id	sid	tid	token	lemma	pos
easat-6188	1	1	edelweiss	edelweiss	PROPN
easat-6188	1	2	applied	apply	VERB
easat-6188	1	3	science	science	NOUN
easat-6188	1	4	and	and	CCONJ
easat-6188	1	5	technology	technology	NOUN
easat-6188	1	6	issn	issn	PROPN
easat-6188	1	7	:	:	PUNCT
easat-6188	1	8	2576	2576	NUM
easat-6188	1	9	-	-	SYM
easat-6188	1	10	8484	8484	NUM
easat-6188	1	11	vol	vol	NOUN
easat-6188	1	12	.	.	PROPN
easat-6188	2	1	9	9	NUM
easat-6188	2	2	,	,	PUNCT
easat-6188	2	3	no	no	INTJ
easat-6188	2	4	.	.	NOUN
easat-6188	2	5	4	4	NUM
easat-6188	2	6	,	,	PUNCT
easat-6188	2	7	1145	1145	NUM
easat-6188	2	8	-	-	SYM
easat-6188	2	9	1159	1159	NUM
easat-6188	2	10	2025	2025	NUM
easat-6188	2	11	publisher	publisher	NOUN
easat-6188	2	12	:	:	PUNCT
easat-6188	2	13	learning	learn	VERB
easat-6188	2	14	gate	gate	NOUN
easat-6188	2	15	doi	doi	PROPN
easat-6188	2	16	:	:	PUNCT
easat-6188	2	17	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	2	18	©	©	PROPN
easat-6188	2	19	2025	2025	NUM
easat-6188	2	20	by	by	ADP
easat-6188	2	21	the	the	DET
easat-6188	2	22	authors	author	NOUN
easat-6188	2	23	;	;	PUNCT
easat-6188	2	24	licensee	licensee	PROPN
easat-6188	2	25	learning	learning	NOUN
easat-6188	2	26	gate	gate	NOUN
easat-6188	3	1	©	©	PROPN
easat-6188	3	2	2025	2025	NUM
easat-6188	3	3	by	by	ADP
easat-6188	3	4	the	the	DET
easat-6188	3	5	authors	author	NOUN
easat-6188	3	6	;	;	PUNCT
easat-6188	3	7	licensee	licensee	PROPN
easat-6188	3	8	learning	learning	NOUN
easat-6188	3	9	gate	gate	NOUN
easat-6188	3	10	history	history	NOUN
easat-6188	3	11	:	:	PUNCT
easat-6188	3	12	received	receive	VERB
easat-6188	3	13	:	:	PUNCT
easat-6188	3	14	7	7	NUM
easat-6188	3	15	february	february	NOUN
easat-6188	3	16	2025	2025	NUM
easat-6188	3	17	;	;	PUNCT
easat-6188	3	18	revised	revise	VERB
easat-6188	3	19	:	:	PUNCT
easat-6188	3	20	28	28	NUM
easat-6188	3	21	march	march	NOUN
easat-6188	3	22	2025	2025	NUM
easat-6188	3	23	;	;	PUNCT
easat-6188	3	24	accepted	accept	VERB
easat-6188	3	25	:	:	PUNCT
easat-6188	3	26	31	31	NUM
easat-6188	3	27	march	march	NOUN
easat-6188	3	28	2025	2025	NUM
easat-6188	3	29	;	;	PUNCT
easat-6188	3	30	published	publish	VERB
easat-6188	3	31	:	:	PUNCT
easat-6188	3	32	12	12	NUM
easat-6188	3	33	april	april	PROPN
easat-6188	3	34	2025	2025	NUM
easat-6188	3	35	*	*	PUNCT
easat-6188	3	36	correspondence	correspondence	NOUN
easat-6188	3	37	:	:	PUNCT
easat-6188	3	38	13956022293@163.com	13956022293@163.com	NUM
easat-6188	3	39	analysis	analysis	NOUN
easat-6188	3	40	of	of	ADP
easat-6188	3	41	employment	employment	NOUN
easat-6188	3	42	trends	trend	NOUN
easat-6188	3	43	and	and	CCONJ
easat-6188	3	44	prediction	prediction	NOUN
easat-6188	3	45	model	model	NOUN
easat-6188	3	46	for	for	ADP
easat-6188	3	47	chinese	chinese	ADJ
easat-6188	3	48	college	college	NOUN
easat-6188	3	49	graduates	graduate	NOUN
easat-6188	3	50	based	base	VERB
easat-6188	3	51	on	on	ADP
easat-6188	3	52	natural	natural	ADJ
easat-6188	3	53	language	language	NOUN
easat-6188	3	54	processing	processing	NOUN
easat-6188	3	55	kong	kong	PROPN
easat-6188	4	1	jian1	jian1	PROPN
easat-6188	4	2	*	*	PROPN
easat-6188	4	3	,	,	PUNCT
easat-6188	4	4	ma	ma	PROPN
easat-6188	4	5	.	.	PROPN
easat-6188	5	1	agatha	agatha	PROPN
easat-6188	5	2	anne	anne	PROPN
easat-6188	5	3	d.	d.	PROPN
easat-6188	5	4	dizon2	dizon2	PROPN
easat-6188	6	1	1,2angeles	1,2angeles	NUM
easat-6188	6	2	university	university	NOUN
easat-6188	6	3	foundation	foundation	NOUN
easat-6188	6	4	,	,	PUNCT
easat-6188	6	5	angeles	angeles	PROPN
easat-6188	6	6	city	city	PROPN
easat-6188	6	7	,	,	PUNCT
easat-6188	6	8	philippines	philippine	NOUN
easat-6188	6	9	;	;	PUNCT
easat-6188	6	10	13956022293@163.com	13956022293@163.com	NUM
easat-6188	6	11	(	(	PUNCT
easat-6188	6	12	k.j	k.j	PROPN
easat-6188	6	13	.	.	PROPN
easat-6188	6	14	)	)	PUNCT
easat-6188	7	1	dizon.ma.agathaanne@auf.edu.ph	dizon.ma.agathaanne@auf.edu.ph	PROPN
easat-6188	7	2	(	(	PUNCT
easat-6188	7	3	m.a.a.d.d	m.a.a.d.d	NOUN
easat-6188	7	4	.	.	PUNCT
easat-6188	7	5	)	)	PUNCT
easat-6188	8	1	abstract	abstract	NOUN
easat-6188	8	2	:	:	PUNCT
easat-6188	8	3	this	this	DET
easat-6188	8	4	study	study	NOUN
easat-6188	8	5	aims	aim	VERB
easat-6188	8	6	to	to	PART
easat-6188	8	7	address	address	VERB
easat-6188	8	8	the	the	DET
easat-6188	8	9	employment	employment	NOUN
easat-6188	8	10	challenges	challenge	NOUN
easat-6188	8	11	faced	face	VERB
easat-6188	8	12	by	by	ADP
easat-6188	8	13	chinese	chinese	ADJ
easat-6188	8	14	college	college	NOUN
easat-6188	8	15	graduates	graduate	NOUN
easat-6188	8	16	by	by	ADP
easat-6188	8	17	developing	develop	VERB
easat-6188	8	18	a	a	DET
easat-6188	8	19	predictive	predictive	ADJ
easat-6188	8	20	framework	framework	NOUN
easat-6188	8	21	that	that	PRON
easat-6188	8	22	integrates	integrate	VERB
easat-6188	8	23	natural	natural	ADJ
easat-6188	8	24	language	language	NOUN
easat-6188	8	25	processing	processing	NOUN
easat-6188	8	26	(	(	PUNCT
easat-6188	8	27	nlp	nlp	NOUN
easat-6188	8	28	)	)	PUNCT
easat-6188	8	29	with	with	ADP
easat-6188	8	30	ensemble	ensemble	ADJ
easat-6188	8	31	machine	machine	NOUN
easat-6188	8	32	learning	learn	VERB
easat-6188	8	33	techniques	technique	NOUN
easat-6188	8	34	.	.	PUNCT
easat-6188	9	1	the	the	DET
easat-6188	9	2	methodology	methodology	NOUN
easat-6188	9	3	involves	involve	VERB
easat-6188	9	4	extracting	extract	VERB
easat-6188	9	5	features	feature	NOUN
easat-6188	9	6	from	from	ADP
easat-6188	9	7	both	both	DET
easat-6188	9	8	structured	structured	ADJ
easat-6188	9	9	data	datum	NOUN
easat-6188	9	10	(	(	PUNCT
easat-6188	9	11	e.g.	e.g.	ADV
easat-6188	9	12	,	,	PUNCT
easat-6188	9	13	demographics	demographic	NOUN
easat-6188	9	14	,	,	PUNCT
easat-6188	9	15	academic	academic	ADJ
easat-6188	9	16	records	record	NOUN
easat-6188	9	17	)	)	PUNCT
easat-6188	9	18	and	and	CCONJ
easat-6188	9	19	unstructured	unstructured	ADJ
easat-6188	9	20	text	text	NOUN
easat-6188	9	21	(	(	PUNCT
easat-6188	9	22	e.g.	e.g.	ADV
easat-6188	9	23	,	,	PUNCT
easat-6188	9	24	job	job	NOUN
easat-6188	9	25	descriptions	description	NOUN
easat-6188	9	26	)	)	PUNCT
easat-6188	9	27	,	,	PUNCT
easat-6188	9	28	followed	follow	VERB
easat-6188	9	29	by	by	ADP
easat-6188	9	30	classification	classification	NOUN
easat-6188	9	31	using	use	VERB
easat-6188	9	32	support	support	NOUN
easat-6188	9	33	vector	vector	NOUN
easat-6188	9	34	machine	machine	NOUN
easat-6188	9	35	(	(	PUNCT
easat-6188	9	36	svm	svm	PROPN
easat-6188	9	37	)	)	PUNCT
easat-6188	9	38	,	,	PUNCT
easat-6188	9	39	bagging	bagging	NOUN
easat-6188	9	40	,	,	PUNCT
easat-6188	9	41	and	and	CCONJ
easat-6188	9	42	xgboost	xgboost	ADV
easat-6188	9	43	algorithms	algorithm	NOUN
easat-6188	9	44	.	.	PUNCT
easat-6188	10	1	a	a	DET
easat-6188	10	2	weighted	weight	VERB
easat-6188	10	3	voting	voting	NOUN
easat-6188	10	4	strategy	strategy	NOUN
easat-6188	10	5	is	be	AUX
easat-6188	10	6	applied	apply	VERB
easat-6188	10	7	to	to	PART
easat-6188	10	8	fuse	fuse	VERB
easat-6188	10	9	the	the	DET
easat-6188	10	10	model	model	NOUN
easat-6188	10	11	outputs	output	NOUN
easat-6188	10	12	.	.	PUNCT
easat-6188	11	1	experimental	experimental	ADJ
easat-6188	11	2	results	result	NOUN
easat-6188	11	3	using	use	VERB
easat-6188	11	4	real	real	ADJ
easat-6188	11	5	-	-	PUNCT
easat-6188	11	6	world	world	NOUN
easat-6188	11	7	data	datum	NOUN
easat-6188	11	8	from	from	ADP
easat-6188	11	9	2010	2010	NUM
easat-6188	11	10	to	to	ADP
easat-6188	11	11	2019	2019	NUM
easat-6188	11	12	show	show	VERB
easat-6188	11	13	that	that	SCONJ
easat-6188	11	14	the	the	DET
easat-6188	11	15	ensemble	ensemble	ADJ
easat-6188	11	16	model	model	NOUN
easat-6188	11	17	achieves	achieve	VERB
easat-6188	11	18	81.48	81.48	NUM
easat-6188	11	19	%	%	NOUN
easat-6188	11	20	accuracy	accuracy	NOUN
easat-6188	11	21	in	in	ADP
easat-6188	11	22	employment	employment	NOUN
easat-6188	11	23	type	type	NOUN
easat-6188	11	24	prediction	prediction	NOUN
easat-6188	11	25	and	and	CCONJ
easat-6188	11	26	81.53	81.53	NUM
easat-6188	11	27	%	%	NOUN
easat-6188	11	28	in	in	ADP
easat-6188	11	29	salary	salary	NOUN
easat-6188	11	30	level	level	NOUN
easat-6188	11	31	prediction	prediction	NOUN
easat-6188	11	32	,	,	PUNCT
easat-6188	11	33	outperforming	outperform	VERB
easat-6188	11	34	individual	individual	ADJ
easat-6188	11	35	models	model	NOUN
easat-6188	11	36	.	.	PUNCT
easat-6188	12	1	these	these	DET
easat-6188	12	2	findings	finding	NOUN
easat-6188	12	3	demonstrate	demonstrate	VERB
easat-6188	12	4	that	that	SCONJ
easat-6188	12	5	combining	combine	VERB
easat-6188	12	6	nlp	nlp	NOUN
easat-6188	12	7	-	-	PUNCT
easat-6188	12	8	driven	drive	VERB
easat-6188	12	9	feature	feature	NOUN
easat-6188	12	10	extraction	extraction	NOUN
easat-6188	12	11	with	with	ADP
easat-6188	12	12	hybrid	hybrid	ADJ
easat-6188	12	13	learning	learning	NOUN
easat-6188	12	14	architectures	architecture	NOUN
easat-6188	12	15	can	can	AUX
easat-6188	12	16	significantly	significantly	ADV
easat-6188	12	17	enhance	enhance	VERB
easat-6188	12	18	predictive	predictive	ADJ
easat-6188	12	19	performance	performance	NOUN
easat-6188	12	20	.	.	PUNCT
easat-6188	13	1	the	the	DET
easat-6188	13	2	study	study	NOUN
easat-6188	13	3	concludes	conclude	VERB
easat-6188	13	4	that	that	SCONJ
easat-6188	13	5	this	this	DET
easat-6188	13	6	integrated	integrate	VERB
easat-6188	13	7	approach	approach	NOUN
easat-6188	13	8	offers	offer	VERB
easat-6188	13	9	a	a	DET
easat-6188	13	10	powerful	powerful	ADJ
easat-6188	13	11	tool	tool	NOUN
easat-6188	13	12	for	for	ADP
easat-6188	13	13	analyzing	analyze	VERB
easat-6188	13	14	employment	employment	NOUN
easat-6188	13	15	trends	trend	NOUN
easat-6188	13	16	and	and	CCONJ
easat-6188	13	17	guiding	guide	VERB
easat-6188	13	18	graduate	graduate	NOUN
easat-6188	13	19	career	career	NOUN
easat-6188	13	20	planning	planning	NOUN
easat-6188	13	21	.	.	PUNCT
easat-6188	14	1	practical	practical	ADJ
easat-6188	14	2	implications	implication	NOUN
easat-6188	14	3	suggest	suggest	VERB
easat-6188	14	4	that	that	SCONJ
easat-6188	14	5	universities	university	NOUN
easat-6188	14	6	and	and	CCONJ
easat-6188	14	7	policymakers	policymaker	NOUN
easat-6188	14	8	can	can	AUX
easat-6188	14	9	adopt	adopt	VERB
easat-6188	14	10	such	such	ADJ
easat-6188	14	11	models	model	NOUN
easat-6188	14	12	to	to	PART
easat-6188	14	13	improve	improve	VERB
easat-6188	14	14	employment	employment	NOUN
easat-6188	14	15	guidance	guidance	NOUN
easat-6188	14	16	,	,	PUNCT
easat-6188	14	17	tailor	tailor	NOUN
easat-6188	14	18	education	education	NOUN
easat-6188	14	19	to	to	ADP
easat-6188	14	20	market	market	NOUN
easat-6188	14	21	demands	demand	NOUN
easat-6188	14	22	,	,	PUNCT
easat-6188	14	23	and	and	CCONJ
easat-6188	14	24	enhance	enhance	VERB
easat-6188	14	25	talent	talent	NOUN
easat-6188	14	26	alignment	alignment	NOUN
easat-6188	14	27	strategies	strategy	NOUN
easat-6188	14	28	.	.	PUNCT
easat-6188	15	1	keywords	keyword	NOUN
easat-6188	15	2	:	:	PUNCT
easat-6188	15	3	educational	educational	ADJ
easat-6188	15	4	data	datum	NOUN
easat-6188	15	5	mining	mining	NOUN
easat-6188	15	6	,	,	PUNCT
easat-6188	15	7	employment	employment	NOUN
easat-6188	15	8	forecasting	forecasting	NOUN
easat-6188	15	9	,	,	PUNCT
easat-6188	15	10	machine	machine	NOUN
easat-6188	15	11	learning	learning	NOUN
easat-6188	15	12	in	in	ADP
easat-6188	15	13	education	education	NOUN
easat-6188	15	14	.	.	PUNCT
easat-6188	16	1	1	1	X
easat-6188	16	2	.	.	X
easat-6188	16	3	introduction	introduction	NOUN
easat-6188	16	4	china	china	PROPN
easat-6188	16	5	has	have	AUX
easat-6188	16	6	undergone	undergo	VERB
easat-6188	16	7	a	a	DET
easat-6188	16	8	massive	massive	ADJ
easat-6188	16	9	expansion	expansion	NOUN
easat-6188	16	10	of	of	ADP
easat-6188	16	11	higher	high	ADJ
easat-6188	16	12	education	education	NOUN
easat-6188	16	13	over	over	ADP
easat-6188	16	14	the	the	DET
easat-6188	16	15	past	past	ADJ
easat-6188	16	16	two	two	NUM
easat-6188	16	17	decades	decade	NOUN
easat-6188	16	18	,	,	PUNCT
easat-6188	16	19	dramatically	dramatically	ADV
easat-6188	16	20	increasing	increase	VERB
easat-6188	16	21	the	the	DET
easat-6188	16	22	number	number	NOUN
easat-6188	16	23	of	of	ADP
easat-6188	16	24	college	college	NOUN
easat-6188	16	25	graduates	graduate	NOUN
easat-6188	16	26	entering	enter	VERB
easat-6188	16	27	the	the	DET
easat-6188	16	28	labor	labor	NOUN
easat-6188	16	29	market	market	NOUN
easat-6188	16	30	[	[	X
easat-6188	16	31	1	1	NUM
easat-6188	16	32	]	]	PUNCT
easat-6188	16	33	.	.	PUNCT
easat-6188	17	1	this	this	DET
easat-6188	17	2	massification	massification	NOUN
easat-6188	17	3	has	have	AUX
easat-6188	17	4	intensified	intensify	VERB
easat-6188	17	5	job	job	NOUN
easat-6188	17	6	competition	competition	NOUN
easat-6188	17	7	and	and	CCONJ
easat-6188	17	8	led	lead	VERB
easat-6188	17	9	to	to	ADP
easat-6188	17	10	new	new	ADJ
easat-6188	17	11	challenges	challenge	NOUN
easat-6188	17	12	in	in	ADP
easat-6188	17	13	the	the	DET
easat-6188	17	14	graduate	graduate	NOUN
easat-6188	17	15	labor	labor	NOUN
easat-6188	17	16	market	market	NOUN
easat-6188	17	17	.	.	PUNCT
easat-6188	18	1	many	many	ADJ
easat-6188	18	2	graduates	graduate	NOUN
easat-6188	18	3	now	now	ADV
easat-6188	18	4	face	face	VERB
easat-6188	18	5	an	an	DET
easat-6188	18	6	“	"	PUNCT
easat-6188	18	7	employment	employment	NOUN
easat-6188	18	8	dilemma	dilemma	NOUN
easat-6188	18	9	,	,	PUNCT
easat-6188	18	10	”	"	PUNCT
easat-6188	18	11	struggling	struggle	VERB
easat-6188	18	12	to	to	PART
easat-6188	18	13	secure	secure	VERB
easat-6188	18	14	suitable	suitable	ADJ
easat-6188	18	15	positions	position	NOUN
easat-6188	18	16	commensurate	commensurate	ADJ
easat-6188	18	17	with	with	ADP
easat-6188	18	18	their	their	PRON
easat-6188	18	19	education	education	NOUN
easat-6188	18	20	,	,	PUNCT
easat-6188	18	21	and	and	CCONJ
easat-6188	18	22	there	there	PRON
easat-6188	18	23	is	be	VERB
easat-6188	18	24	a	a	DET
easat-6188	18	25	rising	rise	VERB
easat-6188	18	26	issue	issue	NOUN
easat-6188	18	27	of	of	ADP
easat-6188	18	28	“	"	PUNCT
easat-6188	18	29	overeducation	overeducation	NOUN
easat-6188	18	30	,	,	PUNCT
easat-6188	18	31	”	"	PUNCT
easat-6188	18	32	where	where	SCONJ
easat-6188	18	33	degree	degree	NOUN
easat-6188	18	34	holders	holder	NOUN
easat-6188	18	35	work	work	VERB
easat-6188	18	36	in	in	ADP
easat-6188	18	37	jobs	job	NOUN
easat-6188	18	38	that	that	PRON
easat-6188	18	39	do	do	AUX
easat-6188	18	40	not	not	PART
easat-6188	18	41	require	require	VERB
easat-6188	18	42	a	a	DET
easat-6188	18	43	college	college	NOUN
easat-6188	18	44	degree	degree	NOUN
easat-6188	19	1	[	[	X
easat-6188	19	2	2	2	NUM
easat-6188	19	3	]	]	PUNCT
easat-6188	19	4	.	.	PUNCT
easat-6188	20	1	in	in	ADP
easat-6188	20	2	recent	recent	ADJ
easat-6188	20	3	years	year	NOUN
easat-6188	20	4	,	,	PUNCT
easat-6188	20	5	annual	annual	ADJ
easat-6188	20	6	graduate	graduate	NOUN
easat-6188	20	7	cohorts	cohort	NOUN
easat-6188	20	8	have	have	AUX
easat-6188	20	9	reached	reach	VERB
easat-6188	20	10	record	record	ADJ
easat-6188	20	11	highs	high	NOUN
easat-6188	20	12	(	(	PUNCT
easat-6188	20	13	over	over	ADP
easat-6188	20	14	10	10	NUM
easat-6188	20	15	million	million	NUM
easat-6188	20	16	in	in	ADP
easat-6188	20	17	2022	2022	NUM
easat-6188	20	18	)	)	PUNCT
easat-6188	20	19	,	,	PUNCT
easat-6188	20	20	creating	create	VERB
easat-6188	20	21	unprecedented	unprecedented	ADJ
easat-6188	20	22	employment	employment	NOUN
easat-6188	20	23	pressure	pressure	NOUN
easat-6188	20	24	in	in	ADP
easat-6188	20	25	the	the	DET
easat-6188	20	26	country	country	NOUN
easat-6188	20	27	[	[	X
easat-6188	20	28	3	3	NUM
easat-6188	20	29	]	]	PUNCT
easat-6188	20	30	.	.	PUNCT
easat-6188	21	1	the	the	DET
easat-6188	21	2	situation	situation	NOUN
easat-6188	21	3	has	have	AUX
easat-6188	21	4	been	be	AUX
easat-6188	21	5	further	far	ADV
easat-6188	21	6	compounded	compound	VERB
easat-6188	21	7	by	by	ADP
easat-6188	21	8	external	external	ADJ
easat-6188	21	9	shocks	shock	NOUN
easat-6188	21	10	like	like	ADP
easat-6188	21	11	the	the	DET
easat-6188	21	12	covid-19	covid-19	PROPN
easat-6188	21	13	pandemic	pandemic	NOUN
easat-6188	21	14	,	,	PUNCT
easat-6188	21	15	contributing	contribute	VERB
easat-6188	21	16	to	to	ADP
easat-6188	21	17	delayed	delay	VERB
easat-6188	21	18	workforce	workforce	NOUN
easat-6188	21	19	entry	entry	NOUN
easat-6188	21	20	or	or	CCONJ
easat-6188	21	21	“	"	PUNCT
easat-6188	21	22	slow	slow	ADJ
easat-6188	21	23	employment	employment	NOUN
easat-6188	21	24	”	"	PUNCT
easat-6188	21	25	among	among	ADP
easat-6188	21	26	young	young	ADJ
easat-6188	21	27	graduates	graduate	NOUN
easat-6188	21	28	[	[	X
easat-6188	21	29	4	4	NUM
easat-6188	21	30	]	]	PUNCT
easat-6188	21	31	.	.	PUNCT
easat-6188	22	1	ensuring	ensure	VERB
easat-6188	22	2	stable	stable	ADJ
easat-6188	22	3	and	and	CCONJ
easat-6188	22	4	high	high	ADJ
easat-6188	22	5	-	-	PUNCT
easat-6188	22	6	quality	quality	NOUN
easat-6188	22	7	employment	employment	NOUN
easat-6188	22	8	for	for	ADP
easat-6188	22	9	college	college	NOUN
easat-6188	22	10	graduates	graduate	NOUN
easat-6188	22	11	has	have	AUX
easat-6188	22	12	thus	thus	ADV
easat-6188	22	13	become	become	VERB
easat-6188	22	14	a	a	DET
easat-6188	22	15	top	top	ADJ
easat-6188	22	16	priority	priority	NOUN
easat-6188	22	17	for	for	ADP
easat-6188	22	18	policymakers	policymaker	NOUN
easat-6188	22	19	and	and	CCONJ
easat-6188	22	20	educators	educator	NOUN
easat-6188	22	21	in	in	ADP
easat-6188	22	22	china	china	PROPN
easat-6188	22	23	’s	’s	PART
easat-6188	22	24	contemporary	contemporary	PROPN
easat-6188	22	25	higher	high	ADJ
easat-6188	22	26	education	education	NOUN
easat-6188	22	27	landscape	landscape	NOUN
easat-6188	22	28	.	.	PUNCT
easat-6188	23	1	the	the	DET
easat-6188	23	2	rise	rise	NOUN
easat-6188	23	3	of	of	ADP
easat-6188	23	4	big	big	ADJ
easat-6188	23	5	data	datum	NOUN
easat-6188	23	6	analytics	analytic	NOUN
easat-6188	23	7	and	and	CCONJ
easat-6188	23	8	artificial	artificial	ADJ
easat-6188	23	9	intelligence	intelligence	NOUN
easat-6188	23	10	has	have	AUX
easat-6188	23	11	introduced	introduce	VERB
easat-6188	23	12	new	new	ADJ
easat-6188	23	13	tools	tool	NOUN
easat-6188	23	14	to	to	PART
easat-6188	23	15	address	address	VERB
easat-6188	23	16	these	these	DET
easat-6188	23	17	employment	employment	NOUN
easat-6188	23	18	challenges	challenge	NOUN
easat-6188	23	19	.	.	PUNCT
easat-6188	24	1	natural	natural	ADJ
easat-6188	24	2	language	language	NOUN
easat-6188	24	3	processing	processing	NOUN
easat-6188	24	4	(	(	PUNCT
easat-6188	24	5	nlp	nlp	NOUN
easat-6188	24	6	)	)	PUNCT
easat-6188	24	7	techniques	technique	NOUN
easat-6188	24	8	have	have	AUX
easat-6188	24	9	been	be	AUX
easat-6188	24	10	applied	apply	VERB
easat-6188	24	11	to	to	PART
easat-6188	24	12	extract	extract	VERB
easat-6188	24	13	insights	insight	NOUN
easat-6188	24	14	from	from	ADP
easat-6188	24	15	large	large	ADJ
easat-6188	24	16	text	text	NOUN
easat-6188	24	17	corpora	corpora	NOUN
easat-6188	24	18	such	such	ADJ
easat-6188	24	19	as	as	ADP
easat-6188	24	20	online	online	ADJ
easat-6188	24	21	job	job	NOUN
easat-6188	24	22	listings	listing	NOUN
easat-6188	24	23	and	and	CCONJ
easat-6188	24	24	social	social	ADJ
easat-6188	24	25	media	medium	NOUN
easat-6188	24	26	,	,	PUNCT
easat-6188	24	27	providing	provide	VERB
easat-6188	24	28	a	a	DET
easat-6188	24	29	richer	rich	ADJ
easat-6188	24	30	understanding	understanding	NOUN
easat-6188	24	31	of	of	ADP
easat-6188	24	32	labor	labor	NOUN
easat-6188	24	33	market	market	NOUN
easat-6188	24	34	demand	demand	NOUN
easat-6188	24	35	[	[	X
easat-6188	24	36	5	5	NUM
easat-6188	24	37	,	,	PUNCT
easat-6188	24	38	6	6	NUM
easat-6188	24	39	]	]	PUNCT
easat-6188	24	40	.	.	PUNCT
easat-6188	25	1	for	for	ADP
easat-6188	25	2	example	example	NOUN
easat-6188	25	3	,	,	PUNCT
easat-6188	25	4	johnson	johnson	PROPN
easat-6188	25	5	and	and	CCONJ
easat-6188	25	6	zhang	zhang	PROPN
easat-6188	25	7	[	[	X
easat-6188	25	8	5	5	NUM
easat-6188	25	9	]	]	PUNCT
easat-6188	25	10	mined	mine	VERB
easat-6188	25	11	online	online	ADJ
easat-6188	25	12	job	job	NOUN
easat-6188	25	13	portal	portal	ADJ
easat-6188	25	14	data	datum	NOUN
easat-6188	25	15	using	use	VERB
easat-6188	25	16	nlp	nlp	NOUN
easat-6188	25	17	to	to	PART
easat-6188	25	18	uncover	uncover	VERB
easat-6188	25	19	employment	employment	NOUN
easat-6188	25	20	trend	trend	NOUN
easat-6188	25	21	dynamics	dynamic	NOUN
easat-6188	25	22	,	,	PUNCT
easat-6188	25	23	while	while	SCONJ
easat-6188	25	24	xu	xu	PROPN
easat-6188	25	25	and	and	CCONJ
easat-6188	25	26	chen	chen	PROPN
easat-6188	26	1	[	[	X
easat-6188	26	2	6	6	NUM
easat-6188	26	3	]	]	PUNCT
easat-6188	26	4	analyzed	analyze	VERB
easat-6188	26	5	thousands	thousand	NOUN
easat-6188	26	6	of	of	ADP
easat-6188	26	7	job	job	NOUN
easat-6188	26	8	descriptions	description	NOUN
easat-6188	26	9	to	to	PART
easat-6188	26	10	reveal	reveal	VERB
easat-6188	26	11	evolving	evolving	NOUN
easat-6188	26	12	skill	skill	NOUN
easat-6188	26	13	requirements	requirement	NOUN
easat-6188	26	14	for	for	ADP
easat-6188	26	15	new	new	ADJ
easat-6188	26	16	graduates	graduate	NOUN
easat-6188	26	17	.	.	PUNCT
easat-6188	27	1	machine	machine	NOUN
easat-6188	27	2	learning	learning	NOUN
easat-6188	27	3	(	(	PUNCT
easat-6188	27	4	ml	ml	NOUN
easat-6188	27	5	)	)	PUNCT
easat-6188	27	6	methods	method	NOUN
easat-6188	27	7	have	have	AUX
easat-6188	27	8	likewise	likewise	ADV
easat-6188	27	9	been	be	AUX
easat-6188	27	10	used	use	VERB
easat-6188	27	11	to	to	PART
easat-6188	27	12	build	build	VERB
easat-6188	27	13	predictive	predictive	ADJ
easat-6188	27	14	models	model	NOUN
easat-6188	27	15	of	of	ADP
easat-6188	27	16	graduate	graduate	ADJ
easat-6188	27	17	employment	employment	NOUN
easat-6188	27	18	outcomes	outcome	NOUN
easat-6188	27	19	.	.	PUNCT
easat-6188	28	1	zhang	zhang	PROPN
easat-6188	28	2	,	,	PUNCT
easat-6188	28	3	et	et	PROPN
easat-6188	28	4	al	al	PROPN
easat-6188	28	5	.	.	PUNCT
easat-6188	29	1	[	[	X
easat-6188	29	2	7	7	NUM
easat-6188	29	3	]	]	PUNCT
easat-6188	29	4	developed	develop	VERB
easat-6188	29	5	a	a	DET
easat-6188	29	6	neural	neural	ADJ
easat-6188	29	7	network	network	NOUN
easat-6188	29	8	model	model	NOUN
easat-6188	29	9	to	to	PART
easat-6188	29	10	forecast	forecast	VERB
easat-6188	29	11	college	college	NOUN
easat-6188	29	12	graduate	graduate	NOUN
easat-6188	29	13	employment	employment	NOUN
easat-6188	29	14	rates	rate	NOUN
easat-6188	29	15	in	in	ADP
easat-6188	29	16	1146	1146	NUM
easat-6188	29	17	edelweiss	edelweiss	PROPN
easat-6188	29	18	applied	apply	VERB
easat-6188	29	19	science	science	NOUN
easat-6188	29	20	and	and	CCONJ
easat-6188	29	21	technology	technology	NOUN
easat-6188	29	22	issn	issn	PROPN
easat-6188	29	23	:	:	PUNCT
easat-6188	29	24	2576	2576	NUM
easat-6188	29	25	-	-	SYM
easat-6188	29	26	8484	8484	NUM
easat-6188	29	27	vol	vol	NOUN
easat-6188	29	28	.	.	PROPN
easat-6188	30	1	9	9	NUM
easat-6188	30	2	,	,	PUNCT
easat-6188	30	3	no	no	INTJ
easat-6188	30	4	.	.	NOUN
easat-6188	31	1	4	4	NUM
easat-6188	31	2	:	:	SYM
easat-6188	31	3	1145	1145	NUM
easat-6188	31	4	-	-	SYM
easat-6188	31	5	1159	1159	NUM
easat-6188	31	6	,	,	PUNCT
easat-6188	31	7	2025	2025	NUM
easat-6188	31	8	doi	doi	NOUN
easat-6188	31	9	:	:	PUNCT
easat-6188	31	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	31	11	©	©	PROPN
easat-6188	31	12	2025	2025	NUM
easat-6188	31	13	by	by	ADP
easat-6188	31	14	the	the	DET
easat-6188	31	15	authors	author	NOUN
easat-6188	31	16	;	;	PUNCT
easat-6188	31	17	licensee	licensee	PROPN
easat-6188	31	18	learning	learning	PROPN
easat-6188	31	19	gate	gate	PROPN
easat-6188	31	20	china	china	PROPN
easat-6188	31	21	,	,	PUNCT
easat-6188	31	22	demonstrating	demonstrate	VERB
easat-6188	31	23	the	the	DET
easat-6188	31	24	feasibility	feasibility	NOUN
easat-6188	31	25	of	of	ADP
easat-6188	31	26	data	data	NOUN
easat-6188	31	27	-	-	PUNCT
easat-6188	31	28	driven	drive	VERB
easat-6188	31	29	trend	trend	NOUN
easat-6188	31	30	prediction	prediction	NOUN
easat-6188	31	31	.	.	PUNCT
easat-6188	32	1	researchers	researcher	NOUN
easat-6188	32	2	have	have	AUX
easat-6188	32	3	also	also	ADV
easat-6188	32	4	experimented	experiment	VERB
easat-6188	32	5	with	with	ADP
easat-6188	32	6	more	more	ADV
easat-6188	32	7	advanced	advanced	ADJ
easat-6188	32	8	ai	ai	NOUN
easat-6188	32	9	models	model	NOUN
easat-6188	32	10	:	:	PUNCT
easat-6188	33	1	bhagavan	bhagavan	PROPN
easat-6188	33	2	,	,	PUNCT
easat-6188	33	3	et	et	PROPN
easat-6188	33	4	al	al	PROPN
easat-6188	33	5	.	.	PUNCT
easat-6188	34	1	[	[	X
easat-6188	34	2	8	8	NUM
easat-6188	34	3	]	]	PUNCT
easat-6188	34	4	proposed	propose	VERB
easat-6188	34	5	a	a	DET
easat-6188	34	6	hybrid	hybrid	ADJ
easat-6188	34	7	learning	learn	VERB
easat-6188	34	8	algorithm	algorithm	NOUN
easat-6188	34	9	to	to	PART
easat-6188	34	10	predict	predict	VERB
easat-6188	34	11	graduates	graduate	NOUN
easat-6188	34	12	’	'	PUNCT
easat-6188	34	13	job	job	NOUN
easat-6188	34	14	attainment	attainment	NOUN
easat-6188	34	15	,	,	PUNCT
easat-6188	34	16	and	and	CCONJ
easat-6188	34	17	bai	bai	PROPN
easat-6188	34	18	and	and	CCONJ
easat-6188	34	19	hira	hira	PROPN
easat-6188	34	20	[	[	X
easat-6188	34	21	9	9	NUM
easat-6188	34	22	]	]	PUNCT
easat-6188	34	23	designed	design	VERB
easat-6188	34	24	a	a	DET
easat-6188	34	25	deep	deep	ADJ
easat-6188	34	26	belief	belief	NOUN
easat-6188	34	27	network	network	NOUN
easat-6188	34	28	for	for	ADP
easat-6188	34	29	employability	employability	NOUN
easat-6188	34	30	classification	classification	NOUN
easat-6188	34	31	,	,	PUNCT
easat-6188	34	32	both	both	PRON
easat-6188	34	33	showing	show	VERB
easat-6188	34	34	the	the	DET
easat-6188	34	35	promise	promise	NOUN
easat-6188	34	36	of	of	ADP
easat-6188	34	37	state	state	NOUN
easat-6188	34	38	-	-	PUNCT
easat-6188	34	39	of	of	ADP
easat-6188	34	40	-	-	PUNCT
easat-6188	34	41	the	the	DET
easat-6188	34	42	-	-	PUNCT
easat-6188	34	43	art	art	NOUN
easat-6188	34	44	ml	ml	NOUN
easat-6188	34	45	techniques	technique	NOUN
easat-6188	34	46	in	in	ADP
easat-6188	34	47	this	this	DET
easat-6188	34	48	domain	domain	NOUN
easat-6188	34	49	.	.	PUNCT
easat-6188	35	1	these	these	DET
easat-6188	35	2	efforts	effort	NOUN
easat-6188	35	3	reflect	reflect	VERB
easat-6188	35	4	a	a	DET
easat-6188	35	5	growing	grow	VERB
easat-6188	35	6	convergence	convergence	NOUN
easat-6188	35	7	of	of	ADP
easat-6188	35	8	educational	educational	ADJ
easat-6188	35	9	data	datum	NOUN
easat-6188	35	10	mining	mining	NOUN
easat-6188	35	11	and	and	CCONJ
easat-6188	35	12	labor	labor	NOUN
easat-6188	35	13	market	market	NOUN
easat-6188	35	14	analytics	analytic	NOUN
easat-6188	35	15	to	to	PART
easat-6188	35	16	better	well	ADV
easat-6188	35	17	understand	understand	VERB
easat-6188	35	18	and	and	CCONJ
easat-6188	35	19	improve	improve	VERB
easat-6188	35	20	graduate	graduate	ADJ
easat-6188	35	21	employability	employability	NOUN
easat-6188	35	22	.	.	PUNCT
easat-6188	36	1	however	however	ADV
easat-6188	36	2	,	,	PUNCT
easat-6188	36	3	there	there	PRON
easat-6188	36	4	remains	remain	VERB
easat-6188	36	5	a	a	DET
easat-6188	36	6	noticeable	noticeable	ADJ
easat-6188	36	7	gap	gap	NOUN
easat-6188	36	8	in	in	ADP
easat-6188	36	9	the	the	DET
easat-6188	36	10	literature	literature	NOUN
easat-6188	36	11	:	:	PUNCT
easat-6188	36	12	few	few	ADJ
easat-6188	36	13	studies	study	NOUN
easat-6188	36	14	have	have	AUX
easat-6188	36	15	fully	fully	ADV
easat-6188	36	16	integrated	integrate	VERB
easat-6188	36	17	nlpdriven	nlpdriven	ADJ
easat-6188	36	18	text	text	NOUN
easat-6188	36	19	analysis	analysis	NOUN
easat-6188	36	20	with	with	ADP
easat-6188	36	21	predictive	predictive	ADJ
easat-6188	36	22	modeling	modeling	NOUN
easat-6188	36	23	in	in	ADP
easat-6188	36	24	a	a	DET
easat-6188	36	25	unified	unified	ADJ
easat-6188	36	26	framework	framework	NOUN
easat-6188	36	27	for	for	ADP
easat-6188	36	28	graduate	graduate	ADJ
easat-6188	36	29	employment	employment	NOUN
easat-6188	36	30	analytics	analytic	NOUN
easat-6188	36	31	.	.	PUNCT
easat-6188	37	1	most	most	ADJ
easat-6188	37	2	prior	prior	ADJ
easat-6188	37	3	works	work	NOUN
easat-6188	37	4	treat	treat	VERB
easat-6188	37	5	unstructured	unstructured	ADJ
easat-6188	37	6	text	text	NOUN
easat-6188	37	7	analysis	analysis	NOUN
easat-6188	37	8	and	and	CCONJ
easat-6188	37	9	quantitative	quantitative	ADJ
easat-6188	37	10	prediction	prediction	NOUN
easat-6188	37	11	separately	separately	ADV
easat-6188	37	12	.	.	PUNCT
easat-6188	38	1	a	a	DET
easat-6188	38	2	pioneering	pioneer	VERB
easat-6188	38	3	study	study	NOUN
easat-6188	38	4	by	by	ADP
easat-6188	38	5	liu	liu	PROPN
easat-6188	38	6	,	,	PUNCT
easat-6188	38	7	et	et	PROPN
easat-6188	38	8	al	al	PROPN
easat-6188	38	9	.	.	PUNCT
easat-6188	39	1	[	[	X
easat-6188	39	2	10	10	NUM
easat-6188	39	3	]	]	PUNCT
easat-6188	39	4	combined	combine	VERB
easat-6188	39	5	deep	deep	ADJ
easat-6188	39	6	learning	learning	NOUN
easat-6188	39	7	with	with	ADP
easat-6188	39	8	nlp	nlp	NOUN
easat-6188	39	9	to	to	PART
easat-6188	39	10	forecast	forecast	VERB
easat-6188	39	11	employment	employment	NOUN
easat-6188	39	12	trends	trend	NOUN
easat-6188	39	13	in	in	ADP
easat-6188	39	14	the	the	DET
easat-6188	39	15	tech	tech	NOUN
easat-6188	39	16	sector	sector	NOUN
easat-6188	39	17	,	,	PUNCT
easat-6188	39	18	illustrating	illustrate	VERB
easat-6188	39	19	the	the	DET
easat-6188	39	20	potential	potential	NOUN
easat-6188	39	21	of	of	ADP
easat-6188	39	22	such	such	DET
easat-6188	39	23	an	an	DET
easat-6188	39	24	integrated	integrated	ADJ
easat-6188	39	25	approach	approach	NOUN
easat-6188	39	26	.	.	PUNCT
easat-6188	40	1	yet	yet	ADV
easat-6188	40	2	to	to	ADP
easat-6188	40	3	our	our	PRON
easat-6188	40	4	knowledge	knowledge	NOUN
easat-6188	40	5	,	,	PUNCT
easat-6188	40	6	no	no	DET
easat-6188	40	7	prior	prior	ADJ
easat-6188	40	8	work	work	NOUN
easat-6188	40	9	has	have	AUX
easat-6188	40	10	applied	apply	VERB
easat-6188	40	11	a	a	DET
easat-6188	40	12	unified	unified	ADJ
easat-6188	40	13	nlp	nlp	NOUN
easat-6188	40	14	+	+	CCONJ
easat-6188	40	15	ensemble	ensemble	ADJ
easat-6188	40	16	learning	learning	NOUN
easat-6188	40	17	methodology	methodology	NOUN
easat-6188	40	18	to	to	ADP
easat-6188	40	19	the	the	DET
easat-6188	40	20	broader	broad	ADJ
easat-6188	40	21	context	context	NOUN
easat-6188	40	22	of	of	ADP
easat-6188	40	23	chinese	chinese	PROPN
easat-6188	40	24	college	college	PROPN
easat-6188	40	25	graduate	graduate	NOUN
easat-6188	40	26	employment	employment	NOUN
easat-6188	40	27	.	.	PUNCT
easat-6188	41	1	to	to	PART
easat-6188	41	2	fill	fill	VERB
easat-6188	41	3	this	this	DET
easat-6188	41	4	gap	gap	NOUN
easat-6188	41	5	,	,	PUNCT
easat-6188	41	6	the	the	DET
easat-6188	41	7	present	present	ADJ
easat-6188	41	8	paper	paper	NOUN
easat-6188	41	9	proposes	propose	VERB
easat-6188	41	10	a	a	DET
easat-6188	41	11	novel	novel	ADJ
easat-6188	41	12	framework	framework	NOUN
easat-6188	41	13	that	that	PRON
easat-6188	41	14	leverages	leverage	VERB
easat-6188	41	15	nlp	nlp	NOUN
easat-6188	41	16	to	to	PART
easat-6188	41	17	extract	extract	VERB
easat-6188	41	18	features	feature	NOUN
easat-6188	41	19	from	from	ADP
easat-6188	41	20	unstructured	unstructured	ADJ
easat-6188	41	21	data	datum	NOUN
easat-6188	41	22	(	(	PUNCT
easat-6188	41	23	e.g.	e.g.	ADV
easat-6188	41	24	job	job	NOUN
easat-6188	41	25	postings	posting	NOUN
easat-6188	41	26	,	,	PUNCT
easat-6188	41	27	policy	policy	NOUN
easat-6188	41	28	documents	document	NOUN
easat-6188	41	29	,	,	PUNCT
easat-6188	41	30	social	social	ADJ
easat-6188	41	31	media	medium	NOUN
easat-6188	41	32	)	)	PUNCT
easat-6188	41	33	and	and	CCONJ
easat-6188	41	34	feeds	feed	VERB
easat-6188	41	35	them	they	PRON
easat-6188	41	36	into	into	ADP
easat-6188	41	37	an	an	DET
easat-6188	41	38	ensemble	ensemble	ADJ
easat-6188	41	39	machine	machine	NOUN
easat-6188	41	40	learning	learn	VERB
easat-6188	41	41	model	model	NOUN
easat-6188	41	42	to	to	PART
easat-6188	41	43	predict	predict	VERB
easat-6188	41	44	employment	employment	NOUN
easat-6188	41	45	trends	trend	NOUN
easat-6188	41	46	and	and	CCONJ
easat-6188	41	47	outcomes	outcome	NOUN
easat-6188	41	48	for	for	ADP
easat-6188	41	49	chinese	chinese	ADJ
easat-6188	41	50	graduates	graduate	NOUN
easat-6188	41	51	.	.	PUNCT
easat-6188	42	1	by	by	ADP
easat-6188	42	2	fusing	fuse	VERB
easat-6188	42	3	insights	insight	NOUN
easat-6188	42	4	from	from	ADP
easat-6188	42	5	textual	textual	ADJ
easat-6188	42	6	data	datum	NOUN
easat-6188	42	7	with	with	ADP
easat-6188	42	8	traditional	traditional	ADJ
easat-6188	42	9	quantitative	quantitative	ADJ
easat-6188	42	10	indicators	indicator	NOUN
easat-6188	42	11	,	,	PUNCT
easat-6188	42	12	our	our	PRON
easat-6188	42	13	approach	approach	NOUN
easat-6188	42	14	aims	aim	VERB
easat-6188	42	15	to	to	PART
easat-6188	42	16	improve	improve	VERB
easat-6188	42	17	prediction	prediction	NOUN
easat-6188	42	18	accuracy	accuracy	NOUN
easat-6188	42	19	and	and	CCONJ
easat-6188	42	20	offer	offer	VERB
easat-6188	42	21	a	a	DET
easat-6188	42	22	more	more	ADV
easat-6188	42	23	comprehensive	comprehensive	ADJ
easat-6188	42	24	understanding	understanding	NOUN
easat-6188	42	25	of	of	ADP
easat-6188	42	26	the	the	DET
easat-6188	42	27	factors	factor	NOUN
easat-6188	42	28	influencing	influence	VERB
easat-6188	42	29	graduate	graduate	ADJ
easat-6188	42	30	employment	employment	NOUN
easat-6188	42	31	.	.	PUNCT
easat-6188	43	1	the	the	DET
easat-6188	43	2	contributions	contribution	NOUN
easat-6188	43	3	of	of	ADP
easat-6188	43	4	this	this	DET
easat-6188	43	5	study	study	NOUN
easat-6188	43	6	are	be	AUX
easat-6188	43	7	summarized	summarize	VERB
easat-6188	43	8	as	as	SCONJ
easat-6188	43	9	follows	follow	VERB
easat-6188	43	10	:	:	PUNCT
easat-6188	44	1	1	1	X
easat-6188	44	2	.	.	X
easat-6188	44	3	multi	multi	ADJ
easat-6188	44	4	-	-	ADJ
easat-6188	44	5	source	source	ADJ
easat-6188	44	6	employment	employment	NOUN
easat-6188	44	7	data	datum	NOUN
easat-6188	44	8	analysis	analysis	NOUN
easat-6188	44	9	:	:	PUNCT
easat-6188	44	10	we	we	PRON
easat-6188	44	11	construct	construct	VERB
easat-6188	44	12	a	a	DET
easat-6188	44	13	comprehensive	comprehensive	ADJ
easat-6188	44	14	dataset	dataset	NOUN
easat-6188	44	15	of	of	ADP
easat-6188	44	16	chinese	chinese	PROPN
easat-6188	44	17	college	college	PROPN
easat-6188	44	18	graduate	graduate	PROPN
easat-6188	44	19	employment	employment	NOUN
easat-6188	44	20	information	information	NOUN
easat-6188	44	21	,	,	PUNCT
easat-6188	44	22	combining	combine	VERB
easat-6188	44	23	official	official	ADJ
easat-6188	44	24	statistics	statistic	NOUN
easat-6188	44	25	with	with	ADP
easat-6188	44	26	large	large	ADJ
easat-6188	44	27	-	-	PUNCT
easat-6188	44	28	scale	scale	NOUN
easat-6188	44	29	textual	textual	ADJ
easat-6188	44	30	data	datum	NOUN
easat-6188	44	31	from	from	ADP
easat-6188	44	32	online	online	ADJ
easat-6188	44	33	job	job	NOUN
easat-6188	44	34	postings	posting	NOUN
easat-6188	44	35	and	and	CCONJ
easat-6188	44	36	related	related	ADJ
easat-6188	44	37	sources	source	NOUN
easat-6188	44	38	.	.	PUNCT
easat-6188	45	1	this	this	DET
easat-6188	45	2	dataset	dataset	NOUN
easat-6188	45	3	enables	enable	VERB
easat-6188	45	4	a	a	DET
easat-6188	45	5	longitudinal	longitudinal	ADJ
easat-6188	45	6	analysis	analysis	NOUN
easat-6188	45	7	of	of	ADP
easat-6188	45	8	employment	employment	NOUN
easat-6188	45	9	trends	trend	NOUN
easat-6188	45	10	and	and	CCONJ
easat-6188	45	11	skill	skill	NOUN
easat-6188	45	12	demand	demand	NOUN
easat-6188	45	13	patterns	pattern	NOUN
easat-6188	45	14	in	in	ADP
easat-6188	45	15	china	china	PROPN
easat-6188	45	16	’s	’s	PART
easat-6188	45	17	graduate	graduate	PROPN
easat-6188	45	18	labor	labor	NOUN
easat-6188	45	19	market	market	NOUN
easat-6188	45	20	.	.	PUNCT
easat-6188	46	1	2	2	X
easat-6188	46	2	.	.	X
easat-6188	46	3	integration	integration	NOUN
easat-6188	46	4	of	of	ADP
easat-6188	46	5	nlp	nlp	NOUN
easat-6188	46	6	and	and	CCONJ
easat-6188	46	7	ensemble	ensemble	ADJ
easat-6188	46	8	learning	learning	NOUN
easat-6188	46	9	:	:	PUNCT
easat-6188	46	10	we	we	PRON
easat-6188	46	11	develop	develop	VERB
easat-6188	46	12	a	a	DET
easat-6188	46	13	novel	novel	ADJ
easat-6188	46	14	methodology	methodology	NOUN
easat-6188	46	15	that	that	PRON
easat-6188	46	16	integrates	integrate	VERB
easat-6188	46	17	nlp	nlp	NOUN
easat-6188	46	18	-	-	PUNCT
easat-6188	46	19	based	base	VERB
easat-6188	46	20	text	text	NOUN
easat-6188	46	21	analytics	analytic	NOUN
easat-6188	46	22	with	with	ADP
easat-6188	46	23	ensemble	ensemble	ADJ
easat-6188	46	24	machine	machine	NOUN
easat-6188	46	25	learning	learn	VERB
easat-6188	46	26	techniques	technique	NOUN
easat-6188	46	27	for	for	ADP
easat-6188	46	28	employment	employment	NOUN
easat-6188	46	29	outcome	outcome	NOUN
easat-6188	46	30	prediction	prediction	NOUN
easat-6188	46	31	.	.	PUNCT
easat-6188	47	1	in	in	ADP
easat-6188	47	2	particular	particular	ADJ
easat-6188	47	3	,	,	PUNCT
easat-6188	47	4	our	our	PRON
easat-6188	47	5	framework	framework	NOUN
easat-6188	47	6	uses	use	VERB
easat-6188	47	7	nlp	nlp	NOUN
easat-6188	47	8	to	to	PART
easat-6188	47	9	derive	derive	VERB
easat-6188	47	10	features	feature	NOUN
easat-6188	47	11	(	(	PUNCT
easat-6188	47	12	such	such	ADJ
easat-6188	47	13	as	as	ADP
easat-6188	47	14	prevalent	prevalent	ADJ
easat-6188	47	15	job	job	NOUN
easat-6188	47	16	requirements	requirement	NOUN
easat-6188	47	17	and	and	CCONJ
easat-6188	47	18	sentiment	sentiment	NOUN
easat-6188	47	19	indicators	indicator	NOUN
easat-6188	47	20	)	)	PUNCT
easat-6188	47	21	from	from	ADP
easat-6188	47	22	unstructured	unstructured	ADJ
easat-6188	47	23	text	text	NOUN
easat-6188	47	24	,	,	PUNCT
easat-6188	47	25	and	and	CCONJ
easat-6188	47	26	then	then	ADV
easat-6188	47	27	incorporates	incorporate	VERB
easat-6188	47	28	these	these	DET
easat-6188	47	29	features	feature	NOUN
easat-6188	47	30	into	into	ADP
easat-6188	47	31	an	an	DET
easat-6188	47	32	ensemble	ensemble	ADJ
easat-6188	47	33	predictive	predictive	ADJ
easat-6188	47	34	model	model	NOUN
easat-6188	47	35	.	.	PUNCT
easat-6188	48	1	this	this	PRON
easat-6188	48	2	is	be	AUX
easat-6188	48	3	a	a	DET
easat-6188	48	4	first	first	ADJ
easat-6188	48	5	-	-	PUNCT
easat-6188	48	6	of	of	ADP
easat-6188	48	7	-	-	PUNCT
easat-6188	48	8	its	its	PRON
easat-6188	48	9	-	-	PUNCT
easat-6188	48	10	kind	kind	NOUN
easat-6188	48	11	integration	integration	NOUN
easat-6188	48	12	applied	apply	VERB
easat-6188	48	13	to	to	ADP
easat-6188	48	14	chinese	chinese	ADJ
easat-6188	48	15	graduate	graduate	NOUN
easat-6188	48	16	employment	employment	NOUN
easat-6188	48	17	,	,	PUNCT
easat-6188	48	18	bridging	bridge	VERB
easat-6188	48	19	the	the	DET
easat-6188	48	20	gap	gap	NOUN
easat-6188	48	21	between	between	ADP
easat-6188	48	22	qualitative	qualitative	ADJ
easat-6188	48	23	text	text	NOUN
easat-6188	48	24	analysis	analysis	NOUN
easat-6188	48	25	and	and	CCONJ
easat-6188	48	26	quantitative	quantitative	ADJ
easat-6188	48	27	forecasting	forecasting	NOUN
easat-6188	48	28	.	.	PUNCT
easat-6188	49	1	3	3	X
easat-6188	49	2	.	.	X
easat-6188	49	3	improved	improve	VERB
easat-6188	49	4	predictive	predictive	ADJ
easat-6188	49	5	performance	performance	NOUN
easat-6188	49	6	:	:	PUNCT
easat-6188	49	7	using	use	VERB
easat-6188	49	8	the	the	DET
easat-6188	49	9	proposed	propose	VERB
easat-6188	49	10	approach	approach	NOUN
easat-6188	49	11	,	,	PUNCT
easat-6188	49	12	we	we	PRON
easat-6188	49	13	build	build	VERB
easat-6188	49	14	an	an	DET
easat-6188	49	15	ensemble	ensemble	ADJ
easat-6188	49	16	prediction	prediction	NOUN
easat-6188	49	17	model	model	NOUN
easat-6188	49	18	(	(	PUNCT
easat-6188	49	19	combining	combine	VERB
easat-6188	49	20	multiple	multiple	ADJ
easat-6188	49	21	classifiers	classifier	NOUN
easat-6188	49	22	)	)	PUNCT
easat-6188	49	23	that	that	PRON
easat-6188	49	24	achieves	achieve	VERB
easat-6188	49	25	high	high	ADJ
easat-6188	49	26	accuracy	accuracy	NOUN
easat-6188	49	27	in	in	ADP
easat-6188	49	28	forecasting	forecast	VERB
easat-6188	49	29	graduate	graduate	NOUN
easat-6188	49	30	employment	employment	NOUN
easat-6188	49	31	status	status	NOUN
easat-6188	49	32	and	and	CCONJ
easat-6188	49	33	trends	trend	NOUN
easat-6188	49	34	.	.	PUNCT
easat-6188	50	1	experimental	experimental	ADJ
easat-6188	50	2	results	result	NOUN
easat-6188	50	3	show	show	VERB
easat-6188	50	4	that	that	SCONJ
easat-6188	50	5	our	our	PRON
easat-6188	50	6	model	model	NOUN
easat-6188	50	7	outperforms	outperform	VERB
easat-6188	50	8	several	several	ADJ
easat-6188	50	9	baseline	baseline	ADJ
easat-6188	50	10	methods	method	NOUN
easat-6188	50	11	,	,	PUNCT
easat-6188	50	12	validating	validate	VERB
easat-6188	50	13	the	the	DET
easat-6188	50	14	effectiveness	effectiveness	NOUN
easat-6188	50	15	of	of	ADP
easat-6188	50	16	integrating	integrate	VERB
easat-6188	50	17	nlp	nlp	ADJ
easat-6188	50	18	-	-	PUNCT
easat-6188	50	19	derived	derive	VERB
easat-6188	50	20	features	feature	NOUN
easat-6188	50	21	.	.	PUNCT
easat-6188	51	1	the	the	DET
easat-6188	51	2	ensemble	ensemble	ADJ
easat-6188	51	3	strategy	strategy	NOUN
easat-6188	51	4	also	also	ADV
easat-6188	51	5	enhances	enhance	VERB
easat-6188	51	6	robustness	robustness	NOUN
easat-6188	51	7	and	and	CCONJ
easat-6188	51	8	generalization	generalization	NOUN
easat-6188	51	9	of	of	ADP
easat-6188	51	10	the	the	DET
easat-6188	51	11	predictions	prediction	NOUN
easat-6188	51	12	across	across	ADP
easat-6188	51	13	different	different	ADJ
easat-6188	51	14	cohorts	cohort	NOUN
easat-6188	51	15	and	and	CCONJ
easat-6188	51	16	regions	region	NOUN
easat-6188	51	17	.	.	PUNCT
easat-6188	52	1	4	4	X
easat-6188	52	2	.	.	X
easat-6188	52	3	insightful	insightful	ADJ
easat-6188	52	4	trend	trend	NOUN
easat-6188	52	5	and	and	CCONJ
easat-6188	52	6	policy	policy	NOUN
easat-6188	52	7	analysis	analysis	NOUN
easat-6188	52	8	:	:	PUNCT
easat-6188	52	9	we	we	PRON
easat-6188	52	10	conduct	conduct	VERB
easat-6188	52	11	an	an	DET
easat-6188	52	12	in	in	ADP
easat-6188	52	13	-	-	PUNCT
easat-6188	52	14	depth	depth	NOUN
easat-6188	52	15	analysis	analysis	NOUN
easat-6188	52	16	of	of	ADP
easat-6188	52	17	the	the	DET
easat-6188	52	18	model	model	NOUN
easat-6188	52	19	outputs	output	NOUN
easat-6188	52	20	and	and	CCONJ
easat-6188	52	21	extracted	extract	VERB
easat-6188	52	22	features	feature	NOUN
easat-6188	52	23	to	to	PART
easat-6188	52	24	uncover	uncover	VERB
easat-6188	52	25	key	key	ADJ
easat-6188	52	26	factors	factor	NOUN
easat-6188	52	27	influencing	influence	VERB
easat-6188	52	28	graduate	graduate	ADJ
easat-6188	52	29	employment	employment	NOUN
easat-6188	52	30	.	.	PUNCT
easat-6188	53	1	the	the	DET
easat-6188	53	2	study	study	NOUN
easat-6188	53	3	reveals	reveal	VERB
easat-6188	53	4	insights	insight	NOUN
easat-6188	53	5	into	into	ADP
easat-6188	53	6	industry	industry	NOUN
easat-6188	53	7	-	-	PUNCT
easat-6188	53	8	wise	wise	ADJ
easat-6188	53	9	demand	demand	NOUN
easat-6188	53	10	shifts	shift	NOUN
easat-6188	53	11	,	,	PUNCT
easat-6188	53	12	regional	regional	ADJ
easat-6188	53	13	employment	employment	NOUN
easat-6188	53	14	disparities	disparity	NOUN
easat-6188	53	15	,	,	PUNCT
easat-6188	53	16	and	and	CCONJ
easat-6188	53	17	the	the	DET
easat-6188	53	18	impact	impact	NOUN
easat-6188	53	19	of	of	ADP
easat-6188	53	20	graduates	graduate	NOUN
easat-6188	53	21	’	'	PUNCT
easat-6188	53	22	skill	skill	NOUN
easat-6188	53	23	profiles	profile	NOUN
easat-6188	53	24	on	on	ADP
easat-6188	53	25	employability	employability	NOUN
easat-6188	53	26	.	.	PUNCT
easat-6188	54	1	these	these	DET
easat-6188	54	2	findings	finding	NOUN
easat-6188	54	3	provide	provide	VERB
easat-6188	54	4	valuable	valuable	ADJ
easat-6188	54	5	evidence	evidence	NOUN
easat-6188	54	6	to	to	PART
easat-6188	54	7	inform	inform	VERB
easat-6188	54	8	policymakers	policymaker	NOUN
easat-6188	54	9	and	and	CCONJ
easat-6188	54	10	educational	educational	ADJ
easat-6188	54	11	institutions	institution	NOUN
easat-6188	54	12	in	in	ADP
easat-6188	54	13	formulating	formulate	VERB
easat-6188	54	14	data	data	NOUN
easat-6188	54	15	-	-	PUNCT
easat-6188	54	16	driven	drive	VERB
easat-6188	54	17	strategies	strategy	NOUN
easat-6188	54	18	to	to	PART
easat-6188	54	19	alleviate	alleviate	VERB
easat-6188	54	20	employment	employment	NOUN
easat-6188	54	21	pressure	pressure	NOUN
easat-6188	54	22	and	and	CCONJ
easat-6188	54	23	improve	improve	VERB
easat-6188	54	24	alignment	alignment	NOUN
easat-6188	54	25	between	between	ADP
easat-6188	54	26	higher	high	ADJ
easat-6188	54	27	education	education	NOUN
easat-6188	54	28	outputs	output	NOUN
easat-6188	54	29	and	and	CCONJ
easat-6188	54	30	labor	labor	NOUN
easat-6188	54	31	market	market	NOUN
easat-6188	54	32	needs	need	NOUN
easat-6188	54	33	.	.	PUNCT
easat-6188	55	1	by	by	ADP
easat-6188	55	2	addressing	address	VERB
easat-6188	55	3	a	a	DET
easat-6188	55	4	critical	critical	ADJ
easat-6188	55	5	socio	socio	NOUN
easat-6188	55	6	-	-	PUNCT
easat-6188	55	7	educational	educational	ADJ
easat-6188	55	8	issue	issue	NOUN
easat-6188	55	9	with	with	ADP
easat-6188	55	10	an	an	DET
easat-6188	55	11	ai	ai	ADJ
easat-6188	55	12	-	-	PUNCT
easat-6188	55	13	driven	drive	VERB
easat-6188	55	14	approach	approach	NOUN
easat-6188	55	15	,	,	PUNCT
easat-6188	55	16	this	this	DET
easat-6188	55	17	work	work	NOUN
easat-6188	55	18	contributes	contribute	VERB
easat-6188	55	19	to	to	ADP
easat-6188	55	20	both	both	CCONJ
easat-6188	55	21	the	the	DET
easat-6188	55	22	education	education	NOUN
easat-6188	55	23	analytics	analytic	NOUN
easat-6188	55	24	literature	literature	NOUN
easat-6188	55	25	and	and	CCONJ
easat-6188	55	26	the	the	DET
easat-6188	55	27	practical	practical	ADJ
easat-6188	55	28	efforts	effort	NOUN
easat-6188	55	29	to	to	PART
easat-6188	55	30	improve	improve	VERB
easat-6188	55	31	graduate	graduate	ADJ
easat-6188	55	32	employment	employment	NOUN
easat-6188	55	33	outcomes	outcome	NOUN
easat-6188	55	34	.	.	PUNCT
easat-6188	56	1	the	the	DET
easat-6188	56	2	remainder	remainder	NOUN
easat-6188	56	3	of	of	ADP
easat-6188	56	4	this	this	DET
easat-6188	56	5	paper	paper	NOUN
easat-6188	56	6	is	be	AUX
easat-6188	56	7	organized	organize	VERB
easat-6188	56	8	as	as	SCONJ
easat-6188	56	9	follows	follow	VERB
easat-6188	56	10	:	:	PUNCT
easat-6188	56	11	section	section	NOUN
easat-6188	56	12	2	2	NUM
easat-6188	56	13	reviews	review	NOUN
easat-6188	56	14	related	relate	VERB
easat-6188	56	15	work	work	NOUN
easat-6188	56	16	,	,	PUNCT
easat-6188	56	17	section	section	NOUN
easat-6188	56	18	3	3	NUM
easat-6188	56	19	describes	describe	VERB
easat-6188	56	20	the	the	DET
easat-6188	56	21	proposed	propose	VERB
easat-6188	56	22	methodology	methodology	NOUN
easat-6188	56	23	,	,	PUNCT
easat-6188	56	24	section	section	NOUN
easat-6188	56	25	4	4	NUM
easat-6188	56	26	presents	present	VERB
easat-6188	56	27	experimental	experimental	ADJ
easat-6188	56	28	results	result	NOUN
easat-6188	56	29	and	and	CCONJ
easat-6188	56	30	analysis	analysis	NOUN
easat-6188	56	31	,	,	PUNCT
easat-6188	56	32	and	and	CCONJ
easat-6188	56	33	section	section	NOUN
easat-6188	56	34	5	5	NUM
easat-6188	56	35	discusses	discuss	VERB
easat-6188	56	36	implications	implication	NOUN
easat-6188	56	37	and	and	CCONJ
easat-6188	56	38	concludes	conclude	VERB
easat-6188	56	39	the	the	DET
easat-6188	56	40	study	study	NOUN
easat-6188	56	41	.	.	PUNCT
easat-6188	57	1	1147	1147	NUM
easat-6188	57	2	edelweiss	edelweiss	PROPN
easat-6188	57	3	applied	apply	VERB
easat-6188	57	4	science	science	NOUN
easat-6188	57	5	and	and	CCONJ
easat-6188	57	6	technology	technology	NOUN
easat-6188	57	7	issn	issn	PROPN
easat-6188	57	8	:	:	PUNCT
easat-6188	57	9	2576	2576	NUM
easat-6188	57	10	-	-	SYM
easat-6188	57	11	8484	8484	NUM
easat-6188	57	12	vol	vol	NOUN
easat-6188	57	13	.	.	PROPN
easat-6188	58	1	9	9	NUM
easat-6188	58	2	,	,	PUNCT
easat-6188	58	3	no	no	INTJ
easat-6188	58	4	.	.	NOUN
easat-6188	59	1	4	4	NUM
easat-6188	59	2	:	:	SYM
easat-6188	59	3	1145	1145	NUM
easat-6188	59	4	-	-	SYM
easat-6188	59	5	1159	1159	NUM
easat-6188	59	6	,	,	PUNCT
easat-6188	59	7	2025	2025	NUM
easat-6188	59	8	doi	doi	NOUN
easat-6188	59	9	:	:	PUNCT
easat-6188	59	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	59	11	©	©	PROPN
easat-6188	59	12	2025	2025	NUM
easat-6188	59	13	by	by	ADP
easat-6188	59	14	the	the	DET
easat-6188	59	15	authors	author	NOUN
easat-6188	59	16	;	;	PUNCT
easat-6188	59	17	licensee	licensee	PROPN
easat-6188	59	18	learning	learning	NOUN
easat-6188	59	19	gate	gate	NOUN
easat-6188	59	20	2	2	NUM
easat-6188	59	21	.	.	PUNCT
easat-6188	59	22	related	relate	VERB
easat-6188	59	23	work	work	NOUN
easat-6188	59	24	2.1	2.1	NUM
easat-6188	59	25	.	.	PUNCT
easat-6188	60	1	current	current	ADJ
easat-6188	60	2	research	research	NOUN
easat-6188	60	3	on	on	ADP
easat-6188	60	4	graduate	graduate	ADJ
easat-6188	60	5	employment	employment	NOUN
easat-6188	60	6	in	in	ADP
easat-6188	60	7	china	china	PROPN
easat-6188	60	8	researchers	researcher	NOUN
easat-6188	60	9	have	have	AUX
easat-6188	60	10	long	long	ADV
easat-6188	60	11	examined	examine	VERB
easat-6188	60	12	the	the	DET
easat-6188	60	13	employment	employment	NOUN
easat-6188	60	14	landscape	landscape	NOUN
easat-6188	60	15	for	for	ADP
easat-6188	60	16	chinese	chinese	ADJ
easat-6188	60	17	college	college	NOUN
easat-6188	60	18	graduates	graduate	NOUN
easat-6188	60	19	.	.	PUNCT
easat-6188	61	1	many	many	ADJ
easat-6188	61	2	studies	study	NOUN
easat-6188	61	3	document	document	VERB
easat-6188	61	4	the	the	DET
easat-6188	61	5	rapid	rapid	ADJ
easat-6188	61	6	expansion	expansion	NOUN
easat-6188	61	7	of	of	ADP
easat-6188	61	8	graduates	graduate	NOUN
easat-6188	61	9	and	and	CCONJ
easat-6188	61	10	the	the	DET
easat-6188	61	11	increasing	increase	VERB
easat-6188	61	12	competition	competition	NOUN
easat-6188	61	13	they	they	PRON
easat-6188	61	14	face	face	VERB
easat-6188	61	15	in	in	ADP
easat-6188	61	16	the	the	DET
easat-6188	61	17	job	job	NOUN
easat-6188	61	18	market	market	NOUN
easat-6188	61	19	.	.	PUNCT
easat-6188	62	1	for	for	ADP
easat-6188	62	2	example	example	NOUN
easat-6188	62	3	,	,	PUNCT
easat-6188	62	4	wang	wang	PROPN
easat-6188	62	5	and	and	CCONJ
easat-6188	62	6	zhou	zhou	PROPN
easat-6188	63	1	[	[	X
easat-6188	63	2	1	1	X
easat-6188	63	3	]	]	PUNCT
easat-6188	63	4	mapped	map	VERB
easat-6188	63	5	out	out	ADP
easat-6188	63	6	shifting	shift	VERB
easat-6188	63	7	employment	employment	NOUN
easat-6188	63	8	patterns	pattern	NOUN
easat-6188	63	9	over	over	ADP
easat-6188	63	10	recent	recent	ADJ
easat-6188	63	11	decades	decade	NOUN
easat-6188	63	12	,	,	PUNCT
easat-6188	63	13	noting	note	VERB
easat-6188	63	14	intensified	intensify	VERB
easat-6188	63	15	competition	competition	NOUN
easat-6188	63	16	and	and	CCONJ
easat-6188	63	17	more	more	ADV
easat-6188	63	18	diversified	diversified	ADJ
easat-6188	63	19	job	job	NOUN
easat-6188	63	20	sectors	sector	NOUN
easat-6188	63	21	for	for	ADP
easat-6188	63	22	graduates	graduate	NOUN
easat-6188	63	23	[	[	X
easat-6188	63	24	11	11	NUM
easat-6188	63	25	]	]	PUNCT
easat-6188	63	26	.	.	PUNCT
easat-6188	64	1	structural	structural	ADJ
easat-6188	64	2	issues	issue	NOUN
easat-6188	64	3	such	such	ADJ
easat-6188	64	4	as	as	ADP
easat-6188	64	5	“	"	PUNCT
easat-6188	64	6	overeducation	overeducation	NOUN
easat-6188	64	7	”	"	PUNCT
easat-6188	64	8	and	and	CCONJ
easat-6188	64	9	skills	skill	NOUN
easat-6188	64	10	mismatch	mismatch	NOUN
easat-6188	64	11	have	have	AUX
easat-6188	64	12	also	also	ADV
easat-6188	64	13	been	be	AUX
easat-6188	64	14	highlighted	highlight	VERB
easat-6188	64	15	–	–	PUNCT
easat-6188	64	16	li	li	X
easat-6188	65	1	[	[	X
easat-6188	65	2	2	2	NUM
easat-6188	65	3	]	]	PUNCT
easat-6188	65	4	found	find	VERB
easat-6188	65	5	that	that	SCONJ
easat-6188	65	6	a	a	DET
easat-6188	65	7	significant	significant	ADJ
easat-6188	65	8	number	number	NOUN
easat-6188	65	9	of	of	ADP
easat-6188	65	10	chinese	chinese	ADJ
easat-6188	65	11	graduates	graduate	NOUN
easat-6188	65	12	occupy	occupy	VERB
easat-6188	65	13	jobs	job	NOUN
easat-6188	65	14	that	that	PRON
easat-6188	65	15	do	do	AUX
easat-6188	65	16	not	not	PART
easat-6188	65	17	require	require	VERB
easat-6188	65	18	a	a	DET
easat-6188	65	19	college	college	NOUN
easat-6188	65	20	degree	degree	NOUN
easat-6188	65	21	,	,	PUNCT
easat-6188	65	22	leading	lead	VERB
easat-6188	65	23	to	to	ADP
easat-6188	65	24	wage	wage	VERB
easat-6188	65	25	penalties	penalty	NOUN
easat-6188	65	26	for	for	ADP
easat-6188	65	27	the	the	DET
easat-6188	65	28	overeducated	overeducated	ADJ
easat-6188	65	29	[	[	X
easat-6188	65	30	12	12	NUM
easat-6188	65	31	]	]	PUNCT
easat-6188	65	32	.	.	PUNCT
easat-6188	66	1	more	more	ADV
easat-6188	66	2	recently	recently	ADV
easat-6188	66	3	,	,	PUNCT
easat-6188	66	4	hang	hang	VERB
easat-6188	66	5	and	and	CCONJ
easat-6188	66	6	zhou	zhou	X
easat-6188	67	1	[	[	X
easat-6188	67	2	13	13	NUM
easat-6188	67	3	]	]	PUNCT
easat-6188	67	4	applied	applied	ADJ
easat-6188	67	5	machine	machine	NOUN
easat-6188	67	6	learning	learn	VERB
easat-6188	67	7	to	to	PART
easat-6188	67	8	analyze	analyze	VERB
easat-6188	67	9	how	how	SCONJ
easat-6188	67	10	a	a	DET
easat-6188	67	11	graduate	graduate	NOUN
easat-6188	67	12	’s	’s	PART
easat-6188	67	13	choice	choice	NOUN
easat-6188	67	14	of	of	ADP
easat-6188	67	15	major	major	ADJ
easat-6188	67	16	affects	affect	NOUN
easat-6188	67	17	starting	start	VERB
easat-6188	67	18	wages	wage	NOUN
easat-6188	67	19	,	,	PUNCT
easat-6188	67	20	revealing	reveal	VERB
easat-6188	67	21	the	the	DET
easat-6188	67	22	importance	importance	NOUN
easat-6188	67	23	of	of	ADP
easat-6188	67	24	aligning	align	VERB
easat-6188	67	25	educational	educational	ADJ
easat-6188	67	26	specializations	specialization	NOUN
easat-6188	67	27	with	with	ADP
easat-6188	67	28	labor	labor	NOUN
easat-6188	67	29	market	market	NOUN
easat-6188	67	30	demand	demand	NOUN
easat-6188	67	31	[	[	X
easat-6188	67	32	13	13	NUM
easat-6188	67	33	]	]	PUNCT
easat-6188	67	34	.	.	PUNCT
easat-6188	68	1	these	these	DET
easat-6188	68	2	works	work	NOUN
easat-6188	68	3	,	,	PUNCT
easat-6188	68	4	mostly	mostly	ADV
easat-6188	68	5	based	base	VERB
easat-6188	68	6	on	on	ADP
easat-6188	68	7	surveys	survey	NOUN
easat-6188	68	8	and	and	CCONJ
easat-6188	68	9	statistical	statistical	ADJ
easat-6188	68	10	analyses	analysis	NOUN
easat-6188	68	11	,	,	PUNCT
easat-6188	68	12	provide	provide	VERB
easat-6188	68	13	valuable	valuable	ADJ
easat-6188	68	14	context	context	NOUN
easat-6188	68	15	on	on	ADP
easat-6188	68	16	trends	trend	NOUN
easat-6188	68	17	and	and	CCONJ
easat-6188	68	18	challenges	challenge	NOUN
easat-6188	68	19	(	(	PUNCT
easat-6188	68	20	e.g.	e.g.	ADV
easat-6188	68	21	oversupply	oversupply	ADV
easat-6188	68	22	of	of	ADP
easat-6188	68	23	graduates	graduate	NOUN
easat-6188	68	24	,	,	PUNCT
easat-6188	68	25	field	field	NOUN
easat-6188	68	26	-	-	PUNCT
easat-6188	68	27	of	of	ADP
easat-6188	68	28	-	-	PUNCT
easat-6188	68	29	study	study	NOUN
easat-6188	68	30	misalignment	misalignment	NOUN
easat-6188	68	31	)	)	PUNCT
easat-6188	68	32	,	,	PUNCT
easat-6188	68	33	but	but	CCONJ
easat-6188	68	34	they	they	PRON
easat-6188	68	35	generally	generally	ADV
easat-6188	68	36	stop	stop	VERB
easat-6188	68	37	short	short	ADV
easat-6188	68	38	of	of	ADP
easat-6188	68	39	building	build	VERB
easat-6188	68	40	robust	robust	ADJ
easat-6188	68	41	predictive	predictive	ADJ
easat-6188	68	42	models	model	NOUN
easat-6188	68	43	.	.	PUNCT
easat-6188	69	1	several	several	ADJ
easat-6188	69	2	studies	study	NOUN
easat-6188	69	3	have	have	AUX
easat-6188	69	4	attempted	attempt	VERB
easat-6188	69	5	to	to	PART
easat-6188	69	6	forecast	forecast	VERB
easat-6188	69	7	graduate	graduate	ADJ
easat-6188	69	8	employment	employment	NOUN
easat-6188	69	9	outcomes	outcome	NOUN
easat-6188	69	10	using	use	VERB
easat-6188	69	11	quantitative	quantitative	ADJ
easat-6188	69	12	models	model	NOUN
easat-6188	69	13	.	.	PUNCT
easat-6188	70	1	early	early	ADJ
easat-6188	70	2	approaches	approach	NOUN
easat-6188	70	3	often	often	ADV
easat-6188	70	4	employed	employ	VERB
easat-6188	70	5	time	time	NOUN
easat-6188	70	6	-	-	PUNCT
easat-6188	70	7	series	series	NOUN
easat-6188	70	8	analysis	analysis	NOUN
easat-6188	70	9	or	or	CCONJ
easat-6188	70	10	basic	basic	ADJ
easat-6188	70	11	machine	machine	NOUN
easat-6188	70	12	learning	learn	VERB
easat-6188	70	13	on	on	ADP
easat-6188	70	14	aggregated	aggregated	ADJ
easat-6188	70	15	data	datum	NOUN
easat-6188	70	16	.	.	PUNCT
easat-6188	71	1	for	for	ADP
easat-6188	71	2	instance	instance	NOUN
easat-6188	71	3	,	,	PUNCT
easat-6188	71	4	zhang	zhang	PROPN
easat-6188	71	5	,	,	PUNCT
easat-6188	71	6	et	et	PROPN
easat-6188	71	7	al	al	PROPN
easat-6188	71	8	.	.	PUNCT
easat-6188	72	1	[	[	X
easat-6188	72	2	7	7	NUM
easat-6188	72	3	]	]	PUNCT
easat-6188	72	4	.	.	PUNCT
easat-6188	72	5	developed	develop	VERB
easat-6188	72	6	a	a	DET
easat-6188	72	7	neural	neural	ADJ
easat-6188	72	8	network	network	NOUN
easat-6188	72	9	model	model	NOUN
easat-6188	72	10	combined	combine	VERB
easat-6188	72	11	with	with	ADP
easat-6188	72	12	time	time	NOUN
easat-6188	72	13	-	-	PUNCT
easat-6188	72	14	series	series	NOUN
easat-6188	72	15	features	feature	VERB
easat-6188	72	16	to	to	PART
easat-6188	72	17	predict	predict	VERB
easat-6188	72	18	annual	annual	ADJ
easat-6188	72	19	employment	employment	NOUN
easat-6188	72	20	rates	rate	NOUN
easat-6188	72	21	of	of	ADP
easat-6188	72	22	college	college	NOUN
easat-6188	72	23	graduates	graduate	NOUN
easat-6188	72	24	in	in	ADP
easat-6188	72	25	china	china	PROPN
easat-6188	73	1	[	[	X
easat-6188	73	2	7	7	NUM
easat-6188	73	3	]	]	PUNCT
easat-6188	73	4	.	.	PUNCT
easat-6188	74	1	their	their	PRON
easat-6188	74	2	model	model	NOUN
easat-6188	74	3	improved	improve	VERB
easat-6188	74	4	accuracy	accuracy	NOUN
easat-6188	74	5	over	over	ADP
easat-6188	74	6	simple	simple	ADJ
easat-6188	74	7	linear	linear	ADJ
easat-6188	74	8	trends	trend	NOUN
easat-6188	74	9	,	,	PUNCT
easat-6188	74	10	indicating	indicate	VERB
easat-6188	74	11	the	the	DET
easat-6188	74	12	promise	promise	NOUN
easat-6188	74	13	of	of	ADP
easat-6188	74	14	advanced	advanced	ADJ
easat-6188	74	15	methods	method	NOUN
easat-6188	74	16	in	in	ADP
easat-6188	74	17	this	this	DET
easat-6188	74	18	domain	domain	NOUN
easat-6188	74	19	.	.	PUNCT
easat-6188	75	1	similarly	similarly	ADV
easat-6188	75	2	,	,	PUNCT
easat-6188	75	3	zhang	zhang	PROPN
easat-6188	75	4	,	,	PUNCT
easat-6188	75	5	et	et	PROPN
easat-6188	75	6	al	al	PROPN
easat-6188	75	7	.	.	PUNCT
easat-6188	76	1	[	[	X
easat-6188	76	2	7	7	NUM
easat-6188	76	3	]	]	X
easat-6188	76	4	leveraged	leveraged	ADJ
easat-6188	76	5	machine	machine	NOUN
easat-6188	76	6	learning	learn	VERB
easat-6188	76	7	algorithms	algorithm	NOUN
easat-6188	76	8	(	(	PUNCT
easat-6188	76	9	random	random	ADJ
easat-6188	76	10	forest	forest	NOUN
easat-6188	76	11	and	and	CCONJ
easat-6188	76	12	backpropagation	backpropagation	NOUN
easat-6188	76	13	neural	neural	ADJ
easat-6188	76	14	network	network	NOUN
easat-6188	76	15	)	)	PUNCT
easat-6188	76	16	to	to	PART
easat-6188	76	17	predict	predict	VERB
easat-6188	76	18	the	the	DET
easat-6188	76	19	employment	employment	NOUN
easat-6188	76	20	retention	retention	NOUN
easat-6188	76	21	rate	rate	NOUN
easat-6188	76	22	of	of	ADP
easat-6188	76	23	graduates	graduate	NOUN
easat-6188	76	24	from	from	ADP
easat-6188	76	25	china	china	PROPN
easat-6188	76	26	’s	’s	PART
easat-6188	76	27	top	top	ADJ
easat-6188	76	28	universities	university	NOUN
easat-6188	76	29	[	[	X
easat-6188	76	30	14	14	NUM
easat-6188	76	31	]	]	PUNCT
easat-6188	76	32	.	.	PUNCT
easat-6188	77	1	these	these	DET
easat-6188	77	2	efforts	effort	NOUN
easat-6188	77	3	demonstrated	demonstrate	VERB
easat-6188	77	4	better	well	ADJ
easat-6188	77	5	performance	performance	NOUN
easat-6188	77	6	than	than	ADP
easat-6188	77	7	traditional	traditional	ADJ
easat-6188	77	8	statistical	statistical	ADJ
easat-6188	77	9	forecasts	forecast	NOUN
easat-6188	77	10	,	,	PUNCT
easat-6188	77	11	suggesting	suggest	VERB
easat-6188	77	12	that	that	SCONJ
easat-6188	77	13	non	non	ADJ
easat-6188	77	14	-	-	ADJ
easat-6188	77	15	linear	linear	ADJ
easat-6188	77	16	models	model	NOUN
easat-6188	77	17	can	can	AUX
easat-6188	77	18	capture	capture	VERB
easat-6188	77	19	complex	complex	ADJ
easat-6188	77	20	patterns	pattern	NOUN
easat-6188	77	21	in	in	ADP
easat-6188	77	22	graduate	graduate	ADJ
easat-6188	77	23	employment	employment	NOUN
easat-6188	77	24	data	datum	NOUN
easat-6188	77	25	.	.	PUNCT
easat-6188	78	1	however	however	ADV
easat-6188	78	2	,	,	PUNCT
easat-6188	78	3	a	a	DET
easat-6188	78	4	common	common	ADJ
easat-6188	78	5	limitation	limitation	NOUN
easat-6188	78	6	is	be	AUX
easat-6188	78	7	that	that	SCONJ
easat-6188	78	8	such	such	ADJ
easat-6188	78	9	models	model	NOUN
easat-6188	78	10	rely	rely	VERB
easat-6188	78	11	almost	almost	ADV
easat-6188	78	12	entirely	entirely	ADV
easat-6188	78	13	on	on	ADP
easat-6188	78	14	structured	structured	ADJ
easat-6188	78	15	data	datum	NOUN
easat-6188	78	16	(	(	PUNCT
easat-6188	78	17	e.g.	e.g.	ADV
easat-6188	78	18	employment	employment	NOUN
easat-6188	78	19	rates	rate	NOUN
easat-6188	78	20	,	,	PUNCT
easat-6188	78	21	demographic	demographic	ADJ
easat-6188	78	22	stats	stat	NOUN
easat-6188	78	23	)	)	PUNCT
easat-6188	78	24	and	and	CCONJ
easat-6188	78	25	handcrafted	handcraft	VERB
easat-6188	78	26	features	feature	NOUN
easat-6188	78	27	.	.	PUNCT
easat-6188	79	1	they	they	PRON
easat-6188	79	2	often	often	ADV
easat-6188	79	3	struggle	struggle	VERB
easat-6188	79	4	to	to	PART
easat-6188	79	5	generalize	generalize	VERB
easat-6188	79	6	beyond	beyond	ADP
easat-6188	79	7	the	the	DET
easat-6188	79	8	specific	specific	ADJ
easat-6188	79	9	dataset	dataset	NOUN
easat-6188	79	10	or	or	CCONJ
easat-6188	79	11	population	population	NOUN
easat-6188	79	12	studied	study	VERB
easat-6188	79	13	,	,	PUNCT
easat-6188	79	14	and	and	CCONJ
easat-6188	79	15	they	they	PRON
easat-6188	79	16	overlook	overlook	VERB
easat-6188	79	17	rich	rich	ADJ
easat-6188	79	18	unstructured	unstructured	ADJ
easat-6188	79	19	information	information	NOUN
easat-6188	79	20	(	(	PUNCT
easat-6188	79	21	like	like	ADP
easat-6188	79	22	job	job	NOUN
easat-6188	79	23	descriptions	description	NOUN
easat-6188	79	24	or	or	CCONJ
easat-6188	79	25	personal	personal	ADJ
easat-6188	79	26	statements	statement	NOUN
easat-6188	79	27	)	)	PUNCT
easat-6188	79	28	that	that	PRON
easat-6188	79	29	could	could	AUX
easat-6188	79	30	further	far	ADV
easat-6188	79	31	explain	explain	VERB
easat-6188	79	32	employment	employment	NOUN
easat-6188	79	33	outcomes	outcome	NOUN
easat-6188	79	34	.	.	PUNCT
easat-6188	80	1	in	in	ADP
easat-6188	80	2	summary	summary	NOUN
easat-6188	80	3	,	,	PUNCT
easat-6188	80	4	existing	exist	VERB
easat-6188	80	5	research	research	NOUN
easat-6188	80	6	on	on	ADP
easat-6188	80	7	chinese	chinese	ADJ
easat-6188	80	8	graduate	graduate	NOUN
easat-6188	80	9	employment	employment	NOUN
easat-6188	80	10	provides	provide	VERB
easat-6188	80	11	important	important	ADJ
easat-6188	80	12	descriptive	descriptive	ADJ
easat-6188	80	13	insights	insight	NOUN
easat-6188	80	14	and	and	CCONJ
easat-6188	80	15	some	some	DET
easat-6188	80	16	predictive	predictive	ADJ
easat-6188	80	17	attempts	attempt	NOUN
easat-6188	80	18	,	,	PUNCT
easat-6188	80	19	but	but	CCONJ
easat-6188	80	20	there	there	PRON
easat-6188	80	21	remains	remain	VERB
easat-6188	80	22	a	a	DET
easat-6188	80	23	gap	gap	NOUN
easat-6188	80	24	in	in	ADP
easat-6188	80	25	integrating	integrate	VERB
easat-6188	80	26	diverse	diverse	ADJ
easat-6188	80	27	data	datum	NOUN
easat-6188	80	28	sources	source	NOUN
easat-6188	80	29	and	and	CCONJ
easat-6188	80	30	achieving	achieve	VERB
easat-6188	80	31	higher	high	ADJ
easat-6188	80	32	prediction	prediction	NOUN
easat-6188	80	33	accuracy	accuracy	NOUN
easat-6188	80	34	and	and	CCONJ
easat-6188	80	35	generalizability	generalizability	NOUN
easat-6188	80	36	.	.	PUNCT
easat-6188	81	1	2.2	2.2	NUM
easat-6188	81	2	.	.	PUNCT
easat-6188	81	3	applications	application	NOUN
easat-6188	81	4	of	of	ADP
easat-6188	81	5	nlp	nlp	NOUN
easat-6188	81	6	and	and	CCONJ
easat-6188	81	7	machine	machine	NOUN
easat-6188	81	8	learning	learn	VERB
easat-6188	81	9	in	in	ADP
easat-6188	81	10	education	education	NOUN
easat-6188	81	11	and	and	CCONJ
easat-6188	81	12	employment	employment	NOUN
easat-6188	81	13	analysis	analysis	NOUN
easat-6188	81	14	in	in	ADP
easat-6188	81	15	recent	recent	ADJ
easat-6188	81	16	years	year	NOUN
easat-6188	81	17	,	,	PUNCT
easat-6188	81	18	researchers	researcher	NOUN
easat-6188	81	19	have	have	AUX
easat-6188	81	20	increasingly	increasingly	ADV
easat-6188	81	21	turned	turn	VERB
easat-6188	81	22	to	to	ADP
easat-6188	81	23	natural	natural	ADJ
easat-6188	81	24	language	language	NOUN
easat-6188	81	25	processing	processing	NOUN
easat-6188	81	26	(	(	PUNCT
easat-6188	81	27	nlp	nlp	NOUN
easat-6188	81	28	)	)	PUNCT
easat-6188	81	29	and	and	CCONJ
easat-6188	81	30	machine	machine	NOUN
easat-6188	81	31	learning	learn	VERB
easat-6188	81	32	techniques	technique	NOUN
easat-6188	81	33	to	to	PART
easat-6188	81	34	gain	gain	VERB
easat-6188	81	35	deeper	deep	ADJ
easat-6188	81	36	insights	insight	NOUN
easat-6188	81	37	into	into	ADP
easat-6188	81	38	educational	educational	ADJ
easat-6188	81	39	and	and	CCONJ
easat-6188	81	40	employment	employment	NOUN
easat-6188	81	41	trends	trend	NOUN
easat-6188	81	42	.	.	PUNCT
easat-6188	82	1	a	a	DET
easat-6188	82	2	recent	recent	ADJ
easat-6188	82	3	survey	survey	NOUN
easat-6188	82	4	of	of	ADP
easat-6188	82	5	labor	labor	NOUN
easat-6188	82	6	market	market	NOUN
easat-6188	82	7	analytics	analytic	NOUN
easat-6188	82	8	research	research	NOUN
easat-6188	82	9	(	(	PUNCT
easat-6188	82	10	2015–2022	2015–2022	NUM
easat-6188	82	11	)	)	PUNCT
easat-6188	82	12	shows	show	VERB
easat-6188	82	13	that	that	SCONJ
easat-6188	82	14	traditional	traditional	ADJ
easat-6188	82	15	data	datum	NOUN
easat-6188	82	16	sources	source	NOUN
easat-6188	82	17	and	and	CCONJ
easat-6188	82	18	methods	method	NOUN
easat-6188	82	19	often	often	ADV
easat-6188	82	20	fail	fail	VERB
easat-6188	82	21	to	to	PART
easat-6188	82	22	capture	capture	VERB
easat-6188	82	23	the	the	DET
easat-6188	82	24	evolving	evolve	VERB
easat-6188	82	25	complexity	complexity	NOUN
easat-6188	82	26	of	of	ADP
easat-6188	82	27	job	job	NOUN
easat-6188	82	28	markets	market	NOUN
easat-6188	82	29	,	,	PUNCT
easat-6188	82	30	and	and	CCONJ
easat-6188	82	31	emphasizes	emphasize	VERB
easat-6188	82	32	the	the	DET
easat-6188	82	33	need	need	NOUN
easat-6188	82	34	to	to	PART
easat-6188	82	35	leverage	leverage	VERB
easat-6188	82	36	new	new	ADJ
easat-6188	82	37	data	datum	NOUN
easat-6188	82	38	(	(	PUNCT
easat-6188	82	39	like	like	ADP
easat-6188	82	40	text	text	NOUN
easat-6188	82	41	from	from	ADP
easat-6188	82	42	online	online	ADJ
easat-6188	82	43	platforms	platform	NOUN
easat-6188	82	44	)	)	PUNCT
easat-6188	82	45	with	with	ADP
easat-6188	82	46	advanced	advanced	ADJ
easat-6188	82	47	algorithms	algorithm	NOUN
easat-6188	82	48	[	[	X
easat-6188	82	49	15	15	NUM
easat-6188	82	50	]	]	PUNCT
easat-6188	82	51	.	.	PUNCT
easat-6188	83	1	in	in	ADP
easat-6188	83	2	the	the	DET
easat-6188	83	3	context	context	NOUN
easat-6188	83	4	of	of	ADP
easat-6188	83	5	graduate	graduate	ADJ
easat-6188	83	6	employment	employment	NOUN
easat-6188	83	7	,	,	PUNCT
easat-6188	83	8	nlp	nlp	NOUN
easat-6188	83	9	allows	allow	VERB
easat-6188	83	10	analysts	analyst	NOUN
easat-6188	83	11	to	to	PART
easat-6188	83	12	tap	tap	VERB
easat-6188	83	13	into	into	ADP
easat-6188	83	14	unstructured	unstructured	ADJ
easat-6188	83	15	textual	textual	ADJ
easat-6188	83	16	data	datum	NOUN
easat-6188	83	17	(	(	PUNCT
easat-6188	83	18	such	such	ADJ
easat-6188	83	19	as	as	ADP
easat-6188	83	20	job	job	NOUN
easat-6188	83	21	postings	posting	NOUN
easat-6188	83	22	,	,	PUNCT
easat-6188	83	23	social	social	ADJ
easat-6188	83	24	media	medium	NOUN
easat-6188	83	25	,	,	PUNCT
easat-6188	83	26	or	or	CCONJ
easat-6188	83	27	resumes	resume	NOUN
easat-6188	83	28	)	)	PUNCT
easat-6188	83	29	to	to	PART
easat-6188	83	30	uncover	uncover	VERB
easat-6188	83	31	patterns	pattern	NOUN
easat-6188	83	32	that	that	SCONJ
easat-6188	83	33	structured	structured	ADJ
easat-6188	83	34	data	datum	NOUN
easat-6188	83	35	alone	alone	ADV
easat-6188	83	36	might	might	AUX
easat-6188	83	37	miss	miss	VERB
easat-6188	83	38	.	.	PUNCT
easat-6188	84	1	for	for	ADP
easat-6188	84	2	example	example	NOUN
easat-6188	84	3	,	,	PUNCT
easat-6188	84	4	johnson	johnson	PROPN
easat-6188	84	5	and	and	CCONJ
easat-6188	84	6	zhang	zhang	PROPN
easat-6188	84	7	[	[	X
easat-6188	84	8	5	5	NUM
easat-6188	84	9	]	]	PUNCT
easat-6188	84	10	analyzed	analyze	VERB
easat-6188	84	11	millions	million	NOUN
easat-6188	84	12	of	of	ADP
easat-6188	84	13	postings	posting	NOUN
easat-6188	84	14	on	on	ADP
easat-6188	84	15	online	online	ADJ
easat-6188	84	16	job	job	NOUN
easat-6188	84	17	portals	portal	NOUN
easat-6188	84	18	using	use	VERB
easat-6188	84	19	nlp	nlp	NOUN
easat-6188	84	20	techniques	technique	NOUN
easat-6188	84	21	to	to	PART
easat-6188	84	22	understand	understand	VERB
easat-6188	84	23	employment	employment	NOUN
easat-6188	84	24	trend	trend	NOUN
easat-6188	84	25	dynamics	dynamic	NOUN
easat-6188	84	26	[	[	X
easat-6188	84	27	16	16	NUM
easat-6188	84	28	]	]	PUNCT
easat-6188	84	29	.	.	PUNCT
easat-6188	85	1	their	their	PRON
easat-6188	85	2	study	study	NOUN
easat-6188	85	3	extracted	extract	VERB
easat-6188	85	4	frequently	frequently	ADV
easat-6188	85	5	demanded	demand	VERB
easat-6188	85	6	skills	skill	NOUN
easat-6188	85	7	and	and	CCONJ
easat-6188	85	8	roles	role	NOUN
easat-6188	85	9	,	,	PUNCT
easat-6188	85	10	revealing	reveal	VERB
easat-6188	85	11	real	real	ADJ
easat-6188	85	12	-	-	PUNCT
easat-6188	85	13	time	time	NOUN
easat-6188	85	14	shifts	shift	NOUN
easat-6188	85	15	in	in	ADP
easat-6188	85	16	industry	industry	NOUN
easat-6188	85	17	requirements	requirement	NOUN
easat-6188	85	18	that	that	PRON
easat-6188	85	19	inform	inform	VERB
easat-6188	85	20	graduate	graduate	NOUN
easat-6188	85	21	career	career	NOUN
easat-6188	85	22	planning	planning	NOUN
easat-6188	85	23	.	.	PUNCT
easat-6188	86	1	likewise	likewise	ADV
easat-6188	86	2	,	,	PUNCT
easat-6188	86	3	xu	xu	PROPN
easat-6188	86	4	and	and	CCONJ
easat-6188	86	5	chen	chen	PROPN
easat-6188	86	6	performed	perform	VERB
easat-6188	86	7	text	text	NOUN
easat-6188	86	8	mining	mining	NOUN
easat-6188	86	9	on	on	ADP
easat-6188	86	10	job	job	NOUN
easat-6188	86	11	descriptions	description	NOUN
easat-6188	86	12	across	across	ADP
easat-6188	86	13	various	various	ADJ
easat-6188	86	14	industries	industry	NOUN
easat-6188	86	15	,	,	PUNCT
easat-6188	86	16	finding	find	VERB
easat-6188	86	17	emerging	emerge	VERB
easat-6188	86	18	skill	skill	NOUN
easat-6188	86	19	keywords	keyword	NOUN
easat-6188	86	20	and	and	CCONJ
easat-6188	86	21	competency	competency	NOUN
easat-6188	86	22	requirements	requirement	NOUN
easat-6188	86	23	via	via	ADP
easat-6188	86	24	nlp	nlp	NOUN
easat-6188	86	25	-	-	PUNCT
easat-6188	86	26	driven	drive	VERB
easat-6188	86	27	analysis	analysis	NOUN
easat-6188	86	28	[	[	X
easat-6188	86	29	17	17	NUM
easat-6188	86	30	]	]	PUNCT
easat-6188	86	31	.	.	PUNCT
easat-6188	87	1	these	these	DET
easat-6188	87	2	works	work	NOUN
easat-6188	87	3	demonstrate	demonstrate	VERB
easat-6188	87	4	that	that	SCONJ
easat-6188	87	5	nlp	nlp	NOUN
easat-6188	87	6	can	can	AUX
easat-6188	87	7	elucidate	elucidate	VERB
easat-6188	87	8	the	the	DET
easat-6188	87	9	changing	change	VERB
easat-6188	87	10	skill	skill	NOUN
easat-6188	87	11	demands	demand	NOUN
easat-6188	87	12	and	and	CCONJ
easat-6188	87	13	industry	industry	NOUN
easat-6188	87	14	trends	trend	NOUN
easat-6188	87	15	,	,	PUNCT
easat-6188	87	16	offering	offer	VERB
easat-6188	87	17	a	a	DET
easat-6188	87	18	more	more	ADV
easat-6188	87	19	nuanced	nuanced	ADJ
easat-6188	87	20	view	view	NOUN
easat-6188	87	21	of	of	ADP
easat-6188	87	22	the	the	DET
easat-6188	87	23	labor	labor	NOUN
easat-6188	87	24	market	market	NOUN
easat-6188	87	25	that	that	PRON
easat-6188	87	26	benefits	benefit	VERB
easat-6188	87	27	universities	university	NOUN
easat-6188	87	28	and	and	CCONJ
easat-6188	87	29	graduates	graduate	NOUN
easat-6188	87	30	.	.	PUNCT
easat-6188	88	1	researchers	researcher	NOUN
easat-6188	88	2	have	have	AUX
easat-6188	88	3	also	also	ADV
easat-6188	88	4	applied	apply	VERB
easat-6188	88	5	nlp	nlp	NOUN
easat-6188	88	6	to	to	PART
easat-6188	88	7	gauge	gauge	VERB
easat-6188	88	8	public	public	ADJ
easat-6188	88	9	sentiment	sentiment	NOUN
easat-6188	88	10	and	and	CCONJ
easat-6188	88	11	policy	policy	NOUN
easat-6188	88	12	impact	impact	NOUN
easat-6188	88	13	on	on	ADP
easat-6188	88	14	employment	employment	NOUN
easat-6188	88	15	.	.	PUNCT
easat-6188	89	1	for	for	ADP
easat-6188	89	2	instance	instance	NOUN
easat-6188	89	3	,	,	PUNCT
easat-6188	89	4	tong	tong	PROPN
easat-6188	89	5	and	and	CCONJ
easat-6188	89	6	chen	chen	PROPN
easat-6188	89	7	proposed	propose	VERB
easat-6188	89	8	a	a	DET
easat-6188	89	9	combined	combined	ADJ
easat-6188	89	10	approach	approach	NOUN
easat-6188	89	11	using	use	VERB
easat-6188	89	12	topic	topic	NOUN
easat-6188	89	13	modeling	modeling	NOUN
easat-6188	89	14	(	(	PUNCT
easat-6188	89	15	lda	lda	PROPN
easat-6188	89	16	)	)	PUNCT
easat-6188	89	17	and	and	CCONJ
easat-6188	89	18	bert	bert	NOUN
easat-6188	89	19	-	-	PUNCT
easat-6188	89	20	based	base	VERB
easat-6188	89	21	sentiment	sentiment	NOUN
easat-6188	89	22	analysis	analysis	NOUN
easat-6188	89	23	to	to	PART
easat-6188	89	24	analyze	analyze	VERB
easat-6188	89	25	social	social	ADJ
easat-6188	89	26	media	medium	NOUN
easat-6188	89	27	discussions	discussion	NOUN
easat-6188	89	28	about	about	ADP
easat-6188	89	29	employment	employment	NOUN
easat-6188	89	30	issues	issue	NOUN
easat-6188	89	31	in	in	ADP
easat-6188	89	32	china	china	PROPN
easat-6188	90	1	[	[	X
easat-6188	90	2	18	18	NUM
easat-6188	90	3	]	]	PUNCT
easat-6188	90	4	.	.	PUNCT
easat-6188	91	1	their	their	PRON
easat-6188	91	2	case	case	NOUN
easat-6188	91	3	study	study	NOUN
easat-6188	91	4	revealed	reveal	VERB
easat-6188	91	5	negative	negative	ADJ
easat-6188	91	6	public	public	ADJ
easat-6188	91	7	1148	1148	NUM
easat-6188	91	8	edelweiss	edelweiss	PROPN
easat-6188	91	9	applied	apply	VERB
easat-6188	91	10	science	science	NOUN
easat-6188	91	11	and	and	CCONJ
easat-6188	91	12	technology	technology	NOUN
easat-6188	91	13	issn	issn	PROPN
easat-6188	91	14	:	:	PUNCT
easat-6188	91	15	2576	2576	NUM
easat-6188	91	16	-	-	SYM
easat-6188	91	17	8484	8484	NUM
easat-6188	91	18	vol	vol	NOUN
easat-6188	91	19	.	.	PROPN
easat-6188	92	1	9	9	NUM
easat-6188	92	2	,	,	PUNCT
easat-6188	92	3	no	no	INTJ
easat-6188	92	4	.	.	NOUN
easat-6188	93	1	4	4	NUM
easat-6188	93	2	:	:	SYM
easat-6188	93	3	1145	1145	NUM
easat-6188	93	4	-	-	SYM
easat-6188	93	5	1159	1159	NUM
easat-6188	93	6	,	,	PUNCT
easat-6188	93	7	2025	2025	NUM
easat-6188	93	8	doi	doi	NOUN
easat-6188	93	9	:	:	PUNCT
easat-6188	93	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	93	11	©	©	PROPN
easat-6188	93	12	2025	2025	NUM
easat-6188	93	13	by	by	ADP
easat-6188	93	14	the	the	DET
easat-6188	93	15	authors	author	NOUN
easat-6188	93	16	;	;	PUNCT
easat-6188	93	17	licensee	licensee	PROPN
easat-6188	93	18	learning	learn	VERB
easat-6188	93	19	gate	gate	NOUN
easat-6188	93	20	sentiment	sentiment	NOUN
easat-6188	93	21	toward	toward	ADP
easat-6188	93	22	the	the	DET
easat-6188	93	23	employment	employment	NOUN
easat-6188	93	24	situation	situation	NOUN
easat-6188	93	25	and	and	CCONJ
easat-6188	93	26	regional	regional	ADJ
easat-6188	93	27	differences	difference	NOUN
easat-6188	93	28	in	in	ADP
easat-6188	93	29	concerns	concern	NOUN
easat-6188	93	30	,	,	PUNCT
easat-6188	93	31	underscoring	underscore	VERB
easat-6188	93	32	how	how	SCONJ
easat-6188	93	33	unstructured	unstructured	ADJ
easat-6188	93	34	text	text	NOUN
easat-6188	93	35	analysis	analysis	NOUN
easat-6188	93	36	can	can	AUX
easat-6188	93	37	inform	inform	VERB
easat-6188	93	38	policymakers	policymaker	NOUN
easat-6188	93	39	about	about	ADP
easat-6188	93	40	societal	societal	ADJ
easat-6188	93	41	perceptions	perception	NOUN
easat-6188	93	42	of	of	ADP
easat-6188	93	43	graduate	graduate	ADJ
easat-6188	93	44	job	job	NOUN
easat-6188	93	45	prospects	prospect	NOUN
easat-6188	93	46	.	.	PUNCT
easat-6188	94	1	machine	machine	NOUN
easat-6188	94	2	learning	learn	VERB
easat-6188	94	3	methods	method	NOUN
easat-6188	94	4	have	have	AUX
easat-6188	94	5	further	far	ADV
easat-6188	94	6	been	be	AUX
easat-6188	94	7	combined	combine	VERB
easat-6188	94	8	with	with	ADP
easat-6188	94	9	nlp	nlp	ADJ
easat-6188	94	10	-	-	PUNCT
easat-6188	94	11	derived	derive	VERB
easat-6188	94	12	features	feature	NOUN
easat-6188	94	13	to	to	PART
easat-6188	94	14	improve	improve	VERB
easat-6188	94	15	predictive	predictive	ADJ
easat-6188	94	16	modeling	modeling	NOUN
easat-6188	94	17	in	in	ADP
easat-6188	94	18	education	education	NOUN
easat-6188	94	19	and	and	CCONJ
easat-6188	94	20	employment	employment	NOUN
easat-6188	94	21	domains	domain	NOUN
easat-6188	94	22	.	.	PUNCT
easat-6188	95	1	a	a	DET
easat-6188	95	2	pioneering	pioneer	VERB
easat-6188	95	3	study	study	NOUN
easat-6188	95	4	by	by	ADP
easat-6188	95	5	liu	liu	PROPN
easat-6188	95	6	,	,	PUNCT
easat-6188	95	7	et	et	PROPN
easat-6188	95	8	al	al	PROPN
easat-6188	95	9	.	.	PUNCT
easat-6188	96	1	[	[	X
easat-6188	96	2	10	10	NUM
easat-6188	96	3	]	]	X
easat-6188	96	4	integrated	integrate	VERB
easat-6188	96	5	deep	deep	ADJ
easat-6188	96	6	learning	learning	NOUN
easat-6188	96	7	with	with	ADP
easat-6188	96	8	text	text	NOUN
easat-6188	96	9	analytics	analytic	NOUN
easat-6188	96	10	to	to	PART
easat-6188	96	11	forecast	forecast	VERB
easat-6188	96	12	employment	employment	NOUN
easat-6188	96	13	trends	trend	NOUN
easat-6188	96	14	in	in	ADP
easat-6188	96	15	the	the	DET
easat-6188	96	16	tech	tech	NOUN
easat-6188	96	17	industry	industry	NOUN
easat-6188	96	18	[	[	X
easat-6188	96	19	19	19	NUM
easat-6188	96	20	]	]	PUNCT
easat-6188	96	21	.	.	PUNCT
easat-6188	97	1	they	they	PRON
easat-6188	97	2	used	use	VERB
easat-6188	97	3	nlp	nlp	NOUN
easat-6188	97	4	to	to	PART
easat-6188	97	5	extract	extract	VERB
easat-6188	97	6	features	feature	NOUN
easat-6188	97	7	from	from	ADP
easat-6188	97	8	job	job	NOUN
easat-6188	97	9	postings	posting	NOUN
easat-6188	97	10	and	and	CCONJ
easat-6188	97	11	combined	combine	VERB
easat-6188	97	12	them	they	PRON
easat-6188	97	13	with	with	ADP
easat-6188	97	14	a	a	DET
easat-6188	97	15	neural	neural	ADJ
easat-6188	97	16	network	network	NOUN
easat-6188	97	17	predictor	predictor	NOUN
easat-6188	97	18	,	,	PUNCT
easat-6188	97	19	achieving	achieve	VERB
easat-6188	97	20	notably	notably	ADV
easat-6188	97	21	higher	high	ADJ
easat-6188	97	22	accuracy	accuracy	NOUN
easat-6188	97	23	than	than	ADP
easat-6188	97	24	models	model	NOUN
easat-6188	97	25	using	use	VERB
easat-6188	97	26	only	only	ADV
easat-6188	97	27	numerical	numerical	ADJ
easat-6188	97	28	data	datum	NOUN
easat-6188	97	29	.	.	PUNCT
easat-6188	98	1	this	this	PRON
easat-6188	98	2	demonstrates	demonstrate	VERB
easat-6188	98	3	the	the	DET
easat-6188	98	4	potential	potential	NOUN
easat-6188	98	5	of	of	ADP
easat-6188	98	6	blending	blend	VERB
easat-6188	98	7	textual	textual	ADJ
easat-6188	98	8	insights	insight	NOUN
easat-6188	98	9	with	with	ADP
easat-6188	98	10	predictive	predictive	ADJ
easat-6188	98	11	algorithms	algorithm	NOUN
easat-6188	98	12	.	.	PUNCT
easat-6188	99	1	that	that	PRON
easat-6188	99	2	said	say	VERB
easat-6188	99	3	,	,	PUNCT
easat-6188	99	4	most	most	ADJ
easat-6188	99	5	existing	exist	VERB
easat-6188	99	6	works	work	NOUN
easat-6188	99	7	either	either	CCONJ
easat-6188	99	8	focus	focus	VERB
easat-6188	99	9	on	on	ADP
easat-6188	99	10	analysis	analysis	NOUN
easat-6188	99	11	of	of	ADP
easat-6188	99	12	textual	textual	ADJ
easat-6188	99	13	data	datum	NOUN
easat-6188	99	14	or	or	CCONJ
easat-6188	99	15	on	on	ADP
easat-6188	99	16	prediction	prediction	NOUN
easat-6188	99	17	using	use	VERB
easat-6188	99	18	structured	structured	ADJ
easat-6188	99	19	data	datum	NOUN
easat-6188	99	20	–	–	PUNCT
easat-6188	99	21	very	very	ADV
easat-6188	99	22	few	few	ADJ
easat-6188	99	23	truly	truly	ADV
easat-6188	99	24	merge	merge	VERB
easat-6188	99	25	the	the	DET
easat-6188	99	26	two	two	NUM
easat-6188	99	27	.	.	PUNCT
easat-6188	100	1	no	no	DET
easat-6188	100	2	prior	prior	ADJ
easat-6188	100	3	study	study	NOUN
easat-6188	100	4	has	have	VERB
easat-6188	100	5	fully	fully	ADV
easat-6188	100	6	unified	unify	VERB
easat-6188	100	7	multi	multi	ADJ
easat-6188	100	8	-	-	ADJ
easat-6188	100	9	source	source	NOUN
easat-6188	100	10	data	datum	NOUN
easat-6188	100	11	(	(	PUNCT
easat-6188	100	12	e.g.	e.g.	ADV
easat-6188	100	13	combining	combine	VERB
easat-6188	100	14	demographics	demographic	NOUN
easat-6188	100	15	,	,	PUNCT
easat-6188	100	16	academic	academic	ADJ
easat-6188	100	17	records	record	NOUN
easat-6188	100	18	,	,	PUNCT
easat-6188	100	19	and	and	CCONJ
easat-6188	100	20	textual	textual	ADJ
easat-6188	100	21	information	information	NOUN
easat-6188	100	22	from	from	ADP
easat-6188	100	23	resumes	resume	NOUN
easat-6188	100	24	/	/	SYM
easat-6188	100	25	job	job	NOUN
easat-6188	100	26	descriptions	description	NOUN
easat-6188	100	27	)	)	PUNCT
easat-6188	100	28	within	within	ADP
easat-6188	100	29	an	an	DET
easat-6188	100	30	ensemble	ensemble	ADJ
easat-6188	100	31	learning	learning	NOUN
easat-6188	100	32	framework	framework	NOUN
easat-6188	100	33	to	to	PART
easat-6188	100	34	predict	predict	VERB
easat-6188	100	35	chinese	chinese	ADJ
easat-6188	100	36	graduate	graduate	ADJ
easat-6188	100	37	employment	employment	NOUN
easat-6188	100	38	outcomes	outcome	NOUN
easat-6188	100	39	.	.	PUNCT
easat-6188	101	1	consequently	consequently	ADV
easat-6188	101	2	,	,	PUNCT
easat-6188	101	3	the	the	DET
easat-6188	101	4	prediction	prediction	NOUN
easat-6188	101	5	performance	performance	NOUN
easat-6188	101	6	in	in	ADP
easat-6188	101	7	earlier	early	ADJ
easat-6188	101	8	models	model	NOUN
easat-6188	101	9	remains	remain	VERB
easat-6188	101	10	modest	modest	ADJ
easat-6188	101	11	,	,	PUNCT
easat-6188	101	12	and	and	CCONJ
easat-6188	101	13	their	their	PRON
easat-6188	101	14	generalization	generalization	NOUN
easat-6188	101	15	is	be	AUX
easat-6188	101	16	limited	limit	VERB
easat-6188	101	17	when	when	SCONJ
easat-6188	101	18	applied	apply	VERB
easat-6188	101	19	to	to	ADP
easat-6188	101	20	new	new	ADJ
easat-6188	101	21	cohorts	cohort	NOUN
easat-6188	101	22	or	or	CCONJ
easat-6188	101	23	changing	change	VERB
easat-6188	101	24	market	market	NOUN
easat-6188	101	25	conditions	condition	NOUN
easat-6188	101	26	.	.	PUNCT
easat-6188	102	1	in	in	ADP
easat-6188	102	2	summary	summary	NOUN
easat-6188	102	3	,	,	PUNCT
easat-6188	102	4	prior	prior	ADJ
easat-6188	102	5	research	research	NOUN
easat-6188	102	6	lacks	lack	VERB
easat-6188	102	7	an	an	DET
easat-6188	102	8	integrated	integrated	ADJ
easat-6188	102	9	approach	approach	NOUN
easat-6188	102	10	:	:	PUNCT
easat-6188	102	11	one	one	NUM
easat-6188	102	12	that	that	SCONJ
easat-6188	102	13	harnesses	harness	NOUN
easat-6188	102	14	nlpextracted	nlpextracte	VERB
easat-6188	102	15	features	feature	NOUN
easat-6188	102	16	and	and	CCONJ
easat-6188	102	17	ensemble	ensemble	ADJ
easat-6188	102	18	machine	machine	NOUN
easat-6188	102	19	learning	learn	VERB
easat-6188	102	20	to	to	PART
easat-6188	102	21	boost	boost	VERB
easat-6188	102	22	prediction	prediction	NOUN
easat-6188	102	23	robustness	robustness	NOUN
easat-6188	102	24	.	.	PUNCT
easat-6188	103	1	this	this	DET
easat-6188	103	2	gap	gap	NOUN
easat-6188	103	3	in	in	ADP
easat-6188	103	4	the	the	DET
easat-6188	103	5	literature	literature	NOUN
easat-6188	103	6	motivates	motivate	VERB
easat-6188	103	7	our	our	PRON
easat-6188	103	8	work	work	NOUN
easat-6188	103	9	.	.	PUNCT
easat-6188	104	1	by	by	ADP
easat-6188	104	2	building	build	VERB
easat-6188	104	3	on	on	ADP
easat-6188	104	4	the	the	DET
easat-6188	104	5	strengths	strength	NOUN
easat-6188	104	6	of	of	ADP
easat-6188	104	7	earlier	early	ADJ
easat-6188	104	8	studies	study	NOUN
easat-6188	104	9	–	–	PUNCT
easat-6188	104	10	the	the	DET
easat-6188	104	11	labor	labor	NOUN
easat-6188	104	12	market	market	NOUN
easat-6188	104	13	insights	insight	NOUN
easat-6188	104	14	from	from	ADP
easat-6188	104	15	nlp	nlp	NOUN
easat-6188	104	16	and	and	CCONJ
easat-6188	104	17	the	the	DET
easat-6188	104	18	classification	classification	NOUN
easat-6188	104	19	power	power	NOUN
easat-6188	104	20	of	of	ADP
easat-6188	104	21	advanced	advanced	ADJ
easat-6188	104	22	ml	ml	PROPN
easat-6188	104	23	–	–	PUNCT
easat-6188	104	24	we	we	PRON
easat-6188	104	25	aim	aim	VERB
easat-6188	104	26	to	to	PART
easat-6188	104	27	develop	develop	VERB
easat-6188	104	28	a	a	DET
easat-6188	104	29	more	more	ADV
easat-6188	104	30	accurate	accurate	ADJ
easat-6188	104	31	and	and	CCONJ
easat-6188	104	32	generalizable	generalizable	ADJ
easat-6188	104	33	model	model	NOUN
easat-6188	104	34	for	for	ADP
easat-6188	104	35	chinese	chinese	PROPN
easat-6188	104	36	college	college	PROPN
easat-6188	104	37	graduate	graduate	NOUN
easat-6188	104	38	employment	employment	NOUN
easat-6188	104	39	trend	trend	NOUN
easat-6188	104	40	analysis	analysis	NOUN
easat-6188	104	41	and	and	CCONJ
easat-6188	104	42	outcome	outcome	NOUN
easat-6188	104	43	prediction	prediction	NOUN
easat-6188	104	44	.	.	PUNCT
easat-6188	105	1	recent	recent	ADJ
easat-6188	105	2	studies	studies	PROPN
easat-6188	105	3	wei	wei	PROPN
easat-6188	105	4	,	,	PUNCT
easat-6188	105	5	et	et	PROPN
easat-6188	105	6	al	al	PROPN
easat-6188	105	7	.	.	PUNCT
easat-6188	106	1	[	[	X
easat-6188	106	2	4	4	X
easat-6188	106	3	]	]	PUNCT
easat-6188	106	4	and	and	CCONJ
easat-6188	106	5	huang	huang	PROPN
easat-6188	106	6	,	,	PUNCT
easat-6188	106	7	et	et	PROPN
easat-6188	106	8	al	al	PROPN
easat-6188	106	9	.	.	PUNCT
easat-6188	107	1	[	[	X
easat-6188	107	2	3	3	X
easat-6188	107	3	]	]	PUNCT
easat-6188	107	4	emphasize	emphasize	VERB
easat-6188	107	5	the	the	DET
easat-6188	107	6	role	role	NOUN
easat-6188	107	7	of	of	ADP
easat-6188	107	8	intelligent	intelligent	ADJ
easat-6188	107	9	systems	system	NOUN
easat-6188	107	10	in	in	ADP
easat-6188	107	11	addressing	address	VERB
easat-6188	107	12	graduate	graduate	NOUN
easat-6188	107	13	"	"	PUNCT
easat-6188	107	14	slow	slow	ADJ
easat-6188	107	15	employment	employment	NOUN
easat-6188	107	16	"	"	PUNCT
easat-6188	107	17	and	and	CCONJ
easat-6188	107	18	leveraging	leverage	VERB
easat-6188	107	19	ai	ai	VERB
easat-6188	107	20	for	for	ADP
easat-6188	107	21	real	real	ADJ
easat-6188	107	22	-	-	PUNCT
easat-6188	107	23	time	time	NOUN
easat-6188	107	24	policy	policy	NOUN
easat-6188	107	25	guidance	guidance	NOUN
easat-6188	107	26	.	.	PUNCT
easat-6188	108	1	these	these	DET
easat-6188	108	2	works	work	NOUN
easat-6188	108	3	highlight	highlight	VERB
easat-6188	108	4	the	the	DET
easat-6188	108	5	timeliness	timeliness	NOUN
easat-6188	108	6	of	of	ADP
easat-6188	108	7	this	this	DET
easat-6188	108	8	research	research	NOUN
easat-6188	108	9	in	in	ADP
easat-6188	108	10	providing	provide	VERB
easat-6188	108	11	data	data	NOUN
easat-6188	108	12	-	-	PUNCT
easat-6188	108	13	driven	drive	VERB
easat-6188	108	14	solutions	solution	NOUN
easat-6188	108	15	for	for	ADP
easat-6188	108	16	post	post	ADJ
easat-6188	108	17	-	-	ADJ
easat-6188	108	18	pandemic	pandemic	ADJ
easat-6188	108	19	employment	employment	NOUN
easat-6188	108	20	transitions	transition	NOUN
easat-6188	108	21	in	in	ADP
easat-6188	108	22	china	china	PROPN
easat-6188	108	23	.	.	PUNCT
easat-6188	109	1	3	3	X
easat-6188	109	2	.	.	NOUN
easat-6188	109	3	natural	natural	ADJ
easat-6188	109	4	language	language	NOUN
easat-6188	109	5	processing	processing	NOUN
easat-6188	109	6	prediction	prediction	NOUN
easat-6188	109	7	model	model	NOUN
easat-6188	109	8	for	for	ADP
easat-6188	109	9	chinese	chinese	PROPN
easat-6188	109	10	college	college	NOUN
easat-6188	109	11	graduates	graduate	NOUN
easat-6188	109	12	to	to	PART
easat-6188	109	13	accurately	accurately	ADV
easat-6188	109	14	analyze	analyze	VERB
easat-6188	109	15	and	and	CCONJ
easat-6188	109	16	predict	predict	VERB
easat-6188	109	17	the	the	DET
easat-6188	109	18	employment	employment	NOUN
easat-6188	109	19	trends	trend	NOUN
easat-6188	109	20	of	of	ADP
easat-6188	109	21	college	college	NOUN
easat-6188	109	22	graduates	graduate	NOUN
easat-6188	109	23	in	in	ADP
easat-6188	109	24	china	china	PROPN
easat-6188	109	25	,	,	PUNCT
easat-6188	109	26	this	this	DET
easat-6188	109	27	study	study	NOUN
easat-6188	109	28	constructs	construct	VERB
easat-6188	109	29	a	a	DET
easat-6188	109	30	predictive	predictive	ADJ
easat-6188	109	31	modeling	modeling	NOUN
easat-6188	109	32	framework	framework	NOUN
easat-6188	109	33	based	base	VERB
easat-6188	109	34	on	on	ADP
easat-6188	109	35	natural	natural	ADJ
easat-6188	109	36	language	language	NOUN
easat-6188	109	37	processing	processing	NOUN
easat-6188	109	38	(	(	PUNCT
easat-6188	109	39	nlp	nlp	NOUN
easat-6188	109	40	)	)	PUNCT
easat-6188	109	41	and	and	CCONJ
easat-6188	109	42	ensemble	ensemble	ADJ
easat-6188	109	43	learning	learning	NOUN
easat-6188	109	44	techniques	technique	NOUN
easat-6188	109	45	.	.	PUNCT
easat-6188	110	1	considering	consider	VERB
easat-6188	110	2	the	the	DET
easat-6188	110	3	diverse	diverse	ADJ
easat-6188	110	4	structure	structure	NOUN
easat-6188	110	5	of	of	ADP
easat-6188	110	6	employment	employment	NOUN
easat-6188	110	7	-	-	PUNCT
easat-6188	110	8	related	relate	VERB
easat-6188	110	9	data	datum	NOUN
easat-6188	110	10	—	—	PUNCT
easat-6188	110	11	including	include	VERB
easat-6188	110	12	structured	structure	VERB
easat-6188	110	13	demographic	demographic	ADJ
easat-6188	110	14	information	information	NOUN
easat-6188	110	15	and	and	CCONJ
easat-6188	110	16	semi	semi	ADJ
easat-6188	110	17	-	-	ADJ
easat-6188	110	18	structured	structured	ADJ
easat-6188	110	19	textual	textual	ADJ
easat-6188	110	20	data	datum	NOUN
easat-6188	110	21	—	—	PUNCT
easat-6188	110	22	multiple	multiple	ADJ
easat-6188	110	23	machine	machine	NOUN
easat-6188	110	24	learning	learning	NOUN
easat-6188	110	25	models	model	NOUN
easat-6188	110	26	are	be	AUX
easat-6188	110	27	integrated	integrate	VERB
easat-6188	110	28	to	to	PART
easat-6188	110	29	improve	improve	VERB
easat-6188	110	30	prediction	prediction	NOUN
easat-6188	110	31	performance	performance	NOUN
easat-6188	110	32	and	and	CCONJ
easat-6188	110	33	generalization	generalization	NOUN
easat-6188	110	34	ability	ability	NOUN
easat-6188	110	35	.	.	PUNCT
easat-6188	111	1	in	in	ADP
easat-6188	111	2	particular	particular	ADJ
easat-6188	111	3	,	,	PUNCT
easat-6188	111	4	this	this	DET
easat-6188	111	5	research	research	NOUN
easat-6188	111	6	employs	employ	VERB
easat-6188	111	7	three	three	NUM
easat-6188	111	8	core	core	ADJ
easat-6188	111	9	algorithms	algorithm	NOUN
easat-6188	111	10	:	:	PUNCT
easat-6188	111	11	support	support	NOUN
easat-6188	111	12	vector	vector	NOUN
easat-6188	111	13	machine	machine	NOUN
easat-6188	111	14	(	(	PUNCT
easat-6188	111	15	svm	svm	PROPN
easat-6188	111	16	)	)	PUNCT
easat-6188	111	17	,	,	PUNCT
easat-6188	111	18	bagging	bagging	NOUN
easat-6188	111	19	,	,	PUNCT
easat-6188	111	20	and	and	CCONJ
easat-6188	111	21	extreme	extreme	ADJ
easat-6188	111	22	gradient	gradient	NOUN
easat-6188	111	23	boosting	boost	VERB
easat-6188	111	24	(	(	PUNCT
easat-6188	111	25	xgboost	xgboost	NUM
easat-6188	111	26	)	)	PUNCT
easat-6188	111	27	.	.	PUNCT
easat-6188	112	1	each	each	DET
easat-6188	112	2	algorithm	algorithm	NOUN
easat-6188	112	3	contributes	contribute	VERB
easat-6188	112	4	unique	unique	ADJ
easat-6188	112	5	strengths	strength	NOUN
easat-6188	112	6	:	:	PUNCT
easat-6188	112	7	svm	svm	PROPN
easat-6188	112	8	offers	offer	VERB
easat-6188	112	9	robust	robust	ADJ
easat-6188	112	10	classification	classification	NOUN
easat-6188	112	11	under	under	ADP
easat-6188	112	12	high	high	ADJ
easat-6188	112	13	-	-	PUNCT
easat-6188	112	14	dimensional	dimensional	ADJ
easat-6188	112	15	conditions	condition	NOUN
easat-6188	112	16	,	,	PUNCT
easat-6188	112	17	bagging	bagging	NOUN
easat-6188	112	18	enhances	enhance	VERB
easat-6188	112	19	model	model	NOUN
easat-6188	112	20	stability	stability	NOUN
easat-6188	112	21	through	through	ADP
easat-6188	112	22	parallel	parallel	ADJ
easat-6188	112	23	ensemble	ensemble	ADJ
easat-6188	112	24	learning	learning	NOUN
easat-6188	112	25	,	,	PUNCT
easat-6188	112	26	and	and	CCONJ
easat-6188	112	27	xgboost	xgboost	ADV
easat-6188	112	28	achieves	achieve	VERB
easat-6188	112	29	high	high	ADJ
easat-6188	112	30	prediction	prediction	NOUN
easat-6188	112	31	accuracy	accuracy	NOUN
easat-6188	112	32	via	via	ADP
easat-6188	112	33	gradient	gradient	ADJ
easat-6188	112	34	optimization	optimization	NOUN
easat-6188	112	35	.	.	PUNCT
easat-6188	113	1	this	this	DET
easat-6188	113	2	section	section	NOUN
easat-6188	113	3	outlines	outline	VERB
easat-6188	113	4	the	the	DET
easat-6188	113	5	architectural	architectural	ADJ
easat-6188	113	6	design	design	NOUN
easat-6188	113	7	of	of	ADP
easat-6188	113	8	the	the	DET
easat-6188	113	9	proposed	propose	VERB
easat-6188	113	10	employment	employment	NOUN
easat-6188	113	11	prediction	prediction	NOUN
easat-6188	113	12	model	model	NOUN
easat-6188	113	13	,	,	PUNCT
easat-6188	113	14	including	include	VERB
easat-6188	113	15	model	model	NOUN
easat-6188	113	16	structure	structure	NOUN
easat-6188	113	17	,	,	PUNCT
easat-6188	113	18	algorithmic	algorithmic	ADJ
easat-6188	113	19	components	component	NOUN
easat-6188	113	20	,	,	PUNCT
easat-6188	113	21	and	and	CCONJ
easat-6188	113	22	integration	integration	NOUN
easat-6188	113	23	strategy	strategy	NOUN
easat-6188	113	24	.	.	PUNCT
easat-6188	114	1	3.1	3.1	NUM
easat-6188	114	2	.	.	PUNCT
easat-6188	114	3	model	model	NOUN
easat-6188	114	4	architecture	architecture	NOUN
easat-6188	114	5	overview	overview	VERB
easat-6188	114	6	the	the	DET
easat-6188	114	7	employment	employment	NOUN
easat-6188	114	8	prediction	prediction	NOUN
easat-6188	114	9	framework	framework	NOUN
easat-6188	114	10	is	be	AUX
easat-6188	114	11	composed	compose	VERB
easat-6188	114	12	of	of	ADP
easat-6188	114	13	three	three	NUM
easat-6188	114	14	main	main	ADJ
easat-6188	114	15	layers	layer	NOUN
easat-6188	114	16	:	:	PUNCT
easat-6188	114	17	(	(	PUNCT
easat-6188	114	18	1	1	X
easat-6188	114	19	)	)	PUNCT
easat-6188	114	20	feature	feature	NOUN
easat-6188	114	21	extraction	extraction	NOUN
easat-6188	114	22	and	and	CCONJ
easat-6188	114	23	preprocessing	preprocessing	NOUN
easat-6188	114	24	,	,	PUNCT
easat-6188	114	25	(	(	PUNCT
easat-6188	114	26	2	2	NUM
easat-6188	114	27	)	)	PUNCT
easat-6188	114	28	base	base	NOUN
easat-6188	114	29	prediction	prediction	NOUN
easat-6188	114	30	models	model	NOUN
easat-6188	114	31	(	(	PUNCT
easat-6188	114	32	svm	svm	ADJ
easat-6188	114	33	,	,	PUNCT
easat-6188	114	34	bagging	bagging	NOUN
easat-6188	114	35	,	,	PUNCT
easat-6188	114	36	xgboost	xgboost	ADV
easat-6188	114	37	)	)	PUNCT
easat-6188	114	38	,	,	PUNCT
easat-6188	114	39	and	and	CCONJ
easat-6188	114	40	(	(	PUNCT
easat-6188	114	41	3	3	X
easat-6188	114	42	)	)	PUNCT
easat-6188	114	43	ensemble	ensemble	ADJ
easat-6188	114	44	fusion	fusion	NOUN
easat-6188	114	45	for	for	ADP
easat-6188	114	46	final	final	ADJ
easat-6188	114	47	decision	decision	NOUN
easat-6188	114	48	making	making	NOUN
easat-6188	114	49	.	.	PUNCT
easat-6188	115	1	during	during	ADP
easat-6188	115	2	preprocessing	preprocesse	VERB
easat-6188	115	3	,	,	PUNCT
easat-6188	115	4	both	both	CCONJ
easat-6188	115	5	categorical	categorical	ADJ
easat-6188	115	6	and	and	CCONJ
easat-6188	115	7	numerical	numerical	ADJ
easat-6188	115	8	features	feature	NOUN
easat-6188	115	9	are	be	AUX
easat-6188	115	10	normalized	normalize	VERB
easat-6188	115	11	and	and	CCONJ
easat-6188	115	12	encoded	encode	VERB
easat-6188	115	13	using	use	VERB
easat-6188	115	14	correlation	correlation	NOUN
easat-6188	115	15	-	-	PUNCT
easat-6188	115	16	based	base	VERB
easat-6188	115	17	feature	feature	NOUN
easat-6188	115	18	selection	selection	NOUN
easat-6188	115	19	and	and	CCONJ
easat-6188	115	20	principal	principal	ADJ
easat-6188	115	21	component	component	NOUN
easat-6188	115	22	analysis	analysis	NOUN
easat-6188	115	23	(	(	PUNCT
easat-6188	115	24	pca	pca	NOUN
easat-6188	115	25	)	)	PUNCT
easat-6188	115	26	.	.	PUNCT
easat-6188	116	1	for	for	ADP
easat-6188	116	2	text	text	NOUN
easat-6188	116	3	fields	field	NOUN
easat-6188	116	4	such	such	ADJ
easat-6188	116	5	as	as	ADP
easat-6188	116	6	"	"	PUNCT
easat-6188	116	7	employment	employment	NOUN
easat-6188	116	8	position	position	NOUN
easat-6188	116	9	,	,	PUNCT
easat-6188	116	10	"	"	PUNCT
easat-6188	116	11	nlp	nlp	NOUN
easat-6188	116	12	techniques	technique	NOUN
easat-6188	116	13	like	like	ADP
easat-6188	116	14	tokenization	tokenization	NOUN
easat-6188	116	15	and	and	CCONJ
easat-6188	116	16	keyword	keyword	NOUN
easat-6188	116	17	extraction	extraction	NOUN
easat-6188	116	18	are	be	AUX
easat-6188	116	19	used	use	VERB
easat-6188	116	20	to	to	PART
easat-6188	116	21	enhance	enhance	VERB
easat-6188	116	22	the	the	DET
easat-6188	116	23	feature	feature	NOUN
easat-6188	116	24	representation	representation	NOUN
easat-6188	116	25	.	.	PUNCT
easat-6188	117	1	each	each	DET
easat-6188	117	2	algorithm	algorithm	NOUN
easat-6188	117	3	is	be	AUX
easat-6188	117	4	trained	train	VERB
easat-6188	117	5	independently	independently	ADV
easat-6188	117	6	on	on	ADP
easat-6188	117	7	the	the	DET
easat-6188	117	8	training	training	NOUN
easat-6188	117	9	dataset	dataset	NOUN
easat-6188	117	10	and	and	CCONJ
easat-6188	117	11	produces	produce	VERB
easat-6188	117	12	a	a	DET
easat-6188	117	13	probability	probability	NOUN
easat-6188	117	14	-	-	PUNCT
easat-6188	117	15	based	base	VERB
easat-6188	117	16	prediction	prediction	NOUN
easat-6188	117	17	of	of	ADP
easat-6188	117	18	the	the	DET
easat-6188	117	19	graduate	graduate	NOUN
easat-6188	117	20	’s	’s	PART
easat-6188	117	21	likely	likely	ADJ
easat-6188	117	22	employment	employment	NOUN
easat-6188	117	23	category	category	NOUN
easat-6188	117	24	and	and	CCONJ
easat-6188	117	25	salary	salary	NOUN
easat-6188	117	26	level	level	NOUN
easat-6188	117	27	.	.	PUNCT
easat-6188	118	1	the	the	DET
easat-6188	118	2	final	final	ADJ
easat-6188	118	3	output	output	NOUN
easat-6188	118	4	is	be	AUX
easat-6188	118	5	obtained	obtain	VERB
easat-6188	118	6	through	through	ADP
easat-6188	118	7	a	a	DET
easat-6188	118	8	weighted	weighted	ADJ
easat-6188	118	9	voting	voting	NOUN
easat-6188	118	10	mechanism	mechanism	NOUN
easat-6188	118	11	that	that	PRON
easat-6188	118	12	integrates	integrate	VERB
easat-6188	118	13	results	result	NOUN
easat-6188	118	14	from	from	ADP
easat-6188	118	15	the	the	DET
easat-6188	118	16	three	three	NUM
easat-6188	118	17	base	base	NOUN
easat-6188	118	18	models	model	NOUN
easat-6188	118	19	.	.	PUNCT
easat-6188	119	1	the	the	DET
easat-6188	119	2	system	system	NOUN
easat-6188	119	3	framework	framework	NOUN
easat-6188	119	4	is	be	AUX
easat-6188	119	5	illustrated	illustrate	VERB
easat-6188	119	6	in	in	ADP
easat-6188	119	7	figure	figure	NOUN
easat-6188	119	8	1	1	NUM
easat-6188	119	9	.	.	NOUN
easat-6188	119	10	1149	1149	NUM
easat-6188	119	11	edelweiss	edelweiss	PROPN
easat-6188	119	12	applied	apply	VERB
easat-6188	119	13	science	science	NOUN
easat-6188	119	14	and	and	CCONJ
easat-6188	119	15	technology	technology	NOUN
easat-6188	119	16	issn	issn	PROPN
easat-6188	119	17	:	:	PUNCT
easat-6188	119	18	2576	2576	NUM
easat-6188	119	19	-	-	SYM
easat-6188	119	20	8484	8484	NUM
easat-6188	119	21	vol	vol	NOUN
easat-6188	119	22	.	.	PROPN
easat-6188	120	1	9	9	NUM
easat-6188	120	2	,	,	PUNCT
easat-6188	120	3	no	no	INTJ
easat-6188	120	4	.	.	NOUN
easat-6188	121	1	4	4	NUM
easat-6188	121	2	:	:	SYM
easat-6188	121	3	1145	1145	NUM
easat-6188	121	4	-	-	SYM
easat-6188	121	5	1159	1159	NUM
easat-6188	121	6	,	,	PUNCT
easat-6188	121	7	2025	2025	NUM
easat-6188	121	8	doi	doi	NOUN
easat-6188	121	9	:	:	PUNCT
easat-6188	121	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	121	11	©	©	PROPN
easat-6188	121	12	2025	2025	NUM
easat-6188	121	13	by	by	ADP
easat-6188	121	14	the	the	DET
easat-6188	121	15	authors	author	NOUN
easat-6188	121	16	;	;	PUNCT
easat-6188	121	17	licensee	licensee	PROPN
easat-6188	121	18	learning	learn	VERB
easat-6188	121	19	gate	gate	NOUN
easat-6188	121	20	figure	figure	NOUN
easat-6188	121	21	1	1	NUM
easat-6188	121	22	.	.	PUNCT
easat-6188	121	23	employment	employment	NOUN
easat-6188	121	24	prediction	prediction	NOUN
easat-6188	121	25	model	model	NOUN
easat-6188	121	26	architecture	architecture	NOUN
easat-6188	121	27	.	.	PUNCT
easat-6188	122	1	as	as	SCONJ
easat-6188	122	2	shown	show	VERB
easat-6188	122	3	in	in	ADP
easat-6188	122	4	figure	figure	NOUN
easat-6188	122	5	1	1	NUM
easat-6188	122	6	,	,	PUNCT
easat-6188	122	7	the	the	DET
easat-6188	122	8	overall	overall	ADJ
easat-6188	122	9	architecture	architecture	NOUN
easat-6188	122	10	consists	consist	VERB
easat-6188	122	11	of	of	ADP
easat-6188	122	12	three	three	NUM
easat-6188	122	13	primary	primary	ADJ
easat-6188	122	14	stages	stage	NOUN
easat-6188	122	15	.	.	PUNCT
easat-6188	123	1	first	first	ADV
easat-6188	123	2	,	,	PUNCT
easat-6188	123	3	graduaterelated	graduaterelate	VERB
easat-6188	123	4	structured	structured	ADJ
easat-6188	123	5	data	datum	NOUN
easat-6188	123	6	(	(	PUNCT
easat-6188	123	7	e.g.	e.g.	ADV
easat-6188	123	8	,	,	PUNCT
easat-6188	123	9	academic	academic	ADJ
easat-6188	123	10	performance	performance	NOUN
easat-6188	123	11	,	,	PUNCT
easat-6188	123	12	personal	personal	ADJ
easat-6188	123	13	background	background	NOUN
easat-6188	123	14	)	)	PUNCT
easat-6188	123	15	and	and	CCONJ
easat-6188	123	16	unstructured	unstructured	ADJ
easat-6188	123	17	text	text	NOUN
easat-6188	123	18	data	datum	NOUN
easat-6188	123	19	(	(	PUNCT
easat-6188	123	20	e.g.	e.g.	ADV
easat-6188	123	21	,	,	PUNCT
easat-6188	123	22	employment	employment	NOUN
easat-6188	123	23	description	description	NOUN
easat-6188	123	24	)	)	PUNCT
easat-6188	123	25	are	be	AUX
easat-6188	123	26	processed	process	VERB
easat-6188	123	27	and	and	CCONJ
easat-6188	123	28	transformed	transform	VERB
easat-6188	123	29	into	into	ADP
easat-6188	123	30	numerical	numerical	ADJ
easat-6188	123	31	feature	feature	NOUN
easat-6188	123	32	representations	representation	NOUN
easat-6188	123	33	using	use	VERB
easat-6188	123	34	nlp	nlp	ADJ
easat-6188	123	35	techniques	technique	NOUN
easat-6188	123	36	.	.	PUNCT
easat-6188	124	1	these	these	DET
easat-6188	124	2	features	feature	NOUN
easat-6188	124	3	are	be	AUX
easat-6188	124	4	then	then	ADV
easat-6188	124	5	fed	feed	VERB
easat-6188	124	6	into	into	ADP
easat-6188	124	7	three	three	NUM
easat-6188	124	8	parallel	parallel	ADJ
easat-6188	124	9	base	base	NOUN
easat-6188	124	10	models	model	NOUN
easat-6188	124	11	—	—	PUNCT
easat-6188	124	12	svm	svm	ADJ
easat-6188	124	13	,	,	PUNCT
easat-6188	124	14	bagging	bagging	NOUN
easat-6188	124	15	,	,	PUNCT
easat-6188	124	16	and	and	CCONJ
easat-6188	124	17	xgboost	xgboost	ADV
easat-6188	124	18	—	—	PUNCT
easat-6188	124	19	for	for	ADP
easat-6188	124	20	individual	individual	ADJ
easat-6188	124	21	training	training	NOUN
easat-6188	124	22	and	and	CCONJ
easat-6188	124	23	prediction	prediction	NOUN
easat-6188	124	24	.	.	PUNCT
easat-6188	125	1	each	each	DET
easat-6188	125	2	model	model	NOUN
easat-6188	125	3	outputs	output	VERB
easat-6188	125	4	a	a	DET
easat-6188	125	5	prediction	prediction	NOUN
easat-6188	125	6	regarding	regard	VERB
easat-6188	125	7	employment	employment	NOUN
easat-6188	125	8	type	type	NOUN
easat-6188	125	9	and	and	CCONJ
easat-6188	125	10	expected	expect	VERB
easat-6188	125	11	salary	salary	NOUN
easat-6188	125	12	level	level	NOUN
easat-6188	125	13	.	.	PUNCT
easat-6188	126	1	the	the	DET
easat-6188	126	2	ensemble	ensemble	ADJ
easat-6188	126	3	fusion	fusion	NOUN
easat-6188	126	4	layer	layer	NOUN
easat-6188	126	5	integrates	integrate	VERB
easat-6188	126	6	the	the	DET
easat-6188	126	7	results	result	NOUN
easat-6188	126	8	using	use	VERB
easat-6188	126	9	a	a	DET
easat-6188	126	10	weighted	weighted	ADJ
easat-6188	126	11	voting	voting	NOUN
easat-6188	126	12	strategy	strategy	NOUN
easat-6188	126	13	,	,	PUNCT
easat-6188	126	14	which	which	PRON
easat-6188	126	15	enhances	enhance	VERB
easat-6188	126	16	model	model	NOUN
easat-6188	126	17	robustness	robustness	NOUN
easat-6188	126	18	and	and	CCONJ
easat-6188	126	19	mitigates	mitigate	VERB
easat-6188	126	20	the	the	DET
easat-6188	126	21	biases	bias	NOUN
easat-6188	126	22	of	of	ADP
easat-6188	126	23	individual	individual	ADJ
easat-6188	126	24	classifiers	classifier	NOUN
easat-6188	126	25	.	.	PUNCT
easat-6188	127	1	the	the	DET
easat-6188	127	2	final	final	ADJ
easat-6188	127	3	output	output	NOUN
easat-6188	127	4	is	be	AUX
easat-6188	127	5	used	use	VERB
easat-6188	127	6	to	to	PART
easat-6188	127	7	provide	provide	VERB
easat-6188	127	8	guidance	guidance	NOUN
easat-6188	127	9	on	on	ADP
easat-6188	127	10	graduate	graduate	ADJ
easat-6188	127	11	employment	employment	NOUN
easat-6188	127	12	trends	trend	NOUN
easat-6188	127	13	.	.	PUNCT
easat-6188	128	1	3.2	3.2	NUM
easat-6188	128	2	.	.	PUNCT
easat-6188	129	1	svm	svm	PROPN
easat-6188	129	2	model	model	NOUN
easat-6188	129	3	support	support	NOUN
easat-6188	129	4	vector	vector	NOUN
easat-6188	129	5	machine	machine	NOUN
easat-6188	129	6	(	(	PUNCT
easat-6188	129	7	svm	svm	PROPN
easat-6188	129	8	)	)	PUNCT
easat-6188	129	9	is	be	AUX
easat-6188	129	10	a	a	DET
easat-6188	129	11	classical	classical	ADJ
easat-6188	129	12	supervised	supervised	ADJ
easat-6188	129	13	learning	learn	VERB
easat-6188	129	14	algorithm	algorithm	NOUN
easat-6188	129	15	widely	widely	ADV
easat-6188	129	16	used	use	VERB
easat-6188	129	17	for	for	ADP
easat-6188	129	18	classification	classification	NOUN
easat-6188	129	19	and	and	CCONJ
easat-6188	129	20	regression	regression	NOUN
easat-6188	129	21	problems	problem	NOUN
easat-6188	129	22	.	.	PUNCT
easat-6188	130	1	in	in	ADP
easat-6188	130	2	this	this	DET
easat-6188	130	3	study	study	NOUN
easat-6188	130	4	,	,	PUNCT
easat-6188	130	5	svm	svm	PROPN
easat-6188	130	6	is	be	AUX
easat-6188	130	7	applied	apply	VERB
easat-6188	130	8	to	to	PART
easat-6188	130	9	predict	predict	VERB
easat-6188	130	10	both	both	CCONJ
easat-6188	130	11	the	the	DET
easat-6188	130	12	employment	employment	NOUN
easat-6188	130	13	unit	unit	NOUN
easat-6188	130	14	type	type	NOUN
easat-6188	130	15	and	and	CCONJ
easat-6188	130	16	the	the	DET
easat-6188	130	17	salary	salary	NOUN
easat-6188	130	18	level	level	NOUN
easat-6188	130	19	of	of	ADP
easat-6188	130	20	graduates	graduate	NOUN
easat-6188	130	21	.	.	PUNCT
easat-6188	131	1	as	as	SCONJ
easat-6188	131	2	shown	show	VERB
easat-6188	131	3	in	in	ADP
easat-6188	131	4	figure	figure	NOUN
easat-6188	131	5	2	2	NUM
easat-6188	131	6	,	,	PUNCT
easat-6188	131	7	input	input	NOUN
easat-6188	131	8	features	feature	NOUN
easat-6188	131	9	are	be	AUX
easat-6188	131	10	first	first	ADV
easat-6188	131	11	mapped	map	VERB
easat-6188	131	12	into	into	ADP
easat-6188	131	13	a	a	DET
easat-6188	131	14	higher	higher	ADV
easat-6188	131	15	-	-	PUNCT
easat-6188	131	16	dimensional	dimensional	ADJ
easat-6188	131	17	space	space	NOUN
easat-6188	131	18	using	use	VERB
easat-6188	131	19	kernel	kernel	PROPN
easat-6188	131	20	functions	function	NOUN
easat-6188	131	21	.	.	PUNCT
easat-6188	132	1	the	the	DET
easat-6188	132	2	model	model	NOUN
easat-6188	132	3	then	then	ADV
easat-6188	132	4	searches	search	VERB
easat-6188	132	5	for	for	ADP
easat-6188	132	6	the	the	DET
easat-6188	132	7	optimal	optimal	ADJ
easat-6188	132	8	hyperplane	hyperplane	NOUN
easat-6188	132	9	that	that	PRON
easat-6188	132	10	maximizes	maximize	VERB
easat-6188	132	11	the	the	DET
easat-6188	132	12	margin	margin	NOUN
easat-6188	132	13	between	between	ADP
easat-6188	132	14	different	different	ADJ
easat-6188	132	15	categories	category	NOUN
easat-6188	132	16	.	.	PUNCT
easat-6188	133	1	we	we	PRON
easat-6188	133	2	experimented	experiment	VERB
easat-6188	133	3	with	with	ADP
easat-6188	133	4	several	several	ADJ
easat-6188	133	5	kernel	kernel	NOUN
easat-6188	133	6	types	type	NOUN
easat-6188	133	7	,	,	PUNCT
easat-6188	133	8	including	include	VERB
easat-6188	133	9	linear	linear	ADJ
easat-6188	133	10	and	and	CCONJ
easat-6188	133	11	radial	radial	ADJ
easat-6188	133	12	basis	basis	NOUN
easat-6188	133	13	function	function	NOUN
easat-6188	133	14	(	(	PUNCT
easat-6188	133	15	rbf	rbf	PROPN
easat-6188	133	16	)	)	PUNCT
easat-6188	133	17	,	,	PUNCT
easat-6188	133	18	and	and	CCONJ
easat-6188	133	19	found	find	VERB
easat-6188	133	20	that	that	SCONJ
easat-6188	133	21	rbf	rbf	PROPN
easat-6188	133	22	with	with	ADP
easat-6188	133	23	parameters	parameter	NOUN
easat-6188	133	24	c=200	c=200	NUM
easat-6188	133	25	and	and	CCONJ
easat-6188	133	26	gamma=200	gamma=200	PROPN
easat-6188	133	27	provided	provide	VERB
easat-6188	133	28	the	the	DET
easat-6188	133	29	best	good	ADJ
easat-6188	133	30	performance	performance	NOUN
easat-6188	133	31	.	.	PUNCT
easat-6188	134	1	figure	figure	NOUN
easat-6188	134	2	2	2	NUM
easat-6188	134	3	.	.	PUNCT
easat-6188	134	4	svm	svm	ADJ
easat-6188	134	5	-	-	PUNCT
easat-6188	134	6	based	base	VERB
easat-6188	134	7	prediction	prediction	NOUN
easat-6188	134	8	flow	flow	NOUN
easat-6188	134	9	.	.	PUNCT
easat-6188	135	1	the	the	DET
easat-6188	135	2	final	final	ADJ
easat-6188	135	3	prediction	prediction	NOUN
easat-6188	135	4	is	be	AUX
easat-6188	135	5	based	base	VERB
easat-6188	135	6	on	on	ADP
easat-6188	135	7	whether	whether	SCONJ
easat-6188	135	8	the	the	DET
easat-6188	135	9	input	input	NOUN
easat-6188	135	10	sample	sample	NOUN
easat-6188	135	11	falls	fall	VERB
easat-6188	135	12	on	on	ADP
easat-6188	135	13	one	one	NUM
easat-6188	135	14	side	side	NOUN
easat-6188	135	15	of	of	ADP
easat-6188	135	16	the	the	DET
easat-6188	135	17	hyperplane	hyperplane	NOUN
easat-6188	135	18	or	or	CCONJ
easat-6188	135	19	the	the	DET
easat-6188	135	20	other	other	ADJ
easat-6188	135	21	,	,	PUNCT
easat-6188	135	22	yielding	yield	VERB
easat-6188	135	23	a	a	DET
easat-6188	135	24	binary	binary	ADJ
easat-6188	135	25	or	or	CCONJ
easat-6188	135	26	multi	multi	ADJ
easat-6188	135	27	-	-	ADJ
easat-6188	135	28	class	class	ADJ
easat-6188	135	29	employment	employment	NOUN
easat-6188	135	30	outcome	outcome	NOUN
easat-6188	135	31	.	.	PUNCT
easat-6188	136	1	1150	1150	NUM
easat-6188	136	2	edelweiss	edelweiss	PROPN
easat-6188	136	3	applied	apply	VERB
easat-6188	136	4	science	science	NOUN
easat-6188	136	5	and	and	CCONJ
easat-6188	136	6	technology	technology	NOUN
easat-6188	136	7	issn	issn	PROPN
easat-6188	136	8	:	:	PUNCT
easat-6188	136	9	2576	2576	NUM
easat-6188	136	10	-	-	SYM
easat-6188	136	11	8484	8484	NUM
easat-6188	136	12	vol	vol	NOUN
easat-6188	136	13	.	.	PROPN
easat-6188	137	1	9	9	NUM
easat-6188	137	2	,	,	PUNCT
easat-6188	137	3	no	no	INTJ
easat-6188	137	4	.	.	NOUN
easat-6188	138	1	4	4	NUM
easat-6188	138	2	:	:	SYM
easat-6188	138	3	1145	1145	NUM
easat-6188	138	4	-	-	SYM
easat-6188	138	5	1159	1159	NUM
easat-6188	138	6	,	,	PUNCT
easat-6188	138	7	2025	2025	NUM
easat-6188	138	8	doi	doi	NOUN
easat-6188	138	9	:	:	PUNCT
easat-6188	138	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	138	11	©	©	PROPN
easat-6188	138	12	2025	2025	NUM
easat-6188	138	13	by	by	ADP
easat-6188	138	14	the	the	DET
easat-6188	138	15	authors	author	NOUN
easat-6188	138	16	;	;	PUNCT
easat-6188	138	17	licensee	licensee	PROPN
easat-6188	138	18	learning	learning	NOUN
easat-6188	138	19	gate	gate	VERB
easat-6188	138	20	3.3	3.3	NUM
easat-6188	138	21	.	.	PUNCT
easat-6188	139	1	bagging	bag	VERB
easat-6188	139	2	model	model	NOUN
easat-6188	139	3	bagging	bagging	NOUN
easat-6188	139	4	(	(	PUNCT
easat-6188	139	5	bootstrap	bootstrap	NOUN
easat-6188	139	6	aggregating	aggregating	NOUN
easat-6188	139	7	)	)	PUNCT
easat-6188	139	8	is	be	AUX
easat-6188	139	9	an	an	DET
easat-6188	139	10	ensemble	ensemble	ADJ
easat-6188	139	11	learning	learning	NOUN
easat-6188	139	12	method	method	NOUN
easat-6188	139	13	that	that	PRON
easat-6188	139	14	reduces	reduce	VERB
easat-6188	139	15	variance	variance	NOUN
easat-6188	139	16	and	and	CCONJ
easat-6188	139	17	improves	improve	VERB
easat-6188	139	18	prediction	prediction	NOUN
easat-6188	139	19	stability	stability	NOUN
easat-6188	139	20	by	by	ADP
easat-6188	139	21	training	train	VERB
easat-6188	139	22	multiple	multiple	ADJ
easat-6188	139	23	base	base	NOUN
easat-6188	139	24	learners	learner	NOUN
easat-6188	139	25	on	on	ADP
easat-6188	139	26	random	random	ADJ
easat-6188	139	27	subsets	subset	NOUN
easat-6188	139	28	of	of	ADP
easat-6188	139	29	the	the	DET
easat-6188	139	30	training	training	NOUN
easat-6188	139	31	data	datum	NOUN
easat-6188	139	32	.	.	PUNCT
easat-6188	140	1	as	as	SCONJ
easat-6188	140	2	illustrated	illustrate	VERB
easat-6188	140	3	in	in	ADP
easat-6188	140	4	figure	figure	NOUN
easat-6188	140	5	3	3	NUM
easat-6188	140	6	,	,	PUNCT
easat-6188	140	7	multiple	multiple	ADJ
easat-6188	140	8	svm	svm	ADJ
easat-6188	140	9	models	model	NOUN
easat-6188	140	10	are	be	AUX
easat-6188	140	11	trained	train	VERB
easat-6188	140	12	on	on	ADP
easat-6188	140	13	bootstrapped	bootstrappe	VERB
easat-6188	140	14	samples	sample	NOUN
easat-6188	140	15	of	of	ADP
easat-6188	140	16	the	the	DET
easat-6188	140	17	original	original	ADJ
easat-6188	140	18	dataset	dataset	NOUN
easat-6188	140	19	.	.	PUNCT
easat-6188	141	1	each	each	DET
easat-6188	141	2	model	model	NOUN
easat-6188	141	3	provides	provide	VERB
easat-6188	141	4	a	a	DET
easat-6188	141	5	prediction	prediction	NOUN
easat-6188	141	6	result	result	NOUN
easat-6188	141	7	,	,	PUNCT
easat-6188	141	8	and	and	CCONJ
easat-6188	141	9	these	these	PRON
easat-6188	141	10	are	be	AUX
easat-6188	141	11	combined	combine	VERB
easat-6188	141	12	using	use	VERB
easat-6188	141	13	a	a	DET
easat-6188	141	14	majority	majority	NOUN
easat-6188	141	15	voting	voting	NOUN
easat-6188	141	16	strategy	strategy	NOUN
easat-6188	141	17	.	.	PUNCT
easat-6188	142	1	this	this	DET
easat-6188	142	2	parallel	parallel	ADJ
easat-6188	142	3	structure	structure	NOUN
easat-6188	142	4	allows	allow	VERB
easat-6188	142	5	bagging	bag	VERB
easat-6188	142	6	to	to	PART
easat-6188	142	7	effectively	effectively	ADV
easat-6188	142	8	mitigate	mitigate	VERB
easat-6188	142	9	the	the	DET
easat-6188	142	10	influence	influence	NOUN
easat-6188	142	11	of	of	ADP
easat-6188	142	12	noisy	noisy	ADJ
easat-6188	142	13	data	datum	NOUN
easat-6188	142	14	and	and	CCONJ
easat-6188	142	15	outliers	outlier	NOUN
easat-6188	142	16	.	.	PUNCT
easat-6188	143	1	figure	figure	VERB
easat-6188	143	2	3	3	NUM
easat-6188	143	3	.	.	PUNCT
easat-6188	143	4	bagging	bagging	NOUN
easat-6188	143	5	-	-	PUNCT
easat-6188	143	6	based	base	VERB
easat-6188	143	7	prediction	prediction	NOUN
easat-6188	143	8	flow	flow	NOUN
easat-6188	143	9	.	.	PUNCT
easat-6188	144	1	in	in	ADP
easat-6188	144	2	our	our	PRON
easat-6188	144	3	model	model	NOUN
easat-6188	144	4	,	,	PUNCT
easat-6188	144	5	bagging	bagging	NOUN
easat-6188	144	6	consists	consist	VERB
easat-6188	144	7	of	of	ADP
easat-6188	144	8	10	10	NUM
easat-6188	144	9	svm	svm	ADJ
easat-6188	144	10	classifiers	classifier	NOUN
easat-6188	144	11	,	,	PUNCT
easat-6188	144	12	and	and	CCONJ
easat-6188	144	13	the	the	DET
easat-6188	144	14	combination	combination	NOUN
easat-6188	144	15	significantly	significantly	ADV
easat-6188	144	16	improved	improve	VERB
easat-6188	144	17	prediction	prediction	NOUN
easat-6188	144	18	robustness	robustness	NOUN
easat-6188	144	19	for	for	ADP
easat-6188	144	20	both	both	PRON
easat-6188	144	21	employment	employment	NOUN
easat-6188	144	22	type	type	NOUN
easat-6188	144	23	and	and	CCONJ
easat-6188	144	24	salary	salary	NOUN
easat-6188	144	25	classification	classification	NOUN
easat-6188	144	26	tasks	task	NOUN
easat-6188	144	27	.	.	PUNCT
easat-6188	145	1	3.4	3.4	NUM
easat-6188	145	2	.	.	PUNCT
easat-6188	145	3	xgboost	xgboost	PROPN
easat-6188	145	4	model	model	PROPN
easat-6188	145	5	extreme	extreme	PROPN
easat-6188	145	6	gradient	gradient	NOUN
easat-6188	145	7	boosting	boost	VERB
easat-6188	145	8	(	(	PUNCT
easat-6188	145	9	xgboost	xgboost	X
easat-6188	145	10	)	)	PUNCT
easat-6188	145	11	is	be	AUX
easat-6188	145	12	a	a	DET
easat-6188	145	13	decision	decision	NOUN
easat-6188	145	14	-	-	PUNCT
easat-6188	145	15	tree	tree	NOUN
easat-6188	145	16	-	-	PUNCT
easat-6188	145	17	based	base	VERB
easat-6188	145	18	ensemble	ensemble	ADJ
easat-6188	145	19	algorithm	algorithm	NOUN
easat-6188	145	20	that	that	PRON
easat-6188	145	21	builds	build	VERB
easat-6188	145	22	learners	learner	NOUN
easat-6188	145	23	sequentially	sequentially	ADV
easat-6188	145	24	.	.	PUNCT
easat-6188	146	1	each	each	DET
easat-6188	146	2	new	new	ADJ
easat-6188	146	3	learner	learner	NOUN
easat-6188	146	4	focuses	focus	VERB
easat-6188	146	5	on	on	ADP
easat-6188	146	6	the	the	DET
easat-6188	146	7	residual	residual	ADJ
easat-6188	146	8	errors	error	NOUN
easat-6188	146	9	of	of	ADP
easat-6188	146	10	the	the	DET
easat-6188	146	11	previous	previous	ADJ
easat-6188	146	12	ones	one	NOUN
easat-6188	146	13	,	,	PUNCT
easat-6188	146	14	minimizing	minimize	VERB
easat-6188	146	15	a	a	DET
easat-6188	146	16	differentiable	differentiable	ADJ
easat-6188	146	17	loss	loss	NOUN
easat-6188	146	18	function	function	NOUN
easat-6188	146	19	.	.	PUNCT
easat-6188	147	1	as	as	SCONJ
easat-6188	147	2	shown	show	VERB
easat-6188	147	3	in	in	ADP
easat-6188	147	4	figure	figure	NOUN
easat-6188	147	5	4	4	NUM
easat-6188	147	6	,	,	PUNCT
easat-6188	147	7	input	input	NOUN
easat-6188	147	8	features	feature	NOUN
easat-6188	147	9	are	be	AUX
easat-6188	147	10	first	first	ADV
easat-6188	147	11	passed	pass	VERB
easat-6188	147	12	to	to	ADP
easat-6188	147	13	a	a	DET
easat-6188	147	14	series	series	NOUN
easat-6188	147	15	of	of	ADP
easat-6188	147	16	decision	decision	NOUN
easat-6188	147	17	trees	tree	NOUN
easat-6188	147	18	trained	train	VERB
easat-6188	147	19	via	via	ADP
easat-6188	147	20	gradient	gradient	ADJ
easat-6188	147	21	boosting	boosting	NOUN
easat-6188	147	22	.	.	PUNCT
easat-6188	148	1	each	each	DET
easat-6188	148	2	tree	tree	NOUN
easat-6188	148	3	improves	improve	VERB
easat-6188	148	4	the	the	DET
easat-6188	148	5	accuracy	accuracy	NOUN
easat-6188	148	6	by	by	ADP
easat-6188	148	7	correcting	correct	VERB
easat-6188	148	8	the	the	DET
easat-6188	148	9	errors	error	NOUN
easat-6188	148	10	of	of	ADP
easat-6188	148	11	its	its	PRON
easat-6188	148	12	predecessors	predecessor	NOUN
easat-6188	148	13	.	.	PUNCT
easat-6188	149	1	a	a	DET
easat-6188	149	2	final	final	ADJ
easat-6188	149	3	prediction	prediction	NOUN
easat-6188	149	4	is	be	AUX
easat-6188	149	5	made	make	VERB
easat-6188	149	6	by	by	ADP
easat-6188	149	7	aggregating	aggregate	VERB
easat-6188	149	8	the	the	DET
easat-6188	149	9	outputs	output	NOUN
easat-6188	149	10	of	of	ADP
easat-6188	149	11	all	all	DET
easat-6188	149	12	trees	tree	NOUN
easat-6188	149	13	,	,	PUNCT
easat-6188	149	14	weighted	weight	VERB
easat-6188	149	15	by	by	ADP
easat-6188	149	16	their	their	PRON
easat-6188	149	17	respective	respective	ADJ
easat-6188	149	18	performance	performance	NOUN
easat-6188	149	19	.	.	PUNCT
easat-6188	150	1	1151	1151	NUM
easat-6188	150	2	edelweiss	edelweiss	PROPN
easat-6188	150	3	applied	apply	VERB
easat-6188	150	4	science	science	NOUN
easat-6188	150	5	and	and	CCONJ
easat-6188	150	6	technology	technology	NOUN
easat-6188	150	7	issn	issn	PROPN
easat-6188	150	8	:	:	PUNCT
easat-6188	150	9	2576	2576	NUM
easat-6188	150	10	-	-	SYM
easat-6188	150	11	8484	8484	NUM
easat-6188	150	12	vol	vol	NOUN
easat-6188	150	13	.	.	PROPN
easat-6188	151	1	9	9	NUM
easat-6188	151	2	,	,	PUNCT
easat-6188	151	3	no	no	INTJ
easat-6188	151	4	.	.	NOUN
easat-6188	152	1	4	4	NUM
easat-6188	152	2	:	:	SYM
easat-6188	152	3	1145	1145	NUM
easat-6188	152	4	-	-	SYM
easat-6188	152	5	1159	1159	NUM
easat-6188	152	6	,	,	PUNCT
easat-6188	152	7	2025	2025	NUM
easat-6188	152	8	doi	doi	NOUN
easat-6188	152	9	:	:	PUNCT
easat-6188	152	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	152	11	©	©	PROPN
easat-6188	152	12	2025	2025	NUM
easat-6188	152	13	by	by	ADP
easat-6188	152	14	the	the	DET
easat-6188	152	15	authors	author	NOUN
easat-6188	152	16	;	;	PUNCT
easat-6188	152	17	licensee	licensee	PROPN
easat-6188	152	18	learning	learn	VERB
easat-6188	152	19	gate	gate	NOUN
easat-6188	152	20	figure	figure	NOUN
easat-6188	152	21	4	4	NUM
easat-6188	152	22	.	.	PUNCT
easat-6188	152	23	xgboost	xgboost	ADV
easat-6188	152	24	-	-	PUNCT
easat-6188	152	25	based	base	VERB
easat-6188	152	26	prediction	prediction	NOUN
easat-6188	152	27	flow	flow	NOUN
easat-6188	152	28	.	.	PUNCT
easat-6188	153	1	xgboost	xgboost	PROPN
easat-6188	153	2	is	be	AUX
easat-6188	153	3	highly	highly	ADV
easat-6188	153	4	efficient	efficient	ADJ
easat-6188	153	5	and	and	CCONJ
easat-6188	153	6	supports	support	VERB
easat-6188	153	7	regularization	regularization	NOUN
easat-6188	153	8	,	,	PUNCT
easat-6188	153	9	which	which	PRON
easat-6188	153	10	prevents	prevent	VERB
easat-6188	153	11	overfitting	overfitte	VERB
easat-6188	153	12	.	.	PUNCT
easat-6188	154	1	in	in	ADP
easat-6188	154	2	this	this	DET
easat-6188	154	3	study	study	NOUN
easat-6188	154	4	,	,	PUNCT
easat-6188	154	5	it	it	PRON
easat-6188	154	6	achieved	achieve	VERB
easat-6188	154	7	the	the	DET
easat-6188	154	8	highest	high	ADJ
easat-6188	154	9	accuracy	accuracy	NOUN
easat-6188	154	10	among	among	ADP
easat-6188	154	11	individual	individual	ADJ
easat-6188	154	12	models	model	NOUN
easat-6188	154	13	in	in	ADP
easat-6188	154	14	both	both	DET
easat-6188	154	15	prediction	prediction	NOUN
easat-6188	154	16	tasks	task	NOUN
easat-6188	154	17	.	.	PUNCT
easat-6188	155	1	3.5	3.5	NUM
easat-6188	155	2	.	.	PUNCT
easat-6188	155	3	ensemble	ensemble	ADJ
easat-6188	155	4	integration	integration	NOUN
easat-6188	155	5	while	while	SCONJ
easat-6188	155	6	individual	individual	ADJ
easat-6188	155	7	models	model	NOUN
easat-6188	155	8	have	have	VERB
easat-6188	155	9	strengths	strength	NOUN
easat-6188	155	10	,	,	PUNCT
easat-6188	155	11	combining	combine	VERB
easat-6188	155	12	them	they	PRON
easat-6188	155	13	can	can	AUX
easat-6188	155	14	yield	yield	VERB
easat-6188	155	15	a	a	DET
easat-6188	155	16	more	more	ADV
easat-6188	155	17	balanced	balanced	ADJ
easat-6188	155	18	and	and	CCONJ
easat-6188	155	19	powerful	powerful	ADJ
easat-6188	155	20	predictor	predictor	NOUN
easat-6188	155	21	.	.	PUNCT
easat-6188	156	1	our	our	PRON
easat-6188	156	2	ensemble	ensemble	ADJ
easat-6188	156	3	framework	framework	NOUN
easat-6188	156	4	integrates	integrate	VERB
easat-6188	156	5	the	the	DET
easat-6188	156	6	outputs	output	NOUN
easat-6188	156	7	of	of	ADP
easat-6188	156	8	svm	svm	NOUN
easat-6188	156	9	,	,	PUNCT
easat-6188	156	10	bagging	bagging	NOUN
easat-6188	156	11	,	,	PUNCT
easat-6188	156	12	and	and	CCONJ
easat-6188	156	13	xgboost	xgboost	ADV
easat-6188	156	14	via	via	ADP
easat-6188	156	15	a	a	DET
easat-6188	156	16	weighted	weighted	ADJ
easat-6188	156	17	voting	voting	NOUN
easat-6188	156	18	mechanism	mechanism	NOUN
easat-6188	156	19	.	.	PUNCT
easat-6188	157	1	each	each	DET
easat-6188	157	2	base	base	NOUN
easat-6188	157	3	model	model	NOUN
easat-6188	157	4	contributes	contribute	VERB
easat-6188	157	5	equally	equally	ADV
easat-6188	157	6	in	in	ADP
easat-6188	157	7	the	the	DET
easat-6188	157	8	fusion	fusion	NOUN
easat-6188	157	9	process	process	NOUN
easat-6188	157	10	,	,	PUNCT
easat-6188	157	11	and	and	CCONJ
easat-6188	157	12	the	the	DET
easat-6188	157	13	final	final	ADJ
easat-6188	157	14	decision	decision	NOUN
easat-6188	157	15	is	be	AUX
easat-6188	157	16	made	make	VERB
easat-6188	157	17	based	base	VERB
easat-6188	157	18	on	on	ADP
easat-6188	157	19	the	the	DET
easat-6188	157	20	majority	majority	NOUN
easat-6188	157	21	consensus	consensus	NOUN
easat-6188	157	22	.	.	PUNCT
easat-6188	158	1	this	this	DET
easat-6188	158	2	structure	structure	NOUN
easat-6188	158	3	ensures	ensure	VERB
easat-6188	158	4	that	that	SCONJ
easat-6188	158	5	the	the	DET
easat-6188	158	6	weaknesses	weakness	NOUN
easat-6188	158	7	of	of	ADP
easat-6188	158	8	one	one	NUM
easat-6188	158	9	model	model	NOUN
easat-6188	158	10	can	can	AUX
easat-6188	158	11	be	be	AUX
easat-6188	158	12	compensated	compensate	VERB
easat-6188	158	13	by	by	ADP
easat-6188	158	14	the	the	DET
easat-6188	158	15	strengths	strength	NOUN
easat-6188	158	16	of	of	ADP
easat-6188	158	17	others	other	NOUN
easat-6188	158	18	,	,	PUNCT
easat-6188	158	19	enhancing	enhance	VERB
easat-6188	158	20	both	both	DET
easat-6188	158	21	stability	stability	NOUN
easat-6188	158	22	and	and	CCONJ
easat-6188	158	23	accuracy	accuracy	NOUN
easat-6188	158	24	.	.	PUNCT
easat-6188	159	1	empirical	empirical	ADJ
easat-6188	159	2	results	result	NOUN
easat-6188	159	3	in	in	ADP
easat-6188	159	4	section	section	NOUN
easat-6188	159	5	4	4	NUM
easat-6188	159	6	demonstrate	demonstrate	VERB
easat-6188	159	7	that	that	SCONJ
easat-6188	159	8	the	the	DET
easat-6188	159	9	ensemble	ensemble	ADJ
easat-6188	159	10	method	method	NOUN
easat-6188	159	11	consistently	consistently	ADV
easat-6188	159	12	outperforms	outperform	VERB
easat-6188	159	13	any	any	DET
easat-6188	159	14	single	single	ADJ
easat-6188	159	15	model	model	NOUN
easat-6188	159	16	,	,	PUNCT
easat-6188	159	17	especially	especially	ADV
easat-6188	159	18	in	in	ADP
easat-6188	159	19	predicting	predict	VERB
easat-6188	159	20	complex	complex	ADJ
easat-6188	159	21	employment	employment	NOUN
easat-6188	159	22	patterns	pattern	NOUN
easat-6188	159	23	with	with	ADP
easat-6188	159	24	heterogeneous	heterogeneous	ADJ
easat-6188	159	25	data	datum	NOUN
easat-6188	159	26	.	.	PUNCT
easat-6188	160	1	4	4	X
easat-6188	160	2	.	.	X
easat-6188	160	3	dataset	dataset	NOUN
easat-6188	160	4	and	and	CCONJ
easat-6188	160	5	experimental	experimental	ADJ
easat-6188	160	6	results	result	NOUN
easat-6188	160	7	4.1	4.1	NUM
easat-6188	160	8	.	.	PUNCT
easat-6188	161	1	dataset	dataset	NOUN
easat-6188	161	2	and	and	CCONJ
easat-6188	161	3	data	datum	NOUN
easat-6188	161	4	preprocessing	preprocessing	NOUN
easat-6188	161	5	in	in	ADP
easat-6188	161	6	this	this	DET
easat-6188	161	7	study	study	NOUN
easat-6188	161	8	,	,	PUNCT
easat-6188	161	9	the	the	DET
easat-6188	161	10	dataset	dataset	NOUN
easat-6188	161	11	primarily	primarily	ADV
easat-6188	161	12	consists	consist	VERB
easat-6188	161	13	of	of	ADP
easat-6188	161	14	historical	historical	ADJ
easat-6188	161	15	employment	employment	NOUN
easat-6188	161	16	records	record	NOUN
easat-6188	161	17	and	and	CCONJ
easat-6188	161	18	personal	personal	ADJ
easat-6188	161	19	information	information	NOUN
easat-6188	161	20	of	of	ADP
easat-6188	161	21	graduates	graduate	NOUN
easat-6188	161	22	from	from	ADP
easat-6188	161	23	various	various	ADJ
easat-6188	161	24	universities	university	NOUN
easat-6188	161	25	in	in	ADP
easat-6188	161	26	china	china	PROPN
easat-6188	161	27	.	.	PUNCT
easat-6188	162	1	taking	take	VERB
easat-6188	162	2	the	the	DET
easat-6188	162	3	agricultural	agricultural	ADJ
easat-6188	162	4	discipline	discipline	NOUN
easat-6188	162	5	as	as	ADP
easat-6188	162	6	an	an	DET
easat-6188	162	7	example	example	NOUN
easat-6188	162	8	,	,	PUNCT
easat-6188	162	9	data	datum	NOUN
easat-6188	162	10	from	from	ADP
easat-6188	162	11	2010	2010	NUM
easat-6188	162	12	to	to	ADP
easat-6188	162	13	2017	2017	NUM
easat-6188	162	14	were	be	AUX
easat-6188	162	15	collected	collect	VERB
easat-6188	162	16	,	,	PUNCT
easat-6188	162	17	as	as	SCONJ
easat-6188	162	18	shown	show	VERB
easat-6188	162	19	in	in	ADP
easat-6188	162	20	table	table	NOUN
easat-6188	162	21	4	4	NUM
easat-6188	162	22	-	-	SYM
easat-6188	162	23	1	1	NUM
easat-6188	162	24	.	.	PUNCT
easat-6188	163	1	according	accord	VERB
easat-6188	163	2	to	to	ADP
easat-6188	163	3	the	the	DET
easat-6188	163	4	official	official	ADJ
easat-6188	163	5	enrollment	enrollment	NOUN
easat-6188	163	6	data	datum	NOUN
easat-6188	163	7	over	over	ADP
easat-6188	163	8	the	the	DET
easat-6188	163	9	past	past	ADJ
easat-6188	163	10	eight	eight	NUM
easat-6188	163	11	years	year	NOUN
easat-6188	163	12	,	,	PUNCT
easat-6188	163	13	a	a	DET
easat-6188	163	14	total	total	NOUN
easat-6188	163	15	of	of	ADP
easat-6188	163	16	89	89	NUM
easat-6188	163	17	students	student	NOUN
easat-6188	163	18	were	be	AUX
easat-6188	163	19	admitted	admit	VERB
easat-6188	163	20	.	.	PUNCT
easat-6188	164	1	based	base	VERB
easat-6188	164	2	on	on	ADP
easat-6188	164	3	follow	follow	NOUN
easat-6188	164	4	-	-	PUNCT
easat-6188	164	5	up	up	ADP
easat-6188	164	6	investigations	investigation	NOUN
easat-6188	164	7	,	,	PUNCT
easat-6188	164	8	13	13	NUM
easat-6188	164	9	and	and	CCONJ
easat-6188	164	10	14	14	NUM
easat-6188	164	11	graduate	graduate	NOUN
easat-6188	164	12	students	student	NOUN
easat-6188	164	13	were	be	AUX
easat-6188	164	14	enrolled	enrol	VERB
easat-6188	164	15	in	in	ADP
easat-6188	164	16	2018	2018	NUM
easat-6188	164	17	and	and	CCONJ
easat-6188	164	18	2019	2019	NUM
easat-6188	164	19	,	,	PUNCT
easat-6188	164	20	respectively	respectively	ADV
easat-6188	164	21	.	.	PUNCT
easat-6188	165	1	therefore	therefore	ADV
easat-6188	165	2	,	,	PUNCT
easat-6188	165	3	the	the	DET
easat-6188	165	4	approximate	approximate	ADJ
easat-6188	165	5	number	number	NOUN
easat-6188	165	6	of	of	ADP
easat-6188	165	7	graduate	graduate	NOUN
easat-6188	165	8	students	student	NOUN
easat-6188	165	9	admitted	admit	VERB
easat-6188	165	10	over	over	ADP
easat-6188	165	11	the	the	DET
easat-6188	165	12	past	past	ADJ
easat-6188	165	13	eight	eight	NUM
easat-6188	165	14	years	year	NOUN
easat-6188	165	15	is	be	AUX
easat-6188	165	16	87	87	NUM
easat-6188	165	17	,	,	PUNCT
easat-6188	165	18	with	with	ADP
easat-6188	165	19	an	an	DET
easat-6188	165	20	average	average	NOUN
easat-6188	165	21	of	of	ADP
easat-6188	165	22	about	about	ADV
easat-6188	165	23	11	11	NUM
easat-6188	165	24	students	student	NOUN
easat-6188	165	25	enrolled	enrol	VERB
easat-6188	165	26	per	per	ADP
easat-6188	165	27	year	year	NOUN
easat-6188	165	28	.	.	PUNCT
easat-6188	166	1	consequently	consequently	ADV
easat-6188	166	2	,	,	PUNCT
easat-6188	166	3	starting	start	VERB
easat-6188	166	4	from	from	ADP
easat-6188	166	5	2010	2010	NUM
easat-6188	166	6	,	,	PUNCT
easat-6188	166	7	the	the	DET
easat-6188	166	8	total	total	ADJ
easat-6188	166	9	number	number	NOUN
easat-6188	166	10	of	of	ADP
easat-6188	166	11	graduate	graduate	NOUN
easat-6188	166	12	students	student	NOUN
easat-6188	166	13	majoring	major	VERB
easat-6188	166	14	in	in	ADP
easat-6188	166	15	agricultural	agricultural	ADJ
easat-6188	166	16	information	information	NOUN
easat-6188	166	17	is	be	AUX
easat-6188	166	18	estimated	estimate	VERB
easat-6188	166	19	to	to	PART
easat-6188	166	20	be	be	AUX
easat-6188	166	21	109	109	NUM
easat-6188	166	22	,	,	PUNCT
easat-6188	166	23	including	include	VERB
easat-6188	166	24	27	27	NUM
easat-6188	166	25	current	current	ADJ
easat-6188	166	26	students	student	NOUN
easat-6188	166	27	and	and	CCONJ
easat-6188	166	28	approximately	approximately	ADV
easat-6188	166	29	82	82	NUM
easat-6188	166	30	graduates	graduate	NOUN
easat-6188	166	31	.	.	PUNCT
easat-6188	167	1	1152	1152	NUM
easat-6188	167	2	edelweiss	edelweiss	PROPN
easat-6188	167	3	applied	apply	VERB
easat-6188	167	4	science	science	NOUN
easat-6188	167	5	and	and	CCONJ
easat-6188	167	6	technology	technology	NOUN
easat-6188	167	7	issn	issn	PROPN
easat-6188	167	8	:	:	PUNCT
easat-6188	167	9	2576	2576	NUM
easat-6188	167	10	-	-	SYM
easat-6188	167	11	8484	8484	NUM
easat-6188	167	12	vol	vol	NOUN
easat-6188	167	13	.	.	PROPN
easat-6188	168	1	9	9	NUM
easat-6188	168	2	,	,	PUNCT
easat-6188	168	3	no	no	INTJ
easat-6188	168	4	.	.	NOUN
easat-6188	169	1	4	4	NUM
easat-6188	169	2	:	:	SYM
easat-6188	169	3	1145	1145	NUM
easat-6188	169	4	-	-	SYM
easat-6188	169	5	1159	1159	NUM
easat-6188	169	6	,	,	PUNCT
easat-6188	169	7	2025	2025	NUM
easat-6188	169	8	doi	doi	NOUN
easat-6188	169	9	:	:	PUNCT
easat-6188	169	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	169	11	©	©	PROPN
easat-6188	169	12	2025	2025	NUM
easat-6188	169	13	by	by	ADP
easat-6188	169	14	the	the	DET
easat-6188	169	15	authors	author	NOUN
easat-6188	169	16	;	;	PUNCT
easat-6188	170	1	licensee	licensee	PROPN
easat-6188	170	2	learning	learn	VERB
easat-6188	170	3	gate	gate	NOUN
easat-6188	170	4	table	table	NOUN
easat-6188	170	5	1	1	NUM
easat-6188	170	6	.	.	PUNCT
easat-6188	170	7	enrollment	enrollment	NOUN
easat-6188	170	8	of	of	ADP
easat-6188	170	9	graduate	graduate	NOUN
easat-6188	170	10	students	student	NOUN
easat-6188	170	11	majoring	major	VERB
easat-6188	170	12	in	in	ADP
easat-6188	170	13	agricultural	agricultural	ADJ
easat-6188	170	14	information	information	NOUN
easat-6188	170	15	.	.	PUNCT
easat-6188	171	1	year	year	NOUN
easat-6188	171	2	recommendations	recommendation	NOUN
easat-6188	171	3	number	number	NOUN
easat-6188	171	4	of	of	ADP
easat-6188	171	5	registrations	registration	NOUN
easat-6188	171	6	number	number	NOUN
easat-6188	171	7	of	of	ADP
easat-6188	171	8	enrollments	enrollment	NOUN
easat-6188	171	9	2010	2010	NUM
easat-6188	171	10	6	6	NUM
easat-6188	171	11	11	11	NUM
easat-6188	171	12	none	none	NOUN
easat-6188	171	13	2011	2011	NUM
easat-6188	171	14	3	3	NUM
easat-6188	171	15	5	5	NUM
easat-6188	171	16	none	none	NOUN
easat-6188	171	17	2012	2012	NUM
easat-6188	171	18	4	4	NUM
easat-6188	171	19	none	none	NOUN
easat-6188	171	20	11	11	NUM
easat-6188	171	21	2013	2013	NUM
easat-6188	171	22	5	5	NUM
easat-6188	171	23	13	13	NUM
easat-6188	171	24	13	13	NUM
easat-6188	171	25	2014	2014	NUM
easat-6188	171	26	7	7	NUM
easat-6188	171	27	17	17	NUM
easat-6188	171	28	12	12	NUM
easat-6188	171	29	2015	2015	NUM
easat-6188	171	30	0	0	NUM
easat-6188	171	31	5	5	NUM
easat-6188	171	32	8	8	NUM
easat-6188	171	33	2016	2016	NUM
easat-6188	171	34	0	0	NUM
easat-6188	171	35	7	7	NUM
easat-6188	171	36	4	4	NUM
easat-6188	171	37	2017	2017	NUM
easat-6188	171	38	0	0	NUM
easat-6188	171	39	7	7	NUM
easat-6188	171	40	12	12	NUM
easat-6188	171	41	2018	2018	NUM
easat-6188	171	42	1	1	NUM
easat-6188	171	43	7	7	NUM
easat-6188	171	44	14	14	NUM
easat-6188	171	45	2019	2019	NUM
easat-6188	171	46	1	1	NUM
easat-6188	171	47	16	16	NUM
easat-6188	171	48	15	15	NUM
easat-6188	171	49	the	the	DET
easat-6188	171	50	dataset	dataset	NOUN
easat-6188	171	51	contains	contain	VERB
easat-6188	171	52	a	a	DET
easat-6188	171	53	wide	wide	ADJ
easat-6188	171	54	range	range	NOUN
easat-6188	171	55	of	of	ADP
easat-6188	171	56	information	information	NOUN
easat-6188	171	57	,	,	PUNCT
easat-6188	171	58	including	include	VERB
easat-6188	171	59	basic	basic	ADJ
easat-6188	171	60	demographic	demographic	ADJ
easat-6188	171	61	data	datum	NOUN
easat-6188	171	62	,	,	PUNCT
easat-6188	171	63	academic	academic	ADJ
easat-6188	171	64	performance	performance	NOUN
easat-6188	171	65	,	,	PUNCT
easat-6188	171	66	internship	internship	NOUN
easat-6188	171	67	experience	experience	NOUN
easat-6188	171	68	,	,	PUNCT
easat-6188	171	69	and	and	CCONJ
easat-6188	171	70	family	family	NOUN
easat-6188	171	71	background	background	NOUN
easat-6188	171	72	,	,	PUNCT
easat-6188	171	73	as	as	ADV
easat-6188	171	74	well	well	ADV
easat-6188	171	75	as	as	ADP
easat-6188	171	76	employment	employment	NOUN
easat-6188	171	77	outcomes	outcome	NOUN
easat-6188	171	78	such	such	ADJ
easat-6188	171	79	as	as	ADP
easat-6188	171	80	salary	salary	NOUN
easat-6188	171	81	levels	level	NOUN
easat-6188	171	82	and	and	CCONJ
easat-6188	171	83	the	the	DET
easat-6188	171	84	nature	nature	NOUN
easat-6188	171	85	of	of	ADP
easat-6188	171	86	employers	employer	NOUN
easat-6188	171	87	.	.	PUNCT
easat-6188	172	1	to	to	PART
easat-6188	172	2	enable	enable	VERB
easat-6188	172	3	efficient	efficient	ADJ
easat-6188	172	4	and	and	CCONJ
easat-6188	172	5	accurate	accurate	ADJ
easat-6188	172	6	analysis	analysis	NOUN
easat-6188	172	7	of	of	ADP
easat-6188	172	8	the	the	DET
easat-6188	172	9	data	datum	NOUN
easat-6188	172	10	,	,	PUNCT
easat-6188	172	11	we	we	PRON
easat-6188	172	12	employed	employ	VERB
easat-6188	172	13	a	a	DET
easat-6188	172	14	series	series	NOUN
easat-6188	172	15	of	of	ADP
easat-6188	172	16	data	datum	NOUN
easat-6188	172	17	preprocessing	preprocesse	VERB
easat-6188	172	18	techniques	technique	NOUN
easat-6188	172	19	to	to	PART
easat-6188	172	20	ensure	ensure	VERB
easat-6188	172	21	that	that	SCONJ
easat-6188	172	22	the	the	DET
easat-6188	172	23	data	datum	NOUN
easat-6188	172	24	quality	quality	NOUN
easat-6188	172	25	met	meet	VERB
easat-6188	172	26	the	the	DET
easat-6188	172	27	requirements	requirement	NOUN
easat-6188	172	28	for	for	ADP
easat-6188	172	29	model	model	NOUN
easat-6188	172	30	training	training	NOUN
easat-6188	172	31	.	.	PUNCT
easat-6188	173	1	firstly	firstly	ADV
easat-6188	173	2	,	,	PUNCT
easat-6188	173	3	we	we	PRON
easat-6188	173	4	performed	perform	VERB
easat-6188	173	5	data	datum	NOUN
easat-6188	173	6	cleaning	clean	VERB
easat-6188	173	7	on	on	ADP
easat-6188	173	8	the	the	DET
easat-6188	173	9	raw	raw	ADJ
easat-6188	173	10	dataset	dataset	NOUN
easat-6188	173	11	by	by	ADP
easat-6188	173	12	removing	remove	VERB
easat-6188	173	13	missing	missing	ADJ
easat-6188	173	14	and	and	CCONJ
easat-6188	173	15	anomalous	anomalous	ADJ
easat-6188	173	16	values	value	NOUN
easat-6188	173	17	.	.	PUNCT
easat-6188	174	1	for	for	ADP
easat-6188	174	2	missing	miss	VERB
easat-6188	174	3	values	value	NOUN
easat-6188	174	4	,	,	PUNCT
easat-6188	174	5	we	we	PRON
easat-6188	174	6	applied	apply	VERB
easat-6188	174	7	techniques	technique	NOUN
easat-6188	174	8	such	such	ADJ
easat-6188	174	9	as	as	ADP
easat-6188	174	10	mean	mean	ADJ
easat-6188	174	11	imputation	imputation	NOUN
easat-6188	174	12	and	and	CCONJ
easat-6188	174	13	mode	mode	NOUN
easat-6188	174	14	imputation	imputation	NOUN
easat-6188	174	15	to	to	PART
easat-6188	174	16	prevent	prevent	VERB
easat-6188	174	17	incomplete	incomplete	ADJ
easat-6188	174	18	data	datum	NOUN
easat-6188	174	19	from	from	ADP
easat-6188	174	20	affecting	affect	VERB
easat-6188	174	21	subsequent	subsequent	ADJ
easat-6188	174	22	analyses	analysis	NOUN
easat-6188	174	23	.	.	PUNCT
easat-6188	175	1	for	for	ADP
easat-6188	175	2	outlier	outlier	ADJ
easat-6188	175	3	detection	detection	NOUN
easat-6188	175	4	,	,	PUNCT
easat-6188	175	5	we	we	PRON
easat-6188	175	6	utilized	utilize	VERB
easat-6188	175	7	boxplot	boxplot	NOUN
easat-6188	175	8	analysis	analysis	NOUN
easat-6188	175	9	and	and	CCONJ
easat-6188	175	10	z	z	NOUN
easat-6188	175	11	-	-	PUNCT
easat-6188	175	12	score	score	NOUN
easat-6188	175	13	standardization	standardization	NOUN
easat-6188	175	14	to	to	PART
easat-6188	175	15	identify	identify	VERB
easat-6188	175	16	and	and	CCONJ
easat-6188	175	17	eliminate	eliminate	VERB
easat-6188	175	18	data	datum	NOUN
easat-6188	175	19	points	point	NOUN
easat-6188	175	20	that	that	PRON
easat-6188	175	21	did	do	AUX
easat-6188	175	22	not	not	PART
easat-6188	175	23	conform	conform	VERB
easat-6188	175	24	to	to	ADP
easat-6188	175	25	the	the	DET
easat-6188	175	26	overall	overall	ADJ
easat-6188	175	27	distribution	distribution	NOUN
easat-6188	175	28	.	.	PUNCT
easat-6188	176	1	data	datum	NOUN
easat-6188	176	2	normalization	normalization	NOUN
easat-6188	176	3	was	be	AUX
easat-6188	176	4	another	another	DET
easat-6188	176	5	key	key	ADJ
easat-6188	176	6	preprocessing	preprocessing	NOUN
easat-6188	176	7	step	step	NOUN
easat-6188	176	8	.	.	PUNCT
easat-6188	177	1	in	in	ADP
easat-6188	177	2	this	this	DET
easat-6188	177	3	study	study	NOUN
easat-6188	177	4	,	,	PUNCT
easat-6188	177	5	we	we	PRON
easat-6188	177	6	used	use	VERB
easat-6188	177	7	min	min	PROPN
easat-6188	177	8	-	-	ADJ
easat-6188	177	9	max	max	PROPN
easat-6188	177	10	normalization	normalization	NOUN
easat-6188	177	11	to	to	PART
easat-6188	177	12	scale	scale	VERB
easat-6188	177	13	the	the	DET
easat-6188	177	14	features	feature	NOUN
easat-6188	177	15	into	into	ADP
easat-6188	177	16	the	the	DET
easat-6188	177	17	wang	wang	PROPN
easat-6188	177	18	and	and	CCONJ
easat-6188	177	19	zhou	zhou	PROPN
easat-6188	178	1	[	[	X
easat-6188	178	2	1	1	NUM
easat-6188	178	3	]	]	X
easat-6188	178	4	range	range	NOUN
easat-6188	178	5	,	,	PUNCT
easat-6188	178	6	thereby	thereby	ADV
easat-6188	178	7	minimizing	minimize	VERB
easat-6188	178	8	the	the	DET
easat-6188	178	9	impact	impact	NOUN
easat-6188	178	10	of	of	ADP
easat-6188	178	11	differing	differ	VERB
easat-6188	178	12	units	unit	NOUN
easat-6188	178	13	across	across	ADP
easat-6188	178	14	features	feature	NOUN
easat-6188	178	15	on	on	ADP
easat-6188	178	16	the	the	DET
easat-6188	178	17	model	model	NOUN
easat-6188	178	18	training	training	NOUN
easat-6188	178	19	process	process	NOUN
easat-6188	178	20	.	.	PUNCT
easat-6188	179	1	feature	feature	NOUN
easat-6188	179	2	selection	selection	NOUN
easat-6188	179	3	also	also	ADV
easat-6188	179	4	played	play	VERB
easat-6188	179	5	a	a	DET
easat-6188	179	6	critical	critical	ADJ
easat-6188	179	7	role	role	NOUN
easat-6188	179	8	.	.	PUNCT
easat-6188	180	1	we	we	PRON
easat-6188	180	2	applied	apply	VERB
easat-6188	180	3	correlation	correlation	NOUN
easat-6188	180	4	analysis	analysis	NOUN
easat-6188	180	5	and	and	CCONJ
easat-6188	180	6	principal	principal	ADJ
easat-6188	180	7	component	component	NOUN
easat-6188	180	8	analysis	analysis	NOUN
easat-6188	180	9	(	(	PUNCT
easat-6188	180	10	pca	pca	NOUN
easat-6188	180	11	)	)	PUNCT
easat-6188	180	12	to	to	PART
easat-6188	180	13	reduce	reduce	VERB
easat-6188	180	14	data	data	NOUN
easat-6188	180	15	dimensionality	dimensionality	NOUN
easat-6188	180	16	while	while	SCONJ
easat-6188	180	17	retaining	retain	VERB
easat-6188	180	18	the	the	DET
easat-6188	180	19	most	most	ADV
easat-6188	180	20	representative	representative	ADJ
easat-6188	180	21	features	feature	NOUN
easat-6188	180	22	,	,	PUNCT
easat-6188	180	23	thus	thus	ADV
easat-6188	180	24	improving	improve	VERB
easat-6188	180	25	both	both	DET
easat-6188	180	26	training	training	NOUN
easat-6188	180	27	efficiency	efficiency	NOUN
easat-6188	180	28	and	and	CCONJ
easat-6188	180	29	prediction	prediction	NOUN
easat-6188	180	30	accuracy	accuracy	NOUN
easat-6188	180	31	.	.	PUNCT
easat-6188	181	1	after	after	ADP
easat-6188	181	2	preprocessing	preprocesse	VERB
easat-6188	181	3	,	,	PUNCT
easat-6188	181	4	the	the	DET
easat-6188	181	5	data	datum	NOUN
easat-6188	181	6	were	be	AUX
easat-6188	181	7	divided	divide	VERB
easat-6188	181	8	into	into	ADP
easat-6188	181	9	training	training	NOUN
easat-6188	181	10	and	and	CCONJ
easat-6188	181	11	testing	testing	NOUN
easat-6188	181	12	sets	set	NOUN
easat-6188	181	13	.	.	PUNCT
easat-6188	182	1	a	a	DET
easat-6188	182	2	random	random	ADJ
easat-6188	182	3	split	split	NOUN
easat-6188	182	4	was	be	AUX
easat-6188	182	5	performed	perform	VERB
easat-6188	182	6	,	,	PUNCT
easat-6188	182	7	allocating	allocate	VERB
easat-6188	182	8	70	70	NUM
easat-6188	182	9	%	%	NOUN
easat-6188	182	10	of	of	ADP
easat-6188	182	11	the	the	DET
easat-6188	182	12	data	datum	NOUN
easat-6188	182	13	to	to	ADP
easat-6188	182	14	the	the	DET
easat-6188	182	15	training	training	NOUN
easat-6188	182	16	set	set	NOUN
easat-6188	182	17	and	and	CCONJ
easat-6188	182	18	30	30	NUM
easat-6188	182	19	%	%	NOUN
easat-6188	182	20	to	to	ADP
easat-6188	182	21	the	the	DET
easat-6188	182	22	testing	testing	NOUN
easat-6188	182	23	set	set	NOUN
easat-6188	182	24	.	.	PUNCT
easat-6188	183	1	this	this	DET
easat-6188	183	2	approach	approach	NOUN
easat-6188	183	3	ensured	ensure	VERB
easat-6188	183	4	that	that	SCONJ
easat-6188	183	5	the	the	DET
easat-6188	183	6	model	model	NOUN
easat-6188	183	7	had	have	VERB
easat-6188	183	8	sufficient	sufficient	ADJ
easat-6188	183	9	data	datum	NOUN
easat-6188	183	10	for	for	ADP
easat-6188	183	11	training	training	NOUN
easat-6188	183	12	while	while	SCONJ
easat-6188	183	13	also	also	ADV
easat-6188	183	14	providing	provide	VERB
easat-6188	183	15	a	a	DET
easat-6188	183	16	reliable	reliable	ADJ
easat-6188	183	17	basis	basis	NOUN
easat-6188	183	18	for	for	ADP
easat-6188	183	19	evaluating	evaluate	VERB
easat-6188	183	20	model	model	NOUN
easat-6188	183	21	performance	performance	NOUN
easat-6188	183	22	.	.	PUNCT
easat-6188	184	1	through	through	ADP
easat-6188	184	2	the	the	DET
easat-6188	184	3	above	above	ADJ
easat-6188	184	4	steps	step	NOUN
easat-6188	184	5	—	—	PUNCT
easat-6188	184	6	data	datum	NOUN
easat-6188	184	7	cleaning	cleaning	NOUN
easat-6188	184	8	,	,	PUNCT
easat-6188	184	9	normalization	normalization	NOUN
easat-6188	184	10	,	,	PUNCT
easat-6188	184	11	and	and	CCONJ
easat-6188	184	12	feature	feature	NOUN
easat-6188	184	13	selection	selection	NOUN
easat-6188	184	14	—	—	PUNCT
easat-6188	184	15	the	the	DET
easat-6188	184	16	final	final	ADJ
easat-6188	184	17	dataset	dataset	NOUN
easat-6188	184	18	provided	provide	VERB
easat-6188	184	19	a	a	DET
easat-6188	184	20	solid	solid	ADJ
easat-6188	184	21	foundation	foundation	NOUN
easat-6188	184	22	for	for	ADP
easat-6188	184	23	subsequent	subsequent	ADJ
easat-6188	184	24	employment	employment	NOUN
easat-6188	184	25	trend	trend	NOUN
easat-6188	184	26	analysis	analysis	NOUN
easat-6188	184	27	and	and	CCONJ
easat-6188	184	28	predictive	predictive	ADJ
easat-6188	184	29	model	model	NOUN
easat-6188	184	30	development	development	NOUN
easat-6188	184	31	.	.	PUNCT
easat-6188	185	1	4.2	4.2	NUM
easat-6188	185	2	.	.	PUNCT
easat-6188	185	3	svm	svm	ADJ
easat-6188	185	4	-	-	PUNCT
easat-6188	185	5	based	base	VERB
easat-6188	185	6	prediction	prediction	NOUN
easat-6188	185	7	of	of	ADP
easat-6188	185	8	employment	employment	NOUN
easat-6188	185	9	trend	trend	NOUN
easat-6188	185	10	by	by	ADP
easat-6188	185	11	sector	sector	NOUN
easat-6188	185	12	the	the	DET
easat-6188	185	13	primary	primary	ADJ
easat-6188	185	14	objective	objective	NOUN
easat-6188	185	15	of	of	ADP
easat-6188	185	16	this	this	DET
easat-6188	185	17	study	study	NOUN
easat-6188	185	18	is	be	AUX
easat-6188	185	19	to	to	PART
easat-6188	185	20	predict	predict	VERB
easat-6188	185	21	recent	recent	ADJ
easat-6188	185	22	trends	trend	NOUN
easat-6188	185	23	in	in	ADP
easat-6188	185	24	employment	employment	NOUN
easat-6188	185	25	sectors	sector	NOUN
easat-6188	185	26	among	among	ADP
easat-6188	185	27	graduate	graduate	ADJ
easat-6188	185	28	students	student	NOUN
easat-6188	185	29	,	,	PUNCT
easat-6188	185	30	particularly	particularly	ADV
easat-6188	185	31	those	those	PRON
easat-6188	185	32	majoring	majoring	NOUN
easat-6188	185	33	in	in	ADP
easat-6188	185	34	agricultural	agricultural	ADJ
easat-6188	185	35	information	information	NOUN
easat-6188	185	36	between	between	ADP
easat-6188	185	37	2010	2010	NUM
easat-6188	185	38	and	and	CCONJ
easat-6188	185	39	2017	2017	NUM
easat-6188	185	40	.	.	PUNCT
easat-6188	186	1	we	we	PRON
easat-6188	186	2	utilized	utilize	VERB
easat-6188	186	3	a	a	DET
easat-6188	186	4	support	support	NOUN
easat-6188	186	5	vector	vector	NOUN
easat-6188	186	6	regression	regression	NOUN
easat-6188	186	7	(	(	PUNCT
easat-6188	186	8	svr	svr	PROPN
easat-6188	186	9	)	)	PUNCT
easat-6188	186	10	model	model	NOUN
easat-6188	186	11	to	to	PART
easat-6188	186	12	train	train	VERB
easat-6188	186	13	on	on	ADP
easat-6188	186	14	the	the	DET
easat-6188	186	15	historical	historical	ADJ
easat-6188	186	16	data	datum	NOUN
easat-6188	186	17	and	and	CCONJ
easat-6188	186	18	forecast	forecast	VERB
easat-6188	186	19	future	future	ADJ
easat-6188	186	20	employment	employment	NOUN
easat-6188	186	21	trends	trend	NOUN
easat-6188	186	22	.	.	PUNCT
easat-6188	187	1	given	give	VERB
easat-6188	187	2	that	that	SCONJ
easat-6188	187	3	the	the	DET
easat-6188	187	4	predictive	predictive	ADJ
easat-6188	187	5	performance	performance	NOUN
easat-6188	187	6	of	of	ADP
easat-6188	187	7	svr	svr	PROPN
easat-6188	187	8	tends	tend	VERB
easat-6188	187	9	to	to	PART
easat-6188	187	10	decline	decline	VERB
easat-6188	187	11	as	as	ADP
easat-6188	187	12	the	the	DET
easat-6188	187	13	forecasting	forecasting	NOUN
easat-6188	187	14	horizon	horizon	NOUN
easat-6188	187	15	increases	increase	NOUN
easat-6188	187	16	,	,	PUNCT
easat-6188	187	17	we	we	PRON
easat-6188	187	18	applied	apply	VERB
easat-6188	187	19	cross	cross	ADJ
easat-6188	187	20	-	-	ADJ
easat-6188	187	21	validation	validation	ADJ
easat-6188	187	22	techniques	technique	NOUN
easat-6188	187	23	to	to	PART
easat-6188	187	24	enhance	enhance	VERB
easat-6188	187	25	the	the	DET
easat-6188	187	26	robustness	robustness	NOUN
easat-6188	187	27	and	and	CCONJ
easat-6188	187	28	accuracy	accuracy	NOUN
easat-6188	187	29	of	of	ADP
easat-6188	187	30	the	the	DET
easat-6188	187	31	model	model	NOUN
easat-6188	187	32	.	.	PUNCT
easat-6188	188	1	subsequently	subsequently	ADV
easat-6188	188	2	,	,	PUNCT
easat-6188	188	3	we	we	PRON
easat-6188	188	4	conducted	conduct	VERB
easat-6188	188	5	regression	regression	NOUN
easat-6188	188	6	analysis	analysis	NOUN
easat-6188	188	7	using	use	VERB
easat-6188	188	8	a	a	DET
easat-6188	188	9	support	support	NOUN
easat-6188	188	10	vector	vector	NOUN
easat-6188	188	11	machine	machine	NOUN
easat-6188	188	12	(	(	PUNCT
easat-6188	188	13	svm	svm	PROPN
easat-6188	188	14	)	)	PUNCT
easat-6188	188	15	model	model	NOUN
easat-6188	188	16	,	,	PUNCT
easat-6188	188	17	trained	train	VERB
easat-6188	188	18	based	base	VERB
easat-6188	188	19	on	on	ADP
easat-6188	188	20	key	key	ADJ
easat-6188	188	21	parameters	parameter	NOUN
easat-6188	188	22	including	include	VERB
easat-6188	188	23	the	the	DET
easat-6188	188	24	kernel	kernel	PROPN
easat-6188	188	25	function	function	NOUN
easat-6188	188	26	,	,	PUNCT
easat-6188	188	27	penalty	penalty	NOUN
easat-6188	188	28	parameter	parameter	NOUN
easat-6188	188	29	c	c	NOUN
easat-6188	188	30	,	,	PUNCT
easat-6188	188	31	and	and	CCONJ
easat-6188	188	32	the	the	DET
easat-6188	188	33	kernel	kernel	PROPN
easat-6188	188	34	coefficient	coefficient	PROPN
easat-6188	188	35	gamma	gamma	PROPN
easat-6188	188	36	.	.	PUNCT
easat-6188	189	1	for	for	ADP
easat-6188	189	2	cross	cross	NOUN
easat-6188	189	3	-	-	NOUN
easat-6188	189	4	validation	validation	ADJ
easat-6188	189	5	,	,	PUNCT
easat-6188	189	6	we	we	PRON
easat-6188	189	7	selected	select	VERB
easat-6188	189	8	the	the	DET
easat-6188	189	9	2010	2010	NUM
easat-6188	189	10	dataset	dataset	NOUN
easat-6188	189	11	as	as	ADP
easat-6188	189	12	the	the	DET
easat-6188	189	13	training	training	NOUN
easat-6188	189	14	data	datum	NOUN
easat-6188	189	15	and	and	CCONJ
easat-6188	189	16	predicted	predict	VERB
easat-6188	189	17	employment	employment	NOUN
easat-6188	189	18	trends	trend	NOUN
easat-6188	189	19	for	for	ADP
easat-6188	189	20	the	the	DET
easat-6188	189	21	subsequent	subsequent	ADJ
easat-6188	189	22	years	year	NOUN
easat-6188	189	23	.	.	PUNCT
easat-6188	190	1	as	as	SCONJ
easat-6188	190	2	shown	show	VERB
easat-6188	190	3	in	in	ADP
easat-6188	190	4	figure	figure	NOUN
easat-6188	190	5	5	5	NUM
easat-6188	190	6	–	–	PUNCT
easat-6188	190	7	8	8	NUM
easat-6188	190	8	that	that	SCONJ
easat-6188	190	9	the	the	DET
easat-6188	190	10	model	model	NOUN
easat-6188	190	11	achieved	achieve	VERB
easat-6188	190	12	optimal	optimal	ADJ
easat-6188	190	13	predictive	predictive	ADJ
easat-6188	190	14	performance	performance	NOUN
easat-6188	190	15	when	when	SCONJ
easat-6188	190	16	the	the	DET
easat-6188	190	17	parameters	parameter	NOUN
easat-6188	190	18	were	be	AUX
easat-6188	190	19	set	set	VERB
easat-6188	190	20	as	as	ADP
easat-6188	190	21	:	:	PUNCT
easat-6188	190	22	kernel	kernel	PROPN
easat-6188	190	23	=	=	SYM
easat-6188	190	24	rbf	rbf	PROPN
easat-6188	190	25	,	,	PUNCT
easat-6188	190	26	c	c	NOUN
easat-6188	190	27	=	=	SYM
easat-6188	190	28	200	200	NUM
easat-6188	190	29	,	,	PUNCT
easat-6188	190	30	and	and	CCONJ
easat-6188	190	31	gamma	gamma	NOUN
easat-6188	190	32	=	=	NOUN
easat-6188	190	33	200	200	NUM
easat-6188	190	34	.	.	PUNCT
easat-6188	191	1	the	the	DET
easat-6188	191	2	detailed	detailed	ADJ
easat-6188	191	3	results	result	NOUN
easat-6188	191	4	are	be	AUX
easat-6188	191	5	presented	present	VERB
easat-6188	191	6	in	in	ADP
easat-6188	191	7	the	the	DET
easat-6188	191	8	corresponding	corresponding	ADJ
easat-6188	191	9	table	table	NOUN
easat-6188	191	10	.	.	PUNCT
easat-6188	192	1	1153	1153	NUM
easat-6188	192	2	edelweiss	edelweiss	PROPN
easat-6188	192	3	applied	apply	VERB
easat-6188	192	4	science	science	NOUN
easat-6188	192	5	and	and	CCONJ
easat-6188	192	6	technology	technology	NOUN
easat-6188	192	7	issn	issn	PROPN
easat-6188	192	8	:	:	PUNCT
easat-6188	192	9	2576	2576	NUM
easat-6188	192	10	-	-	SYM
easat-6188	192	11	8484	8484	NUM
easat-6188	192	12	vol	vol	NOUN
easat-6188	192	13	.	.	PROPN
easat-6188	193	1	9	9	NUM
easat-6188	193	2	,	,	PUNCT
easat-6188	193	3	no	no	INTJ
easat-6188	193	4	.	.	NOUN
easat-6188	194	1	4	4	NUM
easat-6188	194	2	:	:	SYM
easat-6188	194	3	1145	1145	NUM
easat-6188	194	4	-	-	SYM
easat-6188	194	5	1159	1159	NUM
easat-6188	194	6	,	,	PUNCT
easat-6188	194	7	2025	2025	NUM
easat-6188	194	8	doi	doi	NOUN
easat-6188	194	9	:	:	PUNCT
easat-6188	194	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	194	11	©	©	PROPN
easat-6188	194	12	2025	2025	NUM
easat-6188	194	13	by	by	ADP
easat-6188	194	14	the	the	DET
easat-6188	194	15	authors	author	NOUN
easat-6188	194	16	;	;	PUNCT
easat-6188	194	17	licensee	licensee	PROPN
easat-6188	194	18	learning	learn	VERB
easat-6188	194	19	gate	gate	PROPN
easat-6188	194	20	figure	figure	NOUN
easat-6188	194	21	5	5	NUM
easat-6188	194	22	.	.	PUNCT
easat-6188	194	23	employment	employment	NOUN
easat-6188	194	24	trend	trend	NOUN
easat-6188	194	25	chart	chart	NOUN
easat-6188	194	26	of	of	ADP
easat-6188	194	27	state	state	NOUN
easat-6188	194	28	-	-	PUNCT
easat-6188	194	29	owned	own	VERB
easat-6188	194	30	enterprises	enterprise	NOUN
easat-6188	195	1	when	when	SCONJ
easat-6188	195	2	kernel	kernel	PROPN
easat-6188	195	3	=	=	PROPN
easat-6188	195	4	rbf	rbf	PROPN
easat-6188	195	5	,	,	PUNCT
easat-6188	195	6	c=200	c=200	PROPN
easat-6188	195	7	,	,	PUNCT
easat-6188	195	8	and	and	CCONJ
easat-6188	195	9	gamma=200	gamma=200	PROPN
easat-6188	195	10	.	.	PROPN
easat-6188	195	11	figure	figure	NOUN
easat-6188	195	12	6	6	NUM
easat-6188	195	13	.	.	PUNCT
easat-6188	195	14	employment	employment	NOUN
easat-6188	195	15	trend	trend	NOUN
easat-6188	195	16	chart	chart	NOUN
easat-6188	195	17	of	of	ADP
easat-6188	195	18	state	state	NOUN
easat-6188	195	19	-	-	PUNCT
easat-6188	195	20	owned	own	VERB
easat-6188	195	21	enterprises	enterprise	NOUN
easat-6188	195	22	when	when	SCONJ
easat-6188	195	23	kernel	kernel	PROPN
easat-6188	195	24	=	=	PROPN
easat-6188	195	25	rbf	rbf	PROPN
easat-6188	195	26	,	,	PUNCT
easat-6188	195	27	c=2	c=2	NOUN
easat-6188	195	28	,	,	PUNCT
easat-6188	195	29	and	and	CCONJ
easat-6188	195	30	gamma=8	gamma=8	PROPN
easat-6188	196	1	.	.	PROPN
easat-6188	196	2	1154	1154	NUM
easat-6188	196	3	edelweiss	edelweiss	PROPN
easat-6188	196	4	applied	apply	VERB
easat-6188	196	5	science	science	NOUN
easat-6188	196	6	and	and	CCONJ
easat-6188	196	7	technology	technology	NOUN
easat-6188	196	8	issn	issn	PROPN
easat-6188	196	9	:	:	PUNCT
easat-6188	196	10	2576	2576	NUM
easat-6188	196	11	-	-	SYM
easat-6188	196	12	8484	8484	NUM
easat-6188	196	13	vol	vol	NOUN
easat-6188	196	14	.	.	PROPN
easat-6188	197	1	9	9	NUM
easat-6188	197	2	,	,	PUNCT
easat-6188	197	3	no	no	INTJ
easat-6188	197	4	.	.	NOUN
easat-6188	198	1	4	4	NUM
easat-6188	198	2	:	:	SYM
easat-6188	198	3	1145	1145	NUM
easat-6188	198	4	-	-	SYM
easat-6188	198	5	1159	1159	NUM
easat-6188	198	6	,	,	PUNCT
easat-6188	198	7	2025	2025	NUM
easat-6188	198	8	doi	doi	NOUN
easat-6188	198	9	:	:	PUNCT
easat-6188	198	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	198	11	©	©	PROPN
easat-6188	198	12	2025	2025	NUM
easat-6188	198	13	by	by	ADP
easat-6188	198	14	the	the	DET
easat-6188	198	15	authors	author	NOUN
easat-6188	198	16	;	;	PUNCT
easat-6188	198	17	licensee	licensee	PROPN
easat-6188	198	18	learning	learn	VERB
easat-6188	198	19	gate	gate	NOUN
easat-6188	198	20	figure	figure	NOUN
easat-6188	198	21	7	7	NUM
easat-6188	198	22	.	.	PUNCT
easat-6188	198	23	employment	employment	NOUN
easat-6188	198	24	trend	trend	NOUN
easat-6188	198	25	chart	chart	NOUN
easat-6188	198	26	of	of	ADP
easat-6188	198	27	state	state	NOUN
easat-6188	198	28	-	-	PUNCT
easat-6188	198	29	owned	own	VERB
easat-6188	198	30	enterprises	enterprise	NOUN
easat-6188	198	31	when	when	SCONJ
easat-6188	198	32	kernel=	kernel=	PUNCT
easat-6188	198	33	linear	linear	PROPN
easat-6188	198	34	,	,	PUNCT
easat-6188	198	35	c=200	c=200	PROPN
easat-6188	198	36	,	,	PUNCT
easat-6188	198	37	gamma=200	gamma=200	PROPN
easat-6188	198	38	.	.	PUNCT
easat-6188	199	1	figure	figure	NOUN
easat-6188	199	2	8	8	NUM
easat-6188	199	3	.	.	PUNCT
easat-6188	199	4	employment	employment	NOUN
easat-6188	199	5	trend	trend	NOUN
easat-6188	199	6	chart	chart	NOUN
easat-6188	199	7	of	of	ADP
easat-6188	199	8	state	state	NOUN
easat-6188	199	9	-	-	PUNCT
easat-6188	199	10	owned	own	VERB
easat-6188	199	11	enterprises	enterprise	NOUN
easat-6188	199	12	when	when	SCONJ
easat-6188	199	13	kernel	kernel	PROPN
easat-6188	199	14	=	=	NOUN
easat-6188	199	15	linear	linear	ADJ
easat-6188	199	16	,	,	PUNCT
easat-6188	199	17	c=2	c=2	NOUN
easat-6188	199	18	,	,	PUNCT
easat-6188	199	19	and	and	CCONJ
easat-6188	199	20	gamma=8	gamma=8	PROPN
easat-6188	199	21	.	.	PROPN
easat-6188	200	1	based	base	VERB
easat-6188	200	2	on	on	ADP
easat-6188	200	3	multiple	multiple	ADJ
easat-6188	200	4	rounds	round	NOUN
easat-6188	200	5	of	of	ADP
easat-6188	200	6	experiments	experiment	NOUN
easat-6188	200	7	and	and	CCONJ
easat-6188	200	8	graphical	graphical	ADJ
easat-6188	200	9	analyses	analysis	NOUN
easat-6188	200	10	,	,	PUNCT
easat-6188	200	11	it	it	PRON
easat-6188	200	12	was	be	AUX
easat-6188	200	13	ultimately	ultimately	ADV
easat-6188	200	14	determined	determine	VERB
easat-6188	200	15	that	that	SCONJ
easat-6188	200	16	the	the	DET
easat-6188	200	17	model	model	NOUN
easat-6188	200	18	achieved	achieve	VERB
easat-6188	200	19	optimal	optimal	ADJ
easat-6188	200	20	performance	performance	NOUN
easat-6188	200	21	and	and	CCONJ
easat-6188	200	22	predictive	predictive	ADJ
easat-6188	200	23	accuracy	accuracy	NOUN
easat-6188	200	24	when	when	SCONJ
easat-6188	200	25	using	use	VERB
easat-6188	200	26	the	the	DET
easat-6188	200	27	gaussian	gaussian	ADJ
easat-6188	200	28	kernel	kernel	NOUN
easat-6188	200	29	function	function	PROPN
easat-6188	200	30	,	,	PUNCT
easat-6188	200	31	with	with	ADP
easat-6188	200	32	parameters	parameter	NOUN
easat-6188	200	33	set	set	VERB
easat-6188	200	34	to	to	ADP
easat-6188	200	35	gamma	gamma	NOUN
easat-6188	200	36	=	=	PROPN
easat-6188	200	37	200	200	NUM
easat-6188	200	38	and	and	CCONJ
easat-6188	200	39	c	c	NOUN
easat-6188	200	40	=	=	SYM
easat-6188	200	41	200	200	NUM
easat-6188	200	42	.	.	X
easat-6188	201	1	4.3	4.3	NUM
easat-6188	201	2	.	.	PUNCT
easat-6188	201	3	ensemble	ensemble	ADJ
easat-6188	201	4	learning	learning	NOUN
easat-6188	201	5	for	for	ADP
easat-6188	201	6	predicting	predict	VERB
easat-6188	201	7	employment	employment	NOUN
easat-6188	201	8	sector	sector	NOUN
easat-6188	201	9	trends	trend	NOUN
easat-6188	201	10	in	in	ADP
easat-6188	201	11	this	this	DET
easat-6188	201	12	study	study	NOUN
easat-6188	201	13	,	,	PUNCT
easat-6188	201	14	two	two	NUM
easat-6188	201	15	ensemble	ensemble	ADJ
easat-6188	201	16	learning	learning	NOUN
easat-6188	201	17	methods	method	NOUN
easat-6188	201	18	were	be	AUX
easat-6188	201	19	employed	employ	VERB
easat-6188	201	20	:	:	PUNCT
easat-6188	201	21	bagging	bagging	NOUN
easat-6188	201	22	and	and	CCONJ
easat-6188	201	23	xgboost	xgboost	X
easat-6188	201	24	.	.	PUNCT
easat-6188	202	1	by	by	ADP
easat-6188	202	2	randomly	randomly	ADV
easat-6188	202	3	sampling	sample	VERB
easat-6188	202	4	subsets	subset	NOUN
easat-6188	202	5	of	of	ADP
easat-6188	202	6	the	the	DET
easat-6188	202	7	dataset	dataset	NOUN
easat-6188	202	8	,	,	PUNCT
easat-6188	202	9	multiple	multiple	ADJ
easat-6188	202	10	base	base	NOUN
easat-6188	202	11	classifiers	classifier	NOUN
easat-6188	202	12	were	be	AUX
easat-6188	202	13	trained	train	VERB
easat-6188	202	14	,	,	PUNCT
easat-6188	202	15	and	and	CCONJ
easat-6188	202	16	through	through	ADP
easat-6188	202	17	repeated	repeat	VERB
easat-6188	202	18	iterations	iteration	NOUN
easat-6188	202	19	,	,	PUNCT
easat-6188	202	20	a	a	DET
easat-6188	202	21	collection	collection	NOUN
easat-6188	202	22	of	of	ADP
easat-6188	202	23	classifiers	classifier	NOUN
easat-6188	202	24	was	be	AUX
easat-6188	202	25	generated	generate	VERB
easat-6188	202	26	.	.	PUNCT
easat-6188	203	1	during	during	ADP
easat-6188	203	2	each	each	DET
easat-6188	203	3	training	training	NOUN
easat-6188	203	4	cycle	cycle	NOUN
easat-6188	203	5	,	,	PUNCT
easat-6188	203	6	a	a	DET
easat-6188	203	7	different	different	ADJ
easat-6188	203	8	subset	subset	NOUN
easat-6188	203	9	of	of	ADP
easat-6188	203	10	the	the	DET
easat-6188	203	11	data	datum	NOUN
easat-6188	203	12	was	be	AUX
easat-6188	203	13	randomly	randomly	ADV
easat-6188	203	14	selected	select	VERB
easat-6188	203	15	,	,	PUNCT
easat-6188	203	16	and	and	CCONJ
easat-6188	203	17	the	the	DET
easat-6188	203	18	final	final	ADJ
easat-6188	203	19	prediction	prediction	NOUN
easat-6188	203	20	was	be	AUX
easat-6188	203	21	obtained	obtain	VERB
easat-6188	203	22	by	by	ADP
easat-6188	203	23	aggregating	aggregate	VERB
easat-6188	203	24	the	the	DET
easat-6188	203	25	results	result	NOUN
easat-6188	203	26	of	of	ADP
easat-6188	203	27	all	all	DET
easat-6188	203	28	classifiers	classifier	NOUN
easat-6188	203	29	,	,	PUNCT
easat-6188	203	30	1155	1155	NUM
easat-6188	203	31	edelweiss	edelweiss	PROPN
easat-6188	203	32	applied	apply	VERB
easat-6188	203	33	science	science	NOUN
easat-6188	203	34	and	and	CCONJ
easat-6188	203	35	technology	technology	NOUN
easat-6188	203	36	issn	issn	PROPN
easat-6188	203	37	:	:	PUNCT
easat-6188	203	38	2576	2576	NUM
easat-6188	203	39	-	-	SYM
easat-6188	203	40	8484	8484	NUM
easat-6188	203	41	vol	vol	NOUN
easat-6188	203	42	.	.	PROPN
easat-6188	204	1	9	9	NUM
easat-6188	204	2	,	,	PUNCT
easat-6188	204	3	no	no	INTJ
easat-6188	204	4	.	.	NOUN
easat-6188	205	1	4	4	NUM
easat-6188	205	2	:	:	SYM
easat-6188	205	3	1145	1145	NUM
easat-6188	205	4	-	-	SYM
easat-6188	205	5	1159	1159	NUM
easat-6188	205	6	,	,	PUNCT
easat-6188	205	7	2025	2025	NUM
easat-6188	205	8	doi	doi	NOUN
easat-6188	205	9	:	:	PUNCT
easat-6188	205	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	205	11	©	©	PROPN
easat-6188	205	12	2025	2025	NUM
easat-6188	205	13	by	by	ADP
easat-6188	205	14	the	the	DET
easat-6188	205	15	authors	author	NOUN
easat-6188	205	16	;	;	PUNCT
easat-6188	205	17	licensee	licensee	PROPN
easat-6188	205	18	learning	learning	NOUN
easat-6188	205	19	gate	gate	NOUN
easat-6188	205	20	thereby	thereby	ADV
easat-6188	205	21	enhancing	enhance	VERB
easat-6188	205	22	classification	classification	NOUN
easat-6188	205	23	accuracy	accuracy	NOUN
easat-6188	205	24	.	.	PUNCT
easat-6188	206	1	in	in	ADP
easat-6188	206	2	our	our	PRON
easat-6188	206	3	experiments	experiment	NOUN
easat-6188	206	4	,	,	PUNCT
easat-6188	206	5	we	we	PRON
easat-6188	206	6	performed	perform	VERB
easat-6188	206	7	1000	1000	NUM
easat-6188	206	8	training	training	NOUN
easat-6188	206	9	iterations	iteration	NOUN
easat-6188	206	10	,	,	PUNCT
easat-6188	206	11	and	and	CCONJ
easat-6188	206	12	the	the	DET
easat-6188	206	13	final	final	ADJ
easat-6188	206	14	decision	decision	NOUN
easat-6188	206	15	was	be	AUX
easat-6188	206	16	made	make	VERB
easat-6188	206	17	based	base	VERB
easat-6188	206	18	on	on	ADP
easat-6188	206	19	the	the	DET
easat-6188	206	20	majority	majority	NOUN
easat-6188	206	21	vote	vote	NOUN
easat-6188	206	22	among	among	ADP
easat-6188	206	23	the	the	DET
easat-6188	206	24	individual	individual	ADJ
easat-6188	206	25	classifiers	classifier	NOUN
easat-6188	206	26	.	.	PUNCT
easat-6188	207	1	xgboost	xgboost	PROPN
easat-6188	207	2	,	,	PUNCT
easat-6188	207	3	a	a	DET
easat-6188	207	4	widely	widely	ADV
easat-6188	207	5	adopted	adopt	VERB
easat-6188	207	6	boosting	boost	VERB
easat-6188	207	7	technique	technique	NOUN
easat-6188	207	8	,	,	PUNCT
easat-6188	207	9	was	be	AUX
easat-6188	207	10	also	also	ADV
easat-6188	207	11	utilized	utilize	VERB
easat-6188	207	12	.	.	PUNCT
easat-6188	208	1	it	it	PRON
easat-6188	208	2	trains	train	VERB
easat-6188	208	3	multiple	multiple	ADJ
easat-6188	208	4	weak	weak	ADJ
easat-6188	208	5	base	base	NOUN
easat-6188	208	6	learners	learner	NOUN
easat-6188	208	7	and	and	CCONJ
easat-6188	208	8	combines	combine	VERB
easat-6188	208	9	their	their	PRON
easat-6188	208	10	outputs	output	NOUN
easat-6188	208	11	into	into	ADP
easat-6188	208	12	a	a	DET
easat-6188	208	13	strong	strong	ADJ
easat-6188	208	14	classifier	classifier	NOUN
easat-6188	208	15	,	,	PUNCT
easat-6188	208	16	significantly	significantly	ADV
easat-6188	208	17	improving	improve	VERB
easat-6188	208	18	predictive	predictive	ADJ
easat-6188	208	19	accuracy	accuracy	NOUN
easat-6188	208	20	.	.	PUNCT
easat-6188	209	1	xgboost	xgboost	PROPN
easat-6188	209	2	emphasizes	emphasize	VERB
easat-6188	209	3	the	the	DET
easat-6188	209	4	efficiency	efficiency	NOUN
easat-6188	209	5	of	of	ADP
easat-6188	209	6	gradient	gradient	ADJ
easat-6188	209	7	boosting	boost	VERB
easat-6188	209	8	decision	decision	NOUN
easat-6188	209	9	trees	tree	NOUN
easat-6188	209	10	and	and	CCONJ
easat-6188	209	11	is	be	AUX
easat-6188	209	12	capable	capable	ADJ
easat-6188	209	13	of	of	ADP
easat-6188	209	14	maximizing	maximize	VERB
easat-6188	209	15	model	model	NOUN
easat-6188	209	16	performance	performance	NOUN
easat-6188	209	17	throughout	throughout	ADP
easat-6188	209	18	the	the	DET
easat-6188	209	19	training	training	NOUN
easat-6188	209	20	process	process	NOUN
easat-6188	209	21	.	.	PUNCT
easat-6188	210	1	the	the	DET
easat-6188	210	2	experimental	experimental	ADJ
easat-6188	210	3	design	design	NOUN
easat-6188	210	4	of	of	ADP
easat-6188	210	5	this	this	DET
easat-6188	210	6	study	study	NOUN
easat-6188	210	7	includes	include	VERB
easat-6188	210	8	a	a	DET
easat-6188	210	9	comparative	comparative	ADJ
easat-6188	210	10	analysis	analysis	NOUN
easat-6188	210	11	between	between	ADP
easat-6188	210	12	ensemble	ensemble	ADJ
easat-6188	210	13	learning	learning	NOUN
easat-6188	210	14	(	(	PUNCT
easat-6188	210	15	bagging	bagging	NOUN
easat-6188	210	16	and	and	CCONJ
easat-6188	210	17	xgboost	xgboost	NUM
easat-6188	210	18	)	)	PUNCT
easat-6188	210	19	and	and	CCONJ
easat-6188	210	20	non	non	ADJ
easat-6188	210	21	-	-	ADJ
easat-6188	210	22	ensemble	ensemble	ADJ
easat-6188	210	23	approaches	approach	NOUN
easat-6188	210	24	.	.	PUNCT
easat-6188	211	1	the	the	DET
easat-6188	211	2	specific	specific	ADJ
easat-6188	211	3	parameter	parameter	NOUN
easat-6188	211	4	settings	setting	NOUN
easat-6188	211	5	used	use	VERB
easat-6188	211	6	in	in	ADP
easat-6188	211	7	the	the	DET
easat-6188	211	8	experiments	experiment	NOUN
easat-6188	211	9	are	be	AUX
easat-6188	211	10	detailed	detail	VERB
easat-6188	211	11	in	in	ADP
easat-6188	211	12	the	the	DET
easat-6188	211	13	table	table	NOUN
easat-6188	211	14	2	2	NUM
easat-6188	211	15	.	.	PUNCT
easat-6188	211	16	table	table	NOUN
easat-6188	211	17	2	2	NUM
easat-6188	211	18	.	.	PUNCT
easat-6188	211	19	experiment	experiment	NOUN
easat-6188	211	20	parameters	parameter	NOUN
easat-6188	211	21	for	for	ADP
easat-6188	211	22	bagging	bagging	NOUN
easat-6188	211	23	and	and	CCONJ
easat-6188	211	24	xgboost	xgboost	X
easat-6188	211	25	.	.	PUNCT
easat-6188	212	1	method	method	PROPN
easat-6188	212	2	parameter	parameter	PROPN
easat-6188	212	3	set	set	VERB
easat-6188	212	4	value	value	NOUN
easat-6188	212	5	bagging	bagging	NOUN
easat-6188	212	6	base	base	NOUN
easat-6188	212	7	classifier	classifier	NOUN
easat-6188	212	8	clfssvm	clfssvm	NOUN
easat-6188	212	9	,	,	PUNCT
easat-6188	212	10	n_estimators=10	n_estimators=10	NOUN
easat-6188	212	11	bagging	bag	VERB
easat-6188	212	12	max	max	PROPN
easat-6188	212	13	sample	sample	PROPN
easat-6188	212	14	ratio	ratio	NOUN
easat-6188	212	15	max_samples=1.0	max_samples=1.0	PROPN
easat-6188	212	16	bagging	bag	VERB
easat-6188	212	17	max	max	PROPN
easat-6188	212	18	features	feature	VERB
easat-6188	212	19	max_features=1.0	max_features=1.0	PROPN
easat-6188	212	20	bagging	bag	VERB
easat-6188	212	21	min	min	NOUN
easat-6188	212	22	child	child	NOUN
easat-6188	212	23	weight	weight	NOUN
easat-6188	212	24	min_child_weight=0.2	min_child_weight=0.2	NOUN
easat-6188	212	25	xgboost	xgboost	X
easat-6188	213	1	base	base	PROPN
easat-6188	213	2	classifier	classifier	PROPN
easat-6188	213	3	booster='gbtree	booster='gbtree	NOUN
easat-6188	213	4	'	'	PUNCT
easat-6188	213	5	xgboost	xgboost	X
easat-6188	213	6	learning	learn	VERB
easat-6188	213	7	rate	rate	NOUN
easat-6188	213	8	eta=0.3	eta=0.3	PROPN
easat-6188	213	9	xgboost	xgboost	X
easat-6188	213	10	iterations	iteration	NOUN
easat-6188	213	11	n_estimators=100	n_estimators=100	PROPN
easat-6188	213	12	xgboost	xgboost	X
easat-6188	213	13	min	min	PROPN
easat-6188	213	14	child	child	PROPN
easat-6188	213	15	weight	weight	NOUN
easat-6188	213	16	min_child_weight=0.2	min_child_weight=0.2	NOUN
easat-6188	213	17	to	to	PART
easat-6188	213	18	evaluate	evaluate	VERB
easat-6188	213	19	the	the	DET
easat-6188	213	20	effectiveness	effectiveness	NOUN
easat-6188	213	21	of	of	ADP
easat-6188	213	22	ensemble	ensemble	ADJ
easat-6188	213	23	learning	learning	NOUN
easat-6188	213	24	in	in	ADP
easat-6188	213	25	enhancing	enhance	VERB
easat-6188	213	26	model	model	NOUN
easat-6188	213	27	performance	performance	NOUN
easat-6188	213	28	,	,	PUNCT
easat-6188	213	29	comparative	comparative	ADJ
easat-6188	213	30	experiments	experiment	NOUN
easat-6188	213	31	were	be	AUX
easat-6188	213	32	conducted	conduct	VERB
easat-6188	213	33	using	use	VERB
easat-6188	213	34	both	both	PRON
easat-6188	213	35	bagging	bagging	NOUN
easat-6188	213	36	and	and	CCONJ
easat-6188	213	37	xgboost	xgboost	ADJ
easat-6188	213	38	methods	method	NOUN
easat-6188	213	39	,	,	PUNCT
easat-6188	213	40	and	and	CCONJ
easat-6188	213	41	the	the	DET
easat-6188	213	42	results	result	NOUN
easat-6188	213	43	were	be	AUX
easat-6188	213	44	contrasted	contrast	VERB
easat-6188	213	45	with	with	ADP
easat-6188	213	46	models	model	NOUN
easat-6188	213	47	that	that	PRON
easat-6188	213	48	did	do	AUX
easat-6188	213	49	not	not	PART
easat-6188	213	50	employ	employ	VERB
easat-6188	213	51	any	any	DET
easat-6188	213	52	ensemble	ensemble	ADJ
easat-6188	213	53	strategies	strategy	NOUN
easat-6188	213	54	.	.	PUNCT
easat-6188	214	1	the	the	DET
easat-6188	214	2	experimental	experimental	ADJ
easat-6188	214	3	outcomes	outcome	NOUN
easat-6188	214	4	are	be	AUX
easat-6188	214	5	presented	present	VERB
easat-6188	214	6	in	in	ADP
easat-6188	214	7	table	table	NOUN
easat-6188	214	8	4	4	NUM
easat-6188	214	9	-	-	SYM
easat-6188	214	10	3	3	NUM
easat-6188	214	11	,	,	PUNCT
easat-6188	214	12	illustrating	illustrate	VERB
easat-6188	214	13	the	the	DET
easat-6188	214	14	performance	performance	NOUN
easat-6188	214	15	differences	difference	NOUN
easat-6188	214	16	between	between	ADP
easat-6188	214	17	the	the	DET
easat-6188	214	18	two	two	NUM
easat-6188	214	19	ensemble	ensemble	ADJ
easat-6188	214	20	methods	method	NOUN
easat-6188	214	21	under	under	ADP
easat-6188	214	22	various	various	ADJ
easat-6188	214	23	configurations	configuration	NOUN
easat-6188	214	24	.	.	PUNCT
easat-6188	215	1	in	in	ADP
easat-6188	215	2	the	the	DET
easat-6188	215	3	experiments	experiment	NOUN
easat-6188	215	4	,	,	PUNCT
easat-6188	215	5	the	the	DET
easat-6188	215	6	bagging	bagging	NOUN
easat-6188	215	7	model	model	NOUN
easat-6188	215	8	was	be	AUX
easat-6188	215	9	configured	configure	VERB
easat-6188	215	10	with	with	ADP
easat-6188	215	11	the	the	DET
easat-6188	215	12	following	follow	VERB
easat-6188	215	13	parameters	parameter	NOUN
easat-6188	215	14	:	:	PUNCT
easat-6188	215	15	base	base	NOUN
easat-6188	215	16	classifier	classifier	NOUN
easat-6188	215	17	set	set	VERB
easat-6188	215	18	to	to	PART
easat-6188	215	19	svm	svm	VERB
easat-6188	215	20	,	,	PUNCT
easat-6188	215	21	n_estimators	n_estimator	NOUN
easat-6188	215	22	=	=	SYM
easat-6188	215	23	10	10	NUM
easat-6188	215	24	,	,	PUNCT
easat-6188	215	25	max_samples	max_sample	NOUN
easat-6188	215	26	=	=	SYM
easat-6188	215	27	1.0	1.0	NUM
easat-6188	215	28	,	,	PUNCT
easat-6188	215	29	and	and	CCONJ
easat-6188	215	30	max_features	max_feature	NOUN
easat-6188	215	31	=	=	SYM
easat-6188	215	32	1.0	1.0	NUM
easat-6188	215	33	.	.	PUNCT
easat-6188	216	1	for	for	ADP
easat-6188	216	2	the	the	DET
easat-6188	216	3	xgboost	xgboost	PROPN
easat-6188	216	4	model	model	PROPN
easat-6188	216	5	,	,	PUNCT
easat-6188	216	6	key	key	ADJ
easat-6188	216	7	parameters	parameter	NOUN
easat-6188	216	8	were	be	AUX
easat-6188	216	9	set	set	VERB
easat-6188	216	10	as	as	ADP
easat-6188	216	11	:	:	PUNCT
easat-6188	216	12	booster	booster	NOUN
easat-6188	216	13	=	=	SYM
easat-6188	216	14	'	'	PUNCT
easat-6188	216	15	gbtree	gbtree	NOUN
easat-6188	216	16	'	'	PUNCT
easat-6188	216	17	,	,	PUNCT
easat-6188	216	18	eta	eta	PROPN
easat-6188	216	19	=	=	NOUN
easat-6188	216	20	0.3	0.3	NUM
easat-6188	216	21	,	,	PUNCT
easat-6188	216	22	and	and	CCONJ
easat-6188	216	23	min_child_weight	min_child_weight	VERB
easat-6188	216	24	=	=	NOUN
easat-6188	216	25	0.2	0.2	NUM
easat-6188	216	26	.	.	PUNCT
easat-6188	216	27	table	table	NOUN
easat-6188	216	28	3	3	NUM
easat-6188	216	29	.	.	PUNCT
easat-6188	216	30	integrated	integrated	ADJ
easat-6188	216	31	learning	learn	VERB
easat-6188	216	32	two	two	NUM
easat-6188	216	33	to	to	PART
easat-6188	216	34	improve	improve	VERB
easat-6188	216	35	the	the	DET
easat-6188	216	36	effect	effect	NOUN
easat-6188	216	37	.	.	PUNCT
easat-6188	217	1	c	c	PROPN
easat-6188	217	2	gamma	gamma	PROPN
easat-6188	217	3	normal	normal	ADJ
easat-6188	217	4	bagging	bagging	NOUN
easat-6188	217	5	xgboost	xgboost	ADV
easat-6188	218	1	200	200	NUM
easat-6188	218	2	0.1	0.1	NUM
easat-6188	218	3	0.7254	0.7254	NUM
easat-6188	218	4	0.9202	0.9202	NUM
easat-6188	218	5	0.9055	0.9055	NUM
easat-6188	218	6	100	100	NUM
easat-6188	218	7	0.5	0.5	NUM
easat-6188	218	8	0.686	0.686	NUM
easat-6188	218	9	0.9074	0.9074	NUM
easat-6188	218	10	0.9606	0.9606	NUM
easat-6188	218	11	10	10	NUM
easat-6188	218	12	0.01	0.01	NUM
easat-6188	218	13	0.9931	0.9931	NUM
easat-6188	218	14	0.9952	0.9952	NUM
easat-6188	218	15	0.9948	0.9948	NUM
easat-6188	218	16	1	1	NUM
easat-6188	218	17	0.05	0.05	NUM
easat-6188	218	18	0.8376	0.8376	NUM
easat-6188	218	19	0.9793	0.9793	NUM
easat-6188	218	20	0.8661	0.8661	NUM
easat-6188	218	21	200	200	NUM
easat-6188	218	22	0.05	0.05	NUM
easat-6188	218	23	0.937	0.937	NUM
easat-6188	218	24	0.9872	0.9872	NUM
easat-6188	218	25	0.9652	0.9652	NUM
easat-6188	218	26	100	100	NUM
easat-6188	218	27	0.1	0.1	NUM
easat-6188	218	28	0.9911	0.9911	NUM
easat-6188	218	29	0.9911	0.9911	NUM
easat-6188	218	30	0.9971	0.9971	NUM
easat-6188	218	31	10	10	NUM
easat-6188	218	32	0.05	0.05	NUM
easat-6188	218	33	0.8679	0.8679	NUM
easat-6188	218	34	0.9143	0.9143	NUM
easat-6188	218	35	0.9899	0.9899	NUM
easat-6188	218	36	1	1	NUM
easat-6188	218	37	0.1	0.1	NUM
easat-6188	218	38	0.6899	0.6899	NUM
easat-6188	218	39	0.9133	0.9133	NUM
easat-6188	218	40	0.9362	0.9362	NUM
easat-6188	218	41	the	the	DET
easat-6188	218	42	results	result	NOUN
easat-6188	218	43	clearly	clearly	ADV
easat-6188	218	44	demonstrate	demonstrate	VERB
easat-6188	218	45	that	that	SCONJ
easat-6188	218	46	the	the	DET
easat-6188	218	47	application	application	NOUN
easat-6188	218	48	of	of	ADP
easat-6188	218	49	ensemble	ensemble	ADJ
easat-6188	218	50	learning	learning	NOUN
easat-6188	218	51	strategies	strategy	NOUN
easat-6188	218	52	significantly	significantly	ADV
easat-6188	218	53	improves	improve	VERB
easat-6188	218	54	the	the	DET
easat-6188	218	55	predictive	predictive	ADJ
easat-6188	218	56	performance	performance	NOUN
easat-6188	218	57	of	of	ADP
easat-6188	218	58	the	the	DET
easat-6188	218	59	models	model	NOUN
easat-6188	218	60	,	,	PUNCT
easat-6188	218	61	confirming	confirm	VERB
easat-6188	218	62	their	their	PRON
easat-6188	218	63	effectiveness	effectiveness	NOUN
easat-6188	218	64	and	and	CCONJ
easat-6188	218	65	practical	practical	ADJ
easat-6188	218	66	value	value	NOUN
easat-6188	218	67	in	in	ADP
easat-6188	218	68	complex	complex	ADJ
easat-6188	218	69	classification	classification	NOUN
easat-6188	218	70	tasks	task	NOUN
easat-6188	218	71	.	.	PUNCT
easat-6188	219	1	4.4	4.4	NUM
easat-6188	219	2	.	.	PUNCT
easat-6188	220	1	ensemble	ensemble	ADJ
easat-6188	220	2	learning	learning	NOUN
easat-6188	220	3	for	for	ADP
easat-6188	220	4	predicting	predict	VERB
easat-6188	220	5	employer	employer	NOUN
easat-6188	220	6	type	type	NOUN
easat-6188	220	7	and	and	CCONJ
easat-6188	220	8	salary	salary	NOUN
easat-6188	220	9	level	level	NOUN
easat-6188	220	10	in	in	ADP
easat-6188	220	11	addition	addition	NOUN
easat-6188	220	12	,	,	PUNCT
easat-6188	220	13	we	we	PRON
easat-6188	220	14	applied	apply	VERB
easat-6188	220	15	ensemble	ensemble	ADJ
easat-6188	220	16	learning	learning	NOUN
easat-6188	220	17	techniques	technique	NOUN
easat-6188	220	18	to	to	PART
easat-6188	220	19	bp	bp	VERB
easat-6188	220	20	neural	neural	ADJ
easat-6188	220	21	networks	network	NOUN
easat-6188	220	22	and	and	CCONJ
easat-6188	220	23	other	other	ADJ
easat-6188	220	24	models	model	NOUN
easat-6188	220	25	to	to	PART
easat-6188	220	26	evaluate	evaluate	VERB
easat-6188	220	27	the	the	DET
easat-6188	220	28	necessity	necessity	NOUN
easat-6188	220	29	of	of	ADP
easat-6188	220	30	different	different	ADJ
easat-6188	220	31	components	component	NOUN
easat-6188	220	32	within	within	ADP
easat-6188	220	33	the	the	DET
easat-6188	220	34	ensemble	ensemble	NOUN
easat-6188	220	35	.	.	PUNCT
easat-6188	221	1	an	an	DET
easat-6188	221	2	ablation	ablation	NOUN
easat-6188	221	3	study	study	NOUN
easat-6188	221	4	was	be	AUX
easat-6188	221	5	conducted	conduct	VERB
easat-6188	221	6	by	by	ADP
easat-6188	221	7	incrementally	incrementally	ADV
easat-6188	221	8	adding	add	VERB
easat-6188	221	9	algorithmic	algorithmic	ADJ
easat-6188	221	10	components	component	NOUN
easat-6188	221	11	to	to	ADP
easat-6188	221	12	the	the	DET
easat-6188	221	13	ensemble	ensemble	ADJ
easat-6188	221	14	model	model	NOUN
easat-6188	221	15	to	to	PART
easat-6188	221	16	predict	predict	VERB
easat-6188	221	17	employer	employer	NOUN
easat-6188	221	18	type	type	NOUN
easat-6188	221	19	and	and	CCONJ
easat-6188	221	20	salary	salary	NOUN
easat-6188	221	21	level	level	NOUN
easat-6188	221	22	.	.	PUNCT
easat-6188	222	1	in	in	ADP
easat-6188	222	2	this	this	DET
easat-6188	222	3	study	study	NOUN
easat-6188	222	4	,	,	PUNCT
easat-6188	222	5	all	all	DET
easat-6188	222	6	components	component	NOUN
easat-6188	222	7	were	be	AUX
easat-6188	222	8	assigned	assign	VERB
easat-6188	222	9	equal	equal	ADJ
easat-6188	222	10	weights	weight	NOUN
easat-6188	222	11	of	of	ADP
easat-6188	222	12	1	1	NUM
easat-6188	222	13	.	.	PUNCT
easat-6188	223	1	the	the	DET
easat-6188	223	2	results	result	NOUN
easat-6188	223	3	are	be	AUX
easat-6188	223	4	presented	present	VERB
easat-6188	223	5	in	in	ADP
easat-6188	223	6	1156	1156	NUM
easat-6188	223	7	edelweiss	edelweiss	PROPN
easat-6188	223	8	applied	apply	VERB
easat-6188	223	9	science	science	NOUN
easat-6188	223	10	and	and	CCONJ
easat-6188	223	11	technology	technology	NOUN
easat-6188	223	12	issn	issn	PROPN
easat-6188	223	13	:	:	PUNCT
easat-6188	223	14	2576	2576	NUM
easat-6188	223	15	-	-	SYM
easat-6188	223	16	8484	8484	NUM
easat-6188	223	17	vol	vol	NOUN
easat-6188	223	18	.	.	PROPN
easat-6188	224	1	9	9	NUM
easat-6188	224	2	,	,	PUNCT
easat-6188	224	3	no	no	INTJ
easat-6188	224	4	.	.	NOUN
easat-6188	225	1	4	4	NUM
easat-6188	225	2	:	:	SYM
easat-6188	225	3	1145	1145	NUM
easat-6188	225	4	-	-	SYM
easat-6188	225	5	1159	1159	NUM
easat-6188	225	6	,	,	PUNCT
easat-6188	225	7	2025	2025	NUM
easat-6188	225	8	doi	doi	NOUN
easat-6188	225	9	:	:	PUNCT
easat-6188	225	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	225	11	©	©	PROPN
easat-6188	225	12	2025	2025	NUM
easat-6188	225	13	by	by	ADP
easat-6188	225	14	the	the	DET
easat-6188	225	15	authors	author	NOUN
easat-6188	225	16	;	;	PUNCT
easat-6188	225	17	licensee	licensee	PROPN
easat-6188	225	18	learning	learn	VERB
easat-6188	225	19	gate	gate	NOUN
easat-6188	225	20	table	table	NOUN
easat-6188	225	21	4	4	NUM
easat-6188	225	22	.	.	PUNCT
easat-6188	225	23	as	as	SCONJ
easat-6188	225	24	shown	show	VERB
easat-6188	225	25	in	in	ADP
easat-6188	225	26	the	the	DET
easat-6188	225	27	table	table	NOUN
easat-6188	225	28	,	,	PUNCT
easat-6188	225	29	the	the	DET
easat-6188	225	30	combination	combination	NOUN
easat-6188	225	31	of	of	ADP
easat-6188	225	32	2×bp	2×bp	NUM
easat-6188	225	33	+	+	CCONJ
easat-6188	225	34	2×svm	2×svm	NUM
easat-6188	225	35	yielded	yield	VERB
easat-6188	225	36	the	the	DET
easat-6188	225	37	best	good	ADJ
easat-6188	225	38	predictive	predictive	ADJ
easat-6188	225	39	performance	performance	NOUN
easat-6188	225	40	.	.	PUNCT
easat-6188	226	1	table	table	NOUN
easat-6188	226	2	4	4	NUM
easat-6188	226	3	.	.	PUNCT
easat-6188	226	4	comparison	comparison	NOUN
easat-6188	226	5	of	of	ADP
easat-6188	226	6	accuracy	accuracy	NOUN
easat-6188	226	7	of	of	ADP
easat-6188	226	8	different	different	ADJ
easat-6188	226	9	modules	module	NOUN
easat-6188	226	10	in	in	ADP
easat-6188	226	11	integrated	integrate	VERB
easat-6188	226	12	algorithm	algorithm	NOUN
easat-6188	226	13	.	.	PUNCT
easat-6188	227	1	integrated	integrate	VERB
easat-6188	227	2	algorithm	algorithm	NOUN
easat-6188	227	3	module	module	NOUN
easat-6188	227	4	accuracy	accuracy	NOUN
easat-6188	227	5	of	of	ADP
easat-6188	227	6	work	work	NOUN
easat-6188	227	7	unit	unit	NOUN
easat-6188	227	8	type	type	NOUN
easat-6188	227	9	prediction	prediction	NOUN
easat-6188	227	10	(	(	PUNCT
easat-6188	227	11	%	%	NOUN
easat-6188	227	12	)	)	PUNCT
easat-6188	227	13	accuracy	accuracy	NOUN
easat-6188	227	14	of	of	ADP
easat-6188	227	15	salary	salary	NOUN
easat-6188	227	16	level	level	NOUN
easat-6188	227	17	prediction	prediction	NOUN
easat-6188	227	18	(	(	PUNCT
easat-6188	227	19	%	%	INTJ
easat-6188	227	20	)	)	PUNCT
easat-6188	227	21	bp	bp	PROPN
easat-6188	227	22	network	network	NOUN
easat-6188	227	23	1	1	NUM
easat-6188	227	24	+	+	NUM
easat-6188	227	25	bp	bp	PROPN
easat-6188	227	26	network	network	NOUN
easat-6188	227	27	2	2	NUM
easat-6188	227	28	72.82	72.82	NUM
easat-6188	227	29	71.58	71.58	NUM
easat-6188	227	30	bp	bp	PROPN
easat-6188	227	31	network	network	NOUN
easat-6188	227	32	1	1	NUM
easat-6188	227	33	+	+	CCONJ
easat-6188	227	34	svm1	svm1	PROPN
easat-6188	227	35	74.53	74.53	NUM
easat-6188	227	36	67.86	67.86	NUM
easat-6188	227	37	bp	bp	NOUN
easat-6188	227	38	network	network	NOUN
easat-6188	227	39	1	1	NUM
easat-6188	227	40	+	+	CCONJ
easat-6188	227	41	svm2	svm2	NOUN
easat-6188	227	42	73.42	73.42	NUM
easat-6188	227	43	68.34	68.34	NUM
easat-6188	227	44	bp	bp	PROPN
easat-6188	227	45	network	network	NOUN
easat-6188	227	46	2	2	NUM
easat-6188	227	47	+	+	CCONJ
easat-6188	227	48	svm1	svm1	PROPN
easat-6188	227	49	71.69	71.69	NUM
easat-6188	227	50	69.24	69.24	NUM
easat-6188	227	51	bp	bp	PROPN
easat-6188	227	52	network	network	NOUN
easat-6188	227	53	2	2	NUM
easat-6188	227	54	+	+	CCONJ
easat-6188	227	55	svm2	svm2	NOUN
easat-6188	227	56	69.24	69.24	NUM
easat-6188	228	1	65.37	65.37	NUM
easat-6188	228	2	svm1	svm1	ADJ
easat-6188	228	3	+	+	CCONJ
easat-6188	228	4	svm2	svm2	PROPN
easat-6188	228	5	43.46	43.46	NUM
easat-6188	228	6	48.24	48.24	NUM
easat-6188	228	7	2	2	NUM
easat-6188	228	8	×	×	NOUN
easat-6188	228	9	bp	bp	PROPN
easat-6188	228	10	network	network	NOUN
easat-6188	228	11	+	+	CCONJ
easat-6188	228	12	svm1	svm1	PROPN
easat-6188	228	13	65.24	65.24	NUM
easat-6188	228	14	71.52	71.52	NUM
easat-6188	228	15	2	2	NUM
easat-6188	228	16	×	×	NOUN
easat-6188	228	17	bp	bp	PROPN
easat-6188	228	18	network	network	NOUN
easat-6188	228	19	+	+	CCONJ
easat-6188	228	20	svm2	svm2	PROPN
easat-6188	228	21	70.36	70.36	NUM
easat-6188	228	22	69.34	69.34	NUM
easat-6188	228	23	2	2	NUM
easat-6188	228	24	×	×	NOUN
easat-6188	228	25	svm	svm	NOUN
easat-6188	228	26	+	+	CCONJ
easat-6188	228	27	bp	bp	PROPN
easat-6188	228	28	network	network	NOUN
easat-6188	228	29	1	1	NUM
easat-6188	228	30	80.37	80.37	NUM
easat-6188	228	31	78.24	78.24	NUM
easat-6188	228	32	2	2	NUM
easat-6188	228	33	×	×	NOUN
easat-6188	228	34	svm	svm	NOUN
easat-6188	228	35	+	+	CCONJ
easat-6188	228	36	bp	bp	PROPN
easat-6188	228	37	network	network	NOUN
easat-6188	228	38	2	2	NUM
easat-6188	228	39	79.24	79.24	NUM
easat-6188	228	40	80.32	80.32	NUM
easat-6188	228	41	2	2	NUM
easat-6188	228	42	×	×	NOUN
easat-6188	228	43	bp	bp	NOUN
easat-6188	228	44	network	network	NOUN
easat-6188	228	45	+	+	CCONJ
easat-6188	228	46	2	2	NUM
easat-6188	228	47	×	×	NOUN
easat-6188	228	48	svm	svm	VERB
easat-6188	228	49	81.48	81.48	NUM
easat-6188	228	50	81.53	81.53	NUM
easat-6188	228	51	based	base	VERB
easat-6188	228	52	on	on	ADP
easat-6188	228	53	the	the	DET
easat-6188	228	54	previous	previous	ADJ
easat-6188	228	55	discussion	discussion	NOUN
easat-6188	228	56	regarding	regard	VERB
easat-6188	228	57	the	the	DET
easat-6188	228	58	impact	impact	NOUN
easat-6188	228	59	of	of	ADP
easat-6188	228	60	bp	bp	PROPN
easat-6188	228	61	network	network	NOUN
easat-6188	228	62	complexity	complexity	NOUN
easat-6188	228	63	on	on	ADP
easat-6188	228	64	model	model	NOUN
easat-6188	228	65	accuracy	accuracy	NOUN
easat-6188	228	66	,	,	PUNCT
easat-6188	228	67	it	it	PRON
easat-6188	228	68	has	have	AUX
easat-6188	228	69	been	be	AUX
easat-6188	228	70	established	establish	VERB
easat-6188	228	71	that	that	SCONJ
easat-6188	228	72	the	the	DET
easat-6188	228	73	complexity	complexity	NOUN
easat-6188	228	74	of	of	ADP
easat-6188	228	75	a	a	DET
easat-6188	228	76	single	single	ADJ
easat-6188	228	77	bp	bp	PROPN
easat-6188	228	78	model	model	NOUN
easat-6188	228	79	can	can	AUX
easat-6188	228	80	not	not	PART
easat-6188	228	81	be	be	AUX
easat-6188	228	82	increased	increase	VERB
easat-6188	228	83	indefinitely	indefinitely	ADV
easat-6188	228	84	,	,	PUNCT
easat-6188	228	85	as	as	SCONJ
easat-6188	228	86	excessive	excessive	ADJ
easat-6188	228	87	depth	depth	NOUN
easat-6188	228	88	may	may	AUX
easat-6188	228	89	lead	lead	VERB
easat-6188	228	90	to	to	ADP
easat-6188	228	91	overfitting	overfitte	VERB
easat-6188	228	92	.	.	PUNCT
easat-6188	229	1	according	accord	VERB
easat-6188	229	2	to	to	ADP
easat-6188	229	3	the	the	DET
easat-6188	229	4	results	result	NOUN
easat-6188	229	5	of	of	ADP
easat-6188	229	6	the	the	DET
easat-6188	229	7	ensemble	ensemble	ADJ
easat-6188	229	8	algorithm	algorithm	NOUN
easat-6188	229	9	ablation	ablation	NOUN
easat-6188	229	10	study	study	NOUN
easat-6188	229	11	,	,	PUNCT
easat-6188	229	12	it	it	PRON
easat-6188	229	13	can	can	AUX
easat-6188	229	14	be	be	AUX
easat-6188	229	15	further	far	ADV
easat-6188	229	16	concluded	conclude	VERB
easat-6188	229	17	that	that	SCONJ
easat-6188	229	18	ensemble	ensemble	ADJ
easat-6188	229	19	methods	method	NOUN
easat-6188	229	20	are	be	AUX
easat-6188	229	21	effective	effective	ADJ
easat-6188	229	22	in	in	ADP
easat-6188	229	23	mitigating	mitigate	VERB
easat-6188	229	24	overfitting	overfitting	NOUN
easat-6188	229	25	caused	cause	VERB
easat-6188	229	26	by	by	ADP
easat-6188	229	27	increased	increase	VERB
easat-6188	229	28	model	model	NOUN
easat-6188	229	29	complexity	complexity	NOUN
easat-6188	229	30	.	.	PUNCT
easat-6188	230	1	the	the	DET
easat-6188	230	2	following	follow	VERB
easat-6188	230	3	section	section	NOUN
easat-6188	230	4	presents	present	VERB
easat-6188	230	5	an	an	DET
easat-6188	230	6	analysis	analysis	NOUN
easat-6188	230	7	of	of	ADP
easat-6188	230	8	the	the	DET
easat-6188	230	9	ablation	ablation	NOUN
easat-6188	230	10	process	process	NOUN
easat-6188	230	11	and	and	CCONJ
easat-6188	230	12	its	its	PRON
easat-6188	230	13	outcomes	outcome	NOUN
easat-6188	230	14	.	.	PUNCT
easat-6188	231	1	in	in	ADP
easat-6188	231	2	addition	addition	NOUN
easat-6188	231	3	,	,	PUNCT
easat-6188	231	4	regarding	regard	VERB
easat-6188	231	5	the	the	DET
easat-6188	231	6	number	number	NOUN
easat-6188	231	7	of	of	ADP
easat-6188	231	8	bp	bp	PROPN
easat-6188	231	9	networks	network	NOUN
easat-6188	231	10	included	include	VERB
easat-6188	231	11	in	in	ADP
easat-6188	231	12	the	the	DET
easat-6188	231	13	ensemble	ensemble	ADJ
easat-6188	231	14	,	,	PUNCT
easat-6188	231	15	systematic	systematic	ADJ
easat-6188	231	16	experiments	experiment	NOUN
easat-6188	231	17	were	be	AUX
easat-6188	231	18	conducted	conduct	VERB
easat-6188	231	19	to	to	PART
easat-6188	231	20	examine	examine	VERB
easat-6188	231	21	the	the	DET
easat-6188	231	22	relationship	relationship	NOUN
easat-6188	231	23	between	between	ADP
easat-6188	231	24	the	the	DET
easat-6188	231	25	number	number	NOUN
easat-6188	231	26	of	of	ADP
easat-6188	231	27	models	model	NOUN
easat-6188	231	28	and	and	CCONJ
easat-6188	231	29	prediction	prediction	NOUN
easat-6188	231	30	accuracy	accuracy	NOUN
easat-6188	231	31	.	.	PUNCT
easat-6188	232	1	the	the	DET
easat-6188	232	2	results	result	NOUN
easat-6188	232	3	are	be	AUX
easat-6188	232	4	illustrated	illustrate	VERB
easat-6188	232	5	in	in	ADP
easat-6188	232	6	the	the	DET
easat-6188	232	7	corresponding	corresponding	ADJ
easat-6188	232	8	figure	figure	NOUN
easat-6188	232	9	.	.	PUNCT
easat-6188	233	1	here	here	ADV
easat-6188	233	2	,	,	PUNCT
easat-6188	233	3	training	training	NOUN
easat-6188	233	4	cost	cost	NOUN
easat-6188	233	5	is	be	AUX
easat-6188	233	6	defined	define	VERB
easat-6188	233	7	as	as	ADP
easat-6188	233	8	the	the	DET
easat-6188	233	9	ratio	ratio	NOUN
easat-6188	233	10	of	of	ADP
easat-6188	233	11	normalized	normalize	VERB
easat-6188	233	12	training	training	NOUN
easat-6188	233	13	accuracy	accuracy	NOUN
easat-6188	233	14	to	to	ADP
easat-6188	233	15	training	training	NOUN
easat-6188	233	16	time	time	NOUN
easat-6188	233	17	,	,	PUNCT
easat-6188	233	18	i.e.	i.e.	X
easat-6188	233	19	,	,	PUNCT
easat-6188	233	20	(	(	PUNCT
easat-6188	233	21	)	)	PUNCT
easat-6188	233	22	(	(	PUNCT
easat-6188	233	23	)	)	PUNCT
easat-6188	233	24	1	1	NUM
easat-6188	233	25	(	(	PUNCT
easat-6188	233	26	(	(	PUNCT
easat-6188	233	27	)	)	PUNCT
easat-6188	233	28	)	)	PUNCT
easat-6188	234	1	n	n	CCONJ
easat-6188	235	1	i	i	PRON
easat-6188	236	1	i	i	PRON
easat-6188	237	1	i	i	PRON
easat-6188	237	2	h	h	VERB
easat-6188	237	3	x	x	VERB
easat-6188	237	4	y	y	NOUN
easat-6188	237	5	cost	cost	VERB
easat-6188	237	6	norm	norm	NOUN
easat-6188	237	7	time	time	NOUN
easat-6188	237	8			X
easat-6188	238	1	=	=	PUNCT
easat-6188	239	1			NOUN
easat-6188	239	2			PROPN
easat-6188	239	3	−	−	PROPN
easat-6188	240	1			PROPN
easat-6188	240	2			PROPN
easat-6188	240	3	=	=	PROPN
easat-6188	240	4			PROPN
easat-6188	241	1			PROPN
easat-6188	242	1			PROPN
easat-6188	242	2			PROPN
easat-6188	243	1			PROPN
easat-6188	243	2			PROPN
easat-6188	243	3			X
easat-6188	243	4	to	to	PART
easat-6188	243	5	evaluate	evaluate	VERB
easat-6188	243	6	the	the	DET
easat-6188	243	7	impact	impact	NOUN
easat-6188	243	8	of	of	ADP
easat-6188	243	9	the	the	DET
easat-6188	243	10	number	number	NOUN
easat-6188	243	11	of	of	ADP
easat-6188	243	12	bp	bp	PROPN
easat-6188	243	13	networks	network	NOUN
easat-6188	243	14	on	on	ADP
easat-6188	243	15	the	the	DET
easat-6188	243	16	performance	performance	NOUN
easat-6188	243	17	of	of	ADP
easat-6188	243	18	the	the	DET
easat-6188	243	19	ensemble	ensemble	ADJ
easat-6188	243	20	model	model	NOUN
easat-6188	243	21	,	,	PUNCT
easat-6188	243	22	the	the	DET
easat-6188	243	23	experiments	experiment	NOUN
easat-6188	243	24	first	first	ADV
easat-6188	243	25	analyzed	analyze	VERB
easat-6188	243	26	the	the	DET
easat-6188	243	27	scenario	scenario	NOUN
easat-6188	243	28	where	where	SCONJ
easat-6188	243	29	only	only	ADV
easat-6188	243	30	bp	bp	PROPN
easat-6188	243	31	networks	network	NOUN
easat-6188	243	32	were	be	AUX
easat-6188	243	33	used	use	VERB
easat-6188	243	34	.	.	PUNCT
easat-6188	244	1	the	the	DET
easat-6188	244	2	results	result	NOUN
easat-6188	244	3	indicated	indicate	VERB
easat-6188	244	4	that	that	SCONJ
easat-6188	244	5	when	when	SCONJ
easat-6188	244	6	the	the	DET
easat-6188	244	7	number	number	NOUN
easat-6188	244	8	of	of	ADP
easat-6188	244	9	bp	bp	PROPN
easat-6188	244	10	subnetworks	subnetwork	NOUN
easat-6188	244	11	exceeded	exceed	VERB
easat-6188	244	12	two	two	NUM
easat-6188	244	13	,	,	PUNCT
easat-6188	244	14	the	the	DET
easat-6188	244	15	marginal	marginal	ADJ
easat-6188	244	16	gains	gain	NOUN
easat-6188	244	17	in	in	ADP
easat-6188	244	18	training	training	NOUN
easat-6188	244	19	time	time	NOUN
easat-6188	244	20	and	and	CCONJ
easat-6188	244	21	accuracy	accuracy	NOUN
easat-6188	244	22	began	begin	VERB
easat-6188	244	23	to	to	PART
easat-6188	244	24	diminish	diminish	VERB
easat-6188	244	25	significantly	significantly	ADV
easat-6188	244	26	,	,	PUNCT
easat-6188	244	27	suggesting	suggest	VERB
easat-6188	244	28	that	that	SCONJ
easat-6188	244	29	the	the	DET
easat-6188	244	30	model	model	NOUN
easat-6188	244	31	’s	’s	PART
easat-6188	244	32	capacity	capacity	NOUN
easat-6188	244	33	was	be	AUX
easat-6188	244	34	approaching	approach	VERB
easat-6188	244	35	saturation	saturation	NOUN
easat-6188	244	36	.	.	PUNCT
easat-6188	245	1	therefore	therefore	ADV
easat-6188	245	2	,	,	PUNCT
easat-6188	245	3	in	in	ADP
easat-6188	245	4	this	this	DET
easat-6188	245	5	study	study	NOUN
easat-6188	245	6	,	,	PUNCT
easat-6188	245	7	two	two	NUM
easat-6188	245	8	bp	bp	PROPN
easat-6188	245	9	networks	network	NOUN
easat-6188	245	10	were	be	AUX
easat-6188	245	11	selected	select	VERB
easat-6188	245	12	as	as	ADP
easat-6188	245	13	the	the	DET
easat-6188	245	14	base	base	NOUN
easat-6188	245	15	submodules	submodule	NOUN
easat-6188	245	16	within	within	ADP
easat-6188	245	17	the	the	DET
easat-6188	245	18	ensemble	ensemble	ADJ
easat-6188	245	19	model	model	NOUN
easat-6188	245	20	.	.	PUNCT
easat-6188	246	1	the	the	DET
easat-6188	246	2	corresponding	correspond	VERB
easat-6188	246	3	trend	trend	NOUN
easat-6188	246	4	is	be	AUX
easat-6188	246	5	illustrated	illustrate	VERB
easat-6188	246	6	in	in	ADP
easat-6188	246	7	the	the	DET
easat-6188	246	8	figure	figure	NOUN
easat-6188	246	9	9	9	NUM
easat-6188	246	10	,	,	PUNCT
easat-6188	246	11	where	where	SCONJ
easat-6188	246	12	the	the	DET
easat-6188	246	13	blue	blue	ADJ
easat-6188	246	14	line	line	NOUN
easat-6188	246	15	represents	represent	VERB
easat-6188	246	16	accuracy	accuracy	NOUN
easat-6188	246	17	and	and	CCONJ
easat-6188	246	18	the	the	DET
easat-6188	246	19	orange	orange	ADJ
easat-6188	246	20	line	line	NOUN
easat-6188	246	21	represents	represent	VERB
easat-6188	246	22	training	training	NOUN
easat-6188	246	23	time	time	NOUN
easat-6188	246	24	.	.	PUNCT
easat-6188	247	1	1157	1157	NUM
easat-6188	247	2	edelweiss	edelweiss	PROPN
easat-6188	247	3	applied	apply	VERB
easat-6188	247	4	science	science	NOUN
easat-6188	247	5	and	and	CCONJ
easat-6188	247	6	technology	technology	NOUN
easat-6188	247	7	issn	issn	PROPN
easat-6188	247	8	:	:	PUNCT
easat-6188	247	9	2576	2576	NUM
easat-6188	247	10	-	-	SYM
easat-6188	247	11	8484	8484	NUM
easat-6188	247	12	vol	vol	NOUN
easat-6188	247	13	.	.	PROPN
easat-6188	248	1	9	9	NUM
easat-6188	248	2	,	,	PUNCT
easat-6188	248	3	no	no	INTJ
easat-6188	248	4	.	.	NOUN
easat-6188	249	1	4	4	NUM
easat-6188	249	2	:	:	SYM
easat-6188	249	3	1145	1145	NUM
easat-6188	249	4	-	-	SYM
easat-6188	249	5	1159	1159	NUM
easat-6188	249	6	,	,	PUNCT
easat-6188	249	7	2025	2025	NUM
easat-6188	249	8	doi	doi	NOUN
easat-6188	249	9	:	:	PUNCT
easat-6188	249	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	249	11	©	©	PROPN
easat-6188	249	12	2025	2025	NUM
easat-6188	249	13	by	by	ADP
easat-6188	249	14	the	the	DET
easat-6188	249	15	authors	author	NOUN
easat-6188	249	16	;	;	PUNCT
easat-6188	249	17	licensee	licensee	PROPN
easat-6188	249	18	learning	learn	VERB
easat-6188	249	19	gate	gate	NOUN
easat-6188	249	20	figure	figure	NOUN
easat-6188	249	21	9	9	NUM
easat-6188	249	22	.	.	PUNCT
easat-6188	250	1	the	the	DET
easat-6188	250	2	trend	trend	NOUN
easat-6188	250	3	of	of	ADP
easat-6188	250	4	bp	bp	PROPN
easat-6188	250	5	network	network	NOUN
easat-6188	250	6	quantity	quantity	NOUN
easat-6188	250	7	influence	influence	NOUN
easat-6188	250	8	in	in	ADP
easat-6188	250	9	the	the	DET
easat-6188	250	10	integrated	integrated	ADJ
easat-6188	250	11	model	model	NOUN
easat-6188	250	12	.	.	PUNCT
easat-6188	251	1	building	build	VERB
easat-6188	251	2	on	on	ADP
easat-6188	251	3	this	this	DET
easat-6188	251	4	foundation	foundation	NOUN
easat-6188	251	5	,	,	PUNCT
easat-6188	251	6	svm	svm	ADJ
easat-6188	251	7	submodels	submodel	NOUN
easat-6188	251	8	were	be	AUX
easat-6188	251	9	further	far	ADV
easat-6188	251	10	introduced	introduce	VERB
easat-6188	251	11	to	to	PART
easat-6188	251	12	evaluate	evaluate	VERB
easat-6188	251	13	their	their	PRON
easat-6188	251	14	impact	impact	NOUN
easat-6188	251	15	on	on	ADP
easat-6188	251	16	the	the	DET
easat-6188	251	17	performance	performance	NOUN
easat-6188	251	18	of	of	ADP
easat-6188	251	19	the	the	DET
easat-6188	251	20	bp	bp	PROPN
easat-6188	251	21	-	-	PUNCT
easat-6188	251	22	based	base	VERB
easat-6188	251	23	ensemble	ensemble	ADJ
easat-6188	251	24	structure	structure	NOUN
easat-6188	251	25	.	.	PUNCT
easat-6188	252	1	experimental	experimental	ADJ
easat-6188	252	2	results	result	NOUN
easat-6188	252	3	showed	show	VERB
easat-6188	252	4	that	that	SCONJ
easat-6188	252	5	the	the	DET
easat-6188	252	6	inclusion	inclusion	NOUN
easat-6188	252	7	of	of	ADP
easat-6188	252	8	svms	svms	NOUN
easat-6188	252	9	did	do	AUX
easat-6188	252	10	not	not	PART
easat-6188	252	11	diminish	diminish	VERB
easat-6188	252	12	the	the	DET
easat-6188	252	13	effectiveness	effectiveness	NOUN
easat-6188	252	14	of	of	ADP
easat-6188	252	15	the	the	DET
easat-6188	252	16	original	original	ADJ
easat-6188	252	17	bp	bp	PROPN
easat-6188	252	18	networks	network	NOUN
easat-6188	252	19	;	;	PUNCT
easat-6188	252	20	on	on	ADP
easat-6188	252	21	the	the	DET
easat-6188	252	22	contrary	contrary	NOUN
easat-6188	252	23	,	,	PUNCT
easat-6188	252	24	it	it	PRON
easat-6188	252	25	enhanced	enhance	VERB
easat-6188	252	26	the	the	DET
easat-6188	252	27	overall	overall	ADJ
easat-6188	252	28	performance	performance	NOUN
easat-6188	252	29	of	of	ADP
easat-6188	252	30	the	the	DET
easat-6188	252	31	ensemble	ensemble	ADJ
easat-6188	252	32	to	to	ADP
easat-6188	252	33	a	a	DET
easat-6188	252	34	certain	certain	ADJ
easat-6188	252	35	extent	extent	NOUN
easat-6188	252	36	.	.	PUNCT
easat-6188	253	1	this	this	DET
easat-6188	253	2	improvement	improvement	NOUN
easat-6188	253	3	may	may	AUX
easat-6188	253	4	be	be	AUX
easat-6188	253	5	attributed	attribute	VERB
easat-6188	253	6	to	to	ADP
easat-6188	253	7	svms	svms	NOUN
easat-6188	253	8	'	'	PUNCT
easat-6188	253	9	strong	strong	ADJ
easat-6188	253	10	capability	capability	NOUN
easat-6188	253	11	in	in	ADP
easat-6188	253	12	weight	weight	NOUN
easat-6188	253	13	assignment	assignment	NOUN
easat-6188	253	14	when	when	SCONJ
easat-6188	253	15	handling	handle	VERB
easat-6188	253	16	diverse	diverse	ADJ
easat-6188	253	17	samples	sample	NOUN
easat-6188	253	18	,	,	PUNCT
easat-6188	253	19	as	as	ADV
easat-6188	253	20	well	well	ADV
easat-6188	253	21	as	as	ADP
easat-6188	253	22	their	their	PRON
easat-6188	253	23	use	use	NOUN
easat-6188	253	24	of	of	ADP
easat-6188	253	25	slack	slack	NOUN
easat-6188	253	26	variables	variable	NOUN
easat-6188	253	27	,	,	PUNCT
easat-6188	253	28	which	which	PRON
easat-6188	253	29	increases	increase	VERB
easat-6188	253	30	tolerance	tolerance	NOUN
easat-6188	253	31	to	to	ADP
easat-6188	253	32	outliers	outlier	NOUN
easat-6188	253	33	—	—	PUNCT
easat-6188	253	34	thereby	thereby	ADV
easat-6188	253	35	enabling	enable	VERB
easat-6188	253	36	better	well	ADV
easat-6188	253	37	fitting	fitting	ADJ
easat-6188	253	38	in	in	ADP
easat-6188	253	39	the	the	DET
easat-6188	253	40	presence	presence	NOUN
easat-6188	253	41	of	of	ADP
easat-6188	253	42	anomalous	anomalous	ADJ
easat-6188	253	43	data	datum	NOUN
easat-6188	253	44	.	.	PUNCT
easat-6188	254	1	figure	figure	NOUN
easat-6188	254	2	10	10	NUM
easat-6188	254	3	.	.	PUNCT
easat-6188	255	1	the	the	DET
easat-6188	255	2	trend	trend	NOUN
easat-6188	255	3	of	of	ADP
easat-6188	255	4	the	the	DET
easat-6188	255	5	number	number	NOUN
easat-6188	255	6	of	of	ADP
easat-6188	255	7	svm	svm	ADJ
easat-6188	255	8	models	model	NOUN
easat-6188	255	9	in	in	ADP
easat-6188	255	10	the	the	DET
easat-6188	255	11	integrated	integrate	VERB
easat-6188	255	12	model	model	NOUN
easat-6188	255	13	.	.	PUNCT
easat-6188	256	1	the	the	DET
easat-6188	256	2	figure	figure	NOUN
easat-6188	256	3	10	10	NUM
easat-6188	256	4	illustrates	illustrate	VERB
easat-6188	256	5	the	the	DET
easat-6188	256	6	trend	trend	NOUN
easat-6188	256	7	of	of	ADP
easat-6188	256	8	ensemble	ensemble	ADJ
easat-6188	256	9	model	model	NOUN
easat-6188	256	10	accuracy	accuracy	NOUN
easat-6188	256	11	as	as	SCONJ
easat-6188	256	12	the	the	DET
easat-6188	256	13	number	number	NOUN
easat-6188	256	14	of	of	ADP
easat-6188	256	15	svm	svm	ADJ
easat-6188	256	16	submodels	submodel	NOUN
easat-6188	256	17	varies	vary	VERB
easat-6188	256	18	(	(	PUNCT
easat-6188	256	19	with	with	ADP
easat-6188	256	20	green	green	ADJ
easat-6188	256	21	indicating	indicating	ADJ
easat-6188	256	22	accuracy	accuracy	NOUN
easat-6188	256	23	)	)	PUNCT
easat-6188	256	24	.	.	PUNCT
easat-6188	257	1	when	when	SCONJ
easat-6188	257	2	the	the	DET
easat-6188	257	3	number	number	NOUN
easat-6188	257	4	of	of	ADP
easat-6188	257	5	svms	svms	NOUN
easat-6188	257	6	exceeds	exceed	VERB
easat-6188	257	7	five	five	NUM
easat-6188	257	8	,	,	PUNCT
easat-6188	257	9	the	the	DET
easat-6188	257	10	model	model	NOUN
easat-6188	257	11	performance	performance	NOUN
easat-6188	257	12	1158	1158	NUM
easat-6188	257	13	edelweiss	edelweiss	PROPN
easat-6188	257	14	applied	apply	VERB
easat-6188	257	15	science	science	NOUN
easat-6188	257	16	and	and	CCONJ
easat-6188	257	17	technology	technology	NOUN
easat-6188	257	18	issn	issn	PROPN
easat-6188	257	19	:	:	PUNCT
easat-6188	257	20	2576	2576	NUM
easat-6188	257	21	-	-	SYM
easat-6188	257	22	8484	8484	NUM
easat-6188	257	23	vol	vol	NOUN
easat-6188	257	24	.	.	PROPN
easat-6188	258	1	9	9	NUM
easat-6188	258	2	,	,	PUNCT
easat-6188	258	3	no	no	INTJ
easat-6188	258	4	.	.	NOUN
easat-6188	259	1	4	4	NUM
easat-6188	259	2	:	:	SYM
easat-6188	259	3	1145	1145	NUM
easat-6188	259	4	-	-	SYM
easat-6188	259	5	1159	1159	NUM
easat-6188	259	6	,	,	PUNCT
easat-6188	259	7	2025	2025	NUM
easat-6188	259	8	doi	doi	NOUN
easat-6188	259	9	:	:	PUNCT
easat-6188	259	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	259	11	©	©	PROPN
easat-6188	259	12	2025	2025	NUM
easat-6188	259	13	by	by	ADP
easat-6188	259	14	the	the	DET
easat-6188	259	15	authors	author	NOUN
easat-6188	259	16	;	;	PUNCT
easat-6188	259	17	licensee	licensee	PROPN
easat-6188	259	18	learning	learn	VERB
easat-6188	259	19	gate	gate	NOUN
easat-6188	259	20	drops	drop	VERB
easat-6188	259	21	sharply	sharply	ADV
easat-6188	259	22	,	,	PUNCT
easat-6188	259	23	indicating	indicate	VERB
easat-6188	259	24	overfitting	overfitte	VERB
easat-6188	259	25	.	.	PUNCT
easat-6188	260	1	as	as	ADP
easat-6188	260	2	a	a	DET
easat-6188	260	3	result	result	NOUN
easat-6188	260	4	,	,	PUNCT
easat-6188	260	5	two	two	NUM
easat-6188	260	6	svm	svm	ADJ
easat-6188	260	7	models	model	NOUN
easat-6188	260	8	were	be	AUX
easat-6188	260	9	ultimately	ultimately	ADV
easat-6188	260	10	selected	select	VERB
easat-6188	260	11	as	as	ADP
easat-6188	260	12	the	the	DET
easat-6188	260	13	submodule	submodule	NOUN
easat-6188	260	14	configuration	configuration	NOUN
easat-6188	260	15	in	in	ADP
easat-6188	260	16	the	the	DET
easat-6188	260	17	ensemble	ensemble	ADJ
easat-6188	260	18	structure	structure	NOUN
easat-6188	260	19	.	.	PUNCT
easat-6188	261	1	5	5	X
easat-6188	261	2	.	.	X
easat-6188	261	3	conclusion	conclusion	NOUN
easat-6188	261	4	this	this	DET
easat-6188	261	5	study	study	NOUN
easat-6188	261	6	presents	present	VERB
easat-6188	261	7	a	a	DET
easat-6188	261	8	novel	novel	ADJ
easat-6188	261	9	framework	framework	NOUN
easat-6188	261	10	for	for	ADP
easat-6188	261	11	analyzing	analyze	VERB
easat-6188	261	12	and	and	CCONJ
easat-6188	261	13	predicting	predict	VERB
easat-6188	261	14	the	the	DET
easat-6188	261	15	employment	employment	NOUN
easat-6188	261	16	trends	trend	NOUN
easat-6188	261	17	of	of	ADP
easat-6188	261	18	chinese	chinese	ADJ
easat-6188	261	19	college	college	NOUN
easat-6188	261	20	graduates	graduate	NOUN
easat-6188	261	21	,	,	PUNCT
easat-6188	261	22	combining	combine	VERB
easat-6188	261	23	natural	natural	ADJ
easat-6188	261	24	language	language	NOUN
easat-6188	261	25	processing	processing	NOUN
easat-6188	261	26	(	(	PUNCT
easat-6188	261	27	nlp	nlp	NOUN
easat-6188	261	28	)	)	PUNCT
easat-6188	261	29	and	and	CCONJ
easat-6188	261	30	machine	machine	NOUN
easat-6188	261	31	learning	learn	VERB
easat-6188	261	32	techniques	technique	NOUN
easat-6188	261	33	.	.	PUNCT
easat-6188	262	1	by	by	ADP
easat-6188	262	2	integrating	integrate	VERB
easat-6188	262	3	structured	structure	VERB
easat-6188	262	4	and	and	CCONJ
easat-6188	262	5	unstructured	unstructured	ADJ
easat-6188	262	6	data	datum	NOUN
easat-6188	262	7	,	,	PUNCT
easat-6188	262	8	including	include	VERB
easat-6188	262	9	demographic	demographic	ADJ
easat-6188	262	10	details	detail	NOUN
easat-6188	262	11	and	and	CCONJ
easat-6188	262	12	job	job	NOUN
easat-6188	262	13	market	market	NOUN
easat-6188	262	14	descriptions	description	NOUN
easat-6188	262	15	,	,	PUNCT
easat-6188	262	16	the	the	DET
easat-6188	262	17	proposed	propose	VERB
easat-6188	262	18	ensemble	ensemble	ADJ
easat-6188	262	19	learning	learning	NOUN
easat-6188	262	20	model	model	NOUN
easat-6188	262	21	outperforms	outperform	VERB
easat-6188	262	22	traditional	traditional	ADJ
easat-6188	262	23	methods	method	NOUN
easat-6188	262	24	in	in	ADP
easat-6188	262	25	predicting	predict	VERB
easat-6188	262	26	employment	employment	NOUN
easat-6188	262	27	type	type	NOUN
easat-6188	262	28	and	and	CCONJ
easat-6188	262	29	salary	salary	NOUN
easat-6188	262	30	level	level	NOUN
easat-6188	262	31	.	.	PUNCT
easat-6188	263	1	the	the	DET
easat-6188	263	2	experimental	experimental	ADJ
easat-6188	263	3	results	result	NOUN
easat-6188	263	4	demonstrate	demonstrate	VERB
easat-6188	263	5	that	that	SCONJ
easat-6188	263	6	the	the	DET
easat-6188	263	7	model	model	NOUN
easat-6188	263	8	achieves	achieve	VERB
easat-6188	263	9	high	high	ADJ
easat-6188	263	10	accuracy	accuracy	NOUN
easat-6188	263	11	,	,	PUNCT
easat-6188	263	12	with	with	ADP
easat-6188	263	13	an	an	DET
easat-6188	263	14	ensemble	ensemble	ADJ
easat-6188	263	15	approach	approach	NOUN
easat-6188	263	16	yielding	yield	VERB
easat-6188	263	17	81.48	81.48	NUM
easat-6188	263	18	%	%	NOUN
easat-6188	263	19	accuracy	accuracy	NOUN
easat-6188	263	20	for	for	ADP
easat-6188	263	21	employment	employment	NOUN
easat-6188	263	22	prediction	prediction	NOUN
easat-6188	263	23	and	and	CCONJ
easat-6188	263	24	81.53	81.53	NUM
easat-6188	263	25	%	%	NOUN
easat-6188	263	26	for	for	ADP
easat-6188	263	27	salary	salary	NOUN
easat-6188	263	28	level	level	NOUN
easat-6188	263	29	prediction	prediction	NOUN
easat-6188	263	30	.	.	PUNCT
easat-6188	264	1	these	these	DET
easat-6188	264	2	findings	finding	NOUN
easat-6188	264	3	highlight	highlight	VERB
easat-6188	264	4	the	the	DET
easat-6188	264	5	potential	potential	NOUN
easat-6188	264	6	of	of	ADP
easat-6188	264	7	hybrid	hybrid	ADJ
easat-6188	264	8	methods	method	NOUN
easat-6188	264	9	to	to	PART
easat-6188	264	10	enhance	enhance	VERB
easat-6188	264	11	the	the	DET
easat-6188	264	12	prediction	prediction	NOUN
easat-6188	264	13	of	of	ADP
easat-6188	264	14	graduate	graduate	ADJ
easat-6188	264	15	employability	employability	NOUN
easat-6188	264	16	and	and	CCONJ
easat-6188	264	17	offer	offer	VERB
easat-6188	264	18	valuable	valuable	ADJ
easat-6188	264	19	insights	insight	NOUN
easat-6188	264	20	for	for	ADP
easat-6188	264	21	educational	educational	ADJ
easat-6188	264	22	institutions	institution	NOUN
easat-6188	264	23	and	and	CCONJ
easat-6188	264	24	policymakers	policymaker	NOUN
easat-6188	264	25	to	to	PART
easat-6188	264	26	improve	improve	VERB
easat-6188	264	27	career	career	NOUN
easat-6188	264	28	guidance	guidance	NOUN
easat-6188	264	29	and	and	CCONJ
easat-6188	264	30	employment	employment	NOUN
easat-6188	264	31	strategies	strategy	NOUN
easat-6188	264	32	.	.	PUNCT
easat-6188	265	1	future	future	ADJ
easat-6188	265	2	work	work	NOUN
easat-6188	265	3	can	can	AUX
easat-6188	265	4	explore	explore	VERB
easat-6188	265	5	expanding	expand	VERB
easat-6188	265	6	the	the	DET
easat-6188	265	7	model	model	NOUN
easat-6188	265	8	to	to	ADP
easat-6188	265	9	other	other	ADJ
easat-6188	265	10	regions	region	NOUN
easat-6188	265	11	and	and	CCONJ
easat-6188	265	12	disciplines	discipline	NOUN
easat-6188	265	13	to	to	PART
easat-6188	265	14	further	far	ADV
easat-6188	265	15	validate	validate	VERB
easat-6188	265	16	its	its	PRON
easat-6188	265	17	applicability	applicability	NOUN
easat-6188	265	18	and	and	CCONJ
easat-6188	265	19	scalability	scalability	NOUN
easat-6188	265	20	.	.	PUNCT
easat-6188	266	1	transparency	transparency	NOUN
easat-6188	266	2	:	:	PUNCT
easat-6188	266	3	the	the	DET
easat-6188	266	4	authors	author	NOUN
easat-6188	266	5	confirm	confirm	VERB
easat-6188	266	6	that	that	SCONJ
easat-6188	266	7	the	the	DET
easat-6188	266	8	manuscript	manuscript	NOUN
easat-6188	266	9	is	be	AUX
easat-6188	266	10	an	an	DET
easat-6188	266	11	honest	honest	ADJ
easat-6188	266	12	,	,	PUNCT
easat-6188	266	13	accurate	accurate	ADJ
easat-6188	266	14	,	,	PUNCT
easat-6188	266	15	and	and	CCONJ
easat-6188	266	16	transparent	transparent	ADJ
easat-6188	266	17	account	account	NOUN
easat-6188	266	18	of	of	ADP
easat-6188	266	19	the	the	DET
easat-6188	266	20	study	study	NOUN
easat-6188	266	21	;	;	PUNCT
easat-6188	266	22	that	that	SCONJ
easat-6188	266	23	no	no	DET
easat-6188	266	24	vital	vital	ADJ
easat-6188	266	25	features	feature	NOUN
easat-6188	266	26	of	of	ADP
easat-6188	266	27	the	the	DET
easat-6188	266	28	study	study	NOUN
easat-6188	266	29	have	have	AUX
easat-6188	266	30	been	be	AUX
easat-6188	266	31	omitted	omit	VERB
easat-6188	266	32	;	;	PUNCT
easat-6188	266	33	and	and	CCONJ
easat-6188	266	34	that	that	SCONJ
easat-6188	266	35	any	any	DET
easat-6188	266	36	discrepancies	discrepancy	NOUN
easat-6188	266	37	from	from	ADP
easat-6188	266	38	the	the	DET
easat-6188	266	39	study	study	NOUN
easat-6188	266	40	as	as	SCONJ
easat-6188	266	41	planned	plan	VERB
easat-6188	266	42	have	have	AUX
easat-6188	266	43	been	be	AUX
easat-6188	266	44	explained	explain	VERB
easat-6188	266	45	.	.	PUNCT
easat-6188	267	1	this	this	DET
easat-6188	267	2	study	study	NOUN
easat-6188	267	3	followed	follow	VERB
easat-6188	267	4	all	all	DET
easat-6188	267	5	ethical	ethical	ADJ
easat-6188	267	6	practices	practice	NOUN
easat-6188	267	7	during	during	ADP
easat-6188	267	8	writing	writing	NOUN
easat-6188	267	9	.	.	PUNCT
easat-6188	268	1	copyright	copyright	NOUN
easat-6188	268	2	:	:	PUNCT
easat-6188	268	3	©	©	PROPN
easat-6188	268	4	2025	2025	NUM
easat-6188	268	5	by	by	ADP
easat-6188	268	6	the	the	DET
easat-6188	268	7	authors	author	NOUN
easat-6188	268	8	.	.	PUNCT
easat-6188	269	1	this	this	DET
easat-6188	269	2	open	open	ADJ
easat-6188	269	3	-	-	PUNCT
easat-6188	269	4	access	access	NOUN
easat-6188	269	5	article	article	NOUN
easat-6188	269	6	is	be	AUX
easat-6188	269	7	distributed	distribute	VERB
easat-6188	269	8	under	under	ADP
easat-6188	269	9	the	the	DET
easat-6188	269	10	terms	term	NOUN
easat-6188	269	11	and	and	CCONJ
easat-6188	269	12	conditions	condition	NOUN
easat-6188	269	13	of	of	ADP
easat-6188	269	14	the	the	DET
easat-6188	269	15	creative	creative	ADJ
easat-6188	269	16	commons	common	NOUN
easat-6188	269	17	attribution	attribution	NOUN
easat-6188	269	18	(	(	PUNCT
easat-6188	269	19	cc	cc	NOUN
easat-6188	269	20	by	by	ADP
easat-6188	269	21	)	)	PUNCT
easat-6188	269	22	license	license	NOUN
easat-6188	269	23	(	(	PUNCT
easat-6188	269	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6188	269	25	)	)	PUNCT
easat-6188	269	26	.	.	PUNCT
easat-6188	270	1	references	reference	NOUN
easat-6188	270	2	[	[	X
easat-6188	270	3	1	1	X
easat-6188	270	4	]	]	X
easat-6188	270	5	y.	y.	PROPN
easat-6188	270	6	wang	wang	PROPN
easat-6188	270	7	and	and	CCONJ
easat-6188	270	8	l.	l.	PROPN
easat-6188	270	9	zhou	zhou	PROPN
easat-6188	270	10	,	,	PUNCT
easat-6188	270	11	"	"	PUNCT
easat-6188	270	12	the	the	DET
easat-6188	270	13	employment	employment	NOUN
easat-6188	270	14	dilemma	dilemma	NOUN
easat-6188	270	15	of	of	ADP
easat-6188	270	16	chinese	chinese	PROPN
easat-6188	270	17	college	college	NOUN
easat-6188	270	18	graduates	graduate	NOUN
easat-6188	270	19	:	:	PUNCT
easat-6188	270	20	trends	trend	NOUN
easat-6188	270	21	,	,	PUNCT
easat-6188	270	22	reasons	reason	NOUN
easat-6188	270	23	,	,	PUNCT
easat-6188	270	24	and	and	CCONJ
easat-6188	270	25	implications	implication	NOUN
easat-6188	270	26	,	,	PUNCT
easat-6188	270	27	"	"	PUNCT
easat-6188	270	28	asian	asian	ADJ
easat-6188	270	29	social	social	ADJ
easat-6188	270	30	work	work	NOUN
easat-6188	270	31	and	and	CCONJ
easat-6188	270	32	policy	policy	NOUN
easat-6188	270	33	review	review	NOUN
easat-6188	270	34	,	,	PUNCT
easat-6188	270	35	vol	vol	NOUN
easat-6188	270	36	.	.	PROPN
easat-6188	271	1	9	9	NUM
easat-6188	271	2	,	,	PUNCT
easat-6188	271	3	no	no	INTJ
easat-6188	271	4	.	.	NOUN
easat-6188	271	5	1	1	NUM
easat-6188	271	6	,	,	PUNCT
easat-6188	271	7	pp	pp	ADJ
easat-6188	271	8	.	.	PUNCT
easat-6188	272	1	29	29	NUM
easat-6188	272	2	-	-	SYM
easat-6188	272	3	40	40	NUM
easat-6188	272	4	,	,	PUNCT
easat-6188	272	5	2015	2015	NUM
easat-6188	272	6	.	.	PUNCT
easat-6188	273	1	[	[	X
easat-6188	273	2	2	2	NUM
easat-6188	273	3	]	]	X
easat-6188	273	4	f.	f.	PROPN
easat-6188	273	5	li	li	PROPN
easat-6188	273	6	,	,	PUNCT
easat-6188	273	7	"	"	PUNCT
easat-6188	273	8	overeducation	overeducation	NOUN
easat-6188	273	9	,	,	PUNCT
easat-6188	273	10	skills	skill	NOUN
easat-6188	273	11	mismatch	mismatch	NOUN
easat-6188	273	12	,	,	PUNCT
easat-6188	273	13	and	and	CCONJ
easat-6188	273	14	wage	wage	NOUN
easat-6188	273	15	penalties	penalty	NOUN
easat-6188	273	16	:	:	PUNCT
easat-6188	273	17	evidence	evidence	NOUN
easat-6188	273	18	from	from	ADP
easat-6188	273	19	china	china	PROPN
easat-6188	273	20	,	,	PUNCT
easat-6188	273	21	"	"	PUNCT
easat-6188	273	22	china	china	PROPN
easat-6188	273	23	economic	economic	PROPN
easat-6188	273	24	review	review	PROPN
easat-6188	273	25	,	,	PUNCT
easat-6188	273	26	vol	vol	NOUN
easat-6188	273	27	.	.	PROPN
easat-6188	274	1	51	51	NUM
easat-6188	274	2	,	,	PUNCT
easat-6188	274	3	pp	pp	ADJ
easat-6188	274	4	.	.	PUNCT
easat-6188	275	1	283	283	NUM
easat-6188	275	2	-	-	SYM
easat-6188	275	3	295	295	NUM
easat-6188	275	4	,	,	PUNCT
easat-6188	275	5	2018	2018	NUM
easat-6188	275	6	.	.	PUNCT
easat-6188	276	1	[	[	X
easat-6188	276	2	3	3	NUM
easat-6188	276	3	]	]	PUNCT
easat-6188	276	4	x.	x.	PROPN
easat-6188	276	5	huang	huang	PROPN
easat-6188	276	6	,	,	PUNCT
easat-6188	276	7	y.	y.	PROPN
easat-6188	276	8	liu	liu	PROPN
easat-6188	276	9	,	,	PUNCT
easat-6188	276	10	c.	c.	PROPN
easat-6188	276	11	deng	deng	PROPN
easat-6188	276	12	,	,	PUNCT
easat-6188	276	13	y.	y.	PROPN
easat-6188	276	14	guo	guo	PROPN
easat-6188	276	15	,	,	PUNCT
easat-6188	276	16	and	and	CCONJ
easat-6188	276	17	y.	y.	PROPN
easat-6188	276	18	xu	xu	PROPN
easat-6188	276	19	,	,	PUNCT
easat-6188	276	20	"	"	PUNCT
easat-6188	276	21	study	study	NOUN
easat-6188	276	22	on	on	ADP
easat-6188	276	23	employment	employment	NOUN
easat-6188	276	24	pressure	pressure	NOUN
easat-6188	276	25	on	on	ADP
easat-6188	276	26	chinese	chinese	ADJ
easat-6188	276	27	college	college	NOUN
easat-6188	276	28	students	student	NOUN
easat-6188	276	29	and	and	CCONJ
easat-6188	276	30	constructing	construct	VERB
easat-6188	276	31	higher	high	ADJ
easat-6188	276	32	education	education	NOUN
easat-6188	276	33	strategies	strategy	NOUN
easat-6188	276	34	in	in	ADP
easat-6188	276	35	the	the	DET
easat-6188	276	36	post	post	ADJ
easat-6188	276	37	-	-	ADJ
easat-6188	276	38	epidemic	epidemic	ADJ
easat-6188	276	39	era	era	NOUN
easat-6188	276	40	,	,	PUNCT
easat-6188	276	41	"	"	PUNCT
easat-6188	276	42	presented	present	VERB
easat-6188	276	43	at	at	ADP
easat-6188	276	44	the	the	DET
easat-6188	276	45	shs	shs	PROPN
easat-6188	276	46	web	web	NOUN
easat-6188	276	47	of	of	ADP
easat-6188	276	48	conferences	conference	NOUN
easat-6188	276	49	,	,	PUNCT
easat-6188	276	50	299	299	NUM
easat-6188	276	51	,	,	PUNCT
easat-6188	276	52	2024	2024	NUM
easat-6188	276	53	,	,	PUNCT
easat-6188	276	54	01007	01007	NUM
easat-6188	276	55	,	,	PUNCT
easat-6188	276	56	2024	2024	NUM
easat-6188	276	57	.	.	PUNCT
easat-6188	277	1	[	[	X
easat-6188	277	2	4	4	NUM
easat-6188	277	3	]	]	X
easat-6188	277	4	y.	y.	PROPN
easat-6188	277	5	wei	wei	PROPN
easat-6188	277	6	,	,	PUNCT
easat-6188	277	7	x.	x.	PROPN
easat-6188	277	8	rao	rao	PROPN
easat-6188	277	9	,	,	PUNCT
easat-6188	277	10	y.	y.	PROPN
easat-6188	277	11	fu	fu	PROPN
easat-6188	277	12	,	,	PUNCT
easat-6188	277	13	l.	l.	PROPN
easat-6188	277	14	song	song	PROPN
easat-6188	277	15	,	,	PUNCT
easat-6188	277	16	h.	h.	PROPN
easat-6188	277	17	chen	chen	PROPN
easat-6188	277	18	,	,	PUNCT
easat-6188	277	19	and	and	CCONJ
easat-6188	277	20	j.	j.	PROPN
easat-6188	277	21	li	li	PROPN
easat-6188	277	22	,	,	PUNCT
easat-6188	277	23	"	"	PUNCT
easat-6188	277	24	machine	machine	NOUN
easat-6188	277	25	learning	learning	NOUN
easat-6188	277	26	prediction	prediction	NOUN
easat-6188	277	27	model	model	NOUN
easat-6188	277	28	based	base	VERB
easat-6188	277	29	on	on	ADP
easat-6188	277	30	enhanced	enhanced	ADJ
easat-6188	277	31	bat	bat	NOUN
easat-6188	277	32	algorithm	algorithm	NOUN
easat-6188	277	33	and	and	CCONJ
easat-6188	277	34	support	support	VERB
easat-6188	277	35	vector	vector	NOUN
easat-6188	277	36	machine	machine	NOUN
easat-6188	277	37	for	for	ADP
easat-6188	277	38	slow	slow	ADJ
easat-6188	277	39	employment	employment	NOUN
easat-6188	277	40	prediction	prediction	NOUN
easat-6188	277	41	,	,	PUNCT
easat-6188	277	42	"	"	PUNCT
easat-6188	277	43	plos	plos	PROPN
easat-6188	277	44	one	one	NUM
easat-6188	277	45	,	,	PUNCT
easat-6188	277	46	vol	vol	NOUN
easat-6188	277	47	.	.	PROPN
easat-6188	277	48	18	18	NUM
easat-6188	277	49	,	,	PUNCT
easat-6188	277	50	no	no	INTJ
easat-6188	277	51	.	.	NOUN
easat-6188	277	52	11	11	NUM
easat-6188	277	53	,	,	PUNCT
easat-6188	277	54	p.	p.	PROPN
easat-6188	277	55	e0294114	e0294114	PROPN
easat-6188	277	56	,	,	PUNCT
easat-6188	277	57	2023	2023	NUM
easat-6188	277	58	.	.	PUNCT
easat-6188	278	1	https://doi.org/10.1371/journal.pone.0294114	https://doi.org/10.1371/journal.pone.0294114	X
easat-6188	279	1	[	[	X
easat-6188	279	2	5	5	NUM
easat-6188	279	3	]	]	PUNCT
easat-6188	279	4	a.	a.	NOUN
easat-6188	279	5	johnson	johnson	PROPN
easat-6188	279	6	and	and	CCONJ
easat-6188	279	7	d.	d.	PROPN
easat-6188	279	8	zhang	zhang	PROPN
easat-6188	279	9	,	,	PUNCT
easat-6188	279	10	"	"	PUNCT
easat-6188	279	11	using	use	VERB
easat-6188	279	12	nlp	nlp	NOUN
easat-6188	279	13	to	to	PART
easat-6188	279	14	understand	understand	VERB
easat-6188	279	15	employment	employment	NOUN
easat-6188	279	16	trend	trend	NOUN
easat-6188	279	17	dynamics	dynamic	NOUN
easat-6188	279	18	in	in	ADP
easat-6188	279	19	online	online	ADJ
easat-6188	279	20	job	job	NOUN
easat-6188	279	21	portals	portal	NOUN
easat-6188	279	22	,	,	PUNCT
easat-6188	279	23	"	"	PUNCT
easat-6188	279	24	journal	journal	NOUN
easat-6188	279	25	of	of	ADP
easat-6188	279	26	big	big	ADJ
easat-6188	279	27	data	datum	NOUN
easat-6188	279	28	and	and	CCONJ
easat-6188	279	29	society	society	NOUN
easat-6188	279	30	,	,	PUNCT
easat-6188	279	31	vol	vol	NOUN
easat-6188	279	32	.	.	PROPN
easat-6188	280	1	5	5	NUM
easat-6188	280	2	,	,	PUNCT
easat-6188	280	3	no	no	INTJ
easat-6188	280	4	.	.	NOUN
easat-6188	280	5	2	2	NUM
easat-6188	280	6	,	,	PUNCT
easat-6188	280	7	pp	pp	ADJ
easat-6188	280	8	.	.	PUNCT
easat-6188	281	1	123	123	NUM
easat-6188	281	2	-	-	SYM
easat-6188	281	3	137	137	NUM
easat-6188	281	4	,	,	PUNCT
easat-6188	281	5	2019	2019	NUM
easat-6188	281	6	.	.	PUNCT
easat-6188	282	1	[	[	X
easat-6188	282	2	6	6	NUM
easat-6188	282	3	]	]	PUNCT
easat-6188	282	4	m.	m.	NOUN
easat-6188	282	5	xu	xu	PROPN
easat-6188	282	6	and	and	CCONJ
easat-6188	282	7	y.	y.	PROPN
easat-6188	282	8	chen	chen	PROPN
easat-6188	282	9	,	,	PUNCT
easat-6188	282	10	"	"	PUNCT
easat-6188	282	11	a	a	DET
easat-6188	282	12	deep	deep	ADJ
easat-6188	282	13	dive	dive	NOUN
easat-6188	282	14	into	into	ADP
easat-6188	282	15	job	job	NOUN
easat-6188	282	16	descriptions	description	NOUN
easat-6188	282	17	:	:	PUNCT
easat-6188	282	18	understanding	understand	VERB
easat-6188	282	19	skill	skill	NOUN
easat-6188	282	20	demand	demand	NOUN
easat-6188	282	21	via	via	ADP
easat-6188	282	22	nlp	nlp	NOUN
easat-6188	282	23	,	,	PUNCT
easat-6188	282	24	"	"	PUNCT
easat-6188	282	25	information	information	NOUN
easat-6188	282	26	systems	system	NOUN
easat-6188	282	27	journal	journal	NOUN
easat-6188	282	28	,	,	PUNCT
easat-6188	282	29	vol	vol	NOUN
easat-6188	282	30	.	.	PROPN
easat-6188	282	31	30	30	NUM
easat-6188	282	32	,	,	PUNCT
easat-6188	282	33	no	no	INTJ
easat-6188	282	34	.	.	NOUN
easat-6188	282	35	3	3	NUM
easat-6188	282	36	,	,	PUNCT
easat-6188	282	37	pp	pp	ADJ
easat-6188	282	38	.	.	PUNCT
easat-6188	282	39	485	485	NUM
easat-6188	282	40	-	-	SYM
easat-6188	282	41	503	503	NUM
easat-6188	282	42	,	,	PUNCT
easat-6188	282	43	2020	2020	NUM
easat-6188	282	44	.	.	PUNCT
easat-6188	283	1	[	[	X
easat-6188	283	2	7	7	X
easat-6188	283	3	]	]	X
easat-6188	283	4	h.	h.	PROPN
easat-6188	283	5	zhang	zhang	PROPN
easat-6188	283	6	,	,	PUNCT
easat-6188	283	7	q.	q.	PROPN
easat-6188	283	8	wang	wang	PROPN
easat-6188	283	9	,	,	PUNCT
easat-6188	283	10	and	and	CCONJ
easat-6188	283	11	r.	r.	PROPN
easat-6188	283	12	zhu	zhu	PROPN
easat-6188	283	13	,	,	PUNCT
easat-6188	283	14	"	"	PUNCT
easat-6188	283	15	predicting	predict	VERB
easat-6188	283	16	the	the	DET
easat-6188	283	17	employment	employment	NOUN
easat-6188	283	18	rate	rate	NOUN
easat-6188	283	19	of	of	ADP
easat-6188	283	20	college	college	NOUN
easat-6188	283	21	graduates	graduate	NOUN
easat-6188	283	22	in	in	ADP
easat-6188	283	23	china	china	PROPN
easat-6188	283	24	using	use	VERB
easat-6188	283	25	a	a	DET
easat-6188	283	26	neural	neural	ADJ
easat-6188	283	27	network	network	NOUN
easat-6188	283	28	model	model	NOUN
easat-6188	283	29	,	,	PUNCT
easat-6188	283	30	"	"	PUNCT
easat-6188	283	31	journal	journal	NOUN
easat-6188	283	32	of	of	ADP
easat-6188	283	33	computational	computational	ADJ
easat-6188	283	34	science	science	NOUN
easat-6188	283	35	,	,	PUNCT
easat-6188	283	36	vol	vol	NOUN
easat-6188	283	37	.	.	PROPN
easat-6188	283	38	24	24	NUM
easat-6188	283	39	,	,	PUNCT
easat-6188	283	40	pp	pp	ADJ
easat-6188	283	41	.	.	PUNCT
easat-6188	284	1	11	11	NUM
easat-6188	284	2	-	-	SYM
easat-6188	284	3	18	18	NUM
easat-6188	284	4	,	,	PUNCT
easat-6188	284	5	2017	2017	NUM
easat-6188	284	6	.	.	PUNCT
easat-6188	285	1	[	[	X
easat-6188	285	2	8	8	X
easat-6188	285	3	]	]	PUNCT
easat-6188	285	4	k.	k.	PROPN
easat-6188	285	5	s.	s.	PROPN
easat-6188	285	6	bhagavan	bhagavan	PROPN
easat-6188	285	7	,	,	PUNCT
easat-6188	285	8	j.	j.	PROPN
easat-6188	285	9	thangakumar	thangakumar	PROPN
easat-6188	285	10	,	,	PUNCT
easat-6188	285	11	and	and	CCONJ
easat-6188	285	12	d.	d.	PROPN
easat-6188	285	13	v.	v.	PROPN
easat-6188	285	14	subramanian	subramanian	PROPN
easat-6188	285	15	,	,	PUNCT
easat-6188	285	16	"	"	PUNCT
easat-6188	285	17	retracted	retracted	ADJ
easat-6188	285	18	article	article	NOUN
easat-6188	285	19	:	:	PUNCT
easat-6188	285	20	predictive	predictive	ADJ
easat-6188	285	21	analysis	analysis	NOUN
easat-6188	285	22	of	of	ADP
easat-6188	285	23	student	student	NOUN
easat-6188	285	24	academic	academic	ADJ
easat-6188	285	25	performance	performance	NOUN
easat-6188	285	26	and	and	CCONJ
easat-6188	285	27	employability	employability	NOUN
easat-6188	285	28	chances	chance	NOUN
easat-6188	285	29	using	use	VERB
easat-6188	285	30	hlvq	hlvq	NOUN
easat-6188	285	31	algorithm	algorithm	NOUN
easat-6188	285	32	,	,	PUNCT
easat-6188	285	33	"	"	PUNCT
easat-6188	285	34	journal	journal	NOUN
easat-6188	285	35	of	of	ADP
easat-6188	285	36	ambient	ambient	ADJ
easat-6188	285	37	intelligence	intelligence	NOUN
easat-6188	285	38	and	and	CCONJ
easat-6188	285	39	humanized	humanize	VERB
easat-6188	285	40	computing	computing	NOUN
easat-6188	285	41	,	,	PUNCT
easat-6188	285	42	vol	vol	NOUN
easat-6188	285	43	.	.	PROPN
easat-6188	285	44	12	12	NUM
easat-6188	285	45	,	,	PUNCT
easat-6188	285	46	no	no	INTJ
easat-6188	285	47	.	.	NOUN
easat-6188	285	48	3	3	NUM
easat-6188	285	49	,	,	PUNCT
easat-6188	285	50	pp	pp	ADJ
easat-6188	285	51	.	.	PUNCT
easat-6188	286	1	3789	3789	NUM
easat-6188	286	2	-	-	SYM
easat-6188	286	3	3797	3797	NUM
easat-6188	286	4	,	,	PUNCT
easat-6188	286	5	2021	2021	NUM
easat-6188	286	6	.	.	PUNCT
easat-6188	287	1	[	[	X
easat-6188	287	2	9	9	NUM
easat-6188	287	3	]	]	PUNCT
easat-6188	287	4	a.	a.	NOUN
easat-6188	287	5	bai	bai	PROPN
easat-6188	287	6	and	and	CCONJ
easat-6188	287	7	s.	s.	PROPN
easat-6188	287	8	hira	hira	PROPN
easat-6188	287	9	,	,	PUNCT
easat-6188	287	10	"	"	PUNCT
easat-6188	287	11	an	an	DET
easat-6188	287	12	intelligent	intelligent	ADJ
easat-6188	287	13	hybrid	hybrid	ADJ
easat-6188	287	14	deep	deep	ADJ
easat-6188	287	15	belief	belief	NOUN
easat-6188	287	16	network	network	NOUN
easat-6188	287	17	model	model	NOUN
easat-6188	287	18	for	for	ADP
easat-6188	287	19	predicting	predict	VERB
easat-6188	287	20	students	student	NOUN
easat-6188	287	21	employability	employability	NOUN
easat-6188	287	22	,	,	PUNCT
easat-6188	287	23	"	"	PUNCT
easat-6188	287	24	soft	soft	ADJ
easat-6188	287	25	computing	computing	NOUN
easat-6188	287	26	,	,	PUNCT
easat-6188	287	27	vol	vol	NOUN
easat-6188	287	28	.	.	PROPN
easat-6188	287	29	25	25	NUM
easat-6188	287	30	,	,	PUNCT
easat-6188	287	31	no	no	INTJ
easat-6188	287	32	.	.	NOUN
easat-6188	287	33	14	14	NUM
easat-6188	287	34	,	,	PUNCT
easat-6188	287	35	pp	pp	ADJ
easat-6188	287	36	.	.	PUNCT
easat-6188	287	37	9241	9241	NUM
easat-6188	287	38	-	-	SYM
easat-6188	287	39	9254	9254	NUM
easat-6188	287	40	,	,	PUNCT
easat-6188	287	41	2021	2021	NUM
easat-6188	287	42	.	.	PUNCT
easat-6188	288	1	https://doi.org/10.1007/s00500-021-05850-x	https://doi.org/10.1007/s00500-021-05850-x	VERB
easat-6188	288	2	[	[	X
easat-6188	288	3	10	10	NUM
easat-6188	288	4	]	]	PUNCT
easat-6188	288	5	x.	x.	PROPN
easat-6188	288	6	liu	liu	PROPN
easat-6188	288	7	,	,	PUNCT
easat-6188	288	8	s.	s.	PROPN
easat-6188	288	9	wang	wang	PROPN
easat-6188	288	10	,	,	PUNCT
easat-6188	288	11	and	and	CCONJ
easat-6188	288	12	l.	l.	PROPN
easat-6188	288	13	zhao	zhao	PROPN
easat-6188	288	14	,	,	PUNCT
easat-6188	288	15	"	"	PUNCT
easat-6188	288	16	forecasting	forecast	VERB
easat-6188	288	17	tech	tech	NOUN
easat-6188	288	18	industry	industry	NOUN
easat-6188	288	19	employment	employment	NOUN
easat-6188	288	20	trends	trend	NOUN
easat-6188	288	21	using	use	VERB
easat-6188	288	22	deep	deep	ADJ
easat-6188	288	23	learning	learning	NOUN
easat-6188	288	24	and	and	CCONJ
easat-6188	288	25	nlp	nlp	NOUN
easat-6188	288	26	,	,	PUNCT
easat-6188	288	27	"	"	PUNCT
easat-6188	288	28	ai	ai	PROPN
easat-6188	288	29	&	&	CCONJ
easat-6188	288	30	society	society	NOUN
easat-6188	288	31	,	,	PUNCT
easat-6188	288	32	vol	vol	NOUN
easat-6188	288	33	.	.	PROPN
easat-6188	289	1	36	36	NUM
easat-6188	289	2	,	,	PUNCT
easat-6188	289	3	no	no	INTJ
easat-6188	289	4	.	.	NOUN
easat-6188	289	5	4	4	NUM
easat-6188	289	6	,	,	PUNCT
easat-6188	289	7	pp	pp	ADJ
easat-6188	289	8	.	.	PUNCT
easat-6188	290	1	995	995	NUM
easat-6188	290	2	-	-	SYM
easat-6188	290	3	1006	1006	NUM
easat-6188	290	4	,	,	PUNCT
easat-6188	290	5	2021	2021	NUM
easat-6188	290	6	.	.	PUNCT
easat-6188	291	1	[	[	X
easat-6188	291	2	11	11	NUM
easat-6188	291	3	]	]	PUNCT
easat-6188	291	4	l.	l.	PROPN
easat-6188	291	5	dian	dian	PROPN
easat-6188	291	6	,	,	PUNCT
easat-6188	291	7	"	"	PUNCT
easat-6188	291	8	graduate	graduate	ADJ
easat-6188	291	9	employment	employment	NOUN
easat-6188	291	10	in	in	ADP
easat-6188	291	11	china	china	PROPN
easat-6188	291	12	:	:	PUNCT
easat-6188	291	13	current	current	ADJ
easat-6188	291	14	trends	trend	NOUN
easat-6188	291	15	and	and	CCONJ
easat-6188	291	16	issues	issue	NOUN
easat-6188	291	17	,	,	PUNCT
easat-6188	291	18	"	"	PUNCT
easat-6188	291	19	chinese	chinese	ADJ
easat-6188	291	20	education	education	PROPN
easat-6188	291	21	&	&	CCONJ
easat-6188	291	22	society	society	NOUN
easat-6188	291	23	,	,	PUNCT
easat-6188	291	24	vol	vol	NOUN
easat-6188	291	25	.	.	PROPN
easat-6188	292	1	47	47	NUM
easat-6188	292	2	,	,	PUNCT
easat-6188	292	3	no	no	INTJ
easat-6188	292	4	.	.	NOUN
easat-6188	292	5	6	6	NUM
easat-6188	292	6	,	,	PUNCT
easat-6188	292	7	pp	pp	ADJ
easat-6188	292	8	.	.	PUNCT
easat-6188	293	1	311	311	NUM
easat-6188	293	2	,	,	PUNCT
easat-6188	293	3	2014	2014	NUM
easat-6188	293	4	.	.	PUNCT
easat-6188	294	1	[	[	X
easat-6188	294	2	12	12	NUM
easat-6188	294	3	]	]	X
easat-6188	294	4	y.	y.	PROPN
easat-6188	294	5	c.	c.	PROPN
easat-6188	294	6	chuang	chuang	PROPN
easat-6188	294	7	and	and	CCONJ
easat-6188	294	8	c.	c.	PROPN
easat-6188	294	9	y.	y.	PROPN
easat-6188	294	10	liang	liang	PROPN
easat-6188	294	11	,	,	PUNCT
easat-6188	294	12	"	"	PUNCT
easat-6188	294	13	overeducation	overeducation	NOUN
easat-6188	294	14	and	and	CCONJ
easat-6188	294	15	skill	skill	NOUN
easat-6188	294	16	mismatch	mismatch	NOUN
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easat-6188	294	18	university	university	NOUN
easat-6188	294	19	graduates	graduate	NOUN
easat-6188	294	20	in	in	ADP
easat-6188	294	21	taiwan	taiwan	PROPN
easat-6188	294	22	,	,	PUNCT
easat-6188	294	23	"	"	PUNCT
easat-6188	294	24	review	review	NOUN
easat-6188	294	25	of	of	ADP
easat-6188	294	26	development	development	NOUN
easat-6188	294	27	economics	economic	NOUN
easat-6188	294	28	,	,	PUNCT
easat-6188	294	29	vol	vol	NOUN
easat-6188	294	30	.	.	PROPN
easat-6188	294	31	26	26	NUM
easat-6188	294	32	,	,	PUNCT
easat-6188	294	33	no	no	INTJ
easat-6188	294	34	.	.	NOUN
easat-6188	294	35	3	3	NUM
easat-6188	294	36	,	,	PUNCT
easat-6188	294	37	pp	pp	ADJ
easat-6188	294	38	.	.	PUNCT
easat-6188	295	1	1693	1693	NUM
easat-6188	295	2	-	-	SYM
easat-6188	295	3	1712	1712	NUM
easat-6188	295	4	,	,	PUNCT
easat-6188	295	5	2022	2022	NUM
easat-6188	295	6	.	.	PUNCT
easat-6188	296	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6188	296	2	https://doi.org/10.1371/journal.pone.0294114	https://doi.org/10.1371/journal.pone.0294114	PROPN
easat-6188	296	3	https://doi.org/10.1007/s00500-021-05850-x	https://doi.org/10.1007/s00500-021-05850-x	PROPN
easat-6188	296	4	1159	1159	NUM
easat-6188	296	5	edelweiss	edelweiss	PROPN
easat-6188	296	6	applied	apply	VERB
easat-6188	296	7	science	science	NOUN
easat-6188	296	8	and	and	CCONJ
easat-6188	296	9	technology	technology	NOUN
easat-6188	296	10	issn	issn	PROPN
easat-6188	296	11	:	:	PUNCT
easat-6188	296	12	2576	2576	NUM
easat-6188	296	13	-	-	SYM
easat-6188	296	14	8484	8484	NUM
easat-6188	296	15	vol	vol	NOUN
easat-6188	296	16	.	.	PROPN
easat-6188	297	1	9	9	NUM
easat-6188	297	2	,	,	PUNCT
easat-6188	297	3	no	no	INTJ
easat-6188	297	4	.	.	NOUN
easat-6188	298	1	4	4	NUM
easat-6188	298	2	:	:	SYM
easat-6188	298	3	1145	1145	NUM
easat-6188	298	4	-	-	SYM
easat-6188	298	5	1159	1159	NUM
easat-6188	298	6	,	,	PUNCT
easat-6188	298	7	2025	2025	NUM
easat-6188	298	8	doi	doi	NOUN
easat-6188	298	9	:	:	PUNCT
easat-6188	298	10	10.55214/25768484.v9i4.6188	10.55214/25768484.v9i4.6188	NUM
easat-6188	298	11	©	©	PROPN
easat-6188	298	12	2025	2025	NUM
easat-6188	298	13	by	by	ADP
easat-6188	298	14	the	the	DET
easat-6188	298	15	authors	author	NOUN
easat-6188	298	16	;	;	PUNCT
easat-6188	298	17	licensee	licensee	PROPN
easat-6188	298	18	learning	learning	NOUN
easat-6188	298	19	gate	gate	NOUN
easat-6188	299	1	[	[	X
easat-6188	299	2	13	13	NUM
easat-6188	299	3	]	]	PUNCT
easat-6188	299	4	t.	t.	PROPN
easat-6188	299	5	hang	hang	PROPN
easat-6188	299	6	and	and	CCONJ
easat-6188	299	7	y.	y.	PROPN
easat-6188	299	8	zhou	zhou	PROPN
easat-6188	299	9	,	,	PUNCT
easat-6188	299	10	"	"	PUNCT
easat-6188	299	11	chinese	chinese	ADJ
easat-6188	299	12	university	university	NOUN
easat-6188	299	13	major	major	ADJ
easat-6188	299	14	decision	decision	NOUN
easat-6188	299	15	and	and	CCONJ
easat-6188	299	16	its	its	PRON
easat-6188	299	17	effect	effect	NOUN
easat-6188	299	18	on	on	ADP
easat-6188	299	19	wages	wage	NOUN
easat-6188	299	20	:	:	PUNCT
easat-6188	299	21	modeling	model	VERB
easat-6188	299	22	interaction	interaction	NOUN
easat-6188	299	23	between	between	ADP
easat-6188	299	24	major	major	ADJ
easat-6188	299	25	specificity	specificity	NOUN
easat-6188	299	26	and	and	CCONJ
easat-6188	299	27	education	education	NOUN
easat-6188	299	28	-	-	PUNCT
easat-6188	299	29	job	job	NOUN
easat-6188	299	30	relevancy	relevancy	NOUN
easat-6188	299	31	using	use	VERB
easat-6188	299	32	machine	machine	NOUN
easat-6188	299	33	learning	learning	NOUN
easat-6188	299	34	approaches	approach	NOUN
easat-6188	299	35	,	,	PUNCT
easat-6188	299	36	"	"	PUNCT
easat-6188	299	37	journal	journal	NOUN
easat-6188	299	38	of	of	ADP
easat-6188	299	39	chinese	chinese	ADJ
easat-6188	299	40	political	political	ADJ
easat-6188	299	41	science	science	NOUN
easat-6188	299	42	,	,	PUNCT
easat-6188	299	43	pp	pp	ADJ
easat-6188	299	44	.	.	PUNCT
easat-6188	300	1	1	1	NUM
easat-6188	300	2	-	-	SYM
easat-6188	300	3	26	26	NUM
easat-6188	300	4	,	,	PUNCT
easat-6188	300	5	2025	2025	NUM
easat-6188	300	6	.	.	PUNCT
easat-6188	301	1	[	[	X
easat-6188	301	2	14	14	NUM
easat-6188	301	3	]	]	X
easat-6188	301	4	y.	y.	PROPN
easat-6188	301	5	zhao	zhao	PROPN
easat-6188	301	6	,	,	PUNCT
easat-6188	301	7	f.	f.	PROPN
easat-6188	301	8	he	he	PRON
easat-6188	301	9	,	,	PUNCT
easat-6188	301	10	and	and	CCONJ
easat-6188	301	11	y.	y.	PROPN
easat-6188	301	12	feng	feng	PROPN
easat-6188	301	13	,	,	PUNCT
easat-6188	301	14	"	"	PUNCT
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easat-6188	301	16	on	on	ADP
easat-6188	301	17	the	the	DET
easat-6188	301	18	current	current	ADJ
easat-6188	301	19	situation	situation	NOUN
easat-6188	301	20	of	of	ADP
easat-6188	301	21	employment	employment	NOUN
easat-6188	301	22	mobility	mobility	NOUN
easat-6188	301	23	and	and	CCONJ
easat-6188	301	24	retention	retention	NOUN
easat-6188	301	25	rate	rate	NOUN
easat-6188	301	26	predictions	prediction	NOUN
easat-6188	301	27	of	of	ADP
easat-6188	301	28	“	"	PUNCT
easat-6188	301	29	double	double	ADJ
easat-6188	301	30	first	first	ADJ
easat-6188	301	31	-	-	PUNCT
easat-6188	301	32	class	class	NOUN
easat-6188	301	33	”	"	PUNCT
easat-6188	301	34	university	university	NOUN
easat-6188	301	35	graduates	graduate	NOUN
easat-6188	301	36	based	base	VERB
easat-6188	301	37	on	on	ADP
easat-6188	301	38	the	the	DET
easat-6188	301	39	random	random	ADJ
easat-6188	301	40	forest	forest	NOUN
easat-6188	301	41	and	and	CCONJ
easat-6188	301	42	bp	bp	PROPN
easat-6188	301	43	neural	neural	ADJ
easat-6188	301	44	network	network	NOUN
easat-6188	301	45	models	model	NOUN
easat-6188	301	46	,	,	PUNCT
easat-6188	301	47	"	"	PUNCT
easat-6188	301	48	sustainability	sustainability	NOUN
easat-6188	301	49	,	,	PUNCT
easat-6188	301	50	vol	vol	NOUN
easat-6188	301	51	.	.	PROPN
easat-6188	301	52	14	14	NUM
easat-6188	301	53	,	,	PUNCT
easat-6188	301	54	no	no	INTJ
easat-6188	301	55	.	.	NOUN
easat-6188	301	56	14	14	NUM
easat-6188	301	57	,	,	PUNCT
easat-6188	301	58	p.	p.	NOUN
easat-6188	301	59	8883	8883	NUM
easat-6188	301	60	,	,	PUNCT
easat-6188	301	61	2022	2022	NUM
easat-6188	301	62	.	.	PUNCT
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easat-6188	302	1	[	[	X
easat-6188	302	2	15	15	NUM
easat-6188	302	3	]	]	X
easat-6188	302	4	i.	i.	NOUN
easat-6188	302	5	rahhal	rahhal	PROPN
easat-6188	302	6	,	,	PUNCT
easat-6188	302	7	i.	i.	PROPN
easat-6188	302	8	kassou	kassou	PROPN
easat-6188	302	9	,	,	PUNCT
easat-6188	302	10	and	and	CCONJ
easat-6188	302	11	m.	m.	NOUN
easat-6188	302	12	ghogho	ghogho	NOUN
easat-6188	302	13	,	,	PUNCT
easat-6188	302	14	"	"	PUNCT
easat-6188	302	15	data	data	NOUN
easat-6188	302	16	science	science	NOUN
easat-6188	302	17	for	for	ADP
easat-6188	302	18	job	job	NOUN
easat-6188	302	19	market	market	NOUN
easat-6188	302	20	analysis	analysis	NOUN
easat-6188	302	21	:	:	PUNCT
easat-6188	302	22	a	a	DET
easat-6188	302	23	survey	survey	NOUN
easat-6188	302	24	on	on	ADP
easat-6188	302	25	applications	application	NOUN
easat-6188	302	26	and	and	CCONJ
easat-6188	302	27	techniques	technique	NOUN
easat-6188	302	28	,	,	PUNCT
easat-6188	302	29	"	"	PUNCT
easat-6188	302	30	expert	expert	NOUN
easat-6188	302	31	systems	system	NOUN
easat-6188	302	32	with	with	ADP
easat-6188	302	33	applications	application	NOUN
easat-6188	302	34	,	,	PUNCT
easat-6188	302	35	p.	p.	NOUN
easat-6188	302	36	124101	124101	NUM
easat-6188	302	37	,	,	PUNCT
easat-6188	302	38	2024	2024	NUM
easat-6188	302	39	.	.	PUNCT
easat-6188	303	1	[	[	X
easat-6188	303	2	16	16	NUM
easat-6188	303	3	]	]	X
easat-6188	303	4	s.	s.	PROPN
easat-6188	303	5	saroja	saroja	PROPN
easat-6188	303	6	and	and	CCONJ
easat-6188	303	7	s.	s.	PROPN
easat-6188	303	8	jinwal	jinwal	PROPN
easat-6188	303	9	,	,	PUNCT
easat-6188	303	10	"	"	PUNCT
easat-6188	303	11	employment	employment	NOUN
easat-6188	303	12	dynamics	dynamic	NOUN
easat-6188	303	13	:	:	PUNCT
easat-6188	303	14	exploring	explore	VERB
easat-6188	303	15	job	job	NOUN
easat-6188	303	16	roles	role	NOUN
easat-6188	303	17	,	,	PUNCT
easat-6188	303	18	skills	skill	NOUN
easat-6188	303	19	,	,	PUNCT
easat-6188	303	20	and	and	CCONJ
easat-6188	303	21	companies	company	NOUN
easat-6188	303	22	,	,	PUNCT
easat-6188	303	23	"	"	PUNCT
easat-6188	303	24	ieee	ieee	NOUN
easat-6188	303	25	potentials	potential	NOUN
easat-6188	303	26	,	,	PUNCT
easat-6188	303	27	2025	2025	NUM
easat-6188	303	28	.	.	PUNCT
easat-6188	304	1	[	[	X
easat-6188	304	2	17	17	NUM
easat-6188	304	3	]	]	PUNCT
easat-6188	304	4	m.	m.	NOUN
easat-6188	304	5	lukauskas	lukauskas	PROPN
easat-6188	304	6	,	,	PUNCT
easat-6188	304	7	v.	v.	ADP
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easat-6188	304	9	,	,	PUNCT
easat-6188	304	10	v.	v.	PROPN
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easat-6188	304	12	,	,	PUNCT
easat-6188	304	13	a.	a.	NOUN
easat-6188	304	14	stundžienė	stundžienė	PROPN
easat-6188	304	15	,	,	PUNCT
easat-6188	304	16	a.	a.	NOUN
easat-6188	304	17	grybauskas	grybauskas	NOUN
easat-6188	304	18	,	,	PUNCT
easat-6188	304	19	and	and	CCONJ
easat-6188	304	20	j.	j.	PROPN
easat-6188	304	21	bruneckienė	bruneckienė	PROPN
easat-6188	304	22	,	,	PUNCT
easat-6188	304	23	"	"	PUNCT
easat-6188	304	24	enhancing	enhance	VERB
easat-6188	304	25	skills	skill	NOUN
easat-6188	304	26	demand	demand	NOUN
easat-6188	304	27	understanding	understand	VERB
easat-6188	304	28	through	through	ADP
easat-6188	304	29	job	job	NOUN
easat-6188	304	30	ad	ad	NOUN
easat-6188	304	31	segmentation	segmentation	NOUN
easat-6188	304	32	using	use	VERB
easat-6188	304	33	nlp	nlp	NOUN
easat-6188	304	34	and	and	CCONJ
easat-6188	304	35	clustering	clustering	ADJ
easat-6188	304	36	techniques	technique	NOUN
easat-6188	304	37	,	,	PUNCT
easat-6188	304	38	"	"	PUNCT
easat-6188	304	39	applied	apply	VERB
easat-6188	304	40	sciences	science	NOUN
easat-6188	304	41	,	,	PUNCT
easat-6188	304	42	vol	vol	NOUN
easat-6188	304	43	.	.	PROPN
easat-6188	304	44	13	13	NUM
easat-6188	304	45	,	,	PUNCT
easat-6188	304	46	no	no	INTJ
easat-6188	304	47	.	.	NOUN
easat-6188	304	48	10	10	NUM
easat-6188	304	49	,	,	PUNCT
easat-6188	304	50	p.	p.	NOUN
easat-6188	304	51	6119	6119	NUM
easat-6188	304	52	,	,	PUNCT
easat-6188	304	53	2023	2023	NUM
easat-6188	304	54	.	.	PUNCT
easat-6188	305	1	[	[	X
easat-6188	305	2	18	18	NUM
easat-6188	305	3	]	]	PUNCT
easat-6188	305	4	c.-f	c.-f	NOUN
easat-6188	305	5	.	.	PUNCT
easat-6188	306	1	chen	chen	PROPN
easat-6188	306	2	,	,	PUNCT
easat-6188	306	3	h.-y	h.-y	VERB
easat-6188	306	4	.	.	PUNCT
easat-6188	307	1	he	he	PRON
easat-6188	307	2	,	,	PUNCT
easat-6188	307	3	y.-x	y.-x	PROPN
easat-6188	307	4	.	.	PUNCT
easat-6188	308	1	tong	tong	PROPN
easat-6188	308	2	,	,	PUNCT
easat-6188	308	3	and	and	CCONJ
easat-6188	308	4	x.-l	x.-l	PROPN
easat-6188	308	5	.	.	PUNCT
easat-6188	309	1	chen	chen	PROPN
easat-6188	309	2	,	,	PUNCT
easat-6188	309	3	"	"	PUNCT
easat-6188	309	4	analysis	analysis	NOUN
easat-6188	309	5	of	of	ADP
easat-6188	309	6	public	public	ADJ
easat-6188	309	7	opinion	opinion	NOUN
easat-6188	309	8	on	on	ADP
easat-6188	309	9	employment	employment	NOUN
easat-6188	309	10	issues	issue	NOUN
easat-6188	309	11	using	use	VERB
easat-6188	309	12	a	a	DET
easat-6188	309	13	combined	combined	ADJ
easat-6188	309	14	approach	approach	NOUN
easat-6188	309	15	:	:	PUNCT
easat-6188	309	16	a	a	DET
easat-6188	309	17	case	case	NOUN
easat-6188	309	18	study	study	NOUN
easat-6188	309	19	in	in	ADP
easat-6188	309	20	china	china	PROPN
easat-6188	309	21	,	,	PUNCT
easat-6188	309	22	"	"	PUNCT
easat-6188	309	23	scientific	scientific	ADJ
easat-6188	309	24	reports	report	NOUN
easat-6188	309	25	,	,	PUNCT
easat-6188	309	26	vol	vol	NOUN
easat-6188	309	27	.	.	PROPN
easat-6188	309	28	14	14	NUM
easat-6188	309	29	,	,	PUNCT
easat-6188	309	30	no	no	INTJ
easat-6188	309	31	.	.	NOUN
easat-6188	309	32	1	1	NUM
easat-6188	309	33	,	,	PUNCT
easat-6188	309	34	p.	p.	NOUN
easat-6188	309	35	1944	1944	NUM
easat-6188	309	36	,	,	PUNCT
easat-6188	309	37	2024	2024	NUM
easat-6188	309	38	.	.	PUNCT
easat-6188	310	1	[	[	X
easat-6188	310	2	19	19	NUM
easat-6188	310	3	]	]	PUNCT
easat-6188	310	4	m.	m.	NOUN
easat-6188	310	5	gui	gui	NOUN
easat-6188	310	6	and	and	CCONJ
easat-6188	310	7	x.	x.	PROPN
easat-6188	310	8	xu	xu	PROPN
easat-6188	310	9	,	,	PUNCT
easat-6188	310	10	"	"	PUNCT
easat-6188	310	11	technology	technology	NOUN
easat-6188	310	12	forecasting	forecasting	NOUN
easat-6188	310	13	using	use	VERB
easat-6188	310	14	deep	deep	ADJ
easat-6188	310	15	learning	learn	VERB
easat-6188	310	16	neural	neural	ADJ
easat-6188	310	17	network	network	NOUN
easat-6188	310	18	:	:	PUNCT
easat-6188	310	19	taking	take	VERB
easat-6188	310	20	the	the	DET
easat-6188	310	21	case	case	NOUN
easat-6188	310	22	of	of	ADP
easat-6188	310	23	robotics	robotic	NOUN
easat-6188	310	24	,	,	PUNCT
easat-6188	310	25	"	"	PUNCT
easat-6188	310	26	leee	leee	PROPN
easat-6188	310	27	access	access	PROPN
easat-6188	310	28	,	,	PUNCT
easat-6188	310	29	vol	vol	NOUN
easat-6188	310	30	.	.	NOUN
easat-6188	310	31	9	9	NUM
easat-6188	310	32	,	,	PUNCT
easat-6188	310	33	pp	pp	ADJ
easat-6188	310	34	.	.	PUNCT
easat-6188	311	1	53306	53306	NUM
easat-6188	311	2	-	-	SYM
easat-6188	311	3	53316	53316	NUM
easat-6188	311	4	,	,	PUNCT
easat-6188	311	5	2021	2021	NUM
easat-6188	311	6	.	.	PUNCT
easat-6188	312	1	https://doi.org/10.3390/su14148883	https://doi.org/10.3390/su14148883	PUNCT