id	sid	tid	token	lemma	pos
easat-7419	1	1	edelweiss	edelweiss	PROPN
easat-7419	1	2	applied	apply	VERB
easat-7419	1	3	science	science	NOUN
easat-7419	1	4	and	and	CCONJ
easat-7419	1	5	technology	technology	NOUN
easat-7419	1	6	issn	issn	PROPN
easat-7419	1	7	:	:	PUNCT
easat-7419	1	8	2576	2576	NUM
easat-7419	1	9	-	-	SYM
easat-7419	1	10	8484	8484	NUM
easat-7419	1	11	vol	vol	NOUN
easat-7419	1	12	.	.	PROPN
easat-7419	2	1	9	9	NUM
easat-7419	2	2	,	,	PUNCT
easat-7419	2	3	no	no	INTJ
easat-7419	2	4	.	.	NOUN
easat-7419	2	5	5	5	NUM
easat-7419	2	6	,	,	PUNCT
easat-7419	2	7	2144	2144	NUM
easat-7419	2	8	-	-	SYM
easat-7419	2	9	2156	2156	NUM
easat-7419	2	10	2025	2025	NUM
easat-7419	2	11	publisher	publisher	NOUN
easat-7419	2	12	:	:	PUNCT
easat-7419	2	13	learning	learn	VERB
easat-7419	2	14	gate	gate	NOUN
easat-7419	2	15	doi	doi	PROPN
easat-7419	2	16	:	:	PUNCT
easat-7419	2	17	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	2	18	©	©	PROPN
easat-7419	2	19	2025	2025	NUM
easat-7419	2	20	by	by	ADP
easat-7419	2	21	the	the	DET
easat-7419	2	22	authors	author	NOUN
easat-7419	2	23	;	;	PUNCT
easat-7419	2	24	licensee	licensee	PROPN
easat-7419	2	25	learning	learning	NOUN
easat-7419	2	26	gate	gate	NOUN
easat-7419	3	1	©	©	PROPN
easat-7419	3	2	2025	2025	NUM
easat-7419	3	3	by	by	ADP
easat-7419	3	4	the	the	DET
easat-7419	3	5	authors	author	NOUN
easat-7419	3	6	;	;	PUNCT
easat-7419	3	7	licensee	licensee	PROPN
easat-7419	3	8	learning	learning	NOUN
easat-7419	3	9	gate	gate	NOUN
easat-7419	3	10	history	history	NOUN
easat-7419	3	11	:	:	PUNCT
easat-7419	3	12	received	receive	VERB
easat-7419	3	13	:	:	PUNCT
easat-7419	3	14	14	14	NUM
easat-7419	3	15	february	february	NOUN
easat-7419	3	16	2025	2025	NUM
easat-7419	3	17	;	;	PUNCT
easat-7419	3	18	revised	revise	VERB
easat-7419	3	19	:	:	PUNCT
easat-7419	3	20	25	25	NUM
easat-7419	3	21	april	april	PROPN
easat-7419	3	22	2025	2025	NUM
easat-7419	3	23	;	;	PUNCT
easat-7419	3	24	accepted	accept	VERB
easat-7419	3	25	:	:	PUNCT
easat-7419	3	26	29	29	NUM
easat-7419	3	27	april	april	PROPN
easat-7419	3	28	2025	2025	NUM
easat-7419	3	29	;	;	PUNCT
easat-7419	3	30	published	publish	VERB
easat-7419	3	31	:	:	PUNCT
easat-7419	3	32	21	21	NUM
easat-7419	3	33	may	may	PROPN
easat-7419	3	34	2025	2025	NUM
easat-7419	3	35	*	*	PUNCT
easat-7419	3	36	correspondence	correspondence	NOUN
easat-7419	3	37	:	:	PUNCT
easat-7419	4	1	shuhanglyu@163.com	shuhanglyu@163.com	PROPN
easat-7419	4	2	news	news	NOUN
easat-7419	4	3	recommendation	recommendation	NOUN
easat-7419	4	4	model	model	NOUN
easat-7419	4	5	and	and	CCONJ
easat-7419	4	6	application	application	NOUN
easat-7419	4	7	in	in	ADP
easat-7419	4	8	the	the	DET
easat-7419	4	9	era	era	NOUN
easat-7419	4	10	of	of	ADP
easat-7419	4	11	integrated	integrate	VERB
easat-7419	4	12	media	medium	NOUN
easat-7419	4	13	based	base	VERB
easat-7419	4	14	on	on	ADP
easat-7419	4	15	knowledge	knowledge	NOUN
easat-7419	4	16	graph	graph	NOUN
easat-7419	4	17	shuhang	shuhang	PROPN
easat-7419	4	18	lyu1	lyu1	PROPN
easat-7419	4	19	*	*	PROPN
easat-7419	4	20	,	,	PUNCT
easat-7419	4	21	xueling	xueling	NOUN
easat-7419	4	22	guan2	guan2	PROPN
easat-7419	5	1	1universiti	1universiti	NUM
easat-7419	5	2	tunku	tunku	PROPN
easat-7419	5	3	abdul	abdul	PROPN
easat-7419	5	4	rahman	rahman	PROPN
easat-7419	5	5	(	(	PUNCT
easat-7419	5	6	sungai	sungai	PROPN
easat-7419	5	7	long	long	PROPN
easat-7419	5	8	campus	campus	PROPN
easat-7419	5	9	)	)	PUNCT
easat-7419	5	10	negeri	negeri	PROPN
easat-7419	5	11	selangor	selangor	PROPN
easat-7419	5	12	47300	47300	NUM
easat-7419	5	13	,	,	PUNCT
easat-7419	5	14	malaysia	malaysia	PROPN
easat-7419	5	15	;	;	PUNCT
easat-7419	5	16	shuhanglyu@163.com	shuhanglyu@163.com	PROPN
easat-7419	5	17	(	(	PUNCT
easat-7419	5	18	s.l	s.l	PROPN
easat-7419	5	19	.	.	PUNCT
easat-7419	5	20	)	)	PUNCT
easat-7419	6	1	2beijing	2beijing	NUM
easat-7419	6	2	daxing	daxe	VERB
easat-7419	6	3	branch	branch	NOUN
easat-7419	6	4	shanghai	shanghai	PROPN
easat-7419	6	5	pudong	pudong	PROPN
easat-7419	6	6	development	development	PROPN
easat-7419	6	7	bank	bank	PROPN
easat-7419	6	8	beijing	beijing	PROPN
easat-7419	6	9	102628	102628	NUM
easat-7419	6	10	,	,	PUNCT
easat-7419	6	11	china	china	PROPN
easat-7419	6	12	;	;	PUNCT
easat-7419	6	13	2391718940@qq.com	2391718940@qq.com	NUM
easat-7419	6	14	(	(	PUNCT
easat-7419	6	15	x.g	x.g	PROPN
easat-7419	6	16	.	.	PROPN
easat-7419	6	17	)	)	PUNCT
easat-7419	6	18	.	.	PUNCT
easat-7419	7	1	abstract	abstract	ADV
easat-7419	7	2	:	:	PUNCT
easat-7419	7	3	in	in	ADP
easat-7419	7	4	the	the	DET
easat-7419	7	5	era	era	NOUN
easat-7419	7	6	of	of	ADP
easat-7419	7	7	integrated	integrated	ADJ
easat-7419	7	8	media	medium	NOUN
easat-7419	7	9	,	,	PUNCT
easat-7419	7	10	the	the	DET
easat-7419	7	11	integration	integration	NOUN
easat-7419	7	12	of	of	ADP
easat-7419	7	13	news	news	NOUN
easat-7419	7	14	information	information	NOUN
easat-7419	7	15	has	have	AUX
easat-7419	7	16	demonstrated	demonstrate	VERB
easat-7419	7	17	an	an	DET
easat-7419	7	18	explosive	explosive	ADJ
easat-7419	7	19	proliferation	proliferation	NOUN
easat-7419	7	20	.	.	PUNCT
easat-7419	8	1	in	in	ADP
easat-7419	8	2	this	this	DET
easat-7419	8	3	era	era	NOUN
easat-7419	8	4	,	,	PUNCT
easat-7419	8	5	users	user	NOUN
easat-7419	8	6	can	can	AUX
easat-7419	8	7	not	not	PART
easat-7419	8	8	quickly	quickly	ADV
easat-7419	8	9	and	and	CCONJ
easat-7419	8	10	accurately	accurately	ADV
easat-7419	8	11	find	find	VERB
easat-7419	8	12	news	news	NOUN
easat-7419	8	13	of	of	ADP
easat-7419	8	14	interest	interest	NOUN
easat-7419	8	15	,	,	PUNCT
easat-7419	8	16	and	and	CCONJ
easat-7419	8	17	the	the	DET
easat-7419	8	18	importance	importance	NOUN
easat-7419	8	19	of	of	ADP
easat-7419	8	20	personalized	personalized	ADJ
easat-7419	8	21	news	news	NOUN
easat-7419	8	22	recommendations	recommendation	NOUN
easat-7419	8	23	has	have	AUX
easat-7419	8	24	become	become	VERB
easat-7419	8	25	increasingly	increasingly	ADV
easat-7419	8	26	prominent	prominent	ADJ
easat-7419	8	27	.	.	PUNCT
easat-7419	9	1	the	the	DET
easat-7419	9	2	model	model	NOUN
easat-7419	9	3	based	base	VERB
easat-7419	9	4	on	on	ADP
easat-7419	9	5	knowledge	knowledge	NOUN
easat-7419	9	6	graphs	graph	NOUN
easat-7419	9	7	can	can	AUX
easat-7419	9	8	capture	capture	VERB
easat-7419	9	9	rich	rich	ADJ
easat-7419	9	10	semantic	semantic	ADJ
easat-7419	9	11	and	and	CCONJ
easat-7419	9	12	structural	structural	ADJ
easat-7419	9	13	information	information	NOUN
easat-7419	9	14	and	and	CCONJ
easat-7419	9	15	analyze	analyze	VERB
easat-7419	9	16	users	user	NOUN
easat-7419	9	17	’	'	PUNCT
easat-7419	9	18	personalized	personalize	VERB
easat-7419	9	19	preferences	preference	NOUN
easat-7419	9	20	more	more	ADV
easat-7419	9	21	accurately	accurately	ADV
easat-7419	9	22	.	.	PUNCT
easat-7419	10	1	it	it	PRON
easat-7419	10	2	is	be	AUX
easat-7419	10	3	becoming	become	VERB
easat-7419	10	4	the	the	DET
easat-7419	10	5	latest	late	ADJ
easat-7419	10	6	technology	technology	NOUN
easat-7419	10	7	in	in	ADP
easat-7419	10	8	recommendation	recommendation	NOUN
easat-7419	10	9	systems	system	NOUN
easat-7419	10	10	.	.	PUNCT
easat-7419	11	1	based	base	VERB
easat-7419	11	2	on	on	ADP
easat-7419	11	3	the	the	DET
easat-7419	11	4	knowledge	knowledge	NOUN
easat-7419	11	5	of	of	ADP
easat-7419	11	6	knowledge	knowledge	NOUN
easat-7419	11	7	graphs	graph	NOUN
easat-7419	11	8	,	,	PUNCT
easat-7419	11	9	this	this	DET
easat-7419	11	10	paper	paper	NOUN
easat-7419	11	11	first	first	ADV
easat-7419	11	12	studies	study	VERB
easat-7419	11	13	the	the	DET
easat-7419	11	14	construction	construction	NOUN
easat-7419	11	15	of	of	ADP
easat-7419	11	16	knowledge	knowledge	NOUN
easat-7419	11	17	graphs	graph	NOUN
easat-7419	11	18	,	,	PUNCT
easat-7419	11	19	including	include	VERB
easat-7419	11	20	natural	natural	ADJ
easat-7419	11	21	language	language	NOUN
easat-7419	11	22	processing	processing	NOUN
easat-7419	11	23	,	,	PUNCT
easat-7419	11	24	distributed	distribute	VERB
easat-7419	11	25	computing	computing	NOUN
easat-7419	11	26	,	,	PUNCT
easat-7419	11	27	knowledge	knowledge	NOUN
easat-7419	11	28	fusion	fusion	NOUN
easat-7419	11	29	,	,	PUNCT
easat-7419	11	30	knowledge	knowledge	NOUN
easat-7419	11	31	computing	computing	NOUN
easat-7419	11	32	,	,	PUNCT
easat-7419	11	33	and	and	CCONJ
easat-7419	11	34	entity	entity	NOUN
easat-7419	11	35	alignment	alignment	NOUN
easat-7419	11	36	.	.	PUNCT
easat-7419	12	1	then	then	ADV
easat-7419	12	2	it	it	PRON
easat-7419	12	3	researches	research	VERB
easat-7419	12	4	the	the	DET
easat-7419	12	5	construction	construction	NOUN
easat-7419	12	6	of	of	ADP
easat-7419	12	7	mathematical	mathematical	ADJ
easat-7419	12	8	models	model	NOUN
easat-7419	12	9	,	,	PUNCT
easat-7419	12	10	including	include	VERB
easat-7419	12	11	extracting	extract	VERB
easat-7419	12	12	word	word	NOUN
easat-7419	12	13	vectors	vector	NOUN
easat-7419	12	14	,	,	PUNCT
easat-7419	12	15	calculating	calculate	VERB
easat-7419	12	16	user	user	NOUN
easat-7419	12	17	interest	interest	NOUN
easat-7419	12	18	preference	preference	NOUN
easat-7419	12	19	features	feature	VERB
easat-7419	12	20	,	,	PUNCT
easat-7419	12	21	generating	generate	VERB
easat-7419	12	22	news	news	NOUN
easat-7419	12	23	feature	feature	NOUN
easat-7419	12	24	vectors	vector	NOUN
easat-7419	12	25	,	,	PUNCT
easat-7419	12	26	convolutional	convolutional	ADJ
easat-7419	12	27	neural	neural	ADJ
easat-7419	12	28	network	network	NOUN
easat-7419	12	29	recommendation	recommendation	NOUN
easat-7419	12	30	models	model	NOUN
easat-7419	12	31	,	,	PUNCT
easat-7419	12	32	and	and	CCONJ
easat-7419	12	33	integrating	integrate	VERB
easat-7419	12	34	attention	attention	NOUN
easat-7419	12	35	propagation	propagation	NOUN
easat-7419	12	36	layers	layer	NOUN
easat-7419	12	37	.	.	PUNCT
easat-7419	13	1	finally	finally	ADV
easat-7419	13	2	,	,	PUNCT
easat-7419	13	3	this	this	DET
easat-7419	13	4	paper	paper	NOUN
easat-7419	13	5	designs	design	NOUN
easat-7419	13	6	and	and	CCONJ
easat-7419	13	7	completes	complete	VERB
easat-7419	13	8	the	the	DET
easat-7419	13	9	simulation	simulation	NOUN
easat-7419	13	10	experiment	experiment	NOUN
easat-7419	13	11	.	.	PUNCT
easat-7419	14	1	using	use	VERB
easat-7419	14	2	the	the	DET
easat-7419	14	3	adressa	adressa	ADJ
easat-7419	14	4	data	datum	NOUN
easat-7419	14	5	set	set	VERB
easat-7419	14	6	,	,	PUNCT
easat-7419	14	7	through	through	ADP
easat-7419	14	8	the	the	DET
easat-7419	14	9	two	two	NUM
easat-7419	14	10	evaluation	evaluation	NOUN
easat-7419	14	11	indexes	index	NOUN
easat-7419	14	12	of	of	ADP
easat-7419	14	13	f1	f1	NOUN
easat-7419	14	14	and	and	CCONJ
easat-7419	14	15	auc	auc	NOUN
easat-7419	14	16	,	,	PUNCT
easat-7419	14	17	the	the	DET
easat-7419	14	18	ancnn	ancnn	PROPN
easat-7419	14	19	model	model	NOUN
easat-7419	14	20	constructed	construct	VERB
easat-7419	14	21	in	in	ADP
easat-7419	14	22	this	this	DET
easat-7419	14	23	paper	paper	NOUN
easat-7419	14	24	is	be	AUX
easat-7419	14	25	compared	compare	VERB
easat-7419	14	26	with	with	ADP
easat-7419	14	27	the	the	DET
easat-7419	14	28	four	four	NUM
easat-7419	14	29	benchmark	benchmark	NOUN
easat-7419	14	30	models	model	NOUN
easat-7419	14	31	of	of	ADP
easat-7419	14	32	deepfm	deepfm	NOUN
easat-7419	14	33	,	,	PUNCT
easat-7419	14	34	dkn	dkn	NOUN
easat-7419	14	35	,	,	PUNCT
easat-7419	14	36	naml	naml	PROPN
easat-7419	14	37	,	,	PUNCT
easat-7419	14	38	and	and	CCONJ
easat-7419	14	39	npa	npa	NOUN
easat-7419	14	40	,	,	PUNCT
easat-7419	14	41	and	and	CCONJ
easat-7419	14	42	the	the	DET
easat-7419	14	43	advantages	advantage	NOUN
easat-7419	14	44	of	of	ADP
easat-7419	14	45	the	the	DET
easat-7419	14	46	ancnn	ancnn	PROPN
easat-7419	14	47	model	model	NOUN
easat-7419	14	48	constructed	construct	VERB
easat-7419	14	49	in	in	ADP
easat-7419	14	50	this	this	DET
easat-7419	14	51	paper	paper	NOUN
easat-7419	14	52	are	be	AUX
easat-7419	14	53	verified	verify	VERB
easat-7419	14	54	.	.	PUNCT
easat-7419	15	1	the	the	DET
easat-7419	15	2	research	research	NOUN
easat-7419	15	3	results	result	NOUN
easat-7419	15	4	have	have	AUX
easat-7419	15	5	improved	improve	VERB
easat-7419	15	6	the	the	DET
easat-7419	15	7	efficiency	efficiency	NOUN
easat-7419	15	8	of	of	ADP
easat-7419	15	9	news	news	NOUN
easat-7419	15	10	selection	selection	NOUN
easat-7419	15	11	and	and	CCONJ
easat-7419	15	12	the	the	DET
easat-7419	15	13	reading	reading	NOUN
easat-7419	15	14	experience	experience	NOUN
easat-7419	15	15	.	.	PUNCT
easat-7419	16	1	keywords	keyword	NOUN
easat-7419	16	2	:	:	PUNCT
easat-7419	16	3	attention	attention	NOUN
easat-7419	16	4	mechanism	mechanism	NOUN
easat-7419	16	5	,	,	PUNCT
easat-7419	16	6	cnn	cnn	PROPN
easat-7419	16	7	,	,	PUNCT
easat-7419	16	8	era	era	NOUN
easat-7419	16	9	of	of	ADP
easat-7419	16	10	integrated	integrated	ADJ
easat-7419	16	11	media	medium	NOUN
easat-7419	16	12	,	,	PUNCT
easat-7419	16	13	knowledge	knowledge	NOUN
easat-7419	16	14	graph	graph	NOUN
easat-7419	16	15	,	,	PUNCT
easat-7419	16	16	news	news	NOUN
easat-7419	16	17	,	,	PUNCT
easat-7419	16	18	recommendation	recommendation	NOUN
easat-7419	16	19	model	model	NOUN
easat-7419	16	20	.	.	PUNCT
easat-7419	17	1	1	1	X
easat-7419	17	2	.	.	X
easat-7419	17	3	introduction	introduction	NOUN
easat-7419	17	4	integrated	integrate	VERB
easat-7419	17	5	media	medium	NOUN
easat-7419	17	6	includes	include	VERB
easat-7419	17	7	not	not	PART
easat-7419	17	8	only	only	ADV
easat-7419	17	9	the	the	DET
easat-7419	17	10	integration	integration	NOUN
easat-7419	17	11	of	of	ADP
easat-7419	17	12	traditional	traditional	ADJ
easat-7419	17	13	media	medium	NOUN
easat-7419	17	14	and	and	CCONJ
easat-7419	17	15	emerging	emerge	VERB
easat-7419	17	16	media	medium	NOUN
easat-7419	17	17	,	,	PUNCT
easat-7419	17	18	but	but	CCONJ
easat-7419	17	19	also	also	ADV
easat-7419	17	20	the	the	DET
easat-7419	17	21	integration	integration	NOUN
easat-7419	17	22	of	of	ADP
easat-7419	17	23	media	medium	NOUN
easat-7419	17	24	content	content	NOUN
easat-7419	17	25	,	,	PUNCT
easat-7419	17	26	platform	platform	NOUN
easat-7419	17	27	,	,	PUNCT
easat-7419	17	28	technology	technology	NOUN
easat-7419	17	29	and	and	CCONJ
easat-7419	17	30	channels	channel	NOUN
easat-7419	17	31	,	,	PUNCT
easat-7419	17	32	aiming	aim	VERB
easat-7419	17	33	at	at	ADP
easat-7419	17	34	improving	improve	VERB
easat-7419	17	35	media	medium	NOUN
easat-7419	17	36	communication	communication	NOUN
easat-7419	17	37	effect	effect	NOUN
easat-7419	17	38	and	and	CCONJ
easat-7419	17	39	optimizing	optimize	VERB
easat-7419	17	40	resource	resource	NOUN
easat-7419	17	41	allocation	allocation	NOUN
easat-7419	17	42	.	.	PUNCT
easat-7419	18	1	in	in	ADP
easat-7419	18	2	the	the	DET
easat-7419	18	3	era	era	NOUN
easat-7419	18	4	of	of	ADP
easat-7419	18	5	integrated	integrated	ADJ
easat-7419	18	6	media	medium	NOUN
easat-7419	18	7	,	,	PUNCT
easat-7419	18	8	news	news	NOUN
easat-7419	18	9	communication	communication	NOUN
easat-7419	18	10	has	have	AUX
easat-7419	18	11	broken	break	VERB
easat-7419	18	12	through	through	ADP
easat-7419	18	13	the	the	DET
easat-7419	18	14	limitations	limitation	NOUN
easat-7419	18	15	of	of	ADP
easat-7419	18	16	time	time	NOUN
easat-7419	18	17	and	and	CCONJ
easat-7419	18	18	space	space	NOUN
easat-7419	18	19	,	,	PUNCT
easat-7419	18	20	and	and	CCONJ
easat-7419	18	21	can	can	AUX
easat-7419	18	22	be	be	AUX
easat-7419	18	23	widely	widely	ADV
easat-7419	18	24	disseminated	disseminate	VERB
easat-7419	18	25	in	in	ADP
easat-7419	18	26	an	an	DET
easat-7419	18	27	instant	instant	NOUN
easat-7419	18	28	.	.	PUNCT
easat-7419	19	1	the	the	DET
easat-7419	19	2	content	content	NOUN
easat-7419	19	3	of	of	ADP
easat-7419	19	4	communication	communication	NOUN
easat-7419	19	5	is	be	AUX
easat-7419	19	6	extremely	extremely	ADV
easat-7419	19	7	rich	rich	ADJ
easat-7419	19	8	,	,	PUNCT
easat-7419	19	9	the	the	DET
easat-7419	19	10	mode	mode	NOUN
easat-7419	19	11	of	of	ADP
easat-7419	19	12	communication	communication	NOUN
easat-7419	19	13	is	be	AUX
easat-7419	19	14	more	more	ADV
easat-7419	19	15	diverse	diverse	ADJ
easat-7419	19	16	,	,	PUNCT
easat-7419	19	17	the	the	DET
easat-7419	19	18	subject	subject	NOUN
easat-7419	19	19	of	of	ADP
easat-7419	19	20	communication	communication	NOUN
easat-7419	19	21	is	be	AUX
easat-7419	19	22	more	more	ADV
easat-7419	19	23	extensive	extensive	ADJ
easat-7419	19	24	,	,	PUNCT
easat-7419	19	25	and	and	CCONJ
easat-7419	19	26	the	the	DET
easat-7419	19	27	interaction	interaction	NOUN
easat-7419	19	28	of	of	ADP
easat-7419	19	29	communication	communication	NOUN
easat-7419	19	30	is	be	AUX
easat-7419	19	31	stronger	strong	ADJ
easat-7419	19	32	[	[	X
easat-7419	19	33	1	1	NUM
easat-7419	19	34	,	,	PUNCT
easat-7419	19	35	2	2	NUM
easat-7419	19	36	]	]	PUNCT
easat-7419	19	37	.	.	PUNCT
easat-7419	20	1	news	news	NOUN
easat-7419	20	2	information	information	NOUN
easat-7419	20	3	shows	show	VERB
easat-7419	20	4	an	an	DET
easat-7419	20	5	explosive	explosive	ADJ
easat-7419	20	6	growth	growth	NOUN
easat-7419	20	7	trend	trend	NOUN
easat-7419	20	8	.	.	PUNCT
easat-7419	21	1	in	in	ADP
easat-7419	21	2	the	the	DET
easat-7419	21	3	face	face	NOUN
easat-7419	21	4	of	of	ADP
easat-7419	21	5	a	a	DET
easat-7419	21	6	large	large	ADJ
easat-7419	21	7	number	number	NOUN
easat-7419	21	8	of	of	ADP
easat-7419	21	9	news	news	NOUN
easat-7419	21	10	,	,	PUNCT
easat-7419	21	11	users	user	NOUN
easat-7419	21	12	often	often	ADV
easat-7419	21	13	feel	feel	VERB
easat-7419	21	14	at	at	ADP
easat-7419	21	15	a	a	DET
easat-7419	21	16	loss	loss	NOUN
easat-7419	21	17	when	when	SCONJ
easat-7419	21	18	choosing	choose	VERB
easat-7419	21	19	,	,	PUNCT
easat-7419	21	20	and	and	CCONJ
easat-7419	21	21	they	they	PRON
easat-7419	21	22	can	can	AUX
easat-7419	21	23	not	not	PART
easat-7419	21	24	quickly	quickly	ADV
easat-7419	21	25	and	and	CCONJ
easat-7419	21	26	accurately	accurately	ADV
easat-7419	21	27	find	find	VERB
easat-7419	21	28	news	news	NOUN
easat-7419	21	29	of	of	ADP
easat-7419	21	30	interest	interest	NOUN
easat-7419	21	31	.	.	PUNCT
easat-7419	22	1	the	the	DET
easat-7419	22	2	importance	importance	NOUN
easat-7419	22	3	of	of	ADP
easat-7419	22	4	personalized	personalized	ADJ
easat-7419	22	5	news	news	NOUN
easat-7419	22	6	recommendation	recommendation	NOUN
easat-7419	22	7	has	have	AUX
easat-7419	22	8	become	become	VERB
easat-7419	22	9	increasingly	increasingly	ADV
easat-7419	22	10	prominent	prominent	ADJ
easat-7419	22	11	.	.	PUNCT
easat-7419	23	1	news	news	NOUN
easat-7419	23	2	recommendation	recommendation	NOUN
easat-7419	23	3	can	can	AUX
easat-7419	23	4	help	help	VERB
easat-7419	23	5	users	user	NOUN
easat-7419	23	6	filter	filter	VERB
easat-7419	23	7	from	from	ADP
easat-7419	23	8	numerous	numerous	ADJ
easat-7419	23	9	news	news	NOUN
easat-7419	23	10	resources	resource	NOUN
easat-7419	23	11	and	and	CCONJ
easat-7419	23	12	push	push	VERB
easat-7419	23	13	news	news	NOUN
easat-7419	23	14	that	that	PRON
easat-7419	23	15	may	may	AUX
easat-7419	23	16	be	be	AUX
easat-7419	23	17	of	of	ADP
easat-7419	23	18	interest	interest	NOUN
easat-7419	23	19	.	.	PUNCT
easat-7419	24	1	at	at	ADP
easat-7419	24	2	present	present	ADJ
easat-7419	24	3	,	,	PUNCT
easat-7419	24	4	many	many	ADJ
easat-7419	24	5	news	news	NOUN
easat-7419	24	6	apps	app	NOUN
easat-7419	24	7	have	have	AUX
easat-7419	24	8	embedded	embed	VERB
easat-7419	24	9	recommendation	recommendation	NOUN
easat-7419	24	10	algorithms	algorithm	NOUN
easat-7419	24	11	in	in	ADP
easat-7419	24	12	their	their	PRON
easat-7419	24	13	business	business	NOUN
easat-7419	24	14	systems	system	NOUN
easat-7419	24	15	to	to	PART
easat-7419	24	16	provide	provide	VERB
easat-7419	24	17	personalized	personalized	ADJ
easat-7419	24	18	news	news	NOUN
easat-7419	24	19	recommendations	recommendation	NOUN
easat-7419	24	20	and	and	CCONJ
easat-7419	24	21	enhance	enhance	VERB
easat-7419	24	22	the	the	DET
easat-7419	24	23	user	user	NOUN
easat-7419	24	24	experience	experience	NOUN
easat-7419	24	25	.	.	PUNCT
easat-7419	25	1	for	for	ADP
easat-7419	25	2	example	example	NOUN
easat-7419	25	3	,	,	PUNCT
easat-7419	25	4	toutiao	toutiao	NOUN
easat-7419	25	5	constructs	construct	VERB
easat-7419	25	6	a	a	DET
easat-7419	25	7	news	news	NOUN
easat-7419	25	8	recommendation	recommendation	NOUN
easat-7419	25	9	algorithm	algorithm	NOUN
easat-7419	25	10	from	from	ADP
easat-7419	25	11	three	three	NUM
easat-7419	25	12	dimensions	dimension	NOUN
easat-7419	25	13	:	:	PUNCT
easat-7419	25	14	news	news	NOUN
easat-7419	25	15	content	content	NOUN
easat-7419	25	16	characteristics	characteristic	NOUN
easat-7419	25	17	,	,	PUNCT
easat-7419	25	18	user	user	NOUN
easat-7419	25	19	personal	personal	ADJ
easat-7419	25	20	characteristics	characteristic	NOUN
easat-7419	25	21	and	and	CCONJ
easat-7419	25	22	environmental	environmental	ADJ
easat-7419	25	23	characteristics	characteristic	NOUN
easat-7419	25	24	,	,	PUNCT
easat-7419	25	25	and	and	CCONJ
easat-7419	25	26	successfully	successfully	ADV
easat-7419	25	27	applies	apply	VERB
easat-7419	25	28	it	it	PRON
easat-7419	25	29	to	to	ADP
easat-7419	25	30	its	its	PRON
easat-7419	25	31	platform	platform	NOUN
easat-7419	25	32	.	.	PUNCT
easat-7419	26	1	compared	compare	VERB
easat-7419	26	2	with	with	ADP
easat-7419	26	3	the	the	DET
easat-7419	26	4	recommendation	recommendation	NOUN
easat-7419	26	5	of	of	ADP
easat-7419	26	6	goods	good	NOUN
easat-7419	26	7	,	,	PUNCT
easat-7419	26	8	movies	movie	NOUN
easat-7419	26	9	and	and	CCONJ
easat-7419	26	10	music	music	NOUN
easat-7419	26	11	,	,	PUNCT
easat-7419	26	12	news	news	NOUN
easat-7419	26	13	recommendation	recommendation	NOUN
easat-7419	26	14	has	have	VERB
easat-7419	26	15	the	the	DET
easat-7419	26	16	characteristics	characteristic	NOUN
easat-7419	26	17	of	of	ADP
easat-7419	26	18	strong	strong	ADJ
easat-7419	26	19	timeliness	timeliness	NOUN
easat-7419	26	20	,	,	PUNCT
easat-7419	26	21	rich	rich	ADJ
easat-7419	26	22	semantic	semantic	ADJ
easat-7419	26	23	information	information	NOUN
easat-7419	26	24	and	and	CCONJ
easat-7419	26	25	diverse	diverse	ADJ
easat-7419	26	26	user	user	NOUN
easat-7419	26	27	interests	interest	NOUN
easat-7419	26	28	.	.	PUNCT
easat-7419	27	1	2145	2145	NUM
easat-7419	27	2	edelweiss	edelweiss	PROPN
easat-7419	27	3	applied	apply	VERB
easat-7419	27	4	science	science	NOUN
easat-7419	27	5	and	and	CCONJ
easat-7419	27	6	technology	technology	NOUN
easat-7419	27	7	issn	issn	PROPN
easat-7419	27	8	:	:	PUNCT
easat-7419	27	9	2576	2576	NUM
easat-7419	27	10	-	-	SYM
easat-7419	27	11	8484	8484	NUM
easat-7419	27	12	vol	vol	NOUN
easat-7419	27	13	.	.	PROPN
easat-7419	28	1	9	9	NUM
easat-7419	28	2	,	,	PUNCT
easat-7419	28	3	no	no	INTJ
easat-7419	28	4	.	.	NOUN
easat-7419	28	5	5	5	NUM
easat-7419	28	6	:	:	SYM
easat-7419	28	7	2144	2144	NUM
easat-7419	28	8	-	-	SYM
easat-7419	28	9	2156	2156	NUM
easat-7419	28	10	,	,	PUNCT
easat-7419	28	11	2025	2025	NUM
easat-7419	28	12	doi	doi	NOUN
easat-7419	28	13	:	:	PUNCT
easat-7419	28	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	28	15	©	©	PROPN
easat-7419	28	16	2025	2025	NUM
easat-7419	28	17	by	by	ADP
easat-7419	28	18	the	the	DET
easat-7419	28	19	authors	author	NOUN
easat-7419	28	20	;	;	PUNCT
easat-7419	28	21	licensee	licensee	PROPN
easat-7419	28	22	learning	learn	VERB
easat-7419	28	23	gate	gate	PROPN
easat-7419	28	24	news	news	NOUN
easat-7419	28	25	recommendation	recommendation	NOUN
easat-7419	28	26	has	have	AUX
easat-7419	28	27	become	become	VERB
easat-7419	28	28	a	a	DET
easat-7419	28	29	hot	hot	ADJ
easat-7419	28	30	topic	topic	NOUN
easat-7419	28	31	in	in	ADP
easat-7419	28	32	the	the	DET
easat-7419	28	33	research	research	NOUN
easat-7419	28	34	of	of	ADP
easat-7419	28	35	many	many	ADJ
easat-7419	28	36	scientific	scientific	ADJ
easat-7419	28	37	research	research	NOUN
easat-7419	28	38	institutions	institution	NOUN
easat-7419	28	39	at	at	ADP
easat-7419	28	40	home	home	NOUN
easat-7419	28	41	and	and	CCONJ
easat-7419	28	42	abroad	abroad	ADV
easat-7419	28	43	,	,	PUNCT
easat-7419	28	44	which	which	PRON
easat-7419	28	45	has	have	AUX
easat-7419	28	46	attracted	attract	VERB
easat-7419	28	47	the	the	DET
easat-7419	28	48	attention	attention	NOUN
easat-7419	28	49	of	of	ADP
easat-7419	28	50	experts	expert	NOUN
easat-7419	28	51	in	in	ADP
easat-7419	28	52	the	the	DET
easat-7419	28	53	fields	field	NOUN
easat-7419	28	54	of	of	ADP
easat-7419	28	55	information	information	NOUN
easat-7419	28	56	retrieval	retrieval	NOUN
easat-7419	28	57	,	,	PUNCT
easat-7419	28	58	data	datum	NOUN
easat-7419	28	59	mining	mining	NOUN
easat-7419	28	60	and	and	CCONJ
easat-7419	28	61	artificial	artificial	ADJ
easat-7419	28	62	intelligence	intelligence	NOUN
easat-7419	28	63	.	.	PUNCT
easat-7419	29	1	as	as	ADP
easat-7419	29	2	a	a	DET
easat-7419	29	3	structured	structured	ADJ
easat-7419	29	4	and	and	CCONJ
easat-7419	29	5	semantic	semantic	ADJ
easat-7419	29	6	knowledge	knowledge	NOUN
easat-7419	29	7	representation	representation	NOUN
easat-7419	29	8	method	method	NOUN
easat-7419	29	9	,	,	PUNCT
easat-7419	29	10	knowledge	knowledge	NOUN
easat-7419	29	11	graph	graph	NOUN
easat-7419	29	12	is	be	AUX
easat-7419	29	13	a	a	DET
easat-7419	29	14	graph	graph	NOUN
easat-7419	29	15	database	database	NOUN
easat-7419	29	16	that	that	PRON
easat-7419	29	17	stores	store	VERB
easat-7419	29	18	massive	massive	ADJ
easat-7419	29	19	knowledge	knowledge	NOUN
easat-7419	29	20	in	in	ADP
easat-7419	29	21	the	the	DET
easat-7419	29	22	real	real	ADJ
easat-7419	29	23	world	world	NOUN
easat-7419	29	24	.	.	PUNCT
easat-7419	30	1	it	it	PRON
easat-7419	30	2	has	have	VERB
easat-7419	30	3	the	the	DET
easat-7419	30	4	characteristics	characteristic	NOUN
easat-7419	30	5	of	of	ADP
easat-7419	30	6	large	large	ADJ
easat-7419	30	7	scale	scale	NOUN
easat-7419	30	8	,	,	PUNCT
easat-7419	30	9	rich	rich	ADJ
easat-7419	30	10	semantics	semantic	NOUN
easat-7419	30	11	,	,	PUNCT
easat-7419	30	12	excellent	excellent	ADJ
easat-7419	30	13	quality	quality	NOUN
easat-7419	30	14	and	and	CCONJ
easat-7419	30	15	friendly	friendly	ADJ
easat-7419	30	16	structure	structure	NOUN
easat-7419	30	17	[	[	X
easat-7419	30	18	3	3	NUM
easat-7419	30	19	]	]	PUNCT
easat-7419	30	20	.	.	PUNCT
easat-7419	31	1	it	it	PRON
easat-7419	31	2	uses	use	VERB
easat-7419	31	3	natural	natural	ADJ
easat-7419	31	4	language	language	NOUN
easat-7419	31	5	processing	processing	NOUN
easat-7419	31	6	technology	technology	NOUN
easat-7419	31	7	to	to	PART
easat-7419	31	8	extract	extract	VERB
easat-7419	31	9	and	and	CCONJ
easat-7419	31	10	construct	construct	VERB
easat-7419	31	11	related	related	ADJ
easat-7419	31	12	entities	entity	NOUN
easat-7419	31	13	,	,	PUNCT
easat-7419	31	14	enriches	enrich	VERB
easat-7419	31	15	the	the	DET
easat-7419	31	16	overall	overall	ADJ
easat-7419	31	17	analysis	analysis	NOUN
easat-7419	31	18	performance	performance	NOUN
easat-7419	31	19	of	of	ADP
easat-7419	31	20	the	the	DET
easat-7419	31	21	recommendation	recommendation	NOUN
easat-7419	31	22	model	model	NOUN
easat-7419	31	23	,	,	PUNCT
easat-7419	31	24	provides	provide	VERB
easat-7419	31	25	data	datum	NOUN
easat-7419	31	26	support	support	NOUN
easat-7419	31	27	for	for	ADP
easat-7419	31	28	a	a	DET
easat-7419	31	29	large	large	ADJ
easat-7419	31	30	number	number	NOUN
easat-7419	31	31	of	of	ADP
easat-7419	31	32	knowledgedriven	knowledgedriven	ADJ
easat-7419	31	33	downstream	downstream	PROPN
easat-7419	31	34	tasks	task	NOUN
easat-7419	31	35	,	,	PUNCT
easat-7419	31	36	and	and	CCONJ
easat-7419	31	37	provides	provide	VERB
easat-7419	31	38	more	more	ADV
easat-7419	31	39	abundant	abundant	ADJ
easat-7419	31	40	auxiliary	auxiliary	ADJ
easat-7419	31	41	information	information	NOUN
easat-7419	31	42	for	for	ADP
easat-7419	31	43	personalized	personalized	ADJ
easat-7419	31	44	recommendation	recommendation	NOUN
easat-7419	31	45	[	[	X
easat-7419	31	46	4	4	NUM
easat-7419	31	47	,	,	PUNCT
easat-7419	31	48	5	5	NUM
easat-7419	31	49	]	]	PUNCT
easat-7419	31	50	.	.	PUNCT
easat-7419	32	1	knowledge	knowledge	NOUN
easat-7419	32	2	graph	graph	NOUN
easat-7419	32	3	is	be	AUX
easat-7419	32	4	becoming	become	VERB
easat-7419	32	5	the	the	DET
easat-7419	32	6	latest	late	ADJ
easat-7419	32	7	technology	technology	NOUN
easat-7419	32	8	of	of	ADP
easat-7419	32	9	recommendation	recommendation	NOUN
easat-7419	32	10	system	system	NOUN
easat-7419	32	11	.	.	PUNCT
easat-7419	33	1	using	use	VERB
easat-7419	33	2	the	the	DET
easat-7419	33	3	advantages	advantage	NOUN
easat-7419	33	4	of	of	ADP
easat-7419	33	5	deep	deep	ADJ
easat-7419	33	6	learning	learning	NOUN
easat-7419	33	7	technology	technology	NOUN
easat-7419	33	8	in	in	ADP
easat-7419	33	9	big	big	ADJ
easat-7419	33	10	data	datum	NOUN
easat-7419	33	11	processing	processing	NOUN
easat-7419	33	12	and	and	CCONJ
easat-7419	33	13	feature	feature	NOUN
easat-7419	33	14	extraction	extraction	NOUN
easat-7419	33	15	[	[	X
easat-7419	33	16	6	6	NUM
easat-7419	33	17	]	]	X
easat-7419	33	18	auxiliary	auxiliary	ADJ
easat-7419	33	19	information	information	NOUN
easat-7419	33	20	to	to	PART
easat-7419	33	21	give	give	VERB
easat-7419	33	22	full	full	ADJ
easat-7419	33	23	play	play	NOUN
easat-7419	33	24	to	to	ADP
easat-7419	33	25	the	the	DET
easat-7419	33	26	advantages	advantage	NOUN
easat-7419	33	27	of	of	ADP
easat-7419	33	28	neural	neural	ADJ
easat-7419	33	29	network	network	NOUN
easat-7419	33	30	's	's	PART
easat-7419	33	31	powerful	powerful	ADJ
easat-7419	33	32	ability	ability	NOUN
easat-7419	33	33	to	to	PART
easat-7419	33	34	learn	learn	VERB
easat-7419	33	35	graph	graph	NOUN
easat-7419	33	36	structure	structure	NOUN
easat-7419	33	37	.	.	PUNCT
easat-7419	34	1	it	it	PRON
easat-7419	34	2	excavates	excavate	VERB
easat-7419	34	3	the	the	DET
easat-7419	34	4	connection	connection	NOUN
easat-7419	34	5	between	between	ADP
easat-7419	34	6	news	news	NOUN
easat-7419	34	7	information	information	NOUN
easat-7419	34	8	and	and	CCONJ
easat-7419	34	9	the	the	DET
easat-7419	34	10	potential	potential	ADJ
easat-7419	34	11	interest	interest	NOUN
easat-7419	34	12	of	of	ADP
easat-7419	34	13	readers	reader	NOUN
easat-7419	34	14	,	,	PUNCT
easat-7419	34	15	and	and	CCONJ
easat-7419	34	16	reduces	reduce	VERB
easat-7419	34	17	the	the	DET
easat-7419	34	18	time	time	NOUN
easat-7419	34	19	consumption	consumption	NOUN
easat-7419	34	20	in	in	ADP
easat-7419	34	21	the	the	DET
easat-7419	34	22	recommendation	recommendation	NOUN
easat-7419	34	23	process	process	NOUN
easat-7419	34	24	.	.	PUNCT
easat-7419	35	1	and	and	CCONJ
easat-7419	35	2	it	it	PRON
easat-7419	35	3	can	can	AUX
easat-7419	35	4	recommend	recommend	VERB
easat-7419	35	5	more	more	ADV
easat-7419	35	6	diversified	diversified	ADJ
easat-7419	35	7	news	news	NOUN
easat-7419	35	8	information	information	NOUN
easat-7419	35	9	resources	resource	NOUN
easat-7419	35	10	according	accord	VERB
easat-7419	35	11	to	to	ADP
easat-7419	35	12	the	the	DET
easat-7419	35	13	reader	reader	NOUN
easat-7419	35	14	’s	’s	PART
easat-7419	35	15	style	style	NOUN
easat-7419	35	16	or	or	CCONJ
easat-7419	35	17	specific	specific	ADJ
easat-7419	35	18	needs	need	NOUN
easat-7419	35	19	,	,	PUNCT
easat-7419	35	20	effectively	effectively	ADV
easat-7419	35	21	alleviate	alleviate	VERB
easat-7419	35	22	the	the	DET
easat-7419	35	23	problem	problem	NOUN
easat-7419	35	24	of	of	ADP
easat-7419	35	25	information	information	NOUN
easat-7419	35	26	overload	overload	NOUN
easat-7419	35	27	,	,	PUNCT
easat-7419	35	28	and	and	CCONJ
easat-7419	35	29	improve	improve	VERB
easat-7419	35	30	the	the	DET
easat-7419	35	31	utilization	utilization	NOUN
easat-7419	35	32	rate	rate	NOUN
easat-7419	35	33	of	of	ADP
easat-7419	35	34	news	news	NOUN
easat-7419	35	35	information	information	NOUN
easat-7419	35	36	and	and	CCONJ
easat-7419	35	37	the	the	DET
easat-7419	35	38	user	user	NOUN
easat-7419	35	39	's	's	PART
easat-7419	35	40	reading	reading	NOUN
easat-7419	35	41	experience	experience	NOUN
easat-7419	35	42	.	.	PUNCT
easat-7419	36	1	1.1	1.1	NUM
easat-7419	36	2	.	.	PUNCT
easat-7419	37	1	construction	construction	NOUN
easat-7419	37	2	of	of	ADP
easat-7419	37	3	knowledge	knowledge	NOUN
easat-7419	37	4	graph	graph	VERB
easat-7419	37	5	the	the	DET
easat-7419	37	6	construction	construction	NOUN
easat-7419	37	7	of	of	ADP
easat-7419	37	8	kg	kg	PROPN
easat-7419	37	9	is	be	AUX
easat-7419	37	10	the	the	DET
easat-7419	37	11	basic	basic	ADJ
easat-7419	37	12	work	work	NOUN
easat-7419	37	13	of	of	ADP
easat-7419	37	14	this	this	DET
easat-7419	37	15	research	research	NOUN
easat-7419	37	16	.	.	PUNCT
easat-7419	38	1	its	its	PRON
easat-7419	38	2	construction	construction	NOUN
easat-7419	38	3	process	process	NOUN
easat-7419	38	4	is	be	AUX
easat-7419	38	5	very	very	ADV
easat-7419	38	6	complicated	complicated	ADJ
easat-7419	38	7	,	,	PUNCT
easat-7419	38	8	but	but	CCONJ
easat-7419	38	9	the	the	DET
easat-7419	38	10	core	core	NOUN
easat-7419	38	11	work	work	NOUN
easat-7419	38	12	of	of	ADP
easat-7419	38	13	this	this	DET
easat-7419	38	14	topic	topic	NOUN
easat-7419	38	15	is	be	AUX
easat-7419	38	16	knowledge	knowledge	NOUN
easat-7419	38	17	extraction	extraction	NOUN
easat-7419	38	18	and	and	CCONJ
easat-7419	38	19	knowledge	knowledge	NOUN
easat-7419	38	20	storage	storage	NOUN
easat-7419	38	21	.	.	PUNCT
easat-7419	39	1	the	the	DET
easat-7419	39	2	knowledge	knowledge	NOUN
easat-7419	39	3	graph	graph	NOUN
easat-7419	39	4	construction	construction	NOUN
easat-7419	39	5	process	process	NOUN
easat-7419	39	6	is	be	AUX
easat-7419	39	7	shown	show	VERB
easat-7419	39	8	in	in	ADP
easat-7419	39	9	figure	figure	NOUN
easat-7419	39	10	1	1	NUM
easat-7419	39	11	.	.	PUNCT
easat-7419	39	12	figure	figure	NOUN
easat-7419	39	13	1	1	NUM
easat-7419	39	14	.	.	PUNCT
easat-7419	40	1	knowledge	knowledge	NOUN
easat-7419	40	2	graph	graph	NOUN
easat-7419	40	3	construction	construction	NOUN
easat-7419	40	4	process	process	NOUN
easat-7419	40	5	.	.	PUNCT
easat-7419	41	1	2146	2146	NUM
easat-7419	41	2	edelweiss	edelweiss	PROPN
easat-7419	41	3	applied	apply	VERB
easat-7419	41	4	science	science	NOUN
easat-7419	41	5	and	and	CCONJ
easat-7419	41	6	technology	technology	NOUN
easat-7419	41	7	issn	issn	PROPN
easat-7419	41	8	:	:	PUNCT
easat-7419	41	9	2576	2576	NUM
easat-7419	41	10	-	-	SYM
easat-7419	41	11	8484	8484	NUM
easat-7419	41	12	vol	vol	NOUN
easat-7419	41	13	.	.	PROPN
easat-7419	42	1	9	9	NUM
easat-7419	42	2	,	,	PUNCT
easat-7419	42	3	no	no	INTJ
easat-7419	42	4	.	.	NOUN
easat-7419	42	5	5	5	NUM
easat-7419	42	6	:	:	SYM
easat-7419	42	7	2144	2144	NUM
easat-7419	42	8	-	-	SYM
easat-7419	42	9	2156	2156	NUM
easat-7419	42	10	,	,	PUNCT
easat-7419	42	11	2025	2025	NUM
easat-7419	42	12	doi	doi	NOUN
easat-7419	42	13	:	:	PUNCT
easat-7419	42	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	42	15	©	©	PROPN
easat-7419	42	16	2025	2025	NUM
easat-7419	42	17	by	by	ADP
easat-7419	42	18	the	the	DET
easat-7419	42	19	authors	author	NOUN
easat-7419	42	20	;	;	PUNCT
easat-7419	42	21	licensee	licensee	PROPN
easat-7419	42	22	learning	learning	NOUN
easat-7419	42	23	gate	gate	VERB
easat-7419	42	24	1.2	1.2	NUM
easat-7419	42	25	.	.	PUNCT
easat-7419	42	26	natural	natural	ADJ
easat-7419	42	27	language	language	NOUN
easat-7419	43	1	processing	processing	NOUN
easat-7419	43	2	natural	natural	ADJ
easat-7419	43	3	language	language	NOUN
easat-7419	43	4	processing	processing	NOUN
easat-7419	43	5	studies	study	NOUN
easat-7419	43	6	how	how	SCONJ
easat-7419	43	7	to	to	PART
easat-7419	43	8	make	make	VERB
easat-7419	43	9	computers	computer	NOUN
easat-7419	43	10	understand	understand	VERB
easat-7419	43	11	,	,	PUNCT
easat-7419	43	12	generate	generate	VERB
easat-7419	43	13	and	and	CCONJ
easat-7419	43	14	translate	translate	ADJ
easat-7419	43	15	human	human	ADJ
easat-7419	43	16	languages	language	NOUN
easat-7419	43	17	.	.	PUNCT
easat-7419	44	1	the	the	DET
easat-7419	44	2	integration	integration	NOUN
easat-7419	44	3	of	of	ADP
easat-7419	44	4	natural	natural	ADJ
easat-7419	44	5	language	language	NOUN
easat-7419	44	6	processing	processing	NOUN
easat-7419	44	7	and	and	CCONJ
easat-7419	44	8	knowledge	knowledge	NOUN
easat-7419	44	9	graph	graph	NOUN
easat-7419	44	10	can	can	AUX
easat-7419	44	11	provide	provide	VERB
easat-7419	44	12	richer	rich	ADJ
easat-7419	44	13	semantic	semantic	ADJ
easat-7419	44	14	information	information	NOUN
easat-7419	44	15	for	for	ADP
easat-7419	44	16	natural	natural	ADJ
easat-7419	44	17	language	language	NOUN
easat-7419	44	18	processing	processing	NOUN
easat-7419	44	19	and	and	CCONJ
easat-7419	44	20	provide	provide	VERB
easat-7419	44	21	more	more	ADJ
easat-7419	44	22	corpus	corpus	NOUN
easat-7419	44	23	data	datum	NOUN
easat-7419	44	24	sources	source	NOUN
easat-7419	44	25	for	for	ADP
easat-7419	44	26	knowledge	knowledge	NOUN
easat-7419	44	27	graph	graph	NOUN
easat-7419	44	28	.	.	PUNCT
easat-7419	45	1	in	in	ADP
easat-7419	45	2	addition	addition	NOUN
easat-7419	45	3	,	,	PUNCT
easat-7419	45	4	this	this	DET
easat-7419	45	5	combination	combination	NOUN
easat-7419	45	6	can	can	AUX
easat-7419	45	7	also	also	ADV
easat-7419	45	8	provide	provide	VERB
easat-7419	45	9	more	more	ADV
easat-7419	45	10	powerful	powerful	ADJ
easat-7419	45	11	understanding	understanding	NOUN
easat-7419	45	12	for	for	ADP
easat-7419	45	13	artificial	artificial	ADJ
easat-7419	45	14	intelligence	intelligence	NOUN
easat-7419	45	15	systems	system	NOUN
easat-7419	45	16	,	,	PUNCT
easat-7419	45	17	thereby	thereby	ADV
easat-7419	45	18	better	well	ADV
easat-7419	45	19	supporting	support	VERB
easat-7419	45	20	human	human	ADJ
easat-7419	45	21	-	-	PUNCT
easat-7419	45	22	computer	computer	NOUN
easat-7419	45	23	interaction	interaction	NOUN
easat-7419	45	24	.	.	PUNCT
easat-7419	46	1	firstly	firstly	ADV
easat-7419	46	2	,	,	PUNCT
easat-7419	46	3	the	the	DET
easat-7419	46	4	entities	entity	NOUN
easat-7419	46	5	in	in	ADP
easat-7419	46	6	the	the	DET
easat-7419	46	7	text	text	NOUN
easat-7419	46	8	are	be	AUX
easat-7419	46	9	extracted	extract	VERB
easat-7419	46	10	and	and	CCONJ
easat-7419	46	11	mapped	map	VERB
easat-7419	46	12	to	to	ADP
easat-7419	46	13	the	the	DET
easat-7419	46	14	corresponding	corresponding	ADJ
easat-7419	46	15	entity	entity	NOUN
easat-7419	46	16	nodes	node	NOUN
easat-7419	46	17	in	in	ADP
easat-7419	46	18	the	the	DET
easat-7419	46	19	knowledge	knowledge	NOUN
easat-7419	46	20	graph	graph	NOUN
easat-7419	46	21	.	.	PUNCT
easat-7419	47	1	then	then	ADV
easat-7419	47	2	,	,	PUNCT
easat-7419	47	3	the	the	DET
easat-7419	47	4	relationship	relationship	NOUN
easat-7419	47	5	between	between	ADP
easat-7419	47	6	entities	entity	NOUN
easat-7419	47	7	is	be	AUX
easat-7419	47	8	extracted	extract	VERB
easat-7419	47	9	from	from	ADP
easat-7419	47	10	the	the	DET
easat-7419	47	11	text	text	NOUN
easat-7419	47	12	and	and	CCONJ
easat-7419	47	13	mapped	map	VERB
easat-7419	47	14	to	to	ADP
easat-7419	47	15	the	the	DET
easat-7419	47	16	corresponding	correspond	VERB
easat-7419	47	17	relationship	relationship	NOUN
easat-7419	47	18	edge	edge	NOUN
easat-7419	47	19	in	in	ADP
easat-7419	47	20	the	the	DET
easat-7419	47	21	knowledge	knowledge	NOUN
easat-7419	47	22	graph	graph	NOUN
easat-7419	47	23	.	.	PUNCT
easat-7419	48	1	finally	finally	ADV
easat-7419	48	2	,	,	PUNCT
easat-7419	48	3	the	the	DET
easat-7419	48	4	entities	entity	NOUN
easat-7419	48	5	and	and	CCONJ
easat-7419	48	6	relationships	relationship	NOUN
easat-7419	48	7	in	in	ADP
easat-7419	48	8	the	the	DET
easat-7419	48	9	knowledge	knowledge	NOUN
easat-7419	48	10	graph	graph	NOUN
easat-7419	48	11	are	be	AUX
easat-7419	48	12	used	use	VERB
easat-7419	48	13	to	to	PART
easat-7419	48	14	derive	derive	VERB
easat-7419	48	15	new	new	ADJ
easat-7419	48	16	knowledge	knowledge	NOUN
easat-7419	48	17	.	.	PUNCT
easat-7419	49	1	1.2.1	1.2.1	NUM
easat-7419	49	2	.	.	PUNCT
easat-7419	49	3	distributed	distribute	VERB
easat-7419	49	4	computing	compute	VERB
easat-7419	49	5	there	there	PRON
easat-7419	49	6	is	be	VERB
easat-7419	49	7	an	an	DET
easat-7419	49	8	interdependent	interdependent	ADJ
easat-7419	49	9	relationship	relationship	NOUN
easat-7419	49	10	between	between	ADP
easat-7419	49	11	knowledge	knowledge	NOUN
easat-7419	49	12	graph	graph	NOUN
easat-7419	49	13	and	and	CCONJ
easat-7419	49	14	distributed	distributed	ADJ
easat-7419	49	15	computing	computing	NOUN
easat-7419	49	16	.	.	PUNCT
easat-7419	50	1	as	as	SCONJ
easat-7419	50	2	the	the	DET
easat-7419	50	3	scale	scale	NOUN
easat-7419	50	4	of	of	ADP
easat-7419	50	5	knowledge	knowledge	NOUN
easat-7419	50	6	graph	graph	NOUN
easat-7419	50	7	data	datum	NOUN
easat-7419	50	8	continues	continue	VERB
easat-7419	50	9	to	to	PART
easat-7419	50	10	expand	expand	VERB
easat-7419	50	11	,	,	PUNCT
easat-7419	50	12	the	the	DET
easat-7419	50	13	challenges	challenge	NOUN
easat-7419	50	14	of	of	ADP
easat-7419	50	15	processing	processing	NOUN
easat-7419	50	16	and	and	CCONJ
easat-7419	50	17	storing	store	VERB
easat-7419	50	18	knowledge	knowledge	NOUN
easat-7419	50	19	graph	graph	NOUN
easat-7419	50	20	data	datum	NOUN
easat-7419	50	21	are	be	AUX
easat-7419	50	22	also	also	ADV
easat-7419	50	23	increasing	increase	VERB
easat-7419	50	24	.	.	PUNCT
easat-7419	51	1	therefore	therefore	ADV
easat-7419	51	2	,	,	PUNCT
easat-7419	51	3	distributed	distribute	VERB
easat-7419	51	4	computing	computing	NOUN
easat-7419	51	5	has	have	AUX
easat-7419	51	6	become	become	VERB
easat-7419	51	7	one	one	NUM
easat-7419	51	8	of	of	ADP
easat-7419	51	9	the	the	DET
easat-7419	51	10	key	key	ADJ
easat-7419	51	11	technologies	technology	NOUN
easat-7419	51	12	of	of	ADP
easat-7419	51	13	knowledge	knowledge	NOUN
easat-7419	51	14	graph	graph	NOUN
easat-7419	51	15	to	to	PART
easat-7419	51	16	solve	solve	VERB
easat-7419	51	17	the	the	DET
easat-7419	51	18	problem	problem	NOUN
easat-7419	51	19	of	of	ADP
easat-7419	51	20	large	large	ADJ
easat-7419	51	21	-	-	PUNCT
easat-7419	51	22	scale	scale	NOUN
easat-7419	51	23	data	datum	NOUN
easat-7419	51	24	processing	processing	NOUN
easat-7419	51	25	in	in	ADP
easat-7419	51	26	knowledge	knowledge	NOUN
easat-7419	51	27	graph	graph	NOUN
easat-7419	51	28	[	[	X
easat-7419	51	29	7	7	NUM
easat-7419	51	30	]	]	PUNCT
easat-7419	51	31	.	.	PUNCT
easat-7419	52	1	data	datum	NOUN
easat-7419	52	2	fragmentation	fragmentation	NOUN
easat-7419	52	3	can	can	AUX
easat-7419	52	4	divide	divide	VERB
easat-7419	52	5	large	large	ADJ
easat-7419	52	6	-	-	PUNCT
easat-7419	52	7	scale	scale	NOUN
easat-7419	52	8	knowledge	knowledge	NOUN
easat-7419	52	9	graph	graph	NOUN
easat-7419	52	10	data	datum	NOUN
easat-7419	52	11	into	into	ADP
easat-7419	52	12	smaller	small	ADJ
easat-7419	52	13	data	datum	NOUN
easat-7419	52	14	blocks	block	NOUN
easat-7419	52	15	,	,	PUNCT
easat-7419	52	16	thus	thus	ADV
easat-7419	52	17	solving	solve	VERB
easat-7419	52	18	the	the	DET
easat-7419	52	19	problem	problem	NOUN
easat-7419	52	20	of	of	ADP
easat-7419	52	21	processing	process	VERB
easat-7419	52	22	large	large	ADJ
easat-7419	52	23	-	-	PUNCT
easat-7419	52	24	scale	scale	NOUN
easat-7419	52	25	data	datum	NOUN
easat-7419	52	26	.	.	PUNCT
easat-7419	53	1	task	task	NOUN
easat-7419	53	2	allocation	allocation	NOUN
easat-7419	53	3	can	can	AUX
easat-7419	53	4	allocate	allocate	VERB
easat-7419	53	5	computing	computing	NOUN
easat-7419	53	6	tasks	task	NOUN
easat-7419	53	7	to	to	ADP
easat-7419	53	8	multiple	multiple	ADJ
easat-7419	53	9	computing	computing	NOUN
easat-7419	53	10	nodes	node	NOUN
easat-7419	53	11	,	,	PUNCT
easat-7419	53	12	so	so	SCONJ
easat-7419	53	13	as	as	SCONJ
easat-7419	53	14	to	to	PART
easat-7419	53	15	solve	solve	VERB
easat-7419	53	16	the	the	DET
easat-7419	53	17	problem	problem	NOUN
easat-7419	53	18	of	of	ADP
easat-7419	53	19	parallel	parallel	ADJ
easat-7419	53	20	processing	processing	NOUN
easat-7419	53	21	.	.	PUNCT
easat-7419	54	1	task	task	NOUN
easat-7419	54	2	execution	execution	NOUN
easat-7419	54	3	means	mean	VERB
easat-7419	54	4	that	that	SCONJ
easat-7419	54	5	computing	computing	NOUN
easat-7419	54	6	nodes	node	NOUN
easat-7419	54	7	perform	perform	VERB
easat-7419	54	8	the	the	DET
easat-7419	54	9	tasks	task	NOUN
easat-7419	54	10	assigned	assign	VERB
easat-7419	54	11	to	to	ADP
easat-7419	54	12	them	they	PRON
easat-7419	54	13	and	and	CCONJ
easat-7419	54	14	return	return	VERB
easat-7419	54	15	the	the	DET
easat-7419	54	16	results	result	NOUN
easat-7419	54	17	to	to	ADP
easat-7419	54	18	the	the	DET
easat-7419	54	19	master	master	NOUN
easat-7419	54	20	node	node	NOUN
easat-7419	54	21	.	.	PUNCT
easat-7419	55	1	1.2.2	1.2.2	X
easat-7419	55	2	.	.	PUNCT
easat-7419	56	1	knowledge	knowledge	NOUN
easat-7419	56	2	integration	integration	NOUN
easat-7419	56	3	through	through	ADP
easat-7419	56	4	the	the	DET
easat-7419	56	5	data	datum	NOUN
easat-7419	56	6	mapping	mapping	NOUN
easat-7419	56	7	technology	technology	NOUN
easat-7419	56	8	,	,	PUNCT
easat-7419	56	9	the	the	DET
easat-7419	56	10	mapping	mapping	NOUN
easat-7419	56	11	relationship	relationship	NOUN
easat-7419	56	12	between	between	ADP
easat-7419	56	13	the	the	DET
easat-7419	56	14	terms	term	NOUN
easat-7419	56	15	in	in	ADP
easat-7419	56	16	the	the	DET
easat-7419	56	17	ontology	ontology	NOUN
easat-7419	56	18	and	and	CCONJ
easat-7419	56	19	the	the	DET
easat-7419	56	20	vocabularies	vocabulary	NOUN
easat-7419	56	21	extracted	extract	VERB
easat-7419	56	22	from	from	ADP
easat-7419	56	23	different	different	ADJ
easat-7419	56	24	data	datum	NOUN
easat-7419	56	25	sources	source	NOUN
easat-7419	56	26	for	for	ADP
easat-7419	56	27	knowledge	knowledge	NOUN
easat-7419	56	28	is	be	AUX
easat-7419	56	29	established	establish	VERB
easat-7419	56	30	,	,	PUNCT
easat-7419	56	31	and	and	CCONJ
easat-7419	56	32	then	then	ADV
easat-7419	56	33	the	the	DET
easat-7419	56	34	data	datum	NOUN
easat-7419	56	35	from	from	ADP
easat-7419	56	36	different	different	ADJ
easat-7419	56	37	data	datum	NOUN
easat-7419	56	38	sources	source	NOUN
easat-7419	56	39	are	be	AUX
easat-7419	56	40	integrated	integrate	VERB
easat-7419	56	41	together	together	ADV
easat-7419	57	1	[	[	X
easat-7419	57	2	8	8	NUM
easat-7419	57	3	]	]	PUNCT
easat-7419	57	4	.	.	PUNCT
easat-7419	58	1	there	there	PRON
easat-7419	58	2	are	be	VERB
easat-7419	58	3	also	also	ADV
easat-7419	58	4	some	some	DET
easat-7419	58	5	terms	term	NOUN
easat-7419	58	6	describing	describe	VERB
easat-7419	58	7	the	the	DET
easat-7419	58	8	same	same	ADJ
easat-7419	58	9	kind	kind	NOUN
easat-7419	58	10	of	of	ADP
easat-7419	58	11	data	datum	NOUN
easat-7419	58	12	between	between	ADP
easat-7419	58	13	different	different	ADJ
easat-7419	58	14	ontologies	ontology	NOUN
easat-7419	58	15	.	.	PUNCT
easat-7419	59	1	so	so	ADV
easat-7419	59	2	for	for	ADP
easat-7419	59	3	these	these	DET
easat-7419	59	4	ontologies	ontology	NOUN
easat-7419	59	5	,	,	PUNCT
easat-7419	59	6	ontology	ontology	NOUN
easat-7419	59	7	fusion	fusion	NOUN
easat-7419	59	8	technology	technology	NOUN
easat-7419	59	9	is	be	AUX
easat-7419	59	10	needed	need	VERB
easat-7419	59	11	to	to	PART
easat-7419	59	12	fuse	fuse	VERB
easat-7419	59	13	different	different	ADJ
easat-7419	59	14	ontologies	ontology	NOUN
easat-7419	59	15	.	.	PUNCT
easat-7419	60	1	finally	finally	ADV
easat-7419	60	2	,	,	PUNCT
easat-7419	60	3	the	the	DET
easat-7419	60	4	integrated	integrate	VERB
easat-7419	60	5	knowledge	knowledge	NOUN
easat-7419	60	6	base	base	NOUN
easat-7419	60	7	needs	need	VERB
easat-7419	60	8	a	a	DET
easat-7419	60	9	storage	storage	NOUN
easat-7419	60	10	and	and	CCONJ
easat-7419	60	11	management	management	NOUN
easat-7419	60	12	solution	solution	NOUN
easat-7419	60	13	.	.	PUNCT
easat-7419	61	1	1.2.3	1.2.3	X
easat-7419	61	2	.	.	PUNCT
easat-7419	61	3	knowledge	knowledge	NOUN
easat-7419	61	4	computing	compute	VERB
easat-7419	61	5	knowledge	knowledge	NOUN
easat-7419	61	6	computing	computing	NOUN
easat-7419	61	7	refers	refer	VERB
easat-7419	61	8	to	to	ADP
easat-7419	61	9	the	the	DET
easat-7419	61	10	process	process	NOUN
easat-7419	61	11	of	of	ADP
easat-7419	61	12	deriving	derive	VERB
easat-7419	61	13	more	more	ADV
easat-7419	61	14	implicit	implicit	ADJ
easat-7419	61	15	knowledge	knowledge	NOUN
easat-7419	61	16	from	from	ADP
easat-7419	61	17	the	the	DET
easat-7419	61	18	information	information	NOUN
easat-7419	61	19	provided	provide	VERB
easat-7419	61	20	by	by	ADP
easat-7419	61	21	the	the	DET
easat-7419	61	22	graph	graph	NOUN
easat-7419	61	23	.	.	PUNCT
easat-7419	62	1	for	for	ADP
easat-7419	62	2	example	example	NOUN
easat-7419	62	3	,	,	PUNCT
easat-7419	62	4	through	through	ADP
easat-7419	62	5	ontology	ontology	NOUN
easat-7419	62	6	,	,	PUNCT
easat-7419	62	7	knowledge	knowledge	NOUN
easat-7419	62	8	computing	computing	NOUN
easat-7419	62	9	can	can	AUX
easat-7419	62	10	obtain	obtain	VERB
easat-7419	62	11	the	the	DET
easat-7419	62	12	implicit	implicit	ADJ
easat-7419	62	13	knowledge	knowledge	NOUN
easat-7419	62	14	[	[	X
easat-7419	62	15	9	9	NUM
easat-7419	62	16	]	]	PUNCT
easat-7419	62	17	.	.	PUNCT
easat-7419	63	1	at	at	ADP
easat-7419	63	2	the	the	DET
easat-7419	63	3	same	same	ADJ
easat-7419	63	4	time	time	NOUN
easat-7419	63	5	,	,	PUNCT
easat-7419	63	6	knowledge	knowledge	NOUN
easat-7419	63	7	computing	computing	NOUN
easat-7419	63	8	uses	use	VERB
easat-7419	63	9	different	different	ADJ
easat-7419	63	10	algorithms	algorithm	NOUN
easat-7419	63	11	of	of	ADP
easat-7419	63	12	social	social	ADJ
easat-7419	63	13	computing	computing	NOUN
easat-7419	63	14	to	to	PART
easat-7419	63	15	calculate	calculate	VERB
easat-7419	63	16	on	on	ADP
easat-7419	63	17	the	the	DET
easat-7419	63	18	knowledge	knowledge	NOUN
easat-7419	63	19	network	network	NOUN
easat-7419	63	20	.	.	PUNCT
easat-7419	64	1	calculating	calculate	VERB
easat-7419	64	2	the	the	DET
easat-7419	64	3	knowledge	knowledge	NOUN
easat-7419	64	4	graph	graph	NOUN
easat-7419	64	5	through	through	ADP
easat-7419	64	6	knowledge	knowledge	NOUN
easat-7419	64	7	computing	computing	NOUN
easat-7419	64	8	can	can	AUX
easat-7419	64	9	generate	generate	VERB
easat-7419	64	10	a	a	DET
easat-7419	64	11	large	large	ADJ
easat-7419	64	12	number	number	NOUN
easat-7419	64	13	of	of	ADP
easat-7419	64	14	intelligent	intelligent	ADJ
easat-7419	64	15	applications	application	NOUN
easat-7419	64	16	.	.	PUNCT
easat-7419	65	1	for	for	ADP
easat-7419	65	2	example	example	NOUN
easat-7419	65	3	,	,	PUNCT
easat-7419	65	4	it	it	PRON
easat-7419	65	5	can	can	AUX
easat-7419	65	6	provide	provide	VERB
easat-7419	65	7	accurate	accurate	ADJ
easat-7419	65	8	user	user	NOUN
easat-7419	65	9	portraits	portrait	NOUN
easat-7419	65	10	,	,	PUNCT
easat-7419	65	11	provide	provide	VERB
easat-7419	65	12	domain	domain	NOUN
easat-7419	65	13	knowledge	knowledge	NOUN
easat-7419	65	14	to	to	ADP
easat-7419	65	15	expert	expert	NOUN
easat-7419	65	16	systems	system	NOUN
easat-7419	65	17	,	,	PUNCT
easat-7419	65	18	and	and	CCONJ
easat-7419	65	19	provide	provide	VERB
easat-7419	65	20	decision	decision	NOUN
easat-7419	65	21	data	datum	NOUN
easat-7419	65	22	.	.	PUNCT
easat-7419	66	1	it	it	PRON
easat-7419	66	2	also	also	ADV
easat-7419	66	3	can	can	AUX
easat-7419	66	4	provide	provide	VERB
easat-7419	66	5	a	a	DET
easat-7419	66	6	more	more	ADV
easat-7419	66	7	intelligent	intelligent	ADJ
easat-7419	66	8	retrieval	retrieval	NOUN
easat-7419	66	9	method	method	NOUN
easat-7419	66	10	so	so	SCONJ
easat-7419	66	11	that	that	SCONJ
easat-7419	66	12	users	user	NOUN
easat-7419	66	13	can	can	AUX
easat-7419	66	14	search	search	VERB
easat-7419	66	15	through	through	ADP
easat-7419	66	16	natural	natural	ADJ
easat-7419	66	17	language	language	NOUN
easat-7419	66	18	.	.	PUNCT
easat-7419	67	1	1.2.4	1.2.4	X
easat-7419	67	2	.	.	PUNCT
easat-7419	67	3	entity	entity	NOUN
easat-7419	67	4	alignment	alignment	NOUN
easat-7419	67	5	the	the	DET
easat-7419	67	6	traditional	traditional	ADJ
easat-7419	67	7	method	method	NOUN
easat-7419	67	8	only	only	ADV
easat-7419	67	9	considers	consider	VERB
easat-7419	67	10	the	the	DET
easat-7419	67	11	attributes	attribute	NOUN
easat-7419	67	12	of	of	ADP
easat-7419	67	13	each	each	DET
easat-7419	67	14	entity	entity	NOUN
easat-7419	67	15	,	,	PUNCT
easat-7419	67	16	but	but	CCONJ
easat-7419	67	17	does	do	AUX
easat-7419	67	18	not	not	PART
easat-7419	67	19	consider	consider	VERB
easat-7419	67	20	the	the	DET
easat-7419	67	21	relationship	relationship	NOUN
easat-7419	67	22	between	between	ADP
easat-7419	67	23	entities	entity	NOUN
easat-7419	67	24	.	.	PUNCT
easat-7419	68	1	it	it	PRON
easat-7419	68	2	aligns	align	VERB
easat-7419	68	3	entities	entity	NOUN
easat-7419	68	4	by	by	ADP
easat-7419	68	5	evaluating	evaluate	VERB
easat-7419	68	6	various	various	ADJ
easat-7419	68	7	similarities	similarity	NOUN
easat-7419	68	8	.	.	PUNCT
easat-7419	69	1	entity	entity	NOUN
easat-7419	69	2	alignment	alignment	NOUN
easat-7419	69	3	based	base	VERB
easat-7419	69	4	on	on	ADP
easat-7419	69	5	knowledge	knowledge	NOUN
easat-7419	69	6	representation	representation	NOUN
easat-7419	69	7	can	can	AUX
easat-7419	69	8	use	use	VERB
easat-7419	69	9	the	the	DET
easat-7419	69	10	structural	structural	ADJ
easat-7419	69	11	features	feature	NOUN
easat-7419	69	12	and	and	CCONJ
easat-7419	69	13	semantic	semantic	ADJ
easat-7419	69	14	features	feature	NOUN
easat-7419	69	15	of	of	ADP
easat-7419	69	16	the	the	DET
easat-7419	69	17	upper	upper	ADJ
easat-7419	69	18	and	and	CCONJ
easat-7419	69	19	lower	low	ADJ
easat-7419	69	20	levels	level	NOUN
easat-7419	69	21	.	.	PUNCT
easat-7419	70	1	the	the	DET
easat-7419	70	2	entity	entity	NOUN
easat-7419	70	3	alignment	alignment	NOUN
easat-7419	70	4	of	of	ADP
easat-7419	70	5	knowledge	knowledge	NOUN
easat-7419	70	6	graph	graph	NOUN
easat-7419	70	7	based	base	VERB
easat-7419	70	8	on	on	ADP
easat-7419	70	9	neo4j	neo4j	PROPN
easat-7419	70	10	graph	graph	NOUN
easat-7419	70	11	database	database	NOUN
easat-7419	70	12	is	be	AUX
easat-7419	70	13	the	the	DET
easat-7419	70	14	most	most	ADV
easat-7419	70	15	commonly	commonly	ADV
easat-7419	70	16	used	use	VERB
easat-7419	70	17	method	method	NOUN
easat-7419	70	18	at	at	ADP
easat-7419	70	19	present	present	ADJ
easat-7419	70	20	.	.	PUNCT
easat-7419	71	1	it	it	PRON
easat-7419	71	2	uses	use	VERB
easat-7419	71	3	node	node	ADJ
easat-7419	71	4	attributes	attribute	NOUN
easat-7419	71	5	or	or	CCONJ
easat-7419	71	6	labels	label	NOUN
easat-7419	71	7	to	to	PART
easat-7419	71	8	represent	represent	VERB
easat-7419	71	9	entity	entity	NOUN
easat-7419	71	10	names	name	NOUN
easat-7419	71	11	[	[	X
easat-7419	71	12	10	10	NUM
easat-7419	71	13	]	]	PUNCT
easat-7419	71	14	.	.	PUNCT
easat-7419	72	1	first	first	ADV
easat-7419	72	2	,	,	PUNCT
easat-7419	72	3	it	it	PRON
easat-7419	72	4	adds	add	VERB
easat-7419	72	5	entities	entity	NOUN
easat-7419	72	6	from	from	ADP
easat-7419	72	7	different	different	ADJ
easat-7419	72	8	data	datum	NOUN
easat-7419	72	9	sources	source	NOUN
easat-7419	72	10	to	to	ADP
easat-7419	72	11	the	the	DET
easat-7419	72	12	graph	graph	NOUN
easat-7419	72	13	database	database	NOUN
easat-7419	72	14	and	and	CCONJ
easat-7419	72	15	sets	set	VERB
easat-7419	72	16	the	the	DET
easat-7419	72	17	corresponding	correspond	VERB
easat-7419	72	18	attributes	attribute	NOUN
easat-7419	72	19	.	.	PUNCT
easat-7419	73	1	then	then	ADV
easat-7419	73	2	,	,	PUNCT
easat-7419	73	3	by	by	ADP
easat-7419	73	4	executing	execute	VERB
easat-7419	73	5	the	the	DET
easat-7419	73	6	cypher	cypher	ADJ
easat-7419	73	7	query	query	NOUN
easat-7419	73	8	statement	statement	NOUN
easat-7419	73	9	,	,	PUNCT
easat-7419	73	10	it	it	PRON
easat-7419	73	11	finds	find	VERB
easat-7419	73	12	similar	similar	ADJ
easat-7419	73	13	entity	entity	NOUN
easat-7419	73	14	names	name	NOUN
easat-7419	73	15	and	and	CCONJ
easat-7419	73	16	aligns	align	VERB
easat-7419	73	17	them	they	PRON
easat-7419	73	18	.	.	PUNCT
easat-7419	74	1	the	the	DET
easat-7419	74	2	same	same	ADJ
easat-7419	74	3	entity	entity	NOUN
easat-7419	74	4	will	will	AUX
easat-7419	74	5	have	have	VERB
easat-7419	74	6	different	different	ADJ
easat-7419	74	7	references	reference	NOUN
easat-7419	74	8	in	in	ADP
easat-7419	74	9	the	the	DET
easat-7419	74	10	text	text	NOUN
easat-7419	74	11	.	.	PUNCT
easat-7419	75	1	2147	2147	NUM
easat-7419	75	2	edelweiss	edelweiss	PROPN
easat-7419	75	3	applied	apply	VERB
easat-7419	75	4	science	science	NOUN
easat-7419	75	5	and	and	CCONJ
easat-7419	75	6	technology	technology	NOUN
easat-7419	75	7	issn	issn	PROPN
easat-7419	75	8	:	:	PUNCT
easat-7419	75	9	2576	2576	NUM
easat-7419	75	10	-	-	SYM
easat-7419	75	11	8484	8484	NUM
easat-7419	75	12	vol	vol	NOUN
easat-7419	75	13	.	.	PROPN
easat-7419	76	1	9	9	NUM
easat-7419	76	2	,	,	PUNCT
easat-7419	76	3	no	no	INTJ
easat-7419	76	4	.	.	NOUN
easat-7419	76	5	5	5	NUM
easat-7419	76	6	:	:	SYM
easat-7419	76	7	2144	2144	NUM
easat-7419	76	8	-	-	SYM
easat-7419	76	9	2156	2156	NUM
easat-7419	76	10	,	,	PUNCT
easat-7419	76	11	2025	2025	NUM
easat-7419	76	12	doi	doi	NOUN
easat-7419	76	13	:	:	PUNCT
easat-7419	76	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	76	15	©	©	PROPN
easat-7419	76	16	2025	2025	NUM
easat-7419	76	17	by	by	ADP
easat-7419	76	18	the	the	DET
easat-7419	76	19	authors	author	NOUN
easat-7419	76	20	;	;	PUNCT
easat-7419	76	21	licensee	licensee	PROPN
easat-7419	76	22	learning	learning	NOUN
easat-7419	76	23	gate	gate	NOUN
easat-7419	76	24	2	2	NUM
easat-7419	76	25	.	.	PUNCT
easat-7419	77	1	constructing	construct	VERB
easat-7419	77	2	mathematical	mathematical	ADJ
easat-7419	77	3	models	model	NOUN
easat-7419	77	4	constructing	construct	VERB
easat-7419	77	5	a	a	DET
easat-7419	77	6	mathematical	mathematical	ADJ
easat-7419	77	7	model	model	NOUN
easat-7419	77	8	is	be	AUX
easat-7419	77	9	the	the	DET
easat-7419	77	10	core	core	ADJ
easat-7419	77	11	work	work	NOUN
easat-7419	77	12	of	of	ADP
easat-7419	77	13	this	this	DET
easat-7419	77	14	paper	paper	NOUN
easat-7419	77	15	,	,	PUNCT
easat-7419	77	16	including	include	VERB
easat-7419	77	17	extracting	extract	VERB
easat-7419	77	18	word	word	NOUN
easat-7419	77	19	vectors	vector	NOUN
easat-7419	77	20	,	,	PUNCT
easat-7419	77	21	calculating	calculate	VERB
easat-7419	77	22	user	user	NOUN
easat-7419	77	23	interest	interest	NOUN
easat-7419	77	24	preference	preference	NOUN
easat-7419	77	25	features	feature	VERB
easat-7419	77	26	,	,	PUNCT
easat-7419	77	27	generating	generate	VERB
easat-7419	77	28	news	news	NOUN
easat-7419	77	29	feature	feature	NOUN
easat-7419	77	30	vectors	vector	NOUN
easat-7419	77	31	,	,	PUNCT
easat-7419	77	32	convolutional	convolutional	ADJ
easat-7419	77	33	neural	neural	ADJ
easat-7419	77	34	network	network	NOUN
easat-7419	77	35	recommendation	recommendation	NOUN
easat-7419	77	36	models	model	NOUN
easat-7419	77	37	,	,	PUNCT
easat-7419	77	38	and	and	CCONJ
easat-7419	77	39	integrating	integrate	VERB
easat-7419	77	40	attention	attention	NOUN
easat-7419	77	41	propagation	propagation	NOUN
easat-7419	77	42	layers	layer	NOUN
easat-7419	77	43	.	.	PUNCT
easat-7419	78	1	in	in	ADP
easat-7419	78	2	this	this	DET
easat-7419	78	3	paper	paper	NOUN
easat-7419	78	4	,	,	PUNCT
easat-7419	78	5	the	the	DET
easat-7419	78	6	recurrent	recurrent	ADJ
easat-7419	78	7	neural	neural	ADJ
easat-7419	78	8	network	network	NOUN
easat-7419	78	9	model	model	NOUN
easat-7419	78	10	integrated	integrate	VERB
easat-7419	78	11	with	with	ADP
easat-7419	78	12	the	the	DET
easat-7419	78	13	attention	attention	NOUN
easat-7419	78	14	mechanism	mechanism	NOUN
easat-7419	78	15	is	be	AUX
easat-7419	78	16	defined	define	VERB
easat-7419	78	17	as	as	ADP
easat-7419	78	18	ancnn	ancnn	NOUN
easat-7419	78	19	.	.	PUNCT
easat-7419	79	1	2.1	2.1	NUM
easat-7419	79	2	.	.	PUNCT
easat-7419	79	3	extracting	extract	VERB
easat-7419	79	4	word	word	NOUN
easat-7419	79	5	vectors	vector	NOUN
easat-7419	79	6	in	in	ADP
easat-7419	79	7	order	order	NOUN
easat-7419	79	8	to	to	PART
easat-7419	79	9	convert	convert	VERB
easat-7419	79	10	the	the	DET
easat-7419	79	11	words	word	NOUN
easat-7419	79	12	in	in	ADP
easat-7419	79	13	news	news	NOUN
easat-7419	79	14	headlines	headline	NOUN
easat-7419	79	15	and	and	CCONJ
easat-7419	79	16	abstracts	abstract	NOUN
easat-7419	79	17	into	into	ADP
easat-7419	79	18	low	low	ADJ
easat-7419	79	19	-	-	PUNCT
easat-7419	79	20	dimensional	dimensional	ADJ
easat-7419	79	21	dense	dense	ADJ
easat-7419	79	22	vectors	vector	NOUN
easat-7419	79	23	with	with	ADP
easat-7419	79	24	rich	rich	ADJ
easat-7419	79	25	semantics	semantic	NOUN
easat-7419	79	26	,	,	PUNCT
easat-7419	79	27	this	this	DET
easat-7419	79	28	paper	paper	NOUN
easat-7419	79	29	uses	use	VERB
easat-7419	79	30	the	the	DET
easat-7419	79	31	unsupervised	unsupervised	ADJ
easat-7419	79	32	learning	learning	NOUN
easat-7419	79	33	method	method	NOUN
easat-7419	79	34	in	in	ADP
easat-7419	79	35	the	the	DET
easat-7419	79	36	word2vec	word2vec	PROPN
easat-7419	79	37	model	model	NOUN
easat-7419	79	38	to	to	PART
easat-7419	79	39	obtain	obtain	VERB
easat-7419	79	40	the	the	DET
easat-7419	79	41	corresponding	corresponding	ADJ
easat-7419	79	42	word	word	NOUN
easat-7419	79	43	vectors	vector	NOUN
easat-7419	79	44	.	.	PUNCT
easat-7419	80	1	it	it	PRON
easat-7419	80	2	utilizes	utilize	VERB
easat-7419	80	3	a	a	DET
easat-7419	80	4	large	large	ADJ
easat-7419	80	5	corpus	corpus	NOUN
easat-7419	80	6	of	of	ADP
easat-7419	80	7	sentences	sentence	NOUN
easat-7419	80	8	as	as	ADP
easat-7419	80	9	a	a	DET
easat-7419	80	10	training	training	NOUN
easat-7419	80	11	set	set	NOUN
easat-7419	80	12	,	,	PUNCT
easat-7419	80	13	simulating	simulate	VERB
easat-7419	80	14	the	the	DET
easat-7419	80	15	human	human	ADJ
easat-7419	80	16	brain	brain	NOUN
easat-7419	80	17	's	's	PART
easat-7419	80	18	thinking	thinking	NOUN
easat-7419	80	19	through	through	ADP
easat-7419	80	20	the	the	DET
easat-7419	80	21	form	form	NOUN
easat-7419	80	22	of	of	ADP
easat-7419	80	23	a	a	DET
easat-7419	80	24	neural	neural	ADJ
easat-7419	80	25	network	network	NOUN
easat-7419	80	26	,	,	PUNCT
easat-7419	80	27	encoding	encode	VERB
easat-7419	80	28	words	word	NOUN
easat-7419	80	29	with	with	ADP
easat-7419	80	30	one	one	NUM
easat-7419	80	31	-	-	PUNCT
easat-7419	80	32	hot	hot	ADJ
easat-7419	80	33	vectors	vector	NOUN
easat-7419	80	34	as	as	ADP
easat-7419	80	35	input	input	NOUN
easat-7419	80	36	,	,	PUNCT
easat-7419	80	37	and	and	CCONJ
easat-7419	80	38	training	train	VERB
easat-7419	80	39	the	the	DET
easat-7419	80	40	model	model	NOUN
easat-7419	80	41	to	to	PART
easat-7419	80	42	achieve	achieve	VERB
easat-7419	80	43	a	a	DET
easat-7419	80	44	vectorized	vectorize	VERB
easat-7419	80	45	representation	representation	NOUN
easat-7419	80	46	of	of	ADP
easat-7419	80	47	text	text	NOUN
easat-7419	80	48	data	datum	NOUN
easat-7419	80	49	[	[	X
easat-7419	80	50	11	11	NUM
easat-7419	80	51	]	]	PUNCT
easat-7419	80	52	.	.	PUNCT
easat-7419	81	1	after	after	SCONJ
easat-7419	81	2	the	the	DET
easat-7419	81	3	words	word	NOUN
easat-7419	81	4	in	in	ADP
easat-7419	81	5	the	the	DET
easat-7419	81	6	news	news	NOUN
easat-7419	81	7	text	text	NOUN
easat-7419	81	8	are	be	AUX
easat-7419	81	9	mapped	map	VERB
easat-7419	81	10	to	to	ADP
easat-7419	81	11	the	the	DET
easat-7419	81	12	semantic	semantic	ADJ
easat-7419	81	13	vector	vector	NOUN
easat-7419	81	14	space	space	NOUN
easat-7419	81	15	,	,	PUNCT
easat-7419	81	16	the	the	DET
easat-7419	81	17	mathematical	mathematical	ADJ
easat-7419	81	18	operation	operation	NOUN
easat-7419	81	19	can	can	AUX
easat-7419	81	20	be	be	AUX
easat-7419	81	21	carried	carry	VERB
easat-7419	81	22	out	out	ADP
easat-7419	81	23	between	between	ADP
easat-7419	81	24	the	the	DET
easat-7419	81	25	vectors	vector	NOUN
easat-7419	81	26	.	.	PUNCT
easat-7419	82	1	the	the	DET
easat-7419	82	2	distance	distance	NOUN
easat-7419	82	3	reflects	reflect	VERB
easat-7419	82	4	the	the	DET
easat-7419	82	5	relevance	relevance	NOUN
easat-7419	82	6	of	of	ADP
easat-7419	82	7	words	word	NOUN
easat-7419	82	8	.	.	PUNCT
easat-7419	83	1	in	in	ADP
easat-7419	83	2	order	order	NOUN
easat-7419	83	3	to	to	PART
easat-7419	83	4	fully	fully	ADV
easat-7419	83	5	extract	extract	VERB
easat-7419	83	6	the	the	DET
easat-7419	83	7	features	feature	NOUN
easat-7419	83	8	of	of	ADP
easat-7419	83	9	news	news	NOUN
easat-7419	83	10	text	text	NOUN
easat-7419	83	11	,	,	PUNCT
easat-7419	83	12	this	this	DET
easat-7419	83	13	paper	paper	NOUN
easat-7419	83	14	initially	initially	ADV
easat-7419	83	15	converts	convert	VERB
easat-7419	83	16	the	the	DET
easat-7419	83	17	words	word	NOUN
easat-7419	83	18	in	in	ADP
easat-7419	83	19	news	news	NOUN
easat-7419	83	20	headlines	headline	NOUN
easat-7419	83	21	and	and	CCONJ
easat-7419	83	22	news	news	NOUN
easat-7419	83	23	abstracts	abstract	NOUN
easat-7419	83	24	into	into	ADP
easat-7419	83	25	semantic	semantic	ADJ
easat-7419	83	26	vectors	vector	NOUN
easat-7419	83	27	extracted	extract	VERB
easat-7419	83	28	after	after	ADP
easat-7419	83	29	corpus	corpus	NOUN
easat-7419	83	30	data	datum	NOUN
easat-7419	83	31	training.let	training.let	X
easat-7419	83	32	m	m	VERB
easat-7419	83	33	denote	denote	VERB
easat-7419	83	34	the	the	DET
easat-7419	83	35	length	length	NOUN
easat-7419	83	36	of	of	ADP
easat-7419	83	37	the	the	DET
easat-7419	83	38	news	news	NOUN
easat-7419	83	39	headline	headline	NOUN
easat-7419	83	40	,	,	PUNCT
easat-7419	83	41	let	let	VERB
easat-7419	83	42	n	n	PRON
easat-7419	83	43	denote	denote	VERB
easat-7419	83	44	the	the	DET
easat-7419	83	45	length	length	NOUN
easat-7419	83	46	of	of	ADP
easat-7419	83	47	the	the	DET
easat-7419	83	48	news	news	NOUN
easat-7419	83	49	summary	summary	NOUN
easat-7419	83	50	,	,	PUNCT
easat-7419	83	51	let	let	VERB
easat-7419	83	52			ADJ
easat-7419	83	53	1	1	NOUN
easat-7419	83	54	2	2	NUM
easat-7419	83	55	,	,	PUNCT
easat-7419	83	56	,	,	PUNCT
easat-7419	83	57	,	,	PUNCT
easat-7419	83	58	t	t	PROPN
easat-7419	83	59	ms	ms	PROPN
easat-7419	83	60	w	w	PROPN
easat-7419	83	61	w	w	PROPN
easat-7419	83	62	w=	w=	PROPN
easat-7419	83	63	denote	denote	VERB
easat-7419	83	64	the	the	DET
easat-7419	83	65	word	word	NOUN
easat-7419	83	66	sequence	sequence	NOUN
easat-7419	83	67	of	of	ADP
easat-7419	83	68	a	a	DET
easat-7419	83	69	news	news	NOUN
easat-7419	83	70	headline	headline	NOUN
easat-7419	83	71	,	,	PUNCT
easat-7419	83	72	and	and	CCONJ
easat-7419	83	73	let	let	VERB
easat-7419	83	74			ADJ
easat-7419	83	75	1	1	NOUN
easat-7419	83	76	2	2	NUM
easat-7419	83	77	,	,	PUNCT
easat-7419	83	78	,	,	PUNCT
easat-7419	83	79	,	,	PUNCT
easat-7419	83	80	a	a	DET
easat-7419	83	81	ns	ns	PROPN
easat-7419	83	82	w	w	PROPN
easat-7419	83	83	w	w	PROPN
easat-7419	83	84	w=	w=	NOUN
easat-7419	83	85	denote	denote	VERB
easat-7419	83	86	the	the	DET
easat-7419	83	87	word	word	NOUN
easat-7419	83	88	sequence	sequence	NOUN
easat-7419	83	89	of	of	ADP
easat-7419	83	90	a	a	DET
easat-7419	83	91	news	news	NOUN
easat-7419	83	92	summary	summary	NOUN
easat-7419	83	93	.	.	PUNCT
easat-7419	84	1	the	the	DET
easat-7419	84	2	word	word	NOUN
easat-7419	84	3	vector	vector	NOUN
easat-7419	84	4	extraction	extraction	NOUN
easat-7419	84	5	process	process	NOUN
easat-7419	84	6	of	of	ADP
easat-7419	84	7	news	news	NOUN
easat-7419	84	8	text	text	NOUN
easat-7419	84	9	is	be	AUX
easat-7419	84	10	shown	show	VERB
easat-7419	84	11	in	in	ADP
easat-7419	84	12	figure	figure	NOUN
easat-7419	84	13	2	2	NUM
easat-7419	84	14	.	.	X
easat-7419	84	15	2148	2148	NUM
easat-7419	84	16	edelweiss	edelweiss	PROPN
easat-7419	84	17	applied	apply	VERB
easat-7419	84	18	science	science	NOUN
easat-7419	84	19	and	and	CCONJ
easat-7419	84	20	technology	technology	NOUN
easat-7419	84	21	issn	issn	PROPN
easat-7419	84	22	:	:	PUNCT
easat-7419	84	23	2576	2576	NUM
easat-7419	84	24	-	-	SYM
easat-7419	84	25	8484	8484	NUM
easat-7419	84	26	vol	vol	NOUN
easat-7419	84	27	.	.	PROPN
easat-7419	85	1	9	9	NUM
easat-7419	85	2	,	,	PUNCT
easat-7419	85	3	no	no	INTJ
easat-7419	85	4	.	.	NOUN
easat-7419	85	5	5	5	NUM
easat-7419	85	6	:	:	SYM
easat-7419	85	7	2144	2144	NUM
easat-7419	85	8	-	-	SYM
easat-7419	85	9	2156	2156	NUM
easat-7419	85	10	,	,	PUNCT
easat-7419	85	11	2025	2025	NUM
easat-7419	85	12	doi	doi	NOUN
easat-7419	85	13	:	:	PUNCT
easat-7419	85	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	85	15	©	©	PROPN
easat-7419	85	16	2025	2025	NUM
easat-7419	85	17	by	by	ADP
easat-7419	85	18	the	the	DET
easat-7419	85	19	authors	author	NOUN
easat-7419	85	20	;	;	PUNCT
easat-7419	85	21	licensee	licensee	PROPN
easat-7419	85	22	learning	learn	VERB
easat-7419	85	23	gate	gate	NOUN
easat-7419	85	24	figure	figure	NOUN
easat-7419	85	25	2	2	NUM
easat-7419	85	26	.	.	PUNCT
easat-7419	85	27	extraction	extraction	NOUN
easat-7419	85	28	process	process	NOUN
easat-7419	85	29	of	of	ADP
easat-7419	85	30	news	news	NOUN
easat-7419	85	31	text	text	NOUN
easat-7419	85	32	word	word	NOUN
easat-7419	85	33	vector	vector	NOUN
easat-7419	85	34	.	.	PUNCT
easat-7419	86	1	text	text	NOUN
easat-7419	86	2	training	training	NOUN
easat-7419	86	3	.	.	PUNCT
easat-7419	87	1	for	for	ADP
easat-7419	87	2	sentences	sentence	NOUN
easat-7419	87	3	in	in	ADP
easat-7419	87	4	the	the	DET
easat-7419	87	5	corpus	corpus	NOUN
easat-7419	87	6	,	,	PUNCT
easat-7419	87	7	this	this	DET
easat-7419	87	8	paper	paper	NOUN
easat-7419	87	9	selects	select	VERB
easat-7419	87	10	a	a	DET
easat-7419	87	11	sliding	slide	VERB
easat-7419	87	12	window	window	NOUN
easat-7419	87	13	with	with	ADP
easat-7419	87	14	a	a	DET
easat-7419	87	15	length	length	NOUN
easat-7419	87	16	of	of	ADP
easat-7419	87	17	2	2	NUM
easat-7419	87	18	1c	1c	NOUN
easat-7419	87	19	+	+	CCONJ
easat-7419	87	20	,	,	PUNCT
easat-7419	87	21	that	that	ADV
easat-7419	87	22	is	is	ADV
easat-7419	87	23	,	,	PUNCT
easat-7419	87	24	the	the	DET
easat-7419	87	25	context	context	NOUN
easat-7419	87	26	window	window	NOUN
easat-7419	87	27	of	of	ADP
easat-7419	87	28	the	the	DET
easat-7419	87	29	corpus	corpus	NOUN
easat-7419	87	30	words	word	NOUN
easat-7419	87	31	is	be	AUX
easat-7419	87	32	c	c	NOUN
easat-7419	87	33	,	,	PUNCT
easat-7419	87	34	and	and	CCONJ
easat-7419	87	35	generates	generate	VERB
easat-7419	87	36	training	training	NOUN
easat-7419	87	37	samples	sample	NOUN
easat-7419	87	38	.	.	PUNCT
easat-7419	88	1	according	accord	VERB
easat-7419	88	2	to	to	ADP
easat-7419	88	3	the	the	DET
easat-7419	88	4	hypothesis	hypothesis	NOUN
easat-7419	88	5	of	of	ADP
easat-7419	88	6	the	the	DET
easat-7419	88	7	neural	neural	ADJ
easat-7419	88	8	network	network	NOUN
easat-7419	88	9	model	model	NOUN
easat-7419	88	10	used	use	VERB
easat-7419	88	11	to	to	PART
easat-7419	88	12	generate	generate	VERB
easat-7419	88	13	word	word	NOUN
easat-7419	88	14	vectors	vector	NOUN
easat-7419	88	15	,	,	PUNCT
easat-7419	88	16	the	the	DET
easat-7419	88	17	selection	selection	NOUN
easat-7419	88	18	of	of	ADP
easat-7419	88	19	each	each	DET
easat-7419	88	20	word	word	NOUN
easat-7419	88	21	is	be	AUX
easat-7419	88	22	determined	determine	VERB
easat-7419	88	23	by	by	ADP
easat-7419	88	24	adjacent	adjacent	ADJ
easat-7419	88	25	words	word	NOUN
easat-7419	88	26	.	.	PUNCT
easat-7419	89	1	the	the	DET
easat-7419	89	2	coding	code	VERB
easat-7419	89	3	vector	vector	NOUN
easat-7419	89	4	of	of	ADP
easat-7419	89	5	context	context	NOUN
easat-7419	89	6	words	word	NOUN
easat-7419	89	7	is	be	AUX
easat-7419	89	8	used	use	VERB
easat-7419	89	9	as	as	ADP
easat-7419	89	10	the	the	DET
easat-7419	89	11	input	input	NOUN
easat-7419	89	12	of	of	ADP
easat-7419	89	13	the	the	DET
easat-7419	89	14	model	model	NOUN
easat-7419	89	15	.	.	PUNCT
easat-7419	90	1	with	with	ADP
easat-7419	90	2	the	the	DET
easat-7419	90	3	help	help	NOUN
easat-7419	90	4	of	of	ADP
easat-7419	90	5	gradient	gradient	ADJ
easat-7419	90	6	descent	descent	NOUN
easat-7419	90	7	method	method	NOUN
easat-7419	90	8	,	,	PUNCT
easat-7419	90	9	the	the	DET
easat-7419	90	10	loss	loss	NOUN
easat-7419	90	11	function	function	NOUN
easat-7419	90	12	is	be	AUX
easat-7419	90	13	recursively	recursively	ADV
easat-7419	90	14	trained	train	VERB
easat-7419	90	15	by	by	ADP
easat-7419	90	16	sample	sample	NOUN
easat-7419	90	17	data	datum	NOUN
easat-7419	90	18	to	to	PART
easat-7419	90	19	determine	determine	VERB
easat-7419	90	20	and	and	CCONJ
easat-7419	90	21	store	store	VERB
easat-7419	90	22	the	the	DET
easat-7419	90	23	optimal	optimal	ADJ
easat-7419	90	24	hidden	hide	VERB
easat-7419	90	25	layer	layer	NOUN
easat-7419	90	26	weight	weight	NOUN
easat-7419	90	27	matrix	matrix	NOUN
easat-7419	90	28	.	.	PUNCT
easat-7419	91	1	2149	2149	NUM
easat-7419	91	2	edelweiss	edelweiss	PROPN
easat-7419	91	3	applied	apply	VERB
easat-7419	91	4	science	science	NOUN
easat-7419	91	5	and	and	CCONJ
easat-7419	91	6	technology	technology	NOUN
easat-7419	91	7	issn	issn	PROPN
easat-7419	91	8	:	:	PUNCT
easat-7419	91	9	2576	2576	NUM
easat-7419	91	10	-	-	SYM
easat-7419	91	11	8484	8484	NUM
easat-7419	91	12	vol	vol	NOUN
easat-7419	91	13	.	.	PROPN
easat-7419	92	1	9	9	NUM
easat-7419	92	2	,	,	PUNCT
easat-7419	92	3	no	no	INTJ
easat-7419	92	4	.	.	NOUN
easat-7419	92	5	5	5	NUM
easat-7419	92	6	:	:	SYM
easat-7419	92	7	2144	2144	NUM
easat-7419	92	8	-	-	SYM
easat-7419	92	9	2156	2156	NUM
easat-7419	92	10	,	,	PUNCT
easat-7419	92	11	2025	2025	NUM
easat-7419	92	12	doi	doi	NOUN
easat-7419	92	13	:	:	PUNCT
easat-7419	92	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	92	15	©	©	PROPN
easat-7419	92	16	2025	2025	NUM
easat-7419	92	17	by	by	ADP
easat-7419	92	18	the	the	DET
easat-7419	92	19	authors	author	NOUN
easat-7419	92	20	;	;	PUNCT
easat-7419	93	1	licensee	licensee	PROPN
easat-7419	93	2	learning	learning	NOUN
easat-7419	93	3	gate	gate	VERB
easat-7419	93	4	semantic	semantic	ADJ
easat-7419	93	5	vector	vector	NOUN
easat-7419	93	6	generation	generation	NOUN
easat-7419	93	7	.	.	PUNCT
easat-7419	94	1	the	the	DET
easat-7419	94	2	optimal	optimal	ADJ
easat-7419	94	3	weight	weight	NOUN
easat-7419	94	4	matrix	matrix	NOUN
easat-7419	94	5	is	be	AUX
easat-7419	94	6	loaded	load	VERB
easat-7419	94	7	to	to	PART
easat-7419	94	8	generate	generate	VERB
easat-7419	94	9	the	the	DET
easat-7419	94	10	feature	feature	NOUN
easat-7419	94	11	vector	vector	NOUN
easat-7419	94	12	corresponding	correspond	VERB
easat-7419	94	13	to	to	ADP
easat-7419	94	14	each	each	DET
easat-7419	94	15	word	word	NOUN
easat-7419	94	16	,	,	PUNCT
easat-7419	94	17	and	and	CCONJ
easat-7419	94	18	the	the	DET
easat-7419	94	19	word	word	NOUN
easat-7419	94	20	vector	vector	NOUN
easat-7419	94	21	matrix	matrix	NOUN
easat-7419	94	22	of	of	ADP
easat-7419	94	23	the	the	DET
easat-7419	94	24	news	news	NOUN
easat-7419	94	25	text	text	NOUN
easat-7419	94	26	is	be	AUX
easat-7419	94	27	obtained	obtain	VERB
easat-7419	94	28	.	.	PUNCT
easat-7419	95	1	the	the	DET
easat-7419	95	2	formula	formula	NOUN
easat-7419	95	3	is	be	AUX
easat-7419	95	4	as	as	SCONJ
easat-7419	95	5	follows	follow	VERB
easat-7419	95	6	:	:	PUNCT
easat-7419	95	7	1	1	NUM
easat-7419	95	8	2	2	NUM
easat-7419	95	9	,	,	PUNCT
easat-7419	95	10	,	,	PUNCT
easat-7419	95	11	,	,	PUNCT
easat-7419	95	12	,	,	PUNCT
easat-7419	95	13	t	t	PROPN
easat-7419	95	14	t	t	PROPN
easat-7419	95	15	t	t	PROPN
easat-7419	95	16	t	t	PROPN
easat-7419	95	17	t	t	NOUN
easat-7419	96	1	i	i	PRON
easat-7419	96	2	mw	mw	VERB
easat-7419	96	3	w	w	PROPN
easat-7419	96	4	w	w	PROPN
easat-7419	96	5	w	w	PROPN
easat-7419	96	6	w	w	NOUN
easat-7419	96	7	=	=	NOUN
easat-7419	96	8			PROPN
easat-7419	96	9			PROPN
easat-7419	96	10	(	(	PUNCT
easat-7419	96	11	1	1	NUM
easat-7419	96	12	)	)	PUNCT
easat-7419	96	13	1	1	NUM
easat-7419	96	14	2	2	NUM
easat-7419	96	15	,	,	PUNCT
easat-7419	96	16	,	,	PUNCT
easat-7419	96	17	,	,	PUNCT
easat-7419	96	18	,	,	PUNCT
easat-7419	96	19	a	a	DET
easat-7419	96	20	a	a	DET
easat-7419	96	21	a	a	DET
easat-7419	96	22	a	a	PRON
easat-7419	96	23	a	a	PRON
easat-7419	97	1	i	i	PRON
easat-7419	97	2	nw	nw	PROPN
easat-7419	97	3	w	w	PROPN
easat-7419	97	4	w	w	PROPN
easat-7419	97	5	w	w	PROPN
easat-7419	97	6	w	w	NOUN
easat-7419	97	7	=	=	NOUN
easat-7419	97	8			PROPN
easat-7419	97	9			PROPN
easat-7419	97	10	(	(	PUNCT
easat-7419	97	11	2	2	NUM
easat-7419	97	12	)	)	PUNCT
easat-7419	97	13	in	in	ADP
easat-7419	97	14	the	the	DET
easat-7419	97	15	above	above	ADJ
easat-7419	97	16	formula	formula	NOUN
easat-7419	97	17	,	,	PUNCT
easat-7419	97	18	tw	tw	NOUN
easat-7419	97	19	represents	represent	VERB
easat-7419	97	20	the	the	DET
easat-7419	97	21	news	news	NOUN
easat-7419	97	22	title	title	NOUN
easat-7419	97	23	word	word	NOUN
easat-7419	97	24	vector	vector	NOUN
easat-7419	97	25	matrix	matrix	NOUN
easat-7419	97	26	,	,	PUNCT
easat-7419	97	27	aw	aw	INTJ
easat-7419	97	28	represents	represent	VERB
easat-7419	97	29	the	the	DET
easat-7419	97	30	news	news	NOUN
easat-7419	97	31	summary	summary	NOUN
easat-7419	97	32	word	word	NOUN
easat-7419	97	33	vector	vector	NOUN
easat-7419	97	34	matrix	matrix	NOUN
easat-7419	97	35	,	,	PUNCT
easat-7419	97	36	and	and	CCONJ
easat-7419	97	37	t	t	X
easat-7419	97	38	iw	iw	INTJ
easat-7419	97	39	and	and	CCONJ
easat-7419	97	40	a	a	DET
easat-7419	97	41	iw	iw	INTJ
easat-7419	97	42	represent	represent	VERB
easat-7419	97	43	the	the	DET
easat-7419	97	44	word	word	NOUN
easat-7419	97	45	vectors	vector	NOUN
easat-7419	97	46	generated	generate	VERB
easat-7419	97	47	by	by	ADP
easat-7419	97	48	processing	process	VERB
easat-7419	97	49	in	in	ADP
easat-7419	97	50	the	the	DET
easat-7419	97	51	text	text	NOUN
easat-7419	97	52	.	.	PUNCT
easat-7419	98	1	2.1.1	2.1.1	X
easat-7419	98	2	.	.	PUNCT
easat-7419	98	3	calculating	calculate	VERB
easat-7419	98	4	user	user	NOUN
easat-7419	98	5	interest	interest	NOUN
easat-7419	98	6	preference	preference	PROPN
easat-7419	98	7	characteristics	characteristic	NOUN
easat-7419	98	8	there	there	PRON
easat-7419	98	9	are	be	VERB
easat-7419	98	10	a	a	DET
easat-7419	98	11	large	large	ADJ
easat-7419	98	12	number	number	NOUN
easat-7419	98	13	of	of	ADP
easat-7419	98	14	click	click	NOUN
easat-7419	98	15	behaviors	behavior	NOUN
easat-7419	98	16	in	in	ADP
easat-7419	98	17	the	the	DET
easat-7419	98	18	user	user	NOUN
easat-7419	98	19	history	history	NOUN
easat-7419	98	20	browsing	browse	VERB
easat-7419	98	21	sequence	sequence	NOUN
easat-7419	98	22	.	.	PUNCT
easat-7419	99	1	there	there	PRON
easat-7419	99	2	is	be	VERB
easat-7419	99	3	a	a	DET
easat-7419	99	4	certain	certain	ADJ
easat-7419	99	5	correlation	correlation	NOUN
easat-7419	99	6	between	between	ADP
easat-7419	99	7	most	most	ADJ
easat-7419	99	8	of	of	ADP
easat-7419	99	9	the	the	DET
easat-7419	99	10	user	user	NOUN
easat-7419	99	11	's	's	PART
easat-7419	99	12	historical	historical	ADJ
easat-7419	99	13	behaviors	behavior	NOUN
easat-7419	99	14	,	,	PUNCT
easat-7419	99	15	and	and	CCONJ
easat-7419	99	16	the	the	DET
easat-7419	99	17	user	user	NOUN
easat-7419	99	18	's	's	PART
easat-7419	99	19	current	current	ADJ
easat-7419	99	20	behavior	behavior	NOUN
easat-7419	99	21	may	may	AUX
easat-7419	99	22	be	be	AUX
easat-7419	99	23	affected	affect	VERB
easat-7419	99	24	by	by	ADP
easat-7419	99	25	other	other	ADJ
easat-7419	99	26	behaviors	behavior	NOUN
easat-7419	99	27	.	.	PUNCT
easat-7419	100	1	therefore	therefore	ADV
easat-7419	100	2	,	,	PUNCT
easat-7419	100	3	the	the	DET
easat-7419	100	4	use	use	NOUN
easat-7419	100	5	of	of	ADP
easat-7419	100	6	multi	multi	ADJ
easat-7419	100	7	-	-	ADJ
easat-7419	100	8	layer	layer	ADJ
easat-7419	100	9	attention	attention	NOUN
easat-7419	100	10	networks	network	NOUN
easat-7419	100	11	can	can	AUX
easat-7419	100	12	effectively	effectively	ADV
easat-7419	100	13	solve	solve	VERB
easat-7419	100	14	this	this	DET
easat-7419	100	15	problem	problem	NOUN
easat-7419	100	16	.	.	PUNCT
easat-7419	101	1	specifically	specifically	ADV
easat-7419	101	2	,	,	PUNCT
easat-7419	101	3	this	this	DET
easat-7419	101	4	paper	paper	NOUN
easat-7419	101	5	uses	use	VERB
easat-7419	101	6	a	a	DET
easat-7419	101	7	multi	multi	ADJ
easat-7419	101	8	-	-	ADJ
easat-7419	101	9	layer	layer	ADJ
easat-7419	101	10	attention	attention	NOUN
easat-7419	101	11	network	network	NOUN
easat-7419	101	12	to	to	PART
easat-7419	101	13	calculate	calculate	VERB
easat-7419	101	14	the	the	DET
easat-7419	101	15	correlation	correlation	NOUN
easat-7419	101	16	between	between	ADP
easat-7419	101	17	behaviors	behavior	NOUN
easat-7419	101	18	,	,	PUNCT
easat-7419	101	19	and	and	CCONJ
easat-7419	101	20	determines	determine	VERB
easat-7419	101	21	the	the	DET
easat-7419	101	22	degree	degree	NOUN
easat-7419	101	23	of	of	ADP
easat-7419	101	24	influence	influence	NOUN
easat-7419	101	25	of	of	ADP
easat-7419	101	26	other	other	ADJ
easat-7419	101	27	behaviors	behavior	NOUN
easat-7419	101	28	according	accord	VERB
easat-7419	101	29	to	to	ADP
easat-7419	101	30	the	the	DET
easat-7419	101	31	size	size	NOUN
easat-7419	101	32	of	of	ADP
easat-7419	101	33	the	the	DET
easat-7419	101	34	weights	weight	NOUN
easat-7419	101	35	.	.	PUNCT
easat-7419	102	1	during	during	ADP
easat-7419	102	2	browsing	browse	VERB
easat-7419	102	3	,	,	PUNCT
easat-7419	102	4	users	user	NOUN
easat-7419	102	5	may	may	AUX
easat-7419	102	6	be	be	AUX
easat-7419	102	7	interested	interested	ADJ
easat-7419	102	8	in	in	ADP
easat-7419	102	9	a	a	DET
easat-7419	102	10	variety	variety	NOUN
easat-7419	102	11	of	of	ADP
easat-7419	102	12	news	news	NOUN
easat-7419	102	13	types	type	NOUN
easat-7419	102	14	.	.	PUNCT
easat-7419	103	1	this	this	PRON
easat-7419	103	2	has	have	VERB
easat-7419	103	3	a	a	DET
easat-7419	103	4	certain	certain	ADJ
easat-7419	103	5	impact	impact	NOUN
easat-7419	103	6	on	on	ADP
easat-7419	103	7	predicting	predict	VERB
easat-7419	103	8	whether	whether	SCONJ
easat-7419	103	9	users	user	NOUN
easat-7419	103	10	click	click	VERB
easat-7419	103	11	on	on	ADP
easat-7419	103	12	a	a	DET
easat-7419	103	13	specific	specific	ADJ
easat-7419	103	14	type	type	NOUN
easat-7419	103	15	of	of	ADP
easat-7419	103	16	news	news	NOUN
easat-7419	103	17	.	.	PUNCT
easat-7419	104	1	users	user	NOUN
easat-7419	104	2	'	'	PART
easat-7419	104	3	browsing	browse	VERB
easat-7419	104	4	behavior	behavior	NOUN
easat-7419	104	5	has	have	VERB
easat-7419	104	6	different	different	ADJ
easat-7419	104	7	degrees	degree	NOUN
easat-7419	104	8	of	of	ADP
easat-7419	104	9	influence	influence	NOUN
easat-7419	104	10	on	on	ADP
easat-7419	104	11	each	each	DET
easat-7419	104	12	news	news	NOUN
easat-7419	104	13	headline	headline	NOUN
easat-7419	104	14	.	.	PUNCT
easat-7419	105	1	therefore	therefore	ADV
easat-7419	105	2	,	,	PUNCT
easat-7419	105	3	for	for	ADP
easat-7419	105	4	the	the	DET
easat-7419	105	5	user	user	NOUN
easat-7419	105	6	representation	representation	NOUN
easat-7419	105	7	of	of	ADP
easat-7419	105	8	the	the	DET
easat-7419	105	9	current	current	ADJ
easat-7419	105	10	candidate	candidate	NOUN
easat-7419	105	11	news	news	NOUN
easat-7419	105	12	,	,	PUNCT
easat-7419	105	13	this	this	DET
easat-7419	105	14	paper	paper	NOUN
easat-7419	105	15	uses	use	VERB
easat-7419	105	16	a	a	DET
easat-7419	105	17	multi	multi	ADJ
easat-7419	105	18	-	-	ADJ
easat-7419	105	19	layer	layer	ADJ
easat-7419	105	20	attention	attention	NOUN
easat-7419	105	21	network	network	NOUN
easat-7419	105	22	to	to	PART
easat-7419	105	23	rate	rate	VERB
easat-7419	105	24	the	the	DET
easat-7419	105	25	user	user	NOUN
easat-7419	105	26	's	's	PART
easat-7419	105	27	click	click	NOUN
easat-7419	105	28	behavior	behavior	NOUN
easat-7419	105	29	.	.	PUNCT
easat-7419	106	1	the	the	DET
easat-7419	106	2	rating	rating	NOUN
easat-7419	106	3	will	will	AUX
easat-7419	106	4	be	be	AUX
easat-7419	106	5	used	use	VERB
easat-7419	106	6	as	as	ADP
easat-7419	106	7	an	an	DET
easat-7419	106	8	important	important	ADJ
easat-7419	106	9	indicator	indicator	NOUN
easat-7419	106	10	for	for	ADP
easat-7419	106	11	screening	screen	VERB
easat-7419	106	12	user	user	NOUN
easat-7419	106	13	behavior	behavior	NOUN
easat-7419	106	14	.	.	PUNCT
easat-7419	107	1	in	in	ADP
easat-7419	107	2	order	order	NOUN
easat-7419	107	3	to	to	PART
easat-7419	107	4	represent	represent	VERB
easat-7419	107	5	the	the	DET
easat-7419	107	6	user	user	NOUN
easat-7419	107	7	's	's	PART
easat-7419	107	8	interest	interest	NOUN
easat-7419	107	9	preference	preference	NOUN
easat-7419	107	10	characteristics	characteristic	NOUN
easat-7419	107	11	,	,	PUNCT
easat-7419	107	12	the	the	DET
easat-7419	107	13	user	user	NOUN
easat-7419	107	14	's	's	PART
easat-7419	107	15	current	current	ADJ
easat-7419	107	16	interest	interest	NOUN
easat-7419	107	17	is	be	AUX
easat-7419	107	18	expressed	express	VERB
easat-7419	107	19	as	as	ADP
easat-7419	107	20	:	:	PUNCT
easat-7419	107	21	(	(	PUNCT
easat-7419	107	22	)	)	PUNCT
easat-7419	107	23	(	(	PUNCT
easat-7419	107	24	)	)	PUNCT
easat-7419	107	25	(	(	PUNCT
easat-7419	107	26	)	)	PUNCT
easat-7419	107	27	tanhi	tanhi	NOUN
easat-7419	108	1	i	i	PRON
easat-7419	108	2	k	k	PROPN
easat-7419	109	1	w	w	VERB
easat-7419	109	2	m	m	VERB
easat-7419	109	3	we	we	PRON
easat-7419	109	4	t	t	VERB
easat-7419	109	5	w	w	PROPN
easat-7419	109	6	e	e	PROPN
easat-7419	109	7	t	t	PROPN
easat-7419	109	8	b=	b=	NOUN
easat-7419	109	9	+	+	CCONJ
easat-7419	109	10	(	(	PUNCT
easat-7419	109	11	3	3	X
easat-7419	109	12	)	)	PUNCT
easat-7419	109	13	the	the	DET
easat-7419	109	14	user	user	NOUN
easat-7419	109	15	's	's	PART
easat-7419	109	16	other	other	ADJ
easat-7419	109	17	behaviors	behavior	NOUN
easat-7419	109	18	are	be	AUX
easat-7419	109	19	expressed	express	VERB
easat-7419	109	20	as	as	ADP
easat-7419	109	21	:	:	PUNCT
easat-7419	109	22	(	(	PUNCT
easat-7419	109	23	)	)	PUNCT
easat-7419	109	24	(	(	PUNCT
easat-7419	109	25	)	)	PUNCT
easat-7419	109	26	(	(	PUNCT
easat-7419	109	27	)	)	PUNCT
easat-7419	109	28	tanhj	tanhj	PROPN
easat-7419	109	29	t	t	PROPN
easat-7419	109	30	j	j	PROPN
easat-7419	109	31	te	te	PROPN
easat-7419	109	32	t	t	PROPN
easat-7419	109	33	w	w	PROPN
easat-7419	109	34	e	e	PROPN
easat-7419	109	35	t	t	PROPN
easat-7419	109	36	b=	b=	NOUN
easat-7419	109	37	+	+	CCONJ
easat-7419	109	38	(	(	PUNCT
easat-7419	109	39	4	4	X
easat-7419	109	40	)	)	PUNCT
easat-7419	109	41	the	the	DET
easat-7419	109	42	weight	weight	NOUN
easat-7419	109	43	size	size	NOUN
easat-7419	109	44	processed	process	VERB
easat-7419	109	45	by	by	ADP
easat-7419	109	46	the	the	DET
easat-7419	109	47	attention	attention	NOUN
easat-7419	109	48	network	network	NOUN
easat-7419	109	49	is	be	AUX
easat-7419	109	50	expressed	express	VERB
easat-7419	109	51	as	as	ADP
easat-7419	109	52	:	:	PUNCT
easat-7419	109	53	(	(	PUNCT
easat-7419	109	54	)	)	PUNCT
easat-7419	109	55	(	(	PUNCT
easat-7419	109	56	)	)	PUNCT
easat-7419	109	57	(	(	PUNCT
easat-7419	109	58	)	)	PUNCT
easat-7419	109	59	(	(	PUNCT
easat-7419	109	60	)	)	PUNCT
easat-7419	109	61	(	(	PUNCT
easat-7419	109	62	)	)	PUNCT
easat-7419	109	63	(	(	PUNCT
easat-7419	109	64	)	)	PUNCT
easat-7419	109	65	(	(	PUNCT
easat-7419	109	66	)	)	PUNCT
easat-7419	109	67	(	(	PUNCT
easat-7419	109	68	)	)	PUNCT
easat-7419	109	69	(	(	PUNCT
easat-7419	109	70	)	)	PUNCT
easat-7419	109	71	(	(	PUNCT
easat-7419	109	72	)	)	PUNCT
easat-7419	109	73	(	(	PUNCT
easat-7419	109	74	)	)	PUNCT
easat-7419	109	75	(	(	PUNCT
easat-7419	109	76	)	)	PUNCT
easat-7419	109	77	1	1	NUM
easat-7419	109	78	max	max	NOUN
easat-7419	109	79	,	,	PUNCT
easat-7419	109	80	exp	exp	NOUN
easat-7419	109	81	,	,	PUNCT
easat-7419	109	82	exp	exp	NOUN
easat-7419	109	83	,	,	PUNCT
easat-7419	109	84	i	i	PRON
easat-7419	110	1	i	i	INTJ
easat-7419	110	2	j	j	PROPN
easat-7419	111	1	k	k	PROPN
easat-7419	111	2	j	j	PROPN
easat-7419	112	1	i	i	PRON
easat-7419	112	2	k	k	PROPN
easat-7419	112	3	j	j	PROPN
easat-7419	113	1	n	n	CCONJ
easat-7419	113	2	i	i	PRON
easat-7419	114	1	k	k	PROPN
easat-7419	114	2	jk	jk	PROPN
easat-7419	114	3	s	s	VERB
easat-7419	114	4	soft	soft	ADJ
easat-7419	114	5	h	h	NOUN
easat-7419	114	6	e	e	NOUN
easat-7419	114	7	t	t	NOUN
easat-7419	114	8	e	e	PROPN
easat-7419	114	9	t	t	PROPN
easat-7419	114	10	h	h	NOUN
easat-7419	114	11	e	e	PROPN
easat-7419	114	12	t	t	PROPN
easat-7419	114	13	e	e	PROPN
easat-7419	114	14	t	t	PROPN
easat-7419	114	15	h	h	NOUN
easat-7419	114	16	e	e	PROPN
easat-7419	114	17	t	t	NOUN
easat-7419	114	18	e	e	X
easat-7419	114	19	t	t	NOUN
easat-7419	114	20	=	=	PUNCT
easat-7419	115	1	=	=	SYM
easat-7419	115	2	=	=	SYM
easat-7419	115	3			X
easat-7419	115	4	(	(	PUNCT
easat-7419	115	5	5	5	X
easat-7419	115	6	)	)	PUNCT
easat-7419	115	7	the	the	DET
easat-7419	115	8	user	user	NOUN
easat-7419	115	9	's	's	PART
easat-7419	115	10	current	current	ADJ
easat-7419	115	11	interest	interest	NOUN
easat-7419	115	12	and	and	CCONJ
easat-7419	115	13	other	other	ADJ
easat-7419	115	14	behaviors	behavior	NOUN
easat-7419	115	15	are	be	AUX
easat-7419	115	16	processed	process	VERB
easat-7419	115	17	by	by	ADP
easat-7419	115	18	the	the	DET
easat-7419	115	19	attention	attention	NOUN
easat-7419	115	20	mechanism	mechanism	NOUN
easat-7419	115	21	to	to	PART
easat-7419	115	22	obtain	obtain	VERB
easat-7419	115	23	the	the	DET
easat-7419	115	24	weight	weight	NOUN
easat-7419	115	25	between	between	ADP
easat-7419	115	26	the	the	DET
easat-7419	115	27	two	two	NUM
easat-7419	115	28	behaviors	behavior	NOUN
easat-7419	115	29	.	.	PUNCT
easat-7419	116	1	then	then	ADV
easat-7419	116	2	this	this	DET
easat-7419	116	3	paper	paper	NOUN
easat-7419	116	4	judges	judge	VERB
easat-7419	116	5	the	the	DET
easat-7419	116	6	correlation	correlation	NOUN
easat-7419	116	7	between	between	ADP
easat-7419	116	8	the	the	DET
easat-7419	116	9	two	two	NUM
easat-7419	116	10	behaviors	behavior	NOUN
easat-7419	116	11	by	by	ADP
easat-7419	116	12	the	the	DET
easat-7419	116	13	weight	weight	NOUN
easat-7419	116	14	size	size	NOUN
easat-7419	116	15	.	.	PUNCT
easat-7419	117	1	according	accord	VERB
easat-7419	117	2	to	to	ADP
easat-7419	117	3	the	the	DET
easat-7419	117	4	weight	weight	NOUN
easat-7419	117	5	size	size	NOUN
easat-7419	117	6	,	,	PUNCT
easat-7419	117	7	the	the	DET
easat-7419	117	8	user	user	NOUN
easat-7419	117	9	's	's	PART
easat-7419	117	10	dynamic	dynamic	ADJ
easat-7419	117	11	interest	interest	NOUN
easat-7419	117	12	characteristics	characteristic	NOUN
easat-7419	117	13	are	be	AUX
easat-7419	117	14	calculated	calculate	VERB
easat-7419	117	15	.	.	PUNCT
easat-7419	118	1	the	the	DET
easat-7419	118	2	calculation	calculation	NOUN
easat-7419	118	3	formula	formula	NOUN
easat-7419	118	4	is	be	AUX
easat-7419	118	5	:	:	PUNCT
easat-7419	118	6	(	(	PUNCT
easat-7419	118	7	)	)	PUNCT
easat-7419	118	8	(	(	PUNCT
easat-7419	118	9	)	)	PUNCT
easat-7419	118	10	1	1	NUM
easat-7419	118	11	in	in	ADP
easat-7419	118	12	i	i	PRON
easat-7419	118	13	j	j	PROPN
easat-7419	119	1	k	k	PROPN
easat-7419	119	2	k	k	PROPN
easat-7419	120	1	e	e	X
easat-7419	120	2	i	i	PRON
easat-7419	120	3	s	s	PROPN
easat-7419	120	4	e	e	X
easat-7419	120	5	t	t	NOUN
easat-7419	120	6	=	=	SYM
easat-7419	120	7	=	=	NOUN
easat-7419	120	8			X
easat-7419	120	9	(	(	PUNCT
easat-7419	120	10	6	6	NUM
easat-7419	120	11	)	)	PUNCT
easat-7419	120	12	2.1.2	2.1.2	NUM
easat-7419	120	13	.	.	PUNCT
easat-7419	120	14	generate	generate	VERB
easat-7419	120	15	news	news	NOUN
easat-7419	120	16	feature	feature	NOUN
easat-7419	120	17	vectors	vector	NOUN
easat-7419	120	18	for	for	ADP
easat-7419	120	19	title	title	NOUN
easat-7419	120	20	user	user	NOUN
easat-7419	120	21	interest	interest	NOUN
easat-7419	120	22	modeling	model	VERB
easat-7419	120	23	consists	consist	VERB
easat-7419	120	24	of	of	ADP
easat-7419	120	25	three	three	NUM
easat-7419	120	26	steps	step	NOUN
easat-7419	120	27	:	:	PUNCT
easat-7419	120	28	the	the	DET
easat-7419	120	29	first	first	ADJ
easat-7419	120	30	step	step	NOUN
easat-7419	120	31	is	be	AUX
easat-7419	120	32	to	to	PART
easat-7419	120	33	obtain	obtain	VERB
easat-7419	120	34	the	the	DET
easat-7419	120	35	representation	representation	NOUN
easat-7419	120	36	of	of	ADP
easat-7419	120	37	each	each	DET
easat-7419	120	38	news	news	NOUN
easat-7419	120	39	text	text	NOUN
easat-7419	120	40	feature	feature	NOUN
easat-7419	120	41	based	base	VERB
easat-7419	120	42	on	on	ADP
easat-7419	120	43	the	the	DET
easat-7419	120	44	user	user	NOUN
easat-7419	120	45	's	's	PART
easat-7419	120	46	previous	previous	ADJ
easat-7419	120	47	reading	reading	NOUN
easat-7419	120	48	news	news	NOUN
easat-7419	120	49	.	.	PUNCT
easat-7419	121	1	the	the	DET
easat-7419	121	2	second	second	ADJ
easat-7419	121	3	step	step	NOUN
easat-7419	121	4	is	be	AUX
easat-7419	121	5	to	to	PART
easat-7419	121	6	obtain	obtain	VERB
easat-7419	121	7	the	the	DET
easat-7419	121	8	representation	representation	NOUN
easat-7419	121	9	of	of	ADP
easat-7419	121	10	the	the	DET
easat-7419	121	11	entity	entity	NOUN
easat-7419	121	12	knowledge	knowledge	NOUN
easat-7419	121	13	vector	vector	NOUN
easat-7419	121	14	and	and	CCONJ
easat-7419	121	15	the	the	DET
easat-7419	121	16	representation	representation	NOUN
easat-7419	121	17	of	of	ADP
easat-7419	121	18	the	the	DET
easat-7419	121	19	context	context	NOUN
easat-7419	121	20	vector	vector	NOUN
easat-7419	121	21	of	of	ADP
easat-7419	121	22	the	the	DET
easat-7419	121	23	news	news	NOUN
easat-7419	121	24	text	text	NOUN
easat-7419	121	25	through	through	ADP
easat-7419	121	26	knowledge	knowledge	NOUN
easat-7419	121	27	graph	graph	NOUN
easat-7419	121	28	representation	representation	NOUN
easat-7419	121	29	learning	learning	NOUN
easat-7419	121	30	.	.	PUNCT
easat-7419	122	1	these	these	DET
easat-7419	122	2	representations	representation	NOUN
easat-7419	122	3	are	be	AUX
easat-7419	122	4	used	use	VERB
easat-7419	122	5	to	to	PART
easat-7419	122	6	compute	compute	VERB
easat-7419	122	7	the	the	DET
easat-7419	122	8	2150	2150	NUM
easat-7419	122	9	edelweiss	edelweiss	PROPN
easat-7419	122	10	applied	apply	VERB
easat-7419	122	11	science	science	NOUN
easat-7419	122	12	and	and	CCONJ
easat-7419	122	13	technology	technology	NOUN
easat-7419	122	14	issn	issn	PROPN
easat-7419	122	15	:	:	PUNCT
easat-7419	122	16	2576	2576	NUM
easat-7419	122	17	-	-	SYM
easat-7419	122	18	8484	8484	NUM
easat-7419	122	19	vol	vol	NOUN
easat-7419	122	20	.	.	PROPN
easat-7419	123	1	9	9	NUM
easat-7419	123	2	,	,	PUNCT
easat-7419	123	3	no	no	INTJ
easat-7419	123	4	.	.	NOUN
easat-7419	123	5	5	5	NUM
easat-7419	123	6	:	:	SYM
easat-7419	123	7	2144	2144	NUM
easat-7419	123	8	-	-	SYM
easat-7419	123	9	2156	2156	NUM
easat-7419	123	10	,	,	PUNCT
easat-7419	123	11	2025	2025	NUM
easat-7419	123	12	doi	doi	NOUN
easat-7419	123	13	:	:	PUNCT
easat-7419	123	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	123	15	©	©	PROPN
easat-7419	123	16	2025	2025	NUM
easat-7419	123	17	by	by	ADP
easat-7419	123	18	the	the	DET
easat-7419	123	19	authors	author	NOUN
easat-7419	123	20	;	;	PUNCT
easat-7419	123	21	licensee	licensee	PROPN
easat-7419	123	22	learning	learn	VERB
easat-7419	123	23	gate	gate	NOUN
easat-7419	123	24	feature	feature	NOUN
easat-7419	123	25	representations	representation	NOUN
easat-7419	123	26	of	of	ADP
easat-7419	123	27	the	the	DET
easat-7419	123	28	news	news	NOUN
easat-7419	123	29	.	.	PUNCT
easat-7419	124	1	the	the	DET
easat-7419	124	2	third	third	ADJ
easat-7419	124	3	step	step	NOUN
easat-7419	124	4	,	,	PUNCT
easat-7419	124	5	according	accord	VERB
easat-7419	124	6	to	to	ADP
easat-7419	124	7	the	the	DET
easat-7419	124	8	feature	feature	NOUN
easat-7419	124	9	representation	representation	NOUN
easat-7419	124	10	of	of	ADP
easat-7419	124	11	the	the	DET
easat-7419	124	12	user	user	NOUN
easat-7419	124	13	's	's	PART
easat-7419	124	14	historical	historical	ADJ
easat-7419	124	15	reading	reading	NOUN
easat-7419	124	16	news	news	NOUN
easat-7419	124	17	,	,	PUNCT
easat-7419	124	18	this	this	DET
easat-7419	124	19	paper	paper	NOUN
easat-7419	124	20	obtains	obtain	VERB
easat-7419	124	21	the	the	DET
easat-7419	124	22	user	user	NOUN
easat-7419	124	23	's	's	PART
easat-7419	124	24	interest	interest	NOUN
easat-7419	124	25	feature	feature	NOUN
easat-7419	124	26	representation	representation	NOUN
easat-7419	124	27	through	through	ADP
easat-7419	124	28	the	the	DET
easat-7419	124	29	gated	gate	VERB
easat-7419	124	30	recurrent	recurrent	ADJ
easat-7419	124	31	unit	unit	NOUN
easat-7419	124	32	network	network	NOUN
easat-7419	124	33	.	.	PUNCT
easat-7419	125	1	the	the	DET
easat-7419	125	2	news	news	NOUN
easat-7419	125	3	feature	feature	NOUN
easat-7419	125	4	vector	vector	NOUN
easat-7419	125	5	generation	generation	NOUN
easat-7419	125	6	process	process	NOUN
easat-7419	125	7	is	be	AUX
easat-7419	125	8	shown	show	VERB
easat-7419	125	9	in	in	ADP
easat-7419	125	10	figure	figure	NOUN
easat-7419	125	11	3	3	NUM
easat-7419	125	12	.	.	PUNCT
easat-7419	126	1	for	for	ADP
easat-7419	126	2	the	the	DET
easat-7419	126	3	same	same	ADJ
easat-7419	126	4	entity	entity	NOUN
easat-7419	126	5	,	,	PUNCT
easat-7419	126	6	there	there	PRON
easat-7419	126	7	may	may	AUX
easat-7419	126	8	be	be	AUX
easat-7419	126	9	multiple	multiple	ADJ
easat-7419	126	10	entities	entity	NOUN
easat-7419	126	11	that	that	PRON
easat-7419	126	12	have	have	VERB
easat-7419	126	13	the	the	DET
easat-7419	126	14	same	same	ADJ
easat-7419	126	15	relationship	relationship	NOUN
easat-7419	126	16	with	with	ADP
easat-7419	126	17	it	it	PRON
easat-7419	126	18	.	.	PUNCT
easat-7419	127	1	according	accord	VERB
easat-7419	127	2	to	to	ADP
easat-7419	127	3	the	the	DET
easat-7419	127	4	vector	vector	NOUN
easat-7419	127	5	representation	representation	NOUN
easat-7419	127	6	of	of	ADP
easat-7419	127	7	the	the	DET
easat-7419	127	8	triplet	triplet	NOUN
easat-7419	127	9	relationship	relationship	NOUN
easat-7419	127	10	,	,	PUNCT
easat-7419	127	11	adjacent	adjacent	ADJ
easat-7419	127	12	entities	entity	NOUN
easat-7419	127	13	will	will	AUX
easat-7419	127	14	have	have	VERB
easat-7419	127	15	similar	similar	ADJ
easat-7419	127	16	vector	vector	NOUN
easat-7419	127	17	representations	representation	NOUN
easat-7419	127	18	under	under	ADP
easat-7419	127	19	the	the	DET
easat-7419	127	20	same	same	ADJ
easat-7419	127	21	relationship	relationship	NOUN
easat-7419	127	22	.	.	PUNCT
easat-7419	128	1	therefore	therefore	ADV
easat-7419	128	2	,	,	PUNCT
easat-7419	128	3	this	this	DET
easat-7419	128	4	paper	paper	NOUN
easat-7419	128	5	uses	use	VERB
easat-7419	128	6	the	the	DET
easat-7419	128	7	head	head	NOUN
easat-7419	128	8	entity	entity	NOUN
easat-7419	128	9	vector	vector	NOUN
easat-7419	128	10	plus	plus	CCONJ
easat-7419	128	11	the	the	DET
easat-7419	128	12	tail	tail	NOUN
easat-7419	128	13	entity	entity	NOUN
easat-7419	128	14	vector	vector	NOUN
easat-7419	128	15	as	as	ADP
easat-7419	128	16	a	a	DET
easat-7419	128	17	tail	tail	NOUN
easat-7419	128	18	entity	entity	NOUN
easat-7419	128	19	set	set	NOUN
easat-7419	128	20	that	that	PRON
easat-7419	128	21	has	have	VERB
easat-7419	128	22	a	a	DET
easat-7419	128	23	similar	similar	ADJ
easat-7419	128	24	relationship	relationship	NOUN
easat-7419	128	25	with	with	ADP
easat-7419	128	26	the	the	DET
easat-7419	128	27	head	head	NOUN
easat-7419	128	28	entity	entity	NOUN
easat-7419	128	29	.	.	PUNCT
easat-7419	129	1	it	it	PRON
easat-7419	129	2	can	can	AUX
easat-7419	129	3	also	also	ADV
easat-7419	129	4	be	be	AUX
easat-7419	129	5	said	say	VERB
easat-7419	129	6	that	that	SCONJ
easat-7419	129	7	the	the	DET
easat-7419	129	8	tail	tail	NOUN
easat-7419	129	9	entity	entity	NOUN
easat-7419	129	10	set	set	VERB
easat-7419	129	11	is	be	AUX
easat-7419	129	12	the	the	DET
easat-7419	129	13	context	context	NOUN
easat-7419	129	14	information	information	NOUN
easat-7419	129	15	of	of	ADP
easat-7419	129	16	the	the	DET
easat-7419	129	17	head	head	NOUN
easat-7419	129	18	entity	entity	NOUN
easat-7419	129	19	.	.	PUNCT
easat-7419	130	1	in	in	ADP
easat-7419	130	2	the	the	DET
easat-7419	130	3	graph	graph	NOUN
easat-7419	130	4	structure	structure	NOUN
easat-7419	130	5	,	,	PUNCT
easat-7419	130	6	let	let	VERB
easat-7419	130	7	e	e	PRON
easat-7419	130	8	denote	denote	VERB
easat-7419	130	9	the	the	DET
easat-7419	130	10	entity	entity	NOUN
easat-7419	130	11	,	,	PUNCT
easat-7419	130	12	r	r	NOUN
easat-7419	130	13	denote	denote	VERB
easat-7419	130	14	the	the	DET
easat-7419	130	15	relationship	relationship	NOUN
easat-7419	130	16	,	,	PUNCT
easat-7419	130	17	r	r	NOUN
easat-7419	130	18	denote	denote	VERB
easat-7419	130	19	the	the	DET
easat-7419	130	20	set	set	NOUN
easat-7419	130	21	of	of	ADP
easat-7419	130	22	all	all	DET
easat-7419	130	23	relationships	relationship	NOUN
easat-7419	130	24	in	in	ADP
easat-7419	130	25	the	the	DET
easat-7419	130	26	kg	kg	NOUN
easat-7419	130	27	,	,	PUNCT
easat-7419	130	28	and	and	CCONJ
easat-7419	130	29	the	the	DET
easat-7419	130	30	context	context	NOUN
easat-7419	130	31	set	set	NOUN
easat-7419	130	32	of	of	ADP
easat-7419	130	33	the	the	DET
easat-7419	130	34	entity	entity	NOUN
easat-7419	130	35	is	be	AUX
easat-7419	130	36	represented	represent	VERB
easat-7419	130	37	as	as	ADP
easat-7419	130	38	:	:	PUNCT
easat-7419	130	39	(	(	PUNCT
easat-7419	130	40	)	)	PUNCT
easat-7419	130	41			NOUN
easat-7419	130	42	i	i	PROPN
easat-7419	130	43	icontext	icontext	NOUN
easat-7419	130	44	e	e	NOUN
easat-7419	130	45	e	e	NOUN
easat-7419	130	46	r	r	NOUN
easat-7419	130	47	r	r	NOUN
easat-7419	130	48	r=	r=	NOUN
easat-7419	131	1	+	+	NUM
easat-7419	131	2			NOUN
easat-7419	131	3	(	(	PUNCT
easat-7419	131	4	7	7	NUM
easat-7419	131	5	)	)	PUNCT
easat-7419	131	6	the	the	PRON
easat-7419	131	7	more	more	ADV
easat-7419	131	8	the	the	DET
easat-7419	131	9	number	number	NOUN
easat-7419	131	10	of	of	ADP
easat-7419	131	11	entities	entity	NOUN
easat-7419	131	12	in	in	ADP
easat-7419	131	13	the	the	DET
easat-7419	131	14	set	set	NOUN
easat-7419	131	15	of	of	ADP
easat-7419	131	16	adjacent	adjacent	ADJ
easat-7419	131	17	entities	entity	NOUN
easat-7419	131	18	,	,	PUNCT
easat-7419	131	19	the	the	PRON
easat-7419	131	20	more	more	ADV
easat-7419	131	21	difficult	difficult	ADJ
easat-7419	131	22	it	it	PRON
easat-7419	131	23	is	be	AUX
easat-7419	131	24	to	to	PART
easat-7419	131	25	calculate	calculate	VERB
easat-7419	131	26	.	.	PUNCT
easat-7419	132	1	therefore	therefore	ADV
easat-7419	132	2	,	,	PUNCT
easat-7419	132	3	in	in	ADP
easat-7419	132	4	order	order	NOUN
easat-7419	132	5	to	to	PART
easat-7419	132	6	facilitate	facilitate	VERB
easat-7419	132	7	the	the	DET
easat-7419	132	8	representation	representation	NOUN
easat-7419	132	9	of	of	ADP
easat-7419	132	10	the	the	DET
easat-7419	132	11	context	context	NOUN
easat-7419	132	12	information	information	NOUN
easat-7419	132	13	of	of	ADP
easat-7419	132	14	the	the	DET
easat-7419	132	15	entity	entity	NOUN
easat-7419	132	16	,	,	PUNCT
easat-7419	132	17	this	this	DET
easat-7419	132	18	paper	paper	NOUN
easat-7419	132	19	needs	need	VERB
easat-7419	132	20	to	to	PART
easat-7419	132	21	simplify	simplify	VERB
easat-7419	132	22	the	the	DET
easat-7419	132	23	expression	expression	NOUN
easat-7419	132	24	of	of	ADP
easat-7419	132	25	the	the	DET
easat-7419	132	26	context	context	NOUN
easat-7419	132	27	information	information	NOUN
easat-7419	132	28	of	of	ADP
easat-7419	132	29	the	the	DET
easat-7419	132	30	entity	entity	NOUN
easat-7419	132	31	.	.	PUNCT
easat-7419	133	1	by	by	ADP
easat-7419	133	2	calculating	calculate	VERB
easat-7419	133	3	the	the	DET
easat-7419	133	4	average	average	ADJ
easat-7419	133	5	value	value	NOUN
easat-7419	133	6	of	of	ADP
easat-7419	133	7	the	the	DET
easat-7419	133	8	context	context	NOUN
easat-7419	133	9	entity	entity	NOUN
easat-7419	133	10	,	,	PUNCT
easat-7419	133	11	this	this	DET
easat-7419	133	12	paper	paper	NOUN
easat-7419	133	13	takes	take	VERB
easat-7419	133	14	it	it	PRON
easat-7419	133	15	as	as	ADP
easat-7419	133	16	the	the	DET
easat-7419	133	17	entity	entity	NOUN
easat-7419	133	18	context	context	NOUN
easat-7419	133	19	vector	vector	NOUN
easat-7419	133	20	.	.	PUNCT
easat-7419	134	1	the	the	DET
easat-7419	134	2	calculation	calculation	NOUN
easat-7419	134	3	formula	formula	NOUN
easat-7419	134	4	is	be	AUX
easat-7419	134	5	:	:	PUNCT
easat-7419	134	6	(	(	PUNCT
easat-7419	134	7	)	)	PUNCT
easat-7419	134	8	(	(	PUNCT
easat-7419	134	9	)	)	PUNCT
easat-7419	134	10	1	1	NUM
easat-7419	135	1	i	i	PRON
easat-7419	135	2	i	i	PRON
easat-7419	135	3	e	e	VERB
easat-7419	135	4	context	context	NOUN
easat-7419	135	5	e	e	X
easat-7419	135	6	e	e	X
easat-7419	135	7	e	e	X
easat-7419	135	8	context	context	NOUN
easat-7419	135	9	e	e	PROPN
easat-7419	135	10			NOUN
easat-7419	135	11	=	=	PUNCT
easat-7419	135	12	=	=	SYM
easat-7419	135	13			X
easat-7419	135	14	(	(	PUNCT
easat-7419	135	15	8)	8)	NUM
easat-7419	135	16	for	for	ADP
easat-7419	135	17	a	a	DET
easat-7419	135	18	news	news	NOUN
easat-7419	135	19	text	text	NOUN
easat-7419	135	20	,	,	PUNCT
easat-7419	135	21	there	there	PRON
easat-7419	135	22	are	be	VERB
easat-7419	135	23	three	three	NUM
easat-7419	135	24	aspects	aspect	NOUN
easat-7419	135	25	of	of	ADP
easat-7419	135	26	information	information	NOUN
easat-7419	135	27	:	:	PUNCT
easat-7419	135	28	the	the	DET
easat-7419	135	29	keyword	keyword	NOUN
easat-7419	135	30	sequence	sequence	NOUN
easat-7419	135	31	of	of	ADP
easat-7419	135	32	the	the	DET
easat-7419	135	33	news	news	NOUN
easat-7419	135	34	itself	itself	PRON
easat-7419	135	35	,	,	PUNCT
easat-7419	135	36	the	the	DET
easat-7419	135	37	vector	vector	NOUN
easat-7419	135	38	representation	representation	NOUN
easat-7419	135	39	of	of	ADP
easat-7419	135	40	the	the	DET
easat-7419	135	41	entity	entity	NOUN
easat-7419	135	42	,	,	PUNCT
easat-7419	135	43	and	and	CCONJ
easat-7419	135	44	the	the	DET
easat-7419	135	45	context	context	NOUN
easat-7419	135	46	representation	representation	NOUN
easat-7419	135	47	of	of	ADP
easat-7419	135	48	the	the	DET
easat-7419	135	49	entity	entity	NOUN
easat-7419	135	50	.	.	PUNCT
easat-7419	136	1	in	in	ADP
easat-7419	136	2	this	this	DET
easat-7419	136	3	paper	paper	NOUN
easat-7419	136	4	,	,	PUNCT
easat-7419	136	5	three	three	NUM
easat-7419	136	6	embedding	embed	VERB
easat-7419	136	7	matrices	matrix	NOUN
easat-7419	136	8	are	be	AUX
easat-7419	136	9	aligned	align	VERB
easat-7419	136	10	and	and	CCONJ
easat-7419	136	11	superimposed	superimpose	VERB
easat-7419	136	12	to	to	PART
easat-7419	136	13	obtain	obtain	VERB
easat-7419	136	14	multi	multi	ADJ
easat-7419	136	15	-	-	ADJ
easat-7419	136	16	channel	channel	ADJ
easat-7419	136	17	word	word	NOUN
easat-7419	136	18	representations	representation	NOUN
easat-7419	136	19	.	.	PUNCT
easat-7419	137	1	these	these	DET
easat-7419	137	2	representations	representation	NOUN
easat-7419	137	3	are	be	AUX
easat-7419	137	4	sent	send	VERB
easat-7419	137	5	to	to	ADP
easat-7419	137	6	the	the	DET
easat-7419	137	7	convolutional	convolutional	ADJ
easat-7419	137	8	neural	neural	ADJ
easat-7419	137	9	network	network	NOUN
easat-7419	137	10	for	for	ADP
easat-7419	137	11	training	training	NOUN
easat-7419	137	12	to	to	PART
easat-7419	137	13	extract	extract	VERB
easat-7419	137	14	spatial	spatial	ADJ
easat-7419	137	15	structure	structure	NOUN
easat-7419	137	16	information	information	NOUN
easat-7419	137	17	.	.	PUNCT
easat-7419	138	1	finally	finally	ADV
easat-7419	138	2	,	,	PUNCT
easat-7419	138	3	the	the	DET
easat-7419	138	4	representation	representation	NOUN
easat-7419	138	5	vector	vector	NOUN
easat-7419	138	6	of	of	ADP
easat-7419	138	7	news	news	NOUN
easat-7419	138	8	is	be	AUX
easat-7419	138	9	obtained	obtain	VERB
easat-7419	138	10	.	.	PUNCT
easat-7419	139	1	figure	figure	NOUN
easat-7419	139	2	3	3	NUM
easat-7419	139	3	.	.	PUNCT
easat-7419	139	4	news	news	NOUN
easat-7419	139	5	feature	feature	NOUN
easat-7419	139	6	vector	vector	NOUN
easat-7419	139	7	generation	generation	NOUN
easat-7419	139	8	.	.	PUNCT
easat-7419	140	1	2.1.3	2.1.3	NUM
easat-7419	140	2	.	.	PUNCT
easat-7419	140	3	convolutional	convolutional	ADJ
easat-7419	140	4	neural	neural	ADJ
easat-7419	140	5	network	network	NOUN
easat-7419	140	6	recommendation	recommendation	NOUN
easat-7419	140	7	model	model	NOUN
easat-7419	140	8	the	the	DET
easat-7419	140	9	calculation	calculation	NOUN
easat-7419	140	10	formula	formula	NOUN
easat-7419	140	11	is	be	AUX
easat-7419	140	12	:	:	PUNCT
easat-7419	140	13	(	(	PUNCT
easat-7419	140	14	)	)	PUNCT
easat-7419	140	15	,	,	PUNCT
easat-7419	140	16	1i	1i	NOUN
easat-7419	141	1	i	i	PRON
easat-7419	141	2	i	i	PRON
easat-7419	141	3	hc	hc	VERB
easat-7419	141	4	f	f	PROPN
easat-7419	141	5	w	w	PROPN
easat-7419	141	6	x	x	PROPN
easat-7419	141	7	b+	b+	X
easat-7419	141	8	−=	−=	X
easat-7419	142	1	+	+	CCONJ
easat-7419	142	2	(	(	PUNCT
easat-7419	142	3	9	9	NUM
easat-7419	142	4	)	)	PUNCT
easat-7419	142	5	2151	2151	NUM
easat-7419	142	6	edelweiss	edelweiss	PROPN
easat-7419	142	7	applied	apply	VERB
easat-7419	142	8	science	science	NOUN
easat-7419	142	9	and	and	CCONJ
easat-7419	142	10	technology	technology	NOUN
easat-7419	142	11	issn	issn	PROPN
easat-7419	142	12	:	:	PUNCT
easat-7419	142	13	2576	2576	NUM
easat-7419	142	14	-	-	SYM
easat-7419	142	15	8484	8484	NUM
easat-7419	142	16	vol	vol	NOUN
easat-7419	142	17	.	.	PROPN
easat-7419	143	1	9	9	NUM
easat-7419	143	2	,	,	PUNCT
easat-7419	143	3	no	no	INTJ
easat-7419	143	4	.	.	NOUN
easat-7419	143	5	5	5	NUM
easat-7419	143	6	:	:	SYM
easat-7419	143	7	2144	2144	NUM
easat-7419	143	8	-	-	SYM
easat-7419	143	9	2156	2156	NUM
easat-7419	143	10	,	,	PUNCT
easat-7419	143	11	2025	2025	NUM
easat-7419	143	12	doi	doi	NOUN
easat-7419	143	13	:	:	PUNCT
easat-7419	143	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	143	15	©	©	PROPN
easat-7419	143	16	2025	2025	NUM
easat-7419	143	17	by	by	ADP
easat-7419	143	18	the	the	DET
easat-7419	143	19	authors	author	NOUN
easat-7419	143	20	;	;	PUNCT
easat-7419	143	21	licensee	licensee	PROPN
easat-7419	143	22	learning	learn	VERB
easat-7419	143	23	gate	gate	NOUN
easat-7419	143	24	in	in	ADP
easat-7419	143	25	the	the	DET
easat-7419	143	26	above	above	ADJ
easat-7419	143	27	formula	formula	NOUN
easat-7419	143	28	,	,	PUNCT
easat-7419	143	29	ic	ic	PRON
easat-7419	143	30	represents	represent	VERB
easat-7419	143	31	the	the	DET
easat-7419	143	32	i	i	PROPN
easat-7419	143	33	-	-	PUNCT
easat-7419	143	34	th	th	VERB
easat-7419	143	35	eigenvalue	eigenvalue	NOUN
easat-7419	143	36	in	in	ADP
easat-7419	143	37	the	the	DET
easat-7419	143	38	characteristic	characteristic	ADJ
easat-7419	143	39	graph.thus	graph.thus	PROPN
easat-7419	143	40	,	,	PUNCT
easat-7419	143	41	the	the	DET
easat-7419	143	42	obtained	obtain	VERB
easat-7419	143	43	feature	feature	NOUN
easat-7419	143	44	vector	vector	NOUN
easat-7419	143	45	is	be	AUX
easat-7419	143	46	:	:	PUNCT
easat-7419	143	47			ADJ
easat-7419	143	48	1	1	NOUN
easat-7419	143	49	2	2	NUM
easat-7419	143	50	1	1	NUM
easat-7419	143	51	,	,	PUNCT
easat-7419	143	52	,	,	PUNCT
easat-7419	143	53	,	,	PUNCT
easat-7419	143	54	n	n	PROPN
easat-7419	143	55	hc	hc	VERB
easat-7419	143	56	c	c	NOUN
easat-7419	143	57	c	c	NOUN
easat-7419	143	58	c	c	NOUN
easat-7419	143	59	−	−	PROPN
easat-7419	144	1	+	+	NOUN
easat-7419	144	2	=	=	X
easat-7419	144	3	(	(	PUNCT
easat-7419	144	4	10	10	NUM
easat-7419	144	5	)	)	PUNCT
easat-7419	144	6	in	in	ADP
easat-7419	144	7	this	this	DET
easat-7419	144	8	paper	paper	NOUN
easat-7419	144	9	,	,	PUNCT
easat-7419	144	10	we	we	PRON
easat-7419	144	11	use	use	VERB
easat-7419	144	12	the	the	DET
easat-7419	144	13	maximum	maximum	ADJ
easat-7419	144	14	pooling	pooling	NOUN
easat-7419	144	15	method	method	NOUN
easat-7419	144	16	to	to	ADP
easat-7419	144	17	sample	sample	NOUN
easat-7419	144	18	features	feature	NOUN
easat-7419	144	19	,	,	PUNCT
easat-7419	144	20	with	with	ADP
easat-7419	144	21	a	a	DET
easat-7419	144	22	pooling	pool	VERB
easat-7419	144	23	window	window	NOUN
easat-7419	144	24	of	of	ADP
easat-7419	144	25	2	2	NUM
easat-7419	144	26	1	1	NUM
easat-7419	144	27	and	and	CCONJ
easat-7419	144	28	a	a	DET
easat-7419	144	29	horizontal	horizontal	ADJ
easat-7419	144	30	movement	movement	NOUN
easat-7419	144	31	step	step	NOUN
easat-7419	144	32	size	size	NOUN
easat-7419	144	33	of	of	ADP
easat-7419	144	34	2	2	NUM
easat-7419	144	35	.	.	PUNCT
easat-7419	145	1	after	after	SCONJ
easat-7419	145	2	the	the	DET
easat-7419	145	3	pooling	pooling	NOUN
easat-7419	145	4	operation	operation	NOUN
easat-7419	145	5	is	be	AUX
easat-7419	145	6	completed	complete	VERB
easat-7419	145	7	,	,	PUNCT
easat-7419	145	8	the	the	DET
easat-7419	145	9	dimension	dimension	NOUN
easat-7419	145	10	of	of	ADP
easat-7419	145	11	the	the	DET
easat-7419	145	12	feature	feature	NOUN
easat-7419	145	13	vector	vector	NOUN
easat-7419	145	14	becomes	become	VERB
easat-7419	145	15	half	half	NOUN
easat-7419	145	16	of	of	ADP
easat-7419	145	17	the	the	DET
easat-7419	145	18	original	original	NOUN
easat-7419	145	19	,	,	PUNCT
easat-7419	145	20	expressed	express	VERB
easat-7419	145	21	as	as	ADP
easat-7419	145	22	:	:	PUNCT
easat-7419	145	23	(	(	PUNCT
easat-7419	145	24	)	)	SYM
easat-7419	145	25	1	1	NUM
easat-7419	145	26	2	2	NUM
easat-7419	145	27	1	1	NUM
easat-7419	145	28	2	2	NUM
easat-7419	145	29	,	,	PUNCT
easat-7419	145	30	,	,	PUNCT
easat-7419	145	31	,	,	PUNCT
easat-7419	145	32	p	p	NOUN
easat-7419	145	33	n	n	NOUN
easat-7419	145	34	h	h	NOUN
easat-7419	146	1	c	c	NOUN
easat-7419	147	1	c	c	NOUN
easat-7419	147	2	c	c	NOUN
easat-7419	147	3	c	c	NOUN
easat-7419	148	1	−	−	PROPN
easat-7419	149	1	+	+	CCONJ
easat-7419	149	2			PROPN
easat-7419	149	3	=	=	NOUN
easat-7419	149	4			PROPN
easat-7419	149	5			PROPN
easat-7419	149	6	(	(	PUNCT
easat-7419	149	7	11	11	NUM
easat-7419	149	8	)	)	PUNCT
easat-7419	149	9	after	after	ADP
easat-7419	149	10	the	the	DET
easat-7419	149	11	pooling	pool	VERB
easat-7419	149	12	layer	layer	NOUN
easat-7419	149	13	,	,	PUNCT
easat-7419	149	14	a	a	DET
easat-7419	149	15	fully	fully	ADV
easat-7419	149	16	connected	connect	VERB
easat-7419	149	17	layer	layer	NOUN
easat-7419	149	18	is	be	AUX
easat-7419	149	19	connected	connect	VERB
easat-7419	149	20	,	,	PUNCT
easat-7419	149	21	and	and	CCONJ
easat-7419	149	22	the	the	DET
easat-7419	149	23	extracted	extract	VERB
easat-7419	149	24	feature	feature	NOUN
easat-7419	149	25	vectors	vector	NOUN
easat-7419	149	26	are	be	AUX
easat-7419	149	27	passed	pass	VERB
easat-7419	149	28	into	into	ADP
easat-7419	149	29	the	the	DET
easat-7419	149	30	fully	fully	ADV
easat-7419	149	31	connected	connect	VERB
easat-7419	149	32	layer	layer	NOUN
easat-7419	149	33	for	for	ADP
easat-7419	149	34	fitting	fitting	ADJ
easat-7419	149	35	.	.	PUNCT
easat-7419	150	1	since	since	SCONJ
easat-7419	150	2	the	the	DET
easat-7419	150	3	convolutional	convolutional	ADJ
easat-7419	150	4	neural	neural	ADJ
easat-7419	150	5	network	network	NOUN
easat-7419	150	6	generally	generally	ADV
easat-7419	150	7	has	have	VERB
easat-7419	150	8	m	m	PROPN
easat-7419	150	9	convolution	convolution	NOUN
easat-7419	150	10	kernels	kernel	NOUN
easat-7419	150	11	for	for	ADP
easat-7419	150	12	feature	feature	NOUN
easat-7419	150	13	extraction	extraction	NOUN
easat-7419	150	14	,	,	PUNCT
easat-7419	150	15	the	the	DET
easat-7419	150	16	corresponding	correspond	VERB
easat-7419	150	17	m	m	NOUN
easat-7419	150	18	feature	feature	NOUN
easat-7419	150	19	vectors	vector	NOUN
easat-7419	150	20	will	will	AUX
easat-7419	150	21	be	be	AUX
easat-7419	150	22	generated	generate	VERB
easat-7419	150	23	.	.	PUNCT
easat-7419	151	1	after	after	SCONJ
easat-7419	151	2	the	the	DET
easat-7419	151	3	m	m	PROPN
easat-7419	151	4	feature	feature	NOUN
easat-7419	151	5	vectors	vector	NOUN
easat-7419	151	6	are	be	AUX
easat-7419	151	7	recombined	recombine	VERB
easat-7419	151	8	,	,	PUNCT
easat-7419	151	9	the	the	DET
easat-7419	151	10	input	input	NOUN
easat-7419	151	11	vector	vector	NOUN
easat-7419	151	12	of	of	ADP
easat-7419	151	13	the	the	DET
easat-7419	151	14	fully	fully	ADV
easat-7419	151	15	connected	connect	VERB
easat-7419	151	16	layer	layer	NOUN
easat-7419	151	17	is	be	AUX
easat-7419	151	18	obtained	obtain	VERB
easat-7419	151	19	,	,	PUNCT
easat-7419	151	20	which	which	PRON
easat-7419	151	21	is	be	AUX
easat-7419	151	22	expressed	express	VERB
easat-7419	151	23	as	as	ADP
easat-7419	151	24	:	:	PUNCT
easat-7419	151	25	(	(	PUNCT
easat-7419	151	26	)	)	PUNCT
easat-7419	151	27	1,1	1,1	NUM
easat-7419	151	28	,	,	PUNCT
easat-7419	151	29	,	,	PUNCT
easat-7419	151	30	1	1	NUM
easat-7419	151	31	2	2	NUM
easat-7419	151	32	,	,	PUNCT
easat-7419	151	33	,	,	PUNCT
easat-7419	151	34	,	,	PUNCT
easat-7419	151	35	,	,	PUNCT
easat-7419	151	36	j	j	PROPN
easat-7419	152	1	i	i	PRON
easat-7419	152	2	m	m	VERB
easat-7419	152	3	n	n	VERB
easat-7419	152	4	h	h	NOUN
easat-7419	153	1	v	v	NOUN
easat-7419	153	2	c	c	NOUN
easat-7419	153	3	c	c	NOUN
easat-7419	153	4	c	c	NOUN
easat-7419	153	5	−	−	PROPN
easat-7419	154	1	+	+	CCONJ
easat-7419	154	2			PROPN
easat-7419	154	3	=	=	NOUN
easat-7419	154	4			PROPN
easat-7419	154	5			PROPN
easat-7419	154	6	(	(	PUNCT
easat-7419	154	7	12	12	NUM
easat-7419	154	8	)	)	PUNCT
easat-7419	154	9	in	in	ADP
easat-7419	154	10	the	the	DET
easat-7419	154	11	above	above	ADJ
easat-7419	154	12	formula	formula	NOUN
easat-7419	154	13	,	,	PUNCT
easat-7419	154	14	,	,	PUNCT
easat-7419	154	15	j	j	PROPN
easat-7419	154	16	ic	ic	PROPN
easat-7419	154	17	denotes	denote	VERB
easat-7419	154	18	the	the	DET
easat-7419	154	19	i	i	PROPN
easat-7419	154	20	-	-	PUNCT
easat-7419	154	21	th	th	X
easat-7419	154	22	eigenvalue	eigenvalue	NOUN
easat-7419	154	23	of	of	ADP
easat-7419	154	24	the	the	DET
easat-7419	154	25	j	j	PROPN
easat-7419	154	26	-	-	PUNCT
easat-7419	154	27	th	th	X
easat-7419	154	28	eigenvector	eigenvector	NOUN
easat-7419	154	29	.	.	PUNCT
easat-7419	155	1	in	in	ADP
easat-7419	155	2	order	order	NOUN
easat-7419	155	3	to	to	PART
easat-7419	155	4	prevent	prevent	VERB
easat-7419	155	5	over	over	ADP
easat-7419	155	6	fitting	fitting	ADJ
easat-7419	155	7	,	,	PUNCT
easat-7419	155	8	a	a	DET
easat-7419	155	9	dropout	dropout	NOUN
easat-7419	155	10	processing	processing	NOUN
easat-7419	155	11	can	can	AUX
easat-7419	155	12	be	be	AUX
easat-7419	155	13	added	add	VERB
easat-7419	155	14	on	on	ADP
easat-7419	155	15	the	the	DET
easat-7419	155	16	full	full	ADJ
easat-7419	155	17	connection	connection	NOUN
easat-7419	155	18	layer	layer	NOUN
easat-7419	155	19	.	.	PUNCT
easat-7419	156	1	dropout	dropout	NOUN
easat-7419	156	2	is	be	AUX
easat-7419	156	3	a	a	DET
easat-7419	156	4	random	random	ADJ
easat-7419	156	5	deactivation	deactivation	NOUN
easat-7419	156	6	technique	technique	NOUN
easat-7419	156	7	.	.	PUNCT
easat-7419	157	1	during	during	ADP
easat-7419	157	2	the	the	DET
easat-7419	157	3	training	training	NOUN
easat-7419	157	4	process	process	NOUN
easat-7419	157	5	,	,	PUNCT
easat-7419	157	6	dropout	dropout	NOUN
easat-7419	157	7	randomly	randomly	ADV
easat-7419	157	8	deletes	delete	VERB
easat-7419	157	9	some	some	DET
easat-7419	157	10	neurons	neuron	NOUN
easat-7419	157	11	,	,	PUNCT
easat-7419	157	12	so	so	SCONJ
easat-7419	157	13	that	that	SCONJ
easat-7419	157	14	the	the	DET
easat-7419	157	15	model	model	NOUN
easat-7419	157	16	has	have	VERB
easat-7419	157	17	a	a	DET
easat-7419	157	18	different	different	ADJ
easat-7419	157	19	structure	structure	NOUN
easat-7419	157	20	in	in	ADP
easat-7419	157	21	each	each	DET
easat-7419	157	22	iteration	iteration	NOUN
easat-7419	157	23	.	.	PUNCT
easat-7419	158	1	this	this	PRON
easat-7419	158	2	helps	help	VERB
easat-7419	158	3	to	to	PART
easat-7419	158	4	improve	improve	VERB
easat-7419	158	5	the	the	DET
easat-7419	158	6	generalization	generalization	NOUN
easat-7419	158	7	ability	ability	NOUN
easat-7419	158	8	of	of	ADP
easat-7419	158	9	the	the	DET
easat-7419	158	10	model	model	NOUN
easat-7419	158	11	and	and	CCONJ
easat-7419	158	12	reduce	reduce	VERB
easat-7419	158	13	the	the	DET
easat-7419	158	14	dependence	dependence	NOUN
easat-7419	158	15	on	on	ADP
easat-7419	158	16	training	training	NOUN
easat-7419	158	17	data	datum	NOUN
easat-7419	158	18	.	.	PUNCT
easat-7419	159	1	finally	finally	ADV
easat-7419	159	2	,	,	PUNCT
easat-7419	159	3	the	the	DET
easat-7419	159	4	output	output	NOUN
easat-7419	159	5	of	of	ADP
easat-7419	159	6	the	the	DET
easat-7419	159	7	fully	fully	ADV
easat-7419	159	8	connected	connect	VERB
easat-7419	159	9	layer	layer	NOUN
easat-7419	159	10	is	be	AUX
easat-7419	159	11	passed	pass	VERB
easat-7419	159	12	into	into	ADP
easat-7419	159	13	the	the	DET
easat-7419	159	14	softmax	softmax	NOUN
easat-7419	159	15	function	function	NOUN
easat-7419	159	16	to	to	PART
easat-7419	159	17	calculate	calculate	VERB
easat-7419	159	18	the	the	DET
easat-7419	159	19	probability	probability	NOUN
easat-7419	159	20	of	of	ADP
easat-7419	159	21	each	each	DET
easat-7419	159	22	news	news	NOUN
easat-7419	159	23	being	be	AUX
easat-7419	159	24	recommended	recommend	VERB
easat-7419	159	25	and	and	CCONJ
easat-7419	159	26	output	output	NOUN
easat-7419	159	27	.	.	PUNCT
easat-7419	160	1	after	after	ADP
easat-7419	160	2	the	the	DET
easat-7419	160	3	completion	completion	NOUN
easat-7419	160	4	of	of	ADP
easat-7419	160	5	the	the	DET
easat-7419	160	6	model	model	NOUN
easat-7419	160	7	construction	construction	NOUN
easat-7419	160	8	,	,	PUNCT
easat-7419	160	9	training	training	NOUN
easat-7419	160	10	is	be	AUX
easat-7419	160	11	needed	need	VERB
easat-7419	160	12	.	.	PUNCT
easat-7419	161	1	the	the	DET
easat-7419	161	2	loss	loss	NOUN
easat-7419	161	3	when	when	SCONJ
easat-7419	161	4	training	train	VERB
easat-7419	161	5	the	the	DET
easat-7419	161	6	model	model	NOUN
easat-7419	161	7	is	be	AUX
easat-7419	161	8	measured	measure	VERB
easat-7419	161	9	by	by	ADP
easat-7419	161	10	cross	cross	NOUN
easat-7419	161	11	entropy	entropy	PROPN
easat-7419	161	12	,	,	PUNCT
easat-7419	161	13	and	and	CCONJ
easat-7419	161	14	the	the	DET
easat-7419	161	15	loss	loss	NOUN
easat-7419	161	16	function	function	NOUN
easat-7419	161	17	is	be	AUX
easat-7419	161	18	defined	define	VERB
easat-7419	161	19	as	as	ADP
easat-7419	161	20	:	:	PUNCT
easat-7419	161	21	(	(	PUNCT
easat-7419	161	22	)	)	PUNCT
easat-7419	161	23	1	1	NUM
easat-7419	161	24	log	log	NOUN
easat-7419	161	25	n	n	INTJ
easat-7419	162	1	i	i	PRON
easat-7419	163	1	i	i	PRON
easat-7419	164	1	i	i	PRON
easat-7419	164	2	loss	loss	VERB
easat-7419	164	3	y	y	PROPN
easat-7419	164	4	y	y	PROPN
easat-7419	164	5	=	=	PUNCT
easat-7419	164	6	=	=	PROPN
easat-7419	164	7	−	−	NOUN
easat-7419	164	8	(	(	PUNCT
easat-7419	164	9	13	13	NUM
easat-7419	164	10	)	)	PUNCT
easat-7419	164	11	in	in	ADP
easat-7419	164	12	the	the	DET
easat-7419	164	13	above	above	ADJ
easat-7419	164	14	formula	formula	NOUN
easat-7419	164	15	,	,	PUNCT
easat-7419	164	16	n	n	PRON
easat-7419	164	17	represents	represent	VERB
easat-7419	164	18	the	the	DET
easat-7419	164	19	number	number	NOUN
easat-7419	164	20	of	of	ADP
easat-7419	164	21	news	news	NOUN
easat-7419	164	22	.	.	PUNCT
easat-7419	165	1	iy	iy	PROPN
easat-7419	165	2	indicates	indicate	VERB
easat-7419	165	3	whether	whether	SCONJ
easat-7419	165	4	the	the	DET
easat-7419	165	5	i	i	PROPN
easat-7419	165	6	-	-	PUNCT
easat-7419	165	7	th	th	VERB
easat-7419	165	8	news	news	NOUN
easat-7419	165	9	is	be	AUX
easat-7419	165	10	really	really	ADV
easat-7419	165	11	liked	like	VERB
easat-7419	165	12	by	by	ADP
easat-7419	165	13	the	the	DET
easat-7419	165	14	current	current	ADJ
easat-7419	165	15	user	user	NOUN
easat-7419	165	16	.	.	PUNCT
easat-7419	166	1	it	it	PRON
easat-7419	166	2	is	be	AUX
easat-7419	166	3	1	1	NUM
easat-7419	166	4	for	for	ADP
easat-7419	166	5	likes	like	NOUN
easat-7419	166	6	and	and	CCONJ
easat-7419	166	7	0	0	NUM
easat-7419	166	8	for	for	ADP
easat-7419	166	9	dislikes	dislike	NOUN
easat-7419	166	10	.	.	PUNCT
easat-7419	167	1	iy	iy	PROPN
easat-7419	167	2	is	be	AUX
easat-7419	167	3	the	the	DET
easat-7419	167	4	probability	probability	NOUN
easat-7419	167	5	that	that	SCONJ
easat-7419	167	6	the	the	DET
easat-7419	167	7	model	model	NOUN
easat-7419	167	8	predicts	predict	VERB
easat-7419	167	9	that	that	SCONJ
easat-7419	167	10	the	the	DET
easat-7419	167	11	i	i	PROPN
easat-7419	167	12	-	-	PUNCT
easat-7419	167	13	th	th	VERB
easat-7419	167	14	news	news	NOUN
easat-7419	167	15	is	be	AUX
easat-7419	167	16	liked	like	VERB
easat-7419	167	17	by	by	ADP
easat-7419	167	18	the	the	DET
easat-7419	167	19	current	current	ADJ
easat-7419	167	20	user	user	NOUN
easat-7419	167	21	.	.	PUNCT
easat-7419	168	1	2.1.4	2.1.4	NUM
easat-7419	168	2	.	.	PUNCT
easat-7419	168	3	incorporating	incorporate	VERB
easat-7419	168	4	the	the	DET
easat-7419	168	5	attention	attention	NOUN
easat-7419	168	6	propagation	propagation	NOUN
easat-7419	168	7	layer	layer	NOUN
easat-7419	168	8	graph	graph	NOUN
easat-7419	168	9	neural	neural	ADJ
easat-7419	168	10	network	network	NOUN
easat-7419	168	11	and	and	CCONJ
easat-7419	168	12	attention	attention	NOUN
easat-7419	168	13	mechanism	mechanism	NOUN
easat-7419	168	14	recursively	recursively	ADV
easat-7419	168	15	perform	perform	VERB
easat-7419	168	16	propagation	propagation	NOUN
easat-7419	168	17	on	on	ADP
easat-7419	168	18	the	the	DET
easat-7419	168	19	graph	graph	NOUN
easat-7419	168	20	and	and	CCONJ
easat-7419	168	21	embed	embed	VERB
easat-7419	168	22	entities	entity	NOUN
easat-7419	168	23	,	,	PUNCT
easat-7419	168	24	which	which	PRON
easat-7419	168	25	can	can	AUX
easat-7419	168	26	achieve	achieve	VERB
easat-7419	168	27	good	good	ADJ
easat-7419	168	28	recommendation	recommendation	NOUN
easat-7419	168	29	results	result	NOUN
easat-7419	168	30	[	[	X
easat-7419	168	31	12	12	NUM
easat-7419	168	32	,	,	PUNCT
easat-7419	168	33	13	13	NUM
easat-7419	168	34	]	]	PUNCT
easat-7419	168	35	.	.	PUNCT
easat-7419	169	1	the	the	DET
easat-7419	169	2	attention	attention	NOUN
easat-7419	169	3	propagation	propagation	NOUN
easat-7419	169	4	layer	layer	NOUN
easat-7419	169	5	is	be	AUX
easat-7419	169	6	implemented	implement	VERB
easat-7419	169	7	through	through	ADP
easat-7419	169	8	message	message	NOUN
easat-7419	169	9	propagation	propagation	NOUN
easat-7419	169	10	and	and	CCONJ
easat-7419	169	11	message	message	NOUN
easat-7419	169	12	aggregation	aggregation	NOUN
easat-7419	169	13	[	[	X
easat-7419	169	14	14	14	NUM
easat-7419	169	15	,	,	PUNCT
easat-7419	169	16	15	15	NUM
easat-7419	169	17	]	]	PUNCT
easat-7419	169	18	.	.	PUNCT
easat-7419	170	1	message	message	NOUN
easat-7419	170	2	propagation	propagation	NOUN
easat-7419	170	3	first	first	ADV
easat-7419	170	4	calculates	calculate	VERB
easat-7419	170	5	the	the	DET
easat-7419	170	6	linear	linear	ADJ
easat-7419	170	7	combination	combination	NOUN
easat-7419	170	8	of	of	ADP
easat-7419	170	9	entities	entity	NOUN
easat-7419	170	10	h	h	NOUN
easat-7419	170	11	in	in	ADP
easat-7419	170	12	the	the	DET
easat-7419	170	13	network	network	NOUN
easat-7419	170	14	(	(	PUNCT
easat-7419	170	15	ego	ego	NOUN
easat-7419	170	16	network	network	NOUN
easat-7419	170	17	)	)	PUNCT
easat-7419	170	18	:	:	PUNCT
easat-7419	170	19	(	(	PUNCT
easat-7419	170	20	)	)	PUNCT
easat-7419	170	21	(	(	PUNCT
easat-7419	170	22	)	)	PUNCT
easat-7419	170	23	,	,	PUNCT
easat-7419	170	24	,	,	PUNCT
easat-7419	170	25	,	,	PUNCT
easat-7419	170	26	,	,	PUNCT
easat-7419	170	27	nh	nh	PROPN
easat-7419	170	28	t	t	PROPN
easat-7419	170	29	h	h	NOUN
easat-7419	171	1	r	r	NOUN
easat-7419	171	2	t	t	PROPN
easat-7419	171	3	nh	nh	NOUN
easat-7419	172	1	e	e	NOUN
easat-7419	172	2	h	h	NOUN
easat-7419	172	3	r	r	NOUN
easat-7419	172	4	t	t	PROPN
easat-7419	172	5	e	e	PROPN
easat-7419	172	6			PROPN
easat-7419	172	7	=	=	PUNCT
easat-7419	172	8			X
easat-7419	172	9	(	(	PUNCT
easat-7419	172	10	14	14	NUM
easat-7419	172	11	)	)	PUNCT
easat-7419	172	12	the	the	PRON
easat-7419	172	13	(	(	PUNCT
easat-7419	172	14	)	)	PUNCT
easat-7419	172	15	,	,	PUNCT
easat-7419	172	16	,	,	PUNCT
easat-7419	172	17	h	h	NOUN
easat-7419	172	18	r	r	NOUN
easat-7419	172	19	t	t	ADJ
easat-7419	172	20	attention	attention	NOUN
easat-7419	172	21	score	score	NOUN
easat-7419	172	22	represents	represent	VERB
easat-7419	172	23	the	the	DET
easat-7419	172	24	amount	amount	NOUN
easat-7419	172	25	of	of	ADP
easat-7419	172	26	information	information	NOUN
easat-7419	172	27	transmitted	transmit	VERB
easat-7419	172	28	from	from	ADP
easat-7419	172	29	t	t	PROPN
easat-7419	172	30	to	to	ADP
easat-7419	172	31	h	h	NOUN
easat-7419	172	32	under	under	ADP
easat-7419	172	33	the	the	DET
easat-7419	172	34	condition	condition	NOUN
easat-7419	172	35	of	of	ADP
easat-7419	172	36	relationship	relationship	NOUN
easat-7419	172	37	r.	r.	PROPN
easat-7419	172	38	the	the	DET
easat-7419	172	39	calculation	calculation	NOUN
easat-7419	172	40	formula	formula	NOUN
easat-7419	172	41	is	be	AUX
easat-7419	172	42	:	:	PUNCT
easat-7419	172	43	(	(	PUNCT
easat-7419	172	44	)	)	PUNCT
easat-7419	172	45	(	(	PUNCT
easat-7419	172	46	)	)	PUNCT
easat-7419	172	47	(	(	PUNCT
easat-7419	172	48	)	)	PUNCT
easat-7419	172	49	,	,	PUNCT
easat-7419	172	50	,	,	PUNCT
easat-7419	173	1	tanh	tanh	PROPN
easat-7419	173	2	t	t	PROPN
easat-7419	173	3	r	r	NOUN
easat-7419	173	4	t	t	NOUN
easat-7419	173	5	r	r	NOUN
easat-7419	173	6	h	h	NOUN
easat-7419	173	7	rh	rh	NOUN
easat-7419	173	8	r	r	NOUN
easat-7419	173	9	t	t	PROPN
easat-7419	173	10	w	w	PROPN
easat-7419	173	11	e	e	PROPN
easat-7419	173	12	w	w	PROPN
easat-7419	173	13	e	e	NOUN
easat-7419	173	14	e	e	PROPN
easat-7419	173	15	=	=	SYM
easat-7419	174	1	+	+	CCONJ
easat-7419	174	2	(	(	PUNCT
easat-7419	174	3	15	15	NUM
easat-7419	174	4	)	)	PUNCT
easat-7419	174	5	the	the	DET
easat-7419	174	6	attention	attention	NOUN
easat-7419	174	7	score	score	NOUN
easat-7419	174	8	depends	depend	VERB
easat-7419	174	9	on	on	ADP
easat-7419	174	10	the	the	DET
easat-7419	174	11	distance	distance	NOUN
easat-7419	174	12	between	between	ADP
easat-7419	174	13	he	he	PRON
easat-7419	174	14	and	and	CCONJ
easat-7419	174	15	re	re	VERB
easat-7419	174	16	in	in	ADP
easat-7419	174	17	the	the	DET
easat-7419	174	18	relation	relation	NOUN
easat-7419	174	19	r	r	NOUN
easat-7419	174	20	space	space	NOUN
easat-7419	174	21	.	.	PUNCT
easat-7419	175	1	message	message	NOUN
easat-7419	175	2	aggregation	aggregation	NOUN
easat-7419	175	3	can	can	AUX
easat-7419	175	4	use	use	VERB
easat-7419	175	5	gcn	gcn	ADJ
easat-7419	175	6	aggregation	aggregation	NOUN
easat-7419	175	7	or	or	CCONJ
easat-7419	175	8	gs	gs	PROPN
easat-7419	175	9	aggregation	aggregation	NOUN
easat-7419	175	10	.	.	PUNCT
easat-7419	176	1	let	let	VERB
easat-7419	176	2	w	w	NOUN
easat-7419	176	3	be	be	AUX
easat-7419	176	4	the	the	DET
easat-7419	176	5	training	training	NOUN
easat-7419	176	6	parameter	parameter	NOUN
easat-7419	176	7	,	,	PUNCT
easat-7419	176	8	gcn	gcn	NOUN
easat-7419	176	9	aggregation	aggregation	NOUN
easat-7419	176	10	and	and	CCONJ
easat-7419	176	11	gs	gs	PROPN
easat-7419	176	12	aggregation	aggregation	NOUN
easat-7419	176	13	are	be	AUX
easat-7419	176	14	expressed	express	VERB
easat-7419	176	15	as	as	ADP
easat-7419	176	16	:	:	PUNCT
easat-7419	176	17	2152	2152	NUM
easat-7419	176	18	edelweiss	edelweiss	PROPN
easat-7419	176	19	applied	apply	VERB
easat-7419	176	20	science	science	NOUN
easat-7419	176	21	and	and	CCONJ
easat-7419	176	22	technology	technology	NOUN
easat-7419	176	23	issn	issn	PROPN
easat-7419	176	24	:	:	PUNCT
easat-7419	176	25	2576	2576	NUM
easat-7419	176	26	-	-	SYM
easat-7419	176	27	8484	8484	NUM
easat-7419	176	28	vol	vol	NOUN
easat-7419	176	29	.	.	PROPN
easat-7419	177	1	9	9	NUM
easat-7419	177	2	,	,	PUNCT
easat-7419	177	3	no	no	INTJ
easat-7419	177	4	.	.	NOUN
easat-7419	177	5	5	5	NUM
easat-7419	177	6	:	:	SYM
easat-7419	177	7	2144	2144	NUM
easat-7419	177	8	-	-	SYM
easat-7419	177	9	2156	2156	NUM
easat-7419	177	10	,	,	PUNCT
easat-7419	177	11	2025	2025	NUM
easat-7419	177	12	doi	doi	NOUN
easat-7419	177	13	:	:	PUNCT
easat-7419	177	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	177	15	©	©	PROPN
easat-7419	177	16	2025	2025	NUM
easat-7419	177	17	by	by	ADP
easat-7419	177	18	the	the	DET
easat-7419	177	19	authors	author	NOUN
easat-7419	177	20	;	;	PUNCT
easat-7419	177	21	licensee	licensee	PROPN
easat-7419	177	22	learning	learning	NOUN
easat-7419	177	23	gate	gate	NOUN
easat-7419	177	24	(	(	PUNCT
easat-7419	177	25	)	)	PUNCT
easat-7419	177	26	(	(	PUNCT
easat-7419	177	27	)	)	PUNCT
easat-7419	177	28	leakyrelugcn	leakyrelugcn	PROPN
easat-7419	177	29	h	h	PROPN
easat-7419	177	30	nhf	nhf	PROPN
easat-7419	177	31	w	w	PROPN
easat-7419	177	32	e	e	PROPN
easat-7419	177	33	e=	e=	X
easat-7419	177	34	+	+	CCONJ
easat-7419	177	35	(	(	PUNCT
easat-7419	177	36	16	16	NUM
easat-7419	177	37	)	)	PUNCT
easat-7419	177	38	(	(	PUNCT
easat-7419	177	39	)	)	PUNCT
easat-7419	177	40	(	(	PUNCT
easat-7419	177	41	)	)	PUNCT
easat-7419	177	42	leakyrelugs	leakyrelug	NOUN
easat-7419	177	43	h	h	NOUN
easat-7419	177	44	nhf	nhf	VERB
easat-7419	177	45	w	w	PROPN
easat-7419	177	46	e	e	PROPN
easat-7419	177	47	e=	e=	X
easat-7419	177	48	(	(	PUNCT
easat-7419	177	49	17	17	NUM
easat-7419	177	50	)	)	SYM
easat-7419	177	51	3	3	NUM
easat-7419	177	52	.	.	X
easat-7419	177	53	simulation	simulation	NOUN
easat-7419	177	54	experiment	experiment	NOUN
easat-7419	177	55	the	the	DET
easat-7419	177	56	ancnn	ancnn	PROPN
easat-7419	177	57	recommendation	recommendation	NOUN
easat-7419	177	58	will	will	AUX
easat-7419	177	59	be	be	AUX
easat-7419	177	60	compared	compare	VERB
easat-7419	177	61	with	with	ADP
easat-7419	177	62	the	the	DET
easat-7419	177	63	commonly	commonly	ADV
easat-7419	177	64	used	use	VERB
easat-7419	177	65	benchmark	benchmark	NOUN
easat-7419	177	66	.	.	PUNCT
easat-7419	178	1	the	the	DET
easat-7419	178	2	experimental	experimental	ADJ
easat-7419	178	3	data	datum	NOUN
easat-7419	178	4	are	be	AUX
easat-7419	178	5	from	from	ADP
easat-7419	178	6	the	the	DET
easat-7419	178	7	adressa	adressa	ADJ
easat-7419	178	8	dataset	dataset	NOUN
easat-7419	178	9	.	.	PUNCT
easat-7419	179	1	3.1	3.1	NUM
easat-7419	179	2	.	.	PUNCT
easat-7419	179	3	experimental	experimental	ADJ
easat-7419	179	4	data	datum	NOUN
easat-7419	179	5	in	in	ADP
easat-7419	179	6	the	the	DET
easat-7419	179	7	field	field	NOUN
easat-7419	179	8	of	of	ADP
easat-7419	179	9	news	news	NOUN
easat-7419	179	10	recommendation	recommendation	NOUN
easat-7419	179	11	,	,	PUNCT
easat-7419	179	12	adressa	adressa	NOUN
easat-7419	179	13	is	be	AUX
easat-7419	179	14	the	the	DET
easat-7419	179	15	best	good	ADJ
easat-7419	179	16	data	datum	NOUN
easat-7419	179	17	set	set	VERB
easat-7419	179	18	at	at	ADP
easat-7419	179	19	present	present	NOUN
easat-7419	179	20	.	.	PUNCT
easat-7419	180	1	the	the	DET
easat-7419	180	2	adressa	adressa	ADJ
easat-7419	180	3	dataset	dataset	NOUN
easat-7419	180	4	was	be	AUX
easat-7419	180	5	jointly	jointly	ADV
easat-7419	180	6	released	release	VERB
easat-7419	180	7	by	by	ADP
easat-7419	180	8	norwegian	norwegian	ADJ
easat-7419	180	9	news	news	NOUN
easat-7419	180	10	publishers	publisher	NOUN
easat-7419	180	11	such	such	ADJ
easat-7419	180	12	as	as	ADP
easat-7419	180	13	adresseavisen	adresseavisen	PROPN
easat-7419	180	14	.	.	PUNCT
easat-7419	181	1	it	it	PRON
easat-7419	181	2	is	be	AUX
easat-7419	181	3	part	part	NOUN
easat-7419	181	4	of	of	ADP
easat-7419	181	5	rectech	rectech	NOUN
easat-7419	181	6	's	's	PART
easat-7419	181	7	recommended	recommend	VERB
easat-7419	181	8	technology	technology	NOUN
easat-7419	181	9	project	project	NOUN
easat-7419	181	10	[	[	X
easat-7419	181	11	16	16	NUM
easat-7419	181	12	]	]	PUNCT
easat-7419	181	13	.	.	PUNCT
easat-7419	182	1	there	there	PRON
easat-7419	182	2	are	be	VERB
easat-7419	182	3	cases	case	NOUN
easat-7419	182	4	where	where	SCONJ
easat-7419	182	5	multiple	multiple	ADJ
easat-7419	182	6	non	non	NOUN
easat-7419	182	7	-	-	NOUN
easat-7419	182	8	subscribers	subscriber	NOUN
easat-7419	182	9	are	be	AUX
easat-7419	182	10	the	the	DET
easat-7419	182	11	same	same	ADJ
easat-7419	182	12	user	user	NOUN
easat-7419	182	13	in	in	ADP
easat-7419	182	14	the	the	DET
easat-7419	182	15	dataset	dataset	NOUN
easat-7419	182	16	,	,	PUNCT
easat-7419	182	17	and	and	CCONJ
easat-7419	182	18	there	there	PRON
easat-7419	182	19	are	be	VERB
easat-7419	182	20	also	also	ADV
easat-7419	182	21	cases	case	NOUN
easat-7419	182	22	where	where	SCONJ
easat-7419	182	23	the	the	DET
easat-7419	182	24	data	datum	NOUN
easat-7419	182	25	is	be	AUX
easat-7419	182	26	sparse	sparse	ADJ
easat-7419	182	27	.	.	PUNCT
easat-7419	183	1	the	the	DET
easat-7419	183	2	adressa	adressa	ADJ
easat-7419	183	3	dataset	dataset	NOUN
easat-7419	183	4	consists	consist	VERB
easat-7419	183	5	of	of	ADP
easat-7419	183	6	two	two	NUM
easat-7419	183	7	parts	part	NOUN
easat-7419	183	8	,	,	PUNCT
easat-7419	183	9	a	a	DET
easat-7419	183	10	list	list	NOUN
easat-7419	183	11	of	of	ADP
easat-7419	183	12	users	user	NOUN
easat-7419	183	13	’	’	PART
easat-7419	183	14	readings	reading	NOUN
easat-7419	183	15	and	and	CCONJ
easat-7419	183	16	a	a	DET
easat-7419	183	17	list	list	NOUN
easat-7419	183	18	of	of	ADP
easat-7419	183	19	articles	article	NOUN
easat-7419	183	20	.	.	PUNCT
easat-7419	184	1	the	the	DET
easat-7419	184	2	adressa	adressa	ADJ
easat-7419	184	3	dataset	dataset	NOUN
easat-7419	184	4	contains	contain	VERB
easat-7419	184	5	implicit	implicit	ADJ
easat-7419	184	6	feedback	feedback	NOUN
easat-7419	184	7	content	content	NOUN
easat-7419	184	8	such	such	ADJ
easat-7419	184	9	as	as	ADP
easat-7419	184	10	clicks	click	NOUN
easat-7419	184	11	and	and	CCONJ
easat-7419	184	12	reading	reading	NOUN
easat-7419	184	13	time	time	NOUN
easat-7419	184	14	.	.	PUNCT
easat-7419	185	1	although	although	SCONJ
easat-7419	185	2	it	it	PRON
easat-7419	185	3	lacks	lack	VERB
easat-7419	185	4	display	display	NOUN
easat-7419	185	5	feedback	feedback	NOUN
easat-7419	185	6	,	,	PUNCT
easat-7419	185	7	it	it	PRON
easat-7419	185	8	is	be	AUX
easat-7419	185	9	sufficient	sufficient	ADJ
easat-7419	185	10	to	to	PART
easat-7419	185	11	complete	complete	VERB
easat-7419	185	12	the	the	DET
easat-7419	185	13	training	training	NOUN
easat-7419	185	14	task	task	NOUN
easat-7419	185	15	of	of	ADP
easat-7419	185	16	the	the	DET
easat-7419	185	17	user	user	NOUN
easat-7419	185	18	recommendation	recommendation	NOUN
easat-7419	185	19	system	system	NOUN
easat-7419	185	20	.	.	PUNCT
easat-7419	186	1	the	the	DET
easat-7419	186	2	adressa	adressa	ADJ
easat-7419	186	3	dataset	dataset	NOUN
easat-7419	186	4	is	be	AUX
easat-7419	186	5	divided	divide	VERB
easat-7419	186	6	into	into	ADP
easat-7419	186	7	two	two	NUM
easat-7419	186	8	subsets	subset	NOUN
easat-7419	186	9	:	:	PUNCT
easat-7419	186	10	adressa-1week	adressa-1week	PROPN
easat-7419	186	11	and	and	CCONJ
easat-7419	186	12	adressa-10wveeks.the	adressa-10wveeks.the	DET
easat-7419	186	13	adressa1week	adressa1week	PROPN
easat-7419	186	14	dataset	dataset	NOUN
easat-7419	186	15	contains	contain	VERB
easat-7419	186	16	data	datum	NOUN
easat-7419	186	17	on	on	ADP
easat-7419	186	18	users	user	NOUN
easat-7419	186	19	'	'	PUNCT
easat-7419	186	20	browsing	browse	VERB
easat-7419	186	21	news	news	NOUN
easat-7419	186	22	within	within	ADP
easat-7419	186	23	a	a	DET
easat-7419	186	24	week	week	NOUN
easat-7419	186	25	.	.	PUNCT
easat-7419	187	1	the	the	DET
easat-7419	187	2	adressa-10weeks	adressa-10week	NOUN
easat-7419	187	3	dataset	dataset	NOUN
easat-7419	187	4	contains	contain	VERB
easat-7419	187	5	data	datum	NOUN
easat-7419	187	6	on	on	ADP
easat-7419	187	7	users	user	NOUN
easat-7419	187	8	browsing	browse	VERB
easat-7419	187	9	news	news	NOUN
easat-7419	187	10	within	within	ADP
easat-7419	187	11	10	10	NUM
easat-7419	187	12	weeks	week	NOUN
easat-7419	187	13	.	.	PUNCT
easat-7419	188	1	for	for	ADP
easat-7419	188	2	each	each	DET
easat-7419	188	3	event	event	NOUN
easat-7419	188	4	,	,	PUNCT
easat-7419	188	5	this	this	DET
easat-7419	188	6	article	article	NOUN
easat-7419	188	7	uses	use	VERB
easat-7419	188	8	seven	seven	NUM
easat-7419	188	9	attributes	attribute	NOUN
easat-7419	188	10	,	,	PUNCT
easat-7419	188	11	namely	namely	ADV
easat-7419	188	12	,	,	PUNCT
easat-7419	188	13	session	session	NOUN
easat-7419	188	14	start	start	NOUN
easat-7419	188	15	,	,	PUNCT
easat-7419	188	16	session	session	NOUN
easat-7419	188	17	end	end	NOUN
easat-7419	188	18	and	and	CCONJ
easat-7419	188	19	profile	profile	NOUN
easat-7419	188	20	.	.	PUNCT
easat-7419	189	1	these	these	DET
easat-7419	189	2	seven	seven	NUM
easat-7419	189	3	attributes	attribute	NOUN
easat-7419	189	4	are	be	AUX
easat-7419	189	5	used	use	VERB
easat-7419	189	6	to	to	PART
easat-7419	189	7	generate	generate	VERB
easat-7419	189	8	data	data	NOUN
easat-7419	189	9	sets	set	NOUN
easat-7419	189	10	and	and	CCONJ
easat-7419	189	11	sort	sort	VERB
easat-7419	189	12	the	the	DET
easat-7419	189	13	news	news	NOUN
easat-7419	189	14	according	accord	VERB
easat-7419	189	15	to	to	ADP
easat-7419	189	16	the	the	DET
easat-7419	189	17	timestamp	timestamp	NOUN
easat-7419	189	18	.	.	PUNCT
easat-7419	190	1	the	the	DET
easat-7419	190	2	adressa	adressa	ADJ
easat-7419	190	3	dataset	dataset	NOUN
easat-7419	190	4	is	be	AUX
easat-7419	190	5	shown	show	VERB
easat-7419	190	6	in	in	ADP
easat-7419	190	7	table	table	NOUN
easat-7419	190	8	1	1	NUM
easat-7419	190	9	.	.	PUNCT
easat-7419	190	10	table	table	NOUN
easat-7419	190	11	1	1	NUM
easat-7419	190	12	.	.	PUNCT
easat-7419	191	1	overall	overall	ADJ
easat-7419	191	2	information	information	NOUN
easat-7419	191	3	about	about	ADP
easat-7419	191	4	the	the	DET
easat-7419	191	5	news	news	NOUN
easat-7419	191	6	data	datum	NOUN
easat-7419	191	7	set	set	VERB
easat-7419	191	8	.	.	PUNCT
easat-7419	192	1	no	no	DET
easat-7419	192	2	category	category	NOUN
easat-7419	192	3	adressa-1week	adressa-1week	NOUN
easat-7419	192	4	adressa-10week	adressa-10week	ADJ
easat-7419	192	5	1	1	NUM
easat-7419	192	6	number	number	NOUN
easat-7419	192	7	of	of	ADP
easat-7419	192	8	users	user	NOUN
easat-7419	192	9	537627	537627	NUM
easat-7419	192	10	590673	590673	NUM
easat-7419	192	11	2	2	NUM
easat-7419	192	12	number	number	NOUN
easat-7419	192	13	of	of	ADP
easat-7419	192	14	news	news	NOUN
easat-7419	192	15	14732	14732	NUM
easat-7419	192	16	49994	49994	NUM
easat-7419	192	17	3	3	NUM
easat-7419	192	18	number	number	NOUN
easat-7419	192	19	of	of	ADP
easat-7419	192	20	events	event	NOUN
easat-7419	192	21	2527571	2527571	NUM
easat-7419	192	22	23168411	23168411	NUM
easat-7419	192	23	4	4	NUM
easat-7419	192	24	number	number	NOUN
easat-7419	192	25	of	of	ADP
easat-7419	192	26	entities	entity	NOUN
easat-7419	192	27	116603	116603	NUM
easat-7419	192	28	2792114	2792114	NUM
easat-7419	192	29	5	5	NUM
easat-7419	192	30	the	the	DET
easat-7419	192	31	number	number	NOUN
easat-7419	192	32	of	of	ADP
easat-7419	192	33	entities	entity	NOUN
easat-7419	192	34	in	in	ADP
easat-7419	192	35	the	the	DET
easat-7419	192	36	context	context	NOUN
easat-7419	192	37	of	of	ADP
easat-7419	192	38	the	the	DET
easat-7419	192	39	entity	entity	NOUN
easat-7419	192	40	43.1	43.1	NUM
easat-7419	192	41	47.2	47.2	NUM
easat-7419	192	42	3.2	3.2	NUM
easat-7419	192	43	.	.	PUNCT
easat-7419	193	1	evaluating	evaluate	VERB
easat-7419	193	2	indicator	indicator	NOUN
easat-7419	193	3	the	the	DET
easat-7419	193	4	generalization	generalization	NOUN
easat-7419	193	5	ability	ability	NOUN
easat-7419	193	6	of	of	ADP
easat-7419	193	7	the	the	DET
easat-7419	193	8	evaluation	evaluation	NOUN
easat-7419	193	9	model	model	NOUN
easat-7419	193	10	requires	require	VERB
easat-7419	193	11	both	both	CCONJ
easat-7419	193	12	a	a	DET
easat-7419	193	13	scientific	scientific	ADJ
easat-7419	193	14	and	and	CCONJ
easat-7419	193	15	rigorous	rigorous	ADJ
easat-7419	193	16	experimental	experimental	ADJ
easat-7419	193	17	process	process	NOUN
easat-7419	193	18	and	and	CCONJ
easat-7419	193	19	appropriate	appropriate	ADJ
easat-7419	193	20	evaluation	evaluation	NOUN
easat-7419	193	21	indicators	indicator	NOUN
easat-7419	193	22	.	.	PUNCT
easat-7419	194	1	there	there	PRON
easat-7419	194	2	are	be	VERB
easat-7419	194	3	many	many	ADJ
easat-7419	194	4	common	common	ADJ
easat-7419	194	5	evaluation	evaluation	NOUN
easat-7419	194	6	indexes	index	NOUN
easat-7419	194	7	.	.	PUNCT
easat-7419	195	1	therefore	therefore	ADV
easat-7419	195	2	,	,	PUNCT
easat-7419	195	3	different	different	ADJ
easat-7419	195	4	evaluation	evaluation	NOUN
easat-7419	195	5	indicators	indicator	NOUN
easat-7419	195	6	should	should	AUX
easat-7419	195	7	be	be	AUX
easat-7419	195	8	selected	select	VERB
easat-7419	195	9	for	for	ADP
easat-7419	195	10	specific	specific	ADJ
easat-7419	195	11	data	datum	NOUN
easat-7419	195	12	distribution	distribution	NOUN
easat-7419	195	13	,	,	PUNCT
easat-7419	195	14	otherwise	otherwise	ADV
easat-7419	195	15	wrong	wrong	ADJ
easat-7419	195	16	conclusions	conclusion	NOUN
easat-7419	195	17	may	may	AUX
easat-7419	195	18	be	be	AUX
easat-7419	195	19	drawn	draw	VERB
easat-7419	195	20	.	.	PUNCT
easat-7419	196	1	this	this	DET
easat-7419	196	2	paper	paper	NOUN
easat-7419	196	3	uses	use	VERB
easat-7419	196	4	1f	1f	NUM
easat-7419	196	5	and	and	CCONJ
easat-7419	196	6	auc	auc	VERB
easat-7419	196	7	two	two	NUM
easat-7419	196	8	evaluation	evaluation	NOUN
easat-7419	196	9	indicators	indicator	NOUN
easat-7419	196	10	.	.	PUNCT
easat-7419	197	1	recall	recall	PROPN
easat-7419	197	2	indicates	indicate	VERB
easat-7419	197	3	that	that	SCONJ
easat-7419	197	4	it	it	PRON
easat-7419	197	5	recommends	recommend	VERB
easat-7419	197	6	news	news	NOUN
easat-7419	197	7	that	that	SCONJ
easat-7419	197	8	users	user	NOUN
easat-7419	197	9	are	be	AUX
easat-7419	197	10	interested	interested	ADJ
easat-7419	197	11	in	in	ADP
easat-7419	197	12	,	,	PUNCT
easat-7419	197	13	but	but	CCONJ
easat-7419	197	14	it	it	PRON
easat-7419	197	15	also	also	ADV
easat-7419	197	16	recommends	recommend	VERB
easat-7419	197	17	news	news	NOUN
easat-7419	197	18	that	that	SCONJ
easat-7419	197	19	users	user	NOUN
easat-7419	197	20	are	be	AUX
easat-7419	197	21	not	not	PART
easat-7419	197	22	interested	interested	ADJ
easat-7419	197	23	in	in	ADP
easat-7419	197	24	.	.	PUNCT
easat-7419	198	1	tp	tp	AUX
easat-7419	198	2	recall	recall	VERB
easat-7419	198	3	tp	tp	ADP
easat-7419	198	4	fn	fn	NOUN
easat-7419	198	5	=	=	PUNCT
easat-7419	199	1	+	+	CCONJ
easat-7419	199	2	(	(	PUNCT
easat-7419	199	3	18	18	NUM
easat-7419	199	4	)	)	PUNCT
easat-7419	199	5	precision	precision	NOUN
easat-7419	199	6	indicates	indicate	VERB
easat-7419	199	7	that	that	SCONJ
easat-7419	199	8	the	the	DET
easat-7419	199	9	news	news	NOUN
easat-7419	199	10	that	that	SCONJ
easat-7419	199	11	the	the	DET
easat-7419	199	12	user	user	NOUN
easat-7419	199	13	is	be	AUX
easat-7419	199	14	interested	interested	ADJ
easat-7419	199	15	in	in	ADP
easat-7419	199	16	is	be	AUX
easat-7419	199	17	recommended	recommend	VERB
easat-7419	199	18	,	,	PUNCT
easat-7419	199	19	but	but	CCONJ
easat-7419	199	20	the	the	DET
easat-7419	199	21	news	news	NOUN
easat-7419	199	22	that	that	SCONJ
easat-7419	199	23	the	the	DET
easat-7419	199	24	user	user	NOUN
easat-7419	199	25	is	be	AUX
easat-7419	199	26	interested	interested	ADJ
easat-7419	199	27	in	in	ADP
easat-7419	199	28	is	be	AUX
easat-7419	199	29	not	not	PART
easat-7419	199	30	all	all	PRON
easat-7419	199	31	recommended	recommend	VERB
easat-7419	199	32	.	.	PUNCT
easat-7419	200	1	tp	tp	AUX
easat-7419	200	2	precision	precision	VERB
easat-7419	200	3	tp	tp	ADP
easat-7419	200	4	fp	fp	PROPN
easat-7419	200	5	=	=	PUNCT
easat-7419	201	1	+	+	CCONJ
easat-7419	201	2	(	(	PUNCT
easat-7419	201	3	19	19	NUM
easat-7419	201	4	)	)	PUNCT
easat-7419	201	5	1f	1f	PROPN
easat-7419	201	6	combines	combine	VERB
easat-7419	201	7	precision	precision	NOUN
easat-7419	201	8	and	and	CCONJ
easat-7419	201	9	recall	recall	NOUN
easat-7419	201	10	.	.	PUNCT
easat-7419	202	1	as	as	SCONJ
easat-7419	202	2	both	both	PRON
easat-7419	202	3	have	have	VERB
easat-7419	202	4	their	their	PRON
easat-7419	202	5	respective	respective	ADJ
easat-7419	202	6	flaws	flaw	NOUN
easat-7419	202	7	and	and	CCONJ
easat-7419	202	8	are	be	AUX
easat-7419	202	9	in	in	ADP
easat-7419	202	10	a	a	DET
easat-7419	202	11	state	state	NOUN
easat-7419	202	12	of	of	ADP
easat-7419	202	13	mutual	mutual	ADJ
easat-7419	202	14	suppression	suppression	NOUN
easat-7419	202	15	and	and	CCONJ
easat-7419	202	16	growth	growth	NOUN
easat-7419	202	17	.	.	PUNCT
easat-7419	203	1	only	only	ADV
easat-7419	203	2	when	when	SCONJ
easat-7419	203	3	both	both	PRON
easat-7419	203	4	are	be	AUX
easat-7419	203	5	high	high	ADJ
easat-7419	203	6	,	,	PUNCT
easat-7419	203	7	1f	1f	PROPN
easat-7419	203	8	will	will	AUX
easat-7419	203	9	be	be	AUX
easat-7419	203	10	high	high	ADJ
easat-7419	203	11	.	.	PUNCT
easat-7419	204	1	1	1	NUM
easat-7419	204	2	2	2	NUM
easat-7419	204	3	precision	precision	NOUN
easat-7419	204	4	recall	recall	NOUN
easat-7419	204	5	f	f	PROPN
easat-7419	204	6	precision	precision	NOUN
easat-7419	204	7	recall	recall	NOUN
easat-7419	204	8			PROPN
easat-7419	204	9			PROPN
easat-7419	205	1	=	=	PROPN
easat-7419	206	1	+	+	CCONJ
easat-7419	206	2	(	(	PUNCT
easat-7419	206	3	20	20	NUM
easat-7419	206	4	)	)	PUNCT
easat-7419	206	5	2153	2153	NUM
easat-7419	206	6	edelweiss	edelweiss	PROPN
easat-7419	206	7	applied	apply	VERB
easat-7419	206	8	science	science	NOUN
easat-7419	206	9	and	and	CCONJ
easat-7419	206	10	technology	technology	NOUN
easat-7419	206	11	issn	issn	PROPN
easat-7419	206	12	:	:	PUNCT
easat-7419	206	13	2576	2576	NUM
easat-7419	206	14	-	-	SYM
easat-7419	206	15	8484	8484	NUM
easat-7419	206	16	vol	vol	NOUN
easat-7419	206	17	.	.	PROPN
easat-7419	207	1	9	9	NUM
easat-7419	207	2	,	,	PUNCT
easat-7419	207	3	no	no	INTJ
easat-7419	207	4	.	.	NOUN
easat-7419	207	5	5	5	NUM
easat-7419	207	6	:	:	SYM
easat-7419	207	7	2144	2144	NUM
easat-7419	207	8	-	-	SYM
easat-7419	207	9	2156	2156	NUM
easat-7419	207	10	,	,	PUNCT
easat-7419	207	11	2025	2025	NUM
easat-7419	207	12	doi	doi	NOUN
easat-7419	207	13	:	:	PUNCT
easat-7419	207	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	207	15	©	©	PROPN
easat-7419	207	16	2025	2025	NUM
easat-7419	207	17	by	by	ADP
easat-7419	207	18	the	the	DET
easat-7419	207	19	authors	author	NOUN
easat-7419	207	20	;	;	PUNCT
easat-7419	207	21	licensee	licensee	PROPN
easat-7419	207	22	learning	learning	NOUN
easat-7419	207	23	gate	gate	NOUN
easat-7419	207	24	auc	auc	NOUN
easat-7419	207	25	value	value	NOUN
easat-7419	207	26	is	be	AUX
easat-7419	207	27	a	a	DET
easat-7419	207	28	probability	probability	NOUN
easat-7419	207	29	value	value	NOUN
easat-7419	207	30	.	.	PUNCT
easat-7419	208	1	the	the	DET
easat-7419	208	2	calculation	calculation	NOUN
easat-7419	208	3	formula	formula	NOUN
easat-7419	208	4	is	be	AUX
easat-7419	208	5	to	to	PART
easat-7419	208	6	calculate	calculate	VERB
easat-7419	208	7	the	the	DET
easat-7419	208	8	rectangular	rectangular	ADJ
easat-7419	208	9	area	area	NOUN
easat-7419	208	10	under	under	ADP
easat-7419	208	11	the	the	DET
easat-7419	208	12	curve	curve	NOUN
easat-7419	208	13	:	:	PUNCT
easat-7419	208	14	(	(	PUNCT
easat-7419	208	15	)	)	PUNCT
easat-7419	208	16	(	(	PUNCT
easat-7419	208	17	)	)	SYM
easat-7419	208	18	1	1	NUM
easat-7419	208	19	1	1	NUM
easat-7419	208	20	2	2	NUM
easat-7419	208	21	2	2	NUM
easat-7419	208	22	m	m	NOUN
easat-7419	209	1	i	i	INTJ
easat-7419	210	1	i	i	PRON
easat-7419	211	1	i	i	PRON
easat-7419	212	1	i	i	PRON
easat-7419	213	1	i	i	VERB
easat-7419	213	2	x	x	VERB
easat-7419	214	1	x	x	VERB
easat-7419	214	2	y	y	PROPN
easat-7419	214	3	y	y	PROPN
easat-7419	214	4	auc	auc	VERB
easat-7419	214	5	−	−	NOUN
easat-7419	215	1	−	−	NOUN
easat-7419	216	1	=	=	SYM
easat-7419	217	1	−	−	PROPN
easat-7419	217	2			NOUN
easat-7419	217	3	−	−	PROPN
easat-7419	217	4	=	=	PRON
easat-7419	217	5			X
easat-7419	217	6	(	(	PUNCT
easat-7419	217	7	21	21	NUM
easat-7419	217	8	)	)	PUNCT
easat-7419	217	9	the	the	DET
easat-7419	217	10	meaning	meaning	NOUN
easat-7419	217	11	expressed	express	VERB
easat-7419	217	12	by	by	ADP
easat-7419	217	13	the	the	DET
easat-7419	217	14	auc	auc	ADJ
easat-7419	217	15	indicator	indicator	NOUN
easat-7419	217	16	,	,	PUNCT
easat-7419	217	17	simply	simply	ADV
easat-7419	217	18	explained	explain	VERB
easat-7419	217	19	,	,	PUNCT
easat-7419	217	20	is	be	AUX
easat-7419	217	21	that	that	SCONJ
easat-7419	217	22	a	a	DET
easat-7419	217	23	pair	pair	NOUN
easat-7419	217	24	of	of	ADP
easat-7419	217	25	samples	sample	NOUN
easat-7419	217	26	is	be	AUX
easat-7419	217	27	randomly	randomly	ADV
easat-7419	217	28	selected	select	VERB
easat-7419	217	29	,	,	PUNCT
easat-7419	217	30	consisting	consist	VERB
easat-7419	217	31	of	of	ADP
easat-7419	217	32	one	one	NUM
easat-7419	217	33	positive	positive	ADJ
easat-7419	217	34	sample	sample	NOUN
easat-7419	217	35	and	and	CCONJ
easat-7419	217	36	one	one	NUM
easat-7419	217	37	negative	negative	ADJ
easat-7419	217	38	sample	sample	NOUN
easat-7419	217	39	.	.	PUNCT
easat-7419	218	1	then	then	ADV
easat-7419	218	2	,	,	PUNCT
easat-7419	218	3	the	the	DET
easat-7419	218	4	classifier	classifier	NOUN
easat-7419	218	5	obtained	obtain	VERB
easat-7419	218	6	through	through	ADP
easat-7419	218	7	training	training	NOUN
easat-7419	218	8	is	be	AUX
easat-7419	218	9	used	use	VERB
easat-7419	218	10	to	to	PART
easat-7419	218	11	make	make	VERB
easat-7419	218	12	predictions	prediction	NOUN
easat-7419	218	13	for	for	ADP
easat-7419	218	14	these	these	DET
easat-7419	218	15	two	two	NUM
easat-7419	218	16	samples	sample	NOUN
easat-7419	218	17	.	.	PUNCT
easat-7419	219	1	the	the	DET
easat-7419	219	2	probability	probability	NOUN
easat-7419	219	3	that	that	SCONJ
easat-7419	219	4	the	the	DET
easat-7419	219	5	predicted	predict	VERB
easat-7419	219	6	probability	probability	NOUN
easat-7419	219	7	of	of	ADP
easat-7419	219	8	the	the	DET
easat-7419	219	9	positive	positive	ADJ
easat-7419	219	10	sample	sample	NOUN
easat-7419	219	11	is	be	AUX
easat-7419	219	12	greater	great	ADJ
easat-7419	219	13	than	than	ADP
easat-7419	219	14	that	that	PRON
easat-7419	219	15	of	of	ADP
easat-7419	219	16	the	the	DET
easat-7419	219	17	negative	negative	ADJ
easat-7419	219	18	sample	sample	NOUN
easat-7419	219	19	is	be	AUX
easat-7419	219	20	what	what	PRON
easat-7419	219	21	the	the	DET
easat-7419	219	22	auc	auc	NOUN
easat-7419	219	23	represents	represent	VERB
easat-7419	219	24	.	.	PUNCT
easat-7419	220	1	the	the	DET
easat-7419	220	2	calculation	calculation	NOUN
easat-7419	220	3	formula	formula	NOUN
easat-7419	220	4	of	of	ADP
easat-7419	220	5	auc	auc	NOUN
easat-7419	220	6	is	be	AUX
easat-7419	220	7	:	:	PUNCT
easat-7419	220	8	(	(	PUNCT
easat-7419	220	9	)	)	SYM
easat-7419	220	10	1	1	NUM
easat-7419	220	11	2	2	NUM
easat-7419	220	12	ii	ii	NUM
easat-7419	220	13	positivecalss	positivecalss	NOUN
easat-7419	220	14	m	m	NOUN
easat-7419	220	15	m	m	VERB
easat-7419	220	16	rank	rank	ADJ
easat-7419	220	17	auc	auc	NOUN
easat-7419	220	18	m	m	PROPN
easat-7419	220	19	n	n	PRON
easat-7419	220	20			NOUN
easat-7419	220	21	+	+	CCONJ
easat-7419	220	22	−	−	PROPN
easat-7419	220	23	=	=	SYM
easat-7419	220	24			NOUN
easat-7419	220	25			X
easat-7419	220	26	(	(	PUNCT
easat-7419	220	27	22	22	NUM
easat-7419	220	28	)	)	PUNCT
easat-7419	220	29	3.3	3.3	NUM
easat-7419	220	30	.	.	PUNCT
easat-7419	221	1	environment	environment	NOUN
easat-7419	221	2	and	and	CCONJ
easat-7419	221	3	parameter	parameter	NOUN
easat-7419	221	4	configuration	configuration	NOUN
easat-7419	221	5	in	in	ADP
easat-7419	221	6	order	order	NOUN
easat-7419	221	7	to	to	PART
easat-7419	221	8	carry	carry	VERB
easat-7419	221	9	out	out	ADP
easat-7419	221	10	simulation	simulation	NOUN
easat-7419	221	11	experiments	experiment	NOUN
easat-7419	221	12	,	,	PUNCT
easat-7419	221	13	it	it	PRON
easat-7419	221	14	is	be	AUX
easat-7419	221	15	necessary	necessary	ADJ
easat-7419	221	16	to	to	PART
easat-7419	221	17	complete	complete	VERB
easat-7419	221	18	the	the	DET
easat-7419	221	19	environment	environment	NOUN
easat-7419	221	20	and	and	CCONJ
easat-7419	221	21	parameter	parameter	NOUN
easat-7419	221	22	.	.	PUNCT
easat-7419	222	1	the	the	DET
easat-7419	222	2	environment	environment	NOUN
easat-7419	222	3	includes	include	VERB
easat-7419	222	4	hardware	hardware	NOUN
easat-7419	222	5	environment	environment	NOUN
easat-7419	222	6	and	and	CCONJ
easat-7419	222	7	software	software	NOUN
easat-7419	222	8	environment	environment	NOUN
easat-7419	222	9	.	.	PUNCT
easat-7419	223	1	parameter	parameter	NOUN
easat-7419	223	2	is	be	AUX
easat-7419	223	3	to	to	PART
easat-7419	223	4	configure	configure	VERB
easat-7419	223	5	the	the	DET
easat-7419	223	6	parameters	parameter	NOUN
easat-7419	223	7	of	of	ADP
easat-7419	223	8	the	the	DET
easat-7419	223	9	recurrent	recurrent	ADJ
easat-7419	223	10	neural	neural	ADJ
easat-7419	223	11	network	network	NOUN
easat-7419	223	12	.	.	PUNCT
easat-7419	224	1	some	some	DET
easat-7419	224	2	parameters	parameter	NOUN
easat-7419	224	3	may	may	AUX
easat-7419	224	4	be	be	AUX
easat-7419	224	5	adjusted	adjust	VERB
easat-7419	224	6	as	as	ADP
easat-7419	224	7	needed	need	VERB
easat-7419	224	8	during	during	ADP
easat-7419	224	9	the	the	DET
easat-7419	224	10	experiment	experiment	NOUN
easat-7419	224	11	.	.	PUNCT
easat-7419	225	1	the	the	DET
easat-7419	225	2	initial	initial	ADJ
easat-7419	225	3	environment	environment	NOUN
easat-7419	225	4	and	and	CCONJ
easat-7419	225	5	parameter	parameter	NOUN
easat-7419	225	6	configuration	configuration	NOUN
easat-7419	225	7	are	be	AUX
easat-7419	225	8	shown	show	VERB
easat-7419	225	9	in	in	ADP
easat-7419	225	10	table	table	NOUN
easat-7419	225	11	2	2	NUM
easat-7419	225	12	.	.	PUNCT
easat-7419	225	13	table	table	NOUN
easat-7419	225	14	2	2	NUM
easat-7419	225	15	.	.	X
easat-7419	225	16	environment	environment	NOUN
easat-7419	225	17	and	and	CCONJ
easat-7419	225	18	parameter	parameter	NOUN
easat-7419	225	19	configuration	configuration	NOUN
easat-7419	225	20	.	.	PUNCT
easat-7419	226	1	no	no	DET
easat-7419	226	2	name	name	NOUN
easat-7419	226	3	configuration	configuration	NOUN
easat-7419	226	4	1	1	NUM
easat-7419	226	5	operating	operating	NOUN
easat-7419	226	6	system	system	NOUN
easat-7419	226	7	ubuntu16.04	ubuntu16.04	NOUN
easat-7419	226	8	2	2	NUM
easat-7419	226	9	cpu	cpu	NOUN
easat-7419	226	10	core	core	NOUN
easat-7419	226	11	i7	i7	NOUN
easat-7419	226	12	-	-	PUNCT
easat-7419	226	13	980x	980x	NOUN
easat-7419	226	14	3	3	NUM
easat-7419	226	15	gpu	gpu	PROPN
easat-7419	226	16	nvidia	nvidia	PROPN
easat-7419	226	17	tesla	tesla	PROPN
easat-7419	226	18	v100	v100	PROPN
easat-7419	226	19	4	4	NUM
easat-7419	226	20	memory	memory	NOUN
easat-7419	226	21	ddr5	ddr5	NOUN
easat-7419	226	22	6800	6800	NUM
easat-7419	226	23	32	32	NUM
easat-7419	226	24	gb	gb	ADP
easat-7419	226	25	5	5	NUM
easat-7419	226	26	hard	hard	ADJ
easat-7419	226	27	drive	drive	NOUN
easat-7419	226	28	1	1	NUM
easat-7419	226	29	tb	tb	NOUN
easat-7419	226	30	ssd	ssd	NOUN
easat-7419	226	31	6	6	NUM
easat-7419	226	32	development	development	NOUN
easat-7419	226	33	tool	tool	NOUN
easat-7419	226	34	jet	jet	NOUN
easat-7419	226	35	brains	brain	NOUN
easat-7419	226	36	pycharm	pycharm	VERB
easat-7419	226	37	7	7	NUM
easat-7419	226	38	deep	deep	ADJ
easat-7419	226	39	learning	learning	NOUN
easat-7419	226	40	framework	framework	NOUN
easat-7419	226	41	tensorflow	tensorflow	NOUN
easat-7419	226	42	2.6.0	2.6.0	NUM
easat-7419	226	43	8	8	NUM
easat-7419	226	44	compile	compile	NOUN
easat-7419	226	45	environment	environment	NOUN
easat-7419	226	46	python	python	NOUN
easat-7419	226	47	3.8	3.8	NUM
easat-7419	226	48	9	9	NUM
easat-7419	226	49	optimizer	optimizer	NOUN
easat-7419	226	50	adam	adam	PROPN
easat-7419	226	51	algorithm	algorithm	PROPN
easat-7419	226	52	10	10	NUM
easat-7419	226	53	epochs	epoch	NOUN
easat-7419	226	54	30	30	NUM
easat-7419	226	55	11	11	NUM
easat-7419	226	56	loss	loss	NOUN
easat-7419	226	57	function	function	NOUN
easat-7419	226	58	cross	cross	NOUN
easat-7419	226	59	entropy	entropy	PROPN
easat-7419	226	60	loss	loss	PROPN
easat-7419	226	61	12	12	NUM
easat-7419	226	62	weight_decay	weight_decay	NOUN
easat-7419	226	63	0.001	0.001	NUM
easat-7419	226	64	13	13	NUM
easat-7419	226	65	scheduled_sampling_prob	scheduled_sampling_prob	ADP
easat-7419	226	66	0.5	0.5	NUM
easat-7419	226	67	3.4	3.4	NUM
easat-7419	226	68	.	.	PUNCT
easat-7419	227	1	selection	selection	NOUN
easat-7419	227	2	of	of	ADP
easat-7419	227	3	baseline	baseline	NOUN
easat-7419	227	4	model	model	NOUN
easat-7419	227	5	in	in	ADP
easat-7419	227	6	order	order	NOUN
easat-7419	227	7	to	to	PART
easat-7419	227	8	verify	verify	VERB
easat-7419	227	9	the	the	DET
easat-7419	227	10	advantages	advantage	NOUN
easat-7419	227	11	of	of	ADP
easat-7419	227	12	the	the	DET
easat-7419	227	13	ancnn	ancnn	PROPN
easat-7419	227	14	model	model	PROPN
easat-7419	227	15	,	,	PUNCT
easat-7419	227	16	this	this	DET
easat-7419	227	17	paper	paper	NOUN
easat-7419	227	18	selects	select	VERB
easat-7419	227	19	four	four	NUM
easat-7419	227	20	benchmark	benchmark	NOUN
easat-7419	227	21	models	model	NOUN
easat-7419	227	22	such	such	ADJ
easat-7419	227	23	as	as	ADP
easat-7419	227	24	"	"	PUNCT
easat-7419	227	25	deepfm	deepfm	NOUN
easat-7419	227	26	,	,	PUNCT
easat-7419	227	27	dkn	dkn	NOUN
easat-7419	227	28	,	,	PUNCT
easat-7419	227	29	naml	naml	PROPN
easat-7419	227	30	,	,	PUNCT
easat-7419	227	31	and	and	CCONJ
easat-7419	227	32	npa	npa	PROPN
easat-7419	227	33	"	"	PUNCT
easat-7419	227	34	.	.	PUNCT
easat-7419	228	1	the	the	DET
easat-7419	228	2	four	four	NUM
easat-7419	228	3	benchmark	benchmark	NOUN
easat-7419	228	4	models	model	NOUN
easat-7419	228	5	are	be	AUX
easat-7419	228	6	briefly	briefly	ADV
easat-7419	228	7	described	describe	VERB
easat-7419	228	8	as	as	SCONJ
easat-7419	228	9	follows	follow	VERB
easat-7419	228	10	:	:	PUNCT
easat-7419	228	11	(	(	PUNCT
easat-7419	228	12	1	1	X
easat-7419	228	13	)	)	PUNCT
easat-7419	228	14	deepfm	deepfm	NOUN
easat-7419	229	1	[	[	X
easat-7419	229	2	17	17	NUM
easat-7419	229	3	]	]	PUNCT
easat-7419	229	4	is	be	AUX
easat-7419	229	5	to	to	PART
easat-7419	229	6	change	change	VERB
easat-7419	229	7	the	the	DET
easat-7419	229	8	wide	wide	ADJ
easat-7419	229	9	&	&	CCONJ
easat-7419	229	10	deep	deep	ADJ
easat-7419	229	11	wide	wide	ADJ
easat-7419	229	12	part	part	NOUN
easat-7419	229	13	to	to	ADP
easat-7419	229	14	fm	fm	NOUN
easat-7419	229	15	,	,	PUNCT
easat-7419	229	16	simply	simply	ADV
easat-7419	229	17	expressed	express	VERB
easat-7419	229	18	as	as	ADP
easat-7419	229	19	fm	fm	PROPN
easat-7419	229	20	+	+	PROPN
easat-7419	229	21	dnn	dnn	PROPN
easat-7419	229	22	.	.	PUNCT
easat-7419	230	1	the	the	DET
easat-7419	230	2	wide	wide	ADJ
easat-7419	230	3	part	part	NOUN
easat-7419	230	4	and	and	CCONJ
easat-7419	230	5	the	the	DET
easat-7419	230	6	deep	deep	ADJ
easat-7419	230	7	part	part	NOUN
easat-7419	230	8	share	share	VERB
easat-7419	230	9	the	the	DET
easat-7419	230	10	input	input	NOUN
easat-7419	230	11	embedding	embed	VERB
easat-7419	230	12	vector	vector	NOUN
easat-7419	230	13	.	.	PUNCT
easat-7419	231	1	the	the	DET
easat-7419	231	2	parameters	parameter	NOUN
easat-7419	231	3	are	be	AUX
easat-7419	231	4	updated	update	VERB
easat-7419	231	5	by	by	ADP
easat-7419	231	6	back	back	ADJ
easat-7419	231	7	propagation	propagation	NOUN
easat-7419	231	8	through	through	ADP
easat-7419	231	9	high	high	ADJ
easat-7419	231	10	-	-	PUNCT
easat-7419	231	11	order	order	NOUN
easat-7419	231	12	and	and	CCONJ
easat-7419	231	13	low	low	ADJ
easat-7419	231	14	-	-	PUNCT
easat-7419	231	15	order	order	NOUN
easat-7419	231	16	interactive	interactive	ADJ
easat-7419	231	17	features	feature	NOUN
easat-7419	231	18	,	,	PUNCT
easat-7419	231	19	so	so	SCONJ
easat-7419	231	20	that	that	SCONJ
easat-7419	231	21	the	the	DET
easat-7419	231	22	model	model	NOUN
easat-7419	231	23	performs	perform	VERB
easat-7419	231	24	better	well	ADV
easat-7419	231	25	.	.	PUNCT
easat-7419	232	1	the	the	DET
easat-7419	232	2	deep	deep	ADJ
easat-7419	232	3	part	part	NOUN
easat-7419	232	4	is	be	AUX
easat-7419	232	5	a	a	DET
easat-7419	232	6	full	full	ADJ
easat-7419	232	7	link	link	NOUN
easat-7419	232	8	layer	layer	NOUN
easat-7419	232	9	,	,	PUNCT
easat-7419	232	10	which	which	PRON
easat-7419	232	11	is	be	AUX
easat-7419	232	12	used	use	VERB
easat-7419	232	13	to	to	PART
easat-7419	232	14	learn	learn	VERB
easat-7419	232	15	some	some	DET
easat-7419	232	16	high	high	ADJ
easat-7419	232	17	-	-	PUNCT
easat-7419	232	18	level	level	NOUN
easat-7419	232	19	feature	feature	NOUN
easat-7419	232	20	interactions	interaction	NOUN
easat-7419	232	21	.	.	PUNCT
easat-7419	233	1	(	(	PUNCT
easat-7419	233	2	2	2	X
easat-7419	233	3	)	)	PUNCT
easat-7419	233	4	dkn	dkn	NOUN
easat-7419	233	5	,	,	PUNCT
easat-7419	233	6	dkn	dkn	NOUN
easat-7419	233	7	has	have	AUX
easat-7419	233	8	made	make	VERB
easat-7419	233	9	substantial	substantial	ADJ
easat-7419	233	10	gains	gain	NOUN
easat-7419	233	11	on	on	ADP
easat-7419	233	12	the	the	DET
easat-7419	233	13	most	most	ADV
easat-7419	233	14	advanced	advanced	ADJ
easat-7419	233	15	deep	deep	ADJ
easat-7419	233	16	recommendation	recommendation	NOUN
easat-7419	233	17	model	model	NOUN
easat-7419	233	18	.	.	PUNCT
easat-7419	234	1	dkn	dkn	NOUN
easat-7419	234	2	uses	use	VERB
easat-7419	234	3	entity	entity	NOUN
easat-7419	234	4	information	information	NOUN
easat-7419	234	5	of	of	ADP
easat-7419	234	6	knowledge	knowledge	NOUN
easat-7419	234	7	graph	graph	NOUN
easat-7419	234	8	to	to	PART
easat-7419	234	9	enhance	enhance	VERB
easat-7419	234	10	news	news	NOUN
easat-7419	234	11	features	feature	NOUN
easat-7419	234	12	,	,	PUNCT
easat-7419	234	13	and	and	CCONJ
easat-7419	234	14	learns	learn	VERB
easat-7419	234	15	entity	entity	NOUN
easat-7419	234	16	embedding	embed	VERB
easat-7419	234	17	through	through	ADP
easat-7419	234	18	knowledge	knowledge	NOUN
easat-7419	234	19	subgraph	subgraph	NOUN
easat-7419	234	20	and	and	CCONJ
easat-7419	234	21	distance	distance	NOUN
easat-7419	234	22	-	-	PUNCT
easat-7419	234	23	based	base	VERB
easat-7419	234	24	translation	translation	NOUN
easat-7419	234	25	model	model	NOUN
easat-7419	234	26	.	.	PUNCT
easat-7419	235	1	the	the	DET
easat-7419	235	2	dkn	dkn	PROPN
easat-7419	235	3	model	model	NOUN
easat-7419	235	4	uses	use	VERB
easat-7419	235	5	the	the	DET
easat-7419	235	6	attention	attention	NOUN
easat-7419	235	7	mechanism	mechanism	NOUN
easat-7419	235	8	to	to	PART
easat-7419	235	9	calculate	calculate	VERB
easat-7419	235	10	user	user	NOUN
easat-7419	235	11	interest	interest	NOUN
easat-7419	235	12	and	and	CCONJ
easat-7419	235	13	improves	improve	VERB
easat-7419	235	14	the	the	DET
easat-7419	235	15	accuracy	accuracy	NOUN
easat-7419	235	16	of	of	ADP
easat-7419	235	17	recommendation	recommendation	NOUN
easat-7419	235	18	.	.	PUNCT
easat-7419	236	1	(	(	PUNCT
easat-7419	236	2	3	3	X
easat-7419	236	3	)	)	PUNCT
easat-7419	236	4	naml	naml	PROPN
easat-7419	236	5	,	,	PUNCT
easat-7419	236	6	naml	naml	NOUN
easat-7419	236	7	includes	include	VERB
easat-7419	236	8	two	two	NUM
easat-7419	236	9	core	core	NOUN
easat-7419	236	10	parts	part	NOUN
easat-7419	236	11	.	.	PUNCT
easat-7419	237	1	naml	naml	PROPN
easat-7419	237	2	takes	take	VERB
easat-7419	237	3	the	the	DET
easat-7419	237	4	title	title	NOUN
easat-7419	237	5	,	,	PUNCT
easat-7419	237	6	text	text	NOUN
easat-7419	237	7	and	and	CCONJ
easat-7419	237	8	category	category	NOUN
easat-7419	237	9	as	as	ADP
easat-7419	237	10	different	different	ADJ
easat-7419	237	11	perspectives	perspective	NOUN
easat-7419	237	12	of	of	ADP
easat-7419	237	13	news	news	NOUN
easat-7419	237	14	to	to	PART
easat-7419	237	15	learn	learn	VERB
easat-7419	237	16	a	a	DET
easat-7419	237	17	unified	unified	ADJ
easat-7419	237	18	news	news	NOUN
easat-7419	237	19	representation	representation	NOUN
easat-7419	237	20	.	.	PUNCT
easat-7419	238	1	due	due	ADP
easat-7419	238	2	to	to	ADP
easat-7419	238	3	the	the	DET
easat-7419	238	4	different	different	ADJ
easat-7419	238	5	amount	amount	NOUN
easat-7419	238	6	of	of	ADP
easat-7419	238	7	information	information	NOUN
easat-7419	238	8	represented	represent	VERB
easat-7419	238	9	by	by	ADP
easat-7419	238	10	different	different	ADJ
easat-7419	238	11	words	word	NOUN
easat-7419	238	12	and	and	CCONJ
easat-7419	238	13	views	view	NOUN
easat-7419	238	14	in	in	ADP
easat-7419	238	15	the	the	DET
easat-7419	238	16	news	news	NOUN
easat-7419	238	17	.	.	PUNCT
easat-7419	239	1	in	in	ADP
easat-7419	239	2	the	the	DET
easat-7419	239	3	user	user	NOUN
easat-7419	239	4	encoder	encoder	NOUN
easat-7419	239	5	,	,	PUNCT
easat-7419	239	6	the	the	DET
easat-7419	239	7	user	user	NOUN
easat-7419	239	8	representation	representation	NOUN
easat-7419	239	9	is	be	AUX
easat-7419	239	10	learned	learn	VERB
easat-7419	239	11	from	from	ADP
easat-7419	239	12	the	the	DET
easat-7419	239	13	representation	representation	NOUN
easat-7419	239	14	of	of	ADP
easat-7419	239	15	the	the	DET
easat-7419	239	16	user	user	NOUN
easat-7419	239	17	clicking	click	VERB
easat-7419	239	18	on	on	ADP
easat-7419	239	19	the	the	DET
easat-7419	239	20	news	news	NOUN
easat-7419	239	21	.	.	PUNCT
easat-7419	240	1	2154	2154	NUM
easat-7419	240	2	edelweiss	edelweiss	PROPN
easat-7419	240	3	applied	apply	VERB
easat-7419	240	4	science	science	NOUN
easat-7419	240	5	and	and	CCONJ
easat-7419	240	6	technology	technology	NOUN
easat-7419	240	7	issn	issn	PROPN
easat-7419	240	8	:	:	PUNCT
easat-7419	240	9	2576	2576	NUM
easat-7419	240	10	-	-	SYM
easat-7419	240	11	8484	8484	NUM
easat-7419	240	12	vol	vol	NOUN
easat-7419	240	13	.	.	PROPN
easat-7419	241	1	9	9	NUM
easat-7419	241	2	,	,	PUNCT
easat-7419	241	3	no	no	INTJ
easat-7419	241	4	.	.	NOUN
easat-7419	241	5	5	5	NUM
easat-7419	241	6	:	:	SYM
easat-7419	241	7	2144	2144	NUM
easat-7419	241	8	-	-	SYM
easat-7419	241	9	2156	2156	NUM
easat-7419	241	10	,	,	PUNCT
easat-7419	241	11	2025	2025	NUM
easat-7419	241	12	doi	doi	NOUN
easat-7419	241	13	:	:	PUNCT
easat-7419	241	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	241	15	©	©	PROPN
easat-7419	241	16	2025	2025	NUM
easat-7419	241	17	by	by	ADP
easat-7419	241	18	the	the	DET
easat-7419	241	19	authors	author	NOUN
easat-7419	241	20	;	;	PUNCT
easat-7419	241	21	licensee	licensee	PROPN
easat-7419	241	22	learning	learning	NOUN
easat-7419	241	23	gate	gate	NOUN
easat-7419	241	24	(	(	PUNCT
easat-7419	241	25	4	4	NUM
easat-7419	241	26	)	)	PUNCT
easat-7419	241	27	npa	npa	NOUN
easat-7419	241	28	,	,	PUNCT
easat-7419	241	29	through	through	ADP
easat-7419	241	30	the	the	DET
easat-7419	241	31	personalized	personalized	ADJ
easat-7419	241	32	attention	attention	NOUN
easat-7419	241	33	mechanism	mechanism	NOUN
easat-7419	241	34	,	,	PUNCT
easat-7419	241	35	improves	improve	VERB
easat-7419	241	36	the	the	DET
easat-7419	241	37	user	user	NOUN
easat-7419	241	38	's	's	PART
easat-7419	241	39	reading	reading	NOUN
easat-7419	241	40	experience	experience	NOUN
easat-7419	241	41	.	.	PUNCT
easat-7419	242	1	the	the	DET
easat-7419	242	2	core	core	NOUN
easat-7419	242	3	of	of	ADP
easat-7419	242	4	npa	npa	PROPN
easat-7419	242	5	lies	lie	VERB
easat-7419	242	6	in	in	ADP
easat-7419	242	7	two	two	NUM
easat-7419	242	8	models	model	NOUN
easat-7419	242	9	,	,	PUNCT
easat-7419	242	10	which	which	PRON
easat-7419	242	11	are	be	AUX
easat-7419	242	12	news	news	NOUN
easat-7419	242	13	representation	representation	NOUN
easat-7419	242	14	and	and	CCONJ
easat-7419	242	15	user	user	NOUN
easat-7419	242	16	representation	representation	NOUN
easat-7419	242	17	.	.	PUNCT
easat-7419	243	1	among	among	ADP
easat-7419	243	2	them	they	PRON
easat-7419	243	3	,	,	PUNCT
easat-7419	243	4	the	the	DET
easat-7419	243	5	news	news	NOUN
easat-7419	243	6	representation	representation	NOUN
easat-7419	243	7	model	model	NOUN
easat-7419	243	8	extracts	extract	VERB
easat-7419	243	9	key	key	ADJ
easat-7419	243	10	information	information	NOUN
easat-7419	243	11	that	that	PRON
easat-7419	243	12	can	can	AUX
easat-7419	243	13	attract	attract	VERB
easat-7419	243	14	users	user	NOUN
easat-7419	243	15	'	'	PART
easat-7419	243	16	attention	attention	NOUN
easat-7419	243	17	through	through	ADP
easat-7419	243	18	deep	deep	ADJ
easat-7419	243	19	mining	mining	NOUN
easat-7419	243	20	of	of	ADP
easat-7419	243	21	news	news	NOUN
easat-7419	243	22	content	content	NOUN
easat-7419	243	23	.	.	PUNCT
easat-7419	244	1	the	the	DET
easat-7419	244	2	user	user	NOUN
easat-7419	244	3	representation	representation	NOUN
easat-7419	244	4	learns	learn	VERB
easat-7419	244	5	the	the	DET
easat-7419	244	6	user	user	NOUN
easat-7419	244	7	's	's	PART
easat-7419	244	8	personalized	personalized	ADJ
easat-7419	244	9	features	feature	NOUN
easat-7419	244	10	from	from	ADP
easat-7419	244	11	the	the	DET
easat-7419	244	12	news	news	NOUN
easat-7419	244	13	that	that	SCONJ
easat-7419	244	14	the	the	DET
easat-7419	244	15	user	user	NOUN
easat-7419	244	16	has	have	AUX
easat-7419	244	17	clicked	click	VERB
easat-7419	244	18	.	.	PUNCT
easat-7419	245	1	this	this	PRON
easat-7419	245	2	provides	provide	VERB
easat-7419	245	3	rich	rich	ADJ
easat-7419	245	4	context	context	NOUN
easat-7419	245	5	information	information	NOUN
easat-7419	245	6	for	for	ADP
easat-7419	245	7	the	the	DET
easat-7419	245	8	model	model	NOUN
easat-7419	245	9	and	and	CCONJ
easat-7419	245	10	makes	make	VERB
easat-7419	245	11	the	the	DET
easat-7419	245	12	recommendation	recommendation	NOUN
easat-7419	245	13	more	more	ADV
easat-7419	245	14	accurate	accurate	ADJ
easat-7419	245	15	.	.	PUNCT
easat-7419	246	1	at	at	ADP
easat-7419	246	2	the	the	DET
easat-7419	246	3	same	same	ADJ
easat-7419	246	4	time	time	NOUN
easat-7419	246	5	,	,	PUNCT
easat-7419	246	6	npa	npa	PROPN
easat-7419	246	7	adopts	adopt	VERB
easat-7419	246	8	two	two	NUM
easat-7419	246	9	levels	level	NOUN
easat-7419	246	10	of	of	ADP
easat-7419	246	11	attention	attention	NOUN
easat-7419	246	12	mechanism	mechanism	NOUN
easat-7419	246	13	.	.	PUNCT
easat-7419	247	1	word	word	NOUN
easat-7419	247	2	-	-	PUNCT
easat-7419	247	3	level	level	NOUN
easat-7419	247	4	attention	attention	NOUN
easat-7419	247	5	helps	help	VERB
easat-7419	247	6	the	the	DET
easat-7419	247	7	model	model	NOUN
easat-7419	247	8	focus	focus	VERB
easat-7419	247	9	on	on	ADP
easat-7419	247	10	keywords	keyword	NOUN
easat-7419	247	11	that	that	PRON
easat-7419	247	12	different	different	ADJ
easat-7419	247	13	users	user	NOUN
easat-7419	247	14	are	be	AUX
easat-7419	247	15	interested	interested	ADJ
easat-7419	247	16	in	in	ADP
easat-7419	247	17	,	,	PUNCT
easat-7419	247	18	and	and	CCONJ
easat-7419	247	19	newslevel	newslevel	NOUN
easat-7419	247	20	attention	attention	NOUN
easat-7419	247	21	focuses	focus	VERB
easat-7419	247	22	on	on	ADP
easat-7419	247	23	the	the	DET
easat-7419	247	24	importance	importance	NOUN
easat-7419	247	25	of	of	ADP
easat-7419	247	26	news	news	NOUN
easat-7419	247	27	that	that	SCONJ
easat-7419	247	28	users	user	NOUN
easat-7419	247	29	have	have	AUX
easat-7419	247	30	clicked	click	VERB
easat-7419	247	31	historically	historically	ADV
easat-7419	247	32	.	.	PUNCT
easat-7419	248	1	3.5	3.5	NUM
easat-7419	248	2	.	.	PUNCT
easat-7419	249	1	experimental	experimental	ADJ
easat-7419	249	2	results	result	NOUN
easat-7419	249	3	and	and	CCONJ
easat-7419	249	4	analysis	analysis	NOUN
easat-7419	249	5	the	the	DET
easat-7419	249	6	ancnn	ancnn	PROPN
easat-7419	249	7	model	model	NOUN
easat-7419	249	8	proposed	propose	VERB
easat-7419	249	9	in	in	ADP
easat-7419	249	10	this	this	DET
easat-7419	249	11	paper	paper	NOUN
easat-7419	249	12	is	be	AUX
easat-7419	249	13	compared	compare	VERB
easat-7419	249	14	with	with	ADP
easat-7419	249	15	the	the	DET
easat-7419	249	16	four	four	NUM
easat-7419	249	17	benchmark	benchmark	NOUN
easat-7419	249	18	models	model	NOUN
easat-7419	249	19	of	of	ADP
easat-7419	249	20	"	"	PUNCT
easat-7419	249	21	deepfm	deepfm	NOUN
easat-7419	249	22	,	,	PUNCT
easat-7419	249	23	dkn	dkn	NOUN
easat-7419	249	24	,	,	PUNCT
easat-7419	249	25	naml	naml	PROPN
easat-7419	249	26	,	,	PUNCT
easat-7419	249	27	npa	npa	X
easat-7419	249	28	"	"	PUNCT
easat-7419	249	29	,	,	PUNCT
easat-7419	249	30	and	and	CCONJ
easat-7419	249	31	shown	show	VERB
easat-7419	249	32	in	in	ADP
easat-7419	249	33	table	table	NOUN
easat-7419	249	34	3	3	NUM
easat-7419	249	35	.	.	PUNCT
easat-7419	249	36	table	table	NOUN
easat-7419	249	37	3	3	NUM
easat-7419	249	38	.	.	PUNCT
easat-7419	249	39	performance	performance	NOUN
easat-7419	249	40	comparison	comparison	NOUN
easat-7419	249	41	.	.	PUNCT
easat-7419	250	1	model	model	NOUN
easat-7419	250	2	adressa-1week	adressa-1week	PROPN
easat-7419	250	3	adressa-10week	adressa-10week	ADJ
easat-7419	250	4	auc	auc	NOUN
easat-7419	250	5	f1	f1	NOUN
easat-7419	250	6	auc	auc	NOUN
easat-7419	250	7	f1	f1	NOUN
easat-7419	250	8	deepfm	deepfm	NOUN
easat-7419	250	9	73.89	73.89	NUM
easat-7419	250	10	72.18	72.18	NUM
easat-7419	250	11	72.46	72.46	NUM
easat-7419	250	12	71.35	71.35	NUM
easat-7419	250	13	dkn	dkn	NOUN
easat-7419	250	14	72.47	72.47	NUM
easat-7419	250	15	69.59	69.59	NUM
easat-7419	250	16	71.15	71.15	NUM
easat-7419	250	17	67.71	67.71	NUM
easat-7419	250	18	naml	naml	NOUN
easat-7419	250	19	78.64	78.64	NUM
easat-7419	250	20	76.86	76.86	NUM
easat-7419	250	21	77.47	77.47	NUM
easat-7419	250	22	75.28	75.28	NUM
easat-7419	250	23	npa	npa	NOUN
easat-7419	250	24	81.32	81.32	NUM
easat-7419	250	25	80.12	80.12	NUM
easat-7419	250	26	79.44	79.44	NUM
easat-7419	250	27	78.03	78.03	NUM
easat-7419	250	28	the	the	DET
easat-7419	250	29	average	average	NOUN
easat-7419	250	30	of	of	ADP
easat-7419	250	31	the	the	DET
easat-7419	250	32	benchmark	benchmark	ADJ
easat-7419	250	33	model	model	NOUN
easat-7419	250	34	76.58	76.58	NUM
easat-7419	250	35	74.69	74.69	NUM
easat-7419	250	36	75.13	75.13	NUM
easat-7419	250	37	73.09	73.09	NUM
easat-7419	250	38	ancnn	ancnn	NOUN
easat-7419	250	39	(	(	PUNCT
easat-7419	250	40	this	this	DET
easat-7419	250	41	paper	paper	NOUN
easat-7419	250	42	)	)	PUNCT
easat-7419	250	43	82.66	82.66	NUM
easat-7419	250	44	81.37	81.37	NUM
easat-7419	250	45	80.92	80.92	NUM
easat-7419	250	46	80.54	80.54	NUM
easat-7419	250	47	improvement	improvement	NOUN
easat-7419	250	48	over	over	ADP
easat-7419	250	49	the	the	DET
easat-7419	250	50	benchmark	benchmark	NOUN
easat-7419	250	51	model	model	NOUN
easat-7419	250	52	6.08	6.08	NUM
easat-7419	250	53	6.68	6.68	NUM
easat-7419	250	54	5.79	5.79	NUM
easat-7419	250	55	7.45	7.45	NUM
easat-7419	250	56	according	accord	VERB
easat-7419	250	57	to	to	ADP
easat-7419	250	58	the	the	DET
easat-7419	250	59	data	datum	NOUN
easat-7419	250	60	of	of	ADP
easat-7419	250	61	table	table	NOUN
easat-7419	250	62	3	3	NUM
easat-7419	250	63	,	,	PUNCT
easat-7419	250	64	the	the	DET
easat-7419	250	65	comprehensive	comprehensive	ADJ
easat-7419	250	66	analysis	analysis	NOUN
easat-7419	250	67	is	be	AUX
easat-7419	250	68	as	as	SCONJ
easat-7419	250	69	follows	follow	VERB
easat-7419	250	70	:	:	PUNCT
easat-7419	250	71	(	(	PUNCT
easat-7419	250	72	1	1	X
easat-7419	250	73	)	)	PUNCT
easat-7419	250	74	for	for	ADP
easat-7419	250	75	the	the	DET
easat-7419	250	76	four	four	NUM
easat-7419	250	77	benchmark	benchmark	NOUN
easat-7419	250	78	models	model	NOUN
easat-7419	250	79	"	"	PUNCT
easat-7419	250	80	deepfm	deepfm	NOUN
easat-7419	250	81	,	,	PUNCT
easat-7419	250	82	dkn	dkn	NOUN
easat-7419	250	83	,	,	PUNCT
easat-7419	250	84	naml	naml	PROPN
easat-7419	250	85	,	,	PUNCT
easat-7419	250	86	npa	npa	X
easat-7419	250	87	"	"	PUNCT
easat-7419	250	88	,	,	PUNCT
easat-7419	250	89	the	the	DET
easat-7419	250	90	"	"	PUNCT
easat-7419	250	91	adressa-1week	adressa-1week	ADJ
easat-7419	250	92	"	"	PUNCT
easat-7419	250	93	dataset	dataset	NOUN
easat-7419	250	94	and	and	CCONJ
easat-7419	250	95	the	the	DET
easat-7419	250	96	"	"	PUNCT
easat-7419	250	97	adressa-10week	adressa-10week	NOUN
easat-7419	250	98	"	"	PUNCT
easat-7419	250	99	dataset	dataset	NOUN
easat-7419	250	100	are	be	AUX
easat-7419	250	101	consistent	consistent	ADJ
easat-7419	250	102	.	.	PUNCT
easat-7419	251	1	the	the	DET
easat-7419	251	2	order	order	NOUN
easat-7419	251	3	from	from	ADP
easat-7419	251	4	good	good	ADJ
easat-7419	251	5	to	to	ADP
easat-7419	251	6	bad	bad	ADJ
easat-7419	251	7	is	be	AUX
easat-7419	251	8	"	"	PUNCT
easat-7419	251	9	npa	npa	PROPN
easat-7419	251	10	,	,	PUNCT
easat-7419	251	11	naml	naml	PROPN
easat-7419	251	12	,	,	PUNCT
easat-7419	251	13	deepfm	deepfm	NOUN
easat-7419	251	14	,	,	PUNCT
easat-7419	251	15	dkn	dkn	NOUN
easat-7419	251	16	"	"	PUNCT
easat-7419	251	17	,	,	PUNCT
easat-7419	251	18	and	and	CCONJ
easat-7419	251	19	the	the	DET
easat-7419	251	20	npa	npa	NOUN
easat-7419	251	21	model	model	NOUN
easat-7419	251	22	is	be	AUX
easat-7419	251	23	optimal	optimal	ADJ
easat-7419	251	24	.	.	PUNCT
easat-7419	252	1	however	however	ADV
easat-7419	252	2	,	,	PUNCT
easat-7419	252	3	the	the	DET
easat-7419	252	4	ancnn	ancnn	NOUN
easat-7419	252	5	model	model	NOUN
easat-7419	252	6	is	be	AUX
easat-7419	252	7	superior	superior	ADJ
easat-7419	252	8	to	to	ADP
easat-7419	252	9	the	the	DET
easat-7419	252	10	npa	npa	NOUN
easat-7419	252	11	model	model	NOUN
easat-7419	252	12	.	.	PUNCT
easat-7419	253	1	(	(	PUNCT
easat-7419	253	2	2	2	X
easat-7419	253	3	)	)	PUNCT
easat-7419	253	4	the	the	DET
easat-7419	253	5	optimal	optimal	ADJ
easat-7419	253	6	model	model	NOUN
easat-7419	253	7	of	of	ADP
easat-7419	253	8	the	the	DET
easat-7419	253	9	four	four	NUM
easat-7419	253	10	benchmark	benchmark	NOUN
easat-7419	253	11	models	model	NOUN
easat-7419	253	12	is	be	AUX
easat-7419	253	13	the	the	DET
easat-7419	253	14	npa	npa	NOUN
easat-7419	253	15	model	model	NOUN
easat-7419	253	16	.	.	PUNCT
easat-7419	254	1	compared	compare	VERB
easat-7419	254	2	with	with	ADP
easat-7419	254	3	the	the	DET
easat-7419	254	4	npa	npa	NOUN
easat-7419	254	5	,	,	PUNCT
easat-7419	254	6	the	the	DET
easat-7419	254	7	ancnn	ancnn	NOUN
easat-7419	254	8	proposed	propose	VERB
easat-7419	254	9	in	in	ADP
easat-7419	254	10	this	this	DET
easat-7419	254	11	paper	paper	NOUN
easat-7419	254	12	achieves	achieve	VERB
easat-7419	254	13	an	an	DET
easat-7419	254	14	absolute	absolute	ADJ
easat-7419	254	15	increase	increase	NOUN
easat-7419	254	16	of	of	ADP
easat-7419	254	17	1.35	1.35	NUM
easat-7419	254	18	in	in	ADP
easat-7419	254	19	the	the	DET
easat-7419	254	20	auc	auc	NOUN
easat-7419	254	21	metric	metric	NOUN
easat-7419	254	22	and	and	CCONJ
easat-7419	254	23	a	a	DET
easat-7419	254	24	relative	relative	ADJ
easat-7419	254	25	increase	increase	NOUN
easat-7419	254	26	of	of	ADP
easat-7419	254	27	1.65	1.65	NUM
easat-7419	254	28	%	%	NOUN
easat-7419	254	29	for	for	ADP
easat-7419	254	30	the	the	DET
easat-7419	254	31	"	"	PUNCT
easat-7419	254	32	adressa-1week	adressa-1week	ADJ
easat-7419	254	33	"	"	PUNCT
easat-7419	254	34	dataset	dataset	NOUN
easat-7419	254	35	.	.	PUNCT
easat-7419	255	1	the	the	DET
easat-7419	255	2	absolute	absolute	ADJ
easat-7419	255	3	increase	increase	NOUN
easat-7419	255	4	of	of	ADP
easat-7419	255	5	the	the	DET
easat-7419	255	6	f1	f1	NOUN
easat-7419	255	7	metric	metric	NOUN
easat-7419	255	8	is	be	AUX
easat-7419	255	9	1.25	1.25	NUM
easat-7419	255	10	and	and	CCONJ
easat-7419	255	11	the	the	DET
easat-7419	255	12	relative	relative	ADJ
easat-7419	255	13	increase	increase	NOUN
easat-7419	255	14	is	be	AUX
easat-7419	255	15	1.56%.for	1.56%.for	ADP
easat-7419	255	16	the	the	DET
easat-7419	255	17	"	"	PUNCT
easat-7419	255	18	adressa-10week	adressa-10week	ADJ
easat-7419	255	19	"	"	PUNCT
easat-7419	255	20	dataset	dataset	NOUN
easat-7419	255	21	,	,	PUNCT
easat-7419	255	22	the	the	DET
easat-7419	255	23	absolute	absolute	ADJ
easat-7419	255	24	value	value	NOUN
easat-7419	255	25	of	of	ADP
easat-7419	255	26	auc	auc	NOUN
easat-7419	255	27	index	index	NOUN
easat-7419	255	28	increased	increase	VERB
easat-7419	255	29	by	by	ADP
easat-7419	255	30	1.48	1.48	NUM
easat-7419	255	31	%	%	NOUN
easat-7419	255	32	,	,	PUNCT
easat-7419	255	33	and	and	CCONJ
easat-7419	255	34	the	the	DET
easat-7419	255	35	relative	relative	ADJ
easat-7419	255	36	value	value	NOUN
easat-7419	255	37	increased	increase	VERB
easat-7419	255	38	by	by	ADP
easat-7419	255	39	1.86	1.86	NUM
easat-7419	255	40	%	%	NOUN
easat-7419	255	41	.	.	PUNCT
easat-7419	256	1	the	the	DET
easat-7419	256	2	absolute	absolute	ADJ
easat-7419	256	3	value	value	NOUN
easat-7419	256	4	of	of	ADP
easat-7419	256	5	f1	f1	NOUN
easat-7419	256	6	index	index	NOUN
easat-7419	256	7	increased	increase	VERB
easat-7419	256	8	by	by	ADP
easat-7419	256	9	2.51	2.51	NUM
easat-7419	256	10	,	,	PUNCT
easat-7419	256	11	and	and	CCONJ
easat-7419	256	12	the	the	DET
easat-7419	256	13	relative	relative	ADJ
easat-7419	256	14	value	value	NOUN
easat-7419	256	15	increased	increase	VERB
easat-7419	256	16	by	by	ADP
easat-7419	256	17	3.22	3.22	NUM
easat-7419	256	18	%	%	NOUN
easat-7419	256	19	.	.	PUNCT
easat-7419	257	1	(	(	PUNCT
easat-7419	257	2	3	3	X
easat-7419	257	3	)	)	PUNCT
easat-7419	257	4	the	the	DET
easat-7419	257	5	worst	bad	ADJ
easat-7419	257	6	model	model	NOUN
easat-7419	257	7	of	of	ADP
easat-7419	257	8	the	the	DET
easat-7419	257	9	four	four	NUM
easat-7419	257	10	benchmark	benchmark	NOUN
easat-7419	257	11	models	model	NOUN
easat-7419	257	12	is	be	AUX
easat-7419	257	13	dkn	dkn	NOUN
easat-7419	257	14	model	model	NOUN
easat-7419	257	15	.	.	PUNCT
easat-7419	258	1	compared	compare	VERB
easat-7419	258	2	with	with	ADP
easat-7419	258	3	the	the	DET
easat-7419	258	4	dkn	dkn	NOUN
easat-7419	258	5	,	,	PUNCT
easat-7419	258	6	the	the	DET
easat-7419	258	7	absolute	absolute	ADJ
easat-7419	258	8	value	value	NOUN
easat-7419	258	9	of	of	ADP
easat-7419	258	10	the	the	DET
easat-7419	258	11	auc	auc	NOUN
easat-7419	258	12	index	index	NOUN
easat-7419	258	13	is	be	AUX
easat-7419	258	14	increased	increase	VERB
easat-7419	258	15	by	by	ADP
easat-7419	258	16	10.19	10.19	NUM
easat-7419	258	17	and	and	CCONJ
easat-7419	258	18	the	the	DET
easat-7419	258	19	relative	relative	ADJ
easat-7419	258	20	value	value	NOUN
easat-7419	258	21	is	be	AUX
easat-7419	258	22	increased	increase	VERB
easat-7419	258	23	by	by	ADP
easat-7419	258	24	14.06	14.06	NUM
easat-7419	258	25	%	%	NOUN
easat-7419	258	26	for	for	ADP
easat-7419	258	27	the	the	DET
easat-7419	258	28	"	"	PUNCT
easat-7419	258	29	adressa-1week	adressa-1week	ADJ
easat-7419	258	30	"	"	PUNCT
easat-7419	258	31	dataset	dataset	NOUN
easat-7419	258	32	.	.	PUNCT
easat-7419	259	1	the	the	DET
easat-7419	259	2	absolute	absolute	ADJ
easat-7419	259	3	value	value	NOUN
easat-7419	259	4	of	of	ADP
easat-7419	259	5	f1	f1	NOUN
easat-7419	259	6	index	index	NOUN
easat-7419	259	7	increased	increase	VERB
easat-7419	259	8	by	by	ADP
easat-7419	259	9	11.78	11.78	NUM
easat-7419	259	10	,	,	PUNCT
easat-7419	259	11	and	and	CCONJ
easat-7419	259	12	the	the	DET
easat-7419	259	13	relative	relative	ADJ
easat-7419	259	14	value	value	NOUN
easat-7419	259	15	increased	increase	VERB
easat-7419	259	16	by	by	ADP
easat-7419	259	17	16.93	16.93	NUM
easat-7419	259	18	%	%	NOUN
easat-7419	259	19	.	.	PUNCT
easat-7419	260	1	for	for	ADP
easat-7419	260	2	the	the	DET
easat-7419	260	3	"	"	PUNCT
easat-7419	260	4	adressa-10week	adressa-10week	ADJ
easat-7419	260	5	"	"	PUNCT
easat-7419	260	6	dataset	dataset	NOUN
easat-7419	260	7	,	,	PUNCT
easat-7419	260	8	the	the	DET
easat-7419	260	9	absolute	absolute	ADJ
easat-7419	260	10	value	value	NOUN
easat-7419	260	11	of	of	ADP
easat-7419	260	12	auc	auc	NOUN
easat-7419	260	13	index	index	NOUN
easat-7419	260	14	increased	increase	VERB
easat-7419	260	15	by	by	ADP
easat-7419	260	16	9.77	9.77	NUM
easat-7419	260	17	,	,	PUNCT
easat-7419	260	18	and	and	CCONJ
easat-7419	260	19	the	the	DET
easat-7419	260	20	relative	relative	ADJ
easat-7419	260	21	value	value	NOUN
easat-7419	260	22	increased	increase	VERB
easat-7419	260	23	by	by	ADP
easat-7419	260	24	13.73	13.73	NUM
easat-7419	260	25	%	%	NOUN
easat-7419	260	26	.	.	PUNCT
easat-7419	261	1	the	the	DET
easat-7419	261	2	absolute	absolute	ADJ
easat-7419	261	3	value	value	NOUN
easat-7419	261	4	of	of	ADP
easat-7419	261	5	f1	f1	NOUN
easat-7419	261	6	index	index	NOUN
easat-7419	261	7	increased	increase	VERB
easat-7419	261	8	by	by	ADP
easat-7419	261	9	12.83	12.83	NUM
easat-7419	261	10	,	,	PUNCT
easat-7419	261	11	and	and	CCONJ
easat-7419	261	12	the	the	DET
easat-7419	261	13	relative	relative	ADJ
easat-7419	261	14	value	value	NOUN
easat-7419	261	15	increased	increase	VERB
easat-7419	261	16	by	by	ADP
easat-7419	261	17	18.95	18.95	NUM
easat-7419	261	18	%	%	NOUN
easat-7419	261	19	.	.	PUNCT
easat-7419	262	1	(	(	PUNCT
easat-7419	262	2	4	4	X
easat-7419	262	3	)	)	PUNCT
easat-7419	262	4	the	the	DET
easat-7419	262	5	ancnn	ancnn	PROPN
easat-7419	262	6	model	model	NOUN
easat-7419	262	7	in	in	ADP
easat-7419	262	8	this	this	DET
easat-7419	262	9	paper	paper	NOUN
easat-7419	262	10	is	be	AUX
easat-7419	262	11	the	the	DET
easat-7419	262	12	most	most	ADV
easat-7419	262	13	convincing	convincing	ADJ
easat-7419	262	14	compared	compare	VERB
easat-7419	262	15	with	with	ADP
easat-7419	262	16	the	the	DET
easat-7419	262	17	average	average	NOUN
easat-7419	262	18	of	of	ADP
easat-7419	262	19	the	the	DET
easat-7419	262	20	four	four	NUM
easat-7419	262	21	benchmark	benchmark	NOUN
easat-7419	262	22	models	model	NOUN
easat-7419	262	23	.	.	PUNCT
easat-7419	263	1	for	for	ADP
easat-7419	263	2	the	the	DET
easat-7419	263	3	"	"	PUNCT
easat-7419	263	4	adressa-1week	adressa-1week	ADJ
easat-7419	263	5	"	"	PUNCT
easat-7419	263	6	dataset	dataset	NOUN
easat-7419	263	7	,	,	PUNCT
easat-7419	263	8	the	the	DET
easat-7419	263	9	absolute	absolute	ADJ
easat-7419	263	10	value	value	NOUN
easat-7419	263	11	of	of	ADP
easat-7419	263	12	auc	auc	NOUN
easat-7419	263	13	index	index	NOUN
easat-7419	263	14	increased	increase	VERB
easat-7419	263	15	by	by	ADP
easat-7419	263	16	6.08	6.08	NUM
easat-7419	263	17	,	,	PUNCT
easat-7419	263	18	and	and	CCONJ
easat-7419	263	19	the	the	DET
easat-7419	263	20	relative	relative	ADJ
easat-7419	263	21	value	value	NOUN
easat-7419	263	22	increased	increase	VERB
easat-7419	263	23	by	by	ADP
easat-7419	263	24	7.94	7.94	NUM
easat-7419	263	25	%	%	NOUN
easat-7419	263	26	.	.	PUNCT
easat-7419	264	1	the	the	DET
easat-7419	264	2	absolute	absolute	ADJ
easat-7419	264	3	value	value	NOUN
easat-7419	264	4	of	of	ADP
easat-7419	264	5	f1	f1	NOUN
easat-7419	264	6	index	index	NOUN
easat-7419	264	7	increased	increase	VERB
easat-7419	264	8	by	by	ADP
easat-7419	264	9	6.68	6.68	NUM
easat-7419	264	10	,	,	PUNCT
easat-7419	264	11	and	and	CCONJ
easat-7419	264	12	the	the	DET
easat-7419	264	13	relative	relative	ADJ
easat-7419	264	14	value	value	NOUN
easat-7419	264	15	increased	increase	VERB
easat-7419	264	16	by	by	ADP
easat-7419	264	17	8.95	8.95	NUM
easat-7419	264	18	%	%	NOUN
easat-7419	264	19	.	.	PUNCT
easat-7419	265	1	for	for	ADP
easat-7419	265	2	the	the	DET
easat-7419	265	3	"	"	PUNCT
easat-7419	265	4	adressa-10week	adressa-10week	ADJ
easat-7419	265	5	"	"	PUNCT
easat-7419	265	6	dataset	dataset	NOUN
easat-7419	265	7	,	,	PUNCT
easat-7419	265	8	the	the	DET
easat-7419	265	9	absolute	absolute	ADJ
easat-7419	265	10	value	value	NOUN
easat-7419	265	11	of	of	ADP
easat-7419	265	12	auc	auc	NOUN
easat-7419	265	13	index	index	NOUN
easat-7419	265	14	increased	increase	VERB
easat-7419	265	15	by	by	ADP
easat-7419	265	16	5.79	5.79	NUM
easat-7419	265	17	,	,	PUNCT
easat-7419	265	18	and	and	CCONJ
easat-7419	265	19	the	the	DET
easat-7419	265	20	relative	relative	ADJ
easat-7419	265	21	value	value	NOUN
easat-7419	265	22	increased	increase	VERB
easat-7419	265	23	by	by	ADP
easat-7419	265	24	7.71	7.71	NUM
easat-7419	265	25	%	%	NOUN
easat-7419	265	26	.	.	PUNCT
easat-7419	266	1	the	the	DET
easat-7419	266	2	absolute	absolute	ADJ
easat-7419	266	3	value	value	NOUN
easat-7419	266	4	of	of	ADP
easat-7419	266	5	f1	f1	NOUN
easat-7419	266	6	index	index	NOUN
easat-7419	266	7	increased	increase	VERB
easat-7419	266	8	by	by	ADP
easat-7419	266	9	7.45	7.45	NUM
easat-7419	266	10	,	,	PUNCT
easat-7419	266	11	and	and	CCONJ
easat-7419	266	12	the	the	DET
easat-7419	266	13	relative	relative	ADJ
easat-7419	266	14	value	value	NOUN
easat-7419	266	15	increased	increase	VERB
easat-7419	266	16	by	by	ADP
easat-7419	266	17	10.19	10.19	NUM
easat-7419	266	18	%	%	NOUN
easat-7419	266	19	.	.	PUNCT
easat-7419	267	1	the	the	DET
easat-7419	267	2	four	four	NUM
easat-7419	267	3	benchmark	benchmark	NOUN
easat-7419	267	4	models	model	NOUN
easat-7419	267	5	of	of	ADP
easat-7419	267	6	"	"	PUNCT
easat-7419	267	7	deepfm	deepfm	NOUN
easat-7419	267	8	,	,	PUNCT
easat-7419	267	9	dkn	dkn	NOUN
easat-7419	267	10	,	,	PUNCT
easat-7419	267	11	naml	naml	PROPN
easat-7419	267	12	,	,	PUNCT
easat-7419	267	13	npa	npa	PROPN
easat-7419	267	14	"	"	PUNCT
easat-7419	267	15	are	be	AUX
easat-7419	267	16	all	all	PRON
easat-7419	267	17	based	base	VERB
easat-7419	267	18	on	on	ADP
easat-7419	267	19	cnn	cnn	PROPN
easat-7419	267	20	to	to	PART
easat-7419	267	21	extract	extract	VERB
easat-7419	267	22	news	news	NOUN
easat-7419	267	23	features	feature	NOUN
easat-7419	267	24	from	from	ADP
easat-7419	267	25	the	the	DET
easat-7419	267	26	original	original	ADJ
easat-7419	267	27	word	word	NOUN
easat-7419	267	28	vectors	vector	NOUN
easat-7419	267	29	.	.	PUNCT
easat-7419	268	1	the	the	DET
easat-7419	268	2	ancnn	ancnn	PROPN
easat-7419	268	3	model	model	NOUN
easat-7419	268	4	proposed	propose	VERB
easat-7419	268	5	in	in	ADP
easat-7419	268	6	this	this	DET
easat-7419	268	7	paper	paper	NOUN
easat-7419	268	8	is	be	AUX
easat-7419	268	9	further	far	ADV
easat-7419	268	10	improved	improve	VERB
easat-7419	268	11	on	on	ADP
easat-7419	268	12	the	the	DET
easat-7419	268	13	basis	basis	NOUN
easat-7419	268	14	of	of	ADP
easat-7419	268	15	cnn	cnn	PROPN
easat-7419	268	16	,	,	PUNCT
easat-7419	268	17	which	which	PRON
easat-7419	268	18	is	be	AUX
easat-7419	268	19	mainly	mainly	ADV
easat-7419	268	20	reflected	reflect	VERB
easat-7419	268	21	in	in	ADP
easat-7419	268	22	the	the	DET
easat-7419	268	23	use	use	NOUN
easat-7419	268	24	of	of	ADP
easat-7419	268	25	graph	graph	NOUN
easat-7419	268	26	attention	attention	NOUN
easat-7419	268	27	network	network	NOUN
easat-7419	268	28	to	to	ADP
easat-7419	268	29	weight	weight	NOUN
easat-7419	268	30	2155	2155	NUM
easat-7419	268	31	edelweiss	edelweiss	PROPN
easat-7419	268	32	applied	apply	VERB
easat-7419	268	33	science	science	NOUN
easat-7419	268	34	and	and	CCONJ
easat-7419	268	35	technology	technology	NOUN
easat-7419	268	36	issn	issn	PROPN
easat-7419	268	37	:	:	PUNCT
easat-7419	268	38	2576	2576	NUM
easat-7419	268	39	-	-	SYM
easat-7419	268	40	8484	8484	NUM
easat-7419	268	41	vol	vol	NOUN
easat-7419	268	42	.	.	PROPN
easat-7419	269	1	9	9	NUM
easat-7419	269	2	,	,	PUNCT
easat-7419	269	3	no	no	INTJ
easat-7419	269	4	.	.	NOUN
easat-7419	269	5	5	5	NUM
easat-7419	269	6	:	:	SYM
easat-7419	269	7	2144	2144	NUM
easat-7419	269	8	-	-	SYM
easat-7419	269	9	2156	2156	NUM
easat-7419	269	10	,	,	PUNCT
easat-7419	269	11	2025	2025	NUM
easat-7419	269	12	doi	doi	NOUN
easat-7419	269	13	:	:	PUNCT
easat-7419	269	14	10.55214/25768484.v9i5.7419	10.55214/25768484.v9i5.7419	NUM
easat-7419	269	15	©	©	PROPN
easat-7419	269	16	2025	2025	NUM
easat-7419	269	17	by	by	ADP
easat-7419	269	18	the	the	DET
easat-7419	269	19	authors	author	NOUN
easat-7419	269	20	;	;	PUNCT
easat-7419	269	21	licensee	licensee	PROPN
easat-7419	269	22	learning	learning	NOUN
easat-7419	269	23	gate	gate	VERB
easat-7419	269	24	each	each	DET
easat-7419	269	25	neighborhood	neighborhood	NOUN
easat-7419	269	26	entity	entity	NOUN
easat-7419	269	27	.	.	PUNCT
easat-7419	270	1	it	it	PRON
easat-7419	270	2	extracts	extract	VERB
easat-7419	270	3	entities	entity	NOUN
easat-7419	270	4	based	base	VERB
easat-7419	270	5	on	on	ADP
easat-7419	270	6	the	the	DET
easat-7419	270	7	size	size	NOUN
easat-7419	270	8	of	of	ADP
easat-7419	270	9	their	their	PRON
easat-7419	270	10	weights	weight	NOUN
easat-7419	270	11	,	,	PUNCT
easat-7419	270	12	to	to	ADP
easat-7419	270	13	some	some	DET
easat-7419	270	14	extent	extent	NOUN
easat-7419	270	15	enhancing	enhance	VERB
easat-7419	270	16	the	the	DET
easat-7419	270	17	information	information	NOUN
easat-7419	270	18	in	in	ADP
easat-7419	270	19	entity	entity	NOUN
easat-7419	270	20	vectors	vector	NOUN
easat-7419	270	21	.	.	PUNCT
easat-7419	271	1	moreover	moreover	ADV
easat-7419	271	2	,	,	PUNCT
easat-7419	271	3	hncnn	hncnn	PROPN
easat-7419	271	4	adds	add	VERB
easat-7419	271	5	a	a	DET
easat-7419	271	6	multi	multi	ADJ
easat-7419	271	7	-	-	ADJ
easat-7419	271	8	layer	layer	ADJ
easat-7419	271	9	attention	attention	NOUN
easat-7419	271	10	network	network	NOUN
easat-7419	271	11	on	on	ADP
easat-7419	271	12	the	the	DET
easat-7419	271	13	basis	basis	NOUN
easat-7419	271	14	of	of	ADP
easat-7419	271	15	cnn	cnn	PROPN
easat-7419	271	16	model	model	NOUN
easat-7419	271	17	,	,	PUNCT
easat-7419	271	18	which	which	PRON
easat-7419	271	19	can	can	AUX
easat-7419	271	20	more	more	ADV
easat-7419	271	21	effectively	effectively	ADV
easat-7419	271	22	extract	extract	VERB
easat-7419	271	23	the	the	DET
easat-7419	271	24	correlation	correlation	NOUN
easat-7419	271	25	between	between	ADP
easat-7419	271	26	user	user	NOUN
easat-7419	271	27	behaviors	behavior	NOUN
easat-7419	271	28	.	.	PUNCT
easat-7419	272	1	when	when	SCONJ
easat-7419	272	2	extracting	extract	VERB
easat-7419	272	3	neighborhood	neighborhood	NOUN
easat-7419	272	4	information	information	NOUN
easat-7419	272	5	,	,	PUNCT
easat-7419	272	6	the	the	DET
easat-7419	272	7	ancnn	ancnn	NOUN
easat-7419	272	8	model	model	NOUN
easat-7419	272	9	is	be	AUX
easat-7419	272	10	more	more	ADV
easat-7419	272	11	targeted	target	VERB
easat-7419	272	12	for	for	ADP
easat-7419	272	13	relevance	relevance	NOUN
easat-7419	272	14	search	search	NOUN
easat-7419	272	15	.	.	PUNCT
easat-7419	273	1	and	and	CCONJ
easat-7419	273	2	the	the	DET
easat-7419	273	3	ancnn	ancnn	PROPN
easat-7419	273	4	model	model	NOUN
easat-7419	273	5	also	also	ADV
easat-7419	273	6	improves	improve	VERB
easat-7419	273	7	the	the	DET
easat-7419	273	8	attention	attention	NOUN
easat-7419	273	9	network	network	NOUN
easat-7419	273	10	when	when	SCONJ
easat-7419	273	11	performing	perform	VERB
easat-7419	273	12	user	user	NOUN
easat-7419	273	13	interest	interest	NOUN
easat-7419	273	14	extraction	extraction	NOUN
easat-7419	273	15	,	,	PUNCT
easat-7419	273	16	making	make	VERB
easat-7419	273	17	the	the	DET
easat-7419	273	18	user	user	NOUN
easat-7419	273	19	representation	representation	NOUN
easat-7419	273	20	more	more	ADV
easat-7419	273	21	accurate	accurate	ADJ
easat-7419	273	22	.	.	PUNCT
easat-7419	274	1	therefore	therefore	ADV
easat-7419	274	2	,	,	PUNCT
easat-7419	274	3	the	the	DET
easat-7419	274	4	ancnn	ancnn	NOUN
easat-7419	274	5	model	model	NOUN
easat-7419	274	6	is	be	AUX
easat-7419	274	7	better	well	ADJ
easat-7419	274	8	than	than	ADP
easat-7419	274	9	the	the	DET
easat-7419	274	10	four	four	NUM
easat-7419	274	11	benchmark	benchmark	NOUN
easat-7419	274	12	models	model	NOUN
easat-7419	274	13	in	in	ADP
easat-7419	274	14	news	news	NOUN
easat-7419	274	15	recommendation	recommendation	NOUN
easat-7419	274	16	.	.	PUNCT
easat-7419	275	1	4	4	X
easat-7419	275	2	.	.	X
easat-7419	275	3	conclusion	conclusion	NOUN
easat-7419	275	4	facing	face	VERB
easat-7419	275	5	the	the	DET
easat-7419	275	6	news	news	NOUN
easat-7419	275	7	characteristics	characteristic	NOUN
easat-7419	275	8	and	and	CCONJ
easat-7419	275	9	user	user	NOUN
easat-7419	275	10	needs	need	NOUN
easat-7419	275	11	in	in	ADP
easat-7419	275	12	the	the	DET
easat-7419	275	13	era	era	NOUN
easat-7419	275	14	of	of	ADP
easat-7419	275	15	media	medium	NOUN
easat-7419	275	16	convergence	convergence	NOUN
easat-7419	275	17	,	,	PUNCT
easat-7419	275	18	news	news	NOUN
easat-7419	275	19	recommendation	recommendation	NOUN
easat-7419	275	20	can	can	AUX
easat-7419	275	21	help	help	VERB
easat-7419	275	22	users	user	NOUN
easat-7419	275	23	push	push	VERB
easat-7419	275	24	news	news	NOUN
easat-7419	275	25	of	of	ADP
easat-7419	275	26	interest	interest	NOUN
easat-7419	275	27	from	from	ADP
easat-7419	275	28	massive	massive	ADJ
easat-7419	275	29	news	news	NOUN
easat-7419	275	30	,	,	PUNCT
easat-7419	275	31	which	which	PRON
easat-7419	275	32	improves	improve	VERB
easat-7419	275	33	the	the	DET
easat-7419	275	34	efficiency	efficiency	NOUN
easat-7419	275	35	of	of	ADP
easat-7419	275	36	news	news	NOUN
easat-7419	275	37	selection	selection	NOUN
easat-7419	275	38	and	and	CCONJ
easat-7419	275	39	reading	reading	NOUN
easat-7419	275	40	experience	experience	NOUN
easat-7419	275	41	.	.	PUNCT
easat-7419	276	1	knowledge	knowledge	NOUN
easat-7419	276	2	graph	graph	NOUN
easat-7419	276	3	can	can	AUX
easat-7419	276	4	deeply	deeply	ADV
easat-7419	276	5	mine	mine	VERB
easat-7419	276	6	and	and	CCONJ
easat-7419	276	7	analyze	analyze	VERB
easat-7419	276	8	entities	entity	NOUN
easat-7419	276	9	and	and	CCONJ
easat-7419	276	10	relationships	relationship	NOUN
easat-7419	276	11	.	.	PUNCT
easat-7419	277	1	compared	compare	VERB
easat-7419	277	2	with	with	ADP
easat-7419	277	3	traditional	traditional	ADJ
easat-7419	277	4	recommendation	recommendation	NOUN
easat-7419	277	5	methods	method	NOUN
easat-7419	277	6	,	,	PUNCT
easat-7419	277	7	the	the	DET
easat-7419	277	8	recommendation	recommendation	NOUN
easat-7419	277	9	based	base	VERB
easat-7419	277	10	on	on	ADP
easat-7419	277	11	kg	kg	PROPN
easat-7419	277	12	can	can	AUX
easat-7419	277	13	capture	capture	VERB
easat-7419	277	14	rich	rich	ADJ
easat-7419	277	15	semantic	semantic	ADJ
easat-7419	277	16	and	and	CCONJ
easat-7419	277	17	structural	structural	ADJ
easat-7419	277	18	information	information	NOUN
easat-7419	277	19	,	,	PUNCT
easat-7419	277	20	analyze	analyze	VERB
easat-7419	277	21	user	user	NOUN
easat-7419	277	22	's	's	PART
easat-7419	277	23	personalized	personalized	ADJ
easat-7419	277	24	preferences	preference	NOUN
easat-7419	277	25	more	more	ADV
easat-7419	277	26	accurately	accurately	ADV
easat-7419	277	27	.	.	PUNCT
easat-7419	278	1	it	it	PRON
easat-7419	278	2	also	also	ADV
easat-7419	278	3	has	have	VERB
easat-7419	278	4	the	the	DET
easat-7419	278	5	advantages	advantage	NOUN
easat-7419	278	6	of	of	ADP
easat-7419	278	7	interpretability	interpretability	NOUN
easat-7419	278	8	and	and	CCONJ
easat-7419	278	9	expansibility	expansibility	NOUN
easat-7419	278	10	.	.	PUNCT
easat-7419	279	1	the	the	DET
easat-7419	279	2	research	research	NOUN
easat-7419	279	3	results	result	VERB
easat-7419	279	4	help	help	VERB
easat-7419	279	5	users	user	NOUN
easat-7419	279	6	find	find	VERB
easat-7419	279	7	news	news	NOUN
easat-7419	279	8	information	information	NOUN
easat-7419	279	9	that	that	PRON
easat-7419	279	10	matches	match	VERB
easat-7419	279	11	their	their	PRON
easat-7419	279	12	needs	need	NOUN
easat-7419	279	13	,	,	PUNCT
easat-7419	279	14	effectively	effectively	ADV
easat-7419	279	15	solve	solve	VERB
easat-7419	279	16	the	the	DET
easat-7419	279	17	user	user	NOUN
easat-7419	279	18	loss	loss	NOUN
easat-7419	279	19	caused	cause	VERB
easat-7419	279	20	by	by	ADP
easat-7419	279	21	excessive	excessive	ADJ
easat-7419	279	22	information	information	NOUN
easat-7419	279	23	in	in	ADP
easat-7419	279	24	the	the	DET
easat-7419	279	25	era	era	NOUN
easat-7419	279	26	of	of	ADP
easat-7419	279	27	media	medium	NOUN
easat-7419	279	28	convergence	convergence	NOUN
easat-7419	279	29	,	,	PUNCT
easat-7419	279	30	and	and	CCONJ
easat-7419	279	31	reduce	reduce	VERB
easat-7419	279	32	the	the	DET
easat-7419	279	33	complexity	complexity	NOUN
easat-7419	279	34	and	and	CCONJ
easat-7419	279	35	training	training	NOUN
easat-7419	279	36	time	time	NOUN
easat-7419	279	37	of	of	ADP
easat-7419	279	38	the	the	DET
easat-7419	279	39	model	model	NOUN
easat-7419	279	40	.	.	PUNCT
easat-7419	280	1	future	future	ADJ
easat-7419	280	2	research	research	NOUN
easat-7419	280	3	will	will	AUX
easat-7419	280	4	continue	continue	VERB
easat-7419	280	5	to	to	PART
easat-7419	280	6	explore	explore	VERB
easat-7419	280	7	the	the	DET
easat-7419	280	8	capture	capture	NOUN
easat-7419	280	9	of	of	ADP
easat-7419	280	10	knowledge	knowledge	NOUN
easat-7419	280	11	graph	graph	NOUN
easat-7419	280	12	information	information	NOUN
easat-7419	280	13	and	and	CCONJ
easat-7419	280	14	the	the	DET
easat-7419	280	15	accurate	accurate	ADJ
easat-7419	280	16	expression	expression	NOUN
easat-7419	280	17	of	of	ADP
easat-7419	280	18	embedding	embed	VERB
easat-7419	280	19	vectors	vector	NOUN
easat-7419	280	20	,	,	PUNCT
easat-7419	280	21	and	and	CCONJ
easat-7419	280	22	mine	mine	VERB
easat-7419	280	23	the	the	DET
easat-7419	280	24	evolution	evolution	NOUN
easat-7419	280	25	law	law	NOUN
easat-7419	280	26	of	of	ADP
easat-7419	280	27	knowledge	knowledge	NOUN
easat-7419	280	28	graph	graph	NOUN
easat-7419	280	29	data	datum	NOUN
easat-7419	280	30	.	.	PUNCT
easat-7419	281	1	future	future	ADJ
easat-7419	281	2	research	research	NOUN
easat-7419	281	3	attempts	attempt	VERB
easat-7419	281	4	to	to	PART
easat-7419	281	5	use	use	VERB
easat-7419	281	6	more	more	ADV
easat-7419	281	7	advanced	advanced	ADJ
easat-7419	281	8	information	information	NOUN
easat-7419	281	9	aggregation	aggregation	NOUN
easat-7419	281	10	and	and	CCONJ
easat-7419	281	11	message	message	NOUN
easat-7419	281	12	propagation	propagation	NOUN
easat-7419	281	13	methods	method	NOUN
easat-7419	281	14	to	to	PART
easat-7419	281	15	optimize	optimize	VERB
easat-7419	281	16	the	the	DET
easat-7419	281	17	model	model	NOUN
easat-7419	281	18	,	,	PUNCT
easat-7419	281	19	further	far	ADV
easat-7419	281	20	improving	improve	VERB
easat-7419	281	21	the	the	DET
easat-7419	281	22	recommendation	recommendation	NOUN
easat-7419	281	23	quality	quality	NOUN
easat-7419	281	24	and	and	CCONJ
easat-7419	281	25	the	the	DET
easat-7419	281	26	robustness	robustness	NOUN
easat-7419	281	27	of	of	ADP
easat-7419	281	28	the	the	DET
easat-7419	281	29	recommendation	recommendation	NOUN
easat-7419	281	30	algorithm	algorithm	NOUN
easat-7419	281	31	.	.	PUNCT
easat-7419	282	1	at	at	ADP
easat-7419	282	2	present	present	ADJ
easat-7419	282	3	,	,	PUNCT
easat-7419	282	4	the	the	DET
easat-7419	282	5	impact	impact	NOUN
easat-7419	282	6	of	of	ADP
easat-7419	282	7	position	position	NOUN
easat-7419	282	8	deviation	deviation	NOUN
easat-7419	282	9	can	can	AUX
easat-7419	282	10	not	not	PART
easat-7419	282	11	be	be	AUX
easat-7419	282	12	eliminated	eliminate	VERB
easat-7419	282	13	well	well	ADV
easat-7419	282	14	in	in	ADP
easat-7419	282	15	news	news	NOUN
easat-7419	282	16	recommendation	recommendation	NOUN
easat-7419	282	17	.	.	PUNCT
easat-7419	283	1	if	if	SCONJ
easat-7419	283	2	adversarial	adversarial	ADJ
easat-7419	283	3	learning	learning	NOUN
easat-7419	283	4	is	be	AUX
easat-7419	283	5	added	add	VERB
easat-7419	283	6	to	to	ADP
easat-7419	283	7	the	the	DET
easat-7419	283	8	news	news	NOUN
easat-7419	283	9	recommendation	recommendation	NOUN
easat-7419	283	10	model	model	NOUN
easat-7419	283	11	,	,	PUNCT
easat-7419	283	12	it	it	PRON
easat-7419	283	13	can	can	AUX
easat-7419	283	14	effectively	effectively	ADV
easat-7419	283	15	eliminate	eliminate	VERB
easat-7419	283	16	the	the	DET
easat-7419	283	17	impact	impact	NOUN
easat-7419	283	18	of	of	ADP
easat-7419	283	19	location	location	NOUN
easat-7419	283	20	bias	bias	NOUN
easat-7419	283	21	and	and	CCONJ
easat-7419	283	22	obtain	obtain	VERB
easat-7419	283	23	accurate	accurate	ADJ
easat-7419	283	24	user	user	NOUN
easat-7419	283	25	feature	feature	NOUN
easat-7419	283	26	representation	representation	NOUN
easat-7419	283	27	.	.	PUNCT
easat-7419	284	1	in	in	ADP
easat-7419	284	2	the	the	DET
easat-7419	284	3	future	future	ADJ
easat-7419	284	4	development	development	NOUN
easat-7419	284	5	,	,	PUNCT
easat-7419	284	6	this	this	DET
easat-7419	284	7	direction	direction	NOUN
easat-7419	284	8	is	be	AUX
easat-7419	284	9	very	very	ADV
easat-7419	284	10	promising	promising	ADJ
easat-7419	284	11	.	.	PUNCT
easat-7419	285	1	transparency	transparency	NOUN
easat-7419	285	2	:	:	PUNCT
easat-7419	285	3	the	the	DET
easat-7419	285	4	authors	author	NOUN
easat-7419	285	5	confirm	confirm	VERB
easat-7419	285	6	that	that	SCONJ
easat-7419	285	7	the	the	DET
easat-7419	285	8	manuscript	manuscript	NOUN
easat-7419	285	9	is	be	AUX
easat-7419	285	10	an	an	DET
easat-7419	285	11	honest	honest	ADJ
easat-7419	285	12	,	,	PUNCT
easat-7419	285	13	accurate	accurate	ADJ
easat-7419	285	14	,	,	PUNCT
easat-7419	285	15	and	and	CCONJ
easat-7419	285	16	transparent	transparent	ADJ
easat-7419	285	17	account	account	NOUN
easat-7419	285	18	of	of	ADP
easat-7419	285	19	the	the	DET
easat-7419	285	20	study	study	NOUN
easat-7419	285	21	;	;	PUNCT
easat-7419	285	22	that	that	SCONJ
easat-7419	285	23	no	no	DET
easat-7419	285	24	vital	vital	ADJ
easat-7419	285	25	features	feature	NOUN
easat-7419	285	26	of	of	ADP
easat-7419	285	27	the	the	DET
easat-7419	285	28	study	study	NOUN
easat-7419	285	29	have	have	AUX
easat-7419	285	30	been	be	AUX
easat-7419	285	31	omitted	omit	VERB
easat-7419	285	32	;	;	PUNCT
easat-7419	285	33	and	and	CCONJ
easat-7419	285	34	that	that	SCONJ
easat-7419	285	35	any	any	DET
easat-7419	285	36	discrepancies	discrepancy	NOUN
easat-7419	285	37	from	from	ADP
easat-7419	285	38	the	the	DET
easat-7419	285	39	study	study	NOUN
easat-7419	285	40	as	as	SCONJ
easat-7419	285	41	planned	plan	VERB
easat-7419	285	42	have	have	AUX
easat-7419	285	43	been	be	AUX
easat-7419	285	44	explained	explain	VERB
easat-7419	285	45	.	.	PUNCT
easat-7419	286	1	this	this	DET
easat-7419	286	2	study	study	NOUN
easat-7419	286	3	followed	follow	VERB
easat-7419	286	4	all	all	DET
easat-7419	286	5	ethical	ethical	ADJ
easat-7419	286	6	practices	practice	NOUN
easat-7419	286	7	during	during	ADP
easat-7419	286	8	writing	writing	NOUN
easat-7419	286	9	.	.	PUNCT
easat-7419	287	1	copyright	copyright	NOUN
easat-7419	287	2	:	:	PUNCT
easat-7419	287	3	©	©	PROPN
easat-7419	287	4	2025	2025	NUM
easat-7419	287	5	by	by	ADP
easat-7419	287	6	the	the	DET
easat-7419	287	7	authors	author	NOUN
easat-7419	287	8	.	.	PUNCT
easat-7419	288	1	this	this	DET
easat-7419	288	2	open	open	ADJ
easat-7419	288	3	-	-	PUNCT
easat-7419	288	4	access	access	NOUN
easat-7419	288	5	article	article	NOUN
easat-7419	288	6	is	be	AUX
easat-7419	288	7	distributed	distribute	VERB
easat-7419	288	8	under	under	ADP
easat-7419	288	9	the	the	DET
easat-7419	288	10	terms	term	NOUN
easat-7419	288	11	and	and	CCONJ
easat-7419	288	12	conditions	condition	NOUN
easat-7419	288	13	of	of	ADP
easat-7419	288	14	the	the	DET
easat-7419	288	15	creative	creative	ADJ
easat-7419	288	16	commons	common	NOUN
easat-7419	288	17	attribution	attribution	NOUN
easat-7419	288	18	(	(	PUNCT
easat-7419	288	19	cc	cc	NOUN
easat-7419	288	20	by	by	ADP
easat-7419	288	21	)	)	PUNCT
easat-7419	288	22	license	license	NOUN
easat-7419	288	23	(	(	PUNCT
easat-7419	288	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7419	288	25	)	)	PUNCT
easat-7419	288	26	.	.	PUNCT
easat-7419	289	1	references	reference	NOUN
easat-7419	289	2	[	[	X
easat-7419	289	3	1	1	NUM
easat-7419	289	4	]	]	PUNCT
easat-7419	289	5	l.	l.	PROPN
easat-7419	289	6	m.	m.	PROPN
easat-7419	289	7	kristensen	kristensen	PROPN
easat-7419	289	8	and	and	CCONJ
easat-7419	289	9	p.	p.	PROPN
easat-7419	289	10	bro	bro	PROPN
easat-7419	289	11	,	,	PUNCT
easat-7419	289	12	"	"	PUNCT
easat-7419	289	13	news	news	NOUN
easat-7419	289	14	values	value	NOUN
easat-7419	289	15	in	in	ADP
easat-7419	289	16	a	a	DET
easat-7419	289	17	digital	digital	ADJ
easat-7419	289	18	age	age	NOUN
easat-7419	289	19	-	-	PUNCT
easat-7419	289	20	intra	intra	ADJ
easat-7419	289	21	-	-	ADJ
easat-7419	289	22	media	medium	NOUN
easat-7419	289	23	,	,	PUNCT
easat-7419	289	24	inter	inter	NOUN
easat-7419	289	25	-	-	NOUN
easat-7419	289	26	media	medium	NOUN
easat-7419	289	27	,	,	PUNCT
easat-7419	289	28	and	and	CCONJ
easat-7419	289	29	extra	extra	ADJ
easat-7419	289	30	-	-	ADJ
easat-7419	289	31	media	medium	NOUN
easat-7419	289	32	platforms	platform	NOUN
easat-7419	289	33	,	,	PUNCT
easat-7419	289	34	"	"	PUNCT
easat-7419	289	35	journalism	journalism	NOUN
easat-7419	289	36	,	,	PUNCT
easat-7419	289	37	vol	vol	NOUN
easat-7419	289	38	.	.	PROPN
easat-7419	289	39	25	25	NUM
easat-7419	289	40	,	,	PUNCT
easat-7419	289	41	no	no	INTJ
easat-7419	289	42	.	.	NOUN
easat-7419	289	43	4	4	NUM
easat-7419	289	44	,	,	PUNCT
easat-7419	289	45	pp	pp	ADJ
easat-7419	289	46	.	.	PUNCT
easat-7419	290	1	819	819	NUM
easat-7419	290	2	-	-	SYM
easat-7419	290	3	836	836	NUM
easat-7419	290	4	,	,	PUNCT
easat-7419	290	5	2024	2024	NUM
easat-7419	290	6	.	.	PUNCT
easat-7419	291	1	https://doi.org/10.1177/14648849231162266	https://doi.org/10.1177/14648849231162266	X
easat-7419	292	1	[	[	X
easat-7419	292	2	2	2	X
easat-7419	292	3	]	]	PUNCT
easat-7419	292	4	k.	k.	PROPN
easat-7419	292	5	tilman	tilman	PROPN
easat-7419	292	6	,	,	PUNCT
easat-7419	292	7	p.	p.	PROPN
easat-7419	292	8	fabian	fabian	PROPN
easat-7419	292	9	,	,	PUNCT
easat-7419	292	10	and	and	CCONJ
easat-7419	292	11	s.	s.	PROPN
easat-7419	292	12	wolfgang	wolfgang	PROPN
easat-7419	292	13	,	,	PUNCT
easat-7419	292	14	"	"	PUNCT
easat-7419	292	15	public	public	ADJ
easat-7419	292	16	knowledge	knowledge	NOUN
easat-7419	292	17	of	of	ADP
easat-7419	292	18	alternative	alternative	ADJ
easat-7419	292	19	media	medium	NOUN
easat-7419	292	20	in	in	ADP
easat-7419	292	21	times	time	NOUN
easat-7419	292	22	of	of	ADP
easat-7419	292	23	algorithmically	algorithmically	ADV
easat-7419	292	24	personalized	personalize	VERB
easat-7419	292	25	news	news	NOUN
easat-7419	292	26	,	,	PUNCT
easat-7419	292	27	"	"	PUNCT
easat-7419	292	28	new	new	ADJ
easat-7419	292	29	media	medium	NOUN
easat-7419	292	30	&	&	CCONJ
easat-7419	292	31	society	society	NOUN
easat-7419	292	32	,	,	PUNCT
easat-7419	292	33	vol	vol	NOUN
easat-7419	292	34	.	.	PROPN
easat-7419	292	35	25	25	NUM
easat-7419	292	36	,	,	PUNCT
easat-7419	292	37	no	no	INTJ
easat-7419	292	38	.	.	NOUN
easat-7419	292	39	7	7	NUM
easat-7419	292	40	,	,	PUNCT
easat-7419	292	41	pp	pp	ADJ
easat-7419	292	42	.	.	PUNCT
easat-7419	293	1	1648–1667	1648–1667	NUM
easat-7419	293	2	,	,	PUNCT
easat-7419	293	3	2023	2023	NUM
easat-7419	293	4	.	.	PUNCT
easat-7419	294	1	https://doi.org/10.1177/14614448221144750	https://doi.org/10.1177/14614448221144750	VERB
easat-7419	295	1	[	[	X
easat-7419	295	2	3	3	X
easat-7419	295	3	]	]	X
easat-7419	295	4	p.	p.	PROPN
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easat-7419	295	7	m.	m.	NOUN
easat-7419	295	8	choetkiertikul	choetkiertikul	PROPN
easat-7419	295	9	,	,	PUNCT
easat-7419	295	10	a.	a.	PROPN
easat-7419	295	11	supratak	supratak	PROPN
easat-7419	295	12	,	,	PUNCT
easat-7419	295	13	and	and	CCONJ
easat-7419	295	14	s.	s.	PROPN
easat-7419	295	15	tuarob	tuarob	PROPN
easat-7419	295	16	,	,	PUNCT
easat-7419	295	17	"	"	PUNCT
easat-7419	295	18	terekg	terekg	NOUN
easat-7419	295	19	:	:	PUNCT
easat-7419	295	20	a	a	DET
easat-7419	295	21	temporal	temporal	ADJ
easat-7419	295	22	collaborative	collaborative	ADJ
easat-7419	295	23	knowledge	knowledge	NOUN
easat-7419	295	24	graph	graph	NOUN
easat-7419	295	25	framework	framework	NOUN
easat-7419	295	26	for	for	ADP
easat-7419	295	27	software	software	NOUN
easat-7419	295	28	team	team	NOUN
easat-7419	295	29	recommendation	recommendation	NOUN
easat-7419	295	30	,	,	PUNCT
easat-7419	295	31	"	"	PUNCT
easat-7419	295	32	knowledge	knowledge	NOUN
easat-7419	295	33	-	-	PUNCT
easat-7419	295	34	based	base	VERB
easat-7419	295	35	systems	system	NOUN
easat-7419	295	36	,	,	PUNCT
easat-7419	295	37	vol	vol	NOUN
easat-7419	295	38	.	.	PROPN
easat-7419	295	39	289	289	NUM
easat-7419	295	40	,	,	PUNCT
easat-7419	295	41	p.	p.	NOUN
easat-7419	295	42	111492	111492	NUM
easat-7419	295	43	,	,	PUNCT
easat-7419	295	44	2024	2024	NUM
easat-7419	295	45	.	.	PUNCT
easat-7419	296	1	https://doi.org/10.1016/j.knosys.2024.111492	https://doi.org/10.1016/j.knosys.2024.111492	PROPN
easat-7419	296	2	[	[	X
easat-7419	296	3	4	4	NUM
easat-7419	296	4	]	]	PUNCT
easat-7419	296	5	m.	m.	NOUN
easat-7419	296	6	ismail	ismail	PROPN
easat-7419	296	7	,	,	PUNCT
easat-7419	296	8	s.	s.	PROPN
easat-7419	296	9	alrabaee	alrabaee	PROPN
easat-7419	296	10	,	,	PUNCT
easat-7419	296	11	and	and	CCONJ
easat-7419	296	12	r.	r.	PROPN
easat-7419	296	13	k.	k.	PROPN
easat-7419	296	14	k.	k.	PROPN
easat-7419	296	15	choo	choo	PROPN
easat-7419	296	16	,	,	PUNCT
easat-7419	296	17	"	"	PUNCT
easat-7419	296	18	a	a	DET
easat-7419	296	19	comprehensive	comprehensive	ADJ
easat-7419	296	20	evaluation	evaluation	NOUN
easat-7419	296	21	of	of	ADP
easat-7419	296	22	machine	machine	NOUN
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easat-7419	296	24	algorithms	algorithm	NOUN
easat-7419	296	25	for	for	ADP
easat-7419	296	26	web	web	NOUN
easat-7419	296	27	application	application	NOUN
easat-7419	296	28	attack	attack	NOUN
easat-7419	296	29	detection	detection	NOUN
easat-7419	296	30	with	with	ADP
easat-7419	296	31	knowledge	knowledge	NOUN
easat-7419	296	32	graph	graph	NOUN
easat-7419	296	33	integration	integration	NOUN
easat-7419	296	34	,	,	PUNCT
easat-7419	296	35	"	"	PUNCT
easat-7419	296	36	mobile	mobile	ADJ
easat-7419	296	37	networks	network	NOUN
easat-7419	296	38	and	and	CCONJ
easat-7419	296	39	applications	application	NOUN
easat-7419	296	40	,	,	PUNCT
easat-7419	296	41	advance	advance	VERB
easat-7419	296	42	online	online	ADJ
easat-7419	296	43	publication	publication	NOUN
easat-7419	296	44	,	,	PUNCT
easat-7419	296	45	pp	pp	PROPN
easat-7419	296	46	.	.	PUNCT
easat-7419	297	1	1–30	1–30	PROPN
easat-7419	297	2	,	,	PUNCT
easat-7419	297	3	2024	2024	NUM
easat-7419	297	4	.	.	PUNCT
easat-7419	297	5	https://doi.org/10.1007/s11036-024-02250-5	https://doi.org/10.1007/s11036-024-02250-5	NUM
easat-7419	298	1	[	[	X
easat-7419	298	2	5	5	X
easat-7419	298	3	]	]	PUNCT
easat-7419	298	4	h.	h.	PROPN
easat-7419	298	5	n.	n.	PROPN
easat-7419	298	6	cuo	cuo	PROPN
easat-7419	298	7	,	,	PUNCT
easat-7419	298	8	z.	z.	PROPN
easat-7419	298	9	q.	q.	PROPN
easat-7419	298	10	sun	sun	PROPN
easat-7419	298	11	,	,	PUNCT
easat-7419	298	12	and	and	CCONJ
easat-7419	298	13	w.	w.	PROPN
easat-7419	298	14	hu	hu	PROPN
easat-7419	298	15	,	,	PUNCT
easat-7419	298	16	"	"	PUNCT
easat-7419	298	17	a	a	DET
easat-7419	298	18	pre	pre	ADJ
easat-7419	298	19	-	-	ADJ
easat-7419	298	20	trained	train	VERB
easat-7419	298	21	universal	universal	ADJ
easat-7419	298	22	knowledge	knowledge	NOUN
easat-7419	298	23	graph	graph	NOUN
easat-7419	298	24	reasoning	reasoning	NOUN
easat-7419	298	25	model	model	NOUN
easat-7419	298	26	based	base	VERB
easat-7419	298	27	on	on	ADP
easat-7419	298	28	rule	rule	NOUN
easat-7419	298	29	prompts	prompt	NOUN
easat-7419	298	30	,	,	PUNCT
easat-7419	298	31	"	"	PUNCT
easat-7419	298	32	journal	journal	NOUN
easat-7419	298	33	of	of	ADP
easat-7419	298	34	computer	computer	NOUN
easat-7419	298	35	research	research	NOUN
easat-7419	298	36	and	and	CCONJ
easat-7419	298	37	development	development	NOUN
easat-7419	298	38	,	,	PUNCT
easat-7419	298	39	vol	vol	NOUN
easat-7419	298	40	.	.	PROPN
easat-7419	298	41	61	61	NUM
easat-7419	298	42	,	,	PUNCT
easat-7419	298	43	no	no	INTJ
easat-7419	298	44	.	.	NOUN
easat-7419	298	45	8	8	NUM
easat-7419	298	46	,	,	PUNCT
easat-7419	298	47	pp	pp	ADJ
easat-7419	298	48	.	.	PUNCT
easat-7419	299	1	2030–2044	2030–2044	NUM
easat-7419	299	2	,	,	PUNCT
easat-7419	299	3	2024	2024	NUM
easat-7419	299	4	.	.	PUNCT
easat-7419	300	1	[	[	X
easat-7419	300	2	6	6	NUM
easat-7419	300	3	]	]	PUNCT
easat-7419	300	4	k.	k.	NOUN
easat-7419	300	5	gurinder	gurinder	PROPN
easat-7419	300	6	,	,	PUNCT
easat-7419	300	7	l.	l.	PROPN
easat-7419	300	8	fei	fei	PROPN
easat-7419	300	9	,	,	PUNCT
easat-7419	300	10	and	and	CCONJ
easat-7419	300	11	y.	y.	PROPN
easat-7419	300	12	c.	c.	PROPN
easat-7419	300	13	phoebe	phoebe	PROPN
easat-7419	300	14	,	,	PUNCT
easat-7419	300	15	"	"	PUNCT
easat-7419	300	16	a	a	DET
easat-7419	300	17	deep	deep	ADJ
easat-7419	300	18	learning	learning	NOUN
easat-7419	300	19	knowledge	knowledge	NOUN
easat-7419	300	20	graph	graph	NOUN
easat-7419	300	21	neural	neural	ADJ
easat-7419	300	22	network	network	NOUN
easat-7419	300	23	for	for	ADP
easat-7419	300	24	recommender	recommender	NOUN
easat-7419	300	25	systems	system	NOUN
easat-7419	300	26	,	,	PUNCT
easat-7419	300	27	"	"	PUNCT
easat-7419	300	28	machine	machine	NOUN
easat-7419	300	29	learning	learn	VERB
easat-7419	300	30	with	with	ADP
easat-7419	300	31	applications	application	NOUN
easat-7419	300	32	,	,	PUNCT
easat-7419	300	33	vol	vol	NOUN
easat-7419	300	34	.	.	PROPN
easat-7419	300	35	14	14	NUM
easat-7419	300	36	,	,	PUNCT
easat-7419	300	37	no	no	INTJ
easat-7419	300	38	.	.	NOUN
easat-7419	300	39	1	1	NUM
easat-7419	300	40	,	,	PUNCT
easat-7419	300	41	pp	pp	ADJ
easat-7419	300	42	.	.	PUNCT
easat-7419	300	43	1–19	1–19	NOUN
easat-7419	300	44	,	,	PUNCT
easat-7419	300	45	2023	2023	NUM
easat-7419	300	46	.	.	PUNCT
easat-7419	301	1	https://doi.org/10.1016/j.mlwa.2023.100401	https://doi.org/10.1016/j.mlwa.2023.100401	NOUN
easat-7419	301	2	[	[	X
easat-7419	301	3	7	7	X
easat-7419	301	4	]	]	X
easat-7419	301	5	h.	h.	PROPN
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easat-7419	301	8	j.	j.	PROPN
easat-7419	301	9	choi	choi	PROPN
easat-7419	301	10	,	,	PUNCT
easat-7419	301	11	"	"	PUNCT
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easat-7419	301	13	for	for	ADP
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easat-7419	301	15	to	to	ADP
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easat-7419	301	18	incidents	incident	NOUN
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easat-7419	301	20	knowledge	knowledge	NOUN
easat-7419	301	21	graph	graph	NOUN
easat-7419	301	22	embedding	embed	VERB
easat-7419	301	23	,	,	PUNCT
easat-7419	301	24	"	"	PUNCT
easat-7419	301	25	electronics	electronic	NOUN
easat-7419	301	26	,	,	PUNCT
easat-7419	301	27	vol	vol	NOUN
easat-7419	301	28	.	.	PROPN
easat-7419	301	29	13	13	NUM
easat-7419	301	30	,	,	PUNCT
easat-7419	301	31	no	no	INTJ
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easat-7419	301	33	1	1	NUM
easat-7419	301	34	,	,	PUNCT
easat-7419	301	35	pp	pp	ADJ
easat-7419	301	36	.	.	PUNCT
easat-7419	302	1	1	1	NUM
easat-7419	302	2	-	-	SYM
easat-7419	302	3	19	19	NUM
easat-7419	302	4	,	,	PUNCT
easat-7419	302	5	2023	2023	NUM
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