id	sid	tid	token	lemma	pos
bece-1400	1	1	bece	bece	PROPN
bece-1400	1	2	.	.	PUNCT
bece-1400	1	3	newsletter	newsletter	PROPN
bece-1400	1	4	vol.17	vol.17	PROPN
bece-1400	1	5	,	,	PUNCT
bece-1400	1	6	no.2	no.2	PROPN
bece-1400	1	7	,	,	PUNCT
bece-1400	1	8	2024	2024	NUM
bece-1400	1	9	,	,	PUNCT
bece-1400	1	10	bece	bece	PROPN
bece-1400	1	11	1872	1872	NUM
bece-1400	1	12	do	do	VERB
bece-1400	1	13	new	new	ADJ
bece-1400	1	14	gaokao	gaokao	ADJ
bece-1400	1	15	schemes	scheme	NOUN
bece-1400	1	16	increase	increase	VERB
bece-1400	1	17	students	student	NOUN
bece-1400	1	18	’	'	PUNCT
bece-1400	1	19	autonomy	autonomy	NOUN
bece-1400	1	20	in	in	ADP
bece-1400	1	21	subject	subject	ADJ
bece-1400	1	22	selection	selection	NOUN
bece-1400	1	23	:	:	PUNCT
bece-1400	1	24	an	an	DET
bece-1400	1	25	empirical	empirical	ADJ
bece-1400	1	26	analysis	analysis	NOUN
bece-1400	1	27	based	base	VERB
bece-1400	1	28	on	on	ADP
bece-1400	1	29	the	the	DET
bece-1400	1	30	catboost	catboost	PROPN
bece-1400	1	31	regression	regression	PROPN
bece-1400	1	32	tree	tree	NOUN
bece-1400	1	33	model	model	NOUN
bece-1400	1	34	by	by	ADP
bece-1400	1	35	zhou	zhou	PROPN
bece-1400	1	36	,	,	PUNCT
bece-1400	1	37	j.	j.	PROPN
bece-1400	1	38	,	,	PUNCT
bece-1400	1	39	shan	shan	PROPN
bece-1400	1	40	,	,	PUNCT
bece-1400	1	41	z.	z.	PROPN
bece-1400	1	42	,	,	PUNCT
bece-1400	1	43	&	&	CCONJ
bece-1400	1	44	qin	qin	PROPN
bece-1400	1	45	,	,	PUNCT
bece-1400	1	46	h.	h.	PROPN
bece-1400	1	47	correspondence	correspondence	NOUN
bece-1400	1	48	to	to	ADP
bece-1400	1	49	:	:	PUNCT
bece-1400	1	50	hongxia	hongxia	PROPN
bece-1400	1	51	qin	qin	PROPN
bece-1400	1	52	,	,	PUNCT
bece-1400	1	53	xiamen	xiamen	PROPN
bece-1400	1	54	university	university	PROPN
bece-1400	1	55	,	,	PUNCT
bece-1400	1	56	china	china	PROPN
bece-1400	1	57	.	.	PUNCT
bece-1400	2	1	e	e	X
bece-1400	2	2	-	-	NOUN
bece-1400	2	3	mail	mail	NOUN
bece-1400	2	4	:	:	PUNCT
bece-1400	2	5	qinghx99@126.com	qinghx99@126.com	X
bece-1400	2	6	n	n	PRON
bece-1400	2	7	china	china	PROPN
bece-1400	2	8	,	,	PUNCT
bece-1400	2	9	the	the	DET
bece-1400	2	10	college	college	NOUN
bece-1400	2	11	entrance	entrance	NOUN
bece-1400	2	12	examination	examination	NOUN
bece-1400	2	13	(	(	PUNCT
bece-1400	2	14	also	also	ADV
bece-1400	2	15	known	know	VERB
bece-1400	2	16	as	as	ADP
bece-1400	2	17	gaokao	gaokao	NOUN
bece-1400	2	18	)	)	PUNCT
bece-1400	2	19	is	be	AUX
bece-1400	2	20	an	an	DET
bece-1400	2	21	event	event	NOUN
bece-1400	2	22	of	of	ADP
bece-1400	2	23	paramount	paramount	ADJ
bece-1400	2	24	importance	importance	NOUN
bece-1400	2	25	to	to	ADP
bece-1400	2	26	the	the	DET
bece-1400	2	27	public	public	NOUN
bece-1400	2	28	.	.	PUNCT
bece-1400	3	1	in	in	ADP
bece-1400	3	2	the	the	DET
bece-1400	3	3	context	context	NOUN
bece-1400	3	4	of	of	ADP
bece-1400	3	5	educational	educational	ADJ
bece-1400	3	6	reform	reform	NOUN
bece-1400	3	7	,	,	PUNCT
bece-1400	3	8	the	the	DET
bece-1400	3	9	new	new	ADJ
bece-1400	3	10	gaokao	gaokao	ADJ
bece-1400	3	11	schemes	scheme	NOUN
bece-1400	3	12	are	be	AUX
bece-1400	3	13	undergoing	undergo	VERB
bece-1400	3	14	adjustments	adjustment	NOUN
bece-1400	3	15	and	and	CCONJ
bece-1400	3	16	improvements	improvement	NOUN
bece-1400	3	17	.	.	PUNCT
bece-1400	4	1	the	the	DET
bece-1400	4	2	issue	issue	NOUN
bece-1400	4	3	of	of	ADP
bece-1400	4	4	whether	whether	SCONJ
bece-1400	4	5	the	the	DET
bece-1400	4	6	new	new	ADJ
bece-1400	4	7	gaokao	gaokao	ADJ
bece-1400	4	8	schemes	scheme	NOUN
bece-1400	4	9	are	be	AUX
bece-1400	4	10	effective	effective	ADJ
bece-1400	4	11	in	in	ADP
bece-1400	4	12	supporting	support	VERB
bece-1400	4	13	autonomous	autonomous	ADJ
bece-1400	4	14	subject	subject	NOUN
bece-1400	4	15	selection	selection	NOUN
bece-1400	4	16	of	of	ADP
bece-1400	4	17	students	student	NOUN
bece-1400	4	18	is	be	AUX
bece-1400	4	19	pending	pende	VERB
bece-1400	4	20	further	further	ADJ
bece-1400	4	21	research	research	NOUN
bece-1400	4	22	.	.	PUNCT
bece-1400	5	1	this	this	DET
bece-1400	5	2	article	article	NOUN
bece-1400	5	3	is	be	AUX
bece-1400	5	4	an	an	DET
bece-1400	5	5	empirical	empirical	ADJ
bece-1400	5	6	investigation	investigation	NOUN
bece-1400	5	7	of	of	ADP
bece-1400	5	8	the	the	DET
bece-1400	5	9	issue	issue	NOUN
bece-1400	5	10	based	base	VERB
bece-1400	5	11	on	on	ADP
bece-1400	5	12	data	datum	NOUN
bece-1400	5	13	from	from	ADP
bece-1400	5	14	2022	2022	NUM
bece-1400	5	15	’s	’s	PART
bece-1400	5	16	“	"	PUNCT
bece-1400	5	17	gaokao	gaokao	ADJ
bece-1400	5	18	reform	reform	NOUN
bece-1400	5	19	questionnaire	questionnaire	NOUN
bece-1400	5	20	survey	survey	NOUN
bece-1400	5	21	”	"	PUNCT
bece-1400	5	22	of	of	ADP
bece-1400	5	23	college	college	NOUN
bece-1400	5	24	students	student	NOUN
bece-1400	5	25	who	who	PRON
bece-1400	5	26	have	have	AUX
bece-1400	5	27	gone	go	VERB
bece-1400	5	28	through	through	ADP
bece-1400	5	29	the	the	DET
bece-1400	5	30	whole	whole	ADJ
bece-1400	5	31	process	process	NOUN
bece-1400	5	32	of	of	ADP
bece-1400	5	33	the	the	DET
bece-1400	5	34	high	high	ADJ
bece-1400	5	35	-	-	PUNCT
bece-1400	5	36	stakes	stake	NOUN
bece-1400	5	37	examination	examination	NOUN
bece-1400	5	38	.	.	PUNCT
bece-1400	6	1	research	research	NOUN
bece-1400	6	2	findings	finding	NOUN
bece-1400	6	3	:	:	PUNCT
bece-1400	6	4	•	•	ADP
bece-1400	6	5	the	the	DET
bece-1400	6	6	new	new	ADJ
bece-1400	6	7	gaokao	gaokao	ADJ
bece-1400	6	8	schemes	scheme	NOUN
bece-1400	6	9	have	have	AUX
bece-1400	6	10	increased	increase	VERB
bece-1400	6	11	students	student	NOUN
bece-1400	6	12	’	'	PUNCT
bece-1400	6	13	autonomy	autonomy	NOUN
bece-1400	6	14	in	in	ADP
bece-1400	6	15	subject	subject	ADJ
bece-1400	6	16	choice	choice	NOUN
bece-1400	6	17	.	.	PUNCT
bece-1400	7	1	the	the	PRON
bece-1400	7	2	“	"	PUNCT
bece-1400	7	3	3	3	NUM
bece-1400	7	4	+	+	NOUN
bece-1400	7	5	3	3	NUM
bece-1400	7	6	”	"	PUNCT
bece-1400	7	7	and	and	CCONJ
bece-1400	7	8	“	"	PUNCT
bece-1400	7	9	3	3	NUM
bece-1400	7	10	+	+	SYM
bece-1400	7	11	1	1	NUM
bece-1400	7	12	+	+	NUM
bece-1400	7	13	2	2	NUM
bece-1400	7	14	”	"	PUNCT
bece-1400	7	15	patterns	pattern	NOUN
bece-1400	7	16	,	,	PUNCT
bece-1400	7	17	as	as	ADP
bece-1400	7	18	new	new	ADJ
bece-1400	7	19	gaokao	gaokao	ADJ
bece-1400	7	20	models	model	NOUN
bece-1400	7	21	,	,	PUNCT
bece-1400	7	22	showed	show	VERB
bece-1400	7	23	no	no	DET
bece-1400	7	24	significant	significant	ADJ
bece-1400	7	25	differences	difference	NOUN
bece-1400	7	26	in	in	ADP
bece-1400	7	27	the	the	DET
bece-1400	7	28	effects	effect	NOUN
bece-1400	7	29	on	on	ADP
bece-1400	7	30	student	student	NOUN
bece-1400	7	31	autonomous	autonomous	ADJ
bece-1400	7	32	subject	subject	NOUN
bece-1400	7	33	selection	selection	NOUN
bece-1400	7	34	,	,	PUNCT
bece-1400	7	35	but	but	CCONJ
bece-1400	7	36	both	both	PRON
bece-1400	7	37	outperforming	outperform	VERB
bece-1400	7	38	the	the	DET
bece-1400	7	39	prior	prior	ADJ
bece-1400	7	40	“	"	PUNCT
bece-1400	7	41	3	3	NUM
bece-1400	7	42	+	+	CCONJ
bece-1400	7	43	x	x	NOUN
bece-1400	7	44	”	"	PUNCT
bece-1400	7	45	model	model	NOUN
bece-1400	7	46	.	.	PUNCT
bece-1400	8	1	•	•	NUM
bece-1400	8	2	the	the	DET
bece-1400	8	3	expanded	expand	VERB
bece-1400	8	4	rights	right	NOUN
bece-1400	8	5	of	of	ADP
bece-1400	8	6	students	student	NOUN
bece-1400	8	7	to	to	PART
bece-1400	8	8	subject	subject	ADJ
bece-1400	8	9	choice	choice	NOUN
bece-1400	8	10	did	do	AUX
bece-1400	8	11	not	not	PART
bece-1400	8	12	lead	lead	VERB
bece-1400	8	13	to	to	ADP
bece-1400	8	14	an	an	DET
bece-1400	8	15	enhancement	enhancement	NOUN
bece-1400	8	16	of	of	ADP
bece-1400	8	17	their	their	PRON
bece-1400	8	18	subject	subject	ADJ
bece-1400	8	19	selection	selection	NOUN
bece-1400	8	20	abilities	ability	NOUN
bece-1400	8	21	,	,	PUNCT
bece-1400	8	22	but	but	CCONJ
bece-1400	8	23	conversely	conversely	ADV
bece-1400	8	24	,	,	PUNCT
bece-1400	8	25	a	a	DET
bece-1400	8	26	certain	certain	ADJ
bece-1400	8	27	degree	degree	NOUN
bece-1400	8	28	of	of	ADP
bece-1400	8	29	decline	decline	NOUN
bece-1400	8	30	in	in	ADP
bece-1400	8	31	this	this	DET
bece-1400	8	32	regard	regard	NOUN
bece-1400	8	33	.	.	PUNCT
bece-1400	9	1	facing	face	VERB
bece-1400	9	2	more	more	ADJ
bece-1400	9	3	choices	choice	NOUN
bece-1400	9	4	and	and	CCONJ
bece-1400	9	5	the	the	DET
bece-1400	9	6	increased	increase	VERB
bece-1400	9	7	configurations	configuration	NOUN
bece-1400	9	8	of	of	ADP
bece-1400	9	9	subjects	subject	NOUN
bece-1400	9	10	,	,	PUNCT
bece-1400	9	11	the	the	DET
bece-1400	9	12	student	student	NOUN
bece-1400	9	13	could	could	AUX
bece-1400	9	14	not	not	PART
bece-1400	9	15	make	make	VERB
bece-1400	9	16	a	a	DET
bece-1400	9	17	legitimate	legitimate	ADJ
bece-1400	9	18	decision	decision	NOUN
bece-1400	9	19	on	on	ADP
bece-1400	9	20	their	their	PRON
bece-1400	9	21	own	own	ADJ
bece-1400	9	22	but	but	CCONJ
bece-1400	9	23	had	have	VERB
bece-1400	9	24	to	to	PART
bece-1400	9	25	seek	seek	VERB
bece-1400	9	26	advice	advice	NOUN
bece-1400	9	27	of	of	ADP
bece-1400	9	28	others	other	NOUN
bece-1400	9	29	.	.	PUNCT
bece-1400	10	1	•	•	NUM
bece-1400	10	2	the	the	DET
bece-1400	10	3	new	new	ADJ
bece-1400	10	4	gaokao	gaokao	ADJ
bece-1400	10	5	schemes	scheme	NOUN
bece-1400	10	6	intensified	intensify	VERB
bece-1400	10	7	the	the	DET
bece-1400	10	8	conflicts	conflict	NOUN
bece-1400	10	9	between	between	ADP
bece-1400	10	10	the	the	DET
bece-1400	10	11	intentions	intention	NOUN
bece-1400	10	12	of	of	ADP
bece-1400	10	13	the	the	DET
bece-1400	10	14	student	student	NOUN
bece-1400	10	15	,	,	PUNCT
bece-1400	10	16	parents	parent	NOUN
bece-1400	10	17	,	,	PUNCT
bece-1400	10	18	and	and	CCONJ
bece-1400	10	19	senior	senior	ADJ
bece-1400	10	20	secondary	secondary	ADJ
bece-1400	10	21	teachers	teacher	NOUN
bece-1400	10	22	in	in	ADP
bece-1400	10	23	electing	elect	VERB
bece-1400	10	24	subjects	subject	NOUN
bece-1400	10	25	.	.	PUNCT
bece-1400	11	1	the	the	DET
bece-1400	11	2	discrepancies	discrepancy	NOUN
bece-1400	11	3	between	between	ADP
bece-1400	11	4	the	the	DET
bece-1400	11	5	needs	need	NOUN
bece-1400	11	6	of	of	ADP
bece-1400	11	7	student	student	NOUN
bece-1400	11	8	school	school	NOUN
bece-1400	11	9	progression	progression	NOUN
bece-1400	11	10	,	,	PUNCT
bece-1400	11	11	development	development	NOUN
bece-1400	11	12	,	,	PUNCT
bece-1400	11	13	and	and	CCONJ
bece-1400	11	14	future	future	ADJ
bece-1400	11	15	employment	employment	NOUN
bece-1400	11	16	compromised	compromise	VERB
bece-1400	11	17	students	student	NOUN
bece-1400	11	18	’	'	PUNCT
bece-1400	11	19	autonomy	autonomy	NOUN
bece-1400	11	20	in	in	ADP
bece-1400	11	21	subject	subject	ADJ
bece-1400	11	22	choice	choice	NOUN
bece-1400	11	23	while	while	SCONJ
bece-1400	11	24	exacerbating	exacerbate	VERB
bece-1400	11	25	their	their	PRON
bece-1400	11	26	worries	worry	NOUN
bece-1400	11	27	about	about	ADP
bece-1400	11	28	this	this	DET
bece-1400	11	29	issue	issue	NOUN
bece-1400	11	30	.	.	PUNCT
bece-1400	12	1	•	•	NUM
bece-1400	12	2	from	from	ADP
bece-1400	12	3	the	the	DET
bece-1400	12	4	standpoint	standpoint	NOUN
bece-1400	12	5	of	of	ADP
bece-1400	12	6	enhancing	enhance	VERB
bece-1400	12	7	students	student	NOUN
bece-1400	12	8	’	'	PUNCT
bece-1400	12	9	autonomy	autonomy	NOUN
bece-1400	12	10	in	in	ADP
bece-1400	12	11	subject	subject	ADJ
bece-1400	12	12	selection	selection	NOUN
bece-1400	12	13	,	,	PUNCT
bece-1400	12	14	the	the	DET
bece-1400	12	15	“	"	PUNCT
bece-1400	12	16	3	3	NUM
bece-1400	12	17	+	+	SYM
bece-1400	12	18	1	1	NUM
bece-1400	12	19	+	+	NUM
bece-1400	12	20	2	2	NUM
bece-1400	12	21	”	"	PUNCT
bece-1400	12	22	scheme	scheme	NOUN
bece-1400	12	23	was	be	AUX
bece-1400	12	24	the	the	DET
bece-1400	12	25	most	most	ADV
bece-1400	12	26	rational	rational	ADJ
bece-1400	12	27	choice	choice	NOUN
bece-1400	12	28	,	,	PUNCT
bece-1400	12	29	favorable	favorable	ADJ
bece-1400	12	30	for	for	ADP
bece-1400	12	31	the	the	DET
bece-1400	12	32	stable	stable	ADJ
bece-1400	12	33	and	and	CCONJ
bece-1400	12	34	sustainable	sustainable	ADJ
bece-1400	12	35	reform	reform	NOUN
bece-1400	12	36	of	of	ADP
bece-1400	12	37	gaokao	gaokao	NOUN
bece-1400	12	38	.	.	PUNCT
bece-1400	13	1	i	i	PRON
bece-1400	13	2	mailto:qinghx99@126.com	mailto:qinghx99@126.com	PROPN
bece-1400	13	3	vol.17	vol.17	PROPN
bece-1400	13	4	,	,	PUNCT
bece-1400	13	5	no.2	no.2	PROPN
bece-1400	13	6	,	,	PUNCT
bece-1400	13	7	2024	2024	NUM
bece-1400	13	8	,	,	PUNCT
bece-1400	13	9	bece	bece	PROPN
bece-1400	13	10	1873	1873	NUM
bece-1400	13	11	in	in	ADP
bece-1400	13	12	brief	brief	NOUN
bece-1400	13	13	,	,	PUNCT
bece-1400	13	14	the	the	DET
bece-1400	13	15	new	new	ADJ
bece-1400	13	16	gaokao	gaokao	ADJ
bece-1400	13	17	scheme	scheme	NOUN
bece-1400	13	18	involves	involve	VERB
bece-1400	13	19	both	both	DET
bece-1400	13	20	students	student	NOUN
bece-1400	13	21	’	’	PART
bece-1400	13	22	rights	right	NOUN
bece-1400	13	23	to	to	PART
bece-1400	13	24	subject	subject	VERB
bece-1400	13	25	choice	choice	NOUN
bece-1400	13	26	and	and	CCONJ
bece-1400	13	27	their	their	PRON
bece-1400	13	28	selection	selection	NOUN
bece-1400	13	29	capacities	capacity	NOUN
bece-1400	13	30	.	.	PUNCT
bece-1400	14	1	a	a	DET
bece-1400	14	2	blind	blind	ADJ
bece-1400	14	3	expansion	expansion	NOUN
bece-1400	14	4	of	of	ADP
bece-1400	14	5	students	student	NOUN
bece-1400	14	6	’	'	PUNCT
bece-1400	14	7	autonomy	autonomy	NOUN
bece-1400	14	8	in	in	ADP
bece-1400	14	9	subject	subject	ADJ
bece-1400	14	10	selection	selection	NOUN
bece-1400	14	11	without	without	ADP
bece-1400	14	12	regard	regard	NOUN
bece-1400	14	13	to	to	ADP
bece-1400	14	14	their	their	PRON
bece-1400	14	15	selection	selection	NOUN
bece-1400	14	16	abilities	ability	NOUN
bece-1400	14	17	is	be	AUX
bece-1400	14	18	not	not	PART
bece-1400	14	19	beneficial	beneficial	ADJ
bece-1400	14	20	to	to	ADP
bece-1400	14	21	their	their	PRON
bece-1400	14	22	post	post	ADJ
bece-1400	14	23	-	-	ADJ
bece-1400	14	24	choice	choice	ADJ
bece-1400	14	25	academic	academic	ADJ
bece-1400	14	26	adaptation	adaptation	NOUN
bece-1400	14	27	.	.	PUNCT
bece-1400	15	1	authorities	authority	NOUN
bece-1400	15	2	concerned	concern	VERB
bece-1400	15	3	should	should	AUX
bece-1400	15	4	provide	provide	VERB
bece-1400	15	5	students	student	NOUN
bece-1400	15	6	with	with	ADP
bece-1400	15	7	more	more	ADJ
bece-1400	15	8	support	support	NOUN
bece-1400	15	9	in	in	ADP
bece-1400	15	10	improving	improve	VERB
bece-1400	15	11	their	their	PRON
bece-1400	15	12	capability	capability	NOUN
bece-1400	15	13	of	of	ADP
bece-1400	15	14	electing	elect	VERB
bece-1400	15	15	subjects	subject	NOUN
bece-1400	15	16	by	by	ADP
bece-1400	15	17	providing	provide	VERB
bece-1400	15	18	guidance	guidance	NOUN
bece-1400	15	19	on	on	ADP
bece-1400	15	20	subject	subject	ADJ
bece-1400	15	21	selection	selection	NOUN
bece-1400	15	22	know	know	NOUN
bece-1400	15	23	-	-	PUNCT
bece-1400	15	24	how	how	NOUN
bece-1400	15	25	and	and	CCONJ
bece-1400	15	26	developmental	developmental	ADJ
bece-1400	15	27	planning	planning	NOUN
bece-1400	15	28	in	in	ADP
bece-1400	15	29	order	order	NOUN
bece-1400	15	30	to	to	PART
bece-1400	15	31	help	help	VERB
bece-1400	15	32	them	they	PRON
bece-1400	15	33	make	make	VERB
bece-1400	15	34	better	well	ADJ
bece-1400	15	35	use	use	NOUN
bece-1400	15	36	of	of	ADP
bece-1400	15	37	their	their	PRON
bece-1400	15	38	selection	selection	NOUN
bece-1400	15	39	autonomy	autonomy	NOUN
bece-1400	15	40	and	and	CCONJ
bece-1400	15	41	reach	reach	VERB
bece-1400	15	42	equilibrium	equilibrium	NOUN
bece-1400	15	43	between	between	ADP
bece-1400	15	44	the	the	DET
bece-1400	15	45	freedom	freedom	NOUN
bece-1400	15	46	of	of	ADP
bece-1400	15	47	development	development	NOUN
bece-1400	15	48	and	and	CCONJ
bece-1400	15	49	optimization	optimization	NOUN
bece-1400	15	50	of	of	ADP
bece-1400	15	51	development	development	NOUN
bece-1400	15	52	.	.	PUNCT
bece-1400	16	1	source	source	NOUN
bece-1400	16	2	:	:	PUNCT
bece-1400	16	3	journal	journal	PROPN
bece-1400	16	4	of	of	ADP
bece-1400	16	5	east	east	PROPN
bece-1400	16	6	china	china	PROPN
bece-1400	16	7	normal	normal	ADJ
bece-1400	16	8	university	university	NOUN
bece-1400	16	9	,	,	PUNCT
bece-1400	16	10	2024	2024	NUM
bece-1400	16	11	;	;	PUNCT
bece-1400	16	12	42(3):12	42(3):12	NUM
bece-1400	16	13	-	-	SYM
bece-1400	16	14	25	25	NUM
bece-1400	16	15	.	.	PUNCT
