id	sid	tid	token	lemma	pos
fbem-27701	1	1	frontiers	frontier	NOUN
fbem-27701	1	2	in	in	ADP
fbem-27701	1	3	business	business	NOUN
fbem-27701	1	4	,	,	PUNCT
fbem-27701	1	5	economics	economic	NOUN
fbem-27701	1	6	and	and	CCONJ
fbem-27701	1	7	management	management	NOUN
fbem-27701	1	8	issn	issn	PROPN
fbem-27701	1	9	:	:	PUNCT
fbem-27701	1	10	2766	2766	NUM
fbem-27701	1	11	-	-	PUNCT
fbem-27701	1	12	824x	824x	NUM
fbem-27701	1	13	|	|	ADJ
fbem-27701	1	14	vol	vol	NOUN
fbem-27701	1	15	.	.	PROPN
fbem-27701	1	16	17	17	NUM
fbem-27701	1	17	,	,	PUNCT
fbem-27701	1	18	no	no	INTJ
fbem-27701	1	19	.	.	NOUN
fbem-27701	1	20	2	2	NUM
fbem-27701	1	21	,	,	PUNCT
fbem-27701	1	22	2024	2024	NUM
fbem-27701	1	23	352	352	NUM
fbem-27701	1	24	analysis	analysis	NOUN
fbem-27701	1	25	on	on	ADP
fbem-27701	1	26	innovation	innovation	NOUN
fbem-27701	1	27	efficiency	efficiency	NOUN
fbem-27701	1	28	of	of	ADP
fbem-27701	1	29	high	high	ADJ
fbem-27701	1	30	-	-	PUNCT
fbem-27701	1	31	tech	tech	NOUN
fbem-27701	1	32	industries	industry	NOUN
fbem-27701	1	33	in	in	ADP
fbem-27701	1	34	the	the	DET
fbem-27701	1	35	three	three	NUM
fbem-27701	1	36	coastal	coastal	ADJ
fbem-27701	1	37	economic	economic	ADJ
fbem-27701	1	38	zones	zone	NOUN
fbem-27701	1	39	in	in	ADP
fbem-27701	1	40	eastern	eastern	PROPN
fbem-27701	1	41	china	china	PROPN
fbem-27701	1	42	siyu	siyu	PROPN
fbem-27701	1	43	sun	sun	PROPN
fbem-27701	1	44	business	business	PROPN
fbem-27701	1	45	data	datum	NOUN
fbem-27701	1	46	analysis	analysis	NOUN
fbem-27701	1	47	and	and	CCONJ
fbem-27701	1	48	application	application	NOUN
fbem-27701	1	49	,	,	PUNCT
fbem-27701	1	50	wenzhou	wenzhou	PROPN
fbem-27701	1	51	polytechnic	polytechnic	PROPN
fbem-27701	1	52	,	,	PUNCT
fbem-27701	1	53	wenzhou	wenzhou	PROPN
fbem-27701	1	54	,	,	PUNCT
fbem-27701	1	55	zhejiang	zhejiang	PROPN
fbem-27701	1	56	325300	325300	NUM
fbem-27701	1	57	,	,	PUNCT
fbem-27701	1	58	china	china	PROPN
fbem-27701	1	59	abstract	abstract	PROPN
fbem-27701	1	60	:	:	PUNCT
fbem-27701	1	61	the	the	DET
fbem-27701	1	62	high	high	ADJ
fbem-27701	1	63	-	-	PUNCT
fbem-27701	1	64	tech	tech	NOUN
fbem-27701	1	65	industry	industry	NOUN
fbem-27701	1	66	is	be	AUX
fbem-27701	1	67	an	an	DET
fbem-27701	1	68	important	important	ADJ
fbem-27701	1	69	force	force	NOUN
fbem-27701	1	70	in	in	ADP
fbem-27701	1	71	promoting	promote	VERB
fbem-27701	1	72	the	the	DET
fbem-27701	1	73	upgrading	upgrading	NOUN
fbem-27701	1	74	of	of	ADP
fbem-27701	1	75	traditional	traditional	ADJ
fbem-27701	1	76	industries	industry	NOUN
fbem-27701	1	77	and	and	CCONJ
fbem-27701	1	78	the	the	DET
fbem-27701	1	79	transformation	transformation	NOUN
fbem-27701	1	80	of	of	ADP
fbem-27701	1	81	economic	economic	ADJ
fbem-27701	1	82	growth	growth	NOUN
fbem-27701	1	83	mode	mode	NOUN
fbem-27701	1	84	.	.	PUNCT
fbem-27701	2	1	its	its	PRON
fbem-27701	2	2	technological	technological	ADJ
fbem-27701	2	3	innovation	innovation	NOUN
fbem-27701	2	4	directly	directly	ADV
fbem-27701	2	5	affects	affect	VERB
fbem-27701	2	6	the	the	DET
fbem-27701	2	7	innovation	innovation	NOUN
fbem-27701	2	8	efficiency	efficiency	NOUN
fbem-27701	2	9	and	and	CCONJ
fbem-27701	2	10	economic	economic	ADJ
fbem-27701	2	11	development	development	NOUN
fbem-27701	2	12	level	level	NOUN
fbem-27701	2	13	of	of	ADP
fbem-27701	2	14	the	the	DET
fbem-27701	2	15	region	region	NOUN
fbem-27701	2	16	.	.	PUNCT
fbem-27701	3	1	the	the	DET
fbem-27701	3	2	three	three	NUM
fbem-27701	3	3	major	major	ADJ
fbem-27701	3	4	economic	economic	ADJ
fbem-27701	3	5	zones	zone	NOUN
fbem-27701	3	6	of	of	ADP
fbem-27701	3	7	bohai	bohai	ADJ
fbem-27701	3	8	rim	rim	PROPN
fbem-27701	3	9	,	,	PUNCT
fbem-27701	3	10	yangtze	yangtze	PROPN
fbem-27701	3	11	river	river	PROPN
fbem-27701	3	12	delta	delta	PROPN
fbem-27701	3	13	,	,	PUNCT
fbem-27701	3	14	and	and	CCONJ
fbem-27701	3	15	pan	pan	PROPN
fbem-27701	3	16	pearl	pearl	PROPN
fbem-27701	3	17	river	river	PROPN
fbem-27701	3	18	delta	delta	NOUN
fbem-27701	3	19	are	be	AUX
fbem-27701	3	20	the	the	DET
fbem-27701	3	21	most	most	ADV
fbem-27701	3	22	active	active	ADJ
fbem-27701	3	23	areas	area	NOUN
fbem-27701	3	24	for	for	ADP
fbem-27701	3	25	china	china	PROPN
fbem-27701	3	26	's	's	PART
fbem-27701	3	27	economic	economic	ADJ
fbem-27701	3	28	development	development	NOUN
fbem-27701	3	29	and	and	CCONJ
fbem-27701	3	30	independent	independent	ADJ
fbem-27701	3	31	innovation	innovation	NOUN
fbem-27701	3	32	,	,	PUNCT
fbem-27701	3	33	with	with	ADP
fbem-27701	3	34	a	a	DET
fbem-27701	3	35	level	level	NOUN
fbem-27701	3	36	of	of	ADP
fbem-27701	3	37	technological	technological	ADJ
fbem-27701	3	38	development	development	NOUN
fbem-27701	3	39	far	far	ADV
fbem-27701	3	40	exceeding	exceed	VERB
fbem-27701	3	41	the	the	DET
fbem-27701	3	42	average	average	ADJ
fbem-27701	3	43	level	level	NOUN
fbem-27701	3	44	of	of	ADP
fbem-27701	3	45	china	china	PROPN
fbem-27701	3	46	,	,	PUNCT
fbem-27701	3	47	becoming	become	VERB
fbem-27701	3	48	the	the	DET
fbem-27701	3	49	three	three	NUM
fbem-27701	3	50	growth	growth	NOUN
fbem-27701	3	51	poles	pole	NOUN
fbem-27701	3	52	driving	drive	VERB
fbem-27701	3	53	china	china	PROPN
fbem-27701	3	54	's	's	PART
fbem-27701	3	55	economic	economic	ADJ
fbem-27701	3	56	growth	growth	NOUN
fbem-27701	3	57	.	.	PUNCT
fbem-27701	4	1	this	this	DET
fbem-27701	4	2	article	article	NOUN
fbem-27701	4	3	first	first	ADV
fbem-27701	4	4	uses	use	VERB
fbem-27701	4	5	the	the	DET
fbem-27701	4	6	three	three	NUM
fbem-27701	4	7	-	-	PUNCT
fbem-27701	4	8	stage	stage	NOUN
fbem-27701	4	9	dea	dea	NOUN
fbem-27701	4	10	windows	window	NOUN
fbem-27701	4	11	method	method	NOUN
fbem-27701	4	12	to	to	PART
fbem-27701	4	13	measure	measure	VERB
fbem-27701	4	14	the	the	DET
fbem-27701	4	15	innovation	innovation	NOUN
fbem-27701	4	16	efficiency	efficiency	NOUN
fbem-27701	4	17	of	of	ADP
fbem-27701	4	18	high	high	ADJ
fbem-27701	4	19	-	-	PUNCT
fbem-27701	4	20	tech	tech	NOUN
fbem-27701	4	21	industries	industry	NOUN
fbem-27701	4	22	in	in	ADP
fbem-27701	4	23	china	china	PROPN
fbem-27701	4	24	's	's	PART
fbem-27701	4	25	yangtze	yangtze	PROPN
fbem-27701	4	26	river	river	PROPN
fbem-27701	4	27	delta	delta	PROPN
fbem-27701	4	28	,	,	PUNCT
fbem-27701	4	29	pan	pan	PROPN
fbem-27701	4	30	pearl	pearl	PROPN
fbem-27701	4	31	river	river	PROPN
fbem-27701	4	32	delta	delta	NOUN
fbem-27701	4	33	,	,	PUNCT
fbem-27701	4	34	and	and	CCONJ
fbem-27701	4	35	bohai	bohai	NOUN
fbem-27701	4	36	rim	rim	NOUN
fbem-27701	4	37	economic	economic	ADJ
fbem-27701	4	38	zones	zone	NOUN
fbem-27701	4	39	from	from	ADP
fbem-27701	4	40	2016	2016	NUM
fbem-27701	4	41	to	to	ADP
fbem-27701	4	42	2022	2022	NUM
fbem-27701	4	43	,	,	PUNCT
fbem-27701	4	44	and	and	CCONJ
fbem-27701	4	45	considers	consider	VERB
fbem-27701	4	46	the	the	DET
fbem-27701	4	47	dynamic	dynamic	ADJ
fbem-27701	4	48	evolution	evolution	NOUN
fbem-27701	4	49	characteristics	characteristic	NOUN
fbem-27701	4	50	of	of	ADP
fbem-27701	4	51	innovation	innovation	NOUN
fbem-27701	4	52	efficiency	efficiency	NOUN
fbem-27701	4	53	in	in	ADP
fbem-27701	4	54	each	each	DET
fbem-27701	4	55	region	region	NOUN
fbem-27701	4	56	over	over	ADP
fbem-27701	4	57	time	time	NOUN
fbem-27701	4	58	.	.	PUNCT
fbem-27701	5	1	secondly	secondly	ADV
fbem-27701	5	2	,	,	PUNCT
fbem-27701	5	3	the	the	DET
fbem-27701	5	4	impact	impact	NOUN
fbem-27701	5	5	of	of	ADP
fbem-27701	5	6	environmental	environmental	ADJ
fbem-27701	5	7	variables	variable	NOUN
fbem-27701	5	8	on	on	ADP
fbem-27701	5	9	the	the	DET
fbem-27701	5	10	redundancy	redundancy	NOUN
fbem-27701	5	11	of	of	ADP
fbem-27701	5	12	input	input	NOUN
fbem-27701	5	13	variables	variable	NOUN
fbem-27701	5	14	in	in	ADP
fbem-27701	5	15	high	high	ADJ
fbem-27701	5	16	-	-	PUNCT
fbem-27701	5	17	tech	tech	NOUN
fbem-27701	5	18	industries	industry	NOUN
fbem-27701	5	19	in	in	ADP
fbem-27701	5	20	the	the	DET
fbem-27701	5	21	three	three	NUM
fbem-27701	5	22	major	major	ADJ
fbem-27701	5	23	economic	economic	ADJ
fbem-27701	5	24	zones	zone	NOUN
fbem-27701	5	25	was	be	AUX
fbem-27701	5	26	studied	study	VERB
fbem-27701	5	27	.	.	PUNCT
fbem-27701	6	1	finally	finally	ADV
fbem-27701	6	2	,	,	PUNCT
fbem-27701	6	3	the	the	DET
fbem-27701	6	4	differences	difference	NOUN
fbem-27701	6	5	of	of	ADP
fbem-27701	6	6	innovation	innovation	NOUN
fbem-27701	6	7	efficiency	efficiency	NOUN
fbem-27701	6	8	values	value	NOUN
fbem-27701	6	9	among	among	ADP
fbem-27701	6	10	the	the	DET
fbem-27701	6	11	three	three	NUM
fbem-27701	6	12	major	major	ADJ
fbem-27701	6	13	economic	economic	ADJ
fbem-27701	6	14	zones	zone	NOUN
fbem-27701	6	15	were	be	AUX
fbem-27701	6	16	examined	examine	VERB
fbem-27701	6	17	.	.	PUNCT
fbem-27701	7	1	research	research	NOUN
fbem-27701	7	2	has	have	AUX
fbem-27701	7	3	found	find	VERB
fbem-27701	7	4	that	that	SCONJ
fbem-27701	7	5	after	after	ADP
fbem-27701	7	6	controlling	control	VERB
fbem-27701	7	7	for	for	ADP
fbem-27701	7	8	environmental	environmental	ADJ
fbem-27701	7	9	factors	factor	NOUN
fbem-27701	7	10	and	and	CCONJ
fbem-27701	7	11	random	random	ADJ
fbem-27701	7	12	errors	error	NOUN
fbem-27701	7	13	,	,	PUNCT
fbem-27701	7	14	the	the	DET
fbem-27701	7	15	overall	overall	ADJ
fbem-27701	7	16	innovation	innovation	NOUN
fbem-27701	7	17	efficiency	efficiency	NOUN
fbem-27701	7	18	values	value	NOUN
fbem-27701	7	19	of	of	ADP
fbem-27701	7	20	the	the	DET
fbem-27701	7	21	three	three	NUM
fbem-27701	7	22	major	major	ADJ
fbem-27701	7	23	regions	region	NOUN
fbem-27701	7	24	have	have	AUX
fbem-27701	7	25	not	not	PART
fbem-27701	7	26	reached	reach	VERB
fbem-27701	7	27	the	the	DET
fbem-27701	7	28	forefront	forefront	NOUN
fbem-27701	7	29	of	of	ADP
fbem-27701	7	30	production	production	NOUN
fbem-27701	7	31	,	,	PUNCT
fbem-27701	7	32	and	and	CCONJ
fbem-27701	7	33	have	have	AUX
fbem-27701	7	34	shown	show	VERB
fbem-27701	7	35	an	an	DET
fbem-27701	7	36	increasing	increase	VERB
fbem-27701	7	37	trend	trend	NOUN
fbem-27701	7	38	year	year	NOUN
fbem-27701	7	39	by	by	ADP
fbem-27701	7	40	year	year	NOUN
fbem-27701	7	41	.	.	PUNCT
fbem-27701	8	1	low	low	ADJ
fbem-27701	8	2	scale	scale	NOUN
fbem-27701	8	3	efficiency	efficiency	NOUN
fbem-27701	8	4	is	be	AUX
fbem-27701	8	5	the	the	DET
fbem-27701	8	6	main	main	ADJ
fbem-27701	8	7	factor	factor	NOUN
fbem-27701	8	8	affecti	affecti	NOUN
fbem-27701	8	9	ng	ng	PROPN
fbem-27701	8	10	the	the	DET
fbem-27701	8	11	r&d	r&d	NOUN
fbem-27701	8	12	efficiency	efficiency	NOUN
fbem-27701	8	13	of	of	ADP
fbem-27701	8	14	the	the	DET
fbem-27701	8	15	three	three	NUM
fbem-27701	8	16	regions	region	NOUN
fbem-27701	8	17	,	,	PUNCT
fbem-27701	8	18	and	and	CCONJ
fbem-27701	8	19	further	far	ADV
fbem-27701	8	20	coordinated	coordinate	VERB
fbem-27701	8	21	planning	planning	NOUN
fbem-27701	8	22	is	be	AUX
fbem-27701	8	23	urgently	urgently	ADV
fbem-27701	8	24	needed	need	VERB
fbem-27701	8	25	.	.	PUNCT
fbem-27701	9	1	keywords	keyword	NOUN
fbem-27701	9	2	:	:	PUNCT
fbem-27701	9	3	three	three	NUM
fbem-27701	9	4	coastal	coastal	ADJ
fbem-27701	9	5	economic	economic	ADJ
fbem-27701	9	6	zones	zone	NOUN
fbem-27701	9	7	in	in	ADP
fbem-27701	9	8	eastern	eastern	PROPN
fbem-27701	9	9	china	china	PROPN
fbem-27701	9	10	,	,	PUNCT
fbem-27701	9	11	high	high	ADJ
fbem-27701	9	12	-	-	PUNCT
fbem-27701	9	13	tech	tech	NOUN
fbem-27701	9	14	industry	industry	NOUN
fbem-27701	9	15	,	,	PUNCT
fbem-27701	9	16	three	three	NUM
fbem-27701	9	17	stages	stage	NOUN
fbem-27701	9	18	dea	dea	NOUN
fbem-27701	9	19	-	-	PUNCT
fbem-27701	9	20	windows	window	NOUN
fbem-27701	9	21	,	,	PUNCT
fbem-27701	9	22	innovation	innovation	NOUN
fbem-27701	9	23	efficiency	efficiency	NOUN
fbem-27701	9	24	.	.	PUNCT
fbem-27701	10	1	1	1	X
fbem-27701	10	2	.	.	X
fbem-27701	10	3	introduction	introduction	NOUN
fbem-27701	10	4	innovation	innovation	NOUN
fbem-27701	10	5	efficiency	efficiency	NOUN
fbem-27701	10	6	is	be	AUX
fbem-27701	10	7	an	an	DET
fbem-27701	10	8	important	important	ADJ
fbem-27701	10	9	indicator	indicator	NOUN
fbem-27701	10	10	for	for	ADP
fbem-27701	10	11	measuring	measure	VERB
fbem-27701	10	12	industrial	industrial	ADJ
fbem-27701	10	13	development	development	NOUN
fbem-27701	10	14	,	,	PUNCT
fbem-27701	10	15	but	but	CCONJ
fbem-27701	10	16	in	in	ADP
fbem-27701	10	17	china	china	PROPN
fbem-27701	10	18	,	,	PUNCT
fbem-27701	10	19	the	the	DET
fbem-27701	10	20	average	average	ADJ
fbem-27701	10	21	conversion	conversion	NOUN
fbem-27701	10	22	rate	rate	NOUN
fbem-27701	10	23	of	of	ADP
fbem-27701	10	24	scientific	scientific	ADJ
fbem-27701	10	25	and	and	CCONJ
fbem-27701	10	26	technological	technological	ADJ
fbem-27701	10	27	achievements	achievement	NOUN
fbem-27701	10	28	is	be	AUX
fbem-27701	10	29	only	only	ADV
fbem-27701	10	30	30	30	NUM
fbem-27701	10	31	%	%	NOUN
fbem-27701	10	32	,	,	PUNCT
fbem-27701	10	33	far	far	ADV
fbem-27701	10	34	lower	low	ADJ
fbem-27701	10	35	than	than	ADP
fbem-27701	10	36	that	that	PRON
fbem-27701	10	37	of	of	ADP
fbem-27701	10	38	developed	develop	VERB
fbem-27701	10	39	countries	country	NOUN
fbem-27701	10	40	.	.	PUNCT
fbem-27701	11	1	the	the	DET
fbem-27701	11	2	low	low	ADJ
fbem-27701	11	3	efficiency	efficiency	NOUN
fbem-27701	11	4	of	of	ADP
fbem-27701	11	5	innovation	innovation	NOUN
fbem-27701	11	6	directly	directly	ADV
fbem-27701	11	7	affects	affect	VERB
fbem-27701	11	8	the	the	DET
fbem-27701	11	9	transformation	transformation	NOUN
fbem-27701	11	10	and	and	CCONJ
fbem-27701	11	11	upgrading	upgrading	NOUN
fbem-27701	11	12	of	of	ADP
fbem-27701	11	13	china	china	PROPN
fbem-27701	11	14	's	's	PART
fbem-27701	11	15	economic	economic	PROPN
fbem-27701	11	16	development	development	NOUN
fbem-27701	11	17	mode	mode	NOUN
fbem-27701	11	18	.	.	PUNCT
fbem-27701	12	1	high	high	ADJ
fbem-27701	12	2	-	-	PUNCT
fbem-27701	12	3	tech	tech	NOUN
fbem-27701	12	4	industries	industry	NOUN
fbem-27701	12	5	are	be	AUX
fbem-27701	12	6	an	an	DET
fbem-27701	12	7	important	important	ADJ
fbem-27701	12	8	force	force	NOUN
fbem-27701	12	9	in	in	ADP
fbem-27701	12	10	promoting	promote	VERB
fbem-27701	12	11	the	the	DET
fbem-27701	12	12	upgrading	upgrading	NOUN
fbem-27701	12	13	of	of	ADP
fbem-27701	12	14	traditional	traditional	ADJ
fbem-27701	12	15	industries	industry	NOUN
fbem-27701	12	16	and	and	CCONJ
fbem-27701	12	17	the	the	DET
fbem-27701	12	18	transformation	transformation	NOUN
fbem-27701	12	19	of	of	ADP
fbem-27701	12	20	economic	economic	ADJ
fbem-27701	12	21	growth	growth	NOUN
fbem-27701	12	22	models	model	NOUN
fbem-27701	12	23	,	,	PUNCT
fbem-27701	12	24	playing	play	VERB
fbem-27701	12	25	an	an	DET
fbem-27701	12	26	extremely	extremely	ADV
fbem-27701	12	27	important	important	ADJ
fbem-27701	12	28	role	role	NOUN
fbem-27701	12	29	in	in	ADP
fbem-27701	12	30	innovation	innovation	NOUN
fbem-27701	12	31	driven	drive	VERB
fbem-27701	12	32	strategies	strategy	NOUN
fbem-27701	12	33	.	.	PUNCT
fbem-27701	13	1	the	the	DET
fbem-27701	13	2	efficiency	efficiency	NOUN
fbem-27701	13	3	of	of	ADP
fbem-27701	13	4	innovation	innovation	NOUN
fbem-27701	13	5	determines	determine	VERB
fbem-27701	13	6	the	the	DET
fbem-27701	13	7	innovation	innovation	NOUN
fbem-27701	13	8	capability	capability	NOUN
fbem-27701	13	9	of	of	ADP
fbem-27701	13	10	the	the	DET
fbem-27701	13	11	entire	entire	ADJ
fbem-27701	13	12	industry	industry	NOUN
fbem-27701	13	13	and	and	CCONJ
fbem-27701	13	14	the	the	DET
fbem-27701	13	15	process	process	NOUN
fbem-27701	13	16	of	of	ADP
fbem-27701	13	17	building	build	VERB
fbem-27701	13	18	a	a	DET
fbem-27701	13	19	path	path	NOUN
fbem-27701	13	20	of	of	ADP
fbem-27701	13	21	development	development	NOUN
fbem-27701	13	22	through	through	ADP
fbem-27701	13	23	innovation	innovation	NOUN
fbem-27701	13	24	in	in	ADP
fbem-27701	13	25	china	china	PROPN
fbem-27701	13	26	.	.	PUNCT
fbem-27701	14	1	in	in	ADP
fbem-27701	14	2	recent	recent	ADJ
fbem-27701	14	3	years	year	NOUN
fbem-27701	14	4	,	,	PUNCT
fbem-27701	14	5	the	the	DET
fbem-27701	14	6	development	development	NOUN
fbem-27701	14	7	of	of	ADP
fbem-27701	14	8	china	china	PROPN
fbem-27701	14	9	's	's	PART
fbem-27701	14	10	high	high	ADJ
fbem-27701	14	11	-	-	PUNCT
fbem-27701	14	12	tech	tech	NOUN
fbem-27701	14	13	industry	industry	NOUN
fbem-27701	14	14	has	have	AUX
fbem-27701	14	15	been	be	AUX
fbem-27701	14	16	significantly	significantly	ADV
fbem-27701	14	17	slow	slow	ADJ
fbem-27701	14	18	,	,	PUNCT
fbem-27701	14	19	facing	face	VERB
fbem-27701	14	20	increasingly	increasingly	ADV
fbem-27701	14	21	fierce	fierce	ADJ
fbem-27701	14	22	international	international	ADJ
fbem-27701	14	23	competition	competition	NOUN
fbem-27701	14	24	.	.	PUNCT
fbem-27701	15	1	how	how	SCONJ
fbem-27701	15	2	to	to	PART
fbem-27701	15	3	effectively	effectively	ADV
fbem-27701	15	4	utilize	utilize	VERB
fbem-27701	15	5	research	research	NOUN
fbem-27701	15	6	and	and	CCONJ
fbem-27701	15	7	development	development	NOUN
fbem-27701	15	8	investment	investment	NOUN
fbem-27701	15	9	and	and	CCONJ
fbem-27701	15	10	optimize	optimize	VERB
fbem-27701	15	11	resource	resource	NOUN
fbem-27701	15	12	allocation	allocation	NOUN
fbem-27701	15	13	is	be	AUX
fbem-27701	15	14	an	an	DET
fbem-27701	15	15	urgent	urgent	ADJ
fbem-27701	15	16	problem	problem	NOUN
fbem-27701	15	17	that	that	PRON
fbem-27701	15	18	needs	need	VERB
fbem-27701	15	19	to	to	PART
fbem-27701	15	20	be	be	AUX
fbem-27701	15	21	solved	solve	VERB
fbem-27701	15	22	in	in	ADP
fbem-27701	15	23	china	china	PROPN
fbem-27701	15	24	's	's	PART
fbem-27701	15	25	high	high	ADJ
fbem-27701	15	26	-	-	PUNCT
fbem-27701	15	27	tech	tech	NOUN
fbem-27701	15	28	industry	industry	NOUN
fbem-27701	15	29	.	.	PUNCT
fbem-27701	16	1	the	the	DET
fbem-27701	16	2	three	three	NUM
fbem-27701	16	3	major	major	ADJ
fbem-27701	16	4	economic	economic	ADJ
fbem-27701	16	5	zones	zone	NOUN
fbem-27701	16	6	of	of	ADP
fbem-27701	16	7	bohai	bohai	ADJ
fbem-27701	16	8	rim	rim	PROPN
fbem-27701	16	9	,	,	PUNCT
fbem-27701	16	10	yangtze	yangtze	PROPN
fbem-27701	16	11	river	river	PROPN
fbem-27701	16	12	delta	delta	PROPN
fbem-27701	16	13	,	,	PUNCT
fbem-27701	16	14	and	and	CCONJ
fbem-27701	16	15	pan	pan	PROPN
fbem-27701	16	16	pearl	pearl	PROPN
fbem-27701	16	17	river	river	PROPN
fbem-27701	16	18	delta	delta	NOUN
fbem-27701	16	19	are	be	AUX
fbem-27701	16	20	the	the	DET
fbem-27701	16	21	main	main	ADJ
fbem-27701	16	22	concentrated	concentrated	ADJ
fbem-27701	16	23	areas	area	NOUN
fbem-27701	16	24	for	for	ADP
fbem-27701	16	25	the	the	DET
fbem-27701	16	26	development	development	NOUN
fbem-27701	16	27	of	of	ADP
fbem-27701	16	28	high	high	ADJ
fbem-27701	16	29	-	-	PUNCT
fbem-27701	16	30	tech	tech	NOUN
fbem-27701	16	31	industries	industry	NOUN
fbem-27701	16	32	in	in	ADP
fbem-27701	16	33	china	china	PROPN
fbem-27701	16	34	.	.	PUNCT
fbem-27701	17	1	the	the	DET
fbem-27701	17	2	development	development	NOUN
fbem-27701	17	3	of	of	ADP
fbem-27701	17	4	their	their	PRON
fbem-27701	17	5	high	high	ADJ
fbem-27701	17	6	-	-	PUNCT
fbem-27701	17	7	tech	tech	NOUN
fbem-27701	17	8	industries	industry	NOUN
fbem-27701	17	9	can	can	AUX
fbem-27701	17	10	largely	largely	ADV
fbem-27701	17	11	reflect	reflect	VERB
fbem-27701	17	12	the	the	DET
fbem-27701	17	13	current	current	ADJ
fbem-27701	17	14	situation	situation	NOUN
fbem-27701	17	15	of	of	ADP
fbem-27701	17	16	china	china	PROPN
fbem-27701	17	17	's	's	PART
fbem-27701	17	18	overall	overall	ADJ
fbem-27701	17	19	high	high	ADJ
fbem-27701	17	20	-	-	PUNCT
fbem-27701	17	21	tech	tech	NOUN
fbem-27701	17	22	industry	industry	NOUN
fbem-27701	17	23	.	.	PUNCT
fbem-27701	18	1	therefore	therefore	ADV
fbem-27701	18	2	,	,	PUNCT
fbem-27701	18	3	this	this	DET
fbem-27701	18	4	article	article	NOUN
fbem-27701	18	5	selects	select	VERB
fbem-27701	18	6	the	the	DET
fbem-27701	18	7	bohai	bohai	ADJ
fbem-27701	18	8	rim	rim	PROPN
fbem-27701	18	9	,	,	PUNCT
fbem-27701	18	10	yangtze	yangtze	PROPN
fbem-27701	18	11	river	river	PROPN
fbem-27701	18	12	delta	delta	PROPN
fbem-27701	18	13	,	,	PUNCT
fbem-27701	18	14	and	and	CCONJ
fbem-27701	18	15	pan	pan	PROPN
fbem-27701	18	16	pearl	pearl	PROPN
fbem-27701	18	17	river	river	PROPN
fbem-27701	18	18	delta	delta	NOUN
fbem-27701	18	19	regions	region	NOUN
fbem-27701	18	20	as	as	ADP
fbem-27701	18	21	research	research	NOUN
fbem-27701	18	22	objects	object	NOUN
fbem-27701	18	23	to	to	PART
fbem-27701	18	24	dynamically	dynamically	ADV
fbem-27701	18	25	analyze	analyze	VERB
fbem-27701	18	26	the	the	DET
fbem-27701	18	27	innovation	innovation	NOUN
fbem-27701	18	28	efficiency	efficiency	NOUN
fbem-27701	18	29	of	of	ADP
fbem-27701	18	30	high	high	ADJ
fbem-27701	18	31	-	-	PUNCT
fbem-27701	18	32	tech	tech	NOUN
fbem-27701	18	33	industries	industry	NOUN
fbem-27701	18	34	,	,	PUNCT
fbem-27701	18	35	objectively	objectively	ADV
fbem-27701	18	36	evaluate	evaluate	VERB
fbem-27701	18	37	the	the	DET
fbem-27701	18	38	innovation	innovation	NOUN
fbem-27701	18	39	capabilities	capability	NOUN
fbem-27701	18	40	of	of	ADP
fbem-27701	18	41	the	the	DET
fbem-27701	18	42	three	three	NUM
fbem-27701	18	43	regions	region	NOUN
fbem-27701	18	44	,	,	PUNCT
fbem-27701	18	45	and	and	CCONJ
fbem-27701	18	46	identify	identify	VERB
fbem-27701	18	47	the	the	DET
fbem-27701	18	48	factors	factor	NOUN
fbem-27701	18	49	that	that	PRON
fbem-27701	18	50	affect	affect	VERB
fbem-27701	18	51	innovation	innovation	NOUN
fbem-27701	18	52	efficiency	efficiency	NOUN
fbem-27701	18	53	within	within	ADP
fbem-27701	18	54	the	the	DET
fbem-27701	18	55	regions	region	NOUN
fbem-27701	18	56	.	.	PUNCT
fbem-27701	19	1	helps	help	VERB
fbem-27701	19	2	to	to	PART
fbem-27701	19	3	comprehensively	comprehensively	ADV
fbem-27701	19	4	and	and	CCONJ
fbem-27701	19	5	systematically	systematically	ADV
fbem-27701	19	6	understand	understand	VERB
fbem-27701	19	7	the	the	DET
fbem-27701	19	8	innovation	innovation	NOUN
fbem-27701	19	9	level	level	NOUN
fbem-27701	19	10	of	of	ADP
fbem-27701	19	11	various	various	ADJ
fbem-27701	19	12	regions	region	NOUN
fbem-27701	19	13	,	,	PUNCT
fbem-27701	19	14	identify	identify	VERB
fbem-27701	19	15	innovation	innovation	NOUN
fbem-27701	19	16	shortcomings	shortcoming	NOUN
fbem-27701	19	17	,	,	PUNCT
fbem-27701	19	18	and	and	CCONJ
fbem-27701	19	19	propose	propose	VERB
fbem-27701	19	20	strategies	strategy	NOUN
fbem-27701	19	21	to	to	PART
fbem-27701	19	22	promote	promote	VERB
fbem-27701	19	23	sustainable	sustainable	ADJ
fbem-27701	19	24	development	development	NOUN
fbem-27701	19	25	of	of	ADP
fbem-27701	19	26	research	research	NOUN
fbem-27701	19	27	and	and	CCONJ
fbem-27701	19	28	development	development	NOUN
fbem-27701	19	29	innovation	innovation	NOUN
fbem-27701	19	30	;	;	PUNCT
fbem-27701	19	31	helps	help	VERB
fbem-27701	19	32	provide	provide	VERB
fbem-27701	19	33	important	important	ADJ
fbem-27701	19	34	strategic	strategic	ADJ
fbem-27701	19	35	support	support	NOUN
fbem-27701	19	36	for	for	ADP
fbem-27701	19	37	the	the	DET
fbem-27701	19	38	development	development	NOUN
fbem-27701	19	39	of	of	ADP
fbem-27701	19	40	innovative	innovative	ADJ
fbem-27701	19	41	enterprises	enterprise	NOUN
fbem-27701	19	42	;	;	PUNCT
fbem-27701	19	43	more	more	ADV
fbem-27701	19	44	conducive	conducive	ADJ
fbem-27701	19	45	to	to	ADP
fbem-27701	19	46	improving	improve	VERB
fbem-27701	19	47	the	the	DET
fbem-27701	19	48	economic	economic	ADJ
fbem-27701	19	49	development	development	NOUN
fbem-27701	19	50	level	level	NOUN
fbem-27701	19	51	of	of	ADP
fbem-27701	19	52	these	these	DET
fbem-27701	19	53	three	three	NUM
fbem-27701	19	54	major	major	ADJ
fbem-27701	19	55	economic	economic	ADJ
fbem-27701	19	56	regions	region	NOUN
fbem-27701	19	57	and	and	CCONJ
fbem-27701	19	58	the	the	DET
fbem-27701	19	59	whole	whole	ADJ
fbem-27701	19	60	country	country	NOUN
fbem-27701	19	61	.	.	PUNCT
fbem-27701	20	1	2	2	X
fbem-27701	20	2	.	.	X
fbem-27701	20	3	research	research	NOUN
fbem-27701	20	4	method	method	NOUN
fbem-27701	20	5	and	and	CCONJ
fbem-27701	20	6	variable	variable	ADJ
fbem-27701	20	7	selection	selection	NOUN
fbem-27701	20	8	2.1	2.1	NUM
fbem-27701	20	9	.	.	PUNCT
fbem-27701	21	1	model	model	NOUN
fbem-27701	21	2	construction	construction	NOUN
fbem-27701	21	3	from	from	ADP
fbem-27701	21	4	the	the	DET
fbem-27701	21	5	perspective	perspective	NOUN
fbem-27701	21	6	of	of	ADP
fbem-27701	21	7	measurement	measurement	NOUN
fbem-27701	21	8	methods	method	NOUN
fbem-27701	21	9	,	,	PUNCT
fbem-27701	21	10	there	there	PRON
fbem-27701	21	11	are	be	VERB
fbem-27701	21	12	two	two	NUM
fbem-27701	21	13	commonly	commonly	ADV
fbem-27701	21	14	used	use	VERB
fbem-27701	21	15	innovation	innovation	NOUN
fbem-27701	21	16	efficiency	efficiency	NOUN
fbem-27701	21	17	evaluation	evaluation	NOUN
fbem-27701	21	18	methods	method	NOUN
fbem-27701	21	19	:	:	PUNCT
fbem-27701	21	20	the	the	DET
fbem-27701	21	21	first	first	ADJ
fbem-27701	21	22	type	type	NOUN
fbem-27701	21	23	is	be	AUX
fbem-27701	21	24	the	the	DET
fbem-27701	21	25	parametric	parametric	ADJ
fbem-27701	21	26	analysis	analysis	NOUN
fbem-27701	21	27	method	method	NOUN
fbem-27701	21	28	represented	represent	VERB
fbem-27701	21	29	by	by	ADP
fbem-27701	21	30	stochastic	stochastic	ADJ
fbem-27701	21	31	frontier	frontier	NOUN
fbem-27701	21	32	model	model	NOUN
fbem-27701	21	33	(	(	PUNCT
fbem-27701	21	34	sfa	sfa	PROPN
fbem-27701	21	35	)	)	PUNCT
fbem-27701	21	36	,	,	PUNCT
fbem-27701	21	37	which	which	PRON
fbem-27701	21	38	has	have	VERB
fbem-27701	21	39	advantages	advantage	NOUN
fbem-27701	21	40	in	in	ADP
fbem-27701	21	41	the	the	DET
fbem-27701	21	42	processing	processing	NOUN
fbem-27701	21	43	of	of	ADP
fbem-27701	21	44	measurement	measurement	NOUN
fbem-27701	21	45	errors	error	NOUN
fbem-27701	21	46	and	and	CCONJ
fbem-27701	21	47	statistical	statistical	ADJ
fbem-27701	21	48	interference	interference	NOUN
fbem-27701	21	49	,	,	PUNCT
fbem-27701	21	50	but	but	CCONJ
fbem-27701	21	51	it	it	PRON
fbem-27701	21	52	must	must	AUX
fbem-27701	21	53	presuppose	presuppose	VERB
fbem-27701	21	54	the	the	DET
fbem-27701	21	55	production	production	NOUN
fbem-27701	21	56	function	function	NOUN
fbem-27701	21	57	,	,	PUNCT
fbem-27701	21	58	and	and	CCONJ
fbem-27701	21	59	its	its	PRON
fbem-27701	21	60	application	application	NOUN
fbem-27701	21	61	scope	scope	NOUN
fbem-27701	21	62	is	be	AUX
fbem-27701	21	63	limited	limit	VERB
fbem-27701	21	64	to	to	ADP
fbem-27701	21	65	a	a	DET
fbem-27701	21	66	certain	certain	ADJ
fbem-27701	21	67	extent	extent	NOUN
fbem-27701	21	68	.	.	PUNCT
fbem-27701	22	1	for	for	ADP
fbem-27701	22	2	example	example	NOUN
fbem-27701	22	3	,	,	PUNCT
fbem-27701	22	4	bai	bai	PROPN
fbem-27701	22	5	junhong	junhong	PROPN
fbem-27701	22	6	et	et	PROPN
fbem-27701	22	7	al	al	PROPN
fbem-27701	22	8	.	.	PUNCT
fbem-27701	23	1	[	[	X
fbem-27701	23	2	1	1	X
fbem-27701	23	3	]	]	PUNCT
fbem-27701	23	4	used	use	VERB
fbem-27701	23	5	the	the	DET
fbem-27701	23	6	sfa	sfa	PROPN
fbem-27701	23	7	method	method	NOUN
fbem-27701	23	8	to	to	PART
fbem-27701	23	9	conduct	conduct	VERB
fbem-27701	23	10	an	an	DET
fbem-27701	23	11	empirical	empirical	ADJ
fbem-27701	23	12	analysis	analysis	NOUN
fbem-27701	23	13	of	of	ADP
fbem-27701	23	14	china	china	PROPN
fbem-27701	23	15	's	's	PART
fbem-27701	23	16	regional	regional	ADJ
fbem-27701	23	17	innovation	innovation	NOUN
fbem-27701	23	18	efficiency	efficiency	NOUN
fbem-27701	23	19	,	,	PUNCT
fbem-27701	23	20	and	and	CCONJ
fbem-27701	23	21	the	the	DET
fbem-27701	23	22	research	research	NOUN
fbem-27701	23	23	shows	show	VERB
fbem-27701	23	24	that	that	SCONJ
fbem-27701	23	25	china	china	PROPN
fbem-27701	23	26	's	's	PART
fbem-27701	23	27	regional	regional	ADJ
fbem-27701	23	28	innovation	innovation	NOUN
fbem-27701	23	29	efficiency	efficiency	NOUN
fbem-27701	23	30	is	be	AUX
fbem-27701	23	31	on	on	ADP
fbem-27701	23	32	the	the	DET
fbem-27701	23	33	rise	rise	NOUN
fbem-27701	23	34	.	.	PUNCT
fbem-27701	24	1	the	the	DET
fbem-27701	24	2	second	second	ADJ
fbem-27701	24	3	type	type	NOUN
fbem-27701	24	4	is	be	AUX
fbem-27701	24	5	the	the	DET
fbem-27701	24	6	non	non	ADJ
fbem-27701	24	7	-	-	ADJ
fbem-27701	24	8	parametric	parametric	ADJ
fbem-27701	24	9	analysis	analysis	NOUN
fbem-27701	24	10	method	method	NOUN
fbem-27701	24	11	represented	represent	VERB
fbem-27701	24	12	by	by	ADP
fbem-27701	24	13	the	the	DET
fbem-27701	24	14	data	datum	NOUN
fbem-27701	24	15	envelopment	envelopment	NOUN
fbem-27701	24	16	analysis	analysis	NOUN
fbem-27701	24	17	model	model	NOUN
fbem-27701	24	18	(	(	PUNCT
fbem-27701	24	19	dea	dea	NOUN
fbem-27701	24	20	)	)	PUNCT
fbem-27701	24	21	.	.	PUNCT
fbem-27701	25	1	it	it	PRON
fbem-27701	25	2	can	can	AUX
fbem-27701	25	3	evaluate	evaluate	VERB
fbem-27701	25	4	the	the	DET
fbem-27701	25	5	relative	relative	ADJ
fbem-27701	25	6	efficiency	efficiency	NOUN
fbem-27701	25	7	of	of	ADP
fbem-27701	25	8	multi	multi	ADJ
fbem-27701	25	9	-	-	ADJ
fbem-27701	25	10	input	input	ADJ
fbem-27701	25	11	and	and	CCONJ
fbem-27701	25	12	multi	multi	ADJ
fbem-27701	25	13	-	-	ADJ
fbem-27701	25	14	output	output	ADJ
fbem-27701	25	15	dmu	dmu	PROPN
fbem-27701	25	16	without	without	ADP
fbem-27701	25	17	setting	set	VERB
fbem-27701	25	18	the	the	DET
fbem-27701	25	19	production	production	NOUN
fbem-27701	25	20	frontier	frontier	NOUN
fbem-27701	25	21	function	function	NOUN
fbem-27701	25	22	in	in	ADP
fbem-27701	25	23	advance	advance	NOUN
fbem-27701	25	24	,	,	PUNCT
fbem-27701	25	25	and	and	CCONJ
fbem-27701	25	26	avoid	avoid	VERB
fbem-27701	25	27	the	the	DET
fbem-27701	25	28	estimation	estimation	NOUN
fbem-27701	25	29	bias	bias	NOUN
fbem-27701	25	30	caused	cause	VERB
fbem-27701	25	31	by	by	ADP
fbem-27701	25	32	model	model	NOUN
fbem-27701	25	33	selection	selection	NOUN
fbem-27701	25	34	errors	error	NOUN
fbem-27701	25	35	.	.	PUNCT
fbem-27701	26	1	however	however	ADV
fbem-27701	26	2	,	,	PUNCT
fbem-27701	26	3	it	it	PRON
fbem-27701	26	4	does	do	AUX
fbem-27701	26	5	not	not	PART
fbem-27701	26	6	consider	consider	VERB
fbem-27701	26	7	the	the	DET
fbem-27701	26	8	impact	impact	NOUN
fbem-27701	26	9	of	of	ADP
fbem-27701	26	10	environmental	environmental	ADJ
fbem-27701	26	11	variables	variable	NOUN
fbem-27701	26	12	and	and	CCONJ
fbem-27701	26	13	statistical	statistical	ADJ
fbem-27701	26	14	noise	noise	NOUN
fbem-27701	26	15	on	on	ADP
fbem-27701	26	16	the	the	DET
fbem-27701	26	17	efficiency	efficiency	NOUN
fbem-27701	26	18	value	value	NOUN
fbem-27701	26	19	of	of	ADP
fbem-27701	26	20	dmu	dmu	PROPN
fbem-27701	26	21	,	,	PUNCT
fbem-27701	26	22	and	and	CCONJ
fbem-27701	26	23	it	it	PRON
fbem-27701	26	24	can	can	AUX
fbem-27701	26	25	not	not	PART
fbem-27701	26	26	analyze	analyze	VERB
fbem-27701	26	27	multiple	multiple	ADJ
fbem-27701	26	28	dmu	dmu	PROPN
fbem-27701	26	29	of	of	ADP
fbem-27701	26	30	the	the	DET
fbem-27701	26	31	same	same	ADJ
fbem-27701	26	32	type	type	NOUN
fbem-27701	26	33	under	under	ADP
fbem-27701	26	34	the	the	DET
fbem-27701	26	35	same	same	ADJ
fbem-27701	26	36	external	external	ADJ
fbem-27701	26	37	environment	environment	NOUN
fbem-27701	26	38	.	.	PUNCT
fbem-27701	27	1	for	for	ADP
fbem-27701	27	2	example	example	NOUN
fbem-27701	27	3	,	,	PUNCT
fbem-27701	27	4	jiang	jiang	PROPN
fbem-27701	27	5	bo	bo	PROPN
fbem-27701	28	1	[	[	X
fbem-27701	28	2	2	2	X
fbem-27701	28	3	]	]	PUNCT
fbem-27701	28	4	used	use	VERB
fbem-27701	28	5	the	the	DET
fbem-27701	28	6	malmquist	malmquist	PROPN
fbem-27701	28	7	index	index	NOUN
fbem-27701	28	8	method	method	NOUN
fbem-27701	28	9	of	of	ADP
fbem-27701	28	10	dea	dea	PROPN
fbem-27701	28	11	model	model	PROPN
fbem-27701	28	12	353	353	NUM
fbem-27701	28	13	to	to	PART
fbem-27701	28	14	investigate	investigate	VERB
fbem-27701	28	15	the	the	DET
fbem-27701	28	16	growth	growth	NOUN
fbem-27701	28	17	sources	source	NOUN
fbem-27701	28	18	and	and	CCONJ
fbem-27701	28	19	differences	difference	NOUN
fbem-27701	28	20	of	of	ADP
fbem-27701	28	21	r	r	NOUN
fbem-27701	28	22	&	&	CCONJ
fbem-27701	28	23	d	d	NOUN
fbem-27701	28	24	efficiency	efficiency	NOUN
fbem-27701	28	25	in	in	ADP
fbem-27701	28	26	china	china	PROPN
fbem-27701	28	27	's	's	PART
fbem-27701	28	28	high	high	ADJ
fbem-27701	28	29	-	-	PUNCT
fbem-27701	28	30	tech	tech	NOUN
fbem-27701	28	31	industries	industry	NOUN
fbem-27701	28	32	.	.	PUNCT
fbem-27701	29	1	in	in	ADP
fbem-27701	29	2	view	view	NOUN
fbem-27701	29	3	of	of	ADP
fbem-27701	29	4	the	the	DET
fbem-27701	29	5	advantages	advantage	NOUN
fbem-27701	29	6	and	and	CCONJ
fbem-27701	29	7	disadvantages	disadvantage	NOUN
fbem-27701	29	8	of	of	ADP
fbem-27701	29	9	sfa	sfa	PROPN
fbem-27701	29	10	and	and	CCONJ
fbem-27701	29	11	dea	dea	NOUN
fbem-27701	29	12	,	,	PUNCT
fbem-27701	29	13	many	many	ADJ
fbem-27701	29	14	scholars	scholar	NOUN
fbem-27701	29	15	have	have	AUX
fbem-27701	29	16	improved	improve	VERB
fbem-27701	29	17	the	the	DET
fbem-27701	29	18	two	two	NUM
fbem-27701	29	19	methods	method	NOUN
fbem-27701	29	20	.	.	PUNCT
fbem-27701	30	1	fried	fry	VERB
fbem-27701	30	2	et	et	PROPN
fbem-27701	30	3	al	al	PROPN
fbem-27701	30	4	.	.	PUNCT
fbem-27701	31	1	[	[	X
fbem-27701	31	2	3	3	X
fbem-27701	31	3	]	]	PUNCT
fbem-27701	31	4	proposed	propose	VERB
fbem-27701	31	5	a	a	DET
fbem-27701	31	6	three	three	NUM
fbem-27701	31	7	-	-	PUNCT
fbem-27701	31	8	stage	stage	NOUN
fbem-27701	31	9	dea	dea	PROPN
fbem-27701	31	10	model	model	NOUN
fbem-27701	31	11	,	,	PUNCT
fbem-27701	31	12	and	and	CCONJ
fbem-27701	31	13	charnes	charne	NOUN
fbem-27701	31	14	et	et	PROPN
fbem-27701	31	15	al	al	PROPN
fbem-27701	31	16	.	.	PUNCT
fbem-27701	32	1	[	[	X
fbem-27701	32	2	4	4	X
fbem-27701	32	3	]	]	PUNCT
fbem-27701	32	4	put	put	VERB
fbem-27701	32	5	forward	forward	ADV
fbem-27701	32	6	a	a	DET
fbem-27701	32	7	dea	dea	PROPN
fbem-27701	32	8	-	-	PUNCT
fbem-27701	32	9	windows	window	NOUN
fbem-27701	32	10	analysis	analysis	NOUN
fbem-27701	32	11	method	method	NOUN
fbem-27701	32	12	that	that	PRON
fbem-27701	32	13	can	can	AUX
fbem-27701	32	14	evaluate	evaluate	VERB
fbem-27701	32	15	the	the	DET
fbem-27701	32	16	dynamic	dynamic	ADJ
fbem-27701	32	17	change	change	NOUN
fbem-27701	32	18	of	of	ADP
fbem-27701	32	19	efficiency	efficiency	NOUN
fbem-27701	32	20	,	,	PUNCT
fbem-27701	32	21	which	which	PRON
fbem-27701	32	22	improved	improve	VERB
fbem-27701	32	23	the	the	DET
fbem-27701	32	24	accuracy	accuracy	NOUN
fbem-27701	32	25	and	and	CCONJ
fbem-27701	32	26	rationality	rationality	NOUN
fbem-27701	32	27	of	of	ADP
fbem-27701	32	28	the	the	DET
fbem-27701	32	29	measurement	measurement	NOUN
fbem-27701	32	30	results	result	VERB
fbem-27701	32	31	to	to	ADP
fbem-27701	32	32	a	a	DET
fbem-27701	32	33	certain	certain	ADJ
fbem-27701	32	34	extent	extent	NOUN
fbem-27701	32	35	.	.	PUNCT
fbem-27701	33	1	therefore	therefore	ADV
fbem-27701	33	2	,	,	PUNCT
fbem-27701	33	3	this	this	DET
fbem-27701	33	4	paper	paper	NOUN
fbem-27701	33	5	combines	combine	VERB
fbem-27701	33	6	the	the	DET
fbem-27701	33	7	input	input	NOUN
fbem-27701	33	8	-	-	PUNCT
fbem-27701	33	9	oriented	orient	VERB
fbem-27701	33	10	threestage	threestage	NOUN
fbem-27701	33	11	dea	dea	PROPN
fbem-27701	33	12	model	model	NOUN
fbem-27701	33	13	and	and	CCONJ
fbem-27701	33	14	dea	dea	PROPN
fbem-27701	33	15	-	-	PUNCT
fbem-27701	33	16	windows	windows	PROPN
fbem-27701	33	17	analysis	analysis	NOUN
fbem-27701	33	18	method	method	NOUN
fbem-27701	33	19	to	to	PART
fbem-27701	33	20	build	build	VERB
fbem-27701	33	21	a	a	DET
fbem-27701	33	22	three	three	NUM
fbem-27701	33	23	-	-	PUNCT
fbem-27701	33	24	stage	stage	NOUN
fbem-27701	33	25	dea	dea	PROPN
fbem-27701	33	26	-	-	PUNCT
fbem-27701	33	27	windows	windows	PROPN
fbem-27701	33	28	model	model	NOUN
fbem-27701	33	29	.	.	PUNCT
fbem-27701	34	1	the	the	DET
fbem-27701	34	2	specific	specific	ADJ
fbem-27701	34	3	steps	step	NOUN
fbem-27701	34	4	are	be	AUX
fbem-27701	34	5	as	as	SCONJ
fbem-27701	34	6	follows	follow	VERB
fbem-27701	34	7	:	:	PUNCT
fbem-27701	34	8	first	first	ADV
fbem-27701	34	9	,	,	PUNCT
fbem-27701	34	10	an	an	DET
fbem-27701	34	11	input	input	NOUN
fbem-27701	34	12	-	-	PUNCT
fbem-27701	34	13	oriented	orient	VERB
fbem-27701	34	14	dea	dea	NOUN
fbem-27701	34	15	-	-	PUNCT
fbem-27701	34	16	windows	window	NOUN
fbem-27701	34	17	model	model	NOUN
fbem-27701	34	18	is	be	AUX
fbem-27701	34	19	constructed	construct	VERB
fbem-27701	34	20	to	to	PART
fbem-27701	34	21	calculate	calculate	VERB
fbem-27701	34	22	the	the	DET
fbem-27701	34	23	average	average	ADJ
fbem-27701	34	24	input	input	NOUN
fbem-27701	34	25	-	-	PUNCT
fbem-27701	34	26	output	output	NOUN
fbem-27701	34	27	efficiency	efficiency	NOUN
fbem-27701	34	28	value	value	NOUN
fbem-27701	34	29	and	and	CCONJ
fbem-27701	34	30	the	the	DET
fbem-27701	34	31	input	input	NOUN
fbem-27701	34	32	relaxation	relaxation	NOUN
fbem-27701	34	33	variable	variable	NOUN
fbem-27701	34	34	without	without	ADP
fbem-27701	34	35	considering	consider	VERB
fbem-27701	34	36	environmental	environmental	ADJ
fbem-27701	34	37	factors	factor	NOUN
fbem-27701	34	38	and	and	CCONJ
fbem-27701	34	39	statistical	statistical	ADJ
fbem-27701	34	40	noise	noise	NOUN
fbem-27701	34	41	.	.	PUNCT
fbem-27701	35	1	second	second	ADJ
fbem-27701	35	2	,	,	PUNCT
fbem-27701	35	3	the	the	DET
fbem-27701	35	4	stochastic	stochastic	ADJ
fbem-27701	35	5	frontier	frontier	NOUN
fbem-27701	35	6	model	model	NOUN
fbem-27701	35	7	is	be	AUX
fbem-27701	35	8	used	use	VERB
fbem-27701	35	9	to	to	PART
fbem-27701	35	10	separate	separate	VERB
fbem-27701	35	11	environmental	environmental	ADJ
fbem-27701	35	12	factors	factor	NOUN
fbem-27701	35	13	,	,	PUNCT
fbem-27701	35	14	random	random	ADJ
fbem-27701	35	15	factors	factor	NOUN
fbem-27701	35	16	and	and	CCONJ
fbem-27701	35	17	management	management	NOUN
fbem-27701	35	18	inefficiencies	inefficiency	NOUN
fbem-27701	35	19	from	from	ADP
fbem-27701	35	20	input	input	NOUN
fbem-27701	35	21	relaxation	relaxation	NOUN
fbem-27701	35	22	variables	variable	NOUN
fbem-27701	35	23	in	in	ADP
fbem-27701	35	24	the	the	DET
fbem-27701	35	25	first	first	ADJ
fbem-27701	35	26	stage	stage	NOUN
fbem-27701	35	27	,	,	PUNCT
fbem-27701	35	28	that	that	ADV
fbem-27701	35	29	is	is	ADV
fbem-27701	35	30	,	,	PUNCT
fbem-27701	35	31	input	input	ADJ
fbem-27701	35	32	relaxation	relaxation	NOUN
fbem-27701	35	33	variables	variable	NOUN
fbem-27701	35	34	are	be	AUX
fbem-27701	35	35	taken	take	VERB
fbem-27701	35	36	as	as	ADP
fbem-27701	35	37	dependent	dependent	ADJ
fbem-27701	35	38	variables	variable	NOUN
fbem-27701	35	39	and	and	CCONJ
fbem-27701	35	40	environment	environment	NOUN
fbem-27701	35	41	variables	variable	NOUN
fbem-27701	35	42	are	be	AUX
fbem-27701	35	43	taken	take	VERB
fbem-27701	35	44	as	as	ADP
fbem-27701	35	45	independent	independent	ADJ
fbem-27701	35	46	variables	variable	NOUN
fbem-27701	35	47	,	,	PUNCT
fbem-27701	35	48	and	and	CCONJ
fbem-27701	35	49	similar	similar	ADJ
fbem-27701	35	50	sfa	sfa	NOUN
fbem-27701	35	51	regression	regression	NOUN
fbem-27701	35	52	functions	function	NOUN
fbem-27701	35	53	are	be	AUX
fbem-27701	35	54	constructed	construct	VERB
fbem-27701	35	55	:	:	PUNCT
fbem-27701	36	1	ski	ski	NOUN
fbem-27701	36	2	=	=	PUNCT
fbem-27701	36	3	f(zi	f(zi	NOUN
fbem-27701	36	4	;	;	PUNCT
fbem-27701	36	5	βk	βk	NOUN
fbem-27701	36	6	)	)	PUNCT
fbem-27701	37	1	+	+	CCONJ
fbem-27701	37	2	vki	vki	NOUN
fbem-27701	37	3	+	+	CCONJ
fbem-27701	37	4	μki	μki	NOUN
fbem-27701	37	5	(	(	PUNCT
fbem-27701	37	6	1	1	NUM
fbem-27701	37	7	)	)	PUNCT
fbem-27701	37	8	among	among	ADP
fbem-27701	37	9	them	they	PRON
fbem-27701	37	10	,	,	PUNCT
fbem-27701	37	11	ski	ski	NOUN
fbem-27701	37	12	is	be	AUX
fbem-27701	37	13	the	the	DET
fbem-27701	37	14	relaxation	relaxation	NOUN
fbem-27701	37	15	value	value	NOUN
fbem-27701	37	16	of	of	ADP
fbem-27701	37	17	the	the	DET
fbem-27701	37	18	k	k	NOUN
fbem-27701	37	19	-	-	PUNCT
fbem-27701	37	20	th	th	VERB
fbem-27701	37	21	input	input	NOUN
fbem-27701	37	22	of	of	ADP
fbem-27701	37	23	the	the	DET
fbem-27701	37	24	i	i	PROPN
fbem-27701	37	25	-	-	PUNCT
fbem-27701	37	26	th	th	X
fbem-27701	37	27	dum	dum	NOUN
fbem-27701	37	28	;	;	PUNCT
fbem-27701	37	29	zi	zi	NOUN
fbem-27701	37	30	is	be	AUX
fbem-27701	37	31	the	the	DET
fbem-27701	37	32	environmental	environmental	ADJ
fbem-27701	37	33	factor	factor	NOUN
fbem-27701	37	34	,	,	PUNCT
fbem-27701	37	35	βk	βk	VERB
fbem-27701	37	36	is	be	AUX
fbem-27701	37	37	the	the	DET
fbem-27701	37	38	coefficient	coefficient	NOUN
fbem-27701	37	39	of	of	ADP
fbem-27701	37	40	the	the	DET
fbem-27701	37	41	corresponding	corresponding	ADJ
fbem-27701	37	42	factor	factor	NOUN
fbem-27701	37	43	,	,	PUNCT
fbem-27701	37	44	vki	vki	NOUN
fbem-27701	37	45	is	be	AUX
fbem-27701	37	46	the	the	DET
fbem-27701	37	47	random	random	ADJ
fbem-27701	37	48	factor	factor	NOUN
fbem-27701	37	49	,	,	PUNCT
fbem-27701	37	50	follows	follow	VERB
fbem-27701	37	51	an	an	DET
fbem-27701	37	52	n(0	n(0	PROPN
fbem-27701	37	53	,	,	PUNCT
fbem-27701	37	54	σv	σv	NOUN
fbem-27701	37	55	2	2	NUM
fbem-27701	37	56	)	)	PUNCT
fbem-27701	37	57	distribution	distribution	NOUN
fbem-27701	37	58	,	,	PUNCT
fbem-27701	37	59	μki	μki	NOUN
fbem-27701	37	60	is	be	AUX
fbem-27701	37	61	the	the	DET
fbem-27701	37	62	management	management	NOUN
fbem-27701	37	63	inefficiency	inefficiency	NOUN
fbem-27701	37	64	term	term	NOUN
fbem-27701	37	65	,	,	PUNCT
fbem-27701	37	66	follows	follow	VERB
fbem-27701	37	67	a	a	DET
fbem-27701	37	68	non	non	ADJ
fbem-27701	37	69	-	-	ADJ
fbem-27701	37	70	negative	negative	ADJ
fbem-27701	37	71	truncated	truncated	ADJ
fbem-27701	37	72	normal	normal	ADJ
fbem-27701	37	73	distribution	distribution	NOUN
fbem-27701	37	74	.	.	PUNCT
fbem-27701	38	1	using	use	VERB
fbem-27701	38	2	the	the	DET
fbem-27701	38	3	sfa	sfa	PROPN
fbem-27701	38	4	regression	regression	NOUN
fbem-27701	38	5	results	result	NOUN
fbem-27701	38	6	to	to	PART
fbem-27701	38	7	estimate	estimate	VERB
fbem-27701	38	8	values	value	NOUN
fbem-27701	38	9	,	,	PUNCT
fbem-27701	38	10	adjust	adjust	VERB
fbem-27701	38	11	all	all	DET
fbem-27701	38	12	decision	decision	NOUN
fbem-27701	38	13	units	unit	NOUN
fbem-27701	38	14	to	to	ADP
fbem-27701	38	15	the	the	DET
fbem-27701	38	16	same	same	ADJ
fbem-27701	38	17	external	external	ADJ
fbem-27701	38	18	environment	environment	NOUN
fbem-27701	38	19	,	,	PUNCT
fbem-27701	38	20	that	that	ADV
fbem-27701	38	21	is	is	ADV
fbem-27701	38	22	,	,	PUNCT
fbem-27701	38	23	the	the	DET
fbem-27701	38	24	situation	situation	NOUN
fbem-27701	38	25	where	where	SCONJ
fbem-27701	38	26	they	they	PRON
fbem-27701	38	27	are	be	AUX
fbem-27701	38	28	most	most	ADV
fbem-27701	38	29	affected	affect	VERB
fbem-27701	38	30	by	by	ADP
fbem-27701	38	31	external	external	ADJ
fbem-27701	38	32	environmental	environmental	ADJ
fbem-27701	38	33	factors	factor	NOUN
fbem-27701	38	34	and	and	CCONJ
fbem-27701	38	35	subject	subject	ADJ
fbem-27701	38	36	to	to	ADP
fbem-27701	38	37	maximum	maximum	ADJ
fbem-27701	38	38	random	random	ADJ
fbem-27701	38	39	interference	interference	NOUN
fbem-27701	38	40	.	.	PUNCT
fbem-27701	39	1	thirdly	thirdly	ADV
fbem-27701	39	2	,	,	PUNCT
fbem-27701	39	3	input	input	VERB
fbem-27701	39	4	the	the	DET
fbem-27701	39	5	adjusted	adjusted	ADJ
fbem-27701	39	6	input	input	NOUN
fbem-27701	39	7	and	and	CCONJ
fbem-27701	39	8	origin	origin	NOUN
fbem-27701	39	9	data	datum	NOUN
fbem-27701	39	10	into	into	ADP
fbem-27701	39	11	the	the	DET
fbem-27701	39	12	dea	dea	PROPN
fbem-27701	39	13	windows	window	NOUN
fbem-27701	39	14	model	model	NOUN
fbem-27701	39	15	and	and	CCONJ
fbem-27701	39	16	calculate	calculate	VERB
fbem-27701	39	17	the	the	DET
fbem-27701	39	18	adjusted	adjusted	ADJ
fbem-27701	39	19	average	average	ADJ
fbem-27701	39	20	input	input	NOUN
fbem-27701	39	21	-	-	PUNCT
fbem-27701	39	22	output	output	NOUN
fbem-27701	39	23	efficiency	efficiency	NOUN
fbem-27701	39	24	values	value	NOUN
fbem-27701	39	25	for	for	ADP
fbem-27701	39	26	each	each	DET
fbem-27701	39	27	decision	decision	NOUN
fbem-27701	39	28	unit	unit	NOUN
fbem-27701	39	29	.	.	PUNCT
fbem-27701	40	1	2.2	2.2	NUM
fbem-27701	40	2	.	.	PUNCT
fbem-27701	40	3	variable	variable	ADJ
fbem-27701	40	4	selection	selection	NOUN
fbem-27701	40	5	this	this	DET
fbem-27701	40	6	paper	paper	NOUN
fbem-27701	40	7	selects	select	VERB
fbem-27701	40	8	the	the	DET
fbem-27701	40	9	panel	panel	NOUN
fbem-27701	40	10	data	datum	NOUN
fbem-27701	40	11	of	of	ADP
fbem-27701	40	12	high	high	ADJ
fbem-27701	40	13	-	-	PUNCT
fbem-27701	40	14	tech	tech	NOUN
fbem-27701	40	15	industry	industry	NOUN
fbem-27701	40	16	r	r	NOUN
fbem-27701	40	17	&	&	CCONJ
fbem-27701	40	18	d	d	NOUN
fbem-27701	40	19	input	input	NOUN
fbem-27701	40	20	and	and	CCONJ
fbem-27701	40	21	output	output	NOUN
fbem-27701	40	22	of	of	ADP
fbem-27701	40	23	18	18	NUM
fbem-27701	40	24	provinces	province	NOUN
fbem-27701	40	25	and	and	CCONJ
fbem-27701	40	26	cities	city	NOUN
fbem-27701	40	27	in	in	ADP
fbem-27701	40	28	the	the	DET
fbem-27701	40	29	three	three	NUM
fbem-27701	40	30	economic	economic	ADJ
fbem-27701	40	31	zones	zone	NOUN
fbem-27701	40	32	from	from	ADP
fbem-27701	40	33	2016	2016	NUM
fbem-27701	40	34	to	to	ADP
fbem-27701	40	35	2022	2022	NUM
fbem-27701	40	36	.	.	PUNCT
fbem-27701	41	1	2.2.1	2.2.1	NUM
fbem-27701	41	2	.	.	PUNCT
fbem-27701	41	3	innovation	innovation	NOUN
fbem-27701	41	4	input	input	NOUN
fbem-27701	41	5	refer	refer	VERB
fbem-27701	41	6	to	to	ADP
fbem-27701	41	7	the	the	DET
fbem-27701	41	8	research	research	NOUN
fbem-27701	41	9	of	of	ADP
fbem-27701	41	10	li	li	PROPN
fbem-27701	41	11	yue	yue	PROPN
fbem-27701	41	12	et	et	PROPN
fbem-27701	41	13	al	al	PROPN
fbem-27701	41	14	.	.	PUNCT
fbem-27701	42	1	[	[	X
fbem-27701	42	2	5	5	NUM
fbem-27701	42	3	]	]	PUNCT
fbem-27701	42	4	,	,	PUNCT
fbem-27701	42	5	the	the	DET
fbem-27701	42	6	development	development	NOUN
fbem-27701	42	7	of	of	ADP
fbem-27701	42	8	innovation	innovation	NOUN
fbem-27701	42	9	activities	activity	NOUN
fbem-27701	42	10	in	in	ADP
fbem-27701	42	11	high	high	ADJ
fbem-27701	42	12	-	-	PUNCT
fbem-27701	42	13	tech	tech	NOUN
fbem-27701	42	14	industry	industry	NOUN
fbem-27701	42	15	can	can	AUX
fbem-27701	42	16	not	not	PART
fbem-27701	42	17	be	be	AUX
fbem-27701	42	18	separated	separate	VERB
fbem-27701	42	19	from	from	ADP
fbem-27701	42	20	the	the	DET
fbem-27701	42	21	two	two	NUM
fbem-27701	42	22	elements	element	NOUN
fbem-27701	42	23	of	of	ADP
fbem-27701	42	24	capital	capital	NOUN
fbem-27701	42	25	and	and	CCONJ
fbem-27701	42	26	labor	labor	NOUN
fbem-27701	42	27	.	.	PUNCT
fbem-27701	43	1	in	in	ADP
fbem-27701	43	2	this	this	DET
fbem-27701	43	3	paper	paper	NOUN
fbem-27701	43	4	,	,	PUNCT
fbem-27701	43	5	the	the	DET
fbem-27701	43	6	full	full	ADJ
fbem-27701	43	7	-	-	PUNCT
fbem-27701	43	8	time	time	NOUN
fbem-27701	43	9	equivalent	equivalent	NOUN
fbem-27701	43	10	of	of	ADP
fbem-27701	43	11	r	r	NOUN
fbem-27701	43	12	&	&	CCONJ
fbem-27701	43	13	d	d	PROPN
fbem-27701	43	14	personnel	personnel	NOUN
fbem-27701	43	15	is	be	AUX
fbem-27701	43	16	selected	select	VERB
fbem-27701	43	17	to	to	PART
fbem-27701	43	18	reflect	reflect	VERB
fbem-27701	43	19	the	the	DET
fbem-27701	43	20	input	input	NOUN
fbem-27701	43	21	of	of	ADP
fbem-27701	43	22	innovation	innovation	NOUN
fbem-27701	43	23	in	in	ADP
fbem-27701	43	24	human	human	ADJ
fbem-27701	43	25	capital	capital	NOUN
fbem-27701	43	26	,	,	PUNCT
fbem-27701	43	27	and	and	CCONJ
fbem-27701	43	28	the	the	DET
fbem-27701	43	29	internal	internal	ADJ
fbem-27701	43	30	r	r	PROPN
fbem-27701	43	31	&	&	CCONJ
fbem-27701	43	32	d	d	NOUN
fbem-27701	43	33	funds	fund	NOUN
fbem-27701	43	34	and	and	CCONJ
fbem-27701	43	35	new	new	ADJ
fbem-27701	43	36	product	product	NOUN
fbem-27701	43	37	r	r	NOUN
fbem-27701	43	38	&	&	CCONJ
fbem-27701	43	39	d	d	PROPN
fbem-27701	43	40	funds	fund	NOUN
fbem-27701	43	41	are	be	AUX
fbem-27701	43	42	selected	select	VERB
fbem-27701	43	43	to	to	PART
fbem-27701	43	44	reflect	reflect	VERB
fbem-27701	43	45	the	the	DET
fbem-27701	43	46	input	input	NOUN
fbem-27701	43	47	of	of	ADP
fbem-27701	43	48	innovation	innovation	NOUN
fbem-27701	43	49	in	in	ADP
fbem-27701	43	50	physical	physical	ADJ
fbem-27701	43	51	capital	capital	NOUN
fbem-27701	43	52	.	.	PUNCT
fbem-27701	44	1	2.2.2	2.2.2	X
fbem-27701	44	2	.	.	PUNCT
fbem-27701	44	3	innovation	innovation	NOUN
fbem-27701	44	4	output	output	NOUN
fbem-27701	44	5	for	for	ADP
fbem-27701	44	6	r	r	PROPN
fbem-27701	44	7	&	&	CCONJ
fbem-27701	44	8	d	d	NOUN
fbem-27701	44	9	output	output	NOUN
fbem-27701	44	10	,	,	PUNCT
fbem-27701	44	11	we	we	PRON
fbem-27701	44	12	can	can	AUX
fbem-27701	44	13	divide	divide	VERB
fbem-27701	44	14	it	it	PRON
fbem-27701	44	15	into	into	ADP
fbem-27701	44	16	two	two	NUM
fbem-27701	44	17	stages	stage	NOUN
fbem-27701	44	18	:	:	PUNCT
fbem-27701	44	19	technology	technology	NOUN
fbem-27701	44	20	development	development	NOUN
fbem-27701	44	21	and	and	CCONJ
fbem-27701	44	22	achievement	achievement	NOUN
fbem-27701	44	23	transformation	transformation	NOUN
fbem-27701	44	24	.	.	PUNCT
fbem-27701	45	1	the	the	DET
fbem-27701	45	2	output	output	NOUN
fbem-27701	45	3	of	of	ADP
fbem-27701	45	4	technology	technology	NOUN
fbem-27701	45	5	development	development	NOUN
fbem-27701	45	6	stage	stage	NOUN
fbem-27701	45	7	is	be	AUX
fbem-27701	45	8	mainly	mainly	ADV
fbem-27701	45	9	based	base	VERB
fbem-27701	45	10	on	on	ADP
fbem-27701	45	11	knowledge	knowledge	NOUN
fbem-27701	45	12	scientific	scientific	ADJ
fbem-27701	45	13	and	and	CCONJ
fbem-27701	45	14	technological	technological	ADJ
fbem-27701	45	15	achievements	achievement	NOUN
fbem-27701	45	16	,	,	PUNCT
fbem-27701	45	17	which	which	PRON
fbem-27701	45	18	is	be	AUX
fbem-27701	45	19	measured	measure	VERB
fbem-27701	45	20	by	by	ADP
fbem-27701	45	21	effective	effective	ADJ
fbem-27701	45	22	invention	invention	NOUN
fbem-27701	45	23	patents	patent	NOUN
fbem-27701	45	24	.	.	PUNCT
fbem-27701	46	1	the	the	DET
fbem-27701	46	2	output	output	NOUN
fbem-27701	46	3	of	of	ADP
fbem-27701	46	4	the	the	DET
fbem-27701	46	5	results	result	NOUN
fbem-27701	46	6	transformation	transformation	NOUN
fbem-27701	46	7	stage	stage	NOUN
fbem-27701	46	8	can	can	AUX
fbem-27701	46	9	reflect	reflect	VERB
fbem-27701	46	10	the	the	DET
fbem-27701	46	11	economic	economic	ADJ
fbem-27701	46	12	benefits	benefit	NOUN
fbem-27701	46	13	brought	bring	VERB
fbem-27701	46	14	by	by	ADP
fbem-27701	46	15	the	the	DET
fbem-27701	46	16	r	r	NOUN
fbem-27701	46	17	&	&	CCONJ
fbem-27701	46	18	d	d	NOUN
fbem-27701	46	19	and	and	CCONJ
fbem-27701	46	20	innovation	innovation	NOUN
fbem-27701	46	21	of	of	ADP
fbem-27701	46	22	high	high	ADJ
fbem-27701	46	23	-	-	PUNCT
fbem-27701	46	24	tech	tech	NOUN
fbem-27701	46	25	industries	industry	NOUN
fbem-27701	46	26	,	,	PUNCT
fbem-27701	46	27	which	which	PRON
fbem-27701	46	28	is	be	AUX
fbem-27701	46	29	measured	measure	VERB
fbem-27701	46	30	by	by	ADP
fbem-27701	46	31	the	the	DET
fbem-27701	46	32	sales	sale	NOUN
fbem-27701	46	33	revenue	revenue	NOUN
fbem-27701	46	34	of	of	ADP
fbem-27701	46	35	new	new	ADJ
fbem-27701	46	36	products	product	NOUN
fbem-27701	46	37	.	.	PUNCT
fbem-27701	47	1	2.2.3	2.2.3	X
fbem-27701	47	2	.	.	X
fbem-27701	47	3	environment	environment	NOUN
fbem-27701	47	4	variables	variable	NOUN
fbem-27701	47	5	environmental	environmental	ADJ
fbem-27701	47	6	variables	variable	NOUN
fbem-27701	47	7	refer	refer	VERB
fbem-27701	47	8	to	to	ADP
fbem-27701	47	9	those	those	DET
fbem-27701	47	10	external	external	ADJ
fbem-27701	47	11	factors	factor	NOUN
fbem-27701	47	12	that	that	PRON
fbem-27701	47	13	affect	affect	VERB
fbem-27701	47	14	the	the	DET
fbem-27701	47	15	innovation	innovation	NOUN
fbem-27701	47	16	efficiency	efficiency	NOUN
fbem-27701	47	17	of	of	ADP
fbem-27701	47	18	high	high	ADJ
fbem-27701	47	19	-	-	PUNCT
fbem-27701	47	20	tech	tech	NOUN
fbem-27701	47	21	industries	industry	NOUN
fbem-27701	47	22	but	but	CCONJ
fbem-27701	47	23	are	be	AUX
fbem-27701	47	24	not	not	PART
fbem-27701	47	25	subject	subject	ADJ
fbem-27701	47	26	to	to	ADP
fbem-27701	47	27	the	the	DET
fbem-27701	47	28	subjective	subjective	ADJ
fbem-27701	47	29	control	control	NOUN
fbem-27701	47	30	of	of	ADP
fbem-27701	47	31	samples	sample	NOUN
fbem-27701	47	32	or	or	CCONJ
fbem-27701	47	33	can	can	AUX
fbem-27701	47	34	not	not	PART
fbem-27701	47	35	be	be	AUX
fbem-27701	47	36	changed	change	VERB
fbem-27701	47	37	in	in	ADP
fbem-27701	47	38	the	the	DET
fbem-27701	47	39	short	short	ADJ
fbem-27701	47	40	term	term	NOUN
fbem-27701	47	41	.	.	PUNCT
fbem-27701	48	1	based	base	VERB
fbem-27701	48	2	on	on	ADP
fbem-27701	48	3	the	the	DET
fbem-27701	48	4	characteristics	characteristic	NOUN
fbem-27701	48	5	of	of	ADP
fbem-27701	48	6	the	the	DET
fbem-27701	48	7	development	development	NOUN
fbem-27701	48	8	of	of	ADP
fbem-27701	48	9	high	high	ADJ
fbem-27701	48	10	-	-	PUNCT
fbem-27701	48	11	tech	tech	NOUN
fbem-27701	48	12	industries	industry	NOUN
fbem-27701	48	13	in	in	ADP
fbem-27701	48	14	three	three	NUM
fbem-27701	48	15	regions	region	NOUN
fbem-27701	48	16	,	,	PUNCT
fbem-27701	48	17	this	this	DET
fbem-27701	48	18	paper	paper	NOUN
fbem-27701	48	19	selects	select	VERB
fbem-27701	48	20	regional	regional	ADJ
fbem-27701	48	21	economic	economic	ADJ
fbem-27701	48	22	environment	environment	NOUN
fbem-27701	48	23	,	,	PUNCT
fbem-27701	48	24	degree	degree	NOUN
fbem-27701	48	25	of	of	ADP
fbem-27701	48	26	opening	opening	NOUN
fbem-27701	48	27	up	up	ADP
fbem-27701	48	28	,	,	PUNCT
fbem-27701	48	29	quality	quality	NOUN
fbem-27701	48	30	of	of	ADP
fbem-27701	48	31	workers	worker	NOUN
fbem-27701	48	32	,	,	PUNCT
fbem-27701	48	33	collaborative	collaborative	ADJ
fbem-27701	48	34	innovation	innovation	NOUN
fbem-27701	48	35	capability	capability	NOUN
fbem-27701	48	36	,	,	PUNCT
fbem-27701	48	37	government	government	NOUN
fbem-27701	48	38	support	support	NOUN
fbem-27701	48	39	as	as	ADP
fbem-27701	48	40	environmental	environmental	ADJ
fbem-27701	48	41	variables	variable	NOUN
fbem-27701	48	42	from	from	ADP
fbem-27701	48	43	two	two	NUM
fbem-27701	48	44	aspects	aspect	NOUN
fbem-27701	48	45	within	within	ADP
fbem-27701	48	46	and	and	CCONJ
fbem-27701	48	47	between	between	ADP
fbem-27701	48	48	regions	region	NOUN
fbem-27701	48	49	.	.	PUNCT
fbem-27701	49	1	3	3	X
fbem-27701	49	2	.	.	X
fbem-27701	49	3	empirical	empirical	ADJ
fbem-27701	49	4	results	result	NOUN
fbem-27701	49	5	and	and	CCONJ
fbem-27701	49	6	analysis	analysis	NOUN
fbem-27701	49	7	3.1	3.1	NUM
fbem-27701	49	8	.	.	PUNCT
fbem-27701	50	1	the	the	DET
fbem-27701	50	2	first	first	ADJ
fbem-27701	50	3	stage	stage	NOUN
fbem-27701	50	4	:	:	PUNCT
fbem-27701	50	5	efficiency	efficiency	NOUN
fbem-27701	50	6	measurement	measurement	NOUN
fbem-27701	50	7	of	of	ADP
fbem-27701	50	8	output	output	NOUN
fbem-27701	50	9	-	-	PUNCT
fbem-27701	50	10	oriented	orient	VERB
fbem-27701	50	11	sbm	sbm	NOUN
fbem-27701	50	12	model	model	NOUN
fbem-27701	50	13	in	in	ADP
fbem-27701	50	14	order	order	NOUN
fbem-27701	50	15	to	to	PART
fbem-27701	50	16	clearly	clearly	ADV
fbem-27701	50	17	demonstrate	demonstrate	VERB
fbem-27701	50	18	the	the	DET
fbem-27701	50	19	difference	difference	NOUN
fbem-27701	50	20	between	between	ADP
fbem-27701	50	21	traditional	traditional	ADJ
fbem-27701	50	22	dea	dea	NOUN
fbem-27701	50	23	and	and	CCONJ
fbem-27701	50	24	dea	dea	PROPN
fbem-27701	50	25	windows	window	NOUN
fbem-27701	50	26	,	,	PUNCT
fbem-27701	50	27	this	this	DET
fbem-27701	50	28	article	article	NOUN
fbem-27701	50	29	uses	use	VERB
fbem-27701	50	30	traditional	traditional	ADJ
fbem-27701	50	31	dea	dea	PROPN
fbem-27701	50	32	and	and	CCONJ
fbem-27701	50	33	dea	dea	PROPN
fbem-27701	50	34	windows	windows	PROPN
fbem-27701	50	35	methods	method	NOUN
fbem-27701	50	36	to	to	PART
fbem-27701	50	37	measure	measure	VERB
fbem-27701	50	38	innovation	innovation	NOUN
fbem-27701	50	39	efficiency	efficiency	NOUN
fbem-27701	50	40	in	in	ADP
fbem-27701	50	41	each	each	DET
fbem-27701	50	42	province	province	NOUN
fbem-27701	50	43	,	,	PUNCT
fbem-27701	50	44	and	and	CCONJ
fbem-27701	50	45	sets	set	VERB
fbem-27701	50	46	the	the	DET
fbem-27701	50	47	dea	dea	PROPN
fbem-27701	50	48	windows	windows	PROPN
fbem-27701	50	49	’s	’s	PART
fbem-27701	50	50	period	period	NOUN
fbem-27701	50	51	to	to	ADP
fbem-27701	50	52	3	3	NUM
fbem-27701	50	53	.	.	PUNCT
fbem-27701	50	54	table	table	NOUN
fbem-27701	50	55	1	1	NUM
fbem-27701	50	56	.	.	PUNCT
fbem-27701	51	1	the	the	DET
fbem-27701	51	2	innovation	innovation	NOUN
fbem-27701	51	3	efficiency	efficiency	NOUN
fbem-27701	51	4	of	of	ADP
fbem-27701	51	5	six	six	NUM
fbem-27701	51	6	provinces	province	NOUN
fbem-27701	51	7	measured	measure	VERB
fbem-27701	51	8	by	by	ADP
fbem-27701	51	9	the	the	DET
fbem-27701	51	10	traditional	traditional	ADJ
fbem-27701	51	11	dea	dea	NOUN
fbem-27701	51	12	method	method	NOUN
fbem-27701	51	13	in	in	ADP
fbem-27701	51	14	2016	2016	NUM
fbem-27701	51	15	-	-	SYM
fbem-27701	51	16	2022	2022	NUM
fbem-27701	51	17	year	year	NOUN
fbem-27701	51	18	pe	pe	PROPN
fbem-27701	51	19	king	king	PROPN
fbem-27701	51	20	tian	tian	PROPN
fbem-27701	51	21	jin	jin	PROPN
fbem-27701	51	22	jiang	jiang	PROPN
fbem-27701	51	23	su	su	PROPN
fbem-27701	52	1	an	an	DET
fbem-27701	52	2	hui	hui	PROPN
fbem-27701	52	3	kwang	kwang	PROPN
fbem-27701	52	4	tung	tung	PROPN
fbem-27701	52	5	yun	yun	PROPN
fbem-27701	52	6	nan	nan	PROPN
fbem-27701	52	7	2016	2016	NUM
fbem-27701	52	8	0.95	0.95	NUM
fbem-27701	52	9	1	1	NUM
fbem-27701	52	10	0.48	0.48	NUM
fbem-27701	52	11	0.45	0.45	NUM
fbem-27701	52	12	1	1	NUM
fbem-27701	52	13	1	1	NUM
fbem-27701	52	14	2017	2017	NUM
fbem-27701	52	15	1	1	NUM
fbem-27701	52	16	0.91	0.91	NUM
fbem-27701	52	17	0.91	0.91	NUM
fbem-27701	52	18	0.55	0.55	NUM
fbem-27701	52	19	0.88	0.88	NUM
fbem-27701	52	20	1	1	NUM
fbem-27701	52	21	2018	2018	NUM
fbem-27701	52	22	1	1	NUM
fbem-27701	52	23	1	1	NUM
fbem-27701	52	24	0.79	0.79	NUM
fbem-27701	52	25	0.75	0.75	NUM
fbem-27701	52	26	1	1	NUM
fbem-27701	52	27	1	1	NUM
fbem-27701	52	28	2019	2019	NUM
fbem-27701	52	29	1	1	NUM
fbem-27701	52	30	1	1	NUM
fbem-27701	52	31	0.59	0.59	NUM
fbem-27701	52	32	1	1	NUM
fbem-27701	52	33	1	1	NUM
fbem-27701	52	34	1	1	NUM
fbem-27701	52	35	2020	2020	NUM
fbem-27701	52	36	1	1	NUM
fbem-27701	52	37	1	1	NUM
fbem-27701	52	38	0.73	0.73	NUM
fbem-27701	52	39	0.99	0.99	NUM
fbem-27701	52	40	1	1	NUM
fbem-27701	52	41	0.79	0.79	NUM
fbem-27701	52	42	2021	2021	NUM
fbem-27701	52	43	0.98	0.98	NUM
fbem-27701	52	44	1	1	NUM
fbem-27701	52	45	0.75	0.75	NUM
fbem-27701	52	46	0.95	0.95	NUM
fbem-27701	52	47	1	1	NUM
fbem-27701	52	48	0.96	0.96	NUM
fbem-27701	52	49	2022	2022	NUM
fbem-27701	52	50	1	1	NUM
fbem-27701	52	51	1	1	NUM
fbem-27701	52	52	1	1	NUM
fbem-27701	52	53	0.98	0.98	NUM
fbem-27701	52	54	1	1	NUM
fbem-27701	52	55	0.79	0.79	NUM
fbem-27701	52	56	table	table	NOUN
fbem-27701	52	57	2	2	NUM
fbem-27701	52	58	.	.	PUNCT
fbem-27701	53	1	the	the	DET
fbem-27701	53	2	innovation	innovation	NOUN
fbem-27701	53	3	efficiency	efficiency	NOUN
fbem-27701	53	4	of	of	ADP
fbem-27701	53	5	six	six	NUM
fbem-27701	53	6	provinces	province	NOUN
fbem-27701	53	7	measured	measure	VERB
fbem-27701	53	8	by	by	ADP
fbem-27701	53	9	the	the	DET
fbem-27701	53	10	dea	dea	PROPN
fbem-27701	53	11	-	-	PUNCT
fbem-27701	53	12	windows	windows	PROPN
fbem-27701	53	13	method	method	NOUN
fbem-27701	53	14	in	in	ADP
fbem-27701	53	15	2016	2016	NUM
fbem-27701	53	16	-	-	SYM
fbem-27701	53	17	2022	2022	NUM
fbem-27701	53	18	(	(	PUNCT
fbem-27701	53	19	before	before	ADP
fbem-27701	53	20	the	the	DET
fbem-27701	53	21	adjustment	adjustment	NOUN
fbem-27701	53	22	)	)	PUNCT
fbem-27701	53	23	year	year	NOUN
fbem-27701	53	24	pe	pe	PROPN
fbem-27701	53	25	king	king	PROPN
fbem-27701	53	26	tian	tian	PROPN
fbem-27701	53	27	jin	jin	PROPN
fbem-27701	53	28	jiang	jiang	PROPN
fbem-27701	53	29	su	su	PROPN
fbem-27701	54	1	an	an	DET
fbem-27701	54	2	hui	hui	PROPN
fbem-27701	54	3	kwang	kwang	PROPN
fbem-27701	54	4	tung	tung	PROPN
fbem-27701	54	5	yun	yun	PROPN
fbem-27701	54	6	nan	nan	PROPN
fbem-27701	54	7	2016	2016	NUM
fbem-27701	54	8	0.7	0.7	NUM
fbem-27701	54	9	1	1	NUM
fbem-27701	54	10	0.46	0.46	NUM
fbem-27701	54	11	0.37	0.37	NUM
fbem-27701	54	12	0.68	0.68	NUM
fbem-27701	54	13	0.84	0.84	NUM
fbem-27701	54	14	2017	2017	NUM
fbem-27701	54	15	1	1	NUM
fbem-27701	54	16	0.84	0.84	NUM
fbem-27701	54	17	0.82	0.82	NUM
fbem-27701	54	18	0.53	0.53	NUM
fbem-27701	54	19	0.88	0.88	NUM
fbem-27701	54	20	1	1	NUM
fbem-27701	54	21	2018	2018	NUM
fbem-27701	54	22	0.97	0.97	NUM
fbem-27701	54	23	0.96	0.96	NUM
fbem-27701	54	24	0.66	0.66	NUM
fbem-27701	54	25	0.63	0.63	NUM
fbem-27701	54	26	0.94	0.94	NUM
fbem-27701	54	27	0.85	0.85	NUM
fbem-27701	54	28	2019	2019	NUM
fbem-27701	54	29	0.91	0.91	NUM
fbem-27701	54	30	1	1	NUM
fbem-27701	54	31	0.57	0.57	NUM
fbem-27701	54	32	0.87	0.87	NUM
fbem-27701	54	33	0.88	0.88	NUM
fbem-27701	54	34	0.91	0.91	NUM
fbem-27701	54	35	2020	2020	NUM
fbem-27701	54	36	0.87	0.87	NUM
fbem-27701	54	37	0.94	0.94	NUM
fbem-27701	54	38	0.66	0.66	NUM
fbem-27701	54	39	0.85	0.85	NUM
fbem-27701	54	40	0.89	0.89	NUM
fbem-27701	54	41	0.68	0.68	NUM
fbem-27701	54	42	2021	2021	NUM
fbem-27701	54	43	0.86	0.86	NUM
fbem-27701	54	44	1	1	NUM
fbem-27701	54	45	0.67	0.67	NUM
fbem-27701	54	46	0.87	0.87	NUM
fbem-27701	54	47	0.95	0.95	NUM
fbem-27701	54	48	0.91	0.91	NUM
fbem-27701	54	49	2022	2022	NUM
fbem-27701	54	50	0.95	0.95	NUM
fbem-27701	54	51	0.68	0.68	NUM
fbem-27701	54	52	0.73	0.73	NUM
fbem-27701	54	53	0.86	0.86	NUM
fbem-27701	54	54	1	1	NUM
fbem-27701	54	55	0.78	0.78	NUM
fbem-27701	54	56	from	from	ADP
fbem-27701	54	57	table	table	NOUN
fbem-27701	54	58	1	1	NUM
fbem-27701	54	59	and	and	CCONJ
fbem-27701	54	60	table	table	NOUN
fbem-27701	54	61	2	2	NUM
fbem-27701	54	62	,	,	PUNCT
fbem-27701	54	63	it	it	PRON
fbem-27701	54	64	can	can	AUX
fbem-27701	54	65	be	be	AUX
fbem-27701	54	66	seen	see	VERB
fbem-27701	54	67	that	that	SCONJ
fbem-27701	54	68	without	without	ADP
fbem-27701	54	69	considering	consider	VERB
fbem-27701	54	70	environmental	environmental	ADJ
fbem-27701	54	71	and	and	CCONJ
fbem-27701	54	72	random	random	ADJ
fbem-27701	54	73	factors	factor	NOUN
fbem-27701	54	74	,	,	PUNCT
fbem-27701	54	75	the	the	DET
fbem-27701	54	76	innovation	innovation	NOUN
fbem-27701	54	77	efficiency	efficiency	NOUN
fbem-27701	54	78	values	value	NOUN
fbem-27701	54	79	of	of	ADP
fbem-27701	54	80	peking	peking	NOUN
fbem-27701	54	81	,	,	PUNCT
fbem-27701	54	82	tianjin	tianjin	PROPN
fbem-27701	54	83	,	,	PUNCT
fbem-27701	54	84	kwangtung	kwangtung	PROPN
fbem-27701	54	85	,	,	PUNCT
fbem-27701	54	86	and	and	CCONJ
fbem-27701	54	87	yunnan	yunnan	NOUN
fbem-27701	54	88	calculated	calculate	VERB
fbem-27701	54	89	using	use	VERB
fbem-27701	54	90	traditional	traditional	ADJ
fbem-27701	54	91	dea	dea	NOUN
fbem-27701	54	92	methods	method	NOUN
fbem-27701	54	93	have	have	AUX
fbem-27701	54	94	remained	remain	VERB
fbem-27701	54	95	at	at	ADP
fbem-27701	54	96	1	1	NUM
fbem-27701	54	97	for	for	ADP
fbem-27701	54	98	several	several	ADJ
fbem-27701	54	99	consecutive	consecutive	ADJ
fbem-27701	54	100	years	year	NOUN
fbem-27701	54	101	.	.	PUNCT
fbem-27701	55	1	this	this	DET
fbem-27701	55	2	result	result	NOUN
fbem-27701	55	3	is	be	AUX
fbem-27701	55	4	highly	highly	ADV
fbem-27701	55	5	likely	likely	ADJ
fbem-27701	55	6	to	to	PART
fbem-27701	55	7	be	be	AUX
fbem-27701	55	8	inconsistent	inconsistent	ADJ
fbem-27701	55	9	with	with	ADP
fbem-27701	55	10	reality	reality	NOUN
fbem-27701	55	11	and	and	CCONJ
fbem-27701	55	12	can	can	AUX
fbem-27701	55	13	not	not	PART
fbem-27701	55	14	be	be	AUX
fbem-27701	55	15	dynamically	dynamically	ADV
fbem-27701	55	16	compared	compare	VERB
fbem-27701	55	17	.	.	PUNCT
fbem-27701	56	1	the	the	DET
fbem-27701	56	2	results	result	NOUN
fbem-27701	56	3	of	of	ADP
fbem-27701	56	4	the	the	DET
fbem-27701	56	5	dea	dea	PROPN
fbem-27701	56	6	windows	window	NOUN
fbem-27701	56	7	method	method	NOUN
fbem-27701	56	8	used	use	VERB
fbem-27701	56	9	in	in	ADP
fbem-27701	56	10	this	this	DET
fbem-27701	56	11	article	article	NOUN
fbem-27701	56	12	show	show	VERB
fbem-27701	56	13	that	that	SCONJ
fbem-27701	56	14	the	the	DET
fbem-27701	56	15	innovation	innovation	NOUN
fbem-27701	56	16	efficiency	efficiency	NOUN
fbem-27701	56	17	values	value	NOUN
fbem-27701	56	18	of	of	ADP
fbem-27701	56	19	these	these	DET
fbem-27701	56	20	provinces	province	NOUN
fbem-27701	56	21	are	be	AUX
fbem-27701	56	22	basically	basically	ADV
fbem-27701	56	23	not	not	PART
fbem-27701	56	24	1	1	NUM
fbem-27701	56	25	,	,	PUNCT
fbem-27701	56	26	which	which	PRON
fbem-27701	56	27	allows	allow	VERB
fbem-27701	56	28	us	we	PRON
fbem-27701	56	29	to	to	PART
fbem-27701	56	30	understand	understand	VERB
fbem-27701	56	31	the	the	DET
fbem-27701	56	32	dynamic	dynamic	ADJ
fbem-27701	56	33	evolution	evolution	NOUN
fbem-27701	56	34	of	of	ADP
fbem-27701	56	35	innovation	innovation	NOUN
fbem-27701	56	36	efficiency	efficiency	NOUN
fbem-27701	56	37	in	in	ADP
fbem-27701	56	38	the	the	DET
fbem-27701	56	39	same	same	ADJ
fbem-27701	56	40	province	province	NOUN
fbem-27701	56	41	over	over	ADP
fbem-27701	56	42	different	different	ADJ
fbem-27701	56	43	years	year	NOUN
fbem-27701	56	44	.	.	PUNCT
fbem-27701	57	1	among	among	ADP
fbem-27701	57	2	them	they	PRON
fbem-27701	57	3	,	,	PUNCT
fbem-27701	57	4	the	the	DET
fbem-27701	57	5	efficiency	efficiency	NOUN
fbem-27701	57	6	value	value	NOUN
fbem-27701	57	7	of	of	ADP
fbem-27701	57	8	yunnan	yunnan	NOUN
fbem-27701	57	9	in	in	ADP
fbem-27701	57	10	2016	2016	NUM
fbem-27701	57	11	was	be	AUX
fbem-27701	57	12	0.84	0.84	NUM
fbem-27701	57	13	,	,	PUNCT
fbem-27701	57	14	higher	high	ADJ
fbem-27701	57	15	than	than	ADP
fbem-27701	57	16	the	the	DET
fbem-27701	57	17	efficiency	efficiency	NOUN
fbem-27701	57	18	values	value	NOUN
fbem-27701	57	19	of	of	ADP
fbem-27701	57	20	jiangsu	jiangsu	PROPN
fbem-27701	57	21	and	and	CCONJ
fbem-27701	57	22	peking	peking	NOUN
fbem-27701	57	23	in	in	ADP
fbem-27701	57	24	the	the	DET
fbem-27701	57	25	same	same	ADJ
fbem-27701	57	26	year	year	NOUN
fbem-27701	57	27	.	.	PUNCT
fbem-27701	58	1	during	during	ADP
fbem-27701	58	2	the	the	DET
fbem-27701	58	3	three	three	NUM
fbem-27701	58	4	years	year	NOUN
fbem-27701	58	5	of	of	ADP
fbem-27701	58	6	2020	2020	NUM
fbem-27701	58	7	-	-	SYM
fbem-27701	58	8	2022	2022	NUM
fbem-27701	58	9	,	,	PUNCT
fbem-27701	58	10	the	the	DET
fbem-27701	58	11	innovation	innovation	NOUN
fbem-27701	58	12	efficiency	efficiency	NOUN
fbem-27701	58	13	value	value	NOUN
fbem-27701	58	14	of	of	ADP
fbem-27701	58	15	jiangsu	jiangsu	PROPN
fbem-27701	58	16	has	have	AUX
fbem-27701	58	17	been	be	AUX
fbem-27701	58	18	fluctuating	fluctuate	VERB
fbem-27701	58	19	around	around	ADP
fbem-27701	58	20	0.7	0.7	NUM
fbem-27701	58	21	,	,	PUNCT
fbem-27701	58	22	lower	low	ADJ
fbem-27701	58	23	than	than	ADP
fbem-27701	58	24	that	that	PRON
fbem-27701	58	25	of	of	ADP
fbem-27701	58	26	anhui	anhui	PROPN
fbem-27701	58	27	and	and	CCONJ
fbem-27701	58	28	yunnan	yunnan	NOUN
fbem-27701	58	29	.	.	PUNCT
fbem-27701	59	1	tianjin	tianjin	PROPN
fbem-27701	59	2	's	's	PART
fbem-27701	59	3	efficiency	efficiency	NOUN
fbem-27701	59	4	value	value	NOUN
fbem-27701	59	5	has	have	AUX
fbem-27701	59	6	shown	show	VERB
fbem-27701	59	7	a	a	DET
fbem-27701	59	8	trend	trend	NOUN
fbem-27701	59	9	of	of	ADP
fbem-27701	59	10	first	first	ADV
fbem-27701	59	11	increasing	increase	VERB
fbem-27701	59	12	and	and	CCONJ
fbem-27701	59	13	then	then	ADV
fbem-27701	59	14	decreasing	decrease	VERB
fbem-27701	59	15	in	in	ADP
fbem-27701	59	16	the	the	DET
fbem-27701	59	17	past	past	ADJ
fbem-27701	59	18	three	three	NUM
fbem-27701	59	19	years	year	NOUN
fbem-27701	59	20	,	,	PUNCT
fbem-27701	59	21	with	with	ADP
fbem-27701	59	22	an	an	DET
fbem-27701	59	23	efficiency	efficiency	NOUN
fbem-27701	59	24	of	of	ADP
fbem-27701	59	25	only	only	ADV
fbem-27701	59	26	354	354	NUM
fbem-27701	59	27	0.68	0.68	NUM
fbem-27701	59	28	in	in	ADP
fbem-27701	59	29	2022	2022	NUM
fbem-27701	59	30	,	,	PUNCT
fbem-27701	59	31	the	the	DET
fbem-27701	59	32	lowest	low	ADJ
fbem-27701	59	33	among	among	ADP
fbem-27701	59	34	the	the	DET
fbem-27701	59	35	six	six	NUM
fbem-27701	59	36	provinces	province	NOUN
fbem-27701	59	37	.	.	PUNCT
fbem-27701	60	1	it	it	PRON
fbem-27701	60	2	can	can	AUX
fbem-27701	60	3	be	be	AUX
fbem-27701	60	4	found	find	VERB
fbem-27701	60	5	that	that	SCONJ
fbem-27701	60	6	the	the	DET
fbem-27701	60	7	level	level	NOUN
fbem-27701	60	8	of	of	ADP
fbem-27701	60	9	innovation	innovation	NOUN
fbem-27701	60	10	efficiency	efficiency	NOUN
fbem-27701	60	11	does	do	AUX
fbem-27701	60	12	not	not	PART
fbem-27701	60	13	match	match	VERB
fbem-27701	60	14	the	the	DET
fbem-27701	60	15	level	level	NOUN
fbem-27701	60	16	of	of	ADP
fbem-27701	60	17	economic	economic	ADJ
fbem-27701	60	18	development	development	NOUN
fbem-27701	60	19	,	,	PUNCT
fbem-27701	60	20	that	that	ADV
fbem-27701	60	21	is	is	ADV
fbem-27701	60	22	,	,	PUNCT
fbem-27701	60	23	regions	region	NOUN
fbem-27701	60	24	with	with	ADP
fbem-27701	60	25	high	high	ADJ
fbem-27701	60	26	levels	level	NOUN
fbem-27701	60	27	of	of	ADP
fbem-27701	60	28	economic	economic	ADJ
fbem-27701	60	29	development	development	NOUN
fbem-27701	60	30	have	have	VERB
fbem-27701	60	31	lower	low	ADJ
fbem-27701	60	32	innovation	innovation	NOUN
fbem-27701	60	33	efficiency	efficiency	NOUN
fbem-27701	60	34	values	value	NOUN
fbem-27701	60	35	,	,	PUNCT
fbem-27701	60	36	while	while	SCONJ
fbem-27701	60	37	regions	region	NOUN
fbem-27701	60	38	with	with	ADP
fbem-27701	60	39	low	low	ADJ
fbem-27701	60	40	levels	level	NOUN
fbem-27701	60	41	of	of	ADP
fbem-27701	60	42	economic	economic	ADJ
fbem-27701	60	43	development	development	NOUN
fbem-27701	60	44	have	have	VERB
fbem-27701	60	45	higher	high	ADJ
fbem-27701	60	46	innovation	innovation	NOUN
fbem-27701	60	47	efficiency	efficiency	NOUN
fbem-27701	60	48	values	value	NOUN
fbem-27701	60	49	.	.	PUNCT
fbem-27701	61	1	the	the	DET
fbem-27701	61	2	reason	reason	NOUN
fbem-27701	61	3	for	for	ADP
fbem-27701	61	4	this	this	DET
fbem-27701	61	5	result	result	NOUN
fbem-27701	61	6	may	may	AUX
fbem-27701	61	7	be	be	AUX
fbem-27701	61	8	due	due	ADJ
fbem-27701	61	9	to	to	ADP
fbem-27701	61	10	the	the	DET
fbem-27701	61	11	lack	lack	NOUN
fbem-27701	61	12	of	of	ADP
fbem-27701	61	13	consideration	consideration	NOUN
fbem-27701	61	14	of	of	ADP
fbem-27701	61	15	environmental	environmental	ADJ
fbem-27701	61	16	factors	factor	NOUN
fbem-27701	61	17	and	and	CCONJ
fbem-27701	61	18	random	random	ADJ
fbem-27701	61	19	interference	interference	NOUN
fbem-27701	61	20	in	in	ADP
fbem-27701	61	21	different	different	ADJ
fbem-27701	61	22	regions	region	NOUN
fbem-27701	61	23	,	,	PUNCT
fbem-27701	61	24	which	which	PRON
fbem-27701	61	25	once	once	ADV
fbem-27701	61	26	again	again	ADV
fbem-27701	61	27	reflects	reflect	VERB
fbem-27701	61	28	the	the	DET
fbem-27701	61	29	shortcomings	shortcoming	NOUN
fbem-27701	61	30	of	of	ADP
fbem-27701	61	31	traditional	traditional	ADJ
fbem-27701	61	32	dea	dea	NOUN
fbem-27701	61	33	methods	method	NOUN
fbem-27701	61	34	.	.	PUNCT
fbem-27701	62	1	3.2	3.2	NUM
fbem-27701	62	2	.	.	PUNCT
fbem-27701	63	1	the	the	DET
fbem-27701	63	2	second	second	ADJ
fbem-27701	63	3	stage	stage	NOUN
fbem-27701	63	4	:	:	PUNCT
fbem-27701	63	5	sfa	sfa	PROPN
fbem-27701	63	6	regression	regression	VERB
fbem-27701	63	7	analysis	analysis	NOUN
fbem-27701	63	8	the	the	DET
fbem-27701	63	9	input	input	NOUN
fbem-27701	63	10	relaxation	relaxation	NOUN
fbem-27701	63	11	variable	variable	NOUN
fbem-27701	63	12	measured	measure	VERB
fbem-27701	63	13	in	in	ADP
fbem-27701	63	14	the	the	DET
fbem-27701	63	15	first	first	ADJ
fbem-27701	63	16	stage	stage	NOUN
fbem-27701	63	17	was	be	AUX
fbem-27701	63	18	taken	take	VERB
fbem-27701	63	19	as	as	ADP
fbem-27701	63	20	the	the	DET
fbem-27701	63	21	explained	explain	VERB
fbem-27701	63	22	variable	variable	NOUN
fbem-27701	63	23	,	,	PUNCT
fbem-27701	63	24	and	and	CCONJ
fbem-27701	63	25	the	the	DET
fbem-27701	63	26	five	five	NUM
fbem-27701	63	27	environmental	environmental	ADJ
fbem-27701	63	28	variables	variable	NOUN
fbem-27701	63	29	of	of	ADP
fbem-27701	63	30	regional	regional	ADJ
fbem-27701	63	31	economic	economic	ADJ
fbem-27701	63	32	environment	environment	NOUN
fbem-27701	63	33	,	,	PUNCT
fbem-27701	63	34	degree	degree	NOUN
fbem-27701	63	35	of	of	ADP
fbem-27701	63	36	opening	opening	NOUN
fbem-27701	63	37	to	to	ADP
fbem-27701	63	38	the	the	DET
fbem-27701	63	39	outside	outside	ADJ
fbem-27701	63	40	world	world	NOUN
fbem-27701	63	41	,	,	PUNCT
fbem-27701	63	42	quality	quality	NOUN
fbem-27701	63	43	of	of	ADP
fbem-27701	63	44	workers	worker	NOUN
fbem-27701	63	45	,	,	PUNCT
fbem-27701	63	46	collaborative	collaborative	ADJ
fbem-27701	63	47	innovation	innovation	NOUN
fbem-27701	63	48	ability	ability	NOUN
fbem-27701	63	49	and	and	CCONJ
fbem-27701	63	50	government	government	NOUN
fbem-27701	63	51	support	support	NOUN
fbem-27701	63	52	were	be	AUX
fbem-27701	63	53	taken	take	VERB
fbem-27701	63	54	as	as	ADP
fbem-27701	63	55	the	the	DET
fbem-27701	63	56	explanatory	explanatory	ADJ
fbem-27701	63	57	variables	variable	NOUN
fbem-27701	63	58	.	.	PUNCT
fbem-27701	64	1	the	the	DET
fbem-27701	64	2	impact	impact	NOUN
fbem-27701	64	3	of	of	ADP
fbem-27701	64	4	environmental	environmental	ADJ
fbem-27701	64	5	variables	variable	NOUN
fbem-27701	64	6	on	on	ADP
fbem-27701	64	7	the	the	DET
fbem-27701	64	8	three	three	NUM
fbem-27701	64	9	input	input	NOUN
fbem-27701	64	10	relaxation	relaxation	NOUN
fbem-27701	64	11	variables	variable	NOUN
fbem-27701	64	12	was	be	AUX
fbem-27701	64	13	investigated	investigate	VERB
fbem-27701	64	14	,	,	PUNCT
fbem-27701	64	15	and	and	CCONJ
fbem-27701	64	16	a	a	DET
fbem-27701	64	17	stochastic	stochastic	ADJ
fbem-27701	64	18	frontier	frontier	NOUN
fbem-27701	64	19	analysis	analysis	NOUN
fbem-27701	64	20	model	model	NOUN
fbem-27701	64	21	was	be	AUX
fbem-27701	64	22	constructed	construct	VERB
fbem-27701	64	23	.	.	PUNCT
fbem-27701	65	1	table	table	NOUN
fbem-27701	65	2	3	3	NUM
fbem-27701	65	3	.	.	PUNCT
fbem-27701	66	1	sfa	sfa	NOUN
fbem-27701	66	2	analysis	analysis	NOUN
fbem-27701	66	3	results	result	NOUN
fbem-27701	66	4	r	r	NOUN
fbem-27701	66	5	&	&	CCONJ
fbem-27701	66	6	d	d	PROPN
fbem-27701	66	7	internal	internal	ADJ
fbem-27701	66	8	expenditure	expenditure	NOUN
fbem-27701	66	9	new	new	ADJ
fbem-27701	66	10	product	product	NOUN
fbem-27701	66	11	development	development	NOUN
fbem-27701	66	12	funds	fund	NOUN
fbem-27701	66	13	r	r	PROPN
fbem-27701	66	14	&	&	CCONJ
fbem-27701	66	15	d	d	PROPN
fbem-27701	66	16	personnel	personnel	NOUN
fbem-27701	66	17	equivalent	equivalent	ADJ
fbem-27701	66	18	to	to	ADP
fbem-27701	66	19	full	full	ADJ
fbem-27701	66	20	-	-	PUNCT
fbem-27701	66	21	time	time	NOUN
fbem-27701	66	22	equivalent	equivalent	ADJ
fbem-27701	66	23	constant	constant	ADJ
fbem-27701	66	24	-9.67e+04	-9.67e+04	NOUN
fbem-27701	66	25	*	*	PUNCT
fbem-27701	66	26	*	*	PUNCT
fbem-27701	66	27	*	*	PUNCT
fbem-27701	66	28	(	(	PUNCT
fbem-27701	66	29	1.00e+00	1.00e+00	NUM
fbem-27701	66	30	)	)	PUNCT
fbem-27701	66	31	-7.47e+04	-7.47e+04	NOUN
fbem-27701	66	32	*	*	PUNCT
fbem-27701	66	33	*	*	PUNCT
fbem-27701	66	34	*	*	PUNCT
fbem-27701	66	35	(	(	PUNCT
fbem-27701	66	36	1.00e+00	1.00e+00	NUM
fbem-27701	66	37	)	)	PUNCT
fbem-27701	66	38	8.27e+01	8.27e+01	NOUN
fbem-27701	66	39	*	*	PUNCT
fbem-27701	66	40	*	*	PUNCT
fbem-27701	66	41	*	*	PUNCT
fbem-27701	66	42	(	(	PUNCT
fbem-27701	66	43	1.00e+00	1.00e+00	NUM
fbem-27701	66	44	)	)	PUNCT
fbem-27701	66	45	regional	regional	ADJ
fbem-27701	66	46	economic	economic	ADJ
fbem-27701	66	47	environment	environment	NOUN
fbem-27701	66	48	9.14e+00	9.14e+00	NUM
fbem-27701	66	49	*	*	PUNCT
fbem-27701	66	50	*	*	PUNCT
fbem-27701	66	51	*	*	PUNCT
fbem-27701	66	52	(	(	PUNCT
fbem-27701	66	53	1.99e+00	1.99e+00	NUM
fbem-27701	66	54	)	)	PUNCT
fbem-27701	66	55	9.77e+00	9.77e+00	NUM
fbem-27701	66	56	*	*	PUNCT
fbem-27701	66	57	*	*	PUNCT
fbem-27701	66	58	*	*	PUNCT
fbem-27701	66	59	(	(	PUNCT
fbem-27701	66	60	1.73e+00	1.73e+00	NUM
fbem-27701	66	61	)	)	PUNCT
fbem-27701	66	62	1.20e-01	1.20e-01	NUM
fbem-27701	66	63	*	*	PUNCT
fbem-27701	66	64	*	*	PUNCT
fbem-27701	66	65	*	*	PUNCT
fbem-27701	66	66	(	(	PUNCT
fbem-27701	66	67	1.49e-02	1.49e-02	NUM
fbem-27701	66	68	)	)	PUNCT
fbem-27701	66	69	degree	degree	NOUN
fbem-27701	66	70	of	of	ADP
fbem-27701	66	71	opening	opening	NOUN
fbem-27701	66	72	up	up	ADP
fbem-27701	66	73	-1.07e+06	-1.07e+06	ADP
fbem-27701	66	74	*	*	PUNCT
fbem-27701	66	75	*	*	PUNCT
fbem-27701	66	76	*	*	PUNCT
fbem-27701	66	77	(	(	PUNCT
fbem-27701	66	78	1.00e+00	1.00e+00	NUM
fbem-27701	66	79	)	)	PUNCT
fbem-27701	66	80	-8.15e+05	-8.15e+05	NOUN
fbem-27701	66	81	*	*	PUNCT
fbem-27701	67	1	*	*	PUNCT
fbem-27701	67	2	*	*	PUNCT
fbem-27701	67	3	(	(	PUNCT
fbem-27701	67	4	1.00e+00	1.00e+00	NUM
fbem-27701	67	5	)	)	PUNCT
fbem-27701	67	6	-7.23e+05	-7.23e+05	NOUN
fbem-27701	67	7	*	*	PUNCT
fbem-27701	68	1	*	*	PUNCT
fbem-27701	68	2	*	*	PUNCT
fbem-27701	68	3	(	(	PUNCT
fbem-27701	68	4	1.00e+00	1.00e+00	NUM
fbem-27701	68	5	)	)	PUNCT
fbem-27701	68	6	quality	quality	NOUN
fbem-27701	68	7	of	of	ADP
fbem-27701	68	8	workers	worker	NOUN
fbem-27701	68	9	-1.40e+02	-1.40e+02	VERB
fbem-27701	68	10	*	*	PUNCT
fbem-27701	69	1	*	*	PUNCT
fbem-27701	69	2	*	*	PUNCT
fbem-27701	69	3	(	(	PUNCT
fbem-27701	69	4	2.80e+01	2.80e+01	NUM
fbem-27701	69	5	)	)	PUNCT
fbem-27701	69	6	-1.54e+02	-1.54e+02	PROPN
fbem-27701	69	7	*	*	PUNCT
fbem-27701	69	8	*	*	PUNCT
fbem-27701	69	9	*	*	PUNCT
fbem-27701	69	10	(	(	PUNCT
fbem-27701	69	11	2.58e+01	2.58e+01	NUM
fbem-27701	69	12	)	)	PUNCT
fbem-27701	69	13	-2.74e+00	-2.74e+00	PROPN
fbem-27701	69	14	*	*	PUNCT
fbem-27701	69	15	*	*	PUNCT
fbem-27701	69	16	*	*	PUNCT
fbem-27701	69	17	(	(	PUNCT
fbem-27701	69	18	2.78e-01	2.78e-01	NUM
fbem-27701	69	19	)	)	PUNCT
fbem-27701	69	20	collaborative	collaborative	ADJ
fbem-27701	69	21	innovation	innovation	NOUN
fbem-27701	69	22	capability	capability	NOUN
fbem-27701	69	23	-1.08e+01	-1.08e+01	NOUN
fbem-27701	69	24	*	*	PUNCT
fbem-27701	69	25	(	(	PUNCT
fbem-27701	69	26	6.30e+00	6.30e+00	NUM
fbem-27701	69	27	)	)	PUNCT
fbem-27701	69	28	-1.94e+00	-1.94e+00	NOUN
fbem-27701	69	29	(	(	PUNCT
fbem-27701	69	30	7.74e+00	7.74e+00	X
fbem-27701	69	31	)	)	PUNCT
fbem-27701	69	32	7.00e-02	7.00e-02	NOUN
fbem-27701	69	33	*	*	NOUN
fbem-27701	69	34	*	*	PUNCT
fbem-27701	69	35	(	(	PUNCT
fbem-27701	69	36	2.92e-02	2.92e-02	NUM
fbem-27701	69	37	)	)	PUNCT
fbem-27701	69	38	government	government	NOUN
fbem-27701	69	39	support	support	NOUN
fbem-27701	69	40	4.05e+05	4.05e+05	NUM
fbem-27701	69	41	*	*	PUNCT
fbem-27701	69	42	*	*	PUNCT
fbem-27701	69	43	*	*	PUNCT
fbem-27701	69	44	(	(	PUNCT
fbem-27701	69	45	1.00e+00	1.00e+00	NUM
fbem-27701	69	46	)	)	PUNCT
fbem-27701	69	47	3.97e+05	3.97e+05	NUM
fbem-27701	69	48	*	*	PUNCT
fbem-27701	69	49	*	*	PUNCT
fbem-27701	69	50	*	*	PUNCT
fbem-27701	69	51	(	(	PUNCT
fbem-27701	69	52	1.00e+00	1.00e+00	NUM
fbem-27701	69	53	)	)	PUNCT
fbem-27701	69	54	7.32e+03	7.32e+03	NOUN
fbem-27701	69	55	*	*	PUNCT
fbem-27701	69	56	*	*	PUNCT
fbem-27701	69	57	*	*	PUNCT
fbem-27701	69	58	(	(	PUNCT
fbem-27701	69	59	1.00e+00	1.00e+00	NUM
fbem-27701	69	60	)	)	PUNCT
fbem-27701	69	61	𝜎	𝜎	NOUN
fbem-27701	70	1	2	2	NUM
fbem-27701	70	2	5.18e+10	5.18e+10	NUM
fbem-27701	70	3	*	*	PUNCT
fbem-27701	70	4	*	*	PUNCT
fbem-27701	70	5	*	*	PUNCT
fbem-27701	70	6	5.74e+10	5.74e+10	NUM
fbem-27701	70	7	*	*	NOUN
fbem-27701	70	8	*	*	PUNCT
fbem-27701	70	9	*	*	PUNCT
fbem-27701	71	1	1.17e+08	1.17e+08	NUM
fbem-27701	71	2	*	*	NOUN
fbem-27701	71	3	*	*	PUNCT
fbem-27701	71	4	*	*	PUNCT
fbem-27701	71	5	γ	γ	X
fbem-27701	71	6	0.88	0.88	NUM
fbem-27701	71	7	*	*	PUNCT
fbem-27701	71	8	*	*	PUNCT
fbem-27701	71	9	*	*	PUNCT
fbem-27701	71	10	0.74	0.74	NUM
fbem-27701	71	11	*	*	PUNCT
fbem-27701	71	12	*	*	PUNCT
fbem-27701	71	13	*	*	PUNCT
fbem-27701	71	14	1.00	1.00	NUM
fbem-27701	71	15	*	*	PUNCT
fbem-27701	71	16	*	*	PUNCT
fbem-27701	71	17	*	*	PUNCT
fbem-27701	71	18	likelihood	likelihood	NOUN
fbem-27701	71	19	-1.68e+03	-1.68e+03	SCONJ
fbem-27701	71	20	-1.70e+03	-1.70e+03	NOUN
fbem-27701	71	21	-1.27e+03	-1.27e+03	NOUN
fbem-27701	71	22	as	as	SCONJ
fbem-27701	71	23	can	can	AUX
fbem-27701	71	24	be	be	AUX
fbem-27701	71	25	seen	see	VERB
fbem-27701	71	26	from	from	ADP
fbem-27701	71	27	table	table	NOUN
fbem-27701	71	28	3	3	NUM
fbem-27701	71	29	,	,	PUNCT
fbem-27701	71	30	the	the	DET
fbem-27701	71	31	coefficients	coefficient	NOUN
fbem-27701	71	32	of	of	ADP
fbem-27701	71	33	other	other	ADJ
fbem-27701	71	34	environmental	environmental	ADJ
fbem-27701	71	35	variables	variable	NOUN
fbem-27701	71	36	have	have	AUX
fbem-27701	71	37	passed	pass	VERB
fbem-27701	71	38	the	the	DET
fbem-27701	71	39	significance	significance	NOUN
fbem-27701	71	40	test	test	NOUN
fbem-27701	71	41	,	,	PUNCT
fbem-27701	71	42	except	except	SCONJ
fbem-27701	71	43	that	that	SCONJ
fbem-27701	71	44	the	the	DET
fbem-27701	71	45	coefficient	coefficient	NOUN
fbem-27701	71	46	of	of	ADP
fbem-27701	71	47	collaborative	collaborative	ADJ
fbem-27701	71	48	innovation	innovation	NOUN
fbem-27701	71	49	capability	capability	NOUN
fbem-27701	71	50	has	have	AUX
fbem-27701	71	51	no	no	DET
fbem-27701	71	52	significant	significant	ADJ
fbem-27701	71	53	effect	effect	NOUN
fbem-27701	71	54	on	on	ADP
fbem-27701	71	55	the	the	DET
fbem-27701	71	56	relaxation	relaxation	NOUN
fbem-27701	71	57	variable	variable	NOUN
fbem-27701	71	58	of	of	ADP
fbem-27701	71	59	npd	npd	NOUN
fbem-27701	71	60	funds	fund	NOUN
fbem-27701	71	61	.	.	PUNCT
fbem-27701	72	1	this	this	PRON
fbem-27701	72	2	indicates	indicate	VERB
fbem-27701	72	3	that	that	SCONJ
fbem-27701	72	4	the	the	DET
fbem-27701	72	5	selected	select	VERB
fbem-27701	72	6	environmental	environmental	ADJ
fbem-27701	72	7	variables	variable	NOUN
fbem-27701	72	8	have	have	VERB
fbem-27701	72	9	a	a	DET
fbem-27701	72	10	significant	significant	ADJ
fbem-27701	72	11	impact	impact	NOUN
fbem-27701	72	12	on	on	ADP
fbem-27701	72	13	the	the	DET
fbem-27701	72	14	relaxation	relaxation	NOUN
fbem-27701	72	15	value	value	NOUN
fbem-27701	72	16	of	of	ADP
fbem-27701	72	17	r	r	NOUN
fbem-27701	72	18	&	&	CCONJ
fbem-27701	72	19	d	d	NOUN
fbem-27701	72	20	input	input	NOUN
fbem-27701	72	21	in	in	ADP
fbem-27701	72	22	high	high	ADJ
fbem-27701	72	23	-	-	PUNCT
fbem-27701	72	24	tech	tech	NOUN
fbem-27701	72	25	industries	industry	NOUN
fbem-27701	72	26	,	,	PUNCT
fbem-27701	72	27	and	and	CCONJ
fbem-27701	72	28	the	the	DET
fbem-27701	72	29	𝜎	𝜎	PROPN
fbem-27701	72	30	2	2	NUM
fbem-27701	72	31	and	and	CCONJ
fbem-27701	72	32	γ	γ	NOUN
fbem-27701	72	33	values	value	NOUN
fbem-27701	72	34	of	of	ADP
fbem-27701	72	35	the	the	DET
fbem-27701	72	36	three	three	NUM
fbem-27701	72	37	input	input	NOUN
fbem-27701	72	38	relaxation	relaxation	NOUN
fbem-27701	72	39	variables	variable	NOUN
fbem-27701	72	40	all	all	PRON
fbem-27701	72	41	pass	pass	VERB
fbem-27701	72	42	the	the	DET
fbem-27701	72	43	significance	significance	NOUN
fbem-27701	72	44	test	test	NOUN
fbem-27701	72	45	at	at	ADP
fbem-27701	72	46	the	the	DET
fbem-27701	72	47	1	1	NUM
fbem-27701	72	48	%	%	NOUN
fbem-27701	72	49	level	level	NOUN
fbem-27701	72	50	.	.	PUNCT
fbem-27701	73	1	further	further	ADJ
fbem-27701	73	2	analysis	analysis	NOUN
fbem-27701	73	3	shows	show	VERB
fbem-27701	73	4	that	that	SCONJ
fbem-27701	73	5	the	the	DET
fbem-27701	73	6	γ	γ	PROPN
fbem-27701	73	7	values	value	NOUN
fbem-27701	73	8	of	of	ADP
fbem-27701	73	9	the	the	DET
fbem-27701	73	10	three	three	NUM
fbem-27701	73	11	input	input	NOUN
fbem-27701	73	12	relaxation	relaxation	NOUN
fbem-27701	73	13	variables	variable	NOUN
fbem-27701	73	14	are	be	AUX
fbem-27701	73	15	all	all	ADV
fbem-27701	73	16	large	large	ADJ
fbem-27701	73	17	,	,	PUNCT
fbem-27701	73	18	indicating	indicate	VERB
fbem-27701	73	19	that	that	SCONJ
fbem-27701	73	20	the	the	DET
fbem-27701	73	21	influence	influence	NOUN
fbem-27701	73	22	of	of	ADP
fbem-27701	73	23	management	management	NOUN
fbem-27701	73	24	inefficiency	inefficiency	NOUN
fbem-27701	73	25	factors	factor	NOUN
fbem-27701	73	26	on	on	ADP
fbem-27701	73	27	the	the	DET
fbem-27701	73	28	relaxation	relaxation	NOUN
fbem-27701	73	29	variables	variable	NOUN
fbem-27701	73	30	is	be	AUX
fbem-27701	73	31	a	a	DET
fbem-27701	73	32	large	large	ADJ
fbem-27701	73	33	proportion	proportion	NOUN
fbem-27701	73	34	,	,	PUNCT
fbem-27701	73	35	while	while	SCONJ
fbem-27701	73	36	the	the	DET
fbem-27701	73	37	influence	influence	NOUN
fbem-27701	73	38	of	of	ADP
fbem-27701	73	39	random	random	ADJ
fbem-27701	73	40	interference	interference	NOUN
fbem-27701	73	41	terms	term	NOUN
fbem-27701	73	42	on	on	ADP
fbem-27701	73	43	the	the	DET
fbem-27701	73	44	relaxation	relaxation	NOUN
fbem-27701	73	45	variables	variable	NOUN
fbem-27701	73	46	is	be	AUX
fbem-27701	73	47	small	small	ADJ
fbem-27701	73	48	.	.	PUNCT
fbem-27701	74	1	therefore	therefore	ADV
fbem-27701	74	2	,	,	PUNCT
fbem-27701	74	3	it	it	PRON
fbem-27701	74	4	is	be	AUX
fbem-27701	74	5	necessary	necessary	ADJ
fbem-27701	74	6	to	to	PART
fbem-27701	74	7	use	use	VERB
fbem-27701	74	8	sfa	sfa	NOUN
fbem-27701	74	9	model	model	NOUN
fbem-27701	74	10	to	to	PART
fbem-27701	74	11	control	control	VERB
fbem-27701	74	12	the	the	DET
fbem-27701	74	13	influence	influence	NOUN
fbem-27701	74	14	of	of	ADP
fbem-27701	74	15	environmental	environmental	ADJ
fbem-27701	74	16	factors	factor	NOUN
fbem-27701	74	17	and	and	CCONJ
fbem-27701	74	18	random	random	ADJ
fbem-27701	74	19	disturbances	disturbance	NOUN
fbem-27701	74	20	on	on	ADP
fbem-27701	74	21	innovation	innovation	NOUN
fbem-27701	74	22	efficiency	efficiency	NOUN
fbem-27701	74	23	,	,	PUNCT
fbem-27701	74	24	so	so	SCONJ
fbem-27701	74	25	that	that	SCONJ
fbem-27701	74	26	all	all	DET
fbem-27701	74	27	decisionmaking	decisionmake	VERB
fbem-27701	74	28	units	unit	NOUN
fbem-27701	74	29	are	be	AUX
fbem-27701	74	30	in	in	ADP
fbem-27701	74	31	the	the	DET
fbem-27701	74	32	same	same	ADJ
fbem-27701	74	33	external	external	ADJ
fbem-27701	74	34	environment	environment	NOUN
fbem-27701	74	35	.	.	PUNCT
fbem-27701	75	1	3.3	3.3	NUM
fbem-27701	75	2	.	.	PUNCT
fbem-27701	76	1	the	the	DET
fbem-27701	76	2	third	third	ADJ
fbem-27701	76	3	stage	stage	NOUN
fbem-27701	76	4	:	:	PUNCT
fbem-27701	76	5	dea	dea	NOUN
fbem-27701	76	6	efficiency	efficiency	NOUN
fbem-27701	76	7	analysis	analysis	NOUN
fbem-27701	76	8	of	of	ADP
fbem-27701	76	9	adjusted	adjusted	ADJ
fbem-27701	76	10	input	input	NOUN
fbem-27701	76	11	-	-	PUNCT
fbem-27701	76	12	output	output	NOUN
fbem-27701	76	13	variables	variable	NOUN
fbem-27701	76	14	based	base	VERB
fbem-27701	76	15	on	on	ADP
fbem-27701	76	16	the	the	DET
fbem-27701	76	17	estimation	estimation	NOUN
fbem-27701	76	18	results	result	NOUN
fbem-27701	76	19	of	of	ADP
fbem-27701	76	20	the	the	DET
fbem-27701	76	21	second	second	ADJ
fbem-27701	76	22	stage	stage	NOUN
fbem-27701	76	23	sfa	sfa	NOUN
fbem-27701	76	24	stochastic	stochastic	ADJ
fbem-27701	76	25	frontier	frontier	NOUN
fbem-27701	76	26	analysis	analysis	NOUN
fbem-27701	76	27	,	,	PUNCT
fbem-27701	76	28	the	the	DET
fbem-27701	76	29	adjusted	adjust	VERB
fbem-27701	76	30	input	input	NOUN
fbem-27701	76	31	data	datum	NOUN
fbem-27701	76	32	and	and	CCONJ
fbem-27701	76	33	the	the	DET
fbem-27701	76	34	original	original	ADJ
fbem-27701	76	35	output	output	NOUN
fbem-27701	76	36	data	datum	NOUN
fbem-27701	76	37	are	be	AUX
fbem-27701	76	38	brought	bring	VERB
fbem-27701	76	39	into	into	ADP
fbem-27701	76	40	the	the	DET
fbem-27701	76	41	dea	dea	PROPN
fbem-27701	76	42	-	-	PUNCT
fbem-27701	76	43	windows	windows	PROPN
fbem-27701	76	44	model	model	NOUN
fbem-27701	76	45	to	to	PART
fbem-27701	76	46	measure	measure	VERB
fbem-27701	76	47	the	the	DET
fbem-27701	76	48	pure	pure	ADJ
fbem-27701	76	49	technical	technical	ADJ
fbem-27701	76	50	efficiency	efficiency	NOUN
fbem-27701	76	51	,	,	PUNCT
fbem-27701	76	52	scale	scale	NOUN
fbem-27701	76	53	efficiency	efficiency	NOUN
fbem-27701	76	54	and	and	CCONJ
fbem-27701	76	55	technical	technical	ADJ
fbem-27701	76	56	efficiency	efficiency	NOUN
fbem-27701	76	57	.	.	PUNCT
fbem-27701	77	1	in	in	ADP
fbem-27701	77	2	this	this	DET
fbem-27701	77	3	stage	stage	NOUN
fbem-27701	77	4	,	,	PUNCT
fbem-27701	77	5	the	the	DET
fbem-27701	77	6	influence	influence	NOUN
fbem-27701	77	7	of	of	ADP
fbem-27701	77	8	environmental	environmental	ADJ
fbem-27701	77	9	factors	factor	NOUN
fbem-27701	77	10	and	and	CCONJ
fbem-27701	77	11	random	random	ADJ
fbem-27701	77	12	disturbance	disturbance	NOUN
fbem-27701	77	13	is	be	AUX
fbem-27701	77	14	excluded	exclude	VERB
fbem-27701	77	15	,	,	PUNCT
fbem-27701	77	16	and	and	CCONJ
fbem-27701	77	17	all	all	DET
fbem-27701	77	18	decision	decision	NOUN
fbem-27701	77	19	-	-	PUNCT
fbem-27701	77	20	making	make	VERB
fbem-27701	77	21	units	unit	NOUN
fbem-27701	77	22	are	be	AUX
fbem-27701	77	23	placed	place	VERB
fbem-27701	77	24	in	in	ADP
fbem-27701	77	25	the	the	DET
fbem-27701	77	26	same	same	ADJ
fbem-27701	77	27	environment	environment	NOUN
fbem-27701	77	28	.	.	PUNCT
fbem-27701	78	1	the	the	DET
fbem-27701	78	2	results	result	NOUN
fbem-27701	78	3	show	show	VERB
fbem-27701	78	4	that	that	SCONJ
fbem-27701	78	5	the	the	DET
fbem-27701	78	6	innovation	innovation	NOUN
fbem-27701	78	7	efficiency	efficiency	NOUN
fbem-27701	78	8	of	of	ADP
fbem-27701	78	9	high	high	ADJ
fbem-27701	78	10	-	-	PUNCT
fbem-27701	78	11	tech	tech	NOUN
fbem-27701	78	12	r	r	NOUN
fbem-27701	78	13	&	&	CCONJ
fbem-27701	78	14	d	d	NOUN
fbem-27701	78	15	activities	activity	NOUN
fbem-27701	78	16	in	in	ADP
fbem-27701	78	17	each	each	DET
fbem-27701	78	18	region	region	NOUN
fbem-27701	78	19	changes	change	NOUN
fbem-27701	78	20	greatly	greatly	ADV
fbem-27701	78	21	before	before	ADP
fbem-27701	78	22	and	and	CCONJ
fbem-27701	78	23	after	after	ADP
fbem-27701	78	24	the	the	DET
fbem-27701	78	25	adjustment	adjustment	NOUN
fbem-27701	78	26	.	.	PUNCT
fbem-27701	79	1	the	the	DET
fbem-27701	79	2	average	average	ADJ
fbem-27701	79	3	innovation	innovation	NOUN
fbem-27701	79	4	efficiency	efficiency	NOUN
fbem-27701	79	5	of	of	ADP
fbem-27701	79	6	each	each	DET
fbem-27701	79	7	region	region	NOUN
fbem-27701	79	8	in	in	ADP
fbem-27701	79	9	2016	2016	NUM
fbem-27701	79	10	-	-	SYM
fbem-27701	79	11	2022	2022	NUM
fbem-27701	79	12	are	be	AUX
fbem-27701	79	13	shown	show	VERB
fbem-27701	79	14	in	in	ADP
fbem-27701	79	15	table	table	NOUN
fbem-27701	79	16	4	4	NUM
fbem-27701	79	17	.	.	PUNCT
fbem-27701	79	18	table	table	NOUN
fbem-27701	79	19	4	4	NUM
fbem-27701	79	20	.	.	PUNCT
fbem-27701	79	21	average	average	ADJ
fbem-27701	79	22	innovation	innovation	NOUN
fbem-27701	79	23	efficiency	efficiency	NOUN
fbem-27701	79	24	of	of	ADP
fbem-27701	79	25	each	each	DET
fbem-27701	79	26	region	region	NOUN
fbem-27701	79	27	in	in	ADP
fbem-27701	79	28	20162022	20162022	NUM
fbem-27701	79	29	(	(	PUNCT
fbem-27701	79	30	after	after	ADP
fbem-27701	79	31	the	the	DET
fbem-27701	79	32	adjustment	adjustment	NOUN
fbem-27701	79	33	)	)	PUNCT
fbem-27701	79	34	region	region	NOUN
fbem-27701	79	35	te	te	AUX
fbem-27701	79	36	pte	pte	PROPN
fbem-27701	79	37	se	se	PROPN
fbem-27701	79	38	peking	peking	PROPN
fbem-27701	79	39	0.86	0.86	NUM
fbem-27701	79	40	0.94	0.94	NUM
fbem-27701	79	41	0.91	0.91	NUM
fbem-27701	79	42	tianjin	tianjin	NOUN
fbem-27701	79	43	0.85	0.85	NUM
fbem-27701	79	44	0.95	0.95	NUM
fbem-27701	79	45	0.89	0.89	NUM
fbem-27701	79	46	hebei	hebei	PROPN
fbem-27701	79	47	0.21	0.21	NUM
fbem-27701	79	48	0.83	0.83	NUM
fbem-27701	79	49	0.26	0.26	NUM
fbem-27701	79	50	liaoning	liaoning	NOUN
fbem-27701	79	51	0.31	0.31	NUM
fbem-27701	79	52	0.73	0.73	NUM
fbem-27701	79	53	0.43	0.43	NUM
fbem-27701	79	54	shandong	shandong	NOUN
fbem-27701	79	55	0.59	0.59	NUM
fbem-27701	79	56	0.61	0.61	NUM
fbem-27701	79	57	0.96	0.96	NUM
fbem-27701	79	58	shanghai	shanghai	NOUN
fbem-27701	79	59	0.51	0.51	NUM
fbem-27701	79	60	0.66	0.66	NUM
fbem-27701	79	61	0.77	0.77	NUM
fbem-27701	79	62	jiangsu	jiangsu	NOUN
fbem-27701	79	63	0.87	0.87	NUM
fbem-27701	79	64	0.94	0.94	NUM
fbem-27701	79	65	0.93	0.93	NUM
fbem-27701	79	66	zhejiang	zhejiang	PROPN
fbem-27701	79	67	0.58	0.58	NUM
fbem-27701	79	68	0.67	0.67	NUM
fbem-27701	79	69	0.86	0.86	NUM
fbem-27701	79	70	anhui	anhui	NOUN
fbem-27701	79	71	0.44	0.44	NUM
fbem-27701	79	72	0.91	0.91	NUM
fbem-27701	79	73	0.47	0.47	NUM
fbem-27701	79	74	kwangtung	kwangtung	PROPN
fbem-27701	79	75	0.97	0.97	NUM
fbem-27701	79	76	0.98	0.98	NUM
fbem-27701	79	77	0.99	0.99	NUM
fbem-27701	79	78	fujian	fujian	NOUN
fbem-27701	79	79	0.56	0.56	NUM
fbem-27701	79	80	0.70	0.70	NUM
fbem-27701	79	81	0.81	0.81	NUM
fbem-27701	79	82	jiangxi	jiangxi	NOUN
fbem-27701	79	83	0.26	0.26	NUM
fbem-27701	80	1	0.82	0.82	NUM
fbem-27701	80	2	0.31	0.31	NUM
fbem-27701	81	1	hunan	hunan	NOUN
fbem-27701	81	2	0.46	0.46	NUM
fbem-27701	81	3	0.83	0.83	NUM
fbem-27701	81	4	0.56	0.56	NUM
fbem-27701	81	5	guangxi	guangxi	NOUN
fbem-27701	81	6	0.12	0.12	NUM
fbem-27701	81	7	0.96	0.96	NUM
fbem-27701	81	8	0.12	0.12	NUM
fbem-27701	81	9	hainan	hainan	PROPN
fbem-27701	81	10	0.08	0.08	NUM
fbem-27701	81	11	1.00	1.00	NUM
fbem-27701	81	12	0.08	0.08	NUM
fbem-27701	81	13	sichuan	sichuan	X
fbem-27701	81	14	0.50	0.50	NUM
fbem-27701	81	15	0.80	0.80	NUM
fbem-27701	81	16	0.60	0.60	NUM
fbem-27701	81	17	guizhou	guizhou	NOUN
fbem-27701	81	18	0.17	0.17	NUM
fbem-27701	81	19	0.86	0.86	NUM
fbem-27701	81	20	0.20	0.20	NUM
fbem-27701	81	21	yunnan	yunnan	NOUN
fbem-27701	81	22	0.14	0.14	NUM
fbem-27701	81	23	0.99	0.99	NUM
fbem-27701	81	24	0.15	0.15	NUM
fbem-27701	81	25	bohai	bohai	NOUN
fbem-27701	81	26	rim	rim	NOUN
fbem-27701	81	27	0.56	0.56	NUM
fbem-27701	81	28	0.81	0.81	NUM
fbem-27701	81	29	0.69	0.69	NUM
fbem-27701	81	30	yangtze	yangtze	PROPN
fbem-27701	81	31	river	river	PROPN
fbem-27701	81	32	delta	delta	PROPN
fbem-27701	81	33	0.60	0.60	NUM
fbem-27701	81	34	0.79	0.79	NUM
fbem-27701	81	35	0.76	0.76	NUM
fbem-27701	81	36	pan	pan	ADJ
fbem-27701	81	37	-	-	ADJ
fbem-27701	81	38	pearl	pearl	ADJ
fbem-27701	81	39	river	river	NOUN
fbem-27701	81	40	delta	delta	NOUN
fbem-27701	81	41	0.36	0.36	NUM
fbem-27701	81	42	0.88	0.88	NUM
fbem-27701	81	43	0.42	0.42	NUM
fbem-27701	81	44	three	three	NUM
fbem-27701	81	45	regions	region	NOUN
fbem-27701	81	46	0.47	0.47	NUM
fbem-27701	81	47	0.84	0.84	NUM
fbem-27701	81	48	0.57	0.57	NUM
fbem-27701	81	49	from	from	ADP
fbem-27701	81	50	a	a	DET
fbem-27701	81	51	regional	regional	ADJ
fbem-27701	81	52	perspective	perspective	NOUN
fbem-27701	81	53	,	,	PUNCT
fbem-27701	81	54	it	it	PRON
fbem-27701	81	55	can	can	AUX
fbem-27701	81	56	be	be	AUX
fbem-27701	81	57	seen	see	VERB
fbem-27701	81	58	from	from	ADP
fbem-27701	81	59	figure	figure	NOUN
fbem-27701	81	60	1	1	NUM
fbem-27701	81	61	that	that	SCONJ
fbem-27701	81	62	after	after	ADP
fbem-27701	81	63	controlling	control	VERB
fbem-27701	81	64	the	the	DET
fbem-27701	81	65	influence	influence	NOUN
fbem-27701	81	66	of	of	ADP
fbem-27701	81	67	environmental	environmental	ADJ
fbem-27701	81	68	factors	factor	NOUN
fbem-27701	81	69	and	and	CCONJ
fbem-27701	81	70	random	random	ADJ
fbem-27701	81	71	disturbance	disturbance	NOUN
fbem-27701	81	72	factors	factor	NOUN
fbem-27701	81	73	,	,	PUNCT
fbem-27701	81	74	the	the	DET
fbem-27701	81	75	average	average	ADJ
fbem-27701	81	76	comprehensive	comprehensive	ADJ
fbem-27701	81	77	efficiency	efficiency	NOUN
fbem-27701	81	78	of	of	ADP
fbem-27701	81	79	the	the	DET
fbem-27701	81	80	three	three	NUM
fbem-27701	81	81	economic	economic	ADJ
fbem-27701	81	82	zones	zone	NOUN
fbem-27701	81	83	has	have	AUX
fbem-27701	81	84	decreased	decrease	VERB
fbem-27701	81	85	,	,	PUNCT
fbem-27701	81	86	among	among	ADP
fbem-27701	81	87	which	which	PRON
fbem-27701	81	88	the	the	DET
fbem-27701	81	89	pan	pan	ADJ
fbem-27701	81	90	-	-	ADJ
fbem-27701	81	91	pearl	pearl	ADJ
fbem-27701	81	92	river	river	NOUN
fbem-27701	81	93	delta	delta	NOUN
fbem-27701	81	94	economic	economic	ADJ
fbem-27701	81	95	zone	zone	NOUN
fbem-27701	81	96	has	have	VERB
fbem-27701	81	97	the	the	DET
fbem-27701	81	98	largest	large	ADJ
fbem-27701	81	99	decline	decline	NOUN
fbem-27701	81	100	,	,	PUNCT
fbem-27701	81	101	with	with	ADP
fbem-27701	81	102	a	a	DET
fbem-27701	81	103	decrease	decrease	NOUN
fbem-27701	81	104	of	of	ADP
fbem-27701	81	105	44.5	44.5	NUM
fbem-27701	81	106	percentage	percentage	NOUN
fbem-27701	81	107	points	point	NOUN
fbem-27701	81	108	,	,	PUNCT
fbem-27701	81	109	355	355	NUM
fbem-27701	81	110	followed	follow	VERB
fbem-27701	81	111	by	by	ADP
fbem-27701	81	112	the	the	DET
fbem-27701	81	113	bohai	bohai	NOUN
fbem-27701	81	114	rim	rim	PROPN
fbem-27701	81	115	economic	economic	ADJ
fbem-27701	81	116	zone	zone	NOUN
fbem-27701	81	117	,	,	PUNCT
fbem-27701	81	118	while	while	SCONJ
fbem-27701	81	119	the	the	DET
fbem-27701	81	120	comprehensive	comprehensive	ADJ
fbem-27701	81	121	efficiency	efficiency	NOUN
fbem-27701	81	122	of	of	ADP
fbem-27701	81	123	the	the	DET
fbem-27701	81	124	yangtze	yangtze	PROPN
fbem-27701	81	125	river	river	PROPN
fbem-27701	81	126	delta	delta	PROPN
fbem-27701	81	127	economic	economic	ADJ
fbem-27701	81	128	zone	zone	NOUN
fbem-27701	81	129	has	have	VERB
fbem-27701	81	130	an	an	DET
fbem-27701	81	131	insignificant	insignificant	ADJ
fbem-27701	81	132	decline	decline	NOUN
fbem-27701	81	133	,	,	PUNCT
fbem-27701	81	134	only	only	ADV
fbem-27701	81	135	less	less	ADJ
fbem-27701	81	136	than	than	ADP
fbem-27701	81	137	1	1	NUM
fbem-27701	81	138	%	%	NOUN
fbem-27701	81	139	.	.	PUNCT
fbem-27701	82	1	since	since	SCONJ
fbem-27701	82	2	the	the	DET
fbem-27701	82	3	reform	reform	NOUN
fbem-27701	82	4	and	and	CCONJ
fbem-27701	82	5	opening	opening	NOUN
fbem-27701	82	6	up	up	ADP
fbem-27701	82	7	,	,	PUNCT
fbem-27701	82	8	the	the	DET
fbem-27701	82	9	pan	pan	ADJ
fbem-27701	82	10	-	-	ADJ
fbem-27701	82	11	pearl	pearl	ADJ
fbem-27701	82	12	river	river	NOUN
fbem-27701	82	13	delta	delta	NOUN
fbem-27701	82	14	economic	economic	ADJ
fbem-27701	82	15	zone	zone	NOUN
fbem-27701	82	16	has	have	AUX
fbem-27701	82	17	received	receive	VERB
fbem-27701	82	18	strong	strong	ADJ
fbem-27701	82	19	support	support	NOUN
fbem-27701	82	20	from	from	ADP
fbem-27701	82	21	the	the	DET
fbem-27701	82	22	government	government	NOUN
fbem-27701	82	23	and	and	CCONJ
fbem-27701	82	24	has	have	VERB
fbem-27701	82	25	a	a	DET
fbem-27701	82	26	high	high	ADJ
fbem-27701	82	27	degree	degree	NOUN
fbem-27701	82	28	of	of	ADP
fbem-27701	82	29	opening	opening	NOUN
fbem-27701	82	30	up	up	ADP
fbem-27701	82	31	.	.	PUNCT
fbem-27701	83	1	in	in	ADP
fbem-27701	83	2	addition	addition	NOUN
fbem-27701	83	3	,	,	PUNCT
fbem-27701	83	4	attractive	attractive	ADJ
fbem-27701	83	5	talent	talent	NOUN
fbem-27701	83	6	introduction	introduction	NOUN
fbem-27701	83	7	policies	policy	NOUN
fbem-27701	83	8	have	have	AUX
fbem-27701	83	9	been	be	AUX
fbem-27701	83	10	proposed	propose	VERB
fbem-27701	83	11	in	in	ADP
fbem-27701	83	12	recent	recent	ADJ
fbem-27701	83	13	years	year	NOUN
fbem-27701	83	14	,	,	PUNCT
fbem-27701	83	15	and	and	CCONJ
fbem-27701	83	16	the	the	DET
fbem-27701	83	17	quality	quality	NOUN
fbem-27701	83	18	of	of	ADP
fbem-27701	83	19	workers	worker	NOUN
fbem-27701	83	20	has	have	AUX
fbem-27701	83	21	also	also	ADV
fbem-27701	83	22	been	be	AUX
fbem-27701	83	23	improved	improve	VERB
fbem-27701	83	24	to	to	ADP
fbem-27701	83	25	a	a	DET
fbem-27701	83	26	certain	certain	ADJ
fbem-27701	83	27	extent	extent	NOUN
fbem-27701	83	28	.	.	PUNCT
fbem-27701	84	1	the	the	DET
fbem-27701	84	2	region	region	NOUN
fbem-27701	84	3	enjoys	enjoy	VERB
fbem-27701	84	4	rich	rich	ADJ
fbem-27701	84	5	r	r	NOUN
fbem-27701	84	6	&	&	CCONJ
fbem-27701	84	7	d	d	NOUN
fbem-27701	84	8	resources	resource	NOUN
fbem-27701	84	9	,	,	PUNCT
fbem-27701	84	10	and	and	CCONJ
fbem-27701	84	11	it	it	PRON
fbem-27701	84	12	is	be	AUX
fbem-27701	84	13	reasonable	reasonable	ADJ
fbem-27701	84	14	that	that	SCONJ
fbem-27701	84	15	the	the	DET
fbem-27701	84	16	efficiency	efficiency	NOUN
fbem-27701	84	17	value	value	NOUN
fbem-27701	84	18	has	have	AUX
fbem-27701	84	19	decreased	decrease	VERB
fbem-27701	84	20	significantly	significantly	ADV
fbem-27701	84	21	after	after	ADP
fbem-27701	84	22	controlling	control	VERB
fbem-27701	84	23	environmental	environmental	ADJ
fbem-27701	84	24	factors	factor	NOUN
fbem-27701	84	25	.	.	PUNCT
fbem-27701	85	1	the	the	DET
fbem-27701	85	2	bohai	bohai	PROPN
fbem-27701	85	3	rim	rim	NOUN
fbem-27701	85	4	economic	economic	ADJ
fbem-27701	85	5	zone	zone	NOUN
fbem-27701	85	6	is	be	AUX
fbem-27701	85	7	the	the	DET
fbem-27701	85	8	largest	large	ADJ
fbem-27701	85	9	industrial	industrial	ADJ
fbem-27701	85	10	intensive	intensive	ADJ
fbem-27701	85	11	area	area	NOUN
fbem-27701	85	12	in	in	ADP
fbem-27701	85	13	china	china	PROPN
fbem-27701	85	14	,	,	PUNCT
fbem-27701	85	15	which	which	PRON
fbem-27701	85	16	not	not	PART
fbem-27701	85	17	only	only	ADV
fbem-27701	85	18	has	have	VERB
fbem-27701	85	19	the	the	DET
fbem-27701	85	20	advantages	advantage	NOUN
fbem-27701	85	21	of	of	ADP
fbem-27701	85	22	resources	resource	NOUN
fbem-27701	85	23	and	and	CCONJ
fbem-27701	85	24	market	market	NOUN
fbem-27701	85	25	,	,	PUNCT
fbem-27701	85	26	but	but	CCONJ
fbem-27701	85	27	also	also	ADV
fbem-27701	85	28	has	have	VERB
fbem-27701	85	29	strong	strong	ADJ
fbem-27701	85	30	scientific	scientific	ADJ
fbem-27701	85	31	and	and	CCONJ
fbem-27701	85	32	technological	technological	ADJ
fbem-27701	85	33	strength	strength	NOUN
fbem-27701	85	34	.	.	PUNCT
fbem-27701	86	1	the	the	DET
fbem-27701	86	2	scientific	scientific	ADJ
fbem-27701	86	3	and	and	CCONJ
fbem-27701	86	4	technological	technological	ADJ
fbem-27701	86	5	personnel	personnel	NOUN
fbem-27701	86	6	of	of	ADP
fbem-27701	86	7	scientific	scientific	ADJ
fbem-27701	86	8	research	research	NOUN
fbem-27701	86	9	institutes	institute	NOUN
fbem-27701	86	10	and	and	CCONJ
fbem-27701	86	11	colleges	college	NOUN
fbem-27701	86	12	and	and	CCONJ
fbem-27701	86	13	universities	university	NOUN
fbem-27701	86	14	in	in	ADP
fbem-27701	86	15	peking	peking	PROPN
fbem-27701	86	16	and	and	CCONJ
fbem-27701	86	17	tianjin	tianjin	PROPN
fbem-27701	86	18	alone	alone	ADV
fbem-27701	86	19	account	account	VERB
fbem-27701	86	20	for	for	ADP
fbem-27701	86	21	a	a	DET
fbem-27701	86	22	quarter	quarter	NOUN
fbem-27701	86	23	of	of	ADP
fbem-27701	86	24	the	the	DET
fbem-27701	86	25	country	country	NOUN
fbem-27701	86	26	.	.	PUNCT
fbem-27701	87	1	in	in	ADP
fbem-27701	87	2	addition	addition	NOUN
fbem-27701	87	3	,	,	PUNCT
fbem-27701	87	4	the	the	DET
fbem-27701	87	5	development	development	NOUN
fbem-27701	87	6	strategy	strategy	NOUN
fbem-27701	87	7	of	of	ADP
fbem-27701	87	8	the	the	DET
fbem-27701	87	9	region	region	NOUN
fbem-27701	87	10	also	also	ADV
fbem-27701	87	11	relies	rely	VERB
fbem-27701	87	12	on	on	ADP
fbem-27701	87	13	inter	inter	ADJ
fbem-27701	87	14	-	-	ADJ
fbem-27701	87	15	regional	regional	ADJ
fbem-27701	87	16	collaborative	collaborative	ADJ
fbem-27701	87	17	innovation	innovation	NOUN
fbem-27701	87	18	to	to	PART
fbem-27701	87	19	achieve	achieve	VERB
fbem-27701	87	20	.	.	PUNCT
fbem-27701	88	1	when	when	SCONJ
fbem-27701	88	2	these	these	DET
fbem-27701	88	3	external	external	ADJ
fbem-27701	88	4	environmental	environmental	ADJ
fbem-27701	88	5	factors	factor	NOUN
fbem-27701	88	6	are	be	AUX
fbem-27701	88	7	abandoned	abandon	VERB
fbem-27701	88	8	,	,	PUNCT
fbem-27701	88	9	the	the	DET
fbem-27701	88	10	innovation	innovation	NOUN
fbem-27701	88	11	efficiency	efficiency	NOUN
fbem-27701	88	12	will	will	AUX
fbem-27701	88	13	inevitably	inevitably	ADV
fbem-27701	88	14	decline	decline	VERB
fbem-27701	88	15	.	.	PUNCT
fbem-27701	89	1	the	the	DET
fbem-27701	89	2	yangtze	yangtze	PROPN
fbem-27701	89	3	river	river	PROPN
fbem-27701	89	4	delta	delta	PROPN
fbem-27701	89	5	economic	economic	ADJ
fbem-27701	89	6	zone	zone	NOUN
fbem-27701	89	7	is	be	AUX
fbem-27701	89	8	positioned	position	VERB
fbem-27701	89	9	to	to	PART
fbem-27701	89	10	target	target	VERB
fbem-27701	89	11	the	the	DET
fbem-27701	89	12	world	world	NOUN
fbem-27701	89	13	's	's	PART
fbem-27701	89	14	scientific	scientific	ADJ
fbem-27701	89	15	and	and	CCONJ
fbem-27701	89	16	technological	technological	ADJ
fbem-27701	89	17	frontier	frontier	NOUN
fbem-27701	89	18	,	,	PUNCT
fbem-27701	89	19	stimulate	stimulate	VERB
fbem-27701	89	20	the	the	DET
fbem-27701	89	21	power	power	NOUN
fbem-27701	89	22	,	,	PUNCT
fbem-27701	89	23	vitality	vitality	NOUN
fbem-27701	89	24	and	and	CCONJ
fbem-27701	89	25	ability	ability	NOUN
fbem-27701	89	26	of	of	ADP
fbem-27701	89	27	innovation	innovation	NOUN
fbem-27701	89	28	subjects	subject	NOUN
fbem-27701	89	29	and	and	CCONJ
fbem-27701	89	30	entrepreneurial	entrepreneurial	ADJ
fbem-27701	89	31	talents	talent	NOUN
fbem-27701	89	32	,	,	PUNCT
fbem-27701	89	33	and	and	CCONJ
fbem-27701	89	34	become	become	VERB
fbem-27701	89	35	an	an	DET
fbem-27701	89	36	important	important	ADJ
fbem-27701	89	37	hub	hub	NOUN
fbem-27701	89	38	of	of	ADP
fbem-27701	89	39	the	the	DET
fbem-27701	89	40	national	national	ADJ
fbem-27701	89	41	innovation	innovation	NOUN
fbem-27701	89	42	network	network	NOUN
fbem-27701	89	43	,	,	PUNCT
fbem-27701	89	44	and	and	CCONJ
fbem-27701	89	45	an	an	DET
fbem-27701	89	46	important	important	ADJ
fbem-27701	89	47	resource	resource	NOUN
fbem-27701	89	48	for	for	ADP
fbem-27701	89	49	major	major	ADJ
fbem-27701	89	50	international	international	ADJ
fbem-27701	89	51	scientific	scientific	ADJ
fbem-27701	89	52	development	development	NOUN
fbem-27701	89	53	,	,	PUNCT
fbem-27701	89	54	original	original	ADJ
fbem-27701	89	55	technological	technological	ADJ
fbem-27701	89	56	inventions	invention	NOUN
fbem-27701	89	57	and	and	CCONJ
fbem-27701	89	58	high	high	ADJ
fbem-27701	89	59	-	-	PUNCT
fbem-27701	89	60	tech	tech	NOUN
fbem-27701	89	61	industry	industry	NOUN
fbem-27701	89	62	cultivation	cultivation	NOUN
fbem-27701	89	63	.	.	PUNCT
fbem-27701	90	1	as	as	ADP
fbem-27701	90	2	the	the	DET
fbem-27701	90	3	new	new	ADJ
fbem-27701	90	4	vanguard	vanguard	NOUN
fbem-27701	90	5	of	of	ADP
fbem-27701	90	6	china	china	PROPN
fbem-27701	90	7	's	's	PART
fbem-27701	90	8	scientific	scientific	ADJ
fbem-27701	90	9	and	and	CCONJ
fbem-27701	90	10	technological	technological	ADJ
fbem-27701	90	11	innovation	innovation	NOUN
fbem-27701	90	12	,	,	PUNCT
fbem-27701	90	13	the	the	DET
fbem-27701	90	14	innovation	innovation	NOUN
fbem-27701	90	15	efficiency	efficiency	NOUN
fbem-27701	90	16	will	will	AUX
fbem-27701	90	17	not	not	PART
fbem-27701	90	18	change	change	VERB
fbem-27701	90	19	significantly	significantly	ADV
fbem-27701	90	20	because	because	SCONJ
fbem-27701	90	21	of	of	ADP
fbem-27701	90	22	environmental	environmental	ADJ
fbem-27701	90	23	factors	factor	NOUN
fbem-27701	90	24	.	.	PUNCT
fbem-27701	91	1	based	base	VERB
fbem-27701	91	2	on	on	ADP
fbem-27701	91	3	the	the	DET
fbem-27701	91	4	adjusted	adjust	VERB
fbem-27701	91	5	data	datum	NOUN
fbem-27701	91	6	,	,	PUNCT
fbem-27701	91	7	the	the	DET
fbem-27701	91	8	innovation	innovation	NOUN
fbem-27701	91	9	efficiency	efficiency	NOUN
fbem-27701	91	10	of	of	ADP
fbem-27701	91	11	high	high	ADJ
fbem-27701	91	12	-	-	PUNCT
fbem-27701	91	13	tech	tech	NOUN
fbem-27701	91	14	industries	industry	NOUN
fbem-27701	91	15	in	in	ADP
fbem-27701	91	16	each	each	DET
fbem-27701	91	17	region	region	NOUN
fbem-27701	91	18	is	be	AUX
fbem-27701	91	19	further	far	ADV
fbem-27701	91	20	analyzed	analyze	VERB
fbem-27701	91	21	:	:	PUNCT
fbem-27701	91	22	the	the	DET
fbem-27701	91	23	average	average	ADJ
fbem-27701	91	24	technical	technical	ADJ
fbem-27701	91	25	efficiency	efficiency	NOUN
fbem-27701	91	26	of	of	ADP
fbem-27701	91	27	the	the	DET
fbem-27701	91	28	yangtze	yangtze	PROPN
fbem-27701	91	29	river	river	PROPN
fbem-27701	91	30	delta	delta	PROPN
fbem-27701	91	31	region	region	NOUN
fbem-27701	91	32	during	during	ADP
fbem-27701	91	33	2016	2016	NUM
fbem-27701	91	34	-	-	SYM
fbem-27701	91	35	2022	2022	NUM
fbem-27701	91	36	is	be	AUX
fbem-27701	91	37	0.6	0.6	NUM
fbem-27701	91	38	,	,	PUNCT
fbem-27701	91	39	which	which	PRON
fbem-27701	91	40	is	be	AUX
fbem-27701	91	41	the	the	DET
fbem-27701	91	42	highest	high	ADJ
fbem-27701	91	43	among	among	ADP
fbem-27701	91	44	the	the	DET
fbem-27701	91	45	three	three	NUM
fbem-27701	91	46	regions	region	NOUN
fbem-27701	91	47	,	,	PUNCT
fbem-27701	91	48	and	and	CCONJ
fbem-27701	91	49	the	the	DET
fbem-27701	91	50	average	average	ADJ
fbem-27701	91	51	values	value	NOUN
fbem-27701	91	52	of	of	ADP
fbem-27701	91	53	pure	pure	ADJ
fbem-27701	91	54	technical	technical	ADJ
fbem-27701	91	55	efficiency	efficiency	NOUN
fbem-27701	91	56	and	and	CCONJ
fbem-27701	91	57	scale	scale	NOUN
fbem-27701	91	58	efficiency	efficiency	NOUN
fbem-27701	91	59	are	be	AUX
fbem-27701	91	60	close	close	ADJ
fbem-27701	91	61	to	to	ADP
fbem-27701	91	62	0.8	0.8	NUM
fbem-27701	91	63	.	.	PUNCT
fbem-27701	92	1	the	the	DET
fbem-27701	92	2	overall	overall	ADJ
fbem-27701	92	3	efficiency	efficiency	NOUN
fbem-27701	92	4	increased	increase	VERB
fbem-27701	92	5	from	from	ADP
fbem-27701	92	6	0.38	0.38	NUM
fbem-27701	92	7	to	to	ADP
fbem-27701	92	8	0.71	0.71	NUM
fbem-27701	92	9	in	in	ADP
fbem-27701	92	10	7	7	NUM
fbem-27701	92	11	years	year	NOUN
fbem-27701	92	12	,	,	PUNCT
fbem-27701	92	13	an	an	DET
fbem-27701	92	14	increase	increase	NOUN
fbem-27701	92	15	of	of	ADP
fbem-27701	92	16	84.3	84.3	NUM
fbem-27701	92	17	percentage	percentage	NOUN
fbem-27701	92	18	points	point	NOUN
fbem-27701	92	19	.	.	PUNCT
fbem-27701	93	1	the	the	DET
fbem-27701	93	2	annual	annual	ADJ
fbem-27701	93	3	level	level	NOUN
fbem-27701	93	4	of	of	ADP
fbem-27701	93	5	pure	pure	ADJ
fbem-27701	93	6	technical	technical	ADJ
fbem-27701	93	7	efficiency	efficiency	NOUN
fbem-27701	93	8	and	and	CCONJ
fbem-27701	93	9	scale	scale	NOUN
fbem-27701	93	10	efficiency	efficiency	NOUN
fbem-27701	93	11	is	be	AUX
fbem-27701	93	12	relatively	relatively	ADV
fbem-27701	93	13	close	close	ADJ
fbem-27701	93	14	,	,	PUNCT
fbem-27701	93	15	stable	stable	ADJ
fbem-27701	93	16	between	between	ADP
fbem-27701	93	17	0.6	0.6	NUM
fbem-27701	93	18	and	and	CCONJ
fbem-27701	93	19	0.9	0.9	NUM
fbem-27701	93	20	,	,	PUNCT
fbem-27701	93	21	indicating	indicate	VERB
fbem-27701	93	22	that	that	SCONJ
fbem-27701	93	23	the	the	DET
fbem-27701	93	24	yangtze	yangtze	PROPN
fbem-27701	93	25	river	river	PROPN
fbem-27701	93	26	delta	delta	PROPN
fbem-27701	93	27	region	region	NOUN
fbem-27701	93	28	maintains	maintain	VERB
fbem-27701	93	29	a	a	DET
fbem-27701	93	30	leading	lead	VERB
fbem-27701	93	31	position	position	NOUN
fbem-27701	93	32	in	in	ADP
fbem-27701	93	33	technological	technological	ADJ
fbem-27701	93	34	innovation	innovation	NOUN
fbem-27701	93	35	and	and	CCONJ
fbem-27701	93	36	institutional	institutional	ADJ
fbem-27701	93	37	management	management	NOUN
fbem-27701	93	38	.	.	PUNCT
fbem-27701	94	1	specifically	specifically	ADV
fbem-27701	94	2	,	,	PUNCT
fbem-27701	94	3	the	the	DET
fbem-27701	94	4	innovation	innovation	NOUN
fbem-27701	94	5	efficiency	efficiency	NOUN
fbem-27701	94	6	value	value	NOUN
fbem-27701	94	7	of	of	ADP
fbem-27701	94	8	jiangsu	jiangsu	PROPN
fbem-27701	94	9	in	in	ADP
fbem-27701	94	10	recent	recent	ADJ
fbem-27701	94	11	years	year	NOUN
fbem-27701	94	12	is	be	AUX
fbem-27701	94	13	close	close	ADJ
fbem-27701	94	14	to	to	ADP
fbem-27701	94	15	1	1	NUM
fbem-27701	94	16	,	,	PUNCT
fbem-27701	94	17	which	which	PRON
fbem-27701	94	18	is	be	AUX
fbem-27701	94	19	at	at	ADP
fbem-27701	94	20	the	the	DET
fbem-27701	94	21	forefront	forefront	NOUN
fbem-27701	94	22	of	of	ADP
fbem-27701	94	23	production	production	NOUN
fbem-27701	94	24	.	.	PUNCT
fbem-27701	95	1	however	however	ADV
fbem-27701	95	2	,	,	PUNCT
fbem-27701	95	3	the	the	DET
fbem-27701	95	4	innovation	innovation	NOUN
fbem-27701	95	5	efficiency	efficiency	NOUN
fbem-27701	95	6	of	of	ADP
fbem-27701	95	7	shanghai	shanghai	PROPN
fbem-27701	95	8	and	and	CCONJ
fbem-27701	95	9	zhejiang	zhejiang	PROPN
fbem-27701	95	10	is	be	AUX
fbem-27701	95	11	not	not	PART
fbem-27701	95	12	very	very	ADV
fbem-27701	95	13	high	high	ADJ
fbem-27701	95	14	,	,	PUNCT
fbem-27701	95	15	especially	especially	ADV
fbem-27701	95	16	in	in	ADP
fbem-27701	95	17	recent	recent	ADJ
fbem-27701	95	18	years	year	NOUN
fbem-27701	95	19	,	,	PUNCT
fbem-27701	95	20	the	the	DET
fbem-27701	95	21	innovation	innovation	NOUN
fbem-27701	95	22	efficiency	efficiency	NOUN
fbem-27701	95	23	of	of	ADP
fbem-27701	95	24	shanghai	shanghai	PROPN
fbem-27701	95	25	is	be	AUX
fbem-27701	95	26	only	only	ADV
fbem-27701	95	27	about	about	ADV
fbem-27701	95	28	0.5	0.5	NUM
fbem-27701	95	29	,	,	PUNCT
fbem-27701	95	30	while	while	SCONJ
fbem-27701	95	31	that	that	PRON
fbem-27701	95	32	of	of	ADP
fbem-27701	95	33	zhejiang	zhejiang	PROPN
fbem-27701	95	34	is	be	AUX
fbem-27701	95	35	only	only	ADV
fbem-27701	95	36	about	about	ADV
fbem-27701	95	37	0.6	0.6	NUM
fbem-27701	95	38	,	,	PUNCT
fbem-27701	95	39	which	which	PRON
fbem-27701	95	40	is	be	AUX
fbem-27701	95	41	inconsistent	inconsistent	ADJ
fbem-27701	95	42	with	with	ADP
fbem-27701	95	43	the	the	DET
fbem-27701	95	44	existing	exist	VERB
fbem-27701	95	45	research	research	NOUN
fbem-27701	95	46	and	and	CCONJ
fbem-27701	95	47	general	general	ADJ
fbem-27701	95	48	opinion	opinion	NOUN
fbem-27701	95	49	.	.	PUNCT
fbem-27701	96	1	combined	combine	VERB
fbem-27701	96	2	with	with	ADP
fbem-27701	96	3	the	the	DET
fbem-27701	96	4	input	input	NOUN
fbem-27701	96	5	-	-	PUNCT
fbem-27701	96	6	output	output	NOUN
fbem-27701	96	7	data	datum	NOUN
fbem-27701	96	8	,	,	PUNCT
fbem-27701	96	9	it	it	PRON
fbem-27701	96	10	is	be	AUX
fbem-27701	96	11	found	find	VERB
fbem-27701	96	12	that	that	SCONJ
fbem-27701	96	13	a	a	DET
fbem-27701	96	14	large	large	ADJ
fbem-27701	96	15	amount	amount	NOUN
fbem-27701	96	16	of	of	ADP
fbem-27701	96	17	capital	capital	NOUN
fbem-27701	96	18	and	and	CCONJ
fbem-27701	96	19	manpower	manpower	NOUN
fbem-27701	96	20	have	have	AUX
fbem-27701	96	21	been	be	AUX
fbem-27701	96	22	invested	invest	VERB
fbem-27701	96	23	in	in	ADP
fbem-27701	96	24	these	these	DET
fbem-27701	96	25	two	two	NUM
fbem-27701	96	26	regions	region	NOUN
fbem-27701	96	27	,	,	PUNCT
fbem-27701	96	28	but	but	CCONJ
fbem-27701	96	29	the	the	DET
fbem-27701	96	30	output	output	NOUN
fbem-27701	96	31	effect	effect	NOUN
fbem-27701	96	32	is	be	AUX
fbem-27701	96	33	not	not	PART
fbem-27701	96	34	very	very	ADV
fbem-27701	96	35	satisfactory	satisfactory	ADJ
fbem-27701	96	36	.	.	PUNCT
fbem-27701	97	1	the	the	DET
fbem-27701	97	2	reason	reason	NOUN
fbem-27701	97	3	may	may	AUX
fbem-27701	97	4	be	be	AUX
fbem-27701	97	5	that	that	SCONJ
fbem-27701	97	6	there	there	PRON
fbem-27701	97	7	are	be	VERB
fbem-27701	97	8	too	too	ADV
fbem-27701	97	9	many	many	ADJ
fbem-27701	97	10	scientific	scientific	ADJ
fbem-27701	97	11	and	and	CCONJ
fbem-27701	97	12	technological	technological	ADJ
fbem-27701	97	13	innovation	innovation	NOUN
fbem-27701	97	14	talents	talent	NOUN
fbem-27701	97	15	and	and	CCONJ
fbem-27701	97	16	capital	capital	NOUN
fbem-27701	97	17	gathered	gather	VERB
fbem-27701	97	18	in	in	ADP
fbem-27701	97	19	these	these	DET
fbem-27701	97	20	two	two	NUM
fbem-27701	97	21	regions	region	NOUN
fbem-27701	97	22	,	,	PUNCT
fbem-27701	97	23	and	and	CCONJ
fbem-27701	97	24	the	the	DET
fbem-27701	97	25	excessive	excessive	ADJ
fbem-27701	97	26	investment	investment	NOUN
fbem-27701	97	27	leads	lead	VERB
fbem-27701	97	28	to	to	ADP
fbem-27701	97	29	the	the	DET
fbem-27701	97	30	unreasonable	unreasonable	ADJ
fbem-27701	97	31	use	use	NOUN
fbem-27701	97	32	of	of	ADP
fbem-27701	97	33	r	r	NOUN
fbem-27701	97	34	&	&	CCONJ
fbem-27701	97	35	d	d	NOUN
fbem-27701	97	36	resources	resource	NOUN
fbem-27701	97	37	.	.	PUNCT
fbem-27701	98	1	in	in	ADP
fbem-27701	98	2	addition	addition	NOUN
fbem-27701	98	3	,	,	PUNCT
fbem-27701	98	4	the	the	DET
fbem-27701	98	5	product	product	NOUN
fbem-27701	98	6	market	market	NOUN
fbem-27701	98	7	in	in	ADP
fbem-27701	98	8	shanghai	shanghai	PROPN
fbem-27701	98	9	and	and	CCONJ
fbem-27701	98	10	zhejiang	zhejiang	PROPN
fbem-27701	98	11	is	be	AUX
fbem-27701	98	12	not	not	PART
fbem-27701	98	13	as	as	ADV
fbem-27701	98	14	large	large	ADJ
fbem-27701	98	15	as	as	ADP
fbem-27701	98	16	that	that	PRON
fbem-27701	98	17	in	in	ADP
fbem-27701	98	18	jiangsu	jiangsu	PROPN
fbem-27701	98	19	and	and	CCONJ
fbem-27701	98	20	guangdong	guangdong	PROPN
fbem-27701	98	21	,	,	PUNCT
fbem-27701	98	22	which	which	PRON
fbem-27701	98	23	is	be	AUX
fbem-27701	98	24	not	not	PART
fbem-27701	98	25	conducive	conducive	ADJ
fbem-27701	98	26	to	to	ADP
fbem-27701	98	27	the	the	DET
fbem-27701	98	28	sales	sale	NOUN
fbem-27701	98	29	of	of	ADP
fbem-27701	98	30	new	new	ADJ
fbem-27701	98	31	products	product	NOUN
fbem-27701	98	32	.	.	PUNCT
fbem-27701	99	1	in	in	ADP
fbem-27701	99	2	this	this	DET
fbem-27701	99	3	paper	paper	NOUN
fbem-27701	99	4	,	,	PUNCT
fbem-27701	99	5	the	the	DET
fbem-27701	99	6	index	index	NOUN
fbem-27701	99	7	of	of	ADP
fbem-27701	99	8	sales	sale	NOUN
fbem-27701	99	9	revenue	revenue	NOUN
fbem-27701	99	10	of	of	ADP
fbem-27701	99	11	new	new	ADJ
fbem-27701	99	12	products	product	NOUN
fbem-27701	99	13	is	be	AUX
fbem-27701	99	14	chosen	choose	VERB
fbem-27701	99	15	to	to	PART
fbem-27701	99	16	reflect	reflect	VERB
fbem-27701	99	17	the	the	DET
fbem-27701	99	18	output	output	NOUN
fbem-27701	99	19	,	,	PUNCT
fbem-27701	99	20	which	which	PRON
fbem-27701	99	21	may	may	AUX
fbem-27701	99	22	lead	lead	VERB
fbem-27701	99	23	to	to	ADP
fbem-27701	99	24	the	the	DET
fbem-27701	99	25	phenomenon	phenomenon	NOUN
fbem-27701	99	26	of	of	ADP
fbem-27701	99	27	insufficient	insufficient	ADJ
fbem-27701	99	28	output	output	NOUN
fbem-27701	99	29	.	.	PUNCT
fbem-27701	100	1	the	the	DET
fbem-27701	100	2	average	average	ADJ
fbem-27701	100	3	comprehensive	comprehensive	ADJ
fbem-27701	100	4	efficiency	efficiency	NOUN
fbem-27701	100	5	of	of	ADP
fbem-27701	100	6	the	the	DET
fbem-27701	100	7	bohai	bohai	PROPN
fbem-27701	100	8	rim	rim	NOUN
fbem-27701	100	9	region	region	NOUN
fbem-27701	100	10	is	be	AUX
fbem-27701	100	11	0.56	0.56	NUM
fbem-27701	100	12	,	,	PUNCT
fbem-27701	100	13	ranking	rank	VERB
fbem-27701	100	14	second	second	ADJ
fbem-27701	100	15	,	,	PUNCT
fbem-27701	100	16	and	and	CCONJ
fbem-27701	100	17	the	the	DET
fbem-27701	100	18	scale	scale	NOUN
fbem-27701	100	19	efficiency	efficiency	NOUN
fbem-27701	100	20	has	have	AUX
fbem-27701	100	21	fluctuated	fluctuate	VERB
fbem-27701	100	22	between	between	ADP
fbem-27701	100	23	0.6	0.6	NUM
fbem-27701	100	24	and	and	CCONJ
fbem-27701	100	25	0.7	0.7	NUM
fbem-27701	100	26	over	over	ADP
fbem-27701	100	27	the	the	DET
fbem-27701	100	28	years	year	NOUN
fbem-27701	100	29	.	.	PUNCT
fbem-27701	101	1	due	due	ADP
fbem-27701	101	2	to	to	ADP
fbem-27701	101	3	the	the	DET
fbem-27701	101	4	low	low	ADJ
fbem-27701	101	5	scale	scale	NOUN
fbem-27701	101	6	efficiency	efficiency	NOUN
fbem-27701	101	7	,	,	PUNCT
fbem-27701	101	8	the	the	DET
fbem-27701	101	9	comprehensive	comprehensive	ADJ
fbem-27701	101	10	efficiency	efficiency	NOUN
fbem-27701	101	11	level	level	NOUN
fbem-27701	101	12	is	be	AUX
fbem-27701	101	13	not	not	PART
fbem-27701	101	14	ideal	ideal	ADJ
fbem-27701	101	15	.	.	PUNCT
fbem-27701	102	1	specifically	specifically	ADV
fbem-27701	102	2	,	,	PUNCT
fbem-27701	102	3	the	the	DET
fbem-27701	102	4	innovation	innovation	NOUN
fbem-27701	102	5	capacity	capacity	NOUN
fbem-27701	102	6	of	of	ADP
fbem-27701	102	7	peking	peking	PROPN
fbem-27701	102	8	and	and	CCONJ
fbem-27701	102	9	tianjin	tianjin	PROPN
fbem-27701	102	10	has	have	AUX
fbem-27701	102	11	always	always	ADV
fbem-27701	102	12	been	be	AUX
fbem-27701	102	13	at	at	ADP
fbem-27701	102	14	a	a	DET
fbem-27701	102	15	high	high	ADJ
fbem-27701	102	16	level	level	NOUN
fbem-27701	102	17	,	,	PUNCT
fbem-27701	102	18	and	and	CCONJ
fbem-27701	102	19	the	the	DET
fbem-27701	102	20	comprehensive	comprehensive	ADJ
fbem-27701	102	21	efficiency	efficiency	NOUN
fbem-27701	102	22	level	level	NOUN
fbem-27701	102	23	fluctuates	fluctuate	NOUN
fbem-27701	102	24	between	between	ADP
fbem-27701	102	25	0.7	0.7	NUM
fbem-27701	102	26	and	and	CCONJ
fbem-27701	102	27	1	1	NUM
fbem-27701	102	28	,	,	PUNCT
fbem-27701	102	29	which	which	PRON
fbem-27701	102	30	is	be	AUX
fbem-27701	102	31	inseparable	inseparable	ADJ
fbem-27701	102	32	from	from	ADP
fbem-27701	102	33	the	the	DET
fbem-27701	102	34	rich	rich	ADJ
fbem-27701	102	35	r	r	NOUN
fbem-27701	102	36	&	&	CCONJ
fbem-27701	102	37	d	d	NOUN
fbem-27701	102	38	resources	resource	NOUN
fbem-27701	102	39	,	,	PUNCT
fbem-27701	102	40	human	human	ADJ
fbem-27701	102	41	capital	capital	NOUN
fbem-27701	102	42	and	and	CCONJ
fbem-27701	102	43	policy	policy	NOUN
fbem-27701	102	44	support	support	NOUN
fbem-27701	102	45	of	of	ADP
fbem-27701	102	46	peking	peking	NOUN
fbem-27701	102	47	and	and	CCONJ
fbem-27701	102	48	tianjin	tianjin	PROPN
fbem-27701	102	49	.	.	PUNCT
fbem-27701	103	1	in	in	ADP
fbem-27701	103	2	contrast	contrast	NOUN
fbem-27701	103	3	,	,	PUNCT
fbem-27701	103	4	the	the	DET
fbem-27701	103	5	r	r	NOUN
fbem-27701	103	6	&	&	CCONJ
fbem-27701	103	7	d	d	NOUN
fbem-27701	103	8	efficiency	efficiency	NOUN
fbem-27701	103	9	of	of	ADP
fbem-27701	103	10	hebei	hebei	PROPN
fbem-27701	103	11	and	and	CCONJ
fbem-27701	103	12	liaoning	liaoning	NOUN
fbem-27701	103	13	is	be	AUX
fbem-27701	103	14	very	very	ADV
fbem-27701	103	15	low	low	ADJ
fbem-27701	103	16	,	,	PUNCT
fbem-27701	103	17	which	which	PRON
fbem-27701	103	18	has	have	AUX
fbem-27701	103	19	been	be	AUX
fbem-27701	103	20	below	below	ADP
fbem-27701	103	21	0.3	0.3	NUM
fbem-27701	103	22	.	.	PUNCT
fbem-27701	104	1	according	accord	VERB
fbem-27701	104	2	to	to	ADP
fbem-27701	104	3	the	the	DET
fbem-27701	104	4	data	data	PROPN
fbem-27701	104	5	,	,	PUNCT
fbem-27701	104	6	hebei	hebei	PROPN
fbem-27701	104	7	and	and	CCONJ
fbem-27701	104	8	liaoning	liaoning	NOUN
fbem-27701	104	9	are	be	AUX
fbem-27701	104	10	large	large	ADJ
fbem-27701	104	11	resource	resource	NOUN
fbem-27701	104	12	-	-	PUNCT
fbem-27701	104	13	consuming	consume	VERB
fbem-27701	104	14	industrial	industrial	ADJ
fbem-27701	104	15	provinces	province	NOUN
fbem-27701	104	16	,	,	PUNCT
fbem-27701	104	17	which	which	PRON
fbem-27701	104	18	mainly	mainly	ADV
fbem-27701	104	19	rely	rely	VERB
fbem-27701	104	20	on	on	ADP
fbem-27701	104	21	the	the	DET
fbem-27701	104	22	secondary	secondary	ADJ
fbem-27701	104	23	industry	industry	NOUN
fbem-27701	104	24	to	to	PART
fbem-27701	104	25	drive	drive	VERB
fbem-27701	104	26	economic	economic	ADJ
fbem-27701	104	27	development	development	NOUN
fbem-27701	104	28	,	,	PUNCT
fbem-27701	104	29	and	and	CCONJ
fbem-27701	104	30	it	it	PRON
fbem-27701	104	31	is	be	AUX
fbem-27701	104	32	easy	easy	ADJ
fbem-27701	104	33	to	to	PART
fbem-27701	104	34	produce	produce	VERB
fbem-27701	104	35	resource	resource	NOUN
fbem-27701	104	36	waste	waste	NOUN
fbem-27701	104	37	and	and	CCONJ
fbem-27701	104	38	industrial	industrial	ADJ
fbem-27701	104	39	inefficiency	inefficiency	NOUN
fbem-27701	104	40	.	.	PUNCT
fbem-27701	105	1	in	in	ADP
fbem-27701	105	2	the	the	DET
fbem-27701	105	3	critical	critical	ADJ
fbem-27701	105	4	period	period	NOUN
fbem-27701	105	5	of	of	ADP
fbem-27701	105	6	"	"	PUNCT
fbem-27701	105	7	speed	speed	NOUN
fbem-27701	105	8	change	change	NOUN
fbem-27701	105	9	"	"	PUNCT
fbem-27701	105	10	,	,	PUNCT
fbem-27701	105	11	if	if	SCONJ
fbem-27701	105	12	the	the	DET
fbem-27701	105	13	industrial	industrial	ADJ
fbem-27701	105	14	transformation	transformation	NOUN
fbem-27701	105	15	and	and	CCONJ
fbem-27701	105	16	upgrading	upgrading	NOUN
fbem-27701	105	17	can	can	AUX
fbem-27701	105	18	not	not	PART
fbem-27701	105	19	be	be	AUX
fbem-27701	105	20	completed	complete	VERB
fbem-27701	105	21	in	in	ADP
fbem-27701	105	22	time	time	NOUN
fbem-27701	105	23	,	,	PUNCT
fbem-27701	105	24	it	it	PRON
fbem-27701	105	25	will	will	AUX
fbem-27701	105	26	inevitably	inevitably	ADV
fbem-27701	105	27	affect	affect	VERB
fbem-27701	105	28	the	the	DET
fbem-27701	105	29	research	research	NOUN
fbem-27701	105	30	and	and	CCONJ
fbem-27701	105	31	development	development	NOUN
fbem-27701	105	32	efficiency	efficiency	NOUN
fbem-27701	105	33	of	of	ADP
fbem-27701	105	34	the	the	DET
fbem-27701	105	35	entire	entire	ADJ
fbem-27701	105	36	bohai	bohai	NOUN
fbem-27701	105	37	rim	rim	NOUN
fbem-27701	105	38	region	region	NOUN
fbem-27701	105	39	.	.	PUNCT
fbem-27701	106	1	the	the	DET
fbem-27701	106	2	pan	pan	ADJ
fbem-27701	106	3	-	-	ADJ
fbem-27701	106	4	pearl	pearl	ADJ
fbem-27701	106	5	river	river	NOUN
fbem-27701	106	6	delta	delta	NOUN
fbem-27701	106	7	region	region	NOUN
fbem-27701	106	8	has	have	VERB
fbem-27701	106	9	the	the	DET
fbem-27701	106	10	lowest	low	ADJ
fbem-27701	106	11	comprehensive	comprehensive	ADJ
fbem-27701	106	12	efficiency	efficiency	NOUN
fbem-27701	106	13	,	,	PUNCT
fbem-27701	106	14	with	with	ADP
fbem-27701	106	15	the	the	DET
fbem-27701	106	16	highest	high	ADJ
fbem-27701	106	17	efficiency	efficiency	NOUN
fbem-27701	106	18	value	value	NOUN
fbem-27701	106	19	being	be	AUX
fbem-27701	106	20	0.42	0.42	NUM
fbem-27701	106	21	in	in	ADP
fbem-27701	106	22	2022	2022	NUM
fbem-27701	106	23	and	and	CCONJ
fbem-27701	106	24	the	the	DET
fbem-27701	106	25	lowest	low	ADJ
fbem-27701	106	26	efficiency	efficiency	NOUN
fbem-27701	106	27	value	value	NOUN
fbem-27701	106	28	being	be	AUX
fbem-27701	106	29	0.24	0.24	NUM
fbem-27701	106	30	in	in	ADP
fbem-27701	106	31	2016	2016	NUM
fbem-27701	106	32	.	.	PUNCT
fbem-27701	107	1	except	except	SCONJ
fbem-27701	107	2	for	for	ADP
fbem-27701	107	3	guangdong	guangdong	PROPN
fbem-27701	107	4	province	province	PROPN
fbem-27701	107	5	,	,	PUNCT
fbem-27701	107	6	whose	whose	DET
fbem-27701	107	7	comprehensive	comprehensive	ADJ
fbem-27701	107	8	efficiency	efficiency	NOUN
fbem-27701	107	9	level	level	NOUN
fbem-27701	107	10	is	be	AUX
fbem-27701	107	11	at	at	ADP
fbem-27701	107	12	the	the	DET
fbem-27701	107	13	forefront	forefront	NOUN
fbem-27701	107	14	of	of	ADP
fbem-27701	107	15	production	production	NOUN
fbem-27701	107	16	,	,	PUNCT
fbem-27701	107	17	the	the	DET
fbem-27701	107	18	efficiency	efficiency	NOUN
fbem-27701	107	19	values	value	NOUN
fbem-27701	107	20	of	of	ADP
fbem-27701	107	21	other	other	ADJ
fbem-27701	107	22	provinces	province	NOUN
fbem-27701	107	23	are	be	AUX
fbem-27701	107	24	not	not	PART
fbem-27701	107	25	ideal	ideal	ADJ
fbem-27701	107	26	.	.	PUNCT
fbem-27701	108	1	this	this	PRON
fbem-27701	108	2	may	may	AUX
fbem-27701	108	3	be	be	AUX
fbem-27701	108	4	because	because	SCONJ
fbem-27701	108	5	guangdong	guangdong	PROPN
fbem-27701	108	6	province	province	PROPN
fbem-27701	108	7	belongs	belong	VERB
fbem-27701	108	8	to	to	ADP
fbem-27701	108	9	the	the	DET
fbem-27701	108	10	pearl	pearl	PROPN
fbem-27701	108	11	river	river	PROPN
fbem-27701	108	12	delta	delta	PROPN
fbem-27701	108	13	region	region	NOUN
fbem-27701	108	14	,	,	PUNCT
fbem-27701	108	15	is	be	AUX
fbem-27701	108	16	an	an	DET
fbem-27701	108	17	important	important	ADJ
fbem-27701	108	18	engine	engine	NOUN
fbem-27701	108	19	of	of	ADP
fbem-27701	108	20	national	national	ADJ
fbem-27701	108	21	economic	economic	ADJ
fbem-27701	108	22	development	development	NOUN
fbem-27701	108	23	,	,	PUNCT
fbem-27701	108	24	is	be	AUX
fbem-27701	108	25	the	the	DET
fbem-27701	108	26	gateway	gateway	NOUN
fbem-27701	108	27	to	to	ADP
fbem-27701	108	28	the	the	DET
fbem-27701	108	29	opening	opening	NOUN
fbem-27701	108	30	up	up	ADP
fbem-27701	108	31	of	of	ADP
fbem-27701	108	32	the	the	DET
fbem-27701	108	33	south	south	NOUN
fbem-27701	108	34	,	,	PUNCT
fbem-27701	108	35	has	have	VERB
fbem-27701	108	36	strong	strong	ADJ
fbem-27701	108	37	policy	policy	NOUN
fbem-27701	108	38	support	support	NOUN
fbem-27701	108	39	,	,	PUNCT
fbem-27701	108	40	is	be	AUX
fbem-27701	108	41	close	close	ADJ
fbem-27701	108	42	to	to	ADP
fbem-27701	108	43	the	the	DET
fbem-27701	108	44	economically	economically	ADV
fbem-27701	108	45	developed	develop	VERB
fbem-27701	108	46	hong	hong	PROPN
fbem-27701	108	47	kong	kong	PROPN
fbem-27701	108	48	,	,	PUNCT
fbem-27701	108	49	and	and	CCONJ
fbem-27701	108	50	has	have	VERB
fbem-27701	108	51	unique	unique	ADJ
fbem-27701	108	52	resource	resource	NOUN
fbem-27701	108	53	advantages	advantage	NOUN
fbem-27701	108	54	,	,	PUNCT
fbem-27701	108	55	so	so	SCONJ
fbem-27701	108	56	it	it	PRON
fbem-27701	108	57	has	have	VERB
fbem-27701	108	58	high	high	ADJ
fbem-27701	108	59	innovation	innovation	NOUN
fbem-27701	108	60	efficiency	efficiency	NOUN
fbem-27701	108	61	.	.	PUNCT
fbem-27701	109	1	other	other	ADJ
fbem-27701	109	2	regions	region	NOUN
fbem-27701	109	3	,	,	PUNCT
fbem-27701	109	4	such	such	ADJ
fbem-27701	109	5	as	as	ADP
fbem-27701	109	6	guangxi	guangxi	NOUN
fbem-27701	109	7	,	,	PUNCT
fbem-27701	109	8	guizhou	guizhou	NOUN
fbem-27701	109	9	and	and	CCONJ
fbem-27701	109	10	yunnan	yunnan	NOUN
fbem-27701	109	11	,	,	PUNCT
fbem-27701	109	12	are	be	AUX
fbem-27701	109	13	limited	limit	VERB
fbem-27701	109	14	by	by	ADP
fbem-27701	109	15	geographical	geographical	ADJ
fbem-27701	109	16	factors	factor	NOUN
fbem-27701	109	17	and	and	CCONJ
fbem-27701	109	18	lack	lack	NOUN
fbem-27701	109	19	of	of	ADP
fbem-27701	109	20	talents	talent	NOUN
fbem-27701	109	21	and	and	CCONJ
fbem-27701	109	22	resources	resource	NOUN
fbem-27701	109	23	,	,	PUNCT
fbem-27701	109	24	so	so	SCONJ
fbem-27701	109	25	the	the	DET
fbem-27701	109	26	innovation	innovation	NOUN
fbem-27701	109	27	effect	effect	NOUN
fbem-27701	109	28	is	be	AUX
fbem-27701	109	29	not	not	PART
fbem-27701	109	30	ideal	ideal	ADJ
fbem-27701	109	31	,	,	PUNCT
fbem-27701	109	32	which	which	PRON
fbem-27701	109	33	reduces	reduce	VERB
fbem-27701	109	34	the	the	DET
fbem-27701	109	35	efficiency	efficiency	NOUN
fbem-27701	109	36	of	of	ADP
fbem-27701	109	37	the	the	DET
fbem-27701	109	38	pan	pan	ADJ
fbem-27701	109	39	-	-	ADJ
fbem-27701	109	40	pearl	pearl	ADJ
fbem-27701	109	41	river	river	NOUN
fbem-27701	109	42	delta	delta	NOUN
fbem-27701	109	43	region	region	NOUN
fbem-27701	109	44	.	.	PUNCT
fbem-27701	110	1	according	accord	VERB
fbem-27701	110	2	to	to	ADP
fbem-27701	110	3	the	the	DET
fbem-27701	110	4	above	above	ADJ
fbem-27701	110	5	analysis	analysis	NOUN
fbem-27701	110	6	of	of	ADP
fbem-27701	110	7	the	the	DET
fbem-27701	110	8	efficiency	efficiency	NOUN
fbem-27701	110	9	values	value	NOUN
fbem-27701	110	10	of	of	ADP
fbem-27701	110	11	the	the	DET
fbem-27701	110	12	three	three	NUM
fbem-27701	110	13	regions	region	NOUN
fbem-27701	110	14	,	,	PUNCT
fbem-27701	110	15	we	we	PRON
fbem-27701	110	16	can	can	AUX
fbem-27701	110	17	find	find	VERB
fbem-27701	110	18	that	that	SCONJ
fbem-27701	110	19	the	the	DET
fbem-27701	110	20	low	low	ADJ
fbem-27701	110	21	scale	scale	NOUN
fbem-27701	110	22	efficiency	efficiency	NOUN
fbem-27701	110	23	is	be	AUX
fbem-27701	110	24	the	the	DET
fbem-27701	110	25	main	main	ADJ
fbem-27701	110	26	reason	reason	NOUN
fbem-27701	110	27	for	for	ADP
fbem-27701	110	28	the	the	DET
fbem-27701	110	29	low	low	ADJ
fbem-27701	110	30	technical	technical	ADJ
fbem-27701	110	31	efficiency	efficiency	NOUN
fbem-27701	110	32	,	,	PUNCT
fbem-27701	110	33	followed	follow	VERB
fbem-27701	110	34	by	by	ADP
fbem-27701	110	35	the	the	DET
fbem-27701	110	36	innovation	innovation	NOUN
fbem-27701	110	37	imbalance	imbalance	NOUN
fbem-27701	110	38	in	in	ADP
fbem-27701	110	39	the	the	DET
fbem-27701	110	40	provinces	province	NOUN
fbem-27701	110	41	within	within	ADP
fbem-27701	110	42	the	the	DET
fbem-27701	110	43	region	region	NOUN
fbem-27701	110	44	,	,	PUNCT
fbem-27701	110	45	the	the	DET
fbem-27701	110	46	dispersion	dispersion	NOUN
fbem-27701	110	47	degree	degree	NOUN
fbem-27701	110	48	of	of	ADP
fbem-27701	110	49	efficiency	efficiency	NOUN
fbem-27701	110	50	values	value	NOUN
fbem-27701	110	51	is	be	AUX
fbem-27701	110	52	large	large	ADJ
fbem-27701	110	53	,	,	PUNCT
fbem-27701	110	54	and	and	CCONJ
fbem-27701	110	55	the	the	DET
fbem-27701	110	56	efficiency	efficiency	NOUN
fbem-27701	110	57	between	between	ADP
fbem-27701	110	58	regions	region	NOUN
fbem-27701	110	59	also	also	ADV
fbem-27701	110	60	has	have	VERB
fbem-27701	110	61	a	a	DET
fbem-27701	110	62	relatively	relatively	ADV
fbem-27701	110	63	significant	significant	ADJ
fbem-27701	110	64	difference	difference	NOUN
fbem-27701	110	65	.	.	PUNCT
fbem-27701	111	1	figure	figure	NOUN
fbem-27701	111	2	1	1	NUM
fbem-27701	111	3	.	.	PUNCT
fbem-27701	111	4	comparison	comparison	NOUN
fbem-27701	111	5	of	of	ADP
fbem-27701	111	6	average	average	ADJ
fbem-27701	111	7	technical	technical	ADJ
fbem-27701	111	8	efficiency	efficiency	NOUN
fbem-27701	111	9	before	before	ADP
fbem-27701	111	10	and	and	CCONJ
fbem-27701	111	11	after	after	ADP
fbem-27701	111	12	the	the	DET
fbem-27701	111	13	adjustment	adjustment	NOUN
fbem-27701	111	14	in	in	ADP
fbem-27701	111	15	the	the	DET
fbem-27701	111	16	three	three	NUM
fbem-27701	111	17	economic	economic	ADJ
fbem-27701	111	18	zones	zone	NOUN
fbem-27701	111	19	4	4	NUM
fbem-27701	111	20	.	.	PUNCT
fbem-27701	111	21	conclusion	conclusion	NOUN
fbem-27701	111	22	based	base	VERB
fbem-27701	111	23	on	on	ADP
fbem-27701	111	24	the	the	DET
fbem-27701	111	25	three	three	NUM
fbem-27701	111	26	-	-	PUNCT
fbem-27701	111	27	stage	stage	NOUN
fbem-27701	111	28	dea	dea	PROPN
fbem-27701	111	29	model	model	NOUN
fbem-27701	111	30	and	and	CCONJ
fbem-27701	111	31	dea	dea	PROPN
fbem-27701	111	32	-	-	PUNCT
fbem-27701	111	33	windows	windows	PROPN
fbem-27701	111	34	analysis	analysis	NOUN
fbem-27701	111	35	method	method	NOUN
fbem-27701	111	36	,	,	PUNCT
fbem-27701	111	37	this	this	DET
fbem-27701	111	38	paper	paper	NOUN
fbem-27701	111	39	evaluates	evaluate	VERB
fbem-27701	111	40	the	the	DET
fbem-27701	111	41	innovation	innovation	NOUN
fbem-27701	111	42	efficiency	efficiency	NOUN
fbem-27701	111	43	of	of	ADP
fbem-27701	111	44	high	high	ADJ
fbem-27701	111	45	-	-	PUNCT
fbem-27701	111	46	tech	tech	NOUN
fbem-27701	111	47	industries	industry	NOUN
fbem-27701	111	48	in	in	ADP
fbem-27701	111	49	the	the	DET
fbem-27701	111	50	yangtze	yangtze	PROPN
fbem-27701	111	51	river	river	PROPN
fbem-27701	111	52	delta	delta	PROPN
fbem-27701	111	53	,	,	PUNCT
fbem-27701	111	54	pan	pan	ADJ
fbem-27701	111	55	-	-	ADJ
fbem-27701	111	56	pearl	pearl	ADJ
fbem-27701	111	57	river	river	NOUN
fbem-27701	111	58	delta	delta	NOUN
fbem-27701	111	59	and	and	CCONJ
fbem-27701	111	60	bohai	bohai	NOUN
fbem-27701	111	61	rim	rim	NOUN
fbem-27701	111	62	economic	economic	ADJ
fbem-27701	111	63	zones	zone	NOUN
fbem-27701	111	64	from	from	ADP
fbem-27701	111	65	2016	2016	NUM
fbem-27701	111	66	to	to	ADP
fbem-27701	111	67	2022	2022	NUM
fbem-27701	111	68	.	.	PUNCT
fbem-27701	112	1	different	different	ADJ
fbem-27701	112	2	from	from	ADP
fbem-27701	112	3	previous	previous	ADJ
fbem-27701	112	4	studies	study	NOUN
fbem-27701	112	5	that	that	PRON
fbem-27701	112	6	used	use	VERB
fbem-27701	112	7	traditional	traditional	ADJ
fbem-27701	112	8	dea	dea	PROPN
fbem-27701	112	9	model	model	NOUN
fbem-27701	112	10	to	to	PART
fbem-27701	112	11	evaluate	evaluate	VERB
fbem-27701	112	12	innovation	innovation	NOUN
fbem-27701	112	13	efficiency	efficiency	NOUN
fbem-27701	112	14	,	,	PUNCT
fbem-27701	112	15	this	this	DET
fbem-27701	112	16	paper	paper	NOUN
fbem-27701	112	17	considers	consider	VERB
fbem-27701	112	18	the	the	DET
fbem-27701	112	19	dynamic	dynamic	ADJ
fbem-27701	112	20	evolution	evolution	NOUN
fbem-27701	112	21	of	of	ADP
fbem-27701	112	22	dus	dus	PROPN
fbem-27701	112	23	over	over	ADP
fbem-27701	112	24	time	time	NOUN
fbem-27701	112	25	through	through	ADP
fbem-27701	112	26	dea	dea	PROPN
fbem-27701	112	27	-	-	PUNCT
fbem-27701	112	28	windows	window	NOUN
fbem-27701	112	29	analysis	analysis	NOUN
fbem-27701	112	30	method	method	NOUN
fbem-27701	112	31	from	from	ADP
fbem-27701	112	32	the	the	DET
fbem-27701	112	33	perspective	perspective	NOUN
fbem-27701	112	34	that	that	SCONJ
fbem-27701	112	35	the	the	DET
fbem-27701	112	36	internal	internal	ADJ
fbem-27701	112	37	collaborative	collaborative	ADJ
fbem-27701	112	38	innovation	innovation	NOUN
fbem-27701	112	39	environment	environment	NOUN
fbem-27701	112	40	factors	factor	NOUN
fbem-27701	112	41	affect	affect	VERB
fbem-27701	112	42	the	the	DET
fbem-27701	112	43	input	input	NOUN
fbem-27701	112	44	-	-	PUNCT
fbem-27701	112	45	output	output	NOUN
fbem-27701	112	46	efficiency	efficiency	NOUN
fbem-27701	112	47	,	,	PUNCT
fbem-27701	112	48	and	and	CCONJ
fbem-27701	112	49	controls	control	VERB
fbem-27701	112	50	the	the	DET
fbem-27701	112	51	interference	interference	NOUN
fbem-27701	112	52	of	of	ADP
fbem-27701	112	53	external	external	ADJ
fbem-27701	112	54	environment	environment	NOUN
fbem-27701	112	55	and	and	CCONJ
fbem-27701	112	56	random	random	ADJ
fbem-27701	112	57	factors	factor	NOUN
fbem-27701	112	58	through	through	ADP
fbem-27701	112	59	three	three	NUM
fbem-27701	112	60	-	-	PUNCT
fbem-27701	112	61	stage	stage	NOUN
fbem-27701	112	62	dea	dea	NOUN
fbem-27701	112	63	.	.	PUNCT
fbem-27701	113	1	it	it	PRON
fbem-27701	113	2	reflects	reflect	VERB
fbem-27701	113	3	the	the	DET
fbem-27701	113	4	innovation	innovation	NOUN
fbem-27701	113	5	efficiency	efficiency	NOUN
fbem-27701	113	6	0	0	NUM
fbem-27701	113	7	0.2	0.2	NUM
fbem-27701	113	8	0.4	0.4	NUM
fbem-27701	113	9	0.6	0.6	NUM
fbem-27701	113	10	0.8	0.8	NUM
fbem-27701	113	11	bohai	bohai	NOUN
fbem-27701	113	12	rim	rim	PROPN
fbem-27701	113	13	yangtze	yangtze	PROPN
fbem-27701	113	14	river	river	PROPN
fbem-27701	113	15	delta	delta	PROPN
fbem-27701	113	16	pan	pan	ADJ
fbem-27701	113	17	-	-	ADJ
fbem-27701	113	18	pearl	pearl	ADJ
fbem-27701	113	19	river	river	NOUN
fbem-27701	113	20	delta	delta	NOUN
fbem-27701	113	21	after	after	ADP
fbem-27701	113	22	the	the	DET
fbem-27701	113	23	adjustment	adjustment	NOUN
fbem-27701	113	24	before	before	ADP
fbem-27701	113	25	the	the	DET
fbem-27701	113	26	adjustment	adjustment	NOUN
fbem-27701	113	27	356	356	NUM
fbem-27701	113	28	and	and	CCONJ
fbem-27701	113	29	dynamic	dynamic	ADJ
fbem-27701	113	30	evolution	evolution	NOUN
fbem-27701	113	31	characteristics	characteristic	NOUN
fbem-27701	113	32	of	of	ADP
fbem-27701	113	33	the	the	DET
fbem-27701	113	34	three	three	NUM
fbem-27701	113	35	economic	economic	ADJ
fbem-27701	113	36	zones	zone	NOUN
fbem-27701	113	37	.	.	PUNCT
fbem-27701	114	1	this	this	DET
fbem-27701	114	2	paper	paper	NOUN
fbem-27701	114	3	overcomes	overcome	VERB
fbem-27701	114	4	the	the	DET
fbem-27701	114	5	shortcomings	shortcoming	NOUN
fbem-27701	114	6	in	in	ADP
fbem-27701	114	7	the	the	DET
fbem-27701	114	8	analysis	analysis	NOUN
fbem-27701	114	9	of	of	ADP
fbem-27701	114	10	regional	regional	ADJ
fbem-27701	114	11	r	r	NOUN
fbem-27701	114	12	&	&	CCONJ
fbem-27701	114	13	d	d	NOUN
fbem-27701	114	14	efficiency	efficiency	NOUN
fbem-27701	114	15	stability	stability	NOUN
fbem-27701	114	16	and	and	CCONJ
fbem-27701	114	17	time	time	NOUN
fbem-27701	114	18	dynamic	dynamic	ADJ
fbem-27701	114	19	evolution	evolution	NOUN
fbem-27701	114	20	in	in	ADP
fbem-27701	114	21	the	the	DET
fbem-27701	114	22	previous	previous	ADJ
fbem-27701	114	23	literature	literature	NOUN
fbem-27701	114	24	.	.	PUNCT
fbem-27701	115	1	the	the	DET
fbem-27701	115	2	main	main	ADJ
fbem-27701	115	3	conclusions	conclusion	NOUN
fbem-27701	115	4	are	be	AUX
fbem-27701	115	5	as	as	SCONJ
fbem-27701	115	6	follows	follow	VERB
fbem-27701	115	7	:	:	PUNCT
fbem-27701	115	8	first	first	ADV
fbem-27701	115	9	,	,	PUNCT
fbem-27701	115	10	the	the	DET
fbem-27701	115	11	three	three	NUM
fbem-27701	115	12	-	-	PUNCT
fbem-27701	115	13	stage	stage	NOUN
fbem-27701	115	14	dea	dea	PROPN
fbem-27701	115	15	-	-	PUNCT
fbem-27701	115	16	windows	window	NOUN
fbem-27701	115	17	model	model	NOUN
fbem-27701	115	18	can	can	AUX
fbem-27701	115	19	effectively	effectively	ADV
fbem-27701	115	20	control	control	VERB
fbem-27701	115	21	the	the	DET
fbem-27701	115	22	environmental	environmental	ADJ
fbem-27701	115	23	factors	factor	NOUN
fbem-27701	115	24	and	and	CCONJ
fbem-27701	115	25	random	random	ADJ
fbem-27701	115	26	noise	noise	NOUN
fbem-27701	115	27	in	in	ADP
fbem-27701	115	28	the	the	DET
fbem-27701	115	29	r	r	NOUN
fbem-27701	115	30	&	&	CCONJ
fbem-27701	115	31	d	d	NOUN
fbem-27701	115	32	and	and	CCONJ
fbem-27701	115	33	innovation	innovation	NOUN
fbem-27701	115	34	of	of	ADP
fbem-27701	115	35	high	high	ADJ
fbem-27701	115	36	-	-	PUNCT
fbem-27701	115	37	tech	tech	NOUN
fbem-27701	115	38	industries	industry	NOUN
fbem-27701	115	39	in	in	ADP
fbem-27701	115	40	the	the	DET
fbem-27701	115	41	three	three	NUM
fbem-27701	115	42	economic	economic	ADJ
fbem-27701	115	43	zones	zone	NOUN
fbem-27701	115	44	of	of	ADP
fbem-27701	115	45	the	the	DET
fbem-27701	115	46	yangtze	yangtze	PROPN
fbem-27701	115	47	river	river	PROPN
fbem-27701	115	48	delta	delta	PROPN
fbem-27701	115	49	,	,	PUNCT
fbem-27701	115	50	pan	pan	ADJ
fbem-27701	115	51	-	-	ADJ
fbem-27701	115	52	pearl	pearl	ADJ
fbem-27701	115	53	river	river	NOUN
fbem-27701	115	54	delta	delta	NOUN
fbem-27701	115	55	and	and	CCONJ
fbem-27701	115	56	bohai	bohai	NOUN
fbem-27701	115	57	rim	rim	NOUN
fbem-27701	115	58	,	,	PUNCT
fbem-27701	115	59	so	so	SCONJ
fbem-27701	115	60	that	that	SCONJ
fbem-27701	115	61	all	all	DET
fbem-27701	115	62	provinces	province	NOUN
fbem-27701	115	63	and	and	CCONJ
fbem-27701	115	64	cities	city	NOUN
fbem-27701	115	65	are	be	AUX
fbem-27701	115	66	in	in	ADP
fbem-27701	115	67	the	the	DET
fbem-27701	115	68	same	same	ADJ
fbem-27701	115	69	environment	environment	NOUN
fbem-27701	115	70	and	and	CCONJ
fbem-27701	115	71	natural	natural	ADJ
fbem-27701	115	72	state	state	NOUN
fbem-27701	115	73	,	,	PUNCT
fbem-27701	115	74	and	and	CCONJ
fbem-27701	115	75	the	the	DET
fbem-27701	115	76	measured	measured	ADJ
fbem-27701	115	77	efficiency	efficiency	NOUN
fbem-27701	115	78	value	value	NOUN
fbem-27701	115	79	can	can	AUX
fbem-27701	115	80	more	more	ADV
fbem-27701	115	81	truly	truly	ADV
fbem-27701	115	82	and	and	CCONJ
fbem-27701	115	83	effectively	effectively	ADV
fbem-27701	115	84	reflect	reflect	VERB
fbem-27701	115	85	the	the	DET
fbem-27701	115	86	r	r	NOUN
fbem-27701	115	87	&	&	CCONJ
fbem-27701	115	88	d	d	NOUN
fbem-27701	115	89	activities	activity	NOUN
fbem-27701	115	90	of	of	ADP
fbem-27701	115	91	high	high	ADJ
fbem-27701	115	92	-	-	PUNCT
fbem-27701	115	93	tech	tech	NOUN
fbem-27701	115	94	industries	industry	NOUN
fbem-27701	115	95	in	in	ADP
fbem-27701	115	96	the	the	DET
fbem-27701	115	97	three	three	NUM
fbem-27701	115	98	economic	economic	ADJ
fbem-27701	115	99	zones	zone	NOUN
fbem-27701	115	100	.	.	PUNCT
fbem-27701	116	1	more	more	ADJ
fbem-27701	116	2	in	in	ADP
fbem-27701	116	3	line	line	NOUN
fbem-27701	116	4	with	with	ADP
fbem-27701	116	5	the	the	DET
fbem-27701	116	6	level	level	NOUN
fbem-27701	116	7	of	of	ADP
fbem-27701	116	8	economic	economic	ADJ
fbem-27701	116	9	development	development	NOUN
fbem-27701	116	10	in	in	ADP
fbem-27701	116	11	various	various	ADJ
fbem-27701	116	12	regions	region	NOUN
fbem-27701	116	13	.	.	PUNCT
fbem-27701	117	1	second	second	ADJ
fbem-27701	117	2	,	,	PUNCT
fbem-27701	117	3	the	the	DET
fbem-27701	117	4	second	second	ADJ
fbem-27701	117	5	stage	stage	NOUN
fbem-27701	117	6	sfa	sfa	PROPN
fbem-27701	117	7	regression	regression	NOUN
fbem-27701	117	8	results	result	NOUN
fbem-27701	117	9	show	show	VERB
fbem-27701	117	10	that	that	SCONJ
fbem-27701	117	11	the	the	DET
fbem-27701	117	12	improvement	improvement	NOUN
fbem-27701	117	13	of	of	ADP
fbem-27701	117	14	regional	regional	ADJ
fbem-27701	117	15	economic	economic	ADJ
fbem-27701	117	16	environment	environment	NOUN
fbem-27701	117	17	and	and	CCONJ
fbem-27701	117	18	the	the	DET
fbem-27701	117	19	strengthening	strengthening	NOUN
fbem-27701	117	20	of	of	ADP
fbem-27701	117	21	government	government	NOUN
fbem-27701	117	22	support	support	NOUN
fbem-27701	117	23	will	will	AUX
fbem-27701	117	24	increase	increase	VERB
fbem-27701	117	25	the	the	DET
fbem-27701	117	26	redundancy	redundancy	NOUN
fbem-27701	117	27	value	value	NOUN
fbem-27701	117	28	of	of	ADP
fbem-27701	117	29	input	input	NOUN
fbem-27701	117	30	variables	variable	NOUN
fbem-27701	117	31	,	,	PUNCT
fbem-27701	117	32	that	that	ADV
fbem-27701	117	33	is	is	ADV
fbem-27701	117	34	,	,	PUNCT
fbem-27701	117	35	reduce	reduce	VERB
fbem-27701	117	36	the	the	DET
fbem-27701	117	37	inputoutput	inputoutput	NOUN
fbem-27701	117	38	efficiency	efficiency	NOUN
fbem-27701	117	39	;	;	PUNCT
fbem-27701	117	40	the	the	DET
fbem-27701	117	41	improvement	improvement	NOUN
fbem-27701	117	42	of	of	ADP
fbem-27701	117	43	the	the	DET
fbem-27701	117	44	degree	degree	NOUN
fbem-27701	117	45	of	of	ADP
fbem-27701	117	46	opening	opening	NOUN
fbem-27701	117	47	to	to	ADP
fbem-27701	117	48	the	the	DET
fbem-27701	117	49	outside	outside	ADJ
fbem-27701	117	50	world	world	NOUN
fbem-27701	117	51	,	,	PUNCT
fbem-27701	117	52	the	the	DET
fbem-27701	117	53	quality	quality	NOUN
fbem-27701	117	54	of	of	ADP
fbem-27701	117	55	workers	worker	NOUN
fbem-27701	117	56	and	and	CCONJ
fbem-27701	117	57	the	the	DET
fbem-27701	117	58	ability	ability	NOUN
fbem-27701	117	59	of	of	ADP
fbem-27701	117	60	collaborative	collaborative	ADJ
fbem-27701	117	61	innovation	innovation	NOUN
fbem-27701	117	62	can	can	AUX
fbem-27701	117	63	significantly	significantly	ADV
fbem-27701	117	64	reduce	reduce	VERB
fbem-27701	117	65	the	the	DET
fbem-27701	117	66	redundant	redundant	ADJ
fbem-27701	117	67	value	value	NOUN
fbem-27701	117	68	of	of	ADP
fbem-27701	117	69	input	input	NOUN
fbem-27701	117	70	variables	variable	NOUN
fbem-27701	117	71	,	,	PUNCT
fbem-27701	117	72	that	that	ADV
fbem-27701	117	73	is	is	ADV
fbem-27701	117	74	,	,	PUNCT
fbem-27701	117	75	can	can	AUX
fbem-27701	117	76	significantly	significantly	ADV
fbem-27701	117	77	improve	improve	VERB
fbem-27701	117	78	the	the	DET
fbem-27701	117	79	utilization	utilization	NOUN
fbem-27701	117	80	efficiency	efficiency	NOUN
fbem-27701	117	81	of	of	ADP
fbem-27701	117	82	input	input	NOUN
fbem-27701	117	83	resources	resource	NOUN
fbem-27701	117	84	.	.	PUNCT
fbem-27701	118	1	third	third	ADJ
fbem-27701	118	2	,	,	PUNCT
fbem-27701	118	3	the	the	DET
fbem-27701	118	4	adjusted	adjust	VERB
fbem-27701	118	5	dea	dea	NOUN
fbem-27701	118	6	-	-	PUNCT
fbem-27701	118	7	windows	window	NOUN
fbem-27701	118	8	analysis	analysis	NOUN
fbem-27701	118	9	results	result	NOUN
fbem-27701	118	10	show	show	VERB
fbem-27701	118	11	that	that	SCONJ
fbem-27701	118	12	after	after	ADP
fbem-27701	118	13	eliminating	eliminate	VERB
fbem-27701	118	14	the	the	DET
fbem-27701	118	15	impact	impact	NOUN
fbem-27701	118	16	of	of	ADP
fbem-27701	118	17	environmental	environmental	ADJ
fbem-27701	118	18	factors	factor	NOUN
fbem-27701	118	19	and	and	CCONJ
fbem-27701	118	20	random	random	ADJ
fbem-27701	118	21	errors	error	NOUN
fbem-27701	118	22	,	,	PUNCT
fbem-27701	118	23	the	the	DET
fbem-27701	118	24	average	average	ADJ
fbem-27701	118	25	comprehensive	comprehensive	ADJ
fbem-27701	118	26	efficiency	efficiency	NOUN
fbem-27701	118	27	level	level	NOUN
fbem-27701	118	28	of	of	ADP
fbem-27701	118	29	the	the	DET
fbem-27701	118	30	three	three	NUM
fbem-27701	118	31	major	major	ADJ
fbem-27701	118	32	economic	economic	ADJ
fbem-27701	118	33	zones	zone	NOUN
fbem-27701	118	34	has	have	AUX
fbem-27701	118	35	decreased	decrease	VERB
fbem-27701	118	36	,	,	PUNCT
fbem-27701	118	37	among	among	ADP
fbem-27701	118	38	which	which	PRON
fbem-27701	118	39	the	the	DET
fbem-27701	118	40	pan	pan	ADJ
fbem-27701	118	41	-	-	ADJ
fbem-27701	118	42	pearl	pearl	ADJ
fbem-27701	118	43	river	river	NOUN
fbem-27701	118	44	delta	delta	NOUN
fbem-27701	118	45	economic	economic	ADJ
fbem-27701	118	46	zone	zone	NOUN
fbem-27701	118	47	has	have	VERB
fbem-27701	118	48	the	the	DET
fbem-27701	118	49	largest	large	ADJ
fbem-27701	118	50	decline	decline	NOUN
fbem-27701	118	51	,	,	PUNCT
fbem-27701	118	52	decreasing	decrease	VERB
fbem-27701	118	53	by	by	ADP
fbem-27701	118	54	44.5	44.5	NUM
fbem-27701	118	55	percentage	percentage	NOUN
fbem-27701	118	56	points	point	NOUN
fbem-27701	118	57	,	,	PUNCT
fbem-27701	118	58	followed	follow	VERB
fbem-27701	118	59	by	by	ADP
fbem-27701	118	60	the	the	DET
fbem-27701	118	61	bohai	bohai	NOUN
fbem-27701	118	62	rim	rim	NOUN
fbem-27701	118	63	economic	economic	ADJ
fbem-27701	118	64	zone	zone	NOUN
fbem-27701	118	65	.	.	PUNCT
fbem-27701	119	1	the	the	DET
fbem-27701	119	2	overall	overall	ADJ
fbem-27701	119	3	efficiency	efficiency	NOUN
fbem-27701	119	4	of	of	ADP
fbem-27701	119	5	the	the	DET
fbem-27701	119	6	yangtze	yangtze	PROPN
fbem-27701	119	7	river	river	PROPN
fbem-27701	119	8	delta	delta	PROPN
fbem-27701	119	9	economic	economic	ADJ
fbem-27701	119	10	zone	zone	NOUN
fbem-27701	119	11	decreased	decrease	VERB
fbem-27701	119	12	by	by	ADP
fbem-27701	119	13	less	less	ADJ
fbem-27701	119	14	than	than	ADP
fbem-27701	119	15	1	1	NUM
fbem-27701	119	16	%	%	NOUN
fbem-27701	119	17	.	.	PUNCT
fbem-27701	120	1	on	on	ADP
fbem-27701	120	2	the	the	DET
fbem-27701	120	3	whole	whole	NOUN
fbem-27701	120	4	,	,	PUNCT
fbem-27701	120	5	although	although	SCONJ
fbem-27701	120	6	the	the	DET
fbem-27701	120	7	overall	overall	ADJ
fbem-27701	120	8	technical	technical	ADJ
fbem-27701	120	9	efficiency	efficiency	NOUN
fbem-27701	120	10	value	value	NOUN
fbem-27701	120	11	of	of	ADP
fbem-27701	120	12	the	the	DET
fbem-27701	120	13	three	three	NUM
fbem-27701	120	14	major	major	ADJ
fbem-27701	120	15	economic	economic	ADJ
fbem-27701	120	16	zones	zone	NOUN
fbem-27701	120	17	is	be	AUX
fbem-27701	120	18	not	not	PART
fbem-27701	120	19	high	high	ADJ
fbem-27701	120	20	,	,	PUNCT
fbem-27701	120	21	the	the	DET
fbem-27701	120	22	overall	overall	ADJ
fbem-27701	120	23	trend	trend	NOUN
fbem-27701	120	24	is	be	AUX
fbem-27701	120	25	rising	rise	VERB
fbem-27701	120	26	year	year	NOUN
fbem-27701	120	27	by	by	ADP
fbem-27701	120	28	year	year	NOUN
fbem-27701	120	29	,	,	PUNCT
fbem-27701	120	30	from	from	ADP
fbem-27701	120	31	0.340	0.340	NUM
fbem-27701	120	32	in	in	ADP
fbem-27701	120	33	2016	2016	NUM
fbem-27701	120	34	to	to	ADP
fbem-27701	120	35	0.521	0.521	NUM
fbem-27701	120	36	in	in	ADP
fbem-27701	120	37	2022	2022	NUM
fbem-27701	120	38	,	,	PUNCT
fbem-27701	120	39	with	with	ADP
fbem-27701	120	40	an	an	DET
fbem-27701	120	41	average	average	ADJ
fbem-27701	120	42	annual	annual	ADJ
fbem-27701	120	43	increase	increase	NOUN
fbem-27701	120	44	of	of	ADP
fbem-27701	120	45	7.3	7.3	NUM
fbem-27701	120	46	percentage	percentage	NOUN
fbem-27701	120	47	points	point	NOUN
fbem-27701	120	48	.	.	PUNCT
fbem-27701	121	1	acknowledgment	acknowledgment	NOUN
fbem-27701	121	2	this	this	DET
fbem-27701	121	3	work	work	NOUN
fbem-27701	121	4	was	be	AUX
fbem-27701	121	5	supported	support	VERB
fbem-27701	121	6	by	by	ADP
fbem-27701	121	7	school	school	NOUN
fbem-27701	121	8	level	level	NOUN
fbem-27701	121	9	scientific	scientific	ADJ
fbem-27701	121	10	research	research	NOUN
fbem-27701	121	11	project	project	NOUN
fbem-27701	121	12	of	of	ADP
fbem-27701	121	13	wenzhou	wenzhou	PROPN
fbem-27701	121	14	polytechnic	polytechnic	PROPN
fbem-27701	121	15	.	.	PUNCT
fbem-27701	121	16	fund	fund	NOUN
fbem-27701	121	17	project	project	NOUN
fbem-27701	121	18	:	:	PUNCT
fbem-27701	121	19	"	"	PUNCT
fbem-27701	121	20	research	research	NOUN
fbem-27701	121	21	on	on	ADP
fbem-27701	121	22	the	the	DET
fbem-27701	121	23	spatial	spatial	ADJ
fbem-27701	121	24	spillover	spillover	NOUN
fbem-27701	121	25	effect	effect	NOUN
fbem-27701	121	26	of	of	ADP
fbem-27701	121	27	digital	digital	ADJ
fbem-27701	121	28	economy	economy	NOUN
fbem-27701	121	29	development	development	NOUN
fbem-27701	121	30	on	on	ADP
fbem-27701	121	31	regional	regional	ADJ
fbem-27701	121	32	innovation	innovation	NOUN
fbem-27701	121	33	efficiency	efficiency	NOUN
fbem-27701	121	34	"	"	PUNCT
fbem-27701	121	35	project	project	NOUN
fbem-27701	121	36	(	(	PUNCT
fbem-27701	121	37	no	no	NOUN
fbem-27701	121	38	.	.	PUNCT
fbem-27701	121	39	wzy2023047	wzy2023047	PROPN
fbem-27701	121	40	)	)	PUNCT
fbem-27701	121	41	.	.	PUNCT
fbem-27701	122	1	references	reference	NOUN
fbem-27701	122	2	[	[	X
fbem-27701	122	3	1	1	X
fbem-27701	122	4	]	]	PUNCT
fbem-27701	122	5	j.	j.	PROPN
fbem-27701	122	6	h.	h.	PROPN
fbem-27701	122	7	bai	bai	PROPN
fbem-27701	122	8	and	and	CCONJ
fbem-27701	122	9	x.	x.	PROPN
fbem-27701	122	10	chen	chen	PROPN
fbem-27701	122	11	.	.	PUNCT
fbem-27701	123	1	"	"	PUNCT
fbem-27701	123	2	digital	digital	ADJ
fbem-27701	123	3	economy	economy	NOUN
fbem-27701	123	4	,	,	PUNCT
fbem-27701	123	5	spatial	spatial	ADJ
fbem-27701	123	6	spillover	spillover	NOUN
fbem-27701	123	7	effect	effect	NOUN
fbem-27701	123	8	and	and	CCONJ
fbem-27701	123	9	regional	regional	ADJ
fbem-27701	123	10	innovation	innovation	NOUN
fbem-27701	123	11	efficiency	efficiency	NOUN
fbem-27701	123	12	.	.	PUNCT
fbem-27701	123	13	"	"	PUNCT
fbem-27701	124	1	research	research	NOUN
fbem-27701	124	2	and	and	CCONJ
fbem-27701	124	3	development	development	NOUN
fbem-27701	124	4	management	management	NOUN
fbem-27701	124	5	,	,	PUNCT
fbem-27701	124	6	vol	vol	NOUN
fbem-27701	124	7	.	.	PROPN
fbem-27701	125	1	34	34	NUM
fbem-27701	125	2	,	,	PUNCT
fbem-27701	125	3	pp	pp	ADJ
fbem-27701	125	4	.	.	PUNCT
fbem-27701	126	1	67	67	NUM
fbem-27701	126	2	-	-	SYM
fbem-27701	126	3	78,2022	78,2022	NUM
fbem-27701	126	4	.	.	PUNCT
fbem-27701	127	1	[	[	X
fbem-27701	127	2	2	2	NUM
fbem-27701	127	3	]	]	X
fbem-27701	127	4	b.	b.	PROPN
fbem-27701	127	5	jiang	jiang	PROPN
fbem-27701	127	6	,	,	PUNCT
fbem-27701	127	7	"	"	PUNCT
fbem-27701	127	8	change	change	VERB
fbem-27701	127	9	analysis	analysis	NOUN
fbem-27701	127	10	of	of	ADP
fbem-27701	127	11	r&d	r&d	NOUN
fbem-27701	127	12	efficiency	efficiency	NOUN
fbem-27701	127	13	in	in	ADP
fbem-27701	127	14	china	china	PROPN
fbem-27701	127	15	's	's	PART
fbem-27701	127	16	hightech	hightech	NOUN
fbem-27701	127	17	industries	industry	NOUN
fbem-27701	127	18	:	:	PUNCT
fbem-27701	127	19	malmquist	malmquist	NOUN
fbem-27701	127	20	index	index	NOUN
fbem-27701	127	21	method	method	NOUN
fbem-27701	127	22	based	base	VERB
fbem-27701	127	23	on	on	ADP
fbem-27701	127	24	dea	dea	PROPN
fbem-27701	127	25	model	model	PROPN
fbem-27701	127	26	.	.	PUNCT
fbem-27701	127	27	"	"	PUNCT
fbem-27701	128	1	journal	journal	NOUN
fbem-27701	128	2	of	of	ADP
fbem-27701	128	3	information	information	NOUN
fbem-27701	128	4	,	,	PUNCT
fbem-27701	128	5	vol	vol	NOUN
fbem-27701	128	6	.	.	PROPN
fbem-27701	128	7	30	30	NUM
fbem-27701	128	8	,	,	PUNCT
fbem-27701	128	9	pp.82	pp.82	NOUN
fbem-27701	128	10	-	-	PUNCT
fbem-27701	128	11	86,2011	86,2011	NUM
fbem-27701	128	12	.	.	PUNCT
fbem-27701	129	1	[	[	X
fbem-27701	129	2	3	3	NUM
fbem-27701	129	3	]	]	PUNCT
fbem-27701	129	4	fried	fry	VERB
fbem-27701	129	5	h	h	NOUN
fbem-27701	129	6	o	o	NOUN
fbem-27701	129	7	,	,	PUNCT
fbem-27701	129	8	lovell	lovell	PROPN
fbem-27701	129	9	c	c	PROPN
fbem-27701	129	10	a	a	DET
fbem-27701	129	11	k	k	PROPN
fbem-27701	129	12	,	,	PUNCT
fbem-27701	129	13	schmidt	schmidt	PROPN
fbem-27701	129	14	s	s	PROPN
fbem-27701	129	15	s	s	PROPN
fbem-27701	129	16	,	,	PUNCT
fbem-27701	129	17	et	et	PROPN
fbem-27701	129	18	al	al	PROPN
fbem-27701	129	19	.	.	PROPN
fbem-27701	129	20	,	,	PUNCT
fbem-27701	129	21	“	"	PUNCT
fbem-27701	129	22	accounting	account	VERB
fbem-27701	129	23	for	for	ADP
fbem-27701	129	24	environmental	environmental	ADJ
fbem-27701	129	25	effects	effect	NOUN
fbem-27701	129	26	and	and	CCONJ
fbem-27701	129	27	statistical	statistical	ADJ
fbem-27701	129	28	noise	noise	NOUN
fbem-27701	129	29	in	in	ADP
fbem-27701	129	30	data	datum	NOUN
fbem-27701	129	31	envelopment	envelopment	ADJ
fbem-27701	129	32	analysis	analysis	NOUN
fbem-27701	129	33	.	.	PUNCT
fbem-27701	129	34	”	"	PUNCT
fbem-27701	129	35	journal	journal	NOUN
fbem-27701	129	36	of	of	ADP
fbem-27701	129	37	productivity	productivity	NOUN
fbem-27701	129	38	analysis	analysis	NOUN
fbem-27701	129	39	,	,	PUNCT
fbem-27701	129	40	vol	vol	NOUN
fbem-27701	129	41	.	.	PROPN
fbem-27701	129	42	17	17	NUM
fbem-27701	129	43	,	,	PUNCT
fbem-27701	129	44	pp	pp	ADJ
fbem-27701	129	45	.	.	PUNCT
fbem-27701	130	1	157	157	NUM
fbem-27701	130	2	–	–	PUNCT
fbem-27701	130	3	174	174	NUM
fbem-27701	130	4	,	,	PUNCT
fbem-27701	130	5	2002	2002	NUM
fbem-27701	130	6	.	.	PUNCT
fbem-27701	131	1	[	[	X
fbem-27701	131	2	4	4	NUM
fbem-27701	131	3	]	]	SYM
fbem-27701	131	4	charnes	charne	NOUN
fbem-27701	131	5	a	a	NOUN
fbem-27701	131	6	,	,	PUNCT
fbem-27701	131	7	clark	clark	PROPN
fbem-27701	131	8	c	c	PROPN
fbem-27701	131	9	t	t	PROPN
fbem-27701	131	10	,	,	PUNCT
fbem-27701	131	11	cooper	cooper	PROPN
fbem-27701	131	12	w	w	PROPN
fbem-27701	131	13	w	w	PROPN
fbem-27701	131	14	,	,	PUNCT
fbem-27701	131	15	et	et	PROPN
fbem-27701	131	16	al	al	PROPN
fbem-27701	131	17	.	.	PROPN
fbem-27701	131	18	,"a	,"a	PUNCT
fbem-27701	131	19	deve	deve	PROPN
fbem-27701	131	20	lopmental	lopmental	PROPN
fbem-27701	131	21	study	study	NOUN
fbem-27701	131	22	of	of	ADP
fbem-27701	131	23	data	datum	NOUN
fbem-27701	131	24	envelopment	envelopment	ADJ
fbem-27701	131	25	analysis	analysis	NOUN
fbem-27701	131	26	in	in	ADP
fbem-27701	131	27	measuring	measure	VERB
fbem-27701	131	28	the	the	DET
fbem-27701	131	29	efficiency	efficiency	NOUN
fbem-27701	131	30	of	of	ADP
fbem-27701	131	31	maintenance	maintenance	NOUN
fbem-27701	131	32	units	unit	NOUN
fbem-27701	131	33	in	in	ADP
fbem-27701	131	34	the	the	DET
fbem-27701	131	35	us	us	PROPN
fbem-27701	131	36	air	air	NOUN
fbem-27701	131	37	forces	force	NOUN
fbem-27701	131	38	.	.	PUNCT
fbem-27701	131	39	"	"	PUNCT
fbem-27701	132	1	annals	annal	NOUN
fbem-27701	132	2	of	of	ADP
fbem-27701	132	3	operations	operation	NOUN
fbem-27701	132	4	research	research	NOUN
fbem-27701	132	5	,	,	PUNCT
fbem-27701	132	6	vol	vol	NOUN
fbem-27701	132	7	.	.	PROPN
fbem-27701	132	8	2	2	NUM
fbem-27701	132	9	,	,	PUNCT
fbem-27701	132	10	pp	pp	ADJ
fbem-27701	132	11	.	.	PUNCT
fbem-27701	133	1	95	95	NUM
fbem-27701	133	2	-	-	SYM
fbem-27701	133	3	112,1985	112,1985	NUM
fbem-27701	133	4	.	.	PUNCT
fbem-27701	134	1	[	[	X
fbem-27701	134	2	5	5	X
fbem-27701	134	3	]	]	X
fbem-27701	134	4	y.	y.	PROPN
fbem-27701	134	5	li	li	PROPN
fbem-27701	134	6	and	and	CCONJ
fbem-27701	134	7	y.t	y.t	PROPN
fbem-27701	134	8	.	.	PUNCT
fbem-27701	134	9	guo	guo	PROPN
fbem-27701	134	10	,	,	PUNCT
fbem-27701	134	11	"	"	PUNCT
fbem-27701	134	12	research	research	NOUN
fbem-27701	134	13	on	on	ADP
fbem-27701	134	14	the	the	DET
fbem-27701	134	15	mechanism	mechanism	NOUN
fbem-27701	134	16	of	of	ADP
fbem-27701	134	17	digital	digital	ADJ
fbem-27701	134	18	economy	economy	NOUN
fbem-27701	134	19	to	to	PART
fbem-27701	134	20	improve	improve	VERB
fbem-27701	134	21	the	the	DET
fbem-27701	134	22	innovation	innovation	NOUN
fbem-27701	134	23	efficiency	efficiency	NOUN
fbem-27701	134	24	of	of	ADP
fbem-27701	134	25	high	high	ADJ
fbem-27701	134	26	-	-	PUNCT
fbem-27701	134	27	tech	tech	NOUN
fbem-27701	134	28	industry	industry	NOUN
fbem-27701	134	29	.	.	PUNCT
fbem-27701	134	30	"	"	PUNCT
fbem-27701	135	1	contemporary	contemporary	ADJ
fbem-27701	135	2	economy	economy	NOUN
fbem-27701	135	3	,	,	PUNCT
fbem-27701	135	4	vol	vol	NOUN
fbem-27701	135	5	.	.	PROPN
fbem-27701	135	6	40	40	NUM
fbem-27701	135	7	,	,	PUNCT
fbem-27701	135	8	pp	pp	ADJ
fbem-27701	135	9	.	.	PUNCT
fbem-27701	136	1	3	3	NUM
fbem-27701	136	2	-	-	SYM
fbem-27701	136	3	12	12	NUM
fbem-27701	136	4	,	,	PUNCT
fbem-27701	136	5	2023	2023	NUM
fbem-27701	136	6	.	.	PUNCT