id	sid	tid	token	lemma	pos
easat-9644	1	1	edelweiss	edelweiss	PROPN
easat-9644	1	2	applied	apply	VERB
easat-9644	1	3	science	science	NOUN
easat-9644	1	4	and	and	CCONJ
easat-9644	1	5	technology	technology	NOUN
easat-9644	1	6	issn	issn	PROPN
easat-9644	1	7	:	:	PUNCT
easat-9644	1	8	2576	2576	NUM
easat-9644	1	9	-	-	SYM
easat-9644	1	10	8484	8484	NUM
easat-9644	1	11	vol	vol	NOUN
easat-9644	1	12	.	.	PROPN
easat-9644	2	1	9	9	NUM
easat-9644	2	2	,	,	PUNCT
easat-9644	2	3	no	no	INTJ
easat-9644	2	4	.	.	NOUN
easat-9644	2	5	8	8	NUM
easat-9644	2	6	,	,	PUNCT
easat-9644	2	7	1464	1464	NUM
easat-9644	2	8	-	-	SYM
easat-9644	2	9	1497	1497	NUM
easat-9644	2	10	2025	2025	NUM
easat-9644	2	11	publisher	publisher	NOUN
easat-9644	2	12	:	:	PUNCT
easat-9644	2	13	learning	learn	VERB
easat-9644	2	14	gate	gate	NOUN
easat-9644	2	15	doi	doi	PROPN
easat-9644	2	16	:	:	PUNCT
easat-9644	2	17	10.55214/2576	10.55214/2576	NUM
easat-9644	2	18	-	-	NUM
easat-9644	2	19	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	2	20	©	©	PROPN
easat-9644	2	21	2025	2025	NUM
easat-9644	2	22	by	by	ADP
easat-9644	2	23	the	the	DET
easat-9644	2	24	authors	author	NOUN
easat-9644	2	25	;	;	PUNCT
easat-9644	2	26	licensee	licensee	PROPN
easat-9644	2	27	learning	learning	NOUN
easat-9644	2	28	gate	gate	NOUN
easat-9644	3	1	©	©	PROPN
easat-9644	3	2	2025	2025	NUM
easat-9644	3	3	by	by	ADP
easat-9644	3	4	the	the	DET
easat-9644	3	5	authors	author	NOUN
easat-9644	3	6	;	;	PUNCT
easat-9644	3	7	licensee	licensee	PROPN
easat-9644	3	8	learning	learning	NOUN
easat-9644	3	9	gate	gate	NOUN
easat-9644	3	10	history	history	NOUN
easat-9644	3	11	:	:	PUNCT
easat-9644	3	12	received	receive	VERB
easat-9644	3	13	:	:	PUNCT
easat-9644	3	14	18	18	NUM
easat-9644	3	15	june	june	PROPN
easat-9644	3	16	2025	2025	NUM
easat-9644	3	17	;	;	PUNCT
easat-9644	3	18	revised	revise	VERB
easat-9644	3	19	:	:	PUNCT
easat-9644	3	20	5	5	NUM
easat-9644	3	21	august	august	PROPN
easat-9644	3	22	2025	2025	NUM
easat-9644	3	23	;	;	PUNCT
easat-9644	3	24	accepted	accept	VERB
easat-9644	3	25	:	:	PUNCT
easat-9644	3	26	8	8	NUM
easat-9644	3	27	august	august	PROPN
easat-9644	3	28	2025	2025	NUM
easat-9644	3	29	;	;	PUNCT
easat-9644	3	30	published	publish	VERB
easat-9644	3	31	:	:	PUNCT
easat-9644	3	32	25	25	NUM
easat-9644	3	33	august	august	PROPN
easat-9644	3	34	2025	2025	NUM
easat-9644	3	35	*	*	PUNCT
easat-9644	3	36	correspondence	correspondence	NOUN
easat-9644	3	37	:	:	PUNCT
easat-9644	3	38	22290481@dut4life.ac.za	22290481@dut4life.ac.za	NUM
easat-9644	3	39	knowledge	knowledge	NOUN
easat-9644	3	40	graphs	graph	NOUN
easat-9644	3	41	for	for	ADP
easat-9644	3	42	domain	domain	NOUN
easat-9644	3	43	-	-	PUNCT
easat-9644	3	44	specific	specific	ADJ
easat-9644	3	45	teaching	teaching	NOUN
easat-9644	3	46	and	and	CCONJ
easat-9644	3	47	learning	learn	VERB
easat-9644	3	48	a	a	DET
easat-9644	3	49	systematic	systematic	ADJ
easat-9644	3	50	review	review	NOUN
easat-9644	3	51	of	of	ADP
easat-9644	3	52	the	the	DET
easat-9644	3	53	construction	construction	NOUN
easat-9644	3	54	models	model	NOUN
easat-9644	3	55	and	and	CCONJ
easat-9644	3	56	evaluation	evaluation	NOUN
easat-9644	3	57	methods	method	NOUN
easat-9644	3	58	akinyinka	akinyinka	PROPN
easat-9644	3	59	tosin	tosin	PROPN
easat-9644	3	60	akindele1	akindele1	PROPN
easat-9644	3	61	*	*	PROPN
easat-9644	3	62	,	,	PUNCT
easat-9644	3	63	sunday	sunday	PROPN
easat-9644	3	64	o.	o.	PROPN
easat-9644	3	65	ojo2	ojo2	PROPN
easat-9644	3	66	1,2department	1,2department	NUM
easat-9644	3	67	of	of	ADP
easat-9644	3	68	information	information	NOUN
easat-9644	3	69	technology	technology	NOUN
easat-9644	3	70	,	,	PUNCT
easat-9644	3	71	faculty	faculty	NOUN
easat-9644	3	72	of	of	ADP
easat-9644	3	73	accounting	accounting	NOUN
easat-9644	3	74	and	and	CCONJ
easat-9644	3	75	informatics	informatics	PROPN
easat-9644	3	76	,	,	PUNCT
easat-9644	3	77	durban	durban	PROPN
easat-9644	3	78	university	university	PROPN
easat-9644	3	79	of	of	ADP
easat-9644	3	80	technology	technology	NOUN
easat-9644	3	81	,	,	PUNCT
easat-9644	3	82	durban	durban	PROPN
easat-9644	3	83	4001	4001	NUM
easat-9644	3	84	,	,	PUNCT
easat-9644	3	85	south	south	PROPN
easat-9644	3	86	africa	africa	PROPN
easat-9644	3	87	;	;	PUNCT
easat-9644	3	88	22290481@dut4life.ac.za	22290481@dut4life.ac.za	NUM
easat-9644	3	89	(	(	PUNCT
easat-9644	3	90	a.t.a	a.t.a	NOUN
easat-9644	3	91	.	.	PUNCT
easat-9644	3	92	)	)	PUNCT
easat-9644	4	1	sundayo1@dut.ac.za	sundayo1@dut.ac.za	NOUN
easat-9644	4	2	(	(	PUNCT
easat-9644	4	3	s.o.o	s.o.o	ADJ
easat-9644	4	4	.	.	PUNCT
easat-9644	4	5	)	)	PUNCT
easat-9644	4	6	.	.	PUNCT
easat-9644	5	1	abstract	abstract	ADJ
easat-9644	5	2	:	:	PUNCT
easat-9644	5	3	knowledge	knowledge	NOUN
easat-9644	5	4	graphs	graph	NOUN
easat-9644	5	5	are	be	AUX
easat-9644	5	6	structured	structure	VERB
easat-9644	5	7	representations	representation	NOUN
easat-9644	5	8	of	of	ADP
easat-9644	5	9	knowledge	knowledge	NOUN
easat-9644	5	10	that	that	PRON
easat-9644	5	11	capture	capture	VERB
easat-9644	5	12	concepts	concept	NOUN
easat-9644	5	13	and	and	CCONJ
easat-9644	5	14	their	their	PRON
easat-9644	5	15	relationships	relationship	NOUN
easat-9644	5	16	,	,	PUNCT
easat-9644	5	17	facilitating	facilitate	VERB
easat-9644	5	18	informed	informed	ADJ
easat-9644	5	19	decision	decision	NOUN
easat-9644	5	20	-	-	PUNCT
easat-9644	5	21	making	making	NOUN
easat-9644	5	22	,	,	PUNCT
easat-9644	5	23	enhancing	enhance	VERB
easat-9644	5	24	efficiency	efficiency	NOUN
easat-9644	5	25	,	,	PUNCT
easat-9644	5	26	and	and	CCONJ
easat-9644	5	27	enriching	enrich	VERB
easat-9644	5	28	learning	learn	VERB
easat-9644	5	29	experiences	experience	NOUN
easat-9644	5	30	across	across	ADP
easat-9644	5	31	various	various	ADJ
easat-9644	5	32	educational	educational	ADJ
easat-9644	5	33	contexts	contexts	NOUN
easat-9644	5	34	.	.	PUNCT
easat-9644	6	1	although	although	SCONJ
easat-9644	6	2	interest	interest	NOUN
easat-9644	6	3	in	in	ADP
easat-9644	6	4	knowledge	knowledge	NOUN
easat-9644	6	5	graphs	graph	NOUN
easat-9644	6	6	(	(	PUNCT
easat-9644	6	7	kgs	kgs	X
easat-9644	6	8	)	)	PUNCT
easat-9644	6	9	for	for	ADP
easat-9644	6	10	teaching	teaching	NOUN
easat-9644	6	11	and	and	CCONJ
easat-9644	6	12	learning	learn	VERB
easat-9644	6	13	(	(	PUNCT
easat-9644	6	14	t&l	t&l	PROPN
easat-9644	6	15	)	)	PUNCT
easat-9644	6	16	is	be	AUX
easat-9644	6	17	increasing	increase	VERB
easat-9644	6	18	,	,	PUNCT
easat-9644	6	19	systematic	systematic	ADJ
easat-9644	6	20	reviews	review	NOUN
easat-9644	6	21	of	of	ADP
easat-9644	6	22	the	the	DET
easat-9644	6	23	latest	late	ADJ
easat-9644	6	24	models	model	NOUN
easat-9644	6	25	,	,	PUNCT
easat-9644	6	26	baseline	baseline	ADJ
easat-9644	6	27	comparisons	comparison	NOUN
easat-9644	6	28	,	,	PUNCT
easat-9644	6	29	and	and	CCONJ
easat-9644	6	30	evaluation	evaluation	NOUN
easat-9644	6	31	methods	method	NOUN
easat-9644	6	32	remain	remain	VERB
easat-9644	6	33	limited	limited	ADJ
easat-9644	6	34	.	.	PUNCT
easat-9644	7	1	this	this	DET
easat-9644	7	2	systematic	systematic	ADJ
easat-9644	7	3	literature	literature	PROPN
easat-9644	7	4	review	review	PROPN
easat-9644	7	5	(	(	PUNCT
easat-9644	7	6	slr	slr	X
easat-9644	7	7	)	)	PUNCT
easat-9644	7	8	aims	aim	VERB
easat-9644	7	9	to	to	PART
easat-9644	7	10	address	address	VERB
easat-9644	7	11	this	this	DET
easat-9644	7	12	gap	gap	NOUN
easat-9644	7	13	by	by	ADP
easat-9644	7	14	analyzing	analyze	VERB
easat-9644	7	15	the	the	DET
easat-9644	7	16	underlying	underlie	VERB
easat-9644	7	17	models	model	NOUN
easat-9644	7	18	,	,	PUNCT
easat-9644	7	19	baseline	baseline	ADJ
easat-9644	7	20	algorithms	algorithm	NOUN
easat-9644	7	21	,	,	PUNCT
easat-9644	7	22	and	and	CCONJ
easat-9644	7	23	evaluation	evaluation	NOUN
easat-9644	7	24	techniques	technique	NOUN
easat-9644	7	25	used	use	VERB
easat-9644	7	26	in	in	ADP
easat-9644	7	27	the	the	DET
easat-9644	7	28	field	field	NOUN
easat-9644	7	29	.	.	PUNCT
easat-9644	8	1	following	follow	VERB
easat-9644	8	2	prisma	prisma	PROPN
easat-9644	8	3	guidelines	guideline	NOUN
easat-9644	8	4	,	,	PUNCT
easat-9644	8	5	a	a	DET
easat-9644	8	6	comprehensive	comprehensive	ADJ
easat-9644	8	7	search	search	NOUN
easat-9644	8	8	was	be	AUX
easat-9644	8	9	conducted	conduct	VERB
easat-9644	8	10	across	across	ADP
easat-9644	8	11	five	five	NUM
easat-9644	8	12	major	major	ADJ
easat-9644	8	13	databases	database	NOUN
easat-9644	8	14	—	—	PUNCT
easat-9644	8	15	scopus	scopus	NOUN
easat-9644	8	16	,	,	PUNCT
easat-9644	8	17	web	web	NOUN
easat-9644	8	18	of	of	ADP
easat-9644	8	19	science	science	NOUN
easat-9644	8	20	,	,	PUNCT
easat-9644	8	21	sciencedirect	sciencedirect	PROPN
easat-9644	8	22	,	,	PUNCT
easat-9644	8	23	acm	acm	PROPN
easat-9644	8	24	digital	digital	ADJ
easat-9644	8	25	library	library	NOUN
easat-9644	8	26	,	,	PUNCT
easat-9644	8	27	and	and	CCONJ
easat-9644	8	28	ieee	ieee	PROPN
easat-9644	8	29	xplore	xplore	PROPN
easat-9644	8	30	—	—	PUNCT
easat-9644	8	31	resulting	result	VERB
easat-9644	8	32	in	in	ADP
easat-9644	8	33	the	the	DET
easat-9644	8	34	identification	identification	NOUN
easat-9644	8	35	of	of	ADP
easat-9644	8	36	34	34	NUM
easat-9644	8	37	relevant	relevant	ADJ
easat-9644	8	38	articles	article	NOUN
easat-9644	8	39	published	publish	VERB
easat-9644	8	40	between	between	ADP
easat-9644	8	41	2018	2018	NUM
easat-9644	8	42	and	and	CCONJ
easat-9644	8	43	2024	2024	NUM
easat-9644	8	44	.	.	PUNCT
easat-9644	9	1	these	these	DET
easat-9644	9	2	articles	article	NOUN
easat-9644	9	3	focus	focus	VERB
easat-9644	9	4	on	on	ADP
easat-9644	9	5	domain	domain	NOUN
easat-9644	9	6	-	-	PUNCT
easat-9644	9	7	specific	specific	ADJ
easat-9644	9	8	kgs	kgs	NOUN
easat-9644	9	9	applied	apply	VERB
easat-9644	9	10	explicitly	explicitly	ADV
easat-9644	9	11	to	to	ADP
easat-9644	9	12	t&l	t&l	NOUN
easat-9644	9	13	activities	activity	NOUN
easat-9644	9	14	.	.	PUNCT
easat-9644	10	1	the	the	DET
easat-9644	10	2	applications	application	NOUN
easat-9644	10	3	of	of	ADP
easat-9644	10	4	kgs	kg	NOUN
easat-9644	10	5	are	be	AUX
easat-9644	10	6	categorized	categorize	VERB
easat-9644	10	7	into	into	ADP
easat-9644	10	8	three	three	NUM
easat-9644	10	9	main	main	ADJ
easat-9644	10	10	areas	area	NOUN
easat-9644	10	11	:	:	PUNCT
easat-9644	10	12	recommendation	recommendation	NOUN
easat-9644	10	13	and	and	CCONJ
easat-9644	10	14	personalized	personalized	ADJ
easat-9644	10	15	learning	learning	NOUN
easat-9644	10	16	,	,	PUNCT
easat-9644	10	17	concept	concept	NOUN
easat-9644	10	18	mapping	mapping	NOUN
easat-9644	10	19	and	and	CCONJ
easat-9644	10	20	knowledge	knowledge	NOUN
easat-9644	10	21	organization	organization	NOUN
easat-9644	10	22	,	,	PUNCT
easat-9644	10	23	and	and	CCONJ
easat-9644	10	24	information	information	NOUN
easat-9644	10	25	retrieval	retrieval	NOUN
easat-9644	10	26	and	and	CCONJ
easat-9644	10	27	question	question	NOUN
easat-9644	10	28	answering	answering	NOUN
easat-9644	10	29	.	.	PUNCT
easat-9644	11	1	the	the	DET
easat-9644	11	2	synthesis	synthesis	NOUN
easat-9644	11	3	of	of	ADP
easat-9644	11	4	results	result	NOUN
easat-9644	11	5	indicates	indicate	VERB
easat-9644	11	6	that	that	SCONJ
easat-9644	11	7	deep	deep	ADJ
easat-9644	11	8	learning	learning	NOUN
easat-9644	11	9	models	model	NOUN
easat-9644	11	10	—	—	PUNCT
easat-9644	11	11	particularly	particularly	ADV
easat-9644	11	12	bert	bert	ADJ
easat-9644	11	13	and	and	CCONJ
easat-9644	11	14	its	its	PRON
easat-9644	11	15	variants	variant	NOUN
easat-9644	11	16	,	,	PUNCT
easat-9644	11	17	bilstm	bilstm	NOUN
easat-9644	11	18	,	,	PUNCT
easat-9644	11	19	and	and	CCONJ
easat-9644	11	20	conditional	conditional	ADJ
easat-9644	11	21	random	random	ADJ
easat-9644	11	22	fields	field	NOUN
easat-9644	11	23	(	(	PUNCT
easat-9644	11	24	crf)—are	crf)—are	VERB
easat-9644	11	25	predominant	predominant	ADJ
easat-9644	11	26	in	in	ADP
easat-9644	11	27	knowledge	knowledge	NOUN
easat-9644	11	28	extraction	extraction	NOUN
easat-9644	11	29	processes	process	NOUN
easat-9644	11	30	.	.	PUNCT
easat-9644	12	1	additionally	additionally	ADV
easat-9644	12	2	,	,	PUNCT
easat-9644	12	3	knowledge	knowledge	NOUN
easat-9644	12	4	graph	graph	NOUN
easat-9644	12	5	embedding	embed	VERB
easat-9644	12	6	(	(	PUNCT
easat-9644	12	7	kge	kge	ADJ
easat-9644	12	8	)	)	PUNCT
easat-9644	12	9	techniques	technique	NOUN
easat-9644	12	10	and	and	CCONJ
easat-9644	12	11	graph	graph	VERB
easat-9644	12	12	neural	neural	ADJ
easat-9644	12	13	networks	network	NOUN
easat-9644	12	14	(	(	PUNCT
easat-9644	12	15	gnns	gnns	NOUN
easat-9644	12	16	)	)	PUNCT
easat-9644	12	17	,	,	PUNCT
easat-9644	12	18	such	such	ADJ
easat-9644	12	19	as	as	ADP
easat-9644	12	20	graph	graph	NOUN
easat-9644	12	21	convolutional	convolutional	ADJ
easat-9644	12	22	networks	network	NOUN
easat-9644	12	23	(	(	PUNCT
easat-9644	12	24	gcns	gcns	PROPN
easat-9644	12	25	)	)	PUNCT
easat-9644	12	26	and	and	CCONJ
easat-9644	12	27	graph	graph	NOUN
easat-9644	12	28	attention	attention	NOUN
easat-9644	12	29	networks	network	NOUN
easat-9644	12	30	(	(	PUNCT
easat-9644	12	31	gats	gat	NOUN
easat-9644	12	32	)	)	PUNCT
easat-9644	12	33	,	,	PUNCT
easat-9644	12	34	are	be	AUX
easat-9644	12	35	extensively	extensively	ADV
easat-9644	12	36	utilized	utilize	VERB
easat-9644	12	37	.	.	PUNCT
easat-9644	13	1	the	the	DET
easat-9644	13	2	review	review	NOUN
easat-9644	13	3	also	also	ADV
easat-9644	13	4	highlights	highlight	VERB
easat-9644	13	5	several	several	ADJ
easat-9644	13	6	limitations	limitation	NOUN
easat-9644	13	7	,	,	PUNCT
easat-9644	13	8	including	include	VERB
easat-9644	13	9	data	datum	NOUN
easat-9644	13	10	scarcity	scarcity	NOUN
easat-9644	13	11	,	,	PUNCT
easat-9644	13	12	issues	issue	NOUN
easat-9644	13	13	with	with	ADP
easat-9644	13	14	generalizability	generalizability	NOUN
easat-9644	13	15	,	,	PUNCT
easat-9644	13	16	and	and	CCONJ
easat-9644	13	17	a	a	DET
easat-9644	13	18	lack	lack	NOUN
easat-9644	13	19	of	of	ADP
easat-9644	13	20	standardization	standardization	NOUN
easat-9644	13	21	.	.	PUNCT
easat-9644	14	1	to	to	PART
easat-9644	14	2	advance	advance	VERB
easat-9644	14	3	the	the	DET
easat-9644	14	4	development	development	NOUN
easat-9644	14	5	of	of	ADP
easat-9644	14	6	educational	educational	ADJ
easat-9644	14	7	kgs	kgs	PROPN
easat-9644	14	8	,	,	PUNCT
easat-9644	14	9	future	future	ADJ
easat-9644	14	10	research	research	NOUN
easat-9644	14	11	should	should	AUX
easat-9644	14	12	focus	focus	VERB
easat-9644	14	13	on	on	ADP
easat-9644	14	14	automated	automate	VERB
easat-9644	14	15	data	data	NOUN
easat-9644	14	16	extraction	extraction	NOUN
easat-9644	14	17	from	from	ADP
easat-9644	14	18	heterogeneous	heterogeneous	ADJ
easat-9644	14	19	sources	source	NOUN
easat-9644	14	20	,	,	PUNCT
easat-9644	14	21	standardized	standardized	ADJ
easat-9644	14	22	approaches	approach	NOUN
easat-9644	14	23	for	for	ADP
easat-9644	14	24	entity	entity	NOUN
easat-9644	14	25	extraction	extraction	NOUN
easat-9644	14	26	,	,	PUNCT
easat-9644	14	27	consistent	consistent	ADJ
easat-9644	14	28	evaluation	evaluation	NOUN
easat-9644	14	29	and	and	CCONJ
easat-9644	14	30	benchmarking	benchmarking	NOUN
easat-9644	14	31	methods	method	NOUN
easat-9644	14	32	,	,	PUNCT
easat-9644	14	33	improved	improve	VERB
easat-9644	14	34	interoperability	interoperability	NOUN
easat-9644	14	35	and	and	CCONJ
easat-9644	14	36	scalability	scalability	NOUN
easat-9644	14	37	,	,	PUNCT
easat-9644	14	38	as	as	ADV
easat-9644	14	39	well	well	ADV
easat-9644	14	40	as	as	ADP
easat-9644	14	41	enhanced	enhance	VERB
easat-9644	14	42	explainability	explainability	NOUN
easat-9644	14	43	and	and	CCONJ
easat-9644	14	44	privacy	privacy	NOUN
easat-9644	14	45	-	-	PUNCT
easat-9644	14	46	preserving	preserve	VERB
easat-9644	14	47	techniques	technique	NOUN
easat-9644	14	48	.	.	PUNCT
easat-9644	15	1	keywords	keyword	NOUN
easat-9644	15	2	:	:	PUNCT
easat-9644	15	3	deep	deep	ADJ
easat-9644	15	4	learning	learning	NOUN
easat-9644	15	5	,	,	PUNCT
easat-9644	15	6	education	education	NOUN
easat-9644	15	7	,	,	PUNCT
easat-9644	15	8	graph	graph	NOUN
easat-9644	15	9	neural	neural	ADJ
easat-9644	15	10	network	network	NOUN
easat-9644	15	11	,	,	PUNCT
easat-9644	15	12	knowledge	knowledge	NOUN
easat-9644	15	13	graph	graph	NOUN
easat-9644	15	14	,	,	PUNCT
easat-9644	15	15	ontology	ontology	NOUN
easat-9644	15	16	.	.	PUNCT
easat-9644	16	1	1	1	X
easat-9644	16	2	.	.	X
easat-9644	16	3	introduction	introduction	NOUN
easat-9644	16	4	the	the	DET
easat-9644	16	5	last	last	ADJ
easat-9644	16	6	decade	decade	NOUN
easat-9644	16	7	has	have	AUX
easat-9644	16	8	witnessed	witness	VERB
easat-9644	16	9	an	an	DET
easat-9644	16	10	increased	increase	VERB
easat-9644	16	11	interest	interest	NOUN
easat-9644	16	12	in	in	ADP
easat-9644	16	13	knowledge	knowledge	NOUN
easat-9644	16	14	graph	graph	NOUN
easat-9644	16	15	(	(	PUNCT
easat-9644	16	16	kg	kg	NOUN
easat-9644	16	17	)	)	PUNCT
easat-9644	16	18	research	research	NOUN
easat-9644	16	19	and	and	CCONJ
easat-9644	16	20	its	its	PRON
easat-9644	16	21	applications	application	NOUN
easat-9644	16	22	across	across	ADP
easat-9644	16	23	various	various	ADJ
easat-9644	16	24	fields	field	NOUN
easat-9644	16	25	.	.	PUNCT
easat-9644	17	1	a	a	DET
easat-9644	17	2	knowledge	knowledge	NOUN
easat-9644	17	3	graph	graph	NOUN
easat-9644	17	4	is	be	AUX
easat-9644	17	5	a	a	DET
easat-9644	17	6	structured	structured	ADJ
easat-9644	17	7	representation	representation	NOUN
easat-9644	17	8	of	of	ADP
easat-9644	17	9	knowledge	knowledge	NOUN
easat-9644	17	10	that	that	PRON
easat-9644	17	11	delineates	delineate	VERB
easat-9644	17	12	and	and	CCONJ
easat-9644	17	13	maps	map	VERB
easat-9644	17	14	concepts	concept	NOUN
easat-9644	17	15	or	or	CCONJ
easat-9644	17	16	terms	term	NOUN
easat-9644	17	17	and	and	CCONJ
easat-9644	17	18	their	their	PRON
easat-9644	17	19	interrelations	interrelation	NOUN
easat-9644	17	20	within	within	ADP
easat-9644	17	21	a	a	DET
easat-9644	17	22	specific	specific	ADJ
easat-9644	17	23	subject	subject	NOUN
easat-9644	17	24	domain	domain	NOUN
easat-9644	17	25	through	through	ADP
easat-9644	17	26	graphs	graph	NOUN
easat-9644	17	27	[	[	X
easat-9644	17	28	1	1	X
easat-9644	17	29	]	]	PUNCT
easat-9644	17	30	it	it	PRON
easat-9644	17	31	represents	represent	VERB
easat-9644	17	32	real	real	ADJ
easat-9644	17	33	-	-	PUNCT
easat-9644	17	34	world	world	NOUN
easat-9644	17	35	data	datum	NOUN
easat-9644	17	36	,	,	PUNCT
easat-9644	17	37	aiming	aim	VERB
easat-9644	17	38	to	to	PART
easat-9644	17	39	capture	capture	VERB
easat-9644	17	40	the	the	DET
easat-9644	17	41	relationships	relationship	NOUN
easat-9644	17	42	between	between	ADP
easat-9644	17	43	the	the	DET
easat-9644	17	44	entities	entity	NOUN
easat-9644	17	45	of	of	ADP
easat-9644	17	46	the	the	DET
easat-9644	17	47	data	datum	NOUN
easat-9644	17	48	via	via	ADP
easat-9644	17	49	a	a	DET
easat-9644	17	50	graph	graph	NOUN
easat-9644	17	51	.	.	PUNCT
easat-9644	18	1	in	in	ADP
easat-9644	18	2	a	a	DET
easat-9644	18	3	knowledge	knowledge	NOUN
easat-9644	18	4	graph	graph	NOUN
easat-9644	18	5	,	,	PUNCT
easat-9644	18	6	the	the	DET
easat-9644	18	7	entities	entity	NOUN
easat-9644	18	8	are	be	AUX
easat-9644	18	9	represented	represent	VERB
easat-9644	18	10	as	as	ADP
easat-9644	18	11	nodes	node	NOUN
easat-9644	18	12	while	while	SCONJ
easat-9644	18	13	the	the	DET
easat-9644	18	14	relationship	relationship	NOUN
easat-9644	18	15	between	between	ADP
easat-9644	18	16	them	they	PRON
easat-9644	18	17	is	be	AUX
easat-9644	18	18	represented	represent	VERB
easat-9644	18	19	as	as	ADP
easat-9644	18	20	edges	edge	NOUN
easat-9644	18	21	linking	link	VERB
easat-9644	18	22	one	one	NUM
easat-9644	18	23	node	node	NOUN
easat-9644	18	24	with	with	ADP
easat-9644	18	25	another	another	PRON
easat-9644	18	26	.	.	PUNCT
easat-9644	19	1	as	as	ADP
easat-9644	19	2	such	such	ADJ
easat-9644	19	3	,	,	PUNCT
easat-9644	19	4	kg	kg	PROPN
easat-9644	19	5	can	can	AUX
easat-9644	19	6	be	be	AUX
easat-9644	19	7	viewed	view	VERB
easat-9644	19	8	as	as	ADP
easat-9644	19	9	a	a	DET
easat-9644	19	10	graph	graph	NOUN
easat-9644	19	11	-	-	PUNCT
easat-9644	19	12	structured	structure	VERB
easat-9644	19	13	data	datum	NOUN
easat-9644	19	14	model	model	NOUN
easat-9644	19	15	used	use	VERB
easat-9644	19	16	to	to	PART
easat-9644	19	17	store	store	VERB
easat-9644	19	18	and	and	CCONJ
easat-9644	19	19	manage	manage	VERB
easat-9644	19	20	linked	link	VERB
easat-9644	19	21	data	datum	NOUN
easat-9644	19	22	while	while	SCONJ
easat-9644	19	23	outlining	outline	VERB
easat-9644	19	24	the	the	DET
easat-9644	19	25	semantics	semantic	NOUN
easat-9644	19	26	of	of	ADP
easat-9644	19	27	the	the	DET
easat-9644	19	28	relationships	relationship	NOUN
easat-9644	19	29	between	between	ADP
easat-9644	19	30	data	datum	NOUN
easat-9644	19	31	entities	entity	NOUN
easat-9644	19	32	.	.	PUNCT
easat-9644	20	1	[	[	X
easat-9644	20	2	2	2	NUM
easat-9644	20	3	]	]	PUNCT
easat-9644	20	4	.	.	PUNCT
easat-9644	21	1	figure	figure	NOUN
easat-9644	21	2	1a	1a	PROPN
easat-9644	21	3	depicts	depict	VERB
easat-9644	21	4	a	a	DET
easat-9644	21	5	generic	generic	ADJ
easat-9644	21	6	structure	structure	NOUN
easat-9644	21	7	of	of	ADP
easat-9644	21	8	a	a	DET
easat-9644	21	9	kg	kg	NOUN
easat-9644	21	10	,	,	PUNCT
easat-9644	21	11	and	and	CCONJ
easat-9644	21	12	an	an	DET
easat-9644	21	13	instance	instance	NOUN
easat-9644	21	14	of	of	ADP
easat-9644	21	15	a	a	DET
easat-9644	21	16	kg	kg	NOUN
easat-9644	21	17	is	be	AUX
easat-9644	21	18	illustrated	illustrate	VERB
easat-9644	21	19	in	in	ADP
easat-9644	21	20	figure	figure	NOUN
easat-9644	21	21	1b	1b	NUM
easat-9644	21	22	,	,	PUNCT
easat-9644	21	23	depicting	depict	VERB
easat-9644	21	24	the	the	DET
easat-9644	21	25	structure	structure	NOUN
easat-9644	21	26	of	of	ADP
easat-9644	21	27	nodes	node	NOUN
easat-9644	21	28	and	and	CCONJ
easat-9644	21	29	the	the	DET
easat-9644	21	30	relationship	relationship	NOUN
easat-9644	21	31	between	between	ADP
easat-9644	21	32	the	the	DET
easat-9644	21	33	terms	term	NOUN
easat-9644	21	34	.	.	PUNCT
easat-9644	22	1	a	a	DET
easat-9644	22	2	knowledge	knowledge	NOUN
easat-9644	22	3	graph	graph	NOUN
easat-9644	22	4	can	can	AUX
easat-9644	22	5	be	be	AUX
easat-9644	22	6	represented	represent	VERB
easat-9644	22	7	mathematically	mathematically	ADV
easat-9644	22	8	as	as	ADP
easat-9644	22	9	:	:	PUNCT
easat-9644	22	10	mailto:22290481@dut4life.ac.za	mailto:22290481@dut4life.ac.za	ADJ
easat-9644	22	11	1465	1465	NUM
easat-9644	22	12	edelweiss	edelweiss	PROPN
easat-9644	22	13	applied	apply	VERB
easat-9644	22	14	science	science	NOUN
easat-9644	22	15	and	and	CCONJ
easat-9644	22	16	technology	technology	NOUN
easat-9644	22	17	issn	issn	PROPN
easat-9644	22	18	:	:	PUNCT
easat-9644	22	19	2576	2576	NUM
easat-9644	22	20	-	-	SYM
easat-9644	22	21	8484	8484	NUM
easat-9644	22	22	vol	vol	NOUN
easat-9644	22	23	.	.	PROPN
easat-9644	23	1	9	9	NUM
easat-9644	23	2	,	,	PUNCT
easat-9644	23	3	no	no	INTJ
easat-9644	23	4	.	.	NOUN
easat-9644	23	5	8	8	NUM
easat-9644	23	6	:	:	SYM
easat-9644	23	7	1464	1464	NUM
easat-9644	23	8	-	-	SYM
easat-9644	23	9	1497	1497	NUM
easat-9644	23	10	,	,	PUNCT
easat-9644	23	11	2025	2025	NUM
easat-9644	23	12	doi	doi	NOUN
easat-9644	23	13	:	:	PUNCT
easat-9644	23	14	10.55214/2576	10.55214/2576	NUM
easat-9644	23	15	-	-	NUM
easat-9644	23	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	23	17	©	©	PROPN
easat-9644	23	18	2025	2025	NUM
easat-9644	23	19	by	by	ADP
easat-9644	23	20	the	the	DET
easat-9644	23	21	authors	author	NOUN
easat-9644	23	22	;	;	PUNCT
easat-9644	23	23	licensee	licensee	PROPN
easat-9644	23	24	learning	learn	VERB
easat-9644	23	25	gate	gate	PROPN
easat-9644	23	26	figure	figure	PROPN
easat-9644	23	27	1a	1a	PROPN
easat-9644	23	28	.	.	PUNCT
easat-9644	24	1	node	node	NOUN
easat-9644	24	2	and	and	CCONJ
easat-9644	24	3	edges	edge	NOUN
easat-9644	24	4	.	.	PUNCT
easat-9644	25	1	note	note	NOUN
easat-9644	25	2	:	:	PUNCT
easat-9644	26	1	where	where	SCONJ
easat-9644	26	2	:	:	PUNCT
easat-9644	26	3	g	g	NOUN
easat-9644	26	4	:	:	PUNCT
easat-9644	26	5	knowledge	knowledge	NOUN
easat-9644	26	6	graph	graph	NOUN
easat-9644	26	7	.	.	PUNCT
easat-9644	27	1	v	v	X
easat-9644	27	2	:	:	PUNCT
easat-9644	27	3	set	set	VERB
easat-9644	27	4	of	of	ADP
easat-9644	27	5	vertices	vertex	NOUN
easat-9644	27	6	(	(	PUNCT
easat-9644	27	7	entities	entity	NOUN
easat-9644	27	8	,	,	PUNCT
easat-9644	27	9	concepts	concept	NOUN
easat-9644	27	10	)	)	PUNCT
easat-9644	27	11	.	.	PUNCT
easat-9644	28	1	e	e	X
easat-9644	28	2	:	:	PUNCT
easat-9644	28	3	set	set	NOUN
easat-9644	28	4	of	of	ADP
easat-9644	28	5	edges	edge	NOUN
easat-9644	28	6	(	(	PUNCT
easat-9644	28	7	relationships	relationship	NOUN
easat-9644	28	8	)	)	PUNCT
easat-9644	28	9	.	.	PUNCT
easat-9644	29	1	r	r	X
easat-9644	29	2	:	:	PUNCT
easat-9644	29	3	set	set	NOUN
easat-9644	29	4	of	of	ADP
easat-9644	29	5	relationship	relationship	NOUN
easat-9644	29	6	types	type	NOUN
easat-9644	29	7	(	(	PUNCT
easat-9644	29	8	labels	label	NOUN
easat-9644	29	9	)	)	PUNCT
easat-9644	29	10	.	.	PUNCT
easat-9644	30	1	figure	figure	NOUN
easat-9644	30	2	1b	1b	NUM
easat-9644	30	3	.	.	PUNCT
easat-9644	31	1	kg	kg	X
easat-9644	31	2	depicting	depict	VERB
easat-9644	31	3	concepts	concept	NOUN
easat-9644	31	4	and	and	CCONJ
easat-9644	31	5	relationships	relationship	NOUN
easat-9644	31	6	between	between	ADP
easat-9644	31	7	rna	rna	NOUN
easat-9644	31	8	molecules	molecule	NOUN
easat-9644	31	9	[	[	X
easat-9644	31	10	3	3	NUM
easat-9644	31	11	]	]	PUNCT
easat-9644	31	12	.	.	PUNCT
easat-9644	32	1	knowledge	knowledge	NOUN
easat-9644	32	2	graphs	graph	NOUN
easat-9644	32	3	are	be	AUX
easat-9644	32	4	practical	practical	ADJ
easat-9644	32	5	tools	tool	NOUN
easat-9644	32	6	for	for	ADP
easat-9644	32	7	structuring	structure	VERB
easat-9644	32	8	and	and	CCONJ
easat-9644	32	9	representing	represent	VERB
easat-9644	32	10	knowledge	knowledge	NOUN
easat-9644	32	11	in	in	ADP
easat-9644	32	12	a	a	DET
easat-9644	32	13	machinereadable	machinereadable	ADJ
easat-9644	32	14	format	format	NOUN
easat-9644	32	15	,	,	PUNCT
easat-9644	32	16	establishing	establish	VERB
easat-9644	32	17	it	it	PRON
easat-9644	32	18	as	as	ADP
easat-9644	32	19	a	a	DET
easat-9644	32	20	significant	significant	ADJ
easat-9644	32	21	technology	technology	NOUN
easat-9644	32	22	within	within	ADP
easat-9644	32	23	the	the	DET
easat-9644	32	24	semantic	semantic	ADJ
easat-9644	32	25	web[4	web[4	NOUN
easat-9644	32	26	]	]	PUNCT
easat-9644	32	27	.	.	PUNCT
easat-9644	33	1	knowledge	knowledge	NOUN
easat-9644	33	2	graphs	graph	NOUN
easat-9644	33	3	(	(	PUNCT
easat-9644	33	4	kgs	kgs	X
easat-9644	33	5	)	)	PUNCT
easat-9644	33	6	have	have	AUX
easat-9644	33	7	emerged	emerge	VERB
easat-9644	33	8	as	as	ADP
easat-9644	33	9	a	a	DET
easat-9644	33	10	transformative	transformative	ADJ
easat-9644	33	11	technology	technology	NOUN
easat-9644	33	12	,	,	PUNCT
easat-9644	33	13	revolutionizing	revolutionize	VERB
easat-9644	33	14	several	several	ADJ
easat-9644	33	15	sectors	sector	NOUN
easat-9644	33	16	and	and	CCONJ
easat-9644	33	17	disciplines	discipline	NOUN
easat-9644	33	18	by	by	ADP
easat-9644	33	19	facilitating	facilitate	VERB
easat-9644	33	20	informed	informed	ADJ
easat-9644	33	21	decision	decision	NOUN
easat-9644	33	22	-	-	PUNCT
easat-9644	33	23	making	making	NOUN
easat-9644	33	24	,	,	PUNCT
easat-9644	33	25	fostering	foster	VERB
easat-9644	33	26	innovation	innovation	NOUN
easat-9644	33	27	,	,	PUNCT
easat-9644	33	28	and	and	CCONJ
easat-9644	33	29	improving	improve	VERB
easat-9644	33	30	efficiency	efficiency	NOUN
easat-9644	33	31	in	in	ADP
easat-9644	33	32	synthesizing	synthesize	VERB
easat-9644	33	33	and	and	CCONJ
easat-9644	33	34	contextualizing	contextualizing	ADJ
easat-9644	33	35	diverse	diverse	ADJ
easat-9644	33	36	data	datum	NOUN
easat-9644	33	37	.	.	PUNCT
easat-9644	34	1	for	for	ADP
easat-9644	34	2	example	example	NOUN
easat-9644	34	3	,	,	PUNCT
easat-9644	34	4	knowledge	knowledge	NOUN
easat-9644	34	5	graphs	graph	NOUN
easat-9644	34	6	have	have	AUX
easat-9644	34	7	been	be	AUX
easat-9644	34	8	used	use	VERB
easat-9644	34	9	in	in	ADP
easat-9644	34	10	the	the	DET
easat-9644	34	11	healthcare	healthcare	NOUN
easat-9644	34	12	sector	sector	NOUN
easat-9644	34	13	for	for	ADP
easat-9644	34	14	disease	disease	NOUN
easat-9644	34	15	diagnosis	diagnosis	NOUN
easat-9644	34	16	,	,	PUNCT
easat-9644	34	17	health	health	NOUN
easat-9644	34	18	risk	risk	NOUN
easat-9644	34	19	prediction	prediction	NOUN
easat-9644	34	20	,	,	PUNCT
easat-9644	34	21	treatment	treatment	NOUN
easat-9644	34	22	recommendations	recommendation	NOUN
easat-9644	34	23	,	,	PUNCT
easat-9644	34	24	and	and	CCONJ
easat-9644	34	25	personalized	personalized	ADJ
easat-9644	34	26	medicine	medicine	NOUN
easat-9644	34	27	[	[	X
easat-9644	34	28	5	5	NUM
easat-9644	34	29	-	-	SYM
easat-9644	34	30	7	7	NUM
easat-9644	34	31	]	]	PUNCT
easat-9644	34	32	.	.	PUNCT
easat-9644	35	1	in	in	ADP
easat-9644	35	2	finance	finance	NOUN
easat-9644	35	3	,	,	PUNCT
easat-9644	35	4	kgs	kg	NOUN
easat-9644	35	5	facilitate	facilitate	VERB
easat-9644	35	6	intelligent	intelligent	ADJ
easat-9644	35	7	audit	audit	NOUN
easat-9644	35	8	risk	risk	NOUN
easat-9644	35	9	management	management	NOUN
easat-9644	35	10	,	,	PUNCT
easat-9644	35	11	compliance	compliance	NOUN
easat-9644	35	12	monitoring	monitoring	NOUN
easat-9644	35	13	,	,	PUNCT
easat-9644	35	14	investment	investment	NOUN
easat-9644	35	15	analysis	analysis	NOUN
easat-9644	35	16	,	,	PUNCT
easat-9644	35	17	and	and	CCONJ
easat-9644	35	18	credit	credit	NOUN
easat-9644	35	19	scoring	scoring	NOUN
easat-9644	35	20	[	[	X
easat-9644	35	21	8	8	NUM
easat-9644	35	22	,	,	PUNCT
easat-9644	35	23	9	9	NUM
easat-9644	35	24	]	]	PUNCT
easat-9644	35	25	.	.	PUNCT
easat-9644	36	1	kgs	kgs	PROPN
easat-9644	36	2	also	also	ADV
easat-9644	36	3	enable	enable	VERB
easat-9644	36	4	data	datum	NOUN
easat-9644	36	5	-	-	PUNCT
easat-9644	36	6	informed	inform	VERB
easat-9644	36	7	policy	policy	NOUN
easat-9644	36	8	formulation	formulation	NOUN
easat-9644	36	9	and	and	CCONJ
easat-9644	36	10	crisis	crisis	NOUN
easat-9644	36	11	management	management	NOUN
easat-9644	36	12	in	in	ADP
easat-9644	36	13	the	the	DET
easat-9644	36	14	governmental	governmental	ADJ
easat-9644	36	15	and	and	CCONJ
easat-9644	36	16	public	public	ADJ
easat-9644	36	17	sectors	sector	NOUN
easat-9644	36	18	[	[	X
easat-9644	36	19	10	10	NUM
easat-9644	36	20	]	]	PUNCT
easat-9644	36	21	,	,	PUNCT
easat-9644	36	22	as	as	ADV
easat-9644	36	23	well	well	ADV
easat-9644	36	24	as	as	ADP
easat-9644	36	25	providing	provide	VERB
easat-9644	36	26	1466	1466	NUM
easat-9644	36	27	edelweiss	edelweiss	PROPN
easat-9644	36	28	applied	apply	VERB
easat-9644	36	29	science	science	NOUN
easat-9644	36	30	and	and	CCONJ
easat-9644	36	31	technology	technology	NOUN
easat-9644	36	32	issn	issn	PROPN
easat-9644	36	33	:	:	PUNCT
easat-9644	36	34	2576	2576	NUM
easat-9644	36	35	-	-	SYM
easat-9644	36	36	8484	8484	NUM
easat-9644	36	37	vol	vol	NOUN
easat-9644	36	38	.	.	PROPN
easat-9644	37	1	9	9	NUM
easat-9644	37	2	,	,	PUNCT
easat-9644	37	3	no	no	INTJ
easat-9644	37	4	.	.	NOUN
easat-9644	37	5	8	8	NUM
easat-9644	37	6	:	:	SYM
easat-9644	37	7	1464	1464	NUM
easat-9644	37	8	-	-	SYM
easat-9644	37	9	1497	1497	NUM
easat-9644	37	10	,	,	PUNCT
easat-9644	37	11	2025	2025	NUM
easat-9644	37	12	doi	doi	NOUN
easat-9644	37	13	:	:	PUNCT
easat-9644	37	14	10.55214/2576	10.55214/2576	NUM
easat-9644	37	15	-	-	NUM
easat-9644	37	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	37	17	©	©	PROPN
easat-9644	37	18	2025	2025	NUM
easat-9644	37	19	by	by	ADP
easat-9644	37	20	the	the	DET
easat-9644	37	21	authors	author	NOUN
easat-9644	37	22	;	;	PUNCT
easat-9644	37	23	licensee	licensee	PROPN
easat-9644	37	24	learning	learning	NOUN
easat-9644	37	25	gate	gate	VERB
easat-9644	37	26	public	public	ADJ
easat-9644	37	27	service	service	NOUN
easat-9644	37	28	information	information	NOUN
easat-9644	37	29	,	,	PUNCT
easat-9644	37	30	and	and	CCONJ
easat-9644	37	31	open	open	ADJ
easat-9644	37	32	data	datum	NOUN
easat-9644	37	33	governance	governance	NOUN
easat-9644	37	34	[	[	X
easat-9644	37	35	10	10	NUM
easat-9644	37	36	-	-	SYM
easat-9644	37	37	12	12	NUM
easat-9644	37	38	]	]	PUNCT
easat-9644	37	39	.	.	PUNCT
easat-9644	38	1	in	in	ADP
easat-9644	38	2	cybersecurity	cybersecurity	NOUN
easat-9644	38	3	,	,	PUNCT
easat-9644	38	4	kg	kg	PROPN
easat-9644	38	5	has	have	AUX
easat-9644	38	6	proven	prove	VERB
easat-9644	38	7	helpful	helpful	ADJ
easat-9644	38	8	for	for	ADP
easat-9644	38	9	improving	improve	VERB
easat-9644	38	10	threat	threat	NOUN
easat-9644	38	11	detection	detection	NOUN
easat-9644	38	12	,	,	PUNCT
easat-9644	38	13	vulnerability	vulnerability	NOUN
easat-9644	38	14	assessment	assessment	NOUN
easat-9644	38	15	,	,	PUNCT
easat-9644	38	16	and	and	CCONJ
easat-9644	38	17	access	access	NOUN
easat-9644	38	18	management	management	NOUN
easat-9644	38	19	[	[	X
easat-9644	38	20	13	13	NUM
easat-9644	38	21	,	,	PUNCT
easat-9644	38	22	14	14	NUM
easat-9644	38	23	]	]	PUNCT
easat-9644	38	24	.	.	PUNCT
easat-9644	39	1	knowledge	knowledge	NOUN
easat-9644	39	2	graphs	graph	NOUN
easat-9644	39	3	are	be	AUX
easat-9644	39	4	also	also	ADV
easat-9644	39	5	utilized	utilize	VERB
easat-9644	39	6	in	in	ADP
easat-9644	39	7	media	medium	NOUN
easat-9644	39	8	and	and	CCONJ
easat-9644	39	9	entertainment	entertainment	NOUN
easat-9644	39	10	for	for	ADP
easat-9644	39	11	content	content	NOUN
easat-9644	39	12	recommendations	recommendation	NOUN
easat-9644	39	13	[	[	X
easat-9644	39	14	15	15	NUM
easat-9644	39	15	]	]	PUNCT
easat-9644	39	16	;	;	PUNCT
easat-9644	39	17	retail	retail	NOUN
easat-9644	39	18	and	and	CCONJ
easat-9644	39	19	ecommerce	ecommerce	NOUN
easat-9644	39	20	for	for	ADP
easat-9644	39	21	customer	customer	NOUN
easat-9644	39	22	profiling	profiling	NOUN
easat-9644	39	23	and	and	CCONJ
easat-9644	39	24	product	product	NOUN
easat-9644	39	25	recommendation	recommendation	NOUN
easat-9644	39	26	[	[	X
easat-9644	39	27	16	16	NUM
easat-9644	39	28	]	]	X
easat-9644	39	29	;	;	PUNCT
easat-9644	39	30	transportation	transportation	NOUN
easat-9644	39	31	for	for	ADP
easat-9644	39	32	route	route	NOUN
easat-9644	39	33	prediction	prediction	NOUN
easat-9644	39	34	,	,	PUNCT
easat-9644	39	35	route	route	NOUN
easat-9644	39	36	optimization	optimization	NOUN
easat-9644	39	37	,	,	PUNCT
easat-9644	39	38	and	and	CCONJ
easat-9644	39	39	traffic	traffic	NOUN
easat-9644	39	40	management	management	NOUN
easat-9644	39	41	,	,	PUNCT
easat-9644	39	42	amongst	amongst	ADP
easat-9644	39	43	others	other	NOUN
easat-9644	40	1	[	[	X
easat-9644	40	2	17	17	NUM
easat-9644	40	3	,	,	PUNCT
easat-9644	40	4	18	18	NUM
easat-9644	40	5	]	]	PUNCT
easat-9644	40	6	.	.	PUNCT
easat-9644	41	1	within	within	ADP
easat-9644	41	2	the	the	DET
easat-9644	41	3	field	field	NOUN
easat-9644	41	4	of	of	ADP
easat-9644	41	5	education	education	NOUN
easat-9644	41	6	,	,	PUNCT
easat-9644	41	7	kg	kg	PROPN
easat-9644	41	8	has	have	AUX
easat-9644	41	9	been	be	AUX
easat-9644	41	10	utilized	utilize	VERB
easat-9644	41	11	for	for	ADP
easat-9644	41	12	diverse	diverse	ADJ
easat-9644	41	13	tasks	task	NOUN
easat-9644	41	14	such	such	ADJ
easat-9644	41	15	as	as	ADP
easat-9644	41	16	teaching	teaching	NOUN
easat-9644	41	17	and	and	CCONJ
easat-9644	41	18	learning	learning	NOUN
easat-9644	41	19	,	,	PUNCT
easat-9644	41	20	administration	administration	NOUN
easat-9644	41	21	,	,	PUNCT
easat-9644	41	22	analytics	analytic	NOUN
easat-9644	41	23	,	,	PUNCT
easat-9644	41	24	and	and	CCONJ
easat-9644	41	25	other	other	ADJ
easat-9644	41	26	aspects	aspect	NOUN
easat-9644	41	27	of	of	ADP
easat-9644	41	28	education	education	NOUN
easat-9644	41	29	.	.	PUNCT
easat-9644	42	1	notable	notable	ADJ
easat-9644	42	2	kgs	kgs	NOUN
easat-9644	42	3	for	for	ADP
easat-9644	42	4	teaching	teaching	NOUN
easat-9644	42	5	and	and	CCONJ
easat-9644	42	6	learning	learning	NOUN
easat-9644	42	7	include	include	VERB
easat-9644	42	8	kg	kg	PROPN
easat-9644	42	9	for	for	ADP
easat-9644	42	10	precision	precision	NOUN
easat-9644	42	11	teaching	teaching	NOUN
easat-9644	42	12	based	base	VERB
easat-9644	42	13	on	on	ADP
easat-9644	42	14	personalized	personalized	ADJ
easat-9644	42	15	or	or	CCONJ
easat-9644	42	16	adaptive	adaptive	ADJ
easat-9644	42	17	learning	learning	NOUN
easat-9644	42	18	[	[	X
easat-9644	42	19	19	19	NUM
easat-9644	42	20	]	]	X
easat-9644	42	21	intelligent	intelligent	ADJ
easat-9644	42	22	tutoring	tutoring	NOUN
easat-9644	42	23	systems	system	NOUN
easat-9644	42	24	[	[	X
easat-9644	42	25	20	20	NUM
easat-9644	42	26	,	,	PUNCT
easat-9644	42	27	21	21	NUM
easat-9644	42	28	]	]	PUNCT
easat-9644	42	29	question	question	NOUN
easat-9644	42	30	-	-	PUNCT
easat-9644	42	31	answering	answer	VERB
easat-9644	42	32	[	[	X
easat-9644	42	33	22	22	NUM
easat-9644	42	34	-	-	SYM
easat-9644	42	35	24	24	NUM
easat-9644	42	36	]	]	PUNCT
easat-9644	42	37	information	information	NOUN
easat-9644	42	38	retrie	retrie	NOUN
easat-9644	42	39	[	[	X
easat-9644	42	40	25	25	NUM
easat-9644	42	41	]	]	PUNCT
easat-9644	42	42	curriculum	curriculum	NOUN
easat-9644	42	43	design	design	NOUN
easat-9644	42	44	and	and	CCONJ
easat-9644	42	45	management	management	NOUN
easat-9644	42	46	,	,	PUNCT
easat-9644	42	47	and	and	CCONJ
easat-9644	42	48	recommendation	recommendation	NOUN
easat-9644	42	49	systems	system	NOUN
easat-9644	42	50	in	in	ADP
easat-9644	42	51	which	which	PRON
easat-9644	42	52	kgs	kgs	PROPN
easat-9644	42	53	suggest	suggest	VERB
easat-9644	42	54	learning	learn	VERB
easat-9644	42	55	paths	path	NOUN
easat-9644	43	1	[	[	X
easat-9644	43	2	26	26	NUM
easat-9644	43	3	]	]	PUNCT
easat-9644	43	4	reskilling	reskille	VERB
easat-9644	43	5	and	and	CCONJ
easat-9644	43	6	upskilling	upskille	VERB
easat-9644	43	7	options	option	NOUN
easat-9644	43	8	[	[	X
easat-9644	43	9	27	27	NUM
easat-9644	43	10	]	]	PUNCT
easat-9644	43	11	but	but	CCONJ
easat-9644	43	12	primarily	primarily	ADV
easat-9644	43	13	for	for	ADP
easat-9644	43	14	recommending	recommend	VERB
easat-9644	43	15	relevant	relevant	ADJ
easat-9644	43	16	resources	resource	NOUN
easat-9644	43	17	such	such	ADJ
easat-9644	43	18	as	as	ADP
easat-9644	43	19	videos	video	NOUN
easat-9644	43	20	,	,	PUNCT
easat-9644	43	21	articles	article	NOUN
easat-9644	43	22	,	,	PUNCT
easat-9644	43	23	and	and	CCONJ
easat-9644	43	24	podcasts	podcast	NOUN
easat-9644	43	25	for	for	ADP
easat-9644	43	26	teachers	teacher	NOUN
easat-9644	43	27	and	and	CCONJ
easat-9644	43	28	students	student	NOUN
easat-9644	44	1	[	[	X
easat-9644	44	2	28	28	NUM
easat-9644	44	3	]	]	PUNCT
easat-9644	44	4	.	.	PUNCT
easat-9644	45	1	likewise	likewise	ADV
easat-9644	45	2	,	,	PUNCT
easat-9644	45	3	in	in	ADP
easat-9644	45	4	the	the	DET
easat-9644	45	5	areas	area	NOUN
easat-9644	45	6	of	of	ADP
easat-9644	45	7	assessment	assessment	NOUN
easat-9644	45	8	and	and	CCONJ
easat-9644	45	9	learners	learner	NOUN
easat-9644	45	10	’	'	PUNCT
easat-9644	45	11	evaluation	evaluation	NOUN
easat-9644	45	12	,	,	PUNCT
easat-9644	45	13	kgs	kgs	PROPN
easat-9644	45	14	have	have	AUX
easat-9644	45	15	been	be	AUX
easat-9644	45	16	used	use	VERB
easat-9644	45	17	to	to	PART
easat-9644	45	18	generate	generate	VERB
easat-9644	45	19	self	self	NOUN
easat-9644	45	20	-	-	PUNCT
easat-9644	45	21	tutorials	tutorial	NOUN
easat-9644	45	22	[	[	X
easat-9644	45	23	29	29	NUM
easat-9644	45	24	]	]	PUNCT
easat-9644	45	25	and	and	CCONJ
easat-9644	45	26	practice	practice	VERB
easat-9644	45	27	questions	question	NOUN
easat-9644	45	28	from	from	ADP
easat-9644	45	29	the	the	DET
easat-9644	45	30	course	course	NOUN
easat-9644	45	31	resources	resource	NOUN
easat-9644	45	32	[	[	X
easat-9644	45	33	30	30	NUM
easat-9644	45	34	]	]	PUNCT
easat-9644	45	35	.	.	PUNCT
easat-9644	46	1	in	in	ADP
easat-9644	46	2	addition	addition	NOUN
easat-9644	46	3	,	,	PUNCT
easat-9644	46	4	kg	kg	PROPN
easat-9644	46	5	has	have	AUX
easat-9644	46	6	been	be	AUX
easat-9644	46	7	utilized	utilize	VERB
easat-9644	46	8	for	for	ADP
easat-9644	46	9	data	datum	NOUN
easat-9644	46	10	mining	mining	NOUN
easat-9644	46	11	and	and	CCONJ
easat-9644	46	12	learning	learn	VERB
easat-9644	46	13	analytics	analytic	NOUN
easat-9644	46	14	,	,	PUNCT
easat-9644	46	15	offering	offer	VERB
easat-9644	46	16	insights	insight	NOUN
easat-9644	46	17	into	into	ADP
easat-9644	46	18	student	student	NOUN
easat-9644	46	19	performance	performance	NOUN
easat-9644	46	20	,	,	PUNCT
easat-9644	46	21	predicting	predict	VERB
easat-9644	46	22	grades	grade	NOUN
easat-9644	46	23	,	,	PUNCT
easat-9644	46	24	and	and	CCONJ
easat-9644	46	25	identifying	identify	VERB
easat-9644	46	26	improvement	improvement	NOUN
easat-9644	46	27	areas	area	NOUN
easat-9644	46	28	.	.	PUNCT
easat-9644	47	1	however	however	ADV
easat-9644	47	2	,	,	PUNCT
easat-9644	47	3	these	these	DET
easat-9644	47	4	applications	application	NOUN
easat-9644	47	5	are	be	AUX
easat-9644	47	6	not	not	PART
easat-9644	47	7	explicitly	explicitly	ADV
easat-9644	47	8	tied	tie	VERB
easat-9644	47	9	to	to	ADP
easat-9644	47	10	teaching	teaching	NOUN
easat-9644	47	11	and	and	CCONJ
easat-9644	47	12	learning	learning	NOUN
easat-9644	47	13	.	.	PUNCT
easat-9644	48	1	other	other	ADJ
easat-9644	48	2	non	non	ADJ
easat-9644	48	3	-	-	ADJ
easat-9644	48	4	explicit	explicit	ADJ
easat-9644	48	5	applications	application	NOUN
easat-9644	48	6	of	of	ADP
easat-9644	48	7	kg	kg	NOUN
easat-9644	48	8	vary	vary	VERB
easat-9644	48	9	,	,	PUNCT
easat-9644	48	10	including	include	VERB
easat-9644	48	11	educational	educational	ADJ
easat-9644	48	12	administration	administration	NOUN
easat-9644	48	13	,	,	PUNCT
easat-9644	48	14	such	such	ADJ
easat-9644	48	15	as	as	ADP
easat-9644	48	16	resource	resource	NOUN
easat-9644	48	17	and	and	CCONJ
easat-9644	48	18	course	course	NOUN
easat-9644	48	19	allocation	allocation	NOUN
easat-9644	48	20	[	[	X
easat-9644	48	21	31	31	NUM
easat-9644	48	22	]	]	PUNCT
easat-9644	48	23	research	research	NOUN
easat-9644	48	24	-	-	PUNCT
easat-9644	48	25	related	relate	VERB
easat-9644	48	26	activities	activity	NOUN
easat-9644	48	27	such	such	ADJ
easat-9644	48	28	as	as	ADP
easat-9644	48	29	cross	cross	ADJ
easat-9644	48	30	-	-	ADJ
easat-9644	48	31	language	language	ADJ
easat-9644	48	32	plagiarism	plagiarism	NOUN
easat-9644	48	33	detection	detection	NOUN
easat-9644	48	34	[	[	X
easat-9644	48	35	32	32	NUM
easat-9644	48	36	]	]	PUNCT
easat-9644	48	37	literature	literature	NOUN
easat-9644	48	38	review	review	PROPN
easat-9644	48	39	automation	automation	NOUN
easat-9644	48	40	[	[	X
easat-9644	48	41	33	33	NUM
easat-9644	48	42	]	]	SYM
easat-9644	48	43	related	related	ADJ
easat-9644	48	44	literature	literature	NOUN
easat-9644	48	45	visualization	visualization	NOUN
easat-9644	48	46	,	,	PUNCT
easat-9644	48	47	amongst	amongst	ADP
easat-9644	48	48	others	other	NOUN
easat-9644	48	49	.	.	PUNCT
easat-9644	49	1	some	some	DET
easat-9644	49	2	reviews	review	NOUN
easat-9644	49	3	and	and	CCONJ
easat-9644	49	4	survey	survey	NOUN
easat-9644	49	5	studies	study	NOUN
easat-9644	49	6	have	have	AUX
easat-9644	49	7	been	be	AUX
easat-9644	49	8	done	do	VERB
easat-9644	49	9	on	on	ADP
easat-9644	49	10	different	different	ADJ
easat-9644	49	11	aspects	aspect	NOUN
easat-9644	49	12	of	of	ADP
easat-9644	49	13	kg	kg	NOUN
easat-9644	49	14	for	for	ADP
easat-9644	49	15	education	education	NOUN
easat-9644	49	16	,	,	PUNCT
easat-9644	49	17	such	such	ADJ
easat-9644	49	18	as	as	ADP
easat-9644	49	19	systematic	systematic	ADJ
easat-9644	49	20	reviews	review	NOUN
easat-9644	49	21	[	[	X
easat-9644	49	22	34	34	NUM
easat-9644	49	23	-	-	SYM
easat-9644	49	24	37	37	NUM
easat-9644	49	25	]	]	PUNCT
easat-9644	49	26	and	and	CCONJ
easat-9644	49	27	surveys	survey	NOUN
easat-9644	49	28	by	by	ADP
easat-9644	49	29	abu	abu	PROPN
easat-9644	49	30	-	-	PUNCT
easat-9644	49	31	salih	salih	PROPN
easat-9644	50	1	[	[	X
easat-9644	50	2	38	38	NUM
easat-9644	50	3	]	]	PUNCT
easat-9644	50	4	and	and	CCONJ
easat-9644	50	5	qu	qu	PROPN
easat-9644	50	6	,	,	PUNCT
easat-9644	50	7	et	et	PROPN
easat-9644	50	8	al	al	PROPN
easat-9644	50	9	.	.	PUNCT
easat-9644	51	1	[	[	X
easat-9644	51	2	39	39	NUM
easat-9644	51	3	]	]	PUNCT
easat-9644	51	4	.	.	PUNCT
easat-9644	52	1	while	while	SCONJ
easat-9644	52	2	these	these	DET
easat-9644	52	3	studies	study	NOUN
easat-9644	52	4	have	have	AUX
easat-9644	52	5	provided	provide	VERB
easat-9644	52	6	valuable	valuable	ADJ
easat-9644	52	7	insights	insight	NOUN
easat-9644	52	8	into	into	ADP
easat-9644	52	9	the	the	DET
easat-9644	52	10	applications	application	NOUN
easat-9644	52	11	and	and	CCONJ
easat-9644	52	12	limitations	limitation	NOUN
easat-9644	52	13	of	of	ADP
easat-9644	52	14	kgs	kgs	PROPN
easat-9644	52	15	in	in	ADP
easat-9644	52	16	education	education	NOUN
easat-9644	52	17	,	,	PUNCT
easat-9644	52	18	they	they	PRON
easat-9644	52	19	have	have	AUX
easat-9644	52	20	largely	largely	ADV
easat-9644	52	21	overlooked	overlook	VERB
easat-9644	52	22	the	the	DET
easat-9644	52	23	underlying	underlie	VERB
easat-9644	52	24	models	model	NOUN
easat-9644	52	25	and	and	CCONJ
easat-9644	52	26	baselines	baseline	NOUN
easat-9644	52	27	used	use	VERB
easat-9644	52	28	in	in	ADP
easat-9644	52	29	different	different	ADJ
easat-9644	52	30	phases	phase	NOUN
easat-9644	52	31	of	of	ADP
easat-9644	52	32	kg	kg	PROPN
easat-9644	52	33	development	development	NOUN
easat-9644	52	34	.	.	PUNCT
easat-9644	53	1	notably	notably	ADV
easat-9644	53	2	,	,	PUNCT
easat-9644	53	3	[	[	X
easat-9644	53	4	37	37	NUM
easat-9644	53	5	]	]	PUNCT
easat-9644	53	6	highlighted	highlight	VERB
easat-9644	53	7	the	the	DET
easat-9644	53	8	variability	variability	NOUN
easat-9644	53	9	in	in	ADP
easat-9644	53	10	models	model	NOUN
easat-9644	53	11	used	use	VERB
easat-9644	53	12	by	by	ADP
easat-9644	53	13	researchers	researcher	NOUN
easat-9644	53	14	in	in	ADP
easat-9644	53	15	kg	kg	PROPN
easat-9644	53	16	development	development	NOUN
easat-9644	53	17	and	and	CCONJ
easat-9644	53	18	proposed	propose	VERB
easat-9644	53	19	an	an	DET
easat-9644	53	20	overall	overall	ADJ
easat-9644	53	21	process	process	NOUN
easat-9644	53	22	for	for	ADP
easat-9644	53	23	kg	kg	PROPN
easat-9644	53	24	development	development	NOUN
easat-9644	53	25	,	,	PUNCT
easat-9644	53	26	a	a	DET
easat-9644	53	27	comprehensive	comprehensive	ADJ
easat-9644	53	28	examination	examination	NOUN
easat-9644	53	29	of	of	ADP
easat-9644	53	30	the	the	DET
easat-9644	53	31	diverse	diverse	ADJ
easat-9644	53	32	models	model	NOUN
easat-9644	53	33	remains	remain	VERB
easat-9644	53	34	largely	largely	ADV
easat-9644	53	35	unexplored	unexplored	ADJ
easat-9644	53	36	.	.	PUNCT
easat-9644	54	1	this	this	DET
easat-9644	54	2	gap	gap	NOUN
easat-9644	54	3	hinders	hinder	VERB
easat-9644	54	4	the	the	DET
easat-9644	54	5	advancement	advancement	NOUN
easat-9644	54	6	of	of	ADP
easat-9644	54	7	kg	kg	PROPN
easat-9644	54	8	research	research	NOUN
easat-9644	54	9	,	,	PUNCT
easat-9644	54	10	as	as	SCONJ
easat-9644	54	11	developers	developer	NOUN
easat-9644	54	12	may	may	AUX
easat-9644	54	13	waste	waste	VERB
easat-9644	54	14	time	time	NOUN
easat-9644	54	15	exploring	explore	VERB
easat-9644	54	16	inefficient	inefficient	ADJ
easat-9644	54	17	models	model	NOUN
easat-9644	54	18	and	and	CCONJ
easat-9644	54	19	approaches	approach	NOUN
easat-9644	54	20	.	.	PUNCT
easat-9644	55	1	this	this	DET
easat-9644	55	2	systematic	systematic	ADJ
easat-9644	55	3	literature	literature	PROPN
easat-9644	55	4	review	review	PROPN
easat-9644	55	5	(	(	PUNCT
easat-9644	55	6	slr	slr	X
easat-9644	55	7	)	)	PUNCT
easat-9644	55	8	addresses	address	NOUN
easat-9644	55	9	this	this	DET
easat-9644	55	10	issue	issue	NOUN
easat-9644	55	11	by	by	ADP
easat-9644	55	12	concisely	concisely	ADV
easat-9644	55	13	analyzing	analyze	VERB
easat-9644	55	14	state	state	NOUN
easat-9644	55	15	-	-	PUNCT
easat-9644	55	16	of	of	ADP
easat-9644	55	17	-	-	PUNCT
easat-9644	55	18	the	the	DET
easat-9644	55	19	-	-	PUNCT
easat-9644	55	20	art	art	NOUN
easat-9644	55	21	construction	construction	NOUN
easat-9644	55	22	models	model	NOUN
easat-9644	55	23	,	,	PUNCT
easat-9644	55	24	baseline	baseline	NOUN
easat-9644	55	25	approaches	approach	NOUN
easat-9644	55	26	for	for	ADP
easat-9644	55	27	comparison	comparison	NOUN
easat-9644	55	28	,	,	PUNCT
easat-9644	55	29	and	and	CCONJ
easat-9644	55	30	evaluation	evaluation	NOUN
easat-9644	55	31	methods	method	NOUN
easat-9644	55	32	used	use	VERB
easat-9644	55	33	in	in	ADP
easat-9644	55	34	kg	kg	PROPN
easat-9644	55	35	development	development	NOUN
easat-9644	55	36	.	.	PUNCT
easat-9644	56	1	the	the	DET
easat-9644	56	2	rest	rest	NOUN
easat-9644	56	3	of	of	ADP
easat-9644	56	4	this	this	DET
easat-9644	56	5	article	article	NOUN
easat-9644	56	6	is	be	AUX
easat-9644	56	7	structured	structure	VERB
easat-9644	56	8	as	as	SCONJ
easat-9644	56	9	follows	follow	VERB
easat-9644	56	10	:	:	PUNCT
easat-9644	56	11	section	section	NOUN
easat-9644	56	12	2	2	NUM
easat-9644	56	13	covers	cover	VERB
easat-9644	56	14	the	the	DET
easat-9644	56	15	methodology	methodology	NOUN
easat-9644	56	16	behind	behind	ADP
easat-9644	56	17	this	this	DET
easat-9644	56	18	slr	slr	NOUN
easat-9644	56	19	,	,	PUNCT
easat-9644	56	20	including	include	VERB
easat-9644	56	21	the	the	DET
easat-9644	56	22	databases	database	NOUN
easat-9644	56	23	searched	search	VERB
easat-9644	56	24	,	,	PUNCT
easat-9644	56	25	keywords	keyword	NOUN
easat-9644	56	26	utilized	utilize	VERB
easat-9644	56	27	,	,	PUNCT
easat-9644	56	28	and	and	CCONJ
easat-9644	56	29	the	the	DET
easat-9644	56	30	inclusivity	inclusivity	NOUN
easat-9644	56	31	and	and	CCONJ
easat-9644	56	32	exclusivity	exclusivity	NOUN
easat-9644	56	33	criteria	criterion	NOUN
easat-9644	56	34	applied	apply	VERB
easat-9644	56	35	.	.	PUNCT
easat-9644	57	1	in	in	ADP
easat-9644	57	2	section	section	NOUN
easat-9644	57	3	3	3	NUM
easat-9644	57	4	,	,	PUNCT
easat-9644	57	5	an	an	DET
easat-9644	57	6	overview	overview	NOUN
easat-9644	57	7	of	of	ADP
easat-9644	57	8	the	the	DET
easat-9644	57	9	architecture	architecture	NOUN
easat-9644	57	10	of	of	ADP
easat-9644	57	11	a	a	DET
easat-9644	57	12	knowledge	knowledge	NOUN
easat-9644	57	13	graph	graph	NOUN
easat-9644	57	14	is	be	AUX
easat-9644	57	15	presented	present	VERB
easat-9644	57	16	,	,	PUNCT
easat-9644	57	17	establishing	establish	VERB
easat-9644	57	18	a	a	DET
easat-9644	57	19	foundational	foundational	ADJ
easat-9644	57	20	understanding	understanding	NOUN
easat-9644	57	21	of	of	ADP
easat-9644	57	22	the	the	DET
easat-9644	57	23	subject	subject	NOUN
easat-9644	57	24	.	.	PUNCT
easat-9644	58	1	the	the	DET
easat-9644	58	2	results	result	NOUN
easat-9644	58	3	of	of	ADP
easat-9644	58	4	the	the	DET
easat-9644	58	5	slr	slr	NOUN
easat-9644	58	6	are	be	AUX
easat-9644	58	7	presented	present	VERB
easat-9644	58	8	in	in	ADP
easat-9644	58	9	section	section	NOUN
easat-9644	58	10	4	4	NUM
easat-9644	58	11	,	,	PUNCT
easat-9644	58	12	a	a	DET
easat-9644	58	13	synthesis	synthesis	NOUN
easat-9644	58	14	of	of	ADP
easat-9644	58	15	the	the	DET
easat-9644	58	16	various	various	ADJ
easat-9644	58	17	applications	application	NOUN
easat-9644	58	18	of	of	ADP
easat-9644	58	19	kgs	kg	NOUN
easat-9644	58	20	in	in	ADP
easat-9644	58	21	teaching	teaching	NOUN
easat-9644	58	22	and	and	CCONJ
easat-9644	58	23	learning	learn	VERB
easat-9644	58	24	contexts	context	NOUN
easat-9644	58	25	with	with	ADP
easat-9644	58	26	particular	particular	ADJ
easat-9644	58	27	emphasis	emphasis	NOUN
easat-9644	58	28	placed	place	VERB
easat-9644	58	29	on	on	ADP
easat-9644	58	30	the	the	DET
easat-9644	58	31	domains	domain	NOUN
easat-9644	58	32	represented	represent	VERB
easat-9644	58	33	,	,	PUNCT
easat-9644	58	34	the	the	DET
easat-9644	58	35	construction	construction	NOUN
easat-9644	58	36	and	and	CCONJ
easat-9644	58	37	baseline	baseline	NOUN
easat-9644	58	38	methods	method	NOUN
easat-9644	58	39	employed	employ	VERB
easat-9644	58	40	,	,	PUNCT
easat-9644	58	41	and	and	CCONJ
easat-9644	58	42	the	the	DET
easat-9644	58	43	limitations	limitation	NOUN
easat-9644	58	44	identified	identify	VERB
easat-9644	58	45	.	.	PUNCT
easat-9644	59	1	a	a	DET
easat-9644	59	2	tabular	tabular	ADJ
easat-9644	59	3	summary	summary	NOUN
easat-9644	59	4	of	of	ADP
easat-9644	59	5	the	the	DET
easat-9644	59	6	reviewed	review	VERB
easat-9644	59	7	literature	literature	NOUN
easat-9644	59	8	within	within	ADP
easat-9644	59	9	the	the	DET
easat-9644	59	10	respective	respective	ADJ
easat-9644	59	11	use	use	NOUN
easat-9644	59	12	cases	case	NOUN
easat-9644	59	13	accompanies	accompany	VERB
easat-9644	59	14	each	each	PRON
easat-9644	59	15	of	of	ADP
easat-9644	59	16	the	the	DET
easat-9644	59	17	identified	identify	VERB
easat-9644	59	18	teaching	teaching	NOUN
easat-9644	59	19	and	and	CCONJ
easat-9644	59	20	learning	learn	VERB
easat-9644	59	21	application	application	NOUN
easat-9644	59	22	categories	category	NOUN
easat-9644	59	23	.	.	PUNCT
easat-9644	60	1	section	section	NOUN
easat-9644	60	2	5	5	NUM
easat-9644	60	3	presents	present	VERB
easat-9644	60	4	a	a	DET
easat-9644	60	5	summary	summary	NOUN
easat-9644	60	6	and	and	CCONJ
easat-9644	60	7	classification	classification	NOUN
easat-9644	60	8	of	of	ADP
easat-9644	60	9	different	different	ADJ
easat-9644	60	10	methods	method	NOUN
easat-9644	60	11	and	and	CCONJ
easat-9644	60	12	construction	construction	NOUN
easat-9644	60	13	models	model	NOUN
easat-9644	60	14	considered	consider	VERB
easat-9644	60	15	to	to	PART
easat-9644	60	16	be	be	AUX
easat-9644	60	17	state	state	NOUN
easat-9644	60	18	-	-	PUNCT
easat-9644	60	19	of	of	ADP
easat-9644	60	20	-	-	PUNCT
easat-9644	60	21	the	the	DET
easat-9644	60	22	-	-	PUNCT
easat-9644	60	23	art	art	NOUN
easat-9644	60	24	in	in	ADP
easat-9644	60	25	kg	kg	PROPN
easat-9644	60	26	development	development	NOUN
easat-9644	60	27	.	.	PUNCT
easat-9644	61	1	section	section	NOUN
easat-9644	61	2	6	6	NUM
easat-9644	61	3	critically	critically	ADV
easat-9644	61	4	examines	examine	VERB
easat-9644	61	5	the	the	DET
easat-9644	61	6	limitations	limitation	NOUN
easat-9644	61	7	inherent	inherent	ADJ
easat-9644	61	8	in	in	ADP
easat-9644	61	9	each	each	DET
easat-9644	61	10	study	study	NOUN
easat-9644	61	11	,	,	PUNCT
easat-9644	61	12	highlighting	highlight	VERB
easat-9644	61	13	the	the	DET
easat-9644	61	14	corresponding	correspond	VERB
easat-9644	61	15	research	research	NOUN
easat-9644	61	16	gaps	gap	NOUN
easat-9644	61	17	and	and	CCONJ
easat-9644	61	18	open	open	ADJ
easat-9644	61	19	issues	issue	NOUN
easat-9644	61	20	in	in	ADP
easat-9644	61	21	kg	kg	PROPN
easat-9644	61	22	development	development	NOUN
easat-9644	61	23	.	.	PUNCT
easat-9644	62	1	finally	finally	ADV
easat-9644	62	2	,	,	PUNCT
easat-9644	62	3	section	section	NOUN
easat-9644	62	4	7	7	NUM
easat-9644	62	5	proposes	propose	VERB
easat-9644	62	6	directions	direction	NOUN
easat-9644	62	7	and	and	CCONJ
easat-9644	62	8	recommendations	recommendation	NOUN
easat-9644	62	9	for	for	ADP
easat-9644	62	10	future	future	ADJ
easat-9644	62	11	kg	kg	PROPN
easat-9644	62	12	research	research	NOUN
easat-9644	62	13	development	development	NOUN
easat-9644	62	14	,	,	PUNCT
easat-9644	62	15	which	which	PRON
easat-9644	62	16	may	may	AUX
easat-9644	62	17	address	address	VERB
easat-9644	62	18	the	the	DET
easat-9644	62	19	identified	identify	VERB
easat-9644	62	20	gaps	gap	NOUN
easat-9644	62	21	and	and	CCONJ
easat-9644	62	22	limitations	limitation	NOUN
easat-9644	62	23	.	.	PUNCT
easat-9644	63	1	2	2	X
easat-9644	63	2	.	.	X
easat-9644	63	3	methods	method	NOUN
easat-9644	63	4	the	the	DET
easat-9644	63	5	applications	application	NOUN
easat-9644	63	6	of	of	ADP
easat-9644	63	7	kg	kg	PROPN
easat-9644	63	8	in	in	ADP
easat-9644	63	9	education	education	NOUN
easat-9644	63	10	go	go	VERB
easat-9644	63	11	beyond	beyond	ADP
easat-9644	63	12	teaching	teaching	NOUN
easat-9644	63	13	and	and	CCONJ
easat-9644	63	14	learning	learning	NOUN
easat-9644	63	15	;	;	PUNCT
easat-9644	63	16	it	it	PRON
easat-9644	63	17	also	also	ADV
easat-9644	63	18	includes	include	VERB
easat-9644	63	19	its	its	PRON
easat-9644	63	20	use	use	NOUN
easat-9644	63	21	for	for	ADP
easat-9644	63	22	education	education	NOUN
easat-9644	63	23	administration	administration	NOUN
easat-9644	63	24	,	,	PUNCT
easat-9644	63	25	data	datum	NOUN
easat-9644	63	26	analytics	analytic	NOUN
easat-9644	63	27	,	,	PUNCT
easat-9644	63	28	research	research	NOUN
easat-9644	63	29	development	development	NOUN
easat-9644	63	30	,	,	PUNCT
easat-9644	63	31	process	process	NOUN
easat-9644	63	32	or	or	CCONJ
easat-9644	63	33	event	event	NOUN
easat-9644	63	34	scheduling	scheduling	NOUN
easat-9644	63	35	,	,	PUNCT
easat-9644	63	36	and	and	CCONJ
easat-9644	63	37	other	other	ADJ
easat-9644	63	38	areas	area	NOUN
easat-9644	63	39	that	that	PRON
easat-9644	63	40	require	require	VERB
easat-9644	63	41	decision	decision	NOUN
easat-9644	63	42	-	-	PUNCT
easat-9644	63	43	making	making	NOUN
easat-9644	63	44	.	.	PUNCT
easat-9644	64	1	this	this	DET
easat-9644	64	2	study	study	NOUN
easat-9644	64	3	exclusively	exclusively	ADV
easat-9644	64	4	considered	consider	VERB
easat-9644	64	5	kgs	kg	NOUN
easat-9644	64	6	utilized	utilize	VERB
easat-9644	64	7	primarily	primarily	ADV
easat-9644	64	8	or	or	CCONJ
easat-9644	64	9	explicitly	explicitly	ADV
easat-9644	64	10	for	for	ADP
easat-9644	64	11	teaching	teaching	NOUN
easat-9644	64	12	and	and	CCONJ
easat-9644	64	13	learning	learn	VERB
easat-9644	64	14	activities	activity	NOUN
easat-9644	64	15	.	.	PUNCT
easat-9644	65	1	we	we	PRON
easat-9644	65	2	examined	examine	VERB
easat-9644	65	3	the	the	DET
easat-9644	65	4	architecture	architecture	NOUN
easat-9644	65	5	of	of	ADP
easat-9644	65	6	these	these	DET
easat-9644	65	7	kgs	kgs	NOUN
easat-9644	65	8	in	in	ADP
easat-9644	65	9	terms	term	NOUN
easat-9644	65	10	of	of	ADP
easat-9644	65	11	the	the	DET
easat-9644	65	12	knowledge	knowledge	NOUN
easat-9644	65	13	domain	domain	NOUN
easat-9644	65	14	,	,	PUNCT
easat-9644	65	15	data	datum	NOUN
easat-9644	65	16	models	model	NOUN
easat-9644	65	17	,	,	PUNCT
easat-9644	65	18	construction	construction	NOUN
easat-9644	65	19	and	and	CCONJ
easat-9644	65	20	baseline	baseline	NOUN
easat-9644	65	21	models	model	NOUN
easat-9644	65	22	,	,	PUNCT
easat-9644	65	23	evaluation	evaluation	NOUN
easat-9644	65	24	methods	method	NOUN
easat-9644	65	25	,	,	PUNCT
easat-9644	65	26	and	and	CCONJ
easat-9644	65	27	respective	respective	ADJ
easat-9644	65	28	specific	specific	ADJ
easat-9644	65	29	purposes	purpose	NOUN
easat-9644	65	30	.	.	PUNCT
easat-9644	66	1	with	with	ADP
easat-9644	66	2	an	an	DET
easat-9644	66	3	increasing	increase	VERB
easat-9644	66	4	body	body	NOUN
easat-9644	66	5	of	of	ADP
easat-9644	66	6	scholarly	scholarly	ADJ
easat-9644	66	7	work	work	NOUN
easat-9644	66	8	on	on	ADP
easat-9644	66	9	knowledge	knowledge	NOUN
easat-9644	66	10	graphs	graph	NOUN
easat-9644	66	11	,	,	PUNCT
easat-9644	66	12	it	it	PRON
easat-9644	66	13	was	be	AUX
easat-9644	66	14	1467	1467	NUM
easat-9644	66	15	edelweiss	edelweiss	PROPN
easat-9644	66	16	applied	apply	VERB
easat-9644	66	17	science	science	NOUN
easat-9644	66	18	and	and	CCONJ
easat-9644	66	19	technology	technology	NOUN
easat-9644	66	20	issn	issn	PROPN
easat-9644	66	21	:	:	PUNCT
easat-9644	66	22	2576	2576	NUM
easat-9644	66	23	-	-	SYM
easat-9644	66	24	8484	8484	NUM
easat-9644	66	25	vol	vol	NOUN
easat-9644	66	26	.	.	PROPN
easat-9644	67	1	9	9	NUM
easat-9644	67	2	,	,	PUNCT
easat-9644	67	3	no	no	INTJ
easat-9644	67	4	.	.	NOUN
easat-9644	67	5	8	8	NUM
easat-9644	67	6	:	:	SYM
easat-9644	67	7	1464	1464	NUM
easat-9644	67	8	-	-	SYM
easat-9644	67	9	1497	1497	NUM
easat-9644	67	10	,	,	PUNCT
easat-9644	67	11	2025	2025	NUM
easat-9644	67	12	doi	doi	NOUN
easat-9644	67	13	:	:	PUNCT
easat-9644	67	14	10.55214/2576	10.55214/2576	NUM
easat-9644	67	15	-	-	NUM
easat-9644	67	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	67	17	©	©	PROPN
easat-9644	67	18	2025	2025	NUM
easat-9644	67	19	by	by	ADP
easat-9644	67	20	the	the	DET
easat-9644	67	21	authors	author	NOUN
easat-9644	67	22	;	;	PUNCT
easat-9644	67	23	licensee	licensee	PROPN
easat-9644	67	24	learning	learning	NOUN
easat-9644	67	25	gate	gate	NOUN
easat-9644	67	26	observed	observe	VERB
easat-9644	67	27	that	that	SCONJ
easat-9644	67	28	a	a	DET
easat-9644	67	29	significant	significant	ADJ
easat-9644	67	30	number	number	NOUN
easat-9644	67	31	of	of	ADP
easat-9644	67	32	kg	kg	PROPN
easat-9644	67	33	articles	article	NOUN
easat-9644	67	34	are	be	AUX
easat-9644	67	35	devoid	devoid	ADJ
easat-9644	67	36	of	of	ADP
easat-9644	67	37	adequate	adequate	ADJ
easat-9644	67	38	documentation	documentation	NOUN
easat-9644	67	39	regarding	regard	VERB
easat-9644	67	40	specific	specific	ADJ
easat-9644	67	41	methods	method	NOUN
easat-9644	67	42	and	and	CCONJ
easat-9644	67	43	elements	element	NOUN
easat-9644	67	44	of	of	ADP
easat-9644	67	45	the	the	DET
easat-9644	67	46	kg	kg	PROPN
easat-9644	67	47	’s	’s	PART
easat-9644	67	48	architecture	architecture	NOUN
easat-9644	67	49	,	,	PUNCT
easat-9644	67	50	such	such	ADJ
easat-9644	67	51	as	as	ADP
easat-9644	67	52	the	the	DET
easat-9644	67	53	models	model	NOUN
easat-9644	67	54	,	,	PUNCT
easat-9644	67	55	frameworks	framework	NOUN
easat-9644	67	56	,	,	PUNCT
easat-9644	67	57	and	and	CCONJ
easat-9644	67	58	tools	tool	NOUN
easat-9644	67	59	utilized	utilize	VERB
easat-9644	67	60	in	in	ADP
easat-9644	67	61	the	the	DET
easat-9644	67	62	design	design	NOUN
easat-9644	67	63	and	and	CCONJ
easat-9644	67	64	deployment	deployment	NOUN
easat-9644	67	65	of	of	ADP
easat-9644	67	66	knowledge	knowledge	NOUN
easat-9644	67	67	graphs	graph	NOUN
easat-9644	67	68	.	.	PUNCT
easat-9644	68	1	thus	thus	ADV
easat-9644	68	2	,	,	PUNCT
easat-9644	68	3	the	the	DET
easat-9644	68	4	motivation	motivation	NOUN
easat-9644	68	5	behind	behind	ADP
easat-9644	68	6	this	this	DET
easat-9644	68	7	slr	slr	NOUN
easat-9644	68	8	effort	effort	NOUN
easat-9644	68	9	is	be	AUX
easat-9644	68	10	to	to	PART
easat-9644	68	11	comprehensively	comprehensively	ADV
easat-9644	68	12	synthesize	synthesize	VERB
easat-9644	68	13	the	the	DET
easat-9644	68	14	different	different	ADJ
easat-9644	68	15	methods	method	NOUN
easat-9644	68	16	used	use	VERB
easat-9644	68	17	to	to	PART
easat-9644	68	18	design	design	VERB
easat-9644	68	19	kgs	kgs	PROPN
easat-9644	68	20	,	,	PUNCT
easat-9644	68	21	from	from	ADP
easat-9644	68	22	the	the	DET
easat-9644	68	23	initial	initial	ADJ
easat-9644	68	24	stage	stage	NOUN
easat-9644	68	25	of	of	ADP
easat-9644	68	26	knowledge	knowledge	NOUN
easat-9644	68	27	acquisition	acquisition	NOUN
easat-9644	68	28	to	to	ADP
easat-9644	68	29	the	the	DET
easat-9644	68	30	evaluation	evaluation	NOUN
easat-9644	68	31	of	of	ADP
easat-9644	68	32	the	the	DET
easat-9644	68	33	kg	kg	NOUN
easat-9644	68	34	-	-	PUNCT
easat-9644	68	35	specific	specific	ADJ
easat-9644	68	36	purposes	purpose	NOUN
easat-9644	68	37	.	.	PUNCT
easat-9644	69	1	overall	overall	ADV
easat-9644	69	2	,	,	PUNCT
easat-9644	69	3	this	this	DET
easat-9644	69	4	slr	slr	NOUN
easat-9644	69	5	aims	aim	VERB
easat-9644	69	6	to	to	PART
easat-9644	69	7	present	present	VERB
easat-9644	69	8	the	the	DET
easat-9644	69	9	state	state	NOUN
easat-9644	69	10	-	-	PUNCT
easat-9644	69	11	of	of	ADP
easat-9644	69	12	-	-	PUNCT
easat-9644	69	13	the	the	DET
easat-9644	69	14	-	-	PUNCT
easat-9644	69	15	art	art	NOUN
easat-9644	69	16	models	model	NOUN
easat-9644	69	17	utilized	utilize	VERB
easat-9644	69	18	in	in	ADP
easat-9644	69	19	kg	kg	PROPN
easat-9644	69	20	construction	construction	NOUN
easat-9644	69	21	methods	method	NOUN
easat-9644	69	22	and	and	CCONJ
easat-9644	69	23	the	the	DET
easat-9644	69	24	corresponding	corresponding	ADJ
easat-9644	69	25	baseline	baseline	NOUN
easat-9644	69	26	approaches	approach	NOUN
easat-9644	69	27	used	use	VERB
easat-9644	69	28	to	to	PART
easat-9644	69	29	compare	compare	VERB
easat-9644	69	30	results	result	NOUN
easat-9644	69	31	in	in	ADP
easat-9644	69	32	teaching	teaching	NOUN
easat-9644	69	33	and	and	CCONJ
easat-9644	69	34	learning	learning	NOUN
easat-9644	69	35	.	.	PUNCT
easat-9644	70	1	by	by	ADP
easat-9644	70	2	identifying	identify	VERB
easat-9644	70	3	the	the	DET
easat-9644	70	4	most	most	ADV
easat-9644	70	5	effective	effective	ADJ
easat-9644	70	6	models	model	NOUN
easat-9644	70	7	employed	employ	VERB
easat-9644	70	8	in	in	ADP
easat-9644	70	9	diverse	diverse	ADJ
easat-9644	70	10	research	research	NOUN
easat-9644	70	11	,	,	PUNCT
easat-9644	70	12	this	this	DET
easat-9644	70	13	study	study	NOUN
easat-9644	70	14	aims	aim	VERB
easat-9644	70	15	to	to	PART
easat-9644	70	16	guide	guide	VERB
easat-9644	70	17	future	future	ADJ
easat-9644	70	18	researchers	researcher	NOUN
easat-9644	70	19	in	in	ADP
easat-9644	70	20	selecting	select	VERB
easat-9644	70	21	the	the	DET
easat-9644	70	22	optimal	optimal	ADJ
easat-9644	70	23	models	model	NOUN
easat-9644	70	24	for	for	ADP
easat-9644	70	25	their	their	PRON
easat-9644	70	26	kg	kg	PROPN
easat-9644	70	27	development	development	NOUN
easat-9644	70	28	while	while	SCONJ
easat-9644	70	29	avoiding	avoid	VERB
easat-9644	70	30	wasting	waste	VERB
easat-9644	70	31	time	time	NOUN
easat-9644	70	32	and	and	CCONJ
easat-9644	70	33	resources	resource	NOUN
easat-9644	70	34	.	.	PUNCT
easat-9644	71	1	this	this	DET
easat-9644	71	2	slr	slr	NOUN
easat-9644	71	3	focuses	focus	VERB
easat-9644	71	4	on	on	ADP
easat-9644	71	5	articles	article	NOUN
easat-9644	71	6	published	publish	VERB
easat-9644	71	7	within	within	ADP
easat-9644	71	8	the	the	DET
easat-9644	71	9	past	past	ADJ
easat-9644	71	10	seven	seven	NUM
easat-9644	71	11	years	year	NOUN
easat-9644	71	12	(	(	PUNCT
easat-9644	71	13	2018–2024	2018–2024	NUM
easat-9644	71	14	)	)	PUNCT
easat-9644	71	15	to	to	PART
easat-9644	71	16	ensure	ensure	VERB
easat-9644	71	17	relevance	relevance	NOUN
easat-9644	71	18	and	and	CCONJ
easat-9644	71	19	currency	currency	NOUN
easat-9644	71	20	.	.	PUNCT
easat-9644	72	1	the	the	DET
easat-9644	72	2	review	review	NOUN
easat-9644	72	3	adheres	adhere	VERB
easat-9644	72	4	to	to	ADP
easat-9644	72	5	the	the	DET
easat-9644	72	6	prisma	prisma	NOUN
easat-9644	72	7	(	(	PUNCT
easat-9644	72	8	preferred	prefer	VERB
easat-9644	72	9	reporting	reporting	NOUN
easat-9644	72	10	items	item	NOUN
easat-9644	72	11	for	for	ADP
easat-9644	72	12	systematic	systematic	ADJ
easat-9644	72	13	reviews	review	NOUN
easat-9644	72	14	and	and	CCONJ
easat-9644	72	15	meta	meta	ADJ
easat-9644	72	16	-	-	PUNCT
easat-9644	72	17	analyses	analysis	NOUN
easat-9644	72	18	)	)	PUNCT
easat-9644	72	19	framework	framework	NOUN
easat-9644	72	20	for	for	ADP
easat-9644	72	21	guidance	guidance	NOUN
easat-9644	72	22	.	.	PUNCT
easat-9644	73	1	to	to	PART
easat-9644	73	2	assemble	assemble	VERB
easat-9644	73	3	the	the	DET
easat-9644	73	4	initial	initial	ADJ
easat-9644	73	5	set	set	NOUN
easat-9644	73	6	of	of	ADP
easat-9644	73	7	articles	article	NOUN
easat-9644	73	8	,	,	PUNCT
easat-9644	73	9	on	on	ADP
easat-9644	73	10	7th	7th	ADJ
easat-9644	73	11	september	september	PROPN
easat-9644	73	12	,	,	PUNCT
easat-9644	73	13	2024	2024	NUM
easat-9644	73	14	,	,	PUNCT
easat-9644	73	15	an	an	DET
easat-9644	73	16	extensive	extensive	ADJ
easat-9644	73	17	search	search	NOUN
easat-9644	73	18	was	be	AUX
easat-9644	73	19	conducted	conduct	VERB
easat-9644	73	20	across	across	ADP
easat-9644	73	21	five	five	NUM
easat-9644	73	22	(	(	PUNCT
easat-9644	73	23	5	5	NUM
easat-9644	73	24	)	)	PUNCT
easat-9644	73	25	databases	database	NOUN
easat-9644	73	26	:	:	PUNCT
easat-9644	73	27	scopus	scopus	NOUN
easat-9644	73	28	,	,	PUNCT
easat-9644	73	29	web	web	NOUN
easat-9644	73	30	of	of	ADP
easat-9644	73	31	science	science	NOUN
easat-9644	73	32	,	,	PUNCT
easat-9644	73	33	science	science	NOUN
easat-9644	73	34	direct	direct	PROPN
easat-9644	73	35	,	,	PUNCT
easat-9644	73	36	acm	acm	PROPN
easat-9644	73	37	digital	digital	ADJ
easat-9644	73	38	library	library	NOUN
easat-9644	73	39	,	,	PUNCT
easat-9644	73	40	and	and	CCONJ
easat-9644	73	41	ieee	ieee	PROPN
easat-9644	73	42	xplore	xplore	PROPN
easat-9644	73	43	digital	digital	PROPN
easat-9644	73	44	library	library	PROPN
easat-9644	73	45	.	.	PUNCT
easat-9644	74	1	scholar	scholar	NOUN
easat-9644	74	2	.	.	PUNCT
easat-9644	75	1	the	the	DET
easat-9644	75	2	search	search	NOUN
easat-9644	75	3	was	be	AUX
easat-9644	75	4	limited	limit	VERB
easat-9644	75	5	to	to	ADP
easat-9644	75	6	english	english	ADJ
easat-9644	75	7	-	-	PUNCT
easat-9644	75	8	language	language	NOUN
easat-9644	75	9	articles	article	NOUN
easat-9644	75	10	and	and	CCONJ
easat-9644	75	11	employed	employ	VERB
easat-9644	75	12	this	this	DET
easat-9644	75	13	set	set	NOUN
easat-9644	75	14	of	of	ADP
easat-9644	75	15	keywords	keyword	NOUN
easat-9644	75	16	in	in	ADP
easat-9644	75	17	the	the	DET
easat-9644	75	18	database	database	NOUN
easat-9644	75	19	query	query	NOUN
easat-9644	75	20	:	:	PUNCT
easat-9644	75	21	knowledge	knowledge	NOUN
easat-9644	75	22	graph	graph	NOUN
easat-9644	75	23	and	and	CCONJ
easat-9644	75	24	"	"	PUNCT
easat-9644	75	25	domain	domain	NOUN
easat-9644	75	26	-	-	PUNCT
easat-9644	75	27	specific	specific	ADJ
easat-9644	75	28	"	"	PUNCT
easat-9644	75	29	or	or	CCONJ
easat-9644	75	30	subject	subject	NOUN
easat-9644	75	31	or	or	CCONJ
easat-9644	75	32	course	course	NOUN
easat-9644	75	33	and	and	CCONJ
easat-9644	75	34	“	"	PUNCT
easat-9644	75	35	teaching	teaching	NOUN
easat-9644	75	36	or	or	CCONJ
easat-9644	75	37	learning	learning	NOUN
easat-9644	75	38	or	or	CCONJ
easat-9644	75	39	training	training	NOUN
easat-9644	75	40	”	"	PUNCT
easat-9644	75	41	.	.	PUNCT
easat-9644	76	1	amidst	amidst	ADP
easat-9644	76	2	several	several	ADJ
easat-9644	76	3	applications	application	NOUN
easat-9644	76	4	of	of	ADP
easat-9644	76	5	kg	kg	NOUN
easat-9644	76	6	within	within	ADP
easat-9644	76	7	the	the	DET
easat-9644	76	8	educational	educational	ADJ
easat-9644	76	9	setting	setting	NOUN
easat-9644	76	10	,	,	PUNCT
easat-9644	76	11	we	we	PRON
easat-9644	76	12	focused	focus	VERB
easat-9644	76	13	on	on	ADP
easat-9644	76	14	kgs	kgs	PROPN
easat-9644	76	15	with	with	ADP
easat-9644	76	16	specific	specific	ADJ
easat-9644	76	17	domains	domain	NOUN
easat-9644	76	18	or	or	CCONJ
easat-9644	76	19	subject	subject	NOUN
easat-9644	76	20	domains	domain	NOUN
easat-9644	76	21	utilized	utilize	VERB
easat-9644	76	22	for	for	ADP
easat-9644	76	23	explicit	explicit	ADJ
easat-9644	76	24	teaching	teaching	NOUN
easat-9644	76	25	and	and	CCONJ
easat-9644	76	26	learning	learning	NOUN
easat-9644	76	27	(	(	PUNCT
easat-9644	76	28	t&l	t&l	PROPN
easat-9644	76	29	)	)	PUNCT
easat-9644	76	30	.	.	PUNCT
easat-9644	77	1	as	as	ADP
easat-9644	77	2	such	such	ADJ
easat-9644	77	3	,	,	PUNCT
easat-9644	77	4	kgs	kg	NOUN
easat-9644	77	5	designed	design	VERB
easat-9644	77	6	for	for	ADP
easat-9644	77	7	academic	academic	ADJ
easat-9644	77	8	data	datum	NOUN
easat-9644	77	9	analysis	analysis	NOUN
easat-9644	77	10	,	,	PUNCT
easat-9644	77	11	results	result	VERB
easat-9644	77	12	predictions	prediction	NOUN
easat-9644	77	13	,	,	PUNCT
easat-9644	77	14	and	and	CCONJ
easat-9644	77	15	other	other	ADJ
easat-9644	77	16	administrative	administrative	ADJ
easat-9644	77	17	tasks	task	NOUN
easat-9644	77	18	were	be	AUX
easat-9644	77	19	exempted	exempt	VERB
easat-9644	77	20	.	.	PUNCT
easat-9644	78	1	the	the	DET
easat-9644	78	2	review	review	NOUN
easat-9644	78	3	articles	article	NOUN
easat-9644	78	4	were	be	AUX
easat-9644	78	5	categorized	categorize	VERB
easat-9644	78	6	based	base	VERB
easat-9644	78	7	on	on	ADP
easat-9644	78	8	their	their	PRON
easat-9644	78	9	specific	specific	ADJ
easat-9644	78	10	applications	application	NOUN
easat-9644	78	11	for	for	ADP
easat-9644	78	12	explicit	explicit	ADJ
easat-9644	78	13	t&l	t&l	NOUN
easat-9644	78	14	,	,	PUNCT
easat-9644	78	15	and	and	CCONJ
easat-9644	78	16	each	each	PRON
easat-9644	78	17	of	of	ADP
easat-9644	78	18	the	the	DET
easat-9644	78	19	selected	select	VERB
easat-9644	78	20	articles	article	NOUN
easat-9644	78	21	was	be	AUX
easat-9644	78	22	examined	examine	VERB
easat-9644	78	23	through	through	ADP
easat-9644	78	24	the	the	DET
easat-9644	78	25	lens	lens	NOUN
easat-9644	78	26	of	of	ADP
easat-9644	78	27	four	four	NUM
easat-9644	78	28	key	key	ADJ
easat-9644	78	29	areas	area	NOUN
easat-9644	78	30	:	:	PUNCT
easat-9644	78	31	coverage	coverage	NOUN
easat-9644	78	32	and	and	CCONJ
easat-9644	78	33	source	source	NOUN
easat-9644	78	34	,	,	PUNCT
easat-9644	78	35	construction	construction	NOUN
easat-9644	78	36	methods	method	NOUN
easat-9644	78	37	,	,	PUNCT
easat-9644	78	38	evaluation	evaluation	NOUN
easat-9644	78	39	methods	method	NOUN
easat-9644	78	40	,	,	PUNCT
easat-9644	78	41	and	and	CCONJ
easat-9644	78	42	limitations	limitation	NOUN
easat-9644	78	43	.	.	PUNCT
easat-9644	79	1	each	each	PRON
easat-9644	79	2	of	of	ADP
easat-9644	79	3	these	these	DET
easat-9644	79	4	research	research	NOUN
easat-9644	79	5	focus	focus	NOUN
easat-9644	79	6	(	(	PUNCT
easat-9644	79	7	rf	rf	NOUN
easat-9644	79	8	)	)	PUNCT
easat-9644	79	9	was	be	AUX
easat-9644	79	10	examined	examine	VERB
easat-9644	79	11	by	by	ADP
easat-9644	79	12	unique	unique	ADJ
easat-9644	79	13	research	research	NOUN
easat-9644	79	14	questions	question	NOUN
easat-9644	79	15	that	that	PRON
easat-9644	79	16	a	a	DET
easat-9644	79	17	prospective	prospective	ADJ
easat-9644	79	18	article	article	NOUN
easat-9644	79	19	must	must	AUX
easat-9644	79	20	answer	answer	VERB
easat-9644	79	21	to	to	PART
easat-9644	79	22	be	be	AUX
easat-9644	79	23	considered	consider	VERB
easat-9644	79	24	eligible	eligible	ADJ
easat-9644	79	25	;	;	PUNCT
easat-9644	79	26	they	they	PRON
easat-9644	79	27	serve	serve	VERB
easat-9644	79	28	as	as	ADP
easat-9644	79	29	a	a	DET
easat-9644	79	30	reference	reference	NOUN
easat-9644	79	31	point	point	NOUN
easat-9644	79	32	in	in	ADP
easat-9644	79	33	result	result	NOUN
easat-9644	79	34	dissemination	dissemination	NOUN
easat-9644	79	35	and	and	CCONJ
easat-9644	79	36	discussion	discussion	NOUN
easat-9644	79	37	.	.	PUNCT
easat-9644	80	1	the	the	DET
easat-9644	80	2	rfs	rfs	PROPN
easat-9644	80	3	and	and	CCONJ
easat-9644	80	4	their	their	PRON
easat-9644	80	5	respective	respective	ADJ
easat-9644	80	6	questions	question	NOUN
easat-9644	80	7	that	that	PRON
easat-9644	80	8	guided	guide	VERB
easat-9644	80	9	this	this	DET
easat-9644	80	10	systematic	systematic	ADJ
easat-9644	80	11	review	review	NOUN
easat-9644	80	12	are	be	AUX
easat-9644	80	13	presented	present	VERB
easat-9644	80	14	below	below	ADV
easat-9644	80	15	.	.	PUNCT
easat-9644	81	1	rf1	rf1	NOUN
easat-9644	81	2	:	:	PUNCT
easat-9644	81	3	coverage	coverage	NOUN
easat-9644	81	4	and	and	CCONJ
easat-9644	81	5	sources	source	NOUN
easat-9644	81	6	i.	i.	VERB
easat-9644	81	7	what	what	PRON
easat-9644	81	8	specific	specific	ADJ
easat-9644	81	9	knowledge	knowledge	NOUN
easat-9644	81	10	domains	domain	NOUN
easat-9644	81	11	,	,	PUNCT
easat-9644	81	12	especially	especially	ADV
easat-9644	81	13	the	the	DET
easat-9644	81	14	subjects	subject	NOUN
easat-9644	81	15	or	or	CCONJ
easat-9644	81	16	courses	course	NOUN
easat-9644	81	17	,	,	PUNCT
easat-9644	81	18	were	be	AUX
easat-9644	81	19	primarily	primarily	ADV
easat-9644	81	20	targeted	target	VERB
easat-9644	81	21	in	in	ADP
easat-9644	81	22	knowledge	knowledge	NOUN
easat-9644	81	23	graph	graph	NOUN
easat-9644	81	24	construction	construction	NOUN
easat-9644	81	25	,	,	PUNCT
easat-9644	81	26	and	and	CCONJ
easat-9644	81	27	at	at	ADP
easat-9644	81	28	which	which	DET
easat-9644	81	29	level	level	NOUN
easat-9644	81	30	of	of	ADP
easat-9644	81	31	education	education	NOUN
easat-9644	81	32	?	?	PUNCT
easat-9644	82	1	ii	ii	X
easat-9644	82	2	.	.	PUNCT
easat-9644	83	1	what	what	PRON
easat-9644	83	2	datasets	dataset	NOUN
easat-9644	83	3	were	be	AUX
easat-9644	83	4	utilized	utilize	VERB
easat-9644	83	5	in	in	ADP
easat-9644	83	6	the	the	DET
easat-9644	83	7	kgc	kgc	NOUN
easat-9644	83	8	,	,	PUNCT
easat-9644	83	9	and	and	CCONJ
easat-9644	83	10	the	the	DET
easat-9644	83	11	sources	source	NOUN
easat-9644	83	12	of	of	ADP
easat-9644	83	13	the	the	DET
easat-9644	83	14	datasets	dataset	NOUN
easat-9644	83	15	rf2	rf2	VERB
easat-9644	83	16	:	:	PUNCT
easat-9644	83	17	construction	construction	NOUN
easat-9644	83	18	methods	method	NOUN
easat-9644	83	19	i.	i.	PROPN
easat-9644	83	20	what	what	PRON
easat-9644	83	21	design	design	NOUN
easat-9644	83	22	approaches	approach	NOUN
easat-9644	83	23	were	be	AUX
easat-9644	83	24	employed	employ	VERB
easat-9644	83	25	,	,	PUNCT
easat-9644	83	26	and	and	CCONJ
easat-9644	83	27	was	be	AUX
easat-9644	83	28	the	the	DET
easat-9644	83	29	design	design	NOUN
easat-9644	83	30	of	of	ADP
easat-9644	83	31	the	the	DET
easat-9644	83	32	kg	kg	NOUN
easat-9644	83	33	automatic	automatic	ADJ
easat-9644	83	34	,	,	PUNCT
easat-9644	83	35	semi	semi	ADJ
easat-9644	83	36	-	-	ADJ
easat-9644	83	37	automatic	automatic	ADJ
easat-9644	83	38	,	,	PUNCT
easat-9644	83	39	or	or	CCONJ
easat-9644	83	40	manual	manual	NOUN
easat-9644	83	41	?	?	PUNCT
easat-9644	84	1	ii	ii	PROPN
easat-9644	84	2	.	.	PUNCT
easat-9644	85	1	which	which	DET
easat-9644	85	2	models	model	NOUN
easat-9644	85	3	or	or	CCONJ
easat-9644	85	4	frameworks	framework	NOUN
easat-9644	85	5	were	be	AUX
easat-9644	85	6	used	use	VERB
easat-9644	85	7	in	in	ADP
easat-9644	85	8	the	the	DET
easat-9644	85	9	entity	entity	NOUN
easat-9644	85	10	recognition	recognition	NOUN
easat-9644	85	11	(	(	PUNCT
easat-9644	85	12	er	er	INTJ
easat-9644	85	13	)	)	PUNCT
easat-9644	85	14	,	,	PUNCT
easat-9644	85	15	entity	entity	NOUN
easat-9644	85	16	extraction	extraction	NOUN
easat-9644	85	17	(	(	PUNCT
easat-9644	85	18	ee	ee	NOUN
easat-9644	85	19	)	)	PUNCT
easat-9644	85	20	,	,	PUNCT
easat-9644	85	21	and	and	CCONJ
easat-9644	85	22	knowledge	knowledge	NOUN
easat-9644	85	23	embedding	embed	VERB
easat-9644	85	24	(	(	PUNCT
easat-9644	85	25	ke	ke	NOUN
easat-9644	85	26	)	)	PUNCT
easat-9644	85	27	phases	phase	NOUN
easat-9644	85	28	of	of	ADP
easat-9644	85	29	the	the	DET
easat-9644	85	30	knowledge	knowledge	NOUN
easat-9644	85	31	graph	graph	NOUN
easat-9644	85	32	construction	construction	NOUN
easat-9644	85	33	,	,	PUNCT
easat-9644	85	34	and	and	CCONJ
easat-9644	85	35	how	how	SCONJ
easat-9644	85	36	practical	practical	ADJ
easat-9644	85	37	are	be	AUX
easat-9644	85	38	these	these	DET
easat-9644	85	39	approaches	approach	NOUN
easat-9644	85	40	in	in	ADP
easat-9644	85	41	capturing	capture	VERB
easat-9644	85	42	complex	complex	ADJ
easat-9644	85	43	relationships	relationship	NOUN
easat-9644	85	44	?	?	PUNCT
easat-9644	86	1	rf3	rf3	NOUN
easat-9644	86	2	:	:	PUNCT
easat-9644	86	3	evaluation	evaluation	NOUN
easat-9644	86	4	methods	method	NOUN
easat-9644	86	5	i.	i.	NOUN
easat-9644	86	6	which	which	DET
easat-9644	86	7	evaluation	evaluation	NOUN
easat-9644	86	8	methods	method	NOUN
easat-9644	86	9	and	and	CCONJ
easat-9644	86	10	metrics	metric	NOUN
easat-9644	86	11	have	have	AUX
easat-9644	86	12	been	be	AUX
easat-9644	86	13	used	use	VERB
easat-9644	86	14	to	to	PART
easat-9644	86	15	assess	assess	VERB
easat-9644	86	16	the	the	DET
easat-9644	86	17	performance	performance	NOUN
easat-9644	86	18	of	of	ADP
easat-9644	86	19	knowledge	knowledge	NOUN
easat-9644	86	20	graphs	graph	NOUN
easat-9644	86	21	at	at	ADP
easat-9644	86	22	each	each	DET
easat-9644	86	23	phase	phase	NOUN
easat-9644	86	24	of	of	ADP
easat-9644	86	25	the	the	DET
easat-9644	86	26	kgc	kgc	PROPN
easat-9644	86	27	?	?	PUNCT
easat-9644	87	1	rf4	rf4	ADV
easat-9644	87	2	:	:	PUNCT
easat-9644	87	3	limitations	limitation	NOUN
easat-9644	87	4	i.	i.	NOUN
easat-9644	87	5	what	what	PRON
easat-9644	87	6	were	be	AUX
easat-9644	87	7	the	the	DET
easat-9644	87	8	limitations	limitation	NOUN
easat-9644	87	9	encountered	encounter	VERB
easat-9644	87	10	when	when	SCONJ
easat-9644	87	11	the	the	DET
easat-9644	87	12	authors	author	NOUN
easat-9644	87	13	tested	test	VERB
easat-9644	87	14	the	the	DET
easat-9644	87	15	effectiveness	effectiveness	NOUN
easat-9644	87	16	of	of	ADP
easat-9644	87	17	the	the	DET
easat-9644	87	18	kg	kg	PROPN
easat-9644	87	19	applications	application	NOUN
easat-9644	87	20	in	in	ADP
easat-9644	87	21	real	real	ADJ
easat-9644	87	22	-	-	PUNCT
easat-9644	87	23	world	world	NOUN
easat-9644	87	24	scenarios	scenario	NOUN
easat-9644	87	25	?	?	PUNCT
easat-9644	88	1	figure	figure	NOUN
easat-9644	88	2	2	2	NUM
easat-9644	88	3	illustrates	illustrate	VERB
easat-9644	88	4	the	the	DET
easat-9644	88	5	article	article	NOUN
easat-9644	88	6	selection	selection	NOUN
easat-9644	88	7	procedure	procedure	NOUN
easat-9644	88	8	using	use	VERB
easat-9644	88	9	the	the	DET
easat-9644	88	10	prisma	prisma	NOUN
easat-9644	88	11	framework	framework	NOUN
easat-9644	88	12	.	.	PUNCT
easat-9644	89	1	initially	initially	ADV
easat-9644	89	2	,	,	PUNCT
easat-9644	89	3	through	through	ADP
easat-9644	89	4	the	the	DET
easat-9644	89	5	keyword	keyword	NOUN
easat-9644	89	6	-	-	PUNCT
easat-9644	89	7	based	base	VERB
easat-9644	89	8	search	search	NOUN
easat-9644	89	9	,	,	PUNCT
easat-9644	89	10	232	232	NUM
easat-9644	89	11	articles	article	NOUN
easat-9644	89	12	were	be	AUX
easat-9644	89	13	identified	identify	VERB
easat-9644	89	14	from	from	ADP
easat-9644	89	15	the	the	DET
easat-9644	89	16	web	web	NOUN
easat-9644	89	17	of	of	ADP
easat-9644	89	18	science	science	NOUN
easat-9644	89	19	database	database	NOUN
easat-9644	89	20	,	,	PUNCT
easat-9644	89	21	182	182	NUM
easat-9644	89	22	from	from	ADP
easat-9644	89	23	scopus	scopus	PROPN
easat-9644	89	24	,	,	PUNCT
easat-9644	89	25	157	157	NUM
easat-9644	89	26	from	from	ADP
easat-9644	89	27	acm	acm	PROPN
easat-9644	89	28	,	,	PUNCT
easat-9644	89	29	136	136	NUM
easat-9644	89	30	from	from	ADP
easat-9644	89	31	ieee	ieee	NOUN
easat-9644	89	32	,	,	PUNCT
easat-9644	89	33	and	and	CCONJ
easat-9644	89	34	51	51	NUM
easat-9644	89	35	from	from	ADP
easat-9644	89	36	science	science	NOUN
easat-9644	89	37	direct	direct	ADJ
easat-9644	89	38	,	,	PUNCT
easat-9644	89	39	aggregating	aggregate	VERB
easat-9644	89	40	762	762	NUM
easat-9644	89	41	articles	article	NOUN
easat-9644	89	42	from	from	ADP
easat-9644	89	43	databases	database	NOUN
easat-9644	89	44	.	.	PUNCT
easat-9644	90	1	a	a	DET
easat-9644	90	2	screening	screening	NOUN
easat-9644	90	3	phase	phase	NOUN
easat-9644	90	4	was	be	AUX
easat-9644	90	5	executed	execute	VERB
easat-9644	90	6	to	to	PART
easat-9644	90	7	eliminate	eliminate	VERB
easat-9644	90	8	superfluous	superfluous	ADJ
easat-9644	90	9	or	or	CCONJ
easat-9644	90	10	irrelevant	irrelevant	ADJ
easat-9644	90	11	articles	article	NOUN
easat-9644	90	12	.	.	PUNCT
easat-9644	91	1	the	the	DET
easat-9644	91	2	title	title	NOUN
easat-9644	91	3	and	and	CCONJ
easat-9644	91	4	abstract	abstract	NOUN
easat-9644	91	5	of	of	ADP
easat-9644	91	6	each	each	DET
easat-9644	91	7	paper	paper	NOUN
easat-9644	91	8	were	be	AUX
easat-9644	91	9	scrutinized	scrutinize	VERB
easat-9644	91	10	to	to	PART
easat-9644	91	11	verify	verify	VERB
easat-9644	91	12	adherence	adherence	NOUN
easat-9644	91	13	to	to	ADP
easat-9644	91	14	the	the	DET
easat-9644	91	15	inclusion	inclusion	NOUN
easat-9644	91	16	criteria	criterion	NOUN
easat-9644	91	17	.	.	PUNCT
easat-9644	92	1	consequently	consequently	ADV
easat-9644	92	2	,	,	PUNCT
easat-9644	92	3	321	321	NUM
easat-9644	92	4	records	record	NOUN
easat-9644	92	5	were	be	AUX
easat-9644	92	6	omitted	omit	VERB
easat-9644	92	7	at	at	ADP
easat-9644	92	8	this	this	DET
easat-9644	92	9	phase	phase	NOUN
easat-9644	92	10	.	.	PUNCT
easat-9644	93	1	several	several	ADJ
easat-9644	93	2	papers	paper	NOUN
easat-9644	93	3	predominantly	predominantly	ADV
easat-9644	93	4	discussed	discuss	VERB
easat-9644	93	5	kg	kg	NOUN
easat-9644	93	6	embeddings	embedding	NOUN
easat-9644	93	7	about	about	ADP
easat-9644	93	8	established	establish	VERB
easat-9644	93	9	kgs	kgs	PROPN
easat-9644	93	10	rather	rather	ADV
easat-9644	93	11	than	than	ADP
easat-9644	93	12	concentrating	concentrate	VERB
easat-9644	93	13	on	on	ADP
easat-9644	93	14	developing	develop	VERB
easat-9644	93	15	and	and	CCONJ
easat-9644	93	16	utilizing	utilize	VERB
easat-9644	93	17	educational	educational	ADJ
easat-9644	93	18	kgs	kg	NOUN
easat-9644	93	19	.	.	PUNCT
easat-9644	94	1	several	several	ADJ
easat-9644	94	2	authors	author	NOUN
easat-9644	94	3	examined	examine	VERB
easat-9644	94	4	the	the	DET
easat-9644	94	5	development	development	NOUN
easat-9644	94	6	of	of	ADP
easat-9644	94	7	knowledge	knowledge	NOUN
easat-9644	94	8	graphs	graph	NOUN
easat-9644	94	9	in	in	ADP
easat-9644	94	10	domains	domain	NOUN
easat-9644	94	11	beyond	beyond	ADP
easat-9644	94	12	education	education	NOUN
easat-9644	94	13	while	while	SCONJ
easat-9644	94	14	referencing	reference	VERB
easat-9644	94	15	1468	1468	NUM
easat-9644	94	16	edelweiss	edelweiss	PROPN
easat-9644	94	17	applied	apply	VERB
easat-9644	94	18	science	science	NOUN
easat-9644	94	19	and	and	CCONJ
easat-9644	94	20	technology	technology	NOUN
easat-9644	94	21	issn	issn	PROPN
easat-9644	94	22	:	:	PUNCT
easat-9644	94	23	2576	2576	NUM
easat-9644	94	24	-	-	SYM
easat-9644	94	25	8484	8484	NUM
easat-9644	94	26	vol	vol	NOUN
easat-9644	94	27	.	.	PROPN
easat-9644	95	1	9	9	NUM
easat-9644	95	2	,	,	PUNCT
easat-9644	95	3	no	no	INTJ
easat-9644	95	4	.	.	NOUN
easat-9644	95	5	8	8	NUM
easat-9644	95	6	:	:	SYM
easat-9644	95	7	1464	1464	NUM
easat-9644	95	8	-	-	SYM
easat-9644	95	9	1497	1497	NUM
easat-9644	95	10	,	,	PUNCT
easat-9644	95	11	2025	2025	NUM
easat-9644	95	12	doi	doi	NOUN
easat-9644	95	13	:	:	PUNCT
easat-9644	95	14	10.55214/2576	10.55214/2576	NUM
easat-9644	95	15	-	-	NUM
easat-9644	95	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	95	17	©	©	PROPN
easat-9644	95	18	2025	2025	NUM
easat-9644	95	19	by	by	ADP
easat-9644	95	20	the	the	DET
easat-9644	95	21	authors	author	NOUN
easat-9644	95	22	;	;	PUNCT
easat-9644	95	23	licensee	licensee	PROPN
easat-9644	95	24	learning	learn	VERB
easat-9644	95	25	gate	gate	NOUN
easat-9644	95	26	education	education	NOUN
easat-9644	95	27	as	as	ADP
easat-9644	95	28	a	a	DET
easat-9644	95	29	pertinent	pertinent	ADJ
easat-9644	95	30	instance	instance	NOUN
easat-9644	95	31	of	of	ADP
easat-9644	95	32	knowledge	knowledge	NOUN
easat-9644	95	33	graphs	graph	NOUN
easat-9644	95	34	used	use	VERB
easat-9644	95	35	in	in	ADP
easat-9644	95	36	industrial	industrial	ADJ
easat-9644	95	37	settings	setting	NOUN
easat-9644	95	38	.	.	PUNCT
easat-9644	96	1	following	follow	VERB
easat-9644	96	2	the	the	DET
easat-9644	96	3	screening	screening	NOUN
easat-9644	96	4	process	process	NOUN
easat-9644	96	5	,	,	PUNCT
easat-9644	96	6	an	an	DET
easat-9644	96	7	eligibility	eligibility	NOUN
easat-9644	96	8	evaluation	evaluation	NOUN
easat-9644	96	9	was	be	AUX
easat-9644	96	10	performed	perform	VERB
easat-9644	96	11	by	by	ADP
easat-9644	96	12	an	an	DET
easat-9644	96	13	exhaustive	exhaustive	ADJ
easat-9644	96	14	examination	examination	NOUN
easat-9644	96	15	of	of	ADP
easat-9644	96	16	the	the	DET
easat-9644	96	17	entire	entire	ADJ
easat-9644	96	18	text	text	NOUN
easat-9644	96	19	of	of	ADP
easat-9644	96	20	the	the	DET
easat-9644	96	21	surviving	survive	VERB
easat-9644	96	22	articles	article	NOUN
easat-9644	96	23	.	.	PUNCT
easat-9644	97	1	this	this	DET
easat-9644	97	2	action	action	NOUN
easat-9644	97	3	led	lead	VERB
easat-9644	97	4	to	to	ADP
easat-9644	97	5	the	the	DET
easat-9644	97	6	elimination	elimination	NOUN
easat-9644	97	7	of	of	ADP
easat-9644	97	8	124	124	NUM
easat-9644	97	9	records	record	NOUN
easat-9644	97	10	that	that	PRON
easat-9644	97	11	did	do	AUX
easat-9644	97	12	not	not	PART
easat-9644	97	13	satisfy	satisfy	VERB
easat-9644	97	14	the	the	DET
easat-9644	97	15	specified	specify	VERB
easat-9644	97	16	criteria	criterion	NOUN
easat-9644	97	17	.	.	PUNCT
easat-9644	98	1	in	in	ADP
easat-9644	98	2	the	the	DET
easat-9644	98	3	final	final	ADJ
easat-9644	98	4	stage	stage	NOUN
easat-9644	98	5	of	of	ADP
easat-9644	98	6	the	the	DET
easat-9644	98	7	systematic	systematic	ADJ
easat-9644	98	8	literature	literature	PROPN
easat-9644	98	9	assessment	assessment	NOUN
easat-9644	98	10	,	,	PUNCT
easat-9644	98	11	91	91	NUM
easat-9644	98	12	papers	paper	NOUN
easat-9644	98	13	were	be	AUX
easat-9644	98	14	determined	determine	VERB
easat-9644	98	15	as	as	ADP
easat-9644	98	16	eligible	eligible	ADJ
easat-9644	98	17	for	for	ADP
easat-9644	98	18	inclusion	inclusion	NOUN
easat-9644	98	19	in	in	ADP
easat-9644	98	20	this	this	DET
easat-9644	98	21	comprehensive	comprehensive	ADJ
easat-9644	98	22	analysis	analysis	NOUN
easat-9644	98	23	of	of	ADP
easat-9644	98	24	knowledge	knowledge	NOUN
easat-9644	98	25	graph	graph	NOUN
easat-9644	98	26	construction	construction	NOUN
easat-9644	98	27	in	in	ADP
easat-9644	98	28	the	the	DET
easat-9644	98	29	educational	educational	ADJ
easat-9644	98	30	domain	domain	NOUN
easat-9644	98	31	3	3	X
easat-9644	98	32	.	.	PUNCT
easat-9644	99	1	architecture	architecture	NOUN
easat-9644	99	2	of	of	ADP
easat-9644	99	3	a	a	DET
easat-9644	99	4	knowledge	knowledge	NOUN
easat-9644	99	5	graph	graph	VERB
easat-9644	99	6	the	the	DET
easat-9644	99	7	architecture	architecture	NOUN
easat-9644	99	8	of	of	ADP
easat-9644	99	9	a	a	DET
easat-9644	99	10	knowledge	knowledge	NOUN
easat-9644	99	11	graph	graph	NOUN
easat-9644	99	12	(	(	PUNCT
easat-9644	99	13	kg	kg	NOUN
easat-9644	99	14	)	)	PUNCT
easat-9644	99	15	denotes	denote	VERB
easat-9644	99	16	the	the	DET
easat-9644	99	17	conceptual	conceptual	ADJ
easat-9644	99	18	,	,	PUNCT
easat-9644	99	19	logical	logical	ADJ
easat-9644	99	20	,	,	PUNCT
easat-9644	99	21	and	and	CCONJ
easat-9644	99	22	physical	physical	ADJ
easat-9644	99	23	framework	framework	NOUN
easat-9644	99	24	that	that	PRON
easat-9644	99	25	underlies	underlie	VERB
easat-9644	99	26	the	the	DET
easat-9644	99	27	design	design	NOUN
easat-9644	99	28	,	,	PUNCT
easat-9644	99	29	construction	construction	NOUN
easat-9644	99	30	,	,	PUNCT
easat-9644	99	31	and	and	CCONJ
easat-9644	99	32	deployment	deployment	NOUN
easat-9644	99	33	of	of	ADP
easat-9644	99	34	a	a	DET
easat-9644	99	35	kg	kg	NOUN
easat-9644	99	36	.	.	PUNCT
easat-9644	100	1	it	it	PRON
easat-9644	100	2	encompasses	encompass	VERB
easat-9644	100	3	the	the	DET
easat-9644	100	4	structural	structural	ADJ
easat-9644	100	5	organization	organization	NOUN
easat-9644	100	6	,	,	PUNCT
easat-9644	100	7	schema	schema	NOUN
easat-9644	100	8	,	,	PUNCT
easat-9644	100	9	and	and	CCONJ
easat-9644	100	10	ontologies	ontology	NOUN
easat-9644	100	11	governing	govern	VERB
easat-9644	100	12	the	the	DET
easat-9644	100	13	representation	representation	NOUN
easat-9644	100	14	,	,	PUNCT
easat-9644	100	15	integration	integration	NOUN
easat-9644	100	16	,	,	PUNCT
easat-9644	100	17	and	and	CCONJ
easat-9644	100	18	management	management	NOUN
easat-9644	100	19	of	of	ADP
easat-9644	100	20	heterogeneous	heterogeneous	ADJ
easat-9644	100	21	knowledge	knowledge	NOUN
easat-9644	100	22	sources	source	NOUN
easat-9644	100	23	and	and	CCONJ
easat-9644	100	24	the	the	DET
easat-9644	100	25	interfaces	interface	NOUN
easat-9644	100	26	,	,	PUNCT
easat-9644	100	27	protocols	protocol	NOUN
easat-9644	100	28	,	,	PUNCT
easat-9644	100	29	and	and	CCONJ
easat-9644	100	30	apis	apis	PROPN
easat-9644	100	31	facilitating	facilitating	NOUN
easat-9644	100	32	access	access	NOUN
easat-9644	100	33	,	,	PUNCT
easat-9644	100	34	querying	query	VERB
easat-9644	100	35	,	,	PUNCT
easat-9644	100	36	and	and	CCONJ
easat-9644	100	37	reasoning	reason	VERB
easat-9644	100	38	over	over	ADP
easat-9644	100	39	the	the	DET
easat-9644	100	40	kg	kg	PROPN
easat-9644	100	41	's	's	PART
easat-9644	100	42	knowledge	knowledge	NOUN
easat-9644	100	43	assets	asset	NOUN
easat-9644	100	44	.	.	PUNCT
easat-9644	101	1	the	the	DET
easat-9644	101	2	architecture	architecture	NOUN
easat-9644	101	3	of	of	ADP
easat-9644	101	4	a	a	DET
easat-9644	101	5	kg	kg	NOUN
easat-9644	101	6	,	,	PUNCT
easat-9644	101	7	depicted	depict	VERB
easat-9644	101	8	in	in	ADP
easat-9644	101	9	figure	figure	NOUN
easat-9644	101	10	3	3	NUM
easat-9644	101	11	,	,	PUNCT
easat-9644	101	12	is	be	AUX
easat-9644	101	13	complex	complex	ADJ
easat-9644	101	14	and	and	CCONJ
easat-9644	101	15	multi	multi	ADJ
easat-9644	101	16	-	-	ADJ
easat-9644	101	17	layered	layered	ADJ
easat-9644	101	18	.	.	PUNCT
easat-9644	102	1	still	still	ADV
easat-9644	102	2	,	,	PUNCT
easat-9644	102	3	overall	overall	ADV
easat-9644	102	4	,	,	PUNCT
easat-9644	102	5	it	it	PRON
easat-9644	102	6	provides	provide	VERB
easat-9644	102	7	a	a	DET
easat-9644	102	8	blueprint	blueprint	NOUN
easat-9644	102	9	for	for	ADP
easat-9644	102	10	how	how	SCONJ
easat-9644	102	11	the	the	DET
easat-9644	102	12	kg	kg	PROPN
easat-9644	102	13	’s	’s	PART
easat-9644	102	14	knowledge	knowledge	NOUN
easat-9644	102	15	is	be	AUX
easat-9644	102	16	represented	represent	VERB
easat-9644	102	17	,	,	PUNCT
easat-9644	102	18	integrated	integrate	VERB
easat-9644	102	19	,	,	PUNCT
easat-9644	102	20	stored	store	VERB
easat-9644	102	21	,	,	PUNCT
easat-9644	102	22	managed	manage	VERB
easat-9644	102	23	,	,	PUNCT
easat-9644	102	24	and	and	CCONJ
easat-9644	102	25	queried	query	VERB
easat-9644	102	26	,	,	PUNCT
easat-9644	102	27	enabling	enable	VERB
easat-9644	102	28	various	various	ADJ
easat-9644	102	29	applications	application	NOUN
easat-9644	102	30	of	of	ADP
easat-9644	102	31	the	the	DET
easat-9644	102	32	kg.[40	kg.[40	NOUN
easat-9644	102	33	-	-	PUNCT
easat-9644	102	34	42	42	NUM
easat-9644	102	35	]	]	PUNCT
easat-9644	102	36	.	.	PUNCT
easat-9644	103	1	the	the	DET
easat-9644	103	2	foundation	foundation	NOUN
easat-9644	103	3	of	of	ADP
easat-9644	103	4	a	a	DET
easat-9644	103	5	kg	kg	NOUN
easat-9644	103	6	is	be	AUX
easat-9644	103	7	the	the	DET
easat-9644	103	8	data	data	NOUN
easat-9644	103	9	layer	layer	NOUN
easat-9644	103	10	.	.	PUNCT
easat-9644	104	1	this	this	DET
easat-9644	104	2	layer	layer	NOUN
easat-9644	104	3	aggregates	aggregate	VERB
easat-9644	104	4	diverse	diverse	VERB
easat-9644	104	5	raw	raw	ADJ
easat-9644	104	6	data	datum	NOUN
easat-9644	104	7	formats	format	NOUN
easat-9644	104	8	from	from	ADP
easat-9644	104	9	various	various	ADJ
easat-9644	104	10	sources	source	NOUN
easat-9644	104	11	,	,	PUNCT
easat-9644	104	12	including	include	VERB
easat-9644	104	13	structured	structure	VERB
easat-9644	104	14	databases	database	NOUN
easat-9644	104	15	,	,	PUNCT
easat-9644	104	16	semi	semi	ADJ
easat-9644	104	17	-	-	ADJ
easat-9644	104	18	structured	structured	ADJ
easat-9644	104	19	formats	format	NOUN
easat-9644	104	20	like	like	ADP
easat-9644	104	21	xml	xml	NOUN
easat-9644	104	22	or	or	CCONJ
easat-9644	104	23	json	json	NOUN
easat-9644	104	24	,	,	PUNCT
easat-9644	104	25	and	and	CCONJ
easat-9644	104	26	unstructured	unstructured	ADJ
easat-9644	104	27	sources	source	NOUN
easat-9644	104	28	like	like	ADP
easat-9644	104	29	text	text	NOUN
easat-9644	104	30	documents	document	NOUN
easat-9644	104	31	.	.	PUNCT
easat-9644	105	1	on	on	ADP
easat-9644	105	2	top	top	NOUN
easat-9644	105	3	of	of	ADP
easat-9644	105	4	the	the	DET
easat-9644	105	5	data	datum	NOUN
easat-9644	105	6	layer	layer	NOUN
easat-9644	105	7	lies	lie	VERB
easat-9644	105	8	the	the	DET
easat-9644	105	9	knowledge	knowledge	NOUN
easat-9644	105	10	representation	representation	NOUN
easat-9644	105	11	layer	layer	NOUN
easat-9644	105	12	,	,	PUNCT
easat-9644	105	13	also	also	ADV
easat-9644	105	14	known	know	VERB
easat-9644	105	15	as	as	ADP
easat-9644	105	16	the	the	DET
easat-9644	105	17	ontology	ontology	NOUN
easat-9644	105	18	layer	layer	NOUN
easat-9644	105	19	,	,	PUNCT
easat-9644	105	20	which	which	PRON
easat-9644	105	21	defines	define	VERB
easat-9644	105	22	the	the	DET
easat-9644	105	23	structural	structural	ADJ
easat-9644	105	24	framework	framework	NOUN
easat-9644	105	25	of	of	ADP
easat-9644	105	26	the	the	DET
easat-9644	105	27	kg	kg	NOUN
easat-9644	105	28	.	.	PUNCT
easat-9644	106	1	this	this	DET
easat-9644	106	2	layer	layer	NOUN
easat-9644	106	3	establishes	establish	VERB
easat-9644	106	4	the	the	DET
easat-9644	106	5	schema	schema	NOUN
easat-9644	106	6	,	,	PUNCT
easat-9644	106	7	specifying	specify	VERB
easat-9644	106	8	entities	entity	NOUN
easat-9644	106	9	,	,	PUNCT
easat-9644	106	10	attributes	attribute	NOUN
easat-9644	106	11	,	,	PUNCT
easat-9644	106	12	and	and	CCONJ
easat-9644	106	13	the	the	DET
easat-9644	106	14	relationships	relationship	NOUN
easat-9644	106	15	between	between	ADP
easat-9644	106	16	them	they	PRON
easat-9644	106	17	,	,	PUNCT
easat-9644	106	18	thus	thus	ADV
easat-9644	106	19	providing	provide	VERB
easat-9644	106	20	the	the	DET
easat-9644	106	21	blueprint	blueprint	NOUN
easat-9644	106	22	for	for	ADP
easat-9644	106	23	integrating	integrate	VERB
easat-9644	106	24	disparate	disparate	ADJ
easat-9644	106	25	datasets	dataset	NOUN
easat-9644	106	26	.	.	PUNCT
easat-9644	107	1	this	this	DET
easat-9644	107	2	layer	layer	NOUN
easat-9644	107	3	also	also	ADV
easat-9644	107	4	guides	guide	VERB
easat-9644	107	5	the	the	DET
easat-9644	107	6	unification	unification	NOUN
easat-9644	107	7	process	process	NOUN
easat-9644	107	8	,	,	PUNCT
easat-9644	107	9	ensuring	ensure	VERB
easat-9644	107	10	that	that	SCONJ
easat-9644	107	11	the	the	DET
easat-9644	107	12	kg	kg	PROPN
easat-9644	107	13	presents	present	VERB
easat-9644	107	14	a	a	DET
easat-9644	107	15	coherent	coherent	ADJ
easat-9644	107	16	and	and	CCONJ
easat-9644	107	17	consistent	consistent	ADJ
easat-9644	107	18	view	view	NOUN
easat-9644	107	19	of	of	ADP
easat-9644	107	20	the	the	DET
easat-9644	107	21	data	datum	NOUN
easat-9644	107	22	.	.	PUNCT
easat-9644	108	1	the	the	DET
easat-9644	108	2	next	next	ADJ
easat-9644	108	3	layer	layer	NOUN
easat-9644	108	4	is	be	AUX
easat-9644	108	5	the	the	DET
easat-9644	108	6	integration	integration	NOUN
easat-9644	108	7	layer	layer	NOUN
easat-9644	108	8	,	,	PUNCT
easat-9644	108	9	which	which	PRON
easat-9644	108	10	is	be	AUX
easat-9644	108	11	responsible	responsible	ADJ
easat-9644	108	12	for	for	ADP
easat-9644	108	13	harmonizing	harmonize	VERB
easat-9644	108	14	data	datum	NOUN
easat-9644	108	15	from	from	ADP
easat-9644	108	16	various	various	ADJ
easat-9644	108	17	sources	source	NOUN
easat-9644	108	18	.	.	PUNCT
easat-9644	109	1	this	this	DET
easat-9644	109	2	layer	layer	NOUN
easat-9644	109	3	resolves	resolve	VERB
easat-9644	109	4	inconsistencies	inconsistency	NOUN
easat-9644	109	5	,	,	PUNCT
easat-9644	109	6	duplicates	duplicate	NOUN
easat-9644	109	7	,	,	PUNCT
easat-9644	109	8	and	and	CCONJ
easat-9644	109	9	conflicts	conflict	NOUN
easat-9644	109	10	that	that	PRON
easat-9644	109	11	could	could	AUX
easat-9644	109	12	have	have	AUX
easat-9644	109	13	arisen	arise	VERB
easat-9644	109	14	during	during	ADP
easat-9644	109	15	the	the	DET
easat-9644	109	16	integration	integration	NOUN
easat-9644	109	17	process	process	NOUN
easat-9644	109	18	.	.	PUNCT
easat-9644	110	1	techniques	technique	NOUN
easat-9644	110	2	such	such	ADJ
easat-9644	110	3	as	as	ADP
easat-9644	110	4	knowledge	knowledge	NOUN
easat-9644	110	5	fusion	fusion	NOUN
easat-9644	110	6	and	and	CCONJ
easat-9644	110	7	knowledge	knowledge	NOUN
easat-9644	110	8	embedding	embed	VERB
easat-9644	110	9	are	be	AUX
easat-9644	110	10	employed	employ	VERB
easat-9644	110	11	to	to	PART
easat-9644	110	12	ensure	ensure	VERB
easat-9644	110	13	the	the	DET
easat-9644	110	14	consistency	consistency	NOUN
easat-9644	110	15	and	and	CCONJ
easat-9644	110	16	accuracy	accuracy	NOUN
easat-9644	110	17	of	of	ADP
easat-9644	110	18	the	the	DET
easat-9644	110	19	kg	kg	NOUN
easat-9644	110	20	.	.	PUNCT
easat-9644	111	1	the	the	DET
easat-9644	111	2	integration	integration	NOUN
easat-9644	111	3	layer	layer	NOUN
easat-9644	111	4	creates	create	VERB
easat-9644	111	5	a	a	DET
easat-9644	111	6	unified	unified	ADJ
easat-9644	111	7	data	data	NOUN
easat-9644	111	8	view	view	NOUN
easat-9644	111	9	,	,	PUNCT
easat-9644	111	10	enabling	enable	VERB
easat-9644	111	11	the	the	DET
easat-9644	111	12	kg	kg	NOUN
easat-9644	111	13	to	to	PART
easat-9644	111	14	represent	represent	VERB
easat-9644	111	15	the	the	DET
easat-9644	111	16	targeted	target	VERB
easat-9644	111	17	knowledge	knowledge	NOUN
easat-9644	111	18	domain	domain	NOUN
easat-9644	111	19	comprehensively	comprehensively	ADV
easat-9644	111	20	and	and	CCONJ
easat-9644	111	21	accurately	accurately	ADV
easat-9644	111	22	.	.	PUNCT
easat-9644	112	1	the	the	DET
easat-9644	112	2	storage	storage	NOUN
easat-9644	112	3	layer	layer	NOUN
easat-9644	112	4	is	be	AUX
easat-9644	112	5	responsible	responsible	ADJ
easat-9644	112	6	for	for	ADP
easat-9644	112	7	storing	store	VERB
easat-9644	112	8	or	or	CCONJ
easat-9644	112	9	hosting	host	VERB
easat-9644	112	10	the	the	DET
easat-9644	112	11	kg	kg	NOUN
easat-9644	112	12	;	;	PUNCT
easat-9644	112	13	graph	graph	NOUN
easat-9644	112	14	databases	database	NOUN
easat-9644	112	15	are	be	AUX
easat-9644	112	16	typically	typically	ADV
easat-9644	112	17	used	use	VERB
easat-9644	112	18	for	for	ADP
easat-9644	112	19	this	this	DET
easat-9644	112	20	purpose	purpose	NOUN
easat-9644	112	21	.	.	PUNCT
easat-9644	113	1	graph	graph	NOUN
easat-9644	113	2	databases	database	NOUN
easat-9644	113	3	are	be	AUX
easat-9644	113	4	designed	design	VERB
easat-9644	113	5	to	to	PART
easat-9644	113	6	efficiently	efficiently	ADV
easat-9644	113	7	query	query	VERB
easat-9644	113	8	and	and	CCONJ
easat-9644	113	9	traverse	traverse	VERB
easat-9644	113	10	the	the	DET
easat-9644	113	11	graph	graph	NOUN
easat-9644	113	12	's	's	PART
easat-9644	113	13	intricate	intricate	ADJ
easat-9644	113	14	connections	connection	NOUN
easat-9644	113	15	,	,	PUNCT
easat-9644	113	16	making	make	VERB
easat-9644	113	17	them	they	PRON
easat-9644	113	18	well	well	ADV
easat-9644	113	19	-	-	PUNCT
easat-9644	113	20	suited	suited	ADJ
easat-9644	113	21	for	for	ADP
easat-9644	113	22	the	the	DET
easat-9644	113	23	storage	storage	NOUN
easat-9644	113	24	and	and	CCONJ
easat-9644	113	25	management	management	NOUN
easat-9644	113	26	of	of	ADP
easat-9644	113	27	kg	kg	PROPN
easat-9644	113	28	.	.	PUNCT
easat-9644	114	1	a	a	DET
easat-9644	114	2	query	query	NOUN
easat-9644	114	3	layer	layer	NOUN
easat-9644	114	4	is	be	AUX
easat-9644	114	5	required	require	VERB
easat-9644	114	6	to	to	PART
easat-9644	114	7	interact	interact	VERB
easat-9644	114	8	with	with	ADP
easat-9644	114	9	the	the	DET
easat-9644	114	10	knowledge	knowledge	NOUN
easat-9644	114	11	graph	graph	NOUN
easat-9644	114	12	,	,	PUNCT
easat-9644	114	13	which	which	PRON
easat-9644	114	14	provides	provide	VERB
easat-9644	114	15	mechanisms	mechanism	NOUN
easat-9644	114	16	to	to	PART
easat-9644	114	17	retrieve	retrieve	VERB
easat-9644	114	18	knowledge	knowledge	NOUN
easat-9644	114	19	by	by	ADP
easat-9644	114	20	analyzing	analyze	VERB
easat-9644	114	21	data	datum	NOUN
easat-9644	114	22	from	from	ADP
easat-9644	114	23	the	the	DET
easat-9644	114	24	kg	kg	NOUN
easat-9644	114	25	.	.	PUNCT
easat-9644	115	1	this	this	DET
easat-9644	115	2	layer	layer	NOUN
easat-9644	115	3	supports	support	VERB
easat-9644	115	4	query	query	NOUN
easat-9644	115	5	languages	language	NOUN
easat-9644	115	6	like	like	ADP
easat-9644	115	7	sparql	sparql	NOUN
easat-9644	115	8	,	,	PUNCT
easat-9644	115	9	gremlin	gremlin	NOUN
easat-9644	115	10	,	,	PUNCT
easat-9644	115	11	cypher	cypher	PROPN
easat-9644	115	12	,	,	PUNCT
easat-9644	115	13	amongst	amongst	ADP
easat-9644	115	14	others	other	NOUN
easat-9644	115	15	,	,	PUNCT
easat-9644	115	16	enabling	enable	VERB
easat-9644	115	17	users	user	NOUN
easat-9644	115	18	to	to	PART
easat-9644	115	19	pose	pose	VERB
easat-9644	115	20	complex	complex	ADJ
easat-9644	115	21	questions	question	NOUN
easat-9644	115	22	and	and	CCONJ
easat-9644	115	23	extract	extract	VERB
easat-9644	115	24	meaningful	meaningful	ADJ
easat-9644	115	25	insights	insight	NOUN
easat-9644	115	26	from	from	ADP
easat-9644	115	27	the	the	DET
easat-9644	115	28	graph	graph	NOUN
easat-9644	115	29	's	's	PART
easat-9644	115	30	interconnected	interconnected	ADJ
easat-9644	115	31	data	datum	NOUN
easat-9644	115	32	.	.	PUNCT
easat-9644	116	1	the	the	DET
easat-9644	116	2	query	query	NOUN
easat-9644	116	3	layer	layer	NOUN
easat-9644	116	4	bridges	bridge	NOUN
easat-9644	116	5	the	the	DET
easat-9644	116	6	stored	store	VERB
easat-9644	116	7	knowledge	knowledge	NOUN
easat-9644	116	8	and	and	CCONJ
easat-9644	116	9	its	its	PRON
easat-9644	116	10	practical	practical	ADJ
easat-9644	116	11	application	application	NOUN
easat-9644	116	12	.	.	PUNCT
easat-9644	117	1	finally	finally	ADV
easat-9644	117	2	,	,	PUNCT
easat-9644	117	3	the	the	DET
easat-9644	117	4	application	application	NOUN
easat-9644	117	5	layer	layer	NOUN
easat-9644	117	6	leverages	leverage	VERB
easat-9644	117	7	the	the	DET
easat-9644	117	8	knowledge	knowledge	NOUN
easat-9644	117	9	graph	graph	NOUN
easat-9644	117	10	's	's	PART
easat-9644	117	11	capabilities	capability	NOUN
easat-9644	117	12	for	for	ADP
easat-9644	117	13	various	various	ADJ
easat-9644	117	14	use	use	NOUN
easat-9644	117	15	cases	case	NOUN
easat-9644	117	16	.	.	PUNCT
easat-9644	118	1	from	from	ADP
easat-9644	118	2	powering	power	VERB
easat-9644	118	3	semantic	semantic	ADJ
easat-9644	118	4	search	search	NOUN
easat-9644	118	5	engines	engine	NOUN
easat-9644	118	6	and	and	CCONJ
easat-9644	118	7	recommendation	recommendation	NOUN
easat-9644	118	8	systems	system	NOUN
easat-9644	118	9	to	to	ADP
easat-9644	118	10	aiding	aid	VERB
easat-9644	118	11	in	in	ADP
easat-9644	118	12	natural	natural	ADJ
easat-9644	118	13	language	language	NOUN
easat-9644	118	14	understanding	understanding	NOUN
easat-9644	118	15	and	and	CCONJ
easat-9644	118	16	decision	decision	NOUN
easat-9644	118	17	support	support	NOUN
easat-9644	118	18	,	,	PUNCT
easat-9644	118	19	this	this	DET
easat-9644	118	20	layer	layer	NOUN
easat-9644	118	21	translates	translate	VERB
easat-9644	118	22	the	the	DET
easat-9644	118	23	graph	graph	NOUN
easat-9644	118	24	's	's	PART
easat-9644	118	25	potential	potential	NOUN
easat-9644	118	26	into	into	ADP
easat-9644	118	27	tangible	tangible	ADJ
easat-9644	118	28	benefits	benefit	NOUN
easat-9644	118	29	for	for	ADP
easat-9644	118	30	users	user	NOUN
easat-9644	118	31	.	.	PUNCT
easat-9644	119	1	3.1	3.1	NUM
easat-9644	119	2	.	.	PUNCT
easat-9644	119	3	kg	kg	PROPN
easat-9644	119	4	construction	construction	NOUN
easat-9644	119	5	processes	process	NOUN
easat-9644	119	6	and	and	CCONJ
easat-9644	119	7	phases	phase	VERB
easat-9644	119	8	knowledge	knowledge	NOUN
easat-9644	119	9	graphs	graph	NOUN
easat-9644	119	10	can	can	AUX
easat-9644	119	11	be	be	AUX
easat-9644	119	12	developed	develop	VERB
easat-9644	119	13	using	use	VERB
easat-9644	119	14	either	either	CCONJ
easat-9644	119	15	top	top	ADJ
easat-9644	119	16	-	-	PUNCT
easat-9644	119	17	down	down	NOUN
easat-9644	119	18	or	or	CCONJ
easat-9644	119	19	bottom	bottom	ADJ
easat-9644	119	20	-	-	PUNCT
easat-9644	119	21	up	up	ADP
easat-9644	119	22	approaches	approach	NOUN
easat-9644	119	23	[	[	X
easat-9644	119	24	35	35	NUM
easat-9644	119	25	,	,	PUNCT
easat-9644	119	26	43	43	NUM
easat-9644	119	27	]	]	PUNCT
easat-9644	119	28	.	.	PUNCT
easat-9644	120	1	the	the	DET
easat-9644	120	2	top	top	ADJ
easat-9644	120	3	-	-	PUNCT
easat-9644	120	4	down	down	ADP
easat-9644	120	5	approach	approach	NOUN
easat-9644	120	6	involves	involve	VERB
easat-9644	120	7	conceptualizing	conceptualize	VERB
easat-9644	120	8	the	the	DET
easat-9644	120	9	domain	domain	NOUN
easat-9644	120	10	and	and	CCONJ
easat-9644	120	11	refining	refine	VERB
easat-9644	120	12	it	it	PRON
easat-9644	120	13	into	into	ADP
easat-9644	120	14	a	a	DET
easat-9644	120	15	detailed	detailed	ADJ
easat-9644	120	16	representation	representation	NOUN
easat-9644	120	17	of	of	ADP
easat-9644	120	18	entities	entity	NOUN
easat-9644	120	19	and	and	CCONJ
easat-9644	120	20	their	their	PRON
easat-9644	120	21	relationships	relationship	NOUN
easat-9644	120	22	,	,	PUNCT
easat-9644	120	23	aligning	align	VERB
easat-9644	120	24	with	with	ADP
easat-9644	120	25	w3c	w3c	NOUN
easat-9644	120	26	standards	standard	NOUN
easat-9644	120	27	and	and	CCONJ
easat-9644	120	28	meeting	meet	VERB
easat-9644	120	29	specific	specific	ADJ
easat-9644	120	30	research	research	NOUN
easat-9644	120	31	needs	need	NOUN
easat-9644	120	32	.	.	PUNCT
easat-9644	121	1	this	this	DET
easat-9644	121	2	process	process	NOUN
easat-9644	121	3	includes	include	VERB
easat-9644	121	4	defining	define	VERB
easat-9644	121	5	the	the	DET
easat-9644	121	6	subject	subject	ADJ
easat-9644	121	7	domain	domain	NOUN
easat-9644	121	8	,	,	PUNCT
easat-9644	121	9	developing	develop	VERB
easat-9644	121	10	a	a	DET
easat-9644	121	11	conceptual	conceptual	ADJ
easat-9644	121	12	model	model	NOUN
easat-9644	121	13	,	,	PUNCT
easat-9644	121	14	creating	create	VERB
easat-9644	121	15	logical	logical	ADJ
easat-9644	121	16	and	and	CCONJ
easat-9644	121	17	physical	physical	ADJ
easat-9644	121	18	models	model	NOUN
easat-9644	121	19	,	,	PUNCT
easat-9644	121	20	selecting	select	VERB
easat-9644	121	21	appropriate	appropriate	ADJ
easat-9644	121	22	programming	programming	NOUN
easat-9644	121	23	languages	language	NOUN
easat-9644	121	24	,	,	PUNCT
easat-9644	121	25	and	and	CCONJ
easat-9644	121	26	deploying	deploy	VERB
easat-9644	121	27	the	the	DET
easat-9644	121	28	knowledge	knowledge	NOUN
easat-9644	121	29	graph	graph	NOUN
easat-9644	121	30	as	as	ADP
easat-9644	121	31	an	an	DET
easat-9644	121	32	application	application	NOUN
easat-9644	121	33	or	or	CCONJ
easat-9644	121	34	service	service	NOUN
easat-9644	122	1	[	[	X
easat-9644	122	2	43	43	NUM
easat-9644	122	3	]	]	PUNCT
easat-9644	122	4	.	.	PUNCT
easat-9644	123	1	the	the	DET
easat-9644	123	2	ontology	ontology	NOUN
easat-9644	123	3	(	(	PUNCT
easat-9644	123	4	or	or	CCONJ
easat-9644	123	5	data	datum	NOUN
easat-9644	123	6	schema	schema	NOUN
easat-9644	123	7	)	)	PUNCT
easat-9644	123	8	is	be	AUX
easat-9644	123	9	defined	define	VERB
easat-9644	123	10	first	first	ADV
easat-9644	123	11	,	,	PUNCT
easat-9644	123	12	and	and	CCONJ
easat-9644	123	13	knowledge	knowledge	NOUN
easat-9644	123	14	is	be	AUX
easat-9644	123	15	extracted	extract	VERB
easat-9644	123	16	based	base	VERB
easat-9644	123	17	on	on	ADP
easat-9644	123	18	the	the	DET
easat-9644	123	19	ontology	ontology	NOUN
easat-9644	123	20	.	.	PUNCT
easat-9644	124	1	the	the	DET
easat-9644	124	2	bottom	bottom	ADJ
easat-9644	124	3	-	-	PUNCT
easat-9644	124	4	up	up	ADP
easat-9644	124	5	approach	approach	NOUN
easat-9644	124	6	leverages	leverage	NOUN
easat-9644	124	7	existing	exist	VERB
easat-9644	124	8	data	datum	NOUN
easat-9644	124	9	sources	source	NOUN
easat-9644	124	10	like	like	ADP
easat-9644	124	11	literature	literature	NOUN
easat-9644	124	12	and	and	CCONJ
easat-9644	124	13	crowd	crowd	NOUN
easat-9644	124	14	-	-	PUNCT
easat-9644	124	15	sourced	source	VERB
easat-9644	124	16	information	information	NOUN
easat-9644	124	17	to	to	PART
easat-9644	124	18	create	create	VERB
easat-9644	124	19	the	the	DET
easat-9644	124	20	kg	kg	NOUN
easat-9644	124	21	.	.	PUNCT
easat-9644	125	1	this	this	DET
easat-9644	125	2	method	method	NOUN
easat-9644	125	3	effectively	effectively	ADV
easat-9644	125	4	analyzes	analyze	VERB
easat-9644	125	5	large	large	ADJ
easat-9644	125	6	volumes	volume	NOUN
easat-9644	125	7	of	of	ADP
easat-9644	125	8	unstructured	unstructured	ADJ
easat-9644	125	9	or	or	CCONJ
easat-9644	125	10	semi	semi	ADJ
easat-9644	125	11	-	-	ADJ
easat-9644	125	12	structured	structured	ADJ
easat-9644	125	13	data	datum	NOUN
easat-9644	125	14	,	,	PUNCT
easat-9644	125	15	revealing	reveal	VERB
easat-9644	125	16	patterns	pattern	NOUN
easat-9644	125	17	and	and	CCONJ
easat-9644	125	18	relationships	relationship	NOUN
easat-9644	125	19	that	that	PRON
easat-9644	125	20	may	may	AUX
easat-9644	125	21	not	not	PART
easat-9644	125	22	be	be	AUX
easat-9644	125	23	immediately	immediately	ADV
easat-9644	125	24	apparent	apparent	ADJ
easat-9644	125	25	through	through	ADP
easat-9644	125	26	traditional	traditional	ADJ
easat-9644	125	27	methods	method	NOUN
easat-9644	125	28	.	.	PUNCT
easat-9644	126	1	as	as	ADP
easat-9644	126	2	such	such	ADJ
easat-9644	126	3	,	,	PUNCT
easat-9644	126	4	the	the	DET
easat-9644	126	5	kg	kg	NOUN
easat-9644	126	6	reflects	reflect	VERB
easat-9644	126	7	the	the	DET
easat-9644	126	8	complexities	complexity	NOUN
easat-9644	126	9	of	of	ADP
easat-9644	126	10	the	the	DET
easat-9644	126	11	1469	1469	NUM
easat-9644	126	12	edelweiss	edelweiss	PROPN
easat-9644	126	13	applied	apply	VERB
easat-9644	126	14	science	science	NOUN
easat-9644	126	15	and	and	CCONJ
easat-9644	126	16	technology	technology	NOUN
easat-9644	126	17	issn	issn	PROPN
easat-9644	126	18	:	:	PUNCT
easat-9644	126	19	2576	2576	NUM
easat-9644	126	20	-	-	SYM
easat-9644	126	21	8484	8484	NUM
easat-9644	126	22	vol	vol	NOUN
easat-9644	126	23	.	.	PROPN
easat-9644	127	1	9	9	NUM
easat-9644	127	2	,	,	PUNCT
easat-9644	127	3	no	no	INTJ
easat-9644	127	4	.	.	NOUN
easat-9644	127	5	8	8	NUM
easat-9644	127	6	:	:	SYM
easat-9644	127	7	1464	1464	NUM
easat-9644	127	8	-	-	SYM
easat-9644	127	9	1497	1497	NUM
easat-9644	127	10	,	,	PUNCT
easat-9644	127	11	2025	2025	NUM
easat-9644	127	12	doi	doi	NOUN
easat-9644	127	13	:	:	PUNCT
easat-9644	127	14	10.55214/2576	10.55214/2576	NUM
easat-9644	127	15	-	-	NUM
easat-9644	127	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	127	17	©	©	PROPN
easat-9644	127	18	2025	2025	NUM
easat-9644	127	19	by	by	ADP
easat-9644	127	20	the	the	DET
easat-9644	127	21	authors	author	NOUN
easat-9644	127	22	;	;	PUNCT
easat-9644	127	23	licensee	licensee	PROPN
easat-9644	127	24	learning	learn	VERB
easat-9644	127	25	gate	gate	NOUN
easat-9644	127	26	domain	domain	NOUN
easat-9644	127	27	being	be	AUX
easat-9644	127	28	represented	represent	VERB
easat-9644	127	29	[	[	X
easat-9644	127	30	35	35	NUM
easat-9644	127	31	,	,	PUNCT
easat-9644	127	32	43	43	NUM
easat-9644	127	33	]	]	PUNCT
easat-9644	127	34	.	.	PUNCT
easat-9644	128	1	some	some	DET
easat-9644	128	2	research	research	NOUN
easat-9644	128	3	works	work	NOUN
easat-9644	128	4	,	,	PUNCT
easat-9644	128	5	such	such	ADJ
easat-9644	128	6	as	as	ADP
easat-9644	128	7	those	those	PRON
easat-9644	128	8	reported	report	VERB
easat-9644	128	9	byhu	byhu	ADJ
easat-9644	128	10	,	,	PUNCT
easat-9644	128	11	et	et	PROPN
easat-9644	128	12	al	al	PROPN
easat-9644	128	13	.	.	PUNCT
easat-9644	129	1	[	[	X
easat-9644	129	2	44	44	NUM
easat-9644	129	3	]	]	PUNCT
easat-9644	129	4	and	and	CCONJ
easat-9644	129	5	zhang	zhang	PROPN
easat-9644	129	6	,	,	PUNCT
easat-9644	129	7	et	et	PROPN
easat-9644	129	8	al	al	PROPN
easat-9644	129	9	.	.	PUNCT
easat-9644	130	1	[	[	X
easat-9644	130	2	45	45	NUM
easat-9644	130	3	]	]	PUNCT
easat-9644	130	4	combined	combine	VERB
easat-9644	130	5	both	both	CCONJ
easat-9644	130	6	top	top	ADJ
easat-9644	130	7	-	-	PUNCT
easat-9644	130	8	down	down	NOUN
easat-9644	130	9	and	and	CCONJ
easat-9644	130	10	bottom	bottom	ADJ
easat-9644	130	11	-	-	PUNCT
easat-9644	130	12	up	up	ADP
easat-9644	130	13	strategies	strategy	NOUN
easat-9644	130	14	for	for	ADP
easat-9644	130	15	ontology	ontology	NOUN
easat-9644	130	16	mapping	mapping	NOUN
easat-9644	130	17	,	,	PUNCT
easat-9644	130	18	leveraging	leverage	VERB
easat-9644	130	19	the	the	DET
easat-9644	130	20	strengths	strength	NOUN
easat-9644	130	21	of	of	ADP
easat-9644	130	22	both	both	DET
easat-9644	130	23	approaches	approach	NOUN
easat-9644	130	24	.	.	PUNCT
easat-9644	131	1	figure	figure	NOUN
easat-9644	131	2	2	2	NUM
easat-9644	131	3	.	.	PUNCT
easat-9644	131	4	slr	slr	NOUN
easat-9644	131	5	paper	paper	NOUN
easat-9644	131	6	screening	screening	NOUN
easat-9644	131	7	and	and	CCONJ
easat-9644	131	8	selection	selection	NOUN
easat-9644	131	9	using	use	VERB
easat-9644	131	10	the	the	DET
easat-9644	131	11	prisma	prisma	PROPN
easat-9644	131	12	model	model	NOUN
easat-9644	131	13	page	page	NOUN
easat-9644	131	14	,	,	PUNCT
easat-9644	131	15	et	et	PROPN
easat-9644	131	16	al	al	PROPN
easat-9644	131	17	.	.	PUNCT
easat-9644	132	1	[	[	X
easat-9644	132	2	46	46	NUM
easat-9644	132	3	]	]	SYM
easat-9644	132	4	.	.	PUNCT
easat-9644	133	1	1470	1470	NUM
easat-9644	133	2	edelweiss	edelweiss	PROPN
easat-9644	133	3	applied	apply	VERB
easat-9644	133	4	science	science	NOUN
easat-9644	133	5	and	and	CCONJ
easat-9644	133	6	technology	technology	NOUN
easat-9644	133	7	issn	issn	PROPN
easat-9644	133	8	:	:	PUNCT
easat-9644	133	9	2576	2576	NUM
easat-9644	133	10	-	-	SYM
easat-9644	133	11	8484	8484	NUM
easat-9644	133	12	vol	vol	NOUN
easat-9644	133	13	.	.	PROPN
easat-9644	134	1	9	9	NUM
easat-9644	134	2	,	,	PUNCT
easat-9644	134	3	no	no	INTJ
easat-9644	134	4	.	.	NOUN
easat-9644	134	5	8	8	NUM
easat-9644	134	6	:	:	SYM
easat-9644	134	7	1464	1464	NUM
easat-9644	134	8	-	-	SYM
easat-9644	134	9	1497	1497	NUM
easat-9644	134	10	,	,	PUNCT
easat-9644	134	11	2025	2025	NUM
easat-9644	134	12	doi	doi	NOUN
easat-9644	134	13	:	:	PUNCT
easat-9644	134	14	10.55214/2576	10.55214/2576	NUM
easat-9644	134	15	-	-	NUM
easat-9644	134	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	134	17	©	©	PROPN
easat-9644	134	18	2025	2025	NUM
easat-9644	134	19	by	by	ADP
easat-9644	134	20	the	the	DET
easat-9644	134	21	authors	author	NOUN
easat-9644	134	22	;	;	PUNCT
easat-9644	134	23	licensee	licensee	PROPN
easat-9644	134	24	learning	learn	VERB
easat-9644	134	25	gate	gate	PROPN
easat-9644	134	26	figure	figure	NOUN
easat-9644	134	27	3	3	NUM
easat-9644	134	28	.	.	PUNCT
easat-9644	134	29	multilayer	multilayer	ADJ
easat-9644	134	30	architecture	architecture	NOUN
easat-9644	134	31	of	of	ADP
easat-9644	134	32	kg	kg	PROPN
easat-9644	134	33	.	.	PROPN
easat-9644	134	34	1471	1471	NUM
easat-9644	134	35	edelweiss	edelweiss	PROPN
easat-9644	134	36	applied	apply	VERB
easat-9644	134	37	science	science	NOUN
easat-9644	134	38	and	and	CCONJ
easat-9644	134	39	technology	technology	NOUN
easat-9644	134	40	issn	issn	PROPN
easat-9644	134	41	:	:	PUNCT
easat-9644	134	42	2576	2576	NUM
easat-9644	134	43	-	-	SYM
easat-9644	134	44	8484	8484	NUM
easat-9644	134	45	vol	vol	NOUN
easat-9644	134	46	.	.	PROPN
easat-9644	135	1	9	9	NUM
easat-9644	135	2	,	,	PUNCT
easat-9644	135	3	no	no	INTJ
easat-9644	135	4	.	.	NOUN
easat-9644	135	5	8	8	NUM
easat-9644	135	6	:	:	SYM
easat-9644	135	7	1464	1464	NUM
easat-9644	135	8	-	-	SYM
easat-9644	135	9	1497	1497	NUM
easat-9644	135	10	,	,	PUNCT
easat-9644	135	11	2025	2025	NUM
easat-9644	135	12	doi	doi	NOUN
easat-9644	135	13	:	:	PUNCT
easat-9644	135	14	10.55214/2576	10.55214/2576	NUM
easat-9644	135	15	-	-	NUM
easat-9644	135	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	135	17	©	©	PROPN
easat-9644	135	18	2025	2025	NUM
easat-9644	135	19	by	by	ADP
easat-9644	135	20	the	the	DET
easat-9644	135	21	authors	author	NOUN
easat-9644	135	22	;	;	PUNCT
easat-9644	135	23	licensee	licensee	PROPN
easat-9644	135	24	learning	learning	NOUN
easat-9644	135	25	gate	gate	NOUN
easat-9644	135	26	aside	aside	ADV
easat-9644	135	27	from	from	ADP
easat-9644	135	28	a	a	DET
easat-9644	135	29	kg	kg	NOUN
easat-9644	135	30	top	top	ADJ
easat-9644	135	31	-	-	PUNCT
easat-9644	135	32	down	down	NOUN
easat-9644	135	33	,	,	PUNCT
easat-9644	135	34	bottom	bottom	NOUN
easat-9644	135	35	-	-	PUNCT
easat-9644	135	36	up	up	NOUN
easat-9644	135	37	,	,	PUNCT
easat-9644	135	38	or	or	CCONJ
easat-9644	135	39	hybrid	hybrid	ADJ
easat-9644	135	40	development	development	NOUN
easat-9644	135	41	approach	approach	NOUN
easat-9644	135	42	,	,	PUNCT
easat-9644	135	43	the	the	DET
easat-9644	135	44	architecture	architecture	NOUN
easat-9644	135	45	of	of	ADP
easat-9644	135	46	a	a	DET
easat-9644	135	47	kg	kg	NOUN
easat-9644	135	48	also	also	ADV
easat-9644	135	49	encompasses	encompass	VERB
easat-9644	135	50	the	the	DET
easat-9644	135	51	models	model	NOUN
easat-9644	135	52	or	or	CCONJ
easat-9644	135	53	algorithms	algorithm	NOUN
easat-9644	135	54	behind	behind	ADP
easat-9644	135	55	each	each	DET
easat-9644	135	56	step	step	NOUN
easat-9644	135	57	of	of	ADP
easat-9644	135	58	the	the	DET
easat-9644	135	59	construction	construction	NOUN
easat-9644	135	60	methods	method	NOUN
easat-9644	135	61	and	and	CCONJ
easat-9644	135	62	corresponding	corresponding	ADJ
easat-9644	135	63	models	model	NOUN
easat-9644	135	64	.	.	PUNCT
easat-9644	136	1	the	the	DET
easat-9644	136	2	choice	choice	NOUN
easat-9644	136	3	of	of	ADP
easat-9644	136	4	the	the	DET
easat-9644	136	5	model	model	NOUN
easat-9644	136	6	is	be	AUX
easat-9644	136	7	dependent	dependent	ADJ
easat-9644	136	8	on	on	ADP
easat-9644	136	9	the	the	DET
easat-9644	136	10	methodology	methodology	NOUN
easat-9644	136	11	behind	behind	ADP
easat-9644	136	12	the	the	DET
easat-9644	136	13	design	design	NOUN
easat-9644	136	14	and	and	CCONJ
easat-9644	136	15	development	development	NOUN
easat-9644	136	16	.	.	PUNCT
easat-9644	137	1	details	detail	NOUN
easat-9644	137	2	on	on	ADP
easat-9644	137	3	the	the	DET
easat-9644	137	4	state	state	NOUN
easat-9644	137	5	-	-	PUNCT
easat-9644	137	6	of	of	ADP
easat-9644	137	7	-	-	PUNCT
easat-9644	137	8	the	the	DET
easat-9644	137	9	-	-	PUNCT
easat-9644	137	10	art	art	NOUN
easat-9644	137	11	construction	construction	NOUN
easat-9644	137	12	models	model	NOUN
easat-9644	137	13	are	be	AUX
easat-9644	137	14	summarized	summarize	VERB
easat-9644	137	15	in	in	ADP
easat-9644	137	16	section	section	NOUN
easat-9644	137	17	5	5	NUM
easat-9644	137	18	.	.	PUNCT
easat-9644	138	1	however	however	ADV
easat-9644	138	2	,	,	PUNCT
easat-9644	138	3	regardless	regardless	ADV
easat-9644	138	4	of	of	ADP
easat-9644	138	5	the	the	DET
easat-9644	138	6	method	method	NOUN
easat-9644	138	7	behind	behind	ADP
easat-9644	138	8	the	the	DET
easat-9644	138	9	construction	construction	NOUN
easat-9644	138	10	of	of	ADP
easat-9644	138	11	a	a	DET
easat-9644	138	12	knowledge	knowledge	NOUN
easat-9644	138	13	graph	graph	NOUN
easat-9644	138	14	(	(	PUNCT
easat-9644	138	15	kg	kg	PROPN
easat-9644	138	16	)	)	PUNCT
easat-9644	138	17	,	,	PUNCT
easat-9644	138	18	the	the	DET
easat-9644	138	19	phases	phase	NOUN
easat-9644	138	20	or	or	CCONJ
easat-9644	138	21	stages	stage	NOUN
easat-9644	138	22	,	,	PUNCT
easat-9644	138	23	summarized	summarize	VERB
easat-9644	138	24	in	in	ADP
easat-9644	138	25	table	table	NOUN
easat-9644	138	26	1	1	NUM
easat-9644	138	27	,	,	PUNCT
easat-9644	138	28	include	include	VERB
easat-9644	138	29	the	the	DET
easat-9644	138	30	planning	planning	NOUN
easat-9644	138	31	and	and	CCONJ
easat-9644	138	32	design	design	NOUN
easat-9644	138	33	phase	phase	NOUN
easat-9644	138	34	,	,	PUNCT
easat-9644	138	35	followed	follow	VERB
easat-9644	138	36	by	by	ADP
easat-9644	138	37	data	datum	NOUN
easat-9644	138	38	or	or	CCONJ
easat-9644	138	39	knowledge	knowledge	NOUN
easat-9644	138	40	acquisition	acquisition	NOUN
easat-9644	138	41	,	,	PUNCT
easat-9644	138	42	then	then	ADV
easat-9644	138	43	entity	entity	NOUN
easat-9644	138	44	recognition	recognition	NOUN
easat-9644	138	45	and	and	CCONJ
easat-9644	138	46	extraction	extraction	NOUN
easat-9644	138	47	,	,	PUNCT
easat-9644	138	48	relation	relation	NOUN
easat-9644	138	49	and	and	CCONJ
easat-9644	138	50	attributes	attribute	VERB
easat-9644	138	51	extraction	extraction	NOUN
easat-9644	138	52	,	,	PUNCT
easat-9644	138	53	knowledge	knowledge	NOUN
easat-9644	138	54	embedding	embed	VERB
easat-9644	138	55	and	and	CCONJ
easat-9644	138	56	fusion	fusion	NOUN
easat-9644	138	57	.	.	PUNCT
easat-9644	139	1	the	the	DET
easat-9644	139	2	kg	kg	PROPN
easat-9644	139	3	is	be	AUX
easat-9644	139	4	then	then	ADV
easat-9644	139	5	validated	validate	VERB
easat-9644	139	6	,	,	PUNCT
easat-9644	139	7	and	and	CCONJ
easat-9644	139	8	the	the	DET
easat-9644	139	9	quality	quality	NOUN
easat-9644	139	10	is	be	AUX
easat-9644	139	11	checked	check	VERB
easat-9644	139	12	for	for	ADP
easat-9644	139	13	refinement	refinement	NOUN
easat-9644	139	14	.	.	PUNCT
easat-9644	140	1	finally	finally	ADV
easat-9644	140	2	,	,	PUNCT
easat-9644	140	3	the	the	DET
easat-9644	140	4	kg	kg	PROPN
easat-9644	140	5	is	be	AUX
easat-9644	140	6	deployed	deploy	VERB
easat-9644	140	7	,	,	PUNCT
easat-9644	140	8	maintained	maintain	VERB
easat-9644	140	9	,	,	PUNCT
easat-9644	140	10	and	and	CCONJ
easat-9644	140	11	updated	update	VERB
easat-9644	140	12	regularly	regularly	ADV
easat-9644	140	13	.	.	PUNCT
easat-9644	141	1	each	each	DET
easat-9644	141	2	phase	phase	NOUN
easat-9644	141	3	of	of	ADP
easat-9644	141	4	kg	kg	PROPN
easat-9644	141	5	development	development	NOUN
easat-9644	141	6	has	have	VERB
easat-9644	141	7	multiple	multiple	ADJ
easat-9644	141	8	steps	step	NOUN
easat-9644	141	9	or	or	CCONJ
easat-9644	141	10	tasks	task	NOUN
easat-9644	141	11	,	,	PUNCT
easat-9644	141	12	and	and	CCONJ
easat-9644	141	13	the	the	DET
easat-9644	141	14	specific	specific	ADJ
easat-9644	141	15	activities	activity	NOUN
easat-9644	141	16	will	will	AUX
easat-9644	141	17	vary	vary	VERB
easat-9644	141	18	depending	depend	VERB
easat-9644	141	19	on	on	ADP
easat-9644	141	20	the	the	DET
easat-9644	141	21	kg	kg	PROPN
easat-9644	141	22	construction	construction	NOUN
easat-9644	141	23	project	project	NOUN
easat-9644	141	24	's	's	PART
easat-9644	141	25	scope	scope	NOUN
easat-9644	141	26	,	,	PUNCT
easat-9644	141	27	goals	goal	NOUN
easat-9644	141	28	,	,	PUNCT
easat-9644	141	29	and	and	CCONJ
easat-9644	141	30	methodology	methodology	NOUN
easat-9644	141	31	.	.	PUNCT
easat-9644	142	1	4	4	X
easat-9644	142	2	.	.	X
easat-9644	142	3	results	result	VERB
easat-9644	142	4	this	this	DET
easat-9644	142	5	section	section	NOUN
easat-9644	142	6	summarizes	summarize	VERB
easat-9644	142	7	the	the	DET
easat-9644	142	8	identified	identify	VERB
easat-9644	142	9	knowledge	knowledge	NOUN
easat-9644	142	10	graphs	graph	NOUN
easat-9644	142	11	used	use	VERB
easat-9644	142	12	for	for	ADP
easat-9644	142	13	teaching	teaching	NOUN
easat-9644	142	14	and	and	CCONJ
easat-9644	142	15	learning	learning	NOUN
easat-9644	142	16	,	,	PUNCT
easat-9644	142	17	the	the	DET
easat-9644	142	18	classification	classification	NOUN
easat-9644	142	19	of	of	ADP
easat-9644	142	20	their	their	PRON
easat-9644	142	21	specific	specific	ADJ
easat-9644	142	22	purposes	purpose	NOUN
easat-9644	142	23	,	,	PUNCT
easat-9644	142	24	the	the	DET
easat-9644	142	25	architecture	architecture	NOUN
easat-9644	142	26	,	,	PUNCT
easat-9644	142	27	evaluation	evaluation	NOUN
easat-9644	142	28	methods	method	NOUN
easat-9644	142	29	,	,	PUNCT
easat-9644	142	30	and	and	CCONJ
easat-9644	142	31	limitations	limitation	NOUN
easat-9644	142	32	.	.	PUNCT
easat-9644	143	1	in	in	ADP
easat-9644	143	2	the	the	DET
easat-9644	143	3	context	context	NOUN
easat-9644	143	4	of	of	ADP
easat-9644	143	5	kg	kg	NOUN
easat-9644	143	6	use	use	NOUN
easat-9644	143	7	in	in	ADP
easat-9644	143	8	teaching	teaching	NOUN
easat-9644	143	9	and	and	CCONJ
easat-9644	143	10	learning	learning	NOUN
easat-9644	143	11	,	,	PUNCT
easat-9644	143	12	seven	seven	NUM
easat-9644	143	13	primary	primary	ADJ
easat-9644	143	14	pedagogical	pedagogical	ADJ
easat-9644	143	15	tasks	task	NOUN
easat-9644	143	16	were	be	AUX
easat-9644	143	17	identified	identify	VERB
easat-9644	143	18	for	for	ADP
easat-9644	143	19	which	which	PRON
easat-9644	143	20	kgs	kg	NOUN
easat-9644	143	21	are	be	AUX
easat-9644	143	22	utilized	utilize	VERB
easat-9644	143	23	:	:	PUNCT
easat-9644	143	24	recommendations	recommendation	NOUN
easat-9644	143	25	,	,	PUNCT
easat-9644	143	26	question	question	NOUN
easat-9644	143	27	answering	answering	NOUN
easat-9644	143	28	,	,	PUNCT
easat-9644	143	29	semantic	semantic	ADJ
easat-9644	143	30	search	search	NOUN
easat-9644	143	31	,	,	PUNCT
easat-9644	143	32	information	information	NOUN
easat-9644	143	33	extraction	extraction	NOUN
easat-9644	143	34	,	,	PUNCT
easat-9644	143	35	adaptive	adaptive	ADJ
easat-9644	143	36	learning	learning	NOUN
easat-9644	143	37	,	,	PUNCT
easat-9644	143	38	precision	precision	NOUN
easat-9644	143	39	teaching	teaching	NOUN
easat-9644	143	40	,	,	PUNCT
easat-9644	143	41	and	and	CCONJ
easat-9644	143	42	concept	concept	NOUN
easat-9644	143	43	mapping	mapping	NOUN
easat-9644	143	44	.	.	PUNCT
easat-9644	144	1	the	the	DET
easat-9644	144	2	specific	specific	ADJ
easat-9644	144	3	meaning	meaning	NOUN
easat-9644	144	4	or	or	CCONJ
easat-9644	144	5	purpose	purpose	NOUN
easat-9644	144	6	of	of	ADP
easat-9644	144	7	each	each	DET
easat-9644	144	8	teaching	teaching	NOUN
easat-9644	144	9	and	and	CCONJ
easat-9644	144	10	learning	learn	VERB
easat-9644	144	11	task	task	NOUN
easat-9644	144	12	is	be	AUX
easat-9644	144	13	summarized	summarize	VERB
easat-9644	144	14	in	in	ADP
easat-9644	144	15	table	table	NOUN
easat-9644	144	16	2	2	NUM
easat-9644	144	17	,	,	PUNCT
easat-9644	144	18	while	while	SCONJ
easat-9644	144	19	the	the	DET
easat-9644	144	20	mind	mind	NOUN
easat-9644	144	21	map	map	NOUN
easat-9644	144	22	and	and	CCONJ
easat-9644	144	23	distributions	distribution	NOUN
easat-9644	144	24	are	be	AUX
easat-9644	144	25	illustrated	illustrate	VERB
easat-9644	144	26	in	in	ADP
easat-9644	144	27	figure	figure	NOUN
easat-9644	144	28	4	4	NUM
easat-9644	144	29	and	and	CCONJ
easat-9644	144	30	figure	figure	VERB
easat-9644	144	31	5	5	NUM
easat-9644	144	32	,	,	PUNCT
easat-9644	144	33	respectively	respectively	ADV
easat-9644	144	34	.	.	PUNCT
easat-9644	145	1	table	table	NOUN
easat-9644	145	2	1	1	NUM
easat-9644	145	3	.	.	PUNCT
easat-9644	145	4	phases	phase	NOUN
easat-9644	145	5	of	of	ADP
easat-9644	145	6	kg	kg	PROPN
easat-9644	145	7	construction	construction	NOUN
easat-9644	145	8	with	with	ADP
easat-9644	145	9	the	the	DET
easat-9644	145	10	respective	respective	ADJ
easat-9644	145	11	actions	action	NOUN
easat-9644	145	12	and	and	CCONJ
easat-9644	145	13	deliverables	deliverable	NOUN
easat-9644	145	14	.	.	PUNCT
easat-9644	146	1	s	s	X
easat-9644	146	2	/	/	SYM
easat-9644	146	3	n	n	NOUN
easat-9644	146	4	phases	phase	NOUN
easat-9644	146	5	actions	action	NOUN
easat-9644	146	6	and	and	CCONJ
easat-9644	146	7	deliverables	deliverable	NOUN
easat-9644	146	8	1	1	NUM
easat-9644	146	9	.	.	PUNCT
easat-9644	146	10	planning	planning	NOUN
easat-9644	146	11	and	and	CCONJ
easat-9644	146	12	design	design	NOUN
easat-9644	146	13	define	define	VERB
easat-9644	146	14	the	the	DET
easat-9644	146	15	scope	scope	NOUN
easat-9644	146	16	and	and	CCONJ
easat-9644	146	17	goals	goal	NOUN
easat-9644	146	18	of	of	ADP
easat-9644	146	19	the	the	DET
easat-9644	146	20	kg	kg	NOUN
easat-9644	146	21	identify	identify	VERB
easat-9644	146	22	the	the	DET
easat-9644	146	23	target	target	NOUN
easat-9644	146	24	audience	audience	NOUN
easat-9644	146	25	and	and	CCONJ
easat-9644	146	26	use	use	VERB
easat-9644	146	27	cases	case	NOUN
easat-9644	146	28	determine	determine	VERB
easat-9644	146	29	the	the	DET
easat-9644	146	30	relevant	relevant	ADJ
easat-9644	146	31	domains	domain	NOUN
easat-9644	146	32	and	and	CCONJ
easat-9644	146	33	entities	entity	NOUN
easat-9644	146	34	to	to	PART
easat-9644	146	35	be	be	AUX
easat-9644	146	36	included	include	VERB
easat-9644	146	37	establish	establish	VERB
easat-9644	146	38	a	a	DET
easat-9644	146	39	data	data	NOUN
easat-9644	146	40	model	model	NOUN
easat-9644	146	41	and	and	CCONJ
easat-9644	146	42	governance	governance	NOUN
easat-9644	146	43	framework	framework	NOUN
easat-9644	146	44	for	for	ADP
easat-9644	146	45	the	the	DET
easat-9644	146	46	kg	kg	PROPN
easat-9644	146	47	2	2	NUM
easat-9644	146	48	.	.	PUNCT
easat-9644	146	49	data	datum	NOUN
easat-9644	146	50	acquisition	acquisition	NOUN
easat-9644	146	51	and	and	CCONJ
easat-9644	146	52	integration	integration	NOUN
easat-9644	146	53	identify	identify	VERB
easat-9644	146	54	and	and	CCONJ
easat-9644	146	55	collect	collect	VERB
easat-9644	146	56	relevant	relevant	ADJ
easat-9644	146	57	data	datum	NOUN
easat-9644	146	58	sources	source	NOUN
easat-9644	146	59	(	(	PUNCT
easat-9644	146	60	e.g.	e.g.	ADV
easat-9644	146	61	,	,	PUNCT
easat-9644	146	62	databases	database	NOUN
easat-9644	146	63	,	,	PUNCT
easat-9644	146	64	files	file	NOUN
easat-9644	146	65	,	,	PUNCT
easat-9644	146	66	web	web	NOUN
easat-9644	146	67	pages	page	NOUN
easat-9644	146	68	)	)	PUNCT
easat-9644	146	69	integrate	integrate	VERB
easat-9644	146	70	data	datum	NOUN
easat-9644	146	71	from	from	ADP
easat-9644	146	72	multiple	multiple	ADJ
easat-9644	146	73	sources	source	NOUN
easat-9644	146	74	into	into	ADP
easat-9644	146	75	a	a	DET
easat-9644	146	76	unified	unified	ADJ
easat-9644	146	77	format	format	NOUN
easat-9644	146	78	handle	handle	VERB
easat-9644	146	79	data	datum	NOUN
easat-9644	146	80	quality	quality	NOUN
easat-9644	146	81	issues	issue	NOUN
easat-9644	146	82	(	(	PUNCT
easat-9644	146	83	e.g.	e.g.	ADV
easat-9644	146	84	,	,	PUNCT
easat-9644	146	85	duplicates	duplicate	NOUN
easat-9644	146	86	,	,	PUNCT
easat-9644	146	87	missing	miss	VERB
easat-9644	146	88	values	value	NOUN
easat-9644	146	89	)	)	PUNCT
easat-9644	146	90	transform	transform	VERB
easat-9644	146	91	and	and	CCONJ
easat-9644	146	92	normalize	normalize	VERB
easat-9644	146	93	data	datum	NOUN
easat-9644	146	94	into	into	ADP
easat-9644	146	95	a	a	DET
easat-9644	146	96	suitable	suitable	ADJ
easat-9644	146	97	format	format	NOUN
easat-9644	146	98	for	for	ADP
easat-9644	146	99	the	the	DET
easat-9644	146	100	kg	kg	PROPN
easat-9644	146	101	3	3	NUM
easat-9644	146	102	.	.	PUNCT
easat-9644	146	103	entity	entity	NOUN
easat-9644	146	104	recognition	recognition	NOUN
easat-9644	146	105	and	and	CCONJ
easat-9644	146	106	disambiguation	disambiguation	NOUN
easat-9644	146	107	identify	identify	VERB
easat-9644	146	108	and	and	CCONJ
easat-9644	146	109	extract	extract	VERB
easat-9644	146	110	the	the	DET
easat-9644	146	111	required	require	VERB
easat-9644	146	112	entities	entity	NOUN
easat-9644	146	113	from	from	ADP
easat-9644	146	114	the	the	DET
easat-9644	146	115	collected	collect	VERB
easat-9644	146	116	data	datum	NOUN
easat-9644	146	117	disambiguate	disambiguate	ADJ
easat-9644	146	118	entities	entity	NOUN
easat-9644	146	119	with	with	ADP
easat-9644	146	120	similar	similar	ADJ
easat-9644	146	121	names	name	NOUN
easat-9644	146	122	or	or	CCONJ
easat-9644	146	123	identifiers	identifier	NOUN
easat-9644	146	124	assign	assign	VERB
easat-9644	146	125	unique	unique	ADJ
easat-9644	146	126	identifiers	identifier	NOUN
easat-9644	146	127	to	to	ADP
easat-9644	146	128	each	each	DET
easat-9644	146	129	entity	entity	NOUN
easat-9644	146	130	create	create	VERB
easat-9644	146	131	entity	entity	NOUN
easat-9644	146	132	profiles	profile	NOUN
easat-9644	146	133	with	with	ADP
easat-9644	146	134	relevant	relevant	ADJ
easat-9644	146	135	attributes	attribute	NOUN
easat-9644	146	136	and	and	CCONJ
easat-9644	146	137	relationships	relationship	NOUN
easat-9644	146	138	4	4	NUM
easat-9644	146	139	.	.	PUNCT
easat-9644	146	140	relation	relation	NOUN
easat-9644	146	141	,	,	PUNCT
easat-9644	146	142	attributes	attribute	VERB
easat-9644	146	143	extraction	extraction	NOUN
easat-9644	146	144	and	and	CCONJ
easat-9644	146	145	modeling	modeling	NOUN
easat-9644	146	146	extract	extract	NOUN
easat-9644	146	147	relationships	relationship	NOUN
easat-9644	146	148	between	between	ADP
easat-9644	146	149	entities	entity	NOUN
easat-9644	146	150	from	from	ADP
easat-9644	146	151	the	the	DET
easat-9644	146	152	collected	collect	VERB
easat-9644	146	153	data	data	NOUN
easat-9644	146	154	model	model	NOUN
easat-9644	146	155	relationships	relationship	NOUN
easat-9644	146	156	using	use	VERB
easat-9644	146	157	ontologies	ontology	NOUN
easat-9644	146	158	,	,	PUNCT
easat-9644	146	159	taxonomies	taxonomy	NOUN
easat-9644	146	160	,	,	PUNCT
easat-9644	146	161	or	or	CCONJ
easat-9644	146	162	other	other	ADJ
easat-9644	146	163	frameworks	framework	NOUN
easat-9644	146	164	define	define	VERB
easat-9644	146	165	relationship	relationship	NOUN
easat-9644	146	166	types	type	NOUN
easat-9644	146	167	and	and	CCONJ
easat-9644	146	168	properties	property	NOUN
easat-9644	146	169	(	(	PUNCT
easat-9644	146	170	e.g.	e.g.	ADV
easat-9644	146	171	,	,	PUNCT
easat-9644	146	172	symmetric	symmetric	ADJ
easat-9644	146	173	,	,	PUNCT
easat-9644	146	174	transitive	transitive	ADJ
easat-9644	146	175	,	,	PUNCT
easat-9644	146	176	hierarchical	hierarchical	ADJ
easat-9644	146	177	)	)	PUNCT
easat-9644	146	178	create	create	VERB
easat-9644	146	179	relationship	relationship	NOUN
easat-9644	146	180	instances	instance	NOUN
easat-9644	146	181	between	between	ADP
easat-9644	146	182	entities	entity	NOUN
easat-9644	146	183	5	5	NUM
easat-9644	146	184	.	.	PUNCT
easat-9644	147	1	knowledge	knowledge	NOUN
easat-9644	147	2	embedding	embed	VERB
easat-9644	147	3	and	and	CCONJ
easat-9644	147	4	fusion	fusion	NOUN
easat-9644	147	5	create	create	VERB
easat-9644	147	6	a	a	DET
easat-9644	147	7	graph	graph	NOUN
easat-9644	147	8	data	data	NOUN
easat-9644	147	9	structure	structure	NOUN
easat-9644	147	10	to	to	PART
easat-9644	147	11	represent	represent	VERB
easat-9644	147	12	the	the	DET
easat-9644	147	13	entities	entity	NOUN
easat-9644	147	14	and	and	CCONJ
easat-9644	147	15	relationships	relationship	NOUN
easat-9644	147	16	as	as	ADP
easat-9644	147	17	numerical	numerical	ADJ
easat-9644	147	18	vectors	vector	NOUN
easat-9644	147	19	in	in	ADP
easat-9644	147	20	a	a	DET
easat-9644	147	21	high	high	ADJ
easat-9644	147	22	-	-	PUNCT
easat-9644	147	23	dimensional	dimensional	ADJ
easat-9644	147	24	space	space	NOUN
easat-9644	147	25	.	.	PUNCT
easat-9644	148	1	use	use	VERB
easat-9644	148	2	graph	graph	NOUN
easat-9644	148	3	algorithms	algorithm	NOUN
easat-9644	148	4	to	to	PART
easat-9644	148	5	optimize	optimize	VERB
easat-9644	148	6	the	the	DET
easat-9644	148	7	graph	graph	NOUN
easat-9644	148	8	structure	structure	NOUN
easat-9644	148	9	and	and	CCONJ
easat-9644	148	10	reduce	reduce	VERB
easat-9644	148	11	complexity	complexity	NOUN
easat-9644	148	12	perform	perform	NOUN
easat-9644	148	13	graph	graph	NOUN
easat-9644	148	14	-	-	PUNCT
easat-9644	148	15	based	base	VERB
easat-9644	148	16	reasoning	reasoning	NOUN
easat-9644	148	17	and	and	CCONJ
easat-9644	148	18	inference	inference	NOUN
easat-9644	148	19	to	to	PART
easat-9644	148	20	derive	derive	VERB
easat-9644	148	21	new	new	ADJ
easat-9644	148	22	knowledge	knowledge	NOUN
easat-9644	148	23	6	6	NUM
easat-9644	148	24	.	.	PUNCT
easat-9644	148	25	validation	validation	NOUN
easat-9644	148	26	and	and	CCONJ
easat-9644	148	27	quality	quality	NOUN
easat-9644	148	28	assurance	assurance	NOUN
easat-9644	148	29	perform	perform	VERB
easat-9644	148	30	data	datum	NOUN
easat-9644	148	31	quality	quality	NOUN
easat-9644	148	32	checks	check	NOUN
easat-9644	148	33	and	and	CCONJ
easat-9644	148	34	handle	handle	VERB
easat-9644	148	35	errors	error	NOUN
easat-9644	148	36	or	or	CCONJ
easat-9644	148	37	inconsistencies	inconsistency	NOUN
easat-9644	148	38	evaluate	evaluate	VERB
easat-9644	148	39	the	the	DET
easat-9644	148	40	kg	kg	NOUN
easat-9644	148	41	against	against	ADP
easat-9644	148	42	relevant	relevant	ADJ
easat-9644	148	43	metrics	metric	NOUN
easat-9644	148	44	and	and	CCONJ
easat-9644	148	45	benchmarks	benchmark	NOUN
easat-9644	148	46	refine	refine	VERB
easat-9644	148	47	and	and	CCONJ
easat-9644	148	48	update	update	VERB
easat-9644	148	49	the	the	DET
easat-9644	148	50	kg	kg	NOUN
easat-9644	148	51	based	base	VERB
easat-9644	148	52	on	on	ADP
easat-9644	148	53	feedback	feedback	NOUN
easat-9644	148	54	and	and	CCONJ
easat-9644	148	55	evaluation	evaluation	NOUN
easat-9644	148	56	results	result	VERB
easat-9644	148	57	7	7	NUM
easat-9644	148	58	.	.	PUNCT
easat-9644	148	59	deployment	deployment	NOUN
easat-9644	148	60	and	and	CCONJ
easat-9644	148	61	maintenance	maintenance	NOUN
easat-9644	148	62	deploy	deploy	VERB
easat-9644	148	63	the	the	DET
easat-9644	148	64	kg	kg	NOUN
easat-9644	148	65	in	in	ADP
easat-9644	148	66	a	a	DET
easat-9644	148	67	suitable	suitable	ADJ
easat-9644	148	68	environment	environment	NOUN
easat-9644	148	69	(	(	PUNCT
easat-9644	148	70	e.g.	e.g.	ADV
easat-9644	148	71	,	,	PUNCT
easat-9644	148	72	database	database	NOUN
easat-9644	148	73	,	,	PUNCT
easat-9644	148	74	file	file	NOUN
easat-9644	148	75	system	system	NOUN
easat-9644	148	76	,	,	PUNCT
easat-9644	148	77	cloud	cloud	NOUN
easat-9644	148	78	)	)	PUNCT
easat-9644	148	79	develop	develop	VERB
easat-9644	148	80	real	real	ADJ
easat-9644	148	81	-	-	PUNCT
easat-9644	148	82	world	world	NOUN
easat-9644	148	83	applications	application	NOUN
easat-9644	148	84	and	and	CCONJ
easat-9644	148	85	interfaces	interface	NOUN
easat-9644	148	86	to	to	PART
easat-9644	148	87	interact	interact	VERB
easat-9644	148	88	with	with	ADP
easat-9644	148	89	the	the	DET
easat-9644	148	90	kg	kg	PROPN
easat-9644	148	91	monitor	monitor	NOUN
easat-9644	148	92	and	and	CCONJ
easat-9644	148	93	maintain	maintain	VERB
easat-9644	148	94	the	the	DET
easat-9644	148	95	kg	kg	NOUN
easat-9644	148	96	to	to	PART
easat-9644	148	97	ensure	ensure	VERB
easat-9644	148	98	data	datum	NOUN
easat-9644	148	99	freshness	freshness	NOUN
easat-9644	148	100	and	and	CCONJ
easat-9644	148	101	accuracy	accuracy	NOUN
easat-9644	148	102	update	update	NOUN
easat-9644	148	103	the	the	DET
easat-9644	148	104	kg	kg	NOUN
easat-9644	148	105	with	with	ADP
easat-9644	148	106	new	new	ADJ
easat-9644	148	107	data	datum	NOUN
easat-9644	148	108	and	and	CCONJ
easat-9644	148	109	knowledge	knowledge	NOUN
easat-9644	148	110	sources	source	NOUN
easat-9644	148	111	as	as	SCONJ
easat-9644	148	112	needed	need	VERB
easat-9644	148	113	8	8	NUM
easat-9644	148	114	.	.	PUNCT
easat-9644	149	1	evaluation	evaluation	NOUN
easat-9644	149	2	and	and	CCONJ
easat-9644	149	3	refining	refining	NOUN
easat-9644	149	4	continuously	continuously	ADV
easat-9644	149	5	evaluate	evaluate	VERB
easat-9644	149	6	the	the	DET
easat-9644	149	7	kg	kg	NOUN
easat-9644	149	8	against	against	ADP
easat-9644	149	9	relevant	relevant	ADJ
easat-9644	149	10	metrics	metric	NOUN
easat-9644	149	11	and	and	CCONJ
easat-9644	149	12	benchmark	benchmark	NOUN
easat-9644	149	13	define	define	NOUN
easat-9644	149	14	and	and	CCONJ
easat-9644	149	15	update	update	VERB
easat-9644	149	16	the	the	DET
easat-9644	149	17	kg	kg	NOUN
easat-9644	149	18	based	base	VERB
easat-9644	149	19	on	on	ADP
easat-9644	149	20	feedback	feedback	NOUN
easat-9644	149	21	and	and	CCONJ
easat-9644	149	22	evaluation	evaluation	NOUN
easat-9644	149	23	results	result	NOUN
easat-9644	149	24	identify	identify	VERB
easat-9644	149	25	areas	area	NOUN
easat-9644	149	26	for	for	ADP
easat-9644	149	27	improvement	improvement	NOUN
easat-9644	149	28	and	and	CCONJ
easat-9644	149	29	optimize	optimize	VERB
easat-9644	149	30	the	the	DET
easat-9644	149	31	kg	kg	NOUN
easat-9644	149	32	accordingly	accordingly	ADV
easat-9644	149	33	explore	explore	VERB
easat-9644	149	34	new	new	ADJ
easat-9644	149	35	use	use	NOUN
easat-9644	149	36	cases	case	NOUN
easat-9644	149	37	and	and	CCONJ
easat-9644	149	38	applications	application	NOUN
easat-9644	149	39	for	for	ADP
easat-9644	149	40	the	the	DET
easat-9644	149	41	kg	kg	PROPN
easat-9644	149	42	1472	1472	NUM
easat-9644	149	43	edelweiss	edelweiss	PROPN
easat-9644	149	44	applied	apply	VERB
easat-9644	149	45	science	science	NOUN
easat-9644	149	46	and	and	CCONJ
easat-9644	149	47	technology	technology	NOUN
easat-9644	149	48	issn	issn	PROPN
easat-9644	149	49	:	:	PUNCT
easat-9644	149	50	2576	2576	NUM
easat-9644	149	51	-	-	SYM
easat-9644	149	52	8484	8484	NUM
easat-9644	149	53	vol	vol	NOUN
easat-9644	149	54	.	.	PROPN
easat-9644	150	1	9	9	NUM
easat-9644	150	2	,	,	PUNCT
easat-9644	150	3	no	no	INTJ
easat-9644	150	4	.	.	NOUN
easat-9644	150	5	8	8	NUM
easat-9644	150	6	:	:	SYM
easat-9644	150	7	1464	1464	NUM
easat-9644	150	8	-	-	SYM
easat-9644	150	9	1497	1497	NUM
easat-9644	150	10	,	,	PUNCT
easat-9644	150	11	2025	2025	NUM
easat-9644	150	12	doi	doi	NOUN
easat-9644	150	13	:	:	PUNCT
easat-9644	150	14	10.55214/2576	10.55214/2576	NUM
easat-9644	150	15	-	-	NUM
easat-9644	150	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	150	17	©	©	PROPN
easat-9644	150	18	2025	2025	NUM
easat-9644	150	19	by	by	ADP
easat-9644	150	20	the	the	DET
easat-9644	150	21	authors	author	NOUN
easat-9644	150	22	;	;	PUNCT
easat-9644	150	23	licensee	licensee	PROPN
easat-9644	150	24	learning	learn	VERB
easat-9644	150	25	gate	gate	NOUN
easat-9644	150	26	table	table	NOUN
easat-9644	150	27	2	2	NUM
easat-9644	150	28	.	.	PUNCT
easat-9644	150	29	teaching	teaching	NOUN
easat-9644	150	30	and	and	CCONJ
easat-9644	150	31	learning	learn	VERB
easat-9644	150	32	tasks	task	NOUN
easat-9644	150	33	and	and	CCONJ
easat-9644	150	34	their	their	PRON
easat-9644	150	35	respective	respective	ADJ
easat-9644	150	36	meaning	meaning	NOUN
easat-9644	150	37	t&l	t&l	NOUN
easat-9644	150	38	tasks	task	NOUN
easat-9644	150	39	meaning	mean	VERB
easat-9644	150	40	or	or	CCONJ
easat-9644	150	41	specific	specific	ADJ
easat-9644	150	42	usage	usage	NOUN
easat-9644	150	43	recommendations	recommendation	NOUN
easat-9644	150	44	to	to	PART
easat-9644	150	45	provide	provide	VERB
easat-9644	150	46	individualized	individualized	ADJ
easat-9644	150	47	recommendations	recommendation	NOUN
easat-9644	150	48	,	,	PUNCT
easat-9644	150	49	such	such	ADJ
easat-9644	150	50	as	as	ADP
easat-9644	150	51	resources	resource	NOUN
easat-9644	150	52	,	,	PUNCT
easat-9644	150	53	curriculum	curriculum	NOUN
easat-9644	150	54	,	,	PUNCT
easat-9644	150	55	or	or	CCONJ
easat-9644	150	56	paths	path	NOUN
easat-9644	150	57	of	of	ADP
easat-9644	150	58	instruction	instruction	NOUN
easat-9644	150	59	to	to	ADP
easat-9644	150	60	learners	learner	NOUN
easat-9644	150	61	based	base	VERB
easat-9644	150	62	on	on	ADP
easat-9644	150	63	their	their	PRON
easat-9644	150	64	unique	unique	ADJ
easat-9644	150	65	profiles	profile	NOUN
easat-9644	150	66	question	question	NOUN
easat-9644	150	67	answering	answering	NOUN
easat-9644	150	68	allows	allow	VERB
easat-9644	150	69	learners	learner	NOUN
easat-9644	150	70	to	to	PART
easat-9644	150	71	ask	ask	VERB
easat-9644	150	72	questions	question	NOUN
easat-9644	150	73	and	and	CCONJ
easat-9644	150	74	access	access	VERB
easat-9644	150	75	the	the	DET
easat-9644	150	76	precise	precise	ADJ
easat-9644	150	77	and	and	CCONJ
easat-9644	150	78	relevant	relevant	ADJ
easat-9644	150	79	answers	answer	NOUN
easat-9644	150	80	to	to	ADP
easat-9644	150	81	the	the	DET
easat-9644	150	82	inquiries	inquiry	NOUN
easat-9644	150	83	.	.	PUNCT
easat-9644	151	1	semantic	semantic	ADJ
easat-9644	151	2	search	search	NOUN
easat-9644	151	3	it	it	PRON
easat-9644	151	4	is	be	AUX
easat-9644	151	5	a	a	DET
easat-9644	151	6	search	search	NOUN
easat-9644	151	7	through	through	ADP
easat-9644	151	8	provided	provide	VERB
easat-9644	151	9	instructions	instruction	NOUN
easat-9644	151	10	utilizing	utilize	VERB
easat-9644	151	11	search	search	NOUN
easat-9644	151	12	queries	query	NOUN
easat-9644	151	13	'	'	PART
easat-9644	151	14	understanding	understanding	NOUN
easat-9644	151	15	,	,	PUNCT
easat-9644	151	16	meaning	meaning	NOUN
easat-9644	151	17	,	,	PUNCT
easat-9644	151	18	and	and	CCONJ
easat-9644	151	19	context	context	NOUN
easat-9644	151	20	rather	rather	ADV
easat-9644	151	21	than	than	ADP
easat-9644	151	22	just	just	ADV
easat-9644	151	23	matching	match	VERB
easat-9644	151	24	keywords	keyword	NOUN
easat-9644	151	25	.	.	PUNCT
easat-9644	152	1	information	information	NOUN
easat-9644	152	2	extraction	extraction	NOUN
easat-9644	152	3	to	to	PART
easat-9644	152	4	automatically	automatically	ADV
easat-9644	152	5	extract	extract	VERB
easat-9644	152	6	relevant	relevant	ADJ
easat-9644	152	7	information	information	NOUN
easat-9644	152	8	from	from	ADP
easat-9644	152	9	unstructured	unstructured	ADJ
easat-9644	152	10	or	or	CCONJ
easat-9644	152	11	semi	semi	ADJ
easat-9644	152	12	-	-	ADJ
easat-9644	152	13	structured	structured	ADJ
easat-9644	152	14	learning	learning	NOUN
easat-9644	152	15	materials	material	NOUN
easat-9644	152	16	.	.	PUNCT
easat-9644	153	1	upon	upon	SCONJ
easat-9644	153	2	meticulous	meticulous	ADJ
easat-9644	153	3	examination	examination	NOUN
easat-9644	153	4	of	of	ADP
easat-9644	153	5	the	the	DET
easat-9644	153	6	identified	identify	VERB
easat-9644	153	7	t&l	t&l	NOUN
easat-9644	153	8	tasks	task	NOUN
easat-9644	153	9	,	,	PUNCT
easat-9644	153	10	employing	employ	VERB
easat-9644	153	11	human	human	ADJ
easat-9644	153	12	cognizance	cognizance	NOUN
easat-9644	153	13	and	and	CCONJ
easat-9644	153	14	ai	ai	VERB
easat-9644	153	15	tools	tool	NOUN
easat-9644	153	16	such	such	ADJ
easat-9644	153	17	as	as	ADP
easat-9644	153	18	meta	meta	X
easat-9644	153	19	-	-	PUNCT
easat-9644	153	20	ai	ai	NOUN
easat-9644	153	21	,	,	PUNCT
easat-9644	153	22	considerable	considerable	ADJ
easat-9644	153	23	parallels	parallel	NOUN
easat-9644	153	24	and	and	CCONJ
easat-9644	153	25	overlaps	overlap	NOUN
easat-9644	153	26	were	be	AUX
easat-9644	153	27	identified	identify	VERB
easat-9644	153	28	,	,	PUNCT
easat-9644	153	29	and	and	CCONJ
easat-9644	153	30	this	this	PRON
easat-9644	153	31	served	serve	VERB
easat-9644	153	32	as	as	ADP
easat-9644	153	33	a	a	DET
easat-9644	153	34	basis	basis	NOUN
easat-9644	153	35	for	for	ADP
easat-9644	153	36	the	the	DET
easat-9644	153	37	reclassification	reclassification	NOUN
easat-9644	153	38	of	of	ADP
easat-9644	153	39	identified	identify	VERB
easat-9644	153	40	teaching	teaching	NOUN
easat-9644	153	41	and	and	CCONJ
easat-9644	153	42	learning	learn	VERB
easat-9644	153	43	tasks	task	NOUN
easat-9644	153	44	.	.	PUNCT
easat-9644	154	1	both	both	DET
easat-9644	154	2	precision	precision	NOUN
easat-9644	154	3	teaching	teaching	NOUN
easat-9644	154	4	and	and	CCONJ
easat-9644	154	5	recommendation	recommendation	NOUN
easat-9644	154	6	entail	entail	NOUN
easat-9644	154	7	customizing	customize	VERB
easat-9644	154	8	educational	educational	ADJ
easat-9644	154	9	experiences	experience	NOUN
easat-9644	154	10	to	to	PART
easat-9644	154	11	meet	meet	VERB
easat-9644	154	12	the	the	DET
easat-9644	154	13	specific	specific	ADJ
easat-9644	154	14	needs	need	NOUN
easat-9644	154	15	of	of	ADP
easat-9644	154	16	individual	individual	ADJ
easat-9644	154	17	students	student	NOUN
easat-9644	154	18	,	,	PUNCT
easat-9644	154	19	rendering	render	VERB
easat-9644	154	20	them	they	PRON
easat-9644	154	21	compatible	compatible	ADJ
easat-9644	154	22	for	for	ADP
easat-9644	154	23	integration	integration	NOUN
easat-9644	154	24	.	.	PUNCT
easat-9644	155	1	adaptive	adaptive	ADJ
easat-9644	155	2	systems	system	NOUN
easat-9644	155	3	represent	represent	VERB
easat-9644	155	4	a	a	DET
easat-9644	155	5	personalized	personalized	ADJ
easat-9644	155	6	learning	learning	NOUN
easat-9644	155	7	methodology	methodology	NOUN
easat-9644	155	8	,	,	PUNCT
easat-9644	155	9	warranting	warrant	VERB
easat-9644	155	10	their	their	PRON
easat-9644	155	11	classification	classification	NOUN
easat-9644	155	12	within	within	ADP
easat-9644	155	13	the	the	DET
easat-9644	155	14	same	same	ADJ
easat-9644	155	15	category	category	NOUN
easat-9644	155	16	.	.	PUNCT
easat-9644	156	1	similarly	similarly	ADV
easat-9644	156	2	,	,	PUNCT
easat-9644	156	3	information	information	NOUN
easat-9644	156	4	retrieval	retrieval	NOUN
easat-9644	156	5	,	,	PUNCT
easat-9644	156	6	semantic	semantic	ADJ
easat-9644	156	7	search	search	NOUN
easat-9644	156	8	,	,	PUNCT
easat-9644	156	9	and	and	CCONJ
easat-9644	156	10	question	question	VERB
easat-9644	156	11	answering	answer	VERB
easat-9644	156	12	entail	entail	NOUN
easat-9644	156	13	extracting	extract	VERB
easat-9644	156	14	and	and	CCONJ
easat-9644	156	15	providing	provide	VERB
easat-9644	156	16	pertinent	pertinent	ADJ
easat-9644	156	17	information	information	NOUN
easat-9644	156	18	to	to	PART
easat-9644	156	19	facilitate	facilitate	VERB
easat-9644	156	20	learning	learning	NOUN
easat-9644	156	21	,	,	PUNCT
easat-9644	156	22	rendering	render	VERB
easat-9644	156	23	them	they	PRON
easat-9644	156	24	appropriate	appropriate	ADJ
easat-9644	156	25	for	for	ADP
easat-9644	156	26	integration	integration	NOUN
easat-9644	156	27	in	in	ADP
easat-9644	156	28	these	these	DET
easat-9644	156	29	tasks	task	NOUN
easat-9644	156	30	.	.	PUNCT
easat-9644	157	1	as	as	ADP
easat-9644	157	2	such	such	ADJ
easat-9644	157	3	,	,	PUNCT
easat-9644	157	4	the	the	DET
easat-9644	157	5	identified	identify	VERB
easat-9644	157	6	kgs	kg	NOUN
easat-9644	157	7	were	be	AUX
easat-9644	157	8	reclassified	reclassify	VERB
easat-9644	157	9	into	into	ADP
easat-9644	157	10	three	three	NUM
easat-9644	157	11	categories	category	NOUN
easat-9644	157	12	:	:	PUNCT
easat-9644	157	13	i.	i.	PROPN
easat-9644	157	14	kg	kg	PROPN
easat-9644	157	15	for	for	ADP
easat-9644	157	16	recommendation	recommendation	NOUN
easat-9644	157	17	and	and	CCONJ
easat-9644	157	18	personalized	personalized	ADJ
easat-9644	157	19	learning	learning	NOUN
easat-9644	157	20	:	:	PUNCT
easat-9644	157	21	this	this	DET
easat-9644	157	22	category	category	NOUN
easat-9644	157	23	integrates	integrate	VERB
easat-9644	157	24	precision	precision	NOUN
easat-9644	157	25	teaching	teaching	NOUN
easat-9644	157	26	and	and	CCONJ
easat-9644	157	27	learning	learning	NOUN
easat-9644	157	28	,	,	PUNCT
easat-9644	157	29	recommendation	recommendation	NOUN
easat-9644	157	30	systems	system	NOUN
easat-9644	157	31	,	,	PUNCT
easat-9644	157	32	and	and	CCONJ
easat-9644	157	33	adaptive	adaptive	ADJ
easat-9644	157	34	technologies	technology	NOUN
easat-9644	157	35	.	.	PUNCT
easat-9644	158	1	knowledge	knowledge	NOUN
easat-9644	158	2	graphs	graph	NOUN
easat-9644	158	3	in	in	ADP
easat-9644	158	4	this	this	DET
easat-9644	158	5	category	category	NOUN
easat-9644	158	6	help	help	VERB
easat-9644	158	7	tailor	tailor	NOUN
easat-9644	158	8	learning	learning	NOUN
easat-9644	158	9	experiences	experience	NOUN
easat-9644	158	10	to	to	ADP
easat-9644	158	11	individual	individual	ADJ
easat-9644	158	12	students	student	NOUN
easat-9644	158	13	'	'	PART
easat-9644	158	14	needs	need	NOUN
easat-9644	158	15	.	.	PUNCT
easat-9644	159	1	ii	ii	PROPN
easat-9644	159	2	.	.	PUNCT
easat-9644	160	1	kg	kg	PROPN
easat-9644	160	2	for	for	ADP
easat-9644	160	3	concept	concept	NOUN
easat-9644	160	4	mapping	mapping	NOUN
easat-9644	160	5	and	and	CCONJ
easat-9644	160	6	knowledge	knowledge	NOUN
easat-9644	160	7	organization	organization	NOUN
easat-9644	160	8	:	:	PUNCT
easat-9644	160	9	this	this	DET
easat-9644	160	10	category	category	NOUN
easat-9644	160	11	focuses	focus	VERB
easat-9644	160	12	on	on	ADP
easat-9644	160	13	concept	concept	NOUN
easat-9644	160	14	mapping	mapping	NOUN
easat-9644	160	15	and	and	CCONJ
easat-9644	160	16	knowledge	knowledge	NOUN
easat-9644	160	17	organization	organization	NOUN
easat-9644	160	18	,	,	PUNCT
easat-9644	160	19	which	which	PRON
easat-9644	160	20	includes	include	VERB
easat-9644	160	21	the	the	DET
easat-9644	160	22	use	use	NOUN
easat-9644	160	23	of	of	ADP
easat-9644	160	24	kg	kg	NOUN
easat-9644	160	25	to	to	PART
easat-9644	160	26	generate	generate	VERB
easat-9644	160	27	iii	iii	NUM
easat-9644	160	28	.	.	PUNCT
easat-9644	160	29	taxonomies	taxonomy	NOUN
easat-9644	160	30	and	and	CCONJ
easat-9644	160	31	ontologies	ontology	NOUN
easat-9644	160	32	and	and	CCONJ
easat-9644	160	33	for	for	ADP
easat-9644	160	34	concept	concept	NOUN
easat-9644	160	35	clustering	clustering	NOUN
easat-9644	160	36	,	,	PUNCT
easat-9644	160	37	all	all	PRON
easat-9644	160	38	of	of	ADP
easat-9644	160	39	which	which	PRON
easat-9644	160	40	can	can	AUX
easat-9644	160	41	be	be	AUX
easat-9644	160	42	used	use	VERB
easat-9644	160	43	to	to	PART
easat-9644	160	44	support	support	VERB
easat-9644	160	45	learning	learning	NOUN
easat-9644	160	46	,	,	PUNCT
easat-9644	160	47	teaching	teaching	NOUN
easat-9644	160	48	,	,	PUNCT
easat-9644	160	49	and	and	CCONJ
easat-9644	160	50	knowledge	knowledge	NOUN
easat-9644	160	51	management	management	NOUN
easat-9644	160	52	.	.	PUNCT
easat-9644	161	1	iv	iv	X
easat-9644	161	2	.	.	PUNCT
easat-9644	161	3	kg	kg	PROPN
easat-9644	161	4	for	for	ADP
easat-9644	161	5	question	question	NOUN
easat-9644	161	6	answering	answering	NOUN
easat-9644	161	7	and	and	CCONJ
easat-9644	161	8	information	information	NOUN
easat-9644	161	9	retrieval	retrieval	NOUN
easat-9644	161	10	:	:	PUNCT
easat-9644	161	11	this	this	DET
easat-9644	161	12	category	category	NOUN
easat-9644	161	13	merges	merge	VERB
easat-9644	161	14	information	information	NOUN
easat-9644	161	15	extraction	extraction	NOUN
easat-9644	161	16	,	,	PUNCT
easat-9644	161	17	question	question	NOUN
easat-9644	161	18	answering	answering	NOUN
easat-9644	161	19	,	,	PUNCT
easat-9644	161	20	and	and	CCONJ
easat-9644	161	21	semantic	semantic	ADJ
easat-9644	161	22	search	search	NOUN
easat-9644	161	23	or	or	CCONJ
easat-9644	161	24	information	information	NOUN
easat-9644	161	25	retrieval	retrieval	NOUN
easat-9644	161	26	.	.	PUNCT
easat-9644	162	1	knowledge	knowledge	NOUN
easat-9644	162	2	graphs	graph	NOUN
easat-9644	162	3	in	in	ADP
easat-9644	162	4	this	this	DET
easat-9644	162	5	category	category	NOUN
easat-9644	162	6	facilitate	facilitate	VERB
easat-9644	162	7	the	the	DET
easat-9644	162	8	retrieval	retrieval	NOUN
easat-9644	162	9	and	and	CCONJ
easat-9644	162	10	provision	provision	NOUN
easat-9644	162	11	of	of	ADP
easat-9644	162	12	relevant	relevant	ADJ
easat-9644	162	13	information	information	NOUN
easat-9644	162	14	to	to	PART
easat-9644	162	15	support	support	VERB
easat-9644	162	16	learning	learn	VERB
easat-9644	162	17	figure	figure	NOUN
easat-9644	162	18	4	4	NUM
easat-9644	162	19	.	.	PUNCT
easat-9644	163	1	a	a	DET
easat-9644	163	2	mind	mind	NOUN
easat-9644	163	3	map	map	NOUN
easat-9644	163	4	of	of	ADP
easat-9644	163	5	kg	kg	PROPN
easat-9644	163	6	for	for	ADP
easat-9644	163	7	t&l	t&l	PROPN
easat-9644	163	8	pedagogical	pedagogical	ADJ
easat-9644	163	9	tasks	task	NOUN
easat-9644	163	10	1473	1473	NUM
easat-9644	163	11	edelweiss	edelweiss	PROPN
easat-9644	163	12	applied	apply	VERB
easat-9644	163	13	science	science	NOUN
easat-9644	163	14	and	and	CCONJ
easat-9644	163	15	technology	technology	NOUN
easat-9644	163	16	issn	issn	PROPN
easat-9644	163	17	:	:	PUNCT
easat-9644	163	18	2576	2576	NUM
easat-9644	163	19	-	-	SYM
easat-9644	163	20	8484	8484	NUM
easat-9644	163	21	vol	vol	NOUN
easat-9644	163	22	.	.	PROPN
easat-9644	164	1	9	9	NUM
easat-9644	164	2	,	,	PUNCT
easat-9644	164	3	no	no	INTJ
easat-9644	164	4	.	.	NOUN
easat-9644	164	5	8	8	NUM
easat-9644	164	6	:	:	SYM
easat-9644	164	7	1464	1464	NUM
easat-9644	164	8	-	-	SYM
easat-9644	164	9	1497	1497	NUM
easat-9644	164	10	,	,	PUNCT
easat-9644	164	11	2025	2025	NUM
easat-9644	164	12	doi	doi	NOUN
easat-9644	164	13	:	:	PUNCT
easat-9644	164	14	10.55214/2576	10.55214/2576	NUM
easat-9644	164	15	-	-	NUM
easat-9644	164	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	164	17	©	©	PROPN
easat-9644	164	18	2025	2025	NUM
easat-9644	164	19	by	by	ADP
easat-9644	164	20	the	the	DET
easat-9644	164	21	authors	author	NOUN
easat-9644	164	22	;	;	PUNCT
easat-9644	164	23	licensee	licensee	PROPN
easat-9644	164	24	learning	learn	VERB
easat-9644	164	25	gate	gate	PROPN
easat-9644	164	26	figure	figure	NOUN
easat-9644	164	27	5	5	NUM
easat-9644	164	28	.	.	PUNCT
easat-9644	165	1	distributions	distribution	NOUN
easat-9644	165	2	of	of	ADP
easat-9644	165	3	t&l	t&l	PROPN
easat-9644	165	4	pedagogical	pedagogical	ADJ
easat-9644	165	5	tasks	task	NOUN
easat-9644	165	6	of	of	ADP
easat-9644	165	7	selected	select	VERB
easat-9644	165	8	papers	paper	NOUN
easat-9644	165	9	.	.	PUNCT
easat-9644	166	1	4.1	4.1	NUM
easat-9644	166	2	.	.	PUNCT
easat-9644	166	3	kg	kg	NOUN
easat-9644	166	4	for	for	ADP
easat-9644	166	5	recommendation	recommendation	NOUN
easat-9644	166	6	and	and	CCONJ
easat-9644	166	7	personalised	personalised	ADJ
easat-9644	166	8	learning	learn	VERB
easat-9644	166	9	a	a	DET
easat-9644	166	10	recommendation	recommendation	NOUN
easat-9644	166	11	system	system	NOUN
easat-9644	166	12	is	be	AUX
easat-9644	166	13	designed	design	VERB
easat-9644	166	14	to	to	PART
easat-9644	166	15	facilitate	facilitate	VERB
easat-9644	166	16	the	the	DET
easat-9644	166	17	mining	mining	NOUN
easat-9644	166	18	of	of	ADP
easat-9644	166	19	user	user	NOUN
easat-9644	166	20	preferences	preference	NOUN
easat-9644	166	21	by	by	ADP
easat-9644	166	22	leveraging	leverage	VERB
easat-9644	166	23	the	the	DET
easat-9644	166	24	semantic	semantic	ADJ
easat-9644	166	25	relationships	relationship	NOUN
easat-9644	166	26	and	and	CCONJ
easat-9644	166	27	available	available	ADJ
easat-9644	166	28	contextual	contextual	ADJ
easat-9644	166	29	information	information	NOUN
easat-9644	166	30	to	to	PART
easat-9644	166	31	generate	generate	VERB
easat-9644	166	32	tailored	tailor	VERB
easat-9644	166	33	,	,	PUNCT
easat-9644	166	34	personalized	personalized	ADJ
easat-9644	166	35	,	,	PUNCT
easat-9644	166	36	and	and	CCONJ
easat-9644	166	37	relevant	relevant	ADJ
easat-9644	166	38	recommendations	recommendation	NOUN
easat-9644	166	39	that	that	PRON
easat-9644	166	40	meet	meet	VERB
easat-9644	166	41	the	the	DET
easat-9644	166	42	needs	need	NOUN
easat-9644	166	43	and	and	CCONJ
easat-9644	166	44	interests	interest	NOUN
easat-9644	166	45	of	of	ADP
easat-9644	166	46	users	user	NOUN
easat-9644	166	47	[	[	X
easat-9644	166	48	47	47	NUM
easat-9644	166	49	]	]	PUNCT
easat-9644	166	50	.	.	PUNCT
easat-9644	167	1	a	a	DET
easat-9644	167	2	kg	kg	ADV
easat-9644	167	3	-	-	PUNCT
easat-9644	167	4	based	base	VERB
easat-9644	167	5	recommendation	recommendation	NOUN
easat-9644	167	6	system	system	NOUN
easat-9644	167	7	uses	use	VERB
easat-9644	167	8	a	a	DET
easat-9644	167	9	graph	graph	NOUN
easat-9644	167	10	-	-	PUNCT
easat-9644	167	11	based	base	VERB
easat-9644	167	12	data	data	NOUN
easat-9644	167	13	model	model	NOUN
easat-9644	167	14	to	to	PART
easat-9644	167	15	capture	capture	VERB
easat-9644	167	16	entities	entity	NOUN
easat-9644	167	17	and	and	CCONJ
easat-9644	167	18	their	their	PRON
easat-9644	167	19	relationships	relationship	NOUN
easat-9644	167	20	,	,	PUNCT
easat-9644	167	21	algorithms	algorithm	NOUN
easat-9644	167	22	such	such	ADJ
easat-9644	167	23	as	as	ADP
easat-9644	167	24	graph	graph	NOUN
easat-9644	167	25	neural	neural	ADJ
easat-9644	167	26	networks	network	NOUN
easat-9644	167	27	(	(	PUNCT
easat-9644	167	28	gnn	gnn	NOUN
easat-9644	167	29	)	)	PUNCT
easat-9644	167	30	or	or	CCONJ
easat-9644	167	31	other	other	ADJ
easat-9644	167	32	machine	machine	NOUN
easat-9644	167	33	learning	learning	NOUN
easat-9644	167	34	techniques	technique	NOUN
easat-9644	167	35	are	be	AUX
easat-9644	167	36	used	use	VERB
easat-9644	167	37	for	for	SCONJ
easat-9644	167	38	the	the	DET
easat-9644	167	39	system	system	NOUN
easat-9644	167	40	to	to	PART
easat-9644	167	41	dynamically	dynamically	ADV
easat-9644	167	42	adapt	adapt	VERB
easat-9644	167	43	to	to	ADP
easat-9644	167	44	the	the	DET
easat-9644	167	45	evolving	evolve	VERB
easat-9644	167	46	learning	learn	VERB
easat-9644	167	47	profiles	profile	NOUN
easat-9644	167	48	of	of	ADP
easat-9644	167	49	students	student	NOUN
easat-9644	167	50	to	to	PART
easat-9644	167	51	optimize	optimize	VERB
easat-9644	167	52	and	and	CCONJ
easat-9644	167	53	select	select	VERB
easat-9644	167	54	educational	educational	ADJ
easat-9644	167	55	resources	resource	NOUN
easat-9644	167	56	that	that	PRON
easat-9644	167	57	will	will	AUX
easat-9644	167	58	suit	suit	VERB
easat-9644	167	59	users	user	NOUN
easat-9644	167	60	(	(	PUNCT
easat-9644	167	61	learners	learner	NOUN
easat-9644	167	62	or	or	CCONJ
easat-9644	167	63	teachers	teacher	NOUN
easat-9644	167	64	)	)	PUNCT
easat-9644	167	65	individual	individual	ADJ
easat-9644	167	66	needs	need	NOUN
easat-9644	167	67	and	and	CCONJ
easat-9644	167	68	preferences[13	preferences[13	NOUN
easat-9644	167	69	,	,	PUNCT
easat-9644	167	70	15	15	NUM
easat-9644	167	71	,	,	PUNCT
easat-9644	167	72	48	48	NUM
easat-9644	167	73	,	,	PUNCT
easat-9644	167	74	49	49	NUM
easat-9644	167	75	]	]	PUNCT
easat-9644	167	76	.	.	PUNCT
easat-9644	168	1	the	the	DET
easat-9644	168	2	rich	rich	ADJ
easat-9644	168	3	semantic	semantic	ADJ
easat-9644	168	4	information	information	NOUN
easat-9644	168	5	embedded	embed	VERB
easat-9644	168	6	within	within	ADP
easat-9644	168	7	the	the	DET
easat-9644	168	8	kg	kg	NOUN
easat-9644	168	9	allows	allow	VERB
easat-9644	168	10	the	the	DET
easat-9644	168	11	recommendation	recommendation	NOUN
easat-9644	168	12	system	system	NOUN
easat-9644	168	13	to	to	PART
easat-9644	168	14	better	well	ADV
easat-9644	168	15	understand	understand	VERB
easat-9644	168	16	the	the	DET
easat-9644	168	17	underlying	underlie	VERB
easat-9644	168	18	factors	factor	NOUN
easat-9644	168	19	influencing	influence	VERB
easat-9644	168	20	user	user	NOUN
easat-9644	168	21	decisions	decision	NOUN
easat-9644	168	22	,	,	PUNCT
easat-9644	168	23	thereby	thereby	ADV
easat-9644	168	24	addressing	address	VERB
easat-9644	168	25	issues	issue	NOUN
easat-9644	168	26	of	of	ADP
easat-9644	168	27	data	datum	NOUN
easat-9644	168	28	sparsity	sparsity	NOUN
easat-9644	168	29	,	,	PUNCT
easat-9644	168	30	cold	cold	ADJ
easat-9644	168	31	start	start	NOUN
easat-9644	168	32	problems	problem	NOUN
easat-9644	168	33	,	,	PUNCT
easat-9644	168	34	and	and	CCONJ
easat-9644	168	35	incompleteness	incompleteness	PROPN
easat-9644	168	36	commonly	commonly	ADV
easat-9644	168	37	encountered	encounter	VERB
easat-9644	168	38	in	in	ADP
easat-9644	168	39	traditional	traditional	ADJ
easat-9644	168	40	recommendation	recommendation	NOUN
easat-9644	168	41	approaches	approach	NOUN
easat-9644	168	42	while	while	SCONJ
easat-9644	168	43	also	also	ADV
easat-9644	168	44	capturing	capture	VERB
easat-9644	168	45	a	a	DET
easat-9644	168	46	more	more	ADV
easat-9644	168	47	holistic	holistic	ADJ
easat-9644	168	48	view	view	NOUN
easat-9644	168	49	of	of	ADP
easat-9644	168	50	a	a	DET
easat-9644	168	51	user	user	NOUN
easat-9644	168	52	’s	’s	PART
easat-9644	168	53	multifaceted	multifaceted	ADJ
easat-9644	168	54	preferences[50	preferences[50	NOUN
easat-9644	168	55	]	]	PUNCT
easat-9644	168	56	.	.	PUNCT
easat-9644	169	1	kgs	kgs	PROPN
easat-9644	169	2	can	can	AUX
easat-9644	169	3	be	be	AUX
easat-9644	169	4	used	use	VERB
easat-9644	169	5	to	to	PART
easat-9644	169	6	represent	represent	VERB
easat-9644	169	7	various	various	ADJ
easat-9644	169	8	educational	educational	ADJ
easat-9644	169	9	concepts	concept	NOUN
easat-9644	169	10	,	,	PUNCT
easat-9644	169	11	including	include	VERB
easat-9644	169	12	learners	learner	NOUN
easat-9644	169	13	,	,	PUNCT
easat-9644	169	14	learning	learn	VERB
easat-9644	169	15	resources	resource	NOUN
easat-9644	169	16	,	,	PUNCT
easat-9644	169	17	knowledge	knowledge	NOUN
easat-9644	169	18	components	component	NOUN
easat-9644	169	19	,	,	PUNCT
easat-9644	169	20	learning	learn	VERB
easat-9644	169	21	pathways	pathway	NOUN
easat-9644	169	22	,	,	PUNCT
easat-9644	169	23	and	and	CCONJ
easat-9644	169	24	pedagogical	pedagogical	ADJ
easat-9644	169	25	strategies	strategy	NOUN
easat-9644	169	26	[	[	X
easat-9644	169	27	19	19	NUM
easat-9644	169	28	,	,	PUNCT
easat-9644	169	29	26	26	NUM
easat-9644	169	30	,	,	PUNCT
easat-9644	169	31	29	29	NUM
easat-9644	169	32	,	,	PUNCT
easat-9644	169	33	50	50	NUM
easat-9644	169	34	,	,	PUNCT
easat-9644	169	35	51	51	NUM
easat-9644	169	36	]	]	PUNCT
easat-9644	169	37	this	this	DET
easat-9644	169	38	structured	structured	ADJ
easat-9644	169	39	representation	representation	NOUN
easat-9644	169	40	allows	allow	VERB
easat-9644	169	41	for	for	ADP
easat-9644	169	42	the	the	DET
easat-9644	169	43	development	development	NOUN
easat-9644	169	44	of	of	ADP
easat-9644	169	45	intelligent	intelligent	ADJ
easat-9644	169	46	systems	system	NOUN
easat-9644	169	47	that	that	PRON
easat-9644	169	48	can	can	AUX
easat-9644	169	49	reason	reason	VERB
easat-9644	169	50	about	about	ADP
easat-9644	169	51	learning	learn	VERB
easat-9644	169	52	processes	process	NOUN
easat-9644	169	53	,	,	PUNCT
easat-9644	169	54	tailor	tailor	NOUN
easat-9644	169	55	content	content	NOUN
easat-9644	169	56	recommendations	recommendation	NOUN
easat-9644	169	57	,	,	PUNCT
easat-9644	169	58	and	and	CCONJ
easat-9644	169	59	provide	provide	VERB
easat-9644	169	60	personalized	personalized	ADJ
easat-9644	169	61	feedback	feedback	NOUN
easat-9644	169	62	[	[	X
easat-9644	169	63	53	53	NUM
easat-9644	169	64	]	]	PUNCT
easat-9644	169	65	.	.	PUNCT
easat-9644	170	1	likewise	likewise	ADV
easat-9644	170	2	,	,	PUNCT
easat-9644	170	3	the	the	DET
easat-9644	170	4	paths	path	NOUN
easat-9644	170	5	within	within	ADP
easat-9644	170	6	a	a	DET
easat-9644	170	7	recommender	recommender	NOUN
easat-9644	170	8	kg	kg	INTJ
easat-9644	170	9	that	that	PRON
easat-9644	170	10	connect	connect	VERB
easat-9644	170	11	users	user	NOUN
easat-9644	170	12	to	to	ADP
easat-9644	170	13	items	item	NOUN
easat-9644	170	14	can	can	AUX
easat-9644	170	15	serve	serve	VERB
easat-9644	170	16	as	as	ADP
easat-9644	170	17	explanatory	explanatory	ADJ
easat-9644	170	18	mechanisms	mechanism	NOUN
easat-9644	170	19	,	,	PUNCT
easat-9644	170	20	elucidating	elucidate	VERB
easat-9644	170	21	the	the	DET
easat-9644	170	22	rationale	rationale	NOUN
easat-9644	170	23	behind	behind	ADP
easat-9644	170	24	specific	specific	ADJ
easat-9644	170	25	recommendations	recommendation	NOUN
easat-9644	170	26	and	and	CCONJ
easat-9644	170	27	enhancing	enhance	VERB
easat-9644	170	28	the	the	DET
easat-9644	170	29	interpretability	interpretability	NOUN
easat-9644	170	30	of	of	ADP
easat-9644	170	31	the	the	DET
easat-9644	170	32	recommendation	recommendation	NOUN
easat-9644	170	33	process	process	NOUN
easat-9644	170	34	[	[	X
easat-9644	170	35	26	26	NUM
easat-9644	170	36	,	,	PUNCT
easat-9644	170	37	52	52	NUM
easat-9644	170	38	]	]	PUNCT
easat-9644	170	39	.	.	PUNCT
easat-9644	171	1	the	the	DET
easat-9644	171	2	slr	slr	NOUN
easat-9644	171	3	synthesis	synthesis	NOUN
easat-9644	171	4	identifies	identify	VERB
easat-9644	171	5	several	several	ADJ
easat-9644	171	6	key	key	ADJ
easat-9644	171	7	applications	application	NOUN
easat-9644	171	8	of	of	ADP
easat-9644	171	9	kgs	kg	NOUN
easat-9644	171	10	relating	relate	VERB
easat-9644	171	11	to	to	ADP
easat-9644	171	12	recommendation	recommendation	NOUN
easat-9644	171	13	systems	system	NOUN
easat-9644	171	14	and	and	CCONJ
easat-9644	171	15	personalized	personalized	ADJ
easat-9644	171	16	learning	learning	NOUN
easat-9644	171	17	.	.	PUNCT
easat-9644	172	1	notable	notable	ADJ
easat-9644	172	2	specific	specific	ADJ
easat-9644	172	3	purposes	purpose	NOUN
easat-9644	172	4	of	of	ADP
easat-9644	172	5	these	these	DET
easat-9644	172	6	kgs	kg	NOUN
easat-9644	172	7	include	include	VERB
easat-9644	172	8	precision	precision	NOUN
easat-9644	172	9	teaching	teaching	NOUN
easat-9644	172	10	[	[	X
easat-9644	172	11	19	19	NUM
easat-9644	172	12	,	,	PUNCT
easat-9644	172	13	5355	5355	NUM
easat-9644	172	14	]	]	PUNCT
easat-9644	172	15	diverse	diverse	ADJ
easat-9644	172	16	forms	form	NOUN
easat-9644	172	17	of	of	ADP
easat-9644	172	18	recommendations	recommendation	NOUN
easat-9644	172	19	such	such	ADJ
easat-9644	172	20	as	as	ADP
easat-9644	172	21	learning	learn	VERB
easat-9644	172	22	path	path	NOUN
easat-9644	172	23	recommendations	recommendation	NOUN
easat-9644	172	24	[	[	X
easat-9644	172	25	19	19	NUM
easat-9644	172	26	]	]	PUNCT
easat-9644	172	27	,	,	PUNCT
easat-9644	172	28	[	[	X
easat-9644	172	29	26	26	NUM
easat-9644	172	30	]	]	PUNCT
easat-9644	172	31	,	,	PUNCT
easat-9644	172	32	course	course	NOUN
easat-9644	172	33	recommendations[30	recommendations[30	NOUN
easat-9644	172	34	,	,	PUNCT
easat-9644	172	35	48	48	NUM
easat-9644	172	36	,	,	PUNCT
easat-9644	172	37	51	51	NUM
easat-9644	172	38	,	,	PUNCT
easat-9644	172	39	56	56	NUM
easat-9644	172	40	,	,	PUNCT
easat-9644	172	41	57	57	NUM
easat-9644	172	42	]	]	PUNCT
easat-9644	172	43	exercise	exercise	NOUN
easat-9644	172	44	or	or	CCONJ
easat-9644	172	45	assessment	assessment	NOUN
easat-9644	172	46	recommendations	recommendation	NOUN
easat-9644	172	47	[	[	X
easat-9644	172	48	53	53	NUM
easat-9644	172	49	,	,	PUNCT
easat-9644	172	50	58	58	NUM
easat-9644	172	51	]	]	PUNCT
easat-9644	172	52	,	,	PUNCT
easat-9644	172	53	learning	learn	VERB
easat-9644	172	54	resources	resource	NOUN
easat-9644	172	55	,	,	PUNCT
easat-9644	172	56	and	and	CCONJ
easat-9644	172	57	multimedia	multimedia	NOUN
easat-9644	172	58	learning	learn	VERB
easat-9644	172	59	object	object	NOUN
easat-9644	172	60	recommendations	recommendation	NOUN
easat-9644	172	61	[	[	X
easat-9644	172	62	28	28	NUM
easat-9644	172	63	,	,	PUNCT
easat-9644	172	64	59	59	NUM
easat-9644	172	65	]	]	PUNCT
easat-9644	172	66	amongst	amongst	ADP
easat-9644	172	67	others	other	NOUN
easat-9644	172	68	,	,	PUNCT
easat-9644	172	69	and	and	CCONJ
easat-9644	172	70	systems	system	NOUN
easat-9644	172	71	for	for	ADP
easat-9644	172	72	adaptive	adaptive	ADJ
easat-9644	172	73	teaching	teaching	NOUN
easat-9644	172	74	and	and	CCONJ
easat-9644	172	75	learning	learn	VERB
easat-9644	172	76	[	[	X
easat-9644	172	77	60	60	NUM
easat-9644	172	78	]	]	PUNCT
easat-9644	172	79	.	.	PUNCT
easat-9644	173	1	for	for	ADP
easat-9644	173	2	instance	instance	NOUN
easat-9644	173	3	,	,	PUNCT
easat-9644	173	4	[	[	X
easat-9644	173	5	19	19	NUM
easat-9644	173	6	]	]	PUNCT
easat-9644	173	7	designed	design	VERB
easat-9644	173	8	coursekg	coursekg	NOUN
easat-9644	173	9	to	to	PART
easat-9644	173	10	enhance	enhance	VERB
easat-9644	173	11	precision	precision	NOUN
easat-9644	173	12	teaching	teaching	NOUN
easat-9644	173	13	by	by	ADP
easat-9644	173	14	creating	create	VERB
easat-9644	173	15	personalized	personalized	ADJ
easat-9644	173	16	learning	learning	NOUN
easat-9644	173	17	paths	path	NOUN
easat-9644	173	18	.	.	PUNCT
easat-9644	174	1	the	the	DET
easat-9644	174	2	study	study	NOUN
easat-9644	174	3	proposes	propose	VERB
easat-9644	174	4	a	a	DET
easat-9644	174	5	new	new	ADJ
easat-9644	174	6	framework	framework	NOUN
easat-9644	174	7	that	that	PRON
easat-9644	174	8	targets	target	VERB
easat-9644	174	9	the	the	DET
easat-9644	174	10	1474	1474	NUM
easat-9644	174	11	edelweiss	edelweiss	PROPN
easat-9644	174	12	applied	apply	VERB
easat-9644	174	13	science	science	NOUN
easat-9644	174	14	and	and	CCONJ
easat-9644	174	15	technology	technology	NOUN
easat-9644	174	16	issn	issn	PROPN
easat-9644	174	17	:	:	PUNCT
easat-9644	174	18	2576	2576	NUM
easat-9644	174	19	-	-	SYM
easat-9644	174	20	8484	8484	NUM
easat-9644	174	21	vol	vol	NOUN
easat-9644	174	22	.	.	PROPN
easat-9644	175	1	9	9	NUM
easat-9644	175	2	,	,	PUNCT
easat-9644	175	3	no	no	INTJ
easat-9644	175	4	.	.	NOUN
easat-9644	175	5	8	8	NUM
easat-9644	175	6	:	:	SYM
easat-9644	175	7	1464	1464	NUM
easat-9644	175	8	-	-	SYM
easat-9644	175	9	1497	1497	NUM
easat-9644	175	10	,	,	PUNCT
easat-9644	175	11	2025	2025	NUM
easat-9644	175	12	doi	doi	NOUN
easat-9644	175	13	:	:	PUNCT
easat-9644	175	14	10.55214/2576	10.55214/2576	NUM
easat-9644	175	15	-	-	NUM
easat-9644	175	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	175	17	©	©	PROPN
easat-9644	175	18	2025	2025	NUM
easat-9644	175	19	by	by	ADP
easat-9644	175	20	the	the	DET
easat-9644	175	21	authors	author	NOUN
easat-9644	175	22	;	;	PUNCT
easat-9644	176	1	licensee	licensee	PROPN
easat-9644	176	2	learning	learn	VERB
easat-9644	176	3	gate	gate	NOUN
easat-9644	176	4	shortcomings	shortcoming	NOUN
easat-9644	176	5	of	of	ADP
easat-9644	176	6	current	current	ADJ
easat-9644	176	7	general	general	ADJ
easat-9644	176	8	-	-	PUNCT
easat-9644	176	9	purpose	purpose	NOUN
easat-9644	176	10	knowledge	knowledge	NOUN
easat-9644	176	11	graphs	graph	NOUN
easat-9644	176	12	by	by	ADP
easat-9644	176	13	combining	combine	VERB
easat-9644	176	14	a	a	DET
easat-9644	176	15	pre	pre	ADJ
easat-9644	176	16	-	-	ADJ
easat-9644	176	17	trained	train	VERB
easat-9644	176	18	bert	bert	NOUN
easat-9644	176	19	model	model	NOUN
easat-9644	176	20	[	[	X
easat-9644	176	21	53	53	NUM
easat-9644	176	22	]	]	PUNCT
easat-9644	176	23	other	other	ADJ
easat-9644	176	24	notable	notable	ADJ
easat-9644	176	25	kgs	kg	NOUN
easat-9644	176	26	used	use	VERB
easat-9644	176	27	in	in	ADP
easat-9644	176	28	precision	precision	NOUN
easat-9644	176	29	teaching	teaching	NOUN
easat-9644	176	30	are	be	AUX
easat-9644	176	31	the	the	DET
easat-9644	176	32	works	work	NOUN
easat-9644	176	33	of	of	ADP
easat-9644	176	34	[	[	X
easat-9644	176	35	53	53	NUM
easat-9644	176	36	-	-	SYM
easat-9644	176	37	55	55	NUM
easat-9644	176	38	]	]	PUNCT
easat-9644	176	39	which	which	PRON
easat-9644	176	40	are	be	AUX
easat-9644	176	41	summarized	summarize	VERB
easat-9644	176	42	in	in	ADP
easat-9644	176	43	table	table	NOUN
easat-9644	176	44	3	3	NUM
easat-9644	176	45	.	.	PUNCT
easat-9644	176	46	huang	huang	PROPN
easat-9644	176	47	,	,	PUNCT
easat-9644	176	48	et	et	PROPN
easat-9644	176	49	al	al	PROPN
easat-9644	176	50	.	.	PUNCT
easat-9644	177	1	[	[	X
easat-9644	177	2	55	55	NUM
easat-9644	177	3	]	]	X
easat-9644	177	4	propose	propose	VERB
easat-9644	177	5	werece	werece	PROPN
easat-9644	177	6	,	,	PUNCT
easat-9644	177	7	an	an	DET
easat-9644	177	8	unsupervised	unsupervised	ADJ
easat-9644	177	9	method	method	NOUN
easat-9644	177	10	that	that	PRON
easat-9644	177	11	extracts	extract	VERB
easat-9644	177	12	educational	educational	ADJ
easat-9644	177	13	entities	entity	NOUN
easat-9644	177	14	based	base	VERB
easat-9644	177	15	on	on	ADP
easat-9644	177	16	word	word	NOUN
easat-9644	177	17	embedding	embed	VERB
easat-9644	177	18	refinement	refinement	NOUN
easat-9644	177	19	.	.	PUNCT
easat-9644	178	1	werece	werece	PROPN
easat-9644	178	2	incorporates	incorporate	VERB
easat-9644	178	3	a	a	DET
easat-9644	178	4	manifold	manifold	ADJ
easat-9644	178	5	learning	learn	VERB
easat-9644	178	6	algorithm	algorithm	NOUN
easat-9644	178	7	to	to	PART
easat-9644	178	8	modify	modify	VERB
easat-9644	178	9	a	a	DET
easat-9644	178	10	pre	pre	ADJ
easat-9644	178	11	-	-	ADJ
easat-9644	178	12	trained	train	VERB
easat-9644	178	13	model	model	NOUN
easat-9644	178	14	for	for	ADP
easat-9644	178	15	extracting	extract	VERB
easat-9644	178	16	educational	educational	ADJ
easat-9644	178	17	concepts	concept	NOUN
easat-9644	178	18	while	while	SCONJ
easat-9644	178	19	considering	consider	VERB
easat-9644	178	20	the	the	DET
easat-9644	178	21	geometric	geometric	ADJ
easat-9644	178	22	information	information	NOUN
easat-9644	178	23	in	in	ADP
easat-9644	178	24	the	the	DET
easat-9644	178	25	semantic	semantic	ADJ
easat-9644	178	26	computation	computation	NOUN
easat-9644	178	27	.	.	PUNCT
easat-9644	179	1	using	use	VERB
easat-9644	179	2	the	the	DET
easat-9644	179	3	edu	edu	PROPN
easat-9644	179	4	-	-	PUNCT
easat-9644	179	5	dt	dt	ADJ
easat-9644	179	6	and	and	CCONJ
easat-9644	179	7	edutech	edutech	NOUN
easat-9644	179	8	-	-	PUNCT
easat-9644	179	9	dt	dt	NOUN
easat-9644	179	10	datasets	dataset	NOUN
easat-9644	179	11	,	,	PUNCT
easat-9644	179	12	the	the	DET
easat-9644	179	13	model	model	NOUN
easat-9644	179	14	performance	performance	NOUN
easat-9644	179	15	was	be	AUX
easat-9644	179	16	compared	compare	VERB
easat-9644	179	17	to	to	ADP
easat-9644	179	18	5	5	NUM
easat-9644	179	19	baseline	baseline	ADJ
easat-9644	179	20	alternative	alternative	ADJ
easat-9644	179	21	approaches	approach	NOUN
easat-9644	179	22	text	text	NOUN
easat-9644	179	23	rank	rank	NOUN
easat-9644	179	24	,	,	PUNCT
easat-9644	179	25	tf	tf	PROPN
easat-9644	179	26	–	–	PUNCT
easat-9644	179	27	idf	idf	PROPN
easat-9644	179	28	,	,	PUNCT
easat-9644	179	29	isolation	isolation	NOUN
easat-9644	179	30	forest	forest	NOUN
easat-9644	179	31	,	,	PUNCT
easat-9644	179	32	k	k	X
easat-9644	179	33	-	-	PUNCT
easat-9644	179	34	means	mean	VERB
easat-9644	179	35	clustering	clustering	NOUN
easat-9644	179	36	,	,	PUNCT
easat-9644	179	37	and	and	CCONJ
easat-9644	179	38	one	one	NUM
easat-9644	179	39	-	-	PUNCT
easat-9644	179	40	class	class	NOUN
easat-9644	179	41	support	support	NOUN
easat-9644	179	42	vector	vector	NOUN
easat-9644	179	43	machine	machine	NOUN
easat-9644	179	44	(	(	PUNCT
easat-9644	179	45	svm	svm	PROPN
easat-9644	179	46	)	)	PUNCT
easat-9644	179	47	.	.	PUNCT
easat-9644	180	1	werece	werece	PROPN
easat-9644	180	2	outperformed	outperform	VERB
easat-9644	180	3	these	these	DET
easat-9644	180	4	baselines	baseline	NOUN
easat-9644	180	5	with	with	ADP
easat-9644	180	6	85.9	85.9	NUM
easat-9644	180	7	%	%	NOUN
easat-9644	180	8	precision	precision	NOUN
easat-9644	180	9	,	,	PUNCT
easat-9644	180	10	87.0	87.0	NUM
easat-9644	180	11	%	%	NOUN
easat-9644	180	12	recall	recall	NOUN
easat-9644	180	13	,	,	PUNCT
easat-9644	180	14	and	and	CCONJ
easat-9644	180	15	86.4	86.4	NUM
easat-9644	180	16	%	%	NOUN
easat-9644	180	17	f1	f1	PROPN
easat-9644	180	18	score	score	NOUN
easat-9644	180	19	.	.	PUNCT
easat-9644	181	1	huang	huang	PROPN
easat-9644	181	2	,	,	PUNCT
easat-9644	181	3	et	et	PROPN
easat-9644	181	4	al	al	PROPN
easat-9644	181	5	.	.	PUNCT
easat-9644	182	1	[	[	X
easat-9644	182	2	55	55	NUM
easat-9644	182	3	]	]	PUNCT
easat-9644	182	4	credited	credit	VERB
easat-9644	182	5	werece	werece	PROPN
easat-9644	182	6	's	's	PART
easat-9644	182	7	enhanced	enhanced	ADJ
easat-9644	182	8	performance	performance	NOUN
easat-9644	182	9	to	to	ADP
easat-9644	182	10	the	the	DET
easat-9644	182	11	optimization	optimization	NOUN
easat-9644	182	12	of	of	ADP
easat-9644	182	13	pre	pre	ADJ
easat-9644	182	14	-	-	ADJ
easat-9644	182	15	trained	train	VERB
easat-9644	182	16	word	word	NOUN
easat-9644	182	17	embeddings	embedding	NOUN
easat-9644	182	18	and	and	CCONJ
easat-9644	182	19	the	the	DET
easat-9644	182	20	application	application	NOUN
easat-9644	182	21	of	of	ADP
easat-9644	182	22	a	a	DET
easat-9644	182	23	discriminant	discriminant	NOUN
easat-9644	182	24	function	function	NOUN
easat-9644	182	25	in	in	ADP
easat-9644	182	26	their	their	PRON
easat-9644	182	27	knowledge	knowledge	NOUN
easat-9644	182	28	graph	graph	NOUN
easat-9644	182	29	construction	construction	NOUN
easat-9644	182	30	.	.	PUNCT
easat-9644	183	1	however	however	ADV
easat-9644	183	2	,	,	PUNCT
easat-9644	183	3	the	the	DET
easat-9644	183	4	authors	author	NOUN
easat-9644	183	5	also	also	ADV
easat-9644	183	6	acknowledged	acknowledge	VERB
easat-9644	183	7	the	the	DET
easat-9644	183	8	limits	limit	NOUN
easat-9644	183	9	of	of	ADP
easat-9644	183	10	the	the	DET
easat-9644	183	11	kg	kg	PROPN
easat-9644	183	12	design	design	NOUN
easat-9644	183	13	concerning	concern	VERB
easat-9644	183	14	the	the	DET
easat-9644	183	15	generalisability	generalisability	NOUN
easat-9644	183	16	of	of	ADP
easat-9644	183	17	the	the	DET
easat-9644	183	18	utilized	utilize	VERB
easat-9644	183	19	corpora	corpora	NOUN
easat-9644	183	20	and	and	CCONJ
easat-9644	183	21	the	the	DET
easat-9644	183	22	possibility	possibility	NOUN
easat-9644	183	23	of	of	ADP
easat-9644	183	24	a	a	DET
easat-9644	183	25	mismatch	mismatch	NOUN
easat-9644	183	26	between	between	ADP
easat-9644	183	27	the	the	DET
easat-9644	183	28	extracted	extract	VERB
easat-9644	183	29	concepts	concept	NOUN
easat-9644	183	30	and	and	CCONJ
easat-9644	183	31	the	the	DET
easat-9644	183	32	specific	specific	ADJ
easat-9644	183	33	domain	domain	NOUN
easat-9644	183	34	semantics	semantic	NOUN
easat-9644	183	35	.	.	PUNCT
easat-9644	184	1	yuan	yuan	NOUN
easat-9644	184	2	et.al	et.al	PROPN
easat-9644	185	1	[	[	X
easat-9644	185	2	53	53	NUM
easat-9644	185	3	]	]	PUNCT
easat-9644	185	4	,	,	PUNCT
easat-9644	185	5	developed	develop	VERB
easat-9644	185	6	a	a	DET
easat-9644	185	7	knowledge	knowledge	NOUN
easat-9644	185	8	graph	graph	NOUN
easat-9644	185	9	for	for	ADP
easat-9644	185	10	higher	high	ADJ
easat-9644	185	11	mathematics	mathematic	NOUN
easat-9644	185	12	knowledge	knowledge	NOUN
easat-9644	185	13	extraction	extraction	NOUN
easat-9644	185	14	.	.	PUNCT
easat-9644	186	1	this	this	DET
easat-9644	186	2	study	study	NOUN
easat-9644	186	3	employs	employ	VERB
easat-9644	186	4	a	a	DET
easat-9644	186	5	graph	graph	NOUN
easat-9644	186	6	convolutional	convolutional	ADJ
easat-9644	186	7	network	network	NOUN
easat-9644	186	8	(	(	PUNCT
easat-9644	186	9	gcn	gcn	NOUN
easat-9644	186	10	)	)	PUNCT
easat-9644	186	11	and	and	CCONJ
easat-9644	186	12	an	an	DET
easat-9644	186	13	attention	attention	NOUN
easat-9644	186	14	mechanism	mechanism	NOUN
easat-9644	186	15	(	(	PUNCT
easat-9644	186	16	am	be	AUX
easat-9644	186	17	)	)	PUNCT
easat-9644	186	18	to	to	PART
easat-9644	186	19	construct	construct	VERB
easat-9644	186	20	an	an	DET
easat-9644	186	21	entity	entity	NOUN
easat-9644	186	22	recognition	recognition	NOUN
easat-9644	186	23	model	model	NOUN
easat-9644	186	24	.	.	PUNCT
easat-9644	187	1	attention	attention	NOUN
easat-9644	187	2	-	-	PUNCT
easat-9644	187	3	guided	guide	VERB
easat-9644	187	4	graph	graph	NOUN
easat-9644	187	5	convolutional	convolutional	ADJ
easat-9644	187	6	network	network	NOUN
easat-9644	187	7	(	(	PUNCT
easat-9644	187	8	aggcn	aggcn	VERB
easat-9644	187	9	)	)	PUNCT
easat-9644	187	10	was	be	AUX
easat-9644	187	11	utilized	utilize	VERB
easat-9644	187	12	for	for	ADP
easat-9644	187	13	relation	relation	NOUN
easat-9644	187	14	extraction	extraction	NOUN
easat-9644	187	15	,	,	PUNCT
easat-9644	187	16	and	and	CCONJ
easat-9644	187	17	a	a	DET
easat-9644	187	18	graph	graph	NOUN
easat-9644	187	19	convolutional	convolutional	ADJ
easat-9644	187	20	network	network	NOUN
easat-9644	187	21	(	(	PUNCT
easat-9644	187	22	gcn	gcn	NOUN
easat-9644	187	23	)	)	PUNCT
easat-9644	187	24	based	base	VERB
easat-9644	187	25	model	model	NOUN
easat-9644	187	26	for	for	ADP
easat-9644	187	27	text	text	NOUN
easat-9644	187	28	classification	classification	NOUN
easat-9644	187	29	[	[	X
easat-9644	187	30	54	54	NUM
easat-9644	187	31	]	]	PUNCT
easat-9644	187	32	.	.	PUNCT
easat-9644	188	1	the	the	DET
easat-9644	188	2	authors	author	NOUN
easat-9644	188	3	contrasted	contrast	VERB
easat-9644	188	4	the	the	DET
easat-9644	188	5	gcn	gcn	ADJ
easat-9644	188	6	model	model	NOUN
easat-9644	188	7	with	with	ADP
easat-9644	188	8	different	different	ADJ
easat-9644	188	9	techniques	technique	NOUN
easat-9644	188	10	used	use	VERB
easat-9644	188	11	in	in	ADP
easat-9644	188	12	prior	prior	ADJ
easat-9644	188	13	similar	similar	ADJ
easat-9644	188	14	research	research	NOUN
easat-9644	188	15	,	,	PUNCT
easat-9644	188	16	such	such	ADJ
easat-9644	188	17	as	as	ADP
easat-9644	188	18	bilstm	bilstm	NOUN
easat-9644	188	19	-	-	PUNCT
easat-9644	188	20	crf	crf	NOUN
easat-9644	188	21	.	.	PUNCT
easat-9644	189	1	while	while	SCONJ
easat-9644	189	2	the	the	DET
easat-9644	189	3	results	result	NOUN
easat-9644	189	4	indicated	indicate	VERB
easat-9644	189	5	that	that	SCONJ
easat-9644	189	6	gcn	gcn	NOUN
easat-9644	189	7	attained	attain	VERB
easat-9644	189	8	superior	superior	ADJ
easat-9644	189	9	accuracy	accuracy	NOUN
easat-9644	189	10	,	,	PUNCT
easat-9644	189	11	recall	recall	NOUN
easat-9644	189	12	,	,	PUNCT
easat-9644	189	13	f1	f1	NOUN
easat-9644	189	14	score	score	NOUN
easat-9644	189	15	,	,	PUNCT
easat-9644	189	16	and	and	CCONJ
easat-9644	189	17	pvalues	pvalue	NOUN
easat-9644	189	18	relative	relative	ADJ
easat-9644	189	19	to	to	ADP
easat-9644	189	20	other	other	ADJ
easat-9644	189	21	models	model	NOUN
easat-9644	189	22	,	,	PUNCT
easat-9644	189	23	the	the	DET
easat-9644	189	24	authors	author	NOUN
easat-9644	189	25	also	also	ADV
easat-9644	189	26	recognized	recognize	VERB
easat-9644	189	27	the	the	DET
easat-9644	189	28	constraints	constraint	NOUN
easat-9644	189	29	of	of	ADP
easat-9644	189	30	the	the	DET
easat-9644	189	31	study	study	NOUN
easat-9644	189	32	,	,	PUNCT
easat-9644	189	33	including	include	VERB
easat-9644	189	34	the	the	DET
easat-9644	189	35	necessity	necessity	NOUN
easat-9644	189	36	for	for	ADP
easat-9644	189	37	extensive	extensive	ADJ
easat-9644	189	38	labeled	label	VERB
easat-9644	189	39	datasets	dataset	NOUN
easat-9644	189	40	for	for	ADP
easat-9644	189	41	training	training	NOUN
easat-9644	189	42	and	and	CCONJ
easat-9644	189	43	the	the	DET
easat-9644	189	44	difficulty	difficulty	NOUN
easat-9644	189	45	of	of	ADP
easat-9644	189	46	accurately	accurately	ADV
easat-9644	189	47	encoding	encode	VERB
easat-9644	189	48	advanced	advanced	ADJ
easat-9644	189	49	mathematical	mathematical	ADJ
easat-9644	189	50	knowledge	knowledge	NOUN
easat-9644	189	51	as	as	ADP
easat-9644	189	52	a	a	DET
easat-9644	189	53	precise	precise	ADJ
easat-9644	189	54	graph	graph	NOUN
easat-9644	189	55	structure	structure	NOUN
easat-9644	189	56	[	[	X
easat-9644	189	57	54	54	NUM
easat-9644	189	58	]	]	PUNCT
easat-9644	189	59	.	.	PUNCT
easat-9644	190	1	in	in	ADP
easat-9644	190	2	addition	addition	NOUN
easat-9644	190	3	to	to	ADP
easat-9644	190	4	the	the	DET
easat-9644	190	5	precision	precision	NOUN
easat-9644	190	6	teaching	teach	VERB
easat-9644	190	7	from	from	ADP
easat-9644	190	8	knowledge	knowledge	NOUN
easat-9644	190	9	concept	concept	NOUN
easat-9644	190	10	extracts	extract	NOUN
easat-9644	190	11	,	,	PUNCT
easat-9644	190	12	it	it	PRON
easat-9644	190	13	is	be	AUX
easat-9644	190	14	also	also	ADV
easat-9644	190	15	possible	possible	ADJ
easat-9644	190	16	to	to	PART
easat-9644	190	17	autogenerate	autogenerate	VERB
easat-9644	190	18	assessments	assessment	NOUN
easat-9644	190	19	,	,	PUNCT
easat-9644	190	20	such	such	ADJ
easat-9644	190	21	as	as	ADP
easat-9644	190	22	quizzes	quiz	NOUN
easat-9644	190	23	,	,	PUNCT
easat-9644	190	24	from	from	ADP
easat-9644	190	25	a	a	DET
easat-9644	190	26	kg	kg	NOUN
easat-9644	190	27	.	.	PUNCT
easat-9644	191	1	this	this	DET
easat-9644	191	2	approach	approach	NOUN
easat-9644	191	3	precisely	precisely	ADV
easat-9644	191	4	conforms	conform	VERB
easat-9644	191	5	assessments	assessment	NOUN
easat-9644	191	6	to	to	ADP
easat-9644	191	7	a	a	DET
easat-9644	191	8	specific	specific	ADJ
easat-9644	191	9	resource	resource	NOUN
easat-9644	191	10	made	make	VERB
easat-9644	191	11	available	available	ADJ
easat-9644	191	12	to	to	ADP
easat-9644	191	13	learners	learner	NOUN
easat-9644	191	14	.	.	PUNCT
easat-9644	192	1	the	the	DET
easat-9644	192	2	authors	author	NOUN
easat-9644	192	3	of	of	ADP
easat-9644	192	4	ma	ma	PROPN
easat-9644	192	5	and	and	CCONJ
easat-9644	192	6	ma	ma	PROPN
easat-9644	192	7	[	[	X
easat-9644	192	8	53	53	NUM
easat-9644	192	9	]	]	PUNCT
easat-9644	192	10	introduced	introduce	VERB
easat-9644	192	11	a	a	DET
easat-9644	192	12	framework	framework	NOUN
easat-9644	192	13	for	for	ADP
easat-9644	192	14	automatically	automatically	ADV
easat-9644	192	15	generating	generate	VERB
easat-9644	192	16	questions	question	NOUN
easat-9644	192	17	from	from	ADP
easat-9644	192	18	subtitles	subtitle	NOUN
easat-9644	192	19	of	of	ADP
easat-9644	192	20	video	video	NOUN
easat-9644	192	21	-	-	PUNCT
easat-9644	192	22	based	base	VERB
easat-9644	192	23	instructional	instructional	ADJ
easat-9644	192	24	content	content	NOUN
easat-9644	192	25	in	in	ADP
easat-9644	192	26	massive	massive	ADJ
easat-9644	192	27	open	open	ADJ
easat-9644	192	28	online	online	ADJ
easat-9644	192	29	courses	course	NOUN
easat-9644	192	30	(	(	PUNCT
easat-9644	192	31	moocs	mooc	NOUN
easat-9644	192	32	)	)	PUNCT
easat-9644	192	33	.	.	PUNCT
easat-9644	193	1	the	the	DET
easat-9644	193	2	framework	framework	NOUN
easat-9644	193	3	extracts	extract	VERB
easat-9644	193	4	information	information	NOUN
easat-9644	193	5	from	from	ADP
easat-9644	193	6	subtitles	subtitle	NOUN
easat-9644	193	7	utilizing	utilize	VERB
easat-9644	193	8	a	a	DET
easat-9644	193	9	knowledge	knowledge	NOUN
easat-9644	193	10	graph	graph	NOUN
easat-9644	193	11	and	and	CCONJ
easat-9644	193	12	then	then	ADV
easat-9644	193	13	uses	use	VERB
easat-9644	193	14	a	a	DET
easat-9644	193	15	template	template	NOUN
easat-9644	193	16	-	-	PUNCT
easat-9644	193	17	driven	drive	VERB
easat-9644	193	18	approach	approach	NOUN
easat-9644	193	19	to	to	PART
easat-9644	193	20	formulate	formulate	VERB
easat-9644	193	21	questions	question	NOUN
easat-9644	193	22	.	.	PUNCT
easat-9644	194	1	the	the	DET
easat-9644	194	2	authors	author	NOUN
easat-9644	194	3	utilized	utilize	VERB
easat-9644	194	4	the	the	DET
easat-9644	194	5	simplequestions	simplequestion	NOUN
easat-9644	194	6	dataset	dataset	NOUN
easat-9644	194	7	,	,	PUNCT
easat-9644	194	8	which	which	PRON
easat-9644	194	9	comprises	comprise	VERB
easat-9644	194	10	question	question	NOUN
easat-9644	194	11	-	-	PUNCT
easat-9644	194	12	answer	answer	NOUN
easat-9644	194	13	pairs	pair	NOUN
easat-9644	194	14	derived	derive	VERB
easat-9644	194	15	from	from	ADP
easat-9644	194	16	freebase	freebase	NOUN
easat-9644	194	17	.	.	PUNCT
easat-9644	195	1	the	the	DET
easat-9644	195	2	authors	author	NOUN
easat-9644	195	3	correlated	correlate	VERB
easat-9644	195	4	freebase	freebase	VERB
easat-9644	195	5	with	with	ADP
easat-9644	195	6	wikidata	wikidata	NOUN
easat-9644	195	7	and	and	CCONJ
easat-9644	195	8	employed	employ	VERB
easat-9644	195	9	bleu	bleu	NOUN
easat-9644	195	10	as	as	ADP
easat-9644	195	11	the	the	DET
easat-9644	195	12	parameter	parameter	NOUN
easat-9644	195	13	for	for	ADP
easat-9644	195	14	assessing	assess	VERB
easat-9644	195	15	question	question	NOUN
easat-9644	195	16	quality	quality	NOUN
easat-9644	195	17	.	.	PUNCT
easat-9644	196	1	their	their	PRON
easat-9644	196	2	proposed	propose	VERB
easat-9644	196	3	method	method	NOUN
easat-9644	196	4	attained	attain	VERB
easat-9644	196	5	a	a	DET
easat-9644	196	6	bleu	bleu	NOUN
easat-9644	196	7	score	score	NOUN
easat-9644	196	8	of	of	ADP
easat-9644	196	9	0.48	0.48	NUM
easat-9644	196	10	,	,	PUNCT
easat-9644	196	11	surpassing	surpass	VERB
easat-9644	196	12	baseline	baseline	NOUN
easat-9644	196	13	methods	method	NOUN
easat-9644	196	14	(	(	PUNCT
easat-9644	196	15	0.40	0.40	NUM
easat-9644	196	16	)	)	PUNCT
easat-9644	196	17	and	and	CCONJ
easat-9644	196	18	mp	mp	PROPN
easat-9644	196	19	triples	triple	NOUN
easat-9644	196	20	transe++	transe++	NOUN
easat-9644	196	21	(	(	PUNCT
easat-9644	196	22	0.46	0.46	NUM
easat-9644	196	23	)	)	PUNCT
easat-9644	196	24	.	.	PUNCT
easat-9644	197	1	1475	1475	NUM
easat-9644	197	2	edelweiss	edelweiss	PROPN
easat-9644	197	3	applied	apply	VERB
easat-9644	197	4	science	science	NOUN
easat-9644	197	5	and	and	CCONJ
easat-9644	197	6	technology	technology	NOUN
easat-9644	197	7	issn	issn	PROPN
easat-9644	197	8	:	:	PUNCT
easat-9644	197	9	2576	2576	NUM
easat-9644	197	10	-	-	SYM
easat-9644	197	11	8484	8484	NUM
easat-9644	197	12	vol	vol	NOUN
easat-9644	197	13	.	.	PROPN
easat-9644	198	1	9	9	NUM
easat-9644	198	2	,	,	PUNCT
easat-9644	198	3	no	no	INTJ
easat-9644	198	4	.	.	NOUN
easat-9644	198	5	8	8	NUM
easat-9644	198	6	:	:	SYM
easat-9644	198	7	1464	1464	NUM
easat-9644	198	8	-	-	SYM
easat-9644	198	9	1497	1497	NUM
easat-9644	198	10	,	,	PUNCT
easat-9644	198	11	2025	2025	NUM
easat-9644	198	12	doi	doi	NOUN
easat-9644	198	13	:	:	PUNCT
easat-9644	198	14	10.55214/2576	10.55214/2576	NUM
easat-9644	198	15	-	-	NUM
easat-9644	198	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	198	17	©	©	PROPN
easat-9644	198	18	2025	2025	NUM
easat-9644	198	19	by	by	ADP
easat-9644	198	20	the	the	DET
easat-9644	198	21	authors	author	NOUN
easat-9644	198	22	;	;	PUNCT
easat-9644	198	23	licensee	licensee	PROPN
easat-9644	198	24	learning	learn	VERB
easat-9644	198	25	gate	gate	NOUN
easat-9644	198	26	table	table	NOUN
easat-9644	198	27	3	3	NUM
easat-9644	198	28	.	.	NUM
easat-9644	198	29	selected	select	VERB
easat-9644	198	30	kg	kg	NOUN
easat-9644	198	31	for	for	ADP
easat-9644	198	32	precision	precision	NOUN
easat-9644	198	33	teaching	teaching	NOUN
easat-9644	198	34	and	and	CCONJ
easat-9644	198	35	learning	learning	NOUN
easat-9644	198	36	.	.	PUNCT
easat-9644	199	1	ref	ref	NOUN
easat-9644	199	2	.	.	PUNCT
easat-9644	200	1	kg	kg	X
easat-9644	200	2	specific	specific	ADJ
easat-9644	200	3	purpose	purpose	NOUN
easat-9644	200	4	knowledge	knowledge	NOUN
easat-9644	200	5	domain	domain	NOUN
easat-9644	200	6	/	/	SYM
easat-9644	200	7	subject	subject	NOUN
easat-9644	200	8	dataset(s	dataset(s	NOUN
easat-9644	200	9	)	)	PUNCT
easat-9644	200	10	nature	nature	NOUN
easat-9644	200	11	of	of	ADP
easat-9644	200	12	data	datum	NOUN
easat-9644	200	13	kg	kg	PROPN
easat-9644	200	14	data	data	PROPN
easat-9644	200	15	model	model	NOUN
easat-9644	200	16	construction	construction	PROPN
easat-9644	200	17	model(s	model(s	PROPN
easat-9644	200	18	)	)	PUNCT
easat-9644	200	19	baseline	baseline	PROPN
easat-9644	200	20	model(s	model(s	PROPN
easat-9644	200	21	)	)	PUNCT
easat-9644	200	22	evaluation	evaluation	NOUN
easat-9644	200	23	metrics	metric	NOUN
easat-9644	200	24	limitations	limitation	NOUN
easat-9644	200	25	weichselbraun	weichselbraun	NOUN
easat-9644	200	26	,	,	PUNCT
easat-9644	200	27	et	et	PROPN
easat-9644	200	28	al	al	PROPN
easat-9644	200	29	.	.	PUNCT
easat-9644	201	1	[	[	X
easat-9644	201	2	27	27	NUM
easat-9644	201	3	]	]	PUNCT
easat-9644	201	4	to	to	PART
easat-9644	201	5	structure	structure	VERB
easat-9644	201	6	and	and	CCONJ
easat-9644	201	7	integrate	integrate	VERB
easat-9644	201	8	course	course	NOUN
easat-9644	201	9	data	datum	NOUN
easat-9644	201	10	,	,	PUNCT
easat-9644	201	11	establish	establish	VERB
easat-9644	201	12	a	a	DET
easat-9644	201	13	comprehensive	comprehensive	ADJ
easat-9644	201	14	curriculum	curriculum	NOUN
easat-9644	201	15	knowledge	knowledge	NOUN
easat-9644	201	16	system	system	NOUN
easat-9644	201	17	,	,	PUNCT
easat-9644	201	18	and	and	CCONJ
easat-9644	201	19	individualize	individualize	VERB
easat-9644	201	20	learning	learn	VERB
easat-9644	201	21	paths	path	NOUN
easat-9644	201	22	.	.	PUNCT
easat-9644	202	1	computer	computer	NOUN
easat-9644	202	2	science	science	NOUN
easat-9644	202	3	domain	domain	NOUN
easat-9644	202	4	c	c	NOUN
easat-9644	202	5	programming	program	VERB
easat-9644	202	6	digital	digital	ADJ
easat-9644	202	7	teaching	teaching	NOUN
easat-9644	202	8	materials	material	NOUN
easat-9644	202	9	coursegrading	coursegrading	NOUN
easat-9644	202	10	and	and	CCONJ
easat-9644	202	11	educoder	educoder	NOUN
easat-9644	202	12	unstructured	unstructure	VERB
easat-9644	202	13	semistructured	semistructure	VERB
easat-9644	202	14	and	and	CCONJ
easat-9644	202	15	structured	structured	ADJ
easat-9644	202	16	ontology	ontology	NOUN
easat-9644	202	17	n	n	CCONJ
easat-9644	202	18	-	-	PUNCT
easat-9644	202	19	ltp	ltp	NOUN
easat-9644	202	20	and	and	CCONJ
easat-9644	202	21	co	co	NOUN
easat-9644	202	22	-	-	NOUN
easat-9644	202	23	word	word	NOUN
easat-9644	202	24	analysis	analysis	NOUN
easat-9644	202	25	bert	bert	PROPN
easat-9644	202	26	-	-	PUNCT
easat-9644	202	27	bigrumhsa	bigrumhsa	PROPN
easat-9644	202	28	-	-	PUNCT
easat-9644	202	29	crf	crf	PROPN
easat-9644	202	30	cosine	cosine	PROPN
easat-9644	202	31	similarity	similarity	PROPN
easat-9644	202	32	bertbilstm	bertbilstm	PROPN
easat-9644	202	33	-	-	PUNCT
easat-9644	202	34	crf	crf	PROPN
easat-9644	202	35	bert	bert	PROPN
easat-9644	202	36	-	-	PUNCT
easat-9644	202	37	gru	gru	VERB
easat-9644	202	38	-	-	PUNCT
easat-9644	202	39	cr	cr	PROPN
easat-9644	202	40	accuracy	accuracy	PROPN
easat-9644	202	41	precision	precision	NOUN
easat-9644	202	42	,	,	PUNCT
easat-9644	202	43	recall	recall	NOUN
easat-9644	202	44	,	,	PUNCT
easat-9644	202	45	f1	f1	NOUN
easat-9644	202	46	-	-	PUNCT
easat-9644	202	47	score	score	NOUN
easat-9644	202	48	the	the	DET
easat-9644	202	49	study	study	NOUN
easat-9644	202	50	overly	overly	ADV
easat-9644	202	51	relies	rely	VERB
easat-9644	202	52	on	on	ADP
easat-9644	202	53	textual	textual	ADJ
easat-9644	202	54	data	datum	NOUN
easat-9644	202	55	and	and	CCONJ
easat-9644	202	56	neglects	neglect	VERB
easat-9644	202	57	multi	multi	ADJ
easat-9644	202	58	-	-	ADJ
easat-9644	202	59	modal	modal	ADJ
easat-9644	202	60	data	datum	NOUN
easat-9644	202	61	like	like	ADP
easat-9644	202	62	videos	video	NOUN
easat-9644	202	63	and	and	CCONJ
easat-9644	202	64	audio	audio	NOUN
easat-9644	202	65	;	;	PUNCT
easat-9644	202	66	the	the	DET
easat-9644	202	67	study	study	NOUN
easat-9644	202	68	used	use	VERB
easat-9644	202	69	only	only	ADV
easat-9644	202	70	the	the	DET
easat-9644	202	71	c	c	PROPN
easat-9644	202	72	programming	programming	NOUN
easat-9644	202	73	courses	course	NOUN
easat-9644	202	74	dataset	dataset	VERB
easat-9644	202	75	,	,	PUNCT
easat-9644	202	76	which	which	PRON
easat-9644	202	77	limits	limit	VERB
easat-9644	202	78	generalizability	generalizability	NOUN
easat-9644	202	79	.	.	PUNCT
easat-9644	203	1	aliyu	aliyu	PROPN
easat-9644	203	2	,	,	PUNCT
easat-9644	203	3	et	et	PROPN
easat-9644	203	4	al	al	PROPN
easat-9644	203	5	.	.	PUNCT
easat-9644	204	1	[	[	X
easat-9644	204	2	31	31	NUM
easat-9644	204	3	]	]	PUNCT
easat-9644	204	4	to	to	PART
easat-9644	204	5	enhance	enhance	VERB
easat-9644	204	6	the	the	DET
easat-9644	204	7	understanding	understanding	NOUN
easat-9644	204	8	of	of	ADP
easat-9644	204	9	mathematical	mathematical	ADJ
easat-9644	204	10	concepts	concept	NOUN
easat-9644	204	11	,	,	PUNCT
easat-9644	204	12	provide	provide	VERB
easat-9644	204	13	teachers	teacher	NOUN
easat-9644	204	14	with	with	ADP
easat-9644	204	15	effective	effective	ADJ
easat-9644	204	16	teaching	teaching	NOUN
easat-9644	204	17	strategies	strategy	NOUN
easat-9644	204	18	,	,	PUNCT
easat-9644	204	19	and	and	CCONJ
easat-9644	204	20	offer	offer	VERB
easat-9644	204	21	personalized	personalize	VERB
easat-9644	204	22	feedback	feedback	NOUN
easat-9644	204	23	to	to	ADP
easat-9644	204	24	their	their	PRON
easat-9644	204	25	students	student	NOUN
easat-9644	204	26	.	.	PUNCT
easat-9644	205	1	higher	high	ADJ
easat-9644	205	2	mathematics	mathematics	PROPN
easat-9644	205	3	mathematics	mathematics	PROPN
easat-9644	205	4	textbooks	textbooks	PROPN
easat-9644	205	5	&	&	CCONJ
easat-9644	205	6	network	network	PROPN
easat-9644	205	7	resources	resource	NOUN
easat-9644	205	8	baidu	baidu	NOUN
easat-9644	205	9	encyclopedia	encyclopedia	NOUN
easat-9644	205	10	unstructured	unstructure	VERB
easat-9644	205	11	ontology	ontology	NOUN
easat-9644	205	12	gcn	gcn	NOUN
easat-9644	205	13	bilstm	bilstm	NOUN
easat-9644	205	14	-	-	PUNCT
easat-9644	205	15	crf	crf	NOUN
easat-9644	205	16	aggcn	aggcn	PROPN
easat-9644	205	17	,	,	PUNCT
easat-9644	205	18	am	be	AUX
easat-9644	205	19	,	,	PUNCT
easat-9644	205	20	word2vec	word2vec	X
easat-9644	205	21	hmm	hmm	PROPN
easat-9644	205	22	,	,	PUNCT
easat-9644	205	23	crf	crf	PROPN
easat-9644	205	24	,	,	PUNCT
easat-9644	205	25	bilstm	bilstm	NOUN
easat-9644	205	26	,	,	PUNCT
easat-9644	205	27	bert	bert	PROPN
easat-9644	205	28	-	-	PUNCT
easat-9644	205	29	crf	crf	PROPN
easat-9644	205	30	and	and	CCONJ
easat-9644	205	31	bert	bert	PROPN
easat-9644	205	32	softmax	softmax	PROPN
easat-9644	205	33	accuracy	accuracy	PROPN
easat-9644	205	34	precision	precision	NOUN
easat-9644	205	35	,	,	PUNCT
easat-9644	205	36	recall	recall	NOUN
easat-9644	205	37	,	,	PUNCT
easat-9644	205	38	f1	f1	NOUN
easat-9644	205	39	-	-	PUNCT
easat-9644	205	40	score	score	NOUN
easat-9644	205	41	p	p	NOUN
easat-9644	205	42	-	-	PUNCT
easat-9644	205	43	value	value	NOUN
easat-9644	205	44	•	•	NOUN
easat-9644	205	45	imbalanced	imbalanced	ADJ
easat-9644	205	46	and	and	CCONJ
easat-9644	205	47	limited	limited	ADJ
easat-9644	205	48	dataset	dataset	NOUN
easat-9644	205	49	size	size	NOUN
easat-9644	205	50	;	;	PUNCT
easat-9644	205	51	•	•	NUM
easat-9644	205	52	existing	exist	VERB
easat-9644	205	53	word	word	NOUN
easat-9644	205	54	embeddings	embedding	NOUN
easat-9644	205	55	are	be	AUX
easat-9644	205	56	not	not	PART
easat-9644	205	57	designed	design	VERB
easat-9644	205	58	for	for	ADP
easat-9644	205	59	the	the	DET
easat-9644	205	60	targeted	target	VERB
easat-9644	205	61	use	use	NOUN
easat-9644	205	62	case	case	NOUN
easat-9644	205	63	•	•	NUM
easat-9644	205	64	lack	lack	NOUN
easat-9644	205	65	of	of	ADP
easat-9644	205	66	clear	clear	ADJ
easat-9644	205	67	standards	standard	NOUN
easat-9644	205	68	for	for	ADP
easat-9644	205	69	relationships	relationship	NOUN
easat-9644	205	70	and	and	CCONJ
easat-9644	205	71	knowledge	knowledge	NOUN
easat-9644	205	72	points	point	NOUN
easat-9644	205	73	.	.	PUNCT
easat-9644	206	1	sahlab	sahlab	NOUN
easat-9644	206	2	,	,	PUNCT
easat-9644	206	3	et	et	PROPN
easat-9644	206	4	al	al	PROPN
easat-9644	206	5	.	.	PUNCT
easat-9644	207	1	[	[	X
easat-9644	207	2	33	33	NUM
easat-9644	207	3	]	]	PUNCT
easat-9644	207	4	for	for	ADP
easat-9644	207	5	educational	educational	ADJ
easat-9644	207	6	concept	concept	NOUN
easat-9644	207	7	extraction	extraction	NOUN
easat-9644	207	8	&	&	CCONJ
easat-9644	207	9	enhancing	enhance	VERB
easat-9644	207	10	targeted	target	VERB
easat-9644	207	11	instructions	instruction	NOUN
easat-9644	207	12	education	education	PROPN
easat-9644	207	13	mooc	mooc	PROPN
easat-9644	207	14	edu	edu	PROPN
easat-9644	207	15	-	-	PROPN
easat-9644	207	16	dt	dt	PROPN
easat-9644	207	17	and	and	CCONJ
easat-9644	207	18	edutech	edutech	NOUN
easat-9644	207	19	dt	dt	PUNCT
easat-9644	207	20	source	source	NOUN
easat-9644	207	21	mooccube	mooccube	NOUN
easat-9644	207	22	unstructured	unstructure	VERB
easat-9644	207	23	na	na	ADP
easat-9644	207	24	k	k	NOUN
easat-9644	207	25	-	-	PUNCT
easat-9644	207	26	means	mean	VERB
easat-9644	207	27	clustering	clustering	NOUN
easat-9644	207	28	,	,	PUNCT
easat-9644	207	29	manifold	manifold	ADJ
easat-9644	207	30	learning	learning	NOUN
easat-9644	207	31	distance	distance	NOUN
easat-9644	207	32	-	-	PUNCT
easat-9644	207	33	based	base	VERB
easat-9644	207	34	discriminant	discriminant	NOUN
easat-9644	207	35	function	function	VERB
easat-9644	207	36	tf	tf	PROPN
easat-9644	207	37	-	-	PUNCT
easat-9644	207	38	idf	idf	PROPN
easat-9644	207	39	;	;	PUNCT
easat-9644	207	40	textrank	textrank	VERB
easat-9644	207	41	k	k	PROPN
easat-9644	207	42	-	-	PUNCT
easat-9644	207	43	means	mean	VERB
easat-9644	207	44	clustering	cluster	VERB
easat-9644	207	45	isolation	isolation	NOUN
easat-9644	207	46	forest	forest	NOUN
easat-9644	207	47	and	and	CCONJ
easat-9644	207	48	one	one	NUM
easat-9644	207	49	class	class	NOUN
easat-9644	207	50	svm	svm	PROPN
easat-9644	207	51	precision	precision	NOUN
easat-9644	207	52	,	,	PUNCT
easat-9644	207	53	recall	recall	NOUN
easat-9644	207	54	,	,	PUNCT
easat-9644	207	55	f1	f1	NOUN
easat-9644	207	56	-	-	PUNCT
easat-9644	207	57	score	score	NOUN
easat-9644	207	58	•	•	NOUN
easat-9644	207	59	lack	lack	NOUN
easat-9644	207	60	of	of	ADP
easat-9644	207	61	goldstandard	goldstandard	ADJ
easat-9644	207	62	datasets	dataset	NOUN
easat-9644	207	63	•	•	ADP
easat-9644	207	64	imbalanced	imbalanced	ADJ
easat-9644	207	65	distribution	distribution	NOUN
easat-9644	207	66	of	of	ADP
easat-9644	207	67	samples	sample	NOUN
easat-9644	207	68	•	•	PRON
easat-9644	207	69	sensitivity	sensitivity	NOUN
easat-9644	207	70	to	to	PART
easat-9644	207	71	sample	sample	VERB
easat-9644	207	72	distribution	distribution	NOUN
easat-9644	207	73	and	and	CCONJ
easat-9644	207	74	generalizability	generalizability	NOUN
easat-9644	207	75	issues	issue	NOUN
easat-9644	207	76	.	.	PUNCT
easat-9644	208	1	abu	abu	PROPN
easat-9644	208	2	-	-	PUNCT
easat-9644	208	3	salih	salih	PROPN
easat-9644	208	4	and	and	CCONJ
easat-9644	208	5	alotaibi	alotaibi	NOUN
easat-9644	208	6	[	[	X
easat-9644	208	7	34	34	NUM
easat-9644	208	8	]	]	PUNCT
easat-9644	208	9	extracts	extract	NOUN
easat-9644	208	10	pertinent	pertinent	ADJ
easat-9644	208	11	facts	fact	NOUN
easat-9644	208	12	from	from	ADP
easat-9644	208	13	video	video	NOUN
easat-9644	208	14	subtitles	subtitle	NOUN
easat-9644	208	15	for	for	ADP
easat-9644	208	16	the	the	DET
easat-9644	208	17	automatic	automatic	ADJ
easat-9644	208	18	generation	generation	NOUN
easat-9644	208	19	of	of	ADP
easat-9644	208	20	quiz	quiz	NOUN
easat-9644	208	21	questions	question	VERB
easat-9644	208	22	mooc	mooc	NOUN
easat-9644	208	23	simplequestions	simplequestion	NOUN
easat-9644	208	24	and	and	CCONJ
easat-9644	208	25	an	an	DET
easat-9644	208	26	unnamed	unnamed	ADJ
easat-9644	208	27	mooc	mooc	NOUN
easat-9644	208	28	video	video	NOUN
easat-9644	208	29	from	from	ADP
easat-9644	208	30	xuetangx	xuetangx	PROPN
easat-9644	208	31	wikidata	wikidata	PROPN
easat-9644	208	32	unstructured	unstructure	VERB
easat-9644	208	33	na	na	ADP
easat-9644	208	34	mediawiki	mediawiki	PROPN
easat-9644	208	35	api	api	PROPN
easat-9644	208	36	tf	tf	PROPN
easat-9644	208	37	-	-	PUNCT
easat-9644	208	38	idf	idf	PROPN
easat-9644	208	39	mp	mp	PROPN
easat-9644	208	40	tripples	tripples	PROPN
easat-9644	208	41	transe++	transe++	PROPN
easat-9644	208	42	rnn	rnn	VERB
easat-9644	208	43	bleu	bleu	NOUN
easat-9644	208	44	•	•	ADP
easat-9644	208	45	the	the	DET
easat-9644	208	46	bleu	bleu	NOUN
easat-9644	208	47	score	score	NOUN
easat-9644	208	48	may	may	AUX
easat-9644	208	49	not	not	PART
easat-9644	208	50	accurately	accurately	ADV
easat-9644	208	51	reflect	reflect	VERB
easat-9644	208	52	task	task	NOUN
easat-9644	208	53	performance	performance	NOUN
easat-9644	208	54	•	•	ADP
easat-9644	208	55	a	a	DET
easat-9644	208	56	limited	limited	ADJ
easat-9644	208	57	number	number	NOUN
easat-9644	208	58	of	of	ADP
easat-9644	208	59	questions	question	NOUN
easat-9644	208	60	are	be	AUX
easat-9644	208	61	generated	generate	VERB
easat-9644	208	62	due	due	ADP
easat-9644	208	63	to	to	ADP
easat-9644	208	64	the	the	DET
easat-9644	208	65	training	training	NOUN
easat-9644	208	66	set	set	NOUN
easat-9644	208	67	's	's	PART
easat-9644	208	68	inadequate	inadequate	ADJ
easat-9644	208	69	relationships	relationship	NOUN
easat-9644	208	70	1476	1476	NUM
easat-9644	208	71	edelweiss	edelweiss	PROPN
easat-9644	208	72	applied	apply	VERB
easat-9644	208	73	science	science	NOUN
easat-9644	208	74	and	and	CCONJ
easat-9644	208	75	technology	technology	NOUN
easat-9644	208	76	issn	issn	PROPN
easat-9644	208	77	:	:	PUNCT
easat-9644	208	78	2576	2576	NUM
easat-9644	208	79	-	-	SYM
easat-9644	208	80	8484	8484	NUM
easat-9644	208	81	vol	vol	NOUN
easat-9644	208	82	.	.	PROPN
easat-9644	209	1	9	9	NUM
easat-9644	209	2	,	,	PUNCT
easat-9644	209	3	no	no	INTJ
easat-9644	209	4	.	.	NOUN
easat-9644	209	5	8	8	NUM
easat-9644	209	6	:	:	SYM
easat-9644	209	7	1464	1464	NUM
easat-9644	209	8	-	-	SYM
easat-9644	209	9	1497	1497	NUM
easat-9644	209	10	,	,	PUNCT
easat-9644	209	11	2025	2025	NUM
easat-9644	209	12	doi	doi	NOUN
easat-9644	209	13	:	:	PUNCT
easat-9644	209	14	10.55214/2576	10.55214/2576	NUM
easat-9644	209	15	-	-	NUM
easat-9644	209	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	209	17	©	©	PROPN
easat-9644	209	18	2025	2025	NUM
easat-9644	209	19	by	by	ADP
easat-9644	209	20	the	the	DET
easat-9644	209	21	authors	author	NOUN
easat-9644	209	22	;	;	PUNCT
easat-9644	209	23	licensee	licensee	PROPN
easat-9644	209	24	learning	learning	NOUN
easat-9644	209	25	gate	gate	PROPN
easat-9644	209	26	course	course	NOUN
easat-9644	209	27	recommendation	recommendation	NOUN
easat-9644	209	28	:	:	PUNCT
easat-9644	209	29	research	research	NOUN
easat-9644	209	30	has	have	AUX
easat-9644	209	31	shown	show	VERB
easat-9644	209	32	that	that	SCONJ
easat-9644	209	33	students	student	NOUN
easat-9644	209	34	sometimes	sometimes	ADV
easat-9644	209	35	struggle	struggle	VERB
easat-9644	209	36	to	to	PART
easat-9644	209	37	choose	choose	VERB
easat-9644	209	38	a	a	DET
easat-9644	209	39	course	course	NOUN
easat-9644	209	40	,	,	PUNCT
easat-9644	209	41	especially	especially	ADV
easat-9644	209	42	in	in	ADP
easat-9644	209	43	online	online	ADJ
easat-9644	209	44	mooc	mooc	PROPN
easat-9644	209	45	platforms	platform	NOUN
easat-9644	209	46	,	,	PUNCT
easat-9644	209	47	where	where	SCONJ
easat-9644	209	48	there	there	PRON
easat-9644	209	49	are	be	VERB
easat-9644	209	50	too	too	ADV
easat-9644	209	51	many	many	ADJ
easat-9644	209	52	courses	course	NOUN
easat-9644	209	53	to	to	PART
easat-9644	209	54	pick	pick	VERB
easat-9644	209	55	from	from	ADP
easat-9644	209	56	;	;	PUNCT
easat-9644	209	57	students	student	NOUN
easat-9644	209	58	may	may	AUX
easat-9644	209	59	find	find	VERB
easat-9644	209	60	it	it	PRON
easat-9644	209	61	overwhelming	overwhelming	ADJ
easat-9644	209	62	to	to	PART
easat-9644	209	63	select	select	VERB
easat-9644	209	64	the	the	DET
easat-9644	209	65	most	most	ADV
easat-9644	209	66	appropriate	appropriate	ADJ
easat-9644	209	67	to	to	ADP
easat-9644	209	68	their	their	PRON
easat-9644	209	69	learning	learning	NOUN
easat-9644	209	70	styles	style	NOUN
easat-9644	209	71	,	,	PUNCT
easat-9644	209	72	goals	goal	NOUN
easat-9644	209	73	,	,	PUNCT
easat-9644	209	74	and	and	CCONJ
easat-9644	209	75	interests	interest	NOUN
easat-9644	209	76	[	[	X
easat-9644	209	77	61	61	NUM
easat-9644	209	78	]	]	PUNCT
easat-9644	209	79	.	.	PUNCT
easat-9644	210	1	a	a	DET
easat-9644	210	2	course	course	NOUN
easat-9644	210	3	recommendation	recommendation	NOUN
easat-9644	210	4	system	system	NOUN
easat-9644	210	5	helps	help	VERB
easat-9644	210	6	to	to	PART
easat-9644	210	7	mitigate	mitigate	VERB
easat-9644	210	8	this	this	DET
easat-9644	210	9	problem	problem	NOUN
easat-9644	210	10	by	by	ADP
easat-9644	210	11	recommending	recommend	VERB
easat-9644	210	12	courses	course	NOUN
easat-9644	210	13	to	to	ADP
easat-9644	210	14	learners	learner	NOUN
easat-9644	210	15	based	base	VERB
easat-9644	210	16	on	on	ADP
easat-9644	210	17	their	their	PRON
easat-9644	210	18	demographics	demographic	NOUN
easat-9644	210	19	,	,	PUNCT
easat-9644	210	20	preferences	preference	NOUN
easat-9644	210	21	,	,	PUNCT
easat-9644	210	22	and	and	CCONJ
easat-9644	210	23	goals	goal	NOUN
easat-9644	210	24	.	.	PUNCT
easat-9644	211	1	the	the	DET
easat-9644	211	2	study	study	NOUN
easat-9644	211	3	by	by	ADP
easat-9644	211	4	ma	ma	PROPN
easat-9644	211	5	,	,	PUNCT
easat-9644	211	6	et	et	PROPN
easat-9644	211	7	al	al	PROPN
easat-9644	211	8	.	.	PUNCT
easat-9644	212	1	[	[	X
easat-9644	212	2	30	30	NUM
easat-9644	212	3	]	]	PUNCT
easat-9644	212	4	proposed	propose	VERB
easat-9644	212	5	the	the	DET
easat-9644	212	6	sracr	sracr	NOUN
easat-9644	212	7	method	method	NOUN
easat-9644	212	8	,	,	PUNCT
easat-9644	212	9	which	which	PRON
easat-9644	212	10	considers	consider	VERB
easat-9644	212	11	the	the	DET
easat-9644	212	12	semantics	semantic	NOUN
easat-9644	212	13	of	of	ADP
easat-9644	212	14	courses	course	NOUN
easat-9644	212	15	and	and	CCONJ
easat-9644	212	16	their	their	PRON
easat-9644	212	17	relationships	relationship	NOUN
easat-9644	212	18	.	.	PUNCT
easat-9644	213	1	in	in	ADP
easat-9644	213	2	the	the	DET
easat-9644	213	3	study	study	NOUN
easat-9644	213	4	,	,	PUNCT
easat-9644	213	5	authors	author	NOUN
easat-9644	213	6	use	use	VERB
easat-9644	213	7	latent	latent	NOUN
easat-9644	213	8	dirichlet	dirichlet	PROPN
easat-9644	213	9	allocation	allocation	NOUN
easat-9644	213	10	(	(	PUNCT
easat-9644	213	11	lda	lda	PROPN
easat-9644	213	12	)	)	PUNCT
easat-9644	213	13	to	to	PART
easat-9644	213	14	extract	extract	VERB
easat-9644	213	15	fine	fine	ADV
easat-9644	213	16	-	-	PUNCT
easat-9644	213	17	grained	grain	VERB
easat-9644	213	18	semantics	semantic	NOUN
easat-9644	213	19	of	of	ADP
easat-9644	213	20	each	each	DET
easat-9644	213	21	course	course	NOUN
easat-9644	213	22	as	as	ADP
easat-9644	213	23	a	a	DET
easat-9644	213	24	topic	topic	NOUN
easat-9644	213	25	vector	vector	NOUN
easat-9644	213	26	,	,	PUNCT
easat-9644	213	27	mapped	map	VERB
easat-9644	213	28	course	course	NOUN
easat-9644	213	29	relationships	relationship	NOUN
easat-9644	213	30	into	into	ADP
easat-9644	213	31	a	a	DET
easat-9644	213	32	course	course	NOUN
easat-9644	213	33	knowledge	knowledge	NOUN
easat-9644	213	34	vector	vector	NOUN
easat-9644	213	35	using	use	VERB
easat-9644	213	36	the	the	DET
easat-9644	213	37	transe	transe	NOUN
easat-9644	213	38	knowledge	knowledge	NOUN
easat-9644	213	39	embedding	embed	VERB
easat-9644	213	40	method	method	NOUN
easat-9644	213	41	and	and	CCONJ
easat-9644	213	42	with	with	ADP
easat-9644	213	43	linear	linear	ADJ
easat-9644	213	44	upper	upper	ADJ
easat-9644	213	45	confidence	confidence	NOUN
easat-9644	213	46	bound	bind	VERB
easat-9644	213	47	(	(	PUNCT
easat-9644	213	48	linucb	linucb	NOUN
easat-9644	213	49	)	)	PUNCT
easat-9644	213	50	,	,	PUNCT
easat-9644	213	51	combined	combine	VERB
easat-9644	213	52	both	both	PRON
easat-9644	213	53	course	course	NOUN
easat-9644	213	54	topic	topic	NOUN
easat-9644	213	55	and	and	CCONJ
easat-9644	213	56	knowledge	knowledge	NOUN
easat-9644	213	57	vectors	vector	NOUN
easat-9644	213	58	into	into	ADP
easat-9644	213	59	a	a	DET
easat-9644	213	60	feature	feature	NOUN
easat-9644	213	61	vector	vector	NOUN
easat-9644	213	62	.	.	PUNCT
easat-9644	214	1	the	the	DET
easat-9644	214	2	kg	kg	PROPN
easat-9644	214	3	design	design	NOUN
easat-9644	214	4	contextually	contextually	ADV
easat-9644	214	5	estimated	estimate	VERB
easat-9644	214	6	student	student	NOUN
easat-9644	214	7	preference	preference	NOUN
easat-9644	214	8	and	and	CCONJ
easat-9644	214	9	balanced	balanced	ADJ
easat-9644	214	10	exploration	exploration	NOUN
easat-9644	214	11	and	and	CCONJ
easat-9644	214	12	exploitation	exploitation	NOUN
easat-9644	214	13	during	during	ADP
easat-9644	214	14	recommendation	recommendation	NOUN
easat-9644	214	15	.	.	PUNCT
easat-9644	215	1	another	another	DET
easat-9644	215	2	kg	kg	NOUN
easat-9644	215	3	on	on	ADP
easat-9644	215	4	course	course	NOUN
easat-9644	215	5	recommendation	recommendation	NOUN
easat-9644	215	6	is	be	AUX
easat-9644	215	7	the	the	DET
easat-9644	215	8	kg	kg	NOUN
easat-9644	215	9	-	-	PUNCT
easat-9644	215	10	based	base	VERB
easat-9644	215	11	data	datum	NOUN
easat-9644	215	12	repository	repository	NOUN
easat-9644	215	13	for	for	ADP
easat-9644	215	14	career	career	NOUN
easat-9644	215	15	goal	goal	NOUN
easat-9644	215	16	-	-	PUNCT
easat-9644	215	17	based	base	VERB
easat-9644	215	18	course	course	NOUN
easat-9644	215	19	recommendations	recommendation	NOUN
easat-9644	215	20	developed	develop	VERB
easat-9644	215	21	by	by	ADP
easat-9644	215	22	nguyen	nguyen	NOUN
easat-9644	215	23	,	,	PUNCT
easat-9644	215	24	et	et	PROPN
easat-9644	215	25	al	al	PROPN
easat-9644	215	26	.	.	PUNCT
easat-9644	216	1	[	[	X
easat-9644	216	2	56	56	NUM
easat-9644	216	3	]	]	PUNCT
easat-9644	216	4	.	.	PUNCT
easat-9644	217	1	this	this	DET
easat-9644	217	2	study	study	NOUN
easat-9644	217	3	focused	focus	VERB
easat-9644	217	4	on	on	ADP
easat-9644	217	5	it	it	PRON
easat-9644	217	6	careers	career	NOUN
easat-9644	217	7	and	and	CCONJ
easat-9644	217	8	employed	employ	VERB
easat-9644	217	9	a	a	DET
easat-9644	217	10	labelled	label	VERB
easat-9644	217	11	property	property	NOUN
easat-9644	217	12	graph	graph	NOUN
easat-9644	217	13	(	(	PUNCT
easat-9644	217	14	lpg	lpg	NOUN
easat-9644	217	15	)	)	PUNCT
easat-9644	217	16	,	,	PUNCT
easat-9644	217	17	with	with	ADP
easat-9644	217	18	three	three	NUM
easat-9644	217	19	major	major	ADJ
easat-9644	217	20	concept	concept	NOUN
easat-9644	217	21	layers	layer	NOUN
easat-9644	217	22	.	.	PUNCT
easat-9644	218	1	there	there	PRON
easat-9644	218	2	is	be	VERB
easat-9644	218	3	a	a	DET
easat-9644	218	4	layer	layer	NOUN
easat-9644	218	5	for	for	ADP
easat-9644	218	6	the	the	DET
easat-9644	218	7	course	course	NOUN
easat-9644	218	8	,	,	PUNCT
easat-9644	218	9	a	a	DET
easat-9644	218	10	layer	layer	NOUN
easat-9644	218	11	for	for	ADP
easat-9644	218	12	the	the	DET
easat-9644	218	13	career	career	NOUN
easat-9644	218	14	,	,	PUNCT
easat-9644	218	15	and	and	CCONJ
easat-9644	218	16	another	another	PRON
easat-9644	218	17	for	for	ADP
easat-9644	218	18	competency	competency	NOUN
easat-9644	218	19	.	.	PUNCT
easat-9644	219	1	the	the	DET
easat-9644	219	2	models	model	NOUN
easat-9644	219	3	employed	employ	VERB
easat-9644	219	4	are	be	AUX
easat-9644	219	5	deep	deep	ADJ
easat-9644	219	6	learning	learning	NOUN
easat-9644	219	7	models	model	NOUN
easat-9644	219	8	(	(	PUNCT
easat-9644	219	9	bi	bi	NOUN
easat-9644	219	10	-	-	ADJ
easat-9644	219	11	lstm	lstm	ADJ
easat-9644	219	12	+	+	PROPN
easat-9644	219	13	crf	crf	PROPN
easat-9644	219	14	,	,	PUNCT
easat-9644	219	15	bert	bert	PROPN
easat-9644	219	16	,	,	PUNCT
easat-9644	219	17	xlnet	xlnet	PROPN
easat-9644	219	18	)	)	PUNCT
easat-9644	219	19	to	to	PART
easat-9644	219	20	extract	extract	VERB
easat-9644	219	21	entities	entity	NOUN
easat-9644	219	22	and	and	CCONJ
easat-9644	219	23	handle	handle	VERB
easat-9644	219	24	data	datum	NOUN
easat-9644	219	25	duplication	duplication	NOUN
easat-9644	219	26	.	.	PUNCT
easat-9644	220	1	the	the	DET
easat-9644	220	2	kg	kg	PROPN
easat-9644	220	3	was	be	AUX
easat-9644	220	4	implemented	implement	VERB
easat-9644	220	5	using	use	VERB
easat-9644	220	6	neo4j	neo4j	PROPN
easat-9644	220	7	to	to	PART
easat-9644	220	8	store	store	VERB
easat-9644	220	9	it	it	PRON
easat-9644	220	10	.	.	PUNCT
easat-9644	221	1	sometimes	sometimes	ADV
easat-9644	221	2	,	,	PUNCT
easat-9644	221	3	a	a	DET
easat-9644	221	4	course	course	NOUN
easat-9644	221	5	recommendation	recommendation	NOUN
easat-9644	221	6	needs	need	VERB
easat-9644	221	7	improvement	improvement	NOUN
easat-9644	221	8	.	.	PUNCT
easat-9644	222	1	authors	author	NOUN
easat-9644	222	2	of	of	ADP
easat-9644	222	3	[	[	X
easat-9644	222	4	52	52	NUM
easat-9644	222	5	]	]	PUNCT
easat-9644	222	6	used	use	VERB
easat-9644	222	7	reinforcement	reinforcement	NOUN
easat-9644	222	8	learning	learning	NOUN
easat-9644	222	9	with	with	ADP
easat-9644	222	10	an	an	DET
easat-9644	222	11	mooc	mooc	NOUN
easat-9644	222	12	kg	kg	NOUN
easat-9644	222	13	to	to	PART
easat-9644	222	14	generate	generate	VERB
easat-9644	222	15	explainable	explainable	ADJ
easat-9644	222	16	course	course	NOUN
easat-9644	222	17	recommendation	recommendation	NOUN
easat-9644	222	18	paths	path	NOUN
easat-9644	222	19	.	.	PUNCT
easat-9644	223	1	the	the	DET
easat-9644	223	2	study	study	NOUN
easat-9644	223	3	approach	approach	NOUN
easat-9644	223	4	to	to	ADP
easat-9644	223	5	the	the	DET
easat-9644	223	6	kg	kg	PROPN
easat-9644	223	7	design	design	NOUN
easat-9644	223	8	is	be	AUX
easat-9644	223	9	to	to	PART
easat-9644	223	10	formalize	formalize	VERB
easat-9644	223	11	the	the	DET
easat-9644	223	12	course	course	NOUN
easat-9644	223	13	recommendation	recommendation	NOUN
easat-9644	223	14	problem	problem	NOUN
easat-9644	223	15	as	as	ADP
easat-9644	223	16	a	a	DET
easat-9644	223	17	markov	markov	NOUN
easat-9644	223	18	decision	decision	NOUN
easat-9644	223	19	process	process	NOUN
easat-9644	223	20	(	(	PUNCT
easat-9644	223	21	mdp	mdp	NOUN
easat-9644	223	22	)	)	PUNCT
easat-9644	223	23	.	.	PUNCT
easat-9644	224	1	using	use	VERB
easat-9644	224	2	reinforcement	reinforcement	NOUN
easat-9644	224	3	learning	learning	NOUN
easat-9644	224	4	,	,	PUNCT
easat-9644	224	5	user	user	NOUN
easat-9644	224	6	interaction	interaction	NOUN
easat-9644	224	7	with	with	ADP
easat-9644	224	8	the	the	DET
easat-9644	224	9	kg	kg	NOUN
easat-9644	224	10	was	be	AUX
easat-9644	224	11	simulated	simulate	VERB
easat-9644	224	12	to	to	PART
easat-9644	224	13	generate	generate	VERB
easat-9644	224	14	an	an	DET
easat-9644	224	15	interpretable	interpretable	ADJ
easat-9644	224	16	course	course	NOUN
easat-9644	224	17	recommendation	recommendation	NOUN
easat-9644	224	18	path	path	NOUN
easat-9644	224	19	.	.	PUNCT
easat-9644	225	1	the	the	DET
easat-9644	225	2	authors	author	NOUN
easat-9644	225	3	compared	compare	VERB
easat-9644	225	4	the	the	DET
easat-9644	225	5	results	result	NOUN
easat-9644	225	6	of	of	ADP
easat-9644	225	7	this	this	DET
easat-9644	225	8	approach	approach	NOUN
easat-9644	225	9	to	to	ADP
easat-9644	225	10	other	other	ADJ
easat-9644	225	11	baseline	baseline	NOUN
easat-9644	225	12	methods	method	NOUN
easat-9644	225	13	such	such	ADJ
easat-9644	225	14	as	as	ADP
easat-9644	225	15	user	user	NOUN
easat-9644	225	16	-	-	PUNCT
easat-9644	225	17	based	base	VERB
easat-9644	225	18	collaborative	collaborative	ADJ
easat-9644	225	19	filtering	filtering	NOUN
easat-9644	225	20	(	(	PUNCT
easat-9644	225	21	u	u	NOUN
easat-9644	225	22	-	-	NOUN
easat-9644	225	23	cf	cf	NOUN
easat-9644	225	24	)	)	PUNCT
easat-9644	225	25	and	and	CCONJ
easat-9644	225	26	deep	deep	ADJ
easat-9644	225	27	q	q	NOUN
easat-9644	225	28	-	-	PUNCT
easat-9644	225	29	network	network	NOUN
easat-9644	225	30	(	(	PUNCT
easat-9644	225	31	dqn	dqn	PROPN
easat-9644	225	32	)	)	PUNCT
easat-9644	225	33	to	to	PART
easat-9644	225	34	estimate	estimate	VERB
easat-9644	225	35	the	the	DET
easat-9644	225	36	performances	performance	NOUN
easat-9644	225	37	of	of	ADP
easat-9644	225	38	each	each	DET
easat-9644	225	39	approach	approach	NOUN
easat-9644	225	40	based	base	VERB
easat-9644	225	41	on	on	ADP
easat-9644	225	42	the	the	DET
easat-9644	225	43	normalized	normalize	VERB
easat-9644	225	44	discounted	discount	VERB
easat-9644	225	45	cumulative	cumulative	ADJ
easat-9644	225	46	gain	gain	NOUN
easat-9644	225	47	(	(	PUNCT
easat-9644	225	48	ndcg	ndcg	PROPN
easat-9644	225	49	)	)	PUNCT
easat-9644	225	50	that	that	PRON
easat-9644	225	51	evaluates	evaluate	VERB
easat-9644	225	52	the	the	DET
easat-9644	225	53	ranking	ranking	NOUN
easat-9644	225	54	of	of	ADP
easat-9644	225	55	recommended	recommend	VERB
easat-9644	225	56	courses	course	NOUN
easat-9644	225	57	and	and	CCONJ
easat-9644	225	58	hit	hit	VERB
easat-9644	225	59	rate	rate	NOUN
easat-9644	225	60	(	(	PUNCT
easat-9644	225	61	hr	hr	NOUN
easat-9644	225	62	)	)	PUNCT
easat-9644	225	63	to	to	PART
easat-9644	225	64	measure	measure	VERB
easat-9644	225	65	the	the	DET
easat-9644	225	66	percentage	percentage	NOUN
easat-9644	225	67	of	of	ADP
easat-9644	225	68	recommendations	recommendation	NOUN
easat-9644	225	69	that	that	PRON
easat-9644	225	70	match	match	VERB
easat-9644	225	71	user	user	NOUN
easat-9644	225	72	's	's	PART
easat-9644	225	73	interests	interest	NOUN
easat-9644	225	74	.	.	PUNCT
easat-9644	226	1	ma	ma	PROPN
easat-9644	226	2	,	,	PUNCT
easat-9644	226	3	et	et	PROPN
easat-9644	226	4	al	al	PROPN
easat-9644	226	5	.	.	PUNCT
easat-9644	227	1	[	[	X
easat-9644	227	2	62	62	NUM
easat-9644	227	3	]	]	PUNCT
easat-9644	227	4	proposed	propose	VERB
easat-9644	227	5	contrastive	contrastive	ADJ
easat-9644	227	6	learning	learning	NOUN
easat-9644	227	7	and	and	CCONJ
easat-9644	227	8	graph	graph	NOUN
easat-9644	227	9	convolution	convolution	NOUN
easat-9644	227	10	network	network	NOUN
easat-9644	227	11	-	-	PUNCT
easat-9644	227	12	based	base	VERB
easat-9644	227	13	attentive	attentive	ADJ
easat-9644	227	14	decay	decay	NOUN
easat-9644	227	15	network	network	NOUN
easat-9644	227	16	(	(	PUNCT
easat-9644	227	17	clgadn	clgadn	NOUN
easat-9644	227	18	)	)	PUNCT
easat-9644	227	19	to	to	PART
easat-9644	227	20	help	help	VERB
easat-9644	227	21	improve	improve	VERB
easat-9644	227	22	course	course	NOUN
easat-9644	227	23	recommendation	recommendation	NOUN
easat-9644	227	24	fairness	fairness	NOUN
easat-9644	227	25	by	by	ADP
easat-9644	227	26	considering	consider	VERB
easat-9644	227	27	the	the	DET
easat-9644	227	28	learner	learner	NOUN
easat-9644	227	29	’s	’s	PART
easat-9644	227	30	knowledge	knowledge	NOUN
easat-9644	227	31	background	background	NOUN
easat-9644	227	32	and	and	CCONJ
easat-9644	227	33	mitigating	mitigate	VERB
easat-9644	227	34	popularity	popularity	NOUN
easat-9644	227	35	bias	bias	NOUN
easat-9644	227	36	.	.	PUNCT
easat-9644	228	1	their	their	PRON
easat-9644	228	2	research	research	NOUN
easat-9644	228	3	used	use	VERB
easat-9644	228	4	a	a	DET
easat-9644	228	5	graph	graph	NOUN
easat-9644	228	6	convolution	convolution	NOUN
easat-9644	228	7	network	network	NOUN
easat-9644	228	8	to	to	PART
easat-9644	228	9	capture	capture	VERB
easat-9644	228	10	learners	learner	NOUN
easat-9644	228	11	'	'	PART
easat-9644	228	12	knowledge	knowledge	NOUN
easat-9644	228	13	backgrounds	background	NOUN
easat-9644	228	14	,	,	PUNCT
easat-9644	228	15	while	while	SCONJ
easat-9644	228	16	the	the	DET
easat-9644	228	17	monotonic	monotonic	ADJ
easat-9644	228	18	attention	attention	NOUN
easat-9644	228	19	decay	decay	NOUN
easat-9644	228	20	mechanism	mechanism	NOUN
easat-9644	228	21	accounts	account	VERB
easat-9644	228	22	for	for	ADP
easat-9644	228	23	the	the	DET
easat-9644	228	24	knowledge	knowledge	NOUN
easat-9644	228	25	forgetting	forget	VERB
easat-9644	228	26	curve	curve	NOUN
easat-9644	228	27	.	.	PUNCT
easat-9644	229	1	the	the	DET
easat-9644	229	2	performance	performance	NOUN
easat-9644	229	3	evaluation	evaluation	NOUN
easat-9644	229	4	metrics	metric	NOUN
easat-9644	229	5	precision	precision	NOUN
easat-9644	229	6	,	,	PUNCT
easat-9644	229	7	recall	recall	NOUN
easat-9644	229	8	,	,	PUNCT
easat-9644	229	9	and	and	CCONJ
easat-9644	229	10	f1	f1	ADJ
easat-9644	229	11	score	score	NOUN
easat-9644	229	12	of	of	ADP
easat-9644	229	13	clgadn	clgadn	NOUN
easat-9644	229	14	are	be	AUX
easat-9644	229	15	higher	high	ADJ
easat-9644	229	16	in	in	ADP
easat-9644	229	17	comparison	comparison	NOUN
easat-9644	229	18	to	to	ADP
easat-9644	229	19	models	model	NOUN
easat-9644	229	20	that	that	PRON
easat-9644	229	21	used	use	VERB
easat-9644	229	22	mlp	mlp	PROPN
easat-9644	229	23	,	,	PUNCT
easat-9644	229	24	neumf	neumf	ADJ
easat-9644	229	25	,	,	PUNCT
easat-9644	229	26	wide	wide	ADJ
easat-9644	229	27	&	&	CCONJ
easat-9644	229	28	deep	deep	ADJ
easat-9644	229	29	,	,	PUNCT
easat-9644	229	30	din	din	PROPN
easat-9644	229	31	,	,	PUNCT
easat-9644	229	32	bst	bst	PROPN
easat-9644	229	33	,	,	PUNCT
easat-9644	229	34	kgat	kgat	PROPN
easat-9644	229	35	,	,	PUNCT
easat-9644	229	36	hg	hg	NOUN
easat-9644	229	37	-	-	ADJ
easat-9644	229	38	gnn	gnn	PROPN
easat-9644	229	39	,	,	PUNCT
easat-9644	229	40	hrl	hrl	PROPN
easat-9644	229	41	,	,	PUNCT
easat-9644	229	42	and	and	CCONJ
easat-9644	229	43	gadn.nguyen	gadn.nguyen	NOUN
easat-9644	229	44	,	,	PUNCT
easat-9644	229	45	et	et	PROPN
easat-9644	229	46	al	al	PROPN
easat-9644	229	47	.	.	PUNCT
easat-9644	230	1	[	[	X
easat-9644	230	2	56	56	NUM
easat-9644	230	3	]	]	PUNCT
easat-9644	230	4	.	.	PUNCT
easat-9644	231	1	in	in	ADP
easat-9644	231	2	another	another	DET
easat-9644	231	3	study	study	NOUN
easat-9644	231	4	method	method	NOUN
easat-9644	231	5	,	,	PUNCT
easat-9644	231	6	the	the	DET
easat-9644	231	7	kscr	kscr	ADJ
easat-9644	231	8	knowledge	knowledge	NOUN
easat-9644	231	9	-	-	PUNCT
easat-9644	231	10	aware	aware	ADJ
easat-9644	231	11	sequence	sequence	NOUN
easat-9644	231	12	modelling	modelling	NOUN
easat-9644	231	13	for	for	ADP
easat-9644	231	14	course	course	NOUN
easat-9644	231	15	recommendation	recommendation	NOUN
easat-9644	231	16	was	be	AUX
easat-9644	231	17	introduced	introduce	VERB
easat-9644	231	18	deng	deng	PROPN
easat-9644	231	19	,	,	PUNCT
easat-9644	231	20	et	et	PROPN
easat-9644	231	21	al	al	PROPN
easat-9644	231	22	.	.	PUNCT
easat-9644	232	1	[	[	X
easat-9644	232	2	48	48	NUM
easat-9644	232	3	]	]	PUNCT
easat-9644	232	4	the	the	DET
easat-9644	232	5	technique	technique	NOUN
easat-9644	232	6	incorporates	incorporate	VERB
easat-9644	232	7	heterogeneous	heterogeneous	ADJ
easat-9644	232	8	course	course	NOUN
easat-9644	232	9	information	information	NOUN
easat-9644	232	10	and	and	CCONJ
easat-9644	232	11	employs	employ	VERB
easat-9644	232	12	bilstm	bilstm	NOUN
easat-9644	232	13	and	and	CCONJ
easat-9644	232	14	cnn	cnn	NOUN
easat-9644	232	15	to	to	PART
easat-9644	232	16	capture	capture	VERB
easat-9644	232	17	point	point	ADV
easat-9644	232	18	-	-	PUNCT
easat-9644	232	19	wise	wise	ADJ
easat-9644	232	20	and	and	CCONJ
easat-9644	232	21	collective	collective	ADJ
easat-9644	232	22	sequential	sequential	ADJ
easat-9644	232	23	dependency	dependency	NOUN
easat-9644	232	24	in	in	ADP
easat-9644	232	25	sequence	sequence	NOUN
easat-9644	232	26	modelling	modelling	NOUN
easat-9644	232	27	.	.	PUNCT
easat-9644	233	1	knowledge	knowledge	NOUN
easat-9644	233	2	embedding	embed	VERB
easat-9644	233	3	method	method	NOUN
easat-9644	233	4	transd	transd	ADV
easat-9644	233	5	was	be	AUX
easat-9644	233	6	used	use	VERB
easat-9644	233	7	to	to	PART
easat-9644	233	8	obtain	obtain	VERB
easat-9644	233	9	course	course	NOUN
easat-9644	233	10	representation	representation	NOUN
easat-9644	233	11	vectors	vector	NOUN
easat-9644	233	12	,	,	PUNCT
easat-9644	233	13	and	and	CCONJ
easat-9644	233	14	an	an	DET
easat-9644	233	15	mlp	mlp	NOUN
easat-9644	233	16	to	to	PART
easat-9644	233	17	predict	predict	VERB
easat-9644	233	18	the	the	DET
easat-9644	233	19	probability	probability	NOUN
easat-9644	233	20	of	of	ADP
easat-9644	233	21	a	a	DET
easat-9644	233	22	user	user	NOUN
easat-9644	233	23	learning	learn	VERB
easat-9644	233	24	a	a	DET
easat-9644	233	25	candidate	candidate	NOUN
easat-9644	233	26	course	course	NOUN
easat-9644	233	27	.	.	PUNCT
easat-9644	234	1	more	more	ADJ
easat-9644	234	2	studies	study	NOUN
easat-9644	234	3	on	on	ADP
easat-9644	234	4	kg	kg	PROPN
easat-9644	234	5	for	for	ADP
easat-9644	234	6	course	course	NOUN
easat-9644	234	7	recommendations	recommendation	NOUN
easat-9644	234	8	employ	employ	VERB
easat-9644	234	9	varied	varied	ADJ
easat-9644	234	10	approaches	approach	NOUN
easat-9644	234	11	for	for	ADP
easat-9644	234	12	incorporating	incorporate	VERB
easat-9644	234	13	kgs	kgs	NOUN
easat-9644	234	14	into	into	ADP
easat-9644	234	15	course	course	NOUN
easat-9644	234	16	recommendation	recommendation	NOUN
easat-9644	234	17	systems	system	NOUN
easat-9644	234	18	.	.	PUNCT
easat-9644	235	1	while	while	SCONJ
easat-9644	235	2	some	some	PRON
easat-9644	235	3	prioritize	prioritize	VERB
easat-9644	235	4	recommendation	recommendation	NOUN
easat-9644	235	5	accuracy	accuracy	NOUN
easat-9644	235	6	,	,	PUNCT
easat-9644	235	7	others	other	NOUN
easat-9644	235	8	focus	focus	VERB
easat-9644	235	9	on	on	ADP
easat-9644	235	10	fairness	fairness	NOUN
easat-9644	235	11	and	and	CCONJ
easat-9644	235	12	explainability	explainability	NOUN
easat-9644	235	13	.	.	PUNCT
easat-9644	236	1	each	each	DET
easat-9644	236	2	study	study	NOUN
easat-9644	236	3	leverages	leverage	VERB
easat-9644	236	4	different	different	ADJ
easat-9644	236	5	kg	kg	NOUN
easat-9644	236	6	construction	construction	NOUN
easat-9644	236	7	methods	method	NOUN
easat-9644	236	8	,	,	PUNCT
easat-9644	236	9	modelling	model	VERB
easat-9644	236	10	techniques	technique	NOUN
easat-9644	236	11	,	,	PUNCT
easat-9644	236	12	and	and	CCONJ
easat-9644	236	13	evaluation	evaluation	NOUN
easat-9644	236	14	strategies	strategy	NOUN
easat-9644	236	15	,	,	PUNCT
easat-9644	236	16	which	which	PRON
easat-9644	236	17	are	be	AUX
easat-9644	236	18	summarized	summarize	VERB
easat-9644	236	19	in	in	ADP
easat-9644	236	20	table	table	NOUN
easat-9644	236	21	4	4	NUM
easat-9644	236	22	.	.	PUNCT
easat-9644	237	1	exercise	exercise	NOUN
easat-9644	237	2	recommendation	recommendation	NOUN
easat-9644	237	3	:	:	PUNCT
easat-9644	237	4	another	another	DET
easat-9644	237	5	form	form	NOUN
easat-9644	237	6	of	of	ADP
easat-9644	237	7	recommendation	recommendation	NOUN
easat-9644	237	8	is	be	AUX
easat-9644	237	9	exercises	exercise	NOUN
easat-9644	237	10	or	or	CCONJ
easat-9644	237	11	assessment	assessment	NOUN
easat-9644	237	12	recommendations	recommendation	NOUN
easat-9644	237	13	.	.	PUNCT
easat-9644	238	1	for	for	ADP
easat-9644	238	2	instance	instance	NOUN
easat-9644	238	3	,	,	PUNCT
easat-9644	238	4	kg4ex	kg4ex	PROPN
easat-9644	238	5	is	be	AUX
easat-9644	238	6	an	an	DET
easat-9644	238	7	exercise	exercise	NOUN
easat-9644	238	8	recommendation	recommendation	NOUN
easat-9644	238	9	kg	kg	PRON
easat-9644	238	10	employed	employ	VERB
easat-9644	238	11	to	to	PART
easat-9644	238	12	match	match	VERB
easat-9644	238	13	students	student	NOUN
easat-9644	238	14	with	with	ADP
easat-9644	238	15	suitable	suitable	ADJ
easat-9644	238	16	exercises	exercise	NOUN
easat-9644	238	17	and	and	CCONJ
easat-9644	238	18	provides	provide	VERB
easat-9644	238	19	clear	clear	ADJ
easat-9644	238	20	explanations	explanation	NOUN
easat-9644	238	21	for	for	ADP
easat-9644	238	22	the	the	DET
easat-9644	238	23	recommendations	recommendation	NOUN
easat-9644	238	24	[	[	X
easat-9644	238	25	58	58	NUM
easat-9644	238	26	]	]	PUNCT
easat-9644	238	27	.	.	PUNCT
easat-9644	239	1	kg4ex	kg4ex	PROPN
easat-9644	239	2	knowledge	knowledge	NOUN
easat-9644	239	3	graph	graph	NOUN
easat-9644	239	4	comprises	comprise	VERB
easat-9644	239	5	three	three	NUM
easat-9644	239	6	key	key	ADJ
easat-9644	239	7	entities	entity	NOUN
easat-9644	239	8	students	student	NOUN
easat-9644	239	9	,	,	PUNCT
easat-9644	239	10	knowledge	knowledge	NOUN
easat-9644	239	11	concepts	concept	NOUN
easat-9644	239	12	,	,	PUNCT
easat-9644	239	13	and	and	CCONJ
easat-9644	239	14	exercise	exercise	NOUN
easat-9644	239	15	nodes	node	NOUN
easat-9644	239	16	,	,	PUNCT
easat-9644	239	17	and	and	CCONJ
easat-9644	239	18	their	their	PRON
easat-9644	239	19	interrelationships	interrelationship	NOUN
easat-9644	239	20	,	,	PUNCT
easat-9644	239	21	enabling	enable	VERB
easat-9644	239	22	personalized	personalize	VERB
easat-9644	239	23	exercise	exercise	NOUN
easat-9644	239	24	recommendations	recommendation	NOUN
easat-9644	239	25	and	and	CCONJ
easat-9644	239	26	detailed	detailed	ADJ
easat-9644	239	27	explanations	explanation	NOUN
easat-9644	239	28	of	of	ADP
easat-9644	239	29	the	the	DET
easat-9644	239	30	reasoning	reasoning	NOUN
easat-9644	239	31	behind	behind	ADP
easat-9644	239	32	those	those	DET
easat-9644	239	33	recommendations	recommendation	NOUN
easat-9644	239	34	.	.	PUNCT
easat-9644	240	1	the	the	DET
easat-9644	240	2	study	study	NOUN
easat-9644	240	3	experimented	experiment	VERB
easat-9644	240	4	with	with	ADP
easat-9644	240	5	kg	kg	NOUN
easat-9644	240	6	embedding	embed	VERB
easat-9644	240	7	models	model	NOUN
easat-9644	240	8	,	,	PUNCT
easat-9644	240	9	transe	transe	INTJ
easat-9644	240	10	,	,	PUNCT
easat-9644	240	11	transe	transe	NOUN
easat-9644	240	12	-	-	PUNCT
easat-9644	240	13	adv	adv	NOUN
easat-9644	240	14	,	,	PUNCT
easat-9644	240	15	and	and	CCONJ
easat-9644	240	16	rotate	rotate	VERB
easat-9644	240	17	,	,	PUNCT
easat-9644	240	18	to	to	PART
easat-9644	240	19	acquire	acquire	VERB
easat-9644	240	20	entity	entity	NOUN
easat-9644	240	21	and	and	CCONJ
easat-9644	240	22	relationship	relationship	NOUN
easat-9644	240	23	embeddings	embedding	NOUN
easat-9644	240	24	,	,	PUNCT
easat-9644	240	25	alongside	alongside	ADP
easat-9644	240	26	traditional	traditional	ADJ
easat-9644	240	27	collaborative	collaborative	ADJ
easat-9644	240	28	filtering	filter	VERB
easat-9644	240	29	recommendation	recommendation	NOUN
easat-9644	240	30	approaches	approach	VERB
easat-9644	240	31	eb	eb	PROPN
easat-9644	240	32	-	-	PUNCT
easat-9644	240	33	cf	cf	PROPN
easat-9644	240	34	,	,	PUNCT
easat-9644	240	35	sb	sb	NOUN
easat-9644	240	36	-	-	NOUN
easat-9644	240	37	cf	cf	NOUN
easat-9644	240	38	,	,	PUNCT
easat-9644	240	39	kgeb	kgeb	NOUN
easat-9644	240	40	-	-	PUNCT
easat-9644	240	41	cf	cf	NOUN
easat-9644	240	42	;	;	PUNCT
easat-9644	240	43	content	content	NOUN
easat-9644	240	44	-	-	PUNCT
easat-9644	240	45	based	base	VERB
easat-9644	240	46	1477	1477	NUM
easat-9644	240	47	edelweiss	edelweiss	PROPN
easat-9644	240	48	applied	apply	VERB
easat-9644	240	49	science	science	NOUN
easat-9644	240	50	and	and	CCONJ
easat-9644	240	51	technology	technology	NOUN
easat-9644	240	52	issn	issn	PROPN
easat-9644	240	53	:	:	PUNCT
easat-9644	240	54	2576	2576	NUM
easat-9644	240	55	-	-	SYM
easat-9644	240	56	8484	8484	NUM
easat-9644	240	57	vol	vol	NOUN
easat-9644	240	58	.	.	PROPN
easat-9644	241	1	9	9	NUM
easat-9644	241	2	,	,	PUNCT
easat-9644	241	3	no	no	INTJ
easat-9644	241	4	.	.	NOUN
easat-9644	241	5	8	8	NUM
easat-9644	241	6	:	:	SYM
easat-9644	241	7	1464	1464	NUM
easat-9644	241	8	-	-	SYM
easat-9644	241	9	1497	1497	NUM
easat-9644	241	10	,	,	PUNCT
easat-9644	241	11	2025	2025	NUM
easat-9644	241	12	doi	doi	NOUN
easat-9644	241	13	:	:	PUNCT
easat-9644	241	14	10.55214/2576	10.55214/2576	NUM
easat-9644	241	15	-	-	NUM
easat-9644	241	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	241	17	©	©	PROPN
easat-9644	241	18	2025	2025	NUM
easat-9644	241	19	by	by	ADP
easat-9644	241	20	the	the	DET
easat-9644	241	21	authors	author	NOUN
easat-9644	241	22	;	;	PUNCT
easat-9644	241	23	licensee	licensee	PROPN
easat-9644	241	24	learning	learn	VERB
easat-9644	241	25	gate	gate	NOUN
easat-9644	241	26	filtering	filtering	PROPN
easat-9644	241	27	(	(	PUNCT
easat-9644	241	28	cbf	cbf	PROPN
easat-9644	241	29	)	)	PUNCT
easat-9644	241	30	and	and	CCONJ
easat-9644	241	31	hybrid	hybrid	ADJ
easat-9644	241	32	recommendation	recommendation	NOUN
easat-9644	241	33	model	model	NOUN
easat-9644	241	34	(	(	PUNCT
easat-9644	241	35	hb	hb	PROPN
easat-9644	241	36	-	-	PUNCT
easat-9644	241	37	deepcf	deepcf	PROPN
easat-9644	241	38	)	)	PUNCT
easat-9644	241	39	.	.	PUNCT
easat-9644	242	1	three	three	NUM
easat-9644	242	2	authentic	authentic	ADJ
easat-9644	242	3	datasets	dataset	NOUN
easat-9644	242	4	(	(	PUNCT
easat-9644	242	5	assistments	assistment	NOUN
easat-9644	242	6	2009	2009	NUM
easat-9644	242	7	,	,	PUNCT
easat-9644	242	8	algebra	algebra	NOUN
easat-9644	242	9	2005	2005	NUM
easat-9644	242	10	,	,	PUNCT
easat-9644	242	11	and	and	CCONJ
easat-9644	242	12	statics	statics	PROPN
easat-9644	242	13	2011	2011	NUM
easat-9644	242	14	)	)	PUNCT
easat-9644	242	15	were	be	AUX
easat-9644	242	16	used	use	VERB
easat-9644	242	17	to	to	PART
easat-9644	242	18	train	train	VERB
easat-9644	242	19	and	and	CCONJ
easat-9644	242	20	test	test	VERB
easat-9644	242	21	the	the	DET
easat-9644	242	22	proposed	propose	VERB
easat-9644	242	23	method	method	NOUN
easat-9644	242	24	,	,	PUNCT
easat-9644	242	25	and	and	CCONJ
easat-9644	242	26	the	the	DET
easat-9644	242	27	results	result	NOUN
easat-9644	242	28	indicated	indicate	VERB
easat-9644	242	29	kg4ex	kg4ex	NOUN
easat-9644	242	30	's	's	PART
easat-9644	242	31	efficacy	efficacy	NOUN
easat-9644	242	32	and	and	CCONJ
easat-9644	242	33	interpretability	interpretability	NOUN
easat-9644	242	34	,	,	PUNCT
easat-9644	242	35	attaining	attain	VERB
easat-9644	242	36	performance	performance	NOUN
easat-9644	242	37	on	on	ADP
easat-9644	242	38	par	par	NOUN
easat-9644	242	39	while	while	SCONJ
easat-9644	242	40	offering	offer	VERB
easat-9644	242	41	an	an	DET
easat-9644	242	42	explicit	explicit	ADJ
easat-9644	242	43	rationale	rationale	NOUN
easat-9644	242	44	for	for	ADP
easat-9644	242	45	recommendations	recommendation	NOUN
easat-9644	242	46	[	[	X
easat-9644	242	47	58	58	NUM
easat-9644	242	48	]	]	PUNCT
easat-9644	242	49	.	.	PUNCT
easat-9644	243	1	with	with	ADP
easat-9644	243	2	kgs	kgs	PROPN
easat-9644	243	3	,	,	PUNCT
easat-9644	243	4	recommendations	recommendation	NOUN
easat-9644	243	5	of	of	ADP
easat-9644	243	6	exercises	exercise	NOUN
easat-9644	243	7	could	could	AUX
easat-9644	243	8	be	be	AUX
easat-9644	243	9	customized	customize	VERB
easat-9644	243	10	and	and	CCONJ
easat-9644	243	11	linked	link	VERB
easat-9644	243	12	to	to	ADP
easat-9644	243	13	a	a	DET
easat-9644	243	14	specific	specific	ADJ
easat-9644	243	15	area	area	NOUN
easat-9644	243	16	of	of	ADP
easat-9644	243	17	educational	educational	ADJ
easat-9644	243	18	content	content	NOUN
easat-9644	243	19	.	.	PUNCT
easat-9644	244	1	the	the	DET
easat-9644	244	2	study	study	NOUN
easat-9644	244	3	conducted	conduct	VERB
easat-9644	244	4	by	by	ADP
easat-9644	244	5	li	li	PROPN
easat-9644	244	6	,	,	PUNCT
easat-9644	244	7	et	et	PROPN
easat-9644	244	8	al	al	PROPN
easat-9644	244	9	.	.	PUNCT
easat-9644	245	1	[	[	X
easat-9644	245	2	63	63	NUM
easat-9644	245	3	]	]	PUNCT
easat-9644	245	4	examined	examine	VERB
easat-9644	245	5	the	the	DET
easat-9644	245	6	efficacy	efficacy	NOUN
easat-9644	245	7	of	of	ADP
easat-9644	245	8	kgs	kg	NOUN
easat-9644	245	9	for	for	ADP
easat-9644	245	10	linking	link	VERB
easat-9644	245	11	exercises	exercise	NOUN
easat-9644	245	12	to	to	ADP
easat-9644	245	13	educational	educational	ADJ
easat-9644	245	14	content	content	NOUN
easat-9644	245	15	using	use	VERB
easat-9644	245	16	cosine	cosine	NOUN
easat-9644	245	17	similarity	similarity	NOUN
easat-9644	245	18	.	.	PUNCT
easat-9644	246	1	the	the	DET
easat-9644	246	2	research	research	NOUN
easat-9644	246	3	sought	seek	VERB
easat-9644	246	4	to	to	PART
easat-9644	246	5	autonomously	autonomously	ADV
easat-9644	246	6	associate	associate	VERB
easat-9644	246	7	digital	digital	ADJ
easat-9644	246	8	textbooks	textbook	NOUN
easat-9644	246	9	in	in	ADP
easat-9644	246	10	swedish	swedish	ADJ
easat-9644	246	11	across	across	ADP
easat-9644	246	12	three	three	NUM
easat-9644	246	13	distinct	distinct	ADJ
easat-9644	246	14	subjects	subject	NOUN
easat-9644	246	15	and	and	CCONJ
easat-9644	246	16	two	two	NUM
easat-9644	246	17	categories	category	NOUN
easat-9644	246	18	of	of	ADP
easat-9644	246	19	exercises	exercise	NOUN
easat-9644	246	20	(	(	PUNCT
easat-9644	246	21	quizzes	quiz	NOUN
easat-9644	246	22	and	and	CCONJ
easat-9644	246	23	study	study	NOUN
easat-9644	246	24	questions	question	NOUN
easat-9644	246	25	)	)	PUNCT
easat-9644	246	26	with	with	ADP
easat-9644	246	27	pertinent	pertinent	ADJ
easat-9644	246	28	information	information	NOUN
easat-9644	246	29	utilizing	utilize	VERB
easat-9644	246	30	embeddings	embedding	NOUN
easat-9644	246	31	derived	derive	VERB
easat-9644	246	32	from	from	ADP
easat-9644	246	33	pre	pre	ADJ
easat-9644	246	34	-	-	ADJ
easat-9644	246	35	trained	train	VERB
easat-9644	246	36	language	language	NOUN
easat-9644	246	37	models	model	NOUN
easat-9644	246	38	.	.	PUNCT
easat-9644	247	1	the	the	DET
easat-9644	247	2	research	research	NOUN
easat-9644	247	3	employed	employ	VERB
easat-9644	247	4	conceptnet	conceptnet	NOUN
easat-9644	247	5	numberbatch	numberbatch	NOUN
easat-9644	247	6	kg	kg	NOUN
easat-9644	247	7	embeddings	embedding	NOUN
easat-9644	247	8	with	with	ADP
easat-9644	247	9	contextual	contextual	ADJ
easat-9644	247	10	embeddings	embedding	NOUN
easat-9644	247	11	from	from	ADP
easat-9644	247	12	sbert	sbert	NOUN
easat-9644	247	13	and	and	CCONJ
easat-9644	247	14	ada-002	ada-002	NOUN
easat-9644	247	15	(	(	PUNCT
easat-9644	247	16	a	a	DET
easat-9644	247	17	substantial	substantial	ADJ
easat-9644	247	18	language	language	NOUN
easat-9644	247	19	model	model	NOUN
easat-9644	247	20	)	)	PUNCT
easat-9644	247	21	in	in	ADP
easat-9644	247	22	various	various	ADJ
easat-9644	247	23	ensembles	ensemble	NOUN
easat-9644	247	24	.	.	PUNCT
easat-9644	248	1	the	the	DET
easat-9644	248	2	findings	finding	NOUN
easat-9644	248	3	demonstrated	demonstrate	VERB
easat-9644	248	4	that	that	SCONJ
easat-9644	248	5	employing	employ	VERB
easat-9644	248	6	contextual	contextual	ADJ
easat-9644	248	7	embeddings	embedding	NOUN
easat-9644	248	8	from	from	ADP
easat-9644	248	9	ada-002	ada-002	NOUN
easat-9644	248	10	yielded	yield	VERB
easat-9644	248	11	enhanced	enhanced	ADJ
easat-9644	248	12	performance	performance	NOUN
easat-9644	248	13	in	in	ADP
easat-9644	248	14	recall@3	recall@3	PROPN
easat-9644	248	15	and	and	CCONJ
easat-9644	248	16	mrr	mrr	PROPN
easat-9644	248	17	,	,	PUNCT
easat-9644	248	18	surpassing	surpass	VERB
easat-9644	248	19	other	other	ADJ
easat-9644	248	20	models	model	NOUN
easat-9644	248	21	and	and	CCONJ
easat-9644	248	22	ensembles	ensemble	NOUN
easat-9644	248	23	[	[	X
easat-9644	248	24	63	63	NUM
easat-9644	248	25	]	]	PUNCT
easat-9644	248	26	.	.	PUNCT
easat-9644	249	1	multimedia	multimedia	NOUN
easat-9644	249	2	learning	learn	VERB
easat-9644	249	3	objects	object	VERB
easat-9644	249	4	recommendations	recommendation	NOUN
easat-9644	249	5	:	:	PUNCT
easat-9644	249	6	teaching	teach	VERB
easat-9644	249	7	and	and	CCONJ
easat-9644	249	8	learning	learn	VERB
easat-9644	249	9	resources	resource	NOUN
easat-9644	249	10	,	,	PUNCT
easat-9644	249	11	including	include	VERB
easat-9644	249	12	multimedia	multimedia	NOUN
easat-9644	249	13	learning	learning	NOUN
easat-9644	249	14	objects	object	NOUN
easat-9644	249	15	(	(	PUNCT
easat-9644	249	16	mlo	mlo	PROPN
easat-9644	249	17	)	)	PUNCT
easat-9644	249	18	,	,	PUNCT
easat-9644	249	19	documents	document	NOUN
easat-9644	249	20	,	,	PUNCT
easat-9644	249	21	or	or	CCONJ
easat-9644	249	22	any	any	DET
easat-9644	249	23	other	other	ADJ
easat-9644	249	24	forms	form	NOUN
easat-9644	249	25	of	of	ADP
easat-9644	249	26	resources	resource	NOUN
easat-9644	249	27	,	,	PUNCT
easat-9644	249	28	could	could	AUX
easat-9644	249	29	be	be	AUX
easat-9644	249	30	recommended	recommend	VERB
easat-9644	249	31	with	with	ADP
easat-9644	249	32	kgs	kgs	PROPN
easat-9644	249	33	.	.	PUNCT
easat-9644	250	1	in	in	ADP
easat-9644	250	2	an	an	DET
easat-9644	250	3	extended	extended	ADJ
easat-9644	250	4	abstract	abstract	NOUN
easat-9644	250	5	by	by	ADP
easat-9644	250	6	zhu	zhu	PROPN
easat-9644	250	7	,	,	PUNCT
easat-9644	250	8	et	et	PROPN
easat-9644	250	9	al	al	PROPN
easat-9644	250	10	.	.	PUNCT
easat-9644	251	1	[	[	X
easat-9644	251	2	59	59	NUM
easat-9644	251	3	]	]	PUNCT
easat-9644	251	4	the	the	DET
easat-9644	251	5	authors	author	NOUN
easat-9644	251	6	proposed	propose	VERB
easat-9644	251	7	using	use	VERB
easat-9644	251	8	an	an	DET
easat-9644	251	9	attentive	attentive	ADJ
easat-9644	251	10	composition	composition	NOUN
easat-9644	251	11	-	-	PUNCT
easat-9644	251	12	based	base	VERB
easat-9644	251	13	graph	graph	NOUN
easat-9644	251	14	convolutional	convolutional	ADJ
easat-9644	251	15	network	network	NOUN
easat-9644	251	16	(	(	PUNCT
easat-9644	251	17	acgcn	acgcn	ADJ
easat-9644	251	18	)	)	PUNCT
easat-9644	251	19	model	model	NOUN
easat-9644	251	20	to	to	PART
easat-9644	251	21	enhance	enhance	VERB
easat-9644	251	22	the	the	DET
easat-9644	251	23	recommendation	recommendation	NOUN
easat-9644	251	24	process	process	NOUN
easat-9644	251	25	for	for	ADP
easat-9644	251	26	learning	learn	VERB
easat-9644	251	27	objects	object	NOUN
easat-9644	251	28	.	.	PUNCT
easat-9644	252	1	in	in	ADP
easat-9644	252	2	the	the	DET
easat-9644	252	3	study	study	NOUN
easat-9644	252	4	,	,	PUNCT
easat-9644	252	5	the	the	DET
easat-9644	252	6	acgcn	acgcn	ADJ
easat-9644	252	7	model	model	NOUN
easat-9644	252	8	has	have	VERB
easat-9644	252	9	three	three	NUM
easat-9644	252	10	layers	layer	NOUN
easat-9644	252	11	,	,	PUNCT
easat-9644	252	12	the	the	DET
easat-9644	252	13	first	first	ADJ
easat-9644	252	14	being	be	AUX
easat-9644	252	15	the	the	DET
easat-9644	252	16	heterogeneous	heterogeneous	ADJ
easat-9644	252	17	educational	educational	ADJ
easat-9644	252	18	graph	graph	NOUN
easat-9644	252	19	that	that	PRON
easat-9644	252	20	categorizes	categorize	VERB
easat-9644	252	21	entities	entity	NOUN
easat-9644	252	22	into	into	ADP
easat-9644	252	23	three	three	NUM
easat-9644	252	24	types	type	NOUN
easat-9644	252	25	:	:	PUNCT
easat-9644	252	26	learners	learner	NOUN
easat-9644	252	27	,	,	PUNCT
easat-9644	252	28	learning	learn	VERB
easat-9644	252	29	objects	object	NOUN
easat-9644	252	30	(	(	PUNCT
easat-9644	252	31	lo	lo	NOUN
easat-9644	252	32	)	)	PUNCT
easat-9644	252	33	,	,	PUNCT
easat-9644	252	34	and	and	CCONJ
easat-9644	252	35	other	other	ADJ
easat-9644	252	36	supplemental	supplemental	ADJ
easat-9644	252	37	entities	entity	NOUN
easat-9644	252	38	(	(	PUNCT
easat-9644	252	39	such	such	ADJ
easat-9644	252	40	as	as	ADP
easat-9644	252	41	schools	school	NOUN
easat-9644	252	42	,	,	PUNCT
easat-9644	252	43	teachers	teacher	NOUN
easat-9644	252	44	,	,	PUNCT
easat-9644	252	45	and	and	CCONJ
easat-9644	252	46	concepts	concept	NOUN
easat-9644	252	47	)	)	PUNCT
easat-9644	252	48	.	.	PUNCT
easat-9644	253	1	the	the	DET
easat-9644	253	2	second	second	ADJ
easat-9644	253	3	layer	layer	NOUN
easat-9644	253	4	is	be	AUX
easat-9644	253	5	responsible	responsible	ADJ
easat-9644	253	6	for	for	ADP
easat-9644	253	7	updating	update	VERB
easat-9644	253	8	and	and	CCONJ
easat-9644	253	9	maintaining	maintain	VERB
easat-9644	253	10	the	the	DET
easat-9644	253	11	kg	kg	NOUN
easat-9644	253	12	,	,	PUNCT
easat-9644	253	13	while	while	SCONJ
easat-9644	253	14	the	the	DET
easat-9644	253	15	third	third	NOUN
easat-9644	253	16	is	be	AUX
easat-9644	253	17	the	the	DET
easat-9644	253	18	recommendation	recommendation	NOUN
easat-9644	253	19	layer	layer	NOUN
easat-9644	253	20	.	.	PUNCT
easat-9644	254	1	inspired	inspire	VERB
easat-9644	254	2	by	by	ADP
easat-9644	254	3	existing	exist	VERB
easat-9644	254	4	models	model	NOUN
easat-9644	254	5	like	like	ADP
easat-9644	254	6	compgcn	compgcn	NOUN
easat-9644	254	7	,	,	PUNCT
easat-9644	254	8	acgcn	acgcn	ADV
easat-9644	254	9	employs	employ	VERB
easat-9644	254	10	an	an	DET
easat-9644	254	11	attention	attention	NOUN
easat-9644	254	12	mechanism	mechanism	NOUN
easat-9644	254	13	-	-	PUNCT
easat-9644	254	14	optimized	optimize	VERB
easat-9644	254	15	composition	composition	NOUN
easat-9644	254	16	-	-	PUNCT
easat-9644	254	17	based	base	VERB
easat-9644	254	18	graph	graph	NOUN
easat-9644	254	19	convolutional	convolutional	ADJ
easat-9644	254	20	networks	network	NOUN
easat-9644	254	21	,	,	PUNCT
easat-9644	254	22	to	to	PART
easat-9644	254	23	encode	encode	VERB
easat-9644	254	24	representations	representation	NOUN
easat-9644	254	25	of	of	ADP
easat-9644	254	26	entities	entity	NOUN
easat-9644	254	27	and	and	CCONJ
easat-9644	254	28	relations	relation	NOUN
easat-9644	254	29	.	.	PUNCT
easat-9644	255	1	the	the	DET
easat-9644	255	2	authors	author	NOUN
easat-9644	255	3	experimented	experiment	VERB
easat-9644	255	4	with	with	ADP
easat-9644	255	5	the	the	DET
easat-9644	255	6	model	model	NOUN
easat-9644	255	7	with	with	ADP
easat-9644	255	8	mooccube	mooccube	ADJ
easat-9644	255	9	datasets	dataset	NOUN
easat-9644	255	10	and	and	CCONJ
easat-9644	255	11	achieved	achieve	VERB
easat-9644	255	12	an	an	DET
easat-9644	255	13	accuracy	accuracy	NOUN
easat-9644	255	14	of	of	ADP
easat-9644	255	15	84.42	84.42	NUM
easat-9644	255	16	%	%	NOUN
easat-9644	255	17	and	and	CCONJ
easat-9644	255	18	an	an	DET
easat-9644	255	19	f1	f1	ADJ
easat-9644	255	20	score	score	NOUN
easat-9644	255	21	of	of	ADP
easat-9644	255	22	84.55	84.55	NUM
easat-9644	255	23	%	%	NOUN
easat-9644	255	24	,	,	PUNCT
easat-9644	255	25	which	which	PRON
easat-9644	255	26	was	be	AUX
easat-9644	255	27	higher	high	ADJ
easat-9644	255	28	by	by	ADP
easat-9644	255	29	1.4	1.4	NUM
easat-9644	255	30	%	%	NOUN
easat-9644	255	31	and	and	CCONJ
easat-9644	255	32	1.3	1.3	NUM
easat-9644	255	33	%	%	NOUN
easat-9644	255	34	,	,	PUNCT
easat-9644	255	35	respectively	respectively	ADV
easat-9644	255	36	,	,	PUNCT
easat-9644	255	37	when	when	SCONJ
easat-9644	255	38	compared	compare	VERB
easat-9644	255	39	to	to	ADP
easat-9644	255	40	the	the	DET
easat-9644	255	41	existing	exist	VERB
easat-9644	255	42	baseline	baseline	NOUN
easat-9644	255	43	models	model	NOUN
easat-9644	255	44	(	(	PUNCT
easat-9644	255	45	compgcn	compgcn	PROPN
easat-9644	255	46	,	,	PUNCT
easat-9644	255	47	hake	hake	NOUN
easat-9644	255	48	,	,	PUNCT
easat-9644	255	49	rotate	rotate	VERB
easat-9644	255	50	,	,	PUNCT
easat-9644	255	51	tuker	tuker	NOUN
easat-9644	255	52	,	,	PUNCT
easat-9644	255	53	deepfm	deepfm	NOUN
easat-9644	255	54	,	,	PUNCT
easat-9644	255	55	wide&deep	wide&deep	PROPN
easat-9644	255	56	,	,	PUNCT
easat-9644	255	57	dcn	dcn	PROPN
easat-9644	255	58	,	,	PUNCT
easat-9644	255	59	and	and	CCONJ
easat-9644	255	60	tentf	tentf	ADJ
easat-9644	255	61	)	)	PUNCT
easat-9644	255	62	.	.	PUNCT
easat-9644	256	1	another	another	DET
easat-9644	256	2	resource	resource	NOUN
easat-9644	256	3	recommender	recommender	NOUN
easat-9644	256	4	kg	kg	X
easat-9644	256	5	is	be	AUX
easat-9644	256	6	the	the	DET
easat-9644	256	7	works	work	NOUN
easat-9644	256	8	of	of	ADP
easat-9644	256	9	liang	liang	PROPN
easat-9644	256	10	,	,	PUNCT
easat-9644	256	11	et	et	PROPN
easat-9644	256	12	al	al	PROPN
easat-9644	256	13	.	.	PUNCT
easat-9644	257	1	[	[	X
easat-9644	257	2	50	50	NUM
easat-9644	257	3	]	]	PUNCT
easat-9644	257	4	which	which	PRON
easat-9644	257	5	utilized	utilize	VERB
easat-9644	257	6	deep	deep	ADJ
easat-9644	257	7	learning	learning	NOUN
easat-9644	257	8	methods	method	NOUN
easat-9644	257	9	,	,	PUNCT
easat-9644	257	10	specifically	specifically	ADV
easat-9644	257	11	graph	graph	VERB
easat-9644	257	12	convolution	convolution	NOUN
easat-9644	257	13	networks	network	NOUN
easat-9644	257	14	(	(	PUNCT
easat-9644	257	15	gcn	gcn	NOUN
easat-9644	257	16	)	)	PUNCT
easat-9644	257	17	and	and	CCONJ
easat-9644	257	18	reinforcement	reinforcement	NOUN
easat-9644	257	19	learning	learning	NOUN
easat-9644	257	20	techniques	technique	NOUN
easat-9644	257	21	.	.	PUNCT
easat-9644	258	1	in	in	ADP
easat-9644	258	2	addition	addition	NOUN
easat-9644	258	3	to	to	ADP
easat-9644	258	4	gcn	gcn	NOUN
easat-9644	258	5	and	and	CCONJ
easat-9644	258	6	rl	rl	PROPN
easat-9644	258	7	,	,	PUNCT
easat-9644	258	8	the	the	DET
easat-9644	258	9	model	model	NOUN
easat-9644	258	10	that	that	PRON
easat-9644	258	11	the	the	DET
easat-9644	258	12	authors	author	NOUN
easat-9644	258	13	termed	term	VERB
easat-9644	258	14	the	the	DET
easat-9644	258	15	multi	multi	ADJ
easat-9644	258	16	-	-	ADJ
easat-9644	258	17	path	path	ADJ
easat-9644	258	18	enhanced	enhance	VERB
easat-9644	258	19	user	user	NOUN
easat-9644	258	20	-	-	PUNCT
easat-9644	258	21	centric	centric	ADJ
easat-9644	258	22	recommendation	recommendation	NOUN
easat-9644	258	23	(	(	PUNCT
easat-9644	258	24	meur	meur	NOUN
easat-9644	258	25	)	)	PUNCT
easat-9644	258	26	model	model	NOUN
easat-9644	258	27	incorporated	incorporate	VERB
easat-9644	258	28	multipath	multipath	NOUN
easat-9644	258	29	fusion	fusion	NOUN
easat-9644	258	30	,	,	PUNCT
easat-9644	258	31	reasoning	reason	VERB
easat-9644	258	32	path	path	NOUN
easat-9644	258	33	templates	template	NOUN
easat-9644	258	34	,	,	PUNCT
easat-9644	258	35	and	and	CCONJ
easat-9644	258	36	user	user	NOUN
easat-9644	258	37	ser	ser	NOUN
easat-9644	258	38	-	-	ADJ
easat-9644	258	39	centric	centric	ADJ
easat-9644	258	40	search	search	NOUN
easat-9644	258	41	strategy	strategy	NOUN
easat-9644	258	42	to	to	PART
easat-9644	258	43	improve	improve	VERB
easat-9644	258	44	reasoning	reasoning	NOUN
easat-9644	258	45	accuracy	accuracy	NOUN
easat-9644	258	46	[	[	X
easat-9644	258	47	50	50	NUM
easat-9644	258	48	]	]	PUNCT
easat-9644	258	49	.	.	PUNCT
easat-9644	259	1	sometimes	sometimes	ADV
easat-9644	259	2	,	,	PUNCT
easat-9644	259	3	recommendations	recommendation	NOUN
easat-9644	259	4	might	might	AUX
easat-9644	259	5	be	be	AUX
easat-9644	259	6	linked	link	VERB
easat-9644	259	7	to	to	ADP
easat-9644	259	8	content	content	NOUN
easat-9644	259	9	and	and	CCONJ
easat-9644	259	10	specific	specific	ADJ
easat-9644	259	11	areas	area	NOUN
easat-9644	259	12	within	within	ADP
easat-9644	259	13	the	the	DET
easat-9644	259	14	content	content	NOUN
easat-9644	259	15	[	[	X
easat-9644	259	16	63	63	NUM
easat-9644	259	17	]	]	PUNCT
easat-9644	259	18	.	.	PUNCT
easat-9644	260	1	beyond	beyond	ADP
easat-9644	260	2	the	the	DET
easat-9644	260	3	afore	afore	ADV
easat-9644	260	4	-	-	PUNCT
easat-9644	260	5	mentioned	mention	VERB
easat-9644	260	6	subcategories	subcategorie	NOUN
easat-9644	260	7	of	of	ADP
easat-9644	260	8	kg	kg	NOUN
easat-9644	260	9	-	-	PUNCT
easat-9644	260	10	based	base	VERB
easat-9644	260	11	recommender	recommender	NOUN
easat-9644	260	12	systems	system	NOUN
easat-9644	260	13	,	,	PUNCT
easat-9644	260	14	other	other	ADJ
easat-9644	260	15	forms	form	NOUN
easat-9644	260	16	of	of	ADP
easat-9644	260	17	recommendations	recommendation	NOUN
easat-9644	260	18	are	be	AUX
easat-9644	260	19	reported	report	VERB
easat-9644	260	20	in	in	ADP
easat-9644	260	21	table	table	NOUN
easat-9644	260	22	4	4	NUM
easat-9644	260	23	.	.	NOUN
easat-9644	261	1	4.2	4.2	NUM
easat-9644	261	2	.	.	PUNCT
easat-9644	262	1	kg	kg	NOUN
easat-9644	262	2	for	for	ADP
easat-9644	262	3	concept	concept	NOUN
easat-9644	262	4	mapping	mapping	NOUN
easat-9644	262	5	and	and	CCONJ
easat-9644	262	6	knowledge	knowledge	NOUN
easat-9644	262	7	organization	organization	NOUN
easat-9644	262	8	:	:	PUNCT
easat-9644	262	9	knowledge	knowledge	NOUN
easat-9644	262	10	graph	graph	VERB
easat-9644	262	11	a	a	DET
easat-9644	262	12	concept	concept	NOUN
easat-9644	262	13	map	map	NOUN
easat-9644	262	14	(	(	PUNCT
easat-9644	262	15	cm	cm	NOUN
easat-9644	262	16	)	)	PUNCT
easat-9644	262	17	is	be	AUX
easat-9644	262	18	a	a	DET
easat-9644	262	19	diagram	diagram	NOUN
easat-9644	262	20	that	that	PRON
easat-9644	262	21	illustrates	illustrate	VERB
easat-9644	262	22	the	the	DET
easat-9644	262	23	relationships	relationship	NOUN
easat-9644	262	24	between	between	ADP
easat-9644	262	25	interconnected	interconnected	ADJ
easat-9644	262	26	ideas	idea	NOUN
easat-9644	262	27	,	,	PUNCT
easat-9644	262	28	predominantly	predominantly	ADV
easat-9644	262	29	consisting	consist	VERB
easat-9644	262	30	of	of	ADP
easat-9644	262	31	shapes	shape	NOUN
easat-9644	262	32	representing	represent	VERB
easat-9644	262	33	ideas	idea	NOUN
easat-9644	262	34	and	and	CCONJ
easat-9644	262	35	interconnected	interconnected	ADJ
easat-9644	262	36	lines	line	NOUN
easat-9644	262	37	that	that	PRON
easat-9644	262	38	denote	denote	VERB
easat-9644	262	39	the	the	DET
easat-9644	262	40	relationships	relationship	NOUN
easat-9644	262	41	between	between	ADP
easat-9644	262	42	the	the	DET
easat-9644	262	43	ideas	idea	NOUN
easat-9644	262	44	.	.	PUNCT
easat-9644	263	1	concept	concept	NOUN
easat-9644	263	2	maps	map	NOUN
easat-9644	263	3	,	,	PUNCT
easat-9644	263	4	mind	mind	NOUN
easat-9644	263	5	maps	map	NOUN
easat-9644	263	6	(	(	PUNCT
easat-9644	263	7	mm	mm	NOUN
easat-9644	263	8	)	)	PUNCT
easat-9644	263	9	,	,	PUNCT
easat-9644	263	10	and	and	CCONJ
easat-9644	263	11	knowledge	knowledge	NOUN
easat-9644	263	12	graphs	graph	NOUN
easat-9644	263	13	are	be	AUX
easat-9644	263	14	often	often	ADV
easat-9644	263	15	confused	confused	ADJ
easat-9644	263	16	;	;	PUNCT
easat-9644	263	17	however	however	ADV
easat-9644	263	18	,	,	PUNCT
easat-9644	263	19	there	there	PRON
easat-9644	263	20	are	be	VERB
easat-9644	263	21	essential	essential	ADJ
easat-9644	263	22	differences	difference	NOUN
easat-9644	263	23	in	in	ADP
easat-9644	263	24	their	their	PRON
easat-9644	263	25	structure	structure	NOUN
easat-9644	263	26	,	,	PUNCT
easat-9644	263	27	information	information	NOUN
easat-9644	263	28	hierarchy	hierarchy	NOUN
easat-9644	263	29	,	,	PUNCT
easat-9644	263	30	and	and	CCONJ
easat-9644	263	31	practical	practical	ADJ
easat-9644	263	32	uses	use	NOUN
easat-9644	263	33	.	.	PUNCT
easat-9644	264	1	with	with	ADP
easat-9644	264	2	several	several	ADJ
easat-9644	264	3	overlaps	overlap	NOUN
easat-9644	264	4	in	in	ADP
easat-9644	264	5	the	the	DET
easat-9644	264	6	structures	structure	NOUN
easat-9644	264	7	,	,	PUNCT
easat-9644	264	8	knowledge	knowledge	NOUN
easat-9644	264	9	graphs	graph	NOUN
easat-9644	264	10	can	can	AUX
easat-9644	264	11	be	be	AUX
easat-9644	264	12	used	use	VERB
easat-9644	264	13	to	to	PART
easat-9644	264	14	generate	generate	VERB
easat-9644	264	15	concept	concept	NOUN
easat-9644	264	16	maps	map	NOUN
easat-9644	264	17	autonomously	autonomously	ADV
easat-9644	264	18	[	[	X
easat-9644	264	19	64	64	NUM
easat-9644	264	20	]	]	PUNCT
easat-9644	264	21	,	,	PUNCT
easat-9644	264	22	mind	mind	NOUN
easat-9644	264	23	maps	map	NOUN
easat-9644	264	24	[	[	X
easat-9644	264	25	65	65	NUM
easat-9644	264	26	]	]	PUNCT
easat-9644	264	27	concept	concept	NOUN
easat-9644	264	28	clusters	cluster	NOUN
easat-9644	264	29	and	and	CCONJ
easat-9644	264	30	ontologies	ontology	NOUN
easat-9644	264	31	of	of	ADP
easat-9644	264	32	specific	specific	ADJ
easat-9644	264	33	knowledge	knowledge	NOUN
easat-9644	264	34	domains	domain	NOUN
easat-9644	264	35	.	.	PUNCT
easat-9644	265	1	concept	concept	NOUN
easat-9644	265	2	maps	map	NOUN
easat-9644	265	3	function	function	VERB
easat-9644	265	4	as	as	ADP
easat-9644	265	5	effective	effective	ADJ
easat-9644	265	6	instruments	instrument	NOUN
easat-9644	265	7	for	for	ADP
easat-9644	265	8	learning	learning	NOUN
easat-9644	265	9	,	,	PUNCT
easat-9644	265	10	teaching	teaching	NOUN
easat-9644	265	11	,	,	PUNCT
easat-9644	265	12	and	and	CCONJ
easat-9644	265	13	assessment	assessment	NOUN
easat-9644	265	14	,	,	PUNCT
easat-9644	265	15	facilitating	facilitate	VERB
easat-9644	265	16	the	the	DET
easat-9644	265	17	integration	integration	NOUN
easat-9644	265	18	of	of	ADP
easat-9644	265	19	complex	complex	ADJ
easat-9644	265	20	concepts	concept	NOUN
easat-9644	265	21	[	[	X
easat-9644	265	22	66	66	NUM
easat-9644	265	23	]	]	PUNCT
easat-9644	265	24	.	.	PUNCT
easat-9644	266	1	concept	concept	NOUN
easat-9644	266	2	clusters	cluster	NOUN
easat-9644	266	3	(	(	PUNCT
easat-9644	266	4	cc	cc	NOUN
easat-9644	266	5	)	)	PUNCT
easat-9644	266	6	are	be	AUX
easat-9644	266	7	closely	closely	ADV
easat-9644	266	8	related	relate	VERB
easat-9644	266	9	to	to	ADP
easat-9644	266	10	concept	concept	NOUN
easat-9644	266	11	maps	map	NOUN
easat-9644	266	12	,	,	PUNCT
easat-9644	266	13	in	in	ADP
easat-9644	266	14	which	which	PRON
easat-9644	266	15	groups	group	NOUN
easat-9644	266	16	of	of	ADP
easat-9644	266	17	related	related	ADJ
easat-9644	266	18	concepts	concept	NOUN
easat-9644	266	19	,	,	PUNCT
easat-9644	266	20	ideas	idea	NOUN
easat-9644	266	21	,	,	PUNCT
easat-9644	266	22	or	or	CCONJ
easat-9644	266	23	keywords	keyword	NOUN
easat-9644	266	24	that	that	PRON
easat-9644	266	25	share	share	VERB
easat-9644	266	26	common	common	ADJ
easat-9644	266	27	characteristics	characteristic	NOUN
easat-9644	266	28	,	,	PUNCT
easat-9644	266	29	themes	theme	NOUN
easat-9644	266	30	,	,	PUNCT
easat-9644	266	31	or	or	CCONJ
easat-9644	266	32	meanings	meaning	NOUN
easat-9644	266	33	form	form	VERB
easat-9644	266	34	clusters	cluster	NOUN
easat-9644	266	35	.	.	PUNCT
easat-9644	267	1	while	while	SCONJ
easat-9644	267	2	concept	concept	NOUN
easat-9644	267	3	maps	map	NOUN
easat-9644	267	4	emphasize	emphasize	VERB
easat-9644	267	5	the	the	DET
easat-9644	267	6	relationships	relationship	NOUN
easat-9644	267	7	between	between	ADP
easat-9644	267	8	concepts	concept	NOUN
easat-9644	267	9	,	,	PUNCT
easat-9644	267	10	highlighting	highlight	VERB
easat-9644	267	11	the	the	DET
easat-9644	267	12	context	context	NOUN
easat-9644	267	13	and	and	CCONJ
easat-9644	267	14	meaning	meaning	NOUN
easat-9644	267	15	of	of	ADP
easat-9644	267	16	each	each	DET
easat-9644	267	17	idea	idea	NOUN
easat-9644	267	18	,	,	PUNCT
easat-9644	267	19	concept	concept	NOUN
easat-9644	267	20	clusters	cluster	NOUN
easat-9644	267	21	identify	identify	VERB
easat-9644	267	22	patterns	pattern	NOUN
easat-9644	267	23	,	,	PUNCT
easat-9644	267	24	themes	theme	NOUN
easat-9644	267	25	,	,	PUNCT
easat-9644	267	26	and	and	CCONJ
easat-9644	267	27	relationships	relationship	NOUN
easat-9644	267	28	within	within	ADP
easat-9644	267	29	a	a	DET
easat-9644	267	30	set	set	NOUN
easat-9644	267	31	of	of	ADP
easat-9644	267	32	concepts	concept	NOUN
easat-9644	267	33	,	,	PUNCT
easat-9644	267	34	grouping	group	VERB
easat-9644	267	35	the	the	DET
easat-9644	267	36	concepts	concept	NOUN
easat-9644	267	37	into	into	ADP
easat-9644	267	38	clusters	cluster	NOUN
easat-9644	267	39	.	.	PUNCT
easat-9644	268	1	the	the	DET
easat-9644	268	2	kg	kg	PROPN
easat-9644	268	3	presented	present	VERB
easat-9644	268	4	by	by	ADP
easat-9644	268	5	chen	chen	PROPN
easat-9644	268	6	,	,	PUNCT
easat-9644	268	7	et	et	PROPN
easat-9644	268	8	al	al	PROPN
easat-9644	268	9	.	.	PUNCT
easat-9644	269	1	[	[	X
easat-9644	269	2	67	67	NUM
easat-9644	269	3	]	]	PUNCT
easat-9644	269	4	and	and	CCONJ
easat-9644	269	5	huang	huang	PROPN
easat-9644	269	6	,	,	PUNCT
easat-9644	269	7	et	et	PROPN
easat-9644	269	8	al	al	PROPN
easat-9644	269	9	.	.	PUNCT
easat-9644	270	1	[	[	X
easat-9644	270	2	68	68	NUM
easat-9644	270	3	]	]	PUNCT
easat-9644	270	4	proposed	propose	VERB
easat-9644	270	5	to	to	PART
easat-9644	270	6	extract	extract	VERB
easat-9644	270	7	instructional	instructional	ADJ
easat-9644	270	8	concepts	concept	NOUN
easat-9644	270	9	and	and	CCONJ
easat-9644	270	10	relationships	relationship	NOUN
easat-9644	270	11	from	from	ADP
easat-9644	270	12	different	different	ADJ
easat-9644	270	13	data	datum	NOUN
easat-9644	270	14	sources	source	NOUN
easat-9644	270	15	automatically	automatically	ADV
easat-9644	270	16	.	.	PUNCT
easat-9644	271	1	for	for	ADP
easat-9644	271	2	the	the	DET
easat-9644	271	3	instructional	instructional	ADJ
easat-9644	271	4	concept	concept	NOUN
easat-9644	271	5	extraction	extraction	NOUN
easat-9644	271	6	,	,	PUNCT
easat-9644	271	7	[	[	X
easat-9644	271	8	68	68	NUM
easat-9644	271	9	]	]	PUNCT
easat-9644	271	10	applied	apply	VERB
easat-9644	271	11	neural	neural	ADJ
easat-9644	271	12	1478	1478	NUM
easat-9644	271	13	edelweiss	edelweiss	PROPN
easat-9644	271	14	applied	apply	VERB
easat-9644	271	15	science	science	NOUN
easat-9644	271	16	and	and	CCONJ
easat-9644	271	17	technology	technology	NOUN
easat-9644	271	18	issn	issn	PROPN
easat-9644	271	19	:	:	PUNCT
easat-9644	271	20	2576	2576	NUM
easat-9644	271	21	-	-	SYM
easat-9644	271	22	8484	8484	NUM
easat-9644	271	23	vol	vol	NOUN
easat-9644	271	24	.	.	PROPN
easat-9644	272	1	9	9	NUM
easat-9644	272	2	,	,	PUNCT
easat-9644	272	3	no	no	INTJ
easat-9644	272	4	.	.	NOUN
easat-9644	272	5	8	8	NUM
easat-9644	272	6	:	:	SYM
easat-9644	272	7	1464	1464	NUM
easat-9644	272	8	-	-	SYM
easat-9644	272	9	1497	1497	NUM
easat-9644	272	10	,	,	PUNCT
easat-9644	272	11	2025	2025	NUM
easat-9644	272	12	doi	doi	NOUN
easat-9644	272	13	:	:	PUNCT
easat-9644	272	14	10.55214/2576	10.55214/2576	NUM
easat-9644	272	15	-	-	NUM
easat-9644	272	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	272	17	©	©	PROPN
easat-9644	272	18	2025	2025	NUM
easat-9644	272	19	by	by	ADP
easat-9644	272	20	the	the	DET
easat-9644	272	21	authors	author	NOUN
easat-9644	272	22	;	;	PUNCT
easat-9644	272	23	licensee	licensee	PROPN
easat-9644	272	24	learning	learn	VERB
easat-9644	272	25	gate	gate	PROPN
easat-9644	272	26	network	network	NOUN
easat-9644	272	27	-	-	PUNCT
easat-9644	272	28	based	base	VERB
easat-9644	272	29	sequence	sequence	NOUN
easat-9644	272	30	labeling	labeling	NOUN
easat-9644	272	31	models	model	NOUN
easat-9644	272	32	,	,	PUNCT
easat-9644	272	33	specifically	specifically	ADV
easat-9644	272	34	gru	gru	NOUN
easat-9644	272	35	and	and	CCONJ
easat-9644	272	36	lstm	lstm	PROPN
easat-9644	272	37	,	,	PUNCT
easat-9644	272	38	to	to	ADP
easat-9644	272	39	well	well	ADV
easat-9644	272	40	-	-	PUNCT
easat-9644	272	41	curated	curate	VERB
easat-9644	272	42	pedagogical	pedagogical	ADJ
easat-9644	272	43	resources	resource	NOUN
easat-9644	272	44	such	such	ADJ
easat-9644	272	45	as	as	ADP
easat-9644	272	46	curriculum	curriculum	NOUN
easat-9644	272	47	standards	standard	NOUN
easat-9644	272	48	,	,	PUNCT
easat-9644	272	49	textbooks	textbook	NOUN
easat-9644	272	50	,	,	PUNCT
easat-9644	272	51	and	and	CCONJ
easat-9644	272	52	course	course	NOUN
easat-9644	272	53	tutorials	tutorial	NOUN
easat-9644	272	54	.	.	PUNCT
easat-9644	273	1	the	the	DET
easat-9644	273	2	authors	author	NOUN
easat-9644	273	3	chose	choose	VERB
easat-9644	273	4	these	these	DET
easat-9644	273	5	models	model	NOUN
easat-9644	273	6	as	as	SCONJ
easat-9644	273	7	they	they	PRON
easat-9644	273	8	capture	capture	VERB
easat-9644	273	9	dependencies	dependency	NOUN
easat-9644	273	10	in	in	ADP
easat-9644	273	11	sequential	sequential	ADJ
easat-9644	273	12	data	datum	NOUN
easat-9644	273	13	well	well	ADV
easat-9644	273	14	.	.	PUNCT
easat-9644	274	1	the	the	DET
easat-9644	274	2	results	result	NOUN
easat-9644	274	3	were	be	AUX
easat-9644	274	4	compared	compare	VERB
easat-9644	274	5	with	with	ADP
easat-9644	274	6	crf	crf	PROPN
easat-9644	274	7	,	,	PUNCT
easat-9644	274	8	and	and	CCONJ
easat-9644	274	9	the	the	DET
easat-9644	274	10	authors	author	NOUN
easat-9644	274	11	reported	report	VERB
easat-9644	274	12	that	that	SCONJ
easat-9644	274	13	neural	neural	ADJ
easat-9644	274	14	networks	network	NOUN
easat-9644	274	15	outperform	outperform	VERB
easat-9644	274	16	the	the	DET
easat-9644	274	17	traditional	traditional	ADJ
easat-9644	274	18	crf	crf	NOUN
easat-9644	274	19	method	method	NOUN
easat-9644	274	20	.	.	PUNCT
easat-9644	275	1	on	on	ADP
easat-9644	275	2	the	the	DET
easat-9644	275	3	other	other	ADJ
easat-9644	275	4	hand,[69	hand,[69	NOUN
easat-9644	275	5	]	]	PUNCT
easat-9644	275	6	employed	employ	VERB
easat-9644	275	7	a	a	DET
easat-9644	275	8	rule	rule	NOUN
easat-9644	275	9	-	-	PUNCT
easat-9644	275	10	based	base	VERB
easat-9644	275	11	ner	ner	NOUN
easat-9644	275	12	to	to	PART
easat-9644	275	13	extract	extract	VERB
easat-9644	275	14	the	the	DET
easat-9644	275	15	course	course	NOUN
easat-9644	275	16	concepts	concept	NOUN
easat-9644	275	17	from	from	ADP
easat-9644	275	18	course	course	NOUN
easat-9644	275	19	outlines	outline	NOUN
easat-9644	275	20	,	,	PUNCT
easat-9644	275	21	and	and	CCONJ
easat-9644	275	22	pos	pos	NOUN
easat-9644	275	23	tagging	tagging	NOUN
easat-9644	275	24	was	be	AUX
easat-9644	275	25	performed	perform	VERB
easat-9644	275	26	using	use	VERB
easat-9644	275	27	the	the	DET
easat-9644	275	28	language	language	NOUN
easat-9644	275	29	technology	technology	NOUN
easat-9644	275	30	platform	platform	NOUN
easat-9644	275	31	(	(	PUNCT
easat-9644	275	32	ltp	ltp	NOUN
easat-9644	275	33	)	)	PUNCT
easat-9644	275	34	designed	design	VERB
easat-9644	275	35	for	for	ADP
easat-9644	275	36	chinese	chinese	ADJ
easat-9644	275	37	texts	text	NOUN
easat-9644	275	38	.	.	PUNCT
easat-9644	276	1	in	in	ADP
easat-9644	276	2	the	the	DET
easat-9644	276	3	study	study	NOUN
easat-9644	276	4	,	,	PUNCT
easat-9644	276	5	authors	author	NOUN
easat-9644	276	6	also	also	ADV
easat-9644	276	7	utilized	utilize	VERB
easat-9644	276	8	course	course	NOUN
easat-9644	276	9	video	video	NOUN
easat-9644	276	10	captions	caption	NOUN
easat-9644	276	11	as	as	ADP
easat-9644	276	12	part	part	NOUN
easat-9644	276	13	of	of	ADP
easat-9644	276	14	the	the	DET
easat-9644	276	15	data	datum	NOUN
easat-9644	276	16	sources	source	NOUN
easat-9644	276	17	;	;	PUNCT
easat-9644	276	18	however	however	ADV
easat-9644	276	19	,	,	PUNCT
easat-9644	276	20	the	the	DET
easat-9644	276	21	extraction	extraction	NOUN
easat-9644	276	22	of	of	ADP
easat-9644	276	23	video	video	NOUN
easat-9644	276	24	captions	caption	NOUN
easat-9644	276	25	,	,	PUNCT
easat-9644	276	26	the	the	DET
easat-9644	276	27	nngp	nngp	PROPN
easat-9644	276	28	approach	approach	NOUN
easat-9644	276	29	,	,	PUNCT
easat-9644	276	30	which	which	PRON
easat-9644	276	31	integrates	integrate	VERB
easat-9644	276	32	neural	neural	ADJ
easat-9644	276	33	networks	network	NOUN
easat-9644	276	34	and	and	CCONJ
easat-9644	276	35	graph	graph	NOUN
easat-9644	276	36	propagation	propagation	NOUN
easat-9644	276	37	,	,	PUNCT
easat-9644	276	38	was	be	AUX
easat-9644	276	39	used	use	VERB
easat-9644	276	40	.	.	PUNCT
easat-9644	277	1	the	the	DET
easat-9644	277	2	approach	approach	NOUN
easat-9644	277	3	's	's	PART
easat-9644	277	4	efficacy	efficacy	NOUN
easat-9644	277	5	was	be	AUX
easat-9644	277	6	compared	compare	VERB
easat-9644	277	7	with	with	ADP
easat-9644	277	8	the	the	DET
easat-9644	277	9	confidence	confidence	NOUN
easat-9644	277	10	propagation	propagation	NOUN
easat-9644	277	11	algorithm	algorithm	NOUN
easat-9644	277	12	,	,	PUNCT
easat-9644	277	13	resulting	result	VERB
easat-9644	277	14	in	in	ADP
easat-9644	277	15	a	a	DET
easat-9644	277	16	10	10	NUM
easat-9644	277	17	%	%	NOUN
easat-9644	277	18	enhancement	enhancement	NOUN
easat-9644	277	19	in	in	ADP
easat-9644	277	20	accuracy	accuracy	NOUN
easat-9644	277	21	.	.	PUNCT
easat-9644	278	1	kg	kg	PROPN
easat-9644	278	2	is	be	AUX
easat-9644	278	3	also	also	ADV
easat-9644	278	4	used	use	VERB
easat-9644	278	5	for	for	ADP
easat-9644	278	6	knowledge	knowledge	NOUN
easat-9644	278	7	organizations	organization	NOUN
easat-9644	278	8	,	,	PUNCT
easat-9644	278	9	especially	especially	ADV
easat-9644	278	10	when	when	SCONJ
easat-9644	278	11	several	several	ADJ
easat-9644	278	12	hierarchical	hierarchical	ADJ
easat-9644	278	13	entities	entity	NOUN
easat-9644	278	14	are	be	AUX
easat-9644	278	15	involved	involve	VERB
easat-9644	278	16	.	.	PUNCT
easat-9644	279	1	zhang	zhang	PROPN
easat-9644	279	2	et	et	PROPN
easat-9644	279	3	al	al	PROPN
easat-9644	279	4	.	.	PROPN
easat-9644	279	5	's	's	PART
easat-9644	279	6	work	work	NOUN
easat-9644	279	7	is	be	AUX
easat-9644	279	8	a	a	DET
easat-9644	279	9	typical	typical	ADJ
easat-9644	279	10	example	example	NOUN
easat-9644	280	1	[	[	X
easat-9644	280	2	28	28	NUM
easat-9644	280	3	]	]	PUNCT
easat-9644	280	4	which	which	PRON
easat-9644	280	5	focuses	focus	VERB
easat-9644	280	6	on	on	ADP
easat-9644	280	7	course	course	NOUN
easat-9644	280	8	clustering	cluster	VERB
easat-9644	280	9	and	and	CCONJ
easat-9644	280	10	uses	use	VERB
easat-9644	280	11	kg	kg	NOUN
easat-9644	280	12	to	to	PART
easat-9644	280	13	represent	represent	VERB
easat-9644	280	14	the	the	DET
easat-9644	280	15	relationships	relationship	NOUN
easat-9644	280	16	between	between	ADP
easat-9644	280	17	faculties	faculty	NOUN
easat-9644	280	18	,	,	PUNCT
easat-9644	280	19	majors	major	NOUN
easat-9644	280	20	,	,	PUNCT
easat-9644	280	21	courses	course	NOUN
easat-9644	280	22	,	,	PUNCT
easat-9644	280	23	and	and	CCONJ
easat-9644	280	24	knowledge	knowledge	NOUN
easat-9644	280	25	points	point	NOUN
easat-9644	280	26	.	.	PUNCT
easat-9644	281	1	the	the	DET
easat-9644	281	2	study	study	NOUN
easat-9644	281	3	seeks	seek	VERB
easat-9644	281	4	to	to	PART
easat-9644	281	5	effectively	effectively	ADV
easat-9644	281	6	group	group	NOUN
easat-9644	281	7	courses	course	NOUN
easat-9644	281	8	based	base	VERB
easat-9644	281	9	on	on	ADP
easat-9644	281	10	their	their	PRON
easat-9644	281	11	knowledge	knowledge	NOUN
easat-9644	281	12	points	point	NOUN
easat-9644	281	13	,	,	PUNCT
easat-9644	281	14	thereby	thereby	ADV
easat-9644	281	15	addressing	address	VERB
easat-9644	281	16	issues	issue	NOUN
easat-9644	281	17	such	such	ADJ
easat-9644	281	18	as	as	ADP
easat-9644	281	19	the	the	DET
easat-9644	281	20	repetition	repetition	NOUN
easat-9644	281	21	of	of	ADP
easat-9644	281	22	knowledge	knowledge	NOUN
easat-9644	281	23	points	point	NOUN
easat-9644	281	24	and	and	CCONJ
easat-9644	281	25	the	the	DET
easat-9644	281	26	illogical	illogical	ADJ
easat-9644	281	27	sequencing	sequencing	NOUN
easat-9644	281	28	of	of	ADP
easat-9644	281	29	courses	course	NOUN
easat-9644	281	30	.	.	PUNCT
easat-9644	282	1	for	for	ADP
easat-9644	282	2	the	the	DET
easat-9644	282	3	construction	construction	NOUN
easat-9644	282	4	of	of	ADP
easat-9644	282	5	the	the	DET
easat-9644	282	6	kg	kg	PROPN
easat-9644	282	7	,	,	PUNCT
easat-9644	282	8	the	the	DET
easat-9644	282	9	authors	author	NOUN
easat-9644	282	10	employed	employ	VERB
easat-9644	282	11	tf	tf	PROPN
easat-9644	282	12	-	-	PUNCT
easat-9644	282	13	idf	idf	PROPN
easat-9644	282	14	to	to	PART
easat-9644	282	15	create	create	VERB
easat-9644	282	16	the	the	DET
easat-9644	282	17	courses	course	NOUN
easat-9644	282	18	’	'	PUNCT
easat-9644	282	19	feature	feature	NOUN
easat-9644	282	20	vectors	vector	NOUN
easat-9644	282	21	,	,	PUNCT
easat-9644	282	22	which	which	PRON
easat-9644	282	23	were	be	AUX
easat-9644	282	24	derived	derive	VERB
easat-9644	282	25	from	from	ADP
easat-9644	282	26	the	the	DET
easat-9644	282	27	knowledge	knowledge	NOUN
easat-9644	282	28	points	point	NOUN
easat-9644	282	29	,	,	PUNCT
easat-9644	282	30	and	and	CCONJ
easat-9644	282	31	then	then	ADV
easat-9644	282	32	a	a	DET
easat-9644	282	33	k	k	NOUN
easat-9644	282	34	-	-	PUNCT
easat-9644	282	35	means	means	NOUN
easat-9644	282	36	clustering	clustering	ADJ
easat-9644	282	37	algorithm	algorithm	NOUN
easat-9644	282	38	was	be	AUX
easat-9644	282	39	used	use	VERB
easat-9644	282	40	to	to	PART
easat-9644	282	41	group	group	VERB
easat-9644	282	42	the	the	DET
easat-9644	282	43	courses	course	NOUN
easat-9644	282	44	.	.	PUNCT
easat-9644	283	1	the	the	DET
easat-9644	283	2	authors	author	NOUN
easat-9644	283	3	evaluated	evaluate	VERB
easat-9644	283	4	the	the	DET
easat-9644	283	5	clustering	clustering	ADJ
easat-9644	283	6	quality	quality	NOUN
easat-9644	283	7	using	use	VERB
easat-9644	283	8	the	the	DET
easat-9644	283	9	silhouette	silhouette	NOUN
easat-9644	283	10	coefficient	coefficient	NOUN
easat-9644	283	11	,	,	PUNCT
easat-9644	283	12	which	which	PRON
easat-9644	283	13	measures	measure	VERB
easat-9644	283	14	the	the	DET
easat-9644	283	15	tightness	tightness	NOUN
easat-9644	283	16	within	within	ADP
easat-9644	283	17	the	the	DET
easat-9644	283	18	course	course	NOUN
easat-9644	283	19	clusters	cluster	NOUN
easat-9644	283	20	and	and	CCONJ
easat-9644	283	21	the	the	DET
easat-9644	283	22	separation	separation	NOUN
easat-9644	283	23	between	between	ADP
easat-9644	283	24	them	they	PRON
easat-9644	283	25	to	to	PART
easat-9644	283	26	determine	determine	VERB
easat-9644	283	27	the	the	DET
easat-9644	283	28	optimal	optimal	ADJ
easat-9644	283	29	clusters	cluster	NOUN
easat-9644	283	30	[	[	X
easat-9644	283	31	28	28	NUM
easat-9644	283	32	]	]	PUNCT
easat-9644	283	33	.	.	PUNCT
easat-9644	284	1	sometimes	sometimes	ADV
easat-9644	284	2	,	,	PUNCT
easat-9644	284	3	concept	concept	NOUN
easat-9644	284	4	mapping	mapping	NOUN
easat-9644	284	5	is	be	AUX
easat-9644	284	6	not	not	PART
easat-9644	284	7	the	the	DET
easat-9644	284	8	only	only	ADJ
easat-9644	284	9	feature	feature	NOUN
easat-9644	284	10	incorporated	incorporate	VERB
easat-9644	284	11	in	in	ADP
easat-9644	284	12	such	such	ADJ
easat-9644	284	13	kg	kg	PROPN
easat-9644	284	14	-	-	PUNCT
easat-9644	284	15	based	base	VERB
easat-9644	284	16	applications	application	NOUN
easat-9644	284	17	;	;	PUNCT
easat-9644	284	18	it	it	PRON
easat-9644	284	19	could	could	AUX
easat-9644	284	20	also	also	ADV
easat-9644	284	21	be	be	AUX
easat-9644	284	22	designed	design	VERB
easat-9644	284	23	such	such	ADJ
easat-9644	284	24	that	that	PRON
easat-9644	284	25	concept	concept	NOUN
easat-9644	284	26	-	-	PUNCT
easat-9644	284	27	level	level	NOUN
easat-9644	284	28	representations	representation	NOUN
easat-9644	284	29	are	be	AUX
easat-9644	284	30	linked	link	VERB
easat-9644	284	31	to	to	ADP
easat-9644	284	32	instructional	instructional	ADJ
easat-9644	284	33	resources	resource	NOUN
easat-9644	285	1	[	[	X
easat-9644	285	2	70	70	NUM
easat-9644	285	3	]	]	PUNCT
easat-9644	285	4	or	or	CCONJ
easat-9644	285	5	with	with	ADP
easat-9644	285	6	visualization	visualization	NOUN
easat-9644	285	7	capability	capability	NOUN
easat-9644	285	8	for	for	ADP
easat-9644	285	9	visualizing	visualize	VERB
easat-9644	285	10	knowledge	knowledge	NOUN
easat-9644	285	11	while	while	SCONJ
easat-9644	285	12	managing	manage	VERB
easat-9644	285	13	learning	learn	VERB
easat-9644	285	14	resources	resource	NOUN
easat-9644	285	15	,	,	PUNCT
easat-9644	285	16	which	which	PRON
easat-9644	285	17	facilitates	facilitate	VERB
easat-9644	285	18	efficient	efficient	ADJ
easat-9644	285	19	learning	learning	NOUN
easat-9644	285	20	[	[	X
easat-9644	285	21	60	60	NUM
easat-9644	285	22	]	]	PUNCT
easat-9644	285	23	.	.	PUNCT
easat-9644	286	1	thaker	thaker	PROPN
easat-9644	286	2	,	,	PUNCT
easat-9644	286	3	et	et	PROPN
easat-9644	286	4	al	al	PROPN
easat-9644	286	5	.	.	PUNCT
easat-9644	287	1	[	[	X
easat-9644	287	2	70	70	NUM
easat-9644	287	3	]	]	X
easat-9644	287	4	connected	connect	VERB
easat-9644	287	5	educational	educational	ADJ
easat-9644	287	6	materials	material	NOUN
easat-9644	287	7	to	to	ADP
easat-9644	287	8	concept	concept	NOUN
easat-9644	287	9	-	-	PUNCT
easat-9644	287	10	level	level	NOUN
easat-9644	287	11	representations	representation	NOUN
easat-9644	287	12	obtained	obtain	VERB
easat-9644	287	13	from	from	ADP
easat-9644	287	14	domain	domain	NOUN
easat-9644	287	15	-	-	PUNCT
easat-9644	287	16	specific	specific	ADJ
easat-9644	287	17	content	content	NOUN
easat-9644	287	18	and	and	CCONJ
easat-9644	287	19	external	external	ADJ
easat-9644	287	20	knowledge	knowledge	NOUN
easat-9644	287	21	bases	basis	NOUN
easat-9644	287	22	like	like	ADP
easat-9644	287	23	wikipedia	wikipedia	PROPN
easat-9644	287	24	.	.	PUNCT
easat-9644	288	1	in	in	ADP
easat-9644	288	2	the	the	DET
easat-9644	288	3	study	study	NOUN
easat-9644	288	4	,	,	PUNCT
easat-9644	288	5	two	two	NUM
easat-9644	288	6	models	model	NOUN
easat-9644	288	7	were	be	AUX
easat-9644	288	8	proposed	propose	VERB
easat-9644	288	9	:	:	PUNCT
easat-9644	288	10	c2v	c2v	NOUN
easat-9644	288	11	-	-	PUNCT
easat-9644	288	12	tb	tb	NOUN
easat-9644	288	13	and	and	CCONJ
easat-9644	288	14	c2v	c2v	NOUN
easat-9644	288	15	-	-	PUNCT
easat-9644	288	16	kb	kb	NOUN
easat-9644	288	17	.	.	PUNCT
easat-9644	289	1	the	the	DET
easat-9644	289	2	c2v	c2v	NOUN
easat-9644	289	3	-	-	PUNCT
easat-9644	289	4	tb	tb	NOUN
easat-9644	289	5	model	model	NOUN
easat-9644	289	6	acquires	acquire	VERB
easat-9644	289	7	concept	concept	NOUN
easat-9644	289	8	embeddings	embedding	NOUN
easat-9644	289	9	from	from	ADP
easat-9644	289	10	domain	domain	NOUN
easat-9644	289	11	-	-	PUNCT
easat-9644	289	12	specific	specific	ADJ
easat-9644	289	13	educational	educational	ADJ
easat-9644	289	14	resources	resource	NOUN
easat-9644	289	15	by	by	ADP
easat-9644	289	16	employing	employ	VERB
easat-9644	289	17	a	a	DET
easat-9644	289	18	neural	neural	ADJ
easat-9644	289	19	network	network	NOUN
easat-9644	289	20	approach	approach	NOUN
easat-9644	289	21	,	,	PUNCT
easat-9644	289	22	effectively	effectively	ADV
easat-9644	289	23	capturing	capture	VERB
easat-9644	289	24	the	the	DET
easat-9644	289	25	semantic	semantic	ADJ
easat-9644	289	26	representations	representation	NOUN
easat-9644	289	27	of	of	ADP
easat-9644	289	28	concepts	concept	NOUN
easat-9644	289	29	.	.	PUNCT
easat-9644	290	1	the	the	DET
easat-9644	290	2	c2v	c2v	PROPN
easat-9644	290	3	-	-	PUNCT
easat-9644	290	4	kb	kb	NOUN
easat-9644	290	5	model	model	NOUN
easat-9644	290	6	enhances	enhance	VERB
easat-9644	290	7	the	the	DET
easat-9644	290	8	c2vtb	c2vtb	NUM
easat-9644	290	9	by	by	ADP
easat-9644	290	10	utilizing	utilize	VERB
easat-9644	290	11	external	external	ADJ
easat-9644	290	12	knowledge	knowledge	NOUN
easat-9644	290	13	graphs	graph	NOUN
easat-9644	290	14	,	,	PUNCT
easat-9644	290	15	notably	notably	ADV
easat-9644	290	16	wikipedia	wikipedia	PROPN
easat-9644	290	17	,	,	PUNCT
easat-9644	290	18	to	to	PART
easat-9644	290	19	establish	establish	VERB
easat-9644	290	20	a	a	DET
easat-9644	290	21	concept	concept	NOUN
easat-9644	290	22	-	-	PUNCT
easat-9644	290	23	to	to	ADP
easat-9644	290	24	-	-	PUNCT
easat-9644	290	25	wikipedia	wikipedia	PROPN
easat-9644	290	26	mapping	mapping	NOUN
easat-9644	290	27	.	.	PUNCT
easat-9644	291	1	they	they	PRON
easat-9644	291	2	utilize	utilize	VERB
easat-9644	291	3	concept	concept	NOUN
easat-9644	291	4	skip	skip	NOUN
easat-9644	291	5	-	-	PUNCT
easat-9644	291	6	gram	gram	NOUN
easat-9644	291	7	(	(	PUNCT
easat-9644	291	8	csk	csk	PROPN
easat-9644	291	9	)	)	PUNCT
easat-9644	291	10	to	to	PART
easat-9644	291	11	get	get	VERB
easat-9644	291	12	concept	concept	NOUN
easat-9644	291	13	embeddings	embedding	NOUN
easat-9644	291	14	derived	derive	VERB
easat-9644	291	15	from	from	ADP
easat-9644	291	16	the	the	DET
easat-9644	291	17	interconnections	interconnection	NOUN
easat-9644	291	18	between	between	ADP
easat-9644	291	19	concepts	concept	NOUN
easat-9644	291	20	and	and	CCONJ
easat-9644	291	21	wikipedia	wikipedia	PROPN
easat-9644	291	22	articles	article	NOUN
easat-9644	291	23	.	.	PUNCT
easat-9644	292	1	the	the	DET
easat-9644	292	2	proposed	propose	VERB
easat-9644	292	3	models	model	NOUN
easat-9644	292	4	were	be	AUX
easat-9644	292	5	compared	compare	VERB
easat-9644	292	6	to	to	ADP
easat-9644	292	7	baseline	baseline	VERB
easat-9644	292	8	methods	method	NOUN
easat-9644	292	9	such	such	ADJ
easat-9644	292	10	as	as	ADP
easat-9644	292	11	lda	lda	PROPN
easat-9644	292	12	,	,	PUNCT
easat-9644	292	13	word2vec	word2vec	X
easat-9644	292	14	,	,	PUNCT
easat-9644	292	15	and	and	CCONJ
easat-9644	292	16	doc2vec	doc2vec	VERB
easat-9644	292	17	for	for	ADP
easat-9644	292	18	linking	link	VERB
easat-9644	292	19	tasks	task	NOUN
easat-9644	292	20	,	,	PUNCT
easat-9644	292	21	while	while	SCONJ
easat-9644	292	22	the	the	DET
easat-9644	292	23	performance	performance	NOUN
easat-9644	292	24	was	be	AUX
easat-9644	292	25	measured	measure	VERB
easat-9644	292	26	using	use	VERB
easat-9644	292	27	ndcg	ndcg	NOUN
easat-9644	292	28	and	and	CCONJ
easat-9644	292	29	map	map	VERB
easat-9644	292	30	metrics	metric	NOUN
easat-9644	292	31	.	.	PUNCT
easat-9644	293	1	the	the	DET
easat-9644	293	2	authors	author	NOUN
easat-9644	293	3	conclude	conclude	VERB
easat-9644	293	4	that	that	SCONJ
easat-9644	293	5	concept	concept	NOUN
easat-9644	293	6	-	-	PUNCT
easat-9644	293	7	level	level	NOUN
easat-9644	293	8	representations	representation	NOUN
easat-9644	293	9	,	,	PUNCT
easat-9644	293	10	especially	especially	ADV
easat-9644	293	11	c2v	c2v	NOUN
easat-9644	293	12	-	-	PUNCT
easat-9644	293	13	kb	kb	NOUN
easat-9644	293	14	,	,	PUNCT
easat-9644	293	15	surpass	surpass	ADJ
easat-9644	293	16	conventional	conventional	ADJ
easat-9644	293	17	methods	method	NOUN
easat-9644	293	18	in	in	ADP
easat-9644	293	19	linking	link	VERB
easat-9644	293	20	tasks	task	NOUN
easat-9644	293	21	,	,	PUNCT
easat-9644	293	22	highlighting	highlight	VERB
easat-9644	293	23	the	the	DET
easat-9644	293	24	advantages	advantage	NOUN
easat-9644	293	25	of	of	ADP
easat-9644	293	26	integrating	integrate	VERB
easat-9644	293	27	external	external	ADJ
easat-9644	293	28	knowledge.[70	knowledge.[70	PROPN
easat-9644	293	29	]	]	PUNCT
easat-9644	293	30	.	.	PUNCT
easat-9644	294	1	another	another	DET
easat-9644	294	2	form	form	NOUN
easat-9644	294	3	of	of	ADP
easat-9644	294	4	kg	kg	NOUN
easat-9644	294	5	used	use	VERB
easat-9644	294	6	for	for	ADP
easat-9644	294	7	concept	concept	NOUN
easat-9644	294	8	mapping	mapping	NOUN
easat-9644	294	9	is	be	AUX
easat-9644	294	10	the	the	DET
easat-9644	294	11	work	work	NOUN
easat-9644	294	12	of	of	ADP
easat-9644	294	13	gupta	gupta	PROPN
easat-9644	294	14	,	,	PUNCT
easat-9644	294	15	et	et	PROPN
easat-9644	294	16	al	al	PROPN
easat-9644	294	17	.	.	PUNCT
easat-9644	295	1	[	[	X
easat-9644	295	2	71	71	NUM
easat-9644	295	3	]	]	PUNCT
easat-9644	295	4	which	which	PRON
easat-9644	295	5	automatically	automatically	ADV
easat-9644	295	6	extracts	extract	VERB
easat-9644	295	7	meaningful	meaningful	ADJ
easat-9644	295	8	information	information	NOUN
easat-9644	295	9	from	from	ADP
easat-9644	295	10	nlp	nlp	NOUN
easat-9644	295	11	research	research	NOUN
easat-9644	295	12	papers	paper	NOUN
easat-9644	295	13	and	and	CCONJ
easat-9644	295	14	structures	structure	VERB
easat-9644	295	15	it	it	PRON
easat-9644	295	16	into	into	ADP
easat-9644	295	17	a	a	DET
easat-9644	295	18	scientific	scientific	ADJ
easat-9644	295	19	knowledge	knowledge	NOUN
easat-9644	295	20	graph	graph	NOUN
easat-9644	295	21	(	(	PUNCT
easat-9644	295	22	skg	skg	PROPN
easat-9644	295	23	)	)	PUNCT
easat-9644	295	24	.	.	PUNCT
easat-9644	296	1	table	table	NOUN
easat-9644	296	2	5	5	NUM
easat-9644	296	3	summarizes	summarize	NOUN
easat-9644	296	4	several	several	ADJ
easat-9644	296	5	kgs	kg	NOUN
easat-9644	296	6	used	use	VERB
easat-9644	296	7	for	for	ADP
easat-9644	296	8	concept	concept	NOUN
easat-9644	296	9	and	and	CCONJ
easat-9644	296	10	knowledge	knowledge	NOUN
easat-9644	296	11	mapping	mapping	NOUN
easat-9644	296	12	.	.	PUNCT
easat-9644	297	1	1479	1479	NUM
easat-9644	297	2	edelweiss	edelweiss	PROPN
easat-9644	297	3	applied	apply	VERB
easat-9644	297	4	science	science	NOUN
easat-9644	297	5	and	and	CCONJ
easat-9644	297	6	technology	technology	NOUN
easat-9644	297	7	issn	issn	PROPN
easat-9644	297	8	:	:	PUNCT
easat-9644	297	9	2576	2576	NUM
easat-9644	297	10	-	-	SYM
easat-9644	297	11	8484	8484	NUM
easat-9644	297	12	vol	vol	NOUN
easat-9644	297	13	.	.	PROPN
easat-9644	298	1	9	9	NUM
easat-9644	298	2	,	,	PUNCT
easat-9644	298	3	no	no	INTJ
easat-9644	298	4	.	.	NOUN
easat-9644	298	5	8	8	NUM
easat-9644	298	6	:	:	SYM
easat-9644	298	7	1464	1464	NUM
easat-9644	298	8	-	-	SYM
easat-9644	298	9	1497	1497	NUM
easat-9644	298	10	,	,	PUNCT
easat-9644	298	11	2025	2025	NUM
easat-9644	298	12	doi	doi	NOUN
easat-9644	298	13	:	:	PUNCT
easat-9644	298	14	10.55214/2576	10.55214/2576	NUM
easat-9644	298	15	-	-	NUM
easat-9644	298	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	298	17	©	©	PROPN
easat-9644	298	18	2025	2025	NUM
easat-9644	298	19	by	by	ADP
easat-9644	298	20	the	the	DET
easat-9644	298	21	authors	author	NOUN
easat-9644	298	22	;	;	PUNCT
easat-9644	298	23	licensee	licensee	PROPN
easat-9644	298	24	learning	learn	VERB
easat-9644	298	25	gate	gate	NOUN
easat-9644	298	26	table	table	NOUN
easat-9644	298	27	4	4	NUM
easat-9644	298	28	.	.	NUM
easat-9644	298	29	selected	select	VERB
easat-9644	298	30	kg	kg	NOUN
easat-9644	298	31	for	for	ADP
easat-9644	298	32	diverse	diverse	ADJ
easat-9644	298	33	forms	form	NOUN
easat-9644	298	34	of	of	ADP
easat-9644	298	35	recommendations	recommendation	NOUN
easat-9644	298	36	.	.	PUNCT
easat-9644	299	1	refs	ref	NOUN
easat-9644	299	2	.	.	PUNCT
easat-9644	300	1	kg	kg	X
easat-9644	300	2	specific	specific	ADJ
easat-9644	300	3	purpose	purpose	NOUN
easat-9644	300	4	knowledge	knowledge	NOUN
easat-9644	300	5	domain/	domain/	NUM
easat-9644	300	6	dataset(s	dataset(s	NOUN
easat-9644	300	7	)	)	PUNCT
easat-9644	300	8	nature	nature	NOUN
easat-9644	300	9	of	of	ADP
easat-9644	300	10	data	datum	NOUN
easat-9644	300	11	kg	kg	PROPN
easat-9644	300	12	data	data	PROPN
easat-9644	300	13	model	model	NOUN
easat-9644	300	14	construction	construction	PROPN
easat-9644	300	15	model(s	model(s	PROPN
easat-9644	300	16	)	)	PUNCT
easat-9644	300	17	or	or	CCONJ
easat-9644	300	18	algorithm(s	algorithm(s	PROPN
easat-9644	300	19	)	)	PUNCT
easat-9644	300	20	baseline	baseline	PROPN
easat-9644	300	21	model(s	model(s	PROPN
easat-9644	300	22	)	)	PUNCT
easat-9644	300	23	evaluation	evaluation	NOUN
easat-9644	300	24	metrics	metric	NOUN
easat-9644	300	25	limitations	limitation	NOUN
easat-9644	300	26	subject	subject	PROPN
easat-9644	300	27	liu	liu	PROPN
easat-9644	300	28	,	,	PUNCT
easat-9644	300	29	et	et	PROPN
easat-9644	300	30	al	al	PROPN
easat-9644	300	31	.	.	PUNCT
easat-9644	301	1	[	[	X
easat-9644	301	2	26	26	NUM
easat-9644	301	3	]	]	PUNCT
easat-9644	301	4	to	to	PART
easat-9644	301	5	recommend	recommend	VERB
easat-9644	301	6	structured	structured	ADJ
easat-9644	301	7	learning	learning	NOUN
easat-9644	301	8	paths	path	NOUN
easat-9644	301	9	and	and	CCONJ
easat-9644	301	10	enhance	enhance	VERB
easat-9644	301	11	communication	communication	NOUN
easat-9644	301	12	between	between	ADP
easat-9644	301	13	learners	learner	NOUN
easat-9644	301	14	and	and	CCONJ
easat-9644	301	15	teachers	teacher	NOUN
easat-9644	301	16	.	.	PUNCT
easat-9644	302	1	information	information	NOUN
easat-9644	302	2	technology	technology	NOUN
easat-9644	302	3	(	(	PUNCT
easat-9644	302	4	high	high	ADJ
easat-9644	302	5	school	school	NOUN
easat-9644	302	6	)	)	PUNCT
easat-9644	302	7	book	book	NOUN
easat-9644	302	8	chapter	chapter	NOUN
easat-9644	302	9	(	(	PUNCT
easat-9644	302	10	“	"	PUNCT
easat-9644	302	11	information	information	NOUN
easat-9644	302	12	processing	processing	NOUN
easat-9644	302	13	”	"	PUNCT
easat-9644	302	14	)	)	PUNCT
easat-9644	302	15	unstructured	unstructure	VERB
easat-9644	302	16	rdf	rdf	VERB
easat-9644	302	17	nct	nct	PROPN
easat-9644	302	18	pagerank	pagerank	PROPN
easat-9644	302	19	mi	mi	PROPN
easat-9644	302	20	-	-	PUNCT
easat-9644	302	21	sa	sa	NOUN
easat-9644	302	22	-	-	PUNCT
easat-9644	302	23	pso	pso	NOUN
easat-9644	302	24	bilstm+crf	bilstm+crf	NOUN
easat-9644	302	25	model	model	NOUN
easat-9644	302	26	lstm	lstm	PROPN
easat-9644	302	27	bilstm	bilstm	NOUN
easat-9644	302	28	lstm+crf	lstm+crf	NOUN
easat-9644	302	29	na	na	ADP
easat-9644	302	30	limited	limit	VERB
easat-9644	302	31	adaptability	adaptability	NOUN
easat-9644	302	32	across	across	ADP
easat-9644	302	33	different	different	ADJ
easat-9644	302	34	disciplines	discipline	NOUN
easat-9644	302	35	;	;	PUNCT
easat-9644	302	36	efficiency	efficiency	NOUN
easat-9644	302	37	of	of	ADP
easat-9644	302	38	feedback	feedback	NOUN
easat-9644	302	39	needs	need	VERB
easat-9644	302	40	further	further	ADJ
easat-9644	302	41	evaluation	evaluation	NOUN
easat-9644	302	42	and	and	CCONJ
easat-9644	302	43	refinement	refinement	NOUN
easat-9644	302	44	;	;	PUNCT
easat-9644	302	45	the	the	DET
easat-9644	302	46	system	system	NOUN
easat-9644	302	47	suffers	suffer	VERB
easat-9644	302	48	from	from	ADP
easat-9644	302	49	insufficient	insufficient	ADJ
easat-9644	302	50	compatibility	compatibility	NOUN
easat-9644	302	51	with	with	ADP
easat-9644	302	52	mobile	mobile	ADJ
easat-9644	302	53	devices	device	NOUN
easat-9644	302	54	li	li	PROPN
easat-9644	302	55	,	,	PUNCT
easat-9644	302	56	et	et	PROPN
easat-9644	302	57	al	al	PROPN
easat-9644	302	58	.	.	PUNCT
easat-9644	303	1	[	[	X
easat-9644	303	2	63	63	NUM
easat-9644	303	3	]	]	PUNCT
easat-9644	303	4	to	to	PART
easat-9644	303	5	recommend	recommend	VERB
easat-9644	303	6	educational	educational	ADJ
easat-9644	303	7	content	content	NOUN
easat-9644	303	8	by	by	ADP
easat-9644	303	9	linking	link	VERB
easat-9644	303	10	exercises	exercise	NOUN
easat-9644	303	11	to	to	ADP
easat-9644	303	12	relevant	relevant	ADJ
easat-9644	303	13	textbook	textbook	NOUN
easat-9644	303	14	sections	section	NOUN
easat-9644	303	15	biology	biology	NOUN
easat-9644	303	16	,	,	PUNCT
easat-9644	303	17	social	social	ADJ
easat-9644	303	18	science	science	PROPN
easat-9644	303	19	&	&	CCONJ
easat-9644	303	20	physics	physics	PROPN
easat-9644	303	21	swedish	swedish	PROPN
easat-9644	303	22	digital	digital	PROPN
easat-9644	303	23	textbooks	textbook	NOUN
easat-9644	303	24	and	and	CCONJ
easat-9644	303	25	associated	associate	VERB
easat-9644	303	26	exercises	exercise	NOUN
easat-9644	303	27	semistructured	semistructure	VERB
easat-9644	303	28	na	na	ADP
easat-9644	303	29	cosine	cosine	NOUN
easat-9644	303	30	similarity	similarity	NOUN
easat-9644	303	31	using	use	VERB
easat-9644	303	32	various	various	ADJ
easat-9644	303	33	embedding	embed	VERB
easat-9644	303	34	models	model	NOUN
easat-9644	303	35	,	,	PUNCT
easat-9644	303	36	including	include	VERB
easat-9644	303	37	ensembles	ensemble	NOUN
easat-9644	303	38	and	and	CCONJ
easat-9644	303	39	domain	domain	NOUN
easat-9644	303	40	filtering	filtering	NOUN
easat-9644	303	41	.	.	PUNCT
easat-9644	303	42	conceptnet	conceptnet	NOUN
easat-9644	303	43	numberbatch	numberbatch	NOUN
easat-9644	303	44	(	(	PUNCT
easat-9644	303	45	cn	cn	PROPN
easat-9644	303	46	-	-	PROPN
easat-9644	303	47	nb	nb	NOUN
easat-9644	303	48	)	)	PUNCT
easat-9644	303	49	,	,	PUNCT
easat-9644	303	50	sbert	sbert	PROPN
easat-9644	303	51	,	,	PUNCT
easat-9644	303	52	ada-002	ada-002	PROPN
easat-9644	303	53	recall@3	recall@3	PROPN
easat-9644	303	54	,	,	PUNCT
easat-9644	303	55	mrr	mrr	PROPN
easat-9644	303	56	limited	limit	VERB
easat-9644	303	57	to	to	ADP
easat-9644	303	58	textbook	textbook	NOUN
easat-9644	303	59	section	section	NOUN
easat-9644	303	60	-	-	PUNCT
easat-9644	303	61	level	level	NOUN
easat-9644	303	62	recommendations	recommendation	NOUN
easat-9644	303	63	;	;	PUNCT
easat-9644	303	64	recommendations	recommendation	NOUN
easat-9644	303	65	on	on	ADP
easat-9644	303	66	other	other	ADJ
easat-9644	303	67	granularities	granularity	NOUN
easat-9644	303	68	not	not	PART
easat-9644	303	69	explored	explore	VERB
easat-9644	303	70	.	.	PUNCT
easat-9644	304	1	liang	liang	PROPN
easat-9644	304	2	,	,	PUNCT
easat-9644	304	3	et	et	PROPN
easat-9644	304	4	al	al	PROPN
easat-9644	304	5	.	.	PUNCT
easat-9644	305	1	[	[	X
easat-9644	305	2	50	50	NUM
easat-9644	305	3	]	]	PUNCT
easat-9644	305	4	to	to	PART
easat-9644	305	5	provide	provide	VERB
easat-9644	305	6	a	a	DET
easat-9644	305	7	diverse	diverse	ADJ
easat-9644	305	8	array	array	NOUN
easat-9644	305	9	of	of	ADP
easat-9644	305	10	educational	educational	ADJ
easat-9644	305	11	materials	material	NOUN
easat-9644	305	12	for	for	ADP
easat-9644	305	13	users	user	NOUN
easat-9644	305	14	and	and	CCONJ
easat-9644	305	15	to	to	PART
easat-9644	305	16	clarify	clarify	VERB
easat-9644	305	17	the	the	DET
easat-9644	305	18	rationale	rationale	NOUN
easat-9644	305	19	behind	behind	ADP
easat-9644	305	20	these	these	DET
easat-9644	305	21	recommendations	recommendation	NOUN
easat-9644	305	22	.	.	PUNCT
easat-9644	306	1	online	online	ADJ
easat-9644	306	2	courses	course	NOUN
easat-9644	306	3	on	on	ADP
easat-9644	306	4	moocs	mooc	NOUN
easat-9644	306	5	mooccube	mooccube	NOUN
easat-9644	306	6	bsed	bse	VERB
easat-9644	306	7	on	on	ADP
easat-9644	306	8	xuetang	xuetang	PROPN
easat-9644	306	9	x	x	PROPN
easat-9644	306	10	structured	structured	ADJ
easat-9644	306	11	property	property	NOUN
easat-9644	306	12	graph	graph	NOUN
easat-9644	306	13	gcn	gcn	NOUN
easat-9644	306	14	with	with	ADP
easat-9644	306	15	multipath	multipath	NOUN
easat-9644	306	16	fusion	fusion	NOUN
easat-9644	306	17	,	,	PUNCT
easat-9644	306	18	rl	rl	X
easat-9644	306	19	with	with	ADP
easat-9644	306	20	usercentric	usercentric	ADJ
easat-9644	306	21	search	search	NOUN
easat-9644	306	22	.	.	PUNCT
easat-9644	307	1	bpr	bpr	PROPN
easat-9644	307	2	,	,	PUNCT
easat-9644	307	3	fm	fm	PROPN
easat-9644	307	4	,	,	PUNCT
easat-9644	307	5	mlp	mlp	NOUN
easat-9644	307	6	,	,	PUNCT
easat-9644	307	7	fism	fism	NOUN
easat-9644	307	8	,	,	PUNCT
easat-9644	307	9	nais	nais	PROPN
easat-9644	307	10	,	,	PUNCT
easat-9644	307	11	nasr	nasr	PROPN
easat-9644	307	12	,	,	PUNCT
easat-9644	307	13	meurnoucr	meurnoucr	NOUN
easat-9644	307	14	and	and	CCONJ
easat-9644	307	15	meurnomp	meurnomp	PROPN
easat-9644	307	16	hr@k	hr@k	PROPN
easat-9644	307	17	,	,	PUNCT
easat-9644	307	18	(	(	PUNCT
easat-9644	307	19	k=5,10,20	k=5,10,20	NOUN
easat-9644	307	20	)	)	PUNCT
easat-9644	307	21	ndcg@k	ndcg@k	NOUN
easat-9644	307	22	,	,	PUNCT
easat-9644	307	23	mrr	mrr	NOUN
easat-9644	307	24	integration	integration	NOUN
easat-9644	307	25	of	of	ADP
easat-9644	307	26	user	user	NOUN
easat-9644	307	27	feedback	feedback	NOUN
easat-9644	307	28	into	into	ADP
easat-9644	307	29	the	the	DET
easat-9644	307	30	agent	agent	NOUN
easat-9644	307	31	's	's	PART
easat-9644	307	32	learning	learning	NOUN
easat-9644	307	33	process	process	NOUN
easat-9644	307	34	for	for	ADP
easat-9644	307	35	more	more	ADV
easat-9644	307	36	tailored	tailor	VERB
easat-9644	307	37	recommendations	recommendation	NOUN
easat-9644	307	38	to	to	PART
easat-9644	307	39	be	be	AUX
easat-9644	307	40	explored	explore	VERB
easat-9644	307	41	.	.	PUNCT
easat-9644	308	1	ma	ma	PROPN
easat-9644	308	2	,	,	PUNCT
easat-9644	308	3	et	et	PROPN
easat-9644	308	4	al	al	PROPN
easat-9644	308	5	.	.	PUNCT
easat-9644	309	1	[	[	X
easat-9644	309	2	30	30	NUM
easat-9644	309	3	]	]	PUNCT
easat-9644	309	4	to	to	PART
easat-9644	309	5	enhance	enhance	VERB
easat-9644	309	6	the	the	DET
easat-9644	309	7	course	course	NOUN
easat-9644	309	8	recommendations	recommendation	NOUN
easat-9644	309	9	online	online	ADJ
easat-9644	309	10	courses	course	NOUN
easat-9644	309	11	on	on	ADP
easat-9644	309	12	moocs	mooc	NOUN
easat-9644	309	13	mooccube	mooccube	NOUN
easat-9644	309	14	semistructured	semistructure	VERB
easat-9644	309	15	property	property	NOUN
easat-9644	309	16	graph	graph	NOUN
easat-9644	309	17	ce	ce	PROPN
easat-9644	310	1	=	=	PROPN
easat-9644	310	2	lda	lda	PROPN
easat-9644	310	3	ke	ke	NOUN
easat-9644	310	4	=	=	NOUN
easat-9644	310	5	transe	transe	NOUN
easat-9644	310	6	linucb	linucb	NOUN
easat-9644	310	7	random	random	ADJ
easat-9644	310	8	e	e	ADJ
easat-9644	310	9	-	-	ADJ
easat-9644	310	10	greedy	greedy	ADJ
easat-9644	310	11	ucb	ucb	PROPN
easat-9644	310	12	sacr	sacr	PROPN
easat-9644	310	13	racr	racr	PROPN
easat-9644	310	14	na	na	ADP
easat-9644	310	15	the	the	DET
easat-9644	310	16	study	study	NOUN
easat-9644	310	17	used	use	VERB
easat-9644	310	18	only	only	ADV
easat-9644	310	19	coarsegrained	coarsegraine	VERB
easat-9644	310	20	student	student	NOUN
easat-9644	310	21	feedback	feedback	NOUN
easat-9644	310	22	and	and	CCONJ
easat-9644	310	23	did	do	AUX
easat-9644	310	24	not	not	PART
easat-9644	310	25	consider	consider	VERB
easat-9644	310	26	social	social	ADJ
easat-9644	310	27	relationships	relationship	NOUN
easat-9644	310	28	between	between	ADP
easat-9644	310	29	students	student	NOUN
easat-9644	310	30	.	.	PUNCT
easat-9644	311	1	zhang	zhang	PROPN
easat-9644	311	2	,	,	PUNCT
easat-9644	311	3	et	et	PROPN
easat-9644	311	4	al	al	PROPN
easat-9644	311	5	.	.	PUNCT
easat-9644	312	1	[	[	X
easat-9644	312	2	51	51	NUM
easat-9644	312	3	]	]	PUNCT
easat-9644	312	4	to	to	PART
easat-9644	312	5	improve	improve	VERB
easat-9644	312	6	the	the	DET
easat-9644	312	7	relevance	relevance	NOUN
easat-9644	312	8	and	and	CCONJ
easat-9644	312	9	interpretability	interpretability	NOUN
easat-9644	312	10	of	of	ADP
easat-9644	312	11	the	the	DET
easat-9644	312	12	course	course	NOUN
easat-9644	312	13	recommendations	recommendation	NOUN
easat-9644	312	14	provided	provide	VERB
easat-9644	312	15	to	to	ADP
easat-9644	312	16	learners	learner	NOUN
easat-9644	312	17	online	online	ADJ
easat-9644	312	18	courses	course	NOUN
easat-9644	312	19	on	on	ADP
easat-9644	312	20	moocs	mooc	NOUN
easat-9644	312	21	mooccube	mooccube	NOUN
easat-9644	312	22	semistructured	semistructure	VERB
easat-9644	312	23	property	property	NOUN
easat-9644	312	24	graph	graph	NOUN
easat-9644	312	25	rl	rl	NOUN
easat-9644	312	26	node2vec	node2vec	NOUN
easat-9644	312	27	markov	markov	NOUN
easat-9644	312	28	decision	decision	NOUN
easat-9644	312	29	process	process	NOUN
easat-9644	312	30	(	(	PUNCT
easat-9644	312	31	mdp	mdp	NOUN
easat-9644	312	32	)	)	PUNCT
easat-9644	312	33	policy	policy	NOUN
easat-9644	312	34	network	network	NOUN
easat-9644	312	35	and	and	CCONJ
easat-9644	312	36	value	value	NOUN
easat-9644	312	37	network	network	NOUN
easat-9644	312	38	.	.	PUNCT
easat-9644	313	1	dqn	dqn	PROPN
easat-9644	313	2	u	u	ADJ
easat-9644	313	3	-	-	ADJ
easat-9644	313	4	cf	cf	ADJ
easat-9644	313	5	ndcg	ndcg	PROPN
easat-9644	313	6	hr	hr	PROPN
easat-9644	313	7	limited	limited	ADJ
easat-9644	313	8	evaluation	evaluation	NOUN
easat-9644	313	9	metrics	metric	NOUN
easat-9644	313	10	;	;	PUNCT
easat-9644	313	11	limited	limited	ADJ
easat-9644	313	12	path	path	NOUN
easat-9644	313	13	length	length	NOUN
easat-9644	313	14	to	to	ADP
easat-9644	313	15	3	3	NUM
easat-9644	313	16	for	for	ADP
easat-9644	313	17	explainability	explainability	NOUN
easat-9644	313	18	;	;	PUNCT
easat-9644	313	19	future	future	ADJ
easat-9644	313	20	work	work	NOUN
easat-9644	313	21	to	to	PART
easat-9644	313	22	integrate	integrate	VERB
easat-9644	313	23	multiple	multiple	ADJ
easat-9644	313	24	data	datum	NOUN
easat-9644	313	25	sources	source	NOUN
easat-9644	313	26	(	(	PUNCT
easat-9644	313	27	e.g.	e.g.	ADV
easat-9644	313	28	,	,	PUNCT
easat-9644	313	29	student	student	NOUN
easat-9644	313	30	comments	comment	NOUN
easat-9644	313	31	)	)	PUNCT
easat-9644	313	32	to	to	PART
easat-9644	313	33	improve	improve	VERB
easat-9644	313	34	generalizability	generalizability	NOUN
easat-9644	313	35	1480	1480	NUM
easat-9644	313	36	edelweiss	edelweiss	PROPN
easat-9644	313	37	applied	apply	VERB
easat-9644	313	38	science	science	NOUN
easat-9644	313	39	and	and	CCONJ
easat-9644	313	40	technology	technology	NOUN
easat-9644	313	41	issn	issn	PROPN
easat-9644	313	42	:	:	PUNCT
easat-9644	313	43	2576	2576	NUM
easat-9644	313	44	-	-	SYM
easat-9644	313	45	8484	8484	NUM
easat-9644	313	46	vol	vol	NOUN
easat-9644	313	47	.	.	PROPN
easat-9644	314	1	9	9	NUM
easat-9644	314	2	,	,	PUNCT
easat-9644	314	3	no	no	INTJ
easat-9644	314	4	.	.	NOUN
easat-9644	314	5	8	8	NUM
easat-9644	314	6	:	:	SYM
easat-9644	314	7	1464	1464	NUM
easat-9644	314	8	-	-	SYM
easat-9644	314	9	1497	1497	NUM
easat-9644	314	10	,	,	PUNCT
easat-9644	314	11	2025	2025	NUM
easat-9644	314	12	doi	doi	NOUN
easat-9644	314	13	:	:	PUNCT
easat-9644	314	14	10.55214/2576	10.55214/2576	NUM
easat-9644	314	15	-	-	NUM
easat-9644	314	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	314	17	©	©	PROPN
easat-9644	314	18	2025	2025	NUM
easat-9644	314	19	by	by	ADP
easat-9644	314	20	the	the	DET
easat-9644	314	21	authors	author	NOUN
easat-9644	314	22	;	;	PUNCT
easat-9644	314	23	licensee	licensee	PROPN
easat-9644	314	24	learning	learning	PROPN
easat-9644	314	25	gate	gate	PROPN
easat-9644	314	26	zhang	zhang	PROPN
easat-9644	314	27	and	and	CCONJ
easat-9644	314	28	mariano	mariano	PROPN
easat-9644	315	1	[	[	X
easat-9644	315	2	57	57	NUM
easat-9644	315	3	]	]	PUNCT
easat-9644	315	4	to	to	PART
easat-9644	315	5	enhance	enhance	VERB
easat-9644	315	6	the	the	DET
easat-9644	315	7	prediction	prediction	NOUN
easat-9644	315	8	of	of	ADP
easat-9644	315	9	student	student	NOUN
easat-9644	315	10	grades	grade	NOUN
easat-9644	315	11	and	and	CCONJ
easat-9644	315	12	facilitate	facilitate	VERB
easat-9644	315	13	practical	practical	ADJ
easat-9644	315	14	course	course	NOUN
easat-9644	315	15	recommendations	recommendation	NOUN
easat-9644	315	16	software	software	NOUN
easat-9644	315	17	engineering	engineering	NOUN
easat-9644	315	18	courses	course	NOUN
easat-9644	315	19	students	student	NOUN
easat-9644	315	20	'	'	PART
easat-9644	315	21	grades	grade	NOUN
easat-9644	315	22	across	across	ADP
easat-9644	315	23	52	52	NUM
easat-9644	315	24	courses	course	NOUN
easat-9644	315	25	semistructured	semistructure	VERB
easat-9644	315	26	na	na	ADP
easat-9644	315	27	k	k	ADJ
easat-9644	315	28	-	-	PUNCT
easat-9644	315	29	means	mean	VERB
easat-9644	315	30	clustering	clustering	NOUN
easat-9644	315	31	ltsm	ltsm	NOUN
easat-9644	315	32	ke	ke	PROPN
easat-9644	315	33	=	=	PROPN
easat-9644	316	1	transh	transh	ADJ
easat-9644	316	2	cosine	cosine	NOUN
easat-9644	316	3	similarity	similarity	NOUN
easat-9644	316	4	user	user	NOUN
easat-9644	316	5	-	-	PUNCT
easat-9644	316	6	based	base	VERB
easat-9644	316	7	collaborative	collaborative	ADJ
easat-9644	316	8	filtering	filtering	NOUN
easat-9644	316	9	rmse	rmse	PROPN
easat-9644	316	10	mae	mae	PROPN
easat-9644	316	11	limited	limited	PROPN
easat-9644	316	12	data	datum	NOUN
easat-9644	316	13	from	from	ADP
easat-9644	316	14	a	a	DET
easat-9644	316	15	single	single	ADJ
easat-9644	316	16	major	major	ADJ
easat-9644	316	17	course	course	NOUN
easat-9644	316	18	at	at	ADP
easat-9644	316	19	only	only	ADV
easat-9644	316	20	one	one	NUM
easat-9644	316	21	university	university	NOUN
easat-9644	316	22	was	be	AUX
easat-9644	316	23	used	use	VERB
easat-9644	316	24	;	;	PUNCT
easat-9644	316	25	the	the	DET
easat-9644	316	26	scope	scope	NOUN
easat-9644	316	27	of	of	ADP
easat-9644	316	28	evaluation	evaluation	NOUN
easat-9644	316	29	is	be	AUX
easat-9644	316	30	also	also	ADV
easat-9644	316	31	limited	limit	VERB
easat-9644	316	32	,	,	PUNCT
easat-9644	316	33	and	and	CCONJ
easat-9644	316	34	a	a	DET
easat-9644	316	35	single	single	ADJ
easat-9644	316	36	baseline	baseline	NOUN
easat-9644	316	37	method	method	NOUN
easat-9644	316	38	was	be	AUX
easat-9644	316	39	used	use	VERB
easat-9644	316	40	for	for	ADP
easat-9644	316	41	comparison	comparison	NOUN
easat-9644	316	42	;	;	PUNCT
easat-9644	316	43	potential	potential	NOUN
easat-9644	316	44	for	for	ADP
easat-9644	316	45	bias	bias	NOUN
easat-9644	316	46	or	or	CCONJ
easat-9644	316	47	overfitting	overfitte	VERB
easat-9644	316	48	in	in	ADP
easat-9644	316	49	course	course	NOUN
easat-9644	316	50	clustering	cluster	VERB
easat-9644	316	51	.	.	PUNCT
easat-9644	317	1	[	[	X
easat-9644	317	2	29	29	NUM
easat-9644	317	3	]	]	PUNCT
easat-9644	317	4	generates	generate	VERB
easat-9644	317	5	personalized	personalized	ADJ
easat-9644	317	6	tutorials	tutorial	NOUN
easat-9644	317	7	by	by	ADP
easat-9644	317	8	organizing	organize	VERB
easat-9644	317	9	users	user	NOUN
easat-9644	317	10	’	'	PUNCT
easat-9644	317	11	multimodal	multimodal	NOUN
easat-9644	317	12	information	information	NOUN
easat-9644	317	13	and	and	CCONJ
easat-9644	317	14	establishing	establish	VERB
easat-9644	317	15	relationships	relationship	NOUN
easat-9644	317	16	among	among	ADP
easat-9644	317	17	resources	resource	NOUN
easat-9644	317	18	hospital	hospital	NOUN
easat-9644	317	19	network	network	NOUN
easat-9644	317	20	architecture	architecture	NOUN
easat-9644	317	21	planning	planning	NOUN
easat-9644	317	22	and	and	CCONJ
easat-9644	317	23	design	design	NOUN
easat-9644	317	24	mooccourse	mooccourse	NOUN
easat-9644	317	25	mooccube	mooccube	NOUN
easat-9644	317	26	unstructured	unstructured	ADJ
easat-9644	317	27	multimodal	multimodal	NOUN
easat-9644	317	28	(	(	PUNCT
easat-9644	317	29	text	text	NOUN
easat-9644	317	30	,	,	PUNCT
easat-9644	317	31	image	image	NOUN
easat-9644	317	32	,	,	PUNCT
easat-9644	317	33	video	video	NOUN
easat-9644	317	34	,	,	PUNCT
easat-9644	317	35	audio	audio	NOUN
easat-9644	317	36	)	)	PUNCT
easat-9644	317	37	ontology	ontology	NOUN
easat-9644	317	38	cyclic	cyclic	NOUN
easat-9644	317	39	rl	rl	PROPN
easat-9644	317	40	mlp	mlp	PROPN
easat-9644	317	41	neumf	neumf	PROPN
easat-9644	317	42	hrl	hrl	PROPN
easat-9644	317	43	gmf	gmf	PROPN
easat-9644	317	44	precision@10	precision@10	PROPN
easat-9644	317	45	recall@10	recall@10	PROPN
easat-9644	317	46	f1@10	f1@10	VERB
easat-9644	317	47	ndcg@10	ndcg@10	PROPN
easat-9644	317	48	limited	limited	ADJ
easat-9644	317	49	scope	scope	NOUN
easat-9644	317	50	and	and	CCONJ
easat-9644	317	51	generalizability	generalizability	NOUN
easat-9644	317	52	;	;	PUNCT
easat-9644	317	53	scalability	scalability	NOUN
easat-9644	317	54	issues	issue	NOUN
easat-9644	317	55	as	as	ADP
easat-9644	317	56	users	user	NOUN
easat-9644	317	57	and	and	CCONJ
easat-9644	317	58	content	content	NOUN
easat-9644	317	59	increase	increase	NOUN
easat-9644	317	60	;	;	PUNCT
easat-9644	317	61	over	over	X
easat-9644	317	62	-	-	PUNCT
easat-9644	317	63	dependence	dependence	NOUN
easat-9644	317	64	on	on	ADP
easat-9644	317	65	explicit	explicit	ADJ
easat-9644	317	66	user	user	NOUN
easat-9644	317	67	preferences	preference	NOUN
easat-9644	317	68	and	and	CCONJ
easat-9644	317	69	limited	limited	ADJ
easat-9644	317	70	consideration	consideration	NOUN
easat-9644	317	71	of	of	ADP
easat-9644	317	72	learner	learner	NOUN
easat-9644	317	73	diversity	diversity	NOUN
easat-9644	317	74	and	and	CCONJ
easat-9644	317	75	complexity	complexity	NOUN
easat-9644	317	76	nguyen	nguyen	NOUN
easat-9644	317	77	,	,	PUNCT
easat-9644	317	78	et	et	PROPN
easat-9644	317	79	al	al	PROPN
easat-9644	317	80	.	.	PUNCT
easat-9644	318	1	[	[	X
easat-9644	318	2	56	56	NUM
easat-9644	318	3	]	]	PUNCT
easat-9644	318	4	to	to	PART
easat-9644	318	5	recommend	recommend	VERB
easat-9644	318	6	online	online	ADJ
easat-9644	318	7	courses	course	NOUN
easat-9644	318	8	to	to	ADP
easat-9644	318	9	users	user	NOUN
easat-9644	318	10	based	base	VERB
easat-9644	318	11	on	on	ADP
easat-9644	318	12	their	their	PRON
easat-9644	318	13	desired	desire	VERB
easat-9644	318	14	it	it	PRON
easat-9644	318	15	career	career	NOUN
easat-9644	318	16	goals	goal	NOUN
easat-9644	318	17	information	information	NOUN
easat-9644	318	18	technology	technology	PROPN
easat-9644	318	19	mooc	mooc	PROPN
easat-9644	318	20	semistructured	semistructure	VERB
easat-9644	318	21	labeled	label	VERB
easat-9644	318	22	property	property	NOUN
easat-9644	318	23	graph	graph	NOUN
easat-9644	318	24	(	(	PUNCT
easat-9644	318	25	lpg	lpg	PROPN
easat-9644	318	26	)	)	PUNCT
easat-9644	318	27	bert	bert	PROPN
easat-9644	318	28	bi	bi	NOUN
easat-9644	318	29	-	-	NOUN
easat-9644	318	30	lstm	lstm	ADJ
easat-9644	318	31	+	+	PROPN
easat-9644	318	32	crf	crf	PROPN
easat-9644	318	33	xlnet	xlnet	PROPN
easat-9644	318	34	precision	precision	PROPN
easat-9644	318	35	,	,	PUNCT
easat-9644	318	36	recall	recall	NOUN
easat-9644	318	37	,	,	PUNCT
easat-9644	318	38	and	and	CCONJ
easat-9644	318	39	f1	f1	NOUN
easat-9644	318	40	score	score	NOUN
easat-9644	318	41	the	the	DET
easat-9644	318	42	model	model	NOUN
easat-9644	318	43	only	only	ADV
easat-9644	318	44	focused	focus	VERB
easat-9644	318	45	on	on	ADP
easat-9644	318	46	it	it	PRON
easat-9644	318	47	careers	career	NOUN
easat-9644	318	48	and	and	CCONJ
easat-9644	318	49	may	may	AUX
easat-9644	318	50	not	not	PART
easat-9644	318	51	apply	apply	VERB
easat-9644	318	52	to	to	ADP
easat-9644	318	53	other	other	ADJ
easat-9644	318	54	careers	career	NOUN
easat-9644	318	55	;	;	PUNCT
easat-9644	318	56	the	the	DET
easat-9644	318	57	study	study	NOUN
easat-9644	318	58	relied	rely	VERB
easat-9644	318	59	on	on	ADP
easat-9644	318	60	manual	manual	ADJ
easat-9644	318	61	validation	validation	NOUN
easat-9644	318	62	,	,	PUNCT
easat-9644	318	63	which	which	PRON
easat-9644	318	64	is	be	AUX
easat-9644	318	65	timeconsuming	timeconsuming	ADJ
easat-9644	318	66	and	and	CCONJ
easat-9644	318	67	may	may	AUX
easat-9644	318	68	not	not	PART
easat-9644	318	69	be	be	AUX
easat-9644	318	70	scalable	scalable	ADJ
easat-9644	318	71	.	.	PUNCT
easat-9644	319	1	zhu	zhu	PROPN
easat-9644	319	2	,	,	PUNCT
easat-9644	319	3	et	et	PROPN
easat-9644	319	4	al	al	PROPN
easat-9644	319	5	.	.	PUNCT
easat-9644	320	1	[	[	X
easat-9644	320	2	59	59	NUM
easat-9644	320	3	]	]	SYM
easat-9644	320	4	recommendation	recommendation	NOUN
easat-9644	320	5	of	of	ADP
easat-9644	320	6	learning	learn	VERB
easat-9644	320	7	objects	object	NOUN
easat-9644	320	8	(	(	PUNCT
easat-9644	320	9	los	los	PROPN
easat-9644	320	10	)	)	PUNCT
easat-9644	320	11	to	to	ADP
easat-9644	320	12	learners	learner	NOUN
easat-9644	320	13	mooc	mooc	PROPN
easat-9644	320	14	(	(	PUNCT
easat-9644	320	15	positive	positive	ADJ
easat-9644	320	16	psychology	psychology	NOUN
easat-9644	320	17	)	)	PUNCT
easat-9644	320	18	mooccube	mooccube	NOUN
easat-9644	320	19	semistructured	semistructure	VERB
easat-9644	320	20	na	na	ADP
easat-9644	320	21	acgcn	acgcn	PROPN
easat-9644	320	22	dfoan	dfoan	PROPN
easat-9644	320	23	compgcn	compgcn	PROPN
easat-9644	320	24	hake	hake	PROPN
easat-9644	320	25	rotate	rotate	NOUN
easat-9644	320	26	tuker	tuker	PROPN
easat-9644	320	27	deepfm	deepfm	NOUN
easat-9644	320	28	wide&deep	wide&deep	PROPN
easat-9644	321	1	dcn	dcn	PROPN
easat-9644	321	2	tentf	tentf	PROPN
easat-9644	321	3	precision	precision	PROPN
easat-9644	321	4	recall	recall	PROPN
easat-9644	321	5	f1	f1	PROPN
easat-9644	321	6	score	score	NOUN
easat-9644	321	7	accuracy	accuracy	NOUN
easat-9644	321	8	auc	auc	NOUN
easat-9644	321	9	logloss	logloss	NOUN
easat-9644	321	10	only	only	ADV
easat-9644	321	11	one	one	NUM
easat-9644	321	12	type	type	NOUN
easat-9644	321	13	of	of	ADP
easat-9644	321	14	lo	lo	PROPN
easat-9644	321	15	was	be	AUX
easat-9644	321	16	used	use	VERB
easat-9644	321	17	,	,	PUNCT
easat-9644	321	18	which	which	PRON
easat-9644	321	19	might	might	AUX
easat-9644	321	20	not	not	PART
easat-9644	321	21	work	work	VERB
easat-9644	321	22	well	well	ADV
easat-9644	321	23	with	with	ADP
easat-9644	321	24	other	other	ADJ
easat-9644	321	25	kinds	kind	NOUN
easat-9644	322	1	;	;	PUNCT
easat-9644	322	2	the	the	DET
easat-9644	322	3	study	study	NOUN
easat-9644	322	4	lacks	lack	VERB
easat-9644	322	5	insights	insight	NOUN
easat-9644	322	6	into	into	ADP
easat-9644	322	7	the	the	DET
easat-9644	322	8	reasoning	reasoning	NOUN
easat-9644	322	9	behind	behind	ADP
easat-9644	322	10	recommendations	recommendation	NOUN
easat-9644	322	11	;	;	PUNCT
easat-9644	322	12	the	the	DET
easat-9644	322	13	study	study	NOUN
easat-9644	322	14	was	be	AUX
easat-9644	322	15	conducted	conduct	VERB
easat-9644	322	16	in	in	ADP
easat-9644	322	17	a	a	DET
easat-9644	322	18	controlled	control	VERB
easat-9644	322	19	environment	environment	NOUN
easat-9644	322	20	with	with	ADP
easat-9644	322	21	a	a	DET
easat-9644	322	22	small	small	ADJ
easat-9644	322	23	dataset	dataset	NOUN
easat-9644	322	24	and	and	CCONJ
easat-9644	322	25	may	may	AUX
easat-9644	322	26	not	not	PART
easat-9644	322	27	be	be	AUX
easat-9644	322	28	generalizable	generalizable	ADJ
easat-9644	322	29	to	to	ADP
easat-9644	322	30	real	real	ADJ
easat-9644	322	31	-	-	PUNCT
easat-9644	322	32	world	world	NOUN
easat-9644	322	33	settings	setting	NOUN
easat-9644	322	34	with	with	ADP
easat-9644	322	35	a	a	DET
easat-9644	322	36	large	large	ADJ
easat-9644	322	37	dataset	dataset	NOUN
easat-9644	322	38	.	.	PUNCT
easat-9644	323	1	zhang	zhang	PROPN
easat-9644	323	2	,	,	PUNCT
easat-9644	323	3	et	et	PROPN
easat-9644	323	4	al	al	PROPN
easat-9644	323	5	.	.	PUNCT
easat-9644	324	1	[	[	X
easat-9644	324	2	28	28	NUM
easat-9644	324	3	]	]	PUNCT
easat-9644	324	4	to	to	PART
easat-9644	324	5	create	create	VERB
easat-9644	324	6	a	a	DET
easat-9644	324	7	personalized	personalized	ADJ
easat-9644	324	8	learning	learn	VERB
easat-9644	324	9	resource	resource	NOUN
easat-9644	324	10	recommendation	recommendation	NOUN
easat-9644	324	11	system	system	NOUN
easat-9644	324	12	for	for	ADP
easat-9644	324	13	online	online	ADJ
easat-9644	324	14	platforms	platform	NOUN
easat-9644	324	15	,	,	PUNCT
easat-9644	324	16	based	base	VERB
easat-9644	324	17	on	on	ADP
easat-9644	324	18	students	student	NOUN
easat-9644	324	19	'	'	PART
easat-9644	324	20	needs	need	NOUN
easat-9644	324	21	and	and	CCONJ
easat-9644	324	22	preferences	preference	NOUN
easat-9644	324	23	.	.	PUNCT
easat-9644	325	1	education	education	NOUN
easat-9644	325	2	scholar	scholar	NOUN
easat-9644	325	3	,	,	PUNCT
easat-9644	325	4	imooc	imooc	PROPN
easat-9644	325	5	datasets	dataset	NOUN
easat-9644	325	6	structured	structure	VERB
easat-9644	325	7	na	na	ADP
easat-9644	325	8	preference	preference	NOUN
easat-9644	325	9	propagation	propagation	NOUN
easat-9644	325	10	kgcn	kgcn	PROPN
easat-9644	325	11	plreckgge	plreckgge	PROPN
easat-9644	325	12	,	,	PUNCT
easat-9644	325	13	kprn	kprn	PROPN
easat-9644	325	14	,	,	PUNCT
easat-9644	325	15	ripplenet	ripplenet	NOUN
easat-9644	325	16	,	,	PUNCT
easat-9644	325	17	and	and	CCONJ
easat-9644	325	18	kgnnls	kgnnls	PROPN
easat-9644	325	19	accuracy	accuracy	NOUN
easat-9644	325	20	auc	auc	NOUN
easat-9644	325	21	limited	limit	VERB
easat-9644	325	22	to	to	ADP
easat-9644	325	23	exploring	explore	VERB
easat-9644	325	24	relationships	relationship	NOUN
easat-9644	325	25	within	within	ADP
easat-9644	325	26	single	single	ADJ
easat-9644	325	27	subjects	subject	NOUN
easat-9644	325	28	;	;	PUNCT
easat-9644	325	29	the	the	DET
easat-9644	325	30	study	study	NOUN
easat-9644	325	31	did	do	AUX
easat-9644	325	32	not	not	PART
easat-9644	325	33	address	address	VERB
easat-9644	325	34	temporal	temporal	ADJ
easat-9644	325	35	aspects	aspect	NOUN
easat-9644	325	36	of	of	ADP
easat-9644	325	37	learning	learning	NOUN
easat-9644	325	38	;	;	PUNCT
easat-9644	325	39	reliance	reliance	NOUN
easat-9644	325	40	on	on	ADP
easat-9644	325	41	interaction	interaction	NOUN
easat-9644	325	42	data	datum	NOUN
easat-9644	325	43	,	,	PUNCT
easat-9644	325	44	which	which	PRON
easat-9644	325	45	may	may	AUX
easat-9644	325	46	be	be	AUX
easat-9644	325	47	sparse	sparse	ADJ
easat-9644	325	48	or	or	CCONJ
easat-9644	325	49	unavailable	unavailable	ADJ
easat-9644	325	50	.	.	PUNCT
easat-9644	326	1	1481	1481	NUM
easat-9644	326	2	edelweiss	edelweiss	PROPN
easat-9644	326	3	applied	apply	VERB
easat-9644	326	4	science	science	NOUN
easat-9644	326	5	and	and	CCONJ
easat-9644	326	6	technology	technology	NOUN
easat-9644	326	7	issn	issn	PROPN
easat-9644	326	8	:	:	PUNCT
easat-9644	326	9	2576	2576	NUM
easat-9644	326	10	-	-	SYM
easat-9644	326	11	8484	8484	NUM
easat-9644	326	12	vol	vol	NOUN
easat-9644	326	13	.	.	PROPN
easat-9644	327	1	9	9	NUM
easat-9644	327	2	,	,	PUNCT
easat-9644	327	3	no	no	INTJ
easat-9644	327	4	.	.	NOUN
easat-9644	327	5	8	8	NUM
easat-9644	327	6	:	:	SYM
easat-9644	327	7	1464	1464	NUM
easat-9644	327	8	-	-	SYM
easat-9644	327	9	1497	1497	NUM
easat-9644	327	10	,	,	PUNCT
easat-9644	327	11	2025	2025	NUM
easat-9644	327	12	doi	doi	NOUN
easat-9644	327	13	:	:	PUNCT
easat-9644	327	14	10.55214/2576	10.55214/2576	NUM
easat-9644	327	15	-	-	NUM
easat-9644	327	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	327	17	©	©	PROPN
easat-9644	327	18	2025	2025	NUM
easat-9644	327	19	by	by	ADP
easat-9644	327	20	the	the	DET
easat-9644	327	21	authors	author	NOUN
easat-9644	327	22	;	;	PUNCT
easat-9644	327	23	licensee	licensee	PROPN
easat-9644	327	24	learning	learn	VERB
easat-9644	327	25	gate	gate	PROPN
easat-9644	327	26	alatrash	alatrash	PROPN
easat-9644	327	27	,	,	PUNCT
easat-9644	327	28	et	et	PROPN
easat-9644	327	29	al	al	PROPN
easat-9644	327	30	.	.	PUNCT
easat-9644	328	1	[	[	X
easat-9644	328	2	52	52	NUM
easat-9644	328	3	]	]	PUNCT
easat-9644	328	4	for	for	ADP
easat-9644	328	5	personalized	personalized	ADJ
easat-9644	328	6	and	and	CCONJ
easat-9644	328	7	explainable	explainable	ADJ
easat-9644	328	8	recommendations	recommendation	NOUN
easat-9644	328	9	of	of	ADP
easat-9644	328	10	knowledge	knowledge	NOUN
easat-9644	328	11	concepts	concept	NOUN
easat-9644	328	12	to	to	ADP
easat-9644	328	13	learners	learner	NOUN
easat-9644	328	14	in	in	ADP
easat-9644	328	15	a	a	DET
easat-9644	328	16	mooc	mooc	PROPN
easat-9644	328	17	environment	environment	NOUN
easat-9644	328	18	.	.	PUNCT
easat-9644	329	1	mooc	mooc	PROPN
easat-9644	329	2	inspec	inspec	PROPN
easat-9644	329	3	dataset	dataset	VERB
easat-9644	329	4	semeval2017	semeval2017	PROPN
easat-9644	329	5	dataset	dataset	NOUN
easat-9644	329	6	unstructured	unstructured	ADJ
easat-9644	329	7	:	:	PUNCT
easat-9644	329	8	text	text	NOUN
easat-9644	329	9	content	content	NOUN
easat-9644	329	10	of	of	ADP
easat-9644	329	11	slides	slide	NOUN
easat-9644	329	12	and	and	CCONJ
easat-9644	329	13	learning	learn	VERB
easat-9644	329	14	materials	material	NOUN
easat-9644	329	15	,	,	PUNCT
easat-9644	329	16	wikipedia	wikipedia	PROPN
easat-9644	329	17	abstracts	abstract	NOUN
easat-9644	329	18	of	of	ADP
easat-9644	329	19	concepts	concept	NOUN
easat-9644	329	20	property	property	NOUN
easat-9644	329	21	graph	graph	NOUN
easat-9644	329	22	singlerank	singlerank	NOUN
easat-9644	329	23	sbert	sbert	NOUN
easat-9644	329	24	gcn	gcn	PROPN
easat-9644	329	25	an	an	DET
easat-9644	329	26	adapted	adapt	VERB
easat-9644	329	27	version	version	NOUN
easat-9644	329	28	of	of	ADP
easat-9644	329	29	lightgcn	lightgcn	NOUN
easat-9644	329	30	resque	resque	NOUN
easat-9644	329	31	framework	framework	NOUN
easat-9644	329	32	time	time	NOUN
easat-9644	329	33	performance	performance	NOUN
easat-9644	329	34	comparison	comparison	NOUN
easat-9644	329	35	precision@5	precision@5	ADP
easat-9644	329	36	small	small	ADJ
easat-9644	329	37	dataset	dataset	NOUN
easat-9644	329	38	:	:	PUNCT
easat-9644	329	39	user	user	NOUN
easat-9644	329	40	study	study	PROPN
easat-9644	329	41	data	datum	NOUN
easat-9644	329	42	(	(	PUNCT
easat-9644	329	43	n=31	n=31	PROPN
easat-9644	329	44	)	)	PUNCT
easat-9644	329	45	and	and	CCONJ
easat-9644	329	46	reliance	reliance	NOUN
easat-9644	329	47	on	on	ADP
easat-9644	329	48	a	a	DET
easat-9644	329	49	single	single	ADJ
easat-9644	329	50	mooc	mooc	NOUN
easat-9644	329	51	platform	platform	NOUN
easat-9644	329	52	;	;	PUNCT
easat-9644	329	53	limited	limited	ADJ
easat-9644	329	54	exploration	exploration	NOUN
easat-9644	329	55	of	of	ADP
easat-9644	329	56	gcn	gcn	NOUN
easat-9644	329	57	architectures	architecture	NOUN
easat-9644	329	58	;	;	PUNCT
easat-9644	329	59	the	the	DET
easat-9644	329	60	study	study	NOUN
easat-9644	329	61	focuses	focus	VERB
easat-9644	329	62	on	on	ADP
easat-9644	329	63	cognitive	cognitive	ADJ
easat-9644	329	64	aspects	aspect	NOUN
easat-9644	329	65	;	;	PUNCT
easat-9644	329	66	motivational	motivational	ADJ
easat-9644	329	67	factors	factor	NOUN
easat-9644	329	68	are	be	AUX
easat-9644	329	69	not	not	PART
easat-9644	329	70	considered	consider	VERB
easat-9644	329	71	;	;	PUNCT
easat-9644	329	72	limited	limited	ADJ
easat-9644	329	73	evaluation	evaluation	NOUN
easat-9644	329	74	of	of	ADP
easat-9644	329	75	explainability	explainability	PROPN
easat-9644	329	76	ma	ma	PROPN
easat-9644	329	77	,	,	PUNCT
easat-9644	329	78	et	et	PROPN
easat-9644	329	79	al	al	PROPN
easat-9644	329	80	.	.	PUNCT
easat-9644	330	1	[	[	X
easat-9644	330	2	62	62	NUM
easat-9644	330	3	]	]	PUNCT
easat-9644	330	4	to	to	PART
easat-9644	330	5	represent	represent	VERB
easat-9644	330	6	the	the	DET
easat-9644	330	7	knowledge	knowledge	NOUN
easat-9644	330	8	background	background	NOUN
easat-9644	330	9	of	of	ADP
easat-9644	330	10	learners	learner	NOUN
easat-9644	330	11	to	to	PART
easat-9644	330	12	enhance	enhance	VERB
easat-9644	330	13	the	the	DET
easat-9644	330	14	fairness	fairness	NOUN
easat-9644	330	15	and	and	CCONJ
easat-9644	330	16	accuracy	accuracy	NOUN
easat-9644	330	17	of	of	ADP
easat-9644	330	18	course	course	NOUN
easat-9644	330	19	recommendations	recommendation	NOUN
easat-9644	330	20	in	in	ADP
easat-9644	330	21	mooc	mooc	PROPN
easat-9644	330	22	mooc	mooc	PROPN
easat-9644	330	23	xuetangx	xuetangx	PROPN
easat-9644	330	24	structured	structure	VERB
easat-9644	330	25	property	property	NOUN
easat-9644	330	26	graph	graph	NOUN
easat-9644	330	27	(	(	PUNCT
easat-9644	330	28	implicitly	implicitly	ADV
easat-9644	330	29	inferred	infer	VERB
easat-9644	330	30	)	)	PUNCT
easat-9644	330	31	clgadn	clgadn	NOUN
easat-9644	330	32	monotonic	monotonic	ADJ
easat-9644	330	33	attention	attention	NOUN
easat-9644	330	34	decay	decay	NOUN
easat-9644	330	35	mechanism	mechanism	NOUN
easat-9644	330	36	mlp	mlp	PROPN
easat-9644	330	37	,	,	PUNCT
easat-9644	330	38	neumf	neumf	PROPN
easat-9644	330	39	hrl	hrl	PROPN
easat-9644	330	40	,	,	PUNCT
easat-9644	330	41	din	din	PROPN
easat-9644	330	42	,	,	PUNCT
easat-9644	330	43	bst	bst	PROPN
easat-9644	330	44	cke	cke	PROPN
easat-9644	330	45	,	,	PUNCT
easat-9644	330	46	lightgcn	lightgcn	PROPN
easat-9644	330	47	,	,	PUNCT
easat-9644	330	48	kgat	kgat	PROPN
easat-9644	330	49	,	,	PUNCT
easat-9644	330	50	hggnn	hggnn	NOUN
easat-9644	330	51	gadn	gadn	PROPN
easat-9644	330	52	hr@k	hr@k	PROPN
easat-9644	330	53	ndcg@k	ndcg@k	NOUN
easat-9644	330	54	mrr	mrr	PROPN
easat-9644	330	55	@k	@k	PROPN
easat-9644	330	56	totalscore@k	totalscore@k	PROPN
easat-9644	330	57	recall	recall	VERB
easat-9644	330	58	limited	limited	ADJ
easat-9644	330	59	dataset	dataset	NOUN
easat-9644	330	60	scope	scope	NOUN
easat-9644	330	61	;	;	PUNCT
easat-9644	330	62	lack	lack	NOUN
easat-9644	330	63	of	of	ADP
easat-9644	330	64	user	user	NOUN
easat-9644	330	65	-	-	PUNCT
easat-9644	330	66	centric	centric	ADJ
easat-9644	330	67	evaluation	evaluation	NOUN
easat-9644	330	68	of	of	ADP
easat-9644	330	69	fairness	fairness	NOUN
easat-9644	330	70	;	;	PUNCT
easat-9644	330	71	the	the	DET
easat-9644	330	72	study	study	NOUN
easat-9644	330	73	lacks	lack	VERB
easat-9644	330	74	direct	direct	ADJ
easat-9644	330	75	feedback	feedback	NOUN
easat-9644	330	76	from	from	ADP
easat-9644	330	77	learners	learner	NOUN
easat-9644	330	78	on	on	ADP
easat-9644	330	79	their	their	PRON
easat-9644	330	80	perception	perception	NOUN
easat-9644	330	81	of	of	ADP
easat-9644	330	82	recommendation	recommendation	NOUN
easat-9644	330	83	fairness	fairness	NOUN
easat-9644	330	84	.	.	PUNCT
easat-9644	331	1	deng	deng	PROPN
easat-9644	331	2	,	,	PUNCT
easat-9644	331	3	et	et	PROPN
easat-9644	331	4	al	al	PROPN
easat-9644	331	5	.	.	PUNCT
easat-9644	332	1	[	[	X
easat-9644	332	2	48	48	NUM
easat-9644	332	3	]	]	PUNCT
easat-9644	332	4	integrate	integrate	VERB
easat-9644	332	5	heterogeneous	heterogeneous	ADJ
easat-9644	332	6	course	course	NOUN
easat-9644	332	7	information	information	NOUN
easat-9644	332	8	to	to	PART
easat-9644	332	9	improve	improve	VERB
easat-9644	332	10	the	the	DET
easat-9644	332	11	accuracy	accuracy	NOUN
easat-9644	332	12	of	of	ADP
easat-9644	332	13	online	online	ADJ
easat-9644	332	14	course	course	NOUN
easat-9644	332	15	recommendation	recommendation	NOUN
easat-9644	332	16	by	by	ADP
easat-9644	332	17	modelling	model	VERB
easat-9644	332	18	learning	learn	VERB
easat-9644	332	19	sequences	sequence	NOUN
easat-9644	332	20	.	.	PUNCT
easat-9644	333	1	online	online	ADJ
easat-9644	333	2	courses	course	NOUN
easat-9644	333	3	na	na	PART
easat-9644	333	4	na	na	VERB
easat-9644	333	5	na	na	PART
easat-9644	333	6	transd	transd	ADV
easat-9644	333	7	bilstm	bilstm	NOUN
easat-9644	334	1	cnn	cnn	PROPN
easat-9644	334	2	mlp	mlp	PROPN
easat-9644	334	3	cb	cb	PROPN
easat-9644	334	4	,	,	PUNCT
easat-9644	334	5	lg	lg	PROPN
easat-9644	334	6	,	,	PUNCT
easat-9644	334	7	nb	nb	PROPN
easat-9644	334	8	,	,	PUNCT
easat-9644	334	9	dnn	dnn	PROPN
easat-9644	334	10	,	,	PUNCT
easat-9644	334	11	att	att	PROPN
easat-9644	334	12	kpcr	kpcr	PROPN
easat-9644	334	13	mkcr	mkcr	PROPN
easat-9644	334	14	fkgcf	fkgcf	VERB
easat-9644	334	15	fkg	fkg	ADJ
easat-9644	334	16	hr@k	hr@k	PROPN
easat-9644	334	17	ndcg@k	ndcg@k	NOUN
easat-9644	334	18	mrr	mrr	NOUN
easat-9644	334	19	@k	@k	NOUN
easat-9644	334	20	(	(	PUNCT
easat-9644	334	21	k	k	NOUN
easat-9644	334	22	=	=	SYM
easat-9644	334	23	1,2,5	1,2,5	PROPN
easat-9644	334	24	&	&	CCONJ
easat-9644	334	25	10	10	NUM
easat-9644	334	26	)	)	PUNCT
easat-9644	334	27	the	the	DET
easat-9644	334	28	study	study	NOUN
easat-9644	334	29	kg	kg	PROPN
easat-9644	334	30	points	point	NOUN
easat-9644	334	31	focused	focus	VERB
easat-9644	334	32	on	on	ADP
easat-9644	334	33	user	user	NOUN
easat-9644	334	34	interests	interest	NOUN
easat-9644	334	35	,	,	PUNCT
easat-9644	334	36	and	and	CCONJ
easat-9644	334	37	not	not	PART
easat-9644	334	38	on	on	ADP
easat-9644	334	39	learning	learn	VERB
easat-9644	334	40	outcomes	outcome	NOUN
easat-9644	334	41	;	;	PUNCT
easat-9644	334	42	learning	learn	VERB
easat-9644	334	43	sequences	sequence	NOUN
easat-9644	334	44	may	may	AUX
easat-9644	334	45	have	have	VERB
easat-9644	334	46	irrelevant	irrelevant	ADJ
easat-9644	334	47	courses	course	NOUN
easat-9644	334	48	;	;	PUNCT
easat-9644	334	49	limited	limited	ADJ
easat-9644	334	50	use	use	NOUN
easat-9644	334	51	of	of	ADP
easat-9644	334	52	course	course	NOUN
easat-9644	334	53	data	datum	NOUN
easat-9644	334	54	,	,	PUNCT
easat-9644	334	55	and	and	CCONJ
easat-9644	334	56	applicability	applicability	NOUN
easat-9644	334	57	limited	limit	VERB
easat-9644	334	58	to	to	ADP
easat-9644	334	59	online	online	ADJ
easat-9644	334	60	course	course	NOUN
easat-9644	334	61	recommendation	recommendation	NOUN
easat-9644	334	62	guan	guan	PROPN
easat-9644	334	63	,	,	PUNCT
easat-9644	334	64	et	et	PROPN
easat-9644	334	65	al	al	PROPN
easat-9644	334	66	.	.	PUNCT
easat-9644	335	1	[	[	X
easat-9644	335	2	58	58	NUM
easat-9644	335	3	]	]	PUNCT
easat-9644	335	4	to	to	PART
easat-9644	335	5	identify	identify	VERB
easat-9644	335	6	suitable	suitable	ADJ
easat-9644	335	7	exercises	exercise	NOUN
easat-9644	335	8	for	for	ADP
easat-9644	335	9	students	student	NOUN
easat-9644	335	10	based	base	VERB
easat-9644	335	11	on	on	ADP
easat-9644	335	12	their	their	PRON
easat-9644	335	13	learning	learn	VERB
easat-9644	335	14	states	state	NOUN
easat-9644	335	15	and	and	CCONJ
easat-9644	335	16	historical	historical	ADJ
easat-9644	335	17	interactions	interaction	NOUN
easat-9644	335	18	,	,	PUNCT
easat-9644	335	19	and	and	CCONJ
easat-9644	335	20	provides	provide	VERB
easat-9644	335	21	explanations	explanation	NOUN
easat-9644	335	22	for	for	ADP
easat-9644	335	23	these	these	DET
easat-9644	335	24	recommendations	recommendation	NOUN
easat-9644	335	25	.	.	PUNCT
easat-9644	336	1	mathematics	mathematic	NOUN
easat-9644	336	2	and	and	CCONJ
easat-9644	336	3	related	related	ADJ
easat-9644	336	4	subjects	subject	NOUN
easat-9644	336	5	assistments	assistment	VERB
easat-9644	336	6	2009	2009	NUM
easat-9644	336	7	,	,	PUNCT
easat-9644	336	8	algebra	algebra	NOUN
easat-9644	336	9	2005	2005	NUM
easat-9644	336	10	,	,	PUNCT
easat-9644	336	11	and	and	CCONJ
easat-9644	336	12	statics	statics	PROPN
easat-9644	336	13	2011	2011	NUM
easat-9644	336	14	structured	structured	ADJ
easat-9644	336	15	property	property	NOUN
easat-9644	336	16	graph	graph	NOUN
easat-9644	336	17	(	(	PUNCT
easat-9644	336	18	implied	implied	ADJ
easat-9644	336	19	)	)	PUNCT
easat-9644	336	20	lstm	lstm	ADJ
easat-9644	336	21	transe	transe	NOUN
easat-9644	336	22	-	-	PUNCT
easat-9644	336	23	adv	adv	INTJ
easat-9644	336	24	kcp	kcp	NOUN
easat-9644	336	25	-	-	PUNCT
easat-9644	336	26	er	er	INTJ
easat-9644	336	27	rotate	rotate	NOUN
easat-9644	336	28	,	,	PUNCT
easat-9644	336	29	transe	transe	NOUN
easat-9644	336	30	eb	eb	PROPN
easat-9644	336	31	-	-	PUNCT
easat-9644	336	32	cf	cf	NOUN
easat-9644	336	33	sb	sb	NOUN
easat-9644	336	34	-	-	ADJ
easat-9644	336	35	cf	cf	NOUN
easat-9644	336	36	kgeb	kgeb	NOUN
easat-9644	336	37	-	-	PUNCT
easat-9644	336	38	cf	cf	NOUN
easat-9644	336	39	cbf	cbf	PROPN
easat-9644	336	40	hb	hb	PROPN
easat-9644	336	41	-	-	PUNCT
easat-9644	336	42	deepcf	deepcf	PROPN
easat-9644	336	43	accuracy	accuracy	NOUN
easat-9644	336	44	(	(	PUNCT
easat-9644	336	45	mean	mean	NOUN
easat-9644	336	46	and	and	CCONJ
easat-9644	336	47	std	std	NOUN
easat-9644	336	48	)	)	PUNCT
easat-9644	336	49	novelty	novelty	NOUN
easat-9644	336	50	(	(	PUNCT
easat-9644	336	51	mean	mean	VERB
easat-9644	336	52	and	and	CCONJ
easat-9644	336	53	std	std	NOUN
easat-9644	336	54	)	)	PUNCT
easat-9644	336	55	unable	unable	ADJ
easat-9644	336	56	to	to	PART
easat-9644	336	57	handle	handle	VERB
easat-9644	336	58	intricate	intricate	ADJ
easat-9644	336	59	interactions	interaction	NOUN
easat-9644	336	60	,	,	PUNCT
easat-9644	336	61	the	the	DET
easat-9644	336	62	effectiveness	effectiveness	NOUN
easat-9644	336	63	of	of	ADP
easat-9644	336	64	kg4ex	kg4ex	PROPN
easat-9644	336	65	recommendations	recommendation	NOUN
easat-9644	336	66	relies	rely	VERB
easat-9644	336	67	heavily	heavily	ADV
easat-9644	336	68	on	on	ADP
easat-9644	336	69	the	the	DET
easat-9644	336	70	quality	quality	NOUN
easat-9644	336	71	and	and	CCONJ
easat-9644	336	72	quantity	quantity	NOUN
easat-9644	336	73	of	of	ADP
easat-9644	336	74	historical	historical	ADJ
easat-9644	336	75	learning	learning	NOUN
easat-9644	336	76	interaction	interaction	NOUN
easat-9644	336	77	data	datum	NOUN
easat-9644	336	78	.	.	PUNCT
easat-9644	337	1	1482	1482	NUM
easat-9644	337	2	edelweiss	edelweiss	PROPN
easat-9644	337	3	applied	apply	VERB
easat-9644	337	4	science	science	NOUN
easat-9644	337	5	and	and	CCONJ
easat-9644	337	6	technology	technology	NOUN
easat-9644	337	7	issn	issn	PROPN
easat-9644	337	8	:	:	PUNCT
easat-9644	337	9	2576	2576	NUM
easat-9644	337	10	-	-	SYM
easat-9644	337	11	8484	8484	NUM
easat-9644	337	12	vol	vol	NOUN
easat-9644	337	13	.	.	PROPN
easat-9644	338	1	9	9	NUM
easat-9644	338	2	,	,	PUNCT
easat-9644	338	3	no	no	INTJ
easat-9644	338	4	.	.	NOUN
easat-9644	338	5	8	8	NUM
easat-9644	338	6	:	:	SYM
easat-9644	338	7	1464	1464	NUM
easat-9644	338	8	-	-	SYM
easat-9644	338	9	1497	1497	NUM
easat-9644	338	10	,	,	PUNCT
easat-9644	338	11	2025	2025	NUM
easat-9644	338	12	doi	doi	NOUN
easat-9644	338	13	:	:	PUNCT
easat-9644	338	14	10.55214/2576	10.55214/2576	NUM
easat-9644	338	15	-	-	NUM
easat-9644	338	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	338	17	©	©	PROPN
easat-9644	338	18	2025	2025	NUM
easat-9644	338	19	by	by	ADP
easat-9644	338	20	the	the	DET
easat-9644	338	21	authors	author	NOUN
easat-9644	338	22	;	;	PUNCT
easat-9644	338	23	licensee	licensee	PROPN
easat-9644	338	24	learning	learning	NOUN
easat-9644	338	25	gate	gate	PROPN
easat-9644	338	26	xue	xue	PROPN
easat-9644	339	1	[	[	X
easat-9644	339	2	72	72	NUM
easat-9644	339	3	]	]	PUNCT
easat-9644	339	4	to	to	PART
easat-9644	339	5	power	power	VERB
easat-9644	339	6	a	a	DET
easat-9644	339	7	personalized	personalized	ADJ
easat-9644	339	8	course	course	NOUN
easat-9644	339	9	recommendation	recommendation	NOUN
easat-9644	339	10	system	system	NOUN
easat-9644	339	11	for	for	ADP
easat-9644	339	12	lifelong	lifelong	ADJ
easat-9644	339	13	learners	learner	NOUN
easat-9644	339	14	lifelong	lifelong	ADJ
easat-9644	339	15	education	education	NOUN
easat-9644	339	16	sourced	source	VERB
easat-9644	339	17	from	from	ADP
easat-9644	339	18	a	a	DET
easat-9644	339	19	learner	learner	NOUN
easat-9644	339	20	activity	activity	NOUN
easat-9644	339	21	tracker	tracker	NOUN
easat-9644	339	22	tool	tool	NOUN
easat-9644	339	23	known	know	VERB
easat-9644	339	24	as	as	ADP
easat-9644	339	25	the	the	DET
easat-9644	339	26	experience	experience	NOUN
easat-9644	339	27	api	api	NOUN
easat-9644	339	28	(	(	PUNCT
easat-9644	339	29	xapi	xapi	ADJ
easat-9644	339	30	)	)	PUNCT
easat-9644	339	31	.	.	PUNCT
easat-9644	340	1	unstructured	unstructured	ADJ
easat-9644	340	2	(	(	PUNCT
easat-9644	340	3	implied	imply	VERB
easat-9644	340	4	as	as	SCONJ
easat-9644	340	5	learners	learner	NOUN
easat-9644	340	6	provide	provide	VERB
easat-9644	340	7	the	the	DET
easat-9644	340	8	data	datum	NOUN
easat-9644	340	9	)	)	PUNCT
easat-9644	340	10	na	na	PART
easat-9644	340	11	ee	ee	PROPN
easat-9644	340	12	&	&	CCONJ
easat-9644	340	13	re	re	PROPN
easat-9644	340	14	=	=	PROPN
easat-9644	340	15	tfidf	tfidf	NOUN
easat-9644	340	16	,	,	PUNCT
easat-9644	340	17	doc2vec	doc2vec	VERB
easat-9644	340	18	improved	improved	ADJ
easat-9644	340	19	kmeans	kmean	NOUN
easat-9644	340	20	clustering	cluster	VERB
easat-9644	340	21	cnn	cnn	PROPN
easat-9644	340	22	word2vec	word2vec	PROPN
easat-9644	340	23	traditional	traditional	ADJ
easat-9644	340	24	k	k	NOUN
easat-9644	340	25	-	-	PUNCT
easat-9644	340	26	means	means	NOUN
easat-9644	340	27	svm	svm	PROPN
easat-9644	340	28	naive	naive	ADJ
easat-9644	340	29	bayes	bayes	PROPN
easat-9644	340	30	knn	knn	VERB
easat-9644	340	31	fuzzy	fuzzy	ADJ
easat-9644	340	32	logic	logic	NOUN
easat-9644	340	33	accuracy	accuracy	NOUN
easat-9644	340	34	precision	precision	NOUN
easat-9644	340	35	recall	recall	VERB
easat-9644	340	36	f1	f1	NOUN
easat-9644	340	37	-	-	PUNCT
easat-9644	340	38	score	score	NOUN
easat-9644	340	39	rmse	rmse	NOUN
easat-9644	340	40	map	map	NOUN
easat-9644	340	41	with	with	ADP
easat-9644	340	42	a	a	DET
easat-9644	340	43	limited	limited	ADJ
easat-9644	340	44	dataset	dataset	NOUN
easat-9644	340	45	scope	scope	NOUN
easat-9644	340	46	,	,	PUNCT
easat-9644	340	47	the	the	DET
easat-9644	340	48	study	study	NOUN
easat-9644	340	49	used	use	VERB
easat-9644	340	50	student	student	NOUN
easat-9644	340	51	-	-	PUNCT
easat-9644	340	52	provided	provide	VERB
easat-9644	340	53	data	datum	NOUN
easat-9644	340	54	,	,	PUNCT
easat-9644	340	55	which	which	PRON
easat-9644	340	56	might	might	AUX
easat-9644	340	57	not	not	PART
easat-9644	340	58	fully	fully	ADV
easat-9644	340	59	capture	capture	VERB
easat-9644	340	60	individual	individual	ADJ
easat-9644	340	61	characteristics	characteristic	NOUN
easat-9644	340	62	;	;	PUNCT
easat-9644	340	63	the	the	DET
easat-9644	340	64	study	study	NOUN
easat-9644	340	65	does	do	AUX
easat-9644	340	66	n't	not	PART
easat-9644	340	67	detail	detail	VERB
easat-9644	340	68	specific	specific	ADJ
easat-9644	340	69	ontology	ontology	NOUN
easat-9644	340	70	attributes	attribute	NOUN
easat-9644	340	71	or	or	CCONJ
easat-9644	340	72	neo4j	neo4j	ADJ
easat-9644	340	73	implementation	implementation	NOUN
easat-9644	340	74	choices	choice	NOUN
easat-9644	340	75	.	.	PUNCT
easat-9644	341	1	yang	yang	PROPN
easat-9644	341	2	,	,	PUNCT
easat-9644	341	3	et	et	PROPN
easat-9644	341	4	al	al	PROPN
easat-9644	341	5	.	.	PUNCT
easat-9644	342	1	[	[	X
easat-9644	342	2	49	49	NUM
easat-9644	342	3	]	]	PUNCT
easat-9644	342	4	to	to	PART
easat-9644	342	5	deliver	deliver	VERB
easat-9644	342	6	precise	precise	ADJ
easat-9644	342	7	and	and	CCONJ
easat-9644	342	8	tailored	tailor	VERB
easat-9644	342	9	legal	legal	ADJ
easat-9644	342	10	document	document	NOUN
easat-9644	342	11	recommendations	recommendation	NOUN
easat-9644	342	12	for	for	ADP
easat-9644	342	13	expert	expert	NOUN
easat-9644	342	14	users	user	NOUN
easat-9644	342	15	,	,	PUNCT
easat-9644	342	16	tackling	tackle	VERB
easat-9644	342	17	issues	issue	NOUN
easat-9644	342	18	inherent	inherent	ADJ
easat-9644	342	19	to	to	ADP
easat-9644	342	20	legal	legal	ADJ
easat-9644	342	21	information	information	NOUN
easat-9644	342	22	retrieval	retrieval	NOUN
easat-9644	342	23	and	and	CCONJ
easat-9644	342	24	recommendation	recommendation	NOUN
easat-9644	342	25	.	.	PUNCT
easat-9644	343	1	legal	legal	ADJ
easat-9644	343	2	domain	domain	NOUN
easat-9644	343	3	real	real	ADJ
easat-9644	343	4	-	-	PUNCT
easat-9644	343	5	world	world	NOUN
easat-9644	343	6	legal	legal	ADJ
easat-9644	343	7	information	information	NOUN
easat-9644	343	8	system	system	NOUN
easat-9644	343	9	data	datum	NOUN
easat-9644	343	10	,	,	PUNCT
easat-9644	343	11	such	such	ADJ
easat-9644	343	12	as	as	ADP
easat-9644	343	13	user	user	NOUN
easat-9644	343	14	interaction	interaction	NOUN
easat-9644	343	15	,	,	PUNCT
easat-9644	343	16	search	search	NOUN
easat-9644	343	17	history	history	NOUN
easat-9644	343	18	,	,	PUNCT
easat-9644	343	19	clicks	click	NOUN
easat-9644	343	20	,	,	PUNCT
easat-9644	343	21	queries	query	NOUN
easat-9644	343	22	,	,	PUNCT
easat-9644	343	23	and	and	CCONJ
easat-9644	343	24	a	a	DET
easat-9644	343	25	large	large	ADJ
easat-9644	343	26	-	-	PUNCT
easat-9644	343	27	scale	scale	NOUN
easat-9644	343	28	kg	kg	NOUN
easat-9644	343	29	manually	manually	ADV
easat-9644	343	30	annotated	annotate	VERB
easat-9644	343	31	data	datum	NOUN
easat-9644	343	32	semistructured	semistructure	VERB
easat-9644	343	33	property	property	NOUN
easat-9644	343	34	graph	graph	NOUN
easat-9644	343	35	(	(	PUNCT
easat-9644	343	36	implied	implied	ADJ
easat-9644	343	37	)	)	PUNCT
easat-9644	343	38	bert	bert	PROPN
easat-9644	343	39	transr	transr	NUM
easat-9644	343	40	multi	multi	ADJ
easat-9644	343	41	-	-	ADJ
easat-9644	343	42	relational	relational	ADJ
easat-9644	343	43	gnn	gnn	NOUN
easat-9644	343	44	sdae	sdae	NOUN
easat-9644	343	45	bpr	bpr	PROPN
easat-9644	343	46	,	,	PUNCT
easat-9644	343	47	lightgcn	lightgcn	NOUN
easat-9644	343	48	,	,	PUNCT
easat-9644	343	49	kgat	kgat	PROPN
easat-9644	343	50	,	,	PUNCT
easat-9644	343	51	cfkg	cfkg	NOUN
easat-9644	343	52	,	,	PUNCT
easat-9644	343	53	gatne	gatne	NOUN
easat-9644	343	54	-	-	PUNCT
easat-9644	343	55	t	t	NOUN
easat-9644	343	56	,	,	PUNCT
easat-9644	343	57	gatne	gatne	NOUN
easat-9644	343	58	-	-	PUNCT
easat-9644	343	59	i.	i.	NOUN
easat-9644	343	60	accm	accm	PROPN
easat-9644	343	61	,	,	PUNCT
easat-9644	343	62	nfm	nfm	PROPN
easat-9644	343	63	,	,	PUNCT
easat-9644	343	64	nrms	nrm	NOUN
easat-9644	343	65	,	,	PUNCT
easat-9644	343	66	nrhub	nrhub	PROPN
easat-9644	343	67	hr	hr	NOUN
easat-9644	343	68	the	the	DET
easat-9644	343	69	study	study	NOUN
easat-9644	343	70	used	use	VERB
easat-9644	343	71	a	a	DET
easat-9644	343	72	proprietary	proprietary	ADJ
easat-9644	343	73	legal	legal	ADJ
easat-9644	343	74	dataset	dataset	NOUN
easat-9644	343	75	that	that	PRON
easat-9644	343	76	is	be	AUX
easat-9644	343	77	not	not	PART
easat-9644	343	78	accessible	accessible	ADJ
easat-9644	343	79	to	to	ADP
easat-9644	343	80	the	the	DET
easat-9644	343	81	public	public	NOUN
easat-9644	343	82	,	,	PUNCT
easat-9644	343	83	constraining	constrain	VERB
easat-9644	343	84	the	the	DET
easat-9644	343	85	reproducibility	reproducibility	NOUN
easat-9644	343	86	of	of	ADP
easat-9644	343	87	the	the	DET
easat-9644	343	88	findings	finding	NOUN
easat-9644	343	89	and	and	CCONJ
easat-9644	343	90	the	the	DET
easat-9644	343	91	comparisons	comparison	NOUN
easat-9644	343	92	with	with	ADP
easat-9644	343	93	alternative	alternative	ADJ
easat-9644	343	94	methodologies	methodology	NOUN
easat-9644	343	95	.	.	PUNCT
easat-9644	344	1	the	the	DET
easat-9644	344	2	model	model	NOUN
easat-9644	344	3	fails	fail	VERB
easat-9644	344	4	to	to	PART
easat-9644	344	5	incorporate	incorporate	VERB
easat-9644	344	6	temporal	temporal	ADJ
easat-9644	344	7	variations	variation	NOUN
easat-9644	344	8	in	in	ADP
easat-9644	344	9	user	user	NOUN
easat-9644	344	10	interests	interest	NOUN
easat-9644	344	11	explicitly	explicitly	ADV
easat-9644	344	12	.	.	PUNCT
easat-9644	345	1	ndcg	ndcg	NOUN
easat-9644	345	2	table	table	NOUN
easat-9644	345	3	5	5	NUM
easat-9644	345	4	.	.	PUNCT
easat-9644	345	5	selected	select	VERB
easat-9644	345	6	kg	kg	NOUN
easat-9644	345	7	for	for	ADP
easat-9644	345	8	concept	concept	NOUN
easat-9644	345	9	mapping	mapping	NOUN
easat-9644	345	10	and	and	CCONJ
easat-9644	345	11	organization	organization	NOUN
easat-9644	345	12	.	.	PUNCT
easat-9644	346	1	refs	ref	NOUN
easat-9644	346	2	kg	kg	X
easat-9644	346	3	specific	specific	ADJ
easat-9644	346	4	purpose	purpose	NOUN
easat-9644	346	5	knowledge	knowledge	NOUN
easat-9644	346	6	domain	domain	NOUN
easat-9644	346	7	/	/	SYM
easat-9644	346	8	subject	subject	NOUN
easat-9644	346	9	dataset(s	dataset(s	NOUN
easat-9644	346	10	)	)	PUNCT
easat-9644	346	11	nature	nature	NOUN
easat-9644	346	12	of	of	ADP
easat-9644	346	13	data	datum	NOUN
easat-9644	346	14	kg	kg	PROPN
easat-9644	346	15	data	data	PROPN
easat-9644	346	16	model	model	NOUN
easat-9644	346	17	construction	construction	PROPN
easat-9644	346	18	model(s	model(s	PROPN
easat-9644	346	19	)	)	PUNCT
easat-9644	346	20	or	or	CCONJ
easat-9644	346	21	algorithm(s	algorithm(s	PROPN
easat-9644	346	22	)	)	PUNCT
easat-9644	346	23	baseline	baseline	PROPN
easat-9644	346	24	model(s	model(s	PROPN
easat-9644	346	25	)	)	PUNCT
easat-9644	346	26	evaluation	evaluation	NOUN
easat-9644	346	27	metrics	metric	NOUN
easat-9644	346	28	limitations	limitation	NOUN
easat-9644	346	29	gupta	gupta	PROPN
easat-9644	346	30	,	,	PUNCT
easat-9644	346	31	et	et	PROPN
easat-9644	346	32	al	al	PROPN
easat-9644	346	33	.	.	PUNCT
easat-9644	347	1	[	[	X
easat-9644	347	2	71	71	NUM
easat-9644	347	3	]	]	PUNCT
easat-9644	347	4	to	to	PART
easat-9644	347	5	automate	automate	VERB
easat-9644	347	6	the	the	DET
easat-9644	347	7	extraction	extraction	NOUN
easat-9644	347	8	and	and	CCONJ
easat-9644	347	9	organization	organization	NOUN
easat-9644	347	10	of	of	ADP
easat-9644	347	11	contributions	contribution	NOUN
easat-9644	347	12	from	from	ADP
easat-9644	347	13	scientific	scientific	ADJ
easat-9644	347	14	publications	publication	NOUN
easat-9644	347	15	nlp	nlp	PROPN
easat-9644	347	16	research	research	NOUN
easat-9644	347	17	ncg	ncg	PROPN
easat-9644	347	18	dataset	dataset	PROPN
easat-9644	347	19	;	;	PUNCT
easat-9644	347	20	scierc	scierc	ADJ
easat-9644	347	21	dataset	dataset	NOUN
easat-9644	347	22	;	;	PUNCT
easat-9644	347	23	sciclaim	sciclaim	NOUN
easat-9644	347	24	dataset	dataset	NOUN
easat-9644	347	25	;	;	PUNCT
easat-9644	347	26	aasc	aasc	PROPN
easat-9644	347	27	dataset	dataset	VERB
easat-9644	347	28	semi	semi	ADJ
easat-9644	347	29	-	-	ADJ
easat-9644	347	30	structured	structured	ADJ
easat-9644	347	31	na	na	AUX
easat-9644	347	32	bert	bert	PROPN
easat-9644	347	33	-	-	PUNCT
easat-9644	347	34	crf	crf	PROPN
easat-9644	347	35	bert	bert	PROPN
easat-9644	347	36	rule	rule	NOUN
easat-9644	347	37	-	-	PUNCT
easat-9644	347	38	based	base	VERB
easat-9644	347	39	extraction	extraction	NOUN
easat-9644	347	40	bionlp	bionlp	ADJ
easat-9644	347	41	ecnuica	ecnuica	PROPN
easat-9644	347	42	itnlp	itnlp	VERB
easat-9644	347	43	na	na	PART
easat-9644	347	44	limited	limit	VERB
easat-9644	347	45	exploration	exploration	NOUN
easat-9644	347	46	of	of	ADP
easat-9644	347	47	additional	additional	ADJ
easat-9644	347	48	scaffold	scaffold	NOUN
easat-9644	347	49	tasks	task	NOUN
easat-9644	347	50	;	;	PUNCT
easat-9644	347	51	ncg	ncg	PROPN
easat-9644	347	52	dataset	dataset	PROPN
easat-9644	347	53	anomalies	anomaly	NOUN
easat-9644	347	54	chen	chen	PROPN
easat-9644	347	55	,	,	PUNCT
easat-9644	347	56	et	et	PROPN
easat-9644	347	57	al	al	PROPN
easat-9644	347	58	.	.	PUNCT
easat-9644	348	1	[	[	X
easat-9644	348	2	67	67	NUM
easat-9644	348	3	]	]	PUNCT
easat-9644	348	4	for	for	ADP
easat-9644	348	5	representing	represent	VERB
easat-9644	348	6	the	the	DET
easat-9644	348	7	relationships	relationship	NOUN
easat-9644	348	8	between	between	ADP
easat-9644	348	9	instructional	instructional	ADJ
easat-9644	348	10	concepts	concept	NOUN
easat-9644	348	11	in	in	ADP
easat-9644	348	12	subjects	subject	NOUN
easat-9644	348	13	or	or	CCONJ
easat-9644	348	14	courses	course	NOUN
easat-9644	348	15	education	education	NOUN
easat-9644	348	16	mathematics	mathematic	NOUN
easat-9644	348	17	pedagogical	pedagogical	ADJ
easat-9644	348	18	and	and	CCONJ
easat-9644	348	19	educational	educational	ADJ
easat-9644	348	20	sources	source	NOUN
easat-9644	348	21	such	such	ADJ
easat-9644	348	22	as	as	ADP
easat-9644	348	23	curriculum	curriculum	NOUN
easat-9644	348	24	standards	standard	NOUN
easat-9644	348	25	,	,	PUNCT
easat-9644	348	26	textbooks	textbook	NOUN
easat-9644	348	27	,	,	PUNCT
easat-9644	348	28	and	and	CCONJ
easat-9644	348	29	course	course	NOUN
easat-9644	348	30	manuals	manual	NOUN
easat-9644	348	31	semi	semi	ADV
easat-9644	348	32	-	-	ADJ
easat-9644	348	33	structured	structured	ADJ
easat-9644	348	34	na	na	PART
easat-9644	348	35	rnn	rnn	VERB
easat-9644	348	36	specifically	specifically	ADV
easat-9644	348	37	gru	gru	PROPN
easat-9644	348	38	crf	crf	PROPN
easat-9644	348	39	lstm	lstm	PROPN
easat-9644	348	40	precision	precision	PROPN
easat-9644	348	41	,	,	PUNCT
easat-9644	348	42	recall	recall	NOUN
easat-9644	348	43	,	,	PUNCT
easat-9644	348	44	f1	f1	NOUN
easat-9644	348	45	-	-	PUNCT
easat-9644	348	46	score	score	NOUN
easat-9644	348	47	the	the	DET
easat-9644	348	48	study	study	NOUN
easat-9644	348	49	is	be	AUX
easat-9644	348	50	limited	limit	VERB
easat-9644	348	51	to	to	ADP
easat-9644	348	52	a	a	DET
easat-9644	348	53	single	single	ADJ
easat-9644	348	54	subject	subject	NOUN
easat-9644	348	55	,	,	PUNCT
easat-9644	348	56	and	and	CCONJ
easat-9644	348	57	may	may	AUX
easat-9644	348	58	not	not	PART
easat-9644	348	59	apply	apply	VERB
easat-9644	348	60	to	to	ADP
easat-9644	348	61	other	other	ADJ
easat-9644	348	62	subjects	subject	NOUN
easat-9644	348	63	;	;	PUNCT
easat-9644	348	64	the	the	DET
easat-9644	348	65	score	score	NOUN
easat-9644	348	66	rate	rate	NOUN
easat-9644	348	67	as	as	ADP
easat-9644	348	68	a	a	DET
easat-9644	348	69	proxy	proxy	NOUN
easat-9644	348	70	for	for	ADP
easat-9644	348	71	knowledge	knowledge	NOUN
easat-9644	348	72	mastery	mastery	NOUN
easat-9644	348	73	may	may	AUX
easat-9644	348	74	not	not	PART
easat-9644	348	75	be	be	AUX
easat-9644	348	76	completely	completely	ADV
easat-9644	348	77	accurate	accurate	ADJ
easat-9644	348	78	.	.	PUNCT
easat-9644	349	1	1483	1483	NUM
easat-9644	349	2	edelweiss	edelweiss	PROPN
easat-9644	349	3	applied	apply	VERB
easat-9644	349	4	science	science	NOUN
easat-9644	349	5	and	and	CCONJ
easat-9644	349	6	technology	technology	NOUN
easat-9644	349	7	issn	issn	PROPN
easat-9644	349	8	:	:	PUNCT
easat-9644	349	9	2576	2576	NUM
easat-9644	349	10	-	-	SYM
easat-9644	349	11	8484	8484	NUM
easat-9644	349	12	vol	vol	NOUN
easat-9644	349	13	.	.	PROPN
easat-9644	350	1	9	9	NUM
easat-9644	350	2	,	,	PUNCT
easat-9644	350	3	no	no	INTJ
easat-9644	350	4	.	.	NOUN
easat-9644	350	5	8	8	NUM
easat-9644	350	6	:	:	SYM
easat-9644	350	7	1464	1464	NUM
easat-9644	350	8	-	-	SYM
easat-9644	350	9	1497	1497	NUM
easat-9644	350	10	,	,	PUNCT
easat-9644	350	11	2025	2025	NUM
easat-9644	350	12	doi	doi	NOUN
easat-9644	350	13	:	:	PUNCT
easat-9644	350	14	10.55214/2576	10.55214/2576	NUM
easat-9644	350	15	-	-	NUM
easat-9644	350	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	350	17	©	©	PROPN
easat-9644	350	18	2025	2025	NUM
easat-9644	350	19	by	by	ADP
easat-9644	350	20	the	the	DET
easat-9644	350	21	authors	author	NOUN
easat-9644	350	22	;	;	PUNCT
easat-9644	350	23	licensee	licensee	PROPN
easat-9644	350	24	learning	learning	PROPN
easat-9644	350	25	gate	gate	PROPN
easat-9644	350	26	thaker	thaker	PROPN
easat-9644	350	27	,	,	PUNCT
easat-9644	350	28	et	et	PROPN
easat-9644	350	29	al	al	PROPN
easat-9644	350	30	.	.	PUNCT
easat-9644	351	1	[	[	X
easat-9644	351	2	70	70	NUM
easat-9644	351	3	]	]	PUNCT
easat-9644	351	4	to	to	PART
easat-9644	351	5	link	link	VERB
easat-9644	351	6	educational	educational	ADJ
easat-9644	351	7	resources	resource	NOUN
easat-9644	351	8	through	through	ADP
easat-9644	351	9	concept	concept	NOUN
easat-9644	351	10	-	-	PUNCT
easat-9644	351	11	level	level	NOUN
easat-9644	351	12	representation	representation	NOUN
easat-9644	351	13	education	education	NOUN
easat-9644	351	14	textbooks	textbook	NOUN
easat-9644	351	15	and	and	CCONJ
easat-9644	351	16	publications	publication	NOUN
easat-9644	351	17	wikipedia	wikipedia	PROPN
easat-9644	351	18	semi	semi	PROPN
easat-9644	351	19	-	-	ADJ
easat-9644	351	20	structured	structured	ADJ
easat-9644	351	21	na	na	PART
easat-9644	351	22	tfidf	tfidf	NOUN
easat-9644	351	23	-	-	PUNCT
easat-9644	351	24	np	np	INTJ
easat-9644	351	25	.	.	PUNCT
easat-9644	352	1	csk	csk	PROPN
easat-9644	352	2	c2v	c2v	PROPN
easat-9644	352	3	-	-	PUNCT
easat-9644	352	4	tb	tb	NOUN
easat-9644	352	5	&	&	CCONJ
easat-9644	352	6	c2vkb	c2vkb	PROPN
easat-9644	352	7	cosine	cosine	NOUN
easat-9644	352	8	similarity	similarity	NOUN
easat-9644	352	9	tf	tf	PROPN
easat-9644	352	10	-	-	PUNCT
easat-9644	352	11	idf	idf	PROPN
easat-9644	352	12	lda	lda	PROPN
easat-9644	352	13	word2vec	word2vec	AUX
easat-9644	352	14	doc2vec	doc2vec	VERB
easat-9644	352	15	ndcg	ndcg	PROPN
easat-9644	352	16	map	map	NOUN
easat-9644	353	1	the	the	DET
easat-9644	353	2	study	study	NOUN
easat-9644	353	3	does	do	AUX
easat-9644	353	4	not	not	PART
easat-9644	353	5	explicitly	explicitly	ADV
easat-9644	353	6	address	address	VERB
easat-9644	353	7	the	the	DET
easat-9644	353	8	differentiation	differentiation	NOUN
easat-9644	353	9	between	between	ADP
easat-9644	353	10	the	the	DET
easat-9644	353	11	prerequisite	prerequisite	NOUN
easat-9644	353	12	and	and	CCONJ
easat-9644	353	13	explained	explain	VERB
easat-9644	353	14	concepts	concept	NOUN
easat-9644	353	15	.	.	PUNCT
easat-9644	354	1	zhang	zhang	PROPN
easat-9644	354	2	,	,	PUNCT
easat-9644	354	3	et	et	PROPN
easat-9644	354	4	al	al	PROPN
easat-9644	354	5	.	.	PUNCT
easat-9644	355	1	[	[	X
easat-9644	355	2	28	28	NUM
easat-9644	355	3	]	]	PUNCT
easat-9644	355	4	to	to	PART
easat-9644	355	5	merge	merge	VERB
easat-9644	355	6	online	online	ADV
easat-9644	355	7	and	and	CCONJ
easat-9644	355	8	offline	offline	ADJ
easat-9644	355	9	resources	resource	NOUN
easat-9644	355	10	to	to	PART
easat-9644	355	11	address	address	VERB
easat-9644	355	12	unreasonable	unreasonable	ADJ
easat-9644	355	13	course	course	NOUN
easat-9644	355	14	settings	setting	NOUN
easat-9644	355	15	,	,	PUNCT
easat-9644	355	16	such	such	ADJ
easat-9644	355	17	as	as	ADP
easat-9644	355	18	repetition	repetition	NOUN
easat-9644	355	19	of	of	ADP
easat-9644	355	20	kps	kps	PROPN
easat-9644	355	21	software	software	PROPN
easat-9644	355	22	engineering	engineering	NOUN
easat-9644	355	23	course	course	NOUN
easat-9644	355	24	catalogs	catalog	NOUN
easat-9644	355	25	(	(	PUNCT
easat-9644	355	26	online	online	ADJ
easat-9644	355	27	and	and	CCONJ
easat-9644	355	28	offline	offline	ADJ
easat-9644	355	29	)	)	PUNCT
easat-9644	355	30	unstructured	unstructured	ADJ
easat-9644	355	31	,	,	PUNCT
easat-9644	355	32	semi	semi	ADJ
easat-9644	355	33	-	-	ADJ
easat-9644	355	34	structured	structured	ADJ
easat-9644	355	35	property	property	NOUN
easat-9644	355	36	graph	graph	NOUN
easat-9644	355	37	tf	tf	PROPN
easat-9644	355	38	-	-	PUNCT
easat-9644	355	39	idf	idf	ADJ
easat-9644	355	40	k	k	NOUN
easat-9644	355	41	-	-	PUNCT
easat-9644	355	42	means	means	PROPN
easat-9644	355	43	clustering	cluster	VERB
easat-9644	355	44	na	na	ADP
easat-9644	355	45	silhouette	silhouette	NOUN
easat-9644	355	46	coefficient	coefficient	NOUN
easat-9644	355	47	limited	limit	VERB
easat-9644	355	48	dataset	dataset	NOUN
easat-9644	355	49	size	size	NOUN
easat-9644	355	50	,	,	PUNCT
easat-9644	355	51	as	as	SCONJ
easat-9644	355	52	only	only	ADV
easat-9644	355	53	course	course	NOUN
easat-9644	355	54	catalogs	catalog	NOUN
easat-9644	355	55	were	be	AUX
easat-9644	355	56	used	use	VERB
easat-9644	355	57	;	;	PUNCT
easat-9644	355	58	clustering	cluster	VERB
easat-9644	355	59	results	result	NOUN
easat-9644	355	60	may	may	AUX
easat-9644	355	61	be	be	AUX
easat-9644	355	62	too	too	ADV
easat-9644	355	63	granular	granular	ADJ
easat-9644	355	64	,	,	PUNCT
easat-9644	355	65	and	and	CCONJ
easat-9644	355	66	some	some	DET
easat-9644	355	67	courses	course	NOUN
easat-9644	355	68	must	must	AUX
easat-9644	355	69	be	be	AUX
easat-9644	355	70	combined	combine	VERB
easat-9644	355	71	into	into	ADP
easat-9644	355	72	broader	broad	ADJ
easat-9644	355	73	categories	category	NOUN
easat-9644	355	74	.	.	PUNCT
easat-9644	356	1	su	su	PROPN
easat-9644	356	2	and	and	CCONJ
easat-9644	356	3	zhang	zhang	PROPN
easat-9644	357	1	[	[	X
easat-9644	357	2	73	73	NUM
easat-9644	357	3	]	]	PUNCT
easat-9644	357	4	to	to	PART
easat-9644	357	5	represent	represent	VERB
easat-9644	357	6	the	the	DET
easat-9644	357	7	interconnected	interconnected	ADJ
easat-9644	357	8	structure	structure	NOUN
easat-9644	357	9	of	of	ADP
easat-9644	357	10	subject	subject	ADJ
easat-9644	357	11	knowledge	knowledge	NOUN
easat-9644	357	12	to	to	PART
easat-9644	357	13	support	support	VERB
easat-9644	357	14	various	various	ADJ
easat-9644	357	15	educational	educational	ADJ
easat-9644	357	16	applications	application	NOUN
easat-9644	357	17	,	,	PUNCT
easat-9644	357	18	such	such	ADJ
easat-9644	357	19	as	as	ADP
easat-9644	357	20	learning	learn	VERB
easat-9644	357	21	assessment	assessment	NOUN
easat-9644	357	22	,	,	PUNCT
easat-9644	357	23	and	and	CCONJ
easat-9644	357	24	personalized	personalized	ADJ
easat-9644	357	25	learning	learn	VERB
easat-9644	357	26	resources	resource	NOUN
easat-9644	357	27	computer	computer	NOUN
easat-9644	357	28	science	science	PROPN
easat-9644	357	29	&	&	CCONJ
easat-9644	357	30	physics	physics	PROPN
easat-9644	357	31	teaching	teaching	NOUN
easat-9644	357	32	resources	resource	NOUN
easat-9644	357	33	,	,	PUNCT
easat-9644	357	34	open	open	ADJ
easat-9644	357	35	and	and	CCONJ
easat-9644	357	36	online	online	ADJ
easat-9644	357	37	encyclopedia	encyclopedia	NOUN
easat-9644	357	38	semi	semi	ADV
easat-9644	357	39	-	-	ADJ
easat-9644	357	40	structured	structured	ADJ
easat-9644	357	41	na	na	ADP
easat-9644	357	42	regular	regular	ADJ
easat-9644	357	43	expressions	expression	NOUN
easat-9644	357	44	,	,	PUNCT
easat-9644	357	45	semantic	semantic	ADJ
easat-9644	357	46	similarity	similarity	NOUN
easat-9644	357	47	(	(	PUNCT
easat-9644	357	48	context	context	NOUN
easat-9644	357	49	-	-	PUNCT
easat-9644	357	50	based	base	VERB
easat-9644	357	51	)	)	PUNCT
easat-9644	357	52	,	,	PUNCT
easat-9644	357	53	pmi	pmi	PROPN
easat-9644	357	54	and	and	CCONJ
easat-9644	357	55	ngd	ngd	PROPN
easat-9644	357	56	.	.	PUNCT
easat-9644	358	1	bert	bert	PROPN
easat-9644	358	2	-	-	PUNCT
easat-9644	358	3	bilstmcrf	bilstmcrf	PROPN
easat-9644	358	4	crf	crf	PROPN
easat-9644	358	5	bilstm	bilstm	PROPN
easat-9644	358	6	-	-	PUNCT
easat-9644	358	7	crf	crf	NOUN
easat-9644	358	8	precision	precision	NOUN
easat-9644	358	9	(	(	PUNCT
easat-9644	358	10	p	p	NOUN
easat-9644	358	11	)	)	PUNCT
easat-9644	358	12	recall	recall	NOUN
easat-9644	358	13	(	(	PUNCT
easat-9644	358	14	r	r	NOUN
easat-9644	358	15	)	)	PUNCT
easat-9644	358	16	f1	f1	NOUN
easat-9644	358	17	score	score	NOUN
easat-9644	358	18	the	the	DET
easat-9644	358	19	method	method	NOUN
easat-9644	358	20	's	's	PART
easat-9644	358	21	threshold	threshold	NOUN
easat-9644	358	22	sensitivity	sensitivity	NOUN
easat-9644	358	23	can	can	AUX
easat-9644	358	24	impact	impact	VERB
easat-9644	358	25	results	result	NOUN
easat-9644	358	26	,	,	PUNCT
easat-9644	358	27	potentially	potentially	ADV
easat-9644	358	28	excluding	exclude	VERB
easat-9644	358	29	relevant	relevant	ADJ
easat-9644	358	30	knowledge	knowledge	NOUN
easat-9644	358	31	points	point	NOUN
easat-9644	358	32	(	(	PUNCT
easat-9644	358	33	kp	kp	PROPN
easat-9644	358	34	)	)	PUNCT
easat-9644	358	35	,	,	PUNCT
easat-9644	358	36	and	and	CCONJ
easat-9644	358	37	its	its	PRON
easat-9644	358	38	incremental	incremental	ADJ
easat-9644	358	39	expansion	expansion	NOUN
easat-9644	358	40	may	may	AUX
easat-9644	358	41	limit	limit	VERB
easat-9644	358	42	kg	kg	ADP
easat-9644	358	43	growth	growth	NOUN
easat-9644	358	44	,	,	PUNCT
easat-9644	358	45	potentially	potentially	ADV
easat-9644	358	46	leading	lead	VERB
easat-9644	358	47	to	to	ADP
easat-9644	358	48	stagnation	stagnation	NOUN
easat-9644	358	49	.	.	PUNCT
easat-9644	359	1	li	li	PROPN
easat-9644	359	2	,	,	PUNCT
easat-9644	359	3	et	et	PROPN
easat-9644	359	4	al	al	PROPN
easat-9644	359	5	.	.	PUNCT
easat-9644	360	1	[	[	X
easat-9644	360	2	63	63	NUM
easat-9644	360	3	]	]	PUNCT
easat-9644	360	4	to	to	PART
easat-9644	360	5	provide	provide	VERB
easat-9644	360	6	and	and	CCONJ
easat-9644	360	7	visualize	visualize	VERB
easat-9644	360	8	a	a	DET
easat-9644	360	9	structured	structured	ADJ
easat-9644	360	10	representation	representation	NOUN
easat-9644	360	11	of	of	ADP
easat-9644	360	12	the	the	DET
easat-9644	360	13	knowledge	knowledge	NOUN
easat-9644	360	14	related	relate	VERB
easat-9644	360	15	to	to	ADP
easat-9644	360	16	database	database	NOUN
easat-9644	360	17	courses	course	NOUN
easat-9644	360	18	.	.	PUNCT
easat-9644	361	1	database	database	NOUN
easat-9644	361	2	management	management	NOUN
easat-9644	361	3	systems	systems	PROPN
easat-9644	361	4	wikipedia	wikipedia	PROPN
easat-9644	361	5	database	database	PROPN
easat-9644	361	6	course	course	PROPN
easat-9644	361	7	textbook	textbook	NOUN
easat-9644	361	8	semi	semi	ADJ
easat-9644	361	9	-	-	ADJ
easat-9644	361	10	structured	structured	ADJ
easat-9644	361	11	property	property	NOUN
easat-9644	361	12	graph	graph	NOUN
easat-9644	361	13	(	(	PUNCT
easat-9644	361	14	implied	implied	ADJ
easat-9644	361	15	)	)	PUNCT
easat-9644	361	16	ontologybased	ontologybased	ADJ
easat-9644	361	17	model	model	NOUN
easat-9644	361	18	(	(	PUNCT
easat-9644	361	19	top	top	NOUN
easat-9644	361	20	-	-	PUNCT
easat-9644	361	21	down	down	NOUN
easat-9644	361	22	)	)	PUNCT
easat-9644	361	23	eemanual	eemanual	ADJ
easat-9644	361	24	curation	curation	NOUN
easat-9644	361	25	&	&	CCONJ
easat-9644	361	26	tfidf	tfidf	PROPN
easat-9644	361	27	re	re	ADP
easat-9644	361	28	k	k	X
easat-9644	361	29	-	-	PUNCT
easat-9644	361	30	means	means	NOUN
easat-9644	361	31	clustering	cluster	VERB
easat-9644	361	32	na	na	ADP
easat-9644	361	33	na	na	ADP
easat-9644	361	34	relationships	relationship	NOUN
easat-9644	361	35	extracted	extract	VERB
easat-9644	361	36	using	use	VERB
easat-9644	361	37	k	k	PROPN
easat-9644	361	38	-	-	PUNCT
easat-9644	361	39	means	means	NOUN
easat-9644	361	40	clustering	clustering	NOUN
easat-9644	361	41	are	be	AUX
easat-9644	361	42	not	not	PART
easat-9644	361	43	always	always	ADV
easat-9644	361	44	precise	precise	ADJ
easat-9644	361	45	;	;	PUNCT
easat-9644	361	46	the	the	DET
easat-9644	361	47	recommendation	recommendation	NOUN
easat-9644	361	48	function	function	NOUN
easat-9644	361	49	is	be	AUX
easat-9644	361	50	limited	limit	VERB
easat-9644	361	51	due	due	ADP
easat-9644	361	52	to	to	ADP
easat-9644	361	53	sequential	sequential	ADJ
easat-9644	361	54	relationship	relationship	NOUN
easat-9644	361	55	reliance	reliance	NOUN
easat-9644	361	56	;	;	PUNCT
easat-9644	361	57	an	an	DET
easat-9644	361	58	absence	absence	NOUN
easat-9644	361	59	of	of	ADP
easat-9644	361	60	formal	formal	ADJ
easat-9644	361	61	evaluation	evaluation	NOUN
easat-9644	361	62	of	of	ADP
easat-9644	361	63	kg	kg	PROPN
easat-9644	361	64	's	's	PART
easat-9644	361	65	impact	impact	NOUN
easat-9644	361	66	on	on	ADP
easat-9644	361	67	learning	learn	VERB
easat-9644	361	68	outcomes	outcome	NOUN
easat-9644	361	69	.	.	PUNCT
easat-9644	362	1	han	han	PROPN
easat-9644	362	2	,	,	PUNCT
easat-9644	362	3	et	et	PROPN
easat-9644	362	4	al	al	PROPN
easat-9644	362	5	.	.	PUNCT
easat-9644	363	1	[	[	X
easat-9644	363	2	69	69	NUM
easat-9644	363	3	]	]	PUNCT
easat-9644	363	4	to	to	PART
easat-9644	363	5	automatically	automatically	ADV
easat-9644	363	6	construct	construct	VERB
easat-9644	363	7	a	a	DET
easat-9644	363	8	structured	structured	ADJ
easat-9644	363	9	representation	representation	NOUN
easat-9644	363	10	of	of	ADP
easat-9644	363	11	course	course	NOUN
easat-9644	363	12	concepts	concept	NOUN
easat-9644	363	13	and	and	CCONJ
easat-9644	363	14	their	their	PRON
easat-9644	363	15	relationships	relationship	NOUN
easat-9644	363	16	computer	computer	NOUN
easat-9644	363	17	science	science	PROPN
easat-9644	363	18	&	&	CCONJ
easat-9644	363	19	economics	economic	NOUN
easat-9644	363	20	moocdata	moocdata	PROPN
easat-9644	363	21	,	,	PUNCT
easat-9644	363	22	open	open	ADJ
easat-9644	363	23	course	course	NOUN
easat-9644	363	24	outlines	outline	NOUN
easat-9644	363	25	and	and	CCONJ
easat-9644	363	26	video	video	NOUN
easat-9644	363	27	captions	caption	NOUN
easat-9644	363	28	structured	structure	VERB
easat-9644	363	29	and	and	CCONJ
easat-9644	363	30	semi	semi	ADJ
easat-9644	363	31	-	-	ADJ
easat-9644	363	32	structured	structured	ADJ
easat-9644	363	33	na	na	AUX
easat-9644	363	34	rule	rule	NOUN
easat-9644	363	35	-	-	PUNCT
easat-9644	363	36	based	base	VERB
easat-9644	363	37	ner	ner	NOUN
easat-9644	363	38	pos	pos	NOUN
easat-9644	363	39	tagging	tagging	NOUN
easat-9644	363	40	with	with	ADP
easat-9644	363	41	ltp	ltp	PROPN
easat-9644	363	42	cpm	cpm	PROPN
easat-9644	363	43	with	with	ADP
easat-9644	363	44	nngp	nngp	PROPN
easat-9644	363	45	bert	bert	PROPN
easat-9644	363	46	-	-	PUNCT
easat-9644	363	47	bilstmcrf	bilstmcrf	NOUN
easat-9644	363	48	nltk	nltk	PROPN
easat-9644	363	49	,	,	PUNCT
easat-9644	363	50	postagger	postagger	PROPN
easat-9644	363	51	&	&	CCONJ
easat-9644	363	52	anst	anst	PROPN
easat-9644	363	53	crf	crf	PROPN
easat-9644	363	54	rnn	rnn	PROPN
easat-9644	363	55	pmi	pmi	PROPN
easat-9644	363	56	precision	precision	PROPN
easat-9644	363	57	recall	recall	VERB
easat-9644	363	58	limited	limited	ADJ
easat-9644	363	59	scope	scope	NOUN
easat-9644	363	60	of	of	ADP
easat-9644	363	61	relations	relation	NOUN
easat-9644	363	62	as	as	ADP
easat-9644	363	63	only	only	ADV
easat-9644	363	64	inclusion	inclusion	NOUN
easat-9644	363	65	relations	relation	NOUN
easat-9644	363	66	between	between	ADP
easat-9644	363	67	course	course	NOUN
easat-9644	363	68	concepts	concept	NOUN
easat-9644	363	69	were	be	AUX
easat-9644	363	70	considered	consider	VERB
easat-9644	363	71	;	;	PUNCT
easat-9644	363	72	data	datum	NOUN
easat-9644	363	73	sources	source	NOUN
easat-9644	363	74	are	be	AUX
easat-9644	363	75	primarily	primarily	ADV
easat-9644	363	76	course	course	NOUN
easat-9644	363	77	outlines	outline	NOUN
easat-9644	363	78	and	and	CCONJ
easat-9644	363	79	video	video	NOUN
easat-9644	363	80	captions	caption	NOUN
easat-9644	363	81	;	;	PUNCT
easat-9644	363	82	limited	limited	ADJ
easat-9644	363	83	kg	kg	PROPN
easat-9644	363	84	evaluation	evaluation	NOUN
easat-9644	363	85	:	:	PUNCT
easat-9644	363	86	quantitative	quantitative	ADJ
easat-9644	363	87	evaluation	evaluation	NOUN
easat-9644	363	88	focused	focus	VERB
easat-9644	363	89	on	on	ADP
easat-9644	363	90	concept	concept	NOUN
easat-9644	363	91	extraction	extraction	NOUN
easat-9644	363	92	,	,	PUNCT
easat-9644	363	93	no	no	DET
easat-9644	363	94	evaluation	evaluation	NOUN
easat-9644	363	95	of	of	ADP
easat-9644	363	96	the	the	DET
easat-9644	363	97	kg	kg	NOUN
easat-9644	363	98	itself	itself	PRON
easat-9644	363	99	.	.	PUNCT
easat-9644	364	1	1484	1484	NUM
easat-9644	364	2	edelweiss	edelweiss	PROPN
easat-9644	364	3	applied	apply	VERB
easat-9644	364	4	science	science	NOUN
easat-9644	364	5	and	and	CCONJ
easat-9644	364	6	technology	technology	NOUN
easat-9644	364	7	issn	issn	PROPN
easat-9644	364	8	:	:	PUNCT
easat-9644	364	9	2576	2576	NUM
easat-9644	364	10	-	-	SYM
easat-9644	364	11	8484	8484	NUM
easat-9644	364	12	vol	vol	NOUN
easat-9644	364	13	.	.	PROPN
easat-9644	365	1	9	9	NUM
easat-9644	365	2	,	,	PUNCT
easat-9644	365	3	no	no	INTJ
easat-9644	365	4	.	.	NOUN
easat-9644	365	5	8	8	NUM
easat-9644	365	6	:	:	SYM
easat-9644	365	7	1464	1464	NUM
easat-9644	365	8	-	-	SYM
easat-9644	365	9	1497	1497	NUM
easat-9644	365	10	,	,	PUNCT
easat-9644	365	11	2025	2025	NUM
easat-9644	365	12	doi	doi	NOUN
easat-9644	365	13	:	:	PUNCT
easat-9644	365	14	10.55214/2576	10.55214/2576	NUM
easat-9644	365	15	-	-	NUM
easat-9644	365	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	365	17	©	©	PROPN
easat-9644	365	18	2025	2025	NUM
easat-9644	365	19	by	by	ADP
easat-9644	365	20	the	the	DET
easat-9644	365	21	authors	author	NOUN
easat-9644	365	22	;	;	PUNCT
easat-9644	365	23	licensee	licensee	PROPN
easat-9644	365	24	learning	learning	NOUN
easat-9644	365	25	gate	gate	NOUN
easat-9644	365	26	4.3	4.3	NUM
easat-9644	365	27	.	.	PUNCT
easat-9644	366	1	kg	kg	X
easat-9644	366	2	for	for	ADP
easat-9644	366	3	question	question	NOUN
easat-9644	366	4	answering	answering	NOUN
easat-9644	366	5	,	,	PUNCT
easat-9644	366	6	information	information	NOUN
easat-9644	366	7	retrieval	retrieval	NOUN
easat-9644	366	8	,	,	PUNCT
easat-9644	366	9	and	and	CCONJ
easat-9644	366	10	semantic	semantic	ADJ
easat-9644	366	11	search	search	NOUN
easat-9644	366	12	an	an	DET
easat-9644	366	13	essential	essential	ADJ
easat-9644	366	14	aspect	aspect	NOUN
easat-9644	366	15	of	of	ADP
easat-9644	366	16	teaching	teaching	NOUN
easat-9644	366	17	and	and	CCONJ
easat-9644	366	18	learning	learning	NOUN
easat-9644	366	19	is	be	AUX
easat-9644	366	20	question	question	NOUN
easat-9644	366	21	answering	answering	NOUN
easat-9644	366	22	(	(	PUNCT
easat-9644	366	23	qa	qa	PROPN
easat-9644	366	24	)	)	PUNCT
easat-9644	366	25	,	,	PUNCT
easat-9644	366	26	usually	usually	ADV
easat-9644	366	27	done	do	VERB
easat-9644	366	28	traditionally	traditionally	ADV
easat-9644	366	29	by	by	ADP
easat-9644	366	30	verbal	verbal	ADJ
easat-9644	366	31	interactions	interaction	NOUN
easat-9644	366	32	between	between	ADP
easat-9644	366	33	teachers	teacher	NOUN
easat-9644	366	34	and	and	CCONJ
easat-9644	366	35	their	their	PRON
easat-9644	366	36	respective	respective	ADJ
easat-9644	366	37	learners	learner	NOUN
easat-9644	366	38	.	.	PUNCT
easat-9644	367	1	however	however	ADV
easat-9644	367	2	,	,	PUNCT
easat-9644	367	3	with	with	ADP
easat-9644	367	4	increased	increase	VERB
easat-9644	367	5	interest	interest	NOUN
easat-9644	367	6	in	in	ADP
easat-9644	367	7	self	self	NOUN
easat-9644	367	8	-	-	PUNCT
easat-9644	367	9	study	study	NOUN
easat-9644	367	10	,	,	PUNCT
easat-9644	367	11	numerous	numerous	ADJ
easat-9644	367	12	open	open	ADJ
easat-9644	367	13	and	and	CCONJ
easat-9644	367	14	online	online	ADJ
easat-9644	367	15	learning	learning	NOUN
easat-9644	367	16	paradigms	paradigm	VERB
easat-9644	367	17	,	,	PUNCT
easat-9644	367	18	and	and	CCONJ
easat-9644	367	19	even	even	ADV
easat-9644	367	20	times	time	NOUN
easat-9644	367	21	when	when	SCONJ
easat-9644	367	22	teachers	teacher	NOUN
easat-9644	367	23	are	be	AUX
easat-9644	367	24	not	not	PART
easat-9644	367	25	readily	readily	ADV
easat-9644	367	26	available	available	ADJ
easat-9644	367	27	,	,	PUNCT
easat-9644	367	28	an	an	DET
easat-9644	367	29	automated	automate	VERB
easat-9644	367	30	question	question	NOUN
easat-9644	367	31	-	-	PUNCT
easat-9644	367	32	answering	answer	VERB
easat-9644	367	33	system	system	NOUN
easat-9644	367	34	is	be	AUX
easat-9644	367	35	a	a	DET
easat-9644	367	36	viable	viable	ADJ
easat-9644	367	37	and	and	CCONJ
easat-9644	367	38	effective	effective	ADJ
easat-9644	367	39	alternative	alternative	NOUN
easat-9644	367	40	that	that	PRON
easat-9644	367	41	could	could	AUX
easat-9644	367	42	perform	perform	VERB
easat-9644	367	43	the	the	DET
easat-9644	367	44	same	same	ADJ
easat-9644	367	45	role	role	NOUN
easat-9644	367	46	,	,	PUNCT
easat-9644	367	47	thereby	thereby	ADV
easat-9644	367	48	reducing	reduce	VERB
easat-9644	367	49	time	time	NOUN
easat-9644	367	50	,	,	PUNCT
easat-9644	367	51	cost	cost	NOUN
easat-9644	367	52	,	,	PUNCT
easat-9644	367	53	and	and	CCONJ
easat-9644	367	54	burden	burden	NOUN
easat-9644	367	55	on	on	ADP
easat-9644	367	56	the	the	DET
easat-9644	367	57	teachers	teacher	NOUN
easat-9644	367	58	,	,	PUNCT
easat-9644	367	59	especially	especially	ADV
easat-9644	367	60	in	in	ADP
easat-9644	367	61	large	large	ADJ
easat-9644	367	62	classes.[24	classes.[24	NOUN
easat-9644	367	63	,	,	PUNCT
easat-9644	367	64	74	74	NUM
easat-9644	367	65	,	,	PUNCT
easat-9644	367	66	75	75	NUM
easat-9644	367	67	]	]	PUNCT
easat-9644	367	68	.	.	PUNCT
easat-9644	368	1	a	a	DET
easat-9644	368	2	qa	qa	PROPN
easat-9644	368	3	system	system	NOUN
easat-9644	368	4	could	could	AUX
easat-9644	368	5	also	also	ADV
easat-9644	368	6	recommend	recommend	VERB
easat-9644	368	7	relevant	relevant	ADJ
easat-9644	368	8	follow	follow	VERB
easat-9644	368	9	-	-	PUNCT
easat-9644	368	10	up	up	ADP
easat-9644	368	11	questions	question	NOUN
easat-9644	368	12	to	to	ADP
easat-9644	368	13	the	the	DET
easat-9644	368	14	user	user	NOUN
easat-9644	368	15	based	base	VERB
easat-9644	368	16	on	on	ADP
easat-9644	368	17	the	the	DET
easat-9644	368	18	topics	topic	NOUN
easat-9644	368	19	of	of	ADP
easat-9644	368	20	the	the	DET
easat-9644	368	21	initial	initial	ADJ
easat-9644	368	22	queries	query	NOUN
easat-9644	368	23	[	[	X
easat-9644	368	24	76	76	NUM
easat-9644	368	25	]	]	PUNCT
easat-9644	368	26	.	.	PUNCT
easat-9644	369	1	one	one	NUM
easat-9644	369	2	of	of	ADP
easat-9644	369	3	the	the	DET
easat-9644	369	4	popular	popular	ADJ
easat-9644	369	5	approaches	approach	NOUN
easat-9644	369	6	to	to	ADP
easat-9644	369	7	designing	design	VERB
easat-9644	369	8	automated	automate	VERB
easat-9644	369	9	qa	qa	PROPN
easat-9644	369	10	systems	system	NOUN
easat-9644	369	11	is	be	AUX
easat-9644	369	12	via	via	ADP
easat-9644	369	13	knowledge	knowledge	NOUN
easat-9644	369	14	-	-	PUNCT
easat-9644	369	15	powered	power	VERB
easat-9644	369	16	systems	system	NOUN
easat-9644	369	17	.	.	PUNCT
easat-9644	370	1	kg	kg	PROPN
easat-9644	370	2	used	use	VERB
easat-9644	370	3	for	for	ADP
easat-9644	370	4	qa	qa	PROPN
easat-9644	370	5	can	can	AUX
easat-9644	370	6	provide	provide	VERB
easat-9644	370	7	precise	precise	ADJ
easat-9644	370	8	and	and	CCONJ
easat-9644	370	9	user	user	NOUN
easat-9644	370	10	-	-	PUNCT
easat-9644	370	11	friendly	friendly	ADJ
easat-9644	370	12	answers	answer	NOUN
easat-9644	370	13	to	to	ADP
easat-9644	370	14	both	both	CCONJ
easat-9644	370	15	explicit	explicit	ADJ
easat-9644	370	16	and	and	CCONJ
easat-9644	370	17	open	open	ADJ
easat-9644	370	18	-	-	PUNCT
easat-9644	370	19	ended	end	VERB
easat-9644	370	20	questions	question	NOUN
easat-9644	370	21	asked	ask	VERB
easat-9644	370	22	by	by	ADP
easat-9644	370	23	users	user	NOUN
easat-9644	370	24	[	[	X
easat-9644	370	25	23	23	NUM
easat-9644	370	26	,	,	PUNCT
easat-9644	370	27	69	69	NUM
easat-9644	370	28	,	,	PUNCT
easat-9644	370	29	77	77	NUM
easat-9644	370	30	]	]	PUNCT
easat-9644	370	31	.	.	PUNCT
easat-9644	371	1	it	it	PRON
easat-9644	371	2	could	could	AUX
easat-9644	371	3	also	also	ADV
easat-9644	371	4	infer	infer	VERB
easat-9644	371	5	the	the	DET
easat-9644	371	6	user	user	NOUN
easat-9644	371	7	’s	’s	PART
easat-9644	371	8	intentions	intention	NOUN
easat-9644	371	9	and	and	CCONJ
easat-9644	371	10	provide	provide	VERB
easat-9644	371	11	answers	answer	NOUN
easat-9644	371	12	that	that	PRON
easat-9644	371	13	meet	meet	VERB
easat-9644	371	14	the	the	DET
easat-9644	371	15	user	user	NOUN
easat-9644	371	16	’s	’s	PART
easat-9644	371	17	personalized	personalize	VERB
easat-9644	371	18	needs	need	NOUN
easat-9644	371	19	[	[	X
easat-9644	371	20	23	23	NUM
easat-9644	371	21	,	,	PUNCT
easat-9644	371	22	78	78	NUM
easat-9644	371	23	]	]	PUNCT
easat-9644	371	24	.	.	PUNCT
easat-9644	372	1	likewise	likewise	ADV
easat-9644	372	2	,	,	PUNCT
easat-9644	372	3	some	some	DET
easat-9644	372	4	kg	kg	NOUN
easat-9644	372	5	for	for	ADP
easat-9644	372	6	qa	qa	PROPN
easat-9644	372	7	could	could	AUX
easat-9644	372	8	also	also	ADV
easat-9644	372	9	generate	generate	VERB
easat-9644	372	10	on	on	ADP
easat-9644	372	11	-	-	PUNCT
easat-9644	372	12	demand	demand	NOUN
easat-9644	372	13	,	,	PUNCT
easat-9644	372	14	expandable	expandable	ADJ
easat-9644	372	15	explanations	explanation	NOUN
easat-9644	372	16	[	[	X
easat-9644	372	17	77	77	NUM
easat-9644	372	18	]	]	PUNCT
easat-9644	372	19	provide	provide	VERB
easat-9644	372	20	diverse	diverse	ADJ
easat-9644	372	21	learners	learner	NOUN
easat-9644	372	22	with	with	ADP
easat-9644	372	23	quick	quick	ADJ
easat-9644	372	24	personalized	personalized	ADJ
easat-9644	372	25	feedback	feedback	NOUN
easat-9644	372	26	on	on	ADP
easat-9644	372	27	the	the	DET
easat-9644	372	28	subject	subject	NOUN
easat-9644	372	29	[	[	X
easat-9644	372	30	25	25	NUM
easat-9644	372	31	,	,	PUNCT
easat-9644	372	32	78	78	NUM
easat-9644	372	33	,	,	PUNCT
easat-9644	372	34	79	79	NUM
easat-9644	372	35	]	]	PUNCT
easat-9644	372	36	and	and	CCONJ
easat-9644	372	37	improve	improve	VERB
easat-9644	372	38	learners	learner	NOUN
easat-9644	372	39	’	'	PUNCT
easat-9644	372	40	independent	independent	ADJ
easat-9644	372	41	learning	learning	NOUN
easat-9644	372	42	efficiency	efficiency	NOUN
easat-9644	372	43	[	[	X
easat-9644	372	44	25	25	NUM
easat-9644	372	45	,	,	PUNCT
easat-9644	372	46	78	78	NUM
easat-9644	372	47	]	]	PUNCT
easat-9644	372	48	.	.	PUNCT
easat-9644	373	1	identified	identify	VERB
easat-9644	373	2	approaches	approach	NOUN
easat-9644	373	3	used	use	VERB
easat-9644	373	4	to	to	PART
easat-9644	373	5	design	design	VERB
easat-9644	373	6	kg	kg	NOUN
easat-9644	373	7	for	for	ADP
easat-9644	373	8	qa	qa	PROPN
easat-9644	373	9	include	include	VERB
easat-9644	373	10	ontology	ontology	NOUN
easat-9644	373	11	[	[	X
easat-9644	373	12	80	80	NUM
easat-9644	373	13	,	,	PUNCT
easat-9644	373	14	81	81	NUM
easat-9644	373	15	]	]	PUNCT
easat-9644	373	16	transformer	transformer	NOUN
easat-9644	373	17	architectures	architecture	NOUN
easat-9644	373	18	such	such	ADJ
easat-9644	373	19	as	as	ADP
easat-9644	373	20	bert[79	bert[79	ADJ
easat-9644	373	21	,	,	PUNCT
easat-9644	373	22	82	82	NUM
easat-9644	373	23	,	,	PUNCT
easat-9644	373	24	83	83	NUM
easat-9644	373	25	]	]	PUNCT
easat-9644	373	26	roberta	roberta	PROPN
easat-9644	374	1	[	[	X
easat-9644	374	2	82	82	NUM
easat-9644	374	3	,	,	PUNCT
easat-9644	374	4	84	84	NUM
easat-9644	374	5	]	]	PUNCT
easat-9644	374	6	and	and	CCONJ
easat-9644	374	7	sometimes	sometimes	ADV
easat-9644	374	8	an	an	DET
easat-9644	374	9	existing	exist	VERB
easat-9644	374	10	kg	kg	NOUN
easat-9644	374	11	could	could	AUX
easat-9644	374	12	be	be	AUX
easat-9644	374	13	aided	aid	VERB
easat-9644	374	14	by	by	ADP
easat-9644	374	15	a	a	DET
easat-9644	374	16	pre	pre	ADJ
easat-9644	374	17	-	-	ADJ
easat-9644	374	18	trained	train	VERB
easat-9644	374	19	t2	t2	PROPN
easat-9644	374	20	t	t	PROPN
easat-9644	374	21	language	language	NOUN
easat-9644	374	22	model	model	NOUN
easat-9644	374	23	such	such	ADJ
easat-9644	374	24	as	as	ADP
easat-9644	374	25	the	the	DET
easat-9644	374	26	text	text	NOUN
easat-9644	374	27	-	-	PUNCT
easat-9644	374	28	to	to	ADP
easat-9644	374	29	-	-	PUNCT
easat-9644	374	30	text	text	NOUN
easat-9644	374	31	transfer	transfer	NOUN
easat-9644	374	32	transformer	transformer	NOUN
easat-9644	374	33	(	(	PUNCT
easat-9644	374	34	t5	t5	PROPN
easat-9644	374	35	)	)	PUNCT
easat-9644	374	36	for	for	ADP
easat-9644	374	37	graph	graph	NOUN
easat-9644	374	38	embedding	embed	VERB
easat-9644	374	39	[	[	PUNCT
easat-9644	374	40	84	84	NUM
easat-9644	374	41	,	,	PUNCT
easat-9644	374	42	85	85	NUM
easat-9644	374	43	]	]	PUNCT
easat-9644	374	44	.	.	PUNCT
easat-9644	375	1	in	in	ADP
easat-9644	375	2	a	a	DET
easat-9644	375	3	study	study	NOUN
easat-9644	375	4	by	by	ADP
easat-9644	375	5	zhao	zhao	PROPN
easat-9644	375	6	,	,	PUNCT
easat-9644	375	7	et	et	PROPN
easat-9644	375	8	al	al	PROPN
easat-9644	375	9	.	.	PUNCT
easat-9644	376	1	[	[	X
easat-9644	376	2	86	86	NUM
easat-9644	376	3	]	]	PUNCT
easat-9644	376	4	the	the	DET
easat-9644	376	5	authors	author	NOUN
easat-9644	376	6	employed	employ	VERB
easat-9644	376	7	graph	graph	NOUN
easat-9644	376	8	reasoning	reasoning	NOUN
easat-9644	376	9	transformers	transformer	NOUN
easat-9644	376	10	(	(	PUNCT
easat-9644	376	11	grt	grt	NOUN
easat-9644	376	12	)	)	PUNCT
easat-9644	376	13	to	to	PART
easat-9644	376	14	address	address	VERB
easat-9644	376	15	the	the	DET
easat-9644	376	16	limitations	limitation	NOUN
easat-9644	376	17	of	of	ADP
easat-9644	376	18	conventional	conventional	ADJ
easat-9644	376	19	approaches	approach	NOUN
easat-9644	376	20	,	,	PUNCT
easat-9644	376	21	such	such	ADJ
easat-9644	376	22	as	as	ADP
easat-9644	376	23	the	the	DET
easat-9644	376	24	inability	inability	NOUN
easat-9644	376	25	to	to	PART
easat-9644	376	26	capture	capture	VERB
easat-9644	376	27	triplet	triplet	NOUN
easat-9644	376	28	-	-	PUNCT
easat-9644	376	29	level	level	NOUN
easat-9644	376	30	relational	relational	ADJ
easat-9644	376	31	semantics	semantic	NOUN
easat-9644	376	32	and	and	CCONJ
easat-9644	376	33	the	the	DET
easat-9644	376	34	modality	modality	NOUN
easat-9644	376	35	gap	gap	NOUN
easat-9644	376	36	between	between	ADP
easat-9644	376	37	text	text	NOUN
easat-9644	376	38	and	and	CCONJ
easat-9644	376	39	kgs	kgs	PROPN
easat-9644	376	40	.	.	PUNCT
easat-9644	377	1	grt	grt	PROPN
easat-9644	377	2	utilizes	utilize	VERB
easat-9644	377	3	a	a	DET
easat-9644	377	4	triplet	triplet	NOUN
easat-9644	377	5	-	-	PUNCT
easat-9644	377	6	level	level	NOUN
easat-9644	377	7	graph	graph	NOUN
easat-9644	377	8	encoder	encoder	NOUN
easat-9644	377	9	for	for	ADP
easat-9644	377	10	semantic	semantic	ADJ
easat-9644	377	11	triplet	triplet	NOUN
easat-9644	377	12	and	and	CCONJ
easat-9644	377	13	spatial	spatial	ADJ
easat-9644	377	14	position	position	NOUN
easat-9644	377	15	embeddings	embedding	NOUN
easat-9644	377	16	and	and	CCONJ
easat-9644	377	17	a	a	DET
easat-9644	377	18	representation	representation	NOUN
easat-9644	377	19	alignment	alignment	NOUN
easat-9644	377	20	pretraining	pretraine	VERB
easat-9644	377	21	process	process	NOUN
easat-9644	377	22	for	for	ADP
easat-9644	377	23	text	text	NOUN
easat-9644	377	24	-	-	PUNCT
easat-9644	377	25	triplet	triplet	NOUN
easat-9644	377	26	matching	matching	NOUN
easat-9644	377	27	and	and	CCONJ
easat-9644	377	28	masked	masked	ADJ
easat-9644	377	29	language	language	NOUN
easat-9644	377	30	modelling	modelling	NOUN
easat-9644	377	31	.	.	PUNCT
easat-9644	378	1	finally	finally	ADV
easat-9644	378	2	,	,	PUNCT
easat-9644	378	3	a	a	DET
easat-9644	378	4	cross	cross	ADJ
easat-9644	378	5	-	-	ADJ
easat-9644	378	6	modal	modal	ADJ
easat-9644	378	7	information	information	NOUN
easat-9644	378	8	fusion	fusion	NOUN
easat-9644	378	9	module	module	NOUN
easat-9644	378	10	with	with	ADP
easat-9644	378	11	attention	attention	NOUN
easat-9644	378	12	bias	bias	NOUN
easat-9644	378	13	was	be	AUX
easat-9644	378	14	used	use	VERB
easat-9644	378	15	to	to	PART
easat-9644	378	16	facilitate	facilitate	VERB
easat-9644	378	17	effective	effective	ADJ
easat-9644	378	18	interaction	interaction	NOUN
easat-9644	378	19	and	and	CCONJ
easat-9644	378	20	fusion	fusion	NOUN
easat-9644	378	21	between	between	ADP
easat-9644	378	22	language	language	NOUN
easat-9644	378	23	and	and	CCONJ
easat-9644	378	24	kg	kg	X
easat-9644	378	25	information	information	NOUN
easat-9644	379	1	[	[	X
easat-9644	379	2	86	86	NUM
easat-9644	379	3	]	]	PUNCT
easat-9644	379	4	.	.	PUNCT
easat-9644	380	1	graph	graph	NOUN
easat-9644	380	2	neural	neural	ADJ
easat-9644	380	3	networks	network	NOUN
easat-9644	380	4	(	(	PUNCT
easat-9644	380	5	gnns	gnns	NOUN
easat-9644	380	6	)	)	PUNCT
easat-9644	380	7	such	such	ADJ
easat-9644	380	8	as	as	ADP
easat-9644	380	9	graph	graph	NOUN
easat-9644	380	10	attention	attention	NOUN
easat-9644	380	11	networks	network	NOUN
easat-9644	380	12	(	(	PUNCT
easat-9644	380	13	gats	gat	NOUN
easat-9644	380	14	)	)	PUNCT
easat-9644	380	15	have	have	AUX
easat-9644	380	16	also	also	ADV
easat-9644	380	17	contributed	contribute	VERB
easat-9644	380	18	immensely	immensely	ADV
easat-9644	380	19	to	to	ADP
easat-9644	380	20	kg	kg	PROPN
easat-9644	380	21	due	due	ADP
easat-9644	380	22	to	to	ADP
easat-9644	380	23	their	their	PRON
easat-9644	380	24	ability	ability	NOUN
easat-9644	380	25	to	to	PART
easat-9644	380	26	capture	capture	VERB
easat-9644	380	27	relational	relational	ADJ
easat-9644	380	28	semantics	semantic	NOUN
easat-9644	380	29	and	and	CCONJ
easat-9644	380	30	handle	handle	VERB
easat-9644	380	31	complex	complex	ADJ
easat-9644	380	32	reasoning	reasoning	NOUN
easat-9644	380	33	in	in	ADP
easat-9644	380	34	kg	kg	PROPN
easat-9644	380	35	-	-	PUNCT
easat-9644	380	36	based	base	VERB
easat-9644	380	37	qa	qa	PROPN
easat-9644	380	38	systems	system	NOUN
easat-9644	380	39	[	[	X
easat-9644	380	40	72	72	NUM
easat-9644	380	41	,	,	PUNCT
easat-9644	380	42	87	87	NUM
easat-9644	380	43	-	-	SYM
easat-9644	380	44	89	89	NUM
easat-9644	380	45	]	]	PUNCT
easat-9644	380	46	.	.	PUNCT
easat-9644	381	1	for	for	ADP
easat-9644	381	2	instance	instance	NOUN
easat-9644	381	3	,	,	PUNCT
easat-9644	381	4	[	[	X
easat-9644	381	5	89	89	NUM
easat-9644	381	6	]	]	PUNCT
easat-9644	381	7	employed	employ	VERB
easat-9644	381	8	stanford	stanford	PROPN
easat-9644	381	9	's	's	PART
easat-9644	381	10	open	open	ADJ
easat-9644	381	11	information	information	NOUN
easat-9644	381	12	extraction	extraction	NOUN
easat-9644	381	13	(	(	PUNCT
easat-9644	381	14	openie	openie	PROPN
easat-9644	381	15	)	)	PUNCT
easat-9644	381	16	and	and	CCONJ
easat-9644	381	17	heuristic	heuristic	ADJ
easat-9644	381	18	rules	rule	NOUN
easat-9644	381	19	to	to	PART
easat-9644	381	20	dynamically	dynamically	ADV
easat-9644	381	21	construct	construct	VERB
easat-9644	381	22	a	a	DET
easat-9644	381	23	kg	kg	NOUN
easat-9644	381	24	within	within	ADP
easat-9644	381	25	an	an	DET
easat-9644	381	26	interactive	interactive	ADJ
easat-9644	381	27	text	text	NOUN
easat-9644	381	28	-	-	PUNCT
easat-9644	381	29	based	base	VERB
easat-9644	381	30	game	game	NOUN
easat-9644	381	31	environment	environment	NOUN
easat-9644	381	32	.	.	PUNCT
easat-9644	382	1	using	use	VERB
easat-9644	382	2	information	information	NOUN
easat-9644	382	3	extracted	extract	VERB
easat-9644	382	4	from	from	ADP
easat-9644	382	5	game	game	NOUN
easat-9644	382	6	observations	observation	NOUN
easat-9644	382	7	and	and	CCONJ
easat-9644	382	8	the	the	DET
easat-9644	382	9	agent	agent	NOUN
easat-9644	382	10	's	's	PART
easat-9644	382	11	actions	action	NOUN
easat-9644	382	12	,	,	PUNCT
easat-9644	382	13	the	the	DET
easat-9644	382	14	constructed	construct	VERB
easat-9644	382	15	kg	kg	NOUN
easat-9644	382	16	is	be	AUX
easat-9644	382	17	processed	process	VERB
easat-9644	382	18	using	use	VERB
easat-9644	382	19	a	a	DET
easat-9644	382	20	gat	gat	NOUN
easat-9644	382	21	,	,	PUNCT
easat-9644	382	22	which	which	PRON
easat-9644	382	23	learns	learn	VERB
easat-9644	382	24	meaningful	meaningful	ADJ
easat-9644	382	25	representations	representation	NOUN
easat-9644	382	26	of	of	ADP
easat-9644	382	27	the	the	DET
easat-9644	382	28	graph	graph	NOUN
easat-9644	382	29	by	by	ADP
easat-9644	382	30	attending	attend	VERB
easat-9644	382	31	to	to	ADP
easat-9644	382	32	relevant	relevant	ADJ
easat-9644	382	33	nodes	node	NOUN
easat-9644	382	34	and	and	CCONJ
easat-9644	382	35	their	their	PRON
easat-9644	382	36	relationships	relationship	NOUN
easat-9644	382	37	,	,	PUNCT
easat-9644	382	38	enabling	enable	VERB
easat-9644	382	39	the	the	DET
easat-9644	382	40	agent	agent	NOUN
easat-9644	382	41	to	to	PART
easat-9644	382	42	understand	understand	VERB
easat-9644	382	43	the	the	DET
easat-9644	382	44	game	game	NOUN
easat-9644	382	45	world	world	NOUN
easat-9644	382	46	.	.	PUNCT
easat-9644	383	1	the	the	DET
easat-9644	383	2	output	output	NOUN
easat-9644	383	3	from	from	ADP
easat-9644	383	4	the	the	DET
easat-9644	383	5	gat	gat	NOUN
easat-9644	383	6	was	be	AUX
easat-9644	383	7	further	far	ADV
easat-9644	383	8	encoded	encode	VERB
easat-9644	383	9	into	into	ADP
easat-9644	383	10	a	a	DET
easat-9644	383	11	fixed	fix	VERB
easat-9644	383	12	-	-	PUNCT
easat-9644	383	13	length	length	NOUN
easat-9644	383	14	vector	vector	NOUN
easat-9644	383	15	representation	representation	NOUN
easat-9644	383	16	using	use	VERB
easat-9644	383	17	a	a	DET
easat-9644	383	18	transformer	transformer	NOUN
easat-9644	383	19	encoder	encoder	NOUN
easat-9644	383	20	,	,	PUNCT
easat-9644	383	21	making	make	VERB
easat-9644	383	22	it	it	PRON
easat-9644	383	23	compatible	compatible	ADJ
easat-9644	383	24	with	with	ADP
easat-9644	383	25	other	other	ADJ
easat-9644	383	26	components	component	NOUN
easat-9644	383	27	of	of	ADP
easat-9644	383	28	the	the	DET
easat-9644	383	29	qa	qa	PROPN
easat-9644	383	30	system	system	NOUN
easat-9644	383	31	.	.	PUNCT
easat-9644	384	1	finally	finally	ADV
easat-9644	384	2	,	,	PUNCT
easat-9644	384	3	a	a	DET
easat-9644	384	4	deep	deep	ADJ
easat-9644	384	5	qnetwork	qnetwork	NOUN
easat-9644	384	6	(	(	PUNCT
easat-9644	384	7	dqn	dqn	ADJ
easat-9644	384	8	)	)	PUNCT
easat-9644	384	9	agent	agent	NOUN
easat-9644	384	10	,	,	PUNCT
easat-9644	384	11	a	a	DET
easat-9644	384	12	reinforcement	reinforcement	NOUN
easat-9644	384	13	learning	learning	NOUN
easat-9644	384	14	algorithm	algorithm	NOUN
easat-9644	384	15	,	,	PUNCT
easat-9644	384	16	used	use	VERB
easat-9644	384	17	the	the	DET
easat-9644	384	18	information	information	NOUN
easat-9644	384	19	from	from	ADP
easat-9644	384	20	the	the	DET
easat-9644	384	21	gat	gat	NOUN
easat-9644	384	22	to	to	PART
easat-9644	384	23	learn	learn	VERB
easat-9644	384	24	an	an	DET
easat-9644	384	25	optimal	optimal	ADJ
easat-9644	384	26	policy	policy	NOUN
easat-9644	384	27	for	for	ADP
easat-9644	384	28	answering	answer	VERB
easat-9644	384	29	questions	question	NOUN
easat-9644	384	30	and	and	CCONJ
easat-9644	384	31	navigating	navigate	VERB
easat-9644	384	32	the	the	DET
easat-9644	384	33	game	game	NOUN
easat-9644	384	34	environment	environment	NOUN
easat-9644	384	35	.	.	PUNCT
easat-9644	385	1	similarly	similarly	ADV
easat-9644	385	2	,	,	PUNCT
easat-9644	385	3	in	in	ADP
easat-9644	385	4	another	another	DET
easat-9644	385	5	study	study	NOUN
easat-9644	385	6	[	[	X
easat-9644	385	7	87	87	NUM
easat-9644	385	8	]	]	PUNCT
easat-9644	385	9	a	a	DET
easat-9644	385	10	multi	multi	ADJ
easat-9644	385	11	-	-	ADJ
easat-9644	385	12	task	task	ADJ
easat-9644	385	13	semantic	semantic	ADJ
easat-9644	385	14	parsing	parsing	NOUN
easat-9644	385	15	with	with	ADP
easat-9644	385	16	transformer	transformer	NOUN
easat-9644	385	17	and	and	CCONJ
easat-9644	385	18	graph	graph	NOUN
easat-9644	385	19	attention	attention	NOUN
easat-9644	385	20	networks	network	NOUN
easat-9644	385	21	(	(	PUNCT
easat-9644	385	22	lasagne	lasagne	PROPN
easat-9644	385	23	)	)	PUNCT
easat-9644	385	24	model	model	NOUN
easat-9644	385	25	was	be	AUX
easat-9644	385	26	designed	design	VERB
easat-9644	385	27	specifically	specifically	ADV
easat-9644	385	28	for	for	ADP
easat-9644	385	29	complex	complex	ADJ
easat-9644	385	30	conversational	conversational	ADJ
easat-9644	385	31	question	question	NOUN
easat-9644	385	32	answering	answer	VERB
easat-9644	385	33	over	over	ADP
easat-9644	385	34	a	a	DET
easat-9644	385	35	large	large	ADJ
easat-9644	385	36	-	-	PUNCT
easat-9644	385	37	scale	scale	NOUN
easat-9644	385	38	kg	kg	NOUN
easat-9644	385	39	like	like	ADP
easat-9644	385	40	wikidata	wikidata	NOUN
easat-9644	385	41	.	.	PUNCT
easat-9644	386	1	this	this	DET
easat-9644	386	2	model	model	NOUN
easat-9644	386	3	employs	employ	VERB
easat-9644	386	4	a	a	DET
easat-9644	386	5	multi	multi	ADJ
easat-9644	386	6	-	-	ADJ
easat-9644	386	7	task	task	ADJ
easat-9644	386	8	learning	learn	VERB
easat-9644	386	9	framework	framework	NOUN
easat-9644	386	10	with	with	ADP
easat-9644	386	11	a	a	DET
easat-9644	386	12	transformer	transformer	NOUN
easat-9644	386	13	model	model	NOUN
easat-9644	386	14	and	and	CCONJ
easat-9644	386	15	a	a	DET
easat-9644	386	16	gat	gat	NOUN
easat-9644	386	17	for	for	ADP
easat-9644	386	18	semantic	semantic	ADJ
easat-9644	386	19	parsing	parsing	NOUN
easat-9644	386	20	.	.	PUNCT
easat-9644	387	1	the	the	DET
easat-9644	387	2	transformer	transformer	NOUN
easat-9644	387	3	translates	translate	VERB
easat-9644	387	4	the	the	DET
easat-9644	387	5	conversational	conversational	ADJ
easat-9644	387	6	input	input	NOUN
easat-9644	387	7	into	into	ADP
easat-9644	387	8	a	a	DET
easat-9644	387	9	sequence	sequence	NOUN
easat-9644	387	10	of	of	ADP
easat-9644	387	11	actions	action	NOUN
easat-9644	387	12	(	(	PUNCT
easat-9644	387	13	a	a	DET
easat-9644	387	14	logical	logical	ADJ
easat-9644	387	15	form	form	NOUN
easat-9644	387	16	)	)	PUNCT
easat-9644	387	17	to	to	PART
easat-9644	387	18	represent	represent	VERB
easat-9644	387	19	the	the	DET
easat-9644	387	20	question	question	NOUN
easat-9644	387	21	's	's	PART
easat-9644	387	22	meaning	meaning	NOUN
easat-9644	387	23	.	.	PUNCT
easat-9644	388	1	an	an	DET
easat-9644	388	2	entity	entity	NOUN
easat-9644	388	3	recognition	recognition	NOUN
easat-9644	388	4	module	module	NOUN
easat-9644	388	5	identifies	identifie	NOUN
easat-9644	388	6	and	and	CCONJ
easat-9644	388	7	links	link	VERB
easat-9644	388	8	entities	entity	NOUN
easat-9644	388	9	in	in	ADP
easat-9644	388	10	the	the	DET
easat-9644	388	11	conversation	conversation	NOUN
easat-9644	388	12	to	to	ADP
easat-9644	388	13	the	the	DET
easat-9644	388	14	kg	kg	PROPN
easat-9644	388	15	,	,	PUNCT
easat-9644	388	16	further	far	ADV
easat-9644	388	17	filtering	filtering	NOUN
easat-9644	388	18	and	and	CCONJ
easat-9644	388	19	permuting	permute	VERB
easat-9644	388	20	them	they	PRON
easat-9644	388	21	based	base	VERB
easat-9644	388	22	on	on	ADP
easat-9644	388	23	context	context	NOUN
easat-9644	388	24	and	and	CCONJ
easat-9644	388	25	logical	logical	ADJ
easat-9644	388	26	form	form	NOUN
easat-9644	388	27	.	.	PUNCT
easat-9644	389	1	the	the	DET
easat-9644	389	2	gat	gat	NOUN
easat-9644	389	3	in	in	ADP
easat-9644	389	4	lasagne	lasagne	PROPN
easat-9644	389	5	focuses	focus	VERB
easat-9644	389	6	on	on	ADP
easat-9644	389	7	learning	learn	VERB
easat-9644	389	8	meaningful	meaningful	ADJ
easat-9644	389	9	representations	representation	NOUN
easat-9644	389	10	of	of	ADP
easat-9644	389	11	entity	entity	NOUN
easat-9644	389	12	types	type	NOUN
easat-9644	389	13	and	and	CCONJ
easat-9644	389	14	predicates	predicate	NOUN
easat-9644	389	15	in	in	ADP
easat-9644	389	16	the	the	DET
easat-9644	389	17	kg	kg	NOUN
easat-9644	389	18	by	by	ADP
easat-9644	389	19	exploiting	exploit	VERB
easat-9644	389	20	their	their	PRON
easat-9644	389	21	correlations	correlation	NOUN
easat-9644	389	22	.	.	PUNCT
easat-9644	390	1	these	these	DET
easat-9644	390	2	representations	representation	NOUN
easat-9644	390	3	are	be	AUX
easat-9644	390	4	then	then	ADV
easat-9644	390	5	combined	combine	VERB
easat-9644	390	6	with	with	ADP
easat-9644	390	7	the	the	DET
easat-9644	390	8	transformer	transformer	NOUN
easat-9644	390	9	's	's	PART
easat-9644	390	10	output	output	NOUN
easat-9644	390	11	to	to	PART
easat-9644	390	12	predict	predict	VERB
easat-9644	390	13	the	the	DET
easat-9644	390	14	correct	correct	ADJ
easat-9644	390	15	types	type	NOUN
easat-9644	390	16	and	and	CCONJ
easat-9644	390	17	predicates	predicate	NOUN
easat-9644	390	18	for	for	ADP
easat-9644	390	19	the	the	DET
easat-9644	390	20	logical	logical	ADJ
easat-9644	390	21	form	form	NOUN
easat-9644	390	22	,	,	PUNCT
easat-9644	390	23	facilitating	facilitate	VERB
easat-9644	390	24	accurate	accurate	ADJ
easat-9644	390	25	answer	answer	NOUN
easat-9644	390	26	extraction	extraction	NOUN
easat-9644	390	27	[	[	X
easat-9644	390	28	87	87	NUM
easat-9644	390	29	]	]	PUNCT
easat-9644	390	30	.	.	PUNCT
easat-9644	391	1	knowledge	knowledge	NOUN
easat-9644	391	2	graphs	graph	NOUN
easat-9644	391	3	for	for	ADP
easat-9644	391	4	information	information	NOUN
easat-9644	391	5	retrieval	retrieval	NOUN
easat-9644	391	6	and	and	CCONJ
easat-9644	391	7	knowledge	knowledge	NOUN
easat-9644	391	8	graphs	graph	NOUN
easat-9644	391	9	for	for	ADP
easat-9644	391	10	semantic	semantic	ADJ
easat-9644	391	11	search	search	NOUN
easat-9644	391	12	are	be	AUX
easat-9644	391	13	relatively	relatively	ADV
easat-9644	391	14	identical	identical	ADJ
easat-9644	391	15	to	to	ADP
easat-9644	391	16	knowledge	knowledge	NOUN
easat-9644	391	17	graphs	graph	NOUN
easat-9644	391	18	for	for	ADP
easat-9644	391	19	question	question	NOUN
easat-9644	391	20	-	-	PUNCT
easat-9644	391	21	answering	answering	NOUN
easat-9644	391	22	,	,	PUNCT
easat-9644	391	23	as	as	SCONJ
easat-9644	391	24	the	the	DET
easat-9644	391	25	trio	trio	NOUN
easat-9644	391	26	incorporates	incorporate	VERB
easat-9644	391	27	semantic	semantic	ADJ
easat-9644	391	28	search	search	NOUN
easat-9644	391	29	as	as	ADP
easat-9644	391	30	an	an	DET
easat-9644	391	31	essential	essential	ADJ
easat-9644	391	32	feature	feature	NOUN
easat-9644	391	33	.	.	PUNCT
easat-9644	392	1	for	for	SCONJ
easat-9644	392	2	a	a	DET
easat-9644	392	3	kg	kg	NOUN
easat-9644	392	4	to	to	PART
easat-9644	392	5	be	be	AUX
easat-9644	392	6	able	able	ADJ
easat-9644	392	7	to	to	PART
easat-9644	392	8	perform	perform	VERB
easat-9644	392	9	these	these	DET
easat-9644	392	10	tasks	task	NOUN
easat-9644	392	11	,	,	PUNCT
easat-9644	392	12	nlp	nlp	NOUN
easat-9644	392	13	and	and	CCONJ
easat-9644	392	14	ml	ml	NOUN
easat-9644	392	15	techniques	technique	NOUN
easat-9644	392	16	are	be	AUX
easat-9644	392	17	usually	usually	ADV
easat-9644	392	18	required	require	VERB
easat-9644	392	19	to	to	PART
easat-9644	392	20	comprehend	comprehend	VERB
easat-9644	392	21	the	the	DET
easat-9644	392	22	intent	intent	NOUN
easat-9644	392	23	and	and	CCONJ
easat-9644	392	24	context	context	NOUN
easat-9644	392	25	of	of	ADP
easat-9644	392	26	a	a	DET
easat-9644	392	27	query	query	NOUN
easat-9644	392	28	,	,	PUNCT
easat-9644	392	29	facilitating	facilitate	VERB
easat-9644	392	30	the	the	DET
easat-9644	392	31	retrieval	retrieval	NOUN
easat-9644	392	32	of	of	ADP
easat-9644	392	33	information	information	NOUN
easat-9644	392	34	or	or	CCONJ
easat-9644	392	35	answers	answer	NOUN
easat-9644	392	36	pertinent	pertinent	ADJ
easat-9644	392	37	to	to	ADP
easat-9644	392	38	the	the	DET
easat-9644	392	39	user	user	NOUN
easat-9644	392	40	's	's	PART
easat-9644	392	41	needs	need	NOUN
easat-9644	392	42	.	.	PUNCT
easat-9644	393	1	in	in	ADP
easat-9644	393	2	information	information	NOUN
easat-9644	393	3	retrieval	retrieval	NOUN
easat-9644	393	4	,	,	PUNCT
easat-9644	393	5	semantic	semantic	ADJ
easat-9644	393	6	search	search	NOUN
easat-9644	393	7	facilitates	facilitate	VERB
easat-9644	393	8	the	the	DET
easat-9644	393	9	retrieval	retrieval	NOUN
easat-9644	393	10	of	of	ADP
easat-9644	393	11	documents	document	NOUN
easat-9644	393	12	relevant	relevant	ADJ
easat-9644	393	13	to	to	ADP
easat-9644	393	14	a	a	DET
easat-9644	393	15	specific	specific	ADJ
easat-9644	393	16	topic	topic	NOUN
easat-9644	393	17	or	or	CCONJ
easat-9644	393	18	entity	entity	NOUN
easat-9644	393	19	,	,	PUNCT
easat-9644	393	20	whilst	whilst	ADV
easat-9644	393	21	,	,	PUNCT
easat-9644	393	22	in	in	ADP
easat-9644	393	23	question	question	NOUN
easat-9644	393	24	answering	answering	NOUN
easat-9644	393	25	,	,	PUNCT
easat-9644	393	26	1485	1485	NUM
easat-9644	393	27	edelweiss	edelweiss	PROPN
easat-9644	393	28	applied	apply	VERB
easat-9644	393	29	science	science	NOUN
easat-9644	393	30	and	and	CCONJ
easat-9644	393	31	technology	technology	NOUN
easat-9644	393	32	issn	issn	PROPN
easat-9644	393	33	:	:	PUNCT
easat-9644	393	34	2576	2576	NUM
easat-9644	393	35	-	-	SYM
easat-9644	393	36	8484	8484	NUM
easat-9644	393	37	vol	vol	NOUN
easat-9644	393	38	.	.	PROPN
easat-9644	394	1	9	9	NUM
easat-9644	394	2	,	,	PUNCT
easat-9644	394	3	no	no	INTJ
easat-9644	394	4	.	.	NOUN
easat-9644	394	5	8	8	NUM
easat-9644	394	6	:	:	SYM
easat-9644	394	7	1464	1464	NUM
easat-9644	394	8	-	-	SYM
easat-9644	394	9	1497	1497	NUM
easat-9644	394	10	,	,	PUNCT
easat-9644	394	11	2025	2025	NUM
easat-9644	394	12	doi	doi	NOUN
easat-9644	394	13	:	:	PUNCT
easat-9644	394	14	10.55214/2576	10.55214/2576	NUM
easat-9644	394	15	-	-	NUM
easat-9644	394	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	394	17	©	©	PROPN
easat-9644	394	18	2025	2025	NUM
easat-9644	394	19	by	by	ADP
easat-9644	394	20	the	the	DET
easat-9644	394	21	authors	author	NOUN
easat-9644	394	22	;	;	PUNCT
easat-9644	394	23	licensee	licensee	PROPN
easat-9644	394	24	learning	learning	NOUN
easat-9644	394	25	gate	gate	VERB
easat-9644	394	26	it	it	PRON
easat-9644	394	27	aids	aid	VERB
easat-9644	394	28	in	in	ADP
easat-9644	394	29	identifying	identify	VERB
easat-9644	394	30	the	the	DET
easat-9644	394	31	most	most	ADV
easat-9644	394	32	appropriate	appropriate	ADJ
easat-9644	394	33	response	response	NOUN
easat-9644	394	34	to	to	ADP
easat-9644	394	35	a	a	DET
easat-9644	394	36	user	user	NOUN
easat-9644	394	37	's	's	PART
easat-9644	394	38	inquiry	inquiry	NOUN
easat-9644	394	39	.	.	PUNCT
easat-9644	395	1	this	this	PRON
easat-9644	395	2	implies	imply	VERB
easat-9644	395	3	that	that	SCONJ
easat-9644	395	4	the	the	DET
easat-9644	395	5	models	model	NOUN
easat-9644	395	6	to	to	PART
easat-9644	395	7	be	be	AUX
easat-9644	395	8	used	use	VERB
easat-9644	395	9	in	in	ADP
easat-9644	395	10	the	the	DET
easat-9644	395	11	kg	kg	PROPN
easat-9644	395	12	design	design	NOUN
easat-9644	395	13	must	must	AUX
easat-9644	395	14	encapsulate	encapsulate	VERB
easat-9644	395	15	the	the	DET
easat-9644	395	16	semantic	semantic	ADJ
easat-9644	395	17	links	link	NOUN
easat-9644	395	18	among	among	ADP
easat-9644	395	19	entities	entity	NOUN
easat-9644	395	20	and	and	CCONJ
easat-9644	395	21	allow	allow	VERB
easat-9644	395	22	interrogation	interrogation	NOUN
easat-9644	395	23	via	via	ADP
easat-9644	395	24	semantic	semantic	ADJ
easat-9644	395	25	search	search	NOUN
easat-9644	395	26	methods	method	NOUN
easat-9644	395	27	[	[	X
easat-9644	395	28	90	90	NUM
easat-9644	395	29	,	,	PUNCT
easat-9644	395	30	91	91	NUM
easat-9644	395	31	]	]	PUNCT
easat-9644	395	32	.	.	PUNCT
easat-9644	396	1	table	table	NOUN
easat-9644	396	2	6	6	NUM
easat-9644	396	3	summarizes	summarize	NOUN
easat-9644	396	4	different	different	ADJ
easat-9644	396	5	approaches	approach	NOUN
easat-9644	396	6	and	and	CCONJ
easat-9644	396	7	models	model	NOUN
easat-9644	396	8	to	to	PART
easat-9644	396	9	develop	develop	VERB
easat-9644	396	10	kg	kg	NOUN
easat-9644	396	11	for	for	ADP
easat-9644	396	12	question	question	NOUN
easat-9644	396	13	answering	answering	NOUN
easat-9644	396	14	,	,	PUNCT
easat-9644	396	15	information	information	NOUN
easat-9644	396	16	retrieval	retrieval	NOUN
easat-9644	396	17	,	,	PUNCT
easat-9644	396	18	and	and	CCONJ
easat-9644	396	19	semantic	semantic	ADJ
easat-9644	396	20	search	search	NOUN
easat-9644	396	21	.	.	PUNCT
easat-9644	397	1	5	5	X
easat-9644	397	2	.	.	X
easat-9644	397	3	summary	summary	NOUN
easat-9644	397	4	of	of	ADP
easat-9644	397	5	kg	kg	PROPN
easat-9644	397	6	construction	construction	NOUN
easat-9644	397	7	models	model	NOUN
easat-9644	397	8	and	and	CCONJ
easat-9644	397	9	discussion	discussion	NOUN
easat-9644	397	10	in	in	ADP
easat-9644	397	11	the	the	DET
easat-9644	397	12	previous	previous	ADJ
easat-9644	397	13	sections	section	NOUN
easat-9644	397	14	that	that	PRON
easat-9644	397	15	explored	explore	VERB
easat-9644	397	16	the	the	DET
easat-9644	397	17	architectures	architecture	NOUN
easat-9644	397	18	of	of	ADP
easat-9644	397	19	identified	identify	VERB
easat-9644	397	20	knowledge	knowledge	NOUN
easat-9644	397	21	graphs	graph	NOUN
easat-9644	397	22	designed	design	VERB
easat-9644	397	23	for	for	ADP
easat-9644	397	24	diverse	diverse	ADJ
easat-9644	397	25	purposes	purpose	NOUN
easat-9644	397	26	within	within	ADP
easat-9644	397	27	the	the	DET
easat-9644	397	28	context	context	NOUN
easat-9644	397	29	of	of	ADP
easat-9644	397	30	teaching	teaching	NOUN
easat-9644	397	31	and	and	CCONJ
easat-9644	397	32	learning	learning	NOUN
easat-9644	397	33	,	,	PUNCT
easat-9644	397	34	it	it	PRON
easat-9644	397	35	was	be	AUX
easat-9644	397	36	observed	observe	VERB
easat-9644	397	37	that	that	SCONJ
easat-9644	397	38	knowledge	knowledge	NOUN
easat-9644	397	39	graph	graph	NOUN
easat-9644	397	40	is	be	AUX
easat-9644	397	41	an	an	DET
easat-9644	397	42	area	area	NOUN
easat-9644	397	43	of	of	ADP
easat-9644	397	44	growing	grow	VERB
easat-9644	397	45	interest	interest	NOUN
easat-9644	397	46	for	for	ADP
easat-9644	397	47	powering	power	VERB
easat-9644	397	48	systems	system	NOUN
easat-9644	397	49	used	use	VERB
easat-9644	397	50	in	in	ADP
easat-9644	397	51	different	different	ADJ
easat-9644	397	52	aspects	aspect	NOUN
easat-9644	397	53	of	of	ADP
easat-9644	397	54	education	education	NOUN
easat-9644	397	55	due	due	ADP
easat-9644	397	56	to	to	ADP
easat-9644	397	57	their	their	PRON
easat-9644	397	58	ability	ability	NOUN
easat-9644	397	59	to	to	PART
easat-9644	397	60	turn	turn	VERB
easat-9644	397	61	data	datum	NOUN
easat-9644	397	62	into	into	ADP
easat-9644	397	63	machine	machine	NOUN
easat-9644	397	64	-	-	PUNCT
easat-9644	397	65	interpretable	interpretable	ADJ
easat-9644	397	66	knowledge	knowledge	NOUN
easat-9644	397	67	.	.	PUNCT
easat-9644	398	1	it	it	PRON
easat-9644	398	2	is	be	AUX
easat-9644	398	3	a	a	DET
easat-9644	398	4	perfect	perfect	ADJ
easat-9644	398	5	technology	technology	NOUN
easat-9644	398	6	for	for	ADP
easat-9644	398	7	implementing	implement	VERB
easat-9644	398	8	natural	natural	ADJ
easat-9644	398	9	language	language	NOUN
easat-9644	398	10	processing	processing	NOUN
easat-9644	398	11	systems	system	NOUN
easat-9644	398	12	.	.	PUNCT
easat-9644	399	1	the	the	DET
easat-9644	399	2	identified	identify	VERB
easat-9644	399	3	kg	kg	NOUN
easat-9644	399	4	depicted	depict	VERB
easat-9644	399	5	in	in	ADP
easat-9644	399	6	tables	table	NOUN
easat-9644	399	7	4	4	NUM
easat-9644	399	8	-	-	SYM
easat-9644	399	9	7	7	NUM
easat-9644	399	10	shows	show	VERB
easat-9644	399	11	the	the	DET
easat-9644	399	12	utilization	utilization	NOUN
easat-9644	399	13	of	of	ADP
easat-9644	399	14	kg	kg	PROPN
easat-9644	399	15	for	for	ADP
easat-9644	399	16	precision	precision	NOUN
easat-9644	399	17	teaching	teaching	NOUN
easat-9644	399	18	and	and	CCONJ
easat-9644	399	19	learning	learning	NOUN
easat-9644	399	20	.	.	PUNCT
easat-9644	400	1	these	these	DET
easat-9644	400	2	adaptive	adaptive	ADJ
easat-9644	400	3	systems	system	NOUN
easat-9644	400	4	personalize	personalize	VERB
easat-9644	400	5	and	and	CCONJ
easat-9644	400	6	recommend	recommend	VERB
easat-9644	400	7	learning	learn	VERB
easat-9644	400	8	resources	resource	NOUN
easat-9644	400	9	such	such	ADJ
easat-9644	400	10	as	as	ADP
easat-9644	400	11	learning	learn	VERB
easat-9644	400	12	objects	object	NOUN
easat-9644	400	13	,	,	PUNCT
easat-9644	400	14	curriculum	curriculum	NOUN
easat-9644	400	15	,	,	PUNCT
easat-9644	400	16	concepts	concept	NOUN
easat-9644	400	17	,	,	PUNCT
easat-9644	400	18	etc	etc	X
easat-9644	400	19	.	.	X
easat-9644	400	20	,	,	PUNCT
easat-9644	400	21	based	base	VERB
easat-9644	400	22	on	on	ADP
easat-9644	400	23	the	the	DET
easat-9644	400	24	learner	learner	NOUN
easat-9644	400	25	’s	’s	PART
easat-9644	400	26	knowledge	knowledge	NOUN
easat-9644	400	27	gaps	gap	NOUN
easat-9644	400	28	and	and	CCONJ
easat-9644	400	29	provide	provide	VERB
easat-9644	400	30	adequate	adequate	ADJ
easat-9644	400	31	,	,	PUNCT
easat-9644	400	32	timely	timely	ADJ
easat-9644	400	33	feedback	feedback	NOUN
easat-9644	400	34	.	.	PUNCT
easat-9644	401	1	kgs	kg	NOUN
easat-9644	401	2	were	be	AUX
easat-9644	401	3	also	also	ADV
easat-9644	401	4	used	use	VERB
easat-9644	401	5	for	for	ADP
easat-9644	401	6	question	question	NOUN
easat-9644	401	7	answering	answering	NOUN
easat-9644	401	8	,	,	PUNCT
easat-9644	401	9	information	information	NOUN
easat-9644	401	10	retrieval	retrieval	NOUN
easat-9644	401	11	,	,	PUNCT
easat-9644	401	12	and	and	CCONJ
easat-9644	401	13	semantic	semantic	ADJ
easat-9644	401	14	search	search	NOUN
easat-9644	401	15	,	,	PUNCT
easat-9644	401	16	which	which	PRON
easat-9644	401	17	ensures	ensure	VERB
easat-9644	401	18	that	that	SCONJ
easat-9644	401	19	learning	learn	VERB
easat-9644	401	20	inquiries	inquiry	NOUN
easat-9644	401	21	on	on	ADP
easat-9644	401	22	unclear	unclear	ADJ
easat-9644	401	23	areas	area	NOUN
easat-9644	401	24	can	can	AUX
easat-9644	401	25	be	be	AUX
easat-9644	401	26	clarified	clarify	VERB
easat-9644	401	27	.	.	PUNCT
easat-9644	402	1	with	with	ADP
easat-9644	402	2	the	the	DET
easat-9644	402	3	emphasis	emphasis	NOUN
easat-9644	402	4	of	of	ADP
easat-9644	402	5	this	this	DET
easat-9644	402	6	slr	slr	NOUN
easat-9644	402	7	being	be	AUX
easat-9644	402	8	primarily	primarily	ADV
easat-9644	402	9	on	on	ADP
easat-9644	402	10	the	the	DET
easat-9644	402	11	various	various	ADJ
easat-9644	402	12	models	model	NOUN
easat-9644	402	13	and	and	CCONJ
easat-9644	402	14	algorithms	algorithm	NOUN
easat-9644	402	15	,	,	PUNCT
easat-9644	402	16	the	the	DET
easat-9644	402	17	respective	respective	ADJ
easat-9644	402	18	authors	author	NOUN
easat-9644	402	19	of	of	ADP
easat-9644	402	20	identified	identify	VERB
easat-9644	402	21	kgs	kgs	PROPN
easat-9644	402	22	used	use	VERB
easat-9644	402	23	to	to	PART
easat-9644	402	24	design	design	VERB
easat-9644	402	25	and	and	CCONJ
easat-9644	402	26	develop	develop	VERB
easat-9644	402	27	their	their	PRON
easat-9644	402	28	kgs	kg	NOUN
easat-9644	402	29	and	and	CCONJ
easat-9644	402	30	the	the	DET
easat-9644	402	31	baseline	baseline	NOUN
easat-9644	402	32	methods	method	NOUN
easat-9644	402	33	that	that	PRON
easat-9644	402	34	were	be	AUX
easat-9644	402	35	used	use	VERB
easat-9644	402	36	to	to	PART
easat-9644	402	37	compare	compare	VERB
easat-9644	402	38	their	their	PRON
easat-9644	402	39	proposed	propose	VERB
easat-9644	402	40	models	model	NOUN
easat-9644	402	41	,	,	PUNCT
easat-9644	402	42	the	the	DET
easat-9644	402	43	most	most	ADV
easat-9644	402	44	identified	identify	VERB
easat-9644	402	45	methods	method	NOUN
easat-9644	402	46	used	use	VERB
easat-9644	402	47	are	be	AUX
easat-9644	402	48	ontology	ontology	NOUN
easat-9644	402	49	,	,	PUNCT
easat-9644	402	50	rule	rule	NOUN
easat-9644	402	51	-	-	PUNCT
easat-9644	402	52	based	base	VERB
easat-9644	402	53	approaches	approach	NOUN
easat-9644	402	54	,	,	PUNCT
easat-9644	402	55	machine	machine	NOUN
easat-9644	402	56	learning	learning	NOUN
easat-9644	402	57	,	,	PUNCT
easat-9644	402	58	and	and	CCONJ
easat-9644	402	59	deep	deep	ADJ
easat-9644	402	60	learning	learning	NOUN
easat-9644	402	61	.	.	PUNCT
easat-9644	403	1	deep	deep	ADJ
easat-9644	403	2	learning	learning	NOUN
easat-9644	403	3	is	be	AUX
easat-9644	403	4	the	the	DET
easat-9644	403	5	dominant	dominant	ADJ
easat-9644	403	6	approach	approach	NOUN
easat-9644	403	7	for	for	ADP
easat-9644	403	8	knowledge	knowledge	NOUN
easat-9644	403	9	extraction	extraction	NOUN
easat-9644	403	10	(	(	PUNCT
easat-9644	403	11	entities	entity	NOUN
easat-9644	403	12	and	and	CCONJ
easat-9644	403	13	relation	relation	NOUN
easat-9644	403	14	extraction	extraction	NOUN
easat-9644	403	15	)	)	PUNCT
easat-9644	403	16	,	,	PUNCT
easat-9644	403	17	evidenced	evidence	VERB
easat-9644	403	18	by	by	ADP
easat-9644	403	19	the	the	DET
easat-9644	403	20	frequent	frequent	ADJ
easat-9644	403	21	use	use	NOUN
easat-9644	403	22	of	of	ADP
easat-9644	403	23	deep	deep	ADJ
easat-9644	403	24	learning	learning	NOUN
easat-9644	403	25	models	model	NOUN
easat-9644	403	26	and	and	CCONJ
easat-9644	403	27	algorithms	algorithm	NOUN
easat-9644	403	28	across	across	ADP
easat-9644	403	29	the	the	DET
easat-9644	403	30	surveyed	survey	VERB
easat-9644	403	31	studies	study	NOUN
easat-9644	403	32	.	.	PUNCT
easat-9644	404	1	named	name	VERB
easat-9644	404	2	entity	entity	NOUN
easat-9644	404	3	recognition	recognition	NOUN
easat-9644	404	4	(	(	PUNCT
easat-9644	404	5	ner	ner	NOUN
easat-9644	404	6	)	)	PUNCT
easat-9644	404	7	,	,	PUNCT
easat-9644	404	8	a	a	DET
easat-9644	404	9	crucial	crucial	ADJ
easat-9644	404	10	step	step	NOUN
easat-9644	404	11	in	in	ADP
easat-9644	404	12	knowledge	knowledge	NOUN
easat-9644	404	13	extraction	extraction	NOUN
easat-9644	404	14	,	,	PUNCT
easat-9644	404	15	has	have	AUX
easat-9644	404	16	seen	see	VERB
easat-9644	404	17	a	a	DET
easat-9644	404	18	notable	notable	ADJ
easat-9644	404	19	transition	transition	NOUN
easat-9644	404	20	from	from	ADP
easat-9644	404	21	manual	manual	ADJ
easat-9644	404	22	curation	curation	NOUN
easat-9644	404	23	to	to	ADP
easat-9644	404	24	conventional	conventional	ADJ
easat-9644	404	25	machine	machine	NOUN
easat-9644	404	26	learning	learn	VERB
easat-9644	404	27	techniques	technique	NOUN
easat-9644	404	28	and	and	CCONJ
easat-9644	404	29	rule	rule	NOUN
easat-9644	404	30	-	-	PUNCT
easat-9644	404	31	based	base	VERB
easat-9644	404	32	approaches	approach	NOUN
easat-9644	404	33	and	and	CCONJ
easat-9644	404	34	is	be	AUX
easat-9644	404	35	now	now	ADV
easat-9644	404	36	dominated	dominate	VERB
easat-9644	404	37	by	by	ADP
easat-9644	404	38	deep	deep	ADJ
easat-9644	404	39	learning	learning	NOUN
easat-9644	404	40	models	model	NOUN
easat-9644	404	41	.	.	PUNCT
easat-9644	405	1	the	the	DET
easat-9644	405	2	cited	cite	VERB
easat-9644	405	3	studies	study	NOUN
easat-9644	405	4	regularly	regularly	ADV
easat-9644	405	5	emphasize	emphasize	VERB
easat-9644	405	6	the	the	DET
easat-9644	405	7	efficacy	efficacy	NOUN
easat-9644	405	8	of	of	ADP
easat-9644	405	9	deep	deep	ADJ
easat-9644	405	10	learning	learning	NOUN
easat-9644	405	11	models	model	NOUN
easat-9644	405	12	such	such	ADJ
easat-9644	405	13	as	as	ADP
easat-9644	405	14	bert	bert	NOUN
easat-9644	405	15	,	,	PUNCT
easat-9644	405	16	bilstm	bilstm	NOUN
easat-9644	405	17	,	,	PUNCT
easat-9644	405	18	and	and	CCONJ
easat-9644	405	19	crf	crf	PROPN
easat-9644	405	20	in	in	ADP
easat-9644	405	21	named	name	VERB
easat-9644	405	22	entity	entity	NOUN
easat-9644	405	23	recognition	recognition	NOUN
easat-9644	405	24	tasks	task	NOUN
easat-9644	405	25	,	,	PUNCT
easat-9644	405	26	ascribing	ascribe	VERB
easat-9644	405	27	deep	deep	ADJ
easat-9644	405	28	learning	learning	NOUN
easat-9644	405	29	's	's	PART
easat-9644	405	30	capability	capability	NOUN
easat-9644	405	31	in	in	ADP
easat-9644	405	32	identifying	identify	VERB
easat-9644	405	33	intricate	intricate	ADJ
easat-9644	405	34	linguistic	linguistic	ADJ
easat-9644	405	35	patterns	pattern	NOUN
easat-9644	405	36	to	to	PART
easat-9644	405	37	attain	attain	VERB
easat-9644	405	38	superior	superior	ADJ
easat-9644	405	39	performance	performance	NOUN
easat-9644	405	40	over	over	ADP
easat-9644	405	41	other	other	ADJ
easat-9644	405	42	methods	method	NOUN
easat-9644	405	43	[	[	X
easat-9644	405	44	92	92	NUM
easat-9644	405	45	]	]	PUNCT
easat-9644	405	46	.	.	PUNCT
easat-9644	406	1	sometimes	sometimes	ADV
easat-9644	406	2	,	,	PUNCT
easat-9644	406	3	these	these	DET
easat-9644	406	4	models	model	NOUN
easat-9644	406	5	were	be	AUX
easat-9644	406	6	hybridized	hybridize	VERB
easat-9644	406	7	to	to	PART
easat-9644	406	8	achieve	achieve	VERB
easat-9644	406	9	the	the	DET
easat-9644	406	10	utmost	utmost	ADJ
easat-9644	406	11	accuracy	accuracy	NOUN
easat-9644	406	12	and	and	CCONJ
easat-9644	406	13	precision	precision	NOUN
easat-9644	406	14	.	.	PUNCT
easat-9644	407	1	deep	deep	ADJ
easat-9644	407	2	learning	learning	NOUN
easat-9644	407	3	architectures	architecture	NOUN
easat-9644	407	4	such	such	ADJ
easat-9644	407	5	as	as	ADP
easat-9644	407	6	bert	bert	PROPN
easat-9644	407	7	and	and	CCONJ
easat-9644	407	8	cnn	cnn	PROPN
easat-9644	407	9	also	also	ADV
easat-9644	407	10	greatly	greatly	ADV
easat-9644	407	11	enhance	enhance	VERB
easat-9644	407	12	relative	relative	ADJ
easat-9644	407	13	extraction	extraction	NOUN
easat-9644	407	14	.	.	PUNCT
easat-9644	408	1	sources	source	NOUN
easat-9644	408	2	show	show	VERB
easat-9644	408	3	that	that	SCONJ
easat-9644	408	4	bert	bert	NOUN
easat-9644	408	5	-	-	PUNCT
easat-9644	408	6	based	base	VERB
easat-9644	408	7	models	model	NOUN
easat-9644	408	8	occasionally	occasionally	ADV
easat-9644	408	9	integrate	integrate	VERB
easat-9644	408	10	with	with	ADP
easat-9644	408	11	other	other	ADJ
easat-9644	408	12	architectures	architecture	NOUN
easat-9644	408	13	,	,	PUNCT
easat-9644	408	14	such	such	ADJ
easat-9644	408	15	as	as	ADP
easat-9644	408	16	bigru	bigru	NOUN
easat-9644	408	17	and	and	CCONJ
easat-9644	408	18	crf	crf	NOUN
easat-9644	408	19	,	,	PUNCT
easat-9644	408	20	which	which	PRON
easat-9644	408	21	are	be	AUX
easat-9644	408	22	exceptionally	exceptionally	ADV
easat-9644	408	23	effective	effective	ADJ
easat-9644	408	24	for	for	ADP
easat-9644	408	25	relation	relation	NOUN
easat-9644	408	26	extraction	extraction	NOUN
easat-9644	408	27	due	due	ADP
easat-9644	408	28	to	to	ADP
easat-9644	408	29	their	their	PRON
easat-9644	408	30	ability	ability	NOUN
easat-9644	408	31	to	to	PART
easat-9644	408	32	model	model	VERB
easat-9644	408	33	complex	complex	ADJ
easat-9644	408	34	relationships	relationship	NOUN
easat-9644	408	35	between	between	ADP
easat-9644	408	36	entities	entity	NOUN
easat-9644	408	37	,	,	PUNCT
easat-9644	408	38	frequently	frequently	ADV
easat-9644	408	39	surpassing	surpass	VERB
easat-9644	408	40	conventional	conventional	ADJ
easat-9644	408	41	methods	method	NOUN
easat-9644	408	42	[	[	X
easat-9644	408	43	54	54	NUM
easat-9644	408	44	,	,	PUNCT
easat-9644	408	45	92	92	NUM
easat-9644	408	46	]	]	PUNCT
easat-9644	408	47	.	.	PUNCT
easat-9644	409	1	in	in	ADP
easat-9644	409	2	most	most	ADJ
easat-9644	409	3	kg	kg	NOUN
easat-9644	409	4	development	development	NOUN
easat-9644	409	5	,	,	PUNCT
easat-9644	409	6	the	the	DET
easat-9644	409	7	knowledge	knowledge	NOUN
easat-9644	409	8	extraction	extraction	NOUN
easat-9644	409	9	phase	phase	NOUN
easat-9644	409	10	(	(	PUNCT
easat-9644	409	11	entity	entity	NOUN
easat-9644	409	12	,	,	PUNCT
easat-9644	409	13	relation	relation	NOUN
easat-9644	409	14	)	)	PUNCT
easat-9644	409	15	is	be	AUX
easat-9644	409	16	followed	follow	VERB
easat-9644	409	17	by	by	ADP
easat-9644	409	18	a	a	DET
easat-9644	409	19	form	form	NOUN
easat-9644	409	20	of	of	ADP
easat-9644	409	21	knowledge	knowledge	NOUN
easat-9644	409	22	fusion	fusion	NOUN
easat-9644	409	23	and	and	CCONJ
easat-9644	409	24	embedding	embed	VERB
easat-9644	409	25	,	,	PUNCT
easat-9644	409	26	depending	depend	VERB
easat-9644	409	27	on	on	ADP
easat-9644	409	28	the	the	DET
easat-9644	409	29	specific	specific	ADJ
easat-9644	409	30	purpose	purpose	NOUN
easat-9644	409	31	of	of	ADP
easat-9644	409	32	the	the	DET
easat-9644	409	33	kg	kg	PROPN
easat-9644	409	34	application	application	NOUN
easat-9644	409	35	.	.	PUNCT
easat-9644	410	1	for	for	ADP
easat-9644	410	2	instance	instance	NOUN
easat-9644	410	3	,	,	PUNCT
easat-9644	410	4	in	in	ADP
easat-9644	410	5	some	some	DET
easat-9644	410	6	kgs	kgs	NOUN
easat-9644	410	7	for	for	ADP
easat-9644	410	8	recommendations	recommendation	NOUN
easat-9644	410	9	,	,	PUNCT
easat-9644	410	10	knowledge	knowledge	NOUN
easat-9644	410	11	graph	graph	NOUN
easat-9644	410	12	embedding	embed	VERB
easat-9644	410	13	(	(	PUNCT
easat-9644	410	14	kge	kge	NOUN
easat-9644	410	15	)	)	PUNCT
easat-9644	410	16	,	,	PUNCT
easat-9644	410	17	which	which	PRON
easat-9644	410	18	learns	learn	VERB
easat-9644	410	19	and	and	CCONJ
easat-9644	410	20	utilizes	utilize	VERB
easat-9644	410	21	dense	dense	ADJ
easat-9644	410	22	vectors	vector	NOUN
easat-9644	410	23	in	in	ADP
easat-9644	410	24	a	a	DET
easat-9644	410	25	high	high	ADJ
easat-9644	410	26	-	-	PUNCT
easat-9644	410	27	dimensional	dimensional	ADJ
easat-9644	410	28	space	space	NOUN
easat-9644	410	29	for	for	ADP
easat-9644	410	30	entities	entity	NOUN
easat-9644	410	31	and	and	CCONJ
easat-9644	410	32	relations	relation	NOUN
easat-9644	410	33	representation	representation	NOUN
easat-9644	410	34	,	,	PUNCT
easat-9644	410	35	is	be	AUX
easat-9644	410	36	employed	employ	VERB
easat-9644	410	37	to	to	PART
easat-9644	410	38	calculate	calculate	VERB
easat-9644	410	39	the	the	DET
easat-9644	410	40	semantic	semantic	ADJ
easat-9644	410	41	similarities	similarity	NOUN
easat-9644	410	42	between	between	ADP
easat-9644	410	43	users	user	NOUN
easat-9644	410	44	and	and	CCONJ
easat-9644	410	45	the	the	DET
easat-9644	410	46	resources	resource	NOUN
easat-9644	410	47	,	,	PUNCT
easat-9644	410	48	thereby	thereby	ADV
easat-9644	410	49	,	,	PUNCT
easat-9644	410	50	facilitating	facilitate	VERB
easat-9644	410	51	diverse	diverse	ADJ
easat-9644	410	52	downstream	downstream	ADJ
easat-9644	410	53	tasks	task	NOUN
easat-9644	410	54	such	such	ADJ
easat-9644	410	55	as	as	ADP
easat-9644	410	56	knowledge	knowledge	NOUN
easat-9644	410	57	graph	graph	NOUN
easat-9644	410	58	completion	completion	NOUN
easat-9644	410	59	,	,	PUNCT
easat-9644	410	60	relation	relation	NOUN
easat-9644	410	61	prediction	prediction	NOUN
easat-9644	410	62	,	,	PUNCT
easat-9644	410	63	and	and	CCONJ
easat-9644	410	64	link	link	NOUN
easat-9644	410	65	prediction	prediction	NOUN
easat-9644	410	66	.	.	PUNCT
easat-9644	411	1	these	these	DET
easat-9644	411	2	models	model	NOUN
easat-9644	411	3	can	can	AUX
easat-9644	411	4	predict	predict	VERB
easat-9644	411	5	links	link	NOUN
easat-9644	411	6	between	between	ADP
easat-9644	411	7	users	user	NOUN
easat-9644	411	8	and	and	CCONJ
easat-9644	411	9	resources	resource	NOUN
easat-9644	411	10	or	or	CCONJ
easat-9644	411	11	any	any	DET
easat-9644	411	12	other	other	ADJ
easat-9644	411	13	outputs	output	NOUN
easat-9644	411	14	they	they	PRON
easat-9644	411	15	might	might	AUX
easat-9644	411	16	be	be	AUX
easat-9644	411	17	interested	interested	ADJ
easat-9644	411	18	in	in	ADP
easat-9644	411	19	,	,	PUNCT
easat-9644	411	20	forming	form	VERB
easat-9644	411	21	the	the	DET
easat-9644	411	22	basis	basis	NOUN
easat-9644	411	23	for	for	ADP
easat-9644	411	24	recommendations	recommendation	NOUN
easat-9644	411	25	.	.	PUNCT
easat-9644	412	1	1486	1486	NUM
easat-9644	412	2	edelweiss	edelweiss	PROPN
easat-9644	412	3	applied	apply	VERB
easat-9644	412	4	science	science	NOUN
easat-9644	412	5	and	and	CCONJ
easat-9644	412	6	technology	technology	NOUN
easat-9644	412	7	issn	issn	PROPN
easat-9644	412	8	:	:	PUNCT
easat-9644	412	9	2576	2576	NUM
easat-9644	412	10	-	-	SYM
easat-9644	412	11	8484	8484	NUM
easat-9644	412	12	vol	vol	NOUN
easat-9644	412	13	.	.	PROPN
easat-9644	413	1	9	9	NUM
easat-9644	413	2	,	,	PUNCT
easat-9644	413	3	no	no	INTJ
easat-9644	413	4	.	.	NOUN
easat-9644	413	5	8	8	NUM
easat-9644	413	6	:	:	SYM
easat-9644	413	7	1464	1464	NUM
easat-9644	413	8	-	-	SYM
easat-9644	413	9	1497	1497	NUM
easat-9644	413	10	,	,	PUNCT
easat-9644	413	11	2025	2025	NUM
easat-9644	413	12	doi	doi	NOUN
easat-9644	413	13	:	:	PUNCT
easat-9644	413	14	10.55214/2576	10.55214/2576	NUM
easat-9644	413	15	-	-	NUM
easat-9644	413	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	413	17	©	©	PROPN
easat-9644	413	18	2025	2025	NUM
easat-9644	413	19	by	by	ADP
easat-9644	413	20	the	the	DET
easat-9644	413	21	authors	author	NOUN
easat-9644	413	22	;	;	PUNCT
easat-9644	413	23	licensee	licensee	PROPN
easat-9644	413	24	learning	learn	VERB
easat-9644	413	25	gate	gate	NOUN
easat-9644	413	26	table	table	NOUN
easat-9644	413	27	6	6	NUM
easat-9644	413	28	.	.	PUNCT
easat-9644	413	29	selected	select	VERB
easat-9644	413	30	kg	kg	NOUN
easat-9644	413	31	for	for	ADP
easat-9644	413	32	question	question	NOUN
easat-9644	413	33	answering	answering	NOUN
easat-9644	413	34	,	,	PUNCT
easat-9644	413	35	semantic	semantic	ADJ
easat-9644	413	36	search	search	NOUN
easat-9644	413	37	,	,	PUNCT
easat-9644	413	38	and	and	CCONJ
easat-9644	413	39	information	information	NOUN
easat-9644	413	40	retrieval	retrieval	NOUN
easat-9644	413	41	.	.	PUNCT
easat-9644	414	1	refs	ref	NOUN
easat-9644	414	2	kg	kg	X
easat-9644	414	3	specific	specific	ADJ
easat-9644	414	4	purpose	purpose	NOUN
easat-9644	414	5	knowledge	knowledge	NOUN
easat-9644	414	6	domain	domain	NOUN
easat-9644	414	7	/	/	SYM
easat-9644	414	8	subject	subject	NOUN
easat-9644	414	9	dataset(s	dataset(s	NOUN
easat-9644	414	10	)	)	PUNCT
easat-9644	414	11	nature	nature	NOUN
easat-9644	414	12	of	of	ADP
easat-9644	414	13	data	datum	NOUN
easat-9644	414	14	kg	kg	PROPN
easat-9644	414	15	data	data	PROPN
easat-9644	414	16	model	model	NOUN
easat-9644	414	17	construction	construction	PROPN
easat-9644	414	18	model(s	model(s	PROPN
easat-9644	414	19	)	)	PUNCT
easat-9644	414	20	or	or	CCONJ
easat-9644	414	21	algorithm(s	algorithm(s	PROPN
easat-9644	414	22	)	)	PUNCT
easat-9644	414	23	baseline	baseline	PROPN
easat-9644	414	24	model(s	model(s	PROPN
easat-9644	414	25	)	)	PUNCT
easat-9644	414	26	evaluation	evaluation	NOUN
easat-9644	414	27	metrics	metric	NOUN
easat-9644	414	28	limitations	limitation	NOUN
easat-9644	414	29	zhang	zhang	PROPN
easat-9644	414	30	,	,	PUNCT
easat-9644	414	31	et	et	PROPN
easat-9644	414	32	al	al	PROPN
easat-9644	414	33	.	.	PUNCT
easat-9644	415	1	[	[	X
easat-9644	415	2	23	23	NUM
easat-9644	415	3	]	]	X
easat-9644	415	4	facilitation	facilitation	NOUN
easat-9644	415	5	of	of	ADP
easat-9644	415	6	precise	precise	ADJ
easat-9644	415	7	answers	answer	NOUN
easat-9644	415	8	to	to	ADP
easat-9644	415	9	medical	medical	ADJ
easat-9644	415	10	inquiries	inquiry	NOUN
easat-9644	415	11	in	in	ADP
easat-9644	415	12	the	the	DET
easat-9644	415	13	chinese	chinese	ADJ
easat-9644	415	14	language	language	NOUN
easat-9644	415	15	and	and	CCONJ
easat-9644	415	16	furnishing	furnish	VERB
easat-9644	415	17	users	user	NOUN
easat-9644	415	18	with	with	ADP
easat-9644	415	19	dependable	dependable	ADJ
easat-9644	415	20	medical	medical	ADJ
easat-9644	415	21	information	information	NOUN
easat-9644	415	22	.	.	PUNCT
easat-9644	416	1	healthcare	healthcare	PROPN
easat-9644	416	2	ehrs	ehrs	PROPN
easat-9644	416	3	and	and	CCONJ
easat-9644	416	4	the	the	DET
easat-9644	416	5	39	39	NUM
easat-9644	416	6	health	health	NOUN
easat-9644	416	7	network	network	NOUN
easat-9644	416	8	,	,	PUNCT
easat-9644	416	9	semistructured	semistructure	VERB
easat-9644	416	10	owl	owl	NOUN
easat-9644	416	11	ontology	ontology	NOUN
easat-9644	417	1	bootstrapping	bootstrappe	VERB
easat-9644	417	2	annotation	annotation	NOUN
easat-9644	417	3	dnn	dnn	PROPN
easat-9644	417	4	context	context	PROPN
easat-9644	417	5	bridges	bridge	NOUN
easat-9644	417	6	memnn	memnn	VERB
easat-9644	417	7	cnn	cnn	PROPN
easat-9644	417	8	bi	bi	ADJ
easat-9644	417	9	-	-	ADJ
easat-9644	417	10	lstm+crf	lstm+crf	ADJ
easat-9644	417	11	svm	svm	ADJ
easat-9644	417	12	decision	decision	NOUN
easat-9644	417	13	tree	tree	NOUN
easat-9644	417	14	crf	crf	PROPN
easat-9644	417	15	bi	bi	PROPN
easat-9644	417	16	-	-	ADJ
easat-9644	417	17	lstm	lstm	ADJ
easat-9644	417	18	bi	bi	NOUN
easat-9644	417	19	-	-	ADJ
easat-9644	417	20	lstm+crf	lstm+crf	NOUN
easat-9644	417	21	(	(	PUNCT
easat-9644	417	22	w/o	w/o	ADP
easat-9644	417	23	context	context	PROPN
easat-9644	417	24	bridge	bridge	PROPN
easat-9644	417	25	)	)	PUNCT
easat-9644	417	26	bert	bert	PROPN
easat-9644	417	27	(	(	PUNCT
easat-9644	417	28	svmclassifier	svmclassifier	PROPN
easat-9644	417	29	)	)	PUNCT
easat-9644	417	30	attention+bi	attention+bi	ADJ
easat-9644	417	31	-	-	PUNCT
easat-9644	417	32	lstm	lstm	ADJ
easat-9644	417	33	precision	precision	NOUN
easat-9644	417	34	and	and	CCONJ
easat-9644	417	35	f1	f1	NOUN
easat-9644	417	36	score	score	NOUN
easat-9644	417	37	shortage	shortage	NOUN
easat-9644	417	38	of	of	ADP
easat-9644	417	39	data	datum	NOUN
easat-9644	417	40	with	with	ADP
easat-9644	417	41	good	good	ADJ
easat-9644	417	42	quality	quality	NOUN
easat-9644	417	43	and	and	CCONJ
easat-9644	417	44	availability	availability	NOUN
easat-9644	417	45	;	;	PUNCT
easat-9644	417	46	complexity	complexity	NOUN
easat-9644	417	47	of	of	ADP
easat-9644	417	48	medical	medical	ADJ
easat-9644	417	49	languages	language	NOUN
easat-9644	417	50	and	and	CCONJ
easat-9644	417	51	dependence	dependence	NOUN
easat-9644	417	52	on	on	ADP
easat-9644	417	53	knowledge	knowledge	NOUN
easat-9644	417	54	base	base	NOUN
easat-9644	417	55	;	;	PUNCT
easat-9644	417	56	kg	kg	NUM
easat-9644	417	57	evaluation	evaluation	NOUN
easat-9644	417	58	is	be	AUX
easat-9644	417	59	limited	limit	VERB
easat-9644	417	60	to	to	ADP
easat-9644	417	61	precision	precision	NOUN
easat-9644	417	62	and	and	CCONJ
easat-9644	417	63	f1	f1	NOUN
easat-9644	417	64	score	score	NOUN
easat-9644	417	65	veena	veena	NOUN
easat-9644	417	66	,	,	PUNCT
easat-9644	417	67	et	et	PROPN
easat-9644	417	68	al	al	PROPN
easat-9644	417	69	.	.	PUNCT
easat-9644	418	1	[	[	X
easat-9644	418	2	92	92	NUM
easat-9644	418	3	]	]	PUNCT
easat-9644	418	4	to	to	PART
easat-9644	418	5	assist	assist	VERB
easat-9644	418	6	farmers	farmer	NOUN
easat-9644	418	7	with	with	ADP
easat-9644	418	8	inquiries	inquiry	NOUN
easat-9644	418	9	concerning	concern	VERB
easat-9644	418	10	different	different	ADJ
easat-9644	418	11	agricultural	agricultural	ADJ
easat-9644	418	12	practices	practice	NOUN
easat-9644	418	13	,	,	PUNCT
easat-9644	418	14	disease	disease	NOUN
easat-9644	418	15	control	control	NOUN
easat-9644	418	16	,	,	PUNCT
easat-9644	418	17	and	and	CCONJ
easat-9644	418	18	high	high	ADJ
easat-9644	418	19	productivity	productivity	NOUN
easat-9644	418	20	agriculture	agriculture	NOUN
easat-9644	418	21	self	self	NOUN
easat-9644	418	22	-	-	PUNCT
easat-9644	418	23	curated	curate	VERB
easat-9644	418	24	corpus	corpus	NOUN
easat-9644	418	25	from	from	ADP
easat-9644	418	26	agriculture	agriculture	NOUN
easat-9644	418	27	websites	website	NOUN
easat-9644	418	28	(	(	PUNCT
easat-9644	418	29	30,000	30,000	NUM
easat-9644	418	30	sentences	sentence	NOUN
easat-9644	418	31	)	)	PUNCT
easat-9644	418	32	unstructured	unstructure	VERB
easat-9644	418	33	na	na	ADP
easat-9644	418	34	semi	semi	ADJ
easat-9644	418	35	-	-	ADJ
easat-9644	418	36	supervised	supervised	ADJ
easat-9644	418	37	ner	ner	NOUN
easat-9644	418	38	,	,	PUNCT
easat-9644	418	39	bootstrapping	bootstrapping	NOUN
easat-9644	418	40	,	,	PUNCT
easat-9644	418	41	dependency	dependency	NOUN
easat-9644	418	42	parsing	parsing	NOUN
easat-9644	418	43	,	,	PUNCT
easat-9644	418	44	extended	extended	ADJ
easat-9644	418	45	bert	bert	PROPN
easat-9644	418	46	,	,	PUNCT
easat-9644	418	47	lda	lda	PROPN
easat-9644	418	48	,	,	PUNCT
easat-9644	418	49	tucker	tucker	PROPN
easat-9644	418	50	na	na	PART
easat-9644	418	51	accuracy	accuracy	NOUN
easat-9644	418	52	,	,	PUNCT
easat-9644	418	53	precision	precision	NOUN
easat-9644	418	54	,	,	PUNCT
easat-9644	418	55	recall	recall	NOUN
easat-9644	418	56	,	,	PUNCT
easat-9644	418	57	and	and	CCONJ
easat-9644	418	58	f1	f1	NOUN
easat-9644	418	59	-	-	PUNCT
easat-9644	418	60	score	score	NOUN
easat-9644	418	61	hits@n	hits@n	NOUN
easat-9644	418	62	,	,	PUNCT
easat-9644	418	63	mean	mean	VERB
easat-9644	418	64	reciprocal	reciprocal	ADJ
easat-9644	418	65	rank	rank	NOUN
easat-9644	418	66	,	,	PUNCT
easat-9644	418	67	and	and	CCONJ
easat-9644	418	68	mean	mean	VERB
easat-9644	418	69	rank	rank	NOUN
easat-9644	418	70	lack	lack	NOUN
easat-9644	418	71	of	of	ADP
easat-9644	418	72	benchmark	benchmark	NOUN
easat-9644	418	73	datasets	dataset	NOUN
easat-9644	418	74	in	in	ADP
easat-9644	418	75	the	the	DET
easat-9644	418	76	agriculture	agriculture	NOUN
easat-9644	418	77	domain	domain	NOUN
easat-9644	418	78	;	;	PUNCT
easat-9644	418	79	dependency	dependency	NOUN
easat-9644	418	80	parse	parse	NOUN
easat-9644	418	81	may	may	AUX
easat-9644	418	82	produce	produce	VERB
easat-9644	418	83	errors	error	NOUN
easat-9644	418	84	with	with	ADP
easat-9644	418	85	out	out	ADV
easat-9644	418	86	-	-	PUNCT
easat-9644	418	87	of	of	ADP
easat-9644	418	88	-	-	PUNCT
easat-9644	418	89	vocabulary	vocabulary	ADJ
easat-9644	418	90	words	word	NOUN
easat-9644	418	91	;	;	PUNCT
easat-9644	418	92	the	the	DET
easat-9644	418	93	study	study	NOUN
easat-9644	418	94	does	do	AUX
easat-9644	418	95	not	not	PART
easat-9644	418	96	explore	explore	VERB
easat-9644	418	97	the	the	DET
easat-9644	418	98	system	system	NOUN
easat-9644	418	99	scalability	scalability	NOUN
easat-9644	418	100	for	for	ADP
easat-9644	418	101	a	a	DET
easat-9644	418	102	larger	large	ADJ
easat-9644	418	103	dataset	dataset	NOUN
easat-9644	418	104	cheng	cheng	PROPN
easat-9644	419	1	[	[	X
easat-9644	419	2	80	80	NUM
easat-9644	419	3	]	]	PUNCT
easat-9644	419	4	for	for	ADP
easat-9644	419	5	qa	qa	PROPN
easat-9644	419	6	and	and	CCONJ
easat-9644	419	7	ir	ir	PROPN
easat-9644	419	8	that	that	PRON
easat-9644	419	9	could	could	AUX
easat-9644	419	10	assist	assist	VERB
easat-9644	419	11	programmers	programmer	NOUN
easat-9644	419	12	with	with	ADP
easat-9644	419	13	technical	technical	ADJ
easat-9644	419	14	questions	question	NOUN
easat-9644	419	15	and	and	CCONJ
easat-9644	419	16	c	c	NOUN
easat-9644	419	17	programming	programming	NOUN
easat-9644	419	18	concepts	concept	NOUN
easat-9644	419	19	.	.	PUNCT
easat-9644	420	1	c	c	PROPN
easat-9644	420	2	programming	programming	NOUN
easat-9644	420	3	language	language	NOUN
easat-9644	420	4	c	c	PROPN
easat-9644	420	5	programming	programming	NOUN
easat-9644	420	6	textbooks	textbook	NOUN
easat-9644	420	7	,	,	PUNCT
easat-9644	420	8	papers	paper	NOUN
easat-9644	420	9	,	,	PUNCT
easat-9644	420	10	multimedia	multimedia	NOUN
easat-9644	420	11	,	,	PUNCT
easat-9644	420	12	syllabi	syllabus	NOUN
easat-9644	420	13	,	,	PUNCT
easat-9644	420	14	etc	etc	X
easat-9644	420	15	.	.	X
easat-9644	421	1	structured	structured	ADJ
easat-9644	421	2	and	and	CCONJ
easat-9644	421	3	unstructured	unstructured	ADJ
easat-9644	421	4	property	property	NOUN
easat-9644	421	5	graph	graph	NOUN
easat-9644	421	6	ontology	ontology	NOUN
easat-9644	421	7	construction	construction	NOUN
easat-9644	421	8	na	na	NOUN
easat-9644	421	9	na	na	ADP
easat-9644	421	10	detailed	detailed	ADJ
easat-9644	421	11	evaluation	evaluation	NOUN
easat-9644	421	12	metrics	metric	NOUN
easat-9644	421	13	or	or	CCONJ
easat-9644	421	14	benchmarks	benchmark	NOUN
easat-9644	421	15	are	be	AUX
easat-9644	421	16	not	not	PART
easat-9644	421	17	provided	provide	VERB
easat-9644	421	18	;	;	PUNCT
easat-9644	421	19	scope	scope	NOUN
easat-9644	421	20	of	of	ADP
easat-9644	421	21	datasets	dataset	NOUN
easat-9644	421	22	is	be	AUX
easat-9644	421	23	limited	limit	VERB
easat-9644	421	24	to	to	ADP
easat-9644	421	25	c	c	PROPN
easat-9644	421	26	programming	programming	NOUN
easat-9644	421	27	;	;	PUNCT
easat-9644	421	28	user	user	NOUN
easat-9644	421	29	interaction	interaction	NOUN
easat-9644	421	30	with	with	ADP
easat-9644	421	31	the	the	DET
easat-9644	421	32	qa	qa	PROPN
easat-9644	421	33	system	system	NOUN
easat-9644	421	34	may	may	AUX
easat-9644	421	35	depend	depend	VERB
easat-9644	421	36	on	on	ADP
easat-9644	421	37	users	user	NOUN
easat-9644	421	38	’	’	PART
easat-9644	421	39	query	query	NOUN
easat-9644	421	40	formulation	formulation	NOUN
easat-9644	421	41	approach	approach	NOUN
easat-9644	421	42	.	.	PUNCT
easat-9644	422	1	li	li	PROPN
easat-9644	423	1	[	[	X
easat-9644	423	2	93	93	NUM
easat-9644	423	3	]	]	PUNCT
easat-9644	423	4	a	a	DET
easat-9644	423	5	framework	framework	NOUN
easat-9644	423	6	for	for	ADP
easat-9644	423	7	enhancing	enhance	VERB
easat-9644	423	8	the	the	DET
easat-9644	423	9	accuracy	accuracy	NOUN
easat-9644	423	10	and	and	CCONJ
easat-9644	423	11	efficiency	efficiency	NOUN
easat-9644	423	12	of	of	ADP
easat-9644	423	13	responses	response	NOUN
easat-9644	423	14	to	to	ADP
easat-9644	423	15	questions	question	NOUN
easat-9644	423	16	by	by	ADP
easat-9644	423	17	utilizing	utilize	VERB
easat-9644	423	18	the	the	DET
easat-9644	423	19	reasoning	reasoning	NOUN
easat-9644	423	20	abilities	ability	NOUN
easat-9644	423	21	of	of	ADP
easat-9644	423	22	large	large	ADJ
easat-9644	423	23	language	language	NOUN
easat-9644	423	24	models	model	NOUN
easat-9644	423	25	.	.	PUNCT
easat-9644	424	1	general	general	ADJ
easat-9644	424	2	knowledge	knowledge	NOUN
easat-9644	424	3	(	(	PUNCT
easat-9644	424	4	using	use	VERB
easat-9644	424	5	wikidata	wikidata	NOUN
easat-9644	424	6	as	as	ADP
easat-9644	424	7	the	the	DET
easat-9644	424	8	knowledge	knowledge	NOUN
easat-9644	424	9	base	base	NOUN
easat-9644	424	10	)	)	PUNCT
easat-9644	424	11	lc	lc	NOUN
easat-9644	424	12	-	-	PUNCT
easat-9644	424	13	quad	quad	NOUN
easat-9644	424	14	2.0	2.0	NUM
easat-9644	424	15	and	and	CCONJ
easat-9644	424	16	webqsp	webqsp	VERB
easat-9644	424	17	dataset	dataset	VERB
easat-9644	424	18	structured	structure	VERB
easat-9644	424	19	rdfs	rdfs	NOUN
easat-9644	424	20	(	(	PUNCT
easat-9644	424	21	implied	implied	ADJ
easat-9644	424	22	)	)	PUNCT
easat-9644	424	23	schema	schema	NOUN
easat-9644	424	24	tree	tree	NOUN
easat-9644	424	25	mrc	mrc	NOUN
easat-9644	424	26	:	:	PUNCT
easat-9644	424	27	tase_io	tase_io	NOUN
easat-9644	424	28	+	+	CCONJ
easat-9644	424	29	sse	sse	PROPN
easat-9644	424	30	jointgt	jointgt	PROPN
easat-9644	424	31	qanswer	qanswer	PROPN
easat-9644	424	32	,	,	PUNCT
easat-9644	424	33	platypus	platypus	NOUN
easat-9644	424	34	graft	graft	NOUN
easat-9644	424	35	-	-	PUNCT
easat-9644	424	36	net	net	NOUN
easat-9644	424	37	,	,	PUNCT
easat-9644	424	38	pullnet	pullnet	NOUN
easat-9644	424	39	uniqorn	uniqorn	ADJ
easat-9644	424	40	,	,	PUNCT
easat-9644	424	41	embedkgqa	embedkgqa	ADJ
easat-9644	424	42	,	,	PUNCT
easat-9644	424	43	and	and	CCONJ
easat-9644	424	44	nsm	nsm	PROPN
easat-9644	424	45	hits@1	hits@1	PROPN
easat-9644	424	46	hits@5	hits@5	PROPN
easat-9644	424	47	limited	limit	VERB
easat-9644	424	48	to	to	ADP
easat-9644	424	49	answering	answer	VERB
easat-9644	424	50	simple	simple	ADJ
easat-9644	424	51	factual	factual	ADJ
easat-9644	424	52	questions	question	NOUN
easat-9644	424	53	and	and	CCONJ
easat-9644	424	54	may	may	AUX
easat-9644	424	55	not	not	PART
easat-9644	424	56	be	be	AUX
easat-9644	424	57	effective	effective	ADJ
easat-9644	424	58	for	for	ADP
easat-9644	424	59	complex	complex	ADJ
easat-9644	424	60	reasoning	reasoning	NOUN
easat-9644	424	61	;	;	PUNCT
easat-9644	424	62	the	the	DET
easat-9644	424	63	study	study	NOUN
easat-9644	424	64	does	do	AUX
easat-9644	424	65	not	not	PART
easat-9644	424	66	explore	explore	VERB
easat-9644	424	67	the	the	DET
easat-9644	424	68	scalability	scalability	NOUN
easat-9644	424	69	of	of	ADP
easat-9644	424	70	the	the	DET
easat-9644	424	71	approach	approach	NOUN
easat-9644	424	72	to	to	ADP
easat-9644	424	73	larger	large	ADJ
easat-9644	424	74	knowledge	knowledge	NOUN
easat-9644	424	75	bases	basis	NOUN
easat-9644	424	76	.	.	PUNCT
easat-9644	425	1	lan	lan	PROPN
easat-9644	425	2	,	,	PUNCT
easat-9644	425	3	et	et	PROPN
easat-9644	425	4	al	al	PROPN
easat-9644	425	5	.	.	PUNCT
easat-9644	425	6	to	to	PART
easat-9644	425	7	facilitate	facilitate	VERB
easat-9644	425	8	the	the	DET
easat-9644	425	9	chinese	chinese	ADJ
easat-9644	425	10	recipes	recipe	NOUN
easat-9644	425	11	duie1.0	duie1.0	PUNCT
easat-9644	425	12	unstructured	unstructure	VERB
easat-9644	425	13	na	na	ADP
easat-9644	425	14	bert	bert	NOUN
easat-9644	425	15	+	+	CCONJ
easat-9644	425	16	adversarial	adversarial	ADJ
easat-9644	425	17	bert	bert	NOUN
easat-9644	425	18	+	+	CCONJ
easat-9644	425	19	bi	bi	ADJ
easat-9644	425	20	-	-	ADJ
easat-9644	425	21	lstm	lstm	ADJ
easat-9644	425	22	precision	precision	NOUN
easat-9644	425	23	constrained	constrain	VERB
easat-9644	425	24	to	to	ADP
easat-9644	425	25	a	a	DET
easat-9644	425	26	particular	particular	ADJ
easat-9644	425	27	1487	1487	NUM
easat-9644	425	28	edelweiss	edelweiss	PROPN
easat-9644	425	29	applied	apply	VERB
easat-9644	425	30	science	science	NOUN
easat-9644	425	31	and	and	CCONJ
easat-9644	425	32	technology	technology	NOUN
easat-9644	425	33	issn	issn	PROPN
easat-9644	425	34	:	:	PUNCT
easat-9644	425	35	2576	2576	NUM
easat-9644	425	36	-	-	SYM
easat-9644	425	37	8484	8484	NUM
easat-9644	425	38	vol	vol	NOUN
easat-9644	425	39	.	.	PROPN
easat-9644	426	1	9	9	NUM
easat-9644	426	2	,	,	PUNCT
easat-9644	426	3	no	no	INTJ
easat-9644	426	4	.	.	NOUN
easat-9644	426	5	8	8	NUM
easat-9644	426	6	:	:	SYM
easat-9644	426	7	1464	1464	NUM
easat-9644	426	8	-	-	SYM
easat-9644	426	9	1497	1497	NUM
easat-9644	426	10	,	,	PUNCT
easat-9644	426	11	2025	2025	NUM
easat-9644	426	12	doi	doi	NOUN
easat-9644	426	13	:	:	PUNCT
easat-9644	426	14	10.55214/2576	10.55214/2576	NUM
easat-9644	426	15	-	-	NUM
easat-9644	426	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	426	17	©	©	PROPN
easat-9644	426	18	2025	2025	NUM
easat-9644	426	19	by	by	ADP
easat-9644	426	20	the	the	DET
easat-9644	426	21	authors	author	NOUN
easat-9644	426	22	;	;	PUNCT
easat-9644	426	23	licensee	licensee	PROPN
easat-9644	426	24	learning	learning	NOUN
easat-9644	426	25	gate	gate	NOUN
easat-9644	427	1	[	[	X
easat-9644	427	2	94	94	NUM
easat-9644	427	3	]	]	SYM
easat-9644	427	4	extraction	extraction	NOUN
easat-9644	427	5	of	of	ADP
easat-9644	427	6	relational	relational	ADJ
easat-9644	427	7	triples	triple	NOUN
easat-9644	427	8	from	from	ADP
easat-9644	427	9	unstructured	unstructured	ADJ
easat-9644	427	10	text	text	NOUN
easat-9644	427	11	on	on	ADP
easat-9644	427	12	chinese	chinese	ADJ
easat-9644	427	13	recipes	recipe	NOUN
easat-9644	427	14	to	to	PART
easat-9644	427	15	answer	answer	VERB
easat-9644	427	16	queries	query	NOUN
easat-9644	427	17	about	about	ADP
easat-9644	427	18	these	these	DET
easat-9644	427	19	recipes	recipe	NOUN
easat-9644	427	20	and	and	CCONJ
easat-9644	427	21	their	their	PRON
easat-9644	427	22	respective	respective	ADJ
easat-9644	427	23	components	component	NOUN
easat-9644	427	24	dataset	dataset	VERB
easat-9644	427	25	recipe_chines	recipe_chine	NOUN
easat-9644	427	26	e	e	PROPN
easat-9644	427	27	(	(	PUNCT
easat-9644	427	28	custombuilt	custombuilt	VERB
easat-9644	427	29	dataset	dataset	NOUN
easat-9644	427	30	)	)	PUNCT
easat-9644	427	31	training	training	NOUN
easat-9644	427	32	+	+	CCONJ
easat-9644	427	33	cascaded	cascade	VERB
easat-9644	427	34	binary	binary	NOUN
easat-9644	427	35	tagging	tagging	NOUN
easat-9644	427	36	+	+	CCONJ
easat-9644	427	37	bi	bi	ADJ
easat-9644	427	38	-	-	ADJ
easat-9644	427	39	lstm	lstm	ADJ
easat-9644	427	40	(	(	PUNCT
easat-9644	427	41	bertadvcaslstm	bertadvcaslstm	NOUN
easat-9644	427	42	)	)	PUNCT
easat-9644	427	43	bi	bi	NOUN
easat-9644	427	44	-	-	NOUN
easat-9644	427	45	lstm	lstm	ADJ
easat-9644	427	46	+	+	CCONJ
easat-9644	427	47	cnn	cnn	NOUN
easat-9644	427	48	+	+	CCONJ
easat-9644	427	49	dense	dense	ADJ
easat-9644	427	50	casrel	casrel	NOUN
easat-9644	427	51	bertcaslstm	bertcaslstm	PROPN
easat-9644	427	52	recall	recall	PROPN
easat-9644	427	53	f1	f1	NOUN
easat-9644	427	54	-	-	PUNCT
easat-9644	427	55	score	score	NOUN
easat-9644	427	56	domain	domain	NOUN
easat-9644	427	57	and	and	CCONJ
easat-9644	427	58	language	language	NOUN
easat-9644	427	59	(	(	PUNCT
easat-9644	427	60	chinese	chinese	ADJ
easat-9644	427	61	cuisine	cuisine	NOUN
easat-9644	427	62	)	)	PUNCT
easat-9644	427	63	,	,	PUNCT
easat-9644	427	64	the	the	DET
easat-9644	427	65	model	model	NOUN
easat-9644	427	66	's	's	PART
easat-9644	427	67	generalization	generalization	NOUN
easat-9644	427	68	capability	capability	NOUN
easat-9644	427	69	to	to	ADP
easat-9644	427	70	alternative	alternative	ADJ
easat-9644	427	71	domains	domain	NOUN
easat-9644	427	72	or	or	CCONJ
easat-9644	427	73	languages	language	NOUN
easat-9644	427	74	is	be	AUX
easat-9644	427	75	not	not	PART
easat-9644	427	76	considered	consider	VERB
easat-9644	427	77	.	.	PUNCT
easat-9644	428	1	nair	nair	PROPN
easat-9644	428	2	,	,	PUNCT
easat-9644	428	3	et	et	PROPN
easat-9644	428	4	al	al	PROPN
easat-9644	428	5	.	.	PUNCT
easat-9644	429	1	[	[	X
easat-9644	429	2	79	79	NUM
easat-9644	429	3	]	]	PUNCT
easat-9644	429	4	for	for	ADP
easat-9644	429	5	automated	automate	VERB
easat-9644	429	6	qa	qa	PROPN
easat-9644	429	7	providing	provide	VERB
easat-9644	429	8	structured	structure	VERB
easat-9644	429	9	,	,	PUNCT
easat-9644	429	10	accurate	accurate	ADJ
easat-9644	429	11	,	,	PUNCT
easat-9644	429	12	and	and	CCONJ
easat-9644	429	13	relevant	relevant	ADJ
easat-9644	429	14	responses	response	NOUN
easat-9644	429	15	and	and	CCONJ
easat-9644	429	16	feedback	feedback	NOUN
easat-9644	429	17	to	to	ADP
easat-9644	429	18	learners	learner	NOUN
easat-9644	429	19	'	'	PART
easat-9644	429	20	queries	query	NOUN
easat-9644	429	21	with	with	ADP
easat-9644	429	22	consideration	consideration	NOUN
easat-9644	429	23	for	for	ADP
easat-9644	429	24	nonative	nonative	ADJ
easat-9644	429	25	learners	learner	NOUN
easat-9644	429	26	remote	remote	ADJ
easat-9644	429	27	education	education	NOUN
easat-9644	429	28	squad	squad	PROPN
easat-9644	429	29	dataset	dataset	VERB
easat-9644	429	30	eng	eng	PROPN
easat-9644	429	31	-	-	PROPN
easat-9644	429	32	hin	hin	PROPN
easat-9644	429	33	dataset	dataset	NOUN
easat-9644	429	34	unstructured	unstructure	VERB
easat-9644	429	35	na	na	ADP
easat-9644	429	36	nlp	nlp	NOUN
easat-9644	429	37	techniques	technique	NOUN
easat-9644	429	38	(	(	PUNCT
easat-9644	429	39	dependency	dependency	NOUN
easat-9644	429	40	parsing	parsing	NOUN
easat-9644	429	41	and	and	CCONJ
easat-9644	429	42	sentence	sentence	NOUN
easat-9644	429	43	segmentation	segmentation	NOUN
easat-9644	429	44	)	)	PUNCT
easat-9644	430	1	bert	bert	PROPN
easat-9644	430	2	lstm	lstm	NOUN
easat-9644	430	3	na	na	ADP
easat-9644	430	4	na	na	ADP
easat-9644	430	5	limited	limit	VERB
easat-9644	430	6	information	information	NOUN
easat-9644	430	7	on	on	ADP
easat-9644	430	8	the	the	DET
easat-9644	430	9	kg	kg	PROPN
easat-9644	430	10	evaluation	evaluation	NOUN
easat-9644	430	11	;	;	PUNCT
easat-9644	430	12	future	future	ADJ
easat-9644	430	13	work	work	NOUN
easat-9644	430	14	to	to	PART
easat-9644	430	15	include	include	VERB
easat-9644	430	16	more	more	ADJ
easat-9644	430	17	language	language	NOUN
easat-9644	430	18	,	,	PUNCT
easat-9644	430	19	mobile	mobile	ADJ
easat-9644	430	20	device	device	NOUN
easat-9644	430	21	compatibility	compatibility	NOUN
easat-9644	430	22	,	,	PUNCT
easat-9644	430	23	and	and	CCONJ
easat-9644	430	24	personalized	personalized	ADJ
easat-9644	430	25	learning	learning	PROPN
easat-9644	430	26	yu	yu	PROPN
easat-9644	430	27	,	,	PUNCT
easat-9644	430	28	et	et	PROPN
easat-9644	430	29	al	al	PROPN
easat-9644	430	30	.	.	PUNCT
easat-9644	431	1	[	[	X
easat-9644	431	2	25	25	NUM
easat-9644	431	3	]	]	PUNCT
easat-9644	431	4	for	for	ADP
easat-9644	431	5	enhancing	enhance	VERB
easat-9644	431	6	intelligent	intelligent	ADJ
easat-9644	431	7	qa	qa	NOUN
easat-9644	431	8	capabilities	capability	NOUN
easat-9644	431	9	within	within	ADP
easat-9644	431	10	the	the	DET
easat-9644	431	11	domain	domain	NOUN
easat-9644	431	12	of	of	ADP
easat-9644	431	13	entrepreneurship	entrepreneurship	NOUN
easat-9644	431	14	education	education	NOUN
easat-9644	431	15	.	.	PUNCT
easat-9644	432	1	entrepreneurship	entrepreneurship	NOUN
easat-9644	432	2	education	education	NOUN
easat-9644	432	3	mooccube	mooccube	NOUN
easat-9644	432	4	and	and	CCONJ
easat-9644	432	5	a	a	DET
easat-9644	432	6	custombuilt	custombuilt	ADJ
easat-9644	432	7	dataset	dataset	NOUN
easat-9644	432	8	of	of	ADP
easat-9644	432	9	entrepreneurs	entrepreneur	NOUN
easat-9644	432	10	hip	hip	VERB
easat-9644	432	11	education	education	NOUN
easat-9644	432	12	questions	question	NOUN
easat-9644	432	13	and	and	CCONJ
easat-9644	432	14	answers	answer	NOUN
easat-9644	432	15	.	.	PUNCT
easat-9644	433	1	structured	structure	VERB
easat-9644	433	2	and	and	CCONJ
easat-9644	433	3	unstructured	unstructure	VERB
easat-9644	433	4	na	na	ADP
easat-9644	433	5	tfidf	tfidf	NOUN
easat-9644	433	6	and	and	CCONJ
easat-9644	433	7	flair	flair	NOUN
easat-9644	433	8	embedding	embed	VERB
easat-9644	433	9	bert	bert	NOUN
easat-9644	433	10	gcn	gcn	NOUN
easat-9644	433	11	bilstm	bilstm	NOUN
easat-9644	433	12	sw	sw	PROPN
easat-9644	433	13	algorithm	algorithm	PROPN
easat-9644	433	14	sa	sa	PROPN
easat-9644	433	15	reader	reader	PROPN
easat-9644	433	16	ga	ga	PROPN
easat-9644	433	17	reader	reader	PROPN
easat-9644	433	18	bert	bert	PROPN
easat-9644	433	19	reader	reader	PROPN
easat-9644	433	20	afs	afs	NOUN
easat-9644	433	21	graph	graph	NOUN
easat-9644	433	22	reader	reader	NOUN
easat-9644	433	23	paragraph	paragraph	NOUN
easat-9644	433	24	recall	recall	NOUN
easat-9644	433	25	(	(	PUNCT
easat-9644	433	26	pr	pr	NOUN
easat-9644	433	27	)	)	PUNCT
easat-9644	433	28	prediction	prediction	NOUN
easat-9644	433	29	accuracy	accuracy	NOUN
easat-9644	433	30	loss	loss	NOUN
easat-9644	433	31	function	function	VERB
easat-9644	433	32	the	the	DET
easat-9644	433	33	study	study	NOUN
easat-9644	433	34	focused	focus	VERB
easat-9644	433	35	on	on	ADP
easat-9644	433	36	the	the	DET
easat-9644	433	37	domain	domain	NOUN
easat-9644	433	38	of	of	ADP
easat-9644	433	39	entrepreneurship	entrepreneurship	NOUN
easat-9644	433	40	education	education	NOUN
easat-9644	433	41	,	,	PUNCT
easat-9644	433	42	and	and	CCONJ
easat-9644	433	43	the	the	DET
easat-9644	433	44	transferability	transferability	NOUN
easat-9644	433	45	of	of	ADP
easat-9644	433	46	the	the	DET
easat-9644	433	47	model	model	NOUN
easat-9644	433	48	to	to	ADP
easat-9644	433	49	other	other	ADJ
easat-9644	433	50	educational	educational	ADJ
easat-9644	433	51	domains	domain	NOUN
easat-9644	433	52	was	be	AUX
easat-9644	433	53	not	not	PART
easat-9644	433	54	explored	explore	VERB
easat-9644	433	55	.	.	PUNCT
easat-9644	434	1	1488	1488	NUM
easat-9644	434	2	edelweiss	edelweiss	PROPN
easat-9644	434	3	applied	apply	VERB
easat-9644	434	4	science	science	NOUN
easat-9644	434	5	and	and	CCONJ
easat-9644	434	6	technology	technology	NOUN
easat-9644	434	7	issn	issn	PROPN
easat-9644	434	8	:	:	PUNCT
easat-9644	434	9	2576	2576	NUM
easat-9644	434	10	-	-	SYM
easat-9644	434	11	8484	8484	NUM
easat-9644	434	12	vol	vol	NOUN
easat-9644	434	13	.	.	PROPN
easat-9644	435	1	9	9	NUM
easat-9644	435	2	,	,	PUNCT
easat-9644	435	3	no	no	INTJ
easat-9644	435	4	.	.	NOUN
easat-9644	435	5	8	8	NUM
easat-9644	435	6	:	:	SYM
easat-9644	435	7	1464	1464	NUM
easat-9644	435	8	-	-	SYM
easat-9644	435	9	1497	1497	NUM
easat-9644	435	10	,	,	PUNCT
easat-9644	435	11	2025	2025	NUM
easat-9644	435	12	doi	doi	NOUN
easat-9644	435	13	:	:	PUNCT
easat-9644	435	14	10.55214/2576	10.55214/2576	NUM
easat-9644	435	15	-	-	NUM
easat-9644	435	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	435	17	©	©	PROPN
easat-9644	435	18	2025	2025	NUM
easat-9644	435	19	by	by	ADP
easat-9644	435	20	the	the	DET
easat-9644	435	21	authors	author	NOUN
easat-9644	435	22	;	;	PUNCT
easat-9644	435	23	licensee	licensee	PROPN
easat-9644	435	24	learning	learn	VERB
easat-9644	435	25	gate	gate	NOUN
easat-9644	435	26	researchers	researcher	NOUN
easat-9644	435	27	have	have	AUX
easat-9644	435	28	utilized	utilize	VERB
easat-9644	435	29	and	and	CCONJ
easat-9644	435	30	compared	compare	VERB
easat-9644	435	31	numerous	numerous	ADJ
easat-9644	435	32	kge	kge	ADJ
easat-9644	435	33	models	model	NOUN
easat-9644	435	34	,	,	PUNCT
easat-9644	435	35	including	include	VERB
easat-9644	435	36	transe	transe	NOUN
easat-9644	435	37	,	,	PUNCT
easat-9644	435	38	transd	transd	ADV
easat-9644	435	39	,	,	PUNCT
easat-9644	435	40	transh	transh	ADJ
easat-9644	435	41	,	,	PUNCT
easat-9644	435	42	transr	transr	NOUN
easat-9644	435	43	,	,	PUNCT
easat-9644	435	44	rescal	rescal	ADJ
easat-9644	435	45	,	,	PUNCT
easat-9644	435	46	rotate	rotate	VERB
easat-9644	435	47	,	,	PUNCT
easat-9644	435	48	distmult	distmult	NOUN
easat-9644	435	49	,	,	PUNCT
easat-9644	435	50	and	and	CCONJ
easat-9644	435	51	complex	complex	ADJ
easat-9644	435	52	,	,	PUNCT
easat-9644	435	53	and	and	CCONJ
easat-9644	435	54	the	the	DET
easat-9644	435	55	authors	author	NOUN
easat-9644	435	56	eventually	eventually	ADV
easat-9644	435	57	relied	rely	VERB
easat-9644	435	58	on	on	ADP
easat-9644	435	59	the	the	DET
easat-9644	435	60	embedding	embed	VERB
easat-9644	435	61	technique	technique	NOUN
easat-9644	435	62	with	with	ADP
easat-9644	435	63	the	the	DET
easat-9644	435	64	best	good	ADJ
easat-9644	435	65	result	result	NOUN
easat-9644	435	66	for	for	ADP
easat-9644	435	67	the	the	DET
easat-9644	435	68	kg	kg	PROPN
easat-9644	435	69	development	development	NOUN
easat-9644	436	1	[	[	X
easat-9644	436	2	51	51	NUM
easat-9644	436	3	,	,	PUNCT
easat-9644	436	4	95	95	NUM
easat-9644	436	5	]	]	PUNCT
easat-9644	436	6	.	.	PUNCT
easat-9644	437	1	the	the	DET
easat-9644	437	2	appeal	appeal	NOUN
easat-9644	437	3	of	of	ADP
easat-9644	437	4	kge	kge	ADJ
easat-9644	437	5	approaches	approach	NOUN
easat-9644	437	6	stems	stem	VERB
easat-9644	437	7	from	from	ADP
easat-9644	437	8	their	their	PRON
easat-9644	437	9	capacity	capacity	NOUN
easat-9644	437	10	to	to	PART
easat-9644	437	11	represent	represent	VERB
easat-9644	437	12	complex	complex	ADJ
easat-9644	437	13	knowledge	knowledge	NOUN
easat-9644	437	14	efficiently	efficiently	ADV
easat-9644	437	15	,	,	PUNCT
easat-9644	437	16	facilitate	facilitate	VERB
easat-9644	437	17	various	various	ADJ
easat-9644	437	18	downstream	downstream	ADJ
easat-9644	437	19	activities	activity	NOUN
easat-9644	437	20	,	,	PUNCT
easat-9644	437	21	and	and	CCONJ
easat-9644	437	22	integrate	integrate	VERB
easat-9644	437	23	semantic	semantic	ADJ
easat-9644	437	24	information	information	NOUN
easat-9644	437	25	.	.	PUNCT
easat-9644	438	1	this	this	PRON
easat-9644	438	2	improves	improve	VERB
easat-9644	438	3	query	query	NOUN
easat-9644	438	4	performance	performance	NOUN
easat-9644	438	5	and	and	CCONJ
easat-9644	438	6	enhances	enhance	VERB
easat-9644	438	7	reasoning	reasoning	NOUN
easat-9644	438	8	and	and	CCONJ
easat-9644	438	9	inference	inference	NOUN
easat-9644	438	10	,	,	PUNCT
easat-9644	438	11	improving	improve	VERB
easat-9644	438	12	the	the	DET
easat-9644	438	13	usability	usability	NOUN
easat-9644	438	14	and	and	CCONJ
easat-9644	438	15	precision	precision	NOUN
easat-9644	438	16	of	of	ADP
easat-9644	438	17	produced	produce	VERB
easat-9644	438	18	knowledge	knowledge	NOUN
easat-9644	438	19	graphs	graph	NOUN
easat-9644	438	20	.	.	PUNCT
easat-9644	439	1	graph	graph	NOUN
easat-9644	439	2	neural	neural	ADJ
easat-9644	439	3	network	network	NOUN
easat-9644	439	4	is	be	AUX
easat-9644	439	5	another	another	DET
easat-9644	439	6	popular	popular	ADJ
easat-9644	439	7	approach	approach	NOUN
easat-9644	439	8	used	use	VERB
easat-9644	439	9	to	to	PART
easat-9644	439	10	leverage	leverage	VERB
easat-9644	439	11	the	the	DET
easat-9644	439	12	structured	structured	ADJ
easat-9644	439	13	knowledge	knowledge	NOUN
easat-9644	439	14	within	within	ADP
easat-9644	439	15	a	a	DET
easat-9644	439	16	kg	kg	NOUN
easat-9644	439	17	to	to	PART
easat-9644	439	18	connect	connect	VERB
easat-9644	439	19	users	user	NOUN
easat-9644	439	20	with	with	ADP
easat-9644	439	21	relevant	relevant	ADJ
easat-9644	439	22	resources	resource	NOUN
easat-9644	439	23	.	.	PUNCT
easat-9644	440	1	gnns	gnns	PROPN
easat-9644	440	2	operate	operate	VERB
easat-9644	440	3	directly	directly	ADV
easat-9644	440	4	on	on	ADP
easat-9644	440	5	the	the	DET
easat-9644	440	6	graph	graph	NOUN
easat-9644	440	7	structure	structure	NOUN
easat-9644	440	8	of	of	ADP
easat-9644	440	9	the	the	DET
easat-9644	440	10	kg	kg	PROPN
easat-9644	440	11	,	,	PUNCT
easat-9644	440	12	propagating	propagate	VERB
easat-9644	440	13	information	information	NOUN
easat-9644	440	14	through	through	ADP
easat-9644	440	15	nodes	node	NOUN
easat-9644	440	16	and	and	CCONJ
easat-9644	440	17	edges	edge	NOUN
easat-9644	440	18	to	to	PART
easat-9644	440	19	learn	learn	VERB
easat-9644	440	20	representations	representation	NOUN
easat-9644	440	21	[	[	X
easat-9644	440	22	50	50	NUM
easat-9644	440	23	,	,	PUNCT
easat-9644	440	24	52	52	NUM
easat-9644	440	25	]	]	PUNCT
easat-9644	440	26	.	.	PUNCT
easat-9644	441	1	gnns	gnns	PROPN
easat-9644	441	2	can	can	AUX
easat-9644	441	3	effectively	effectively	ADV
easat-9644	441	4	capture	capture	VERB
easat-9644	441	5	complex	complex	ADJ
easat-9644	441	6	relationships	relationship	NOUN
easat-9644	441	7	and	and	CCONJ
easat-9644	441	8	dependencies	dependency	NOUN
easat-9644	441	9	between	between	ADP
easat-9644	441	10	users	user	NOUN
easat-9644	441	11	,	,	PUNCT
easat-9644	441	12	resources	resource	NOUN
easat-9644	441	13	,	,	PUNCT
easat-9644	441	14	and	and	CCONJ
easat-9644	441	15	other	other	ADJ
easat-9644	441	16	entities	entity	NOUN
easat-9644	441	17	in	in	ADP
easat-9644	441	18	the	the	DET
easat-9644	441	19	kg	kg	PROPN
easat-9644	441	20	.	.	PUNCT
easat-9644	442	1	examples	example	NOUN
easat-9644	442	2	of	of	ADP
easat-9644	442	3	gnn	gnn	NOUN
easat-9644	442	4	models	model	NOUN
easat-9644	442	5	include	include	VERB
easat-9644	442	6	graph	graph	NOUN
easat-9644	442	7	convolutional	convolutional	ADJ
easat-9644	442	8	networks	network	NOUN
easat-9644	442	9	(	(	PUNCT
easat-9644	442	10	gcns	gcns	PROPN
easat-9644	442	11	)	)	PUNCT
easat-9644	442	12	and	and	CCONJ
easat-9644	442	13	graph	graph	NOUN
easat-9644	442	14	attention	attention	NOUN
easat-9644	442	15	networks	network	NOUN
easat-9644	442	16	(	(	PUNCT
easat-9644	442	17	gats	gat	NOUN
easat-9644	442	18	)	)	PUNCT
easat-9644	442	19	.	.	PUNCT
easat-9644	443	1	research	research	NOUN
easat-9644	443	2	has	have	AUX
easat-9644	443	3	employed	employ	VERB
easat-9644	443	4	hybrid	hybrid	NOUN
easat-9644	443	5	models	model	NOUN
easat-9644	443	6	by	by	ADP
easat-9644	443	7	combining	combine	VERB
easat-9644	443	8	kge	kge	ADJ
easat-9644	443	9	and	and	CCONJ
easat-9644	443	10	gnns	gnns	ADJ
easat-9644	443	11	,	,	PUNCT
easat-9644	443	12	in	in	ADP
easat-9644	443	13	an	an	DET
easat-9644	443	14	attempt	attempt	NOUN
easat-9644	443	15	to	to	PART
easat-9644	443	16	leverage	leverage	VERB
easat-9644	443	17	the	the	DET
easat-9644	443	18	strengths	strength	NOUN
easat-9644	443	19	of	of	ADP
easat-9644	443	20	both	both	DET
easat-9644	443	21	techniques	technique	NOUN
easat-9644	443	22	.	.	PUNCT
easat-9644	444	1	for	for	ADP
easat-9644	444	2	example	example	NOUN
easat-9644	444	3	,	,	PUNCT
easat-9644	444	4	a	a	DET
easat-9644	444	5	model	model	NOUN
easat-9644	444	6	might	might	AUX
easat-9644	444	7	use	use	VERB
easat-9644	444	8	kge	kge	NOUN
easat-9644	444	9	to	to	PART
easat-9644	444	10	learn	learn	VERB
easat-9644	444	11	initial	initial	ADJ
easat-9644	444	12	entity	entity	NOUN
easat-9644	444	13	embeddings	embedding	NOUN
easat-9644	444	14	and	and	CCONJ
easat-9644	444	15	then	then	ADV
easat-9644	444	16	employ	employ	VERB
easat-9644	444	17	a	a	DET
easat-9644	444	18	gnn	gnn	NOUN
easat-9644	444	19	to	to	PART
easat-9644	444	20	refine	refine	VERB
easat-9644	444	21	these	these	DET
easat-9644	444	22	embeddings	embedding	NOUN
easat-9644	444	23	based	base	VERB
easat-9644	444	24	on	on	ADP
easat-9644	444	25	graph	graph	NOUN
easat-9644	444	26	structure	structure	NOUN
easat-9644	444	27	and	and	CCONJ
easat-9644	444	28	user	user	NOUN
easat-9644	444	29	interactions	interaction	NOUN
easat-9644	444	30	.	.	PUNCT
easat-9644	445	1	zhang	zhang	PROPN
easat-9644	445	2	,	,	PUNCT
easat-9644	445	3	et	et	PROPN
easat-9644	445	4	al	al	PROPN
easat-9644	445	5	.	.	PUNCT
easat-9644	446	1	[	[	X
easat-9644	446	2	28	28	NUM
easat-9644	446	3	]	]	X
easat-9644	446	4	introduces	introduce	VERB
easat-9644	446	5	a	a	DET
easat-9644	446	6	model	model	NOUN
easat-9644	446	7	(	(	PUNCT
easat-9644	446	8	clgadn	clgadn	NOUN
easat-9644	446	9	)	)	PUNCT
easat-9644	446	10	that	that	PRON
easat-9644	446	11	integrates	integrate	VERB
easat-9644	446	12	contrastive	contrastive	ADJ
easat-9644	446	13	learning	learning	NOUN
easat-9644	446	14	with	with	ADP
easat-9644	446	15	gat	gat	NOUN
easat-9644	446	16	for	for	ADP
easat-9644	446	17	course	course	NOUN
easat-9644	446	18	recommendation	recommendation	NOUN
easat-9644	446	19	,	,	PUNCT
easat-9644	446	20	showcasing	showcase	VERB
easat-9644	446	21	the	the	DET
easat-9644	446	22	efficacy	efficacy	NOUN
easat-9644	446	23	of	of	ADP
easat-9644	446	24	hybrid	hybrid	ADJ
easat-9644	446	25	methodologies	methodology	NOUN
easat-9644	446	26	.	.	PUNCT
easat-9644	447	1	6	6	X
easat-9644	447	2	.	.	NUM
easat-9644	447	3	limitations	limitation	NOUN
easat-9644	447	4	and	and	CCONJ
easat-9644	447	5	open	open	ADJ
easat-9644	447	6	research	research	NOUN
easat-9644	447	7	issues	issue	NOUN
easat-9644	447	8	in	in	ADP
easat-9644	447	9	kg	kg	PROPN
easat-9644	447	10	development	development	NOUN
easat-9644	447	11	the	the	DET
easat-9644	447	12	benefits	benefit	NOUN
easat-9644	447	13	and	and	CCONJ
easat-9644	447	14	roles	role	NOUN
easat-9644	447	15	of	of	ADP
easat-9644	447	16	knowledge	knowledge	NOUN
easat-9644	447	17	-	-	PUNCT
easat-9644	447	18	powered	power	VERB
easat-9644	447	19	systems	system	NOUN
easat-9644	447	20	for	for	ADP
easat-9644	447	21	teaching	teaching	NOUN
easat-9644	447	22	and	and	CCONJ
easat-9644	447	23	learning	learning	NOUN
easat-9644	447	24	have	have	AUX
easat-9644	447	25	been	be	AUX
easat-9644	447	26	substantiated	substantiate	VERB
easat-9644	447	27	.	.	PUNCT
easat-9644	448	1	however	however	ADV
easat-9644	448	2	,	,	PUNCT
easat-9644	448	3	as	as	SCONJ
easat-9644	448	4	indicated	indicate	VERB
easat-9644	448	5	in	in	ADP
easat-9644	448	6	the	the	DET
easat-9644	448	7	references	reference	NOUN
easat-9644	448	8	,	,	PUNCT
easat-9644	448	9	many	many	ADJ
easat-9644	448	10	of	of	ADP
easat-9644	448	11	the	the	DET
easat-9644	448	12	kgs	kgs	NOUN
easat-9644	448	13	or	or	CCONJ
easat-9644	448	14	the	the	DET
easat-9644	448	15	studies	study	NOUN
easat-9644	448	16	that	that	PRON
easat-9644	448	17	develop	develop	VERB
easat-9644	448	18	them	they	PRON
easat-9644	448	19	face	face	VERB
easat-9644	448	20	various	various	ADJ
easat-9644	448	21	obstacles	obstacle	NOUN
easat-9644	448	22	and	and	CCONJ
easat-9644	448	23	constraints	constraint	NOUN
easat-9644	448	24	that	that	PRON
easat-9644	448	25	hinder	hinder	VERB
easat-9644	448	26	or	or	CCONJ
easat-9644	448	27	at	at	ADP
easat-9644	448	28	least	least	ADJ
easat-9644	448	29	limit	limit	VERB
easat-9644	448	30	the	the	DET
easat-9644	448	31	development	development	NOUN
easat-9644	448	32	and	and	CCONJ
easat-9644	448	33	deployment	deployment	NOUN
easat-9644	448	34	of	of	ADP
easat-9644	448	35	kgs	kg	NOUN
easat-9644	448	36	across	across	ADP
easat-9644	448	37	multiple	multiple	ADJ
easat-9644	448	38	disciplines	discipline	NOUN
easat-9644	448	39	.	.	PUNCT
easat-9644	449	1	the	the	DET
easat-9644	449	2	limitations	limitation	NOUN
easat-9644	449	3	could	could	AUX
easat-9644	449	4	be	be	AUX
easat-9644	449	5	in	in	ADP
easat-9644	449	6	the	the	DET
easat-9644	449	7	form	form	NOUN
easat-9644	449	8	of	of	ADP
easat-9644	449	9	performance	performance	NOUN
easat-9644	449	10	restrictions	restriction	NOUN
easat-9644	449	11	,	,	PUNCT
easat-9644	449	12	domain	domain	NOUN
easat-9644	449	13	generalizability	generalizability	NOUN
easat-9644	449	14	issues	issue	NOUN
easat-9644	449	15	,	,	PUNCT
easat-9644	449	16	limited	limited	ADJ
easat-9644	449	17	domain	domain	NOUN
easat-9644	449	18	-	-	PUNCT
easat-9644	449	19	specific	specific	ADJ
easat-9644	449	20	datasets	dataset	NOUN
easat-9644	449	21	,	,	PUNCT
easat-9644	449	22	absence	absence	NOUN
easat-9644	449	23	of	of	ADP
easat-9644	449	24	standardized	standardized	ADJ
easat-9644	449	25	procedures	procedure	NOUN
easat-9644	449	26	or	or	CCONJ
easat-9644	449	27	data	datum	NOUN
easat-9644	449	28	formats	format	NOUN
easat-9644	449	29	,	,	PUNCT
easat-9644	449	30	and	and	CCONJ
easat-9644	449	31	evaluation	evaluation	NOUN
easat-9644	449	32	difficulties	difficulty	NOUN
easat-9644	449	33	.	.	PUNCT
easat-9644	450	1	data	datum	NOUN
easat-9644	450	2	limitations	limitation	NOUN
easat-9644	450	3	:	:	PUNCT
easat-9644	450	4	several	several	ADJ
easat-9644	450	5	researchers	researcher	NOUN
easat-9644	450	6	whose	whose	DET
easat-9644	450	7	kgs	kg	NOUN
easat-9644	450	8	are	be	AUX
easat-9644	450	9	for	for	ADP
easat-9644	450	10	educational	educational	ADJ
easat-9644	450	11	purposes	purpose	NOUN
easat-9644	450	12	struggle	struggle	VERB
easat-9644	450	13	with	with	ADP
easat-9644	450	14	several	several	ADJ
easat-9644	450	15	dataset	dataset	NOUN
easat-9644	450	16	-	-	PUNCT
easat-9644	450	17	related	relate	VERB
easat-9644	450	18	issues	issue	NOUN
easat-9644	450	19	.	.	PUNCT
easat-9644	451	1	typical	typical	ADJ
easat-9644	451	2	constraints	constraint	NOUN
easat-9644	451	3	include	include	VERB
easat-9644	451	4	data	datum	NOUN
easat-9644	451	5	sparsity	sparsity	NOUN
easat-9644	451	6	or	or	CCONJ
easat-9644	451	7	inadequacy	inadequacy	NOUN
easat-9644	451	8	of	of	ADP
easat-9644	451	9	related	related	ADJ
easat-9644	451	10	datasets	dataset	NOUN
easat-9644	451	11	for	for	ADP
easat-9644	451	12	knowledge	knowledge	NOUN
easat-9644	451	13	extraction	extraction	NOUN
easat-9644	451	14	,	,	PUNCT
easat-9644	451	15	model	model	NOUN
easat-9644	451	16	training	training	NOUN
easat-9644	451	17	,	,	PUNCT
easat-9644	451	18	and	and	CCONJ
easat-9644	451	19	kg	kg	NOUN
easat-9644	451	20	populating	populate	VERB
easat-9644	451	21	.	.	PUNCT
easat-9644	452	1	in	in	ADP
easat-9644	452	2	many	many	ADJ
easat-9644	452	3	cases	case	NOUN
easat-9644	452	4	,	,	PUNCT
easat-9644	452	5	the	the	DET
easat-9644	452	6	researchers	researcher	NOUN
easat-9644	452	7	had	have	VERB
easat-9644	452	8	to	to	PART
easat-9644	452	9	settle	settle	VERB
easat-9644	452	10	for	for	ADP
easat-9644	452	11	unstructured	unstructured	ADJ
easat-9644	452	12	data	datum	NOUN
easat-9644	452	13	as	as	SCONJ
easat-9644	452	14	structured	structure	VERB
easat-9644	452	15	educational	educational	ADJ
easat-9644	452	16	data	datum	NOUN
easat-9644	452	17	from	from	ADP
easat-9644	452	18	repositories	repository	NOUN
easat-9644	452	19	are	be	AUX
easat-9644	452	20	rare	rare	ADJ
easat-9644	452	21	,	,	PUNCT
easat-9644	452	22	and	and	CCONJ
easat-9644	452	23	when	when	SCONJ
easat-9644	452	24	they	they	PRON
easat-9644	452	25	do	do	VERB
easat-9644	452	26	,	,	PUNCT
easat-9644	452	27	they	they	PRON
easat-9644	452	28	exist	exist	VERB
easat-9644	452	29	in	in	ADP
easat-9644	452	30	independent	independent	ADJ
easat-9644	452	31	silo	silo	NOUN
easat-9644	452	32	,	,	PUNCT
easat-9644	452	33	which	which	PRON
easat-9644	452	34	may	may	AUX
easat-9644	452	35	not	not	PART
easat-9644	452	36	be	be	AUX
easat-9644	452	37	open	open	ADJ
easat-9644	452	38	source	source	NOUN
easat-9644	452	39	.	.	PUNCT
easat-9644	453	1	unlike	unlike	ADP
easat-9644	453	2	the	the	DET
easat-9644	453	3	healthcare	healthcare	NOUN
easat-9644	453	4	domain	domain	NOUN
easat-9644	453	5	,	,	PUNCT
easat-9644	453	6	where	where	SCONJ
easat-9644	453	7	platforms	platform	NOUN
easat-9644	453	8	such	such	ADJ
easat-9644	453	9	as	as	ADP
easat-9644	453	10	cde	cde	PROPN
easat-9644	453	11	repository	repository	NOUN
easat-9644	453	12	(	(	PUNCT
easat-9644	453	13	common	common	ADJ
easat-9644	453	14	data	datum	NOUN
easat-9644	453	15	elements	element	NOUN
easat-9644	453	16	)	)	PUNCT
easat-9644	453	17	,	,	PUNCT
easat-9644	453	18	clinical	clinical	ADJ
easat-9644	453	19	data	data	NOUN
easat-9644	453	20	interchange	interchange	NOUN
easat-9644	453	21	standards	standard	NOUN
easat-9644	453	22	consortium	consortium	NOUN
easat-9644	453	23	(	(	PUNCT
easat-9644	453	24	cdisc	cdisc	PROPN
easat-9644	453	25	)	)	PUNCT
easat-9644	453	26	,	,	PUNCT
easat-9644	453	27	bioportal	bioportal	PROPN
easat-9644	453	28	,	,	PUNCT
easat-9644	453	29	havard	havard	PROPN
easat-9644	453	30	dataverse	dataverse	PROPN
easat-9644	453	31	,	,	PUNCT
easat-9644	453	32	and	and	CCONJ
easat-9644	453	33	several	several	ADJ
easat-9644	453	34	repositories	repository	NOUN
easat-9644	453	35	and	and	CCONJ
easat-9644	453	36	research	research	NOUN
easat-9644	453	37	labs	lab	NOUN
easat-9644	453	38	have	have	AUX
easat-9644	453	39	structured	structure	VERB
easat-9644	453	40	data	datum	NOUN
easat-9644	453	41	on	on	ADP
easat-9644	453	42	clinical	clinical	ADJ
easat-9644	453	43	studies	study	NOUN
easat-9644	453	44	that	that	PRON
easat-9644	453	45	are	be	AUX
easat-9644	453	46	already	already	ADV
easat-9644	453	47	in	in	ADP
easat-9644	453	48	machine	machine	NOUN
easat-9644	453	49	-	-	PUNCT
easat-9644	453	50	readable	readable	ADJ
easat-9644	453	51	formats	format	NOUN
easat-9644	453	52	,	,	PUNCT
easat-9644	453	53	such	such	ADJ
easat-9644	453	54	educational	educational	ADJ
easat-9644	453	55	data	datum	NOUN
easat-9644	453	56	,	,	PUNCT
easat-9644	453	57	especially	especially	ADV
easat-9644	453	58	on	on	ADP
easat-9644	453	59	contents	content	NOUN
easat-9644	453	60	are	be	AUX
easat-9644	453	61	rarely	rarely	ADV
easat-9644	453	62	available	available	ADJ
easat-9644	453	63	.	.	PUNCT
easat-9644	454	1	most	most	ADV
easat-9644	454	2	available	available	ADJ
easat-9644	454	3	datasets	dataset	NOUN
easat-9644	454	4	are	be	AUX
easat-9644	454	5	usually	usually	ADV
easat-9644	454	6	limited	limit	VERB
easat-9644	454	7	,	,	PUNCT
easat-9644	454	8	either	either	CCONJ
easat-9644	454	9	in	in	ADP
easat-9644	454	10	terms	term	NOUN
easat-9644	454	11	of	of	ADP
easat-9644	454	12	single	single	ADJ
easat-9644	454	13	domain	domain	NOUN
easat-9644	454	14	-	-	PUNCT
easat-9644	454	15	based	base	VERB
easat-9644	454	16	,	,	PUNCT
easat-9644	454	17	unstructured	unstructured	ADJ
easat-9644	454	18	,	,	PUNCT
easat-9644	454	19	sparse	sparse	ADJ
easat-9644	454	20	,	,	PUNCT
easat-9644	454	21	or	or	CCONJ
easat-9644	454	22	unlabelled	unlabelled	ADJ
easat-9644	454	23	data	datum	NOUN
easat-9644	454	24	.	.	PUNCT
easat-9644	455	1	this	this	PRON
easat-9644	455	2	hinders	hinder	VERB
easat-9644	455	3	effective	effective	ADJ
easat-9644	455	4	machine	machine	NOUN
easat-9644	455	5	learning	learning	NOUN
easat-9644	455	6	or	or	CCONJ
easat-9644	455	7	deep	deep	ADJ
easat-9644	455	8	learning	learning	NOUN
easat-9644	455	9	model	model	NOUN
easat-9644	455	10	training	training	NOUN
easat-9644	455	11	for	for	ADP
easat-9644	455	12	classification	classification	NOUN
easat-9644	455	13	tasks	task	NOUN
easat-9644	455	14	like	like	ADP
easat-9644	455	15	ner	ner	NOUN
easat-9644	455	16	and	and	CCONJ
easat-9644	455	17	relation	relation	NOUN
easat-9644	455	18	extraction	extraction	NOUN
easat-9644	455	19	.	.	PUNCT
easat-9644	456	1	alas	alas	INTJ
easat-9644	456	2	,	,	PUNCT
easat-9644	456	3	the	the	DET
easat-9644	456	4	scarcity	scarcity	NOUN
easat-9644	456	5	of	of	ADP
easat-9644	456	6	annotated	annotate	VERB
easat-9644	456	7	data	data	NOUN
easat-9644	456	8	forces	force	NOUN
easat-9644	456	9	researchers	researcher	NOUN
easat-9644	456	10	to	to	PART
easat-9644	456	11	devote	devote	VERB
easat-9644	456	12	significant	significant	ADJ
easat-9644	456	13	manual	manual	ADJ
easat-9644	456	14	effort	effort	NOUN
easat-9644	456	15	and	and	CCONJ
easat-9644	456	16	time	time	NOUN
easat-9644	456	17	.	.	PUNCT
easat-9644	457	1	another	another	DET
easat-9644	457	2	data	datum	NOUN
easat-9644	457	3	limitation	limitation	NOUN
easat-9644	457	4	or	or	CCONJ
easat-9644	457	5	constraint	constraint	NOUN
easat-9644	457	6	is	be	AUX
easat-9644	457	7	the	the	DET
easat-9644	457	8	lack	lack	NOUN
easat-9644	457	9	of	of	ADP
easat-9644	457	10	standardized	standardized	ADJ
easat-9644	457	11	benchmarks	benchmark	NOUN
easat-9644	457	12	in	in	ADP
easat-9644	457	13	specific	specific	ADJ
easat-9644	457	14	domains	domain	NOUN
easat-9644	457	15	,	,	PUNCT
easat-9644	457	16	such	such	ADJ
easat-9644	457	17	as	as	ADP
easat-9644	457	18	agriculture	agriculture	NOUN
easat-9644	457	19	,	,	PUNCT
easat-9644	457	20	which	which	PRON
easat-9644	457	21	complicates	complicate	VERB
easat-9644	457	22	evaluating	evaluate	VERB
easat-9644	457	23	and	and	CCONJ
easat-9644	457	24	comparing	compare	VERB
easat-9644	457	25	different	different	ADJ
easat-9644	457	26	kg	kg	NOUN
easat-9644	457	27	construction	construction	NOUN
easat-9644	457	28	methods	method	NOUN
easat-9644	457	29	.	.	PUNCT
easat-9644	458	1	furthermore	furthermore	ADV
easat-9644	458	2	,	,	PUNCT
easat-9644	458	3	the	the	DET
easat-9644	458	4	heterogeneity	heterogeneity	NOUN
easat-9644	458	5	of	of	ADP
easat-9644	458	6	data	datum	NOUN
easat-9644	458	7	sources	source	NOUN
easat-9644	458	8	poses	pose	VERB
easat-9644	458	9	a	a	DET
easat-9644	458	10	challenge	challenge	NOUN
easat-9644	458	11	,	,	PUNCT
easat-9644	458	12	as	as	SCONJ
easat-9644	458	13	the	the	DET
easat-9644	458	14	knowledge	knowledge	NOUN
easat-9644	458	15	used	use	VERB
easat-9644	458	16	in	in	ADP
easat-9644	458	17	education	education	NOUN
easat-9644	458	18	is	be	AUX
easat-9644	458	19	in	in	ADP
easat-9644	458	20	various	various	ADJ
easat-9644	458	21	forms	form	NOUN
easat-9644	458	22	,	,	PUNCT
easat-9644	458	23	including	include	VERB
easat-9644	458	24	text	text	NOUN
easat-9644	458	25	,	,	PUNCT
easat-9644	458	26	images	image	NOUN
easat-9644	458	27	,	,	PUNCT
easat-9644	458	28	and	and	CCONJ
easat-9644	458	29	videos	video	NOUN
easat-9644	458	30	.	.	PUNCT
easat-9644	459	1	this	this	DET
easat-9644	459	2	heterogeneity	heterogeneity	NOUN
easat-9644	459	3	necessitates	necessitate	VERB
easat-9644	459	4	the	the	DET
easat-9644	459	5	development	development	NOUN
easat-9644	459	6	of	of	ADP
easat-9644	459	7	robust	robust	ADJ
easat-9644	459	8	methods	method	NOUN
easat-9644	459	9	capable	capable	ADJ
easat-9644	459	10	of	of	ADP
easat-9644	459	11	handling	handle	VERB
easat-9644	459	12	multimodal	multimodal	NOUN
easat-9644	459	13	data	datum	NOUN
easat-9644	459	14	effectively	effectively	ADV
easat-9644	459	15	.	.	PUNCT
easat-9644	460	1	in	in	ADP
easat-9644	460	2	addition	addition	NOUN
easat-9644	460	3	,	,	PUNCT
easat-9644	460	4	real	real	ADJ
easat-9644	460	5	-	-	PUNCT
easat-9644	460	6	world	world	NOUN
easat-9644	460	7	data	datum	NOUN
easat-9644	460	8	is	be	AUX
easat-9644	460	9	often	often	ADV
easat-9644	460	10	noisy	noisy	ADJ
easat-9644	460	11	,	,	PUNCT
easat-9644	460	12	incomplete	incomplete	ADJ
easat-9644	460	13	,	,	PUNCT
easat-9644	460	14	and	and	CCONJ
easat-9644	460	15	prone	prone	ADJ
easat-9644	460	16	to	to	ADP
easat-9644	460	17	errors	error	NOUN
easat-9644	460	18	.	.	PUNCT
easat-9644	461	1	these	these	DET
easat-9644	461	2	issues	issue	NOUN
easat-9644	461	3	can	can	AUX
easat-9644	461	4	propagate	propagate	VERB
easat-9644	461	5	through	through	ADP
easat-9644	461	6	the	the	DET
easat-9644	461	7	kg	kg	NOUN
easat-9644	461	8	,	,	PUNCT
easat-9644	461	9	impacting	impact	VERB
easat-9644	461	10	the	the	DET
easat-9644	461	11	accuracy	accuracy	NOUN
easat-9644	461	12	of	of	ADP
easat-9644	461	13	downstream	downstream	ADJ
easat-9644	461	14	tasks	task	NOUN
easat-9644	461	15	and	and	CCONJ
easat-9644	461	16	potentially	potentially	ADV
easat-9644	461	17	leading	lead	VERB
easat-9644	461	18	to	to	ADP
easat-9644	461	19	biased	biased	ADJ
easat-9644	461	20	or	or	CCONJ
easat-9644	461	21	unreliable	unreliable	ADJ
easat-9644	461	22	insights	insight	NOUN
easat-9644	461	23	from	from	ADP
easat-9644	461	24	the	the	DET
easat-9644	461	25	kg	kg	NOUN
easat-9644	461	26	developed	develop	VERB
easat-9644	461	27	on	on	ADP
easat-9644	461	28	erroneous	erroneous	ADJ
easat-9644	461	29	data	datum	NOUN
easat-9644	461	30	.	.	PUNCT
easat-9644	462	1	construction	construction	NOUN
easat-9644	462	2	models	model	NOUN
easat-9644	462	3	limitations	limitation	VERB
easat-9644	462	4	the	the	DET
easat-9644	462	5	performance	performance	NOUN
easat-9644	462	6	of	of	ADP
easat-9644	462	7	a	a	DET
easat-9644	462	8	kg	kg	NOUN
easat-9644	462	9	largely	largely	ADV
easat-9644	462	10	depends	depend	VERB
easat-9644	462	11	on	on	ADP
easat-9644	462	12	the	the	DET
easat-9644	462	13	kg	kg	PROPN
easat-9644	462	14	construction	construction	NOUN
easat-9644	462	15	techniques	technique	NOUN
easat-9644	462	16	employed	employ	VERB
easat-9644	462	17	.	.	PUNCT
easat-9644	463	1	at	at	ADP
easat-9644	463	2	every	every	DET
easat-9644	463	3	step	step	NOUN
easat-9644	463	4	involved	involve	VERB
easat-9644	463	5	in	in	ADP
easat-9644	463	6	kg	kg	PROPN
easat-9644	463	7	construction	construction	NOUN
easat-9644	463	8	,	,	PUNCT
easat-9644	463	9	the	the	DET
easat-9644	463	10	algorithms	algorithm	NOUN
easat-9644	463	11	'	'	PART
easat-9644	463	12	limitations	limitation	NOUN
easat-9644	463	13	subject	subject	VERB
easat-9644	463	14	the	the	DET
easat-9644	463	15	kg	kg	NOUN
easat-9644	463	16	developed	develop	VERB
easat-9644	463	17	to	to	ADP
easat-9644	463	18	the	the	DET
easat-9644	463	19	same	same	ADJ
easat-9644	463	20	limitations	limitation	NOUN
easat-9644	463	21	and	and	CCONJ
easat-9644	463	22	potential	potential	ADJ
easat-9644	463	23	biases	bias	NOUN
easat-9644	463	24	.	.	PUNCT
easat-9644	464	1	for	for	ADP
easat-9644	464	2	example	example	NOUN
easat-9644	464	3	,	,	PUNCT
easat-9644	464	4	dependency	dependency	NOUN
easat-9644	464	5	parsing	parsing	NOUN
easat-9644	464	6	,	,	PUNCT
easat-9644	464	7	a	a	DET
easat-9644	464	8	crucial	crucial	ADJ
easat-9644	464	9	component	component	NOUN
easat-9644	464	10	in	in	ADP
easat-9644	464	11	relation	relation	NOUN
easat-9644	464	12	extraction	extraction	NOUN
easat-9644	464	13	,	,	PUNCT
easat-9644	464	14	can	can	AUX
easat-9644	464	15	introduce	introduce	VERB
easat-9644	464	16	errors	error	NOUN
easat-9644	464	17	due	due	ADP
easat-9644	464	18	to	to	ADP
easat-9644	464	19	the	the	DET
easat-9644	464	20	complexity	complexity	NOUN
easat-9644	464	21	and	and	CCONJ
easat-9644	464	22	ambiguity	ambiguity	NOUN
easat-9644	464	23	of	of	ADP
easat-9644	464	24	natural	natural	ADJ
easat-9644	464	25	languages	language	NOUN
easat-9644	464	26	in	in	ADP
easat-9644	464	27	the	the	DET
easat-9644	464	28	kg	kg	PROPN
easat-9644	464	29	,	,	PUNCT
easat-9644	464	30	which	which	PRON
easat-9644	464	31	could	could	AUX
easat-9644	464	32	lead	lead	VERB
easat-9644	464	33	to	to	ADP
easat-9644	464	34	inaccurate	inaccurate	ADJ
easat-9644	464	35	or	or	CCONJ
easat-9644	464	36	incomplete	incomplete	ADJ
easat-9644	464	37	representation	representation	NOUN
easat-9644	464	38	of	of	ADP
easat-9644	464	39	the	the	DET
easat-9644	464	40	relationship	relationship	NOUN
easat-9644	464	41	between	between	ADP
easat-9644	464	42	the	the	DET
easat-9644	464	43	entities	entity	NOUN
easat-9644	464	44	,	,	PUNCT
easat-9644	464	45	ultimately	ultimately	ADV
easat-9644	464	46	affecting	affect	VERB
easat-9644	464	47	the	the	DET
easat-9644	464	48	overall	overall	ADJ
easat-9644	464	49	quality	quality	NOUN
easat-9644	464	50	and	and	CCONJ
easat-9644	464	51	1489	1489	NUM
easat-9644	464	52	edelweiss	edelweiss	PROPN
easat-9644	464	53	applied	apply	VERB
easat-9644	464	54	science	science	NOUN
easat-9644	464	55	and	and	CCONJ
easat-9644	464	56	technology	technology	NOUN
easat-9644	464	57	issn	issn	PROPN
easat-9644	464	58	:	:	PUNCT
easat-9644	464	59	2576	2576	NUM
easat-9644	464	60	-	-	SYM
easat-9644	464	61	8484	8484	NUM
easat-9644	464	62	vol	vol	NOUN
easat-9644	464	63	.	.	PROPN
easat-9644	465	1	9	9	NUM
easat-9644	465	2	,	,	PUNCT
easat-9644	465	3	no	no	INTJ
easat-9644	465	4	.	.	NOUN
easat-9644	465	5	8	8	NUM
easat-9644	465	6	:	:	SYM
easat-9644	465	7	1464	1464	NUM
easat-9644	465	8	-	-	SYM
easat-9644	465	9	1497	1497	NUM
easat-9644	465	10	,	,	PUNCT
easat-9644	465	11	2025	2025	NUM
easat-9644	465	12	doi	doi	NOUN
easat-9644	465	13	:	:	PUNCT
easat-9644	465	14	10.55214/2576	10.55214/2576	NUM
easat-9644	465	15	-	-	NUM
easat-9644	465	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	465	17	©	©	PROPN
easat-9644	465	18	2025	2025	NUM
easat-9644	465	19	by	by	ADP
easat-9644	465	20	the	the	DET
easat-9644	465	21	authors	author	NOUN
easat-9644	465	22	;	;	PUNCT
easat-9644	466	1	licensee	licensee	NOUN
easat-9644	466	2	learning	learn	VERB
easat-9644	466	3	gate	gate	NOUN
easat-9644	466	4	reliability	reliability	NOUN
easat-9644	466	5	of	of	ADP
easat-9644	466	6	the	the	DET
easat-9644	466	7	kg	kg	NOUN
easat-9644	466	8	.	.	PUNCT
easat-9644	467	1	additionally	additionally	ADV
easat-9644	467	2	,	,	PUNCT
easat-9644	467	3	the	the	DET
easat-9644	467	4	performance	performance	NOUN
easat-9644	467	5	of	of	ADP
easat-9644	467	6	deep	deep	ADJ
easat-9644	467	7	learning	learning	NOUN
easat-9644	467	8	models	model	NOUN
easat-9644	467	9	for	for	ADP
easat-9644	467	10	ner	ner	NOUN
easat-9644	467	11	and	and	CCONJ
easat-9644	467	12	relation	relation	NOUN
easat-9644	467	13	extraction	extraction	NOUN
easat-9644	467	14	is	be	AUX
easat-9644	467	15	often	often	ADV
easat-9644	467	16	limited	limit	VERB
easat-9644	467	17	by	by	ADP
easat-9644	467	18	the	the	DET
easat-9644	467	19	maximum	maximum	ADJ
easat-9644	467	20	input	input	NOUN
easat-9644	467	21	length	length	NOUN
easat-9644	467	22	,	,	PUNCT
easat-9644	467	23	and	and	CCONJ
easat-9644	467	24	for	for	ADP
easat-9644	467	25	kg	kg	PROPN
easat-9644	467	26	,	,	PUNCT
easat-9644	467	27	which	which	PRON
easat-9644	467	28	involves	involve	VERB
easat-9644	467	29	knowledge	knowledge	NOUN
easat-9644	467	30	embedding	embed	VERB
easat-9644	467	31	,	,	PUNCT
easat-9644	467	32	the	the	DET
easat-9644	467	33	computational	computational	ADJ
easat-9644	467	34	complexity	complexity	NOUN
easat-9644	467	35	of	of	ADP
easat-9644	467	36	the	the	DET
easat-9644	467	37	specific	specific	ADJ
easat-9644	467	38	kge	kge	NOUN
easat-9644	467	39	embedding	embed	VERB
easat-9644	467	40	techniques	technique	NOUN
easat-9644	467	41	employed	employ	VERB
easat-9644	467	42	can	can	AUX
easat-9644	467	43	be	be	AUX
easat-9644	467	44	a	a	DET
easat-9644	467	45	concern	concern	NOUN
easat-9644	467	46	,	,	PUNCT
easat-9644	467	47	especially	especially	ADV
easat-9644	467	48	when	when	SCONJ
easat-9644	467	49	dealing	deal	VERB
easat-9644	467	50	with	with	ADP
easat-9644	467	51	large	large	ADJ
easat-9644	467	52	-	-	PUNCT
easat-9644	467	53	scale	scale	NOUN
easat-9644	467	54	kgs	kgs	NOUN
easat-9644	468	1	[	[	X
easat-9644	468	2	92	92	NUM
easat-9644	468	3	,	,	PUNCT
easat-9644	468	4	96	96	NUM
easat-9644	468	5	]	]	PUNCT
easat-9644	468	6	.	.	PUNCT
easat-9644	469	1	inadequate	inadequate	ADJ
easat-9644	469	2	technical	technical	ADJ
easat-9644	469	3	documentation	documentation	NOUN
easat-9644	469	4	:	:	PUNCT
easat-9644	469	5	kg	kg	PROPN
easat-9644	469	6	construction	construction	NOUN
easat-9644	469	7	is	be	AUX
easat-9644	469	8	done	do	VERB
easat-9644	469	9	in	in	ADP
easat-9644	469	10	phases	phase	NOUN
easat-9644	469	11	,	,	PUNCT
easat-9644	469	12	and	and	CCONJ
easat-9644	469	13	for	for	ADP
easat-9644	469	14	every	every	DET
easat-9644	469	15	phase	phase	NOUN
easat-9644	469	16	,	,	PUNCT
easat-9644	469	17	specific	specific	ADJ
easat-9644	469	18	algorithms	algorithm	NOUN
easat-9644	469	19	or	or	CCONJ
easat-9644	469	20	methods	method	NOUN
easat-9644	469	21	are	be	AUX
easat-9644	469	22	used	use	VERB
easat-9644	469	23	to	to	PART
easat-9644	469	24	accomplish	accomplish	VERB
easat-9644	469	25	the	the	DET
easat-9644	469	26	task	task	NOUN
easat-9644	469	27	or	or	CCONJ
easat-9644	469	28	objective	objective	NOUN
easat-9644	469	29	of	of	ADP
easat-9644	469	30	that	that	DET
easat-9644	469	31	phase	phase	NOUN
easat-9644	469	32	.	.	PUNCT
easat-9644	470	1	unfortunately	unfortunately	ADV
easat-9644	470	2	,	,	PUNCT
easat-9644	470	3	many	many	ADJ
easat-9644	470	4	researchers	researcher	NOUN
easat-9644	470	5	failed	fail	VERB
easat-9644	470	6	to	to	PART
easat-9644	470	7	report	report	VERB
easat-9644	470	8	or	or	CCONJ
easat-9644	470	9	were	be	AUX
easat-9644	470	10	vague	vague	ADJ
easat-9644	470	11	in	in	ADP
easat-9644	470	12	reporting	report	VERB
easat-9644	470	13	the	the	DET
easat-9644	470	14	technical	technical	ADJ
easat-9644	470	15	procedures	procedure	NOUN
easat-9644	470	16	involved	involve	VERB
easat-9644	470	17	in	in	ADP
easat-9644	470	18	kg	kg	PROPN
easat-9644	470	19	construction	construction	NOUN
easat-9644	470	20	.	.	PUNCT
easat-9644	471	1	these	these	PRON
easat-9644	471	2	include	include	VERB
easat-9644	471	3	insufficient	insufficient	ADJ
easat-9644	471	4	information	information	NOUN
easat-9644	471	5	on	on	ADP
easat-9644	471	6	datasets	dataset	NOUN
easat-9644	471	7	such	such	ADJ
easat-9644	471	8	as	as	ADP
easat-9644	471	9	the	the	DET
easat-9644	471	10	sources	source	NOUN
easat-9644	471	11	,	,	PUNCT
easat-9644	471	12	collection	collection	NOUN
easat-9644	471	13	techniques	technique	NOUN
easat-9644	471	14	,	,	PUNCT
easat-9644	471	15	pre	pre	ADJ
easat-9644	471	16	-	-	ADJ
easat-9644	471	17	processing	processing	ADJ
easat-9644	471	18	stages	stage	NOUN
easat-9644	471	19	,	,	PUNCT
easat-9644	471	20	and	and	CCONJ
easat-9644	471	21	annotation	annotation	NOUN
easat-9644	471	22	rules	rule	NOUN
easat-9644	471	23	utilized	utilize	VERB
easat-9644	471	24	for	for	ADP
easat-9644	471	25	their	their	PRON
easat-9644	471	26	datasets	dataset	NOUN
easat-9644	471	27	.	.	PUNCT
easat-9644	472	1	in	in	ADP
easat-9644	472	2	kg	kg	PROPN
easat-9644	472	3	constructed	construct	VERB
easat-9644	472	4	by	by	ADP
easat-9644	472	5	ml	ml	NOUN
easat-9644	472	6	or	or	CCONJ
easat-9644	472	7	dl	dl	PROPN
easat-9644	472	8	techniques	technique	NOUN
easat-9644	472	9	,	,	PUNCT
easat-9644	472	10	it	it	PRON
easat-9644	472	11	could	could	AUX
easat-9644	472	12	be	be	AUX
easat-9644	472	13	a	a	DET
easat-9644	472	14	limited	limited	ADJ
easat-9644	472	15	description	description	NOUN
easat-9644	472	16	of	of	ADP
easat-9644	472	17	model	model	NOUN
easat-9644	472	18	architectures	architecture	NOUN
easat-9644	472	19	and	and	CCONJ
easat-9644	472	20	hyperparameter	hyperparameter	NOUN
easat-9644	472	21	tuning	tuning	NOUN
easat-9644	472	22	,	,	PUNCT
easat-9644	472	23	primarily	primarily	ADV
easat-9644	472	24	when	when	SCONJ
easat-9644	472	25	authors	author	NOUN
easat-9644	472	26	might	might	AUX
easat-9644	472	27	not	not	PART
easat-9644	472	28	explain	explain	VERB
easat-9644	472	29	the	the	DET
easat-9644	472	30	chosen	choose	VERB
easat-9644	472	31	deep	deep	ADJ
easat-9644	472	32	learning	learning	NOUN
easat-9644	472	33	model	model	NOUN
easat-9644	472	34	architectures	architecture	NOUN
easat-9644	472	35	,	,	PUNCT
easat-9644	472	36	including	include	VERB
easat-9644	472	37	the	the	DET
easat-9644	472	38	reasons	reason	NOUN
easat-9644	472	39	for	for	ADP
easat-9644	472	40	certain	certain	ADJ
easat-9644	472	41	design	design	NOUN
easat-9644	472	42	choices	choice	NOUN
easat-9644	472	43	.	.	PUNCT
easat-9644	473	1	additionally	additionally	ADV
easat-9644	473	2	,	,	PUNCT
easat-9644	473	3	specifics	specific	NOUN
easat-9644	473	4	about	about	ADP
easat-9644	473	5	hyperparameter	hyperparameter	NOUN
easat-9644	473	6	tuning	tuning	NOUN
easat-9644	473	7	,	,	PUNCT
easat-9644	473	8	such	such	ADJ
easat-9644	473	9	as	as	ADP
easat-9644	473	10	the	the	DET
easat-9644	473	11	search	search	NOUN
easat-9644	473	12	space	space	NOUN
easat-9644	473	13	,	,	PUNCT
easat-9644	473	14	optimization	optimization	NOUN
easat-9644	473	15	techniques	technique	NOUN
easat-9644	473	16	,	,	PUNCT
easat-9644	473	17	and	and	CCONJ
easat-9644	473	18	evaluation	evaluation	NOUN
easat-9644	473	19	metrics	metric	NOUN
easat-9644	473	20	employed	employ	VERB
easat-9644	473	21	,	,	PUNCT
easat-9644	473	22	can	can	AUX
easat-9644	473	23	be	be	AUX
easat-9644	473	24	omitted	omit	VERB
easat-9644	473	25	or	or	CCONJ
easat-9644	473	26	insufficiently	insufficiently	ADV
easat-9644	473	27	presented	present	VERB
easat-9644	473	28	.	.	PUNCT
easat-9644	474	1	this	this	DET
easat-9644	474	2	lack	lack	NOUN
easat-9644	474	3	of	of	ADP
easat-9644	474	4	transparency	transparency	NOUN
easat-9644	474	5	can	can	AUX
easat-9644	474	6	make	make	VERB
easat-9644	474	7	comprehending	comprehend	VERB
easat-9644	474	8	the	the	DET
easat-9644	474	9	model	model	NOUN
easat-9644	474	10	design	design	NOUN
easat-9644	474	11	's	's	PART
easat-9644	474	12	and	and	CCONJ
easat-9644	474	13	hyperparameters	hyperparameter	NOUN
easat-9644	474	14	'	'	PART
easat-9644	474	15	impact	impact	NOUN
easat-9644	474	16	on	on	ADP
easat-9644	474	17	the	the	DET
easat-9644	474	18	stated	state	VERB
easat-9644	474	19	performance	performance	NOUN
easat-9644	474	20	challenging	challenging	ADJ
easat-9644	474	21	.	.	PUNCT
easat-9644	475	1	furthermore	furthermore	ADV
easat-9644	475	2	,	,	PUNCT
easat-9644	475	3	ambiguous	ambiguous	ADJ
easat-9644	475	4	descriptions	description	NOUN
easat-9644	475	5	of	of	ADP
easat-9644	475	6	knowledge	knowledge	NOUN
easat-9644	475	7	extraction	extraction	NOUN
easat-9644	475	8	and	and	CCONJ
easat-9644	475	9	relation	relation	NOUN
easat-9644	475	10	extraction	extraction	NOUN
easat-9644	475	11	methods	method	NOUN
easat-9644	475	12	are	be	AUX
easat-9644	475	13	common	common	ADJ
easat-9644	475	14	.	.	PUNCT
easat-9644	476	1	authors	author	NOUN
easat-9644	476	2	might	might	AUX
easat-9644	476	3	not	not	PART
easat-9644	476	4	adequately	adequately	ADV
easat-9644	476	5	describe	describe	VERB
easat-9644	476	6	the	the	DET
easat-9644	476	7	precise	precise	ADJ
easat-9644	476	8	knowledge	knowledge	NOUN
easat-9644	476	9	and	and	CCONJ
easat-9644	476	10	relation	relation	NOUN
easat-9644	476	11	extraction	extraction	NOUN
easat-9644	476	12	strategies	strategy	NOUN
easat-9644	476	13	,	,	PUNCT
easat-9644	476	14	including	include	VERB
easat-9644	476	15	the	the	DET
easat-9644	476	16	chosen	choose	VERB
easat-9644	476	17	algorithms	algorithm	NOUN
easat-9644	476	18	,	,	PUNCT
easat-9644	476	19	pretrained	pretraine	VERB
easat-9644	476	20	models	model	NOUN
easat-9644	476	21	,	,	PUNCT
easat-9644	476	22	and	and	CCONJ
easat-9644	476	23	any	any	DET
easat-9644	476	24	rule	rule	NOUN
easat-9644	476	25	-	-	PUNCT
easat-9644	476	26	based	base	VERB
easat-9644	476	27	heuristics	heuristic	NOUN
easat-9644	476	28	employed	employ	VERB
easat-9644	476	29	.	.	PUNCT
easat-9644	477	1	a	a	DET
easat-9644	477	2	lack	lack	NOUN
easat-9644	477	3	of	of	ADP
easat-9644	477	4	clarity	clarity	NOUN
easat-9644	477	5	in	in	ADP
easat-9644	477	6	presenting	present	VERB
easat-9644	477	7	these	these	DET
easat-9644	477	8	technical	technical	ADJ
easat-9644	477	9	details	detail	NOUN
easat-9644	477	10	can	can	AUX
easat-9644	477	11	make	make	VERB
easat-9644	477	12	it	it	PRON
easat-9644	477	13	tough	tough	ADJ
easat-9644	477	14	to	to	PART
easat-9644	477	15	reproduce	reproduce	VERB
easat-9644	477	16	the	the	DET
easat-9644	477	17	work	work	NOUN
easat-9644	477	18	,	,	PUNCT
easat-9644	477	19	comprehend	comprehend	VERB
easat-9644	477	20	the	the	DET
easat-9644	477	21	limitations	limitation	NOUN
easat-9644	477	22	of	of	ADP
easat-9644	477	23	the	the	DET
easat-9644	477	24	chosen	choose	VERB
easat-9644	477	25	methodologies	methodology	NOUN
easat-9644	477	26	,	,	PUNCT
easat-9644	477	27	and	and	CCONJ
easat-9644	477	28	build	build	VERB
easat-9644	477	29	upon	upon	SCONJ
easat-9644	477	30	the	the	DET
easat-9644	477	31	study	study	NOUN
easat-9644	477	32	.	.	PUNCT
easat-9644	478	1	it	it	PRON
easat-9644	478	2	also	also	ADV
easat-9644	478	3	fosters	foster	VERB
easat-9644	478	4	transparency	transparency	NOUN
easat-9644	478	5	and	and	CCONJ
easat-9644	478	6	enables	enable	VERB
easat-9644	478	7	a	a	DET
easat-9644	478	8	more	more	ADV
easat-9644	478	9	critical	critical	ADJ
easat-9644	478	10	examination	examination	NOUN
easat-9644	478	11	of	of	ADP
easat-9644	478	12	the	the	DET
easat-9644	478	13	strengths	strength	NOUN
easat-9644	478	14	and	and	CCONJ
easat-9644	478	15	limits	limit	NOUN
easat-9644	478	16	of	of	ADP
easat-9644	478	17	the	the	DET
easat-9644	478	18	proposed	propose	VERB
easat-9644	478	19	approaches	approach	NOUN
easat-9644	478	20	.	.	PUNCT
easat-9644	479	1	limited	limit	VERB
easat-9644	479	2	kg	kg	PROPN
easat-9644	479	3	evaluation	evaluation	NOUN
easat-9644	479	4	and	and	CCONJ
easat-9644	479	5	performance	performance	NOUN
easat-9644	479	6	comparison	comparison	NOUN
easat-9644	479	7	:	:	PUNCT
easat-9644	479	8	researchers	researcher	NOUN
easat-9644	479	9	are	be	AUX
easat-9644	479	10	usually	usually	ADV
easat-9644	479	11	expected	expect	VERB
easat-9644	479	12	to	to	PART
easat-9644	479	13	try	try	VERB
easat-9644	479	14	different	different	ADJ
easat-9644	479	15	approaches	approach	NOUN
easat-9644	479	16	in	in	ADP
easat-9644	479	17	their	their	PRON
easat-9644	479	18	studies	study	NOUN
easat-9644	479	19	and	and	CCONJ
easat-9644	479	20	pick	pick	VERB
easat-9644	479	21	the	the	DET
easat-9644	479	22	model	model	NOUN
easat-9644	479	23	or	or	CCONJ
easat-9644	479	24	methods	method	NOUN
easat-9644	479	25	with	with	ADP
easat-9644	479	26	the	the	DET
easat-9644	479	27	best	good	ADJ
easat-9644	479	28	results	result	NOUN
easat-9644	479	29	;	;	PUNCT
easat-9644	479	30	however	however	ADV
easat-9644	479	31	,	,	PUNCT
easat-9644	479	32	several	several	ADJ
easat-9644	479	33	kgs	kg	NOUN
easat-9644	479	34	were	be	AUX
easat-9644	479	35	developed	develop	VERB
easat-9644	479	36	from	from	ADP
easat-9644	479	37	the	the	DET
easat-9644	479	38	author	author	NOUN
easat-9644	479	39	's	's	PART
easat-9644	479	40	supposed	suppose	VERB
easat-9644	479	41	view	view	NOUN
easat-9644	479	42	only	only	ADV
easat-9644	479	43	,	,	PUNCT
easat-9644	479	44	without	without	ADP
easat-9644	479	45	consideration	consideration	NOUN
easat-9644	479	46	or	or	CCONJ
easat-9644	479	47	comparison	comparison	NOUN
easat-9644	479	48	with	with	ADP
easat-9644	479	49	other	other	ADJ
easat-9644	479	50	related	related	ADJ
easat-9644	479	51	approaches	approach	NOUN
easat-9644	479	52	,	,	PUNCT
easat-9644	479	53	which	which	PRON
easat-9644	479	54	could	could	AUX
easat-9644	479	55	serve	serve	VERB
easat-9644	479	56	as	as	ADP
easat-9644	479	57	baselines	baseline	NOUN
easat-9644	479	58	.	.	PUNCT
easat-9644	480	1	sometimes	sometimes	ADV
easat-9644	480	2	,	,	PUNCT
easat-9644	480	3	authors	author	NOUN
easat-9644	480	4	could	could	AUX
easat-9644	480	5	have	have	AUX
easat-9644	480	6	compared	compare	VERB
easat-9644	480	7	,	,	PUNCT
easat-9644	480	8	but	but	CCONJ
easat-9644	480	9	there	there	PRON
easat-9644	480	10	are	be	VERB
easat-9644	480	11	insufficient	insufficient	ADJ
easat-9644	480	12	details	detail	NOUN
easat-9644	480	13	on	on	ADP
easat-9644	480	14	critical	critical	ADJ
easat-9644	480	15	components	component	NOUN
easat-9644	480	16	like	like	ADP
easat-9644	480	17	splitting	splitting	NOUN
easat-9644	480	18	tactics	tactic	NOUN
easat-9644	480	19	,	,	PUNCT
easat-9644	480	20	chosen	choose	VERB
easat-9644	480	21	measures	measure	NOUN
easat-9644	480	22	,	,	PUNCT
easat-9644	480	23	or	or	CCONJ
easat-9644	480	24	statistical	statistical	ADJ
easat-9644	480	25	significance	significance	NOUN
easat-9644	480	26	tests	test	NOUN
easat-9644	480	27	.	.	PUNCT
easat-9644	481	1	a	a	DET
easat-9644	481	2	lack	lack	NOUN
easat-9644	481	3	of	of	ADP
easat-9644	481	4	transparency	transparency	NOUN
easat-9644	481	5	in	in	ADP
easat-9644	481	6	reporting	report	VERB
easat-9644	481	7	the	the	DET
easat-9644	481	8	evaluation	evaluation	NOUN
easat-9644	481	9	methodologies	methodology	NOUN
easat-9644	481	10	can	can	AUX
easat-9644	481	11	create	create	VERB
easat-9644	481	12	issues	issue	NOUN
easat-9644	481	13	about	about	ADP
easat-9644	481	14	the	the	DET
easat-9644	481	15	trustworthiness	trustworthiness	NOUN
easat-9644	481	16	and	and	CCONJ
easat-9644	481	17	generalizability	generalizability	NOUN
easat-9644	481	18	of	of	ADP
easat-9644	481	19	the	the	DET
easat-9644	481	20	author	author	NOUN
easat-9644	481	21	's	's	PART
easat-9644	481	22	conclusion	conclusion	NOUN
easat-9644	481	23	on	on	ADP
easat-9644	481	24	results	result	NOUN
easat-9644	481	25	[	[	X
easat-9644	481	26	71	71	NUM
easat-9644	481	27	]	]	PUNCT
easat-9644	481	28	.	.	PUNCT
easat-9644	482	1	in	in	ADP
easat-9644	482	2	addition	addition	NOUN
easat-9644	482	3	,	,	PUNCT
easat-9644	482	4	most	most	ADJ
easat-9644	482	5	kgs	kg	NOUN
easat-9644	482	6	evaluated	evaluate	VERB
easat-9644	482	7	only	only	ADV
easat-9644	482	8	the	the	DET
easat-9644	482	9	knowledge	knowledge	NOUN
easat-9644	482	10	extraction	extraction	NOUN
easat-9644	482	11	(	(	PUNCT
easat-9644	482	12	ner	ner	NOUN
easat-9644	482	13	and	and	CCONJ
easat-9644	482	14	re	re	NOUN
easat-9644	482	15	)	)	PUNCT
easat-9644	482	16	phase	phase	NOUN
easat-9644	482	17	,	,	PUNCT
easat-9644	482	18	using	use	VERB
easat-9644	482	19	confusion	confusion	NOUN
easat-9644	482	20	matrix	matrix	NOUN
easat-9644	482	21	metrics	metric	NOUN
easat-9644	482	22	such	such	ADJ
easat-9644	482	23	as	as	ADP
easat-9644	482	24	precision	precision	NOUN
easat-9644	482	25	,	,	PUNCT
easat-9644	482	26	accuracy	accuracy	NOUN
easat-9644	482	27	,	,	PUNCT
easat-9644	482	28	and	and	CCONJ
easat-9644	482	29	f-1	f-1	NOUN
easat-9644	482	30	score	score	NOUN
easat-9644	482	31	,	,	PUNCT
easat-9644	482	32	the	the	DET
easat-9644	482	33	specific	specific	ADJ
easat-9644	482	34	purpose	purpose	NOUN
easat-9644	482	35	or	or	CCONJ
easat-9644	482	36	applicability	applicability	NOUN
easat-9644	482	37	of	of	ADP
easat-9644	482	38	the	the	DET
easat-9644	482	39	kg	kg	PROPN
easat-9644	482	40	,	,	PUNCT
easat-9644	482	41	such	such	ADJ
easat-9644	482	42	as	as	ADP
easat-9644	482	43	personalized	personalized	ADJ
easat-9644	482	44	learning	learning	NOUN
easat-9644	482	45	,	,	PUNCT
easat-9644	482	46	recommendation	recommendation	NOUN
easat-9644	482	47	of	of	ADP
easat-9644	482	48	resources	resource	NOUN
easat-9644	482	49	,	,	PUNCT
easat-9644	482	50	or	or	CCONJ
easat-9644	482	51	question	question	VERB
easat-9644	482	52	answering	answer	VERB
easat-9644	482	53	capabilities	capability	NOUN
easat-9644	482	54	of	of	ADP
easat-9644	482	55	the	the	DET
easat-9644	482	56	kgs	kg	NOUN
easat-9644	482	57	,	,	PUNCT
easat-9644	482	58	are	be	AUX
easat-9644	482	59	rarely	rarely	ADV
easat-9644	482	60	evaluated	evaluate	VERB
easat-9644	482	61	.	.	PUNCT
easat-9644	483	1	other	other	ADJ
easat-9644	483	2	forms	form	NOUN
easat-9644	483	3	of	of	ADP
easat-9644	483	4	evaluation	evaluation	NOUN
easat-9644	483	5	,	,	PUNCT
easat-9644	483	6	like	like	ADP
easat-9644	483	7	kg	kg	PROPN
easat-9644	483	8	data	datum	NOUN
easat-9644	483	9	quality	quality	NOUN
easat-9644	483	10	[	[	X
easat-9644	483	11	97	97	NUM
easat-9644	483	12	]	]	PUNCT
easat-9644	483	13	or	or	CCONJ
easat-9644	483	14	kg	kg	X
easat-9644	483	15	structural	structural	ADJ
easat-9644	483	16	quality	quality	NOUN
easat-9644	483	17	[	[	X
easat-9644	483	18	98	98	NUM
easat-9644	483	19	]	]	PUNCT
easat-9644	483	20	and	and	CCONJ
easat-9644	483	21	their	their	PRON
easat-9644	483	22	respective	respective	ADJ
easat-9644	483	23	dimensions	dimension	NOUN
easat-9644	483	24	,	,	PUNCT
easat-9644	483	25	are	be	AUX
easat-9644	483	26	seldom	seldom	ADV
easat-9644	483	27	considered	consider	VERB
easat-9644	483	28	.	.	PUNCT
easat-9644	484	1	lack	lack	NOUN
easat-9644	484	2	of	of	ADP
easat-9644	484	3	standardization	standardization	NOUN
easat-9644	484	4	:	:	PUNCT
easat-9644	484	5	another	another	DET
easat-9644	484	6	significant	significant	ADJ
easat-9644	484	7	challenge	challenge	NOUN
easat-9644	484	8	is	be	AUX
easat-9644	484	9	the	the	DET
easat-9644	484	10	lack	lack	NOUN
easat-9644	484	11	of	of	ADP
easat-9644	484	12	standardized	standardized	ADJ
easat-9644	484	13	methodologies	methodology	NOUN
easat-9644	484	14	,	,	PUNCT
easat-9644	484	15	standardized	standardize	VERB
easat-9644	484	16	kg	kg	PROPN
easat-9644	484	17	data	data	NOUN
easat-9644	484	18	models	model	NOUN
easat-9644	484	19	or	or	CCONJ
easat-9644	484	20	schema	schema	NOUN
easat-9644	484	21	,	,	PUNCT
easat-9644	484	22	and	and	CCONJ
easat-9644	484	23	standardization	standardization	NOUN
easat-9644	484	24	of	of	ADP
easat-9644	484	25	datasets	dataset	NOUN
easat-9644	484	26	,	,	PUNCT
easat-9644	484	27	making	make	VERB
easat-9644	484	28	it	it	PRON
easat-9644	484	29	difficult	difficult	ADJ
easat-9644	484	30	to	to	PART
easat-9644	484	31	establish	establish	VERB
easat-9644	484	32	best	good	ADJ
easat-9644	484	33	practices	practice	NOUN
easat-9644	484	34	and	and	CCONJ
easat-9644	484	35	evaluate	evaluate	VERB
easat-9644	484	36	different	different	ADJ
easat-9644	484	37	approaches	approach	NOUN
easat-9644	484	38	fairly	fairly	ADV
easat-9644	484	39	.	.	PUNCT
easat-9644	485	1	there	there	PRON
easat-9644	485	2	is	be	VERB
easat-9644	485	3	a	a	DET
easat-9644	485	4	need	need	NOUN
easat-9644	485	5	for	for	ADP
easat-9644	485	6	clear	clear	ADJ
easat-9644	485	7	standards	standard	NOUN
easat-9644	485	8	in	in	ADP
easat-9644	485	9	areas	area	NOUN
easat-9644	485	10	like	like	ADP
easat-9644	485	11	concept	concept	NOUN
easat-9644	485	12	extraction	extraction	NOUN
easat-9644	485	13	,	,	PUNCT
easat-9644	485	14	where	where	SCONJ
easat-9644	485	15	subjective	subjective	ADJ
easat-9644	485	16	interpretations	interpretation	NOUN
easat-9644	485	17	and	and	CCONJ
easat-9644	485	18	the	the	DET
easat-9644	485	19	absence	absence	NOUN
easat-9644	485	20	of	of	ADP
easat-9644	485	21	widely	widely	ADV
easat-9644	485	22	accepted	accept	VERB
easat-9644	485	23	definitions	definition	NOUN
easat-9644	485	24	can	can	AUX
easat-9644	485	25	hinder	hinder	VERB
easat-9644	485	26	consistency	consistency	NOUN
easat-9644	485	27	and	and	CCONJ
easat-9644	485	28	reproducibility	reproducibility	NOUN
easat-9644	485	29	.	.	PUNCT
easat-9644	486	1	standardized	standardized	ADJ
easat-9644	486	2	methodologies	methodology	NOUN
easat-9644	486	3	would	would	AUX
easat-9644	486	4	help	help	VERB
easat-9644	486	5	to	to	PART
easat-9644	486	6	introduce	introduce	VERB
easat-9644	486	7	fairness	fairness	NOUN
easat-9644	486	8	and	and	CCONJ
easat-9644	486	9	transparency	transparency	NOUN
easat-9644	486	10	from	from	ADP
easat-9644	486	11	the	the	DET
easat-9644	486	12	user	user	NOUN
easat-9644	486	13	's	's	PART
easat-9644	486	14	perspective	perspective	NOUN
easat-9644	486	15	,	,	PUNCT
easat-9644	486	16	especially	especially	ADV
easat-9644	486	17	in	in	ADP
easat-9644	486	18	applications	application	NOUN
easat-9644	486	19	involving	involve	VERB
easat-9644	486	20	recommendations	recommendation	NOUN
easat-9644	486	21	,	,	PUNCT
easat-9644	486	22	where	where	SCONJ
easat-9644	486	23	biases	bias	NOUN
easat-9644	486	24	related	relate	VERB
easat-9644	486	25	to	to	ADP
easat-9644	486	26	knowledge	knowledge	NOUN
easat-9644	486	27	background	background	NOUN
easat-9644	486	28	or	or	CCONJ
easat-9644	486	29	popularity	popularity	NOUN
easat-9644	486	30	of	of	ADP
easat-9644	486	31	elements	element	NOUN
easat-9644	486	32	involved	involve	VERB
easat-9644	486	33	can	can	AUX
easat-9644	486	34	lead	lead	VERB
easat-9644	486	35	to	to	ADP
easat-9644	486	36	unfair	unfair	ADJ
easat-9644	486	37	outcomes	outcome	NOUN
easat-9644	486	38	.	.	PUNCT
easat-9644	487	1	the	the	DET
easat-9644	487	2	need	need	NOUN
easat-9644	487	3	for	for	ADP
easat-9644	487	4	explainable	explainable	ADJ
easat-9644	487	5	kg	kg	NOUN
easat-9644	487	6	-	-	PUNCT
easat-9644	487	7	based	base	VERB
easat-9644	487	8	systems	system	NOUN
easat-9644	487	9	is	be	AUX
easat-9644	487	10	also	also	ADV
easat-9644	487	11	emphasized	emphasize	VERB
easat-9644	487	12	,	,	PUNCT
easat-9644	487	13	as	as	SCONJ
easat-9644	487	14	transparency	transparency	NOUN
easat-9644	487	15	in	in	ADP
easat-9644	487	16	the	the	DET
easat-9644	487	17	decision	decision	NOUN
easat-9644	487	18	-	-	PUNCT
easat-9644	487	19	making	make	VERB
easat-9644	487	20	process	process	NOUN
easat-9644	487	21	can	can	AUX
easat-9644	487	22	enhance	enhance	VERB
easat-9644	487	23	user	user	NOUN
easat-9644	487	24	trust	trust	NOUN
easat-9644	487	25	and	and	CCONJ
easat-9644	487	26	acceptance	acceptance	NOUN
easat-9644	487	27	.	.	PUNCT
easat-9644	488	1	interoperability	interoperability	NOUN
easat-9644	488	2	challenges	challenge	NOUN
easat-9644	488	3	:	:	PUNCT
easat-9644	488	4	kgs	kg	NOUN
easat-9644	488	5	are	be	AUX
easat-9644	488	6	expected	expect	VERB
easat-9644	488	7	to	to	PART
easat-9644	488	8	be	be	AUX
easat-9644	488	9	a	a	DET
easat-9644	488	10	promising	promising	ADJ
easat-9644	488	11	technical	technical	ADJ
easat-9644	488	12	solution	solution	NOUN
easat-9644	488	13	for	for	ADP
easat-9644	488	14	adopting	adopt	VERB
easat-9644	488	15	the	the	DET
easat-9644	488	16	fair	fair	ADJ
easat-9644	488	17	principles	principle	NOUN
easat-9644	488	18	,	,	PUNCT
easat-9644	488	19	which	which	PRON
easat-9644	488	20	promote	promote	VERB
easat-9644	488	21	data	datum	NOUN
easat-9644	488	22	findability	findability	NOUN
easat-9644	488	23	,	,	PUNCT
easat-9644	488	24	accessibility	accessibility	NOUN
easat-9644	488	25	,	,	PUNCT
easat-9644	488	26	interoperability	interoperability	NOUN
easat-9644	488	27	,	,	PUNCT
easat-9644	488	28	and	and	CCONJ
easat-9644	488	29	reuse	reuse	NOUN
easat-9644	488	30	[	[	X
easat-9644	488	31	99	99	NUM
easat-9644	488	32	,	,	PUNCT
easat-9644	488	33	100	100	NUM
easat-9644	488	34	]	]	PUNCT
easat-9644	488	35	.	.	PUNCT
easat-9644	489	1	however	however	ADV
easat-9644	489	2	,	,	PUNCT
easat-9644	489	3	several	several	ADJ
easat-9644	489	4	kgs	kg	NOUN
easat-9644	489	5	find	find	VERB
easat-9644	489	6	it	it	PRON
easat-9644	489	7	challenging	challenge	VERB
easat-9644	489	8	to	to	PART
easat-9644	489	9	integrate	integrate	VERB
easat-9644	489	10	and	and	CCONJ
easat-9644	489	11	exchange	exchange	VERB
easat-9644	489	12	knowledge	knowledge	NOUN
easat-9644	489	13	with	with	ADP
easat-9644	489	14	one	one	NUM
easat-9644	489	15	another	another	DET
easat-9644	489	16	seamlessly	seamlessly	ADV
easat-9644	489	17	.	.	PUNCT
easat-9644	490	1	the	the	DET
easat-9644	490	2	heterogeneity	heterogeneity	NOUN
easat-9644	490	3	of	of	ADP
easat-9644	490	4	data	datum	NOUN
easat-9644	490	5	sources	source	NOUN
easat-9644	490	6	and	and	CCONJ
easat-9644	490	7	varying	vary	VERB
easat-9644	490	8	data	datum	NOUN
easat-9644	490	9	representation	representation	NOUN
easat-9644	490	10	formats	format	NOUN
easat-9644	490	11	have	have	AUX
easat-9644	490	12	been	be	AUX
easat-9644	490	13	identified	identify	VERB
easat-9644	490	14	as	as	ADP
easat-9644	490	15	significant	significant	ADJ
easat-9644	490	16	interoperability	interoperability	NOUN
easat-9644	490	17	barriers	barrier	NOUN
easat-9644	490	18	.	.	PUNCT
easat-9644	491	1	in	in	ADP
easat-9644	491	2	education	education	NOUN
easat-9644	491	3	,	,	PUNCT
easat-9644	491	4	knowledge	knowledge	NOUN
easat-9644	491	5	might	might	AUX
easat-9644	491	6	be	be	AUX
easat-9644	491	7	text	text	NOUN
easat-9644	491	8	,	,	PUNCT
easat-9644	491	9	images	image	NOUN
easat-9644	491	10	,	,	PUNCT
easat-9644	491	11	or	or	CCONJ
easat-9644	491	12	videos	video	NOUN
easat-9644	491	13	,	,	PUNCT
easat-9644	491	14	and	and	CCONJ
easat-9644	491	15	integrating	integrate	VERB
easat-9644	491	16	these	these	DET
easat-9644	491	17	disparate	disparate	ADJ
easat-9644	491	18	data	datum	NOUN
easat-9644	491	19	sources	source	NOUN
easat-9644	491	20	into	into	ADP
easat-9644	491	21	a	a	DET
easat-9644	491	22	single	single	ADJ
easat-9644	491	23	kg	kg	NOUN
easat-9644	491	24	requires	require	VERB
easat-9644	491	25	multimodal	multimodal	ADJ
easat-9644	491	26	data	datum	NOUN
easat-9644	491	27	processing	processing	NOUN
easat-9644	491	28	approaches	approach	NOUN
easat-9644	491	29	.	.	PUNCT
easat-9644	492	1	the	the	DET
easat-9644	492	2	same	same	ADJ
easat-9644	492	3	applies	apply	VERB
easat-9644	492	4	to	to	ADP
easat-9644	492	5	different	different	ADJ
easat-9644	492	6	kgs	kg	NOUN
easat-9644	492	7	,	,	PUNCT
easat-9644	492	8	which	which	PRON
easat-9644	492	9	could	could	AUX
easat-9644	492	10	contain	contain	VERB
easat-9644	492	11	different	different	ADJ
easat-9644	492	12	data	datum	NOUN
easat-9644	492	13	modes	mode	NOUN
easat-9644	492	14	,	,	PUNCT
easat-9644	492	15	making	make	VERB
easat-9644	492	16	their	their	PRON
easat-9644	492	17	integration	integration	NOUN
easat-9644	492	18	challenging	challenge	VERB
easat-9644	492	19	.	.	PUNCT
easat-9644	493	1	different	different	ADJ
easat-9644	493	2	kgs	kgs	PROPN
easat-9644	493	3	'	'	PART
easat-9644	493	4	vocabularies	vocabulary	NOUN
easat-9644	493	5	,	,	PUNCT
easat-9644	493	6	acronyms	acronym	NOUN
easat-9644	493	7	,	,	PUNCT
easat-9644	493	8	and	and	CCONJ
easat-9644	493	9	semantic	semantic	ADJ
easat-9644	493	10	1490	1490	NUM
easat-9644	493	11	edelweiss	edelweiss	PROPN
easat-9644	493	12	applied	apply	VERB
easat-9644	493	13	science	science	NOUN
easat-9644	493	14	and	and	CCONJ
easat-9644	493	15	technology	technology	NOUN
easat-9644	493	16	issn	issn	PROPN
easat-9644	493	17	:	:	PUNCT
easat-9644	493	18	2576	2576	NUM
easat-9644	493	19	-	-	SYM
easat-9644	493	20	8484	8484	NUM
easat-9644	493	21	vol	vol	NOUN
easat-9644	493	22	.	.	PROPN
easat-9644	493	23	9	9	NUM
easat-9644	493	24	,	,	PUNCT
easat-9644	493	25	no	no	INTJ
easat-9644	493	26	.	.	NOUN
easat-9644	493	27	8	8	NUM
easat-9644	493	28	:	:	SYM
easat-9644	493	29	1464	1464	NUM
easat-9644	493	30	-	-	SYM
easat-9644	493	31	1497	1497	NUM
easat-9644	493	32	,	,	PUNCT
easat-9644	493	33	2025	2025	NUM
easat-9644	493	34	doi	doi	NOUN
easat-9644	493	35	:	:	PUNCT
easat-9644	493	36	10.55214/2576	10.55214/2576	NUM
easat-9644	493	37	-	-	NUM
easat-9644	493	38	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	493	39	©	©	PROPN
easat-9644	493	40	2025	2025	NUM
easat-9644	493	41	by	by	ADP
easat-9644	493	42	the	the	DET
easat-9644	493	43	authors	author	NOUN
easat-9644	494	1	;	;	PUNCT
easat-9644	494	2	licensee	licensee	NOUN
easat-9644	494	3	learning	learn	VERB
easat-9644	494	4	gate	gate	NOUN
easat-9644	494	5	representations	representation	NOUN
easat-9644	494	6	could	could	AUX
easat-9644	494	7	differ	differ	VERB
easat-9644	494	8	across	across	ADP
easat-9644	494	9	specializations	specialization	NOUN
easat-9644	494	10	even	even	ADV
easat-9644	494	11	within	within	ADP
easat-9644	494	12	a	a	DET
easat-9644	494	13	single	single	ADJ
easat-9644	494	14	data	datum	NOUN
easat-9644	494	15	medium	medium	ADJ
easat-9644	494	16	like	like	ADP
easat-9644	494	17	text	text	NOUN
easat-9644	494	18	.	.	PUNCT
easat-9644	495	1	many	many	ADJ
easat-9644	495	2	domain	domain	NOUN
easat-9644	495	3	-	-	PUNCT
easat-9644	495	4	specific	specific	ADJ
easat-9644	495	5	concepts	concept	NOUN
easat-9644	495	6	often	often	ADV
easat-9644	495	7	involve	involve	VERB
easat-9644	495	8	subjective	subjective	ADJ
easat-9644	495	9	interpretations	interpretation	NOUN
easat-9644	495	10	,	,	PUNCT
easat-9644	495	11	and	and	CCONJ
easat-9644	495	12	integration	integration	NOUN
easat-9644	495	13	of	of	ADP
easat-9644	495	14	different	different	ADJ
easat-9644	495	15	kgs	kg	NOUN
easat-9644	495	16	with	with	ADP
easat-9644	495	17	the	the	DET
easat-9644	495	18	same	same	ADJ
easat-9644	495	19	concepts	concept	NOUN
easat-9644	495	20	without	without	ADP
easat-9644	495	21	resolving	resolve	VERB
easat-9644	495	22	these	these	DET
easat-9644	495	23	conflicts	conflict	NOUN
easat-9644	495	24	could	could	AUX
easat-9644	495	25	lead	lead	VERB
easat-9644	495	26	to	to	ADP
easat-9644	495	27	inconsistencies	inconsistency	NOUN
easat-9644	495	28	and	and	CCONJ
easat-9644	495	29	hinder	hinder	VERB
easat-9644	495	30	the	the	DET
easat-9644	495	31	development	development	NOUN
easat-9644	495	32	of	of	ADP
easat-9644	495	33	robust	robust	ADJ
easat-9644	495	34	and	and	CCONJ
easat-9644	495	35	generalizable	generalizable	ADJ
easat-9644	495	36	methods	method	NOUN
easat-9644	495	37	[	[	X
easat-9644	495	38	55	55	NUM
easat-9644	495	39	]	]	PUNCT
easat-9644	495	40	.	.	PUNCT
easat-9644	496	1	as	as	ADP
easat-9644	496	2	such	such	ADJ
easat-9644	496	3	,	,	PUNCT
easat-9644	496	4	the	the	DET
easat-9644	496	5	making	making	NOUN
easat-9644	496	6	,	,	PUNCT
easat-9644	496	7	merging	merge	VERB
easat-9644	496	8	,	,	PUNCT
easat-9644	496	9	linking	link	VERB
easat-9644	496	10	,	,	PUNCT
easat-9644	496	11	and	and	CCONJ
easat-9644	496	12	querying	query	VERB
easat-9644	496	13	such	such	ADJ
easat-9644	496	14	kgs	kg	NOUN
easat-9644	496	15	are	be	AUX
easat-9644	496	16	challenging	challenge	VERB
easat-9644	496	17	without	without	ADP
easat-9644	496	18	a	a	DET
easat-9644	496	19	common	common	ADJ
easat-9644	496	20	knowledge	knowledge	NOUN
easat-9644	496	21	representation	representation	NOUN
easat-9644	496	22	language	language	NOUN
easat-9644	496	23	.	.	PUNCT
easat-9644	497	1	generalizability	generalizability	NOUN
easat-9644	497	2	and	and	CCONJ
easat-9644	497	3	scalability	scalability	NOUN
easat-9644	497	4	constraints	constraint	NOUN
easat-9644	497	5	:	:	PUNCT
easat-9644	497	6	many	many	ADJ
easat-9644	497	7	datasets	dataset	NOUN
easat-9644	497	8	used	use	VERB
easat-9644	497	9	in	in	ADP
easat-9644	497	10	kg	kg	PROPN
easat-9644	497	11	development	development	NOUN
easat-9644	497	12	are	be	AUX
easat-9644	497	13	tailored	tailor	VERB
easat-9644	497	14	to	to	ADP
easat-9644	497	15	specific	specific	ADJ
easat-9644	497	16	domains	domain	NOUN
easat-9644	497	17	,	,	PUNCT
easat-9644	497	18	e.g.	e.g.	ADV
easat-9644	497	19	,	,	PUNCT
easat-9644	497	20	cancer	cancer	NOUN
easat-9644	497	21	datasets	dataset	NOUN
easat-9644	497	22	or	or	CCONJ
easat-9644	497	23	textbooks	textbook	NOUN
easat-9644	497	24	on	on	ADP
easat-9644	497	25	c	c	PROPN
easat-9644	497	26	programming	programming	NOUN
easat-9644	497	27	.	.	PUNCT
easat-9644	498	1	generalizability	generalizability	NOUN
easat-9644	498	2	refers	refer	VERB
easat-9644	498	3	to	to	ADP
easat-9644	498	4	the	the	DET
easat-9644	498	5	ability	ability	NOUN
easat-9644	498	6	of	of	ADP
easat-9644	498	7	a	a	DET
easat-9644	498	8	kg	kg	NOUN
easat-9644	498	9	and	and	CCONJ
easat-9644	498	10	the	the	DET
easat-9644	498	11	respective	respective	ADJ
easat-9644	498	12	construction	construction	NOUN
easat-9644	498	13	methods	method	NOUN
easat-9644	498	14	to	to	PART
easat-9644	498	15	perform	perform	VERB
easat-9644	498	16	well	well	ADV
easat-9644	498	17	on	on	ADP
easat-9644	498	18	unseen	unseen	ADJ
easat-9644	498	19	data	datum	NOUN
easat-9644	498	20	and	and	CCONJ
easat-9644	498	21	different	different	ADJ
easat-9644	498	22	specializations	specialization	NOUN
easat-9644	498	23	or	or	CCONJ
easat-9644	498	24	domains	domain	NOUN
easat-9644	498	25	.	.	PUNCT
easat-9644	499	1	several	several	ADJ
easat-9644	499	2	authors	author	NOUN
easat-9644	499	3	indicate	indicate	VERB
easat-9644	499	4	that	that	SCONJ
easat-9644	499	5	despite	despite	SCONJ
easat-9644	499	6	their	their	PRON
easat-9644	499	7	impressive	impressive	ADJ
easat-9644	499	8	performance	performance	NOUN
easat-9644	499	9	,	,	PUNCT
easat-9644	499	10	deep	deep	ADJ
easat-9644	499	11	learning	learning	NOUN
easat-9644	499	12	models	model	NOUN
easat-9644	499	13	are	be	AUX
easat-9644	499	14	often	often	ADV
easat-9644	499	15	limited	limit	VERB
easat-9644	499	16	in	in	ADP
easat-9644	499	17	their	their	PRON
easat-9644	499	18	generalizability	generalizability	NOUN
easat-9644	499	19	.	.	PUNCT
easat-9644	500	1	for	for	ADP
easat-9644	500	2	example	example	NOUN
easat-9644	500	3	,	,	PUNCT
easat-9644	500	4	while	while	SCONJ
easat-9644	500	5	effective	effective	ADJ
easat-9644	500	6	in	in	ADP
easat-9644	500	7	specific	specific	ADJ
easat-9644	500	8	domains	domain	NOUN
easat-9644	500	9	,	,	PUNCT
easat-9644	500	10	pre	pre	ADJ
easat-9644	500	11	-	-	ADJ
easat-9644	500	12	trained	train	VERB
easat-9644	500	13	language	language	NOUN
easat-9644	500	14	models	model	NOUN
easat-9644	500	15	like	like	ADP
easat-9644	500	16	bert	bert	PROPN
easat-9644	500	17	may	may	AUX
easat-9644	500	18	require	require	VERB
easat-9644	500	19	significant	significant	ADJ
easat-9644	500	20	adaptation	adaptation	NOUN
easat-9644	500	21	to	to	PART
easat-9644	500	22	perform	perform	VERB
easat-9644	500	23	well	well	ADV
easat-9644	500	24	on	on	ADP
easat-9644	500	25	data	datum	NOUN
easat-9644	500	26	from	from	ADP
easat-9644	500	27	other	other	ADJ
easat-9644	500	28	domains	domain	NOUN
easat-9644	500	29	.	.	PUNCT
easat-9644	501	1	this	this	DET
easat-9644	501	2	adaptation	adaptation	NOUN
easat-9644	501	3	can	can	AUX
easat-9644	501	4	be	be	AUX
easat-9644	501	5	computationally	computationally	ADV
easat-9644	501	6	expensive	expensive	ADJ
easat-9644	501	7	and	and	CCONJ
easat-9644	501	8	time	time	NOUN
easat-9644	501	9	-	-	PUNCT
easat-9644	501	10	consuming	consume	VERB
easat-9644	501	11	,	,	PUNCT
easat-9644	501	12	limiting	limit	VERB
easat-9644	501	13	the	the	DET
easat-9644	501	14	scalability	scalability	NOUN
easat-9644	501	15	of	of	ADP
easat-9644	501	16	deep	deep	ADJ
easat-9644	501	17	learning	learning	NOUN
easat-9644	501	18	-	-	PUNCT
easat-9644	501	19	based	base	VERB
easat-9644	501	20	kg	kg	PROPN
easat-9644	501	21	construction	construction	NOUN
easat-9644	501	22	methods	method	NOUN
easat-9644	501	23	[	[	PUNCT
easat-9644	501	24	92	92	NUM
easat-9644	501	25	]	]	PUNCT
easat-9644	501	26	.	.	PUNCT
easat-9644	502	1	in	in	ADP
easat-9644	502	2	the	the	DET
easat-9644	502	3	same	same	ADJ
easat-9644	502	4	light	light	NOUN
easat-9644	502	5	,	,	PUNCT
easat-9644	502	6	robust	robust	ADJ
easat-9644	502	7	kgs	kg	NOUN
easat-9644	502	8	are	be	AUX
easat-9644	502	9	often	often	ADV
easat-9644	502	10	trained	train	VERB
easat-9644	502	11	on	on	ADP
easat-9644	502	12	extensive	extensive	ADJ
easat-9644	502	13	datasets	dataset	NOUN
easat-9644	502	14	from	from	ADP
easat-9644	502	15	multiple	multiple	ADJ
easat-9644	502	16	sources	source	NOUN
easat-9644	502	17	,	,	PUNCT
easat-9644	502	18	making	make	VERB
easat-9644	502	19	the	the	DET
easat-9644	502	20	management	management	NOUN
easat-9644	502	21	,	,	PUNCT
easat-9644	502	22	processing	processing	NOUN
easat-9644	502	23	,	,	PUNCT
easat-9644	502	24	and	and	CCONJ
easat-9644	502	25	updating	updating	NOUN
easat-9644	502	26	of	of	ADP
easat-9644	502	27	the	the	DET
easat-9644	502	28	kg	kg	NOUN
easat-9644	502	29	in	in	ADP
easat-9644	502	30	real	real	ADJ
easat-9644	502	31	time	time	NOUN
easat-9644	502	32	computationally	computationally	ADV
easat-9644	502	33	intensive	intensive	ADJ
easat-9644	502	34	.	.	PUNCT
easat-9644	503	1	kg	kg	NOUN
easat-9644	503	2	based	base	VERB
easat-9644	503	3	on	on	ADP
easat-9644	503	4	deep	deep	ADJ
easat-9644	503	5	learning	learning	NOUN
easat-9644	503	6	and	and	CCONJ
easat-9644	503	7	graph	graph	VERB
easat-9644	503	8	convolutional	convolutional	ADJ
easat-9644	503	9	networks	network	NOUN
easat-9644	503	10	for	for	ADP
easat-9644	503	11	relation	relation	NOUN
easat-9644	503	12	extractors	extractor	NOUN
easat-9644	503	13	usually	usually	ADV
easat-9644	503	14	require	require	VERB
easat-9644	503	15	substantial	substantial	ADJ
easat-9644	503	16	computational	computational	ADJ
easat-9644	503	17	resources	resource	NOUN
easat-9644	503	18	for	for	ADP
easat-9644	503	19	training	training	NOUN
easat-9644	503	20	and	and	CCONJ
easat-9644	503	21	inference	inference	NOUN
easat-9644	503	22	.	.	PUNCT
easat-9644	504	1	this	this	PRON
easat-9644	504	2	may	may	AUX
easat-9644	504	3	restrict	restrict	VERB
easat-9644	504	4	scalability	scalability	NOUN
easat-9644	504	5	,	,	PUNCT
easat-9644	504	6	particularly	particularly	ADV
easat-9644	504	7	in	in	ADP
easat-9644	504	8	resource	resource	NOUN
easat-9644	504	9	-	-	PUNCT
easat-9644	504	10	constrained	constrain	VERB
easat-9644	504	11	environments	environment	NOUN
easat-9644	504	12	.	.	PUNCT
easat-9644	505	1	as	as	ADP
easat-9644	505	2	the	the	DET
easat-9644	505	3	size	size	NOUN
easat-9644	505	4	of	of	ADP
easat-9644	505	5	knowledge	knowledge	NOUN
easat-9644	505	6	graphs	graph	NOUN
easat-9644	505	7	increases	increase	NOUN
easat-9644	505	8	,	,	PUNCT
easat-9644	505	9	tasks	task	NOUN
easat-9644	505	10	like	like	ADP
easat-9644	505	11	knowledge	knowledge	NOUN
easat-9644	505	12	graph	graph	NOUN
easat-9644	505	13	completion	completion	NOUN
easat-9644	505	14	and	and	CCONJ
easat-9644	505	15	path	path	NOUN
easat-9644	505	16	-	-	PUNCT
easat-9644	505	17	based	base	VERB
easat-9644	505	18	reasoning	reasoning	NOUN
easat-9644	505	19	become	become	VERB
easat-9644	505	20	more	more	ADV
easat-9644	505	21	intricate	intricate	ADJ
easat-9644	505	22	,	,	PUNCT
easat-9644	505	23	time	time	NOUN
easat-9644	505	24	-	-	PUNCT
easat-9644	505	25	intensive	intensive	ADJ
easat-9644	505	26	,	,	PUNCT
easat-9644	505	27	and	and	CCONJ
easat-9644	505	28	costly	costly	ADJ
easat-9644	505	29	[	[	X
easat-9644	505	30	101	101	NUM
easat-9644	505	31	,	,	PUNCT
easat-9644	505	32	102	102	NUM
easat-9644	505	33	]	]	PUNCT
easat-9644	505	34	.	.	PUNCT
easat-9644	506	1	knowledge	knowledge	NOUN
easat-9644	506	2	representation	representation	PROPN
easat-9644	506	3	,	,	PUNCT
easat-9644	506	4	trust	trust	NOUN
easat-9644	506	5	,	,	PUNCT
easat-9644	506	6	and	and	CCONJ
easat-9644	506	7	privacy	privacy	NOUN
easat-9644	506	8	issues	issue	NOUN
easat-9644	506	9	:	:	PUNCT
easat-9644	506	10	the	the	DET
easat-9644	506	11	various	various	ADJ
easat-9644	506	12	constraints	constraint	NOUN
easat-9644	506	13	usually	usually	ADV
easat-9644	506	14	encountered	encounter	VERB
easat-9644	506	15	in	in	ADP
easat-9644	506	16	knowledge	knowledge	NOUN
easat-9644	506	17	engineering	engineering	NOUN
easat-9644	506	18	apply	apply	VERB
easat-9644	506	19	to	to	ADP
easat-9644	506	20	kg	kg	PROPN
easat-9644	506	21	development	development	NOUN
easat-9644	506	22	.	.	PUNCT
easat-9644	507	1	for	for	ADP
easat-9644	507	2	instance	instance	NOUN
easat-9644	507	3	,	,	PUNCT
easat-9644	507	4	an	an	DET
easat-9644	507	5	expert	expert	NOUN
easat-9644	507	6	is	be	AUX
easat-9644	507	7	typically	typically	ADV
easat-9644	507	8	required	require	VERB
easat-9644	507	9	to	to	PART
easat-9644	507	10	develop	develop	VERB
easat-9644	507	11	and	and	CCONJ
easat-9644	507	12	maintain	maintain	VERB
easat-9644	507	13	ontologies	ontology	NOUN
easat-9644	507	14	that	that	PRON
easat-9644	507	15	accurately	accurately	ADV
easat-9644	507	16	capture	capture	VERB
easat-9644	507	17	domain	domain	NOUN
easat-9644	507	18	knowledge	knowledge	NOUN
easat-9644	507	19	.	.	PUNCT
easat-9644	508	1	when	when	SCONJ
easat-9644	508	2	experts	expert	NOUN
easat-9644	508	3	or	or	CCONJ
easat-9644	508	4	the	the	DET
easat-9644	508	5	data	datum	NOUN
easat-9644	508	6	used	use	VERB
easat-9644	508	7	are	be	AUX
easat-9644	508	8	biased	bias	VERB
easat-9644	508	9	,	,	PUNCT
easat-9644	508	10	the	the	DET
easat-9644	508	11	kg	kg	PROPN
easat-9644	508	12	applications	application	NOUN
easat-9644	508	13	reflect	reflect	VERB
easat-9644	508	14	the	the	DET
easat-9644	508	15	biases	bias	NOUN
easat-9644	508	16	present	present	ADJ
easat-9644	508	17	in	in	ADP
easat-9644	508	18	the	the	DET
easat-9644	508	19	underlying	underlie	VERB
easat-9644	508	20	data	datum	NOUN
easat-9644	508	21	.	.	PUNCT
easat-9644	509	1	also	also	ADV
easat-9644	509	2	,	,	PUNCT
easat-9644	509	3	knowledge	knowledge	NOUN
easat-9644	509	4	evolves	evolve	VERB
easat-9644	509	5	,	,	PUNCT
easat-9644	509	6	and	and	CCONJ
easat-9644	509	7	kgs	kgs	PROPN
easat-9644	509	8	must	must	AUX
easat-9644	509	9	adapt	adapt	VERB
easat-9644	509	10	to	to	ADP
easat-9644	509	11	changes	change	NOUN
easat-9644	509	12	in	in	ADP
easat-9644	509	13	the	the	DET
easat-9644	509	14	concepts	concept	NOUN
easat-9644	509	15	and	and	CCONJ
easat-9644	509	16	their	their	PRON
easat-9644	509	17	respective	respective	ADJ
easat-9644	509	18	relationships	relationship	NOUN
easat-9644	509	19	.	.	PUNCT
easat-9644	510	1	continuous	continuous	ADJ
easat-9644	510	2	amendment	amendment	NOUN
easat-9644	510	3	of	of	ADP
easat-9644	510	4	knowledge	knowledge	NOUN
easat-9644	510	5	in	in	ADP
easat-9644	510	6	a	a	DET
easat-9644	510	7	kg	kg	NOUN
easat-9644	510	8	and	and	CCONJ
easat-9644	510	9	keeping	keep	VERB
easat-9644	510	10	up	up	ADP
easat-9644	510	11	with	with	ADP
easat-9644	510	12	the	the	DET
easat-9644	510	13	latest	late	ADJ
easat-9644	510	14	trends	trend	NOUN
easat-9644	510	15	is	be	AUX
easat-9644	510	16	intensive	intensive	ADJ
easat-9644	510	17	.	.	PUNCT
easat-9644	511	1	regarding	regard	VERB
easat-9644	511	2	trust	trust	NOUN
easat-9644	511	3	,	,	PUNCT
easat-9644	511	4	kg	kg	PROPN
easat-9644	511	5	models	model	NOUN
easat-9644	511	6	should	should	AUX
easat-9644	511	7	be	be	AUX
easat-9644	511	8	explainable	explainable	ADJ
easat-9644	511	9	to	to	PART
easat-9644	511	10	mitigate	mitigate	VERB
easat-9644	511	11	bias	bias	NOUN
easat-9644	511	12	,	,	PUNCT
easat-9644	511	13	ensure	ensure	VERB
easat-9644	511	14	fairness	fairness	NOUN
easat-9644	511	15	,	,	PUNCT
easat-9644	511	16	and	and	CCONJ
easat-9644	511	17	promote	promote	VERB
easat-9644	511	18	responsible	responsible	ADJ
easat-9644	511	19	use	use	NOUN
easat-9644	511	20	.	.	PUNCT
easat-9644	512	1	kgs	kg	NOUN
easat-9644	512	2	may	may	AUX
easat-9644	512	3	contain	contain	VERB
easat-9644	512	4	sensitive	sensitive	ADJ
easat-9644	512	5	personal	personal	ADJ
easat-9644	512	6	information	information	NOUN
easat-9644	512	7	,	,	PUNCT
easat-9644	512	8	raising	raise	VERB
easat-9644	512	9	privacy	privacy	NOUN
easat-9644	512	10	concerns	concern	NOUN
easat-9644	512	11	about	about	ADP
easat-9644	512	12	data	datum	NOUN
easat-9644	512	13	storage	storage	NOUN
easat-9644	512	14	,	,	PUNCT
easat-9644	512	15	access	access	NOUN
easat-9644	512	16	control	control	NOUN
easat-9644	512	17	,	,	PUNCT
easat-9644	512	18	and	and	CCONJ
easat-9644	512	19	potential	potential	ADJ
easat-9644	512	20	misuse	misuse	NOUN
easat-9644	512	21	.	.	PUNCT
easat-9644	513	1	while	while	SCONJ
easat-9644	513	2	anonymizing	anonymize	VERB
easat-9644	513	3	data	datum	NOUN
easat-9644	513	4	in	in	ADP
easat-9644	513	5	kgs	kgs	PROPN
easat-9644	513	6	is	be	AUX
easat-9644	513	7	excellent	excellent	ADJ
easat-9644	513	8	,	,	PUNCT
easat-9644	513	9	it	it	PRON
easat-9644	513	10	is	be	AUX
easat-9644	513	11	challenging	challenge	VERB
easat-9644	513	12	due	due	ADJ
easat-9644	513	13	to	to	ADP
easat-9644	513	14	the	the	DET
easat-9644	513	15	interconnected	interconnected	ADJ
easat-9644	513	16	nature	nature	NOUN
easat-9644	513	17	of	of	ADP
easat-9644	513	18	the	the	DET
easat-9644	513	19	information	information	NOUN
easat-9644	513	20	,	,	PUNCT
easat-9644	513	21	and	and	CCONJ
easat-9644	513	22	removing	remove	VERB
easat-9644	513	23	or	or	CCONJ
easat-9644	513	24	obfuscating	obfuscate	VERB
easat-9644	513	25	specific	specific	ADJ
easat-9644	513	26	data	datum	NOUN
easat-9644	513	27	points	point	NOUN
easat-9644	513	28	can	can	AUX
easat-9644	513	29	compromise	compromise	VERB
easat-9644	513	30	the	the	DET
easat-9644	513	31	graph	graph	NOUN
easat-9644	513	32	's	's	PART
easat-9644	513	33	structure	structure	NOUN
easat-9644	513	34	and	and	CCONJ
easat-9644	513	35	weaken	weaken	VERB
easat-9644	513	36	the	the	DET
easat-9644	513	37	graph	graph	NOUN
easat-9644	513	38	.	.	PUNCT
easat-9644	514	1	to	to	PART
easat-9644	514	2	address	address	VERB
easat-9644	514	3	these	these	DET
easat-9644	514	4	concerns	concern	NOUN
easat-9644	514	5	,	,	PUNCT
easat-9644	514	6	data	datum	NOUN
easat-9644	514	7	provenance	provenance	NOUN
easat-9644	514	8	and	and	CCONJ
easat-9644	514	9	federated	federated	ADJ
easat-9644	514	10	learning	learning	NOUN
easat-9644	514	11	practices	practice	NOUN
easat-9644	514	12	are	be	AUX
easat-9644	514	13	recommended	recommend	VERB
easat-9644	514	14	.	.	PUNCT
easat-9644	515	1	with	with	ADP
easat-9644	515	2	data	datum	NOUN
easat-9644	515	3	provenance	provenance	NOUN
easat-9644	515	4	,	,	PUNCT
easat-9644	515	5	the	the	DET
easat-9644	515	6	origin	origin	NOUN
easat-9644	515	7	and	and	CCONJ
easat-9644	515	8	usage	usage	NOUN
easat-9644	515	9	of	of	ADP
easat-9644	515	10	the	the	DET
easat-9644	515	11	data	datum	NOUN
easat-9644	515	12	within	within	ADP
easat-9644	515	13	the	the	DET
easat-9644	515	14	kg	kg	NOUN
easat-9644	515	15	are	be	AUX
easat-9644	515	16	tracked	track	VERB
easat-9644	515	17	,	,	PUNCT
easat-9644	515	18	allowing	allow	VERB
easat-9644	515	19	for	for	ADP
easat-9644	515	20	the	the	DET
easat-9644	515	21	ease	ease	NOUN
easat-9644	515	22	of	of	ADP
easat-9644	515	23	verifying	verify	VERB
easat-9644	515	24	its	its	PRON
easat-9644	515	25	accuracy	accuracy	NOUN
easat-9644	515	26	and	and	CCONJ
easat-9644	515	27	compliance	compliance	NOUN
easat-9644	515	28	with	with	ADP
easat-9644	515	29	privacy	privacy	NOUN
easat-9644	515	30	regulations	regulation	NOUN
easat-9644	515	31	.	.	PUNCT
easat-9644	516	1	federated	federated	ADJ
easat-9644	516	2	learning	learning	NOUN
easat-9644	516	3	also	also	ADV
easat-9644	516	4	alleviates	alleviate	VERB
easat-9644	516	5	privacy	privacy	NOUN
easat-9644	516	6	issues	issue	NOUN
easat-9644	516	7	by	by	ADP
easat-9644	516	8	ensuring	ensure	VERB
easat-9644	516	9	that	that	SCONJ
easat-9644	516	10	models	model	NOUN
easat-9644	516	11	are	be	AUX
easat-9644	516	12	trained	train	VERB
easat-9644	516	13	on	on	ADP
easat-9644	516	14	decentralized	decentralize	VERB
easat-9644	516	15	datasets	dataset	NOUN
easat-9644	516	16	without	without	ADP
easat-9644	516	17	sharing	share	VERB
easat-9644	516	18	the	the	DET
easat-9644	516	19	raw	raw	ADJ
easat-9644	516	20	data	datum	NOUN
easat-9644	516	21	[	[	X
easat-9644	516	22	103	103	NUM
easat-9644	516	23	]	]	SYM
easat-9644	516	24	.	.	PUNCT
easat-9644	517	1	7	7	X
easat-9644	517	2	.	.	X
easat-9644	517	3	future	future	ADJ
easat-9644	517	4	research	research	NOUN
easat-9644	517	5	directions	direction	NOUN
easat-9644	517	6	in	in	ADP
easat-9644	517	7	kg	kg	PROPN
easat-9644	517	8	development	development	NOUN
easat-9644	517	9	the	the	DET
easat-9644	517	10	open	open	ADJ
easat-9644	517	11	research	research	NOUN
easat-9644	517	12	issues	issue	NOUN
easat-9644	517	13	in	in	ADP
easat-9644	517	14	kg	kg	PROPN
easat-9644	517	15	development	development	NOUN
easat-9644	517	16	have	have	AUX
easat-9644	517	17	exposed	expose	VERB
easat-9644	517	18	a	a	DET
easat-9644	517	19	lot	lot	NOUN
easat-9644	517	20	of	of	ADP
easat-9644	517	21	future	future	ADJ
easat-9644	517	22	research	research	NOUN
easat-9644	517	23	directions	direction	NOUN
easat-9644	517	24	that	that	PRON
easat-9644	517	25	could	could	AUX
easat-9644	517	26	be	be	AUX
easat-9644	517	27	explored	explore	VERB
easat-9644	517	28	to	to	PART
easat-9644	517	29	solve	solve	VERB
easat-9644	517	30	or	or	CCONJ
easat-9644	517	31	mitigate	mitigate	VERB
easat-9644	517	32	the	the	DET
easat-9644	517	33	identified	identify	VERB
easat-9644	517	34	limitations	limitation	NOUN
easat-9644	517	35	.	.	PUNCT
easat-9644	518	1	this	this	PRON
easat-9644	518	2	includes	include	VERB
easat-9644	518	3	,	,	PUNCT
easat-9644	518	4	but	but	CCONJ
easat-9644	518	5	is	be	AUX
easat-9644	518	6	not	not	PART
easat-9644	518	7	limited	limit	VERB
easat-9644	518	8	to	to	ADP
easat-9644	518	9	,	,	PUNCT
easat-9644	518	10	developing	develop	VERB
easat-9644	518	11	automated	automate	VERB
easat-9644	518	12	and	and	CCONJ
easat-9644	518	13	robust	robust	ADJ
easat-9644	518	14	methods	method	NOUN
easat-9644	518	15	for	for	ADP
easat-9644	518	16	extracting	extract	VERB
easat-9644	518	17	structured	structured	ADJ
easat-9644	518	18	information	information	NOUN
easat-9644	518	19	from	from	ADP
easat-9644	518	20	diverse	diverse	ADJ
easat-9644	518	21	unstructured	unstructured	ADJ
easat-9644	518	22	data	datum	NOUN
easat-9644	518	23	sources	source	NOUN
easat-9644	518	24	,	,	PUNCT
easat-9644	518	25	including	include	VERB
easat-9644	518	26	text	text	NOUN
easat-9644	518	27	,	,	PUNCT
easat-9644	518	28	images	image	NOUN
easat-9644	518	29	,	,	PUNCT
easat-9644	518	30	and	and	CCONJ
easat-9644	518	31	videos	video	NOUN
easat-9644	518	32	,	,	PUNCT
easat-9644	518	33	to	to	PART
easat-9644	518	34	overcome	overcome	VERB
easat-9644	518	35	data	datum	NOUN
easat-9644	518	36	scarcity	scarcity	NOUN
easat-9644	518	37	.	.	PUNCT
easat-9644	519	1	research	research	NOUN
easat-9644	519	2	into	into	ADP
easat-9644	519	3	few	few	ADJ
easat-9644	519	4	-	-	PUNCT
easat-9644	519	5	shot[104	shot[104	NOUN
easat-9644	519	6	,	,	PUNCT
easat-9644	519	7	105	105	NUM
easat-9644	519	8	]	]	PUNCT
easat-9644	519	9	zero	zero	NUM
easat-9644	519	10	-	-	PUNCT
easat-9644	519	11	shot	shot	NOUN
easat-9644	519	12	[	[	X
easat-9644	519	13	106	106	NUM
easat-9644	519	14	]	]	PUNCT
easat-9644	519	15	extraction	extraction	NOUN
easat-9644	519	16	techniques	technique	NOUN
easat-9644	519	17	and	and	CCONJ
easat-9644	519	18	state	state	NOUN
easat-9644	519	19	-	-	PUNCT
easat-9644	519	20	of	of	ADP
easat-9644	519	21	-	-	PUNCT
easat-9644	519	22	the	the	DET
easat-9644	519	23	-	-	PUNCT
easat-9644	519	24	art	art	NOUN
easat-9644	519	25	deep	deep	ADJ
easat-9644	519	26	learning	learning	NOUN
easat-9644	519	27	models	model	NOUN
easat-9644	519	28	[	[	X
easat-9644	519	29	107	107	NUM
easat-9644	519	30	]	]	PUNCT
easat-9644	519	31	could	could	AUX
easat-9644	519	32	help	help	VERB
easat-9644	519	33	build	build	VERB
easat-9644	519	34	kgs	kg	NOUN
easat-9644	519	35	with	with	ADP
easat-9644	519	36	limited	limited	ADJ
easat-9644	519	37	annotated	annotated	ADJ
easat-9644	519	38	data	datum	NOUN
easat-9644	519	39	.	.	PUNCT
easat-9644	520	1	furthermore	furthermore	ADV
easat-9644	520	2	,	,	PUNCT
easat-9644	520	3	establishing	establish	VERB
easat-9644	520	4	standardized	standardized	ADJ
easat-9644	520	5	benchmarks	benchmark	NOUN
easat-9644	520	6	and	and	CCONJ
easat-9644	520	7	evaluation	evaluation	NOUN
easat-9644	520	8	metrics	metric	NOUN
easat-9644	520	9	that	that	PRON
easat-9644	520	10	assess	assess	VERB
easat-9644	520	11	the	the	DET
easat-9644	520	12	utilization	utilization	NOUN
easat-9644	520	13	of	of	ADP
easat-9644	520	14	kgs	kgs	PROPN
easat-9644	520	15	for	for	ADP
easat-9644	520	16	specific	specific	ADJ
easat-9644	520	17	downstream	downstream	ADJ
easat-9644	520	18	tasks	task	NOUN
easat-9644	520	19	beyond	beyond	ADP
easat-9644	520	20	simple	simple	ADJ
easat-9644	520	21	link	link	NOUN
easat-9644	520	22	prediction	prediction	NOUN
easat-9644	520	23	is	be	AUX
easat-9644	520	24	needed	need	VERB
easat-9644	520	25	.	.	PUNCT
easat-9644	521	1	to	to	PART
easat-9644	521	2	improve	improve	VERB
easat-9644	521	3	interoperability	interoperability	NOUN
easat-9644	521	4	,	,	PUNCT
easat-9644	521	5	future	future	ADJ
easat-9644	521	6	work	work	NOUN
easat-9644	521	7	should	should	AUX
easat-9644	521	8	focus	focus	VERB
easat-9644	521	9	on	on	ADP
easat-9644	521	10	developing	develop	VERB
easat-9644	521	11	common	common	ADJ
easat-9644	521	12	ontologies	ontology	NOUN
easat-9644	521	13	and	and	CCONJ
easat-9644	521	14	data	datum	NOUN
easat-9644	521	15	models	model	NOUN
easat-9644	521	16	across	across	ADP
easat-9644	521	17	domains	domain	NOUN
easat-9644	521	18	and	and	CCONJ
easat-9644	521	19	creating	create	VERB
easat-9644	521	20	methods	method	NOUN
easat-9644	521	21	for	for	ADP
easat-9644	521	22	seamless	seamless	ADJ
easat-9644	521	23	kg	kg	NOUN
easat-9644	521	24	merging	merge	VERB
easat-9644	521	25	and	and	CCONJ
easat-9644	521	26	linking	link	VERB
easat-9644	521	27	,	,	PUNCT
easat-9644	521	28	perhaps	perhaps	ADV
easat-9644	521	29	by	by	ADP
easat-9644	521	30	leveraging	leverage	VERB
easat-9644	521	31	and	and	CCONJ
easat-9644	521	32	extending	extend	VERB
easat-9644	521	33	semantic	semantic	ADJ
easat-9644	521	34	web	web	NOUN
easat-9644	521	35	standards	standard	NOUN
easat-9644	521	36	.	.	PUNCT
easat-9644	522	1	addressing	address	VERB
easat-9644	522	2	scalability	scalability	NOUN
easat-9644	522	3	requires	require	VERB
easat-9644	522	4	research	research	NOUN
easat-9644	522	5	into	into	ADP
easat-9644	522	6	more	more	ADV
easat-9644	522	7	efficient	efficient	ADJ
easat-9644	522	8	kge	kge	ADJ
easat-9644	522	9	models	model	NOUN
easat-9644	522	10	and	and	CCONJ
easat-9644	522	11	graph	graph	NOUN
easat-9644	522	12	processing	processing	NOUN
easat-9644	522	13	techniques	technique	NOUN
easat-9644	522	14	for	for	ADP
easat-9644	522	15	handling	handle	VERB
easat-9644	522	16	large	large	ADJ
easat-9644	522	17	-	-	PUNCT
easat-9644	522	18	scale	scale	NOUN
easat-9644	522	19	kgs	kgs	NOUN
easat-9644	522	20	.	.	PUNCT
easat-9644	523	1	finally	finally	ADV
easat-9644	523	2	,	,	PUNCT
easat-9644	523	3	enhancing	enhance	VERB
easat-9644	523	4	trust	trust	NOUN
easat-9644	523	5	and	and	CCONJ
easat-9644	523	6	explainability	explainability	NOUN
easat-9644	523	7	through	through	ADP
easat-9644	523	8	explainable	explainable	ADJ
easat-9644	523	9	ai	ai	NOUN
easat-9644	523	10	(	(	PUNCT
easat-9644	523	11	xai	xai	PROPN
easat-9644	523	12	)	)	PUNCT
easat-9644	523	13	based	base	VERB
easat-9644	523	14	kg	kg	PROPN
easat-9644	523	15	models	model	NOUN
easat-9644	523	16	such	such	ADJ
easat-9644	523	17	as	as	ADP
easat-9644	523	18	shapley	shapley	ADJ
easat-9644	523	19	additive	additive	ADJ
easat-9644	523	20	explanations	explanation	NOUN
easat-9644	523	21	(	(	PUNCT
easat-9644	523	22	shap	shap	NOUN
easat-9644	523	23	)	)	PUNCT
easat-9644	523	24	or	or	CCONJ
easat-9644	523	25	local	local	ADJ
easat-9644	523	26	interpretable	interpretable	ADJ
easat-9644	523	27	modelagnostic	modelagnostic	ADJ
easat-9644	523	28	explanations	explanation	NOUN
easat-9644	523	29	(	(	PUNCT
easat-9644	523	30	lime	lime	NOUN
easat-9644	523	31	)	)	PUNCT
easat-9644	523	32	would	would	AUX
easat-9644	523	33	be	be	AUX
easat-9644	523	34	beneficial	beneficial	ADJ
easat-9644	523	35	towards	towards	ADP
easat-9644	523	36	deploying	deploy	VERB
easat-9644	523	37	responsible	responsible	ADJ
easat-9644	523	38	kg	kg	NOUN
easat-9644	523	39	.	.	PUNCT
easat-9644	524	1	future	future	ADJ
easat-9644	524	2	research	research	NOUN
easat-9644	524	3	1491	1491	NUM
easat-9644	524	4	edelweiss	edelweiss	PROPN
easat-9644	524	5	applied	apply	VERB
easat-9644	524	6	science	science	NOUN
easat-9644	524	7	and	and	CCONJ
easat-9644	524	8	technology	technology	NOUN
easat-9644	524	9	issn	issn	PROPN
easat-9644	524	10	:	:	PUNCT
easat-9644	524	11	2576	2576	NUM
easat-9644	524	12	-	-	SYM
easat-9644	524	13	8484	8484	NUM
easat-9644	524	14	vol	vol	NOUN
easat-9644	524	15	.	.	PROPN
easat-9644	525	1	9	9	NUM
easat-9644	525	2	,	,	PUNCT
easat-9644	525	3	no	no	INTJ
easat-9644	525	4	.	.	NOUN
easat-9644	525	5	8	8	NUM
easat-9644	525	6	:	:	SYM
easat-9644	525	7	1464	1464	NUM
easat-9644	525	8	-	-	SYM
easat-9644	525	9	1497	1497	NUM
easat-9644	525	10	,	,	PUNCT
easat-9644	525	11	2025	2025	NUM
easat-9644	525	12	doi	doi	NOUN
easat-9644	525	13	:	:	PUNCT
easat-9644	525	14	10.55214/2576	10.55214/2576	NUM
easat-9644	525	15	-	-	NUM
easat-9644	525	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	525	17	©	©	PROPN
easat-9644	525	18	2025	2025	NUM
easat-9644	525	19	by	by	ADP
easat-9644	525	20	the	the	DET
easat-9644	525	21	authors	author	NOUN
easat-9644	525	22	;	;	PUNCT
easat-9644	525	23	licensee	licensee	PROPN
easat-9644	525	24	learning	learning	NOUN
easat-9644	525	25	gate	gate	NOUN
easat-9644	525	26	can	can	AUX
easat-9644	525	27	also	also	ADV
easat-9644	525	28	investigate	investigate	VERB
easat-9644	525	29	how	how	SCONJ
easat-9644	525	30	privacy	privacy	NOUN
easat-9644	525	31	-	-	PUNCT
easat-9644	525	32	preserving	preserve	VERB
easat-9644	525	33	kg	kg	NOUN
easat-9644	525	34	construction	construction	NOUN
easat-9644	525	35	and	and	CCONJ
easat-9644	525	36	application	application	NOUN
easat-9644	525	37	methods	method	NOUN
easat-9644	525	38	like	like	ADP
easat-9644	525	39	federated	federated	ADJ
easat-9644	525	40	learning	learning	NOUN
easat-9644	525	41	and	and	CCONJ
easat-9644	525	42	prominent	prominent	ADJ
easat-9644	525	43	cryptographic	cryptographic	ADJ
easat-9644	525	44	techniques	technique	NOUN
easat-9644	525	45	,	,	PUNCT
easat-9644	525	46	such	such	ADJ
easat-9644	525	47	as	as	ADP
easat-9644	525	48	differential	differential	ADJ
easat-9644	525	49	privacy	privacy	NOUN
easat-9644	525	50	(	(	PUNCT
easat-9644	525	51	dp	dp	NOUN
easat-9644	525	52	)	)	PUNCT
easat-9644	525	53	,	,	PUNCT
easat-9644	525	54	secure	secure	VERB
easat-9644	525	55	multi	multi	ADJ
easat-9644	525	56	-	-	ADJ
easat-9644	525	57	party	party	ADJ
easat-9644	525	58	computation	computation	NOUN
easat-9644	525	59	(	(	PUNCT
easat-9644	525	60	smpc	smpc	NOUN
easat-9644	525	61	)	)	PUNCT
easat-9644	525	62	,	,	PUNCT
easat-9644	525	63	and	and	CCONJ
easat-9644	525	64	homomorphic	homomorphic	ADJ
easat-9644	525	65	encryption	encryption	NOUN
easat-9644	525	66	(	(	PUNCT
easat-9644	525	67	he	he	PRON
easat-9644	525	68	)	)	PUNCT
easat-9644	525	69	,	,	PUNCT
easat-9644	525	70	can	can	AUX
easat-9644	525	71	complement	complement	VERB
easat-9644	525	72	federated	federated	ADJ
easat-9644	525	73	learning	learning	NOUN
easat-9644	525	74	to	to	PART
easat-9644	525	75	protect	protect	VERB
easat-9644	525	76	sensitive	sensitive	ADJ
easat-9644	525	77	information	information	NOUN
easat-9644	525	78	during	during	ADP
easat-9644	525	79	knowledge	knowledge	NOUN
easat-9644	525	80	graph	graph	NOUN
easat-9644	525	81	(	(	PUNCT
easat-9644	525	82	kg	kg	NOUN
easat-9644	525	83	)	)	PUNCT
easat-9644	525	84	queries	query	NOUN
easat-9644	526	1	[	[	X
easat-9644	526	2	108	108	NUM
easat-9644	526	3	,	,	PUNCT
easat-9644	526	4	109	109	NUM
easat-9644	526	5	]	]	PUNCT
easat-9644	526	6	.	.	PUNCT
easat-9644	527	1	abbreviations	abbreviation	NOUN
easat-9644	527	2	:	:	PUNCT
easat-9644	527	3	the	the	DET
easat-9644	527	4	following	follow	VERB
easat-9644	527	5	abbreviations	abbreviation	NOUN
easat-9644	527	6	are	be	AUX
easat-9644	527	7	used	use	VERB
easat-9644	527	8	in	in	ADP
easat-9644	527	9	this	this	DET
easat-9644	527	10	manuscript	manuscript	NOUN
easat-9644	527	11	:	:	PUNCT
easat-9644	527	12	aasc	aasc	PROPN
easat-9644	527	13	acl	acl	PROPN
easat-9644	527	14	anthology	anthology	PROPN
easat-9644	527	15	sentence	sentence	NOUN
easat-9644	527	16	corpus	corpus	NOUN
easat-9644	527	17	accm	accm	VERB
easat-9644	527	18	attentive	attentive	ADJ
easat-9644	527	19	collaborative	collaborative	ADJ
easat-9644	527	20	contextual	contextual	ADJ
easat-9644	527	21	model	model	NOUN
easat-9644	527	22	acgcn	acgcn	PROPN
easat-9644	527	23	attentive	attentive	ADJ
easat-9644	527	24	composition	composition	NOUN
easat-9644	527	25	-	-	PUNCT
easat-9644	527	26	based	base	VERB
easat-9644	527	27	graph	graph	NOUN
easat-9644	527	28	convolutional	convolutional	ADJ
easat-9644	527	29	network	network	NOUN
easat-9644	527	30	afs	afs	NOUN
easat-9644	527	31	-	-	PUNCT
easat-9644	527	32	gr	gr	ADP
easat-9644	527	33	axiomatic	axiomatic	ADJ
easat-9644	527	34	fuzzy	fuzzy	ADJ
easat-9644	527	35	set	set	VERB
easat-9644	527	36	graph	graph	NOUN
easat-9644	527	37	reader	reader	NOUN
easat-9644	527	38	bpr	bpr	PROPN
easat-9644	527	39	bayesian	bayesian	NOUN
easat-9644	527	40	personalized	personalize	VERB
easat-9644	527	41	ranking	rank	VERB
easat-9644	527	42	bst	bst	PROPN
easat-9644	527	43	behavior	behavior	NOUN
easat-9644	527	44	sequence	sequence	NOUN
easat-9644	527	45	transformer	transformer	NOUN
easat-9644	527	46	c2v	c2v	NOUN
easat-9644	527	47	-	-	PUNCT
easat-9644	527	48	kb	kb	NOUN
easat-9644	527	49	concept	concept	NOUN
easat-9644	527	50	-	-	PUNCT
easat-9644	527	51	to	to	ADP
easat-9644	527	52	-	-	PUNCT
easat-9644	527	53	vector	vector	NOUN
easat-9644	527	54	knowledge	knowledge	NOUN
easat-9644	527	55	base	base	NOUN
easat-9644	527	56	cfkg	cfkg	VERB
easat-9644	527	57	collaborative	collaborative	ADJ
easat-9644	527	58	filtering	filtering	NOUN
easat-9644	527	59	with	with	ADP
easat-9644	527	60	knowledge	knowledge	NOUN
easat-9644	527	61	graph	graph	NOUN
easat-9644	527	62	cke	cke	PROPN
easat-9644	527	63	collaborative	collaborative	ADJ
easat-9644	527	64	knowledge	knowledge	NOUN
easat-9644	527	65	base	base	PROPN
easat-9644	527	66	embedding	embed	VERB
easat-9644	527	67	clgadn	clgadn	NOUN
easat-9644	527	68	contrastive	contrastive	ADJ
easat-9644	527	69	learning	learning	NOUN
easat-9644	527	70	-	-	PUNCT
easat-9644	527	71	based	base	VERB
easat-9644	527	72	graph	graph	NOUN
easat-9644	527	73	attention	attention	NOUN
easat-9644	527	74	network	network	NOUN
easat-9644	527	75	for	for	ADP
easat-9644	527	76	course	course	NOUN
easat-9644	527	77	recommendation	recommendation	NOUN
easat-9644	527	78	cpm	cpm	PROPN
easat-9644	527	79	confidence	confidence	NOUN
easat-9644	527	80	propagation	propagation	NOUN
easat-9644	527	81	model	model	NOUN
easat-9644	527	82	csk	csk	PROPN
easat-9644	527	83	continuous	continuous	ADJ
easat-9644	527	84	skip	skip	NOUN
easat-9644	527	85	-	-	PUNCT
easat-9644	527	86	gram	gram	NOUN
easat-9644	527	87	model	model	NOUN
easat-9644	527	88	dfoan	dfoan	NOUN
easat-9644	527	89	deep	deep	ADJ
easat-9644	527	90	feature	feature	NOUN
easat-9644	527	91	operation	operation	NOUN
easat-9644	527	92	-	-	PUNCT
easat-9644	527	93	aware	aware	ADJ
easat-9644	527	94	network	network	NOUN
easat-9644	527	95	din	din	VERB
easat-9644	527	96	deep	deep	ADJ
easat-9644	527	97	interest	interest	NOUN
easat-9644	527	98	network	network	PROPN
easat-9644	527	99	eb	eb	PROPN
easat-9644	527	100	-	-	PUNCT
easat-9644	527	101	cf	cf	NOUN
easat-9644	527	102	exercise	exercise	NOUN
easat-9644	527	103	-	-	PUNCT
easat-9644	527	104	based	base	VERB
easat-9644	527	105	collaborative	collaborative	ADJ
easat-9644	527	106	filtering	filtering	NOUN
easat-9644	527	107	ehr	ehr	PROPN
easat-9644	527	108	electronic	electronic	ADJ
easat-9644	527	109	health	health	NOUN
easat-9644	527	110	records	record	NOUN
easat-9644	527	111	fism	fism	NOUN
easat-9644	527	112	factorized	factorize	VERB
easat-9644	527	113	item	item	NOUN
easat-9644	527	114	similarity	similarity	NOUN
easat-9644	527	115	model	model	NOUN
easat-9644	527	116	fm	fm	PROPN
easat-9644	527	117	factorization	factorization	NOUN
easat-9644	527	118	machine	machine	NOUN
easat-9644	527	119	gadn	gadn	NOUN
easat-9644	527	120	graph	graph	NOUN
easat-9644	527	121	convolution	convolution	NOUN
easat-9644	527	122	network	network	NOUN
easat-9644	527	123	-	-	PUNCT
easat-9644	527	124	based	base	VERB
easat-9644	527	125	attentive	attentive	ADJ
easat-9644	527	126	decay	decay	NOUN
easat-9644	527	127	network	network	NOUN
easat-9644	527	128	gar	gar	NOUN
easat-9644	527	129	gated	gate	VERB
easat-9644	527	130	-	-	PUNCT
easat-9644	527	131	attention	attention	NOUN
easat-9644	527	132	reader	reader	NOUN
easat-9644	527	133	gatne	gatne	NOUN
easat-9644	527	134	-	-	PUNCT
easat-9644	527	135	i	i	PRON
easat-9644	527	136	graph	graph	VERB
easat-9644	527	137	attention	attention	NOUN
easat-9644	527	138	network	network	NOUN
easat-9644	527	139	embedding	embed	VERB
easat-9644	527	140	for	for	ADP
easat-9644	527	141	inductive	inductive	ADJ
easat-9644	527	142	learning	learning	NOUN
easat-9644	527	143	gatne	gatne	PROPN
easat-9644	527	144	-	-	PUNCT
easat-9644	527	145	t	t	NOUN
easat-9644	527	146	graph	graph	NOUN
easat-9644	527	147	attention	attention	NOUN
easat-9644	527	148	network	network	NOUN
easat-9644	527	149	embedding	embed	VERB
easat-9644	527	150	for	for	ADP
easat-9644	527	151	transductive	transductive	ADJ
easat-9644	527	152	learning	learning	NOUN
easat-9644	527	153	gmf	gmf	NOUN
easat-9644	527	154	generalized	generalize	VERB
easat-9644	527	155	matrix	matrix	NOUN
easat-9644	527	156	factorization	factorization	NOUN
easat-9644	527	157	hg	hg	NOUN
easat-9644	527	158	-	-	ADJ
easat-9644	527	159	gnn	gnn	ADJ
easat-9644	527	160	heterogeneous	heterogeneous	ADJ
easat-9644	527	161	global	global	ADJ
easat-9644	527	162	graph	graph	NOUN
easat-9644	527	163	neural	neural	ADJ
easat-9644	527	164	network	network	NOUN
easat-9644	527	165	hr	hr	PROPN
easat-9644	527	166	hit	hit	VERB
easat-9644	527	167	rate	rate	PROPN
easat-9644	527	168	hrl	hrl	PROPN
easat-9644	527	169	hierarchical	hierarchical	ADJ
easat-9644	527	170	reinforcement	reinforcement	NOUN
easat-9644	527	171	learning	learn	VERB
easat-9644	527	172	kgat	kgat	PROPN
easat-9644	527	173	knowledge	knowledge	NOUN
easat-9644	527	174	graph	graph	NOUN
easat-9644	527	175	attention	attention	NOUN
easat-9644	527	176	network	network	NOUN
easat-9644	527	177	kgeb	kgeb	NOUN
easat-9644	527	178	knowledge	knowledge	NOUN
easat-9644	527	179	graph	graph	NOUN
easat-9644	527	180	embedding	embed	VERB
easat-9644	527	181	-	-	PUNCT
easat-9644	527	182	based	base	VERB
easat-9644	527	183	collaborative	collaborative	ADJ
easat-9644	527	184	filtering	filtering	NOUN
easat-9644	527	185	kgnnls	kgnnls	PROPN
easat-9644	527	186	knowledge	knowledge	NOUN
easat-9644	527	187	graph	graph	NOUN
easat-9644	527	188	neural	neural	ADJ
easat-9644	527	189	network	network	NOUN
easat-9644	527	190	with	with	ADP
easat-9644	527	191	linkage	linkage	NOUN
easat-9644	527	192	structure	structure	NOUN
easat-9644	527	193	.	.	PUNCT
easat-9644	528	1	kp	kp	PROPN
easat-9644	528	2	knowledge	knowledge	PROPN
easat-9644	528	3	points	point	VERB
easat-9644	528	4	kprn	kprn	PROPN
easat-9644	528	5	knowledge	knowledge	NOUN
easat-9644	528	6	graph	graph	NOUN
easat-9644	528	7	-	-	PUNCT
easat-9644	528	8	based	base	VERB
easat-9644	528	9	path	path	NOUN
easat-9644	528	10	recommendation	recommendation	NOUN
easat-9644	528	11	network	network	NOUN
easat-9644	528	12	.	.	PUNCT
easat-9644	529	1	kscr	kscr	ADJ
easat-9644	529	2	knowledge	knowledge	NOUN
easat-9644	529	3	-	-	PUNCT
easat-9644	529	4	aware	aware	ADJ
easat-9644	529	5	sequence	sequence	NOUN
easat-9644	529	6	modeling	modeling	NOUN
easat-9644	529	7	for	for	ADP
easat-9644	529	8	course	course	NOUN
easat-9644	529	9	recommendation	recommendation	NOUN
easat-9644	529	10	lightgcn	lightgcn	NOUN
easat-9644	529	11	light	light	ADJ
easat-9644	529	12	graph	graph	NOUN
easat-9644	529	13	convolutional	convolutional	ADJ
easat-9644	529	14	network	network	NOUN
easat-9644	529	15	linucb	linucb	NOUN
easat-9644	529	16	linear	linear	VERB
easat-9644	529	17	upper	upper	ADJ
easat-9644	529	18	confidence	confidence	NOUN
easat-9644	529	19	bound	bind	VERB
easat-9644	529	20	ltp	ltp	PROPN
easat-9644	529	21	language	language	PROPN
easat-9644	529	22	technology	technology	NOUN
easat-9644	529	23	platform	platform	NOUN
easat-9644	529	24	mae	mae	PROPN
easat-9644	529	25	mean	mean	ADJ
easat-9644	529	26	absolute	absolute	ADJ
easat-9644	529	27	deviation	deviation	NOUN
easat-9644	529	28	map	map	NOUN
easat-9644	529	29	mean	mean	VERB
easat-9644	529	30	average	average	ADJ
easat-9644	529	31	precision	precision	NOUN
easat-9644	529	32	meur	meur	NOUN
easat-9644	529	33	-	-	PUNCT
easat-9644	529	34	nomp	nomp	ADJ
easat-9644	529	35	multi	multi	ADJ
easat-9644	529	36	-	-	ADJ
easat-9644	529	37	path	path	ADJ
easat-9644	529	38	enhanced	enhance	VERB
easat-9644	529	39	user	user	NOUN
easat-9644	529	40	-	-	PUNCT
easat-9644	529	41	centric	centric	ADJ
easat-9644	529	42	recommendation	recommendation	NOUN
easat-9644	529	43	without	without	ADP
easat-9644	529	44	multi	multi	ADJ
easat-9644	529	45	-	-	ADJ
easat-9644	529	46	path	path	ADJ
easat-9644	529	47	meur	meur	NOUN
easat-9644	529	48	-	-	PUNCT
easat-9644	529	49	noucr	noucr	NOUN
easat-9644	529	50	multi	multi	ADJ
easat-9644	529	51	-	-	ADJ
easat-9644	529	52	path	path	ADJ
easat-9644	529	53	enhanced	enhance	VERB
easat-9644	529	54	user	user	NOUN
easat-9644	529	55	-	-	PUNCT
easat-9644	529	56	centric	centric	ADJ
easat-9644	529	57	recommendation	recommendation	NOUN
easat-9644	529	58	without	without	ADP
easat-9644	529	59	user	user	NOUN
easat-9644	529	60	-	-	PUNCT
easat-9644	529	61	centric	centric	ADJ
easat-9644	529	62	reasoning	reasoning	NOUN
easat-9644	529	63	mi	mi	PROPN
easat-9644	529	64	-	-	PUNCT
easat-9644	529	65	sa	sa	NOUN
easat-9644	529	66	-	-	PUNCT
easat-9644	529	67	pso	pso	NOUN
easat-9644	529	68	simulated	simulate	VERB
easat-9644	529	69	annealing	anneal	VERB
easat-9644	529	70	particle	particle	NOUN
easat-9644	529	71	swarm	swarm	NOUN
easat-9644	529	72	fusion	fusion	NOUN
easat-9644	529	73	algorithm	algorithm	NOUN
easat-9644	529	74	for	for	ADP
easat-9644	529	75	multiple	multiple	ADJ
easat-9644	529	76	iterations	iteration	NOUN
easat-9644	529	77	mlp	mlp	NOUN
easat-9644	529	78	multi	multi	ADJ
easat-9644	529	79	-	-	ADJ
easat-9644	529	80	layer	layer	ADJ
easat-9644	529	81	perceptron	perceptron	PROPN
easat-9644	529	82	mooc	mooc	PROPN
easat-9644	529	83	massive	massive	ADJ
easat-9644	529	84	open	open	ADJ
easat-9644	529	85	online	online	ADJ
easat-9644	529	86	courses	course	NOUN
easat-9644	529	87	mrc	mrc	NOUN
easat-9644	529	88	machine	machine	NOUN
easat-9644	529	89	reading	reading	NOUN
easat-9644	529	90	comprehension	comprehension	NOUN
easat-9644	529	91	mrr	mrr	NOUN
easat-9644	529	92	mean	mean	PROPN
easat-9644	529	93	reciprocal	reciprocal	PROPN
easat-9644	529	94	rank	rank	PROPN
easat-9644	529	95	nais	nais	PROPN
easat-9644	529	96	neural	neural	ADJ
easat-9644	529	97	attention	attention	NOUN
easat-9644	529	98	-	-	PUNCT
easat-9644	529	99	based	base	VERB
easat-9644	529	100	item	item	NOUN
easat-9644	529	101	similarity	similarity	NOUN
easat-9644	529	102	nasr	nasr	PROPN
easat-9644	529	103	neural	neural	PROPN
easat-9644	529	104	attention	attention	NOUN
easat-9644	529	105	-	-	PUNCT
easat-9644	529	106	based	base	VERB
easat-9644	529	107	sequential	sequential	ADJ
easat-9644	529	108	recommendation	recommendation	NOUN
easat-9644	529	109	ncg	ncg	PROPN
easat-9644	529	110	nlp	nlp	PROPN
easat-9644	529	111	contribution	contribution	NOUN
easat-9644	529	112	graph	graph	VERB
easat-9644	529	113	nct	nct	ADJ
easat-9644	529	114	node	node	NOUN
easat-9644	529	115	centrality	centrality	NOUN
easat-9644	529	116	theory	theory	NOUN
easat-9644	529	117	ndcg	ndcg	PROPN
easat-9644	529	118	normalized	normalize	VERB
easat-9644	529	119	discounted	discount	VERB
easat-9644	529	120	cumulative	cumulative	ADJ
easat-9644	529	121	gain	gain	NOUN
easat-9644	529	122	neumf	neumf	ADJ
easat-9644	529	123	neural	neural	ADJ
easat-9644	529	124	matrix	matrix	NOUN
easat-9644	529	125	factorization	factorization	NOUN
easat-9644	529	126	1492	1492	NUM
easat-9644	529	127	edelweiss	edelweiss	PROPN
easat-9644	529	128	applied	apply	VERB
easat-9644	529	129	science	science	NOUN
easat-9644	529	130	and	and	CCONJ
easat-9644	529	131	technology	technology	NOUN
easat-9644	529	132	issn	issn	PROPN
easat-9644	529	133	:	:	PUNCT
easat-9644	529	134	2576	2576	NUM
easat-9644	529	135	-	-	SYM
easat-9644	529	136	8484	8484	NUM
easat-9644	529	137	vol	vol	NOUN
easat-9644	529	138	.	.	PROPN
easat-9644	530	1	9	9	NUM
easat-9644	530	2	,	,	PUNCT
easat-9644	530	3	no	no	INTJ
easat-9644	530	4	.	.	NOUN
easat-9644	530	5	8	8	NUM
easat-9644	530	6	:	:	SYM
easat-9644	530	7	1464	1464	NUM
easat-9644	530	8	-	-	SYM
easat-9644	530	9	1497	1497	NUM
easat-9644	530	10	,	,	PUNCT
easat-9644	530	11	2025	2025	NUM
easat-9644	530	12	doi	doi	NOUN
easat-9644	530	13	:	:	PUNCT
easat-9644	530	14	10.55214/2576	10.55214/2576	NUM
easat-9644	530	15	-	-	NUM
easat-9644	530	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	530	17	©	©	PROPN
easat-9644	530	18	2025	2025	NUM
easat-9644	530	19	by	by	ADP
easat-9644	530	20	the	the	DET
easat-9644	530	21	authors	author	NOUN
easat-9644	530	22	;	;	PUNCT
easat-9644	530	23	licensee	licensee	PROPN
easat-9644	530	24	learning	learning	PROPN
easat-9644	530	25	gate	gate	PROPN
easat-9644	530	26	nfm	nfm	PROPN
easat-9644	530	27	neural	neural	PROPN
easat-9644	530	28	factorization	factorization	NOUN
easat-9644	530	29	machine	machine	NOUN
easat-9644	530	30	ngd	ngd	PROPN
easat-9644	530	31	normalized	normalize	VERB
easat-9644	530	32	google	google	PROPN
easat-9644	530	33	distance	distance	PROPN
easat-9644	530	34	nngp	nngp	PROPN
easat-9644	530	35	neural	neural	ADJ
easat-9644	530	36	network	network	NOUN
easat-9644	530	37	and	and	CCONJ
easat-9644	530	38	graph	graph	NOUN
easat-9644	530	39	propagation	propagation	NOUN
easat-9644	530	40	nrhub	nrhub	PROPN
easat-9644	530	41	neural	neural	ADJ
easat-9644	530	42	recommender	recommender	NOUN
easat-9644	530	43	with	with	ADP
easat-9644	530	44	heterogeneous	heterogeneous	ADJ
easat-9644	530	45	user	user	NOUN
easat-9644	530	46	behavior	behavior	NOUN
easat-9644	530	47	nrms	nrm	NOUN
easat-9644	530	48	neural	neural	PROPN
easat-9644	530	49	recommender	recommender	PROPN
easat-9644	530	50	model	model	NOUN
easat-9644	530	51	with	with	ADP
easat-9644	530	52	multi	multi	ADJ
easat-9644	530	53	-	-	ADJ
easat-9644	530	54	head	head	ADJ
easat-9644	530	55	self	self	NOUN
easat-9644	530	56	-	-	PUNCT
easat-9644	530	57	attention	attention	NOUN
easat-9644	530	58	plrec	plrec	NOUN
easat-9644	530	59	personalized	personalize	VERB
easat-9644	530	60	learning	learn	VERB
easat-9644	530	61	recommendation	recommendation	NOUN
easat-9644	530	62	.	.	PUNCT
easat-9644	531	1	pmi	pmi	PROPN
easat-9644	531	2	pointwise	pointwise	PROPN
easat-9644	531	3	mutual	mutual	ADJ
easat-9644	531	4	information	information	NOUN
easat-9644	531	5	racr	racr	NOUN
easat-9644	531	6	relationship	relationship	NOUN
easat-9644	531	7	-	-	PUNCT
easat-9644	531	8	aware	aware	ADJ
easat-9644	531	9	online	online	ADJ
easat-9644	531	10	course	course	NOUN
easat-9644	531	11	recommendation	recommendation	NOUN
easat-9644	531	12	rl	rl	ADP
easat-9644	531	13	reinforcement	reinforcement	NOUN
easat-9644	531	14	learning	learning	NOUN
easat-9644	531	15	rmse	rmse	PROPN
easat-9644	531	16	root	root	NOUN
easat-9644	531	17	mean	mean	VERB
easat-9644	531	18	square	square	ADJ
easat-9644	531	19	error	error	NOUN
easat-9644	531	20	sacr	sacr	NOUN
easat-9644	531	21	semantic	semantic	ADJ
easat-9644	531	22	-	-	PUNCT
easat-9644	531	23	aware	aware	ADJ
easat-9644	531	24	online	online	ADJ
easat-9644	531	25	course	course	NOUN
easat-9644	531	26	recommendation	recommendation	NOUN
easat-9644	531	27	sar	sar	PROPN
easat-9644	531	28	stanford	stanford	PROPN
easat-9644	531	29	attentive	attentive	PROPN
easat-9644	531	30	reader	reader	PROPN
easat-9644	531	31	sb	sb	PROPN
easat-9644	531	32	student	student	NOUN
easat-9644	531	33	-	-	PUNCT
easat-9644	531	34	based	base	VERB
easat-9644	531	35	collaborative	collaborative	ADJ
easat-9644	531	36	filtering	filtering	NOUN
easat-9644	531	37	sdae	sdae	NOUN
easat-9644	531	38	stacked	stack	VERB
easat-9644	531	39	denoising	denoise	VERB
easat-9644	531	40	autoencoder	autoencoder	NOUN
easat-9644	531	41	.	.	PUNCT
easat-9644	532	1	swa	swa	AUX
easat-9644	532	2	sliding	slide	VERB
easat-9644	532	3	window	window	NOUN
easat-9644	532	4	algorithm	algorithm	NOUN
easat-9644	532	5	tfidf	tfidf	PROPN
easat-9644	532	6	-	-	PUNCT
easat-9644	532	7	np	np	PROPN
easat-9644	532	8	term	term	NOUN
easat-9644	532	9	frequency	frequency	NOUN
easat-9644	532	10	-	-	PUNCT
easat-9644	532	11	inverse	inverse	NOUN
easat-9644	532	12	document	document	NOUN
easat-9644	532	13	frequency	frequency	NOUN
easat-9644	532	14	with	with	ADP
easat-9644	532	15	noun	noun	NOUN
easat-9644	532	16	phrase	phrase	NOUN
easat-9644	532	17	ucb	ucb	PROPN
easat-9644	532	18	upper	upper	ADJ
easat-9644	532	19	confidence	confidence	NOUN
easat-9644	532	20	bound	bind	VERB
easat-9644	532	21	funding	funding	NOUN
easat-9644	532	22	:	:	PUNCT
easat-9644	532	23	the	the	DET
easat-9644	532	24	research	research	NOUN
easat-9644	532	25	office	office	NOUN
easat-9644	532	26	,	,	PUNCT
easat-9644	532	27	postgraduate	postgraduate	NOUN
easat-9644	532	28	,	,	PUNCT
easat-9644	532	29	durban	durban	PROPN
easat-9644	532	30	university	university	PROPN
easat-9644	532	31	of	of	ADP
easat-9644	532	32	technology	technology	NOUN
easat-9644	532	33	,	,	PUNCT
easat-9644	532	34	supported	support	VERB
easat-9644	532	35	and	and	CCONJ
easat-9644	532	36	funded	fund	VERB
easat-9644	532	37	this	this	DET
easat-9644	532	38	work	work	NOUN
easat-9644	532	39	.	.	PUNCT
easat-9644	533	1	transparency	transparency	NOUN
easat-9644	533	2	:	:	PUNCT
easat-9644	533	3	the	the	DET
easat-9644	533	4	authors	author	NOUN
easat-9644	533	5	confirm	confirm	VERB
easat-9644	533	6	that	that	SCONJ
easat-9644	533	7	the	the	DET
easat-9644	533	8	manuscript	manuscript	NOUN
easat-9644	533	9	is	be	AUX
easat-9644	533	10	an	an	DET
easat-9644	533	11	honest	honest	ADJ
easat-9644	533	12	,	,	PUNCT
easat-9644	533	13	accurate	accurate	ADJ
easat-9644	533	14	,	,	PUNCT
easat-9644	533	15	and	and	CCONJ
easat-9644	533	16	transparent	transparent	ADJ
easat-9644	533	17	account	account	NOUN
easat-9644	533	18	of	of	ADP
easat-9644	533	19	the	the	DET
easat-9644	533	20	study	study	NOUN
easat-9644	533	21	;	;	PUNCT
easat-9644	533	22	that	that	SCONJ
easat-9644	533	23	no	no	DET
easat-9644	533	24	vital	vital	ADJ
easat-9644	533	25	features	feature	NOUN
easat-9644	533	26	of	of	ADP
easat-9644	533	27	the	the	DET
easat-9644	533	28	study	study	NOUN
easat-9644	533	29	have	have	AUX
easat-9644	533	30	been	be	AUX
easat-9644	533	31	omitted	omit	VERB
easat-9644	533	32	;	;	PUNCT
easat-9644	533	33	and	and	CCONJ
easat-9644	533	34	that	that	SCONJ
easat-9644	533	35	any	any	DET
easat-9644	533	36	discrepancies	discrepancy	NOUN
easat-9644	533	37	from	from	ADP
easat-9644	533	38	the	the	DET
easat-9644	533	39	study	study	NOUN
easat-9644	533	40	as	as	SCONJ
easat-9644	533	41	planned	plan	VERB
easat-9644	533	42	have	have	AUX
easat-9644	533	43	been	be	AUX
easat-9644	533	44	explained	explain	VERB
easat-9644	533	45	.	.	PUNCT
easat-9644	534	1	this	this	DET
easat-9644	534	2	study	study	NOUN
easat-9644	534	3	followed	follow	VERB
easat-9644	534	4	all	all	DET
easat-9644	534	5	ethical	ethical	ADJ
easat-9644	534	6	practices	practice	NOUN
easat-9644	534	7	during	during	ADP
easat-9644	534	8	writing	writing	NOUN
easat-9644	534	9	.	.	PUNCT
easat-9644	535	1	copyright	copyright	NOUN
easat-9644	535	2	:	:	PUNCT
easat-9644	535	3	©	©	PROPN
easat-9644	535	4	2025	2025	NUM
easat-9644	535	5	by	by	ADP
easat-9644	535	6	the	the	DET
easat-9644	535	7	authors	author	NOUN
easat-9644	535	8	.	.	PUNCT
easat-9644	536	1	this	this	DET
easat-9644	536	2	open	open	ADJ
easat-9644	536	3	-	-	PUNCT
easat-9644	536	4	access	access	NOUN
easat-9644	536	5	article	article	NOUN
easat-9644	536	6	is	be	AUX
easat-9644	536	7	distributed	distribute	VERB
easat-9644	536	8	under	under	ADP
easat-9644	536	9	the	the	DET
easat-9644	536	10	terms	term	NOUN
easat-9644	536	11	and	and	CCONJ
easat-9644	536	12	conditions	condition	NOUN
easat-9644	536	13	of	of	ADP
easat-9644	536	14	the	the	DET
easat-9644	536	15	creative	creative	ADJ
easat-9644	536	16	commons	common	NOUN
easat-9644	536	17	attribution	attribution	NOUN
easat-9644	536	18	(	(	PUNCT
easat-9644	536	19	cc	cc	NOUN
easat-9644	536	20	by	by	ADP
easat-9644	536	21	)	)	PUNCT
easat-9644	536	22	license	license	NOUN
easat-9644	536	23	(	(	PUNCT
easat-9644	536	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-9644	536	25	)	)	PUNCT
easat-9644	536	26	.	.	PUNCT
easat-9644	537	1	references	reference	NOUN
easat-9644	537	2	[	[	X
easat-9644	537	3	1	1	NUM
easat-9644	537	4	]	]	PUNCT
easat-9644	537	5	a.	a.	NOUN
easat-9644	537	6	sheth	sheth	PROPN
easat-9644	537	7	,	,	PUNCT
easat-9644	537	8	s.	s.	PROPN
easat-9644	537	9	padhee	padhee	PROPN
easat-9644	537	10	,	,	PUNCT
easat-9644	537	11	and	and	CCONJ
easat-9644	537	12	a.	a.	NOUN
easat-9644	537	13	gyrard	gyrard	NOUN
easat-9644	537	14	,	,	PUNCT
easat-9644	537	15	"	"	PUNCT
easat-9644	537	16	knowledgegraphs	knowledgegraphs	NOUN
easat-9644	537	17	and	and	CCONJ
easat-9644	537	18	knowledge	knowledge	NOUN
easat-9644	537	19	networks	network	NOUN
easat-9644	537	20	:	:	PUNCT
easat-9644	537	21	the	the	DET
easat-9644	537	22	story	story	NOUN
easat-9644	537	23	in	in	ADP
easat-9644	537	24	brief	brief	NOUN
easat-9644	537	25	,	,	PUNCT
easat-9644	537	26	"	"	PUNCT
easat-9644	537	27	ieee	ieee	NOUN
easat-9644	537	28	internet	internet	NOUN
easat-9644	537	29	computing	computing	NOUN
easat-9644	537	30	,	,	PUNCT
easat-9644	537	31	vol	vol	NOUN
easat-9644	537	32	.	.	PROPN
easat-9644	537	33	23	23	NUM
easat-9644	537	34	,	,	PUNCT
easat-9644	537	35	no	no	INTJ
easat-9644	537	36	.	.	NOUN
easat-9644	537	37	4	4	NUM
easat-9644	537	38	,	,	PUNCT
easat-9644	537	39	pp	pp	ADJ
easat-9644	537	40	.	.	PUNCT
easat-9644	538	1	67	67	NUM
easat-9644	538	2	-	-	SYM
easat-9644	538	3	75	75	NUM
easat-9644	538	4	,	,	PUNCT
easat-9644	538	5	2019	2019	NUM
easat-9644	538	6	.	.	PUNCT
easat-9644	539	1	https://doi.org/10.1109/mic.2019.2928449	https://doi.org/10.1109/mic.2019.2928449	NOUN
easat-9644	540	1	[	[	X
easat-9644	540	2	2	2	X
easat-9644	540	3	]	]	X
easat-9644	540	4	y.	y.	PROPN
easat-9644	540	5	li	li	PROPN
easat-9644	540	6	and	and	CCONJ
easat-9644	540	7	l.	l.	PROPN
easat-9644	540	8	zou	zou	PROPN
easat-9644	540	9	,	,	PUNCT
easat-9644	540	10	"	"	PUNCT
easat-9644	540	11	gbuilder	gbuilder	NOUN
easat-9644	540	12	:	:	PUNCT
easat-9644	540	13	a	a	DET
easat-9644	540	14	scalable	scalable	ADJ
easat-9644	540	15	knowledge	knowledge	NOUN
easat-9644	540	16	graph	graph	NOUN
easat-9644	540	17	construction	construction	NOUN
easat-9644	540	18	system	system	NOUN
easat-9644	540	19	for	for	ADP
easat-9644	540	20	unstructured	unstructured	ADJ
easat-9644	540	21	corpus	corpus	NOUN
easat-9644	540	22	,	,	PUNCT
easat-9644	540	23	"	"	PUNCT
easat-9644	540	24	arxiv	arxiv	PROPN
easat-9644	540	25	preprint	preprint	VERB
easat-9644	540	26	arxiv:2208.09705	arxiv:2208.09705	NUM
easat-9644	540	27	,	,	PUNCT
easat-9644	540	28	2022	2022	NUM
easat-9644	540	29	.	.	PUNCT
easat-9644	541	1	[	[	X
easat-9644	541	2	3	3	X
easat-9644	541	3	]	]	X
easat-9644	541	4	e.	e.	PROPN
easat-9644	541	5	cavalleri	cavalleri	PROPN
easat-9644	541	6	et	et	PROPN
easat-9644	541	7	al	al	PROPN
easat-9644	541	8	.	.	PROPN
easat-9644	541	9	,	,	PUNCT
easat-9644	541	10	"	"	PUNCT
easat-9644	541	11	an	an	DET
easat-9644	541	12	ontology	ontology	NOUN
easat-9644	541	13	-	-	PUNCT
easat-9644	541	14	based	base	VERB
easat-9644	541	15	knowledge	knowledge	NOUN
easat-9644	541	16	graph	graph	NOUN
easat-9644	541	17	for	for	ADP
easat-9644	541	18	representing	represent	VERB
easat-9644	541	19	interactions	interaction	NOUN
easat-9644	541	20	involving	involve	VERB
easat-9644	541	21	rna	rna	NOUN
easat-9644	541	22	molecules	molecule	NOUN
easat-9644	541	23	,	,	PUNCT
easat-9644	541	24	"	"	PUNCT
easat-9644	541	25	scientific	scientific	ADJ
easat-9644	541	26	data	datum	NOUN
easat-9644	541	27	,	,	PUNCT
easat-9644	541	28	vol	vol	NOUN
easat-9644	541	29	.	.	PROPN
easat-9644	541	30	11	11	NUM
easat-9644	541	31	,	,	PUNCT
easat-9644	541	32	no	no	INTJ
easat-9644	541	33	.	.	NOUN
easat-9644	541	34	1	1	NUM
easat-9644	541	35	,	,	PUNCT
easat-9644	541	36	p.	p.	NOUN
easat-9644	541	37	906	906	NUM
easat-9644	541	38	,	,	PUNCT
easat-9644	541	39	2024	2024	NUM
easat-9644	541	40	.	.	PUNCT
easat-9644	542	1	https://doi.org/10.1038/s41597-024-03673-7	https://doi.org/10.1038/s41597-024-03673-7	X
easat-9644	543	1	[	[	X
easat-9644	543	2	4	4	X
easat-9644	543	3	]	]	X
easat-9644	543	4	n.	n.	NOUN
easat-9644	543	5	heist	heist	NOUN
easat-9644	543	6	,	,	PUNCT
easat-9644	543	7	s.	s.	PROPN
easat-9644	543	8	hertling	hertling	PROPN
easat-9644	543	9	,	,	PUNCT
easat-9644	543	10	and	and	CCONJ
easat-9644	543	11	h.	h.	PROPN
easat-9644	543	12	paulheim	paulheim	PROPN
easat-9644	543	13	,	,	PUNCT
easat-9644	543	14	"	"	PUNCT
easat-9644	543	15	kgreat	kgreat	ADJ
easat-9644	543	16	:	:	PUNCT
easat-9644	543	17	aframework	aframework	NOUN
easat-9644	543	18	to	to	PART
easat-9644	543	19	evaluate	evaluate	VERB
easat-9644	543	20	knowledge	knowledge	NOUN
easat-9644	543	21	graphs	graph	NOUN
easat-9644	543	22	via	via	ADP
easat-9644	543	23	downstream	downstream	ADJ
easat-9644	543	24	tasks	task	NOUN
easat-9644	543	25	,	,	PUNCT
easat-9644	543	26	"	"	PUNCT
easat-9644	543	27	presented	present	VERB
easat-9644	543	28	at	at	ADP
easat-9644	543	29	the	the	DET
easat-9644	543	30	proceedings	proceeding	NOUN
easat-9644	543	31	of	of	ADP
easat-9644	543	32	the	the	DET
easat-9644	543	33	32nd	32nd	ADJ
easat-9644	543	34	acm	acm	PROPN
easat-9644	543	35	international	international	ADJ
easat-9644	543	36	conference	conference	NOUN
easat-9644	543	37	on	on	ADP
easat-9644	543	38	information	information	NOUN
easat-9644	543	39	and	and	CCONJ
easat-9644	543	40	knowledge	knowledge	NOUN
easat-9644	543	41	management	management	NOUN
easat-9644	543	42	,	,	PUNCT
easat-9644	543	43	birmingham	birmingham	PROPN
easat-9644	543	44	,	,	PUNCT
easat-9644	543	45	united	united	ADJ
easat-9644	543	46	kingdom	kingdom	PROPN
easat-9644	543	47	,	,	PUNCT
easat-9644	543	48	2023	2023	NUM
easat-9644	543	49	.	.	PUNCT
easat-9644	544	1	[	[	X
easat-9644	544	2	5	5	X
easat-9644	544	3	]	]	PUNCT
easat-9644	544	4	p.	p.	NOUN
easat-9644	544	5	chandak	chandak	PROPN
easat-9644	544	6	,	,	PUNCT
easat-9644	544	7	k.	k.	PROPN
easat-9644	544	8	huang	huang	PROPN
easat-9644	544	9	,	,	PUNCT
easat-9644	544	10	and	and	CCONJ
easat-9644	544	11	m.	m.	NOUN
easat-9644	544	12	zitnik	zitnik	PROPN
easat-9644	544	13	,	,	PUNCT
easat-9644	544	14	"	"	PUNCT
easat-9644	544	15	building	build	VERB
easat-9644	544	16	a	a	DET
easat-9644	544	17	knowledge	knowledge	NOUN
easat-9644	544	18	graph	graph	NOUN
easat-9644	544	19	to	to	PART
easat-9644	544	20	enable	enable	VERB
easat-9644	544	21	precision	precision	NOUN
easat-9644	544	22	medicine	medicine	NOUN
easat-9644	544	23	,	,	PUNCT
easat-9644	544	24	"	"	PUNCT
easat-9644	544	25	scientific	scientific	ADJ
easat-9644	544	26	data	datum	NOUN
easat-9644	544	27	,	,	PUNCT
easat-9644	544	28	vol	vol	NOUN
easat-9644	544	29	.	.	PROPN
easat-9644	544	30	10	10	NUM
easat-9644	544	31	,	,	PUNCT
easat-9644	544	32	no	no	INTJ
easat-9644	544	33	.	.	NOUN
easat-9644	544	34	1	1	NUM
easat-9644	544	35	,	,	PUNCT
easat-9644	544	36	p.	p.	NOUN
easat-9644	544	37	67	67	NUM
easat-9644	544	38	,	,	PUNCT
easat-9644	544	39	2023	2023	NUM
easat-9644	544	40	.	.	PUNCT
easat-9644	545	1	https://doi.org/10.1038/s41597-023-01960-3	https://doi.org/10.1038/s41597-023-01960-3	NOUN
easat-9644	546	1	[	[	X
easat-9644	546	2	6	6	NUM
easat-9644	546	3	]	]	PUNCT
easat-9644	546	4	h.	h.	NOUN
easat-9644	546	5	parshotam	parshotam	PROPN
easat-9644	546	6	and	and	CCONJ
easat-9644	546	7	s.	s.	PROPN
easat-9644	546	8	nel	nel	PROPN
easat-9644	546	9	,	,	PUNCT
easat-9644	546	10	"	"	PUNCT
easat-9644	546	11	diagnosis	diagnosis	NOUN
easat-9644	546	12	prediction	prediction	NOUN
easat-9644	546	13	using	use	VERB
easat-9644	546	14	knowledge	knowledge	NOUN
easat-9644	546	15	graphs	graph	NOUN
easat-9644	546	16	,	,	PUNCT
easat-9644	546	17	"	"	PUNCT
easat-9644	546	18	the	the	DET
easat-9644	546	19	south	south	ADJ
easat-9644	546	20	african	african	ADJ
easat-9644	546	21	journal	journal	NOUN
easat-9644	546	22	of	of	ADP
easat-9644	546	23	industrial	industrial	ADJ
easat-9644	546	24	engineering	engineering	NOUN
easat-9644	546	25	,	,	PUNCT
easat-9644	546	26	vol	vol	NOUN
easat-9644	546	27	.	.	PROPN
easat-9644	546	28	34	34	NUM
easat-9644	546	29	,	,	PUNCT
easat-9644	546	30	no	no	INTJ
easat-9644	546	31	.	.	NOUN
easat-9644	546	32	3	3	NUM
easat-9644	546	33	,	,	PUNCT
easat-9644	546	34	pp	pp	ADJ
easat-9644	546	35	.	.	PUNCT
easat-9644	546	36	111	111	NUM
easat-9644	546	37	-	-	SYM
easat-9644	546	38	125	125	NUM
easat-9644	546	39	,	,	PUNCT
easat-9644	546	40	2023	2023	NUM
easat-9644	546	41	.	.	PUNCT
easat-9644	547	1	https://doi.org/10.7166/34-3-2941	https://doi.org/10.7166/34-3-2941	NOUN
easat-9644	548	1	[	[	X
easat-9644	548	2	7	7	NUM
easat-9644	548	3	]	]	PUNCT
easat-9644	548	4	x.	x.	NOUN
easat-9644	548	5	tao	tao	PROPN
easat-9644	548	6	et	et	PROPN
easat-9644	548	7	al	al	PROPN
easat-9644	548	8	.	.	PROPN
easat-9644	548	9	,	,	PUNCT
easat-9644	548	10	"	"	PUNCT
easat-9644	548	11	mining	mining	NOUN
easat-9644	548	12	health	health	NOUN
easat-9644	548	13	knowledge	knowledge	NOUN
easat-9644	548	14	graph	graph	NOUN
easat-9644	548	15	for	for	ADP
easat-9644	548	16	health	health	NOUN
easat-9644	548	17	risk	risk	NOUN
easat-9644	548	18	prediction	prediction	NOUN
easat-9644	548	19	,	,	PUNCT
easat-9644	548	20	"	"	PUNCT
easat-9644	548	21	world	world	NOUN
easat-9644	548	22	wide	wide	ADJ
easat-9644	548	23	web	web	NOUN
easat-9644	548	24	,	,	PUNCT
easat-9644	548	25	vol	vol	NOUN
easat-9644	548	26	.	.	PROPN
easat-9644	548	27	23	23	NUM
easat-9644	548	28	,	,	PUNCT
easat-9644	548	29	no	no	INTJ
easat-9644	548	30	.	.	NOUN
easat-9644	548	31	4	4	NUM
easat-9644	548	32	,	,	PUNCT
easat-9644	548	33	pp	pp	ADJ
easat-9644	548	34	.	.	PUNCT
easat-9644	549	1	23412362	23412362	NUM
easat-9644	549	2	,	,	PUNCT
easat-9644	549	3	2020	2020	NUM
easat-9644	549	4	.	.	PUNCT
easat-9644	550	1	https://doi.org/10.1007/s11280-020-00810-1	https://doi.org/10.1007/s11280-020-00810-1	NUM
easat-9644	551	1	[	[	X
easat-9644	551	2	8	8	NUM
easat-9644	551	3	]	]	X
easat-9644	551	4	h.	h.	PROPN
easat-9644	551	5	zhong	zhong	PROPN
easat-9644	551	6	,	,	PUNCT
easat-9644	551	7	d.	d.	PROPN
easat-9644	551	8	yang	yang	PROPN
easat-9644	551	9	,	,	PUNCT
easat-9644	551	10	s.	s.	PROPN
easat-9644	551	11	shi	shi	PROPN
easat-9644	551	12	,	,	PUNCT
easat-9644	551	13	l.	l.	PROPN
easat-9644	551	14	wei	wei	PROPN
easat-9644	551	15	,	,	PUNCT
easat-9644	551	16	and	and	CCONJ
easat-9644	551	17	y.	y.	PROPN
easat-9644	551	18	wang	wang	PROPN
easat-9644	551	19	,	,	PUNCT
easat-9644	551	20	"	"	PUNCT
easat-9644	551	21	from	from	ADP
easat-9644	551	22	data	datum	NOUN
easat-9644	551	23	to	to	ADP
easat-9644	551	24	insights	insight	NOUN
easat-9644	551	25	:	:	PUNCT
easat-9644	551	26	the	the	DET
easat-9644	551	27	application	application	NOUN
easat-9644	551	28	and	and	CCONJ
easat-9644	551	29	challenges	challenge	NOUN
easat-9644	551	30	of	of	ADP
easat-9644	551	31	knowledge	knowledge	NOUN
easat-9644	551	32	graphs	graph	NOUN
easat-9644	551	33	in	in	ADP
easat-9644	551	34	intelligent	intelligent	ADJ
easat-9644	551	35	audit	audit	NOUN
easat-9644	551	36	,	,	PUNCT
easat-9644	551	37	"	"	PUNCT
easat-9644	551	38	journal	journal	NOUN
easat-9644	551	39	of	of	ADP
easat-9644	551	40	cloud	cloud	PROPN
easat-9644	551	41	computing	computing	NOUN
easat-9644	551	42	,	,	PUNCT
easat-9644	551	43	vol	vol	NOUN
easat-9644	551	44	.	.	PROPN
easat-9644	551	45	13	13	NUM
easat-9644	551	46	,	,	PUNCT
easat-9644	551	47	no	no	INTJ
easat-9644	551	48	.	.	NOUN
easat-9644	551	49	1	1	NUM
easat-9644	551	50	,	,	PUNCT
easat-9644	551	51	p.	p.	NOUN
easat-9644	551	52	114	114	NUM
easat-9644	551	53	,	,	PUNCT
easat-9644	551	54	2024	2024	NUM
easat-9644	551	55	.	.	PUNCT
easat-9644	552	1	https://doi.org/10.1186/s13677024-00674-0	https://doi.org/10.1186/s13677024-00674-0	NOUN
easat-9644	552	2	[	[	X
easat-9644	552	3	9	9	NUM
easat-9644	552	4	]	]	SYM
easat-9644	552	5	i.	i.	PROPN
easat-9644	552	6	naja	naja	PROPN
easat-9644	552	7	,	,	PUNCT
easat-9644	552	8	m.	m.	PROPN
easat-9644	552	9	markovic	markovic	PROPN
easat-9644	552	10	,	,	PUNCT
easat-9644	552	11	p.	p.	PROPN
easat-9644	552	12	edwards	edwards	PROPN
easat-9644	552	13	,	,	PUNCT
easat-9644	552	14	w.	w.	PROPN
easat-9644	552	15	pang	pang	PROPN
easat-9644	552	16	,	,	PUNCT
easat-9644	552	17	c.	c.	PROPN
easat-9644	552	18	cottrill	cottrill	PROPN
easat-9644	552	19	,	,	PUNCT
easat-9644	552	20	and	and	CCONJ
easat-9644	552	21	r.	r.	PROPN
easat-9644	552	22	williams	williams	PROPN
easat-9644	552	23	,	,	PUNCT
easat-9644	552	24	"	"	PUNCT
easat-9644	552	25	using	use	VERB
easat-9644	552	26	knowledge	knowledge	NOUN
easat-9644	552	27	graphs	graph	NOUN
easat-9644	552	28	to	to	PART
easat-9644	552	29	unlock	unlock	VERB
easat-9644	552	30	practical	practical	ADJ
easat-9644	552	31	collection	collection	NOUN
easat-9644	552	32	,	,	PUNCT
easat-9644	552	33	integration	integration	NOUN
easat-9644	552	34	,	,	PUNCT
easat-9644	552	35	and	and	CCONJ
easat-9644	552	36	audit	audit	NOUN
easat-9644	552	37	of	of	ADP
easat-9644	552	38	ai	ai	PRON
easat-9644	552	39	accountability	accountability	NOUN
easat-9644	552	40	information	information	NOUN
easat-9644	552	41	,	,	PUNCT
easat-9644	552	42	"	"	PUNCT
easat-9644	552	43	ieee	ieee	NOUN
easat-9644	552	44	access	access	NOUN
easat-9644	552	45	,	,	PUNCT
easat-9644	552	46	vol	vol	NOUN
easat-9644	552	47	.	.	PROPN
easat-9644	552	48	10	10	NUM
easat-9644	552	49	,	,	PUNCT
easat-9644	552	50	pp	pp	ADJ
easat-9644	552	51	.	.	PUNCT
easat-9644	553	1	74383	74383	NUM
easat-9644	553	2	-	-	SYM
easat-9644	553	3	74411	74411	NUM
easat-9644	553	4	,	,	PUNCT
easat-9644	553	5	2022	2022	NUM
easat-9644	553	6	.	.	PUNCT
easat-9644	554	1	https://doi.org/10.1109/access.2022.3188967	https://doi.org/10.1109/access.2022.3188967	PROPN
easat-9644	554	2	[	[	X
easat-9644	554	3	10	10	NUM
easat-9644	554	4	]	]	PUNCT
easat-9644	554	5	m.	m.	NOUN
easat-9644	554	6	chen	chen	PROPN
easat-9644	554	7	,	,	PUNCT
easat-9644	554	8	z.	z.	PROPN
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easat-9644	554	12	tang	tang	PROPN
easat-9644	554	13	,	,	PUNCT
easat-9644	554	14	t.	t.	PROPN
easat-9644	554	15	qin	qin	PROPN
easat-9644	554	16	,	,	PUNCT
easat-9644	554	17	r.	r.	PROPN
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easat-9644	554	19	,	,	PUNCT
easat-9644	554	20	and	and	CCONJ
easat-9644	554	21	c.	c.	PROPN
easat-9644	554	22	zhu	zhu	PROPN
easat-9644	554	23	,	,	PUNCT
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easat-9644	554	25	enhancing	enhance	VERB
easat-9644	554	26	emergency	emergency	NOUN
easat-9644	554	27	decision	decision	NOUN
easat-9644	554	28	-	-	PUNCT
easat-9644	554	29	making	making	NOUN
easat-9644	554	30	with	with	ADP
easat-9644	554	31	knowledge	knowledge	NOUN
easat-9644	554	32	graphs	graph	NOUN
easat-9644	554	33	and	and	CCONJ
easat-9644	554	34	large	large	ADJ
easat-9644	554	35	language	language	NOUN
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easat-9644	554	37	,	,	PUNCT
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easat-9644	554	40	journal	journal	NOUN
easat-9644	554	41	of	of	ADP
easat-9644	554	42	disaster	disaster	NOUN
easat-9644	554	43	risk	risk	NOUN
easat-9644	554	44	reduction	reduction	NOUN
easat-9644	554	45	,	,	PUNCT
easat-9644	554	46	vol	vol	NOUN
easat-9644	554	47	.	.	PROPN
easat-9644	554	48	113	113	NUM
easat-9644	554	49	,	,	PUNCT
easat-9644	554	50	p.	p.	NOUN
easat-9644	554	51	104804	104804	NUM
easat-9644	554	52	,	,	PUNCT
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easat-9644	554	54	.	.	PUNCT
easat-9644	555	1	https://doi.org/10.1016/j.ijdrr.2024.104804	https://doi.org/10.1016/j.ijdrr.2024.104804	PROPN
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easat-9644	556	1	https://doi.org/10.7166/34-3-2941	https://doi.org/10.7166/34-3-2941	PROPN
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easat-9644	556	4	https://doi.org/10.1186/s13677-024-00674-0	https://doi.org/10.1186/s13677-024-00674-0	NUM
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easat-9644	556	6	https://doi.org/10.1016/j.ijdrr.2024.104804	https://doi.org/10.1016/j.ijdrr.2024.104804	PROPN
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easat-9644	556	8	edelweiss	edelweiss	PROPN
easat-9644	556	9	applied	apply	VERB
easat-9644	556	10	science	science	NOUN
easat-9644	556	11	and	and	CCONJ
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easat-9644	556	15	2576	2576	NUM
easat-9644	556	16	-	-	SYM
easat-9644	556	17	8484	8484	NUM
easat-9644	556	18	vol	vol	NOUN
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easat-9644	557	1	9	9	NUM
easat-9644	557	2	,	,	PUNCT
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easat-9644	557	4	.	.	NOUN
easat-9644	557	5	8	8	NUM
easat-9644	557	6	:	:	SYM
easat-9644	557	7	1464	1464	NUM
easat-9644	557	8	-	-	SYM
easat-9644	557	9	1497	1497	NUM
easat-9644	557	10	,	,	PUNCT
easat-9644	557	11	2025	2025	NUM
easat-9644	557	12	doi	doi	NOUN
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easat-9644	557	14	10.55214/2576	10.55214/2576	NUM
easat-9644	557	15	-	-	NUM
easat-9644	557	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	557	17	©	©	PROPN
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easat-9644	557	24	learning	learning	NOUN
easat-9644	557	25	gate	gate	NOUN
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easat-9644	558	2	11	11	NUM
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easat-9644	558	11	using	use	VERB
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easat-9644	558	13	graphs	graph	NOUN
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easat-9644	558	16	public	public	ADJ
easat-9644	558	17	service	service	NOUN
easat-9644	558	18	information	information	NOUN
easat-9644	558	19	,	,	PUNCT
easat-9644	558	20	"	"	PUNCT
easat-9644	558	21	presented	present	VERB
easat-9644	558	22	at	at	ADP
easat-9644	558	23	the	the	DET
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easat-9644	558	28	annual	annual	ADJ
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easat-9644	558	30	conference	conference	NOUN
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easat-9644	558	32	digital	digital	ADJ
easat-9644	558	33	government	government	NOUN
easat-9644	558	34	research	research	NOUN
easat-9644	558	35	,	,	PUNCT
easat-9644	558	36	virtual	virtual	ADJ
easat-9644	558	37	event	event	NOUN
easat-9644	558	38	,	,	PUNCT
easat-9644	558	39	republic	republic	NOUN
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easat-9644	558	42	,	,	PUNCT
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easat-9644	558	44	.	.	PUNCT
easat-9644	559	1	[	[	X
easat-9644	559	2	12	12	NUM
easat-9644	559	3	]	]	X
easat-9644	559	4	y.	y.	PROPN
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easat-9644	559	7	j.	j.	PROPN
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easat-9644	559	10	and	and	CCONJ
easat-9644	559	11	z.	z.	PROPN
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easat-9644	559	13	,	,	PUNCT
easat-9644	559	14	"	"	PUNCT
easat-9644	559	15	construction	construction	NOUN
easat-9644	559	16	and	and	CCONJ
easat-9644	559	17	application	application	NOUN
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easat-9644	559	19	knowledge	knowledge	NOUN
easat-9644	559	20	graph	graph	NOUN
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easat-9644	559	22	government	government	NOUN
easat-9644	559	23	policy	policy	NOUN
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easat-9644	559	28	network	network	NOUN
easat-9644	559	29	,	,	PUNCT
easat-9644	559	30	"	"	PUNCT
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easat-9644	559	32	2020	2020	NUM
easat-9644	559	33	5th	5th	ADJ
easat-9644	559	34	international	international	ADJ
easat-9644	559	35	conference	conference	NOUN
easat-9644	559	36	on	on	ADP
easat-9644	559	37	information	information	NOUN
easat-9644	559	38	science	science	NOUN
easat-9644	559	39	,	,	PUNCT
easat-9644	559	40	computer	computer	NOUN
easat-9644	559	41	technology	technology	NOUN
easat-9644	559	42	and	and	CCONJ
easat-9644	559	43	transportation	transportation	NOUN
easat-9644	559	44	(	(	PUNCT
easat-9644	559	45	isctt	isctt	PROPN
easat-9644	559	46	)	)	PUNCT
easat-9644	559	47	,	,	PUNCT
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easat-9644	560	1	[	[	X
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easat-9644	560	7	y.	y.	PROPN
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easat-9644	560	9	,	,	PUNCT
easat-9644	560	10	h.	h.	PROPN
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easat-9644	560	13	r.	r.	PROPN
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easat-9644	560	16	and	and	CCONJ
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easat-9644	560	20	"	"	PUNCT
easat-9644	560	21	a	a	DET
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easat-9644	560	23	approach	approach	NOUN
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easat-9644	560	25	constructing	construct	VERB
easat-9644	560	26	a	a	DET
easat-9644	560	27	knowledge	knowledge	NOUN
easat-9644	560	28	graph	graph	NOUN
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easat-9644	560	35	vol	vol	NOUN
easat-9644	560	36	.	.	PROPN
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easat-9644	560	38	,	,	PUNCT
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easat-9644	560	42	,	,	PUNCT
easat-9644	560	43	pp	pp	ADJ
easat-9644	560	44	.	.	PUNCT
easat-9644	561	1	53	53	NUM
easat-9644	561	2	-	-	SYM
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easat-9644	561	4	,	,	PUNCT
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easat-9644	561	6	.	.	PUNCT
easat-9644	562	1	https://doi.org/10.1016/j.eng.2018.01.004	https://doi.org/10.1016/j.eng.2018.01.004	NOUN
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easat-9644	563	2	14	14	NUM
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easat-9644	563	10	and	and	CCONJ
easat-9644	563	11	l.	l.	PROPN
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easat-9644	563	29	at	at	ADP
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easat-9644	563	41	,	,	PUNCT
easat-9644	563	42	and	and	CCONJ
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easat-9644	565	2	-	-	SYM
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easat-9644	566	42	.	.	NOUN
easat-9644	566	43	5	5	NUM
easat-9644	566	44	,	,	PUNCT
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easat-9644	566	47	,	,	PUNCT
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easat-9644	567	1	https://doi.org/10.1007/s42979-023-02149-6	https://doi.org/10.1007/s42979-023-02149-6	NUM
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easat-9644	568	13	,	,	PUNCT
easat-9644	568	14	"	"	PUNCT
easat-9644	568	15	architectureand	architectureand	ADJ
easat-9644	568	16	application	application	NOUN
easat-9644	568	17	of	of	ADP
easat-9644	568	18	traffic	traffic	NOUN
easat-9644	568	19	safety	safety	NOUN
easat-9644	568	20	management	management	NOUN
easat-9644	568	21	knowledge	knowledge	NOUN
easat-9644	568	22	graph	graph	NOUN
easat-9644	568	23	based	base	VERB
easat-9644	568	24	on	on	ADP
easat-9644	568	25	neo4j	neo4j	PROPN
easat-9644	568	26	,	,	PUNCT
easat-9644	568	27	"	"	PUNCT
easat-9644	568	28	sustainability	sustainability	NOUN
easat-9644	568	29	,	,	PUNCT
easat-9644	568	30	vol	vol	NOUN
easat-9644	568	31	.	.	PROPN
easat-9644	568	32	15	15	NUM
easat-9644	568	33	,	,	PUNCT
easat-9644	568	34	no	no	INTJ
easat-9644	568	35	.	.	NOUN
easat-9644	568	36	12	12	NUM
easat-9644	568	37	,	,	PUNCT
easat-9644	568	38	p.	p.	NOUN
easat-9644	568	39	9786	9786	NUM
easat-9644	568	40	,	,	PUNCT
easat-9644	568	41	2023	2023	NUM
easat-9644	568	42	.	.	PUNCT
easat-9644	568	43	https://doi.org/10.3390/su15129786	https://doi.org/10.3390/su15129786	X
easat-9644	569	1	[	[	X
easat-9644	569	2	18	18	NUM
easat-9644	569	3	]	]	X
easat-9644	569	4	y.	y.	PROPN
easat-9644	569	5	tang	tang	PROPN
easat-9644	569	6	,	,	PUNCT
easat-9644	569	7	z.	z.	PROPN
easat-9644	569	8	zhao	zhao	PROPN
easat-9644	569	9	,	,	PUNCT
easat-9644	569	10	w.	w.	PROPN
easat-9644	569	11	deng	deng	PROPN
easat-9644	569	12	,	,	PUNCT
easat-9644	569	13	s.	s.	PROPN
easat-9644	569	14	lei	lei	PROPN
easat-9644	569	15	,	,	PUNCT
easat-9644	569	16	y.	y.	PROPN
easat-9644	569	17	liang	liang	PROPN
easat-9644	569	18	,	,	PUNCT
easat-9644	569	19	and	and	CCONJ
easat-9644	569	20	z.	z.	PROPN
easat-9644	569	21	ma	ma	PROPN
easat-9644	569	22	,	,	PUNCT
easat-9644	569	23	"	"	PUNCT
easat-9644	569	24	routekg	routekg	NOUN
easat-9644	569	25	:	:	PUNCT
easat-9644	569	26	a	a	DET
easat-9644	569	27	knowledge	knowledge	NOUN
easat-9644	569	28	graph	graph	NOUN
easat-9644	569	29	-	-	PUNCT
easat-9644	569	30	based	base	VERB
easat-9644	569	31	framework	framework	NOUN
easat-9644	569	32	for	for	ADP
easat-9644	569	33	route	route	NOUN
easat-9644	569	34	prediction	prediction	NOUN
easat-9644	569	35	on	on	ADP
easat-9644	569	36	road	road	NOUN
easat-9644	569	37	networks	network	NOUN
easat-9644	569	38	,	,	PUNCT
easat-9644	569	39	"	"	PUNCT
easat-9644	569	40	arxiv	arxiv	PROPN
easat-9644	569	41	preprint	preprint	NOUN
easat-9644	569	42	2023	2023	NUM
easat-9644	569	43	.	.	PUNCT
easat-9644	570	1	[	[	X
easat-9644	570	2	19	19	NUM
easat-9644	570	3	]	]	X
easat-9644	570	4	y.	y.	PROPN
easat-9644	570	5	li	li	PROPN
easat-9644	570	6	,	,	PUNCT
easat-9644	570	7	y.	y.	PROPN
easat-9644	570	8	liang	liang	PROPN
easat-9644	570	9	,	,	PUNCT
easat-9644	570	10	r.	r.	PROPN
easat-9644	570	11	yang	yang	PROPN
easat-9644	570	12	,	,	PUNCT
easat-9644	570	13	j.	j.	PROPN
easat-9644	570	14	qiu	qiu	PROPN
easat-9644	570	15	,	,	PUNCT
easat-9644	570	16	c.	c.	PROPN
easat-9644	570	17	zhang	zhang	PROPN
easat-9644	570	18	,	,	PUNCT
easat-9644	570	19	and	and	CCONJ
easat-9644	570	20	x.	x.	NOUN
easat-9644	570	21	zhang	zhang	PROPN
easat-9644	570	22	,	,	PUNCT
easat-9644	570	23	"	"	PUNCT
easat-9644	570	24	coursekg	coursekg	NOUN
easat-9644	570	25	:	:	PUNCT
easat-9644	570	26	an	an	DET
easat-9644	570	27	educational	educational	ADJ
easat-9644	570	28	knowledge	knowledge	NOUN
easat-9644	570	29	graph	graph	NOUN
easat-9644	570	30	based	base	VERB
easat-9644	570	31	on	on	ADP
easat-9644	570	32	course	course	NOUN
easat-9644	570	33	information	information	NOUN
easat-9644	570	34	for	for	ADP
easat-9644	570	35	precision	precision	NOUN
easat-9644	570	36	teaching	teaching	NOUN
easat-9644	570	37	,	,	PUNCT
easat-9644	570	38	"	"	PUNCT
easat-9644	570	39	applied	apply	VERB
easat-9644	570	40	sciences	science	NOUN
easat-9644	570	41	,	,	PUNCT
easat-9644	570	42	vol	vol	NOUN
easat-9644	570	43	.	.	PROPN
easat-9644	570	44	14	14	NUM
easat-9644	570	45	,	,	PUNCT
easat-9644	570	46	no	no	INTJ
easat-9644	570	47	.	.	NOUN
easat-9644	570	48	7	7	NUM
easat-9644	570	49	,	,	PUNCT
easat-9644	570	50	p.	p.	NOUN
easat-9644	570	51	2710	2710	NUM
easat-9644	570	52	,	,	PUNCT
easat-9644	570	53	2024	2024	NUM
easat-9644	570	54	.	.	PUNCT
easat-9644	571	1	https://doi.org/10.3390/app14072710	https://doi.org/10.3390/app14072710	PROPN
easat-9644	572	1	[	[	X
easat-9644	572	2	20	20	NUM
easat-9644	572	3	]	]	X
easat-9644	572	4	g.	g.	PROPN
easat-9644	572	5	ding	ding	PROPN
easat-9644	572	6	,	,	PUNCT
easat-9644	572	7	p.	p.	NOUN
easat-9644	572	8	yi	yi	PROPN
easat-9644	572	9	,	,	PUNCT
easat-9644	572	10	and	and	CCONJ
easat-9644	572	11	x.	x.	NOUN
easat-9644	572	12	feng	feng	PROPN
easat-9644	572	13	,	,	PUNCT
easat-9644	572	14	"	"	PUNCT
easat-9644	572	15	constructing	construct	VERB
easat-9644	572	16	a	a	DET
easat-9644	572	17	knowledge	knowledge	NOUN
easat-9644	572	18	graph	graph	NOUN
easat-9644	572	19	for	for	ADP
easat-9644	572	20	the	the	DET
easat-9644	572	21	chinese	chinese	ADJ
easat-9644	572	22	subject	subject	NOUN
easat-9644	572	23	based	base	VERB
easat-9644	572	24	on	on	ADP
easat-9644	572	25	collective	collective	ADJ
easat-9644	572	26	intelligence	intelligence	NOUN
easat-9644	572	27	,	,	PUNCT
easat-9644	572	28	"	"	PUNCT
easat-9644	572	29	international	international	ADJ
easat-9644	572	30	journal	journal	NOUN
easat-9644	572	31	on	on	ADP
easat-9644	572	32	semantic	semantic	ADJ
easat-9644	572	33	web	web	NOUN
easat-9644	572	34	and	and	CCONJ
easat-9644	572	35	information	information	NOUN
easat-9644	572	36	systems	system	NOUN
easat-9644	572	37	(	(	PUNCT
easat-9644	572	38	ijswis	ijswis	NOUN
easat-9644	572	39	)	)	PUNCT
easat-9644	572	40	,	,	PUNCT
easat-9644	572	41	vol	vol	NOUN
easat-9644	572	42	.	.	PROPN
easat-9644	572	43	19	19	NUM
easat-9644	572	44	,	,	PUNCT
easat-9644	572	45	no	no	INTJ
easat-9644	572	46	.	.	NOUN
easat-9644	572	47	1	1	NUM
easat-9644	572	48	,	,	PUNCT
easat-9644	572	49	pp	pp	ADJ
easat-9644	572	50	.	.	PUNCT
easat-9644	573	1	1	1	NUM
easat-9644	573	2	-	-	SYM
easat-9644	573	3	19	19	NUM
easat-9644	573	4	,	,	PUNCT
easat-9644	573	5	2023	2023	NUM
easat-9644	573	6	.	.	PUNCT
easat-9644	573	7	https://doi.org/10.4018/ijswis.327355	https://doi.org/10.4018/ijswis.327355	X
easat-9644	574	1	[	[	X
easat-9644	574	2	21	21	NUM
easat-9644	574	3	]	]	X
easat-9644	574	4	l.	l.	PROPN
easat-9644	574	5	li	li	PROPN
easat-9644	574	6	and	and	CCONJ
easat-9644	574	7	z.	z.	PROPN
easat-9644	574	8	wang	wang	PROPN
easat-9644	574	9	,	,	PUNCT
easat-9644	574	10	"	"	PUNCT
easat-9644	574	11	knowledge	knowledge	NOUN
easat-9644	574	12	graph‐enhanced	graph‐enhance	VERB
easat-9644	574	13	intelligent	intelligent	ADJ
easat-9644	574	14	tutoring	tutoring	NOUN
easat-9644	574	15	system	system	NOUN
easat-9644	574	16	based	base	VERB
easat-9644	574	17	on	on	ADP
easat-9644	574	18	exercise	exercise	NOUN
easat-9644	574	19	representativeness	representativeness	ADJ
easat-9644	574	20	and	and	CCONJ
easat-9644	574	21	informativeness	informativeness	NOUN
easat-9644	574	22	,	,	PUNCT
easat-9644	574	23	"	"	PUNCT
easat-9644	574	24	international	international	ADJ
easat-9644	574	25	journal	journal	NOUN
easat-9644	574	26	of	of	ADP
easat-9644	574	27	intelligent	intelligent	ADJ
easat-9644	574	28	systems	system	NOUN
easat-9644	574	29	,	,	PUNCT
easat-9644	574	30	vol	vol	NOUN
easat-9644	574	31	.	.	PUNCT
easat-9644	574	32	2023	2023	NUM
easat-9644	574	33	,	,	PUNCT
easat-9644	574	34	no	no	INTJ
easat-9644	574	35	.	.	NOUN
easat-9644	574	36	1	1	NUM
easat-9644	574	37	,	,	PUNCT
easat-9644	574	38	p.	p.	NOUN
easat-9644	574	39	2578286	2578286	NUM
easat-9644	574	40	,	,	PUNCT
easat-9644	574	41	2023	2023	NUM
easat-9644	574	42	.	.	PUNCT
easat-9644	575	1	https://doi.org/10.1155/2023/2578286	https://doi.org/10.1155/2023/2578286	ADJ
easat-9644	576	1	[	[	X
easat-9644	576	2	22	22	NUM
easat-9644	576	3	]	]	PUNCT
easat-9644	576	4	t.	t.	NOUN
easat-9644	576	5	bui	bui	PROPN
easat-9644	576	6	et	et	PROPN
easat-9644	576	7	al	al	PROPN
easat-9644	576	8	.	.	PROPN
easat-9644	576	9	,	,	PUNCT
easat-9644	576	10	"	"	PUNCT
easat-9644	576	11	cross	cross	ADJ
easat-9644	576	12	-	-	ADJ
easat-9644	576	13	data	data	ADJ
easat-9644	576	14	knowledge	knowledge	NOUN
easat-9644	576	15	graph	graph	NOUN
easat-9644	576	16	construction	construction	NOUN
easat-9644	576	17	for	for	ADP
easat-9644	576	18	llm	llm	ADV
easat-9644	576	19	-	-	PUNCT
easat-9644	576	20	enabled	enable	VERB
easat-9644	576	21	educational	educational	ADJ
easat-9644	576	22	question	question	NOUN
easat-9644	576	23	-	-	PUNCT
easat-9644	576	24	answering	answer	VERB
easat-9644	576	25	system	system	NOUN
easat-9644	576	26	:	:	PUNCT
easat-9644	576	27	a	a	DET
easat-9644	576	28	case	case	NOUN
easat-9644	576	29	study	study	NOUN
easat-9644	576	30	at	at	ADP
easat-9644	576	31	hcmut	hcmut	ADV
easat-9644	576	32	,	,	PUNCT
easat-9644	576	33	"	"	PUNCT
easat-9644	576	34	presented	present	VERB
easat-9644	576	35	at	at	ADP
easat-9644	576	36	the	the	DET
easat-9644	576	37	proceedings	proceeding	NOUN
easat-9644	576	38	of	of	ADP
easat-9644	576	39	the	the	DET
easat-9644	576	40	1st	1st	PROPN
easat-9644	576	41	acm	acm	NOUN
easat-9644	576	42	workshop	workshop	NOUN
easat-9644	576	43	on	on	ADP
easat-9644	576	44	ai	ai	ADJ
easat-9644	576	45	-	-	PUNCT
easat-9644	576	46	powered	power	VERB
easat-9644	576	47	q&a	q&a	PROPN
easat-9644	576	48	systems	system	NOUN
easat-9644	576	49	for	for	ADP
easat-9644	576	50	multimedia	multimedia	NOUN
easat-9644	576	51	,	,	PUNCT
easat-9644	576	52	phuket	phuket	NOUN
easat-9644	576	53	,	,	PUNCT
easat-9644	576	54	thailand	thailand	PROPN
easat-9644	576	55	,	,	PUNCT
easat-9644	576	56	2024	2024	NUM
easat-9644	576	57	.	.	PUNCT
easat-9644	577	1	[	[	X
easat-9644	577	2	23	23	NUM
easat-9644	577	3	]	]	PUNCT
easat-9644	577	4	l.	l.	PROPN
easat-9644	577	5	zhang	zhang	PROPN
easat-9644	577	6	,	,	PUNCT
easat-9644	577	7	x.	x.	PROPN
easat-9644	577	8	yang	yang	PROPN
easat-9644	577	9	,	,	PUNCT
easat-9644	577	10	s.	s.	PROPN
easat-9644	577	11	li	li	PROPN
easat-9644	577	12	,	,	PUNCT
easat-9644	577	13	t.	t.	PROPN
easat-9644	577	14	liao	liao	PROPN
easat-9644	577	15	,	,	PUNCT
easat-9644	577	16	and	and	CCONJ
easat-9644	577	17	g.	g.	PROPN
easat-9644	577	18	pan	pan	PROPN
easat-9644	577	19	,	,	PUNCT
easat-9644	577	20	"	"	PUNCT
easat-9644	577	21	answering	answer	VERB
easat-9644	577	22	medical	medical	ADJ
easat-9644	577	23	questions	question	NOUN
easat-9644	577	24	in	in	ADP
easat-9644	577	25	chinese	chinese	ADJ
easat-9644	577	26	using	use	VERB
easat-9644	577	27	automatically	automatically	ADV
easat-9644	577	28	mined	mine	VERB
easat-9644	577	29	knowledge	knowledge	NOUN
easat-9644	577	30	and	and	CCONJ
easat-9644	577	31	deep	deep	ADJ
easat-9644	577	32	neural	neural	ADJ
easat-9644	577	33	networks	network	NOUN
easat-9644	577	34	:	:	PUNCT
easat-9644	577	35	an	an	DET
easat-9644	577	36	end	end	NOUN
easat-9644	577	37	-	-	PUNCT
easat-9644	577	38	to	to	ADP
easat-9644	577	39	-	-	PUNCT
easat-9644	577	40	end	end	NOUN
easat-9644	577	41	solution	solution	NOUN
easat-9644	577	42	,	,	PUNCT
easat-9644	577	43	"	"	PUNCT
easat-9644	577	44	bmc	bmc	ADJ
easat-9644	577	45	bioinformatics	bioinformatics	NOUN
easat-9644	577	46	,	,	PUNCT
easat-9644	577	47	vol	vol	NOUN
easat-9644	577	48	.	.	PROPN
easat-9644	577	49	23	23	NUM
easat-9644	577	50	,	,	PUNCT
easat-9644	577	51	no	no	INTJ
easat-9644	577	52	.	.	NOUN
easat-9644	577	53	1	1	NUM
easat-9644	577	54	,	,	PUNCT
easat-9644	577	55	p.	p.	NOUN
easat-9644	577	56	136	136	NUM
easat-9644	577	57	,	,	PUNCT
easat-9644	577	58	2022	2022	NUM
easat-9644	577	59	.	.	PUNCT
easat-9644	577	60	https://doi.org/10.1186/s12859-022-04658-2	https://doi.org/10.1186/s12859-022-04658-2	PROPN
easat-9644	578	1	[	[	X
easat-9644	578	2	24	24	NUM
easat-9644	578	3	]	]	PUNCT
easat-9644	578	4	b.	b.	PROPN
easat-9644	578	5	zylich	zylich	PROPN
easat-9644	578	6	,	,	PUNCT
easat-9644	578	7	a.	a.	PROPN
easat-9644	578	8	viola	viola	PROPN
easat-9644	578	9	,	,	PUNCT
easat-9644	578	10	b.	b.	PROPN
easat-9644	578	11	toggerson	toggerson	PROPN
easat-9644	578	12	,	,	PUNCT
easat-9644	578	13	l.	l.	PROPN
easat-9644	578	14	al	al	PROPN
easat-9644	578	15	-	-	PUNCT
easat-9644	578	16	hariri	hariri	PROPN
easat-9644	578	17	,	,	PUNCT
easat-9644	578	18	and	and	CCONJ
easat-9644	578	19	a.	a.	NOUN
easat-9644	578	20	lan	lan	PROPN
easat-9644	578	21	,	,	PUNCT
easat-9644	578	22	"	"	PUNCT
easat-9644	578	23	exploring	explore	VERB
easat-9644	578	24	automated	automate	VERB
easat-9644	578	25	question	question	NOUN
easat-9644	578	26	answering	answering	NOUN
easat-9644	578	27	methods	method	NOUN
easat-9644	578	28	for	for	ADP
easat-9644	578	29	teaching	teaching	NOUN
easat-9644	578	30	assistance	assistance	NOUN
easat-9644	578	31	,	,	PUNCT
easat-9644	578	32	"	"	PUNCT
easat-9644	578	33	in	in	ADP
easat-9644	578	34	in	in	ADP
easat-9644	578	35	lecture	lecture	NOUN
easat-9644	578	36	notes	note	NOUN
easat-9644	578	37	in	in	ADP
easat-9644	578	38	computer	computer	NOUN
easat-9644	578	39	science	science	NOUN
easat-9644	578	40	(	(	PUNCT
easat-9644	578	41	including	include	VERB
easat-9644	578	42	subseries	subserie	NOUN
easat-9644	578	43	lecture	lecture	VERB
easat-9644	578	44	notes	note	NOUN
easat-9644	578	45	in	in	ADP
easat-9644	578	46	artificial	artificial	ADJ
easat-9644	578	47	intelligence	intelligence	NOUN
easat-9644	578	48	and	and	CCONJ
easat-9644	578	49	lecture	lecture	NOUN
easat-9644	578	50	notes	note	NOUN
easat-9644	578	51	in	in	ADP
easat-9644	578	52	bioinformatics	bioinformatics	NOUN
easat-9644	578	53	,	,	PUNCT
easat-9644	578	54	cham	cham	NOUN
easat-9644	578	55	,	,	PUNCT
easat-9644	578	56	2020	2020	NUM
easat-9644	578	57	:	:	PUNCT
easat-9644	578	58	springer	springer	NOUN
easat-9644	578	59	international	international	ADJ
easat-9644	578	60	publishing	publishing	NOUN
easat-9644	578	61	,	,	PUNCT
easat-9644	578	62	https://doi.org/10.1007/978-3-03052237-7_49	https://doi.org/10.1007/978-3-03052237-7_49	PROPN
easat-9644	578	63	.	.	PUNCT
easat-9644	579	1	[	[	X
easat-9644	579	2	25	25	NUM
easat-9644	579	3	]	]	X
easat-9644	579	4	h.	h.	PROPN
easat-9644	579	5	yu	yu	PROPN
easat-9644	579	6	,	,	PUNCT
easat-9644	579	7	e.	e.	PROPN
easat-9644	579	8	wang	wang	PROPN
easat-9644	579	9	,	,	PUNCT
easat-9644	579	10	q.	q.	PROPN
easat-9644	579	11	lang	lang	PROPN
easat-9644	579	12	,	,	PUNCT
easat-9644	579	13	and	and	CCONJ
easat-9644	579	14	e.	e.	PROPN
easat-9644	579	15	wang	wang	PROPN
easat-9644	579	16	,	,	PUNCT
easat-9644	579	17	"	"	PUNCT
easat-9644	579	18	intelligent	intelligent	ADJ
easat-9644	579	19	retrieval	retrieval	NOUN
easat-9644	579	20	and	and	CCONJ
easat-9644	579	21	comprehension	comprehension	NOUN
easat-9644	579	22	of	of	ADP
easat-9644	579	23	entrepreneurship	entrepreneurship	NOUN
easat-9644	579	24	education	education	NOUN
easat-9644	579	25	resources	resource	NOUN
easat-9644	579	26	based	base	VERB
easat-9644	579	27	on	on	ADP
easat-9644	579	28	semantic	semantic	ADJ
easat-9644	579	29	summarization	summarization	NOUN
easat-9644	579	30	of	of	ADP
easat-9644	579	31	knowledge	knowledge	NOUN
easat-9644	579	32	graphs	graph	NOUN
easat-9644	579	33	,	,	PUNCT
easat-9644	579	34	"	"	PUNCT
easat-9644	579	35	ieee	ieee	NOUN
easat-9644	579	36	transactions	transaction	NOUN
easat-9644	579	37	on	on	ADP
easat-9644	579	38	learning	learn	VERB
easat-9644	579	39	technologies	technology	NOUN
easat-9644	579	40	,	,	PUNCT
easat-9644	579	41	vol	vol	NOUN
easat-9644	579	42	.	.	PROPN
easat-9644	579	43	17	17	NUM
easat-9644	579	44	,	,	PUNCT
easat-9644	579	45	pp	pp	ADJ
easat-9644	579	46	.	.	PUNCT
easat-9644	579	47	1198	1198	NUM
easat-9644	579	48	-	-	SYM
easat-9644	579	49	1209	1209	NUM
easat-9644	579	50	,	,	PUNCT
easat-9644	579	51	2024	2024	NUM
easat-9644	579	52	.	.	PUNCT
easat-9644	580	1	https://doi.org/10.1109/tlt.2024.3364155	https://doi.org/10.1109/tlt.2024.3364155	X
easat-9644	581	1	[	[	X
easat-9644	581	2	26	26	NUM
easat-9644	581	3	]	]	X
easat-9644	581	4	c.	c.	PROPN
easat-9644	581	5	liu	liu	PROPN
easat-9644	581	6	,	,	PUNCT
easat-9644	581	7	h.	h.	PROPN
easat-9644	581	8	zhang	zhang	PROPN
easat-9644	581	9	,	,	PUNCT
easat-9644	581	10	j.	j.	PROPN
easat-9644	581	11	zhang	zhang	PROPN
easat-9644	581	12	,	,	PUNCT
easat-9644	581	13	z.	z.	PROPN
easat-9644	581	14	zhang	zhang	PROPN
easat-9644	581	15	,	,	PUNCT
easat-9644	581	16	and	and	CCONJ
easat-9644	581	17	p.	p.	PROPN
easat-9644	581	18	yuan	yuan	NOUN
easat-9644	581	19	,	,	PUNCT
easat-9644	581	20	"	"	PUNCT
easat-9644	581	21	design	design	NOUN
easat-9644	581	22	of	of	ADP
easat-9644	581	23	a	a	DET
easat-9644	581	24	learning	learning	NOUN
easat-9644	581	25	path	path	NOUN
easat-9644	581	26	recommendation	recommendation	NOUN
easat-9644	581	27	system	system	NOUN
easat-9644	581	28	based	base	VERB
easat-9644	581	29	on	on	ADP
easat-9644	581	30	a	a	DET
easat-9644	581	31	knowledge	knowledge	NOUN
easat-9644	581	32	graph	graph	NOUN
easat-9644	581	33	,	,	PUNCT
easat-9644	581	34	"	"	PUNCT
easat-9644	581	35	international	international	ADJ
easat-9644	581	36	journal	journal	NOUN
easat-9644	581	37	of	of	ADP
easat-9644	581	38	information	information	NOUN
easat-9644	581	39	and	and	CCONJ
easat-9644	581	40	communication	communication	NOUN
easat-9644	581	41	technology	technology	NOUN
easat-9644	581	42	education	education	NOUN
easat-9644	581	43	(	(	PUNCT
easat-9644	581	44	ijicte	ijicte	NOUN
easat-9644	581	45	)	)	PUNCT
easat-9644	581	46	,	,	PUNCT
easat-9644	581	47	vol	vol	NOUN
easat-9644	581	48	.	.	PROPN
easat-9644	581	49	19	19	NUM
easat-9644	581	50	,	,	PUNCT
easat-9644	581	51	no	no	INTJ
easat-9644	581	52	.	.	NOUN
easat-9644	581	53	1	1	NUM
easat-9644	581	54	,	,	PUNCT
easat-9644	581	55	pp	pp	ADJ
easat-9644	581	56	.	.	PUNCT
easat-9644	582	1	1	1	NUM
easat-9644	582	2	-	-	SYM
easat-9644	582	3	18	18	NUM
easat-9644	582	4	,	,	PUNCT
easat-9644	582	5	2023	2023	NUM
easat-9644	582	6	.	.	PUNCT
easat-9644	583	1	[	[	X
easat-9644	583	2	27	27	NUM
easat-9644	583	3	]	]	PUNCT
easat-9644	583	4	a.	a.	NOUN
easat-9644	583	5	weichselbraun	weichselbraun	PROPN
easat-9644	583	6	,	,	PUNCT
easat-9644	583	7	r.	r.	PROPN
easat-9644	583	8	waldvogel	waldvogel	ADV
easat-9644	583	9	,	,	PUNCT
easat-9644	583	10	a.	a.	NOUN
easat-9644	583	11	fraefel	fraefel	NOUN
easat-9644	583	12	,	,	PUNCT
easat-9644	583	13	a.	a.	PROPN
easat-9644	583	14	van	van	PROPN
easat-9644	583	15	schie	schie	PROPN
easat-9644	583	16	,	,	PUNCT
easat-9644	583	17	and	and	CCONJ
easat-9644	583	18	p.	p.	PROPN
easat-9644	583	19	kuntschik	kuntschik	PROPN
easat-9644	583	20	,	,	PUNCT
easat-9644	583	21	"	"	PUNCT
easat-9644	583	22	building	build	VERB
easat-9644	583	23	knowledge	knowledge	NOUN
easat-9644	583	24	graphs	graph	NOUN
easat-9644	583	25	and	and	CCONJ
easat-9644	583	26	recommender	recommender	NOUN
easat-9644	583	27	systems	system	NOUN
easat-9644	583	28	for	for	ADP
easat-9644	583	29	suggesting	suggest	VERB
easat-9644	583	30	reskilling	reskille	VERB
easat-9644	583	31	and	and	CCONJ
easat-9644	583	32	upskilling	upskille	VERB
easat-9644	583	33	options	option	NOUN
easat-9644	583	34	from	from	ADP
easat-9644	583	35	the	the	DET
easat-9644	583	36	web	web	NOUN
easat-9644	583	37	,	,	PUNCT
easat-9644	583	38	"	"	PUNCT
easat-9644	583	39	information	information	NOUN
easat-9644	583	40	,	,	PUNCT
easat-9644	583	41	vol	vol	NOUN
easat-9644	583	42	.	.	PROPN
easat-9644	583	43	13	13	NUM
easat-9644	583	44	,	,	PUNCT
easat-9644	583	45	no	no	INTJ
easat-9644	583	46	.	.	NOUN
easat-9644	583	47	11	11	NUM
easat-9644	583	48	,	,	PUNCT
easat-9644	583	49	p.	p.	NOUN
easat-9644	583	50	510	510	NUM
easat-9644	583	51	,	,	PUNCT
easat-9644	583	52	2022	2022	NUM
easat-9644	583	53	.	.	PUNCT
easat-9644	584	1	https://doi.org/10.3390/info13110510	https://doi.org/10.3390/info13110510	ADJ
easat-9644	584	2	[	[	X
easat-9644	584	3	28	28	NUM
easat-9644	584	4	]	]	PUNCT
easat-9644	584	5	j.	j.	PROPN
easat-9644	584	6	zhang	zhang	PROPN
easat-9644	584	7	,	,	PUNCT
easat-9644	584	8	s.	s.	PROPN
easat-9644	584	9	jing	jing	PROPN
easat-9644	584	10	,	,	PUNCT
easat-9644	584	11	and	and	CCONJ
easat-9644	584	12	s.	s.	PROPN
easat-9644	584	13	liang	liang	PROPN
easat-9644	584	14	,	,	PUNCT
easat-9644	584	15	"	"	PUNCT
easat-9644	584	16	research	research	NOUN
easat-9644	584	17	on	on	ADP
easat-9644	584	18	personalized	personalized	ADJ
easat-9644	584	19	learning	learn	VERB
easat-9644	584	20	resource	resource	NOUN
easat-9644	584	21	recommendation	recommendation	NOUN
easat-9644	584	22	based	base	VERB
easat-9644	584	23	on	on	ADP
easat-9644	584	24	knowledge	knowledge	NOUN
easat-9644	584	25	graph	graph	NOUN
easat-9644	584	26	,	,	PUNCT
easat-9644	584	27	"	"	PUNCT
easat-9644	584	28	in	in	ADP
easat-9644	584	29	2023	2023	NUM
easat-9644	584	30	3rd	3rd	ADJ
easat-9644	584	31	international	international	ADJ
easat-9644	584	32	conference	conference	NOUN
easat-9644	584	33	on	on	ADP
easat-9644	584	34	electronic	electronic	ADJ
easat-9644	584	35	information	information	NOUN
easat-9644	584	36	engineering	engineering	NOUN
easat-9644	584	37	and	and	CCONJ
easat-9644	584	38	computer	computer	NOUN
easat-9644	584	39	communication	communication	NOUN
easat-9644	584	40	(	(	PUNCT
easat-9644	584	41	eiecc	eiecc	NOUN
easat-9644	584	42	)	)	PUNCT
easat-9644	584	43	,	,	PUNCT
easat-9644	584	44	2023	2023	NUM
easat-9644	584	45	.	.	PUNCT
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easat-9644	585	2	[	[	X
easat-9644	585	3	29	29	NUM
easat-9644	585	4	]	]	PUNCT
easat-9644	585	5	x.	x.	NOUN
easat-9644	585	6	wu	wu	PROPN
easat-9644	585	7	,	,	PUNCT
easat-9644	585	8	e.	e.	PROPN
easat-9644	585	9	wang	wang	PROPN
easat-9644	585	10	,	,	PUNCT
easat-9644	585	11	y.	y.	PROPN
easat-9644	585	12	zhang	zhang	PROPN
easat-9644	585	13	,	,	PUNCT
easat-9644	585	14	b.	b.	PROPN
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easat-9644	585	16	,	,	PUNCT
easat-9644	585	17	and	and	CCONJ
easat-9644	585	18	h.	h.	PROPN
easat-9644	585	19	hong	hong	PROPN
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easat-9644	585	21	"	"	PUNCT
easat-9644	585	22	a	a	DET
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easat-9644	585	24	-	-	PUNCT
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easat-9644	585	32	"	"	PUNCT
easat-9644	585	33	ieee	ieee	NOUN
easat-9644	585	34	transactions	transaction	NOUN
easat-9644	585	35	on	on	ADP
easat-9644	585	36	learning	learn	VERB
easat-9644	585	37	technologies	technology	NOUN
easat-9644	585	38	,	,	PUNCT
easat-9644	585	39	vol	vol	NOUN
easat-9644	585	40	.	.	PROPN
easat-9644	585	41	17	17	NUM
easat-9644	585	42	,	,	PUNCT
easat-9644	585	43	pp	pp	ADJ
easat-9644	585	44	.	.	PUNCT
easat-9644	586	1	1532	1532	NUM
easat-9644	586	2	-	-	SYM
easat-9644	586	3	1541	1541	NUM
easat-9644	586	4	,	,	PUNCT
easat-9644	586	5	2024	2024	NUM
easat-9644	586	6	.	.	PUNCT
easat-9644	587	1	https://doi.org/10.1109/tlt.2024.3390593	https://doi.org/10.1109/tlt.2024.3390593	PROPN
easat-9644	588	1	[	[	X
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easat-9644	588	12	,	,	PUNCT
easat-9644	588	13	and	and	CCONJ
easat-9644	588	14	j.	j.	PROPN
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easat-9644	588	20	semantic	semantic	ADJ
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easat-9644	588	23	-	-	PUNCT
easat-9644	588	24	aware	aware	ADJ
easat-9644	588	25	online	online	ADJ
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easat-9644	588	27	recommendation	recommendation	NOUN
easat-9644	588	28	,	,	PUNCT
easat-9644	588	29	"	"	PUNCT
easat-9644	588	30	in	in	ADP
easat-9644	588	31	2021	2021	NUM
easat-9644	588	32	ieee	ieee	NOUN
easat-9644	588	33	international	international	ADJ
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easat-9644	588	37	,	,	PUNCT
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easat-9644	588	40	education	education	PROPN
easat-9644	588	41	(	(	PUNCT
easat-9644	588	42	tale	tale	NOUN
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easat-9644	588	44	,	,	PUNCT
easat-9644	588	45	2021	2021	NUM
easat-9644	588	46	.	.	PUNCT
easat-9644	589	1	https://doi.org/10.1109/tale52509.2021.9678921	https://doi.org/10.1109/tale52509.2021.9678921	PROPN
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easat-9644	590	2	31	31	NUM
easat-9644	590	3	]	]	PUNCT
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easat-9644	590	10	and	and	CCONJ
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easat-9644	590	39	2	2	NUM
easat-9644	590	40	,	,	PUNCT
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easat-9644	590	43	,	,	PUNCT
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easat-9644	590	45	.	.	PUNCT
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easat-9644	592	6	:	:	SYM
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easat-9644	592	8	-	-	SYM
easat-9644	592	9	1497	1497	NUM
easat-9644	592	10	,	,	PUNCT
easat-9644	592	11	2025	2025	NUM
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easat-9644	592	13	:	:	PUNCT
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easat-9644	592	15	-	-	NUM
easat-9644	592	16	8484.v9i8.9644	8484.v9i8.9644	NUM
easat-9644	592	17	©	©	PROPN
easat-9644	592	18	2025	2025	NUM
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easat-9644	592	20	the	the	DET
easat-9644	592	21	authors	author	NOUN
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easat-9644	592	25	gate	gate	NOUN
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easat-9644	593	2	32	32	NUM
easat-9644	593	3	]	]	PUNCT
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easat-9644	593	8	bauer	bauer	PROPN
easat-9644	593	9	-	-	PUNCT
easat-9644	593	10	marquart	marquart	PROPN
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easat-9644	593	14	,	,	PUNCT
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easat-9644	593	20	,	,	PUNCT
easat-9644	593	21	and	and	CCONJ
easat-9644	593	22	b.	b.	PROPN
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easat-9644	593	28	-	-	ADJ
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easat-9644	593	33	knowledge	knowledge	NOUN
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easat-9644	593	35	,	,	PUNCT
easat-9644	593	36	"	"	PUNCT
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easat-9644	593	42	,	,	PUNCT
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easat-9644	593	44	.	.	PUNCT
easat-9644	594	1	[	[	X
easat-9644	594	2	33	33	NUM
easat-9644	594	3	]	]	X
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easat-9644	594	12	,	,	PUNCT
easat-9644	594	13	and	and	CCONJ
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easat-9644	594	15	weyrich	weyrich	PROPN
easat-9644	594	16	,	,	PUNCT
easat-9644	594	17	"	"	PUNCT
easat-9644	594	18	a	a	DET
easat-9644	594	19	knowledge	knowledge	NOUN
easat-9644	594	20	graph	graph	NOUN
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easat-9644	594	28	reviews	review	NOUN
easat-9644	594	29	,	,	PUNCT
easat-9644	594	30	"	"	PUNCT
easat-9644	594	31	procedia	procedia	NOUN
easat-9644	594	32	computer	computer	NOUN
easat-9644	594	33	science	science	NOUN
easat-9644	594	34	,	,	PUNCT
easat-9644	594	35	vol	vol	NOUN
easat-9644	594	36	.	.	PROPN
easat-9644	594	37	207	207	NUM
easat-9644	594	38	,	,	PUNCT
easat-9644	594	39	pp	pp	ADJ
easat-9644	594	40	.	.	PUNCT
easat-9644	594	41	2814	2814	NUM
easat-9644	594	42	-	-	SYM
easat-9644	594	43	2822	2822	NUM
easat-9644	594	44	,	,	PUNCT
easat-9644	594	45	2022	2022	NUM
easat-9644	594	46	.	.	PUNCT
easat-9644	595	1	https://doi.org/10.1016/j.procs.2022.09.339	https://doi.org/10.1016/j.procs.2022.09.339	PROPN
easat-9644	595	2	[	[	X
easat-9644	595	3	34	34	NUM
easat-9644	595	4	]	]	X
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easat-9644	595	7	-	-	PUNCT
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easat-9644	595	9	and	and	CCONJ
easat-9644	595	10	s.	s.	PROPN
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easat-9644	595	13	"	"	PUNCT
easat-9644	595	14	a	a	DET
easat-9644	595	15	systematic	systematic	ADJ
easat-9644	595	16	literature	literature	NOUN
easat-9644	595	17	review	review	NOUN
easat-9644	595	18	of	of	ADP
easat-9644	595	19	knowledge	knowledge	NOUN
easat-9644	595	20	graph	graph	NOUN
easat-9644	595	21	construction	construction	NOUN
easat-9644	595	22	and	and	CCONJ
easat-9644	595	23	application	application	NOUN
easat-9644	595	24	in	in	ADP
easat-9644	595	25	education	education	NOUN
easat-9644	595	26	,	,	PUNCT
easat-9644	595	27	"	"	PUNCT
easat-9644	595	28	heliyon	heliyon	NOUN
easat-9644	595	29	,	,	PUNCT
easat-9644	595	30	vol	vol	NOUN
easat-9644	595	31	.	.	PROPN
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easat-9644	595	33	,	,	PUNCT
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easat-9644	595	35	.	.	NOUN
easat-9644	595	36	3	3	NUM
easat-9644	595	37	,	,	PUNCT
easat-9644	595	38	2024	2024	NUM
easat-9644	595	39	.	.	PUNCT
easat-9644	596	1	https://doi.org/10.1016/j.heliyon.2024.e25383	https://doi.org/10.1016/j.heliyon.2024.e25383	X
easat-9644	597	1	[	[	X
easat-9644	597	2	35	35	NUM
easat-9644	597	3	]	]	PUNCT
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easat-9644	597	6	,	,	PUNCT
easat-9644	597	7	"	"	PUNCT
easat-9644	597	8	knowledge	knowledge	NOUN
easat-9644	597	9	graph	graph	NOUN
easat-9644	597	10	construction	construction	NOUN
easat-9644	597	11	and	and	CCONJ
easat-9644	597	12	application	application	NOUN
easat-9644	597	13	in	in	ADP
easat-9644	597	14	geosciences	geoscience	NOUN
easat-9644	597	15	:	:	PUNCT
easat-9644	597	16	a	a	DET
easat-9644	597	17	review	review	NOUN
easat-9644	597	18	,	,	PUNCT
easat-9644	597	19	"	"	PUNCT
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easat-9644	597	21	&	&	CCONJ
easat-9644	597	22	geosciences	geoscience	NOUN
easat-9644	597	23	,	,	PUNCT
easat-9644	597	24	vol	vol	NOUN
easat-9644	597	25	.	.	PROPN
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easat-9644	597	27	,	,	PUNCT
easat-9644	597	28	p.	p.	NOUN
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easat-9644	597	30	,	,	PUNCT
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easat-9644	597	32	.	.	PUNCT
easat-9644	598	1	https://doi.org/10.1016/j.cageo.2022.105082	https://doi.org/10.1016/j.cageo.2022.105082	PROPN
easat-9644	598	2	[	[	X
easat-9644	598	3	36	36	NUM
easat-9644	598	4	]	]	PUNCT
easat-9644	598	5	m.	m.	NOUN
easat-9644	598	6	m.	m.	NOUN
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easat-9644	598	8	and	and	CCONJ
easat-9644	598	9	m.-m	m.-m	PROPN
easat-9644	598	10	.	.	PUNCT
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easat-9644	599	2	,	,	PUNCT
easat-9644	599	3	"	"	PUNCT
easat-9644	599	4	a	a	DET
easat-9644	599	5	systematic	systematic	ADJ
easat-9644	599	6	review	review	NOUN
easat-9644	599	7	on	on	ADP
easat-9644	599	8	knowledge	knowledge	NOUN
easat-9644	599	9	graphs	graph	VERB
easat-9644	599	10	classification	classification	NOUN
easat-9644	599	11	and	and	CCONJ
easat-9644	599	12	their	their	PRON
easat-9644	599	13	various	various	ADJ
easat-9644	599	14	usages	usage	NOUN
easat-9644	599	15	,	,	PUNCT
easat-9644	599	16	"	"	PUNCT
easat-9644	599	17	artificial	artificial	ADJ
easat-9644	599	18	intelligence	intelligence	NOUN
easat-9644	599	19	evolution	evolution	NOUN
easat-9644	599	20	,	,	PUNCT
easat-9644	599	21	pp	pp	PROPN
easat-9644	599	22	.	.	PUNCT
easat-9644	600	1	187	187	NUM
easat-9644	600	2	-	-	SYM
easat-9644	600	3	215	215	NUM
easat-9644	600	4	,	,	PUNCT
easat-9644	600	5	2023	2023	NUM
easat-9644	600	6	.	.	PUNCT
easat-9644	601	1	https://doi.org/10.37256/aie.4220233605	https://doi.org/10.37256/aie.4220233605	NOUN
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easat-9644	601	4	]	]	X
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easat-9644	601	6	tamašauskaitė	tamašauskaitė	PROPN
easat-9644	601	7	and	and	CCONJ
easat-9644	601	8	p.	p.	PROPN
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easat-9644	601	11	"	"	PUNCT
easat-9644	601	12	defining	define	VERB
easat-9644	601	13	a	a	DET
easat-9644	601	14	knowledge	knowledge	NOUN
easat-9644	601	15	graph	graph	NOUN
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easat-9644	601	17	process	process	NOUN
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easat-9644	601	19	a	a	DET
easat-9644	601	20	systematic	systematic	ADJ
easat-9644	601	21	review	review	NOUN
easat-9644	601	22	,	,	PUNCT
easat-9644	601	23	"	"	PUNCT
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easat-9644	602	1	softw	softw	PROPN
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easat-9644	603	4	.	.	PUNCT
easat-9644	603	5	,	,	PUNCT
easat-9644	603	6	vol	vol	NOUN
easat-9644	603	7	.	.	PROPN
easat-9644	604	1	32	32	NUM
easat-9644	604	2	,	,	PUNCT
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easat-9644	604	5	1	1	NUM
easat-9644	604	6	,	,	PUNCT
easat-9644	604	7	p.	p.	NOUN
easat-9644	604	8	article	article	NOUN
easat-9644	604	9	27	27	NUM
easat-9644	604	10	,	,	PUNCT
easat-9644	604	11	2023	2023	NUM
easat-9644	604	12	.	.	PUNCT
easat-9644	605	1	https://doi.org/10.1145/3522586	https://doi.org/10.1145/3522586	ADJ
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easat-9644	605	3	38	38	NUM
easat-9644	605	4	]	]	PUNCT
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easat-9644	605	10	"	"	PUNCT
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easat-9644	605	13	specific	specific	ADJ
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easat-9644	605	16	:	:	PUNCT
easat-9644	605	17	a	a	DET
easat-9644	605	18	survey	survey	NOUN
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easat-9644	605	31	,	,	PUNCT
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easat-9644	605	33	103076	103076	NUM
easat-9644	605	34	,	,	PUNCT
easat-9644	605	35	2021	2021	NUM
easat-9644	605	36	.	.	PUNCT
easat-9644	606	1	https://doi.org/10.1016/j.jnca.2021.103076	https://doi.org/10.1016/j.jnca.2021.103076	NOUN
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easat-9644	607	2	39	39	NUM
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easat-9644	607	37	"	"	PUNCT
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easat-9644	607	46	13	13	NUM
easat-9644	607	47	,	,	PUNCT
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easat-9644	607	50	,	,	PUNCT
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easat-9644	607	52	.	.	PUNCT
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easat-9644	609	2	40	40	NUM
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easat-9644	611	18	mathematics	mathematic	NOUN
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easat-9644	611	20	vol	vol	NOUN
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easat-9644	612	1	118	118	NUM
easat-9644	612	2	,	,	PUNCT
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easat-9644	612	6	,	,	PUNCT
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easat-9644	612	8	.	.	PUNCT
easat-9644	612	9	1869	1869	NUM
easat-9644	612	10	-	-	SYM
easat-9644	612	11	1883	1883	NUM
easat-9644	612	12	,	,	PUNCT
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easat-9644	612	14	.	.	PUNCT
easat-9644	613	1	[	[	X
easat-9644	613	2	41	41	NUM
easat-9644	613	3	]	]	PUNCT
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easat-9644	613	7	"	"	PUNCT
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easat-9644	613	11	,	,	PUNCT
easat-9644	613	12	"	"	PUNCT
easat-9644	613	13	in	in	ADP
easat-9644	613	14	the	the	DET
easat-9644	613	15	web	web	NOUN
easat-9644	613	16	of	of	ADP
easat-9644	613	17	data	datum	NOUN
easat-9644	613	18	.	.	PUNCT
easat-9644	614	1	cham	cham	PROPN
easat-9644	614	2	:	:	PUNCT
easat-9644	614	3	springer	springer	NOUN
easat-9644	614	4	international	international	ADJ
easat-9644	614	5	publishing	publishing	NOUN
easat-9644	614	6	,	,	PUNCT
easat-9644	614	7	2020	2020	NUM
easat-9644	614	8	,	,	PUNCT
easat-9644	614	9	pp	pp	ADV
easat-9644	614	10	.	.	PUNCT
easat-9644	615	1	15	15	NUM
easat-9644	615	2	-	-	SYM
easat-9644	615	3	57	57	NUM
easat-9644	615	4	.	.	PUNCT
easat-9644	616	1	[	[	X
easat-9644	616	2	42	42	NUM
easat-9644	616	3	]	]	PUNCT
easat-9644	616	4	a.	a.	PROPN
easat-9644	616	5	hogan	hogan	PROPN
easat-9644	616	6	et	et	PROPN
easat-9644	616	7	al	al	PROPN
easat-9644	616	8	.	.	PROPN
easat-9644	616	9	,	,	PUNCT
easat-9644	616	10	"	"	PUNCT
easat-9644	616	11	knowledge	knowledge	NOUN
easat-9644	616	12	graphs	graph	NOUN
easat-9644	616	13	,	,	PUNCT
easat-9644	616	14	ser	ser	NOUN
easat-9644	616	15	,	,	PUNCT
easat-9644	616	16	"	"	PUNCT
easat-9644	616	17	synthesis	synthesis	NOUN
easat-9644	616	18	lectures	lecture	NOUN
easat-9644	616	19	on	on	ADP
easat-9644	616	20	data	datum	NOUN
easat-9644	616	21	,	,	PUNCT
easat-9644	616	22	semantics	semantic	NOUN
easat-9644	616	23	,	,	PUNCT
easat-9644	616	24	and	and	CCONJ
easat-9644	616	25	knowledge	knowledge	NOUN
easat-9644	616	26	.	.	PUNCT
easat-9644	617	1	morgan	morgan	PROPN
easat-9644	617	2	&	&	CCONJ
easat-9644	617	3	claypool	claypool	PROPN
easat-9644	617	4	,	,	PUNCT
easat-9644	617	5	no	no	INTJ
easat-9644	617	6	.	.	NOUN
easat-9644	617	7	22	22	NUM
easat-9644	617	8	,	,	PUNCT
easat-9644	617	9	2021	2021	NUM
easat-9644	617	10	.	.	PUNCT
easat-9644	618	1	https://doi.org/10.2200/s01125ed1v01y202109dsk022	https://doi.org/10.2200/s01125ed1v01y202109dsk022	VERB
easat-9644	619	1	[	[	X
easat-9644	619	2	43	43	NUM
easat-9644	619	3	]	]	X
easat-9644	619	4	f.	f.	PROPN
easat-9644	619	5	li	li	PROPN
easat-9644	619	6	,	,	PUNCT
easat-9644	619	7	w.	w.	PROPN
easat-9644	619	8	xie	xie	PROPN
easat-9644	619	9	,	,	PUNCT
easat-9644	619	10	e.	e.	PROPN
easat-9644	619	11	wang	wang	PROPN
easat-9644	619	12	,	,	PUNCT
easat-9644	619	13	and	and	CCONJ
easat-9644	619	14	z.	z.	PROPN
easat-9644	619	15	fan	fan	PROPN
easat-9644	619	16	,	,	PUNCT
easat-9644	619	17	"	"	PUNCT
easat-9644	619	18	research	research	NOUN
easat-9644	619	19	on	on	ADP
easat-9644	619	20	optimization	optimization	NOUN
easat-9644	619	21	of	of	ADP
easat-9644	619	22	knowledge	knowledge	NOUN
easat-9644	619	23	graph	graph	NOUN
easat-9644	619	24	construction	construction	NOUN
easat-9644	619	25	flow	flow	NOUN
easat-9644	619	26	chart	chart	NOUN
easat-9644	619	27	,	,	PUNCT
easat-9644	619	28	"	"	PUNCT
easat-9644	619	29	in	in	ADP
easat-9644	619	30	2020	2020	NUM
easat-9644	619	31	ieee	ieee	NOUN
easat-9644	619	32	9th	9th	ADJ
easat-9644	619	33	joint	joint	ADJ
easat-9644	619	34	international	international	ADJ
easat-9644	619	35	information	information	NOUN
easat-9644	619	36	technology	technology	NOUN
easat-9644	619	37	and	and	CCONJ
easat-9644	619	38	artificial	artificial	ADJ
easat-9644	619	39	intelligence	intelligence	NOUN
easat-9644	619	40	conference	conference	NOUN
easat-9644	619	41	(	(	PUNCT
easat-9644	619	42	itaic	itaic	PROPN
easat-9644	619	43	)	)	PUNCT
easat-9644	619	44	,	,	PUNCT
easat-9644	619	45	2020	2020	NUM
easat-9644	619	46	,	,	PUNCT
easat-9644	619	47	vol	vol	NOUN
easat-9644	619	48	.	.	NOUN
easat-9644	619	49	9	9	NUM
easat-9644	619	50	,	,	PUNCT
easat-9644	619	51	https://doi.org/10.1109/itaic49862.2020.9338900	https://doi.org/10.1109/itaic49862.2020.9338900	NOUN
easat-9644	619	52	.	.	PUNCT
easat-9644	620	1	[	[	X
easat-9644	620	2	44	44	NUM
easat-9644	620	3	]	]	PUNCT
easat-9644	620	4	j.	j.	PROPN
easat-9644	620	5	hu	hu	PROPN
easat-9644	620	6	et	et	PROPN
easat-9644	620	7	al	al	PROPN
easat-9644	620	8	.	.	PROPN
easat-9644	620	9	,	,	PUNCT
easat-9644	620	10	"	"	PUNCT
easat-9644	620	11	development	development	NOUN
easat-9644	620	12	and	and	CCONJ
easat-9644	620	13	application	application	NOUN
easat-9644	620	14	of	of	ADP
easat-9644	620	15	chinese	chinese	ADJ
easat-9644	620	16	medical	medical	ADJ
easat-9644	620	17	ontology	ontology	NOUN
easat-9644	620	18	for	for	ADP
easat-9644	620	19	diabetes	diabetes	NOUN
easat-9644	620	20	mellitus	mellitus	NOUN
easat-9644	620	21	,	,	PUNCT
easat-9644	620	22	"	"	PUNCT
easat-9644	620	23	bmc	bmc	PROPN
easat-9644	620	24	medical	medical	ADJ
easat-9644	620	25	informatics	informatic	NOUN
easat-9644	620	26	and	and	CCONJ
easat-9644	620	27	decision	decision	NOUN
easat-9644	620	28	making	making	NOUN
easat-9644	620	29	,	,	PUNCT
easat-9644	620	30	vol	vol	NOUN
easat-9644	620	31	.	.	PROPN
easat-9644	620	32	24	24	NUM
easat-9644	620	33	,	,	PUNCT
easat-9644	620	34	no	no	INTJ
easat-9644	620	35	.	.	NOUN
easat-9644	620	36	1	1	NUM
easat-9644	620	37	,	,	PUNCT
easat-9644	620	38	p.	p.	NOUN
easat-9644	620	39	18	18	NUM
easat-9644	620	40	,	,	PUNCT
easat-9644	620	41	2024	2024	NUM
easat-9644	620	42	.	.	PUNCT
easat-9644	621	1	https://doi.org/10.1186/s12911-023-02405-y	https://doi.org/10.1186/s12911-023-02405-y	X
easat-9644	622	1	[	[	X
easat-9644	622	2	45	45	NUM
easat-9644	622	3	]	]	X
easat-9644	622	4	y.	y.	PROPN
easat-9644	622	5	zhang	zhang	PROPN
easat-9644	622	6	,	,	PUNCT
easat-9644	622	7	j.	j.	PROPN
easat-9644	622	8	liu	liu	PROPN
easat-9644	622	9	,	,	PUNCT
easat-9644	622	10	and	and	CCONJ
easat-9644	622	11	k.	k.	PROPN
easat-9644	622	12	hou	hou	PROPN
easat-9644	622	13	,	,	PUNCT
easat-9644	622	14	"	"	PUNCT
easat-9644	622	15	building	build	VERB
easat-9644	622	16	a	a	DET
easat-9644	622	17	knowledge	knowledge	NOUN
easat-9644	622	18	base	base	NOUN
easat-9644	622	19	of	of	ADP
easat-9644	622	20	bridge	bridge	NOUN
easat-9644	622	21	maintenance	maintenance	NOUN
easat-9644	622	22	using	use	VERB
easat-9644	622	23	knowledge	knowledge	NOUN
easat-9644	622	24	graph	graph	NOUN
easat-9644	622	25	,	,	PUNCT
easat-9644	622	26	"	"	PUNCT
easat-9644	622	27	advances	advance	NOUN
easat-9644	622	28	in	in	ADP
easat-9644	622	29	civil	civil	ADJ
easat-9644	622	30	engineering	engineering	NOUN
easat-9644	622	31	,	,	PUNCT
easat-9644	622	32	vol	vol	NOUN
easat-9644	622	33	.	.	PROPN
easat-9644	622	34	2023	2023	NUM
easat-9644	622	35	,	,	PUNCT
easat-9644	622	36	no	no	INTJ
easat-9644	622	37	.	.	NOUN
easat-9644	622	38	1	1	NUM
easat-9644	622	39	,	,	PUNCT
easat-9644	622	40	p.	p.	NOUN
easat-9644	622	41	6047489	6047489	NUM
easat-9644	622	42	,	,	PUNCT
easat-9644	622	43	2023	2023	NUM
easat-9644	622	44	.	.	PUNCT
easat-9644	623	1	https://doi.org/10.1155/2023/6047489	https://doi.org/10.1155/2023/6047489	NOUN
easat-9644	623	2	[	[	X
easat-9644	623	3	46	46	NUM
easat-9644	623	4	]	]	X
easat-9644	623	5	m.	m.	NOUN
easat-9644	623	6	j.	j.	PROPN
easat-9644	623	7	page	page	PROPN
easat-9644	623	8	et	et	PROPN
easat-9644	623	9	al	al	PROPN
easat-9644	623	10	.	.	PROPN
easat-9644	623	11	,	,	PUNCT
easat-9644	623	12	"	"	PUNCT
easat-9644	623	13	the	the	DET
easat-9644	623	14	prisma	prisma	PROPN
easat-9644	623	15	2020	2020	NUM
easat-9644	623	16	statement	statement	NOUN
easat-9644	623	17	:	:	PUNCT
easat-9644	623	18	an	an	DET
easat-9644	623	19	updated	update	VERB
easat-9644	623	20	guideline	guideline	NOUN
easat-9644	623	21	for	for	ADP
easat-9644	623	22	reporting	report	VERB
easat-9644	623	23	systematic	systematic	ADJ
easat-9644	623	24	reviews	review	NOUN
easat-9644	623	25	,	,	PUNCT
easat-9644	623	26	"	"	PUNCT
easat-9644	623	27	bmj	bmj	NOUN
easat-9644	623	28	,	,	PUNCT
easat-9644	623	29	vol	vol	NOUN
easat-9644	623	30	.	.	PROPN
easat-9644	623	31	372	372	NUM
easat-9644	623	32	,	,	PUNCT
easat-9644	623	33	2021	2021	NUM
easat-9644	623	34	.	.	PUNCT
easat-9644	624	1	https://doi.org/10.1136/bmj.n71	https://doi.org/10.1136/bmj.n71	PROPN
easat-9644	625	1	[	[	X
easat-9644	625	2	47	47	NUM
easat-9644	625	3	]	]	PUNCT
easat-9644	625	4	j.	j.	PROPN
easat-9644	625	5	lu	lu	PROPN
easat-9644	625	6	,	,	PUNCT
easat-9644	625	7	d.	d.	PROPN
easat-9644	625	8	wu	wu	PROPN
easat-9644	625	9	,	,	PUNCT
easat-9644	625	10	m.	m.	PROPN
easat-9644	625	11	mao	mao	PROPN
easat-9644	625	12	,	,	PUNCT
easat-9644	625	13	w.	w.	PROPN
easat-9644	625	14	wang	wang	PROPN
easat-9644	625	15	,	,	PUNCT
easat-9644	625	16	and	and	CCONJ
easat-9644	625	17	g.	g.	PROPN
easat-9644	625	18	zhang	zhang	PROPN
easat-9644	625	19	,	,	PUNCT
easat-9644	625	20	"	"	PUNCT
easat-9644	625	21	recommender	recommender	NOUN
easat-9644	625	22	system	system	NOUN
easat-9644	625	23	application	application	NOUN
easat-9644	625	24	developments	development	NOUN
easat-9644	625	25	:	:	PUNCT
easat-9644	625	26	a	a	DET
easat-9644	625	27	survey	survey	NOUN
easat-9644	625	28	,	,	PUNCT
easat-9644	625	29	"	"	PUNCT
easat-9644	625	30	decision	decision	NOUN
easat-9644	625	31	support	support	NOUN
easat-9644	625	32	systems	system	NOUN
easat-9644	625	33	,	,	PUNCT
easat-9644	625	34	vol	vol	NOUN
easat-9644	625	35	.	.	PROPN
easat-9644	625	36	74	74	NUM
easat-9644	625	37	,	,	PUNCT
easat-9644	625	38	pp	pp	ADJ
easat-9644	625	39	.	.	PUNCT
easat-9644	626	1	12	12	NUM
easat-9644	626	2	-	-	SYM
easat-9644	626	3	32	32	NUM
easat-9644	626	4	,	,	PUNCT
easat-9644	626	5	2015	2015	NUM
easat-9644	626	6	.	.	PUNCT
easat-9644	627	1	https://doi.org/10.1016/j.dss.2015.03.008	https://doi.org/10.1016/j.dss.2015.03.008	NOUN
easat-9644	628	1	[	[	X
easat-9644	628	2	48	48	NUM
easat-9644	628	3	]	]	PUNCT
easat-9644	628	4	w.	w.	PROPN
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easat-9644	628	6	,	,	PUNCT
easat-9644	628	7	p.	p.	PROPN
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easat-9644	628	9	,	,	PUNCT
easat-9644	628	10	h.	h.	PROPN
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easat-9644	628	12	,	,	PUNCT
easat-9644	628	13	t.	t.	PROPN
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easat-9644	628	15	,	,	PUNCT
easat-9644	628	16	and	and	CCONJ
easat-9644	628	17	j.	j.	PROPN
easat-9644	628	18	wu	wu	PROPN
easat-9644	628	19	,	,	PUNCT
easat-9644	628	20	"	"	PUNCT
easat-9644	628	21	knowledge	knowledge	NOUN
easat-9644	628	22	-	-	PUNCT
easat-9644	628	23	aware	aware	ADJ
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easat-9644	628	29	for	for	ADP
easat-9644	628	30	online	online	ADJ
easat-9644	628	31	course	course	NOUN
easat-9644	628	32	recommendation	recommendation	NOUN
easat-9644	628	33	,	,	PUNCT
easat-9644	628	34	"	"	PUNCT
easat-9644	628	35	information	information	NOUN
easat-9644	628	36	processing	processing	NOUN
easat-9644	628	37	&	&	CCONJ
easat-9644	628	38	management	management	NOUN
easat-9644	628	39	,	,	PUNCT
easat-9644	628	40	vol	vol	NOUN
easat-9644	628	41	.	.	PROPN
easat-9644	628	42	60	60	NUM
easat-9644	628	43	,	,	PUNCT
easat-9644	628	44	no	no	INTJ
easat-9644	628	45	.	.	NOUN
easat-9644	628	46	4	4	NUM
easat-9644	628	47	,	,	PUNCT
easat-9644	628	48	p.	p.	NOUN
easat-9644	628	49	103377	103377	NUM
easat-9644	628	50	,	,	PUNCT
easat-9644	628	51	2023	2023	NUM
easat-9644	628	52	.	.	PUNCT
easat-9644	628	53	https://doi.org/10.1016/j.ipm.2023.103377	https://doi.org/10.1016/j.ipm.2023.103377	PUNCT
easat-9644	629	1	[	[	X
easat-9644	629	2	49	49	NUM
easat-9644	629	3	]	]	PUNCT
easat-9644	629	4	j.	j.	PROPN
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easat-9644	629	6	,	,	PUNCT
easat-9644	629	7	w.	w.	PROPN
easat-9644	629	8	ma	ma	PROPN
easat-9644	629	9	,	,	PUNCT
easat-9644	629	10	m.	m.	PROPN
easat-9644	629	11	zhang	zhang	PROPN
easat-9644	629	12	,	,	PUNCT
easat-9644	629	13	x.	x.	PROPN
easat-9644	629	14	zhou	zhou	PROPN
easat-9644	629	15	,	,	PUNCT
easat-9644	629	16	y.	y.	PROPN
easat-9644	629	17	liu	liu	PROPN
easat-9644	629	18	,	,	PUNCT
easat-9644	629	19	and	and	CCONJ
easat-9644	629	20	s.	s.	PROPN
easat-9644	629	21	ma	ma	PROPN
easat-9644	629	22	,	,	PUNCT
easat-9644	629	23	"	"	PUNCT
easat-9644	629	24	legaignn	legaignn	NOUN
easat-9644	629	25	:	:	PUNCT
easat-9644	629	26	legal	legal	ADJ
easat-9644	629	27	information	information	NOUN
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easat-9644	629	29	graph	graph	NOUN
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easat-9644	629	35	"	"	PUNCT
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easat-9644	629	39	information	information	NOUN
easat-9644	629	40	systems	system	NOUN
easat-9644	629	41	,	,	PUNCT
easat-9644	629	42	vol	vol	NOUN
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easat-9644	629	44	40	40	NUM
easat-9644	629	45	,	,	PUNCT
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easat-9644	629	49	,	,	PUNCT
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easat-9644	629	53	,	,	PUNCT
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easat-9644	629	55	.	.	PUNCT
easat-9644	630	1	https://doi.org/10.1145/3469887	https://doi.org/10.1145/3469887	PROPN
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easat-9644	631	2	50	50	NUM
easat-9644	631	3	]	]	PUNCT
easat-9644	631	4	z.	z.	PROPN
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easat-9644	631	6	,	,	PUNCT
easat-9644	631	7	l.	l.	PROPN
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easat-9644	631	9	,	,	PUNCT
easat-9644	631	10	j.	j.	PROPN
easat-9644	631	11	chen	chen	PROPN
easat-9644	631	12	,	,	PUNCT
easat-9644	631	13	and	and	CCONJ
easat-9644	631	14	q.	q.	PROPN
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easat-9644	631	16	,	,	PUNCT
easat-9644	631	17	"	"	PUNCT
easat-9644	631	18	graph	graph	NOUN
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easat-9644	631	27	moocs	mooc	NOUN
easat-9644	631	28	,	,	PUNCT
easat-9644	631	29	"	"	PUNCT
easat-9644	631	30	education	education	NOUN
easat-9644	631	31	and	and	CCONJ
easat-9644	631	32	information	information	NOUN
easat-9644	631	33	technologies	technology	NOUN
easat-9644	631	34	,	,	PUNCT
easat-9644	631	35	vol	vol	NOUN
easat-9644	631	36	.	.	PROPN
easat-9644	631	37	28	28	NUM
easat-9644	631	38	,	,	PUNCT
easat-9644	631	39	no	no	INTJ
easat-9644	631	40	.	.	NOUN
easat-9644	631	41	1	1	NUM
easat-9644	631	42	,	,	PUNCT
easat-9644	631	43	pp	pp	ADJ
easat-9644	631	44	.	.	PUNCT
easat-9644	632	1	525	525	NUM
easat-9644	632	2	-	-	SYM
easat-9644	632	3	545	545	NUM
easat-9644	632	4	,	,	PUNCT
easat-9644	632	5	2023	2023	NUM
easat-9644	632	6	.	.	PUNCT
easat-9644	633	1	https://doi.org/10.1007/s10639022-11178-2	https://doi.org/10.1007/s10639022-11178-2	NOUN
easat-9644	634	1	[	[	X
easat-9644	634	2	51	51	NUM
easat-9644	634	3	]	]	X
easat-9644	634	4	y.	y.	PROPN
easat-9644	634	5	zhang	zhang	PROPN
easat-9644	634	6	,	,	PUNCT
easat-9644	634	7	y.	y.	PROPN
easat-9644	634	8	zhang	zhang	PROPN
easat-9644	634	9	,	,	PUNCT
easat-9644	634	10	x.	x.	PROPN
easat-9644	634	11	cao	cao	PROPN
easat-9644	634	12	,	,	PUNCT
easat-9644	634	13	and	and	CCONJ
easat-9644	634	14	h.	h.	PROPN
easat-9644	634	15	yu	yu	PROPN
easat-9644	634	16	,	,	PUNCT
easat-9644	634	17	"	"	PUNCT
easat-9644	634	18	interpretable	interpretable	ADJ
easat-9644	634	19	mooc	mooc	NOUN
easat-9644	634	20	course	course	NOUN
easat-9644	634	21	recommendations	recommendation	NOUN
easat-9644	634	22	based	base	VERB
easat-9644	634	23	on	on	ADP
easat-9644	634	24	reinforcement	reinforcement	NOUN
easat-9644	634	25	knowledge	knowledge	NOUN
easat-9644	634	26	graph	graph	NOUN
easat-9644	634	27	,	,	PUNCT
easat-9644	634	28	"	"	PUNCT
easat-9644	634	29	in	in	ADP
easat-9644	634	30	2024	2024	NUM
easat-9644	634	31	2nd	2nd	ADJ
easat-9644	634	32	international	international	ADJ
easat-9644	634	33	conference	conference	NOUN
easat-9644	634	34	on	on	ADP
easat-9644	634	35	big	big	ADJ
easat-9644	634	36	data	datum	NOUN
easat-9644	634	37	and	and	CCONJ
easat-9644	634	38	privacy	privacy	NOUN
easat-9644	634	39	computing	computing	NOUN
easat-9644	634	40	(	(	PUNCT
easat-9644	634	41	bdpc	bdpc	NOUN
easat-9644	634	42	)	)	PUNCT
easat-9644	634	43	,	,	PUNCT
easat-9644	634	44	2024	2024	NUM
easat-9644	634	45	,	,	PUNCT
easat-9644	634	46	https://doi.org/10.1109/bdpc59998.2024.10649286	https://doi.org/10.1109/bdpc59998.2024.10649286	VERB
easat-9644	634	47	.	.	PUNCT
easat-9644	635	1	[	[	X
easat-9644	635	2	52	52	NUM
easat-9644	635	3	]	]	PUNCT
easat-9644	635	4	r.	r.	PROPN
easat-9644	635	5	alatrash	alatrash	PROPN
easat-9644	635	6	,	,	PUNCT
easat-9644	635	7	m.	m.	PROPN
easat-9644	635	8	a.	a.	PROPN
easat-9644	635	9	chatti	chatti	PROPN
easat-9644	635	10	,	,	PUNCT
easat-9644	635	11	q.	q.	PROPN
easat-9644	635	12	u.	u.	PROPN
easat-9644	635	13	ain	ain	PROPN
easat-9644	635	14	,	,	PUNCT
easat-9644	635	15	y.	y.	PROPN
easat-9644	635	16	fang	fang	PROPN
easat-9644	635	17	,	,	PUNCT
easat-9644	635	18	s.	s.	PROPN
easat-9644	635	19	joarder	joarder	PROPN
easat-9644	635	20	,	,	PUNCT
easat-9644	635	21	and	and	CCONJ
easat-9644	635	22	c.	c.	PROPN
easat-9644	635	23	siepmann	siepmann	PROPN
easat-9644	635	24	,	,	PUNCT
easat-9644	635	25	"	"	PUNCT
easat-9644	635	26	conceptgcn	conceptgcn	ADV
easat-9644	635	27	:	:	PUNCT
easat-9644	635	28	knowledge	knowledge	NOUN
easat-9644	635	29	concept	concept	NOUN
easat-9644	635	30	recommendation	recommendation	NOUN
easat-9644	635	31	in	in	ADP
easat-9644	635	32	moocs	mooc	NOUN
easat-9644	635	33	based	base	VERB
easat-9644	635	34	on	on	ADP
easat-9644	635	35	knowledge	knowledge	NOUN
easat-9644	635	36	graph	graph	NOUN
easat-9644	635	37	convolutional	convolutional	ADJ
easat-9644	635	38	networks	network	NOUN
easat-9644	635	39	and	and	CCONJ
easat-9644	635	40	sbert	sbert	NOUN
easat-9644	635	41	,	,	PUNCT
easat-9644	635	42	"	"	PUNCT
easat-9644	635	43	computers	computer	NOUN
easat-9644	635	44	and	and	CCONJ
easat-9644	635	45	education	education	NOUN
easat-9644	635	46	:	:	PUNCT
easat-9644	635	47	artificial	artificial	ADJ
easat-9644	635	48	intelligence	intelligence	NOUN
easat-9644	635	49	,	,	PUNCT
easat-9644	635	50	vol	vol	NOUN
easat-9644	635	51	.	.	PROPN
easat-9644	635	52	6	6	NUM
easat-9644	635	53	,	,	PUNCT
easat-9644	635	54	p.	p.	NOUN
easat-9644	635	55	100193	100193	NUM
easat-9644	635	56	,	,	PUNCT
easat-9644	635	57	2024	2024	NUM
easat-9644	635	58	.	.	PUNCT
easat-9644	636	1	https://doi.org/10.1016/j.caeai.2023.100193	https://doi.org/10.1016/j.caeai.2023.100193	PROPN
easat-9644	636	2	[	[	X
easat-9644	636	3	53	53	NUM
easat-9644	636	4	]	]	PUNCT
easat-9644	636	5	l.	l.	PROPN
easat-9644	636	6	ma	ma	PROPN
easat-9644	636	7	and	and	CCONJ
easat-9644	636	8	y.	y.	PROPN
easat-9644	636	9	ma	ma	PROPN
easat-9644	636	10	,	,	PUNCT
easat-9644	636	11	"	"	PUNCT
easat-9644	636	12	automatic	automatic	ADJ
easat-9644	636	13	question	question	NOUN
easat-9644	636	14	generation	generation	NOUN
easat-9644	636	15	based	base	VERB
easat-9644	636	16	on	on	ADP
easat-9644	636	17	mooc	mooc	PROPN
easat-9644	636	18	video	video	NOUN
easat-9644	636	19	subtitles	subtitles	PROPN
easat-9644	636	20	and	and	CCONJ
easat-9644	636	21	knowledge	knowledge	NOUN
easat-9644	636	22	graph	graph	NOUN
easat-9644	636	23	,	,	PUNCT
easat-9644	636	24	"	"	PUNCT
easat-9644	636	25	presented	present	VERB
easat-9644	636	26	at	at	ADP
easat-9644	636	27	the	the	DET
easat-9644	636	28	proceedings	proceeding	NOUN
easat-9644	636	29	of	of	ADP
easat-9644	636	30	the	the	DET
easat-9644	636	31	2019	2019	NUM
easat-9644	636	32	7th	7th	ADJ
easat-9644	636	33	international	international	ADJ
easat-9644	636	34	conference	conference	NOUN
easat-9644	636	35	on	on	ADP
easat-9644	636	36	information	information	NOUN
easat-9644	636	37	and	and	CCONJ
easat-9644	636	38	education	education	NOUN
easat-9644	636	39	technology	technology	NOUN
easat-9644	636	40	,	,	PUNCT
easat-9644	636	41	aizuwakamatsu	aizuwakamatsu	NOUN
easat-9644	636	42	,	,	PUNCT
easat-9644	636	43	japan	japan	PROPN
easat-9644	636	44	,	,	PUNCT
easat-9644	636	45	2019	2019	NUM
easat-9644	636	46	.	.	PUNCT
easat-9644	637	1	[	[	X
easat-9644	637	2	54	54	NUM
easat-9644	637	3	]	]	X
easat-9644	637	4	r.	r.	PROPN
easat-9644	637	5	yuan	yuan	PROPN
easat-9644	637	6	,	,	PUNCT
easat-9644	637	7	h.	h.	PROPN
easat-9644	637	8	li	li	PROPN
easat-9644	637	9	,	,	PUNCT
easat-9644	637	10	z.	z.	PROPN
easat-9644	637	11	sun	sun	PROPN
easat-9644	637	12	,	,	PUNCT
easat-9644	637	13	and	and	CCONJ
easat-9644	637	14	h.	h.	PROPN
easat-9644	637	15	zhang	zhang	PROPN
easat-9644	637	16	,	,	PUNCT
easat-9644	637	17	"	"	PUNCT
easat-9644	637	18	application	application	NOUN
easat-9644	637	19	of	of	ADP
easat-9644	637	20	graph	graph	NOUN
easat-9644	637	21	convolutional	convolutional	ADJ
easat-9644	637	22	network	network	NOUN
easat-9644	637	23	in	in	ADP
easat-9644	637	24	the	the	DET
easat-9644	637	25	construction	construction	NOUN
easat-9644	637	26	of	of	ADP
easat-9644	637	27	knowledge	knowledge	NOUN
easat-9644	637	28	graph	graph	NOUN
easat-9644	637	29	for	for	ADP
easat-9644	637	30	higher	high	ADJ
easat-9644	637	31	mathematics	mathematic	NOUN
easat-9644	637	32	teaching	teaching	NOUN
easat-9644	637	33	,	,	PUNCT
easat-9644	637	34	"	"	PUNCT
easat-9644	637	35	sensors	sensor	NOUN
easat-9644	637	36	&	&	CCONJ
easat-9644	637	37	materials	material	NOUN
easat-9644	637	38	,	,	PUNCT
easat-9644	637	39	vol	vol	NOUN
easat-9644	637	40	.	.	PROPN
easat-9644	637	41	35	35	NUM
easat-9644	637	42	,	,	PUNCT
easat-9644	637	43	2023	2023	NUM
easat-9644	637	44	.	.	PUNCT
easat-9644	638	1	[	[	X
easat-9644	638	2	55	55	NUM
easat-9644	638	3	]	]	PUNCT
easat-9644	638	4	j.	j.	PROPN
easat-9644	638	5	huang	huang	PROPN
easat-9644	638	6	et	et	PROPN
easat-9644	638	7	al	al	PROPN
easat-9644	638	8	.	.	PROPN
easat-9644	638	9	,	,	PUNCT
easat-9644	638	10	"	"	PUNCT
easat-9644	638	11	werece	werece	PROPN
easat-9644	638	12	:	:	PUNCT
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easat-9644	638	14	unsupervised	unsupervised	ADJ
easat-9644	638	15	method	method	NOUN
easat-9644	638	16	for	for	ADP
easat-9644	638	17	educational	educational	ADJ
easat-9644	638	18	concept	concept	NOUN
easat-9644	638	19	extraction	extraction	NOUN
easat-9644	638	20	based	base	VERB
easat-9644	638	21	on	on	ADP
easat-9644	638	22	word	word	NOUN
easat-9644	638	23	embedding	embed	VERB
easat-9644	638	24	refinement	refinement	NOUN
easat-9644	638	25	,	,	PUNCT
easat-9644	638	26	"	"	PUNCT
easat-9644	638	27	applied	apply	VERB
easat-9644	638	28	sciences	science	NOUN
easat-9644	638	29	,	,	PUNCT
easat-9644	638	30	vol	vol	NOUN
easat-9644	638	31	.	.	PROPN
easat-9644	638	32	13	13	NUM
easat-9644	638	33	,	,	PUNCT
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easat-9644	638	36	22	22	NUM
easat-9644	638	37	,	,	PUNCT
easat-9644	638	38	p.	p.	NOUN
easat-9644	638	39	12307	12307	NUM
easat-9644	638	40	,	,	PUNCT
easat-9644	638	41	2023	2023	NUM
easat-9644	638	42	.	.	PUNCT
easat-9644	639	1	https://doi.org/10.3390/app132212307	https://doi.org/10.3390/app132212307	NOUN
easat-9644	640	1	[	[	X
easat-9644	640	2	56	56	NUM
easat-9644	640	3	]	]	PUNCT
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easat-9644	640	13	,	,	PUNCT
easat-9644	640	14	"	"	PUNCT
easat-9644	640	15	an	an	DET
easat-9644	640	16	approach	approach	NOUN
easat-9644	640	17	to	to	ADP
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easat-9644	640	19	a	a	DET
easat-9644	640	20	graph	graph	NOUN
easat-9644	640	21	data	datum	NOUN
easat-9644	640	22	repository	repository	NOUN
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easat-9644	640	26	based	base	VERB
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easat-9644	640	28	it	it	PRON
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easat-9644	640	30	goals	goal	NOUN
easat-9644	640	31	in	in	ADP
easat-9644	640	32	the	the	DET
easat-9644	640	33	context	context	NOUN
easat-9644	640	34	of	of	ADP
easat-9644	640	35	big	big	ADJ
easat-9644	640	36	data	datum	NOUN
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easat-9644	640	38	"	"	PUNCT
easat-9644	640	39	in	in	ADP
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easat-9644	640	41	ieee	ieee	NOUN
easat-9644	640	42	international	international	ADJ
easat-9644	640	43	conference	conference	NOUN
easat-9644	640	44	on	on	ADP
easat-9644	640	45	big	big	ADJ
easat-9644	640	46	data	datum	NOUN
easat-9644	640	47	(	(	PUNCT
easat-9644	640	48	big	big	ADJ
easat-9644	640	49	data	datum	NOUN
easat-9644	640	50	)	)	PUNCT
easat-9644	640	51	,	,	PUNCT
easat-9644	640	52	2022	2022	NUM
easat-9644	640	53	.	.	PUNCT
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easat-9644	641	18	https://doi.org/10.1007/s10639-022-11178-2	https://doi.org/10.1007/s10639-022-11178-2	NUM
easat-9644	641	19	https://doi.org/10.1109/bdpc59998.2024.10649286	https://doi.org/10.1109/bdpc59998.2024.10649286	VERB
easat-9644	641	20	https://doi.org/10.1016/j.caeai.2023.100193	https://doi.org/10.1016/j.caeai.2023.100193	NOUN
easat-9644	641	21	https://doi.org/10.3390/app132212307	https://doi.org/10.3390/app132212307	NUM
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easat-9644	641	23	1495	1495	NUM
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easat-9644	642	6	:	:	SYM
easat-9644	642	7	1464	1464	NUM
easat-9644	642	8	-	-	SYM
easat-9644	642	9	1497	1497	NUM
easat-9644	642	10	,	,	PUNCT
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easat-9644	642	15	-	-	NUM
easat-9644	642	16	8484.v9i8.9644	8484.v9i8.9644	NUM
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easat-9644	643	1	[	[	X
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easat-9644	643	6	and	and	CCONJ
easat-9644	643	7	v.	v.	ADP
easat-9644	643	8	y.	y.	PROPN
easat-9644	643	9	mariano	mariano	PROPN
easat-9644	643	10	,	,	PUNCT
easat-9644	643	11	"	"	PUNCT
easat-9644	643	12	a	a	DET
easat-9644	643	13	grade	grade	NOUN
easat-9644	643	14	prediction	prediction	NOUN
easat-9644	643	15	model	model	NOUN
easat-9644	643	16	using	use	VERB
easat-9644	643	17	knowledge	knowledge	NOUN
easat-9644	643	18	graph	graph	NOUN
easat-9644	643	19	and	and	CCONJ
easat-9644	643	20	time	time	NOUN
easat-9644	643	21	series	series	NOUN
easat-9644	643	22	,	,	PUNCT
easat-9644	643	23	"	"	PUNCT
easat-9644	643	24	in	in	ADP
easat-9644	643	25	2023	2023	NUM
easat-9644	643	26	ieee	ieee	NOUN
easat-9644	643	27	15th	15th	ADJ
easat-9644	643	28	international	international	ADJ
easat-9644	643	29	conference	conference	NOUN
easat-9644	643	30	on	on	ADP
easat-9644	643	31	advanced	advanced	ADJ
easat-9644	643	32	infocomm	infocomm	NOUN
easat-9644	643	33	technology	technology	NOUN
easat-9644	643	34	(	(	PUNCT
easat-9644	643	35	icait	icait	PROPN
easat-9644	643	36	)	)	PUNCT
easat-9644	643	37	,	,	PUNCT
easat-9644	643	38	2023	2023	NUM
easat-9644	643	39	,	,	PUNCT
easat-9644	643	40	pp	pp	ADJ
easat-9644	643	41	.	.	PUNCT
easat-9644	644	1	428	428	NUM
easat-9644	644	2	-	-	SYM
easat-9644	644	3	433	433	NUM
easat-9644	644	4	.	.	PUNCT
easat-9644	645	1	https://doi.org/10.1109/icait59485.2023.10367307	https://doi.org/10.1109/icait59485.2023.10367307	PROPN
easat-9644	645	2	[	[	X
easat-9644	645	3	58	58	NUM
easat-9644	645	4	]	]	PUNCT
easat-9644	645	5	q.	q.	PROPN
easat-9644	645	6	guan	guan	PROPN
easat-9644	645	7	et	et	PROPN
easat-9644	645	8	al	al	PROPN
easat-9644	645	9	.	.	PROPN
easat-9644	645	10	,	,	PUNCT
easat-9644	645	11	"	"	PUNCT
easat-9644	645	12	kg4ex	kg4ex	NOUN
easat-9644	645	13	:	:	PUNCT
easat-9644	645	14	an	an	DET
easat-9644	645	15	explainable	explainable	ADJ
easat-9644	645	16	knowledge	knowledge	NOUN
easat-9644	645	17	graph	graph	NOUN
easat-9644	645	18	-	-	PUNCT
easat-9644	645	19	based	base	VERB
easat-9644	645	20	approach	approach	NOUN
easat-9644	645	21	for	for	ADP
easat-9644	645	22	exercise	exercise	NOUN
easat-9644	645	23	recommendation	recommendation	NOUN
easat-9644	645	24	,	,	PUNCT
easat-9644	645	25	"	"	PUNCT
easat-9644	645	26	presented	present	VERB
easat-9644	645	27	at	at	ADP
easat-9644	645	28	the	the	DET
easat-9644	645	29	proceedings	proceeding	NOUN
easat-9644	645	30	of	of	ADP
easat-9644	645	31	the	the	DET
easat-9644	645	32	32nd	32nd	ADJ
easat-9644	645	33	acm	acm	PROPN
easat-9644	645	34	international	international	ADJ
easat-9644	645	35	conference	conference	NOUN
easat-9644	645	36	on	on	ADP
easat-9644	645	37	information	information	NOUN
easat-9644	645	38	and	and	CCONJ
easat-9644	645	39	knowledge	knowledge	NOUN
easat-9644	645	40	management	management	NOUN
easat-9644	645	41	,	,	PUNCT
easat-9644	645	42	birmingham	birmingham	PROPN
easat-9644	645	43	,	,	PUNCT
easat-9644	645	44	united	united	ADJ
easat-9644	645	45	kingdom	kingdom	PROPN
easat-9644	645	46	,	,	PUNCT
easat-9644	645	47	2023	2023	NUM
easat-9644	645	48	.	.	PUNCT
easat-9644	646	1	[	[	X
easat-9644	646	2	59	59	NUM
easat-9644	646	3	]	]	PUNCT
easat-9644	646	4	y.	y.	PROPN
easat-9644	646	5	zhu	zhu	PROPN
easat-9644	646	6	et	et	PROPN
easat-9644	646	7	al	al	PROPN
easat-9644	646	8	.	.	PROPN
easat-9644	646	9	,	,	PUNCT
easat-9644	646	10	"	"	PUNCT
easat-9644	646	11	recommending	recommend	VERB
easat-9644	646	12	learning	learn	VERB
easat-9644	646	13	objects	object	NOUN
easat-9644	646	14	through	through	ADP
easat-9644	646	15	attentive	attentive	ADJ
easat-9644	646	16	heterogeneous	heterogeneous	ADJ
easat-9644	646	17	graph	graph	NOUN
easat-9644	646	18	convolution	convolution	NOUN
easat-9644	646	19	and	and	CCONJ
easat-9644	646	20	operation	operation	NOUN
easat-9644	646	21	aware	aware	ADJ
easat-9644	646	22	neural	neural	ADJ
easat-9644	646	23	network	network	NOUN
easat-9644	646	24	(	(	PUNCT
easat-9644	646	25	extended	extended	ADJ
easat-9644	646	26	abstract	abstract	NOUN
easat-9644	646	27	)	)	PUNCT
easat-9644	646	28	,	,	PUNCT
easat-9644	646	29	"	"	PUNCT
easat-9644	646	30	in	in	ADP
easat-9644	646	31	2024	2024	NUM
easat-9644	646	32	ieee	ieee	NOUN
easat-9644	646	33	40th	40th	ADJ
easat-9644	646	34	international	international	ADJ
easat-9644	646	35	conference	conference	NOUN
easat-9644	646	36	on	on	ADP
easat-9644	646	37	data	datum	NOUN
easat-9644	646	38	engineering	engineering	NOUN
easat-9644	646	39	(	(	PUNCT
easat-9644	646	40	icde	icde	PROPN
easat-9644	646	41	)	)	PUNCT
easat-9644	646	42	,	,	PUNCT
easat-9644	646	43	2024	2024	NUM
easat-9644	646	44	.	.	PUNCT
easat-9644	647	1	https://doi.org/10.1109/icde60146.2024.00505	https://doi.org/10.1109/icde60146.2024.00505	PROPN
easat-9644	647	2	[	[	X
easat-9644	647	3	60	60	NUM
easat-9644	647	4	]	]	PUNCT
easat-9644	647	5	j.	j.	PROPN
easat-9644	647	6	bai	bai	PROPN
easat-9644	647	7	and	and	CCONJ
easat-9644	647	8	l.	l.	PROPN
easat-9644	647	9	che	che	PROPN
easat-9644	647	10	,	,	PUNCT
easat-9644	647	11	"	"	PUNCT
easat-9644	647	12	construction	construction	NOUN
easat-9644	647	13	and	and	CCONJ
easat-9644	647	14	application	application	NOUN
easat-9644	647	15	of	of	ADP
easat-9644	647	16	database	database	PROPN
easat-9644	647	17	micro	micro	NOUN
easat-9644	647	18	-	-	NOUN
easat-9644	647	19	course	course	ADJ
easat-9644	647	20	knowledge	knowledge	NOUN
easat-9644	647	21	graph	graph	NOUN
easat-9644	647	22	based	base	VERB
easat-9644	647	23	on	on	ADP
easat-9644	647	24	neo4j	neo4j	PROPN
easat-9644	647	25	,	,	PUNCT
easat-9644	647	26	"	"	PUNCT
easat-9644	647	27	presented	present	VERB
easat-9644	647	28	at	at	ADP
easat-9644	647	29	the	the	DET
easat-9644	647	30	the	the	DET
easat-9644	647	31	2nd	2nd	ADJ
easat-9644	647	32	international	international	ADJ
easat-9644	647	33	conference	conference	NOUN
easat-9644	647	34	on	on	ADP
easat-9644	647	35	computing	computing	NOUN
easat-9644	647	36	and	and	CCONJ
easat-9644	647	37	data	datum	NOUN
easat-9644	647	38	science	science	NOUN
easat-9644	647	39	,	,	PUNCT
easat-9644	647	40	stanford	stanford	PROPN
easat-9644	647	41	,	,	PUNCT
easat-9644	647	42	ca	ca	PROPN
easat-9644	647	43	,	,	PUNCT
easat-9644	647	44	usa	usa	PROPN
easat-9644	647	45	,	,	PUNCT
easat-9644	647	46	2021	2021	NUM
easat-9644	647	47	.	.	PUNCT
easat-9644	648	1	[	[	X
easat-9644	648	2	61	61	NUM
easat-9644	648	3	]	]	PUNCT
easat-9644	648	4	m.	m.	NOUN
easat-9644	648	5	j.	j.	PROPN
easat-9644	648	6	gomez	gomez	PROPN
easat-9644	648	7	,	,	PUNCT
easat-9644	648	8	m.	m.	NOUN
easat-9644	648	9	calderón	calderón	PROPN
easat-9644	648	10	,	,	PUNCT
easat-9644	648	11	v.	v.	ADP
easat-9644	648	12	sánchez	sánchez	PROPN
easat-9644	648	13	,	,	PUNCT
easat-9644	648	14	f.	f.	PROPN
easat-9644	648	15	j.	j.	PROPN
easat-9644	648	16	g.	g.	PROPN
easat-9644	648	17	clemente	clemente	PROPN
easat-9644	648	18	,	,	PUNCT
easat-9644	648	19	and	and	CCONJ
easat-9644	648	20	j.	j.	PROPN
easat-9644	648	21	a.	a.	PROPN
easat-9644	648	22	ruipérez	ruipérez	PROPN
easat-9644	648	23	-	-	PUNCT
easat-9644	648	24	valiente	valiente	NOUN
easat-9644	648	25	,	,	PUNCT
easat-9644	648	26	"	"	PUNCT
easat-9644	648	27	large	large	ADJ
easat-9644	648	28	scale	scale	NOUN
easat-9644	648	29	analysis	analysis	NOUN
easat-9644	648	30	of	of	ADP
easat-9644	648	31	open	open	ADJ
easat-9644	648	32	mooc	mooc	PROPN
easat-9644	648	33	reviews	review	NOUN
easat-9644	648	34	to	to	PART
easat-9644	648	35	support	support	VERB
easat-9644	648	36	learners	learner	NOUN
easat-9644	648	37	’	'	PUNCT
easat-9644	648	38	course	course	NOUN
easat-9644	648	39	selection	selection	NOUN
easat-9644	648	40	,	,	PUNCT
easat-9644	648	41	"	"	PUNCT
easat-9644	648	42	expert	expert	NOUN
easat-9644	648	43	systems	system	NOUN
easat-9644	648	44	with	with	ADP
easat-9644	648	45	applications	application	NOUN
easat-9644	648	46	,	,	PUNCT
easat-9644	648	47	vol	vol	NOUN
easat-9644	648	48	.	.	NOUN
easat-9644	648	49	210	210	NUM
easat-9644	648	50	,	,	PUNCT
easat-9644	648	51	p.	p.	NOUN
easat-9644	648	52	118400	118400	NUM
easat-9644	648	53	,	,	PUNCT
easat-9644	648	54	2022	2022	NUM
easat-9644	648	55	.	.	PUNCT
easat-9644	649	1	[	[	X
easat-9644	649	2	62	62	NUM
easat-9644	649	3	]	]	PUNCT
easat-9644	649	4	w.	w.	PROPN
easat-9644	649	5	ma	ma	PROPN
easat-9644	649	6	,	,	PUNCT
easat-9644	649	7	w.	w.	PROPN
easat-9644	649	8	chen	chen	PROPN
easat-9644	649	9	,	,	PUNCT
easat-9644	649	10	l.	l.	PROPN
easat-9644	649	11	lu	lu	PROPN
easat-9644	649	12	,	,	PUNCT
easat-9644	649	13	and	and	CCONJ
easat-9644	649	14	x.	x.	PROPN
easat-9644	649	15	fan	fan	PROPN
easat-9644	649	16	,	,	PUNCT
easat-9644	649	17	"	"	PUNCT
easat-9644	649	18	integrating	integrate	VERB
easat-9644	649	19	learners	learner	NOUN
easat-9644	649	20	’	'	PUNCT
easat-9644	649	21	knowledge	knowledge	NOUN
easat-9644	649	22	background	background	NOUN
easat-9644	649	23	to	to	PART
easat-9644	649	24	improve	improve	VERB
easat-9644	649	25	course	course	NOUN
easat-9644	649	26	recommendation	recommendation	NOUN
easat-9644	649	27	fairness	fairness	NOUN
easat-9644	649	28	:	:	PUNCT
easat-9644	649	29	a	a	DET
easat-9644	649	30	multi	multi	ADJ
easat-9644	649	31	-	-	ADJ
easat-9644	649	32	graph	graph	ADJ
easat-9644	649	33	recommendation	recommendation	NOUN
easat-9644	649	34	method	method	NOUN
easat-9644	649	35	based	base	VERB
easat-9644	649	36	on	on	ADP
easat-9644	649	37	contrastive	contrastive	ADJ
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easat-9644	649	39	,	,	PUNCT
easat-9644	649	40	"	"	PUNCT
easat-9644	649	41	information	information	NOUN
easat-9644	649	42	processing	processing	NOUN
easat-9644	649	43	&	&	CCONJ
easat-9644	649	44	management	management	NOUN
easat-9644	649	45	,	,	PUNCT
easat-9644	649	46	vol	vol	NOUN
easat-9644	649	47	.	.	PROPN
easat-9644	649	48	61	61	NUM
easat-9644	649	49	,	,	PUNCT
easat-9644	649	50	no	no	INTJ
easat-9644	649	51	.	.	NOUN
easat-9644	649	52	4	4	NUM
easat-9644	649	53	,	,	PUNCT
easat-9644	649	54	p.	p.	NOUN
easat-9644	649	55	103750	103750	NUM
easat-9644	649	56	,	,	PUNCT
easat-9644	649	57	2024	2024	NUM
easat-9644	649	58	.	.	PUNCT
easat-9644	650	1	https://doi.org/10.1016/j.ipm.2024.103750	https://doi.org/10.1016/j.ipm.2024.103750	X
easat-9644	651	1	[	[	X
easat-9644	651	2	63	63	NUM
easat-9644	651	3	]	]	PUNCT
easat-9644	651	4	x.	x.	NOUN
easat-9644	651	5	li	li	PROPN
easat-9644	651	6	,	,	PUNCT
easat-9644	651	7	a.	a.	PROPN
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easat-9644	651	9	,	,	PUNCT
easat-9644	651	10	m.	m.	NOUN
easat-9644	651	11	duneld	duneld	PROPN
easat-9644	651	12	,	,	PUNCT
easat-9644	651	13	j.	j.	PROPN
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easat-9644	651	15	,	,	PUNCT
easat-9644	651	16	and	and	CCONJ
easat-9644	651	17	y.	y.	PROPN
easat-9644	651	18	wu	wu	PROPN
easat-9644	651	19	,	,	PUNCT
easat-9644	651	20	"	"	PUNCT
easat-9644	651	21	evaluating	evaluate	VERB
easat-9644	651	22	embeddings	embedding	NOUN
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easat-9644	651	24	pre	pre	ADJ
easat-9644	651	25	-	-	ADJ
easat-9644	651	26	trained	train	VERB
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easat-9644	651	30	knowledge	knowledge	NOUN
easat-9644	651	31	graphs	graph	NOUN
easat-9644	651	32	for	for	ADP
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easat-9644	651	34	content	content	NOUN
easat-9644	651	35	recommendation	recommendation	NOUN
easat-9644	651	36	,	,	PUNCT
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easat-9644	651	40	,	,	PUNCT
easat-9644	651	41	vol	vol	NOUN
easat-9644	651	42	.	.	PROPN
easat-9644	651	43	16	16	NUM
easat-9644	651	44	,	,	PUNCT
easat-9644	651	45	no	no	INTJ
easat-9644	651	46	.	.	NOUN
easat-9644	651	47	1	1	NUM
easat-9644	651	48	,	,	PUNCT
easat-9644	651	49	p.	p.	NOUN
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easat-9644	651	51	,	,	PUNCT
easat-9644	651	52	2024	2024	NUM
easat-9644	651	53	.	.	PUNCT
easat-9644	652	1	https://doi.org/10.3390/fi16010012	https://doi.org/10.3390/fi16010012	NOUN
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easat-9644	653	2	64	64	NUM
easat-9644	653	3	]	]	PUNCT
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easat-9644	653	10	and	and	CCONJ
easat-9644	653	11	d.	d.	PROPN
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easat-9644	653	13	,	,	PUNCT
easat-9644	653	14	"	"	PUNCT
easat-9644	653	15	an	an	DET
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easat-9644	653	17	knowledge	knowledge	NOUN
easat-9644	653	18	graph	graph	NOUN
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easat-9644	653	21	approach	approach	NOUN
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easat-9644	653	24	concepts	concept	NOUN
easat-9644	653	25	and	and	CCONJ
easat-9644	653	26	requirements	requirement	NOUN
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easat-9644	653	29	eu	eu	PROPN
easat-9644	653	30	ai	ai	PROPN
easat-9644	653	31	act	act	PROPN
easat-9644	653	32	and	and	CCONJ
easat-9644	653	33	international	international	ADJ
easat-9644	653	34	standards	standard	NOUN
easat-9644	653	35	,	,	PUNCT
easat-9644	653	36	"	"	PUNCT
easat-9644	653	37	ai	ai	INTJ
easat-9644	653	38	and	and	CCONJ
easat-9644	653	39	ethics	ethic	NOUN
easat-9644	653	40	,	,	PUNCT
easat-9644	653	41	pp	pp	ADJ
easat-9644	653	42	.	.	PUNCT
easat-9644	653	43	1	1	NUM
easat-9644	653	44	-	-	SYM
easat-9644	653	45	12	12	NUM
easat-9644	653	46	,	,	PUNCT
easat-9644	653	47	2025	2025	NUM
easat-9644	653	48	.	.	PUNCT
easat-9644	654	1	[	[	X
easat-9644	654	2	65	65	NUM
easat-9644	654	3	]	]	X
easat-9644	654	4	y.	y.	PROPN
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easat-9644	654	6	,	,	PUNCT
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easat-9644	654	9	,	,	PUNCT
easat-9644	654	10	and	and	CCONJ
easat-9644	654	11	j.	j.	PROPN
easat-9644	654	12	sun	sun	PROPN
easat-9644	654	13	,	,	PUNCT
easat-9644	654	14	"	"	PUNCT
easat-9644	654	15	mindmap	mindmap	NOUN
easat-9644	654	16	:	:	PUNCT
easat-9644	654	17	knowledge	knowledge	NOUN
easat-9644	654	18	graph	graph	NOUN
easat-9644	654	19	prompting	prompt	VERB
easat-9644	654	20	sparks	spark	NOUN
easat-9644	654	21	graph	graph	NOUN
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easat-9644	654	23	thoughts	thought	NOUN
easat-9644	654	24	in	in	ADP
easat-9644	654	25	large	large	ADJ
easat-9644	654	26	language	language	NOUN
easat-9644	654	27	models	model	NOUN
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easat-9644	654	29	"	"	PUNCT
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easat-9644	654	31	preprint	preprint	NOUN
easat-9644	654	32	2023	2023	NUM
easat-9644	654	33	.	.	PUNCT
easat-9644	655	1	https://arxiv.org/abs/2308.09729	https://arxiv.org/abs/2308.09729	PROPN
easat-9644	656	1	[	[	X
easat-9644	656	2	66	66	NUM
easat-9644	656	3	]	]	PUNCT
easat-9644	656	4	b.	b.	PROPN
easat-9644	656	5	a.	a.	PROPN
easat-9644	656	6	schwendimann	schwendimann	PROPN
easat-9644	656	7	,	,	PUNCT
easat-9644	656	8	"	"	PUNCT
easat-9644	656	9	concepts	concept	NOUN
easat-9644	656	10	maps	map	NOUN
easat-9644	656	11	as	as	ADP
easat-9644	656	12	versatile	versatile	ADJ
easat-9644	656	13	learning	learning	NOUN
easat-9644	656	14	,	,	PUNCT
easat-9644	656	15	teaching	teaching	NOUN
easat-9644	656	16	,	,	PUNCT
easat-9644	656	17	and	and	CCONJ
easat-9644	656	18	assessment	assessment	NOUN
easat-9644	656	19	tools	tool	NOUN
easat-9644	656	20	,	,	PUNCT
easat-9644	656	21	"	"	PUNCT
easat-9644	656	22	in	in	ADP
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easat-9644	656	24	,	,	PUNCT
easat-9644	656	25	design	design	NOUN
easat-9644	656	26	,	,	PUNCT
easat-9644	656	27	and	and	CCONJ
easat-9644	656	28	technology	technology	NOUN
easat-9644	656	29	:	:	PUNCT
easat-9644	656	30	an	an	DET
easat-9644	656	31	international	international	ADJ
easat-9644	656	32	compendium	compendium	NOUN
easat-9644	656	33	of	of	ADP
easat-9644	656	34	theory	theory	NOUN
easat-9644	656	35	,	,	PUNCT
easat-9644	656	36	research	research	NOUN
easat-9644	656	37	,	,	PUNCT
easat-9644	656	38	practice	practice	NOUN
easat-9644	656	39	,	,	PUNCT
easat-9644	656	40	and	and	CCONJ
easat-9644	656	41	policy	policy	NOUN
easat-9644	656	42	,	,	PUNCT
easat-9644	656	43	m.	m.	NOUN
easat-9644	656	44	j.	j.	PROPN
easat-9644	656	45	spector	spector	PROPN
easat-9644	656	46	,	,	PUNCT
easat-9644	656	47	b.	b.	PROPN
easat-9644	656	48	b.	b.	PROPN
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easat-9644	656	50	,	,	PUNCT
easat-9644	656	51	and	and	CCONJ
easat-9644	656	52	m.	m.	PROPN
easat-9644	656	53	d.	d.	PROPN
easat-9644	656	54	childress	childress	PROPN
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easat-9644	656	56	.	.	PUNCT
easat-9644	657	1	cham	cham	PROPN
easat-9644	657	2	:	:	PUNCT
easat-9644	657	3	springer	springer	NOUN
easat-9644	657	4	international	international	ADJ
easat-9644	657	5	publishing	publishing	NOUN
easat-9644	657	6	,	,	PUNCT
easat-9644	657	7	2020	2020	NUM
easat-9644	657	8	,	,	PUNCT
easat-9644	657	9	pp	pp	ADV
easat-9644	657	10	.	.	PUNCT
easat-9644	658	1	1	1	NUM
easat-9644	658	2	-	-	SYM
easat-9644	658	3	64	64	NUM
easat-9644	658	4	.	.	PUNCT
easat-9644	659	1	[	[	X
easat-9644	659	2	67	67	X
easat-9644	659	3	]	]	PUNCT
easat-9644	659	4	p.	p.	NOUN
easat-9644	659	5	chen	chen	PROPN
easat-9644	659	6	,	,	PUNCT
easat-9644	659	7	h.	h.	PROPN
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easat-9644	659	9	,	,	PUNCT
easat-9644	659	10	v.	v.	ADP
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easat-9644	659	12	zheng	zheng	PROPN
easat-9644	659	13	,	,	PUNCT
easat-9644	659	14	x.	x.	PROPN
easat-9644	659	15	chen	chen	PROPN
easat-9644	659	16	,	,	PUNCT
easat-9644	659	17	and	and	CCONJ
easat-9644	659	18	b.	b.	PROPN
easat-9644	659	19	yang	yang	PROPN
easat-9644	659	20	,	,	PUNCT
easat-9644	659	21	"	"	PUNCT
easat-9644	659	22	knowedu	knowedu	NOUN
easat-9644	659	23	:	:	PUNCT
easat-9644	659	24	a	a	DET
easat-9644	659	25	system	system	NOUN
easat-9644	659	26	to	to	PART
easat-9644	659	27	construct	construct	VERB
easat-9644	659	28	knowledge	knowledge	NOUN
easat-9644	659	29	graph	graph	NOUN
easat-9644	659	30	for	for	ADP
easat-9644	659	31	education	education	NOUN
easat-9644	659	32	,	,	PUNCT
easat-9644	659	33	"	"	PUNCT
easat-9644	659	34	ieee	ieee	NOUN
easat-9644	659	35	access	access	NOUN
easat-9644	659	36	,	,	PUNCT
easat-9644	659	37	vol	vol	NOUN
easat-9644	659	38	.	.	PROPN
easat-9644	660	1	6	6	NUM
easat-9644	660	2	,	,	PUNCT
easat-9644	660	3	pp	pp	ADJ
easat-9644	660	4	.	.	PUNCT
easat-9644	661	1	31553	31553	NUM
easat-9644	661	2	-	-	SYM
easat-9644	661	3	31563	31563	NUM
easat-9644	661	4	,	,	PUNCT
easat-9644	661	5	2018	2018	NUM
easat-9644	661	6	.	.	PUNCT
easat-9644	662	1	https://doi.org/10.1109/access.2018.2839607	https://doi.org/10.1109/access.2018.2839607	PROPN
easat-9644	662	2	[	[	X
easat-9644	662	3	68	68	NUM
easat-9644	662	4	]	]	X
easat-9644	662	5	c.	c.	PROPN
easat-9644	662	6	huang	huang	PROPN
easat-9644	662	7	,	,	PUNCT
easat-9644	662	8	q.	q.	PROPN
easat-9644	662	9	li	li	PROPN
easat-9644	662	10	,	,	PUNCT
easat-9644	662	11	y.	y.	PROPN
easat-9644	662	12	chen	chen	PROPN
easat-9644	662	13	,	,	PUNCT
easat-9644	662	14	and	and	CCONJ
easat-9644	662	15	d.	d.	PROPN
easat-9644	662	16	zhan	zhan	PROPN
easat-9644	662	17	,	,	PUNCT
easat-9644	662	18	"	"	PUNCT
easat-9644	662	19	an	an	DET
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easat-9644	662	21	method	method	NOUN
easat-9644	662	22	for	for	ADP
easat-9644	662	23	constructing	construct	VERB
easat-9644	662	24	knowledge	knowledge	NOUN
easat-9644	662	25	graph	graph	NOUN
easat-9644	662	26	of	of	ADP
easat-9644	662	27	online	online	ADJ
easat-9644	662	28	course	course	NOUN
easat-9644	662	29	,	,	PUNCT
easat-9644	662	30	"	"	PUNCT
easat-9644	662	31	presented	present	VERB
easat-9644	662	32	at	at	ADP
easat-9644	662	33	the	the	DET
easat-9644	662	34	proceedings	proceeding	NOUN
easat-9644	662	35	of	of	ADP
easat-9644	662	36	the	the	DET
easat-9644	662	37	2021	2021	NUM
easat-9644	662	38	4th	4th	ADJ
easat-9644	662	39	international	international	ADJ
easat-9644	662	40	conference	conference	NOUN
easat-9644	662	41	on	on	ADP
easat-9644	662	42	big	big	ADJ
easat-9644	662	43	data	datum	NOUN
easat-9644	662	44	and	and	CCONJ
easat-9644	662	45	education	education	NOUN
easat-9644	662	46	,	,	PUNCT
easat-9644	662	47	london	london	PROPN
easat-9644	662	48	,	,	PUNCT
easat-9644	662	49	united	united	ADJ
easat-9644	662	50	kingdom	kingdom	PROPN
easat-9644	662	51	,	,	PUNCT
easat-9644	662	52	2021	2021	NUM
easat-9644	662	53	.	.	PUNCT
easat-9644	663	1	[	[	X
easat-9644	663	2	69	69	NUM
easat-9644	663	3	]	]	X
easat-9644	663	4	y.	y.	PROPN
easat-9644	663	5	han	han	PROPN
easat-9644	663	6	,	,	PUNCT
easat-9644	663	7	b.	b.	PROPN
easat-9644	663	8	zhan	zhan	PROPN
easat-9644	663	9	,	,	PUNCT
easat-9644	663	10	b.	b.	PROPN
easat-9644	663	11	zhang	zhang	PROPN
easat-9644	663	12	,	,	PUNCT
easat-9644	663	13	c.	c.	PROPN
easat-9644	663	14	zhao	zhao	PROPN
easat-9644	663	15	,	,	PUNCT
easat-9644	663	16	and	and	CCONJ
easat-9644	663	17	s.	s.	PROPN
easat-9644	663	18	yan	yan	PROPN
easat-9644	663	19	,	,	PUNCT
easat-9644	663	20	"	"	PUNCT
easat-9644	663	21	an	an	DET
easat-9644	663	22	efficient	efficient	ADJ
easat-9644	663	23	transformer	transformer	NOUN
easat-9644	663	24	-	-	PUNCT
easat-9644	663	25	based	base	VERB
easat-9644	663	26	model	model	NOUN
easat-9644	663	27	for	for	ADP
easat-9644	663	28	chinese	chinese	ADJ
easat-9644	663	29	question	question	NOUN
easat-9644	663	30	answering	answering	NOUN
easat-9644	663	31	,	,	PUNCT
easat-9644	663	32	"	"	PUNCT
easat-9644	663	33	presented	present	VERB
easat-9644	663	34	at	at	ADP
easat-9644	663	35	the	the	DET
easat-9644	663	36	proceedings	proceeding	NOUN
easat-9644	663	37	of	of	ADP
easat-9644	663	38	the	the	DET
easat-9644	663	39	2024	2024	NUM
easat-9644	663	40	8th	8th	ADJ
easat-9644	663	41	international	international	ADJ
easat-9644	663	42	conference	conference	NOUN
easat-9644	663	43	on	on	ADP
easat-9644	663	44	intelligent	intelligent	ADJ
easat-9644	663	45	systems	system	NOUN
easat-9644	663	46	,	,	PUNCT
easat-9644	663	47	metaheuristics	metaheuristic	NOUN
easat-9644	663	48	&	&	CCONJ
easat-9644	663	49	swarm	swarm	NOUN
easat-9644	663	50	intelligence	intelligence	PROPN
easat-9644	663	51	,	,	PUNCT
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easat-9644	663	53	,	,	PUNCT
easat-9644	663	54	singapore	singapore	PROPN
easat-9644	663	55	,	,	PUNCT
easat-9644	663	56	2024	2024	NUM
easat-9644	663	57	.	.	PUNCT
easat-9644	664	1	[	[	X
easat-9644	664	2	70	70	NUM
easat-9644	664	3	]	]	PUNCT
easat-9644	664	4	k.	k.	PROPN
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easat-9644	664	7	,	,	PUNCT
easat-9644	664	8	p.	p.	PROPN
easat-9644	664	9	brusilovsky	brusilovsky	PROPN
easat-9644	664	10	,	,	PUNCT
easat-9644	664	11	and	and	CCONJ
easat-9644	664	12	d.	d.	PROPN
easat-9644	664	13	he	he	PRON
easat-9644	664	14	,	,	PUNCT
easat-9644	664	15	"	"	PUNCT
easat-9644	664	16	concept	concept	NOUN
easat-9644	664	17	enhanced	enhance	VERB
easat-9644	664	18	content	content	NOUN
easat-9644	664	19	representation	representation	NOUN
easat-9644	664	20	for	for	ADP
easat-9644	664	21	linking	link	VERB
easat-9644	664	22	educational	educational	ADJ
easat-9644	664	23	resources	resource	NOUN
easat-9644	664	24	,	,	PUNCT
easat-9644	664	25	"	"	PUNCT
easat-9644	664	26	in	in	ADP
easat-9644	664	27	2018	2018	NUM
easat-9644	664	28	ieee	ieee	NOUN
easat-9644	664	29	/	/	SYM
easat-9644	664	30	wic	wic	NOUN
easat-9644	664	31	/	/	SYM
easat-9644	664	32	acm	acm	PROPN
easat-9644	664	33	international	international	ADJ
easat-9644	664	34	conference	conference	NOUN
easat-9644	664	35	on	on	ADP
easat-9644	664	36	web	web	NOUN
easat-9644	664	37	intelligence	intelligence	NOUN
easat-9644	664	38	(	(	PUNCT
easat-9644	664	39	wi	wi	PROPN
easat-9644	664	40	)	)	PUNCT
easat-9644	664	41	,	,	PUNCT
easat-9644	664	42	2018	2018	NUM
easat-9644	664	43	.	.	PUNCT
easat-9644	665	1	https://doi.org/10.1109/wi.2018.00-59	https://doi.org/10.1109/wi.2018.00-59	VERB
easat-9644	666	1	[	[	X
easat-9644	666	2	71	71	NUM
easat-9644	666	3	]	]	PUNCT
easat-9644	666	4	k.	k.	PROPN
easat-9644	666	5	gupta	gupta	PROPN
easat-9644	666	6	,	,	PUNCT
easat-9644	666	7	a.	a.	NOUN
easat-9644	666	8	ahmad	ahmad	PROPN
easat-9644	666	9	,	,	PUNCT
easat-9644	666	10	t.	t.	PROPN
easat-9644	666	11	ghosal	ghosal	PROPN
easat-9644	666	12	,	,	PUNCT
easat-9644	666	13	and	and	CCONJ
easat-9644	666	14	a.	a.	NOUN
easat-9644	666	15	ekbal	ekbal	PROPN
easat-9644	666	16	,	,	PUNCT
easat-9644	666	17	"	"	PUNCT
easat-9644	666	18	a	a	DET
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easat-9644	666	20	-	-	PUNCT
easat-9644	666	21	based	base	VERB
easat-9644	666	22	sequential	sequential	ADJ
easat-9644	666	23	deep	deep	ADJ
easat-9644	666	24	neuralarchitecture	neuralarchitecture	NOUN
easat-9644	666	25	to	to	PART
easat-9644	666	26	identify	identify	VERB
easat-9644	666	27	contribution	contribution	NOUN
easat-9644	666	28	statements	statement	NOUN
easat-9644	666	29	and	and	CCONJ
easat-9644	666	30	extract	extract	VERB
easat-9644	666	31	phrases	phrase	NOUN
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easat-9644	666	33	triplets	triplet	NOUN
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easat-9644	666	35	publications	publication	NOUN
easat-9644	666	36	,	,	PUNCT
easat-9644	666	37	"	"	PUNCT
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easat-9644	666	40	on	on	ADP
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easat-9644	666	50	4	4	NUM
easat-9644	666	51	,	,	PUNCT
easat-9644	666	52	pp	pp	ADJ
easat-9644	666	53	.	.	PUNCT
easat-9644	667	1	1	1	NUM
easat-9644	667	2	-	-	SYM
easat-9644	667	3	28	28	NUM
easat-9644	667	4	,	,	PUNCT
easat-9644	667	5	2024	2024	NUM
easat-9644	667	6	.	.	PUNCT
easat-9644	668	1	https://doi.org/10.1007/s00799-023-00393-y	https://doi.org/10.1007/s00799-023-00393-y	PROPN
easat-9644	669	1	[	[	X
easat-9644	669	2	72	72	NUM
easat-9644	669	3	]	]	X
easat-9644	669	4	y.	y.	PROPN
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easat-9644	669	6	,	,	PUNCT
easat-9644	669	7	"	"	PUNCT
easat-9644	669	8	knowledge	knowledge	NOUN
easat-9644	669	9	graph	graph	NOUN
easat-9644	669	10	based	base	VERB
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easat-9644	669	12	by	by	ADP
easat-9644	669	13	adversarial	adversarial	ADJ
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easat-9644	669	19	lifelong	lifelong	ADJ
easat-9644	669	20	education	education	NOUN
easat-9644	669	21	data	datum	NOUN
easat-9644	669	22	classification	classification	NOUN
easat-9644	669	23	,	,	PUNCT
easat-9644	669	24	"	"	PUNCT
easat-9644	669	25	in	in	ADP
easat-9644	669	26	acm	acm	NOUN
easat-9644	669	27	transactions	transaction	NOUN
easat-9644	669	28	on	on	ADP
easat-9644	669	29	asian	asian	ADJ
easat-9644	669	30	and	and	CCONJ
easat-9644	669	31	low	low	ADJ
easat-9644	669	32	-	-	PUNCT
easat-9644	669	33	resource	resource	NOUN
easat-9644	669	34	language	language	NOUN
easat-9644	669	35	information	information	NOUN
easat-9644	669	36	processing	processing	NOUN
easat-9644	669	37	,	,	PUNCT
easat-9644	669	38	2023	2023	NUM
easat-9644	669	39	.	.	PUNCT
easat-9644	670	1	https://doi.org/10.1145/3595636	https://doi.org/10.1145/3595636	NOUN
easat-9644	671	1	[	[	X
easat-9644	671	2	73	73	NUM
easat-9644	671	3	]	]	X
easat-9644	671	4	y.	y.	PROPN
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easat-9644	671	6	and	and	CCONJ
easat-9644	671	7	y.	y.	PROPN
easat-9644	671	8	zhang	zhang	PROPN
easat-9644	671	9	,	,	PUNCT
easat-9644	671	10	"	"	PUNCT
easat-9644	671	11	automatic	automatic	ADJ
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easat-9644	671	15	knowledge	knowledge	NOUN
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easat-9644	671	17	based	base	VERB
easat-9644	671	18	on	on	ADP
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easat-9644	671	20	big	big	ADJ
easat-9644	671	21	data	datum	NOUN
easat-9644	671	22	,	,	PUNCT
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easat-9644	671	24	presented	present	VERB
easat-9644	671	25	at	at	ADP
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easat-9644	671	27	proceedings	proceeding	NOUN
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easat-9644	671	31	3rd	3rd	ADJ
easat-9644	671	32	international	international	ADJ
easat-9644	671	33	conference	conference	NOUN
easat-9644	671	34	on	on	ADP
easat-9644	671	35	big	big	ADJ
easat-9644	671	36	data	datum	NOUN
easat-9644	671	37	and	and	CCONJ
easat-9644	671	38	education	education	NOUN
easat-9644	671	39	,	,	PUNCT
easat-9644	671	40	london	london	PROPN
easat-9644	671	41	,	,	PUNCT
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easat-9644	671	43	kingdom	kingdom	PROPN
easat-9644	671	44	,	,	PUNCT
easat-9644	671	45	2020	2020	NUM
easat-9644	671	46	.	.	PUNCT
easat-9644	672	1	[	[	X
easat-9644	672	2	74	74	NUM
easat-9644	672	3	]	]	PUNCT
easat-9644	672	4	j.	j.	PROPN
easat-9644	672	5	jayaraman	jayaraman	PROPN
easat-9644	672	6	and	and	CCONJ
easat-9644	672	7	j.	j.	PROPN
easat-9644	672	8	black	black	PROPN
easat-9644	672	9	,	,	PUNCT
easat-9644	672	10	"	"	PUNCT
easat-9644	672	11	effectiveness	effectiveness	NOUN
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easat-9644	672	13	an	an	DET
easat-9644	672	14	intelligent	intelligent	ADJ
easat-9644	672	15	question	question	NOUN
easat-9644	672	16	answering	answer	VERB
easat-9644	672	17	system	system	NOUN
easat-9644	672	18	for	for	ADP
easat-9644	672	19	teaching	teach	VERB
easat-9644	672	20	financial	financial	ADJ
easat-9644	672	21	literacy	literacy	NOUN
easat-9644	672	22	:	:	PUNCT
easat-9644	672	23	a	a	DET
easat-9644	672	24	pilot	pilot	NOUN
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easat-9644	672	26	,	,	PUNCT
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easat-9644	672	28	in	in	ADP
easat-9644	672	29	the	the	DET
easat-9644	672	30	learning	learning	NOUN
easat-9644	672	31	ideas	idea	NOUN
easat-9644	672	32	conference	conference	NOUN
easat-9644	672	33	,	,	PUNCT
easat-9644	672	34	2021	2021	NUM
easat-9644	672	35	:	:	PUNCT
easat-9644	672	36	springer	springer	NOUN
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easat-9644	672	38	pp	pp	ADP
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easat-9644	673	1	133	133	NUM
easat-9644	673	2	-	-	SYM
easat-9644	673	3	140	140	NUM
easat-9644	673	4	.	.	PUNCT
easat-9644	674	1	[	[	X
easat-9644	674	2	75	75	NUM
easat-9644	674	3	]	]	PUNCT
easat-9644	674	4	m.	m.	NOUN
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easat-9644	674	7	f.	f.	PROPN
easat-9644	674	8	fkih	fkih	PROPN
easat-9644	674	9	,	,	PUNCT
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easat-9644	674	11	developing	develop	VERB
easat-9644	674	12	a	a	DET
easat-9644	674	13	semantic	semantic	ADJ
easat-9644	674	14	question	question	NOUN
easat-9644	674	15	answering	answer	VERB
easat-9644	674	16	system	system	NOUN
easat-9644	674	17	for	for	ADP
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easat-9644	674	19	-	-	ADJ
easat-9644	674	20	learning	learn	VERB
easat-9644	674	21	environments	environment	NOUN
easat-9644	674	22	using	use	VERB
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easat-9644	674	24	resources	resource	NOUN
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easat-9644	674	26	"	"	PUNCT
easat-9644	674	27	journal	journal	NOUN
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easat-9644	674	29	education	education	NOUN
easat-9644	674	30	and	and	CCONJ
easat-9644	674	31	e	e	NOUN
easat-9644	674	32	-	-	ADJ
easat-9644	674	33	learning	learning	ADJ
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easat-9644	674	35	,	,	PUNCT
easat-9644	674	36	vol	vol	NOUN
easat-9644	674	37	.	.	PROPN
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easat-9644	674	39	,	,	PUNCT
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easat-9644	674	42	4	4	NUM
easat-9644	674	43	,	,	PUNCT
easat-9644	674	44	pp	pp	ADJ
easat-9644	674	45	.	.	PUNCT
easat-9644	675	1	224	224	NUM
easat-9644	675	2	-	-	SYM
easat-9644	675	3	232	232	NUM
easat-9644	675	4	,	,	PUNCT
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easat-9644	675	6	.	.	PUNCT
easat-9644	676	1	https://doi.org/10.20448/jeelr.v9i4.4201	https://doi.org/10.20448/jeelr.v9i4.4201	X
easat-9644	677	1	[	[	X
easat-9644	677	2	76	76	NUM
easat-9644	677	3	]	]	X
easat-9644	677	4	r.	r.	PROPN
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easat-9644	677	9	,	,	PUNCT
easat-9644	677	10	"	"	PUNCT
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easat-9644	677	12	compass	compass	NOUN
easat-9644	677	13	:	:	PUNCT
easat-9644	677	14	a	a	DET
easat-9644	677	15	question	question	NOUN
easat-9644	677	16	answering	answer	VERB
easat-9644	677	17	system	system	NOUN
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easat-9644	677	22	-	-	PUNCT
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easat-9644	677	32	proceedings	proceeding	NOUN
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easat-9644	677	36	annual	annual	ADJ
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easat-9644	677	43	and	and	CCONJ
easat-9644	677	44	technology	technology	NOUN
easat-9644	677	45	,	,	PUNCT
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easat-9644	678	2	77	77	NUM
easat-9644	678	3	]	]	X
easat-9644	678	4	f.	f.	PROPN
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easat-9644	678	7	k.	k.	PROPN
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easat-9644	678	9	,	,	PUNCT
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easat-9644	678	28	:	:	PUNCT
easat-9644	678	29	a	a	DET
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easat-9644	678	32	in	in	ADP
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easat-9644	678	36	"	"	PUNCT
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easat-9644	678	38	journal	journal	NOUN
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easat-9644	678	42	in	in	ADP
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easat-9644	678	44	,	,	PUNCT
easat-9644	678	45	2024	2024	NUM
easat-9644	678	46	.	.	PUNCT
easat-9644	679	1	https://doi.org/10.1007/s40593-024-00399-w	https://doi.org/10.1007/s40593-024-00399-w	PROPN
easat-9644	680	1	[	[	X
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easat-9644	680	3	]	]	PUNCT
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easat-9644	680	10	z.	z.	PROPN
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easat-9644	680	13	and	and	CCONJ
easat-9644	680	14	m.	m.	PROPN
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easat-9644	680	16	,	,	PUNCT
easat-9644	680	17	"	"	PUNCT
easat-9644	680	18	intelligent	intelligent	ADJ
easat-9644	680	19	question	question	NOUN
easat-9644	680	20	and	and	CCONJ
easat-9644	680	21	answer	answer	NOUN
easat-9644	680	22	system	system	NOUN
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easat-9644	680	24	on	on	ADP
easat-9644	680	25	course	course	NOUN
easat-9644	680	26	knowledge	knowledge	NOUN
easat-9644	680	27	graph	graph	NOUN
easat-9644	680	28	,	,	PUNCT
easat-9644	680	29	"	"	PUNCT
easat-9644	680	30	in	in	ADP
easat-9644	680	31	2023	2023	NUM
easat-9644	680	32	5th	5th	ADJ
easat-9644	680	33	international	international	ADJ
easat-9644	680	34	conference	conference	NOUN
easat-9644	680	35	on	on	ADP
easat-9644	680	36	computer	computer	NOUN
easat-9644	680	37	science	science	NOUN
easat-9644	680	38	and	and	CCONJ
easat-9644	680	39	technologies	technology	NOUN
easat-9644	680	40	in	in	ADP
easat-9644	680	41	education	education	NOUN
easat-9644	680	42	(	(	PUNCT
easat-9644	680	43	cste	cste	NOUN
easat-9644	680	44	)	)	PUNCT
easat-9644	680	45	,	,	PUNCT
easat-9644	680	46	2023	2023	NUM
easat-9644	680	47	.	.	PUNCT
easat-9644	681	1	https://doi.org/10.1109/cste59648.2023.00035	https://doi.org/10.1109/cste59648.2023.00035	PROPN
easat-9644	681	2	https://doi.org/10.1109/icait59485.2023.10367307	https://doi.org/10.1109/icait59485.2023.10367307	PROPN
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easat-9644	681	4	https://doi.org/10.1016/j.ipm.2024.103750	https://doi.org/10.1016/j.ipm.2024.103750	PROPN
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easat-9644	682	1	https://doi.org/10.1007/s00799-023-00393-y	https://doi.org/10.1007/s00799-023-00393-y	PROPN
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easat-9644	682	5	https://doi.org/10.1109/cste59648.2023.00035	https://doi.org/10.1109/cste59648.2023.00035	PROPN
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easat-9644	682	15	-	-	SYM
easat-9644	682	16	8484	8484	NUM
easat-9644	682	17	vol	vol	NOUN
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easat-9644	683	6	:	:	SYM
easat-9644	683	7	1464	1464	NUM
easat-9644	683	8	-	-	SYM
easat-9644	683	9	1497	1497	NUM
easat-9644	683	10	,	,	PUNCT
easat-9644	683	11	2025	2025	NUM
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easat-9644	683	15	-	-	NUM
easat-9644	683	16	8484.v9i8.9644	8484.v9i8.9644	NUM
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easat-9644	684	3	]	]	PUNCT
easat-9644	684	4	l.	l.	PROPN
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easat-9644	684	9	k.	k.	PROPN
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easat-9644	684	12	and	and	CCONJ
easat-9644	684	13	jo	jo	PROPN
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easat-9644	684	23	education	education	NOUN
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easat-9644	684	26	graphs	graph	NOUN
easat-9644	684	27	and	and	CCONJ
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easat-9644	684	32	"	"	PUNCT
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easat-9644	684	34	computer	computer	NOUN
easat-9644	684	35	science	science	NOUN
easat-9644	684	36	,	,	PUNCT
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easat-9644	684	40	,	,	PUNCT
easat-9644	684	41	pp	pp	ADJ
easat-9644	684	42	.	.	PUNCT
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easat-9644	684	44	-	-	SYM
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easat-9644	684	46	,	,	PUNCT
easat-9644	684	47	2022	2022	NUM
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easat-9644	685	1	https://doi.org/10.1016/j.procs.2022.12.064	https://doi.org/10.1016/j.procs.2022.12.064	NUM
easat-9644	686	1	[	[	X
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easat-9644	686	3	]	]	X
easat-9644	686	4	y.	y.	PROPN
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easat-9644	686	6	,	,	PUNCT
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easat-9644	686	8	an	an	DET
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easat-9644	687	1	[	[	X
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easat-9644	687	3	]	]	PUNCT
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easat-9644	687	13	l.	l.	PROPN
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easat-9644	687	16	and	and	CCONJ
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easat-9644	687	19	,	,	PUNCT
easat-9644	687	20	"	"	PUNCT
easat-9644	687	21	chat	chat	VERB
easat-9644	687	22	-	-	PUNCT
easat-9644	687	23	easyedu	easyedu	PROPN
easat-9644	687	24	:	:	PUNCT
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easat-9644	687	26	education	education	NOUN
easat-9644	687	27	field	field	NOUN
easat-9644	687	28	intelligent	intelligent	ADJ
easat-9644	687	29	question	question	NOUN
easat-9644	687	30	-	-	PUNCT
easat-9644	687	31	answering	answer	VERB
easat-9644	687	32	system	system	NOUN
easat-9644	687	33	based	base	VERB
easat-9644	687	34	on	on	ADP
easat-9644	687	35	knowledge	knowledge	NOUN
easat-9644	687	36	graphs	graph	NOUN
easat-9644	687	37	,	,	PUNCT
easat-9644	687	38	"	"	PUNCT
easat-9644	687	39	in	in	ADP
easat-9644	687	40	2023	2023	NUM
easat-9644	687	41	10th	10th	ADJ
easat-9644	687	42	international	international	ADJ
easat-9644	687	43	conference	conference	NOUN
easat-9644	687	44	on	on	ADP
easat-9644	687	45	dependable	dependable	ADJ
easat-9644	687	46	systems	system	NOUN
easat-9644	687	47	and	and	CCONJ
easat-9644	687	48	their	their	PRON
easat-9644	687	49	applications	application	NOUN
easat-9644	687	50	(	(	PUNCT
easat-9644	687	51	dsa	dsa	NOUN
easat-9644	687	52	)	)	PUNCT
easat-9644	687	53	,	,	PUNCT
easat-9644	687	54	2023	2023	NUM
easat-9644	687	55	.	.	PUNCT
easat-9644	688	1	https://doi.org/10.1109/dsa59317.2023.00075	https://doi.org/10.1109/dsa59317.2023.00075	X
easat-9644	689	1	[	[	X
easat-9644	689	2	82	82	NUM
easat-9644	689	3	]	]	X
easat-9644	689	4	s.	s.	PROPN
easat-9644	689	5	sengupta	sengupta	PROPN
easat-9644	689	6	,	,	PUNCT
easat-9644	689	7	c.	c.	PROPN
easat-9644	689	8	heaton	heaton	PROPN
easat-9644	689	9	,	,	PUNCT
easat-9644	689	10	s.	s.	PROPN
easat-9644	689	11	cui	cui	PROPN
easat-9644	689	12	,	,	PUNCT
easat-9644	689	13	s.	s.	PROPN
easat-9644	689	14	sarkar	sarkar	PROPN
easat-9644	689	15	,	,	PUNCT
easat-9644	689	16	and	and	CCONJ
easat-9644	689	17	p.	p.	PROPN
easat-9644	689	18	mitra	mitra	PROPN
easat-9644	689	19	,	,	PUNCT
easat-9644	689	20	"	"	PUNCT
easat-9644	689	21	towards	towards	ADP
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easat-9644	689	23	methods	method	NOUN
easat-9644	689	24	in	in	ADP
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easat-9644	689	26	question	question	NOUN
easat-9644	689	27	answering	answer	VERB
easat-9644	689	28	using	use	VERB
easat-9644	689	29	knowledge	knowledge	NOUN
easat-9644	689	30	graph	graph	NOUN
easat-9644	689	31	embeddings	embedding	NOUN
easat-9644	689	32	,	,	PUNCT
easat-9644	689	33	"	"	PUNCT
easat-9644	689	34	in	in	ADP
easat-9644	689	35	2024	2024	NUM
easat-9644	689	36	ieee	ieee	NOUN
easat-9644	689	37	international	international	ADJ
easat-9644	689	38	conference	conference	NOUN
easat-9644	689	39	on	on	ADP
easat-9644	689	40	bioinformatics	bioinformatics	NOUN
easat-9644	689	41	and	and	CCONJ
easat-9644	689	42	biomedicine	biomedicine	NOUN
easat-9644	689	43	(	(	PUNCT
easat-9644	689	44	bibm	bibm	PROPN
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easat-9644	689	46	,	,	PUNCT
easat-9644	689	47	2024	2024	NUM
easat-9644	689	48	.	.	PUNCT
easat-9644	690	1	https://arxiv.org/abs/2401.07977	https://arxiv.org/abs/2401.07977	NOUN
easat-9644	690	2	[	[	X
easat-9644	690	3	83	83	NUM
easat-9644	690	4	]	]	PUNCT
easat-9644	690	5	l.	l.	PROPN
easat-9644	690	6	s.	s.	PROPN
easat-9644	690	7	nair	nair	PROPN
easat-9644	690	8	and	and	CCONJ
easat-9644	690	9	k.	k.	PROPN
easat-9644	690	10	s.	s.	PROPN
easat-9644	690	11	m	m	PROPN
easat-9644	690	12	,	,	PUNCT
easat-9644	690	13	"	"	PUNCT
easat-9644	690	14	knowledgegraph	knowledgegraph	NOUN
easat-9644	690	15	based	base	VERB
easat-9644	690	16	question	question	NOUN
easat-9644	690	17	answering	answering	NOUN
easat-9644	690	18	system	system	NOUN
easat-9644	690	19	for	for	ADP
easat-9644	690	20	remote	remote	ADJ
easat-9644	690	21	school	school	NOUN
easat-9644	690	22	education	education	NOUN
easat-9644	690	23	,	,	PUNCT
easat-9644	690	24	"	"	PUNCT
easat-9644	690	25	in	in	ADP
easat-9644	690	26	2022	2022	NUM
easat-9644	690	27	international	international	ADJ
easat-9644	690	28	conference	conference	NOUN
easat-9644	690	29	on	on	ADP
easat-9644	690	30	connected	connected	ADJ
easat-9644	690	31	systems	system	NOUN
easat-9644	690	32	&	&	CCONJ
easat-9644	690	33	intelligence	intelligence	PROPN
easat-9644	690	34	(	(	PUNCT
easat-9644	690	35	csi	csi	PROPN
easat-9644	690	36	)	)	PUNCT
easat-9644	690	37	,	,	PUNCT
easat-9644	690	38	2022	2022	NUM
easat-9644	690	39	.	.	PUNCT
easat-9644	690	40	https://doi.org/10.1109/csi54720.2022.9924128	https://doi.org/10.1109/csi54720.2022.9924128	PUNCT
easat-9644	691	1	[	[	X
easat-9644	691	2	84	84	NUM
easat-9644	691	3	]	]	PUNCT
easat-9644	691	4	d.	d.	PROPN
easat-9644	691	5	banerjee	banerjee	PROPN
easat-9644	691	6	,	,	PUNCT
easat-9644	691	7	p.	p.	NOUN
easat-9644	691	8	a.	a.	NOUN
easat-9644	691	9	nair	nair	PROPN
easat-9644	691	10	,	,	PUNCT
easat-9644	691	11	r.	r.	PROPN
easat-9644	691	12	usbeck	usbeck	PROPN
easat-9644	691	13	,	,	PUNCT
easat-9644	691	14	and	and	CCONJ
easat-9644	691	15	c.	c.	PROPN
easat-9644	691	16	biemann	biemann	PROPN
easat-9644	691	17	,	,	PUNCT
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easat-9644	691	19	gett	gett	NOUN
easat-9644	691	20	-	-	PUNCT
easat-9644	691	21	qa	qa	PROPN
easat-9644	691	22	:	:	PUNCT
easat-9644	691	23	graph	graph	NOUN
easat-9644	691	24	embedding	embed	VERB
easat-9644	691	25	based	base	VERB
easat-9644	691	26	t2	t2	PROPN
easat-9644	691	27	t	t	NOUN
easat-9644	691	28	transformer	transformer	NOUN
easat-9644	691	29	for	for	ADP
easat-9644	691	30	knowledge	knowledge	NOUN
easat-9644	691	31	graph	graph	NOUN
easat-9644	691	32	question	question	NOUN
easat-9644	691	33	answering	answering	NOUN
easat-9644	691	34	,	,	PUNCT
easat-9644	691	35	"	"	PUNCT
easat-9644	691	36	in	in	ADP
easat-9644	691	37	in	in	ADP
easat-9644	691	38	c.	c.	PROPN
easat-9644	691	39	pesquita	pesquita	PROPN
easat-9644	691	40	,	,	PUNCT
easat-9644	691	41	j.	j.	PROPN
easat-9644	691	42	e.	e.	PROPN
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easat-9644	691	44	,	,	PUNCT
easat-9644	691	45	j.	j.	PROPN
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easat-9644	691	48	,	,	PUNCT
easat-9644	691	49	d.	d.	PROPN
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easat-9644	691	52	a.	a.	NOUN
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easat-9644	691	58	&	&	CCONJ
easat-9644	691	59	s.	s.	PROPN
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easat-9644	691	61	(	(	PUNCT
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easat-9644	691	65	,	,	PUNCT
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easat-9644	691	72	2023	2023	NUM
easat-9644	691	73	:	:	PUNCT
easat-9644	691	74	springer	springer	NOUN
easat-9644	691	75	nature	nature	PROPN
easat-9644	691	76	switzerland	switzerland	PROPN
easat-9644	691	77	.	.	PUNCT
easat-9644	692	1	https://doi.org/10.1007/978-3-031-33455-9_17	https://doi.org/10.1007/978-3-031-33455-9_17	PROPN
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easat-9644	693	3	]	]	PUNCT
easat-9644	693	4	s.	s.	PROPN
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easat-9644	693	7	p.	p.	PROPN
easat-9644	693	8	singh	singh	PROPN
easat-9644	693	9	,	,	PUNCT
easat-9644	693	10	"	"	PUNCT
easat-9644	693	11	combining	combine	VERB
easat-9644	693	12	the	the	DET
easat-9644	693	13	knowledge	knowledge	NOUN
easat-9644	693	14	graph	graph	NOUN
easat-9644	693	15	and	and	CCONJ
easat-9644	693	16	t5	t5	PROPN
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easat-9644	693	20	in	in	ADP
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easat-9644	693	22	,	,	PUNCT
easat-9644	693	23	"	"	PUNCT
easat-9644	693	24	singapore	singapore	PROPN
easat-9644	693	25	,	,	PUNCT
easat-9644	693	26	2023	2023	NUM
easat-9644	693	27	:	:	PUNCT
easat-9644	693	28	springer	springer	NOUN
easat-9644	693	29	nature	nature	PROPN
easat-9644	693	30	singapore	singapore	PROPN
easat-9644	693	31	.	.	PUNCT
easat-9644	694	1	https://doi.org/10.1007/978-981-19-5443-6_30	https://doi.org/10.1007/978-981-19-5443-6_30	X
easat-9644	695	1	[	[	X
easat-9644	695	2	86	86	NUM
easat-9644	695	3	]	]	PUNCT
easat-9644	695	4	r.	r.	PROPN
easat-9644	695	5	zhao	zhao	PROPN
easat-9644	695	6	,	,	PUNCT
easat-9644	695	7	f.	f.	PROPN
easat-9644	695	8	zhao	zhao	PROPN
easat-9644	695	9	,	,	PUNCT
easat-9644	695	10	l.	l.	PROPN
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easat-9644	695	12	,	,	PUNCT
easat-9644	695	13	and	and	CCONJ
easat-9644	695	14	g.	g.	PROPN
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easat-9644	695	45	,	,	PUNCT
easat-9644	695	46	pp	pp	ADJ
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easat-9644	695	49	,	,	PUNCT
easat-9644	695	50	2024	2024	NUM
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easat-9644	696	38	"	"	PUNCT
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easat-9644	698	19	:	:	PUNCT
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easat-9644	699	9	,	,	PUNCT
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easat-9644	701	14	2021	2021	NUM
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easat-9644	702	2	90	90	NUM
easat-9644	702	3	]	]	X
easat-9644	702	4	y.	y.	PROPN
easat-9644	702	5	tu	tu	PROPN
easat-9644	702	6	,	,	PUNCT
easat-9644	702	7	r.	r.	PROPN
easat-9644	702	8	qiu	qiu	PROPN
easat-9644	702	9	,	,	PUNCT
easat-9644	702	10	and	and	CCONJ
easat-9644	702	11	h.-w	h.-w	PROPN
easat-9644	702	12	.	.	PUNCT
easat-9644	703	1	shen	shen	PROPN
easat-9644	703	2	,	,	PUNCT
easat-9644	703	3	"	"	PUNCT
easat-9644	703	4	a	a	DET
easat-9644	703	5	versatile	versatile	ADJ
easat-9644	703	6	information	information	NOUN
easat-9644	703	7	retrieval	retrieval	NOUN
easat-9644	703	8	and	and	CCONJ
easat-9644	703	9	analysis	analysis	NOUN
easat-9644	703	10	framework	framework	NOUN
easat-9644	703	11	for	for	ADP
easat-9644	703	12	academic	academic	ADJ
easat-9644	703	13	papers	paper	NOUN
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easat-9644	703	15	semantic	semantic	ADJ
easat-9644	703	16	knowledge	knowledge	NOUN
easat-9644	703	17	graphs	graph	NOUN
easat-9644	703	18	,	,	PUNCT
easat-9644	703	19	"	"	PUNCT
easat-9644	703	20	arxiv	arxiv	PROPN
easat-9644	703	21	preprint	preprint	NOUN
easat-9644	703	22	2023	2023	NUM
easat-9644	703	23	.	.	PUNCT
easat-9644	704	1	[	[	X
easat-9644	704	2	91	91	NUM
easat-9644	704	3	]	]	PUNCT
easat-9644	704	4	l.	l.	PROPN
easat-9644	704	5	aryan	aryan	PROPN
easat-9644	704	6	,	,	PUNCT
easat-9644	704	7	k.	k.	PROPN
easat-9644	704	8	thingbaijam	thingbaijam	PROPN
easat-9644	704	9	,	,	PUNCT
easat-9644	704	10	p.	p.	NOUN
easat-9644	704	11	v.	v.	PROPN
easat-9644	704	12	prasad	prasad	PROPN
easat-9644	704	13	,	,	PUNCT
easat-9644	704	14	b.	b.	PROPN
easat-9644	704	15	mallala	mallala	PROPN
easat-9644	704	16	,	,	PUNCT
easat-9644	704	17	and	and	CCONJ
easat-9644	704	18	s.	s.	PROPN
easat-9644	704	19	patil	patil	PROPN
easat-9644	704	20	,	,	PUNCT
easat-9644	704	21	"	"	PUNCT
easat-9644	704	22	incorporating	incorporate	VERB
easat-9644	704	23	knowledge	knowledge	NOUN
easat-9644	704	24	graphs	graph	NOUN
easat-9644	704	25	in	in	ADP
easat-9644	704	26	semantic	semantic	ADJ
easat-9644	704	27	search	search	NOUN
easat-9644	704	28	,	,	PUNCT
easat-9644	704	29	"	"	PUNCT
easat-9644	704	30	in	in	ADP
easat-9644	704	31	in	in	ADP
easat-9644	704	32	2024	2024	NUM
easat-9644	704	33	15th	15th	ADJ
easat-9644	704	34	international	international	ADJ
easat-9644	704	35	conference	conference	NOUN
easat-9644	704	36	on	on	ADP
easat-9644	704	37	computing	compute	VERB
easat-9644	704	38	communication	communication	NOUN
easat-9644	704	39	and	and	CCONJ
easat-9644	704	40	networking	networking	NOUN
easat-9644	704	41	technologies	technology	NOUN
easat-9644	704	42	(	(	PUNCT
easat-9644	704	43	icccnt	icccnt	ADJ
easat-9644	704	44	2024	2024	NUM
easat-9644	704	45	)	)	PUNCT
easat-9644	704	46	,	,	PUNCT
easat-9644	704	47	ieee	ieee	NOUN
easat-9644	704	48	,	,	PUNCT
easat-9644	704	49	2024	2024	NUM
easat-9644	704	50	.	.	PUNCT
easat-9644	705	1	[	[	X
easat-9644	705	2	92	92	NUM
easat-9644	705	3	]	]	X
easat-9644	705	4	g.	g.	NOUN
easat-9644	705	5	veena	veena	PROPN
easat-9644	705	6	,	,	PUNCT
easat-9644	705	7	d.	d.	PROPN
easat-9644	705	8	gupta	gupta	PROPN
easat-9644	705	9	,	,	PUNCT
easat-9644	705	10	and	and	CCONJ
easat-9644	705	11	v.	v.	ADP
easat-9644	705	12	kanjirangat	kanjirangat	PROPN
easat-9644	705	13	,	,	PUNCT
easat-9644	705	14	"	"	PUNCT
easat-9644	705	15	semi	semi	ADJ
easat-9644	705	16	-	-	ADJ
easat-9644	705	17	supervised	supervised	ADJ
easat-9644	705	18	bootstrapped	bootstrappe	VERB
easat-9644	705	19	syntax	syntax	NOUN
easat-9644	705	20	-	-	PUNCT
easat-9644	705	21	semantics	semantic	NOUN
easat-9644	705	22	-	-	PUNCT
easat-9644	705	23	based	base	VERB
easat-9644	705	24	approach	approach	NOUN
easat-9644	705	25	for	for	ADP
easat-9644	705	26	agriculture	agriculture	NOUN
easat-9644	705	27	relation	relation	NOUN
easat-9644	705	28	extraction	extraction	NOUN
easat-9644	705	29	for	for	ADP
easat-9644	705	30	knowledge	knowledge	NOUN
easat-9644	705	31	graph	graph	NOUN
easat-9644	705	32	creation	creation	NOUN
easat-9644	705	33	and	and	CCONJ
easat-9644	705	34	reasoning	reasoning	NOUN
easat-9644	705	35	,	,	PUNCT
easat-9644	705	36	"	"	PUNCT
easat-9644	705	37	ieee	ieee	NOUN
easat-9644	705	38	access	access	NOUN
easat-9644	705	39	,	,	PUNCT
easat-9644	705	40	vol	vol	NOUN
easat-9644	705	41	.	.	PROPN
easat-9644	705	42	11	11	NUM
easat-9644	705	43	,	,	PUNCT
easat-9644	705	44	pp	pp	ADJ
easat-9644	705	45	.	.	PUNCT
easat-9644	705	46	138375138398	138375138398	NUM
easat-9644	705	47	,	,	PUNCT
easat-9644	705	48	2023	2023	NUM
easat-9644	705	49	.	.	PUNCT
easat-9644	706	1	https://doi.org/10.1109/access.2023.3339552	https://doi.org/10.1109/access.2023.3339552	PROPN
easat-9644	706	2	[	[	X
easat-9644	706	3	93	93	X
easat-9644	706	4	]	]	X
easat-9644	706	5	y.	y.	PROPN
easat-9644	706	6	li	li	PROPN
easat-9644	706	7	,	,	PUNCT
easat-9644	706	8	"	"	PUNCT
easat-9644	706	9	knowledge	knowledge	NOUN
easat-9644	706	10	base	base	NOUN
easat-9644	706	11	question	question	NOUN
easat-9644	706	12	answering	answering	NOUN
easat-9644	706	13	based	base	VERB
easat-9644	706	14	on	on	ADP
easat-9644	706	15	machine	machine	NOUN
easat-9644	706	16	reading	reading	NOUN
easat-9644	706	17	comprehension	comprehension	NOUN
easat-9644	706	18	,	,	PUNCT
easat-9644	706	19	"	"	PUNCT
easat-9644	706	20	in	in	ADP
easat-9644	706	21	2024	2024	NUM
easat-9644	706	22	ieee	ieee	NOUN
easat-9644	706	23	6th	6th	NOUN
easat-9644	706	24	advanced	advanced	ADJ
easat-9644	706	25	information	information	NOUN
easat-9644	706	26	management	management	NOUN
easat-9644	706	27	,	,	PUNCT
easat-9644	706	28	communicates	communicate	VERB
easat-9644	706	29	,	,	PUNCT
easat-9644	706	30	electronic	electronic	ADJ
easat-9644	706	31	and	and	CCONJ
easat-9644	706	32	automation	automation	NOUN
easat-9644	706	33	control	control	NOUN
easat-9644	706	34	conference	conference	PROPN
easat-9644	706	35	(	(	PUNCT
easat-9644	706	36	imcec	imcec	PROPN
easat-9644	706	37	)	)	PUNCT
easat-9644	706	38	,	,	PUNCT
easat-9644	706	39	2024	2024	NUM
easat-9644	706	40	.	.	PUNCT
easat-9644	707	1	https://doi.org/10.1109/imcec59810.2024.10575550	https://doi.org/10.1109/imcec59810.2024.10575550	PROPN
easat-9644	708	1	[	[	X
easat-9644	708	2	94	94	NUM
easat-9644	708	3	]	]	X
easat-9644	708	4	a.	a.	NOUN
easat-9644	708	5	lan	lan	PROPN
easat-9644	708	6	,	,	PUNCT
easat-9644	708	7	y.	y.	PROPN
easat-9644	708	8	zhu	zhu	PROPN
easat-9644	708	9	,	,	PUNCT
easat-9644	708	10	q.	q.	PROPN
easat-9644	708	11	zhang	zhang	PROPN
easat-9644	708	12	,	,	PUNCT
easat-9644	708	13	y.	y.	PROPN
easat-9644	708	14	cui	cui	PROPN
easat-9644	708	15	,	,	PUNCT
easat-9644	708	16	and	and	CCONJ
easat-9644	708	17	q.	q.	PROPN
easat-9644	708	18	mao	mao	PROPN
easat-9644	708	19	,	,	PUNCT
easat-9644	708	20	"	"	PUNCT
easat-9644	708	21	joint	joint	ADJ
easat-9644	708	22	extraction	extraction	NOUN
easat-9644	708	23	model	model	NOUN
easat-9644	708	24	of	of	ADP
easat-9644	708	25	chinese	chinese	ADJ
easat-9644	708	26	recipe	recipe	NOUN
easat-9644	708	27	entities	entity	NOUN
easat-9644	708	28	and	and	CCONJ
easat-9644	708	29	relations	relation	NOUN
easat-9644	708	30	based	base	VERB
easat-9644	708	31	on	on	ADP
easat-9644	708	32	adversarial	adversarial	ADJ
easat-9644	708	33	training	training	NOUN
easat-9644	708	34	and	and	CCONJ
easat-9644	708	35	cascaded	cascade	VERB
easat-9644	708	36	binary	binary	ADJ
easat-9644	708	37	tagging	tagging	NOUN
easat-9644	708	38	,	,	PUNCT
easat-9644	708	39	"	"	PUNCT
easat-9644	708	40	in	in	ADP
easat-9644	708	41	2022	2022	NUM
easat-9644	708	42	2nd	2nd	ADJ
easat-9644	708	43	international	international	ADJ
easat-9644	708	44	conference	conference	NOUN
easat-9644	708	45	on	on	ADP
easat-9644	708	46	algorithms	algorithm	NOUN
easat-9644	708	47	,	,	PUNCT
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easat-9644	708	49	performance	performance	NOUN
easat-9644	708	50	computing	computing	NOUN
easat-9644	708	51	and	and	CCONJ
easat-9644	708	52	artificial	artificial	ADJ
easat-9644	708	53	intelligence	intelligence	NOUN
easat-9644	708	54	(	(	PUNCT
easat-9644	708	55	ahpcai	ahpcai	PROPN
easat-9644	708	56	)	)	PUNCT
easat-9644	708	57	,	,	PUNCT
easat-9644	708	58	2022	2022	NUM
easat-9644	708	59	.	.	PUNCT
easat-9644	708	60	https://doi.org/10.1109/ahpcai57455.2022.10087617	https://doi.org/10.1109/ahpcai57455.2022.10087617	PROPN
easat-9644	709	1	[	[	X
easat-9644	709	2	95	95	NUM
easat-9644	709	3	]	]	PUNCT
easat-9644	709	4	l.	l.	PROPN
easat-9644	709	5	halilaj	halilaj	PROPN
easat-9644	709	6	,	,	PUNCT
easat-9644	709	7	t.	t.	PROPN
easat-9644	709	8	richardsen	richardsen	PROPN
easat-9644	709	9	,	,	PUNCT
easat-9644	709	10	a.	a.	NOUN
easat-9644	709	11	dittberner	dittberner	PROPN
easat-9644	709	12	,	,	PUNCT
easat-9644	709	13	f.	f.	PROPN
easat-9644	709	14	wauro	wauro	PROPN
easat-9644	709	15	,	,	PUNCT
easat-9644	709	16	and	and	CCONJ
easat-9644	709	17	k.	k.	PROPN
easat-9644	709	18	n.	n.	PROPN
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easat-9644	709	20	,	,	PUNCT
easat-9644	709	21	"	"	PUNCT
easat-9644	709	22	semi	semi	ADJ
easat-9644	709	23	-	-	ADJ
easat-9644	709	24	supervised	supervised	ADJ
easat-9644	709	25	construction	construction	NOUN
easat-9644	709	26	of	of	ADP
easat-9644	709	27	domainspecific	domainspecific	ADJ
easat-9644	709	28	knowledge	knowledge	NOUN
easat-9644	709	29	graphs	graph	NOUN
easat-9644	709	30	,	,	PUNCT
easat-9644	709	31	"	"	PUNCT
easat-9644	709	32	in	in	ADP
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easat-9644	709	35	proceedings	proceeding	NOUN
easat-9644	709	36	.	.	PUNCT
easat-9644	710	1	aachen	aachen	PROPN
easat-9644	710	2	,	,	PUNCT
easat-9644	710	3	germany	germany	PROPN
easat-9644	710	4	,	,	PUNCT
easat-9644	710	5	2023	2023	NUM
easat-9644	710	6	.	.	PUNCT
easat-9644	711	1	[	[	X
easat-9644	711	2	96	96	NUM
easat-9644	711	3	]	]	X
easat-9644	711	4	m.	m.	NOUN
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easat-9644	711	6	and	and	CCONJ
easat-9644	711	7	w.	w.	PROPN
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easat-9644	711	9	,	,	PUNCT
easat-9644	711	10	an	an	DET
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easat-9644	711	12	-	-	PUNCT
easat-9644	711	13	to	to	ADP
easat-9644	711	14	-	-	PUNCT
easat-9644	711	15	end	end	NOUN
easat-9644	711	16	neural	neural	ADJ
easat-9644	711	17	model	model	NOUN
easat-9644	711	18	for	for	ADP
easat-9644	711	19	domain	domain	NOUN
easat-9644	711	20	agnostic	agnostic	ADJ
easat-9644	711	21	knowledge	knowledge	NOUN
easat-9644	711	22	graph	graph	NOUN
easat-9644	711	23	(	(	PUNCT
easat-9644	711	24	not	not	PART
easat-9644	711	25	text	text	NOUN
easat-9644	711	26	graph	graph	NOUN
easat-9644	711	27	)	)	PUNCT
easat-9644	711	28	construction	construction	NOUN
easat-9644	711	29	from	from	ADP
easat-9644	711	30	text	text	NOUN
easat-9644	711	31	.	.	PUNCT
easat-9644	712	1	berlin	berlin	PROPN
easat-9644	712	2	,	,	PUNCT
easat-9644	712	3	germany	germany	PROPN
easat-9644	712	4	:	:	PUNCT
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easat-9644	712	7	,	,	PUNCT
easat-9644	712	8	2020	2020	NUM
easat-9644	712	9	.	.	PUNCT
easat-9644	713	1	[	[	X
easat-9644	713	2	97	97	NUM
easat-9644	713	3	]	]	X
easat-9644	713	4	h.	h.	PROPN
easat-9644	713	5	chen	chen	PROPN
easat-9644	713	6	,	,	PUNCT
easat-9644	713	7	g.	g.	PROPN
easat-9644	713	8	cao	cao	PROPN
easat-9644	713	9	,	,	PUNCT
easat-9644	713	10	j.	j.	PROPN
easat-9644	713	11	chen	chen	PROPN
easat-9644	713	12	,	,	PUNCT
easat-9644	713	13	and	and	CCONJ
easat-9644	713	14	j.	j.	PROPN
easat-9644	713	15	ding	ding	PROPN
easat-9644	713	16	,	,	PUNCT
easat-9644	713	17	"	"	PUNCT
easat-9644	713	18	a	a	DET
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easat-9644	713	20	framework	framework	NOUN
easat-9644	713	21	for	for	ADP
easat-9644	713	22	evaluating	evaluate	VERB
easat-9644	713	23	the	the	DET
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easat-9644	713	26	knowledge	knowledge	NOUN
easat-9644	713	27	graph	graph	NOUN
easat-9644	713	28	,	,	PUNCT
easat-9644	713	29	"	"	PUNCT
easat-9644	713	30	in	in	ADP
easat-9644	713	31	china	china	PROPN
easat-9644	713	32	conference	conference	PROPN
easat-9644	713	33	on	on	ADP
easat-9644	713	34	knowledge	knowledge	NOUN
easat-9644	713	35	graph	graph	NOUN
easat-9644	713	36	and	and	CCONJ
easat-9644	713	37	semantic	semantic	ADJ
easat-9644	713	38	computing	computing	NOUN
easat-9644	713	39	,	,	PUNCT
easat-9644	713	40	2019	2019	NUM
easat-9644	713	41	:	:	PUNCT
easat-9644	713	42	springer	springer	NOUN
easat-9644	713	43	.	.	PUNCT
easat-9644	714	1	[	[	X
easat-9644	714	2	98	98	NUM
easat-9644	714	3	]	]	PUNCT
easat-9644	714	4	s.	s.	PROPN
easat-9644	714	5	seo	seo	PROPN
easat-9644	714	6	,	,	PUNCT
easat-9644	714	7	h.	h.	PROPN
easat-9644	714	8	cheon	cheon	PROPN
easat-9644	714	9	,	,	PUNCT
easat-9644	714	10	h.	h.	PROPN
easat-9644	714	11	kim	kim	PROPN
easat-9644	714	12	,	,	PUNCT
easat-9644	714	13	and	and	CCONJ
easat-9644	714	14	d.	d.	PROPN
easat-9644	714	15	hyun	hyun	PROPN
easat-9644	714	16	,	,	PUNCT
easat-9644	714	17	"	"	PUNCT
easat-9644	714	18	structural	structural	ADJ
easat-9644	714	19	quality	quality	NOUN
easat-9644	714	20	metrics	metric	NOUN
easat-9644	714	21	to	to	PART
easat-9644	714	22	evaluate	evaluate	VERB
easat-9644	714	23	knowledge	knowledge	NOUN
easat-9644	714	24	graphs	graph	NOUN
easat-9644	714	25	,	,	PUNCT
easat-9644	714	26	"	"	PUNCT
easat-9644	714	27	arxiv	arxiv	PROPN
easat-9644	714	28	preprint	preprint	VERB
easat-9644	714	29	2022	2022	NUM
easat-9644	714	30	.	.	PUNCT
easat-9644	715	1	[	[	X
easat-9644	715	2	99	99	NUM
easat-9644	715	3	]	]	X
easat-9644	715	4	l.	l.	PROPN
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easat-9644	715	8	konrad	konrad	PROPN
easat-9644	715	9	,	,	PUNCT
easat-9644	715	10	and	and	CCONJ
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easat-9644	715	12	prinz	prinz	PROPN
easat-9644	715	13	,	,	PUNCT
easat-9644	715	14	"	"	PUNCT
easat-9644	715	15	knowledge	knowledge	NOUN
easat-9644	715	16	graph	graph	NOUN
easat-9644	715	17	building	building	NOUN
easat-9644	715	18	blocks	block	NOUN
easat-9644	715	19	:	:	PUNCT
easat-9644	715	20	an	an	DET
easat-9644	715	21	easy	easy	ADJ
easat-9644	715	22	-	-	PUNCT
easat-9644	715	23	to	to	ADP
easat-9644	715	24	-	-	PUNCT
easat-9644	715	25	use	use	VERB
easat-9644	715	26	framework	framework	NOUN
easat-9644	715	27	for	for	ADP
easat-9644	715	28	developing	develop	VERB
easat-9644	715	29	fairer	fair	ADJ
easat-9644	715	30	knowledge	knowledge	NOUN
easat-9644	715	31	graphs	graph	NOUN
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easat-9644	717	36	160018	160018	NUM
easat-9644	717	37	,	,	PUNCT
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easat-9644	719	41	,	,	PUNCT
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easat-9644	719	43	.	.	PUNCT
easat-9644	720	1	https://doi.org/10.3390/agriculture11100912	https://doi.org/10.3390/agriculture11100912	PROPN
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easat-9644	723	6	:	:	SYM
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easat-9644	723	8	-	-	SYM
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easat-9644	724	47	,	,	PUNCT
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easat-9644	732	41	module	module	NOUN
easat-9644	732	42	,	,	PUNCT
easat-9644	732	43	"	"	PUNCT
easat-9644	732	44	complex	complex	ADJ
easat-9644	732	45	&	&	CCONJ
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easat-9644	732	47	systems	system	NOUN
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easat-9644	732	49	vol	vol	NOUN
easat-9644	732	50	.	.	PROPN
easat-9644	732	51	11	11	NUM
easat-9644	732	52	,	,	PUNCT
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easat-9644	732	54	.	.	NOUN
easat-9644	732	55	1	1	NUM
easat-9644	732	56	,	,	PUNCT
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easat-9644	732	58	42	42	NUM
easat-9644	732	59	,	,	PUNCT
easat-9644	732	60	2024	2024	NUM
easat-9644	732	61	.	.	PUNCT
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easat-9644	733	3	]	]	PUNCT
easat-9644	733	4	t.	t.	NOUN
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easat-9644	733	7	j.	j.	PROPN
easat-9644	733	8	vincent	vincent	PROPN
easat-9644	733	9	fonou	fonou	PROPN
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easat-9644	733	11	dombeu	dombeu	NOUN
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easat-9644	733	13	"	"	PUNCT
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easat-9644	733	17	state	state	NOUN
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easat-9644	733	24	for	for	ADP
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easat-9644	733	26	construction	construction	NOUN
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easat-9644	733	28	"	"	PUNCT
easat-9644	733	29	ieee	ieee	NOUN
easat-9644	733	30	access	access	NOUN
easat-9644	733	31	,	,	PUNCT
easat-9644	733	32	vol	vol	NOUN
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easat-9644	733	34	12	12	NUM
easat-9644	733	35	,	,	PUNCT
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easat-9644	733	38	82354	82354	NUM
easat-9644	733	39	-	-	SYM
easat-9644	733	40	82383	82383	NUM
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easat-9644	733	42	2024	2024	NUM
easat-9644	733	43	.	.	PUNCT
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easat-9644	735	7	t.	t.	PROPN
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easat-9644	735	13	e.	e.	PROPN
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easat-9644	735	16	and	and	CCONJ
easat-9644	735	17	m.	m.	NOUN
easat-9644	735	18	liyanage	liyanage	NOUN
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easat-9644	735	20	"	"	PUNCT
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easat-9644	735	23	in	in	ADP
easat-9644	735	24	federated	federated	ADJ
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easat-9644	735	27	"	"	PUNCT
easat-9644	735	28	in	in	ADP
easat-9644	735	29	2024	2024	NUM
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easat-9644	735	32	conference	conference	NOUN
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easat-9644	735	35	networking	networking	NOUN
easat-9644	735	36	)	)	PUNCT
easat-9644	735	37	,	,	PUNCT
easat-9644	735	38	2024	2024	NUM
easat-9644	735	39	.	.	PUNCT
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easat-9644	736	3	109	109	NUM
easat-9644	736	4	]	]	PUNCT
easat-9644	736	5	n.	n.	PROPN
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easat-9644	736	10	,	,	PUNCT
easat-9644	736	11	"	"	PUNCT
easat-9644	736	12	privacy	privacy	NOUN
easat-9644	736	13	preserving	preserve	VERB
easat-9644	736	14	knowledge	knowledge	NOUN
easat-9644	736	15	graph	graph	NOUN
easat-9644	736	16	for	for	ADP
easat-9644	736	17	healthcare	healthcare	NOUN
easat-9644	736	18	applications	application	NOUN
easat-9644	736	19	,	,	PUNCT
easat-9644	736	20	"	"	PUNCT
easat-9644	736	21	in	in	ADP
easat-9644	736	22	journal	journal	NOUN
easat-9644	736	23	of	of	ADP
easat-9644	736	24	physics	physics	PROPN
easat-9644	736	25	:	:	PUNCT
easat-9644	736	26	conference	conference	NOUN
easat-9644	736	27	series	series	NOUN
easat-9644	736	28	,	,	PUNCT
easat-9644	736	29	2022	2022	NUM
easat-9644	736	30	:	:	PUNCT
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easat-9644	736	32	publishing	publishing	NOUN
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