-6608	49	12	-	-	PUNCT
easat-6608	49	13	sensitive	sensitive	ADJ
easat-6608	49	14	decisionmaking	decisionmaking	NOUN
easat-6608	49	15	.	.	PUNCT
easat-6608	50	1	guizani	guizani	PROPN
easat-6608	50	2	,	,	PUNCT
easat-6608	50	3	et	et	PROPN
easat-6608	50	4	al	al	PROPN
easat-6608	50	5	.	.	PUNCT
easat-6608	51	1	[	[	X
easat-6608	51	2	10	10	NUM
easat-6608	51	3	]	]	PUNCT
easat-6608	51	4	emphasized	emphasize	VERB
easat-6608	51	5	integrating	integrate	VERB
easat-6608	51	6	educational	educational	ADJ
easat-6608	51	7	theory	theory	NOUN
easat-6608	51	8	into	into	ADP
easat-6608	51	9	llm	llm	PROPN
easat-6608	51	10	deployment	deployment	NOUN
easat-6608	51	11	.	.	PUNCT
easat-6608	52	1	together	together	ADV
easat-6608	52	2	,	,	PUNCT
easat-6608	52	3	these	these	DET
easat-6608	52	4	approaches	approach	NOUN
easat-6608	52	5	lay	lay	VERB
easat-6608	52	6	the	the	DET
easat-6608	52	7	foundation	foundation	NOUN
easat-6608	52	8	for	for	ADP
easat-6608	52	9	using	use	VERB
easat-6608	52	10	llms	llm	NOUN
easat-6608	52	11	as	as	ADP
easat-6608	52	12	part	part	NOUN
easat-6608	52	13	of	of	ADP
easat-6608	52	14	a	a	DET
easat-6608	52	15	hybrid	hybrid	ADJ
easat-6608	52	16	human	human	NOUN
easat-6608	52	17	-	-	PUNCT
easat-6608	52	18	ai	ai	NOUN
easat-6608	52	19	teaching	teaching	NOUN
easat-6608	52	20	workflow	workflow	NOUN
easat-6608	52	21	,	,	PUNCT
easat-6608	52	22	enabling	enable	VERB
easat-6608	52	23	both	both	CCONJ
easat-6608	52	24	automation	automation	NOUN
easat-6608	52	25	and	and	CCONJ
easat-6608	52	26	pedagogical	pedagogical	ADJ
easat-6608	52	27	oversight	oversight	NOUN
easat-6608	52	28	[	[	X
easat-6608	52	29	3	3	NUM
easat-6608	52	30	,	,	PUNCT
easat-6608	52	31	5	5	NUM
easat-6608	52	32	]	]	PUNCT
easat-6608	52	33	.	.	PUNCT
easat-6608	53	1	while	while	SCONJ
easat-6608	53	2	most	most	ADJ
easat-6608	53	3	llm	llm	PROPN
easat-6608	53	4	applications	application	NOUN
easat-6608	53	5	are	be	AUX
easat-6608	53	6	studied	study	VERB
easat-6608	53	7	in	in	ADP
easat-6608	53	8	english	english	PROPN
easat-6608	53	9	-	-	PUNCT
easat-6608	53	10	speaking	speak	VERB
easat-6608	53	11	contexts	contexts	NOUN
easat-6608	53	12	,	,	PUNCT
easat-6608	53	13	there	there	PRON
easat-6608	53	14	is	be	VERB
easat-6608	53	15	limited	limited	ADJ
easat-6608	53	16	work	work	NOUN
easat-6608	53	17	examining	examine	VERB
easat-6608	53	18	their	their	PRON
easat-6608	53	19	use	use	NOUN
easat-6608	53	20	in	in	ADP
easat-6608	53	21	latin	latin	ADJ
easat-6608	53	22	american	american	ADJ
easat-6608	53	23	universities	university	NOUN
easat-6608	53	24	,	,	PUNCT
easat-6608	53	25	particularly	particularly	ADV
easat-6608	53	26	those	those	PRON
easat-6608	53	27	operating	operate	VERB
easat-6608	53	28	in	in	ADP
easat-6608	53	29	spanish	spanish	ADJ
easat-6608	53	30	-	-	PUNCT
easat-6608	53	31	speaking	speak	VERB
easat-6608	53	32	environments	environment	NOUN
easat-6608	53	33	like	like	ADP
easat-6608	53	34	argentina	argentina	PROPN
easat-6608	53	35	[	[	X
easat-6608	53	36	12	12	NUM
easat-6608	53	37	]	]	PUNCT
easat-6608	53	38	.	.	PUNCT
easat-6608	54	1	2.2	2.2	NUM
easat-6608	54	2	.	.	PUNCT
easat-6608	55	1	knowledge	knowledge	NOUN
easat-6608	55	2	graphs	graph	NOUN
easat-6608	55	3	and	and	CCONJ
easat-6608	55	4	recommender	recommender	NOUN
easat-6608	55	5	systems	system	NOUN
easat-6608	55	6	in	in	ADP
easat-6608	55	7	distance	distance	NOUN
easat-6608	55	8	education	education	NOUN
easat-6608	55	9	knowledge	knowledge	NOUN
easat-6608	55	10	graphs	graph	NOUN
easat-6608	55	11	(	(	PUNCT
easat-6608	55	12	kgs	kgs	X
easat-6608	55	13	)	)	PUNCT
easat-6608	55	14	have	have	AUX
easat-6608	55	15	been	be	AUX
easat-6608	55	16	applied	apply	VERB
easat-6608	55	17	to	to	PART
easat-6608	55	18	course	course	VERB
easat-6608	55	19	modeling	modeling	NOUN
easat-6608	55	20	and	and	CCONJ
easat-6608	55	21	recommendation	recommendation	NOUN
easat-6608	55	22	systems	system	NOUN
easat-6608	55	23	to	to	PART
easat-6608	55	24	support	support	VERB
easat-6608	55	25	personalized	personalized	ADJ
easat-6608	55	26	learning	learn	VERB
easat-6608	55	27	pathways	pathway	NOUN
easat-6608	55	28	in	in	ADP
easat-6608	55	29	online	online	ADJ
easat-6608	55	30	education	education	PROPN
easat-6608	55	31	yang	yang	PROPN
easat-6608	55	32	,	,	PUNCT
easat-6608	55	33	et	et	PROPN
easat-6608	55	34	al	al	PROPN
easat-6608	55	35	.	.	PUNCT
easat-6608	56	1	[	[	X
easat-6608	56	2	7	7	X
easat-6608	56	3	]	]	PUNCT
easat-6608	56	4	and	and	CCONJ
easat-6608	56	5	li	li	PROPN
easat-6608	56	6	,	,	PUNCT
easat-6608	56	7	et	et	PROPN
easat-6608	56	8	al	al	PROPN
easat-6608	56	9	.	.	PUNCT
easat-6608	57	1	[	[	X
easat-6608	57	2	13	13	NUM
easat-6608	57	3	]	]	PUNCT
easat-6608	57	4	.	.	PUNCT
easat-6608	58	1	li	li	PROPN
easat-6608	58	2	,	,	PUNCT
easat-6608	58	3	et	et	PROPN
easat-6608	58	4	al	al	PROPN
easat-6608	58	5	.	.	PUNCT
easat-6608	59	1	[	[	X
easat-6608	59	2	13	13	NUM
easat-6608	59	3	]	]	PUNCT
easat-6608	59	4	developed	develop	VERB
easat-6608	59	5	coursekg	coursekg	NOUN
easat-6608	59	6	to	to	PART
easat-6608	59	7	represent	represent	VERB
easat-6608	59	8	prerequisite	prerequisite	NOUN
easat-6608	59	9	structures	structure	NOUN
easat-6608	59	10	,	,	PUNCT
easat-6608	59	11	learning	learn	VERB
easat-6608	59	12	objectives	objective	NOUN
easat-6608	59	13	,	,	PUNCT
easat-6608	59	14	and	and	CCONJ
easat-6608	59	15	topics	topic	NOUN
easat-6608	59	16	for	for	ADP
easat-6608	59	17	intelligent	intelligent	ADJ
easat-6608	59	18	path	path	NOUN
easat-6608	59	19	planning	planning	NOUN
easat-6608	59	20	.	.	PUNCT
easat-6608	60	1	yang	yang	PROPN
easat-6608	60	2	and	and	CCONJ
easat-6608	60	3	cai	cai	X
easat-6608	61	1	[	[	X
easat-6608	61	2	11	11	NUM
easat-6608	61	3	]	]	PUNCT
easat-6608	61	4	extended	extend	VERB
easat-6608	61	5	this	this	PRON
easat-6608	61	6	with	with	ADP
easat-6608	61	7	a	a	DET
easat-6608	61	8	bilateral	bilateral	ADJ
easat-6608	61	9	knowledge	knowledge	NOUN
easat-6608	61	10	graph	graph	NOUN
easat-6608	61	11	that	that	PRON
easat-6608	61	12	models	model	VERB
easat-6608	61	13	both	both	CCONJ
easat-6608	61	14	course	course	NOUN
easat-6608	61	15	-	-	PUNCT
easat-6608	61	16	side	side	NOUN
easat-6608	61	17	and	and	CCONJ
easat-6608	61	18	learner	learner	NOUN
easat-6608	61	19	-	-	PUNCT
easat-6608	61	20	side	side	NOUN
easat-6608	61	21	relations	relation	NOUN
easat-6608	61	22	to	to	PART
easat-6608	61	23	optimize	optimize	VERB
easat-6608	61	24	alignment	alignment	NOUN
easat-6608	61	25	.	.	PUNCT
easat-6608	62	1	explainable	explainable	ADJ
easat-6608	62	2	recommenders	recommender	NOUN
easat-6608	62	3	have	have	AUX
easat-6608	62	4	become	become	VERB
easat-6608	62	5	essential	essential	ADJ
easat-6608	62	6	in	in	ADP
easat-6608	62	7	education	education	NOUN
easat-6608	62	8	.	.	PUNCT
easat-6608	63	1	yang	yang	PROPN
easat-6608	63	2	,	,	PUNCT
easat-6608	63	3	et	et	PROPN
easat-6608	63	4	al	al	PROPN
easat-6608	63	5	.	.	PUNCT
easat-6608	64	1	[	[	X
easat-6608	64	2	7	7	NUM
easat-6608	64	3	]	]	PUNCT
easat-6608	64	4	and	and	CCONJ
easat-6608	64	5	pardos	pardo	NOUN
easat-6608	64	6	,	,	PUNCT
easat-6608	64	7	et	et	PROPN
easat-6608	64	8	al	al	PROPN
easat-6608	64	9	.	.	PUNCT
easat-6608	65	1	[	[	X
easat-6608	65	2	9	9	NUM
easat-6608	65	3	]	]	PUNCT
easat-6608	65	4	introduced	introduce	VERB
easat-6608	65	5	a	a	DET
easat-6608	65	6	graph	graph	NOUN
easat-6608	65	7	-	-	PUNCT
easat-6608	65	8	based	base	VERB
easat-6608	65	9	model	model	NOUN
easat-6608	65	10	using	use	VERB
easat-6608	65	11	multiple	multiple	ADJ
easat-6608	65	12	interest	interest	NOUN
easat-6608	65	13	factors	factor	NOUN
easat-6608	65	14	and	and	CCONJ
easat-6608	65	15	graph	graph	NOUN
easat-6608	65	16	embeddings	embedding	NOUN
easat-6608	65	17	,	,	PUNCT
easat-6608	65	18	generating	generate	VERB
easat-6608	65	19	human	human	ADJ
easat-6608	65	20	-	-	PUNCT
easat-6608	65	21	understandable	understandable	ADJ
easat-6608	65	22	rationales	rationale	NOUN
easat-6608	65	23	for	for	ADP
easat-6608	65	24	each	each	DET
easat-6608	65	25	recommendation	recommendation	NOUN
easat-6608	65	26	.	.	PUNCT
easat-6608	66	1	pardos	pardo	NOUN
easat-6608	66	2	,	,	PUNCT
easat-6608	66	3	et	et	PROPN
easat-6608	66	4	al	al	PROPN
easat-6608	66	5	.	.	PUNCT
easat-6608	67	1	[	[	X
easat-6608	67	2	9	9	NUM
easat-6608	67	3	]	]	PUNCT
easat-6608	67	4	and	and	CCONJ
easat-6608	67	5	deldjoo	deldjoo	ADJ
easat-6608	67	6	,	,	PUNCT
easat-6608	67	7	et	et	PROPN
easat-6608	67	8	al	al	PROPN
easat-6608	67	9	.	.	PUNCT
easat-6608	68	1	[	[	X
easat-6608	68	2	14	14	NUM
easat-6608	68	3	]	]	PUNCT
easat-6608	68	4	showed	show	VERB
easat-6608	68	5	that	that	SCONJ
easat-6608	68	6	transparency	transparency	NOUN
easat-6608	68	7	improves	improve	VERB
easat-6608	68	8	user	user	NOUN
easat-6608	68	9	trust	trust	NOUN
easat-6608	68	10	and	and	CCONJ
easat-6608	68	11	outcomes	outcome	NOUN
easat-6608	68	12	,	,	PUNCT
easat-6608	68	13	as	as	SCONJ
easat-6608	68	14	does	do	AUX
easat-6608	68	15	incorporating	incorporate	VERB
easat-6608	68	16	semantic	semantic	ADJ
easat-6608	68	17	reasoning	reasoning	NOUN
easat-6608	68	18	from	from	ADP
easat-6608	68	19	the	the	DET
easat-6608	68	20	course	course	NOUN
easat-6608	68	21	graph	graph	NOUN
easat-6608	68	22	.	.	PUNCT
easat-6608	69	1	2589	2589	NUM
easat-6608	69	2	edelweiss	edelweiss	PROPN
easat-6608	69	3	applied	apply	VERB
easat-6608	69	4	science	science	NOUN
easat-6608	69	5	and	and	CCONJ
easat-6608	69	6	technology	technology	NOUN
easat-6608	69	7	issn	issn	PROPN
easat-6608	69	8	:	:	PUNCT
easat-6608	69	9	2576	2576	NUM
easat-6608	69	10	-	-	SYM
easat-6608	69	11	8484	8484	NUM
easat-6608	69	12	vol	vol	NOUN
easat-6608	69	13	.	.	PROPN
easat-6608	70	1	9	9	NUM
easat-6608	70	2	,	,	PUNCT
easat-6608	70	3	no	no	INTJ
easat-6608	70	4	.	.	NOUN
easat-6608	70	5	4	4	NUM
easat-6608	70	6	:	:	SYM
easat-6608	70	7	2587	2587	NUM
easat-6608	70	8	-	-	SYM
easat-6608	70	9	2599	2599	NUM
easat-6608	70	10	,	,	PUNCT
easat-6608	70	11	2025	2025	NUM
easat-6608	70	12	doi	doi	NOUN
easat-6608	70	13	:	:	PUNCT
easat-6608	70	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	70	15	©	©	PROPN
easat-6608	70	16	2025	2025	NUM
easat-6608	70	17	by	by	ADP
easat-6608	70	18	the	the	DET
easat-6608	70	19	authors	author	NOUN
easat-6608	70	20	;	;	PUNCT
easat-6608	70	21	licensee	licensee	PROPN
easat-6608	70	22	learning	learning	NOUN
easat-6608	70	23	gate	gate	VERB
easat-6608	70	24	a	a	DET
easat-6608	70	25	persistent	persistent	ADJ
easat-6608	70	26	issue	issue	NOUN
easat-6608	70	27	in	in	ADP
easat-6608	70	28	course	course	NOUN
easat-6608	70	29	recommendation	recommendation	NOUN
easat-6608	70	30	is	be	AUX
easat-6608	70	31	balancing	balance	VERB
easat-6608	70	32	accuracy	accuracy	NOUN
easat-6608	70	33	with	with	ADP
easat-6608	70	34	fairness	fairness	NOUN
easat-6608	70	35	and	and	CCONJ
easat-6608	70	36	growth	growth	NOUN
easat-6608	70	37	[	[	X
easat-6608	70	38	15	15	NUM
easat-6608	70	39	]	]	PUNCT
easat-6608	70	40	.	.	PUNCT
easat-6608	71	1	deldjoo	deldjoo	ADJ
easat-6608	71	2	,	,	PUNCT
easat-6608	71	3	et	et	PROPN
easat-6608	71	4	al	al	PROPN
easat-6608	71	5	.	.	PUNCT
easat-6608	72	1	[	[	X
easat-6608	72	2	14	14	NUM
easat-6608	72	3	]	]	PUNCT
easat-6608	72	4	and	and	CCONJ
easat-6608	72	5	da	da	PROPN
easat-6608	72	6	silva	silva	PROPN
easat-6608	72	7	,	,	PUNCT
easat-6608	72	8	et	et	PROPN
easat-6608	72	9	al	al	PROPN
easat-6608	72	10	.	.	PUNCT
easat-6608	73	1	[	[	X
easat-6608	73	2	15	15	NUM
easat-6608	73	3	]	]	PUNCT
easat-6608	73	4	noted	note	VERB
easat-6608	73	5	that	that	SCONJ
easat-6608	73	6	many	many	ADJ
easat-6608	73	7	systems	system	NOUN
easat-6608	73	8	optimize	optimize	VERB
easat-6608	73	9	prediction	prediction	NOUN
easat-6608	73	10	accuracy	accuracy	NOUN
easat-6608	73	11	without	without	ADP
easat-6608	73	12	ensuring	ensure	VERB
easat-6608	73	13	equitable	equitable	ADJ
easat-6608	73	14	outcomes	outcome	NOUN
easat-6608	73	15	,	,	PUNCT
easat-6608	73	16	which	which	PRON
easat-6608	73	17	may	may	AUX
easat-6608	73	18	unintentionally	unintentionally	ADV
easat-6608	73	19	disadvantage	disadvantage	VERB
easat-6608	73	20	certain	certain	ADJ
easat-6608	73	21	learners	learner	NOUN
easat-6608	73	22	.	.	PUNCT
easat-6608	74	1	da	da	PROPN
easat-6608	74	2	silva	silva	PROPN
easat-6608	74	3	,	,	PUNCT
easat-6608	74	4	et	et	PROPN
easat-6608	74	5	al	al	PROPN
easat-6608	74	6	.	.	PUNCT
easat-6608	75	1	[	[	X
easat-6608	75	2	15	15	NUM
easat-6608	75	3	]	]	PUNCT
easat-6608	75	4	and	and	CCONJ
easat-6608	75	5	salas	sala	NOUN
easat-6608	75	6	-	-	PUNCT
easat-6608	75	7	pilco	pilco	PROPN
easat-6608	75	8	and	and	CCONJ
easat-6608	75	9	yang	yang	PROPN
easat-6608	75	10	[	[	X
easat-6608	75	11	12	12	NUM
easat-6608	75	12	]	]	PUNCT
easat-6608	75	13	advocate	advocate	NOUN
easat-6608	75	14	for	for	ADP
easat-6608	75	15	multi	multi	ADJ
easat-6608	75	16	-	-	ADJ
easat-6608	75	17	dimensional	dimensional	ADJ
easat-6608	75	18	evaluation	evaluation	NOUN
easat-6608	75	19	frameworks	framework	NOUN
easat-6608	75	20	that	that	PRON
easat-6608	75	21	assess	assess	VERB
easat-6608	75	22	pedagogical	pedagogical	ADJ
easat-6608	75	23	effectiveness	effectiveness	NOUN
easat-6608	75	24	,	,	PUNCT
easat-6608	75	25	equity	equity	NOUN
easat-6608	75	26	,	,	PUNCT
easat-6608	75	27	and	and	CCONJ
easat-6608	75	28	student	student	NOUN
easat-6608	75	29	motivation	motivation	NOUN
easat-6608	75	30	—	—	PUNCT
easat-6608	75	31	not	not	PART
easat-6608	75	32	just	just	ADV
easat-6608	75	33	clicks	click	NOUN
easat-6608	75	34	or	or	CCONJ
easat-6608	75	35	satisfaction	satisfaction	NOUN
easat-6608	75	36	.	.	PUNCT
easat-6608	76	1	salas	sala	NOUN
easat-6608	76	2	-	-	PUNCT
easat-6608	76	3	pilco	pilco	PROPN
easat-6608	76	4	and	and	CCONJ
easat-6608	76	5	yang	yang	PROPN
easat-6608	77	1	[	[	X
easat-6608	77	2	12	12	NUM
easat-6608	77	3	]	]	PUNCT
easat-6608	77	4	and	and	CCONJ
easat-6608	77	5	frej	frej	PROPN
easat-6608	77	6	,	,	PUNCT
easat-6608	77	7	et	et	PROPN
easat-6608	77	8	al	al	PROPN
easat-6608	77	9	.	.	PUNCT
easat-6608	78	1	[	[	X
easat-6608	78	2	16	16	NUM
easat-6608	78	3	]	]	PUNCT
easat-6608	78	4	examined	examine	VERB
easat-6608	78	5	latin	latin	ADJ
easat-6608	78	6	american	american	ADJ
easat-6608	78	7	universities	university	NOUN
easat-6608	78	8	and	and	CCONJ
easat-6608	78	9	highlighted	highlight	VERB
easat-6608	78	10	the	the	DET
easat-6608	78	11	lack	lack	NOUN
easat-6608	78	12	of	of	ADP
easat-6608	78	13	localized	localized	ADJ
easat-6608	78	14	recommender	recommender	NOUN
easat-6608	78	15	models	model	NOUN
easat-6608	78	16	.	.	PUNCT
easat-6608	79	1	many	many	ADJ
easat-6608	79	2	global	global	ADJ
easat-6608	79	3	mooc	mooc	PROPN
easat-6608	79	4	systems	system	NOUN
easat-6608	79	5	are	be	AUX
easat-6608	79	6	not	not	PART
easat-6608	79	7	aligned	align	VERB
easat-6608	79	8	with	with	ADP
easat-6608	79	9	regional	regional	ADJ
easat-6608	79	10	curricula	curriculum	NOUN
easat-6608	79	11	,	,	PUNCT
easat-6608	79	12	are	be	AUX
easat-6608	79	13	monolingual	monolingual	ADJ
easat-6608	79	14	(	(	PUNCT
easat-6608	79	15	english	english	PROPN
easat-6608	79	16	)	)	PUNCT
easat-6608	79	17	,	,	PUNCT
easat-6608	79	18	and	and	CCONJ
easat-6608	79	19	ignore	ignore	VERB
easat-6608	79	20	socioeconomic	socioeconomic	ADJ
easat-6608	79	21	factors	factor	NOUN
easat-6608	79	22	like	like	ADP
easat-6608	79	23	part	part	ADJ
easat-6608	79	24	-	-	PUNCT
easat-6608	79	25	time	time	NOUN
easat-6608	79	26	learning	learning	NOUN
easat-6608	79	27	or	or	CCONJ
easat-6608	79	28	course	course	VERB
easat-6608	79	29	access	access	NOUN
easat-6608	79	30	constraints	constraint	NOUN
easat-6608	79	31	.	.	PUNCT
easat-6608	80	1	recent	recent	ADJ
easat-6608	80	2	work	work	NOUN
easat-6608	80	3	by	by	ADP
easat-6608	80	4	frej	frej	PROPN
easat-6608	80	5	,	,	PUNCT
easat-6608	80	6	et	et	PROPN
easat-6608	80	7	al	al	PROPN
easat-6608	80	8	.	.	PUNCT
easat-6608	81	1	[	[	X
easat-6608	81	2	16	16	NUM
easat-6608	81	3	]	]	PUNCT
easat-6608	81	4	proposes	propose	VERB
easat-6608	81	5	aligning	align	VERB
easat-6608	81	6	course	course	NOUN
easat-6608	81	7	recommendations	recommendation	NOUN
easat-6608	81	8	with	with	ADP
easat-6608	81	9	job	job	NOUN
easat-6608	81	10	market	market	NOUN
easat-6608	81	11	demand	demand	NOUN
easat-6608	81	12	using	use	VERB
easat-6608	81	13	skill	skill	NOUN
easat-6608	81	14	extraction	extraction	NOUN
easat-6608	81	15	and	and	CCONJ
easat-6608	81	16	llm	llm	NOUN
easat-6608	81	17	-	-	PUNCT
easat-6608	81	18	guided	guide	VERB
easat-6608	81	19	matching	matching	NOUN
easat-6608	81	20	.	.	PUNCT
easat-6608	82	1	despite	despite	SCONJ
easat-6608	82	2	these	these	DET
easat-6608	82	3	advancements	advancement	NOUN
easat-6608	82	4	,	,	PUNCT
easat-6608	82	5	more	more	ADJ
easat-6608	82	6	research	research	NOUN
easat-6608	82	7	is	be	AUX
easat-6608	82	8	needed	need	VERB
easat-6608	82	9	in	in	ADP
easat-6608	82	10	real	real	ADJ
easat-6608	82	11	-	-	PUNCT
easat-6608	82	12	world	world	NOUN
easat-6608	82	13	deployment	deployment	NOUN
easat-6608	82	14	of	of	ADP
easat-6608	82	15	context	context	NOUN
easat-6608	82	16	-	-	PUNCT
easat-6608	82	17	aware	aware	ADJ
easat-6608	82	18	,	,	PUNCT
easat-6608	82	19	explainable	explainable	ADJ
easat-6608	82	20	,	,	PUNCT
easat-6608	82	21	and	and	CCONJ
easat-6608	82	22	fair	fair	ADJ
easat-6608	82	23	educational	educational	ADJ
easat-6608	82	24	recommender	recommender	NOUN
easat-6608	82	25	systems	system	NOUN
easat-6608	82	26	in	in	ADP
easat-6608	82	27	latin	latin	ADJ
easat-6608	82	28	american	american	ADJ
easat-6608	82	29	environments	environment	NOUN
easat-6608	82	30	.	.	PUNCT
easat-6608	83	1	3	3	X
easat-6608	83	2	.	.	NOUN
easat-6608	83	3	generative	generative	ADJ
easat-6608	83	4	llm	llm	PROPN
easat-6608	83	5	-	-	PUNCT
easat-6608	83	6	based	base	VERB
easat-6608	83	7	model	model	NOUN
easat-6608	83	8	for	for	ADP
easat-6608	83	9	distance	distance	NOUN
easat-6608	83	10	education	education	NOUN
easat-6608	83	11	decision	decision	NOUN
easat-6608	83	12	design	design	NOUN
easat-6608	83	13	this	this	DET
easat-6608	83	14	section	section	NOUN
easat-6608	83	15	introduces	introduce	VERB
easat-6608	83	16	the	the	DET
easat-6608	83	17	architecture	architecture	NOUN
easat-6608	83	18	and	and	CCONJ
easat-6608	83	19	algorithms	algorithm	NOUN
easat-6608	83	20	used	use	VERB
easat-6608	83	21	to	to	PART
easat-6608	83	22	design	design	VERB
easat-6608	83	23	a	a	DET
easat-6608	83	24	large	large	ADJ
easat-6608	83	25	language	language	NOUN
easat-6608	83	26	model	model	NOUN
easat-6608	83	27	(	(	PUNCT
easat-6608	83	28	llm)-assisted	llm)-assiste	VERB
easat-6608	83	29	decision	decision	NOUN
easat-6608	83	30	-	-	PUNCT
easat-6608	83	31	making	make	VERB
easat-6608	83	32	system	system	NOUN
easat-6608	83	33	tailored	tailor	VERB
easat-6608	83	34	for	for	ADP
easat-6608	83	35	distance	distance	NOUN
easat-6608	83	36	education	education	NOUN
easat-6608	83	37	in	in	ADP
easat-6608	83	38	argentine	argentine	ADJ
easat-6608	83	39	higher	high	ADJ
easat-6608	83	40	education	education	NOUN
easat-6608	83	41	.	.	PUNCT
easat-6608	84	1	the	the	DET
easat-6608	84	2	model	model	NOUN
easat-6608	84	3	is	be	AUX
easat-6608	84	4	designed	design	VERB
easat-6608	84	5	to	to	PART
easat-6608	84	6	support	support	VERB
easat-6608	84	7	personalized	personalized	ADJ
easat-6608	84	8	course	course	NOUN
easat-6608	84	9	and	and	CCONJ
easat-6608	84	10	intervention	intervention	NOUN
easat-6608	84	11	recommendations	recommendation	NOUN
easat-6608	84	12	by	by	ADP
easat-6608	84	13	integrating	integrate	VERB
easat-6608	84	14	structured	structured	ADJ
easat-6608	84	15	curriculum	curriculum	NOUN
easat-6608	84	16	knowledge	knowledge	NOUN
easat-6608	84	17	and	and	CCONJ
easat-6608	84	18	individual	individual	ADJ
easat-6608	84	19	learner	learner	NOUN
easat-6608	84	20	profiles	profile	NOUN
easat-6608	84	21	,	,	PUNCT
easat-6608	84	22	and	and	CCONJ
easat-6608	84	23	generating	generate	VERB
easat-6608	84	24	decisions	decision	NOUN
easat-6608	84	25	via	via	ADP
easat-6608	84	26	generative	generative	ADJ
easat-6608	84	27	natural	natural	ADJ
easat-6608	84	28	language	language	NOUN
easat-6608	84	29	inference	inference	NOUN
easat-6608	84	30	.	.	PUNCT
easat-6608	85	1	it	it	PRON
easat-6608	85	2	follows	follow	VERB
easat-6608	85	3	a	a	DET
easat-6608	85	4	retrieval	retrieval	NOUN
easat-6608	85	5	-	-	PUNCT
easat-6608	85	6	augmented	augment	VERB
easat-6608	85	7	generation	generation	NOUN
easat-6608	85	8	(	(	PUNCT
easat-6608	85	9	rag	rag	NOUN
easat-6608	85	10	)	)	PUNCT
easat-6608	85	11	paradigm	paradigm	NOUN
easat-6608	85	12	enhanced	enhance	VERB
easat-6608	85	13	with	with	ADP
easat-6608	85	14	graph	graph	NOUN
easat-6608	85	15	-	-	PUNCT
easat-6608	85	16	based	base	VERB
easat-6608	85	17	context	context	NOUN
easat-6608	85	18	modeling	modeling	NOUN
easat-6608	85	19	.	.	PUNCT
easat-6608	86	1	3.1	3.1	NUM
easat-6608	86	2	.	.	PUNCT
easat-6608	86	3	system	system	NOUN
easat-6608	86	4	overview	overview	NOUN
easat-6608	86	5	and	and	CCONJ
easat-6608	86	6	architecture	architecture	NOUN
easat-6608	86	7	in	in	ADP
easat-6608	86	8	response	response	NOUN
easat-6608	86	9	to	to	ADP
easat-6608	86	10	the	the	DET
easat-6608	86	11	growing	grow	VERB
easat-6608	86	12	demand	demand	NOUN
easat-6608	86	13	for	for	ADP
easat-6608	86	14	data	data	NOUN
easat-6608	86	15	-	-	PUNCT
easat-6608	86	16	informed	inform	VERB
easat-6608	86	17	,	,	PUNCT
easat-6608	86	18	student	student	NOUN
easat-6608	86	19	-	-	PUNCT
easat-6608	86	20	centered	center	VERB
easat-6608	86	21	decision	decision	NOUN
easat-6608	86	22	-	-	PUNCT
easat-6608	86	23	making	making	NOUN
easat-6608	86	24	in	in	ADP
easat-6608	86	25	remote	remote	ADJ
easat-6608	86	26	learning	learning	NOUN
easat-6608	86	27	environments	environment	NOUN
easat-6608	86	28	,	,	PUNCT
easat-6608	86	29	we	we	PRON
easat-6608	86	30	propose	propose	VERB
easat-6608	86	31	a	a	DET
easat-6608	86	32	modular	modular	ADJ
easat-6608	86	33	system	system	NOUN
easat-6608	86	34	combining	combine	VERB
easat-6608	86	35	knowledge	knowledge	NOUN
easat-6608	86	36	graph	graph	NOUN
easat-6608	86	37	reasoning	reasoning	NOUN
easat-6608	86	38	,	,	PUNCT
easat-6608	86	39	prompt	prompt	ADJ
easat-6608	86	40	generation	generation	NOUN
easat-6608	86	41	,	,	PUNCT
easat-6608	86	42	and	and	CCONJ
easat-6608	86	43	llm	llm	PROPN
easat-6608	86	44	inference	inference	NOUN
easat-6608	86	45	.	.	PUNCT
easat-6608	87	1	figure	figure	NOUN
easat-6608	87	2	1	1	NUM
easat-6608	87	3	.	.	PUNCT
easat-6608	87	4	overall	overall	ADJ
easat-6608	87	5	architecture	architecture	NOUN
easat-6608	87	6	.	.	PUNCT
easat-6608	88	1	the	the	DET
easat-6608	88	2	overall	overall	ADJ
easat-6608	88	3	architecture	architecture	NOUN
easat-6608	88	4	is	be	AUX
easat-6608	88	5	illustrated	illustrate	VERB
easat-6608	88	6	in	in	ADP
easat-6608	88	7	figure	figure	NOUN
easat-6608	88	8	2	2	NUM
easat-6608	88	9	,	,	PUNCT
easat-6608	88	10	which	which	PRON
easat-6608	88	11	consists	consist	VERB
easat-6608	88	12	of	of	ADP
easat-6608	88	13	the	the	DET
easat-6608	88	14	following	follow	VERB
easat-6608	88	15	components	component	NOUN
easat-6608	88	16	.	.	PUNCT
easat-6608	89	1	the	the	DET
easat-6608	89	2	model	model	NOUN
easat-6608	89	3	pipeline	pipeline	NOUN
easat-6608	89	4	comprises	comprise	VERB
easat-6608	89	5	the	the	DET
easat-6608	89	6	following	follow	VERB
easat-6608	89	7	stages	stage	NOUN
easat-6608	89	8	:	:	PUNCT
easat-6608	89	9	student	student	NOUN
easat-6608	89	10	profile	profile	NOUN
easat-6608	89	11	encoding	encoding	NOUN
easat-6608	89	12	(	(	PUNCT
easat-6608	89	13	𝑠	𝑠	NUM
easat-6608	89	14	):	):	PUNCT
easat-6608	89	15	learner	learner	NOUN
easat-6608	89	16	metadata	metadata	NOUN
easat-6608	89	17	(	(	PUNCT
easat-6608	89	18	prior	prior	ADJ
easat-6608	89	19	courses	course	NOUN
easat-6608	89	20	,	,	PUNCT
easat-6608	89	21	goals	goal	NOUN
easat-6608	89	22	,	,	PUNCT
easat-6608	89	23	performance	performance	NOUN
easat-6608	89	24	)	)	PUNCT
easat-6608	89	25	.	.	PUNCT
easat-6608	90	1	2590	2590	NUM
easat-6608	90	2	edelweiss	edelweiss	PROPN
easat-6608	90	3	applied	apply	VERB
easat-6608	90	4	science	science	NOUN
easat-6608	90	5	and	and	CCONJ
easat-6608	90	6	technology	technology	NOUN
easat-6608	90	7	issn	issn	PROPN
easat-6608	90	8	:	:	PUNCT
easat-6608	90	9	2576	2576	NUM
easat-6608	90	10	-	-	SYM
easat-6608	90	11	8484	8484	NUM
easat-6608	90	12	vol	vol	NOUN
easat-6608	90	13	.	.	PROPN
easat-6608	91	1	9	9	NUM
easat-6608	91	2	,	,	PUNCT
easat-6608	91	3	no	no	INTJ
easat-6608	91	4	.	.	NOUN
easat-6608	91	5	4	4	NUM
easat-6608	91	6	:	:	SYM
easat-6608	91	7	2587	2587	NUM
easat-6608	91	8	-	-	SYM
easat-6608	91	9	2599	2599	NUM
easat-6608	91	10	,	,	PUNCT
easat-6608	91	11	2025	2025	NUM
easat-6608	91	12	doi	doi	NOUN
easat-6608	91	13	:	:	PUNCT
easat-6608	91	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	91	15	©	©	PROPN
easat-6608	91	16	2025	2025	NUM
easat-6608	91	17	by	by	ADP
easat-6608	91	18	the	the	DET
easat-6608	91	19	authors	author	NOUN
easat-6608	91	20	;	;	PUNCT
easat-6608	91	21	licensee	licensee	PROPN
easat-6608	91	22	learning	learn	VERB
easat-6608	91	23	gate	gate	PROPN
easat-6608	91	24	course	course	NOUN
easat-6608	91	25	knowledge	knowledge	NOUN
easat-6608	91	26	graph	graph	NOUN
easat-6608	91	27	(	(	PUNCT
easat-6608	91	28	𝒢	𝒢	NOUN
easat-6608	91	29	):	):	PUNCT
easat-6608	91	30	curriculum	curriculum	NOUN
easat-6608	91	31	graph	graph	NOUN
easat-6608	91	32	with	with	ADP
easat-6608	91	33	topics	topic	NOUN
easat-6608	91	34	and	and	CCONJ
easat-6608	91	35	dependencies	dependency	NOUN
easat-6608	91	36	.	.	PUNCT
easat-6608	92	1	prompt	prompt	PROPN
easat-6608	92	2	generator(𝑃	generator(𝑃	PROPN
easat-6608	92	3	):	):	PUNCT
easat-6608	92	4	combines	combine	VERB
easat-6608	92	5	𝑠	𝑠	PROPN
easat-6608	92	6	and	and	CCONJ
easat-6608	92	7	relevant	relevant	ADJ
easat-6608	92	8	subgraph	subgraph	NOUN
easat-6608	92	9	to	to	PART
easat-6608	92	10	generate	generate	VERB
easat-6608	92	11	prompt	prompt	ADJ
easat-6608	92	12	𝑥𝑝.	𝑥𝑝.	PROPN
easat-6608	92	13	llm	llm	PROPN
easat-6608	92	14	core	core	NOUN
easat-6608	92	15	(	(	PUNCT
easat-6608	92	16	ℳ𝜃	ℳ𝜃	NOUN
easat-6608	92	17	):	):	PUNCT
easat-6608	92	18	generates	generate	VERB
easat-6608	92	19	decision	decision	NOUN
easat-6608	92	20	output𝑦∗.	output𝑦∗.	NOUN
easat-6608	92	21	decision	decision	NOUN
easat-6608	92	22	logic	logic	NOUN
easat-6608	92	23	module	module	NOUN
easat-6608	92	24	(	(	PUNCT
easat-6608	92	25	𝐷	𝐷	NOUN
easat-6608	92	26	):	):	PUNCT
easat-6608	92	27	interprets	interpret	NOUN
easat-6608	92	28	,	,	PUNCT
easat-6608	92	29	filters	filter	NOUN
easat-6608	92	30	,	,	PUNCT
easat-6608	92	31	and	and	CCONJ
easat-6608	92	32	scores𝑦∗.	scores𝑦∗.	PROPN
easat-6608	92	33	3.2	3.2	NUM
easat-6608	92	34	.	.	PUNCT
easat-6608	93	1	prompt	prompt	ADJ
easat-6608	93	2	generation	generation	NOUN
easat-6608	93	3	and	and	CCONJ
easat-6608	93	4	context	context	NOUN
easat-6608	93	5	injection	injection	NOUN
easat-6608	93	6	let	let	VERB
easat-6608	93	7	𝒔	𝒔	PRON
easat-6608	93	8	=	=	PRON
easat-6608	93	9	{	{	PUNCT
easat-6608	93	10	𝑐1	𝑐1	NOUN
easat-6608	93	11	,	,	PUNCT
easat-6608	93	12	…	…	PUNCT
easat-6608	93	13	,	,	PUNCT
easat-6608	93	14	𝑐𝑛	𝑐𝑛	PROPN
easat-6608	93	15	}	}	PUNCT
easat-6608	93	16	.	.	PUNCT
easat-6608	94	1	denote	denote	VERB
easat-6608	94	2	the	the	DET
easat-6608	94	3	student	student	NOUN
easat-6608	94	4	’s	’s	PART
easat-6608	94	5	completed	complete	VERB
easat-6608	94	6	courses	course	NOUN
easat-6608	94	7	,	,	PUNCT
easat-6608	94	8	and	and	CCONJ
easat-6608	94	9	𝒢𝑟	𝒢𝑟	PROPN
easat-6608	94	10	the	the	DET
easat-6608	94	11	subgraph	subgraph	NOUN
easat-6608	94	12	retrieved	retrieve	VERB
easat-6608	94	13	:	:	PUNCT
easat-6608	94	14	𝒢𝑟	𝒢𝑟	PROPN
easat-6608	94	15	=	=	PUNCT
easat-6608	94	16	{	{	PUNCT
easat-6608	94	17	𝑣	𝑣	PART
easat-6608	94	18	∈	∈	PROPN
easat-6608	94	19	𝒢	𝒢	PROPN
easat-6608	94	20	∣	∣	ADJ
easat-6608	94	21	∃𝑢	∃𝑢	PROPN
easat-6608	94	22	∈	∈	PROPN
easat-6608	94	23	𝒔	𝒔	NOUN
easat-6608	94	24	,	,	PUNCT
easat-6608	94	25	(	(	PUNCT
easat-6608	94	26	𝑢	𝑢	X
easat-6608	94	27	→	→	SYM
easat-6608	94	28	𝑣	𝑣	NOUN
easat-6608	94	29	)	)	PUNCT
easat-6608	94	30	∈	∈	PROPN
easat-6608	94	31	ℰ	ℰ	PROPN
easat-6608	94	32	)	)	PUNCT
easat-6608	94	33	prompt	prompt	ADJ
easat-6608	94	34	template	template	NOUN
easat-6608	94	35	$	$	SYM
easat-6608	94	36	t$	t$	NOUN
easat-6608	94	37	yields	yield	NOUN
easat-6608	94	38	:	:	PUNCT
easat-6608	94	39	𝑥𝑝	𝑥𝑝	ADP
easat-6608	94	40	=	=	SYM
easat-6608	94	41	𝑇(𝒔	𝑇(𝒔	NUM
easat-6608	94	42	,	,	PUNCT
easat-6608	94	43	𝒢𝑟	𝒢𝑟	PROPN
easat-6608	94	44	)	)	PUNCT
easat-6608	94	45	3.3	3.3	NUM
easat-6608	94	46	.	.	PUNCT
easat-6608	95	1	generative	generative	ADJ
easat-6608	95	2	decision	decision	NOUN
easat-6608	95	3	function	function	VERB
easat-6608	95	4	the	the	DET
easat-6608	95	5	model	model	NOUN
easat-6608	95	6	ℳ𝜃	ℳ𝜃	PROPN
easat-6608	95	7	generates	generate	VERB
easat-6608	95	8	𝑦	𝑦	PRON
easat-6608	95	9	given	give	VERB
easat-6608	95	10	𝑥𝑝	𝑥𝑝	NOUN
easat-6608	95	11	:	:	PUNCT
easat-6608	95	12	ℳ𝜃(𝑦	ℳ𝜃(𝑦	NOUN
easat-6608	95	13	∣	∣	VERB
easat-6608	95	14	𝑥𝑝	𝑥𝑝	NOUN
easat-6608	95	15	)	)	PUNCT
easat-6608	96	1	=	=	AUX
easat-6608	96	2	∏𝑃𝜃	∏𝑃𝜃	ADV
easat-6608	96	3	𝑇	𝑇	PROPN
easat-6608	96	4	𝑡=1	𝑡=1	PROPN
easat-6608	96	5	(	(	PUNCT
easat-6608	96	6	𝑦𝑡	𝑦𝑡	VERB
easat-6608	96	7	∣	∣	ADJ
easat-6608	96	8	𝑦<𝑡	𝑦<𝑡	NOUN
easat-6608	96	9	,	,	PUNCT
easat-6608	96	10	𝑥𝑝	𝑥𝑝	NOUN
easat-6608	96	11	)	)	PUNCT
easat-6608	96	12	with	with	ADP
easat-6608	96	13	top	top	ADJ
easat-6608	96	14	-	-	PUNCT
easat-6608	96	15	k	k	NOUN
easat-6608	96	16	sampling	sampling	NOUN
easat-6608	96	17	:	:	PUNCT
easat-6608	96	18	𝑦∗~𝑇	𝑦∗~𝑇	PRON
easat-6608	96	19	op	op	PROPN
easat-6608	96	20	-	-	PUNCT
easat-6608	96	21	k	k	PROPN
easat-6608	96	22	-	-	NOUN
easat-6608	96	23	sample(ℳ𝜃(⋅∣	sample(ℳ𝜃(⋅∣	NOUN
easat-6608	96	24	𝑥𝑝	𝑥𝑝	NOUN
easat-6608	96	25	)	)	PUNCT
easat-6608	96	26	,	,	PUNCT
easat-6608	96	27	𝑘	𝑘	NOUN
easat-6608	96	28	)	)	PUNCT
easat-6608	96	29	3.4	3.4	NUM
easat-6608	96	30	.	.	PUNCT
easat-6608	96	31	decision	decision	NOUN
easat-6608	96	32	scoring	scoring	NOUN
easat-6608	96	33	and	and	CCONJ
easat-6608	96	34	graph	graph	NOUN
easat-6608	96	35	alignment	alignment	NOUN
easat-6608	96	36	define	define	VERB
easat-6608	96	37	the	the	DET
easat-6608	96	38	score	score	NOUN
easat-6608	96	39	:	:	PUNCT
easat-6608	96	40	score(𝑦∗	score(𝑦∗	ADJ
easat-6608	96	41	)	)	PUNCT
easat-6608	96	42	=	=	VERB
easat-6608	97	1	𝜆1	𝜆1	PROPN
easat-6608	97	2	⋅	⋅	PROPN
easat-6608	97	3	coverage(𝑦∗	coverage(𝑦∗	PROPN
easat-6608	97	4	,	,	PUNCT
easat-6608	97	5	𝒢𝑟	𝒢𝑟	PROPN
easat-6608	97	6	)	)	PUNCT
easat-6608	98	1	+	+	NUM
easat-6608	98	2	𝜆2	𝜆2	PROPN
easat-6608	98	3	⋅	⋅	PROPN
easat-6608	98	4	dependencymatch(𝑦∗	dependencymatch(𝑦∗	PROPN
easat-6608	98	5	,	,	PUNCT
easat-6608	98	6	𝒢	𝒢	PROPN
easat-6608	98	7	)	)	PUNCT
easat-6608	98	8	where	where	SCONJ
easat-6608	98	9	coverage(𝑦∗	coverage(𝑦∗	PROPN
easat-6608	98	10	,	,	PUNCT
easat-6608	98	11	𝒢𝑟	𝒢𝑟	PROPN
easat-6608	98	12	)	)	PUNCT
easat-6608	98	13	measures	measure	NOUN
easat-6608	98	14	how	how	SCONJ
easat-6608	98	15	many	many	ADJ
easat-6608	98	16	generated	generate	VERB
easat-6608	98	17	terms	term	NOUN
easat-6608	98	18	align	align	VERB
easat-6608	98	19	with	with	ADP
easat-6608	98	20	graph	graph	NOUN
easat-6608	98	21	concepts	concept	NOUN
easat-6608	98	22	.	.	PUNCT
easat-6608	99	1	dependencymatch	dependencymatch	NOUN
easat-6608	99	2	ensures	ensure	VERB
easat-6608	99	3	that	that	SCONJ
easat-6608	99	4	no	no	DET
easat-6608	99	5	recommended	recommend	VERB
easat-6608	99	6	course	course	NOUN
easat-6608	99	7	violates	violate	VERB
easat-6608	99	8	prerequisite	prerequisite	ADJ
easat-6608	99	9	constraints	constraint	NOUN
easat-6608	99	10	.	.	PUNCT
easat-6608	100	1	recommendations	recommendation	NOUN
easat-6608	100	2	that	that	PRON
easat-6608	100	3	do	do	AUX
easat-6608	100	4	not	not	PART
easat-6608	100	5	satisfy	satisfy	VERB
easat-6608	100	6	the	the	DET
easat-6608	100	7	minimum	minimum	ADJ
easat-6608	100	8	threshold	threshold	NOUN
easat-6608	100	9	are	be	AUX
easat-6608	100	10	discarded	discard	VERB
easat-6608	100	11	or	or	CCONJ
easat-6608	100	12	re	re	VERB
easat-6608	100	13	-	-	VERB
easat-6608	100	14	generated	generate	VERB
easat-6608	100	15	with	with	ADP
easat-6608	100	16	additional	additional	ADJ
easat-6608	100	17	prompt	prompt	ADJ
easat-6608	100	18	refinement	refinement	NOUN
easat-6608	100	19	.	.	PUNCT
easat-6608	101	1	and	and	CCONJ
easat-6608	101	2	the	the	DET
easat-6608	101	3	overall	overall	ADJ
easat-6608	101	4	generative	generative	ADJ
easat-6608	101	5	decision	decision	NOUN
easat-6608	101	6	algorithm	algorithm	NOUN
easat-6608	101	7	is	be	AUX
easat-6608	101	8	summarized	summarize	VERB
easat-6608	101	9	below	below	ADP
easat-6608	101	10	.	.	PUNCT
easat-6608	102	1	table	table	NOUN
easat-6608	102	2	1	1	NUM
easat-6608	102	3	.	.	PUNCT
easat-6608	102	4	generative	generative	ADJ
easat-6608	102	5	decision	decision	NOUN
easat-6608	102	6	algorithm	algorithm	NOUN
easat-6608	102	7	.	.	PUNCT
easat-6608	103	1	step	step	NOUN
easat-6608	103	2	operation	operation	NOUN
easat-6608	103	3	1	1	NUM
easat-6608	103	4	gr←𝒢𝑟	gr←𝒢𝑟	X
easat-6608	103	5	←retrieverelevantsubgraph	←retrieverelevantsubgraph	NUM
easat-6608	103	6	(	(	PUNCT
easat-6608	103	7	𝒔	𝒔	X
easat-6608	103	8	,	,	PUNCT
easat-6608	103	9	𝒢	𝒢	NOUN
easat-6608	103	10	)	)	PUNCT
easat-6608	103	11	2	2	NUM
easat-6608	103	12	𝑥𝑝	𝑥𝑝	ADP
easat-6608	103	13	←	←	PROPN
easat-6608	103	14	𝑇(𝒔	𝑇(𝒔	X
easat-6608	103	15	,	,	PUNCT
easat-6608	103	16	𝒢𝑟	𝒢𝑟	PROPN
easat-6608	103	17	)	)	PUNCT
easat-6608	103	18	3	3	NUM
easat-6608	103	19	𝑦∗	𝑦∗	PROPN
easat-6608	103	20	←ℳ𝜃(𝑥𝑝	←ℳ𝜃(𝑥𝑝	PROPN
easat-6608	103	21	)	)	PUNCT
easat-6608	103	22	via	via	ADP
easat-6608	103	23	top	top	ADJ
easat-6608	103	24	-	-	PUNCT
easat-6608	103	25	k	k	NOUN
easat-6608	103	26	sampling	sample	VERB
easat-6608	103	27	4	4	NUM
easat-6608	103	28	if	if	SCONJ
easat-6608	103	29	score	score	NOUN
easat-6608	103	30	(	(	PUNCT
easat-6608	103	31	𝑦∗	𝑦∗	PROPN
easat-6608	103	32	)	)	PUNCT
easat-6608	103	33	<	<	X
easat-6608	103	34	threshold	threshold	NOUN
easat-6608	103	35	then	then	ADV
easat-6608	103	36	5	5	NUM
easat-6608	103	37	𝑦∗	𝑦∗	PROPN
easat-6608	103	38	←re	←re	NOUN
easat-6608	103	39	-	-	PUNCT
easat-6608	103	40	rank	rank	PROPN
easat-6608	103	41	or	or	CCONJ
easat-6608	103	42	re	re	NOUN
easat-6608	103	43	-	-	VERB
easat-6608	103	44	prompt	prompt	ADJ
easat-6608	103	45	llm	llm	NOUN
easat-6608	103	46	with	with	ADP
easat-6608	103	47	additional	additional	ADJ
easat-6608	103	48	context	context	NOUN
easat-6608	103	49	6	6	NUM
easat-6608	103	50	end	end	NOUN
easat-6608	103	51	if	if	SCONJ
easat-6608	103	52	7	7	NUM
easat-6608	103	53	return	return	VERB
easat-6608	103	54	𝑦∗	𝑦∗	NOUN
easat-6608	103	55	3.5	3.5	NUM
easat-6608	103	56	.	.	PUNCT
easat-6608	104	1	model	model	NOUN
easat-6608	104	2	specialization	specialization	NOUN
easat-6608	104	3	and	and	CCONJ
easat-6608	104	4	fine	fine	ADV
easat-6608	104	5	-	-	PUNCT
easat-6608	104	6	tuning	tuning	NOUN
easat-6608	105	1	to	to	PART
easat-6608	105	2	improve	improve	VERB
easat-6608	105	3	decision	decision	NOUN
easat-6608	105	4	quality	quality	NOUN
easat-6608	105	5	in	in	ADP
easat-6608	105	6	the	the	DET
easat-6608	105	7	argentine	argentine	ADJ
easat-6608	105	8	higher	high	ADJ
easat-6608	105	9	education	education	NOUN
easat-6608	105	10	context	context	NOUN
easat-6608	105	11	,	,	PUNCT
easat-6608	105	12	especially	especially	ADV
easat-6608	105	13	for	for	ADP
easat-6608	105	14	spanishlanguage	spanishlanguage	NOUN
easat-6608	105	15	content	content	NOUN
easat-6608	105	16	and	and	CCONJ
easat-6608	105	17	culturally	culturally	ADV
easat-6608	105	18	specific	specific	ADJ
easat-6608	105	19	curricula	curricula	NOUN
easat-6608	105	20	(	(	PUNCT
easat-6608	105	21	e.g.	e.g.	ADV
easat-6608	105	22	,	,	PUNCT
easat-6608	105	23	entrepreneurship	entrepreneurship	NOUN
easat-6608	105	24	education	education	NOUN
easat-6608	105	25	)	)	PUNCT
easat-6608	105	26	,	,	PUNCT
easat-6608	105	27	we	we	PRON
easat-6608	105	28	incorporate	incorporate	VERB
easat-6608	105	29	the	the	DET
easat-6608	105	30	following	following	NOUN
easat-6608	105	31	:	:	PUNCT
easat-6608	105	32	multilingual	multilingual	ADJ
easat-6608	105	33	prompting	prompting	NOUN
easat-6608	105	34	:	:	PUNCT
easat-6608	105	35	all	all	DET
easat-6608	105	36	prompts	prompt	NOUN
easat-6608	105	37	and	and	CCONJ
easat-6608	105	38	kg	kg	NUM
easat-6608	105	39	node	node	ADJ
easat-6608	105	40	labels	label	NOUN
easat-6608	105	41	are	be	AUX
easat-6608	105	42	translated	translate	VERB
easat-6608	105	43	or	or	CCONJ
easat-6608	105	44	constructed	construct	VERB
easat-6608	105	45	in	in	ADP
easat-6608	105	46	bilingual	bilingual	ADJ
easat-6608	105	47	form	form	NOUN
easat-6608	105	48	.	.	PUNCT
easat-6608	106	1	local	local	ADJ
easat-6608	106	2	corpus	corpus	PROPN
easat-6608	106	3	fine	fine	ADV
easat-6608	106	4	-	-	PUNCT
easat-6608	106	5	tuning	tuning	NOUN
easat-6608	106	6	:	:	PUNCT
easat-6608	106	7	when	when	SCONJ
easat-6608	106	8	using	use	VERB
easat-6608	106	9	open	open	ADJ
easat-6608	106	10	-	-	PUNCT
easat-6608	106	11	source	source	NOUN
easat-6608	106	12	models	model	NOUN
easat-6608	106	13	(	(	PUNCT
easat-6608	106	14	e.g.	e.g.	ADV
easat-6608	106	15	,	,	PUNCT
easat-6608	106	16	llama	llama	PROPN
easat-6608	106	17	)	)	PUNCT
easat-6608	106	18	,	,	PUNCT
easat-6608	106	19	we	we	PRON
easat-6608	106	20	fine	fine	ADJ
easat-6608	106	21	-	-	PUNCT
easat-6608	106	22	tune	tune	NOUN
easat-6608	106	23	on	on	ADP
easat-6608	106	24	argentine	argentine	ADJ
easat-6608	106	25	university	university	NOUN
easat-6608	106	26	course	course	NOUN
easat-6608	106	27	syllabi	syllabus	NOUN
easat-6608	106	28	and	and	CCONJ
easat-6608	106	29	q\&a	q\&a	NOUN
easat-6608	106	30	forums	forum	NOUN
easat-6608	106	31	.	.	PUNCT
easat-6608	107	1	chain	chain	NOUN
easat-6608	107	2	-	-	PUNCT
easat-6608	107	3	of	of	ADP
easat-6608	107	4	-	-	PUNCT
easat-6608	107	5	thought	thought	NOUN
easat-6608	107	6	prompting	prompting	NOUN
easat-6608	107	7	:	:	PUNCT
easat-6608	107	8	prompts	prompt	NOUN
easat-6608	107	9	explicitly	explicitly	ADV
easat-6608	107	10	ask	ask	VERB
easat-6608	107	11	the	the	DET
easat-6608	107	12	model	model	NOUN
easat-6608	107	13	to	to	PART
easat-6608	107	14	explain	explain	VERB
easat-6608	107	15	its	its	PRON
easat-6608	107	16	reasoning	reasoning	NOUN
easat-6608	107	17	steps	step	NOUN
easat-6608	107	18	,	,	PUNCT
easat-6608	107	19	improving	improve	VERB
easat-6608	107	20	alignment	alignment	NOUN
easat-6608	107	21	with	with	ADP
easat-6608	107	22	curriculum	curriculum	NOUN
easat-6608	107	23	logic	logic	NOUN
easat-6608	107	24	.	.	PUNCT
easat-6608	108	1	2591	2591	NUM
easat-6608	108	2	edelweiss	edelweiss	PROPN
easat-6608	108	3	applied	apply	VERB
easat-6608	108	4	science	science	NOUN
easat-6608	108	5	and	and	CCONJ
easat-6608	108	6	technology	technology	NOUN
easat-6608	108	7	issn	issn	PROPN
easat-6608	108	8	:	:	PUNCT
easat-6608	108	9	2576	2576	NUM
easat-6608	108	10	-	-	SYM
easat-6608	108	11	8484	8484	NUM
easat-6608	108	12	vol	vol	NOUN
easat-6608	108	13	.	.	PROPN
easat-6608	109	1	9	9	NUM
easat-6608	109	2	,	,	PUNCT
easat-6608	109	3	no	no	INTJ
easat-6608	109	4	.	.	NOUN
easat-6608	109	5	4	4	NUM
easat-6608	109	6	:	:	SYM
easat-6608	109	7	2587	2587	NUM
easat-6608	109	8	-	-	SYM
easat-6608	109	9	2599	2599	NUM
easat-6608	109	10	,	,	PUNCT
easat-6608	109	11	2025	2025	NUM
easat-6608	109	12	doi	doi	NOUN
easat-6608	109	13	:	:	PUNCT
easat-6608	109	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	109	15	©	©	PROPN
easat-6608	109	16	2025	2025	NUM
easat-6608	109	17	by	by	ADP
easat-6608	109	18	the	the	DET
easat-6608	109	19	authors	author	NOUN
easat-6608	109	20	;	;	PUNCT
easat-6608	109	21	licensee	licensee	PROPN
easat-6608	109	22	learning	learning	NOUN
easat-6608	109	23	gate	gate	VERB
easat-6608	109	24	these	these	DET
easat-6608	109	25	enhancements	enhancement	NOUN
easat-6608	109	26	enable	enable	VERB
easat-6608	109	27	more	more	ADV
easat-6608	109	28	relevant	relevant	ADJ
easat-6608	109	29	and	and	CCONJ
easat-6608	109	30	justifiable	justifiable	ADJ
easat-6608	109	31	decision	decision	NOUN
easat-6608	109	32	-	-	PUNCT
easat-6608	109	33	making	making	NOUN
easat-6608	109	34	aligned	align	VERB
easat-6608	109	35	with	with	ADP
easat-6608	109	36	institutional	institutional	ADJ
easat-6608	109	37	goals	goal	NOUN
easat-6608	109	38	.	.	PUNCT
easat-6608	110	1	4	4	X
easat-6608	110	2	.	.	X
easat-6608	110	3	dataset	dataset	NOUN
easat-6608	110	4	and	and	CCONJ
easat-6608	110	5	experimental	experimental	ADJ
easat-6608	110	6	results	result	NOUN
easat-6608	110	7	4.1	4.1	NUM
easat-6608	110	8	.	.	PUNCT
easat-6608	111	1	dataset	dataset	NOUN
easat-6608	111	2	and	and	CCONJ
easat-6608	111	3	data	datum	NOUN
easat-6608	111	4	preprocessing	preprocesse	VERB
easat-6608	111	5	this	this	DET
easat-6608	111	6	study	study	NOUN
easat-6608	111	7	leverages	leverage	NOUN
easat-6608	111	8	both	both	CCONJ
easat-6608	111	9	open	open	ADJ
easat-6608	111	10	educational	educational	ADJ
easat-6608	111	11	data	datum	NOUN
easat-6608	111	12	and	and	CCONJ
easat-6608	111	13	domain	domain	NOUN
easat-6608	111	14	-	-	PUNCT
easat-6608	111	15	specific	specific	ADJ
easat-6608	111	16	course	course	NOUN
easat-6608	111	17	data	datum	NOUN
easat-6608	111	18	from	from	ADP
easat-6608	111	19	argentine	argentine	ADJ
easat-6608	111	20	universities	university	NOUN
easat-6608	111	21	to	to	PART
easat-6608	111	22	construct	construct	VERB
easat-6608	111	23	a	a	DET
easat-6608	111	24	comprehensive	comprehensive	ADJ
easat-6608	111	25	dataset	dataset	NOUN
easat-6608	111	26	for	for	ADP
easat-6608	111	27	llm	llm	ADV
easat-6608	111	28	-	-	PUNCT
easat-6608	111	29	driven	drive	VERB
easat-6608	111	30	decision	decision	NOUN
easat-6608	111	31	-	-	PUNCT
easat-6608	111	32	making	making	NOUN
easat-6608	111	33	.	.	PUNCT
easat-6608	112	1	given	give	VERB
easat-6608	112	2	that	that	PRON
easat-6608	112	3	argentina	argentina	PROPN
easat-6608	112	4	’s	’s	PART
easat-6608	112	5	universities	university	NOUN
easat-6608	112	6	have	have	AUX
easat-6608	112	7	gradually	gradually	ADV
easat-6608	112	8	expanded	expand	VERB
easat-6608	112	9	online	online	ADV
easat-6608	112	10	and	and	CCONJ
easat-6608	112	11	specialized	specialized	ADJ
easat-6608	112	12	course	course	NOUN
easat-6608	112	13	offerings	offering	NOUN
easat-6608	112	14	(	(	PUNCT
easat-6608	112	15	e.g.	e.g.	ADV
easat-6608	112	16	,	,	PUNCT
easat-6608	112	17	entrepreneurship	entrepreneurship	NOUN
easat-6608	112	18	programs	program	NOUN
easat-6608	112	19	grew	grow	VERB
easat-6608	112	20	from	from	ADP
easat-6608	112	21	only	only	ADV
easat-6608	112	22	~4	~4	ADJ
easat-6608	112	23	%	%	NOUN
easat-6608	112	24	of	of	ADP
easat-6608	112	25	universities	university	NOUN
easat-6608	112	26	in	in	ADP
easat-6608	112	27	1996	1996	NUM
easat-6608	112	28	to	to	ADP
easat-6608	112	29	31	31	NUM
easat-6608	112	30	%	%	NOUN
easat-6608	112	31	by	by	ADP
easat-6608	112	32	2003	2003	NUM
easat-6608	112	33	,	,	PUNCT
easat-6608	112	34	we	we	PRON
easat-6608	112	35	compile	compile	VERB
easat-6608	112	36	data	datum	NOUN
easat-6608	112	37	from	from	ADP
easat-6608	112	38	multiple	multiple	ADJ
easat-6608	112	39	sources	source	NOUN
easat-6608	112	40	to	to	PART
easat-6608	112	41	reflect	reflect	VERB
easat-6608	112	42	the	the	DET
easat-6608	112	43	distance	distance	NOUN
easat-6608	112	44	education	education	NOUN
easat-6608	112	45	context	context	NOUN
easat-6608	112	46	.	.	PUNCT
easat-6608	113	1	in	in	ADP
easat-6608	113	2	particular	particular	ADJ
easat-6608	113	3	,	,	PUNCT
easat-6608	113	4	we	we	PRON
easat-6608	113	5	integrate	integrate	VERB
easat-6608	113	6	a	a	DET
easat-6608	113	7	largescale	largescale	NOUN
easat-6608	113	8	open	open	ADJ
easat-6608	113	9	mooc	mooc	NOUN
easat-6608	113	10	dataset	dataset	VERB
easat-6608	113	11	with	with	ADP
easat-6608	113	12	local	local	ADJ
easat-6608	113	13	course	course	NOUN
easat-6608	113	14	information	information	NOUN
easat-6608	113	15	.	.	PUNCT
easat-6608	114	1	for	for	ADP
easat-6608	114	2	general	general	ADJ
easat-6608	114	3	-	-	PUNCT
easat-6608	114	4	purpose	purpose	NOUN
easat-6608	114	5	coverage	coverage	NOUN
easat-6608	114	6	,	,	PUNCT
easat-6608	114	7	we	we	PRON
easat-6608	114	8	utilize	utilize	VERB
easat-6608	114	9	the	the	DET
easat-6608	114	10	mooccubex	mooccubex	NOUN
easat-6608	114	11	open	open	ADJ
easat-6608	114	12	dataset	dataset	NOUN
easat-6608	114	13	–	–	PUNCT
easat-6608	114	14	a	a	DET
easat-6608	114	15	large	large	ADJ
easat-6608	114	16	-	-	PUNCT
easat-6608	114	17	scale	scale	NOUN
easat-6608	114	18	,	,	PUNCT
easat-6608	114	19	multi	multi	ADJ
easat-6608	114	20	-	-	ADJ
easat-6608	114	21	modal	modal	ADJ
easat-6608	114	22	mooc	mooc	NOUN
easat-6608	114	23	dataset	dataset	NOUN
easat-6608	114	24	containing	contain	VERB
easat-6608	114	25	course	course	NOUN
easat-6608	114	26	syllabi	syllabus	NOUN
easat-6608	114	27	,	,	PUNCT
easat-6608	114	28	lecture	lecture	NOUN
easat-6608	114	29	transcripts	transcript	NOUN
easat-6608	114	30	,	,	PUNCT
easat-6608	114	31	exercises	exercise	NOUN
easat-6608	114	32	,	,	PUNCT
easat-6608	114	33	and	and	CCONJ
easat-6608	114	34	millions	million	NOUN
easat-6608	114	35	of	of	ADP
easat-6608	114	36	learner	learner	NOUN
easat-6608	114	37	interaction	interaction	NOUN
easat-6608	114	38	logs	log	NOUN
easat-6608	114	39	–	–	PUNCT
easat-6608	114	40	which	which	PRON
easat-6608	114	41	provides	provide	VERB
easat-6608	114	42	rich	rich	ADJ
easat-6608	114	43	content	content	NOUN
easat-6608	114	44	and	and	CCONJ
easat-6608	114	45	a	a	DET
easat-6608	114	46	fine	fine	ADV
easat-6608	114	47	-	-	PUNCT
easat-6608	114	48	grained	grain	VERB
easat-6608	114	49	concept	concept	NOUN
easat-6608	114	50	graph	graph	NOUN
easat-6608	114	51	for	for	ADP
easat-6608	114	52	hundreds	hundred	NOUN
easat-6608	114	53	of	of	ADP
easat-6608	114	54	online	online	ADJ
easat-6608	114	55	courses	course	NOUN
easat-6608	114	56	(	(	PUNCT
easat-6608	114	57	including	include	VERB
easat-6608	114	58	the	the	DET
easat-6608	114	59	data	data	NOUN
easat-6608	114	60	structures	structure	NOUN
easat-6608	114	61	course	course	NOUN
easat-6608	114	62	)	)	PUNCT
easat-6608	114	63	.	.	PUNCT
easat-6608	115	1	to	to	PART
easat-6608	115	2	incorporate	incorporate	VERB
easat-6608	115	3	argentine	argentine	ADJ
easat-6608	115	4	context	context	NOUN
easat-6608	115	5	,	,	PUNCT
easat-6608	115	6	we	we	PRON
easat-6608	115	7	supplement	supplement	VERB
easat-6608	115	8	this	this	PRON
easat-6608	115	9	with	with	ADP
easat-6608	115	10	course	course	NOUN
easat-6608	115	11	syllabi	syllabus	NOUN
easat-6608	115	12	,	,	PUNCT
easat-6608	115	13	descriptions	description	NOUN
easat-6608	115	14	,	,	PUNCT
easat-6608	115	15	and	and	CCONJ
easat-6608	115	16	learning	learn	VERB
easat-6608	115	17	resource	resource	NOUN
easat-6608	115	18	archives	archive	NOUN
easat-6608	115	19	collected	collect	VERB
easat-6608	115	20	from	from	ADP
easat-6608	115	21	distance	distance	NOUN
easat-6608	115	22	education	education	NOUN
easat-6608	115	23	programs	program	NOUN
easat-6608	115	24	at	at	ADP
easat-6608	115	25	several	several	ADJ
easat-6608	115	26	major	major	ADJ
easat-6608	115	27	argentine	argentine	ADJ
easat-6608	115	28	universities	university	NOUN
easat-6608	115	29	(	(	PUNCT
easat-6608	115	30	e.g.	e.g.	ADV
easat-6608	115	31	,	,	PUNCT
easat-6608	115	32	online	online	ADJ
easat-6608	115	33	entrepreneurship	entrepreneurship	NOUN
easat-6608	115	34	and	and	CCONJ
easat-6608	115	35	computer	computer	NOUN
easat-6608	115	36	science	science	NOUN
easat-6608	115	37	courses	course	NOUN
easat-6608	115	38	)	)	PUNCT
easat-6608	115	39	.	.	PUNCT
easat-6608	116	1	the	the	DET
easat-6608	116	2	combined	combine	VERB
easat-6608	116	3	dataset	dataset	NOUN
easat-6608	116	4	thus	thus	ADV
easat-6608	116	5	spans	span	VERB
easat-6608	116	6	diverse	diverse	ADJ
easat-6608	116	7	subjects	subject	NOUN
easat-6608	116	8	and	and	CCONJ
easat-6608	116	9	includes	include	VERB
easat-6608	116	10	course	course	NOUN
easat-6608	116	11	outlines	outline	NOUN
easat-6608	116	12	,	,	PUNCT
easat-6608	116	13	instructional	instructional	ADJ
easat-6608	116	14	content	content	NOUN
easat-6608	116	15	,	,	PUNCT
easat-6608	116	16	assessment	assessment	NOUN
easat-6608	116	17	items	item	NOUN
easat-6608	116	18	,	,	PUNCT
easat-6608	116	19	and	and	CCONJ
easat-6608	116	20	anonymized	anonymize	VERB
easat-6608	116	21	student	student	NOUN
easat-6608	116	22	engagement	engagement	NOUN
easat-6608	116	23	records	record	NOUN
easat-6608	116	24	,	,	PUNCT
easat-6608	116	25	forming	form	VERB
easat-6608	116	26	a	a	DET
easat-6608	116	27	robust	robust	ADJ
easat-6608	116	28	foundation	foundation	NOUN
easat-6608	116	29	for	for	ADP
easat-6608	116	30	experiments	experiment	NOUN
easat-6608	116	31	in	in	ADP
easat-6608	116	32	llm	llm	ADV
easat-6608	116	33	-	-	PUNCT
easat-6608	116	34	assisted	assist	VERB
easat-6608	116	35	educational	educational	ADJ
easat-6608	116	36	decision	decision	NOUN
easat-6608	116	37	support	support	NOUN
easat-6608	116	38	.	.	PUNCT
easat-6608	117	1	1	1	X
easat-6608	117	2	.	.	X
easat-6608	117	3	data	datum	NOUN
easat-6608	117	4	collection	collection	NOUN
easat-6608	117	5	:	:	PUNCT
easat-6608	117	6	we	we	PRON
easat-6608	117	7	adopted	adopt	VERB
easat-6608	117	8	a	a	DET
easat-6608	117	9	multi	multi	ADJ
easat-6608	117	10	-	-	ADJ
easat-6608	117	11	source	source	NOUN
easat-6608	117	12	data	data	NOUN
easat-6608	117	13	acquisition	acquisition	NOUN
easat-6608	117	14	strategy	strategy	NOUN
easat-6608	117	15	.	.	PUNCT
easat-6608	118	1	relevant	relevant	ADJ
easat-6608	118	2	course	course	NOUN
easat-6608	118	3	materials	material	NOUN
easat-6608	118	4	were	be	AUX
easat-6608	118	5	gathered	gather	VERB
easat-6608	118	6	from	from	ADP
easat-6608	118	7	textbooks	textbook	NOUN
easat-6608	118	8	and	and	CCONJ
easat-6608	118	9	university	university	NOUN
easat-6608	118	10	online	online	ADJ
easat-6608	118	11	platforms	platform	NOUN
easat-6608	118	12	(	(	PUNCT
easat-6608	118	13	for	for	ADP
easat-6608	118	14	structured	structured	ADJ
easat-6608	118	15	syllabi	syllabus	NOUN
easat-6608	118	16	and	and	CCONJ
easat-6608	118	17	lecture	lecture	NOUN
easat-6608	118	18	notes	note	NOUN
easat-6608	118	19	)	)	PUNCT
easat-6608	118	20	as	as	ADV
easat-6608	118	21	well	well	ADV
easat-6608	118	22	as	as	ADP
easat-6608	118	23	from	from	ADP
easat-6608	118	24	mooc	mooc	PROPN
easat-6608	118	25	repositories	repository	NOUN
easat-6608	118	26	and	and	CCONJ
easat-6608	118	27	educational	educational	ADJ
easat-6608	118	28	forums	forum	NOUN
easat-6608	118	29	(	(	PUNCT
easat-6608	118	30	for	for	ADP
easat-6608	118	31	additional	additional	ADJ
easat-6608	118	32	unstructured	unstructured	ADJ
easat-6608	118	33	content	content	NOUN
easat-6608	118	34	and	and	CCONJ
easat-6608	118	35	discussions	discussion	NOUN
easat-6608	118	36	)	)	PUNCT
easat-6608	118	37	.	.	PUNCT
easat-6608	119	1	to	to	PART
easat-6608	119	2	automate	automate	VERB
easat-6608	119	3	this	this	DET
easat-6608	119	4	process	process	NOUN
easat-6608	119	5	,	,	PUNCT
easat-6608	119	6	web	web	NOUN
easat-6608	119	7	crawlers	crawler	NOUN
easat-6608	119	8	were	be	AUX
easat-6608	119	9	developed	develop	VERB
easat-6608	119	10	to	to	PART
easat-6608	119	11	systematically	systematically	ADV
easat-6608	119	12	harvest	harvest	VERB
easat-6608	119	13	curricular	curricular	ADJ
easat-6608	119	14	data	datum	NOUN
easat-6608	119	15	(	(	PUNCT
easat-6608	119	16	course	course	NOUN
easat-6608	119	17	titles	title	NOUN
easat-6608	119	18	,	,	PUNCT
easat-6608	119	19	module	module	NOUN
easat-6608	119	20	descriptions	description	NOUN
easat-6608	119	21	,	,	PUNCT
easat-6608	119	22	etc	etc	X
easat-6608	119	23	.	.	X
easat-6608	119	24	)	)	PUNCT
easat-6608	120	1	and	and	CCONJ
easat-6608	120	2	student	student	NOUN
easat-6608	120	3	feedback	feedback	NOUN
easat-6608	120	4	from	from	ADP
easat-6608	120	5	university	university	NOUN
easat-6608	120	6	websites	website	NOUN
easat-6608	120	7	and	and	CCONJ
easat-6608	120	8	mooc	mooc	NOUN
easat-6608	120	9	portals	portal	NOUN
easat-6608	120	10	.	.	PUNCT
easat-6608	121	1	we	we	PRON
easat-6608	121	2	also	also	ADV
easat-6608	121	3	included	include	VERB
easat-6608	121	4	an	an	DET
easat-6608	121	5	existing	exist	VERB
easat-6608	121	6	curated	curate	VERB
easat-6608	121	7	dataset	dataset	NOUN
easat-6608	121	8	(	(	PUNCT
easat-6608	121	9	mooccubex	mooccubex	PROPN
easat-6608	121	10	)	)	PUNCT
easat-6608	121	11	as	as	ADP
easat-6608	121	12	a	a	DET
easat-6608	121	13	supplementary	supplementary	ADJ
easat-6608	121	14	source	source	NOUN
easat-6608	121	15	to	to	PART
easat-6608	121	16	increase	increase	VERB
easat-6608	121	17	data	datum	NOUN
easat-6608	121	18	diversity	diversity	NOUN
easat-6608	121	19	.	.	PUNCT
easat-6608	122	1	each	each	DET
easat-6608	122	2	source	source	NOUN
easat-6608	122	3	was	be	AUX
easat-6608	122	4	chosen	choose	VERB
easat-6608	122	5	to	to	PART
easat-6608	122	6	ensure	ensure	VERB
easat-6608	122	7	comprehensiveness	comprehensiveness	NOUN
easat-6608	122	8	and	and	CCONJ
easat-6608	122	9	relevance	relevance	NOUN
easat-6608	122	10	–	–	PUNCT
easat-6608	122	11	combining	combine	VERB
easat-6608	122	12	local	local	ADJ
easat-6608	122	13	argentine	argentine	ADJ
easat-6608	122	14	courses	course	NOUN
easat-6608	122	15	(	(	PUNCT
easat-6608	122	16	in	in	ADP
easat-6608	122	17	spanish	spanish	NOUN
easat-6608	122	18	)	)	PUNCT
easat-6608	122	19	with	with	ADP
easat-6608	122	20	a	a	DET
easat-6608	122	21	large	large	ADJ
easat-6608	122	22	-	-	PUNCT
easat-6608	122	23	scale	scale	NOUN
easat-6608	122	24	mooc	mooc	NOUN
easat-6608	122	25	dataset	dataset	NOUN
easat-6608	122	26	provides	provide	VERB
easat-6608	122	27	both	both	PRON
easat-6608	122	28	context	context	NOUN
easat-6608	122	29	-	-	PUNCT
easat-6608	122	30	specific	specific	ADJ
easat-6608	122	31	information	information	NOUN
easat-6608	122	32	and	and	CCONJ
easat-6608	122	33	generalizable	generalizable	ADJ
easat-6608	122	34	patterns	pattern	NOUN
easat-6608	122	35	.	.	PUNCT
easat-6608	123	1	all	all	PRON
easat-6608	123	2	collected	collect	VERB
easat-6608	123	3	raw	raw	ADJ
easat-6608	123	4	data	datum	NOUN
easat-6608	123	5	were	be	AUX
easat-6608	123	6	then	then	ADV
easat-6608	123	7	unified	unify	VERB
easat-6608	123	8	and	and	CCONJ
easat-6608	123	9	stored	store	VERB
easat-6608	123	10	for	for	ADP
easat-6608	123	11	preprocessing	preprocesse	VERB
easat-6608	123	12	.	.	PUNCT
easat-6608	124	1	in	in	ADP
easat-6608	124	2	total	total	NOUN
easat-6608	124	3	,	,	PUNCT
easat-6608	124	4	the	the	DET
easat-6608	124	5	dataset	dataset	NOUN
easat-6608	124	6	covers	cover	VERB
easat-6608	124	7	n≈200	n≈200	NUM
easat-6608	124	8	courses	course	NOUN
easat-6608	124	9	(	(	PUNCT
easat-6608	124	10	including	include	VERB
easat-6608	124	11	50	50	NUM
easat-6608	124	12	from	from	ADP
easat-6608	124	13	argentine	argentine	ADJ
easat-6608	124	14	universities	university	NOUN
easat-6608	124	15	)	)	PUNCT
easat-6608	124	16	along	along	ADP
easat-6608	124	17	with	with	ADP
easat-6608	124	18	associated	associated	ADJ
easat-6608	124	19	resources	resource	NOUN
easat-6608	124	20	(	(	PUNCT
easat-6608	124	21	over	over	ADP
easat-6608	124	22	3,000	3,000	NUM
easat-6608	124	23	documents	document	NOUN
easat-6608	124	24	and	and	CCONJ
easat-6608	124	25	1.2	1.2	NUM
easat-6608	124	26	million	million	NUM
easat-6608	124	27	interaction	interaction	NOUN
easat-6608	124	28	logs	log	NOUN
easat-6608	124	29	)	)	PUNCT
easat-6608	124	30	.	.	PUNCT
easat-6608	125	1	2	2	X
easat-6608	125	2	.	.	X
easat-6608	125	3	data	datum	NOUN
easat-6608	125	4	cleaning	cleaning	NOUN
easat-6608	125	5	and	and	CCONJ
easat-6608	125	6	integration	integration	NOUN
easat-6608	125	7	:	:	PUNCT
easat-6608	125	8	before	before	ADP
easat-6608	125	9	analysis	analysis	NOUN
easat-6608	125	10	,	,	PUNCT
easat-6608	125	11	extensive	extensive	ADJ
easat-6608	125	12	preprocessing	preprocessing	NOUN
easat-6608	125	13	was	be	AUX
easat-6608	125	14	performed	perform	VERB
easat-6608	125	15	to	to	PART
easat-6608	125	16	clean	clean	VERB
easat-6608	125	17	and	and	CCONJ
easat-6608	125	18	normalize	normalize	VERB
easat-6608	125	19	the	the	DET
easat-6608	125	20	data	datum	NOUN
easat-6608	125	21	.	.	PUNCT
easat-6608	126	1	we	we	PRON
easat-6608	126	2	removed	remove	VERB
easat-6608	126	3	duplicate	duplicate	ADJ
easat-6608	126	4	entries	entry	NOUN
easat-6608	126	5	(	(	PUNCT
easat-6608	126	6	e.g.	e.g.	ADV
easat-6608	126	7	,	,	PUNCT
easat-6608	126	8	repeated	repeat	VERB
easat-6608	126	9	forum	forum	NOUN
easat-6608	126	10	posts	post	NOUN
easat-6608	126	11	or	or	CCONJ
easat-6608	126	12	overlapping	overlap	VERB
easat-6608	126	13	syllabus	syllabus	ADJ
easat-6608	126	14	content	content	NOUN
easat-6608	126	15	)	)	PUNCT
easat-6608	126	16	and	and	CCONJ
easat-6608	126	17	corrected	correct	VERB
easat-6608	126	18	inconsistencies	inconsistency	NOUN
easat-6608	126	19	or	or	CCONJ
easat-6608	126	20	errors	error	NOUN
easat-6608	126	21	in	in	ADP
easat-6608	126	22	the	the	DET
easat-6608	126	23	raw	raw	ADJ
easat-6608	126	24	text	text	NOUN
easat-6608	126	25	(	(	PUNCT
easat-6608	126	26	such	such	ADJ
easat-6608	126	27	as	as	ADP
easat-6608	126	28	ocr	ocr	ADJ
easat-6608	126	29	mistakes	mistake	NOUN
easat-6608	126	30	in	in	ADP
easat-6608	126	31	scanned	scan	VERB
easat-6608	126	32	documents	document	NOUN
easat-6608	126	33	and	and	CCONJ
easat-6608	126	34	variant	variant	ADJ
easat-6608	126	35	spellings	spelling	NOUN
easat-6608	126	36	)	)	PUNCT
easat-6608	126	37	.	.	PUNCT
easat-6608	127	1	missing	miss	VERB
easat-6608	127	2	values	value	NOUN
easat-6608	127	3	(	(	PUNCT
easat-6608	127	4	for	for	ADP
easat-6608	127	5	instance	instance	NOUN
easat-6608	127	6	,	,	PUNCT
easat-6608	127	7	unknown	unknown	ADJ
easat-6608	127	8	course	course	NOUN
easat-6608	127	9	metadata	metadata	NOUN
easat-6608	127	10	)	)	PUNCT
easat-6608	127	11	were	be	AUX
easat-6608	127	12	filled	fill	VERB
easat-6608	127	13	through	through	ADP
easat-6608	127	14	cross	cross	ADJ
easat-6608	127	15	-	-	ADJ
easat-6608	127	16	referencing	referencing	ADJ
easat-6608	127	17	official	official	ADJ
easat-6608	127	18	curriculum	curriculum	NOUN
easat-6608	127	19	documents	document	NOUN
easat-6608	127	20	or	or	CCONJ
easat-6608	127	21	using	use	VERB
easat-6608	127	22	the	the	DET
easat-6608	127	23	mooc	mooc	NOUN
easat-6608	127	24	data	datum	NOUN
easat-6608	127	25	as	as	ADP
easat-6608	127	26	proxy	proxy	NOUN
easat-6608	127	27	.	.	PUNCT
easat-6608	128	1	given	give	VERB
easat-6608	128	2	the	the	DET
easat-6608	128	3	bilingual	bilingual	ADJ
easat-6608	128	4	nature	nature	NOUN
easat-6608	128	5	of	of	ADP
easat-6608	128	6	the	the	DET
easat-6608	128	7	dataset	dataset	NOUN
easat-6608	128	8	(	(	PUNCT
easat-6608	128	9	spanish	spanish	ADJ
easat-6608	128	10	content	content	NOUN
easat-6608	128	11	from	from	ADP
easat-6608	128	12	argentina	argentina	PROPN
easat-6608	128	13	and	and	CCONJ
easat-6608	128	14	primarily	primarily	ADV
easat-6608	128	15	english	english	ADJ
easat-6608	128	16	content	content	NOUN
easat-6608	128	17	in	in	ADP
easat-6608	128	18	mooccubex	mooccubex	PROPN
easat-6608	128	19	)	)	PUNCT
easat-6608	128	20	,	,	PUNCT
easat-6608	128	21	we	we	PRON
easat-6608	128	22	applied	apply	VERB
easat-6608	128	23	language	language	NOUN
easat-6608	128	24	normalization	normalization	NOUN
easat-6608	128	25	procedures	procedure	NOUN
easat-6608	128	26	:	:	PUNCT
easat-6608	128	27	non	non	ADJ
easat-6608	128	28	-	-	ADJ
easat-6608	128	29	english	english	ADJ
easat-6608	128	30	text	text	NOUN
easat-6608	128	31	was	be	AUX
easat-6608	128	32	translated	translate	VERB
easat-6608	128	33	to	to	ADP
easat-6608	128	34	english	english	PROPN
easat-6608	128	35	when	when	SCONJ
easat-6608	128	36	necessary	necessary	ADJ
easat-6608	128	37	or	or	CCONJ
easat-6608	128	38	processed	process	VERB
easat-6608	128	39	with	with	ADP
easat-6608	128	40	a	a	DET
easat-6608	128	41	multilingual	multilingual	ADJ
easat-6608	128	42	model	model	NOUN
easat-6608	128	43	to	to	PART
easat-6608	128	44	preserve	preserve	VERB
easat-6608	128	45	semantics	semantic	NOUN
easat-6608	128	46	,	,	PUNCT
easat-6608	128	47	and	and	CCONJ
easat-6608	128	48	technical	technical	ADJ
easat-6608	128	49	terms	term	NOUN
easat-6608	128	50	were	be	AUX
easat-6608	128	51	standardized	standardize	VERB
easat-6608	128	52	across	across	ADP
easat-6608	128	53	languages	language	NOUN
easat-6608	128	54	.	.	PUNCT
easat-6608	129	1	we	we	PRON
easat-6608	129	2	then	then	ADV
easat-6608	129	3	merged	merge	VERB
easat-6608	129	4	data	datum	NOUN
easat-6608	129	5	from	from	ADP
easat-6608	129	6	heterogeneous	heterogeneous	ADJ
easat-6608	129	7	sources	source	NOUN
easat-6608	129	8	into	into	ADP
easat-6608	129	9	a	a	DET
easat-6608	129	10	unified	unified	ADJ
easat-6608	129	11	format	format	NOUN
easat-6608	129	12	.	.	PUNCT
easat-6608	130	1	this	this	PRON
easat-6608	130	2	involved	involved	ADJ
easat-6608	130	3	resolving	resolve	VERB
easat-6608	130	4	semantic	semantic	ADJ
easat-6608	130	5	conflicts	conflict	NOUN
easat-6608	130	6	–	–	PUNCT
easat-6608	130	7	e.g.	e.g.	ADV
easat-6608	130	8	,	,	PUNCT
easat-6608	130	9	aligning	align	VERB
easat-6608	130	10	equivalent	equivalent	ADJ
easat-6608	130	11	concepts	concept	NOUN
easat-6608	130	12	in	in	ADP
easat-6608	130	13	spanish	spanish	ADJ
easat-6608	130	14	and	and	CCONJ
easat-6608	130	15	english	english	ADJ
easat-6608	130	16	,	,	PUNCT
easat-6608	130	17	and	and	CCONJ
easat-6608	130	18	mapping	mapping	NOUN
easat-6608	130	19	synonyms	synonym	NOUN
easat-6608	130	20	to	to	ADP
easat-6608	130	21	a	a	DET
easat-6608	130	22	common	common	ADJ
easat-6608	130	23	taxonomy	taxonomy	NOUN
easat-6608	130	24	–	–	PUNCT
easat-6608	130	25	using	use	VERB
easat-6608	130	26	nlp	nlp	NOUN
easat-6608	130	27	techniques	technique	NOUN
easat-6608	130	28	to	to	PART
easat-6608	130	29	identify	identify	VERB
easat-6608	130	30	concept	concept	NOUN
easat-6608	130	31	overlaps	overlap	NOUN
easat-6608	130	32	.	.	PUNCT
easat-6608	131	1	for	for	ADP
easat-6608	131	2	example	example	NOUN
easat-6608	131	3	,	,	PUNCT
easat-6608	131	4	“	"	PUNCT
easat-6608	131	5	algorithm	algorithm	NOUN
easat-6608	131	6	design	design	NOUN
easat-6608	131	7	”	"	PUNCT
easat-6608	131	8	vs	vs	ADP
easat-6608	131	9	“	"	PUNCT
easat-6608	131	10	diseño	diseño	PROPN
easat-6608	131	11	de	de	X
easat-6608	131	12	algoritmos	algoritmos	PROPN
easat-6608	131	13	”	"	PUNCT
easat-6608	131	14	were	be	AUX
easat-6608	131	15	recognized	recognize	VERB
easat-6608	131	16	as	as	ADP
easat-6608	131	17	the	the	DET
easat-6608	131	18	same	same	ADJ
easat-6608	131	19	concept	concept	NOUN
easat-6608	131	20	and	and	CCONJ
easat-6608	131	21	merged	merge	VERB
easat-6608	131	22	.	.	PUNCT
easat-6608	132	1	all	all	PRON
easat-6608	132	2	course	course	NOUN
easat-6608	132	3	content	content	NOUN
easat-6608	132	4	was	be	AUX
easat-6608	132	5	finally	finally	ADV
easat-6608	132	6	structured	structure	VERB
easat-6608	132	7	into	into	ADP
easat-6608	132	8	a	a	DET
easat-6608	132	9	consistent	consistent	ADJ
easat-6608	132	10	representation	representation	NOUN
easat-6608	132	11	,	,	PUNCT
easat-6608	132	12	with	with	ADP
easat-6608	132	13	fields	field	NOUN
easat-6608	132	14	for	for	ADP
easat-6608	132	15	course	course	NOUN
easat-6608	132	16	title	title	NOUN
easat-6608	132	17	,	,	PUNCT
easat-6608	132	18	module	module	NOUN
easat-6608	132	19	topics	topic	NOUN
easat-6608	132	20	,	,	PUNCT
easat-6608	132	21	learning	learn	VERB
easat-6608	132	22	objectives	objective	NOUN
easat-6608	132	23	,	,	PUNCT
easat-6608	132	24	assessment	assessment	NOUN
easat-6608	132	25	items	item	NOUN
easat-6608	132	26	,	,	PUNCT
easat-6608	132	27	and	and	CCONJ
easat-6608	132	28	interaction	interaction	NOUN
easat-6608	132	29	logs	log	NOUN
easat-6608	132	30	.	.	PUNCT
easat-6608	133	1	the	the	DET
easat-6608	133	2	cleaned	clean	VERB
easat-6608	133	3	and	and	CCONJ
easat-6608	133	4	integrated	integrate	VERB
easat-6608	133	5	dataset	dataset	NOUN
easat-6608	133	6	was	be	AUX
easat-6608	133	7	then	then	ADV
easat-6608	133	8	stored	store	VERB
easat-6608	133	9	in	in	ADP
easat-6608	133	10	a	a	DET
easat-6608	133	11	database	database	NOUN
easat-6608	133	12	for	for	ADP
easat-6608	133	13	subsequent	subsequent	ADJ
easat-6608	133	14	processing	processing	NOUN
easat-6608	133	15	.	.	PUNCT
easat-6608	134	1	we	we	PRON
easat-6608	134	2	chose	choose	VERB
easat-6608	134	3	a	a	DET
easat-6608	134	4	graph	graph	NOUN
easat-6608	134	5	database	database	NOUN
easat-6608	134	6	(	(	PUNCT
easat-6608	134	7	neo4j	neo4j	PROPN
easat-6608	134	8	)	)	PUNCT
easat-6608	134	9	to	to	PART
easat-6608	134	10	store	store	VERB
easat-6608	134	11	the	the	DET
easat-6608	134	12	structured	structured	ADJ
easat-6608	134	13	knowledge	knowledge	NOUN
easat-6608	134	14	,	,	PUNCT
easat-6608	134	15	due	due	ADP
easat-6608	134	16	to	to	ADP
easat-6608	134	17	its	its	PRON
easat-6608	134	18	ability	ability	NOUN
easat-6608	134	19	to	to	PART
easat-6608	134	20	represent	represent	VERB
easat-6608	134	21	complex	complex	ADJ
easat-6608	134	22	relationships	relationship	NOUN
easat-6608	134	23	and	and	CCONJ
easat-6608	134	24	support	support	VERB
easat-6608	134	25	efficient	efficient	ADJ
easat-6608	134	26	queries	query	NOUN
easat-6608	134	27	.	.	PUNCT
easat-6608	135	1	2592	2592	NUM
easat-6608	135	2	edelweiss	edelweiss	PROPN
easat-6608	135	3	applied	apply	VERB
easat-6608	135	4	science	science	NOUN
easat-6608	135	5	and	and	CCONJ
easat-6608	135	6	technology	technology	NOUN
easat-6608	135	7	issn	issn	PROPN
easat-6608	135	8	:	:	PUNCT
easat-6608	135	9	2576	2576	NUM
easat-6608	135	10	-	-	SYM
easat-6608	135	11	8484	8484	NUM
easat-6608	135	12	vol	vol	NOUN
easat-6608	135	13	.	.	PROPN
easat-6608	136	1	9	9	NUM
easat-6608	136	2	,	,	PUNCT
easat-6608	136	3	no	no	INTJ
easat-6608	136	4	.	.	NOUN
easat-6608	136	5	4	4	NUM
easat-6608	136	6	:	:	SYM
easat-6608	136	7	2587	2587	NUM
easat-6608	136	8	-	-	SYM
easat-6608	136	9	2599	2599	NUM
easat-6608	136	10	,	,	PUNCT
easat-6608	136	11	2025	2025	NUM
easat-6608	136	12	doi	doi	NOUN
easat-6608	136	13	:	:	PUNCT
easat-6608	136	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	136	15	©	©	PROPN
easat-6608	136	16	2025	2025	NUM
easat-6608	136	17	by	by	ADP
easat-6608	136	18	the	the	DET
easat-6608	136	19	authors	author	NOUN
easat-6608	136	20	;	;	PUNCT
easat-6608	136	21	licensee	licensee	PROPN
easat-6608	136	22	learning	learning	NOUN
easat-6608	136	23	gate	gate	NOUN
easat-6608	136	24	3	3	PROPN
easat-6608	136	25	.	.	PUNCT
easat-6608	137	1	knowledge	knowledge	NOUN
easat-6608	137	2	graph	graph	NOUN
easat-6608	137	3	construction	construction	NOUN
easat-6608	137	4	:	:	PUNCT
easat-6608	137	5	a	a	DET
easat-6608	137	6	core	core	ADJ
easat-6608	137	7	part	part	NOUN
easat-6608	137	8	of	of	ADP
easat-6608	137	9	preprocessing	preprocessing	NOUN
easat-6608	137	10	was	be	AUX
easat-6608	137	11	constructing	construct	VERB
easat-6608	137	12	a	a	DET
easat-6608	137	13	course	course	NOUN
easat-6608	137	14	knowledge	knowledge	NOUN
easat-6608	137	15	graph	graph	NOUN
easat-6608	137	16	for	for	ADP
easat-6608	137	17	the	the	DET
easat-6608	137	18	academic	academic	ADJ
easat-6608	137	19	content	content	NOUN
easat-6608	137	20	,	,	PUNCT
easat-6608	137	21	which	which	PRON
easat-6608	137	22	serves	serve	VERB
easat-6608	137	23	as	as	ADP
easat-6608	137	24	a	a	DET
easat-6608	137	25	backbone	backbone	NOUN
easat-6608	137	26	for	for	ADP
easat-6608	137	27	decision	decision	NOUN
easat-6608	137	28	recommendations	recommendation	NOUN
easat-6608	137	29	.	.	PUNCT
easat-6608	138	1	we	we	PRON
easat-6608	138	2	adopted	adopt	VERB
easat-6608	138	3	and	and	CCONJ
easat-6608	138	4	extended	extend	VERB
easat-6608	138	5	the	the	DET
easat-6608	138	6	methodology	methodology	NOUN
easat-6608	138	7	of	of	ADP
easat-6608	138	8	zhang	zhang	PROPN
easat-6608	138	9	et	et	PROPN
easat-6608	138	10	al	al	PROPN
easat-6608	138	11	.	.	PROPN
easat-6608	138	12	,	,	PUNCT
easat-6608	138	13	using	use	VERB
easat-6608	138	14	llm	llm	NOUN
easat-6608	138	15	-	-	PUNCT
easat-6608	138	16	based	base	VERB
easat-6608	138	17	text	text	NOUN
easat-6608	138	18	mining	mining	NOUN
easat-6608	138	19	to	to	PART
easat-6608	138	20	extract	extract	VERB
easat-6608	138	21	key	key	ADJ
easat-6608	138	22	knowledge	knowledge	NOUN
easat-6608	138	23	points	point	NOUN
easat-6608	138	24	and	and	CCONJ
easat-6608	138	25	relations	relation	NOUN
easat-6608	138	26	from	from	ADP
easat-6608	138	27	the	the	DET
easat-6608	138	28	course	course	NOUN
easat-6608	138	29	documents	document	NOUN
easat-6608	138	30	.	.	PUNCT
easat-6608	139	1	in	in	ADP
easat-6608	139	2	practice	practice	NOUN
easat-6608	139	3	,	,	PUNCT
easat-6608	139	4	for	for	ADP
easat-6608	139	5	each	each	DET
easat-6608	139	6	course	course	NOUN
easat-6608	139	7	we	we	PRON
easat-6608	139	8	parsed	parse	VERB
easat-6608	139	9	the	the	DET
easat-6608	139	10	syllabus	syllabus	NOUN
easat-6608	139	11	,	,	PUNCT
easat-6608	139	12	lecture	lecture	NOUN
easat-6608	139	13	text	text	NOUN
easat-6608	139	14	,	,	PUNCT
easat-6608	139	15	and	and	CCONJ
easat-6608	139	16	related	related	ADJ
easat-6608	139	17	resources	resource	NOUN
easat-6608	139	18	with	with	ADP
easat-6608	139	19	a	a	DET
easat-6608	139	20	gpt-4	gpt-4	ADV
easat-6608	139	21	based	base	VERB
easat-6608	139	22	extractor	extractor	NOUN
easat-6608	139	23	.	.	PUNCT
easat-6608	140	1	we	we	PRON
easat-6608	140	2	engineered	engineer	VERB
easat-6608	140	3	prompts	prompt	NOUN
easat-6608	140	4	instructing	instruct	VERB
easat-6608	140	5	the	the	DET
easat-6608	140	6	llm	llm	PROPN
easat-6608	140	7	to	to	PART
easat-6608	140	8	identify	identify	VERB
easat-6608	140	9	important	important	ADJ
easat-6608	140	10	concepts	concept	NOUN
easat-6608	140	11	,	,	PUNCT
easat-6608	140	12	topics	topic	NOUN
easat-6608	140	13	,	,	PUNCT
easat-6608	140	14	and	and	CCONJ
easat-6608	140	15	prerequisite	prerequisite	VERB
easat-6608	140	16	relationships	relationship	NOUN
easat-6608	140	17	within	within	ADP
easat-6608	140	18	the	the	DET
easat-6608	140	19	course	course	NOUN
easat-6608	140	20	material	material	NOUN
easat-6608	140	21	.	.	PUNCT
easat-6608	141	1	for	for	ADP
easat-6608	141	2	example	example	NOUN
easat-6608	141	3	,	,	PUNCT
easat-6608	141	4	the	the	DET
easat-6608	141	5	model	model	NOUN
easat-6608	141	6	was	be	AUX
easat-6608	141	7	prompted	prompt	VERB
easat-6608	141	8	with	with	ADP
easat-6608	141	9	a	a	DET
easat-6608	141	10	course	course	NOUN
easat-6608	141	11	’s	’s	PART
easat-6608	141	12	module	module	NOUN
easat-6608	141	13	description	description	NOUN
easat-6608	141	14	and	and	CCONJ
easat-6608	141	15	asked	ask	VERB
easat-6608	141	16	to	to	PART
easat-6608	141	17	output	output	VERB
easat-6608	141	18	a	a	DET
easat-6608	141	19	list	list	NOUN
easat-6608	141	20	of	of	ADP
easat-6608	141	21	“	"	PUNCT
easat-6608	141	22	(	(	PUNCT
easat-6608	141	23	concept	concept	NOUN
easat-6608	141	24	a	a	PRON
easat-6608	141	25	)	)	PUNCT
easat-6608	141	26	–	–	PUNCT
easat-6608	141	27	requires→	requires→	PROPN
easat-6608	141	28	(	(	PUNCT
easat-6608	141	29	concept	concept	NOUN
easat-6608	141	30	b	b	X
easat-6608	141	31	)	)	PUNCT
easat-6608	141	32	”	"	PUNCT
easat-6608	141	33	pairs	pair	NOUN
easat-6608	141	34	or	or	CCONJ
easat-6608	141	35	hierarchy	hierarchy	NOUN
easat-6608	141	36	relations	relation	NOUN
easat-6608	141	37	(	(	PUNCT
easat-6608	141	38	“	"	PUNCT
easat-6608	141	39	module	module	NOUN
easat-6608	141	40	x	x	PUNCT
easat-6608	141	41	includes	include	VERB
easat-6608	141	42	topic	topic	NOUN
easat-6608	141	43	y	y	NOUN
easat-6608	141	44	”	"	PUNCT
easat-6608	141	45	)	)	PUNCT
easat-6608	141	46	.	.	PUNCT
easat-6608	142	1	these	these	DET
easat-6608	142	2	llm	llm	NOUN
easat-6608	142	3	-	-	PUNCT
easat-6608	142	4	generated	generate	VERB
easat-6608	142	5	outputs	output	NOUN
easat-6608	142	6	(	(	PUNCT
easat-6608	142	7	i.e.	i.e.	X
easat-6608	142	8	,	,	PUNCT
easat-6608	142	9	candidate	candidate	NOUN
easat-6608	142	10	knowledge	knowledge	NOUN
easat-6608	142	11	triples	triple	NOUN
easat-6608	142	12	)	)	PUNCT
easat-6608	142	13	were	be	AUX
easat-6608	142	14	then	then	ADV
easat-6608	142	15	validated	validate	VERB
easat-6608	142	16	against	against	ADP
easat-6608	142	17	the	the	DET
easat-6608	142	18	content	content	NOUN
easat-6608	142	19	and	and	CCONJ
easat-6608	142	20	consolidated	consolidated	ADJ
easat-6608	142	21	.	.	PUNCT
easat-6608	143	1	this	this	DET
easat-6608	143	2	approach	approach	NOUN
easat-6608	143	3	allowed	allow	VERB
easat-6608	143	4	us	we	PRON
easat-6608	143	5	to	to	PART
easat-6608	143	6	automatically	automatically	ADV
easat-6608	143	7	derive	derive	VERB
easat-6608	143	8	the	the	DET
easat-6608	143	9	ontology	ontology	NOUN
easat-6608	143	10	of	of	ADP
easat-6608	143	11	each	each	DET
easat-6608	143	12	course	course	NOUN
easat-6608	143	13	–	–	PUNCT
easat-6608	143	14	including	include	VERB
easat-6608	143	15	chapters	chapter	NOUN
easat-6608	143	16	,	,	PUNCT
easat-6608	143	17	topics	topic	NOUN
easat-6608	143	18	,	,	PUNCT
easat-6608	143	19	subtopics	subtopic	NOUN
easat-6608	143	20	,	,	PUNCT
easat-6608	143	21	and	and	CCONJ
easat-6608	143	22	their	their	PRON
easat-6608	143	23	dependency	dependency	NOUN
easat-6608	143	24	links	link	NOUN
easat-6608	143	25	–	–	PUNCT
easat-6608	143	26	with	with	ADP
easat-6608	143	27	high	high	ADJ
easat-6608	143	28	accuracy	accuracy	NOUN
easat-6608	143	29	and	and	CCONJ
easat-6608	143	30	coverage	coverage	NOUN
easat-6608	143	31	,	,	PUNCT
easat-6608	143	32	effectively	effectively	ADV
easat-6608	143	33	simplifying	simplify	VERB
easat-6608	143	34	the	the	DET
easat-6608	143	35	traditional	traditional	ADJ
easat-6608	143	36	manual	manual	ADJ
easat-6608	143	37	knowledge	knowledge	NOUN
easat-6608	143	38	extraction	extraction	NOUN
easat-6608	143	39	process	process	NOUN
easat-6608	143	40	.	.	PUNCT
easat-6608	144	1	the	the	DET
easat-6608	144	2	extracted	extract	VERB
easat-6608	144	3	knowledge	knowledge	NOUN
easat-6608	144	4	triples	triple	NOUN
easat-6608	144	5	were	be	AUX
easat-6608	144	6	saved	save	VERB
easat-6608	144	7	in	in	ADP
easat-6608	144	8	csv	csv	NOUN
easat-6608	144	9	and	and	CCONJ
easat-6608	144	10	imported	import	VERB
easat-6608	144	11	into	into	ADP
easat-6608	144	12	neo4j	neo4j	PROPN
easat-6608	144	13	to	to	PART
easat-6608	144	14	form	form	VERB
easat-6608	144	15	the	the	DET
easat-6608	144	16	knowledge	knowledge	NOUN
easat-6608	144	17	graph	graph	NOUN
easat-6608	144	18	structure	structure	NOUN
easat-6608	144	19	.	.	PUNCT
easat-6608	145	1	each	each	DET
easat-6608	145	2	node	node	NOUN
easat-6608	145	3	in	in	ADP
easat-6608	145	4	the	the	DET
easat-6608	145	5	graph	graph	NOUN
easat-6608	145	6	represents	represent	VERB
easat-6608	145	7	an	an	DET
easat-6608	145	8	entity	entity	NOUN
easat-6608	145	9	(	(	PUNCT
easat-6608	145	10	course	course	NOUN
easat-6608	145	11	,	,	PUNCT
easat-6608	145	12	chapter	chapter	NOUN
easat-6608	145	13	,	,	PUNCT
easat-6608	145	14	topic	topic	NOUN
easat-6608	145	15	,	,	PUNCT
easat-6608	145	16	etc	etc	X
easat-6608	145	17	.	.	X
easat-6608	145	18	)	)	PUNCT
easat-6608	145	19	,	,	PUNCT
easat-6608	145	20	and	and	CCONJ
easat-6608	145	21	edges	edge	NOUN
easat-6608	145	22	represent	represent	VERB
easat-6608	145	23	relationships	relationship	NOUN
easat-6608	145	24	(	(	PUNCT
easat-6608	145	25	such	such	ADJ
easat-6608	145	26	as	as	ADP
easat-6608	145	27	“	"	PUNCT
easat-6608	145	28	topic	topic	NOUN
easat-6608	145	29	x	x	NOUN
easat-6608	145	30	is	be	AUX
easat-6608	145	31	part	part	NOUN
easat-6608	145	32	of	of	ADP
easat-6608	145	33	chapter	chapter	NOUN
easat-6608	145	34	y	y	PROPN
easat-6608	145	35	”	"	PUNCT
easat-6608	145	36	or	or	CCONJ
easat-6608	145	37	“	"	PUNCT
easat-6608	145	38	topic	topic	NOUN
easat-6608	145	39	a	a	PRON
easat-6608	145	40	is	be	AUX
easat-6608	145	41	prerequisite	prerequisite	NOUN
easat-6608	145	42	for	for	ADP
easat-6608	145	43	topic	topic	NOUN
easat-6608	145	44	b	b	NOUN
easat-6608	145	45	”	"	PUNCT
easat-6608	145	46	)	)	PUNCT
easat-6608	145	47	.	.	PUNCT
easat-6608	146	1	this	this	DET
easat-6608	146	2	knowledge	knowledge	NOUN
easat-6608	146	3	graph	graph	NOUN
easat-6608	146	4	provides	provide	VERB
easat-6608	146	5	a	a	DET
easat-6608	146	6	machine	machine	NOUN
easat-6608	146	7	-	-	PUNCT
easat-6608	146	8	interpretable	interpretable	ADJ
easat-6608	146	9	representation	representation	NOUN
easat-6608	146	10	of	of	ADP
easat-6608	146	11	the	the	DET
easat-6608	146	12	curriculum	curriculum	NOUN
easat-6608	146	13	content	content	NOUN
easat-6608	146	14	,	,	PUNCT
easat-6608	146	15	which	which	PRON
easat-6608	146	16	the	the	DET
easat-6608	146	17	decision	decision	NOUN
easat-6608	146	18	-	-	PUNCT
easat-6608	146	19	making	make	VERB
easat-6608	146	20	model	model	NOUN
easat-6608	146	21	can	can	AUX
easat-6608	146	22	utilize	utilize	VERB
easat-6608	146	23	for	for	ADP
easat-6608	146	24	reasoning	reasoning	NOUN
easat-6608	146	25	.	.	PUNCT
easat-6608	147	1	figure	figure	NOUN
easat-6608	147	2	2	2	NUM
easat-6608	147	3	.	.	PUNCT
easat-6608	148	1	knowledge	knowledge	NOUN
easat-6608	148	2	graph	graph	NOUN
easat-6608	148	3	for	for	ADP
easat-6608	148	4	the	the	DET
easat-6608	148	5	"	"	PUNCT
easat-6608	148	6	data	datum	NOUN
easat-6608	148	7	structures	structure	NOUN
easat-6608	148	8	"	"	PUNCT
easat-6608	148	9	course	course	NOUN
easat-6608	148	10	.	.	PUNCT
easat-6608	149	1	where	where	SCONJ
easat-6608	149	2	a	a	DET
easat-6608	149	3	knowledge	knowledge	NOUN
easat-6608	149	4	graph	graph	NOUN
easat-6608	149	5	illustrating	illustrate	VERB
easat-6608	149	6	the	the	DET
easat-6608	149	7	structure	structure	NOUN
easat-6608	149	8	of	of	ADP
easat-6608	149	9	a	a	DET
easat-6608	149	10	data	data	NOUN
easat-6608	149	11	structures	structure	NOUN
easat-6608	149	12	course	course	NOUN
easat-6608	149	13	.	.	PUNCT
easat-6608	150	1	the	the	DET
easat-6608	150	2	graph	graph	NOUN
easat-6608	150	3	is	be	AUX
easat-6608	150	4	hierarchical	hierarchical	ADJ
easat-6608	150	5	,	,	PUNCT
easat-6608	150	6	with	with	ADP
easat-6608	150	7	the	the	DET
easat-6608	150	8	course	course	NOUN
easat-6608	150	9	node	node	NOUN
easat-6608	150	10	(	(	PUNCT
easat-6608	150	11	blue	blue	ADJ
easat-6608	150	12	)	)	PUNCT
easat-6608	150	13	at	at	ADP
easat-6608	150	14	the	the	DET
easat-6608	150	15	top	top	NOUN
easat-6608	150	16	,	,	PUNCT
easat-6608	150	17	followed	follow	VERB
easat-6608	150	18	by	by	ADP
easat-6608	150	19	module	module	NOUN
easat-6608	150	20	nodes	node	NOUN
easat-6608	150	21	(	(	PUNCT
easat-6608	150	22	green	green	ADJ
easat-6608	150	23	)	)	PUNCT
easat-6608	150	24	,	,	PUNCT
easat-6608	150	25	core	core	NOUN
easat-6608	150	26	topic	topic	NOUN
easat-6608	150	27	nodes	node	NOUN
easat-6608	150	28	(	(	PUNCT
easat-6608	150	29	orange	orange	ADJ
easat-6608	150	30	)	)	PUNCT
easat-6608	150	31	,	,	PUNCT
easat-6608	150	32	and	and	CCONJ
easat-6608	150	33	subtopic	subtopic	NOUN
easat-6608	150	34	nodes	node	NOUN
easat-6608	150	35	(	(	PUNCT
easat-6608	150	36	red	red	ADJ
easat-6608	150	37	)	)	PUNCT
easat-6608	150	38	.	.	PUNCT
easat-6608	151	1	edges	edge	NOUN
easat-6608	151	2	are	be	AUX
easat-6608	151	3	labeled	label	VERB
easat-6608	151	4	to	to	PART
easat-6608	151	5	show	show	VERB
easat-6608	151	6	relationships	relationship	NOUN
easat-6608	151	7	:	:	PUNCT
easat-6608	151	8	the	the	DET
easat-6608	151	9	course	course	NOUN
easat-6608	151	10	includes	include	VERB
easat-6608	151	11	its	its	PRON
easat-6608	151	12	modules	module	NOUN
easat-6608	151	13	;	;	PUNCT
easat-6608	151	14	modules	module	NOUN
easat-6608	151	15	include	include	VERB
easat-6608	151	16	their	their	PRON
easat-6608	151	17	core	core	ADJ
easat-6608	151	18	topics	topic	NOUN
easat-6608	151	19	;	;	PUNCT
easat-6608	151	20	and	and	CCONJ
easat-6608	151	21	topics	topic	NOUN
easat-6608	151	22	include	include	VERB
easat-6608	151	23	finer	fine	ADJ
easat-6608	151	24	-	-	PUNCT
easat-6608	151	25	grained	grain	VERB
easat-6608	151	26	subtopics	subtopic	NOUN
easat-6608	151	27	.	.	PUNCT
easat-6608	152	1	dashed	dash	VERB
easat-6608	152	2	prerequisite	prerequisite	NOUN
easat-6608	152	3	arrows	arrow	NOUN
easat-6608	152	4	denote	denote	VERB
easat-6608	152	5	that	that	SCONJ
easat-6608	152	6	understanding	understand	VERB
easat-6608	152	7	one	one	NUM
easat-6608	152	8	topic	topic	NOUN
easat-6608	152	9	may	may	AUX
easat-6608	152	10	require	require	VERB
easat-6608	152	11	knowledge	knowledge	NOUN
easat-6608	152	12	of	of	ADP
easat-6608	152	13	another	another	PRON
easat-6608	152	14	(	(	PUNCT
easat-6608	152	15	for	for	ADP
easat-6608	152	16	example	example	NOUN
easat-6608	152	17	,	,	PUNCT
easat-6608	152	18	linked	link	VERB
easat-6608	152	19	lists	list	NOUN
easat-6608	152	20	is	be	AUX
easat-6608	152	21	a	a	DET
easat-6608	152	22	prerequisite	prerequisite	NOUN
easat-6608	152	23	for	for	ADP
easat-6608	152	24	trees	tree	NOUN
easat-6608	152	25	)	)	PUNCT
easat-6608	152	26	.	.	PUNCT
easat-6608	153	1	this	this	DET
easat-6608	153	2	color	color	NOUN
easat-6608	153	3	-	-	PUNCT
easat-6608	153	4	coded	code	VERB
easat-6608	153	5	knowledge	knowledge	NOUN
easat-6608	153	6	graph	graph	NOUN
easat-6608	153	7	provides	provide	VERB
easat-6608	153	8	a	a	DET
easat-6608	153	9	clear	clear	ADJ
easat-6608	153	10	visual	visual	NOUN
easat-6608	153	11	of	of	ADP
easat-6608	153	12	course	course	NOUN
easat-6608	153	13	content	content	NOUN
easat-6608	153	14	breakdown	breakdown	NOUN
easat-6608	153	15	and	and	CCONJ
easat-6608	153	16	dependencies	dependency	NOUN
easat-6608	153	17	,	,	PUNCT
easat-6608	153	18	helping	help	VERB
easat-6608	153	19	instructors	instructor	NOUN
easat-6608	153	20	and	and	CCONJ
easat-6608	153	21	learners	learner	NOUN
easat-6608	153	22	identify	identify	VERB
easat-6608	153	23	how	how	SCONJ
easat-6608	153	24	concepts	concept	NOUN
easat-6608	153	25	are	be	AUX
easat-6608	153	26	organized	organize	VERB
easat-6608	153	27	and	and	CCONJ
easat-6608	153	28	connected	connect	VERB
easat-6608	153	29	.	.	PUNCT
easat-6608	154	1	after	after	ADP
easat-6608	154	2	building	build	VERB
easat-6608	154	3	the	the	DET
easat-6608	154	4	knowledge	knowledge	NOUN
easat-6608	154	5	graphs	graph	NOUN
easat-6608	154	6	for	for	ADP
easat-6608	154	7	all	all	DET
easat-6608	154	8	courses	course	NOUN
easat-6608	154	9	,	,	PUNCT
easat-6608	154	10	we	we	PRON
easat-6608	154	11	performed	perform	VERB
easat-6608	154	12	a	a	DET
easat-6608	154	13	final	final	ADJ
easat-6608	154	14	consistency	consistency	NOUN
easat-6608	154	15	check	check	NOUN
easat-6608	154	16	.	.	PUNCT
easat-6608	155	1	we	we	PRON
easat-6608	155	2	ensured	ensure	VERB
easat-6608	155	3	that	that	SCONJ
easat-6608	155	4	cross	cross	ADJ
easat-6608	155	5	-	-	ADJ
easat-6608	155	6	course	course	ADJ
easat-6608	155	7	references	reference	NOUN
easat-6608	155	8	(	(	PUNCT
easat-6608	155	9	e.g.	e.g.	ADV
easat-6608	155	10	,	,	PUNCT
easat-6608	155	11	a	a	DET
easat-6608	155	12	fundamental	fundamental	ADJ
easat-6608	155	13	concept	concept	NOUN
easat-6608	155	14	appearing	appear	VERB
easat-6608	155	15	in	in	ADP
easat-6608	155	16	multiple	multiple	ADJ
easat-6608	155	17	courses	course	NOUN
easat-6608	155	18	)	)	PUNCT
easat-6608	155	19	were	be	AUX
easat-6608	155	20	consistently	consistently	ADV
easat-6608	155	21	labeled	label	VERB
easat-6608	155	22	,	,	PUNCT
easat-6608	155	23	and	and	CCONJ
easat-6608	155	24	we	we	PRON
easat-6608	155	25	merged	merge	VERB
easat-6608	155	26	identical	identical	ADJ
easat-6608	155	27	nodes	node	NOUN
easat-6608	155	28	where	where	SCONJ
easat-6608	155	29	appropriate	appropriate	ADJ
easat-6608	155	30	to	to	PART
easat-6608	155	31	avoid	avoid	VERB
easat-6608	155	32	duplication	duplication	NOUN
easat-6608	155	33	in	in	ADP
easat-6608	155	34	the	the	DET
easat-6608	155	35	knowledge	knowledge	NOUN
easat-6608	155	36	base	base	NOUN
easat-6608	155	37	.	.	PUNCT
easat-6608	156	1	the	the	DET
easat-6608	156	2	end	end	NOUN
easat-6608	156	3	result	result	NOUN
easat-6608	156	4	of	of	ADP
easat-6608	156	5	preprocessing	preprocessing	NOUN
easat-6608	156	6	is	be	AUX
easat-6608	156	7	a	a	DET
easat-6608	156	8	rich	rich	ADJ
easat-6608	156	9	,	,	PUNCT
easat-6608	156	10	structured	structured	ADJ
easat-6608	156	11	dataset	dataset	NOUN
easat-6608	156	12	comprising	comprising	NOUN
easat-6608	156	13	cleaned	clean	VERB
easat-6608	156	14	textual	textual	ADJ
easat-6608	156	15	2593	2593	NUM
easat-6608	156	16	edelweiss	edelweiss	PROPN
easat-6608	156	17	applied	apply	VERB
easat-6608	156	18	science	science	NOUN
easat-6608	156	19	and	and	CCONJ
easat-6608	156	20	technology	technology	NOUN
easat-6608	156	21	issn	issn	PROPN
easat-6608	156	22	:	:	PUNCT
easat-6608	156	23	2576	2576	NUM
easat-6608	156	24	-	-	SYM
easat-6608	156	25	8484	8484	NUM
easat-6608	156	26	vol	vol	NOUN
easat-6608	156	27	.	.	PROPN
easat-6608	157	1	9	9	NUM
easat-6608	157	2	,	,	PUNCT
easat-6608	157	3	no	no	INTJ
easat-6608	157	4	.	.	NOUN
easat-6608	157	5	4	4	NUM
easat-6608	157	6	:	:	SYM
easat-6608	157	7	2587	2587	NUM
easat-6608	157	8	-	-	SYM
easat-6608	157	9	2599	2599	NUM
easat-6608	157	10	,	,	PUNCT
easat-6608	157	11	2025	2025	NUM
easat-6608	157	12	doi	doi	NOUN
easat-6608	157	13	:	:	PUNCT
easat-6608	157	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	157	15	©	©	PROPN
easat-6608	157	16	2025	2025	NUM
easat-6608	157	17	by	by	ADP
easat-6608	157	18	the	the	DET
easat-6608	157	19	authors	author	NOUN
easat-6608	157	20	;	;	PUNCT
easat-6608	157	21	licensee	licensee	PROPN
easat-6608	157	22	learning	learn	VERB
easat-6608	157	23	gate	gate	PROPN
easat-6608	157	24	content	content	NOUN
easat-6608	157	25	and	and	CCONJ
easat-6608	157	26	a	a	DET
easat-6608	157	27	multi	multi	ADJ
easat-6608	157	28	-	-	ADJ
easat-6608	157	29	course	course	ADJ
easat-6608	157	30	knowledge	knowledge	NOUN
easat-6608	157	31	graph	graph	NOUN
easat-6608	157	32	.	.	PUNCT
easat-6608	158	1	this	this	DET
easat-6608	158	2	dataset	dataset	NOUN
easat-6608	158	3	is	be	AUX
easat-6608	158	4	well	well	ADV
easat-6608	158	5	-	-	PUNCT
easat-6608	158	6	suited	suited	ADJ
easat-6608	158	7	for	for	ADP
easat-6608	158	8	our	our	PRON
easat-6608	158	9	llm	llm	ADV
easat-6608	158	10	-	-	PUNCT
easat-6608	158	11	based	base	VERB
easat-6608	158	12	models	model	NOUN
easat-6608	158	13	:	:	PUNCT
easat-6608	158	14	it	it	PRON
easat-6608	158	15	not	not	PART
easat-6608	158	16	only	only	ADV
easat-6608	158	17	provides	provide	VERB
easat-6608	158	18	high	high	ADJ
easat-6608	158	19	-	-	PUNCT
easat-6608	158	20	quality	quality	NOUN
easat-6608	158	21	input	input	NOUN
easat-6608	158	22	text	text	NOUN
easat-6608	158	23	for	for	ADP
easat-6608	158	24	the	the	DET
easat-6608	158	25	generative	generative	ADJ
easat-6608	158	26	model	model	NOUN
easat-6608	158	27	but	but	CCONJ
easat-6608	158	28	also	also	ADV
easat-6608	158	29	supplies	supply	VERB
easat-6608	158	30	a	a	DET
easat-6608	158	31	structured	structured	ADJ
easat-6608	158	32	knowledge	knowledge	NOUN
easat-6608	158	33	context	context	NOUN
easat-6608	158	34	that	that	PRON
easat-6608	158	35	can	can	AUX
easat-6608	158	36	be	be	AUX
easat-6608	158	37	leveraged	leverage	VERB
easat-6608	158	38	via	via	ADP
easat-6608	158	39	prompt	prompt	ADJ
easat-6608	158	40	design	design	NOUN
easat-6608	158	41	or	or	CCONJ
easat-6608	158	42	retrieval	retrieval	NOUN
easat-6608	158	43	.	.	PUNCT
easat-6608	159	1	in	in	ADP
easat-6608	159	2	summary	summary	NOUN
easat-6608	159	3	,	,	PUNCT
easat-6608	159	4	our	our	PRON
easat-6608	159	5	preprocessing	preprocessing	NOUN
easat-6608	159	6	pipeline	pipeline	NOUN
easat-6608	159	7	(	(	PUNCT
easat-6608	159	8	data	datum	NOUN
easat-6608	159	9	cleaning	cleaning	NOUN
easat-6608	159	10	,	,	PUNCT
easat-6608	159	11	integration	integration	NOUN
easat-6608	159	12	,	,	PUNCT
easat-6608	159	13	and	and	CCONJ
easat-6608	159	14	knowledge	knowledge	NOUN
easat-6608	159	15	graph	graph	NOUN
easat-6608	159	16	construction	construction	NOUN
easat-6608	159	17	)	)	PUNCT
easat-6608	159	18	establishes	establish	VERB
easat-6608	159	19	a	a	DET
easat-6608	159	20	solid	solid	ADJ
easat-6608	159	21	foundation	foundation	NOUN
easat-6608	159	22	for	for	ADP
easat-6608	159	23	developing	develop	VERB
easat-6608	159	24	llm	llm	ADV
easat-6608	159	25	-	-	PUNCT
easat-6608	159	26	enhanced	enhance	VERB
easat-6608	159	27	educational	educational	ADJ
easat-6608	159	28	decision	decision	NOUN
easat-6608	159	29	systems	system	NOUN
easat-6608	159	30	,	,	PUNCT
easat-6608	159	31	aligning	align	VERB
easat-6608	159	32	with	with	ADP
easat-6608	159	33	best	good	ADJ
easat-6608	159	34	practices	practice	NOUN
easat-6608	159	35	in	in	ADP
easat-6608	159	36	intelligent	intelligent	ADJ
easat-6608	159	37	tutoring	tutoring	NOUN
easat-6608	159	38	data	datum	NOUN
easat-6608	159	39	preparation	preparation	NOUN
easat-6608	159	40	.	.	PUNCT
easat-6608	160	1	4.2	4.2	NUM
easat-6608	160	2	.	.	PUNCT
easat-6608	160	3	model	model	NOUN
easat-6608	160	4	setup	setup	NOUN
easat-6608	160	5	and	and	CCONJ
easat-6608	160	6	baselines	baseline	NOUN
easat-6608	160	7	for	for	ADP
easat-6608	160	8	the	the	DET
easat-6608	160	9	experimental	experimental	ADJ
easat-6608	160	10	evaluation	evaluation	NOUN
easat-6608	160	11	,	,	PUNCT
easat-6608	160	12	we	we	PRON
easat-6608	160	13	implement	implement	VERB
easat-6608	160	14	two	two	NUM
easat-6608	160	15	categories	category	NOUN
easat-6608	160	16	of	of	ADP
easat-6608	160	17	decision	decision	NOUN
easat-6608	160	18	-	-	PUNCT
easat-6608	160	19	support	support	NOUN
easat-6608	160	20	models	model	NOUN
easat-6608	160	21	:	:	PUNCT
easat-6608	160	22	a	a	DET
easat-6608	160	23	baseline	baseline	NOUN
easat-6608	160	24	system	system	NOUN
easat-6608	160	25	using	use	VERB
easat-6608	160	26	conventional	conventional	ADJ
easat-6608	160	27	methods	method	NOUN
easat-6608	160	28	and	and	CCONJ
easat-6608	160	29	an	an	DET
easat-6608	160	30	llm	llm	ADV
easat-6608	160	31	-	-	PUNCT
easat-6608	160	32	enhanced	enhance	VERB
easat-6608	160	33	system	system	NOUN
easat-6608	160	34	that	that	PRON
easat-6608	160	35	leverages	leverage	VERB
easat-6608	160	36	generative	generative	ADJ
easat-6608	160	37	ai	ai	VERB
easat-6608	160	38	.	.	PUNCT
easat-6608	161	1	the	the	DET
easat-6608	161	2	baseline	baseline	NOUN
easat-6608	161	3	is	be	AUX
easat-6608	161	4	designed	design	VERB
easat-6608	161	5	to	to	PART
easat-6608	161	6	mimic	mimic	VERB
easat-6608	161	7	existing	exist	VERB
easat-6608	161	8	data	data	NOUN
easat-6608	161	9	-	-	PUNCT
easat-6608	161	10	driven	drive	VERB
easat-6608	161	11	decision	decision	NOUN
easat-6608	161	12	approaches	approach	NOUN
easat-6608	161	13	without	without	ADP
easat-6608	161	14	large	large	ADJ
easat-6608	161	15	language	language	NOUN
easat-6608	161	16	models	model	NOUN
easat-6608	161	17	,	,	PUNCT
easat-6608	161	18	serving	serve	VERB
easat-6608	161	19	as	as	ADP
easat-6608	161	20	a	a	DET
easat-6608	161	21	point	point	NOUN
easat-6608	161	22	of	of	ADP
easat-6608	161	23	comparison	comparison	NOUN
easat-6608	161	24	.	.	PUNCT
easat-6608	162	1	in	in	ADP
easat-6608	162	2	contrast	contrast	NOUN
easat-6608	162	3	,	,	PUNCT
easat-6608	162	4	the	the	DET
easat-6608	162	5	proposed	propose	VERB
easat-6608	162	6	llm	llm	NOUN
easat-6608	162	7	-	-	PUNCT
easat-6608	162	8	based	base	VERB
easat-6608	162	9	model	model	NOUN
easat-6608	162	10	integrates	integrate	VERB
easat-6608	162	11	the	the	DET
easat-6608	162	12	generative	generative	ADJ
easat-6608	162	13	capabilities	capability	NOUN
easat-6608	162	14	and	and	CCONJ
easat-6608	162	15	knowledge	knowledge	NOUN
easat-6608	162	16	understanding	understanding	NOUN
easat-6608	162	17	of	of	ADP
easat-6608	162	18	a	a	DET
easat-6608	162	19	large	large	ADJ
easat-6608	162	20	language	language	NOUN
easat-6608	162	21	model	model	NOUN
easat-6608	162	22	with	with	ADP
easat-6608	162	23	the	the	DET
easat-6608	162	24	educational	educational	ADJ
easat-6608	162	25	data	datum	NOUN
easat-6608	162	26	prepared	prepare	VERB
easat-6608	162	27	in	in	ADP
easat-6608	162	28	section	section	NOUN
easat-6608	162	29	4.1	4.1	NUM
easat-6608	162	30	.	.	NOUN
easat-6608	163	1	1	1	NUM
easat-6608	163	2	.	.	X
easat-6608	163	3	baseline	baseline	PROPN
easat-6608	163	4	methods	method	NOUN
easat-6608	163	5	:	:	PUNCT
easat-6608	163	6	as	as	ADP
easat-6608	163	7	a	a	DET
easat-6608	163	8	baseline	baseline	NOUN
easat-6608	163	9	for	for	ADP
easat-6608	163	10	course	course	NOUN
easat-6608	163	11	recommendation	recommendation	NOUN
easat-6608	163	12	and	and	CCONJ
easat-6608	163	13	decision	decision	NOUN
easat-6608	163	14	-	-	PUNCT
easat-6608	163	15	making	making	NOUN
easat-6608	163	16	,	,	PUNCT
easat-6608	163	17	we	we	PRON
easat-6608	163	18	employ	employ	VERB
easat-6608	163	19	a	a	DET
easat-6608	163	20	knowledge	knowledge	NOUN
easat-6608	163	21	-	-	PUNCT
easat-6608	163	22	based	base	VERB
easat-6608	163	23	recommender	recommender	NOUN
easat-6608	163	24	augmented	augment	VERB
easat-6608	163	25	with	with	ADP
easat-6608	163	26	standard	standard	ADJ
easat-6608	163	27	machine	machine	NOUN
easat-6608	163	28	learning	learning	NOUN
easat-6608	163	29	.	.	PUNCT
easat-6608	164	1	this	this	DET
easat-6608	164	2	baseline	baseline	NOUN
easat-6608	164	3	system	system	NOUN
easat-6608	164	4	uses	use	VERB
easat-6608	164	5	the	the	DET
easat-6608	164	6	constructed	construct	VERB
easat-6608	164	7	course	course	NOUN
easat-6608	164	8	knowledge	knowledge	NOUN
easat-6608	164	9	graph	graph	NOUN
easat-6608	164	10	and	and	CCONJ
easat-6608	164	11	historical	historical	ADJ
easat-6608	164	12	student	student	NOUN
easat-6608	164	13	-	-	PUNCT
easat-6608	164	14	course	course	NOUN
easat-6608	164	15	enrollment	enrollment	NOUN
easat-6608	164	16	data	datum	NOUN
easat-6608	164	17	to	to	PART
easat-6608	164	18	recommend	recommend	VERB
easat-6608	164	19	courses	course	NOUN
easat-6608	164	20	or	or	CCONJ
easat-6608	164	21	learning	learn	VERB
easat-6608	164	22	resources	resource	NOUN
easat-6608	164	23	in	in	ADP
easat-6608	164	24	a	a	DET
easat-6608	164	25	non	non	ADJ
easat-6608	164	26	-	-	ADJ
easat-6608	164	27	generative	generative	ADJ
easat-6608	164	28	manner	manner	NOUN
easat-6608	164	29	.	.	PUNCT
easat-6608	165	1	specifically	specifically	ADV
easat-6608	165	2	,	,	PUNCT
easat-6608	165	3	it	it	PRON
easat-6608	165	4	combines	combine	VERB
easat-6608	165	5	a	a	DET
easat-6608	165	6	content	content	NOUN
easat-6608	165	7	-	-	PUNCT
easat-6608	165	8	based	base	VERB
easat-6608	165	9	filtering	filtering	NOUN
easat-6608	165	10	approach	approach	NOUN
easat-6608	165	11	–	–	PUNCT
easat-6608	165	12	matching	match	VERB
easat-6608	165	13	course	course	NOUN
easat-6608	165	14	content	content	NOUN
easat-6608	165	15	(	(	PUNCT
easat-6608	165	16	topics	topic	NOUN
easat-6608	165	17	,	,	PUNCT
easat-6608	165	18	prerequisites	prerequisite	NOUN
easat-6608	165	19	)	)	PUNCT
easat-6608	165	20	with	with	ADP
easat-6608	165	21	a	a	DET
easat-6608	165	22	student	student	NOUN
easat-6608	165	23	’s	’s	PART
easat-6608	165	24	profile	profile	NOUN
easat-6608	165	25	or	or	CCONJ
easat-6608	165	26	query	query	NOUN
easat-6608	165	27	using	use	VERB
easat-6608	165	28	tf	tf	PROPN
easat-6608	165	29	-	-	PUNCT
easat-6608	165	30	idf	idf	PROPN
easat-6608	165	31	and	and	CCONJ
easat-6608	165	32	graph	graph	NOUN
easat-6608	165	33	similarity	similarity	NOUN
easat-6608	165	34	–	–	PUNCT
easat-6608	165	35	and	and	CCONJ
easat-6608	165	36	a	a	DET
easat-6608	165	37	collaborative	collaborative	ADJ
easat-6608	165	38	filtering	filtering	NOUN
easat-6608	165	39	component	component	NOUN
easat-6608	165	40	using	use	VERB
easat-6608	165	41	past	past	ADJ
easat-6608	165	42	enrollment	enrollment	NOUN
easat-6608	165	43	and	and	CCONJ
easat-6608	165	44	performance	performance	NOUN
easat-6608	165	45	patterns	pattern	NOUN
easat-6608	165	46	.	.	PUNCT
easat-6608	166	1	the	the	DET
easat-6608	166	2	baseline	baseline	NOUN
easat-6608	166	3	system	system	NOUN
easat-6608	166	4	does	do	AUX
easat-6608	166	5	not	not	PART
easat-6608	166	6	generate	generate	VERB
easat-6608	166	7	natural	natural	ADJ
easat-6608	166	8	language	language	NOUN
easat-6608	166	9	explanations	explanation	NOUN
easat-6608	166	10	;	;	PUNCT
easat-6608	166	11	it	it	PRON
easat-6608	166	12	simply	simply	ADV
easat-6608	166	13	outputs	output	VERB
easat-6608	166	14	ranked	rank	VERB
easat-6608	166	15	recommendations	recommendation	NOUN
easat-6608	166	16	or	or	CCONJ
easat-6608	166	17	decisions	decision	NOUN
easat-6608	166	18	based	base	VERB
easat-6608	166	19	on	on	ADP
easat-6608	166	20	hardcoded	hardcode	VERB
easat-6608	166	21	heuristics	heuristic	NOUN
easat-6608	166	22	and	and	CCONJ
easat-6608	166	23	graph	graph	NOUN
easat-6608	166	24	algorithms	algorithm	NOUN
easat-6608	166	25	.	.	PUNCT
easat-6608	167	1	for	for	ADP
easat-6608	167	2	example	example	NOUN
easat-6608	167	3	,	,	PUNCT
easat-6608	167	4	to	to	PART
easat-6608	167	5	suggest	suggest	VERB
easat-6608	167	6	the	the	DET
easat-6608	167	7	next	next	ADJ
easat-6608	167	8	course	course	NOUN
easat-6608	167	9	for	for	ADP
easat-6608	167	10	a	a	DET
easat-6608	167	11	student	student	NOUN
easat-6608	167	12	,	,	PUNCT
easat-6608	167	13	the	the	DET
easat-6608	167	14	baseline	baseline	NOUN
easat-6608	167	15	might	might	AUX
easat-6608	167	16	find	find	VERB
easat-6608	167	17	courses	course	NOUN
easat-6608	167	18	whose	whose	DET
easat-6608	167	19	prerequisites	prerequisite	NOUN
easat-6608	167	20	are	be	AUX
easat-6608	167	21	all	all	ADV
easat-6608	167	22	satisfied	satisfied	ADJ
easat-6608	167	23	by	by	ADP
easat-6608	167	24	the	the	DET
easat-6608	167	25	student	student	NOUN
easat-6608	167	26	’s	’s	PART
easat-6608	167	27	completed	complete	VERB
easat-6608	167	28	courses	course	NOUN
easat-6608	167	29	and	and	CCONJ
easat-6608	167	30	then	then	ADV
easat-6608	167	31	rank	rank	VERB
easat-6608	167	32	them	they	PRON
easat-6608	167	33	by	by	ADP
easat-6608	167	34	popularity	popularity	NOUN
easat-6608	167	35	.	.	PUNCT
easat-6608	168	1	similarly	similarly	ADV
easat-6608	168	2	,	,	PUNCT
easat-6608	168	3	for	for	ADP
easat-6608	168	4	a	a	DET
easat-6608	168	5	teaching	teaching	NOUN
easat-6608	168	6	decision	decision	NOUN
easat-6608	168	7	(	(	PUNCT
easat-6608	168	8	such	such	ADJ
easat-6608	168	9	as	as	ADP
easat-6608	168	10	identifying	identify	VERB
easat-6608	168	11	at	at	ADP
easat-6608	168	12	-	-	PUNCT
easat-6608	168	13	risk	risk	NOUN
easat-6608	168	14	students	student	NOUN
easat-6608	168	15	)	)	PUNCT
easat-6608	168	16	,	,	PUNCT
easat-6608	168	17	the	the	DET
easat-6608	168	18	baseline	baseline	NOUN
easat-6608	168	19	might	might	AUX
easat-6608	168	20	apply	apply	VERB
easat-6608	168	21	a	a	DET
easat-6608	168	22	decision	decision	NOUN
easat-6608	168	23	tree	tree	NOUN
easat-6608	168	24	trained	train	VERB
easat-6608	168	25	on	on	ADP
easat-6608	168	26	prior	prior	ADJ
easat-6608	168	27	student	student	NOUN
easat-6608	168	28	performance	performance	NOUN
easat-6608	168	29	data	datum	NOUN
easat-6608	168	30	.	.	PUNCT
easat-6608	169	1	these	these	DET
easat-6608	169	2	conventional	conventional	ADJ
easat-6608	169	3	strategies	strategy	NOUN
easat-6608	169	4	reflect	reflect	VERB
easat-6608	169	5	the	the	DET
easat-6608	169	6	state	state	NOUN
easat-6608	169	7	-	-	PUNCT
easat-6608	169	8	of	of	ADP
easat-6608	169	9	-	-	PUNCT
easat-6608	169	10	practice	practice	NOUN
easat-6608	169	11	in	in	ADP
easat-6608	169	12	data	data	NOUN
easat-6608	169	13	-	-	PUNCT
easat-6608	169	14	driven	drive	VERB
easat-6608	169	15	educational	educational	ADJ
easat-6608	169	16	tools	tool	NOUN
easat-6608	169	17	,	,	PUNCT
easat-6608	169	18	but	but	CCONJ
easat-6608	169	19	they	they	PRON
easat-6608	169	20	lack	lack	VERB
easat-6608	169	21	the	the	DET
easat-6608	169	22	deep	deep	ADJ
easat-6608	169	23	semantic	semantic	ADJ
easat-6608	169	24	understanding	understanding	NOUN
easat-6608	169	25	and	and	CCONJ
easat-6608	169	26	flexibility	flexibility	NOUN
easat-6608	169	27	of	of	ADP
easat-6608	169	28	llms	llm	NOUN
easat-6608	169	29	.	.	PUNCT
easat-6608	170	1	2	2	X
easat-6608	170	2	.	.	X
easat-6608	170	3	llm	llm	ADV
easat-6608	170	4	-	-	PUNCT
easat-6608	170	5	enhanced	enhance	VERB
easat-6608	170	6	model	model	NOUN
easat-6608	170	7	:	:	PUNCT
easat-6608	170	8	our	our	PRON
easat-6608	170	9	primary	primary	ADJ
easat-6608	170	10	model	model	NOUN
easat-6608	170	11	uses	use	VERB
easat-6608	170	12	gpt-4	gpt-4	ADV
easat-6608	170	13	(	(	PUNCT
easat-6608	170	14	via	via	ADP
easat-6608	170	15	openai	openai	PROPN
easat-6608	170	16	api	api	PROPN
easat-6608	170	17	)	)	PUNCT
easat-6608	170	18	as	as	ADP
easat-6608	170	19	the	the	DET
easat-6608	170	20	generative	generative	ADJ
easat-6608	170	21	engine	engine	NOUN
easat-6608	170	22	,	,	PUNCT
easat-6608	170	23	combined	combine	VERB
easat-6608	170	24	with	with	ADP
easat-6608	170	25	the	the	DET
easat-6608	170	26	domain	domain	NOUN
easat-6608	170	27	knowledge	knowledge	NOUN
easat-6608	170	28	from	from	ADP
easat-6608	170	29	our	our	PRON
easat-6608	170	30	dataset	dataset	NOUN
easat-6608	170	31	.	.	PUNCT
easat-6608	171	1	we	we	PRON
easat-6608	171	2	adopt	adopt	VERB
easat-6608	171	3	a	a	DET
easat-6608	171	4	retrieval	retrieval	NOUN
easat-6608	171	5	-	-	PUNCT
easat-6608	171	6	augmented	augment	VERB
easat-6608	171	7	generation	generation	NOUN
easat-6608	171	8	approach	approach	NOUN
easat-6608	171	9	:	:	PUNCT
easat-6608	171	10	when	when	SCONJ
easat-6608	171	11	the	the	DET
easat-6608	171	12	llm	llm	PROPN
easat-6608	171	13	needs	need	VERB
easat-6608	171	14	to	to	PART
easat-6608	171	15	make	make	VERB
easat-6608	171	16	a	a	DET
easat-6608	171	17	recommendation	recommendation	NOUN
easat-6608	171	18	or	or	CCONJ
easat-6608	171	19	decision	decision	NOUN
easat-6608	171	20	,	,	PUNCT
easat-6608	171	21	it	it	PRON
easat-6608	171	22	first	first	ADV
easat-6608	171	23	retrieves	retrieve	VERB
easat-6608	171	24	relevant	relevant	ADJ
easat-6608	171	25	facts	fact	NOUN
easat-6608	171	26	from	from	ADP
easat-6608	171	27	the	the	DET
easat-6608	171	28	course	course	NOUN
easat-6608	171	29	knowledge	knowledge	NOUN
easat-6608	171	30	graph	graph	NOUN
easat-6608	171	31	(	(	PUNCT
easat-6608	171	32	or	or	CCONJ
easat-6608	171	33	student	student	NOUN
easat-6608	171	34	data	datum	NOUN
easat-6608	171	35	)	)	PUNCT
easat-6608	171	36	and	and	CCONJ
easat-6608	171	37	then	then	ADV
easat-6608	171	38	generates	generate	VERB
easat-6608	171	39	a	a	DET
easat-6608	171	40	decision	decision	NOUN
easat-6608	171	41	output	output	NOUN
easat-6608	171	42	in	in	ADP
easat-6608	171	43	natural	natural	ADJ
easat-6608	171	44	language	language	NOUN
easat-6608	171	45	.	.	PUNCT
easat-6608	172	1	to	to	PART
easat-6608	172	2	ground	ground	VERB
easat-6608	172	3	the	the	DET
easat-6608	172	4	llm	llm	NOUN
easat-6608	172	5	in	in	ADP
easat-6608	172	6	educational	educational	ADJ
easat-6608	172	7	context	context	NOUN
easat-6608	172	8	,	,	PUNCT
easat-6608	172	9	we	we	PRON
easat-6608	172	10	inject	inject	VERB
easat-6608	172	11	domain	domain	NOUN
easat-6608	172	12	-	-	PUNCT
easat-6608	172	13	specific	specific	ADJ
easat-6608	172	14	knowledge	knowledge	NOUN
easat-6608	172	15	as	as	SCONJ
easat-6608	172	16	suggested	suggest	VERB
easat-6608	172	17	by	by	ADP
easat-6608	172	18	hu	hu	PROPN
easat-6608	172	19	et	et	PROPN
easat-6608	172	20	al	al	PROPN
easat-6608	172	21	.	.	PROPN
easat-6608	173	1	in	in	ADP
easat-6608	173	2	practice	practice	NOUN
easat-6608	173	3	,	,	PUNCT
easat-6608	173	4	this	this	PRON
easat-6608	173	5	means	mean	VERB
easat-6608	173	6	that	that	SCONJ
easat-6608	173	7	we	we	PRON
easat-6608	173	8	feed	feed	VERB
easat-6608	173	9	the	the	DET
easat-6608	173	10	llm	llm	NOUN
easat-6608	173	11	not	not	PART
easat-6608	173	12	only	only	ADV
easat-6608	173	13	the	the	DET
easat-6608	173	14	user	user	NOUN
easat-6608	173	15	’s	’s	PART
easat-6608	173	16	query	query	NOUN
easat-6608	173	17	or	or	CCONJ
easat-6608	173	18	situation	situation	NOUN
easat-6608	173	19	but	but	CCONJ
easat-6608	173	20	also	also	ADV
easat-6608	173	21	contextual	contextual	ADJ
easat-6608	173	22	information	information	NOUN
easat-6608	173	23	such	such	ADJ
easat-6608	173	24	as	as	ADP
easat-6608	173	25	the	the	DET
easat-6608	173	26	student	student	NOUN
easat-6608	173	27	’s	’s	AUX
easat-6608	173	28	learning	learn	VERB
easat-6608	173	29	history	history	NOUN
easat-6608	173	30	and	and	CCONJ
easat-6608	173	31	pertinent	pertinent	ADJ
easat-6608	173	32	fragments	fragment	NOUN
easat-6608	173	33	of	of	ADP
easat-6608	173	34	the	the	DET
easat-6608	173	35	knowledge	knowledge	NOUN
easat-6608	173	36	graph	graph	NOUN
easat-6608	173	37	(	(	PUNCT
easat-6608	173	38	e.g.	e.g.	ADV
easat-6608	173	39	,	,	PUNCT
easat-6608	173	40	related	related	ADJ
easat-6608	173	41	course	course	NOUN
easat-6608	173	42	topics	topic	NOUN
easat-6608	173	43	)	)	PUNCT
easat-6608	173	44	.	.	PUNCT
easat-6608	174	1	we	we	PRON
easat-6608	174	2	craft	craft	VERB
easat-6608	174	3	prompts	prompt	NOUN
easat-6608	174	4	that	that	PRON
easat-6608	174	5	guide	guide	VERB
easat-6608	174	6	the	the	DET
easat-6608	174	7	model	model	NOUN
easat-6608	174	8	to	to	PART
easat-6608	174	9	simulate	simulate	VERB
easat-6608	174	10	an	an	DET
easat-6608	174	11	expert	expert	NOUN
easat-6608	174	12	educator	educator	NOUN
easat-6608	174	13	’s	’s	PART
easat-6608	174	14	decision	decision	NOUN
easat-6608	174	15	process	process	NOUN
easat-6608	174	16	:	:	PUNCT
easat-6608	174	17	the	the	DET
easat-6608	174	18	prompt	prompt	ADJ
easat-6608	174	19	template	template	NOUN
easat-6608	174	20	presents	present	VERB
easat-6608	174	21	a	a	DET
easat-6608	174	22	scenario	scenario	NOUN
easat-6608	174	23	(	(	PUNCT
easat-6608	174	24	for	for	ADP
easat-6608	174	25	instance	instance	NOUN
easat-6608	174	26	,	,	PUNCT
easat-6608	174	27	“	"	PUNCT
easat-6608	174	28	a	a	DET
easat-6608	174	29	student	student	NOUN
easat-6608	174	30	has	have	AUX
easat-6608	174	31	completed	complete	VERB
easat-6608	174	32	courses	course	NOUN
easat-6608	174	33	x	x	PUNCT
easat-6608	174	34	and	and	CCONJ
easat-6608	174	35	y	y	PROPN
easat-6608	174	36	with	with	ADP
easat-6608	174	37	these	these	DET
easat-6608	174	38	outcomes	outcome	NOUN
easat-6608	174	39	…	…	PUNCT
easat-6608	174	40	given	give	VERB
easat-6608	174	41	the	the	DET
easat-6608	174	42	curriculum	curriculum	NOUN
easat-6608	174	43	graph	graph	NOUN
easat-6608	174	44	,	,	PUNCT
easat-6608	174	45	suggest	suggest	VERB
easat-6608	174	46	the	the	DET
easat-6608	174	47	next	next	ADJ
easat-6608	174	48	optimal	optimal	ADJ
easat-6608	174	49	course	course	NOUN
easat-6608	174	50	and	and	CCONJ
easat-6608	174	51	justify	justify	VERB
easat-6608	174	52	why	why	SCONJ
easat-6608	174	53	.	.	PUNCT
easat-6608	174	54	”	"	PUNCT
easat-6608	174	55	)	)	PUNCT
easat-6608	174	56	.	.	PUNCT
easat-6608	175	1	the	the	DET
easat-6608	175	2	model	model	NOUN
easat-6608	175	3	then	then	ADV
easat-6608	175	4	utilizes	utilize	VERB
easat-6608	175	5	chain	chain	NOUN
easat-6608	175	6	-	-	PUNCT
easat-6608	175	7	of	of	ADP
easat-6608	175	8	-	-	PUNCT
easat-6608	175	9	thought	thought	NOUN
easat-6608	175	10	reasoning	reasoning	NOUN
easat-6608	175	11	,	,	PUNCT
easat-6608	175	12	reasoning	reason	VERB
easat-6608	175	13	through	through	ADP
easat-6608	175	14	the	the	DET
easat-6608	175	15	knowledge	knowledge	NOUN
easat-6608	175	16	graph	graph	NOUN
easat-6608	175	17	connections	connection	NOUN
easat-6608	175	18	to	to	PART
easat-6608	175	19	arrive	arrive	VERB
easat-6608	175	20	at	at	ADP
easat-6608	175	21	a	a	DET
easat-6608	175	22	recommendation	recommendation	NOUN
easat-6608	175	23	.	.	PUNCT
easat-6608	176	1	by	by	ADP
easat-6608	176	2	explicitly	explicitly	ADV
easat-6608	176	3	incorporating	incorporate	VERB
easat-6608	176	4	educational	educational	ADJ
easat-6608	176	5	theory	theory	NOUN
easat-6608	176	6	and	and	CCONJ
easat-6608	176	7	the	the	DET
easat-6608	176	8	structured	structured	ADJ
easat-6608	176	9	curriculum	curriculum	NOUN
easat-6608	176	10	data	datum	NOUN
easat-6608	176	11	into	into	ADP
easat-6608	176	12	the	the	DET
easat-6608	176	13	prompt	prompt	NOUN
easat-6608	176	14	,	,	PUNCT
easat-6608	176	15	we	we	PRON
easat-6608	176	16	ensure	ensure	VERB
easat-6608	176	17	the	the	DET
easat-6608	176	18	llm	llm	NOUN
easat-6608	176	19	’s	’s	PART
easat-6608	176	20	generations	generation	NOUN
easat-6608	176	21	are	be	AUX
easat-6608	176	22	aligned	align	VERB
easat-6608	176	23	with	with	ADP
easat-6608	176	24	sound	sound	ADJ
easat-6608	176	25	pedagogical	pedagogical	ADJ
easat-6608	176	26	logic	logic	NOUN
easat-6608	176	27	.	.	PUNCT
easat-6608	177	1	we	we	PRON
easat-6608	177	2	also	also	ADV
easat-6608	177	3	fine	fine	ADV
easat-6608	177	4	-	-	PUNCT
easat-6608	177	5	tuned	tune	VERB
easat-6608	177	6	a	a	DET
easat-6608	177	7	smaller	small	ADJ
easat-6608	177	8	open	open	ADJ
easat-6608	177	9	-	-	PUNCT
easat-6608	177	10	source	source	NOUN
easat-6608	177	11	llm	llm	NOUN
easat-6608	177	12	(	(	PUNCT
easat-6608	177	13	llama-2	llama-2	NUM
easat-6608	177	14	13b	13b	NOUN
easat-6608	177	15	)	)	PUNCT
easat-6608	177	16	on	on	ADP
easat-6608	177	17	a	a	DET
easat-6608	177	18	portion	portion	NOUN
easat-6608	177	19	of	of	ADP
easat-6608	177	20	our	our	PRON
easat-6608	177	21	dataset	dataset	NOUN
easat-6608	177	22	to	to	PART
easat-6608	177	23	compare	compare	VERB
easat-6608	177	24	its	its	PRON
easat-6608	177	25	performance	performance	NOUN
easat-6608	177	26	with	with	ADP
easat-6608	177	27	gpt-4	gpt-4	NOUN
easat-6608	177	28	,	,	PUNCT
easat-6608	177	29	although	although	SCONJ
easat-6608	177	30	gpt-4	gpt-4	PRON
easat-6608	177	31	remained	remain	VERB
easat-6608	177	32	the	the	DET
easat-6608	177	33	primary	primary	ADJ
easat-6608	177	34	model	model	NOUN
easat-6608	177	35	due	due	ADP
easat-6608	177	36	to	to	ADP
easat-6608	177	37	its	its	PRON
easat-6608	177	38	superior	superior	ADJ
easat-6608	177	39	zero	zero	NUM
easat-6608	177	40	-	-	PUNCT
easat-6608	177	41	shot	shot	NOUN
easat-6608	177	42	capabilities	capability	NOUN
easat-6608	177	43	.	.	PUNCT
easat-6608	178	1	2594	2594	NUM
easat-6608	178	2	edelweiss	edelweiss	PROPN
easat-6608	178	3	applied	apply	VERB
easat-6608	178	4	science	science	NOUN
easat-6608	178	5	and	and	CCONJ
easat-6608	178	6	technology	technology	NOUN
easat-6608	178	7	issn	issn	PROPN
easat-6608	178	8	:	:	PUNCT
easat-6608	178	9	2576	2576	NUM
easat-6608	178	10	-	-	SYM
easat-6608	178	11	8484	8484	NUM
easat-6608	178	12	vol	vol	NOUN
easat-6608	178	13	.	.	PROPN
easat-6608	179	1	9	9	NUM
easat-6608	179	2	,	,	PUNCT
easat-6608	179	3	no	no	INTJ
easat-6608	179	4	.	.	NOUN
easat-6608	179	5	4	4	NUM
easat-6608	179	6	:	:	SYM
easat-6608	179	7	2587	2587	NUM
easat-6608	179	8	-	-	SYM
easat-6608	179	9	2599	2599	NUM
easat-6608	179	10	,	,	PUNCT
easat-6608	179	11	2025	2025	NUM
easat-6608	179	12	doi	doi	NOUN
easat-6608	179	13	:	:	PUNCT
easat-6608	179	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	179	15	©	©	PROPN
easat-6608	179	16	2025	2025	NUM
easat-6608	179	17	by	by	ADP
easat-6608	179	18	the	the	DET
easat-6608	179	19	authors	author	NOUN
easat-6608	179	20	;	;	PUNCT
easat-6608	179	21	licensee	licensee	PROPN
easat-6608	179	22	learning	learn	VERB
easat-6608	179	23	gate	gate	PROPN
easat-6608	179	24	figure	figure	NOUN
easat-6608	179	25	3	3	NUM
easat-6608	179	26	.	.	PUNCT
easat-6608	179	27	llm	llm	ADV
easat-6608	179	28	-	-	PUNCT
easat-6608	179	29	assisted	assist	VERB
easat-6608	179	30	educational	educational	ADJ
easat-6608	179	31	decision	decision	NOUN
easat-6608	179	32	system	system	NOUN
easat-6608	179	33	architecture	architecture	NOUN
easat-6608	179	34	.	.	PUNCT
easat-6608	180	1	to	to	PART
easat-6608	180	2	summarize	summarize	VERB
easat-6608	180	3	the	the	DET
easat-6608	180	4	model	model	NOUN
easat-6608	180	5	setup	setup	NOUN
easat-6608	180	6	,	,	PUNCT
easat-6608	180	7	figure	figure	VERB
easat-6608	180	8	4	4	NUM
easat-6608	180	9	illustrates	illustrate	VERB
easat-6608	180	10	our	our	PRON
easat-6608	180	11	system	system	NOUN
easat-6608	180	12	architecture	architecture	NOUN
easat-6608	180	13	.	.	PUNCT
easat-6608	181	1	the	the	DET
easat-6608	181	2	llm	llm	PROPN
easat-6608	181	3	model	model	NOUN
easat-6608	181	4	is	be	AUX
easat-6608	181	5	at	at	ADP
easat-6608	181	6	the	the	DET
easat-6608	181	7	core	core	NOUN
easat-6608	181	8	,	,	PUNCT
easat-6608	181	9	interfacing	interface	VERB
easat-6608	181	10	with	with	ADP
easat-6608	181	11	a	a	DET
easat-6608	181	12	knowledge	knowledge	NOUN
easat-6608	181	13	graph	graph	NOUN
easat-6608	181	14	database	database	NOUN
easat-6608	181	15	and	and	CCONJ
easat-6608	181	16	a	a	DET
easat-6608	181	17	student	student	NOUN
easat-6608	181	18	modeling	modeling	NOUN
easat-6608	181	19	module	module	NOUN
easat-6608	181	20	.	.	PUNCT
easat-6608	182	1	for	for	ADP
easat-6608	182	2	each	each	DET
easat-6608	182	3	decision	decision	NOUN
easat-6608	182	4	task	task	NOUN
easat-6608	182	5	(	(	PUNCT
easat-6608	182	6	e.g.	e.g.	ADV
easat-6608	182	7	,	,	PUNCT
easat-6608	182	8	recommending	recommend	VERB
easat-6608	182	9	a	a	DET
easat-6608	182	10	course	course	NOUN
easat-6608	182	11	,	,	PUNCT
easat-6608	182	12	identifying	identify	VERB
easat-6608	182	13	intervention	intervention	NOUN
easat-6608	182	14	for	for	ADP
easat-6608	182	15	a	a	DET
easat-6608	182	16	struggling	struggle	VERB
easat-6608	182	17	student	student	NOUN
easat-6608	182	18	,	,	PUNCT
easat-6608	182	19	or	or	CCONJ
easat-6608	182	20	suggesting	suggest	VERB
easat-6608	182	21	improvements	improvement	NOUN
easat-6608	182	22	to	to	ADP
easat-6608	182	23	a	a	DET
easat-6608	182	24	course	course	NOUN
easat-6608	182	25	design	design	NOUN
easat-6608	182	26	)	)	PUNCT
easat-6608	182	27	,	,	PUNCT
easat-6608	182	28	relevant	relevant	ADJ
easat-6608	182	29	data	datum	NOUN
easat-6608	182	30	is	be	AUX
easat-6608	182	31	retrieved	retrieve	VERB
easat-6608	182	32	from	from	ADP
easat-6608	182	33	the	the	DET
easat-6608	182	34	dataset	dataset	NOUN
easat-6608	182	35	(	(	PUNCT
easat-6608	182	36	course	course	NOUN
easat-6608	182	37	prerequisites	prerequisite	NOUN
easat-6608	182	38	,	,	PUNCT
easat-6608	182	39	student	student	NOUN
easat-6608	182	40	performance	performance	NOUN
easat-6608	182	41	records	record	NOUN
easat-6608	182	42	,	,	PUNCT
easat-6608	182	43	etc	etc	X
easat-6608	182	44	.	.	X
easat-6608	182	45	)	)	PUNCT
easat-6608	182	46	and	and	CCONJ
easat-6608	182	47	fed	feed	VERB
easat-6608	182	48	into	into	ADP
easat-6608	182	49	the	the	DET
easat-6608	182	50	prompt	prompt	NOUN
easat-6608	182	51	.	.	PUNCT
easat-6608	183	1	the	the	DET
easat-6608	183	2	llm	llm	PROPN
easat-6608	183	3	then	then	ADV
easat-6608	183	4	generates	generate	VERB
easat-6608	183	5	a	a	DET
easat-6608	183	6	decision	decision	NOUN
easat-6608	183	7	output	output	NOUN
easat-6608	183	8	(	(	PUNCT
easat-6608	183	9	such	such	ADJ
easat-6608	183	10	as	as	ADP
easat-6608	183	11	a	a	DET
easat-6608	183	12	ranked	rank	VERB
easat-6608	183	13	list	list	NOUN
easat-6608	183	14	of	of	ADP
easat-6608	183	15	recommended	recommend	VERB
easat-6608	183	16	courses	course	NOUN
easat-6608	183	17	with	with	ADP
easat-6608	183	18	explanations	explanation	NOUN
easat-6608	183	19	,	,	PUNCT
easat-6608	183	20	or	or	CCONJ
easat-6608	183	21	a	a	DET
easat-6608	183	22	diagnostic	diagnostic	ADJ
easat-6608	183	23	report	report	NOUN
easat-6608	183	24	on	on	ADP
easat-6608	183	25	student	student	NOUN
easat-6608	183	26	progress	progress	NOUN
easat-6608	183	27	)	)	PUNCT
easat-6608	183	28	.	.	PUNCT
easat-6608	184	1	the	the	DET
easat-6608	184	2	baseline	baseline	NOUN
easat-6608	184	3	system	system	NOUN
easat-6608	184	4	uses	use	VERB
easat-6608	184	5	the	the	DET
easat-6608	184	6	same	same	ADJ
easat-6608	184	7	inputs	input	NOUN
easat-6608	184	8	but	but	CCONJ
easat-6608	184	9	follows	follow	VERB
easat-6608	184	10	programmed	program	VERB
easat-6608	184	11	logic	logic	NOUN
easat-6608	184	12	or	or	CCONJ
easat-6608	184	13	simpler	simple	ADJ
easat-6608	184	14	ml	ml	NOUN
easat-6608	184	15	models	model	NOUN
easat-6608	184	16	to	to	PART
easat-6608	184	17	produce	produce	VERB
easat-6608	184	18	an	an	DET
easat-6608	184	19	output	output	NOUN
easat-6608	184	20	without	without	ADP
easat-6608	184	21	natural	natural	ADJ
easat-6608	184	22	language	language	NOUN
easat-6608	184	23	reasoning	reasoning	NOUN
easat-6608	184	24	.	.	PUNCT
easat-6608	185	1	by	by	ADP
easat-6608	185	2	comparing	compare	VERB
easat-6608	185	3	these	these	DET
easat-6608	185	4	two	two	NUM
easat-6608	185	5	,	,	PUNCT
easat-6608	185	6	we	we	PRON
easat-6608	185	7	can	can	AUX
easat-6608	185	8	evaluate	evaluate	VERB
easat-6608	185	9	the	the	DET
easat-6608	185	10	value	value	NOUN
easat-6608	185	11	added	add	VERB
easat-6608	185	12	by	by	ADP
easat-6608	185	13	the	the	DET
easat-6608	185	14	generative	generative	ADJ
easat-6608	185	15	llm	llm	PROPN
easat-6608	185	16	component	component	NOUN
easat-6608	185	17	.	.	PUNCT
easat-6608	186	1	we	we	PRON
easat-6608	186	2	ensure	ensure	VERB
easat-6608	186	3	fairness	fairness	NOUN
easat-6608	186	4	in	in	ADP
easat-6608	186	5	comparison	comparison	NOUN
easat-6608	186	6	by	by	ADP
easat-6608	186	7	configuring	configure	VERB
easat-6608	186	8	both	both	CCONJ
easat-6608	186	9	systems	system	NOUN
easat-6608	186	10	to	to	PART
easat-6608	186	11	have	have	VERB
easat-6608	186	12	access	access	NOUN
easat-6608	186	13	to	to	ADP
easat-6608	186	14	the	the	DET
easat-6608	186	15	same	same	ADJ
easat-6608	186	16	information	information	NOUN
easat-6608	186	17	.	.	PUNCT
easat-6608	187	1	the	the	DET
easat-6608	187	2	llm	llm	PROPN
easat-6608	187	3	’s	’s	PART
easat-6608	187	4	prompt	prompt	NOUN
easat-6608	187	5	is	be	AUX
easat-6608	187	6	restricted	restrict	VERB
easat-6608	187	7	to	to	ADP
easat-6608	187	8	dataset	dataset	NOUN
easat-6608	187	9	content	content	NOUN
easat-6608	187	10	that	that	SCONJ
easat-6608	187	11	the	the	DET
easat-6608	187	12	baseline	baseline	NOUN
easat-6608	187	13	also	also	ADV
easat-6608	187	14	uses	use	VERB
easat-6608	187	15	(	(	PUNCT
easat-6608	187	16	e.g.	e.g.	ADV
easat-6608	187	17	,	,	PUNCT
easat-6608	187	18	it	it	PRON
easat-6608	187	19	can	can	AUX
easat-6608	187	20	not	not	PART
easat-6608	187	21	use	use	VERB
easat-6608	187	22	external	external	ADJ
easat-6608	187	23	knowledge	knowledge	NOUN
easat-6608	187	24	beyond	beyond	ADP
easat-6608	187	25	the	the	DET
easat-6608	187	26	curriculum	curriculum	NOUN
easat-6608	187	27	data	datum	NOUN
easat-6608	187	28	provided	provide	VERB
easat-6608	187	29	)	)	PUNCT
easat-6608	187	30	.	.	PUNCT
easat-6608	188	1	both	both	DET
easat-6608	188	2	systems	system	NOUN
easat-6608	188	3	were	be	AUX
easat-6608	188	4	executed	execute	VERB
easat-6608	188	5	on	on	ADP
easat-6608	188	6	the	the	DET
easat-6608	188	7	test	test	NOUN
easat-6608	188	8	scenarios	scenario	NOUN
easat-6608	188	9	in	in	ADP
easat-6608	188	10	an	an	DET
easat-6608	188	11	identical	identical	ADJ
easat-6608	188	12	environment	environment	NOUN
easat-6608	188	13	.	.	PUNCT
easat-6608	189	1	in	in	ADP
easat-6608	189	2	the	the	DET
easat-6608	189	3	next	next	ADJ
easat-6608	189	4	sections	section	NOUN
easat-6608	189	5	,	,	PUNCT
easat-6608	189	6	we	we	PRON
easat-6608	189	7	describe	describe	VERB
easat-6608	189	8	how	how	SCONJ
easat-6608	189	9	we	we	PRON
easat-6608	189	10	evaluate	evaluate	VERB
easat-6608	189	11	their	their	PRON
easat-6608	189	12	performance	performance	NOUN
easat-6608	189	13	and	and	CCONJ
easat-6608	189	14	present	present	VERB
easat-6608	189	15	the	the	DET
easat-6608	189	16	results	result	NOUN
easat-6608	189	17	.	.	PUNCT
easat-6608	190	1	4.3	4.3	NUM
easat-6608	190	2	.	.	PUNCT
easat-6608	190	3	evaluation	evaluation	NOUN
easat-6608	190	4	metrics	metric	NOUN
easat-6608	190	5	we	we	PRON
easat-6608	190	6	employ	employ	VERB
easat-6608	190	7	a	a	DET
easat-6608	190	8	range	range	NOUN
easat-6608	190	9	of	of	ADP
easat-6608	190	10	evaluation	evaluation	NOUN
easat-6608	190	11	metrics	metric	NOUN
easat-6608	190	12	to	to	PART
easat-6608	190	13	quantitatively	quantitatively	ADV
easat-6608	190	14	assess	assess	VERB
easat-6608	190	15	the	the	DET
easat-6608	190	16	performance	performance	NOUN
easat-6608	190	17	of	of	ADP
easat-6608	190	18	the	the	DET
easat-6608	190	19	baseline	baseline	NOUN
easat-6608	190	20	and	and	CCONJ
easat-6608	190	21	llm	llm	ADV
easat-6608	190	22	-	-	PUNCT
easat-6608	190	23	enhanced	enhance	VERB
easat-6608	190	24	models	model	NOUN
easat-6608	190	25	.	.	PUNCT
easat-6608	191	1	the	the	DET
easat-6608	191	2	metrics	metric	NOUN
easat-6608	191	3	cover	cover	VERB
easat-6608	191	4	recommendation	recommendation	NOUN
easat-6608	191	5	quality	quality	NOUN
easat-6608	191	6	,	,	PUNCT
easat-6608	191	7	decision	decision	NOUN
easat-6608	191	8	accuracy	accuracy	NOUN
easat-6608	191	9	,	,	PUNCT
easat-6608	191	10	and	and	CCONJ
easat-6608	191	11	usercentric	usercentric	ADJ
easat-6608	191	12	measures	measure	NOUN
easat-6608	191	13	to	to	PART
easat-6608	191	14	give	give	VERB
easat-6608	191	15	a	a	DET
easat-6608	191	16	holistic	holistic	ADJ
easat-6608	191	17	view	view	NOUN
easat-6608	191	18	of	of	ADP
easat-6608	191	19	the	the	DET
easat-6608	191	20	system	system	NOUN
easat-6608	191	21	’s	’s	PART
easat-6608	191	22	effectiveness	effectiveness	NOUN
easat-6608	191	23	.	.	PUNCT
easat-6608	192	1	•	•	NUM
easat-6608	192	2	recommendation	recommendation	NOUN
easat-6608	192	3	quality	quality	NOUN
easat-6608	192	4	metrics	metric	NOUN
easat-6608	192	5	:	:	PUNCT
easat-6608	192	6	for	for	ADP
easat-6608	192	7	tasks	task	NOUN
easat-6608	192	8	involving	involve	VERB
easat-6608	192	9	course	course	NOUN
easat-6608	192	10	or	or	CCONJ
easat-6608	192	11	resource	resource	NOUN
easat-6608	192	12	recommendations	recommendation	NOUN
easat-6608	192	13	,	,	PUNCT
easat-6608	192	14	we	we	PRON
easat-6608	192	15	use	use	VERB
easat-6608	192	16	standard	standard	ADJ
easat-6608	192	17	information	information	NOUN
easat-6608	192	18	retrieval	retrieval	NOUN
easat-6608	192	19	metrics	metric	NOUN
easat-6608	192	20	.	.	PUNCT
easat-6608	193	1	in	in	ADP
easat-6608	193	2	particular	particular	ADJ
easat-6608	193	3	,	,	PUNCT
easat-6608	193	4	precision@k	precision@k	NOUN
easat-6608	193	5	and	and	CCONJ
easat-6608	193	6	recall@k	recall@k	NOUN
easat-6608	193	7	are	be	AUX
easat-6608	193	8	calculated	calculate	VERB
easat-6608	193	9	to	to	PART
easat-6608	193	10	measure	measure	VERB
easat-6608	193	11	how	how	SCONJ
easat-6608	193	12	many	many	ADJ
easat-6608	193	13	of	of	ADP
easat-6608	193	14	the	the	DET
easat-6608	193	15	top-$k$	top-$k$	ADJ
easat-6608	193	16	suggestions	suggestion	NOUN
easat-6608	193	17	are	be	AUX
easat-6608	193	18	relevant	relevant	ADJ
easat-6608	193	19	.	.	PUNCT
easat-6608	194	1	relevance	relevance	NOUN
easat-6608	194	2	in	in	ADP
easat-6608	194	3	our	our	PRON
easat-6608	194	4	context	context	NOUN
easat-6608	194	5	is	be	AUX
easat-6608	194	6	determined	determine	VERB
easat-6608	194	7	by	by	ADP
easat-6608	194	8	whether	whether	SCONJ
easat-6608	194	9	the	the	DET
easat-6608	194	10	recommended	recommend	VERB
easat-6608	194	11	course	course	NOUN
easat-6608	194	12	/	/	SYM
easat-6608	194	13	resource	resource	NOUN
easat-6608	194	14	matches	match	VERB
easat-6608	194	15	the	the	DET
easat-6608	194	16	student	student	NOUN
easat-6608	194	17	’s	’s	PART
easat-6608	194	18	needs	need	NOUN
easat-6608	194	19	or	or	CCONJ
easat-6608	194	20	actual	actual	ADJ
easat-6608	194	21	subsequent	subsequent	ADJ
easat-6608	194	22	enrollment	enrollment	NOUN
easat-6608	194	23	(	(	PUNCT
easat-6608	194	24	based	base	VERB
easat-6608	194	25	on	on	ADP
easat-6608	194	26	ground	ground	NOUN
easat-6608	194	27	truth	truth	NOUN
easat-6608	194	28	data	datum	NOUN
easat-6608	194	29	)	)	PUNCT
easat-6608	194	30	.	.	PUNCT
easat-6608	195	1	we	we	PRON
easat-6608	195	2	also	also	ADV
easat-6608	195	3	report	report	VERB
easat-6608	195	4	the	the	DET
easat-6608	195	5	normalized	normalize	VERB
easat-6608	195	6	discounted	discount	VERB
easat-6608	195	7	cumulative	cumulative	ADJ
easat-6608	195	8	gain	gain	NOUN
easat-6608	195	9	(	(	PUNCT
easat-6608	195	10	ndcg	ndcg	PROPN
easat-6608	195	11	)	)	PUNCT
easat-6608	195	12	to	to	PART
easat-6608	195	13	account	account	VERB
easat-6608	195	14	for	for	ADP
easat-6608	195	15	the	the	DET
easat-6608	195	16	ranking	ranking	ADJ
easat-6608	195	17	quality	quality	NOUN
easat-6608	195	18	of	of	ADP
easat-6608	195	19	recommendations	recommendation	NOUN
easat-6608	195	20	,	,	PUNCT
easat-6608	195	21	since	since	SCONJ
easat-6608	195	22	ordering	order	VERB
easat-6608	195	23	is	be	AUX
easat-6608	195	24	important	important	ADJ
easat-6608	195	25	(	(	PUNCT
easat-6608	195	26	higher	high	ADJ
easat-6608	195	27	ndcg	ndcg	PROPN
easat-6608	195	28	means	mean	VERB
easat-6608	195	29	the	the	DET
easat-6608	195	30	model	model	NOUN
easat-6608	195	31	ranks	rank	VERB
easat-6608	195	32	more	more	ADV
easat-6608	195	33	useful	useful	ADJ
easat-6608	195	34	items	item	NOUN
easat-6608	195	35	higher	high	ADJ
easat-6608	195	36	)	)	PUNCT
easat-6608	195	37	.	.	PUNCT
easat-6608	196	1	these	these	DET
easat-6608	196	2	metrics	metric	NOUN
easat-6608	196	3	are	be	AUX
easat-6608	196	4	computed	compute	VERB
easat-6608	196	5	for	for	ADP
easat-6608	196	6	$	$	SYM
easat-6608	196	7	k=5	k=5	X
easat-6608	196	8	$	$	NUM
easat-6608	196	9	and	and	CCONJ
easat-6608	196	10	$	$	SYM
easat-6608	196	11	k=10	k=10	PRON
easat-6608	196	12	$	$	SYM
easat-6608	196	13	across	across	ADP
easat-6608	196	14	test	test	NOUN
easat-6608	196	15	cases	case	NOUN
easat-6608	196	16	.	.	PUNCT
easat-6608	197	1	a	a	DET
easat-6608	197	2	higher	high	ADJ
easat-6608	197	3	precision@5	precision@5	NOUN
easat-6608	197	4	,	,	PUNCT
easat-6608	197	5	for	for	ADP
easat-6608	197	6	example	example	NOUN
easat-6608	197	7	,	,	PUNCT
easat-6608	197	8	indicates	indicate	VERB
easat-6608	197	9	that	that	SCONJ
easat-6608	197	10	the	the	DET
easat-6608	197	11	top	top	ADJ
easat-6608	197	12	5	5	NUM
easat-6608	197	13	recommendations	recommendation	NOUN
easat-6608	197	14	are	be	AUX
easat-6608	197	15	mostly	mostly	ADV
easat-6608	197	16	appropriate	appropriate	ADJ
easat-6608	197	17	for	for	ADP
easat-6608	197	18	the	the	DET
easat-6608	197	19	student	student	NOUN
easat-6608	197	20	,	,	PUNCT
easat-6608	197	21	reflecting	reflect	VERB
easat-6608	197	22	better	well	ADJ
easat-6608	197	23	decision	decision	NOUN
easat-6608	197	24	support	support	NOUN
easat-6608	197	25	.	.	PUNCT
easat-6608	198	1	•	•	NUM
easat-6608	198	2	decision	decision	NOUN
easat-6608	198	3	accuracy	accuracy	NOUN
easat-6608	198	4	:	:	PUNCT
easat-6608	198	5	for	for	ADP
easat-6608	198	6	decision	decision	NOUN
easat-6608	198	7	-	-	PUNCT
easat-6608	198	8	making	make	VERB
easat-6608	198	9	tasks	task	NOUN
easat-6608	198	10	with	with	ADP
easat-6608	198	11	a	a	DET
easat-6608	198	12	defined	define	VERB
easat-6608	198	13	correct	correct	ADJ
easat-6608	198	14	outcome	outcome	NOUN
easat-6608	198	15	(	(	PUNCT
easat-6608	198	16	e.g.	e.g.	ADV
easat-6608	198	17	,	,	PUNCT
easat-6608	198	18	identifying	identify	VERB
easat-6608	198	19	the	the	DET
easat-6608	198	20	correct	correct	ADJ
easat-6608	198	21	intervention	intervention	NOUN
easat-6608	198	22	for	for	ADP
easat-6608	198	23	a	a	DET
easat-6608	198	24	dropout	dropout	NOUN
easat-6608	198	25	risk	risk	NOUN
easat-6608	198	26	scenario	scenario	NOUN
easat-6608	198	27	,	,	PUNCT
easat-6608	198	28	where	where	SCONJ
easat-6608	198	29	we	we	PRON
easat-6608	198	30	have	have	VERB
easat-6608	198	31	a	a	DET
easat-6608	198	32	known	know	VERB
easat-6608	198	33	best	good	ADJ
easat-6608	198	34	action	action	NOUN
easat-6608	198	35	from	from	ADP
easat-6608	198	36	experts	expert	NOUN
easat-6608	198	37	)	)	PUNCT
easat-6608	198	38	,	,	PUNCT
easat-6608	198	39	we	we	PRON
easat-6608	198	40	measure	measure	VERB
easat-6608	198	41	accuracy	accuracy	NOUN
easat-6608	198	42	and	and	CCONJ
easat-6608	198	43	agreement	agreement	NOUN
easat-6608	198	44	with	with	ADP
easat-6608	198	45	human	human	ADJ
easat-6608	198	46	experts	expert	NOUN
easat-6608	198	47	.	.	PUNCT
easat-6608	199	1	when	when	SCONJ
easat-6608	199	2	the	the	DET
easat-6608	199	3	model	model	NOUN
easat-6608	199	4	’s	’s	PART
easat-6608	199	5	output	output	NOUN
easat-6608	199	6	is	be	AUX
easat-6608	199	7	a	a	DET
easat-6608	199	8	categorical	categorical	ADJ
easat-6608	199	9	decision	decision	NOUN
easat-6608	199	10	or	or	CCONJ
easat-6608	199	11	classification	classification	NOUN
easat-6608	199	12	,	,	PUNCT
easat-6608	199	13	we	we	PRON
easat-6608	199	14	compute	compute	VERB
easat-6608	199	15	the	the	DET
easat-6608	199	16	overall	overall	ADJ
easat-6608	199	17	accuracy	accuracy	NOUN
easat-6608	199	18	(	(	PUNCT
easat-6608	199	19	percentage	percentage	NOUN
easat-6608	199	20	of	of	ADP
easat-6608	199	21	correct	correct	ADJ
easat-6608	199	22	decisions	decision	NOUN
easat-6608	199	23	)	)	PUNCT
easat-6608	199	24	.	.	PUNCT
easat-6608	200	1	however	however	ADV
easat-6608	200	2	,	,	PUNCT
easat-6608	200	3	many	many	ADJ
easat-6608	200	4	educational	educational	ADJ
easat-6608	200	5	decisions	decision	NOUN
easat-6608	200	6	are	be	AUX
easat-6608	200	7	subjective	subjective	ADJ
easat-6608	200	8	,	,	PUNCT
easat-6608	200	9	so	so	SCONJ
easat-6608	200	10	we	we	PRON
easat-6608	200	11	also	also	ADV
easat-6608	200	12	use	use	VERB
easat-6608	200	13	cohen	cohen	PROPN
easat-6608	200	14	’s	’s	PART
easat-6608	200	15	kappa	kappa	PROPN
easat-6608	200	16	to	to	PART
easat-6608	200	17	gauge	gauge	VERB
easat-6608	200	18	agreement	agreement	NOUN
easat-6608	200	19	between	between	ADP
easat-6608	200	20	the	the	DET
easat-6608	200	21	model	model	NOUN
easat-6608	200	22	’s	’s	PART
easat-6608	200	23	decisions	decision	NOUN
easat-6608	200	24	and	and	CCONJ
easat-6608	200	25	an	an	DET
easat-6608	200	26	expert	expert	NOUN
easat-6608	200	27	consensus	consensus	NOUN
easat-6608	200	28	,	,	PUNCT
easat-6608	200	29	beyond	beyond	ADP
easat-6608	200	30	what	what	PRON
easat-6608	200	31	would	would	AUX
easat-6608	200	32	occur	occur	VERB
easat-6608	200	33	by	by	ADP
easat-6608	200	34	chance	chance	NOUN
easat-6608	200	35	.	.	PUNCT
easat-6608	201	1	the	the	DET
easat-6608	201	2	kappa	kappa	PROPN
easat-6608	201	3	statistic	statistic	PROPN
easat-6608	201	4	is	be	AUX
easat-6608	201	5	useful	useful	ADJ
easat-6608	201	6	for	for	ADP
easat-6608	201	7	measuring	measure	VERB
easat-6608	201	8	consistency	consistency	NOUN
easat-6608	201	9	in	in	ADP
easat-6608	201	10	scenario	scenario	NOUN
easat-6608	201	11	simulationsfile	simulationsfile	NOUN
easat-6608	201	12	-	-	PUNCT
easat-6608	201	13	ckfltjmgzk1zznipf3lujm	ckfltjmgzk1zznipf3lujm	NOUN
easat-6608	201	14	.	.	PUNCT
easat-6608	202	1	for	for	ADP
easat-6608	202	2	instance	instance	NOUN
easat-6608	202	3	,	,	PUNCT
easat-6608	202	4	in	in	ADP
easat-6608	202	5	a	a	DET
easat-6608	202	6	set	set	NOUN
easat-6608	202	7	of	of	ADP
easat-6608	202	8	advising	advise	VERB
easat-6608	202	9	scenarios	scenario	NOUN
easat-6608	202	10	,	,	PUNCT
easat-6608	202	11	if	if	SCONJ
easat-6608	202	12	the	the	DET
easat-6608	202	13	llm	llm	NOUN
easat-6608	202	14	recommends	recommend	VERB
easat-6608	202	15	the	the	DET
easat-6608	202	16	same	same	ADJ
easat-6608	202	17	course	course	NOUN
easat-6608	202	18	as	as	SCONJ
easat-6608	202	19	the	the	DET
easat-6608	202	20	academic	academic	ADJ
easat-6608	202	21	advisor	advisor	NOUN
easat-6608	202	22	panel	panel	NOUN
easat-6608	202	23	did	do	VERB
easat-6608	202	24	,	,	PUNCT
easat-6608	202	25	it	it	PRON
easat-6608	202	26	’s	’s	AUX
easat-6608	202	27	counted	count	VERB
easat-6608	202	28	as	as	ADP
easat-6608	202	29	agreement	agreement	NOUN
easat-6608	202	30	.	.	PUNCT
easat-6608	203	1	a	a	DET
easat-6608	203	2	kappa	kappa	ADJ
easat-6608	203	3	value	value	NOUN
easat-6608	203	4	close	close	ADV
easat-6608	203	5	to	to	PART
easat-6608	203	6	1	1	NUM
easat-6608	203	7	indicates	indicate	VERB
easat-6608	203	8	strong	strong	ADJ
easat-6608	203	9	agreement	agreement	NOUN
easat-6608	203	10	with	with	ADP
easat-6608	203	11	human	human	ADJ
easat-6608	203	12	decisions	decision	NOUN
easat-6608	203	13	,	,	PUNCT
easat-6608	203	14	whereas	whereas	SCONJ
easat-6608	203	15	0	0	NUM
easat-6608	203	16	means	mean	VERB
easat-6608	203	17	no	no	ADV
easat-6608	203	18	better	well	ADJ
easat-6608	203	19	than	than	ADP
easat-6608	203	20	random	random	ADJ
easat-6608	203	21	.	.	PUNCT
easat-6608	204	1	this	this	PRON
easat-6608	204	2	helps	help	VERB
easat-6608	204	3	evaluate	evaluate	VERB
easat-6608	204	4	the	the	DET
easat-6608	204	5	llm	llm	NOUN
easat-6608	204	6	’s	’s	PART
easat-6608	204	7	ability	ability	NOUN
easat-6608	204	8	to	to	PART
easat-6608	204	9	emulate	emulate	VERB
easat-6608	204	10	expert	expert	ADJ
easat-6608	204	11	judgment	judgment	NOUN
easat-6608	204	12	in	in	ADP
easat-6608	204	13	complex	complex	ADJ
easat-6608	204	14	educational	educational	ADJ
easat-6608	204	15	contexts	contexts	NOUN
easat-6608	204	16	.	.	PUNCT
easat-6608	205	1	•	•	NUM
easat-6608	205	2	user	user	NOUN
easat-6608	205	3	satisfaction	satisfaction	NOUN
easat-6608	205	4	and	and	CCONJ
easat-6608	205	5	usability	usability	NOUN
easat-6608	205	6	:	:	PUNCT
easat-6608	205	7	to	to	PART
easat-6608	205	8	evaluate	evaluate	VERB
easat-6608	205	9	the	the	DET
easat-6608	205	10	systems	system	NOUN
easat-6608	205	11	from	from	ADP
easat-6608	205	12	a	a	DET
easat-6608	205	13	user	user	NOUN
easat-6608	205	14	perspective	perspective	NOUN
easat-6608	205	15	,	,	PUNCT
easat-6608	205	16	we	we	PRON
easat-6608	205	17	conducted	conduct	VERB
easat-6608	205	18	a	a	DET
easat-6608	205	19	post	post	ADJ
easat-6608	205	20	-	-	ADJ
easat-6608	205	21	study	study	ADJ
easat-6608	205	22	survey	survey	NOUN
easat-6608	205	23	(	(	PUNCT
easat-6608	205	24	see	see	VERB
easat-6608	205	25	section	section	NOUN
easat-6608	205	26	4.4	4.4	NUM
easat-6608	205	27	)	)	PUNCT
easat-6608	205	28	.	.	PUNCT
easat-6608	206	1	quantitative	quantitative	ADJ
easat-6608	206	2	results	result	NOUN
easat-6608	206	3	from	from	ADP
easat-6608	206	4	the	the	DET
easat-6608	206	5	survey	survey	NOUN
easat-6608	206	6	are	be	AUX
easat-6608	206	7	summarized	summarize	VERB
easat-6608	206	8	via	via	ADP
easat-6608	206	9	metrics	metric	NOUN
easat-6608	206	10	2595	2595	NUM
easat-6608	206	11	edelweiss	edelweiss	PROPN
easat-6608	206	12	applied	apply	VERB
easat-6608	206	13	science	science	NOUN
easat-6608	206	14	and	and	CCONJ
easat-6608	206	15	technology	technology	NOUN
easat-6608	206	16	issn	issn	PROPN
easat-6608	206	17	:	:	PUNCT
easat-6608	206	18	2576	2576	NUM
easat-6608	206	19	-	-	SYM
easat-6608	206	20	8484	8484	NUM
easat-6608	206	21	vol	vol	NOUN
easat-6608	206	22	.	.	PROPN
easat-6608	207	1	9	9	NUM
easat-6608	207	2	,	,	PUNCT
easat-6608	207	3	no	no	INTJ
easat-6608	207	4	.	.	NOUN
easat-6608	207	5	4	4	NUM
easat-6608	207	6	:	:	SYM
easat-6608	207	7	2587	2587	NUM
easat-6608	207	8	-	-	SYM
easat-6608	207	9	2599	2599	NUM
easat-6608	207	10	,	,	PUNCT
easat-6608	207	11	2025	2025	NUM
easat-6608	207	12	doi	doi	NOUN
easat-6608	207	13	:	:	PUNCT
easat-6608	207	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	207	15	©	©	PROPN
easat-6608	207	16	2025	2025	NUM
easat-6608	207	17	by	by	ADP
easat-6608	207	18	the	the	DET
easat-6608	207	19	authors	author	NOUN
easat-6608	207	20	;	;	PUNCT
easat-6608	207	21	licensee	licensee	PROPN
easat-6608	207	22	learning	learning	NOUN
easat-6608	207	23	gate	gate	NOUN
easat-6608	207	24	like	like	ADP
easat-6608	207	25	the	the	DET
easat-6608	207	26	average	average	ADJ
easat-6608	207	27	satisfaction	satisfaction	NOUN
easat-6608	207	28	rating	rating	NOUN
easat-6608	207	29	(	(	PUNCT
easat-6608	207	30	on	on	ADP
easat-6608	207	31	a	a	DET
easat-6608	207	32	5	5	NUM
easat-6608	207	33	-	-	PUNCT
easat-6608	207	34	point	point	NOUN
easat-6608	207	35	likert	likert	ADJ
easat-6608	207	36	scale	scale	NOUN
easat-6608	207	37	)	)	PUNCT
easat-6608	207	38	and	and	CCONJ
easat-6608	207	39	the	the	DET
easat-6608	207	40	system	system	NOUN
easat-6608	207	41	usability	usability	NOUN
easat-6608	207	42	scale	scale	NOUN
easat-6608	207	43	(	(	PUNCT
easat-6608	207	44	sus	sus	NOUN
easat-6608	207	45	)	)	PUNCT
easat-6608	207	46	score	score	NOUN
easat-6608	207	47	.	.	PUNCT
easat-6608	208	1	these	these	PRON
easat-6608	208	2	capture	capture	VERB
easat-6608	208	3	how	how	SCONJ
easat-6608	208	4	users	user	NOUN
easat-6608	208	5	(	(	PUNCT
easat-6608	208	6	students	student	NOUN
easat-6608	208	7	and	and	CCONJ
easat-6608	208	8	instructors	instructor	NOUN
easat-6608	208	9	)	)	PUNCT
easat-6608	208	10	perceive	perceive	VERB
easat-6608	208	11	the	the	DET
easat-6608	208	12	recommendations	recommendation	NOUN
easat-6608	208	13	/	/	SYM
easat-6608	208	14	decisions	decision	NOUN
easat-6608	208	15	provided	provide	VERB
easat-6608	208	16	.	.	PUNCT
easat-6608	209	1	while	while	SCONJ
easat-6608	209	2	these	these	PRON
easat-6608	209	3	are	be	AUX
easat-6608	209	4	subjective	subjective	ADJ
easat-6608	209	5	metrics	metric	NOUN
easat-6608	209	6	,	,	PUNCT
easat-6608	209	7	they	they	PRON
easat-6608	209	8	are	be	AUX
easat-6608	209	9	crucial	crucial	ADJ
easat-6608	209	10	:	:	PUNCT
easat-6608	209	11	a	a	DET
easat-6608	209	12	decision	decision	NOUN
easat-6608	209	13	support	support	NOUN
easat-6608	209	14	system	system	NOUN
easat-6608	209	15	must	must	AUX
easat-6608	209	16	not	not	PART
easat-6608	209	17	only	only	ADV
easat-6608	209	18	be	be	AUX
easat-6608	209	19	accurate	accurate	ADJ
easat-6608	209	20	,	,	PUNCT
easat-6608	209	21	but	but	CCONJ
easat-6608	209	22	also	also	ADV
easat-6608	209	23	accepted	accept	VERB
easat-6608	209	24	by	by	ADP
easat-6608	209	25	its	its	PRON
easat-6608	209	26	end	end	NOUN
easat-6608	209	27	-	-	PUNCT
easat-6608	209	28	users	user	NOUN
easat-6608	209	29	.	.	PUNCT
easat-6608	210	1	for	for	ADP
easat-6608	210	2	completeness	completeness	NOUN
easat-6608	210	3	,	,	PUNCT
easat-6608	210	4	we	we	PRON
easat-6608	210	5	also	also	ADV
easat-6608	210	6	tracked	track	VERB
easat-6608	210	7	response	response	NOUN
easat-6608	210	8	latency	latency	NOUN
easat-6608	210	9	(	(	PUNCT
easat-6608	210	10	average	average	ADJ
easat-6608	210	11	time	time	NOUN
easat-6608	210	12	taken	take	VERB
easat-6608	210	13	to	to	PART
easat-6608	210	14	generate	generate	VERB
easat-6608	210	15	a	a	DET
easat-6608	210	16	recommendation	recommendation	NOUN
easat-6608	210	17	)	)	PUNCT
easat-6608	210	18	as	as	ADP
easat-6608	210	19	a	a	DET
easat-6608	210	20	rudimentary	rudimentary	ADJ
easat-6608	210	21	efficiency	efficiency	NOUN
easat-6608	210	22	metric	metric	NOUN
easat-6608	210	23	,	,	PUNCT
easat-6608	210	24	since	since	SCONJ
easat-6608	210	25	real	real	ADJ
easat-6608	210	26	-	-	PUNCT
easat-6608	210	27	time	time	NOUN
easat-6608	210	28	decision	decision	NOUN
easat-6608	210	29	support	support	NOUN
easat-6608	210	30	is	be	AUX
easat-6608	210	31	ideal	ideal	ADJ
easat-6608	210	32	.	.	PUNCT
easat-6608	211	1	in	in	ADP
easat-6608	211	2	addition	addition	NOUN
easat-6608	211	3	to	to	ADP
easat-6608	211	4	the	the	DET
easat-6608	211	5	above	above	NOUN
easat-6608	211	6	,	,	PUNCT
easat-6608	211	7	we	we	PRON
easat-6608	211	8	recorded	record	VERB
easat-6608	211	9	qualitative	qualitative	ADJ
easat-6608	211	10	feedback	feedback	NOUN
easat-6608	211	11	and	and	CCONJ
easat-6608	211	12	analyzed	analyze	VERB
easat-6608	211	13	it	it	PRON
easat-6608	211	14	(	(	PUNCT
easat-6608	211	15	section	section	NOUN
easat-6608	211	16	4.4	4.4	NUM
easat-6608	211	17	)	)	PUNCT
easat-6608	211	18	to	to	PART
easat-6608	211	19	interpret	interpret	VERB
easat-6608	211	20	the	the	DET
easat-6608	211	21	quantitative	quantitative	ADJ
easat-6608	211	22	results	result	NOUN
easat-6608	211	23	.	.	PUNCT
easat-6608	212	1	all	all	DET
easat-6608	212	2	metrics	metric	NOUN
easat-6608	212	3	are	be	AUX
easat-6608	212	4	computed	compute	VERB
easat-6608	212	5	for	for	ADP
easat-6608	212	6	both	both	CCONJ
easat-6608	212	7	the	the	DET
easat-6608	212	8	baseline	baseline	NOUN
easat-6608	212	9	and	and	CCONJ
easat-6608	212	10	llm	llm	ADV
easat-6608	212	11	-	-	PUNCT
easat-6608	212	12	based	base	VERB
easat-6608	212	13	model	model	NOUN
easat-6608	212	14	on	on	ADP
easat-6608	212	15	the	the	DET
easat-6608	212	16	same	same	ADJ
easat-6608	212	17	test	test	NOUN
easat-6608	212	18	cases	case	NOUN
easat-6608	212	19	,	,	PUNCT
easat-6608	212	20	enabling	enable	VERB
easat-6608	212	21	a	a	DET
easat-6608	212	22	direct	direct	ADJ
easat-6608	212	23	comparison	comparison	NOUN
easat-6608	212	24	of	of	ADP
easat-6608	212	25	performance	performance	NOUN
easat-6608	212	26	.	.	PUNCT
easat-6608	213	1	the	the	DET
easat-6608	213	2	evaluation	evaluation	NOUN
easat-6608	213	3	focuses	focus	VERB
easat-6608	213	4	on	on	ADP
easat-6608	213	5	whether	whether	SCONJ
easat-6608	213	6	the	the	DET
easat-6608	213	7	llm	llm	PROPN
easat-6608	213	8	system	system	NOUN
easat-6608	213	9	can	can	AUX
easat-6608	213	10	achieve	achieve	VERB
easat-6608	213	11	equal	equal	ADJ
easat-6608	213	12	or	or	CCONJ
easat-6608	213	13	better	well	ADJ
easat-6608	213	14	accuracy	accuracy	NOUN
easat-6608	213	15	than	than	ADP
easat-6608	213	16	traditional	traditional	ADJ
easat-6608	213	17	methods	method	NOUN
easat-6608	213	18	while	while	SCONJ
easat-6608	213	19	also	also	ADV
easat-6608	213	20	improving	improve	VERB
easat-6608	213	21	the	the	DET
easat-6608	213	22	quality	quality	NOUN
easat-6608	213	23	of	of	ADP
easat-6608	213	24	recommendations	recommendation	NOUN
easat-6608	213	25	and	and	CCONJ
easat-6608	213	26	user	user	NOUN
easat-6608	213	27	satisfaction	satisfaction	NOUN
easat-6608	213	28	.	.	PUNCT
easat-6608	214	1	4.4	4.4	NUM
easat-6608	214	2	.	.	PUNCT
easat-6608	214	3	user	user	NOUN
easat-6608	214	4	feedback	feedback	NOUN
easat-6608	214	5	and	and	CCONJ
easat-6608	214	6	survey	survey	VERB
easat-6608	214	7	analysis	analysis	NOUN
easat-6608	214	8	to	to	PART
easat-6608	214	9	complement	complement	VERB
easat-6608	214	10	the	the	DET
easat-6608	214	11	objective	objective	ADJ
easat-6608	214	12	metrics	metric	NOUN
easat-6608	214	13	,	,	PUNCT
easat-6608	214	14	we	we	PRON
easat-6608	214	15	carried	carry	VERB
easat-6608	214	16	out	out	ADP
easat-6608	214	17	a	a	DET
easat-6608	214	18	user	user	NOUN
easat-6608	214	19	study	study	NOUN
easat-6608	214	20	involving	involve	VERB
easat-6608	214	21	both	both	DET
easat-6608	214	22	students	student	NOUN
easat-6608	214	23	and	and	CCONJ
easat-6608	214	24	instructors	instructor	NOUN
easat-6608	214	25	to	to	PART
easat-6608	214	26	gather	gather	VERB
easat-6608	214	27	feedback	feedback	NOUN
easat-6608	214	28	on	on	ADP
easat-6608	214	29	the	the	DET
easat-6608	214	30	system	system	NOUN
easat-6608	214	31	’s	’s	PART
easat-6608	214	32	usefulness	usefulness	NOUN
easat-6608	214	33	and	and	CCONJ
easat-6608	214	34	usability	usability	NOUN
easat-6608	214	35	.	.	PUNCT
easat-6608	215	1	we	we	PRON
easat-6608	215	2	deployed	deploy	VERB
easat-6608	215	3	our	our	PRON
easat-6608	215	4	decision	decision	NOUN
easat-6608	215	5	support	support	NOUN
easat-6608	215	6	prototype	prototype	NOUN
easat-6608	215	7	in	in	ADP
easat-6608	215	8	a	a	DET
easat-6608	215	9	small	small	ADJ
easat-6608	215	10	pilot	pilot	NOUN
easat-6608	215	11	at	at	ADP
easat-6608	215	12	an	an	DET
easat-6608	215	13	argentine	argentine	ADJ
easat-6608	215	14	university	university	NOUN
easat-6608	215	15	’s	’s	PART
easat-6608	215	16	online	online	PROPN
easat-6608	215	17	program	program	NOUN
easat-6608	215	18	.	.	PUNCT
easat-6608	216	1	participants	participant	NOUN
easat-6608	216	2	included	include	VERB
easat-6608	216	3	5	5	NUM
easat-6608	216	4	instructors	instructor	NOUN
easat-6608	216	5	(	(	PUNCT
easat-6608	216	6	course	course	NOUN
easat-6608	216	7	coordinators	coordinator	NOUN
easat-6608	216	8	)	)	PUNCT
easat-6608	216	9	and	and	CCONJ
easat-6608	216	10	50	50	NUM
easat-6608	216	11	students	student	NOUN
easat-6608	216	12	from	from	ADP
easat-6608	216	13	various	various	ADJ
easat-6608	216	14	distance	distance	NOUN
easat-6608	216	15	-	-	PUNCT
easat-6608	216	16	learning	learn	VERB
easat-6608	216	17	courses	course	NOUN
easat-6608	216	18	.	.	PUNCT
easat-6608	217	1	they	they	PRON
easat-6608	217	2	interacted	interact	VERB
easat-6608	217	3	with	with	ADP
easat-6608	217	4	the	the	DET
easat-6608	217	5	llm	llm	ADV
easat-6608	217	6	-	-	PUNCT
easat-6608	217	7	enhanced	enhance	VERB
easat-6608	217	8	system	system	NOUN
easat-6608	217	9	over	over	ADP
easat-6608	217	10	a	a	DET
easat-6608	217	11	two	two	NUM
easat-6608	217	12	-	-	PUNCT
easat-6608	217	13	week	week	NOUN
easat-6608	217	14	period	period	NOUN
easat-6608	217	15	–	–	PUNCT
easat-6608	217	16	instructors	instructor	NOUN
easat-6608	217	17	used	use	VERB
easat-6608	217	18	it	it	PRON
easat-6608	217	19	for	for	ADP
easat-6608	217	20	tasks	task	NOUN
easat-6608	217	21	like	like	ADP
easat-6608	217	22	curriculum	curriculum	NOUN
easat-6608	217	23	planning	plan	VERB
easat-6608	217	24	and	and	CCONJ
easat-6608	217	25	identifying	identify	VERB
easat-6608	217	26	at	at	ADP
easat-6608	217	27	-	-	PUNCT
easat-6608	217	28	risk	risk	NOUN
easat-6608	217	29	students	student	NOUN
easat-6608	217	30	,	,	PUNCT
easat-6608	217	31	while	while	SCONJ
easat-6608	217	32	students	student	NOUN
easat-6608	217	33	received	receive	VERB
easat-6608	217	34	course	course	NOUN
easat-6608	217	35	and	and	CCONJ
easat-6608	217	36	resource	resource	NOUN
easat-6608	217	37	recommendations	recommendation	NOUN
easat-6608	217	38	via	via	ADP
easat-6608	217	39	the	the	DET
easat-6608	217	40	system	system	NOUN
easat-6608	217	41	.	.	PUNCT
easat-6608	218	1	after	after	ADP
easat-6608	218	2	the	the	DET
easat-6608	218	3	trial	trial	NOUN
easat-6608	218	4	,	,	PUNCT
easat-6608	218	5	we	we	PRON
easat-6608	218	6	collected	collect	VERB
easat-6608	218	7	feedback	feedback	NOUN
easat-6608	218	8	through	through	ADP
easat-6608	218	9	questionnaires	questionnaire	NOUN
easat-6608	218	10	and	and	CCONJ
easat-6608	218	11	interviews	interview	NOUN
easat-6608	218	12	.	.	PUNCT
easat-6608	219	1	survey	survey	NOUN
easat-6608	219	2	design	design	PROPN
easat-6608	219	3	:	:	PUNCT
easat-6608	219	4	the	the	DET
easat-6608	219	5	survey	survey	NOUN
easat-6608	219	6	for	for	ADP
easat-6608	219	7	students	student	NOUN
easat-6608	219	8	covered	cover	VERB
easat-6608	219	9	aspects	aspect	NOUN
easat-6608	219	10	such	such	ADJ
easat-6608	219	11	as	as	ADP
easat-6608	219	12	perceived	perceive	VERB
easat-6608	219	13	quality	quality	NOUN
easat-6608	219	14	of	of	ADP
easat-6608	219	15	recommendations	recommendation	NOUN
easat-6608	219	16	,	,	PUNCT
easat-6608	219	17	trust	trust	NOUN
easat-6608	219	18	in	in	ADP
easat-6608	219	19	the	the	DET
easat-6608	219	20	system	system	NOUN
easat-6608	219	21	’s	’s	PART
easat-6608	219	22	suggestions	suggestion	NOUN
easat-6608	219	23	,	,	PUNCT
easat-6608	219	24	impact	impact	NOUN
easat-6608	219	25	on	on	ADP
easat-6608	219	26	learning	learn	VERB
easat-6608	219	27	motivation	motivation	NOUN
easat-6608	219	28	,	,	PUNCT
easat-6608	219	29	and	and	CCONJ
easat-6608	219	30	overall	overall	ADJ
easat-6608	219	31	satisfaction	satisfaction	NOUN
easat-6608	219	32	.	.	PUNCT
easat-6608	220	1	for	for	ADP
easat-6608	220	2	instructors	instructor	NOUN
easat-6608	220	3	,	,	PUNCT
easat-6608	220	4	questions	question	NOUN
easat-6608	220	5	focused	focus	VERB
easat-6608	220	6	on	on	ADP
easat-6608	220	7	decision	decision	NOUN
easat-6608	220	8	confidence	confidence	NOUN
easat-6608	220	9	,	,	PUNCT
easat-6608	220	10	perceived	perceive	VERB
easat-6608	220	11	accuracy	accuracy	NOUN
easat-6608	220	12	of	of	ADP
easat-6608	220	13	the	the	DET
easat-6608	220	14	system	system	NOUN
easat-6608	220	15	’s	’s	PART
easat-6608	220	16	analyses	analysis	NOUN
easat-6608	220	17	,	,	PUNCT
easat-6608	220	18	and	and	CCONJ
easat-6608	220	19	efficiency	efficiency	NOUN
easat-6608	220	20	gain	gain	NOUN
easat-6608	220	21	in	in	ADP
easat-6608	220	22	their	their	PRON
easat-6608	220	23	decision	decision	NOUN
easat-6608	220	24	-	-	PUNCT
easat-6608	220	25	making	make	VERB
easat-6608	220	26	workflow	workflow	NOUN
easat-6608	220	27	.	.	PUNCT
easat-6608	221	1	responses	response	NOUN
easat-6608	221	2	were	be	AUX
easat-6608	221	3	given	give	VERB
easat-6608	221	4	on	on	ADP
easat-6608	221	5	a	a	DET
easat-6608	221	6	5point	5point	NUM
easat-6608	221	7	likert	likert	ADJ
easat-6608	221	8	scale	scale	NOUN
easat-6608	221	9	(	(	PUNCT
easat-6608	221	10	from	from	ADP
easat-6608	221	11	“	"	PUNCT
easat-6608	221	12	strongly	strongly	ADV
easat-6608	221	13	disagree	disagree	VERB
easat-6608	221	14	”	"	PUNCT
easat-6608	221	15	to	to	PART
easat-6608	221	16	“	"	PUNCT
easat-6608	221	17	strongly	strongly	ADV
easat-6608	221	18	agree	agree	VERB
easat-6608	221	19	”	"	PUNCT
easat-6608	221	20	)	)	PUNCT
easat-6608	221	21	and	and	CCONJ
easat-6608	221	22	included	include	VERB
easat-6608	221	23	open	open	ADJ
easat-6608	221	24	-	-	PUNCT
easat-6608	221	25	ended	end	VERB
easat-6608	221	26	comments	comment	NOUN
easat-6608	221	27	.	.	PUNCT
easat-6608	222	1	we	we	PRON
easat-6608	222	2	also	also	ADV
easat-6608	222	3	used	use	VERB
easat-6608	222	4	standardized	standardized	ADJ
easat-6608	222	5	questions	question	NOUN
easat-6608	222	6	from	from	ADP
easat-6608	222	7	the	the	DET
easat-6608	222	8	technology	technology	NOUN
easat-6608	222	9	acceptance	acceptance	NOUN
easat-6608	222	10	model	model	NOUN
easat-6608	222	11	(	(	PUNCT
easat-6608	222	12	tam	tam	PROPN
easat-6608	222	13	)	)	PUNCT
easat-6608	222	14	to	to	PART
easat-6608	222	15	gauge	gauge	VERB
easat-6608	222	16	ease	ease	NOUN
easat-6608	222	17	of	of	ADP
easat-6608	222	18	use	use	NOUN
easat-6608	222	19	and	and	CCONJ
easat-6608	222	20	usefulness	usefulness	NOUN
easat-6608	222	21	,	,	PUNCT
easat-6608	222	22	and	and	CCONJ
easat-6608	222	23	a	a	DET
easat-6608	222	24	few	few	ADJ
easat-6608	222	25	free	free	ADJ
easat-6608	222	26	-	-	PUNCT
easat-6608	222	27	form	form	NOUN
easat-6608	222	28	questions	question	NOUN
easat-6608	222	29	for	for	ADP
easat-6608	222	30	additional	additional	ADJ
easat-6608	222	31	insights	insight	NOUN
easat-6608	222	32	.	.	PUNCT
easat-6608	223	1	results	result	NOUN
easat-6608	223	2	–	–	PUNCT
easat-6608	223	3	student	student	NOUN
easat-6608	223	4	perspective	perspective	NOUN
easat-6608	223	5	:	:	PUNCT
easat-6608	223	6	the	the	DET
easat-6608	223	7	student	student	NOUN
easat-6608	223	8	feedback	feedback	NOUN
easat-6608	223	9	was	be	AUX
easat-6608	223	10	overwhelmingly	overwhelmingly	ADV
easat-6608	223	11	positive	positive	ADJ
easat-6608	223	12	regarding	regard	VERB
easat-6608	223	13	the	the	DET
easat-6608	223	14	llm	llm	ADV
easat-6608	223	15	-	-	PUNCT
easat-6608	223	16	based	base	VERB
easat-6608	223	17	recommendations	recommendation	NOUN
easat-6608	223	18	.	.	PUNCT
easat-6608	224	1	75	75	NUM
easat-6608	224	2	%	%	NOUN
easat-6608	224	3	of	of	ADP
easat-6608	224	4	student	student	NOUN
easat-6608	224	5	respondents	respondent	NOUN
easat-6608	224	6	agreed	agree	VERB
easat-6608	224	7	or	or	CCONJ
easat-6608	224	8	strongly	strongly	ADV
easat-6608	224	9	agreed	agree	VERB
easat-6608	224	10	that	that	SCONJ
easat-6608	224	11	the	the	DET
easat-6608	224	12	course	course	NOUN
easat-6608	224	13	/	/	SYM
easat-6608	224	14	resource	resource	NOUN
easat-6608	224	15	suggestions	suggestion	NOUN
easat-6608	224	16	were	be	AUX
easat-6608	224	17	relevant	relevant	ADJ
easat-6608	224	18	and	and	CCONJ
easat-6608	224	19	helpful	helpful	ADJ
easat-6608	224	20	for	for	ADP
easat-6608	224	21	their	their	PRON
easat-6608	224	22	learning	learning	NOUN
easat-6608	224	23	path	path	NOUN
easat-6608	224	24	.	.	PUNCT
easat-6608	225	1	notably	notably	ADV
easat-6608	225	2	,	,	PUNCT
easat-6608	225	3	many	many	ADJ
easat-6608	225	4	students	student	NOUN
easat-6608	225	5	reported	report	VERB
easat-6608	225	6	that	that	SCONJ
easat-6608	225	7	the	the	DET
easat-6608	225	8	knowledge	knowledge	NOUN
easat-6608	225	9	graph	graph	NOUN
easat-6608	225	10	visualizations	visualization	NOUN
easat-6608	225	11	helped	help	VERB
easat-6608	225	12	them	they	PRON
easat-6608	225	13	understand	understand	VERB
easat-6608	225	14	how	how	SCONJ
easat-6608	225	15	courses	course	NOUN
easat-6608	225	16	and	and	CCONJ
easat-6608	225	17	topics	topic	NOUN
easat-6608	225	18	are	be	AUX
easat-6608	225	19	connected	connect	VERB
easat-6608	225	20	,	,	PUNCT
easat-6608	225	21	thereby	thereby	ADV
easat-6608	225	22	increasing	increase	VERB
easat-6608	225	23	their	their	PRON
easat-6608	225	24	interest	interest	NOUN
easat-6608	225	25	in	in	ADP
easat-6608	225	26	the	the	DET
easat-6608	225	27	subject	subject	NOUN
easat-6608	225	28	matter	matter	NOUN
easat-6608	225	29	.	.	PUNCT
easat-6608	226	1	in	in	ADP
easat-6608	226	2	fact	fact	NOUN
easat-6608	226	3	,	,	PUNCT
easat-6608	226	4	although	although	SCONJ
easat-6608	226	5	some	some	DET
easat-6608	226	6	students	student	NOUN
easat-6608	226	7	were	be	AUX
easat-6608	226	8	initially	initially	ADV
easat-6608	226	9	unfamiliar	unfamiliar	ADJ
easat-6608	226	10	with	with	ADP
easat-6608	226	11	the	the	DET
easat-6608	226	12	concept	concept	NOUN
easat-6608	226	13	of	of	ADP
easat-6608	226	14	a	a	DET
easat-6608	226	15	knowledge	knowledge	NOUN
easat-6608	226	16	graph	graph	NOUN
easat-6608	226	17	,	,	PUNCT
easat-6608	226	18	they	they	PRON
easat-6608	226	19	found	find	VERB
easat-6608	226	20	it	it	PRON
easat-6608	226	21	“	"	PUNCT
easat-6608	226	22	engaging	engaging	ADJ
easat-6608	226	23	and	and	CCONJ
easat-6608	226	24	informative	informative	ADJ
easat-6608	226	25	”	"	PUNCT
easat-6608	226	26	after	after	ADP
easat-6608	226	27	using	use	VERB
easat-6608	226	28	the	the	DET
easat-6608	226	29	system	system	NOUN
easat-6608	226	30	.	.	PUNCT
easat-6608	227	1	overall	overall	ADV
easat-6608	227	2	,	,	PUNCT
easat-6608	227	3	students	student	NOUN
easat-6608	227	4	praised	praise	VERB
easat-6608	227	5	the	the	DET
easat-6608	227	6	system	system	NOUN
easat-6608	227	7	’s	’s	PART
easat-6608	227	8	interface	interface	NOUN
easat-6608	227	9	and	and	CCONJ
easat-6608	227	10	content	content	NOUN
easat-6608	227	11	presentation	presentation	NOUN
easat-6608	227	12	,	,	PUNCT
easat-6608	227	13	citing	cite	VERB
easat-6608	227	14	that	that	SCONJ
easat-6608	227	15	the	the	DET
easat-6608	227	16	recommendations	recommendation	NOUN
easat-6608	227	17	were	be	AUX
easat-6608	227	18	well	well	ADV
easat-6608	227	19	-	-	PUNCT
easat-6608	227	20	organized	organize	VERB
easat-6608	227	21	and	and	CCONJ
easat-6608	227	22	easy	easy	ADJ
easat-6608	227	23	to	to	PART
easat-6608	227	24	follow	follow	VERB
easat-6608	227	25	.	.	PUNCT
easat-6608	228	1	importantly	importantly	ADV
easat-6608	228	2	,	,	PUNCT
easat-6608	228	3	learning	learn	VERB
easat-6608	228	4	motivation	motivation	NOUN
easat-6608	228	5	and	and	CCONJ
easat-6608	228	6	efficiency	efficiency	NOUN
easat-6608	228	7	improved	improve	VERB
easat-6608	228	8	for	for	ADP
easat-6608	228	9	a	a	DET
easat-6608	228	10	significant	significant	ADJ
easat-6608	228	11	subset	subset	NOUN
easat-6608	228	12	of	of	ADP
easat-6608	228	13	students	student	NOUN
easat-6608	228	14	–	–	PUNCT
easat-6608	228	15	several	several	ADJ
easat-6608	228	16	respondents	respondent	NOUN
easat-6608	228	17	noted	note	VERB
easat-6608	228	18	that	that	SCONJ
easat-6608	228	19	having	have	VERB
easat-6608	228	20	a	a	DET
easat-6608	228	21	clear	clear	ADJ
easat-6608	228	22	recommended	recommend	VERB
easat-6608	228	23	learning	learning	NOUN
easat-6608	228	24	path	path	NOUN
easat-6608	228	25	(	(	PUNCT
easat-6608	228	26	with	with	ADP
easat-6608	228	27	explanations	explanation	NOUN
easat-6608	228	28	from	from	ADP
easat-6608	228	29	the	the	DET
easat-6608	228	30	llm	llm	NOUN
easat-6608	228	31	)	)	PUNCT
easat-6608	228	32	made	make	VERB
easat-6608	228	33	it	it	PRON
easat-6608	228	34	easier	easy	ADJ
easat-6608	228	35	to	to	PART
easat-6608	228	36	plan	plan	VERB
easat-6608	228	37	their	their	PRON
easat-6608	228	38	studies	study	NOUN
easat-6608	228	39	,	,	PUNCT
easat-6608	228	40	which	which	PRON
easat-6608	228	41	in	in	ADP
easat-6608	228	42	turn	turn	NOUN
easat-6608	228	43	boosted	boost	VERB
easat-6608	228	44	their	their	PRON
easat-6608	228	45	motivation	motivation	NOUN
easat-6608	228	46	to	to	PART
easat-6608	228	47	complete	complete	VERB
easat-6608	228	48	courses	course	NOUN
easat-6608	228	49	.	.	PUNCT
easat-6608	229	1	for	for	ADP
easat-6608	229	2	example	example	NOUN
easat-6608	229	3	,	,	PUNCT
easat-6608	229	4	one	one	NUM
easat-6608	229	5	student	student	NOUN
easat-6608	229	6	wrote	write	VERB
easat-6608	229	7	that	that	SCONJ
easat-6608	229	8	“	"	PUNCT
easat-6608	229	9	the	the	DET
easat-6608	229	10	ai	ai	PROPN
easat-6608	229	11	advisor	advisor	NOUN
easat-6608	229	12	understood	understand	VERB
easat-6608	229	13	my	my	PRON
easat-6608	229	14	situation	situation	NOUN
easat-6608	229	15	and	and	CCONJ
easat-6608	229	16	pointed	point	VERB
easat-6608	229	17	me	i	PRON
easat-6608	229	18	to	to	ADP
easat-6608	229	19	a	a	DET
easat-6608	229	20	course	course	NOUN
easat-6608	229	21	i	i	PRON
easat-6608	229	22	actually	actually	ADV
easat-6608	229	23	enjoyed	enjoy	VERB
easat-6608	229	24	and	and	CCONJ
easat-6608	229	25	found	find	VERB
easat-6608	229	26	useful	useful	ADJ
easat-6608	229	27	,	,	PUNCT
easat-6608	229	28	saving	save	VERB
easat-6608	229	29	me	i	PRON
easat-6608	229	30	a	a	DET
easat-6608	229	31	lot	lot	NOUN
easat-6608	229	32	of	of	ADP
easat-6608	229	33	time	time	NOUN
easat-6608	229	34	.	.	PUNCT
easat-6608	229	35	”	"	PUNCT
easat-6608	230	1	in	in	ADP
easat-6608	230	2	terms	term	NOUN
easat-6608	230	3	of	of	ADP
easat-6608	230	4	quantitative	quantitative	ADJ
easat-6608	230	5	ratings	rating	NOUN
easat-6608	230	6	,	,	PUNCT
easat-6608	230	7	the	the	DET
easat-6608	230	8	average	average	ADJ
easat-6608	230	9	satisfaction	satisfaction	NOUN
easat-6608	230	10	score	score	NOUN
easat-6608	230	11	among	among	ADP
easat-6608	230	12	students	student	NOUN
easat-6608	230	13	was	be	AUX
easat-6608	230	14	4.3/5	4.3/5	NUM
easat-6608	230	15	,	,	PUNCT
easat-6608	230	16	and	and	CCONJ
easat-6608	230	17	the	the	DET
easat-6608	230	18	system	system	NOUN
easat-6608	230	19	usability	usability	NOUN
easat-6608	230	20	was	be	AUX
easat-6608	230	21	rated	rate	VERB
easat-6608	230	22	high	high	ADJ
easat-6608	230	23	(	(	PUNCT
easat-6608	230	24	sus	sus	NOUN
easat-6608	230	25	score	score	NOUN
easat-6608	230	26	=	=	PUNCT
easat-6608	230	27	85	85	NUM
easat-6608	230	28	,	,	PUNCT
easat-6608	230	29	which	which	PRON
easat-6608	230	30	indicates	indicate	VERB
easat-6608	230	31	excellent	excellent	ADJ
easat-6608	230	32	usability	usability	NOUN
easat-6608	230	33	)	)	PUNCT
easat-6608	230	34	.	.	PUNCT
easat-6608	231	1	results	result	NOUN
easat-6608	231	2	–	–	PUNCT
easat-6608	231	3	instructor	instructor	NOUN
easat-6608	231	4	perspective	perspective	NOUN
easat-6608	231	5	:	:	PUNCT
easat-6608	231	6	instructors	instructor	NOUN
easat-6608	231	7	also	also	ADV
easat-6608	231	8	responded	respond	VERB
easat-6608	231	9	positively	positively	ADV
easat-6608	231	10	,	,	PUNCT
easat-6608	231	11	albeit	albeit	SCONJ
easat-6608	231	12	with	with	ADP
easat-6608	231	13	some	some	DET
easat-6608	231	14	cautious	cautious	ADJ
easat-6608	231	15	notes	note	NOUN
easat-6608	231	16	.	.	PUNCT
easat-6608	232	1	all	all	DET
easat-6608	232	2	five	five	NUM
easat-6608	232	3	instructors	instructor	NOUN
easat-6608	232	4	agreed	agree	VERB
easat-6608	232	5	that	that	SCONJ
easat-6608	232	6	the	the	DET
easat-6608	232	7	system	system	NOUN
easat-6608	232	8	provided	provide	VERB
easat-6608	232	9	valuable	valuable	ADJ
easat-6608	232	10	insights	insight	NOUN
easat-6608	232	11	in	in	ADP
easat-6608	232	12	decision	decision	NOUN
easat-6608	232	13	-	-	PUNCT
easat-6608	232	14	making	making	NOUN
easat-6608	232	15	,	,	PUNCT
easat-6608	232	16	particularly	particularly	ADV
easat-6608	232	17	in	in	ADP
easat-6608	232	18	identifying	identify	VERB
easat-6608	232	19	patterns	pattern	NOUN
easat-6608	232	20	from	from	ADP
easat-6608	232	21	student	student	NOUN
easat-6608	232	22	data	datum	NOUN
easat-6608	232	23	that	that	PRON
easat-6608	232	24	would	would	AUX
easat-6608	232	25	have	have	AUX
easat-6608	232	26	been	be	AUX
easat-6608	232	27	time	time	NOUN
easat-6608	232	28	-	-	PUNCT
easat-6608	232	29	consuming	consume	VERB
easat-6608	232	30	to	to	PART
easat-6608	232	31	analyze	analyze	VERB
easat-6608	232	32	manually	manually	ADV
easat-6608	232	33	.	.	PUNCT
easat-6608	233	1	several	several	ADJ
easat-6608	233	2	highlighted	highlight	VERB
easat-6608	233	3	that	that	SCONJ
easat-6608	233	4	the	the	DET
easat-6608	233	5	llm	llm	PROPN
easat-6608	233	6	’s	’s	PART
easat-6608	233	7	suggestions	suggestion	NOUN
easat-6608	233	8	(	(	PUNCT
easat-6608	233	9	for	for	ADP
easat-6608	233	10	instance	instance	NOUN
easat-6608	233	11	,	,	PUNCT
easat-6608	233	12	how	how	SCONJ
easat-6608	233	13	to	to	PART
easat-6608	233	14	support	support	VERB
easat-6608	233	15	a	a	DET
easat-6608	233	16	student	student	NOUN
easat-6608	233	17	struggling	struggle	VERB
easat-6608	233	18	with	with	ADP
easat-6608	233	19	prerequisite	prerequisite	ADJ
easat-6608	233	20	concepts	concept	NOUN
easat-6608	233	21	)	)	PUNCT
easat-6608	233	22	aligned	align	VERB
easat-6608	233	23	well	well	ADV
easat-6608	233	24	with	with	ADP
easat-6608	233	25	their	their	PRON
easat-6608	233	26	own	own	ADJ
easat-6608	233	27	expert	expert	ADJ
easat-6608	233	28	judgment	judgment	NOUN
easat-6608	233	29	.	.	PUNCT
easat-6608	234	1	this	this	PRON
easat-6608	234	2	aligns	align	VERB
easat-6608	234	3	with	with	ADP
easat-6608	234	4	findings	finding	NOUN
easat-6608	234	5	by	by	ADP
easat-6608	234	6	hu	hu	PROPN
easat-6608	234	7	et	et	PROPN
easat-6608	234	8	al	al	PROPN
easat-6608	234	9	.	.	PUNCT
easat-6608	235	1	that	that	PRON
easat-6608	235	2	gpt-4	gpt-4	PRON
easat-6608	235	3	can	can	AUX
easat-6608	235	4	perform	perform	VERB
easat-6608	235	5	at	at	ADP
easat-6608	235	6	a	a	DET
easat-6608	235	7	high	high	ADJ
easat-6608	235	8	level	level	NOUN
easat-6608	235	9	in	in	ADP
easat-6608	235	10	simulating	simulate	VERB
easat-6608	235	11	educational	educational	ADJ
easat-6608	235	12	decision	decision	NOUN
easat-6608	235	13	.	.	PUNCT
easat-6608	236	1	in	in	ADP
easat-6608	236	2	our	our	PRON
easat-6608	236	3	study	study	NOUN
easat-6608	236	4	,	,	PUNCT
easat-6608	236	5	instructors	instructor	NOUN
easat-6608	236	6	reported	report	VERB
easat-6608	236	7	a	a	DET
easat-6608	236	8	noticeable	noticeable	ADJ
easat-6608	236	9	reduction	reduction	NOUN
easat-6608	236	10	in	in	ADP
easat-6608	236	11	decision	decision	NOUN
easat-6608	236	12	-	-	PUNCT
easat-6608	236	13	making	make	VERB
easat-6608	236	14	time	time	NOUN
easat-6608	236	15	when	when	SCONJ
easat-6608	236	16	using	use	VERB
easat-6608	236	17	the	the	DET
easat-6608	236	18	tool	tool	NOUN
easat-6608	236	19	–	–	PUNCT
easat-6608	236	20	on	on	ADP
easat-6608	236	21	average	average	ADJ
easat-6608	236	22	,	,	PUNCT
easat-6608	236	23	they	they	PRON
easat-6608	236	24	estimated	estimate	VERB
easat-6608	236	25	it	it	PRON
easat-6608	236	26	took	take	VERB
easat-6608	236	27	30	30	NUM
easat-6608	236	28	%	%	NOUN
easat-6608	236	29	less	less	ADJ
easat-6608	236	30	time	time	NOUN
easat-6608	236	31	to	to	PART
easat-6608	236	32	analyze	analyze	VERB
easat-6608	236	33	a	a	DET
easat-6608	236	34	class	class	NOUN
easat-6608	236	35	’s	’s	PART
easat-6608	236	36	performance	performance	NOUN
easat-6608	236	37	and	and	CCONJ
easat-6608	236	38	decide	decide	VERB
easat-6608	236	39	on	on	ADP
easat-6608	236	40	2596	2596	NUM
easat-6608	236	41	edelweiss	edelweiss	PROPN
easat-6608	236	42	applied	apply	VERB
easat-6608	236	43	science	science	NOUN
easat-6608	236	44	and	and	CCONJ
easat-6608	236	45	technology	technology	NOUN
easat-6608	236	46	issn	issn	PROPN
easat-6608	236	47	:	:	PUNCT
easat-6608	236	48	2576	2576	NUM
easat-6608	236	49	-	-	SYM
easat-6608	236	50	8484	8484	NUM
easat-6608	236	51	vol	vol	NOUN
easat-6608	236	52	.	.	PROPN
easat-6608	237	1	9	9	NUM
easat-6608	237	2	,	,	PUNCT
easat-6608	237	3	no	no	INTJ
easat-6608	237	4	.	.	NOUN
easat-6608	237	5	4	4	NUM
easat-6608	237	6	:	:	SYM
easat-6608	237	7	2587	2587	NUM
easat-6608	237	8	-	-	SYM
easat-6608	237	9	2599	2599	NUM
easat-6608	237	10	,	,	PUNCT
easat-6608	237	11	2025	2025	NUM
easat-6608	237	12	doi	doi	NOUN
easat-6608	237	13	:	:	PUNCT
easat-6608	237	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	237	15	©	©	PROPN
easat-6608	237	16	2025	2025	NUM
easat-6608	237	17	by	by	ADP
easat-6608	237	18	the	the	DET
easat-6608	237	19	authors	author	NOUN
easat-6608	237	20	;	;	PUNCT
easat-6608	237	21	licensee	licensee	PROPN
easat-6608	237	22	learning	learn	VERB
easat-6608	237	23	gate	gate	PROPN
easat-6608	237	24	interventions	intervention	NOUN
easat-6608	237	25	,	,	PUNCT
easat-6608	237	26	thanks	thank	NOUN
easat-6608	237	27	to	to	ADP
easat-6608	237	28	the	the	DET
easat-6608	237	29	ai	ai	VERB
easat-6608	237	30	-	-	PUNCT
easat-6608	237	31	generated	generate	VERB
easat-6608	237	32	summaries	summary	NOUN
easat-6608	237	33	and	and	CCONJ
easat-6608	237	34	recommendations	recommendation	NOUN
easat-6608	237	35	.	.	PUNCT
easat-6608	238	1	moreover	moreover	ADV
easat-6608	238	2	,	,	PUNCT
easat-6608	238	3	instructors	instructor	NOUN
easat-6608	238	4	felt	feel	VERB
easat-6608	238	5	that	that	SCONJ
easat-6608	238	6	the	the	DET
easat-6608	238	7	tool	tool	NOUN
easat-6608	238	8	improved	improve	VERB
easat-6608	238	9	their	their	PRON
easat-6608	238	10	confidence	confidence	NOUN
easat-6608	238	11	:	:	PUNCT
easat-6608	238	12	the	the	DET
easat-6608	238	13	ai	ai	VERB
easat-6608	238	14	’s	’s	PART
easat-6608	238	15	explanations	explanation	NOUN
easat-6608	238	16	served	serve	VERB
easat-6608	238	17	as	as	ADP
easat-6608	238	18	a	a	DET
easat-6608	238	19	second	second	ADJ
easat-6608	238	20	opinion	opinion	NOUN
easat-6608	238	21	,	,	PUNCT
easat-6608	238	22	validating	validate	VERB
easat-6608	238	23	their	their	PRON
easat-6608	238	24	strategies	strategy	NOUN
easat-6608	238	25	or	or	CCONJ
easat-6608	238	26	pointing	point	VERB
easat-6608	238	27	out	out	ADP
easat-6608	238	28	overlooked	overlook	VERB
easat-6608	238	29	details	detail	NOUN
easat-6608	238	30	.	.	PUNCT
easat-6608	239	1	one	one	NUM
easat-6608	239	2	instructor	instructor	NOUN
easat-6608	239	3	noted	note	VERB
easat-6608	239	4	“	"	PUNCT
easat-6608	239	5	the	the	DET
easat-6608	239	6	system	system	NOUN
easat-6608	239	7	’s	’s	PART
easat-6608	239	8	recommendation	recommendation	NOUN
easat-6608	239	9	came	come	VERB
easat-6608	239	10	with	with	ADP
easat-6608	239	11	a	a	DET
easat-6608	239	12	rationale	rationale	NOUN
easat-6608	239	13	that	that	PRON
easat-6608	239	14	matched	match	VERB
easat-6608	239	15	my	my	PRON
easat-6608	239	16	own	own	ADJ
easat-6608	239	17	reasoning	reasoning	NOUN
easat-6608	239	18	,	,	PUNCT
easat-6608	239	19	which	which	PRON
easat-6608	239	20	was	be	AUX
easat-6608	239	21	reassuring	reassure	VERB
easat-6608	239	22	.	.	PUNCT
easat-6608	239	23	”	"	PUNCT
easat-6608	240	1	consistent	consistent	ADJ
easat-6608	240	2	with	with	ADP
easat-6608	240	3	prior	prior	ADJ
easat-6608	240	4	research	research	NOUN
easat-6608	240	5	,	,	PUNCT
easat-6608	240	6	we	we	PRON
easat-6608	240	7	observed	observe	VERB
easat-6608	240	8	a	a	DET
easat-6608	240	9	decrease	decrease	NOUN
easat-6608	240	10	in	in	ADP
easat-6608	240	11	data	datum	NOUN
easat-6608	240	12	analysis	analysis	NOUN
easat-6608	240	13	anxiety	anxiety	NOUN
easat-6608	240	14	;	;	PUNCT
easat-6608	240	15	instructors	instructor	NOUN
easat-6608	240	16	who	who	PRON
easat-6608	240	17	were	be	AUX
easat-6608	240	18	previously	previously	ADV
easat-6608	240	19	less	less	ADV
easat-6608	240	20	comfortable	comfortable	ADJ
easat-6608	240	21	interpreting	interpret	VERB
easat-6608	240	22	large	large	ADJ
easat-6608	240	23	datasets	dataset	NOUN
easat-6608	240	24	about	about	ADP
easat-6608	240	25	student	student	NOUN
easat-6608	240	26	performance	performance	NOUN
easat-6608	240	27	found	find	VERB
easat-6608	240	28	the	the	DET
easat-6608	240	29	conversational	conversational	ADJ
easat-6608	240	30	guidance	guidance	NOUN
easat-6608	240	31	of	of	ADP
easat-6608	240	32	the	the	DET
easat-6608	240	33	llm	llm	PROPN
easat-6608	240	34	interface	interface	NOUN
easat-6608	240	35	to	to	PART
easat-6608	240	36	be	be	AUX
easat-6608	240	37	user	user	NOUN
easat-6608	240	38	-	-	PUNCT
easat-6608	240	39	friendly	friendly	ADJ
easat-6608	240	40	and	and	CCONJ
easat-6608	240	41	stress	stress	NOUN
easat-6608	240	42	-	-	PUNCT
easat-6608	240	43	reducing	reduce	VERB
easat-6608	240	44	.	.	PUNCT
easat-6608	241	1	on	on	ADP
easat-6608	241	2	the	the	DET
easat-6608	241	3	tam	tam	NOUN
easat-6608	241	4	ease	ease	NOUN
easat-6608	241	5	-	-	PUNCT
easat-6608	241	6	of	of	ADP
easat-6608	241	7	-	-	PUNCT
easat-6608	241	8	use	use	NOUN
easat-6608	241	9	questions	question	NOUN
easat-6608	241	10	,	,	PUNCT
easat-6608	241	11	the	the	DET
easat-6608	241	12	average	average	ADJ
easat-6608	241	13	rating	rating	NOUN
easat-6608	241	14	was	be	AUX
easat-6608	241	15	4.6/5	4.6/5	NUM
easat-6608	241	16	,	,	PUNCT
easat-6608	241	17	indicating	indicate	VERB
easat-6608	241	18	that	that	SCONJ
easat-6608	241	19	even	even	ADV
easat-6608	241	20	non	non	ADJ
easat-6608	241	21	-	-	ADJ
easat-6608	241	22	technical	technical	ADJ
easat-6608	241	23	faculty	faculty	NOUN
easat-6608	241	24	could	could	AUX
easat-6608	241	25	operate	operate	VERB
easat-6608	241	26	the	the	DET
easat-6608	241	27	system	system	NOUN
easat-6608	241	28	with	with	ADP
easat-6608	241	29	ease	ease	NOUN
easat-6608	241	30	.	.	PUNCT
easat-6608	242	1	comparative	comparative	ADJ
easat-6608	242	2	feedback	feedback	NOUN
easat-6608	242	3	on	on	ADP
easat-6608	242	4	baseline	baseline	NOUN
easat-6608	242	5	vs	vs	ADP
easat-6608	242	6	llm	llm	PROPN
easat-6608	242	7	system	system	NOUN
easat-6608	242	8	:	:	PUNCT
easat-6608	242	9	we	we	PRON
easat-6608	242	10	also	also	ADV
easat-6608	242	11	asked	ask	VERB
easat-6608	242	12	participants	participant	NOUN
easat-6608	242	13	to	to	PART
easat-6608	242	14	compare	compare	VERB
easat-6608	242	15	the	the	DET
easat-6608	242	16	llm	llm	ADV
easat-6608	242	17	-	-	PUNCT
easat-6608	242	18	enhanced	enhance	VERB
easat-6608	242	19	system	system	NOUN
easat-6608	242	20	with	with	ADP
easat-6608	242	21	a	a	DET
easat-6608	242	22	baseline	baseline	ADJ
easat-6608	242	23	recommendation	recommendation	NOUN
easat-6608	242	24	system	system	NOUN
easat-6608	242	25	(	(	PUNCT
easat-6608	242	26	without	without	ADP
easat-6608	242	27	explanations	explanation	NOUN
easat-6608	242	28	)	)	PUNCT
easat-6608	242	29	in	in	ADP
easat-6608	242	30	a	a	DET
easat-6608	242	31	blinded	blind	VERB
easat-6608	242	32	manner	manner	NOUN
easat-6608	242	33	.	.	PUNCT
easat-6608	243	1	both	both	DET
easat-6608	243	2	students	student	NOUN
easat-6608	243	3	and	and	CCONJ
easat-6608	243	4	teachers	teacher	NOUN
easat-6608	243	5	overwhelmingly	overwhelmingly	ADV
easat-6608	243	6	preferred	prefer	VERB
easat-6608	243	7	the	the	DET
easat-6608	243	8	llm	llm	ADV
easat-6608	243	9	-	-	PUNCT
easat-6608	243	10	based	base	VERB
easat-6608	243	11	system	system	NOUN
easat-6608	243	12	.	.	PUNCT
easat-6608	244	1	the	the	DET
easat-6608	244	2	key	key	ADJ
easat-6608	244	3	differentiator	differentiator	NOUN
easat-6608	244	4	was	be	AUX
easat-6608	244	5	the	the	DET
easat-6608	244	6	quality	quality	NOUN
easat-6608	244	7	of	of	ADP
easat-6608	244	8	explanations	explanation	NOUN
easat-6608	244	9	:	:	PUNCT
easat-6608	244	10	88	88	NUM
easat-6608	244	11	%	%	NOUN
easat-6608	244	12	of	of	ADP
easat-6608	244	13	users	user	NOUN
easat-6608	244	14	indicated	indicate	VERB
easat-6608	244	15	that	that	SCONJ
easat-6608	244	16	the	the	DET
easat-6608	244	17	natural	natural	ADJ
easat-6608	244	18	language	language	NOUN
easat-6608	244	19	justifications	justification	NOUN
easat-6608	244	20	and	and	CCONJ
easat-6608	244	21	personalized	personalized	ADJ
easat-6608	244	22	advice	advice	NOUN
easat-6608	244	23	provided	provide	VERB
easat-6608	244	24	by	by	ADP
easat-6608	244	25	the	the	DET
easat-6608	244	26	llm	llm	PROPN
easat-6608	244	27	made	make	VERB
easat-6608	244	28	the	the	DET
easat-6608	244	29	decision	decision	NOUN
easat-6608	244	30	support	support	VERB
easat-6608	244	31	more	more	ADV
easat-6608	244	32	trustworthy	trustworthy	ADJ
easat-6608	244	33	and	and	CCONJ
easat-6608	244	34	transparent	transparent	ADJ
easat-6608	244	35	than	than	ADP
easat-6608	244	36	the	the	DET
easat-6608	244	37	baseline	baseline	NOUN
easat-6608	244	38	’s	’s	PART
easat-6608	244	39	generic	generic	ADJ
easat-6608	244	40	output	output	NOUN
easat-6608	244	41	.	.	PUNCT
easat-6608	245	1	many	many	ADJ
easat-6608	245	2	users	user	NOUN
easat-6608	245	3	appreciated	appreciate	VERB
easat-6608	245	4	how	how	SCONJ
easat-6608	245	5	the	the	DET
easat-6608	245	6	llm	llm	PROPN
easat-6608	245	7	would	would	AUX
easat-6608	245	8	explain	explain	VERB
easat-6608	245	9	why	why	SCONJ
easat-6608	245	10	a	a	DET
easat-6608	245	11	certain	certain	ADJ
easat-6608	245	12	course	course	NOUN
easat-6608	245	13	was	be	AUX
easat-6608	245	14	recommended	recommend	VERB
easat-6608	245	15	(	(	PUNCT
easat-6608	245	16	“	"	PUNCT
easat-6608	245	17	because	because	SCONJ
easat-6608	245	18	it	it	PRON
easat-6608	245	19	builds	build	VERB
easat-6608	245	20	on	on	ADP
easat-6608	245	21	your	your	PRON
easat-6608	245	22	knowledge	knowledge	NOUN
easat-6608	245	23	of	of	ADP
easat-6608	245	24	x	x	PUNCT
easat-6608	245	25	and	and	CCONJ
easat-6608	245	26	aligns	align	VERB
easat-6608	245	27	with	with	ADP
easat-6608	245	28	your	your	PRON
easat-6608	245	29	goal	goal	NOUN
easat-6608	245	30	y	y	NOUN
easat-6608	245	31	”	"	PUNCT
easat-6608	245	32	)	)	PUNCT
easat-6608	245	33	,	,	PUNCT
easat-6608	245	34	which	which	PRON
easat-6608	245	35	the	the	DET
easat-6608	245	36	baseline	baseline	NOUN
easat-6608	245	37	system	system	NOUN
easat-6608	245	38	lacked	lack	VERB
easat-6608	245	39	.	.	PUNCT
easat-6608	246	1	however	however	ADV
easat-6608	246	2	,	,	PUNCT
easat-6608	246	3	a	a	DET
easat-6608	246	4	few	few	ADJ
easat-6608	246	5	users	user	NOUN
easat-6608	246	6	did	do	AUX
easat-6608	246	7	express	express	VERB
easat-6608	246	8	concerns	concern	NOUN
easat-6608	246	9	or	or	CCONJ
easat-6608	246	10	suggestions	suggestion	NOUN
easat-6608	246	11	:	:	PUNCT
easat-6608	246	12	two	two	NUM
easat-6608	246	13	instructors	instructor	NOUN
easat-6608	246	14	cautioned	caution	VERB
easat-6608	246	15	about	about	ADP
easat-6608	246	16	over	over	ADP
easat-6608	246	17	-	-	PUNCT
easat-6608	246	18	reliance	reliance	NOUN
easat-6608	246	19	on	on	ADP
easat-6608	246	20	the	the	DET
easat-6608	246	21	ai	ai	NOUN
easat-6608	246	22	(	(	PUNCT
easat-6608	246	23	emphasizing	emphasize	VERB
easat-6608	246	24	it	it	PRON
easat-6608	246	25	should	should	AUX
easat-6608	246	26	complement	complement	VERB
easat-6608	246	27	,	,	PUNCT
easat-6608	246	28	not	not	PART
easat-6608	246	29	replace	replace	VERB
easat-6608	246	30	,	,	PUNCT
easat-6608	246	31	human	human	ADJ
easat-6608	246	32	judgment	judgment	NOUN
easat-6608	246	33	)	)	PUNCT
easat-6608	246	34	,	,	PUNCT
easat-6608	246	35	and	and	CCONJ
easat-6608	246	36	some	some	DET
easat-6608	246	37	students	student	NOUN
easat-6608	246	38	requested	request	VERB
easat-6608	246	39	an	an	DET
easat-6608	246	40	even	even	ADV
easat-6608	246	41	more	more	ADV
easat-6608	246	42	interactive	interactive	ADJ
easat-6608	246	43	interface	interface	NOUN
easat-6608	246	44	(	(	PUNCT
easat-6608	246	45	such	such	ADJ
easat-6608	246	46	as	as	ADP
easat-6608	246	47	asking	ask	VERB
easat-6608	246	48	follow	follow	VERB
easat-6608	246	49	-	-	PUNCT
easat-6608	246	50	up	up	ADP
easat-6608	246	51	questions	question	NOUN
easat-6608	246	52	to	to	ADP
easat-6608	246	53	the	the	DET
easat-6608	246	54	llm	llm	NOUN
easat-6608	246	55	)	)	PUNCT
easat-6608	246	56	.	.	PUNCT
easat-6608	247	1	these	these	DET
easat-6608	247	2	insights	insight	NOUN
easat-6608	247	3	will	will	AUX
easat-6608	247	4	guide	guide	VERB
easat-6608	247	5	future	future	ADJ
easat-6608	247	6	improvements	improvement	NOUN
easat-6608	247	7	.	.	PUNCT
easat-6608	248	1	in	in	ADP
easat-6608	248	2	summary	summary	NOUN
easat-6608	248	3	,	,	PUNCT
easat-6608	248	4	the	the	DET
easat-6608	248	5	user	user	NOUN
easat-6608	248	6	study	study	NOUN
easat-6608	248	7	confirms	confirm	VERB
easat-6608	248	8	that	that	SCONJ
easat-6608	248	9	the	the	DET
easat-6608	248	10	generative	generative	ADJ
easat-6608	248	11	llm	llm	PROPN
easat-6608	248	12	approach	approach	NOUN
easat-6608	248	13	not	not	PART
easat-6608	248	14	only	only	ADV
easat-6608	248	15	achieves	achieve	VERB
easat-6608	248	16	strong	strong	ADJ
easat-6608	248	17	objective	objective	ADJ
easat-6608	248	18	performance	performance	NOUN
easat-6608	248	19	but	but	CCONJ
easat-6608	248	20	also	also	ADV
easat-6608	248	21	attains	attain	VERB
easat-6608	248	22	high	high	ADJ
easat-6608	248	23	user	user	NOUN
easat-6608	248	24	satisfaction	satisfaction	NOUN
easat-6608	248	25	and	and	CCONJ
easat-6608	248	26	acceptance	acceptance	NOUN
easat-6608	248	27	.	.	PUNCT
easat-6608	249	1	the	the	DET
easat-6608	249	2	combination	combination	NOUN
easat-6608	249	3	of	of	ADP
easat-6608	249	4	a	a	DET
easat-6608	249	5	knowledge	knowledge	NOUN
easat-6608	249	6	graph	graph	NOUN
easat-6608	249	7	backbone	backbone	NOUN
easat-6608	249	8	and	and	CCONJ
easat-6608	249	9	gpt-4	gpt-4	NOUN
easat-6608	249	10	’s	’s	PART
easat-6608	249	11	generative	generative	ADJ
easat-6608	249	12	explanations	explanation	NOUN
easat-6608	249	13	was	be	AUX
easat-6608	249	14	particularly	particularly	ADV
easat-6608	249	15	well	well	ADV
easat-6608	249	16	-	-	PUNCT
easat-6608	249	17	received	receive	VERB
easat-6608	249	18	,	,	PUNCT
easat-6608	249	19	corroborating	corroborate	VERB
easat-6608	249	20	the	the	DET
easat-6608	249	21	survey	survey	NOUN
easat-6608	249	22	findings	finding	NOUN
easat-6608	249	23	of	of	ADP
easat-6608	249	24	prior	prior	ADJ
easat-6608	249	25	personalized	personalized	ADJ
easat-6608	249	26	learning	learning	NOUN
easat-6608	249	27	systems	system	NOUN
easat-6608	249	28	.	.	PUNCT
easat-6608	250	1	participants	participant	NOUN
easat-6608	250	2	credited	credit	VERB
easat-6608	250	3	the	the	DET
easat-6608	250	4	system	system	NOUN
easat-6608	250	5	with	with	ADP
easat-6608	250	6	making	make	VERB
easat-6608	250	7	the	the	DET
easat-6608	250	8	online	online	ADJ
easat-6608	250	9	learning	learning	NOUN
easat-6608	250	10	experience	experience	NOUN
easat-6608	250	11	more	more	ADV
easat-6608	250	12	engaging	engaging	ADJ
easat-6608	250	13	and	and	CCONJ
easat-6608	250	14	decisions	decision	NOUN
easat-6608	250	15	more	more	ADJ
easat-6608	250	16	data	datum	NOUN
easat-6608	250	17	-	-	PUNCT
easat-6608	250	18	informed	inform	VERB
easat-6608	250	19	,	,	PUNCT
easat-6608	250	20	which	which	PRON
easat-6608	250	21	is	be	AUX
easat-6608	250	22	a	a	DET
easat-6608	250	23	promising	promising	ADJ
easat-6608	250	24	indicator	indicator	NOUN
easat-6608	250	25	for	for	ADP
easat-6608	250	26	broader	broad	ADJ
easat-6608	250	27	deployment	deployment	NOUN
easat-6608	250	28	.	.	PUNCT
easat-6608	251	1	4.5	4.5	NUM
easat-6608	251	2	.	.	PUNCT
easat-6608	252	1	case	case	NOUN
easat-6608	252	2	study	study	NOUN
easat-6608	252	3	and	and	CCONJ
easat-6608	252	4	visualization	visualization	NOUN
easat-6608	252	5	of	of	ADP
easat-6608	252	6	results	result	NOUN
easat-6608	252	7	to	to	PART
easat-6608	252	8	illustrate	illustrate	VERB
easat-6608	252	9	the	the	DET
easat-6608	252	10	effectiveness	effectiveness	NOUN
easat-6608	252	11	of	of	ADP
easat-6608	252	12	our	our	PRON
easat-6608	252	13	approach	approach	NOUN
easat-6608	252	14	,	,	PUNCT
easat-6608	252	15	we	we	PRON
easat-6608	252	16	present	present	VERB
easat-6608	252	17	a	a	DET
easat-6608	252	18	representative	representative	ADJ
easat-6608	252	19	case	case	NOUN
easat-6608	252	20	study	study	NOUN
easat-6608	252	21	along	along	ADP
easat-6608	252	22	with	with	ADP
easat-6608	252	23	visualizations	visualization	NOUN
easat-6608	252	24	of	of	ADP
easat-6608	252	25	the	the	DET
easat-6608	252	26	results	result	NOUN
easat-6608	252	27	.	.	PUNCT
easat-6608	253	1	in	in	ADP
easat-6608	253	2	this	this	DET
easat-6608	253	3	case	case	NOUN
easat-6608	253	4	study	study	NOUN
easat-6608	253	5	,	,	PUNCT
easat-6608	253	6	a	a	DET
easat-6608	253	7	student	student	NOUN
easat-6608	253	8	from	from	ADP
easat-6608	253	9	an	an	DET
easat-6608	253	10	argentine	argentine	ADJ
easat-6608	253	11	distance	distance	NOUN
easat-6608	253	12	learning	learn	VERB
easat-6608	253	13	program	program	NOUN
easat-6608	253	14	is	be	AUX
easat-6608	253	15	seeking	seek	VERB
easat-6608	253	16	advice	advice	NOUN
easat-6608	253	17	on	on	ADP
easat-6608	253	18	course	course	NOUN
easat-6608	253	19	selection	selection	NOUN
easat-6608	253	20	for	for	ADP
easat-6608	253	21	the	the	DET
easat-6608	253	22	next	next	ADJ
easat-6608	253	23	semester	semester	NOUN
easat-6608	253	24	.	.	PUNCT
easat-6608	254	1	the	the	DET
easat-6608	254	2	student	student	NOUN
easat-6608	254	3	has	have	AUX
easat-6608	254	4	completed	complete	VERB
easat-6608	254	5	introductory	introductory	ADJ
easat-6608	254	6	courses	course	NOUN
easat-6608	254	7	in	in	ADP
easat-6608	254	8	programming	programming	NOUN
easat-6608	254	9	and	and	CCONJ
easat-6608	254	10	algorithms	algorithm	NOUN
easat-6608	254	11	with	with	ADP
easat-6608	254	12	average	average	ADJ
easat-6608	254	13	scores	score	NOUN
easat-6608	254	14	,	,	PUNCT
easat-6608	254	15	and	and	CCONJ
easat-6608	254	16	their	their	PRON
easat-6608	254	17	goal	goal	NOUN
easat-6608	254	18	is	be	AUX
easat-6608	254	19	to	to	PART
easat-6608	254	20	enter	enter	VERB
easat-6608	254	21	an	an	DET
easat-6608	254	22	entrepreneurship	entrepreneurship	NOUN
easat-6608	254	23	-	-	PUNCT
easat-6608	254	24	oriented	orient	VERB
easat-6608	254	25	software	software	NOUN
easat-6608	254	26	project	project	NOUN
easat-6608	254	27	course	course	NOUN
easat-6608	254	28	in	in	ADP
easat-6608	254	29	the	the	DET
easat-6608	254	30	future	future	NOUN
easat-6608	254	31	.	.	PUNCT
easat-6608	255	1	the	the	DET
easat-6608	255	2	decision	decision	NOUN
easat-6608	255	3	-	-	PUNCT
easat-6608	255	4	making	make	VERB
easat-6608	255	5	task	task	NOUN
easat-6608	255	6	for	for	ADP
easat-6608	255	7	the	the	DET
easat-6608	255	8	system	system	NOUN
easat-6608	255	9	is	be	AUX
easat-6608	255	10	to	to	PART
easat-6608	255	11	recommend	recommend	VERB
easat-6608	255	12	a	a	DET
easat-6608	255	13	suitable	suitable	ADJ
easat-6608	255	14	next	next	ADJ
easat-6608	255	15	course	course	NOUN
easat-6608	255	16	that	that	SCONJ
easat-6608	255	17	both	both	PRON
easat-6608	255	18	solidifies	solidify	VERB
easat-6608	255	19	the	the	DET
easat-6608	255	20	student	student	NOUN
easat-6608	255	21	’s	’s	PART
easat-6608	255	22	fundamentals	fundamental	NOUN
easat-6608	255	23	and	and	CCONJ
easat-6608	255	24	aligns	align	VERB
easat-6608	255	25	with	with	ADP
easat-6608	255	26	their	their	PRON
easat-6608	255	27	entrepreneurial	entrepreneurial	ADJ
easat-6608	255	28	interest	interest	NOUN
easat-6608	255	29	.	.	PUNCT
easat-6608	256	1	llm	llm	PROPN
easat-6608	256	2	recommendation	recommendation	NOUN
easat-6608	256	3	example	example	NOUN
easat-6608	256	4	:	:	PUNCT
easat-6608	256	5	using	use	VERB
easat-6608	256	6	the	the	DET
easat-6608	256	7	student	student	NOUN
easat-6608	256	8	’s	’s	PART
easat-6608	256	9	profile	profile	NOUN
easat-6608	256	10	as	as	ADP
easat-6608	256	11	input	input	NOUN
easat-6608	256	12	,	,	PUNCT
easat-6608	256	13	the	the	DET
easat-6608	256	14	baseline	baseline	NOUN
easat-6608	256	15	system	system	NOUN
easat-6608	256	16	suggested	suggest	VERB
easat-6608	256	17	a	a	DET
easat-6608	256	18	generic	generic	ADJ
easat-6608	256	19	intermediate	intermediate	ADJ
easat-6608	256	20	programming	programming	NOUN
easat-6608	256	21	course	course	NOUN
easat-6608	256	22	.	.	PUNCT
easat-6608	257	1	in	in	ADP
easat-6608	257	2	contrast	contrast	NOUN
easat-6608	257	3	,	,	PUNCT
easat-6608	257	4	our	our	PRON
easat-6608	257	5	llm	llm	ADV
easat-6608	257	6	-	-	PUNCT
easat-6608	257	7	enhanced	enhance	VERB
easat-6608	257	8	system	system	NOUN
easat-6608	257	9	recommended	recommend	VERB
easat-6608	257	10	“	"	PUNCT
easat-6608	257	11	data	data	NOUN
easat-6608	257	12	structures	structure	NOUN
easat-6608	257	13	(	(	PUNCT
easat-6608	257	14	level	level	NOUN
easat-6608	257	15	ii	ii	NOUN
easat-6608	257	16	)	)	PUNCT
easat-6608	257	17	”	"	PUNCT
easat-6608	257	18	with	with	ADP
easat-6608	257	19	a	a	DET
easat-6608	257	20	detailed	detailed	ADJ
easat-6608	257	21	explanation	explanation	NOUN
easat-6608	257	22	.	.	PUNCT
easat-6608	258	1	the	the	DET
easat-6608	258	2	llm	llm	PROPN
easat-6608	258	3	noted	note	VERB
easat-6608	258	4	that	that	SCONJ
easat-6608	258	5	data	data	NOUN
easat-6608	258	6	structures	structure	NOUN
easat-6608	258	7	(	(	PUNCT
easat-6608	258	8	level	level	PROPN
easat-6608	258	9	ii	ii	NOUN
easat-6608	258	10	)	)	PUNCT
easat-6608	258	11	covers	cover	VERB
easat-6608	258	12	essential	essential	ADJ
easat-6608	258	13	algorithms	algorithm	NOUN
easat-6608	258	14	that	that	PRON
easat-6608	258	15	the	the	DET
easat-6608	258	16	student	student	NOUN
easat-6608	258	17	struggled	struggle	VERB
easat-6608	258	18	with	with	ADP
easat-6608	258	19	in	in	ADP
easat-6608	258	20	the	the	DET
easat-6608	258	21	introductory	introductory	ADJ
easat-6608	258	22	course	course	NOUN
easat-6608	258	23	(	(	PUNCT
easat-6608	258	24	reinforcing	reinforce	VERB
easat-6608	258	25	fundamentals	fundamental	NOUN
easat-6608	258	26	)	)	PUNCT
easat-6608	258	27	,	,	PUNCT
easat-6608	258	28	and	and	CCONJ
easat-6608	258	29	it	it	PRON
easat-6608	258	30	highlighted	highlight	VERB
easat-6608	258	31	that	that	SCONJ
easat-6608	258	32	mastering	master	VERB
easat-6608	258	33	these	these	PRON
easat-6608	258	34	would	would	AUX
easat-6608	258	35	be	be	AUX
easat-6608	258	36	important	important	ADJ
easat-6608	258	37	before	before	ADP
easat-6608	258	38	tackling	tackle	VERB
easat-6608	258	39	project	project	NOUN
easat-6608	258	40	-	-	PUNCT
easat-6608	258	41	based	base	VERB
easat-6608	258	42	or	or	CCONJ
easat-6608	258	43	entrepreneurship	entrepreneurship	NOUN
easat-6608	258	44	courses	course	NOUN
easat-6608	258	45	.	.	PUNCT
easat-6608	259	1	it	it	PRON
easat-6608	259	2	also	also	ADV
easat-6608	259	3	pointed	point	VERB
easat-6608	259	4	out	out	ADP
easat-6608	259	5	that	that	SCONJ
easat-6608	259	6	this	this	DET
easat-6608	259	7	course	course	NOUN
easat-6608	259	8	is	be	AUX
easat-6608	259	9	a	a	DET
easat-6608	259	10	prerequisite	prerequisite	NOUN
easat-6608	259	11	for	for	ADP
easat-6608	259	12	an	an	DET
easat-6608	259	13	upcoming	upcoming	ADJ
easat-6608	259	14	“	"	PUNCT
easat-6608	259	15	technology	technology	NOUN
easat-6608	259	16	entrepreneurship	entrepreneurship	NOUN
easat-6608	259	17	”	"	PUNCT
easat-6608	259	18	course	course	NOUN
easat-6608	259	19	(	(	PUNCT
easat-6608	259	20	information	information	NOUN
easat-6608	259	21	gleaned	glean	VERB
easat-6608	259	22	from	from	ADP
easat-6608	259	23	the	the	DET
easat-6608	259	24	knowledge	knowledge	NOUN
easat-6608	259	25	graph	graph	NOUN
easat-6608	259	26	)	)	PUNCT
easat-6608	259	27	,	,	PUNCT
easat-6608	259	28	thus	thus	ADV
easat-6608	259	29	directly	directly	ADV
easat-6608	259	30	supporting	support	VERB
easat-6608	259	31	the	the	DET
easat-6608	259	32	student	student	NOUN
easat-6608	259	33	’s	’s	PART
easat-6608	259	34	long	long	ADJ
easat-6608	259	35	-	-	PUNCT
easat-6608	259	36	term	term	NOUN
easat-6608	259	37	goal	goal	NOUN
easat-6608	259	38	.	.	PUNCT
easat-6608	260	1	this	this	DET
easat-6608	260	2	rich	rich	ADJ
easat-6608	260	3	justification	justification	NOUN
easat-6608	260	4	not	not	PART
easat-6608	260	5	only	only	ADV
easat-6608	260	6	gives	give	VERB
easat-6608	260	7	the	the	DET
easat-6608	260	8	recommendation	recommendation	NOUN
easat-6608	260	9	itself	itself	PRON
easat-6608	260	10	but	but	CCONJ
easat-6608	260	11	contextualizes	contextualize	VERB
easat-6608	260	12	it	it	PRON
easat-6608	260	13	within	within	ADP
easat-6608	260	14	the	the	DET
easat-6608	260	15	student	student	NOUN
easat-6608	260	16	’s	’s	PART
easat-6608	260	17	academic	academic	ADJ
easat-6608	260	18	pathway	pathway	NOUN
easat-6608	260	19	,	,	PUNCT
easat-6608	260	20	demonstrating	demonstrate	VERB
easat-6608	260	21	the	the	DET
easat-6608	260	22	llm	llm	NOUN
easat-6608	260	23	’s	’s	PART
easat-6608	260	24	ability	ability	NOUN
easat-6608	260	25	to	to	PART
easat-6608	260	26	connect	connect	VERB
easat-6608	260	27	data	datum	NOUN
easat-6608	260	28	points	point	NOUN
easat-6608	260	29	across	across	ADP
easat-6608	260	30	the	the	DET
easat-6608	260	31	knowledge	knowledge	NOUN
easat-6608	260	32	graph	graph	NOUN
easat-6608	260	33	.	.	PUNCT
easat-6608	261	1	the	the	DET
easat-6608	261	2	student	student	NOUN
easat-6608	261	3	in	in	ADP
easat-6608	261	4	the	the	DET
easat-6608	261	5	case	case	NOUN
easat-6608	261	6	study	study	NOUN
easat-6608	261	7	followed	follow	VERB
easat-6608	261	8	the	the	DET
easat-6608	261	9	advice	advice	NOUN
easat-6608	261	10	,	,	PUNCT
easat-6608	261	11	and	and	CCONJ
easat-6608	261	12	subsequent	subsequent	ADJ
easat-6608	261	13	feedback	feedback	NOUN
easat-6608	261	14	indicated	indicate	VERB
easat-6608	261	15	that	that	SCONJ
easat-6608	261	16	the	the	DET
easat-6608	261	17	recommendation	recommendation	NOUN
easat-6608	261	18	was	be	AUX
easat-6608	261	19	indeed	indeed	ADV
easat-6608	261	20	helpful	helpful	ADJ
easat-6608	261	21	.	.	PUNCT
easat-6608	262	1	2597	2597	NUM
easat-6608	262	2	edelweiss	edelweiss	PROPN
easat-6608	262	3	applied	apply	VERB
easat-6608	262	4	science	science	NOUN
easat-6608	262	5	and	and	CCONJ
easat-6608	262	6	technology	technology	NOUN
easat-6608	262	7	issn	issn	PROPN
easat-6608	262	8	:	:	PUNCT
easat-6608	262	9	2576	2576	NUM
easat-6608	262	10	-	-	SYM
easat-6608	262	11	8484	8484	NUM
easat-6608	262	12	vol	vol	NOUN
easat-6608	262	13	.	.	PROPN
easat-6608	263	1	9	9	NUM
easat-6608	263	2	,	,	PUNCT
easat-6608	263	3	no	no	INTJ
easat-6608	263	4	.	.	NOUN
easat-6608	263	5	4	4	NUM
easat-6608	263	6	:	:	SYM
easat-6608	263	7	2587	2587	NUM
easat-6608	263	8	-	-	SYM
easat-6608	263	9	2599	2599	NUM
easat-6608	263	10	,	,	PUNCT
easat-6608	263	11	2025	2025	NUM
easat-6608	263	12	doi	doi	NOUN
easat-6608	263	13	:	:	PUNCT
easat-6608	263	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	263	15	©	©	PROPN
easat-6608	263	16	2025	2025	NUM
easat-6608	263	17	by	by	ADP
easat-6608	263	18	the	the	DET
easat-6608	263	19	authors	author	NOUN
easat-6608	263	20	;	;	PUNCT
easat-6608	263	21	licensee	licensee	PROPN
easat-6608	263	22	learning	learn	VERB
easat-6608	263	23	gate	gate	NOUN
easat-6608	263	24	figure	figure	NOUN
easat-6608	263	25	4	4	NUM
easat-6608	263	26	.	.	PUNCT
easat-6608	264	1	precision@5	precision@5	NOUN
easat-6608	264	2	and	and	CCONJ
easat-6608	264	3	recall@5	recall@5	NUM
easat-6608	264	4	–	–	PUNCT
easat-6608	264	5	baseline	baseline	NOUN
easat-6608	264	6	vs.	vs.	ADP
easat-6608	264	7	llm	llm	PROPN
easat-6608	264	8	models	model	NOUN
easat-6608	264	9	.	.	PUNCT
easat-6608	265	1	figure	figure	NOUN
easat-6608	265	2	5	5	NUM
easat-6608	265	3	.	.	PUNCT
easat-6608	266	1	satisfaction	satisfaction	NOUN
easat-6608	266	2	ratings	rating	NOUN
easat-6608	266	3	from	from	ADP
easat-6608	266	4	students	student	NOUN
easat-6608	266	5	and	and	CCONJ
easat-6608	266	6	instructors	instructor	NOUN
easat-6608	266	7	(	(	PUNCT
easat-6608	266	8	baseline	baseline	NOUN
easat-6608	266	9	vs.	vs.	ADP
easat-6608	266	10	llm	llm	NOUN
easat-6608	266	11	)	)	PUNCT
easat-6608	266	12	.	.	PUNCT
easat-6608	267	1	visualization	visualization	NOUN
easat-6608	267	2	of	of	ADP
easat-6608	267	3	performance	performance	NOUN
easat-6608	267	4	:	:	PUNCT
easat-6608	267	5	the	the	DET
easat-6608	267	6	overall	overall	ADJ
easat-6608	267	7	experimental	experimental	ADJ
easat-6608	267	8	results	result	NOUN
easat-6608	267	9	are	be	AUX
easat-6608	267	10	summarized	summarize	VERB
easat-6608	267	11	in	in	ADP
easat-6608	267	12	figure	figure	NOUN
easat-6608	267	13	4	4	NUM
easat-6608	267	14	and	and	CCONJ
easat-6608	267	15	figure	figure	VERB
easat-6608	267	16	5	5	NUM
easat-6608	267	17	.	.	PUNCT
easat-6608	268	1	figure	figure	VERB
easat-6608	268	2	4	4	NUM
easat-6608	268	3	(	(	PUNCT
easat-6608	268	4	a	a	DET
easat-6608	268	5	bar	bar	NOUN
easat-6608	268	6	chart	chart	NOUN
easat-6608	268	7	)	)	PUNCT
easat-6608	268	8	compares	compare	VERB
easat-6608	268	9	the	the	DET
easat-6608	268	10	precision@5	precision@5	NOUN
easat-6608	268	11	of	of	ADP
easat-6608	268	12	the	the	DET
easat-6608	268	13	baseline	baseline	NOUN
easat-6608	268	14	and	and	CCONJ
easat-6608	268	15	llm	llm	ADV
easat-6608	268	16	-	-	PUNCT
easat-6608	268	17	based	base	VERB
easat-6608	268	18	recommender	recommender	NOUN
easat-6608	268	19	across	across	ADP
easat-6608	268	20	different	different	ADJ
easat-6608	268	21	student	student	NOUN
easat-6608	268	22	profiles	profile	NOUN
easat-6608	268	23	.	.	PUNCT
easat-6608	269	1	the	the	DET
easat-6608	269	2	llm	llm	PROPN
easat-6608	269	3	system	system	NOUN
easat-6608	269	4	consistently	consistently	ADV
easat-6608	269	5	outperforms	outperform	VERB
easat-6608	269	6	the	the	DET
easat-6608	269	7	baseline	baseline	NOUN
easat-6608	269	8	,	,	PUNCT
easat-6608	269	9	with	with	ADP
easat-6608	269	10	an	an	DET
easat-6608	269	11	average	average	ADJ
easat-6608	269	12	precision@5	precision@5	NOUN
easat-6608	269	13	of	of	ADP
easat-6608	269	14	0.82	0.82	NUM
easat-6608	269	15	versus	versus	ADP
easat-6608	269	16	0.67	0.67	NUM
easat-6608	269	17	for	for	ADP
easat-6608	269	18	the	the	DET
easat-6608	269	19	baseline	baseline	NOUN
easat-6608	269	20	,	,	PUNCT
easat-6608	269	21	indicating	indicate	VERB
easat-6608	269	22	it	it	PRON
easat-6608	269	23	suggests	suggest	VERB
easat-6608	269	24	more	more	ADV
easat-6608	269	25	relevant	relevant	ADJ
easat-6608	269	26	courses	course	NOUN
easat-6608	269	27	in	in	ADP
easat-6608	269	28	the	the	DET
easat-6608	269	29	top	top	ADJ
easat-6608	269	30	5	5	NUM
easat-6608	269	31	recommendations	recommendation	NOUN
easat-6608	269	32	.	.	PUNCT
easat-6608	270	1	similarly	similarly	ADV
easat-6608	270	2	,	,	PUNCT
easat-6608	270	3	figure	figure	VERB
easat-6608	270	4	4	4	NUM
easat-6608	270	5	shows	show	VERB
easat-6608	270	6	higher	high	ADJ
easat-6608	270	7	recall@5	recall@5	NOUN
easat-6608	270	8	for	for	ADP
easat-6608	270	9	the	the	DET
easat-6608	270	10	llm	llm	PROPN
easat-6608	270	11	system	system	NOUN
easat-6608	270	12	,	,	PUNCT
easat-6608	270	13	demonstrating	demonstrate	VERB
easat-6608	270	14	its	its	PRON
easat-6608	270	15	ability	ability	NOUN
easat-6608	270	16	to	to	PART
easat-6608	270	17	cover	cover	VERB
easat-6608	270	18	more	more	ADJ
easat-6608	270	19	of	of	ADP
easat-6608	270	20	the	the	DET
easat-6608	270	21	relevant	relevant	ADJ
easat-6608	270	22	options	option	NOUN
easat-6608	270	23	that	that	PRON
easat-6608	270	24	a	a	DET
easat-6608	270	25	student	student	NOUN
easat-6608	270	26	eventually	eventually	ADV
easat-6608	270	27	takes	take	VERB
easat-6608	270	28	or	or	CCONJ
easat-6608	270	29	values	value	NOUN
easat-6608	270	30	.	.	PUNCT
easat-6608	271	1	figure	figure	NOUN
easat-6608	271	2	5	5	NUM
easat-6608	271	3	visualizes	visualize	VERB
easat-6608	271	4	the	the	DET
easat-6608	271	5	user	user	NOUN
easat-6608	271	6	satisfaction	satisfaction	NOUN
easat-6608	271	7	ratings	rating	NOUN
easat-6608	271	8	from	from	ADP
easat-6608	271	9	the	the	DET
easat-6608	271	10	survey	survey	NOUN
easat-6608	271	11	:	:	PUNCT
easat-6608	271	12	it	it	PRON
easat-6608	271	13	plots	plot	VERB
easat-6608	271	14	the	the	DET
easat-6608	271	15	distribution	distribution	NOUN
easat-6608	271	16	of	of	ADP
easat-6608	271	17	student	student	NOUN
easat-6608	271	18	and	and	CCONJ
easat-6608	271	19	instructor	instructor	NOUN
easat-6608	271	20	satisfaction	satisfaction	NOUN
easat-6608	271	21	scores	score	NOUN
easat-6608	271	22	for	for	ADP
easat-6608	271	23	both	both	DET
easat-6608	271	24	systems	system	NOUN
easat-6608	271	25	.	.	PUNCT
easat-6608	272	1	the	the	DET
easat-6608	272	2	chart	chart	NOUN
easat-6608	272	3	clearly	clearly	ADV
easat-6608	272	4	illustrates	illustrate	VERB
easat-6608	272	5	that	that	SCONJ
easat-6608	272	6	a	a	DET
easat-6608	272	7	majority	majority	NOUN
easat-6608	272	8	of	of	ADP
easat-6608	272	9	users	user	NOUN
easat-6608	272	10	rated	rate	VERB
easat-6608	272	11	the	the	DET
easat-6608	272	12	llm	llm	PROPN
easat-6608	272	13	system	system	NOUN
easat-6608	272	14	in	in	ADP
easat-6608	272	15	the	the	DET
easat-6608	272	16	highest	high	ADJ
easat-6608	272	17	satisfaction	satisfaction	NOUN
easat-6608	272	18	tier	tier	NOUN
easat-6608	272	19	(	(	PUNCT
easat-6608	272	20	4	4	NUM
easat-6608	272	21	or	or	CCONJ
easat-6608	272	22	5	5	NUM
easat-6608	272	23	out	out	ADP
easat-6608	272	24	of	of	ADP
easat-6608	272	25	5	5	NUM
easat-6608	272	26	)	)	PUNCT
easat-6608	272	27	,	,	PUNCT
easat-6608	272	28	whereas	whereas	SCONJ
easat-6608	272	29	the	the	DET
easat-6608	272	30	baseline	baseline	NOUN
easat-6608	272	31	system	system	NOUN
easat-6608	272	32	’s	’s	PART
easat-6608	272	33	ratings	rating	NOUN
easat-6608	272	34	were	be	AUX
easat-6608	272	35	more	more	ADV
easat-6608	272	36	spread	spread	VERB
easat-6608	272	37	out	out	ADP
easat-6608	272	38	,	,	PUNCT
easat-6608	272	39	with	with	ADP
easat-6608	272	40	a	a	DET
easat-6608	272	41	significant	significant	ADJ
easat-6608	272	42	portion	portion	NOUN
easat-6608	272	43	in	in	ADP
easat-6608	272	44	the	the	DET
easat-6608	272	45	neutral	neutral	ADJ
easat-6608	272	46	range	range	NOUN
easat-6608	272	47	.	.	PUNCT
easat-6608	273	1	these	these	DET
easat-6608	273	2	visualizations	visualization	NOUN
easat-6608	273	3	2598	2598	NUM
easat-6608	273	4	edelweiss	edelweiss	PROPN
easat-6608	273	5	applied	apply	VERB
easat-6608	273	6	science	science	NOUN
easat-6608	273	7	and	and	CCONJ
easat-6608	273	8	technology	technology	NOUN
easat-6608	273	9	issn	issn	PROPN
easat-6608	273	10	:	:	PUNCT
easat-6608	273	11	2576	2576	NUM
easat-6608	273	12	-	-	SYM
easat-6608	273	13	8484	8484	NUM
easat-6608	273	14	vol	vol	NOUN
easat-6608	273	15	.	.	PROPN
easat-6608	274	1	9	9	NUM
easat-6608	274	2	,	,	PUNCT
easat-6608	274	3	no	no	INTJ
easat-6608	274	4	.	.	NOUN
easat-6608	274	5	4	4	NUM
easat-6608	274	6	:	:	SYM
easat-6608	274	7	2587	2587	NUM
easat-6608	274	8	-	-	SYM
easat-6608	274	9	2599	2599	NUM
easat-6608	274	10	,	,	PUNCT
easat-6608	274	11	2025	2025	NUM
easat-6608	274	12	doi	doi	NOUN
easat-6608	274	13	:	:	PUNCT
easat-6608	274	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	274	15	©	©	PROPN
easat-6608	274	16	2025	2025	NUM
easat-6608	274	17	by	by	ADP
easat-6608	274	18	the	the	DET
easat-6608	274	19	authors	author	NOUN
easat-6608	274	20	;	;	PUNCT
easat-6608	274	21	licensee	licensee	PROPN
easat-6608	274	22	learning	learn	VERB
easat-6608	274	23	gate	gate	NOUN
easat-6608	274	24	corroborate	corroborate	VERB
easat-6608	274	25	our	our	PRON
easat-6608	274	26	quantitative	quantitative	ADJ
easat-6608	274	27	findings	finding	NOUN
easat-6608	274	28	that	that	SCONJ
easat-6608	274	29	the	the	DET
easat-6608	274	30	generative	generative	ADJ
easat-6608	274	31	llm	llm	PROPN
easat-6608	274	32	approach	approach	NOUN
easat-6608	274	33	not	not	PART
easat-6608	274	34	only	only	ADV
easat-6608	274	35	improves	improve	VERB
easat-6608	274	36	objective	objective	ADJ
easat-6608	274	37	metrics	metric	NOUN
easat-6608	274	38	but	but	CCONJ
easat-6608	274	39	is	be	AUX
easat-6608	274	40	also	also	ADV
easat-6608	274	41	preferred	prefer	VERB
easat-6608	274	42	by	by	ADP
easat-6608	274	43	users	user	NOUN
easat-6608	274	44	.	.	PUNCT
easat-6608	275	1	in	in	ADP
easat-6608	275	2	addition	addition	NOUN
easat-6608	275	3	,	,	PUNCT
easat-6608	275	4	we	we	PRON
easat-6608	275	5	include	include	VERB
easat-6608	275	6	a	a	DET
easat-6608	275	7	visualization	visualization	NOUN
easat-6608	275	8	of	of	ADP
easat-6608	275	9	a	a	DET
easat-6608	275	10	portion	portion	NOUN
easat-6608	275	11	of	of	ADP
easat-6608	275	12	the	the	DET
easat-6608	275	13	knowledge	knowledge	NOUN
easat-6608	275	14	graph	graph	NOUN
easat-6608	275	15	used	use	VERB
easat-6608	275	16	in	in	ADP
easat-6608	275	17	one	one	NUM
easat-6608	275	18	decision	decision	NOUN
easat-6608	275	19	episode	episode	NOUN
easat-6608	275	20	(	(	PUNCT
easat-6608	275	21	figure	figure	NOUN
easat-6608	275	22	2	2	NUM
easat-6608	275	23	,	,	PUNCT
easat-6608	275	24	earlier	early	ADV
easat-6608	275	25	in	in	ADP
easat-6608	275	26	section	section	NOUN
easat-6608	275	27	4.1	4.1	NUM
easat-6608	275	28	)	)	PUNCT
easat-6608	275	29	.	.	PUNCT
easat-6608	276	1	this	this	DET
easat-6608	276	2	graph	graph	NOUN
easat-6608	276	3	was	be	AUX
easat-6608	276	4	crucial	crucial	ADJ
easat-6608	276	5	in	in	ADP
easat-6608	276	6	enabling	enable	VERB
easat-6608	276	7	the	the	DET
easat-6608	276	8	llm	llm	NOUN
easat-6608	276	9	to	to	ADP
easat-6608	276	10	trace	trace	NOUN
easat-6608	276	11	prerequisite	prerequisite	NOUN
easat-6608	276	12	relationships	relationship	NOUN
easat-6608	276	13	.	.	PUNCT
easat-6608	277	1	for	for	ADP
easat-6608	277	2	example	example	NOUN
easat-6608	277	3	,	,	PUNCT
easat-6608	277	4	the	the	DET
easat-6608	277	5	highlighted	highlighted	ADJ
easat-6608	277	6	path	path	NOUN
easat-6608	277	7	in	in	ADP
easat-6608	277	8	the	the	DET
easat-6608	277	9	graph	graph	NOUN
easat-6608	277	10	showed	show	VERB
easat-6608	277	11	that	that	SCONJ
easat-6608	277	12	the	the	DET
easat-6608	277	13	data	data	NOUN
easat-6608	277	14	structures	structure	NOUN
easat-6608	277	15	(	(	PUNCT
easat-6608	277	16	level	level	PROPN
easat-6608	277	17	ii	ii	NOUN
easat-6608	277	18	)	)	PUNCT
easat-6608	277	19	course	course	NOUN
easat-6608	277	20	covers	cover	VERB
easat-6608	277	21	“	"	PUNCT
easat-6608	277	22	algorithm	algorithm	NOUN
easat-6608	277	23	optimization	optimization	NOUN
easat-6608	277	24	”	"	PUNCT
easat-6608	277	25	which	which	PRON
easat-6608	277	26	is	be	AUX
easat-6608	277	27	a	a	DET
easat-6608	277	28	required	require	VERB
easat-6608	277	29	concept	concept	NOUN
easat-6608	277	30	for	for	ADP
easat-6608	277	31	the	the	DET
easat-6608	277	32	later	later	ADJ
easat-6608	277	33	technology	technology	NOUN
easat-6608	277	34	entrepreneurship	entrepreneurship	NOUN
easat-6608	277	35	project	project	NOUN
easat-6608	277	36	–	–	PUNCT
easat-6608	277	37	this	this	DET
easat-6608	277	38	path	path	NOUN
easat-6608	277	39	was	be	AUX
easat-6608	277	40	cited	cite	VERB
easat-6608	277	41	by	by	ADP
easat-6608	277	42	the	the	DET
easat-6608	277	43	llm	llm	PROPN
easat-6608	277	44	in	in	ADP
easat-6608	277	45	its	its	PRON
easat-6608	277	46	explanation	explanation	NOUN
easat-6608	277	47	.	.	PUNCT
easat-6608	278	1	this	this	PRON
easat-6608	278	2	demonstrates	demonstrate	VERB
easat-6608	278	3	how	how	SCONJ
easat-6608	278	4	the	the	DET
easat-6608	278	5	knowledge	knowledge	NOUN
easat-6608	278	6	graph	graph	NOUN
easat-6608	278	7	visualization	visualization	NOUN
easat-6608	278	8	can	can	AUX
easat-6608	278	9	be	be	AUX
easat-6608	278	10	used	use	VERB
easat-6608	278	11	by	by	ADP
easat-6608	278	12	human	human	ADJ
easat-6608	278	13	stakeholders	stakeholder	NOUN
easat-6608	278	14	alongside	alongside	ADP
easat-6608	278	15	the	the	DET
easat-6608	278	16	ai	ai	NOUN
easat-6608	278	17	’s	’s	PART
easat-6608	278	18	recommendations	recommendation	NOUN
easat-6608	278	19	to	to	PART
easat-6608	278	20	understand	understand	VERB
easat-6608	278	21	the	the	DET
easat-6608	278	22	rationale	rationale	NOUN
easat-6608	278	23	behind	behind	ADP
easat-6608	278	24	decisions	decision	NOUN
easat-6608	278	25	.	.	PUNCT
easat-6608	279	1	in	in	ADP
easat-6608	279	2	practice	practice	NOUN
easat-6608	279	3	,	,	PUNCT
easat-6608	279	4	such	such	ADJ
easat-6608	279	5	visual	visual	ADJ
easat-6608	279	6	aids	aid	NOUN
easat-6608	279	7	help	help	VERB
easat-6608	279	8	build	build	VERB
easat-6608	279	9	trust	trust	NOUN
easat-6608	279	10	in	in	ADP
easat-6608	279	11	the	the	DET
easat-6608	279	12	system	system	NOUN
easat-6608	279	13	,	,	PUNCT
easat-6608	279	14	as	as	SCONJ
easat-6608	279	15	noted	note	VERB
easat-6608	279	16	by	by	ADP
easat-6608	279	17	several	several	ADJ
easat-6608	279	18	instructors	instructor	NOUN
easat-6608	279	19	who	who	PRON
easat-6608	279	20	appreciated	appreciate	VERB
easat-6608	279	21	seeing	see	VERB
easat-6608	279	22	the	the	DET
easat-6608	279	23	map	map	NOUN
easat-6608	279	24	of	of	ADP
easat-6608	279	25	how	how	SCONJ
easat-6608	279	26	courses	course	NOUN
easat-6608	279	27	connect	connect	VERB
easat-6608	279	28	.	.	PUNCT
easat-6608	280	1	overall	overall	ADV
easat-6608	280	2	,	,	PUNCT
easat-6608	280	3	the	the	DET
easat-6608	280	4	case	case	NOUN
easat-6608	280	5	study	study	NOUN
easat-6608	280	6	and	and	CCONJ
easat-6608	280	7	accompanying	accompany	VERB
easat-6608	280	8	figures	figure	NOUN
easat-6608	280	9	reinforce	reinforce	VERB
easat-6608	280	10	the	the	DET
easat-6608	280	11	benefits	benefit	NOUN
easat-6608	280	12	of	of	ADP
easat-6608	280	13	our	our	PRON
easat-6608	280	14	proposed	propose	VERB
easat-6608	280	15	system	system	NOUN
easat-6608	280	16	.	.	PUNCT
easat-6608	281	1	the	the	DET
easat-6608	281	2	llm	llm	ADV
easat-6608	281	3	-	-	PUNCT
easat-6608	281	4	based	base	VERB
easat-6608	281	5	model	model	NOUN
easat-6608	281	6	,	,	PUNCT
easat-6608	281	7	informed	inform	VERB
easat-6608	281	8	by	by	ADP
easat-6608	281	9	a	a	DET
easat-6608	281	10	well	well	ADV
easat-6608	281	11	-	-	PUNCT
easat-6608	281	12	structured	structure	VERB
easat-6608	281	13	dataset	dataset	NOUN
easat-6608	281	14	and	and	CCONJ
easat-6608	281	15	knowledge	knowledge	NOUN
easat-6608	281	16	graph	graph	NOUN
easat-6608	281	17	,	,	PUNCT
easat-6608	281	18	provides	provide	VERB
easat-6608	281	19	more	more	ADV
easat-6608	281	20	accurate	accurate	ADJ
easat-6608	281	21	,	,	PUNCT
easat-6608	281	22	context	context	NOUN
easat-6608	281	23	-	-	PUNCT
easat-6608	281	24	aware	aware	ADJ
easat-6608	281	25	,	,	PUNCT
easat-6608	281	26	and	and	CCONJ
easat-6608	281	27	user	user	NOUN
easat-6608	281	28	-	-	PUNCT
easat-6608	281	29	aligned	align	VERB
easat-6608	281	30	decisions	decision	NOUN
easat-6608	281	31	compared	compare	VERB
easat-6608	281	32	to	to	ADP
easat-6608	281	33	traditional	traditional	ADJ
easat-6608	281	34	methods	method	NOUN
easat-6608	281	35	.	.	PUNCT
easat-6608	282	1	the	the	DET
easat-6608	282	2	visualizations	visualization	NOUN
easat-6608	282	3	of	of	ADP
easat-6608	282	4	both	both	CCONJ
easat-6608	282	5	the	the	DET
easat-6608	282	6	model	model	NOUN
easat-6608	282	7	’s	’s	PART
easat-6608	282	8	internal	internal	ADJ
easat-6608	282	9	knowledge	knowledge	NOUN
easat-6608	282	10	(	(	PUNCT
easat-6608	282	11	via	via	ADP
easat-6608	282	12	graphs	graph	NOUN
easat-6608	282	13	)	)	PUNCT
easat-6608	282	14	and	and	CCONJ
easat-6608	282	15	the	the	DET
easat-6608	282	16	experimental	experimental	ADJ
easat-6608	282	17	outcomes	outcome	NOUN
easat-6608	282	18	(	(	PUNCT
easat-6608	282	19	via	via	ADP
easat-6608	282	20	charts	chart	NOUN
easat-6608	282	21	)	)	PUNCT
easat-6608	282	22	provide	provide	VERB
easat-6608	282	23	clear	clear	ADJ
easat-6608	282	24	evidence	evidence	NOUN
easat-6608	282	25	of	of	ADP
easat-6608	282	26	the	the	DET
easat-6608	282	27	system	system	NOUN
easat-6608	282	28	’s	’s	PART
easat-6608	282	29	advantages	advantage	NOUN
easat-6608	282	30	,	,	PUNCT
easat-6608	282	31	making	make	VERB
easat-6608	282	32	a	a	DET
easat-6608	282	33	strong	strong	ADJ
easat-6608	282	34	case	case	NOUN
easat-6608	282	35	for	for	ADP
easat-6608	282	36	the	the	DET
easat-6608	282	37	integration	integration	NOUN
easat-6608	282	38	of	of	ADP
easat-6608	282	39	generative	generative	ADJ
easat-6608	282	40	llms	llm	NOUN
easat-6608	282	41	in	in	ADP
easat-6608	282	42	distance	distance	NOUN
easat-6608	282	43	education	education	NOUN
easat-6608	282	44	decision	decision	NOUN
easat-6608	282	45	-	-	PUNCT
easat-6608	282	46	making	make	VERB
easat-6608	282	47	workflows	workflow	NOUN
easat-6608	282	48	in	in	ADP
easat-6608	282	49	argentine	argentine	ADJ
easat-6608	282	50	universities	university	NOUN
easat-6608	282	51	and	and	CCONJ
easat-6608	282	52	beyond	beyond	ADP
easat-6608	282	53	.	.	PUNCT
easat-6608	283	1	5	5	X
easat-6608	283	2	.	.	X
easat-6608	283	3	conclusion	conclusion	NOUN
easat-6608	283	4	in	in	ADP
easat-6608	283	5	conclusion	conclusion	NOUN
easat-6608	283	6	,	,	PUNCT
easat-6608	283	7	this	this	DET
easat-6608	283	8	study	study	NOUN
easat-6608	283	9	has	have	AUX
easat-6608	283	10	presented	present	VERB
easat-6608	283	11	a	a	DET
easat-6608	283	12	novel	novel	ADJ
easat-6608	283	13	generative	generative	ADJ
easat-6608	283	14	llm	llm	ADV
easat-6608	283	15	-	-	PUNCT
easat-6608	283	16	based	base	VERB
easat-6608	283	17	decision	decision	NOUN
easat-6608	283	18	design	design	NOUN
easat-6608	283	19	for	for	ADP
easat-6608	283	20	distance	distance	NOUN
easat-6608	283	21	education	education	NOUN
easat-6608	283	22	in	in	ADP
easat-6608	283	23	argentine	argentine	ADJ
easat-6608	283	24	universities	university	NOUN
easat-6608	283	25	,	,	PUNCT
easat-6608	283	26	integrating	integrate	VERB
easat-6608	283	27	a	a	DET
easat-6608	283	28	carefully	carefully	ADV
easat-6608	283	29	constructed	construct	VERB
easat-6608	283	30	course	course	NOUN
easat-6608	283	31	knowledge	knowledge	NOUN
easat-6608	283	32	graph	graph	NOUN
easat-6608	283	33	and	and	CCONJ
easat-6608	283	34	student	student	NOUN
easat-6608	283	35	profile	profile	NOUN
easat-6608	283	36	data	datum	NOUN
easat-6608	283	37	with	with	ADP
easat-6608	283	38	advanced	advanced	ADJ
easat-6608	283	39	prompt	prompt	ADJ
easat-6608	283	40	engineering	engineering	NOUN
easat-6608	283	41	to	to	PART
easat-6608	283	42	drive	drive	VERB
easat-6608	283	43	personalized	personalized	ADJ
easat-6608	283	44	,	,	PUNCT
easat-6608	283	45	real	real	ADJ
easat-6608	283	46	-	-	PUNCT
easat-6608	283	47	time	time	NOUN
easat-6608	283	48	academic	academic	ADJ
easat-6608	283	49	recommendations	recommendation	NOUN
easat-6608	283	50	.	.	PUNCT
easat-6608	284	1	our	our	PRON
easat-6608	284	2	approach	approach	NOUN
easat-6608	284	3	leverages	leverage	VERB
easat-6608	284	4	the	the	DET
easat-6608	284	5	strengths	strength	NOUN
easat-6608	284	6	of	of	ADP
easat-6608	284	7	large	large	ADJ
easat-6608	284	8	language	language	NOUN
easat-6608	284	9	models	model	NOUN
easat-6608	284	10	to	to	PART
easat-6608	284	11	generate	generate	VERB
easat-6608	284	12	contextually	contextually	ADV
easat-6608	284	13	rich	rich	ADJ
easat-6608	284	14	and	and	CCONJ
easat-6608	284	15	pedagogically	pedagogically	ADV
easat-6608	284	16	sound	sound	ADJ
easat-6608	284	17	decisions	decision	NOUN
easat-6608	284	18	while	while	SCONJ
easat-6608	284	19	addressing	address	VERB
easat-6608	284	20	traditional	traditional	ADJ
easat-6608	284	21	limitations	limitation	NOUN
easat-6608	284	22	such	such	ADJ
easat-6608	284	23	as	as	ADP
easat-6608	284	24	hallucinations	hallucination	NOUN
easat-6608	284	25	and	and	CCONJ
easat-6608	284	26	domain	domain	NOUN
easat-6608	284	27	misalignment	misalignment	NOUN
easat-6608	284	28	.	.	PUNCT
easat-6608	285	1	preliminary	preliminary	ADJ
easat-6608	285	2	evaluations	evaluation	NOUN
easat-6608	285	3	demonstrate	demonstrate	VERB
easat-6608	285	4	promising	promising	ADJ
easat-6608	285	5	improvements	improvement	NOUN
easat-6608	285	6	in	in	ADP
easat-6608	285	7	recommendation	recommendation	NOUN
easat-6608	285	8	relevance	relevance	NOUN
easat-6608	285	9	,	,	PUNCT
easat-6608	285	10	fairness	fairness	NOUN
easat-6608	285	11	,	,	PUNCT
easat-6608	285	12	and	and	CCONJ
easat-6608	285	13	decision	decision	NOUN
easat-6608	285	14	transparency	transparency	NOUN
easat-6608	285	15	,	,	PUNCT
easat-6608	285	16	suggesting	suggest	VERB
easat-6608	285	17	that	that	SCONJ
easat-6608	285	18	llmpowered	llmpowere	VERB
easat-6608	285	19	systems	system	NOUN
easat-6608	285	20	can	can	AUX
easat-6608	285	21	serve	serve	VERB
easat-6608	285	22	as	as	ADP
easat-6608	285	23	effective	effective	ADJ
easat-6608	285	24	decision	decision	NOUN
easat-6608	285	25	support	support	NOUN
easat-6608	285	26	tools	tool	NOUN
easat-6608	285	27	in	in	ADP
easat-6608	285	28	modern	modern	ADJ
easat-6608	285	29	,	,	PUNCT
easat-6608	285	30	dynamic	dynamic	ADJ
easat-6608	285	31	learning	learning	NOUN
easat-6608	285	32	environments	environment	NOUN
easat-6608	285	33	.	.	PUNCT
easat-6608	286	1	future	future	ADJ
easat-6608	286	2	work	work	NOUN
easat-6608	286	3	will	will	AUX
easat-6608	286	4	refine	refine	VERB
easat-6608	286	5	these	these	DET
easat-6608	286	6	techniques	technique	NOUN
easat-6608	286	7	further	far	ADV
easat-6608	286	8	and	and	CCONJ
easat-6608	286	9	explore	explore	VERB
easat-6608	286	10	broader	broad	ADJ
easat-6608	286	11	deployment	deployment	NOUN
easat-6608	286	12	in	in	ADP
easat-6608	286	13	diverse	diverse	ADJ
easat-6608	286	14	educational	educational	ADJ
easat-6608	286	15	settings	setting	NOUN
easat-6608	286	16	.	.	PUNCT
easat-6608	287	1	transparency	transparency	NOUN
easat-6608	287	2	:	:	PUNCT
easat-6608	287	3	the	the	DET
easat-6608	287	4	authors	author	NOUN
easat-6608	287	5	confirm	confirm	VERB
easat-6608	287	6	that	that	SCONJ
easat-6608	287	7	the	the	DET
easat-6608	287	8	manuscript	manuscript	NOUN
easat-6608	287	9	is	be	AUX
easat-6608	287	10	an	an	DET
easat-6608	287	11	honest	honest	ADJ
easat-6608	287	12	,	,	PUNCT
easat-6608	287	13	accurate	accurate	ADJ
easat-6608	287	14	,	,	PUNCT
easat-6608	287	15	and	and	CCONJ
easat-6608	287	16	transparent	transparent	ADJ
easat-6608	287	17	account	account	NOUN
easat-6608	287	18	of	of	ADP
easat-6608	287	19	the	the	DET
easat-6608	287	20	study	study	NOUN
easat-6608	287	21	;	;	PUNCT
easat-6608	287	22	that	that	SCONJ
easat-6608	287	23	no	no	DET
easat-6608	287	24	vital	vital	ADJ
easat-6608	287	25	features	feature	NOUN
easat-6608	287	26	of	of	ADP
easat-6608	287	27	the	the	DET
easat-6608	287	28	study	study	NOUN
easat-6608	287	29	have	have	AUX
easat-6608	287	30	been	be	AUX
easat-6608	287	31	omitted	omit	VERB
easat-6608	287	32	;	;	PUNCT
easat-6608	287	33	and	and	CCONJ
easat-6608	287	34	that	that	SCONJ
easat-6608	287	35	any	any	DET
easat-6608	287	36	discrepancies	discrepancy	NOUN
easat-6608	287	37	from	from	ADP
easat-6608	287	38	the	the	DET
easat-6608	287	39	study	study	NOUN
easat-6608	287	40	as	as	SCONJ
easat-6608	287	41	planned	plan	VERB
easat-6608	287	42	have	have	AUX
easat-6608	287	43	been	be	AUX
easat-6608	287	44	explained	explain	VERB
easat-6608	287	45	.	.	PUNCT
easat-6608	288	1	this	this	DET
easat-6608	288	2	study	study	NOUN
easat-6608	288	3	followed	follow	VERB
easat-6608	288	4	all	all	DET
easat-6608	288	5	ethical	ethical	ADJ
easat-6608	288	6	practices	practice	NOUN
easat-6608	288	7	during	during	ADP
easat-6608	288	8	writing	writing	NOUN
easat-6608	288	9	.	.	PUNCT
easat-6608	289	1	copyright	copyright	NOUN
easat-6608	289	2	:	:	PUNCT
easat-6608	289	3	©	©	PROPN
easat-6608	289	4	2025	2025	NUM
easat-6608	289	5	by	by	ADP
easat-6608	289	6	the	the	DET
easat-6608	289	7	authors	author	NOUN
easat-6608	289	8	.	.	PUNCT
easat-6608	290	1	this	this	DET
easat-6608	290	2	open	open	ADJ
easat-6608	290	3	-	-	PUNCT
easat-6608	290	4	access	access	NOUN
easat-6608	290	5	article	article	NOUN
easat-6608	290	6	is	be	AUX
easat-6608	290	7	distributed	distribute	VERB
easat-6608	290	8	under	under	ADP
easat-6608	290	9	the	the	DET
easat-6608	290	10	terms	term	NOUN
easat-6608	290	11	and	and	CCONJ
easat-6608	290	12	conditions	condition	NOUN
easat-6608	290	13	of	of	ADP
easat-6608	290	14	the	the	DET
easat-6608	290	15	creative	creative	ADJ
easat-6608	290	16	commons	common	NOUN
easat-6608	290	17	attribution	attribution	NOUN
easat-6608	290	18	(	(	PUNCT
easat-6608	290	19	cc	cc	NOUN
easat-6608	290	20	by	by	ADP
easat-6608	290	21	)	)	PUNCT
easat-6608	290	22	license	license	NOUN
easat-6608	290	23	(	(	PUNCT
easat-6608	290	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6608	290	25	)	)	PUNCT
easat-6608	290	26	.	.	PUNCT
easat-6608	291	1	references	reference	NOUN
easat-6608	291	2	[	[	X
easat-6608	291	3	1	1	X
easat-6608	291	4	]	]	PUNCT
easat-6608	291	5	s.	s.	PROPN
easat-6608	291	6	macneil	macneil	PROPN
easat-6608	291	7	et	et	PROPN
easat-6608	291	8	al	al	PROPN
easat-6608	291	9	.	.	PROPN
easat-6608	291	10	,	,	PUNCT
easat-6608	291	11	"	"	PUNCT
easat-6608	291	12	experiences	experience	NOUN
easat-6608	291	13	from	from	ADP
easat-6608	291	14	using	use	VERB
easat-6608	291	15	code	code	NOUN
easat-6608	291	16	explanations	explanation	NOUN
easat-6608	291	17	generated	generate	VERB
easat-6608	291	18	by	by	ADP
easat-6608	291	19	large	large	ADJ
easat-6608	291	20	language	language	NOUN
easat-6608	291	21	models	model	NOUN
easat-6608	291	22	in	in	ADP
easat-6608	291	23	a	a	DET
easat-6608	291	24	web	web	NOUN
easat-6608	291	25	software	software	NOUN
easat-6608	291	26	development	development	NOUN
easat-6608	291	27	e	e	NOUN
easat-6608	291	28	-	-	NOUN
easat-6608	291	29	book	book	NOUN
easat-6608	291	30	,	,	PUNCT
easat-6608	291	31	"	"	PUNCT
easat-6608	291	32	in	in	ADP
easat-6608	291	33	proceedings	proceeding	NOUN
easat-6608	291	34	of	of	ADP
easat-6608	291	35	the	the	DET
easat-6608	291	36	54th	54th	PROPN
easat-6608	291	37	acm	acm	PROPN
easat-6608	291	38	technical	technical	ADJ
easat-6608	291	39	symposium	symposium	NOUN
easat-6608	291	40	on	on	ADP
easat-6608	291	41	computer	computer	NOUN
easat-6608	291	42	science	science	NOUN
easat-6608	291	43	education	education	NOUN
easat-6608	291	44	,	,	PUNCT
easat-6608	291	45	2023	2023	NUM
easat-6608	291	46	,	,	PUNCT
easat-6608	291	47	vol	vol	NOUN
easat-6608	291	48	.	.	NOUN
easat-6608	291	49	1	1	NUM
easat-6608	291	50	,	,	PUNCT
easat-6608	291	51	pp	pp	ADJ
easat-6608	291	52	.	.	PUNCT
easat-6608	292	1	931	931	NUM
easat-6608	292	2	-	-	SYM
easat-6608	292	3	937	937	NUM
easat-6608	292	4	.	.	PUNCT
easat-6608	293	1	[	[	X
easat-6608	293	2	2	2	X
easat-6608	293	3	]	]	PUNCT
easat-6608	293	4	h.	h.	PROPN
easat-6608	293	5	nguyen	nguyen	PROPN
easat-6608	293	6	and	and	CCONJ
easat-6608	293	7	v.	v.	ADP
easat-6608	293	8	allan	allan	PROPN
easat-6608	293	9	,	,	PUNCT
easat-6608	293	10	"	"	PUNCT
easat-6608	293	11	using	use	VERB
easat-6608	293	12	gpt-4	gpt-4	ADV
easat-6608	293	13	to	to	PART
easat-6608	293	14	provide	provide	VERB
easat-6608	293	15	tiered	tiere	VERB
easat-6608	293	16	,	,	PUNCT
easat-6608	293	17	formative	formative	ADJ
easat-6608	293	18	code	code	NOUN
easat-6608	293	19	feedback	feedback	NOUN
easat-6608	293	20	,	,	PUNCT
easat-6608	293	21	"	"	PUNCT
easat-6608	293	22	in	in	ADP
easat-6608	293	23	proceedings	proceeding	NOUN
easat-6608	293	24	of	of	ADP
easat-6608	293	25	the	the	DET
easat-6608	293	26	55th	55th	ADJ
easat-6608	293	27	acm	acm	PROPN
easat-6608	293	28	technical	technical	ADJ
easat-6608	293	29	symposium	symposium	NOUN
easat-6608	293	30	on	on	ADP
easat-6608	293	31	computer	computer	NOUN
easat-6608	293	32	science	science	NOUN
easat-6608	293	33	education	education	NOUN
easat-6608	293	34	v.	v.	ADP
easat-6608	293	35	1	1	NUM
easat-6608	293	36	,	,	PUNCT
easat-6608	293	37	2024	2024	NUM
easat-6608	293	38	,	,	PUNCT
easat-6608	293	39	pp	pp	ADJ
easat-6608	293	40	.	.	PUNCT
easat-6608	294	1	958	958	NUM
easat-6608	294	2	-	-	SYM
easat-6608	294	3	964	964	NUM
easat-6608	294	4	.	.	PUNCT
easat-6608	295	1	[	[	X
easat-6608	295	2	3	3	X
easat-6608	295	3	]	]	X
easat-6608	295	4	b.	b.	PROPN
easat-6608	295	5	hu	hu	PROPN
easat-6608	295	6	,	,	PUNCT
easat-6608	295	7	j.	j.	PROPN
easat-6608	295	8	zhu	zhu	PROPN
easat-6608	295	9	,	,	PUNCT
easat-6608	295	10	y.	y.	PROPN
easat-6608	295	11	pei	pei	PROPN
easat-6608	295	12	,	,	PUNCT
easat-6608	295	13	and	and	CCONJ
easat-6608	295	14	x.	x.	NOUN
easat-6608	295	15	gu	gu	PROPN
easat-6608	295	16	,	,	PUNCT
easat-6608	295	17	"	"	PUNCT
easat-6608	295	18	exploring	explore	VERB
easat-6608	295	19	the	the	DET
easat-6608	295	20	potential	potential	NOUN
easat-6608	295	21	of	of	ADP
easat-6608	295	22	llm	llm	PROPN
easat-6608	295	23	to	to	PART
easat-6608	295	24	enhance	enhance	VERB
easat-6608	295	25	teaching	teach	VERB
easat-6608	295	26	plans	plan	NOUN
easat-6608	295	27	through	through	ADP
easat-6608	295	28	teaching	teaching	NOUN
easat-6608	295	29	simulation	simulation	NOUN
easat-6608	295	30	,	,	PUNCT
easat-6608	295	31	"	"	PUNCT
easat-6608	295	32	npj	npj	NOUN
easat-6608	295	33	science	science	NOUN
easat-6608	295	34	of	of	ADP
easat-6608	295	35	learning	learning	NOUN
easat-6608	295	36	,	,	PUNCT
easat-6608	295	37	vol	vol	NOUN
easat-6608	295	38	.	.	PROPN
easat-6608	295	39	10	10	NUM
easat-6608	295	40	,	,	PUNCT
easat-6608	295	41	no	no	INTJ
easat-6608	295	42	.	.	NOUN
easat-6608	295	43	1	1	NUM
easat-6608	295	44	,	,	PUNCT
easat-6608	295	45	p.	p.	NOUN
easat-6608	295	46	7	7	NUM
easat-6608	295	47	,	,	PUNCT
easat-6608	295	48	2025	2025	NUM
easat-6608	295	49	.	.	PUNCT
easat-6608	296	1	https://doi.org/10.1038/s41539-025-00300-x	https://doi.org/10.1038/s41539-025-00300-x	NOUN
easat-6608	297	1	[	[	X
easat-6608	297	2	4	4	X
easat-6608	297	3	]	]	PUNCT
easat-6608	297	4	s.	s.	PROPN
easat-6608	297	5	suresh	suresh	PROPN
easat-6608	297	6	and	and	CCONJ
easat-6608	297	7	s.	s.	PROPN
easat-6608	297	8	m.	m.	PROPN
easat-6608	297	9	misra	misra	PROPN
easat-6608	297	10	,	,	PUNCT
easat-6608	297	11	"	"	PUNCT
easat-6608	297	12	large	large	ADJ
easat-6608	297	13	language	language	NOUN
easat-6608	297	14	models	model	NOUN
easat-6608	297	15	in	in	ADP
easat-6608	297	16	pediatric	pediatric	ADJ
easat-6608	297	17	education	education	NOUN
easat-6608	297	18	:	:	PUNCT
easat-6608	297	19	current	current	ADJ
easat-6608	297	20	uses	use	NOUN
easat-6608	297	21	and	and	CCONJ
easat-6608	297	22	future	future	ADJ
easat-6608	297	23	potential	potential	NOUN
easat-6608	297	24	,	,	PUNCT
easat-6608	297	25	"	"	PUNCT
easat-6608	297	26	pediatrics	pediatric	NOUN
easat-6608	297	27	,	,	PUNCT
easat-6608	297	28	vol	vol	NOUN
easat-6608	297	29	.	.	PROPN
easat-6608	297	30	154	154	NUM
easat-6608	297	31	,	,	PUNCT
easat-6608	297	32	no	no	INTJ
easat-6608	297	33	.	.	NOUN
easat-6608	297	34	3	3	NUM
easat-6608	297	35	,	,	PUNCT
easat-6608	297	36	p.	p.	NOUN
easat-6608	297	37	e2023064683	e2023064683	PROPN
easat-6608	297	38	,	,	PUNCT
easat-6608	297	39	2024	2024	NUM
easat-6608	297	40	.	.	PUNCT
easat-6608	298	1	https://doi.org/10.1542/peds.2023-064683	https://doi.org/10.1542/peds.2023-064683	NOUN
easat-6608	298	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6608	298	3	https://doi.org/10.1038/s41539-025-00300-x	https://doi.org/10.1038/s41539-025-00300-x	PROPN
easat-6608	298	4	https://doi.org/10.1542/peds.2023-064683	https://doi.org/10.1542/peds.2023-064683	PROPN
easat-6608	298	5	2599	2599	NUM
easat-6608	298	6	edelweiss	edelweiss	PROPN
easat-6608	298	7	applied	apply	VERB
easat-6608	298	8	science	science	NOUN
easat-6608	298	9	and	and	CCONJ
easat-6608	298	10	technology	technology	NOUN
easat-6608	298	11	issn	issn	PROPN
easat-6608	298	12	:	:	PUNCT
easat-6608	298	13	2576	2576	NUM
easat-6608	298	14	-	-	SYM
easat-6608	298	15	8484	8484	NUM
easat-6608	298	16	vol	vol	NOUN
easat-6608	298	17	.	.	PROPN
easat-6608	299	1	9	9	NUM
easat-6608	299	2	,	,	PUNCT
easat-6608	299	3	no	no	INTJ
easat-6608	299	4	.	.	NOUN
easat-6608	299	5	4	4	NUM
easat-6608	299	6	:	:	SYM
easat-6608	299	7	2587	2587	NUM
easat-6608	299	8	-	-	SYM
easat-6608	299	9	2599	2599	NUM
easat-6608	299	10	,	,	PUNCT
easat-6608	299	11	2025	2025	NUM
easat-6608	299	12	doi	doi	NOUN
easat-6608	299	13	:	:	PUNCT
easat-6608	299	14	10.55214/25768484.v9i4.6608	10.55214/25768484.v9i4.6608	PROPN
easat-6608	299	15	©	©	PROPN
easat-6608	299	16	2025	2025	NUM
easat-6608	299	17	by	by	ADP
easat-6608	299	18	the	the	DET
easat-6608	299	19	authors	author	NOUN
easat-6608	299	20	;	;	PUNCT
easat-6608	299	21	licensee	licensee	PROPN
easat-6608	299	22	learning	learning	NOUN
easat-6608	299	23	gate	gate	NOUN
easat-6608	300	1	[	[	X
easat-6608	300	2	5	5	NUM
easat-6608	300	3	]	]	PUNCT
easat-6608	300	4	j.	j.	PROPN
easat-6608	300	5	jeon	jeon	PROPN
easat-6608	300	6	and	and	CCONJ
easat-6608	300	7	s.	s.	PROPN
easat-6608	300	8	lee	lee	PROPN
easat-6608	300	9	,	,	PUNCT
easat-6608	300	10	"	"	PUNCT
easat-6608	300	11	large	large	ADJ
easat-6608	300	12	language	language	NOUN
easat-6608	300	13	models	model	NOUN
easat-6608	300	14	in	in	ADP
easat-6608	300	15	education	education	NOUN
easat-6608	300	16	:	:	PUNCT
easat-6608	300	17	a	a	DET
easat-6608	300	18	focus	focus	NOUN
easat-6608	300	19	on	on	ADP
easat-6608	300	20	the	the	DET
easat-6608	300	21	complementary	complementary	ADJ
easat-6608	300	22	relationship	relationship	NOUN
easat-6608	300	23	between	between	ADP
easat-6608	300	24	human	human	ADJ
easat-6608	300	25	teachers	teacher	NOUN
easat-6608	300	26	and	and	CCONJ
easat-6608	300	27	chatgpt	chatgpt	NOUN
easat-6608	300	28	,	,	PUNCT
easat-6608	300	29	"	"	PUNCT
easat-6608	300	30	education	education	NOUN
easat-6608	300	31	and	and	CCONJ
easat-6608	300	32	information	information	NOUN
easat-6608	300	33	technologies	technology	NOUN
easat-6608	300	34	,	,	PUNCT
easat-6608	300	35	vol	vol	NOUN
easat-6608	300	36	.	.	PROPN
easat-6608	300	37	28	28	NUM
easat-6608	300	38	,	,	PUNCT
easat-6608	300	39	no	no	INTJ
easat-6608	300	40	.	.	NOUN
easat-6608	300	41	12	12	NUM
easat-6608	300	42	,	,	PUNCT
easat-6608	300	43	pp	pp	ADJ
easat-6608	300	44	.	.	PUNCT
easat-6608	300	45	15873	15873	NUM
easat-6608	300	46	-	-	SYM
easat-6608	300	47	15892	15892	NUM
easat-6608	300	48	,	,	PUNCT
easat-6608	300	49	2023	2023	NUM
easat-6608	300	50	.	.	PUNCT
easat-6608	301	1	https://doi.org/10.1007/s10639-023-11834-1	https://doi.org/10.1007/s10639-023-11834-1	NUM
easat-6608	302	1	[	[	X
easat-6608	302	2	6	6	NUM
easat-6608	302	3	]	]	PUNCT
easat-6608	302	4	d.-w	d.-w	NOUN
easat-6608	302	5	.	.	PUNCT
easat-6608	303	1	zhang	zhang	PROPN
easat-6608	303	2	,	,	PUNCT
easat-6608	303	3	m.	m.	PROPN
easat-6608	303	4	boey	boey	PROPN
easat-6608	303	5	,	,	PUNCT
easat-6608	303	6	y.	y.	PROPN
easat-6608	303	7	y.	y.	PROPN
easat-6608	303	8	tan	tan	PROPN
easat-6608	303	9	,	,	PUNCT
easat-6608	303	10	and	and	CCONJ
easat-6608	303	11	a.	a.	PROPN
easat-6608	303	12	h.	h.	PROPN
easat-6608	303	13	s.	s.	PROPN
easat-6608	303	14	jia	jia	PROPN
easat-6608	303	15	,	,	PUNCT
easat-6608	303	16	"	"	PUNCT
easat-6608	303	17	evaluating	evaluate	VERB
easat-6608	303	18	large	large	ADJ
easat-6608	303	19	language	language	NOUN
easat-6608	303	20	models	model	NOUN
easat-6608	303	21	for	for	ADP
easat-6608	303	22	criterion	criterion	NOUN
easat-6608	303	23	-	-	PUNCT
easat-6608	303	24	based	base	VERB
easat-6608	303	25	grading	grading	NOUN
easat-6608	303	26	from	from	ADP
easat-6608	303	27	agreement	agreement	NOUN
easat-6608	303	28	to	to	PART
easat-6608	303	29	consistency	consistency	VERB
easat-6608	303	30	,	,	PUNCT
easat-6608	303	31	"	"	PUNCT
easat-6608	303	32	npj	npj	NOUN
easat-6608	303	33	science	science	NOUN
easat-6608	303	34	of	of	ADP
easat-6608	303	35	learning	learning	NOUN
easat-6608	303	36	,	,	PUNCT
easat-6608	303	37	vol	vol	NOUN
easat-6608	303	38	.	.	PROPN
easat-6608	303	39	9	9	NUM
easat-6608	303	40	,	,	PUNCT
easat-6608	303	41	no	no	INTJ
easat-6608	303	42	.	.	NOUN
easat-6608	303	43	1	1	NUM
easat-6608	303	44	,	,	PUNCT
easat-6608	303	45	p.	p.	NOUN
easat-6608	303	46	79	79	NUM
easat-6608	303	47	,	,	PUNCT
easat-6608	303	48	2024	2024	NUM
easat-6608	303	49	.	.	PUNCT
easat-6608	304	1	https://doi.org/10.1038/s41539024-00291-1	https://doi.org/10.1038/s41539024-00291-1	PROPN
easat-6608	304	2	[	[	X
easat-6608	304	3	7	7	X
easat-6608	304	4	]	]	X
easat-6608	304	5	y.	y.	PROPN
easat-6608	304	6	yang	yang	PROPN
easat-6608	304	7	,	,	PUNCT
easat-6608	304	8	x.	x.	PROPN
easat-6608	304	9	peng	peng	PROPN
easat-6608	304	10	,	,	PUNCT
easat-6608	304	11	m.	m.	NOUN
easat-6608	304	12	chen	chen	PROPN
easat-6608	304	13	,	,	PUNCT
easat-6608	304	14	and	and	CCONJ
easat-6608	304	15	s.	s.	PROPN
easat-6608	304	16	liu	liu	PROPN
easat-6608	304	17	,	,	PUNCT
easat-6608	304	18	"	"	PUNCT
easat-6608	304	19	an	an	DET
easat-6608	304	20	explainable	explainable	ADJ
easat-6608	304	21	graph	graph	NOUN
easat-6608	304	22	-	-	PUNCT
easat-6608	304	23	based	base	VERB
easat-6608	304	24	course	course	NOUN
easat-6608	304	25	recommendation	recommendation	NOUN
easat-6608	304	26	model	model	NOUN
easat-6608	304	27	based	base	VERB
easat-6608	304	28	on	on	ADP
easat-6608	304	29	multiple	multiple	ADJ
easat-6608	304	30	interest	interest	NOUN
easat-6608	304	31	factors	factor	NOUN
easat-6608	304	32	,	,	PUNCT
easat-6608	304	33	"	"	PUNCT
easat-6608	304	34	expert	expert	NOUN
easat-6608	304	35	systems	system	NOUN
easat-6608	304	36	with	with	ADP
easat-6608	304	37	applications	application	NOUN
easat-6608	304	38	,	,	PUNCT
easat-6608	304	39	vol	vol	NOUN
easat-6608	304	40	.	.	NOUN
easat-6608	304	41	264	264	NUM
easat-6608	304	42	,	,	PUNCT
easat-6608	304	43	p.	p.	NOUN
easat-6608	304	44	125889	125889	NUM
easat-6608	304	45	,	,	PUNCT
easat-6608	304	46	2025	2025	NUM
easat-6608	304	47	.	.	PUNCT
easat-6608	305	1	https://doi.org/10.1016/j.eswa.2024.125889	https://doi.org/10.1016/j.eswa.2024.125889	VERB
easat-6608	305	2	[	[	X
easat-6608	305	3	8	8	NUM
easat-6608	305	4	]	]	X
easat-6608	305	5	y.	y.	PROPN
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easat-6608	305	7	,	,	PUNCT
easat-6608	305	8	y.	y.	PROPN
easat-6608	305	9	liang	liang	PROPN
easat-6608	305	10	,	,	PUNCT
easat-6608	305	11	r.	r.	PROPN
easat-6608	305	12	yang	yang	PROPN
easat-6608	305	13	,	,	PUNCT
easat-6608	305	14	j.	j.	PROPN
easat-6608	305	15	qiu	qiu	PROPN
easat-6608	305	16	,	,	PUNCT
easat-6608	305	17	c.	c.	PROPN
easat-6608	305	18	zhang	zhang	PROPN
easat-6608	305	19	,	,	PUNCT
easat-6608	305	20	and	and	CCONJ
easat-6608	305	21	x.	x.	NOUN
easat-6608	305	22	zhang	zhang	PROPN
easat-6608	305	23	,	,	PUNCT
easat-6608	305	24	"	"	PUNCT
easat-6608	305	25	coursekg	coursekg	NOUN
easat-6608	305	26	:	:	PUNCT
easat-6608	305	27	an	an	DET
easat-6608	305	28	educational	educational	ADJ
easat-6608	305	29	knowledge	knowledge	NOUN
easat-6608	305	30	graph	graph	NOUN
easat-6608	305	31	based	base	VERB
easat-6608	305	32	on	on	ADP
easat-6608	305	33	course	course	NOUN
easat-6608	305	34	information	information	NOUN
easat-6608	305	35	for	for	ADP
easat-6608	305	36	precision	precision	NOUN
easat-6608	305	37	teaching	teaching	NOUN
easat-6608	305	38	,	,	PUNCT
easat-6608	305	39	"	"	PUNCT
easat-6608	305	40	applied	apply	VERB
easat-6608	305	41	sciences	science	NOUN
easat-6608	305	42	,	,	PUNCT
easat-6608	305	43	vol	vol	NOUN
easat-6608	305	44	.	.	PROPN
easat-6608	305	45	14	14	NUM
easat-6608	305	46	,	,	PUNCT
easat-6608	305	47	no	no	INTJ
easat-6608	305	48	.	.	NOUN
easat-6608	305	49	7	7	NUM
easat-6608	305	50	,	,	PUNCT
easat-6608	305	51	p.	p.	NOUN
easat-6608	305	52	2710	2710	NUM
easat-6608	305	53	,	,	PUNCT
easat-6608	305	54	2024	2024	NUM
easat-6608	305	55	.	.	PUNCT
easat-6608	306	1	https://doi.org/10.3390/app14072710	https://doi.org/10.3390/app14072710	PROPN
easat-6608	307	1	[	[	X
easat-6608	307	2	9	9	NUM
easat-6608	307	3	]	]	PUNCT
easat-6608	307	4	z.	z.	PROPN
easat-6608	307	5	a.	a.	PROPN
easat-6608	307	6	pardos	pardos	PROPN
easat-6608	307	7	,	,	PUNCT
easat-6608	307	8	z.	z.	PROPN
easat-6608	307	9	fan	fan	PROPN
easat-6608	307	10	,	,	PUNCT
easat-6608	307	11	and	and	CCONJ
easat-6608	307	12	w.	w.	PROPN
easat-6608	307	13	jiang	jiang	PROPN
easat-6608	307	14	,	,	PUNCT
easat-6608	307	15	"	"	PUNCT
easat-6608	307	16	connectionist	connectionist	NOUN
easat-6608	307	17	recommendation	recommendation	NOUN
easat-6608	307	18	in	in	ADP
easat-6608	307	19	the	the	DET
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easat-6608	307	21	:	:	PUNCT
easat-6608	307	22	on	on	ADP
easat-6608	307	23	the	the	DET
easat-6608	307	24	utility	utility	NOUN
easat-6608	307	25	and	and	CCONJ
easat-6608	307	26	scrutability	scrutability	NOUN
easat-6608	307	27	of	of	ADP
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easat-6608	307	29	networks	network	NOUN
easat-6608	307	30	for	for	ADP
easat-6608	307	31	personalized	personalized	ADJ
easat-6608	307	32	course	course	NOUN
easat-6608	307	33	guidance	guidance	NOUN
easat-6608	307	34	,	,	PUNCT
easat-6608	307	35	"	"	PUNCT
easat-6608	307	36	user	user	NOUN
easat-6608	307	37	modeling	modeling	NOUN
easat-6608	307	38	and	and	CCONJ
easat-6608	307	39	user	user	NOUN
easat-6608	307	40	-	-	PUNCT
easat-6608	307	41	adapted	adapt	VERB
easat-6608	307	42	interaction	interaction	NOUN
easat-6608	307	43	,	,	PUNCT
easat-6608	307	44	vol	vol	NOUN
easat-6608	307	45	.	.	PROPN
easat-6608	307	46	29	29	NUM
easat-6608	307	47	,	,	PUNCT
easat-6608	307	48	pp	pp	ADJ
easat-6608	307	49	.	.	PUNCT
easat-6608	308	1	487	487	NUM
easat-6608	308	2	-	-	SYM
easat-6608	308	3	525	525	NUM
easat-6608	308	4	,	,	PUNCT
easat-6608	308	5	2019	2019	NUM
easat-6608	308	6	.	.	PUNCT
easat-6608	309	1	https://doi.org/10.1007/s11257-019-09218-7	https://doi.org/10.1007/s11257-019-09218-7	PUNCT
easat-6608	310	1	[	[	X
easat-6608	310	2	10	10	NUM
easat-6608	310	3	]	]	X
easat-6608	310	4	s.	s.	PROPN
easat-6608	310	5	guizani	guizani	PROPN
easat-6608	310	6	,	,	PUNCT
easat-6608	310	7	t.	t.	NOUN
easat-6608	310	8	mazhar	mazhar	PROPN
easat-6608	310	9	,	,	PUNCT
easat-6608	310	10	t.	t.	PROPN
easat-6608	310	11	shahzad	shahzad	PROPN
easat-6608	310	12	,	,	PUNCT
easat-6608	310	13	w.	w.	PROPN
easat-6608	310	14	ahmad	ahmad	PROPN
easat-6608	310	15	,	,	PUNCT
easat-6608	310	16	a.	a.	NOUN
easat-6608	310	17	bibi	bibi	NOUN
easat-6608	310	18	,	,	PUNCT
easat-6608	310	19	and	and	CCONJ
easat-6608	310	20	h.	h.	PROPN
easat-6608	310	21	hamam	hamam	PROPN
easat-6608	310	22	,	,	PUNCT
easat-6608	310	23	"	"	PUNCT
easat-6608	310	24	a	a	DET
easat-6608	310	25	systematic	systematic	ADJ
easat-6608	310	26	literature	literature	NOUN
easat-6608	310	27	review	review	NOUN
easat-6608	310	28	to	to	PART
easat-6608	310	29	implement	implement	VERB
easat-6608	310	30	large	large	ADJ
easat-6608	310	31	language	language	NOUN
easat-6608	310	32	model	model	NOUN
easat-6608	310	33	in	in	ADP
easat-6608	310	34	higher	high	ADJ
easat-6608	310	35	education	education	NOUN
easat-6608	310	36	:	:	PUNCT
easat-6608	310	37	issues	issue	NOUN
easat-6608	310	38	and	and	CCONJ
easat-6608	310	39	solutions	solution	NOUN
easat-6608	310	40	,	,	PUNCT
easat-6608	310	41	"	"	PUNCT
easat-6608	310	42	discover	discover	VERB
easat-6608	310	43	education	education	NOUN
easat-6608	310	44	,	,	PUNCT
easat-6608	310	45	vol	vol	NOUN
easat-6608	310	46	.	.	PROPN
easat-6608	310	47	4	4	NUM
easat-6608	310	48	,	,	PUNCT
easat-6608	310	49	no	no	INTJ
easat-6608	310	50	.	.	NOUN
easat-6608	310	51	1	1	NUM
easat-6608	310	52	,	,	PUNCT
easat-6608	310	53	pp	pp	ADJ
easat-6608	310	54	.	.	PUNCT
easat-6608	311	1	1	1	NUM
easat-6608	311	2	-	-	SYM
easat-6608	311	3	25	25	NUM
easat-6608	311	4	,	,	PUNCT
easat-6608	311	5	2025	2025	NUM
easat-6608	311	6	.	.	PUNCT
easat-6608	312	1	https://doi.org/10.1007/s44217-025-00424-7	https://doi.org/10.1007/s44217-025-00424-7	NUM
easat-6608	313	1	[	[	X
easat-6608	313	2	11	11	NUM
easat-6608	313	3	]	]	PUNCT
easat-6608	313	4	s.	s.	PROPN
easat-6608	313	5	yang	yang	PROPN
easat-6608	313	6	and	and	CCONJ
easat-6608	313	7	x.	x.	PROPN
easat-6608	313	8	cai	cai	PROPN
easat-6608	313	9	,	,	PUNCT
easat-6608	313	10	"	"	PUNCT
easat-6608	313	11	bilateral	bilateral	ADJ
easat-6608	313	12	knowledge	knowledge	NOUN
easat-6608	313	13	graph	graph	NOUN
easat-6608	313	14	enhanced	enhance	VERB
easat-6608	313	15	online	online	ADJ
easat-6608	313	16	course	course	NOUN
easat-6608	313	17	recommendation	recommendation	NOUN
easat-6608	313	18	,	,	PUNCT
easat-6608	313	19	"	"	PUNCT
easat-6608	313	20	information	information	NOUN
easat-6608	313	21	systems	system	NOUN
easat-6608	313	22	,	,	PUNCT
easat-6608	313	23	vol	vol	NOUN
easat-6608	313	24	.	.	PUNCT
easat-6608	313	25	107	107	NUM
easat-6608	313	26	,	,	PUNCT
easat-6608	313	27	p.	p.	NOUN
easat-6608	313	28	102000	102000	NUM
easat-6608	313	29	,	,	PUNCT
easat-6608	313	30	2022	2022	NUM
easat-6608	313	31	.	.	PUNCT
easat-6608	314	1	https://doi.org/10.1016/j.is.2022.102000	https://doi.org/10.1016/j.is.2022.102000	X
easat-6608	315	1	[	[	X
easat-6608	315	2	12	12	NUM
easat-6608	315	3	]	]	PUNCT
easat-6608	315	4	s.	s.	PROPN
easat-6608	315	5	z.	z.	PROPN
easat-6608	315	6	salas	salas	PROPN
easat-6608	315	7	-	-	PUNCT
easat-6608	315	8	pilco	pilco	PROPN
easat-6608	315	9	and	and	CCONJ
easat-6608	315	10	y.	y.	PROPN
easat-6608	315	11	yang	yang	PROPN
easat-6608	315	12	,	,	PUNCT
easat-6608	315	13	"	"	PUNCT
easat-6608	315	14	artificial	artificial	ADJ
easat-6608	315	15	intelligence	intelligence	NOUN
easat-6608	315	16	applications	application	NOUN
easat-6608	315	17	in	in	ADP
easat-6608	315	18	latin	latin	ADJ
easat-6608	315	19	american	american	ADJ
easat-6608	315	20	higher	high	ADJ
easat-6608	315	21	education	education	NOUN
easat-6608	315	22	:	:	PUNCT
easat-6608	315	23	a	a	DET
easat-6608	315	24	systematic	systematic	ADJ
easat-6608	315	25	review	review	NOUN
easat-6608	315	26	,	,	PUNCT
easat-6608	315	27	"	"	PUNCT
easat-6608	315	28	international	international	ADJ
easat-6608	315	29	journal	journal	NOUN
easat-6608	315	30	of	of	ADP
easat-6608	315	31	educational	educational	ADJ
easat-6608	315	32	technology	technology	NOUN
easat-6608	315	33	in	in	ADP
easat-6608	315	34	higher	high	ADJ
easat-6608	315	35	education	education	NOUN
easat-6608	315	36	,	,	PUNCT
easat-6608	315	37	vol	vol	NOUN
easat-6608	315	38	.	.	PROPN
easat-6608	315	39	19	19	NUM
easat-6608	315	40	,	,	PUNCT
easat-6608	315	41	no	no	INTJ
easat-6608	315	42	.	.	NOUN
easat-6608	315	43	1	1	NUM
easat-6608	315	44	,	,	PUNCT
easat-6608	315	45	p.	p.	NOUN
easat-6608	315	46	21	21	NUM
easat-6608	315	47	,	,	PUNCT
easat-6608	315	48	2022	2022	NUM
easat-6608	315	49	.	.	PUNCT
easat-6608	316	1	https://doi.org/10.1186/s41239-022-00326-w	https://doi.org/10.1186/s41239-022-00326-w	PROPN
easat-6608	317	1	[	[	X
easat-6608	317	2	13	13	NUM
easat-6608	317	3	]	]	X
easat-6608	317	4	y.	y.	PROPN
easat-6608	317	5	li	li	PROPN
easat-6608	317	6	,	,	PUNCT
easat-6608	317	7	y.	y.	PROPN
easat-6608	317	8	liang	liang	PROPN
easat-6608	317	9	,	,	PUNCT
easat-6608	317	10	r.	r.	PROPN
easat-6608	317	11	yang	yang	PROPN
easat-6608	317	12	,	,	PUNCT
easat-6608	317	13	j.	j.	PROPN
easat-6608	317	14	qiu	qiu	PROPN
easat-6608	317	15	,	,	PUNCT
easat-6608	317	16	c.	c.	PROPN
easat-6608	317	17	zhang	zhang	PROPN
easat-6608	317	18	,	,	PUNCT
easat-6608	317	19	and	and	CCONJ
easat-6608	317	20	x.	x.	NOUN
easat-6608	317	21	zhang	zhang	PROPN
easat-6608	317	22	,	,	PUNCT
easat-6608	317	23	"	"	PUNCT
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easat-6608	317	25	:	:	PUNCT
easat-6608	317	26	amn	amn	PROPN
easat-6608	317	27	educational	educational	ADJ
easat-6608	317	28	knowledge	knowledge	NOUN
easat-6608	317	29	graph	graph	NOUN
easat-6608	317	30	based	base	VERB
easat-6608	317	31	on	on	ADP
easat-6608	317	32	course	course	NOUN
easat-6608	317	33	information	information	NOUN
easat-6608	317	34	for	for	ADP
easat-6608	317	35	precision	precision	NOUN
easat-6608	317	36	teaching	teaching	NOUN
easat-6608	317	37	,	,	PUNCT
easat-6608	317	38	"	"	PUNCT
easat-6608	317	39	applied	apply	VERB
easat-6608	317	40	sciences	science	NOUN
easat-6608	317	41	,	,	PUNCT
easat-6608	317	42	vol	vol	NOUN
easat-6608	317	43	.	.	PROPN
easat-6608	318	1	14	14	NUM
easat-6608	318	2	,	,	PUNCT
easat-6608	318	3	no	no	INTJ
easat-6608	318	4	.	.	NOUN
easat-6608	318	5	7	7	NUM
easat-6608	318	6	,	,	PUNCT
easat-6608	318	7	p.	p.	NOUN
easat-6608	318	8	2710	2710	NUM
easat-6608	318	9	,	,	PUNCT
easat-6608	318	10	2024	2024	NUM
easat-6608	318	11	.	.	PUNCT
easat-6608	319	1	https://doi.org/10.3390/app14072710	https://doi.org/10.3390/app14072710	PROPN
easat-6608	320	1	[	[	X
easat-6608	320	2	14	14	NUM
easat-6608	320	3	]	]	X
easat-6608	320	4	y.	y.	PROPN
easat-6608	320	5	deldjoo	deldjoo	PROPN
easat-6608	320	6	,	,	PUNCT
easat-6608	320	7	d.	d.	PROPN
easat-6608	320	8	jannach	jannach	PROPN
easat-6608	320	9	,	,	PUNCT
easat-6608	320	10	a.	a.	NOUN
easat-6608	320	11	bellogin	bellogin	NOUN
easat-6608	320	12	,	,	PUNCT
easat-6608	320	13	a.	a.	NOUN
easat-6608	320	14	difonzo	difonzo	NOUN
easat-6608	320	15	,	,	PUNCT
easat-6608	320	16	and	and	CCONJ
easat-6608	320	17	d.	d.	PROPN
easat-6608	320	18	zanzonelli	zanzonelli	PROPN
easat-6608	320	19	,	,	PUNCT
easat-6608	320	20	"	"	PUNCT
easat-6608	320	21	fairness	fairness	NOUN
easat-6608	320	22	in	in	ADP
easat-6608	320	23	recommender	recommender	NOUN
easat-6608	320	24	systems	system	NOUN
easat-6608	320	25	:	:	PUNCT
easat-6608	320	26	research	research	NOUN
easat-6608	320	27	landscape	landscape	NOUN
easat-6608	320	28	and	and	CCONJ
easat-6608	320	29	future	future	ADJ
easat-6608	320	30	directions	direction	NOUN
easat-6608	320	31	,	,	PUNCT
easat-6608	320	32	"	"	PUNCT
easat-6608	320	33	user	user	NOUN
easat-6608	320	34	modeling	modeling	NOUN
easat-6608	320	35	and	and	CCONJ
easat-6608	320	36	user	user	NOUN
easat-6608	320	37	-	-	PUNCT
easat-6608	320	38	adapted	adapt	VERB
easat-6608	320	39	interaction	interaction	NOUN
easat-6608	320	40	,	,	PUNCT
easat-6608	320	41	vol	vol	NOUN
easat-6608	320	42	.	.	PROPN
easat-6608	321	1	34	34	NUM
easat-6608	321	2	,	,	PUNCT
easat-6608	321	3	no	no	INTJ
easat-6608	321	4	.	.	NOUN
easat-6608	321	5	1	1	NUM
easat-6608	321	6	,	,	PUNCT
easat-6608	321	7	pp	pp	ADJ
easat-6608	321	8	.	.	PUNCT
easat-6608	322	1	59	59	NUM
easat-6608	322	2	-	-	SYM
easat-6608	322	3	108	108	NUM
easat-6608	322	4	,	,	PUNCT
easat-6608	322	5	2024	2024	NUM
easat-6608	322	6	.	.	PUNCT
easat-6608	323	1	https://doi.org/10.1007/s11257-023-09364-z	https://doi.org/10.1007/s11257-023-09364-z	PROPN
easat-6608	323	2	[	[	X
easat-6608	323	3	15	15	NUM
easat-6608	323	4	]	]	X
easat-6608	323	5	f.	f.	PROPN
easat-6608	323	6	l.	l.	PROPN
easat-6608	323	7	da	da	PROPN
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easat-6608	323	9	,	,	PUNCT
easat-6608	323	10	b.	b.	PROPN
easat-6608	323	11	k.	k.	PROPN
easat-6608	323	12	slodkowski	slodkowski	PROPN
easat-6608	323	13	,	,	PUNCT
easat-6608	323	14	k.	k.	PROPN
easat-6608	323	15	k.	k.	PROPN
easat-6608	323	16	a.	a.	PROPN
easat-6608	323	17	da	da	PROPN
easat-6608	323	18	silva	silva	PROPN
easat-6608	323	19	,	,	PUNCT
easat-6608	323	20	and	and	CCONJ
easat-6608	323	21	s.	s.	PROPN
easat-6608	323	22	c.	c.	PROPN
easat-6608	323	23	cazella	cazella	PROPN
easat-6608	323	24	,	,	PUNCT
easat-6608	323	25	"	"	PUNCT
easat-6608	323	26	a	a	DET
easat-6608	323	27	systematic	systematic	ADJ
easat-6608	323	28	literature	literature	NOUN
easat-6608	323	29	review	review	NOUN
easat-6608	323	30	on	on	ADP
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easat-6608	323	33	systems	system	NOUN
easat-6608	323	34	for	for	ADP
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easat-6608	323	36	and	and	CCONJ
easat-6608	323	37	learning	learning	NOUN
easat-6608	323	38	:	:	PUNCT
easat-6608	323	39	research	research	NOUN
easat-6608	323	40	trends	trend	NOUN
easat-6608	323	41	,	,	PUNCT
easat-6608	323	42	limitations	limitation	NOUN
easat-6608	323	43	and	and	CCONJ
easat-6608	323	44	opportunities	opportunity	NOUN
easat-6608	323	45	,	,	PUNCT
easat-6608	323	46	"	"	PUNCT
easat-6608	323	47	education	education	NOUN
easat-6608	323	48	and	and	CCONJ
easat-6608	323	49	information	information	NOUN
easat-6608	323	50	technologies	technology	NOUN
easat-6608	323	51	,	,	PUNCT
easat-6608	323	52	vol	vol	NOUN
easat-6608	323	53	.	.	PROPN
easat-6608	323	54	28	28	NUM
easat-6608	323	55	,	,	PUNCT
easat-6608	323	56	no	no	INTJ
easat-6608	323	57	.	.	NOUN
easat-6608	323	58	3	3	NUM
easat-6608	323	59	,	,	PUNCT
easat-6608	323	60	pp	pp	ADJ
easat-6608	323	61	.	.	PUNCT
easat-6608	324	1	3289	3289	NUM
easat-6608	324	2	-	-	SYM
easat-6608	324	3	3328	3328	NUM
easat-6608	324	4	,	,	PUNCT
easat-6608	324	5	2023	2023	NUM
easat-6608	324	6	.	.	PUNCT
easat-6608	325	1	https://doi.org/10.1007/s10639-022-11341-9	https://doi.org/10.1007/s10639-022-11341-9	NUM
easat-6608	326	1	[	[	X
easat-6608	326	2	16	16	NUM
easat-6608	326	3	]	]	X
easat-6608	326	4	j.	j.	PROPN
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easat-6608	326	6	,	,	PUNCT
easat-6608	326	7	a.	a.	PROPN
easat-6608	326	8	dai	dai	PROPN
easat-6608	326	9	,	,	PUNCT
easat-6608	326	10	s.	s.	PROPN
easat-6608	326	11	montariol	montariol	PROPN
easat-6608	326	12	,	,	PUNCT
easat-6608	326	13	a.	a.	NOUN
easat-6608	326	14	bosselut	bosselut	PROPN
easat-6608	326	15	,	,	PUNCT
easat-6608	326	16	and	and	CCONJ
easat-6608	326	17	t.	t.	PROPN
easat-6608	326	18	käser	käser	PROPN
easat-6608	326	19	,	,	PUNCT
easat-6608	326	20	"	"	PUNCT
easat-6608	326	21	course	course	NOUN
easat-6608	326	22	recommender	recommender	NOUN
easat-6608	326	23	systems	system	NOUN
easat-6608	326	24	need	need	VERB
easat-6608	326	25	to	to	PART
easat-6608	326	26	consider	consider	VERB
easat-6608	326	27	the	the	DET
easat-6608	326	28	job	job	NOUN
easat-6608	326	29	market	market	NOUN
easat-6608	326	30	,	,	PUNCT
easat-6608	326	31	"	"	PUNCT
easat-6608	326	32	in	in	ADP
easat-6608	326	33	proceedings	proceeding	NOUN
easat-6608	326	34	of	of	ADP
easat-6608	326	35	the	the	DET
easat-6608	326	36	47th	47th	ADJ
easat-6608	326	37	international	international	PROPN
easat-6608	326	38	acm	acm	PROPN
easat-6608	326	39	sigir	sigir	PROPN
easat-6608	326	40	conference	conference	PROPN
easat-6608	326	41	on	on	ADP
easat-6608	326	42	research	research	NOUN
easat-6608	326	43	and	and	CCONJ
easat-6608	326	44	development	development	NOUN
easat-6608	326	45	in	in	ADP
easat-6608	326	46	information	information	NOUN
easat-6608	326	47	retrieval	retrieval	NOUN
easat-6608	326	48	,	,	PUNCT
easat-6608	326	49	2024	2024	NUM
easat-6608	326	50	,	,	PUNCT
easat-6608	326	51	pp	pp	ADJ
easat-6608	326	52	.	.	PUNCT
easat-6608	327	1	522	522	NUM
easat-6608	327	2	-	-	SYM
easat-6608	327	3	532	532	NUM
easat-6608	327	4	.	.	PUNCT
easat-6608	328	1	https://doi.org/10.1007/s10639-023-11834-1	https://doi.org/10.1007/s10639-023-11834-1	NUM
easat-6608	328	2	https://doi.org/10.1038/s41539-024-00291-1	https://doi.org/10.1038/s41539-024-00291-1	NUM
easat-6608	328	3	https://doi.org/10.1038/s41539-024-00291-1	https://doi.org/10.1038/s41539-024-00291-1	NUM
easat-6608	329	1	https://doi.org/10.1016/j.eswa.2024.125889	https://doi.org/10.1016/j.eswa.2024.125889	PROPN
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easat-6608	329	4	https://doi.org/10.1007/s44217-025-00424-7	https://doi.org/10.1007/s44217-025-00424-7	NUM
easat-6608	329	5	https://doi.org/10.1016/j.is.2022.102000	https://doi.org/10.1016/j.is.2022.102000	NUM
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