id	sid	tid	token	lemma	pos
fbem-10519	1	1	frontiers	frontier	NOUN
fbem-10519	1	2	in	in	ADP
fbem-10519	1	3	business	business	NOUN
fbem-10519	1	4	,	,	PUNCT
fbem-10519	1	5	economics	economic	NOUN
fbem-10519	1	6	and	and	CCONJ
fbem-10519	1	7	management	management	NOUN
fbem-10519	1	8	issn	issn	PROPN
fbem-10519	1	9	:	:	PUNCT
fbem-10519	1	10	2766	2766	NUM
fbem-10519	1	11	-	-	PUNCT
fbem-10519	1	12	824x	824x	NUM
fbem-10519	1	13	|	|	ADJ
fbem-10519	1	14	vol	vol	NOUN
fbem-10519	1	15	.	.	PROPN
fbem-10519	2	1	10	10	NUM
fbem-10519	2	2	,	,	PUNCT
fbem-10519	2	3	no	no	INTJ
fbem-10519	2	4	.	.	NOUN
fbem-10519	2	5	2	2	NUM
fbem-10519	2	6	,	,	PUNCT
fbem-10519	2	7	2023	2023	NUM
fbem-10519	2	8	34	34	NUM
fbem-10519	2	9	research	research	NOUN
fbem-10519	2	10	on	on	ADP
fbem-10519	2	11	the	the	DET
fbem-10519	2	12	competitiveness	competitiveness	NOUN
fbem-10519	2	13	analysis	analysis	NOUN
fbem-10519	2	14	of	of	ADP
fbem-10519	2	15	commercial	commercial	ADJ
fbem-10519	2	16	banks	bank	NOUN
fbem-10519	2	17	based	base	VERB
fbem-10519	2	18	on	on	ADP
fbem-10519	2	19	the	the	DET
fbem-10519	2	20	malmquist	malmquist	NOUN
fbem-10519	2	21	index	index	NOUN
fbem-10519	2	22	‐	‐	VERB
fbem-10519	2	23	a	a	DET
fbem-10519	2	24	case	case	NOUN
fbem-10519	2	25	study	study	NOUN
fbem-10519	2	26	of	of	ADP
fbem-10519	2	27	26	26	NUM
fbem-10519	2	28	listed	list	VERB
fbem-10519	2	29	commercial	commercial	ADJ
fbem-10519	2	30	banks	bank	NOUN
fbem-10519	2	31	in	in	ADP
fbem-10519	2	32	china	china	PROPN
fbem-10519	2	33	chenyang	chenyang	PROPN
fbem-10519	2	34	zhou	zhou	PROPN
fbem-10519	2	35	,	,	PUNCT
fbem-10519	2	36	youyun	youyun	PROPN
fbem-10519	2	37	yao	yao	PROPN
fbem-10519	2	38	,	,	PUNCT
fbem-10519	2	39	shuai	shuai	PROPN
fbem-10519	2	40	jiang	jiang	PROPN
fbem-10519	2	41	school	school	PROPN
fbem-10519	2	42	of	of	ADP
fbem-10519	2	43	logistics	logistic	NOUN
fbem-10519	2	44	and	and	CCONJ
fbem-10519	2	45	management	management	NOUN
fbem-10519	2	46	engineering	engineering	NOUN
fbem-10519	2	47	,	,	PUNCT
fbem-10519	2	48	yunnan	yunnan	PROPN
fbem-10519	2	49	university	university	PROPN
fbem-10519	2	50	of	of	ADP
fbem-10519	2	51	finance	finance	NOUN
fbem-10519	2	52	and	and	CCONJ
fbem-10519	2	53	economics	economic	NOUN
fbem-10519	2	54	,	,	PUNCT
fbem-10519	2	55	china	china	PROPN
fbem-10519	2	56	abstract	abstract	NOUN
fbem-10519	2	57	:	:	PUNCT
fbem-10519	2	58	bank	bank	NOUN
fbem-10519	2	59	competitiveness	competitiveness	NOUN
fbem-10519	2	60	is	be	AUX
fbem-10519	2	61	a	a	DET
fbem-10519	2	62	concentrated	concentrated	ADJ
fbem-10519	2	63	reflection	reflection	NOUN
fbem-10519	2	64	of	of	ADP
fbem-10519	2	65	china	china	PROPN
fbem-10519	2	66	's	's	PART
fbem-10519	2	67	financial	financial	ADJ
fbem-10519	2	68	strength	strength	NOUN
fbem-10519	2	69	.	.	PUNCT
fbem-10519	3	1	using	use	VERB
fbem-10519	3	2	the	the	DET
fbem-10519	3	3	malmquist	malmquist	NOUN
fbem-10519	3	4	index	index	NOUN
fbem-10519	3	5	calculation	calculation	NOUN
fbem-10519	3	6	method	method	NOUN
fbem-10519	3	7	based	base	VERB
fbem-10519	3	8	on	on	ADP
fbem-10519	3	9	the	the	DET
fbem-10519	3	10	dea	dea	PROPN
fbem-10519	3	11	(	(	PUNCT
fbem-10519	3	12	data	datum	NOUN
fbem-10519	3	13	envelopment	envelopment	ADJ
fbem-10519	3	14	analysis	analysis	NOUN
fbem-10519	3	15	)	)	PUNCT
fbem-10519	3	16	approach	approach	NOUN
fbem-10519	3	17	,	,	PUNCT
fbem-10519	3	18	this	this	DET
fbem-10519	3	19	study	study	NOUN
fbem-10519	3	20	analyzes	analyze	VERB
fbem-10519	3	21	the	the	DET
fbem-10519	3	22	performance	performance	NOUN
fbem-10519	3	23	of	of	ADP
fbem-10519	3	24	26	26	NUM
fbem-10519	3	25	commercial	commercial	ADJ
fbem-10519	3	26	banks	bank	NOUN
fbem-10519	3	27	in	in	ADP
fbem-10519	3	28	terms	term	NOUN
fbem-10519	3	29	of	of	ADP
fbem-10519	3	30	operating	operating	NOUN
fbem-10519	3	31	expenses	expense	NOUN
fbem-10519	3	32	,	,	PUNCT
fbem-10519	3	33	net	net	ADJ
fbem-10519	3	34	fixed	fix	VERB
fbem-10519	3	35	assets	asset	NOUN
fbem-10519	3	36	,	,	PUNCT
fbem-10519	3	37	net	net	ADJ
fbem-10519	3	38	interest	interest	NOUN
fbem-10519	3	39	income	income	NOUN
fbem-10519	3	40	,	,	PUNCT
fbem-10519	3	41	and	and	CCONJ
fbem-10519	3	42	non	non	ADJ
fbem-10519	3	43	-	-	ADJ
fbem-10519	3	44	interest	interest	ADJ
fbem-10519	3	45	income	income	NOUN
fbem-10519	3	46	indicators	indicator	NOUN
fbem-10519	3	47	.	.	PUNCT
fbem-10519	4	1	through	through	ADP
fbem-10519	4	2	empirical	empirical	ADJ
fbem-10519	4	3	analysis	analysis	NOUN
fbem-10519	4	4	,	,	PUNCT
fbem-10519	4	5	the	the	DET
fbem-10519	4	6	competitiveness	competitiveness	NOUN
fbem-10519	4	7	of	of	ADP
fbem-10519	4	8	commercial	commercial	ADJ
fbem-10519	4	9	banks	bank	NOUN
fbem-10519	4	10	is	be	AUX
fbem-10519	4	11	evaluated	evaluate	VERB
fbem-10519	4	12	from	from	ADP
fbem-10519	4	13	aspects	aspect	NOUN
fbem-10519	4	14	such	such	ADJ
fbem-10519	4	15	as	as	ADP
fbem-10519	4	16	efficiency	efficiency	NOUN
fbem-10519	4	17	change	change	NOUN
fbem-10519	4	18	,	,	PUNCT
fbem-10519	4	19	technological	technological	ADJ
fbem-10519	4	20	change	change	NOUN
fbem-10519	4	21	,	,	PUNCT
fbem-10519	4	22	scale	scale	NOUN
fbem-10519	4	23	efficiency	efficiency	NOUN
fbem-10519	4	24	,	,	PUNCT
fbem-10519	4	25	and	and	CCONJ
fbem-10519	4	26	total	total	ADJ
fbem-10519	4	27	factor	factor	NOUN
fbem-10519	4	28	productivity	productivity	NOUN
fbem-10519	4	29	.	.	PUNCT
fbem-10519	5	1	the	the	DET
fbem-10519	5	2	research	research	NOUN
fbem-10519	5	3	findings	finding	NOUN
fbem-10519	5	4	indicate	indicate	VERB
fbem-10519	5	5	that	that	SCONJ
fbem-10519	5	6	although	although	SCONJ
fbem-10519	5	7	commercial	commercial	ADJ
fbem-10519	5	8	banks	bank	NOUN
fbem-10519	5	9	have	have	AUX
fbem-10519	5	10	shown	show	VERB
fbem-10519	5	11	some	some	DET
fbem-10519	5	12	improvement	improvement	NOUN
fbem-10519	5	13	overall	overall	ADV
fbem-10519	5	14	in	in	ADP
fbem-10519	5	15	different	different	ADJ
fbem-10519	5	16	years	year	NOUN
fbem-10519	5	17	,	,	PUNCT
fbem-10519	5	18	their	their	PRON
fbem-10519	5	19	progress	progress	NOUN
fbem-10519	5	20	in	in	ADP
fbem-10519	5	21	terms	term	NOUN
fbem-10519	5	22	of	of	ADP
fbem-10519	5	23	production	production	NOUN
fbem-10519	5	24	efficiency	efficiency	NOUN
fbem-10519	5	25	remains	remain	VERB
fbem-10519	5	26	limited	limited	ADJ
fbem-10519	5	27	.	.	PUNCT
fbem-10519	6	1	based	base	VERB
fbem-10519	6	2	on	on	ADP
fbem-10519	6	3	the	the	DET
fbem-10519	6	4	analysis	analysis	NOUN
fbem-10519	6	5	results	result	NOUN
fbem-10519	6	6	,	,	PUNCT
fbem-10519	6	7	suggestions	suggestion	NOUN
fbem-10519	6	8	for	for	ADP
fbem-10519	6	9	countermeasures	countermeasure	NOUN
fbem-10519	6	10	are	be	AUX
fbem-10519	6	11	proposed	propose	VERB
fbem-10519	6	12	,	,	PUNCT
fbem-10519	6	13	including	include	VERB
fbem-10519	6	14	optimizing	optimize	VERB
fbem-10519	6	15	resource	resource	NOUN
fbem-10519	6	16	allocation	allocation	NOUN
fbem-10519	6	17	,	,	PUNCT
fbem-10519	6	18	promoting	promote	VERB
fbem-10519	6	19	continuous	continuous	ADJ
fbem-10519	6	20	technological	technological	ADJ
fbem-10519	6	21	innovation	innovation	NOUN
fbem-10519	6	22	,	,	PUNCT
fbem-10519	6	23	optimizing	optimize	VERB
fbem-10519	6	24	scale	scale	NOUN
fbem-10519	6	25	management	management	NOUN
fbem-10519	6	26	,	,	PUNCT
fbem-10519	6	27	and	and	CCONJ
fbem-10519	6	28	establishing	establish	VERB
fbem-10519	6	29	effective	effective	ADJ
fbem-10519	6	30	monitoring	monitoring	NOUN
fbem-10519	6	31	and	and	CCONJ
fbem-10519	6	32	evaluation	evaluation	NOUN
fbem-10519	6	33	mechanisms	mechanism	NOUN
fbem-10519	6	34	.	.	PUNCT
fbem-10519	7	1	keywords	keyword	NOUN
fbem-10519	7	2	:	:	PUNCT
fbem-10519	7	3	commercial	commercial	ADJ
fbem-10519	7	4	bank	bank	NOUN
fbem-10519	7	5	competitiveness	competitiveness	NOUN
fbem-10519	7	6	,	,	PUNCT
fbem-10519	7	7	malmquist	malmquist	PROPN
fbem-10519	7	8	index	index	NOUN
fbem-10519	7	9	,	,	PUNCT
fbem-10519	7	10	total	total	ADJ
fbem-10519	7	11	factor	factor	NOUN
fbem-10519	7	12	productivity	productivity	NOUN
fbem-10519	7	13	.	.	PUNCT
fbem-10519	8	1	1	1	X
fbem-10519	8	2	.	.	X
fbem-10519	8	3	introduction	introduction	NOUN
fbem-10519	8	4	and	and	CCONJ
fbem-10519	8	5	literature	literature	NOUN
fbem-10519	8	6	review	review	NOUN
fbem-10519	8	7	1.1	1.1	NUM
fbem-10519	8	8	.	.	PUNCT
fbem-10519	9	1	introduction	introduction	NOUN
fbem-10519	9	2	commercial	commercial	ADJ
fbem-10519	9	3	banks	bank	NOUN
fbem-10519	9	4	play	play	VERB
fbem-10519	9	5	a	a	DET
fbem-10519	9	6	crucial	crucial	ADJ
fbem-10519	9	7	role	role	NOUN
fbem-10519	9	8	in	in	ADP
fbem-10519	9	9	china	china	PROPN
fbem-10519	9	10	's	's	PART
fbem-10519	9	11	financial	financial	ADJ
fbem-10519	9	12	system	system	NOUN
fbem-10519	9	13	,	,	PUNCT
fbem-10519	9	14	and	and	CCONJ
fbem-10519	9	15	enhancing	enhance	VERB
fbem-10519	9	16	their	their	PRON
fbem-10519	9	17	competitiveness	competitiveness	NOUN
fbem-10519	9	18	is	be	AUX
fbem-10519	9	19	vital	vital	ADJ
fbem-10519	9	20	for	for	ADP
fbem-10519	9	21	the	the	DET
fbem-10519	9	22	stability	stability	NOUN
fbem-10519	9	23	of	of	ADP
fbem-10519	9	24	the	the	DET
fbem-10519	9	25	financial	financial	ADJ
fbem-10519	9	26	market	market	NOUN
fbem-10519	9	27	and	and	CCONJ
fbem-10519	9	28	economic	economic	ADJ
fbem-10519	9	29	development	development	NOUN
fbem-10519	9	30	in	in	ADP
fbem-10519	9	31	china	china	PROPN
fbem-10519	9	32	.	.	PUNCT
fbem-10519	10	1	in	in	ADP
fbem-10519	10	2	the	the	DET
fbem-10519	10	3	fiercely	fiercely	ADV
fbem-10519	10	4	competitive	competitive	ADJ
fbem-10519	10	5	financial	financial	ADJ
fbem-10519	10	6	environment	environment	NOUN
fbem-10519	10	7	,	,	PUNCT
fbem-10519	10	8	commercial	commercial	ADJ
fbem-10519	10	9	banks	bank	NOUN
fbem-10519	10	10	need	need	VERB
fbem-10519	10	11	to	to	PART
fbem-10519	10	12	continuously	continuously	ADV
fbem-10519	10	13	optimize	optimize	VERB
fbem-10519	10	14	their	their	PRON
fbem-10519	10	15	operational	operational	ADJ
fbem-10519	10	16	efficiency	efficiency	NOUN
fbem-10519	10	17	and	and	CCONJ
fbem-10519	10	18	service	service	NOUN
fbem-10519	10	19	quality	quality	NOUN
fbem-10519	10	20	to	to	PART
fbem-10519	10	21	meet	meet	VERB
fbem-10519	10	22	market	market	NOUN
fbem-10519	10	23	demands	demand	NOUN
fbem-10519	10	24	and	and	CCONJ
fbem-10519	10	25	competitive	competitive	ADJ
fbem-10519	10	26	pressures	pressure	NOUN
fbem-10519	10	27	.	.	PUNCT
fbem-10519	11	1	the	the	DET
fbem-10519	11	2	dea	dea	PROPN
fbem-10519	11	3	-	-	PUNCT
fbem-10519	11	4	malmquist	malmquist	PROPN
fbem-10519	11	5	index	index	NOUN
fbem-10519	11	6	model	model	NOUN
fbem-10519	11	7	is	be	AUX
fbem-10519	11	8	used	use	VERB
fbem-10519	11	9	to	to	PART
fbem-10519	11	10	evaluate	evaluate	VERB
fbem-10519	11	11	the	the	DET
fbem-10519	11	12	competitiveness	competitiveness	NOUN
fbem-10519	11	13	of	of	ADP
fbem-10519	11	14	commercial	commercial	ADJ
fbem-10519	11	15	banks	bank	NOUN
fbem-10519	11	16	,	,	PUNCT
fbem-10519	11	17	focusing	focus	VERB
fbem-10519	11	18	on	on	ADP
fbem-10519	11	19	indicators	indicator	NOUN
fbem-10519	11	20	such	such	ADJ
fbem-10519	11	21	as	as	ADP
fbem-10519	11	22	operating	operating	NOUN
fbem-10519	11	23	expenses	expense	NOUN
fbem-10519	11	24	,	,	PUNCT
fbem-10519	11	25	net	net	ADJ
fbem-10519	11	26	fixed	fix	VERB
fbem-10519	11	27	assets	asset	NOUN
fbem-10519	11	28	,	,	PUNCT
fbem-10519	11	29	net	net	ADJ
fbem-10519	11	30	interest	interest	NOUN
fbem-10519	11	31	income	income	NOUN
fbem-10519	11	32	,	,	PUNCT
fbem-10519	11	33	and	and	CCONJ
fbem-10519	11	34	noninterest	noninter	ADJ
fbem-10519	11	35	income	income	NOUN
fbem-10519	11	36	.	.	PUNCT
fbem-10519	12	1	this	this	DET
fbem-10519	12	2	study	study	NOUN
fbem-10519	12	3	selects	select	VERB
fbem-10519	12	4	data	datum	NOUN
fbem-10519	12	5	from	from	ADP
fbem-10519	12	6	26	26	NUM
fbem-10519	12	7	commercial	commercial	ADJ
fbem-10519	12	8	banks	bank	NOUN
fbem-10519	12	9	for	for	ADP
fbem-10519	12	10	the	the	DET
fbem-10519	12	11	years	year	NOUN
fbem-10519	12	12	2016	2016	NUM
fbem-10519	12	13	to	to	ADP
fbem-10519	12	14	2022	2022	NUM
fbem-10519	12	15	,	,	PUNCT
fbem-10519	12	16	analyzing	analyze	VERB
fbem-10519	12	17	their	their	PRON
fbem-10519	12	18	efficiency	efficiency	NOUN
fbem-10519	12	19	,	,	PUNCT
fbem-10519	12	20	technological	technological	ADJ
fbem-10519	12	21	changes	change	NOUN
fbem-10519	12	22	,	,	PUNCT
fbem-10519	12	23	scale	scale	NOUN
fbem-10519	12	24	efficiency	efficiency	NOUN
fbem-10519	12	25	,	,	PUNCT
fbem-10519	12	26	and	and	CCONJ
fbem-10519	12	27	total	total	ADJ
fbem-10519	12	28	factor	factor	NOUN
fbem-10519	12	29	productivity	productivity	NOUN
fbem-10519	12	30	in	in	ADP
fbem-10519	12	31	different	different	ADJ
fbem-10519	12	32	years	year	NOUN
fbem-10519	12	33	.	.	PUNCT
fbem-10519	13	1	through	through	ADP
fbem-10519	13	2	data	data	NOUN
fbem-10519	13	3	analysis	analysis	NOUN
fbem-10519	13	4	and	and	CCONJ
fbem-10519	13	5	interpretation	interpretation	NOUN
fbem-10519	13	6	,	,	PUNCT
fbem-10519	13	7	the	the	DET
fbem-10519	13	8	study	study	NOUN
fbem-10519	13	9	reveals	reveal	VERB
fbem-10519	13	10	the	the	DET
fbem-10519	13	11	evolving	evolve	VERB
fbem-10519	13	12	trends	trend	NOUN
fbem-10519	13	13	in	in	ADP
fbem-10519	13	14	the	the	DET
fbem-10519	13	15	competitiveness	competitiveness	NOUN
fbem-10519	13	16	of	of	ADP
fbem-10519	13	17	commercial	commercial	ADJ
fbem-10519	13	18	banks	bank	NOUN
fbem-10519	13	19	,	,	PUNCT
fbem-10519	13	20	identifies	identify	VERB
fbem-10519	13	21	the	the	DET
fbem-10519	13	22	main	main	ADJ
fbem-10519	13	23	influencing	influence	VERB
fbem-10519	13	24	factors	factor	NOUN
fbem-10519	13	25	,	,	PUNCT
fbem-10519	13	26	and	and	CCONJ
fbem-10519	13	27	highlights	highlight	VERB
fbem-10519	13	28	potential	potential	ADJ
fbem-10519	13	29	areas	area	NOUN
fbem-10519	13	30	for	for	ADP
fbem-10519	13	31	improvement	improvement	NOUN
fbem-10519	13	32	.	.	PUNCT
fbem-10519	14	1	the	the	DET
fbem-10519	14	2	research	research	NOUN
fbem-10519	14	3	findings	finding	NOUN
fbem-10519	14	4	can	can	AUX
fbem-10519	14	5	serve	serve	VERB
fbem-10519	14	6	as	as	ADP
fbem-10519	14	7	a	a	DET
fbem-10519	14	8	reference	reference	NOUN
fbem-10519	14	9	and	and	CCONJ
fbem-10519	14	10	decision	decision	NOUN
fbem-10519	14	11	-	-	PUNCT
fbem-10519	14	12	making	making	NOUN
fbem-10519	14	13	basis	basis	NOUN
fbem-10519	14	14	for	for	ADP
fbem-10519	14	15	chinese	chinese	ADJ
fbem-10519	14	16	commercial	commercial	ADJ
fbem-10519	14	17	banks	bank	NOUN
fbem-10519	14	18	and	and	CCONJ
fbem-10519	14	19	practitioners	practitioner	NOUN
fbem-10519	14	20	,	,	PUNCT
fbem-10519	14	21	helping	help	VERB
fbem-10519	14	22	them	they	PRON
fbem-10519	14	23	adopt	adopt	VERB
fbem-10519	14	24	corresponding	correspond	VERB
fbem-10519	14	25	strategies	strategy	NOUN
fbem-10519	14	26	to	to	PART
fbem-10519	14	27	enhance	enhance	VERB
fbem-10519	14	28	competitiveness	competitiveness	NOUN
fbem-10519	14	29	and	and	CCONJ
fbem-10519	14	30	operational	operational	ADJ
fbem-10519	14	31	performance	performance	NOUN
fbem-10519	14	32	in	in	ADP
fbem-10519	14	33	various	various	ADJ
fbem-10519	14	34	aspects	aspect	NOUN
fbem-10519	14	35	.	.	PUNCT
fbem-10519	15	1	additionally	additionally	ADV
fbem-10519	15	2	,	,	PUNCT
fbem-10519	15	3	this	this	DET
fbem-10519	15	4	study	study	NOUN
fbem-10519	15	5	provides	provide	VERB
fbem-10519	15	6	rich	rich	ADJ
fbem-10519	15	7	theoretical	theoretical	ADJ
fbem-10519	15	8	and	and	CCONJ
fbem-10519	15	9	practical	practical	ADJ
fbem-10519	15	10	insights	insight	NOUN
fbem-10519	15	11	for	for	ADP
fbem-10519	15	12	the	the	DET
fbem-10519	15	13	academic	academic	ADJ
fbem-10519	15	14	community	community	NOUN
fbem-10519	15	15	regarding	regard	VERB
fbem-10519	15	16	the	the	DET
fbem-10519	15	17	application	application	NOUN
fbem-10519	15	18	and	and	CCONJ
fbem-10519	15	19	extension	extension	NOUN
fbem-10519	15	20	of	of	ADP
fbem-10519	15	21	models	model	NOUN
fbem-10519	15	22	for	for	ADP
fbem-10519	15	23	assessing	assess	VERB
fbem-10519	15	24	the	the	DET
fbem-10519	15	25	competitiveness	competitiveness	NOUN
fbem-10519	15	26	of	of	ADP
fbem-10519	15	27	commercial	commercial	ADJ
fbem-10519	15	28	banks	bank	NOUN
fbem-10519	15	29	.	.	PUNCT
fbem-10519	16	1	1.2	1.2	NUM
fbem-10519	16	2	.	.	PUNCT
fbem-10519	17	1	literature	literature	NOUN
fbem-10519	17	2	review	review	NOUN
fbem-10519	17	3	this	this	DET
fbem-10519	17	4	article	article	NOUN
fbem-10519	17	5	aims	aim	VERB
fbem-10519	17	6	to	to	PART
fbem-10519	17	7	evaluate	evaluate	VERB
fbem-10519	17	8	and	and	CCONJ
fbem-10519	17	9	analyze	analyze	VERB
fbem-10519	17	10	the	the	DET
fbem-10519	17	11	competitiveness	competitiveness	NOUN
fbem-10519	17	12	of	of	ADP
fbem-10519	17	13	27	27	NUM
fbem-10519	17	14	commercial	commercial	ADJ
fbem-10519	17	15	banks	bank	NOUN
fbem-10519	17	16	in	in	ADP
fbem-10519	17	17	china	china	PROPN
fbem-10519	17	18	using	use	VERB
fbem-10519	17	19	the	the	DET
fbem-10519	17	20	malmquist	malmquist	PROPN
fbem-10519	17	21	index	index	NOUN
fbem-10519	17	22	model	model	NOUN
fbem-10519	17	23	.	.	PUNCT
fbem-10519	18	1	the	the	DET
fbem-10519	18	2	assessment	assessment	NOUN
fbem-10519	18	3	of	of	ADP
fbem-10519	18	4	commercial	commercial	ADJ
fbem-10519	18	5	bank	bank	NOUN
fbem-10519	18	6	competitiveness	competitiveness	NOUN
fbem-10519	18	7	holds	hold	VERB
fbem-10519	18	8	significant	significant	ADJ
fbem-10519	18	9	importance	importance	NOUN
fbem-10519	18	10	in	in	ADP
fbem-10519	18	11	improving	improve	VERB
fbem-10519	18	12	the	the	DET
fbem-10519	18	13	operational	operational	ADJ
fbem-10519	18	14	efficiency	efficiency	NOUN
fbem-10519	18	15	of	of	ADP
fbem-10519	18	16	banking	banking	NOUN
fbem-10519	18	17	businesses	business	NOUN
fbem-10519	18	18	and	and	CCONJ
fbem-10519	18	19	developing	develop	VERB
fbem-10519	18	20	the	the	DET
fbem-10519	18	21	financial	financial	ADJ
fbem-10519	18	22	market	market	NOUN
fbem-10519	18	23	.	.	PUNCT
fbem-10519	19	1	data	datum	NOUN
fbem-10519	19	2	envelopment	envelopment	ADJ
fbem-10519	19	3	analysis	analysis	NOUN
fbem-10519	19	4	(	(	PUNCT
fbem-10519	19	5	dea	dea	NOUN
fbem-10519	19	6	)	)	PUNCT
fbem-10519	19	7	has	have	VERB
fbem-10519	19	8	evident	evident	ADJ
fbem-10519	19	9	advantages	advantage	NOUN
fbem-10519	19	10	in	in	ADP
fbem-10519	19	11	dealing	deal	VERB
fbem-10519	19	12	with	with	ADP
fbem-10519	19	13	input	input	NOUN
fbem-10519	19	14	-	-	PUNCT
fbem-10519	19	15	output	output	NOUN
fbem-10519	19	16	problems	problem	NOUN
fbem-10519	19	17	in	in	ADP
fbem-10519	19	18	small	small	ADJ
fbem-10519	19	19	sample	sample	NOUN
fbem-10519	19	20	sizes	size	NOUN
fbem-10519	19	21	without	without	ADP
fbem-10519	19	22	assuming	assume	VERB
fbem-10519	19	23	a	a	DET
fbem-10519	19	24	specific	specific	ADJ
fbem-10519	19	25	form	form	NOUN
fbem-10519	19	26	of	of	ADP
fbem-10519	19	27	production	production	NOUN
fbem-10519	19	28	function	function	NOUN
fbem-10519	19	29	.	.	PUNCT
fbem-10519	20	1	hence	hence	ADV
fbem-10519	20	2	,	,	PUNCT
fbem-10519	20	3	it	it	PRON
fbem-10519	20	4	has	have	AUX
fbem-10519	20	5	garnered	garner	VERB
fbem-10519	20	6	extensive	extensive	ADJ
fbem-10519	20	7	attention	attention	NOUN
fbem-10519	20	8	in	in	ADP
fbem-10519	20	9	academia	academia	NOUN
fbem-10519	20	10	,	,	PUNCT
fbem-10519	20	11	particularly	particularly	ADV
fbem-10519	20	12	in	in	ADP
fbem-10519	20	13	the	the	DET
fbem-10519	20	14	evaluation	evaluation	NOUN
fbem-10519	20	15	and	and	CCONJ
fbem-10519	20	16	analysis	analysis	NOUN
fbem-10519	20	17	of	of	ADP
fbem-10519	20	18	bank	bank	NOUN
fbem-10519	20	19	efficiency	efficiency	NOUN
fbem-10519	20	20	.	.	PUNCT
fbem-10519	21	1	ding	ding	NOUN
fbem-10519	21	2	zhongming	zhongming	NOUN
fbem-10519	21	3	[	[	X
fbem-10519	21	4	1	1	NUM
fbem-10519	21	5	]	]	PUNCT
fbem-10519	21	6	et	et	PROPN
fbem-10519	21	7	al	al	PROPN
fbem-10519	21	8	.	.	PROPN
fbem-10519	21	9	conducted	conduct	VERB
fbem-10519	21	10	an	an	DET
fbem-10519	21	11	empirical	empirical	ADJ
fbem-10519	21	12	study	study	NOUN
fbem-10519	21	13	on	on	ADP
fbem-10519	21	14	the	the	DET
fbem-10519	21	15	efficiency	efficiency	NOUN
fbem-10519	21	16	of	of	ADP
fbem-10519	21	17	commercial	commercial	ADJ
fbem-10519	21	18	banks	bank	NOUN
fbem-10519	21	19	using	use	VERB
fbem-10519	21	20	dea	dea	NOUN
fbem-10519	21	21	,	,	PUNCT
fbem-10519	21	22	analyzing	analyze	VERB
fbem-10519	21	23	the	the	DET
fbem-10519	21	24	efficiency	efficiency	NOUN
fbem-10519	21	25	of	of	ADP
fbem-10519	21	26	15	15	NUM
fbem-10519	21	27	domestic	domestic	ADJ
fbem-10519	21	28	and	and	CCONJ
fbem-10519	21	29	foreign	foreign	ADJ
fbem-10519	21	30	commercial	commercial	ADJ
fbem-10519	21	31	banks	bank	NOUN
fbem-10519	21	32	.	.	PUNCT
fbem-10519	22	1	the	the	DET
fbem-10519	22	2	ccr	ccr	PROPN
fbem-10519	22	3	and	and	CCONJ
fbem-10519	22	4	bcc	bcc	PROPN
fbem-10519	22	5	models	model	NOUN
fbem-10519	22	6	were	be	AUX
fbem-10519	22	7	employed	employ	VERB
fbem-10519	22	8	to	to	PART
fbem-10519	22	9	measure	measure	VERB
fbem-10519	22	10	bank	bank	NOUN
fbem-10519	22	11	efficiency	efficiency	NOUN
fbem-10519	22	12	,	,	PUNCT
fbem-10519	22	13	and	and	CCONJ
fbem-10519	22	14	reform	reform	NOUN
fbem-10519	22	15	measures	measure	NOUN
fbem-10519	22	16	were	be	AUX
fbem-10519	22	17	proposed	propose	VERB
fbem-10519	22	18	to	to	PART
fbem-10519	22	19	enhance	enhance	VERB
fbem-10519	22	20	operational	operational	ADJ
fbem-10519	22	21	efficiency	efficiency	NOUN
fbem-10519	22	22	,	,	PUNCT
fbem-10519	22	23	strengthen	strengthen	VERB
fbem-10519	22	24	corporate	corporate	ADJ
fbem-10519	22	25	governance	governance	NOUN
fbem-10519	22	26	structures	structure	NOUN
fbem-10519	22	27	,	,	PUNCT
fbem-10519	22	28	improve	improve	VERB
fbem-10519	22	29	innovation	innovation	NOUN
fbem-10519	22	30	capabilities	capability	NOUN
fbem-10519	22	31	,	,	PUNCT
fbem-10519	22	32	and	and	CCONJ
fbem-10519	22	33	optimize	optimize	VERB
fbem-10519	22	34	bank	bank	NOUN
fbem-10519	22	35	scale	scale	NOUN
fbem-10519	22	36	to	to	PART
fbem-10519	22	37	increase	increase	VERB
fbem-10519	22	38	the	the	DET
fbem-10519	22	39	efficiency	efficiency	NOUN
fbem-10519	22	40	of	of	ADP
fbem-10519	22	41	commercial	commercial	ADJ
fbem-10519	22	42	banks	bank	NOUN
fbem-10519	22	43	.	.	PUNCT
fbem-10519	23	1	shi	shi	PROPN
fbem-10519	23	2	lele	lele	PROPN
fbem-10519	24	1	[	[	X
fbem-10519	24	2	2	2	X
fbem-10519	24	3	]	]	PUNCT
fbem-10519	24	4	et	et	PROPN
fbem-10519	24	5	al	al	PROPN
fbem-10519	24	6	.	.	PROPN
fbem-10519	24	7	calculated	calculate	VERB
fbem-10519	24	8	the	the	DET
fbem-10519	24	9	efficiency	efficiency	NOUN
fbem-10519	24	10	of	of	ADP
fbem-10519	24	11	china	china	PROPN
fbem-10519	24	12	's	's	PART
fbem-10519	24	13	listed	list	VERB
fbem-10519	24	14	commercial	commercial	ADJ
fbem-10519	24	15	banks	bank	NOUN
fbem-10519	24	16	using	use	VERB
fbem-10519	24	17	the	the	DET
fbem-10519	24	18	dea	dea	NOUN
fbem-10519	24	19	method	method	NOUN
fbem-10519	24	20	and	and	CCONJ
fbem-10519	24	21	explored	explore	VERB
fbem-10519	24	22	the	the	DET
fbem-10519	24	23	impact	impact	NOUN
fbem-10519	24	24	of	of	ADP
fbem-10519	24	25	factors	factor	NOUN
fbem-10519	24	26	such	such	ADJ
fbem-10519	24	27	as	as	ADP
fbem-10519	24	28	capital	capital	NOUN
fbem-10519	24	29	adequacy	adequacy	NOUN
fbem-10519	24	30	ratio	ratio	NOUN
fbem-10519	24	31	,	,	PUNCT
fbem-10519	24	32	liquidity	liquidity	NOUN
fbem-10519	24	33	ratio	ratio	NOUN
fbem-10519	24	34	,	,	PUNCT
fbem-10519	24	35	asset	asset	NOUN
fbem-10519	24	36	quality	quality	NOUN
fbem-10519	24	37	,	,	PUNCT
fbem-10519	24	38	profitability	profitability	NOUN
fbem-10519	24	39	,	,	PUNCT
fbem-10519	24	40	and	and	CCONJ
fbem-10519	24	41	management	management	NOUN
fbem-10519	24	42	capabilities	capability	NOUN
fbem-10519	24	43	on	on	ADP
fbem-10519	24	44	bank	bank	NOUN
fbem-10519	24	45	efficiency	efficiency	NOUN
fbem-10519	24	46	.	.	PUNCT
fbem-10519	25	1	the	the	DET
fbem-10519	25	2	results	result	NOUN
fbem-10519	25	3	indicated	indicate	VERB
fbem-10519	25	4	that	that	SCONJ
fbem-10519	25	5	state	state	NOUN
fbem-10519	25	6	-	-	PUNCT
fbem-10519	25	7	owned	own	VERB
fbem-10519	25	8	commercial	commercial	ADJ
fbem-10519	25	9	banks	bank	NOUN
fbem-10519	25	10	had	have	VERB
fbem-10519	25	11	higher	high	ADJ
fbem-10519	25	12	overall	overall	ADJ
fbem-10519	25	13	efficiency	efficiency	NOUN
fbem-10519	25	14	compared	compare	VERB
fbem-10519	25	15	to	to	ADP
fbem-10519	25	16	non	non	ADJ
fbem-10519	25	17	-	-	ADJ
fbem-10519	25	18	state	state	NOUN
fbem-10519	25	19	-	-	PUNCT
fbem-10519	25	20	owned	own	VERB
fbem-10519	25	21	commercial	commercial	ADJ
fbem-10519	25	22	banks	bank	NOUN
fbem-10519	25	23	,	,	PUNCT
fbem-10519	25	24	but	but	CCONJ
fbem-10519	25	25	concerning	concern	VERB
fbem-10519	25	26	individual	individual	ADJ
fbem-10519	25	27	banks	bank	NOUN
fbem-10519	25	28	,	,	PUNCT
fbem-10519	25	29	the	the	DET
fbem-10519	25	30	influence	influence	NOUN
fbem-10519	25	31	of	of	ADP
fbem-10519	25	32	bank	bank	NOUN
fbem-10519	25	33	type	type	NOUN
fbem-10519	25	34	on	on	ADP
fbem-10519	25	35	efficiency	efficiency	NOUN
fbem-10519	25	36	was	be	AUX
fbem-10519	25	37	not	not	PART
fbem-10519	25	38	significant	significant	ADJ
fbem-10519	25	39	.	.	PUNCT
fbem-10519	26	1	wu	wu	PROPN
fbem-10519	26	2	guiping	guipe	VERB
fbem-10519	26	3	[	[	X
fbem-10519	26	4	3	3	NUM
fbem-10519	26	5	]	]	PUNCT
fbem-10519	26	6	et	et	PROPN
fbem-10519	26	7	al	al	PROPN
fbem-10519	26	8	.	.	PROPN
fbem-10519	26	9	used	use	VERB
fbem-10519	26	10	dea	dea	PROPN
fbem-10519	26	11	and	and	CCONJ
fbem-10519	26	12	malmquist	malmquist	PROPN
fbem-10519	26	13	productivity	productivity	NOUN
fbem-10519	26	14	index	index	NOUN
fbem-10519	26	15	to	to	PART
fbem-10519	26	16	quantify	quantify	VERB
fbem-10519	26	17	changes	change	NOUN
fbem-10519	26	18	in	in	ADP
fbem-10519	26	19	the	the	DET
fbem-10519	26	20	operational	operational	ADJ
fbem-10519	26	21	efficiency	efficiency	NOUN
fbem-10519	26	22	of	of	ADP
fbem-10519	26	23	the	the	DET
fbem-10519	26	24	banking	banking	NOUN
fbem-10519	26	25	industry	industry	NOUN
fbem-10519	26	26	.	.	PUNCT
fbem-10519	27	1	the	the	DET
fbem-10519	27	2	results	result	NOUN
fbem-10519	27	3	showed	show	VERB
fbem-10519	27	4	a	a	DET
fbem-10519	27	5	significant	significant	ADJ
fbem-10519	27	6	improvement	improvement	NOUN
fbem-10519	27	7	in	in	ADP
fbem-10519	27	8	operational	operational	ADJ
fbem-10519	27	9	efficiency	efficiency	NOUN
fbem-10519	27	10	after	after	SCONJ
fbem-10519	27	11	banks	bank	NOUN
fbem-10519	27	12	went	go	VERB
fbem-10519	27	13	public	public	ADJ
fbem-10519	27	14	,	,	PUNCT
fbem-10519	27	15	with	with	ADP
fbem-10519	27	16	state	state	NOUN
fbem-10519	27	17	-	-	PUNCT
fbem-10519	27	18	owned	own	VERB
fbem-10519	27	19	banks	bank	NOUN
fbem-10519	27	20	making	make	VERB
fbem-10519	27	21	the	the	DET
fbem-10519	27	22	most	most	ADJ
fbem-10519	27	23	progress	progress	NOUN
fbem-10519	27	24	.	.	PUNCT
fbem-10519	28	1	however	however	ADV
fbem-10519	28	2	,	,	PUNCT
fbem-10519	28	3	there	there	PRON
fbem-10519	28	4	was	be	VERB
fbem-10519	28	5	a	a	DET
fbem-10519	28	6	general	general	ADJ
fbem-10519	28	7	trend	trend	NOUN
fbem-10519	28	8	of	of	ADP
fbem-10519	28	9	decreasing	decrease	VERB
fbem-10519	28	10	scale	scale	NOUN
fbem-10519	28	11	efficiency	efficiency	NOUN
fbem-10519	28	12	across	across	ADP
fbem-10519	28	13	commercial	commercial	ADJ
fbem-10519	28	14	banks	bank	NOUN
fbem-10519	28	15	.	.	PUNCT
fbem-10519	29	1	huang	huang	PROPN
fbem-10519	29	2	jiankang	jiankang	PROPN
fbem-10519	30	1	[	[	X
fbem-10519	30	2	4	4	NUM
fbem-10519	30	3	]	]	PUNCT
fbem-10519	30	4	et	et	PROPN
fbem-10519	30	5	al	al	PROPN
fbem-10519	30	6	.	.	PROPN
fbem-10519	30	7	evaluated	evaluate	VERB
fbem-10519	30	8	the	the	DET
fbem-10519	30	9	competitiveness	competitiveness	NOUN
fbem-10519	30	10	of	of	ADP
fbem-10519	30	11	commercial	commercial	ADJ
fbem-10519	30	12	banks	bank	NOUN
fbem-10519	30	13	using	use	VERB
fbem-10519	30	14	the	the	DET
fbem-10519	30	15	dea	dea	NOUN
fbem-10519	30	16	method	method	NOUN
fbem-10519	30	17	and	and	CCONJ
fbem-10519	30	18	analyzed	analyze	VERB
fbem-10519	30	19	the	the	DET
fbem-10519	30	20	pressures	pressure	NOUN
fbem-10519	30	21	faced	face	VERB
fbem-10519	30	22	by	by	ADP
fbem-10519	30	23	the	the	DET
fbem-10519	30	24	chinese	chinese	ADJ
fbem-10519	30	25	banking	banking	NOUN
fbem-10519	30	26	industry	industry	NOUN
fbem-10519	30	27	and	and	CCONJ
fbem-10519	30	28	the	the	DET
fbem-10519	30	29	methods	method	NOUN
fbem-10519	30	30	for	for	ADP
fbem-10519	30	31	seeking	seek	VERB
fbem-10519	30	32	new	new	ADJ
fbem-10519	30	33	growth	growth	NOUN
fbem-10519	30	34	drivers	driver	NOUN
fbem-10519	30	35	.	.	PUNCT
fbem-10519	31	1	the	the	DET
fbem-10519	31	2	study	study	NOUN
fbem-10519	31	3	revealed	reveal	VERB
fbem-10519	31	4	significant	significant	ADJ
fbem-10519	31	5	differences	difference	NOUN
fbem-10519	31	6	in	in	ADP
fbem-10519	31	7	competitiveness	competitiveness	NOUN
fbem-10519	31	8	and	and	CCONJ
fbem-10519	31	9	operational	operational	ADJ
fbem-10519	31	10	efficiency	efficiency	NOUN
fbem-10519	31	11	among	among	ADP
fbem-10519	31	12	commercial	commercial	ADJ
fbem-10519	31	13	banks	bank	NOUN
fbem-10519	31	14	of	of	ADP
fbem-10519	31	15	different	different	ADJ
fbem-10519	31	16	natures	nature	NOUN
fbem-10519	31	17	.	.	PUNCT
fbem-10519	32	1	building	build	VERB
fbem-10519	32	2	upon	upon	SCONJ
fbem-10519	32	3	previous	previous	ADJ
fbem-10519	32	4	research	research	NOUN
fbem-10519	32	5	,	,	PUNCT
fbem-10519	32	6	this	this	DET
fbem-10519	32	7	paper	paper	NOUN
fbem-10519	32	8	will	will	AUX
fbem-10519	32	9	comprehensively	comprehensively	ADV
fbem-10519	32	10	assess	assess	VERB
fbem-10519	32	11	the	the	DET
fbem-10519	32	12	competitiveness	competitiveness	NOUN
fbem-10519	32	13	level	level	NOUN
fbem-10519	32	14	of	of	ADP
fbem-10519	32	15	27	27	NUM
fbem-10519	32	16	commercial	commercial	ADJ
fbem-10519	32	17	banks	bank	NOUN
fbem-10519	32	18	in	in	ADP
fbem-10519	32	19	china	china	PROPN
fbem-10519	32	20	using	use	VERB
fbem-10519	32	21	the	the	DET
fbem-10519	32	22	dea	dea	PROPN
fbem-10519	32	23	-	-	ADJ
fbem-10519	32	24	malmquist	malmquist	PROPN
fbem-10519	32	25	index	index	NOUN
fbem-10519	32	26	model	model	NOUN
fbem-10519	32	27	.	.	PUNCT
fbem-10519	33	1	additionally	additionally	ADV
fbem-10519	33	2	,	,	PUNCT
fbem-10519	33	3	corresponding	correspond	VERB
fbem-10519	33	4	improvement	improvement	NOUN
fbem-10519	33	5	measures	measure	NOUN
fbem-10519	33	6	35	35	NUM
fbem-10519	33	7	will	will	AUX
fbem-10519	33	8	be	be	AUX
fbem-10519	33	9	proposed	propose	VERB
fbem-10519	33	10	to	to	PART
fbem-10519	33	11	promote	promote	VERB
fbem-10519	33	12	the	the	DET
fbem-10519	33	13	sustainable	sustainable	ADJ
fbem-10519	33	14	development	development	NOUN
fbem-10519	33	15	of	of	ADP
fbem-10519	33	16	commercial	commercial	ADJ
fbem-10519	33	17	banks	bank	NOUN
fbem-10519	33	18	and	and	CCONJ
fbem-10519	33	19	enhance	enhance	VERB
fbem-10519	33	20	the	the	DET
fbem-10519	33	21	efficiency	efficiency	NOUN
fbem-10519	33	22	of	of	ADP
fbem-10519	33	23	the	the	DET
fbem-10519	33	24	financial	financial	ADJ
fbem-10519	33	25	market	market	NOUN
fbem-10519	33	26	.	.	PUNCT
fbem-10519	34	1	2	2	X
fbem-10519	34	2	.	.	X
fbem-10519	34	3	model	model	NOUN
fbem-10519	34	4	construction	construction	NOUN
fbem-10519	34	5	2.1	2.1	NUM
fbem-10519	34	6	.	.	PUNCT
fbem-10519	35	1	malmquist	malmquist	PROPN
fbem-10519	35	2	index	index	NOUN
fbem-10519	35	3	model	model	NOUN
fbem-10519	35	4	principle	principle	VERB
fbem-10519	35	5	the	the	DET
fbem-10519	35	6	foundation	foundation	NOUN
fbem-10519	35	7	for	for	ADP
fbem-10519	35	8	constructing	construct	VERB
fbem-10519	35	9	the	the	DET
fbem-10519	35	10	malmquist	malmquist	NOUN
fbem-10519	35	11	index	index	NOUN
fbem-10519	35	12	is	be	AUX
fbem-10519	35	13	the	the	DET
fbem-10519	35	14	distance	distance	NOUN
fbem-10519	35	15	function	function	NOUN
fbem-10519	35	16	,	,	PUNCT
fbem-10519	35	17	which	which	PRON
fbem-10519	35	18	is	be	AUX
fbem-10519	35	19	precisely	precisely	ADV
fbem-10519	35	20	the	the	DET
fbem-10519	35	21	reciprocal	reciprocal	NOUN
fbem-10519	35	22	of	of	ADP
fbem-10519	35	23	the	the	DET
fbem-10519	35	24	efficiency	efficiency	NOUN
fbem-10519	35	25	values	value	NOUN
fbem-10519	35	26	in	in	ADP
fbem-10519	35	27	the	the	DET
fbem-10519	35	28	dea	dea	PROPN
fbem-10519	35	29	theory	theory	PROPN
fbem-10519	35	30	's	's	PART
fbem-10519	35	31	ccr	ccr	PROPN
fbem-10519	35	32	(	(	PUNCT
fbem-10519	35	33	charnes	charnes	PROPN
fbem-10519	35	34	,	,	PUNCT
fbem-10519	35	35	cooper	cooper	NOUN
fbem-10519	35	36	,	,	PUNCT
fbem-10519	35	37	and	and	CCONJ
fbem-10519	35	38	rhodes	rhode	NOUN
fbem-10519	35	39	)	)	PUNCT
fbem-10519	35	40	model	model	NOUN
fbem-10519	35	41	and	and	CCONJ
fbem-10519	35	42	bcc	bcc	PROPN
fbem-10519	35	43	(	(	PUNCT
fbem-10519	35	44	banker	banker	NOUN
fbem-10519	35	45	,	,	PUNCT
fbem-10519	35	46	charnes	charne	NOUN
fbem-10519	35	47	,	,	PUNCT
fbem-10519	35	48	and	and	CCONJ
fbem-10519	35	49	cooper	cooper	PROPN
fbem-10519	35	50	)	)	PUNCT
fbem-10519	35	51	model	model	NOUN
fbem-10519	35	52	.	.	PUNCT
fbem-10519	36	1	under	under	ADP
fbem-10519	36	2	the	the	DET
fbem-10519	36	3	assumption	assumption	NOUN
fbem-10519	36	4	of	of	ADP
fbem-10519	36	5	constant	constant	ADJ
fbem-10519	36	6	returns	return	NOUN
fbem-10519	36	7	to	to	PART
fbem-10519	36	8	scale	scale	VERB
fbem-10519	36	9	,	,	PUNCT
fbem-10519	36	10	let	let	VERB
fbem-10519	36	11	(	(	PUNCT
fbem-10519	36	12	xt，yt	xt，yt	NOUN
fbem-10519	36	13	)	)	PUNCT
fbem-10519	36	14	represent	represent	VERB
fbem-10519	36	15	the	the	DET
fbem-10519	36	16	distance	distance	NOUN
fbem-10519	36	17	function	function	NOUN
fbem-10519	36	18	of	of	ADP
fbem-10519	36	19	period	period	NOUN
fbem-10519	36	20	t	t	PROPN
fbem-10519	36	21	(	(	PUNCT
fbem-10519	36	22	dt	dt	ADP
fbem-10519	36	23	c(x	c(x	NOUN
fbem-10519	36	24	,	,	PUNCT
fbem-10519	36	25	yt	yt	NOUN
fbem-10519	36	26	)	)	PUNCT
fbem-10519	36	27	)	)	PUNCT
fbem-10519	36	28	and	and	CCONJ
fbem-10519	36	29	period	period	NOUN
fbem-10519	36	30	t+1	t+1	PROPN
fbem-10519	36	31	(	(	PUNCT
fbem-10519	36	32	dtc+1(xt	dtc+1(xt	PROPN
fbem-10519	36	33	,	,	PUNCT
fbem-10519	36	34	yt	yt	NOUN
fbem-10519	36	35	)	)	PUNCT
fbem-10519	36	36	)	)	PUNCT
fbem-10519	36	37	;	;	PUNCT
fbem-10519	36	38	and	and	CCONJ
fbem-10519	36	39	let	let	VERB
fbem-10519	36	40	(	(	PUNCT
fbem-10519	36	41	xt+1,yt+1	xt+1,yt+1	PROPN
fbem-10519	36	42	)	)	PUNCT
fbem-10519	36	43	represent	represent	VERB
fbem-10519	36	44	the	the	DET
fbem-10519	36	45	distance	distance	NOUN
fbem-10519	36	46	function	function	NOUN
fbem-10519	36	47	of	of	ADP
fbem-10519	36	48	period	period	NOUN
fbem-10519	36	49	t	t	PROPN
fbem-10519	36	50	(	(	PUNCT
fbem-10519	36	51	dtc(xt+1,yt+1	dtc(xt+1,yt+1	PROPN
fbem-10519	36	52	)	)	PUNCT
fbem-10519	36	53	)	)	PUNCT
fbem-10519	36	54	and	and	CCONJ
fbem-10519	36	55	period	period	NOUN
fbem-10519	36	56	t+1	t+1	PROPN
fbem-10519	36	57	(	(	PUNCT
fbem-10519	36	58	dt	dt	PROPN
fbem-10519	36	59	c+1(xt+1,yt+1	c+1(xt+1,yt+1	PROPN
fbem-10519	36	60	)	)	PUNCT
fbem-10519	36	61	)	)	PUNCT
fbem-10519	36	62	.	.	PUNCT
fbem-10519	37	1	the	the	DET
fbem-10519	37	2	change	change	NOUN
fbem-10519	37	3	in	in	ADP
fbem-10519	37	4	technological	technological	ADJ
fbem-10519	37	5	efficiency	efficiency	NOUN
fbem-10519	37	6	from	from	ADP
fbem-10519	37	7	period	period	NOUN
fbem-10519	37	8	t	t	PROPN
fbem-10519	37	9	to	to	PART
fbem-10519	37	10	period	period	VERB
fbem-10519	37	11	t+1	t+1	PROPN
fbem-10519	37	12	under	under	ADP
fbem-10519	37	13	the	the	DET
fbem-10519	37	14	technological	technological	ADJ
fbem-10519	37	15	conditions	condition	NOUN
fbem-10519	37	16	of	of	ADP
fbem-10519	37	17	period	period	NOUN
fbem-10519	37	18	t	t	PROPN
fbem-10519	37	19	:	:	PUNCT
fbem-10519	37	20	)	)	PUNCT
fbem-10519	37	21	,	,	PUNCT
fbem-10519	37	22	(	(	PUNCT
fbem-10519	37	23	)	)	PUNCT
fbem-10519	37	24	,	,	PUNCT
fbem-10519	37	25	(	(	PUNCT
fbem-10519	37	26	11	11	NUM
fbem-10519	37	27	ttt	ttt	NOUN
fbem-10519	37	28	c	c	PROPN
fbem-10519	37	29	ttt	ttt	PROPN
fbem-10519	37	30	ct	ct	NUM
fbem-10519	37	31	yxd	yxd	PROPN
fbem-10519	37	32	yxd	yxd	PROPN
fbem-10519	37	33	m	m	PROPN
fbem-10519	37	34			PROPN
fbem-10519	37	35			PRON
fbem-10519	37	36	the	the	DET
fbem-10519	37	37	change	change	NOUN
fbem-10519	37	38	in	in	ADP
fbem-10519	37	39	technological	technological	ADJ
fbem-10519	37	40	efficiency	efficiency	NOUN
fbem-10519	37	41	from	from	ADP
fbem-10519	37	42	period	period	NOUN
fbem-10519	37	43	t	t	PROPN
fbem-10519	37	44	to	to	PART
fbem-10519	37	45	period	period	VERB
fbem-10519	37	46	t+1	t+1	PROPN
fbem-10519	37	47	under	under	ADP
fbem-10519	37	48	the	the	DET
fbem-10519	37	49	technological	technological	ADJ
fbem-10519	37	50	conditions	condition	NOUN
fbem-10519	37	51	of	of	ADP
fbem-10519	37	52	period	period	NOUN
fbem-10519	37	53	t+1	t+1	X
fbem-10519	37	54	:	:	PUNCT
fbem-10519	37	55	2	2	NUM
fbem-10519	37	56	1	1	NUM
fbem-10519	37	57	1	1	NUM
fbem-10519	37	58	11111	11111	NUM
fbem-10519	37	59	2	2	NUM
fbem-10519	37	60	1	1	NUM
fbem-10519	37	61	111	111	NUM
fbem-10519	37	62	)	)	PUNCT
fbem-10519	37	63	,	,	PUNCT
fbem-10519	37	64	(	(	PUNCT
fbem-10519	37	65	)	)	PUNCT
fbem-10519	37	66	,	,	PUNCT
fbem-10519	37	67	(	(	PUNCT
fbem-10519	37	68	)	)	PUNCT
fbem-10519	37	69	,	,	PUNCT
fbem-10519	37	70	(	(	PUNCT
fbem-10519	37	71	)	)	PUNCT
fbem-10519	37	72	,	,	PUNCT
fbem-10519	37	73	(	(	PUNCT
fbem-10519	37	74	)	)	PUNCT
fbem-10519	37	75	(	(	PUNCT
fbem-10519	37	76	,	,	PUNCT
fbem-10519	37	77	,	,	PUNCT
fbem-10519	37	78	,	,	PUNCT
fbem-10519	37	79			PROPN
fbem-10519	37	80			PROPN
fbem-10519	37	81			X
fbem-10519	37	82			NOUN
fbem-10519	37	83			VERB
fbem-10519	37	84			PROPN
fbem-10519	37	85			NOUN
fbem-10519	37	86			NOUN
fbem-10519	37	87			ADJ
fbem-10519	37	88			NOUN
fbem-10519	37	89			ADV
fbem-10519	37	90	ttt	ttt	PROPN
fbem-10519	37	91	c	c	NOUN
fbem-10519	37	92	ttt	ttt	PROPN
fbem-10519	37	93	c	c	PROPN
fbem-10519	37	94	ttt	ttt	PROPN
fbem-10519	37	95	c	c	PROPN
fbem-10519	37	96	ttt	ttt	PROPN
fbem-10519	37	97	c	c	PROPN
fbem-10519	37	98	tttttt	tttttt	PROPN
fbem-10519	37	99	yxd	yxd	PROPN
fbem-10519	37	100	yxd	yxd	PROPN
fbem-10519	37	101	yxd	yxd	PROPN
fbem-10519	37	102	yxd	yxd	PROPN
fbem-10519	37	103	mmyxyxm	mmyxyxm	PROPN
fbem-10519	37	104	）	）	PROPN
fbem-10519	37	105	（	（	PROPN
fbem-10519	38	1	färe	färe	PROPN
fbem-10519	38	2	et	et	PROPN
fbem-10519	38	3	al	al	PROPN
fbem-10519	38	4	.	.	PROPN
fbem-10519	38	5	proposed	propose	VERB
fbem-10519	38	6	the	the	DET
fbem-10519	38	7	fgnz	fgnz	NOUN
fbem-10519	38	8	model	model	NOUN
fbem-10519	38	9	,	,	PUNCT
fbem-10519	38	10	which	which	PRON
fbem-10519	38	11	decomposes	decompose	VERB
fbem-10519	38	12	the	the	DET
fbem-10519	38	13	malmquist	malmquist	NOUN
fbem-10519	38	14	index	index	NOUN
fbem-10519	38	15	(	(	PUNCT
fbem-10519	38	16	total	total	ADJ
fbem-10519	38	17	factor	factor	NOUN
fbem-10519	38	18	productivity	productivity	NOUN
fbem-10519	38	19	)	)	PUNCT
fbem-10519	38	20	into	into	ADP
fbem-10519	38	21	the	the	DET
fbem-10519	38	22	technical	technical	ADJ
fbem-10519	38	23	change	change	NOUN
fbem-10519	38	24	index	index	NOUN
fbem-10519	38	25	(	(	PUNCT
fbem-10519	38	26	tc	tc	NOUN
fbem-10519	38	27	)	)	PUNCT
fbem-10519	38	28	and	and	CCONJ
fbem-10519	38	29	the	the	DET
fbem-10519	38	30	composite	composite	ADJ
fbem-10519	38	31	technical	technical	ADJ
fbem-10519	38	32	efficiency	efficiency	NOUN
fbem-10519	38	33	change	change	NOUN
fbem-10519	38	34	index	index	NOUN
fbem-10519	38	35	(	(	PUNCT
fbem-10519	38	36	tec	tec	NOUN
fbem-10519	38	37	)	)	PUNCT
fbem-10519	38	38	,	,	PUNCT
fbem-10519	38	39	where	where	SCONJ
fbem-10519	38	40	the	the	DET
fbem-10519	38	41	composite	composite	ADJ
fbem-10519	38	42	technical	technical	ADJ
fbem-10519	38	43	efficiency	efficiency	NOUN
fbem-10519	38	44	change	change	NOUN
fbem-10519	38	45	index	index	NOUN
fbem-10519	38	46	is	be	AUX
fbem-10519	38	47	further	far	ADV
fbem-10519	38	48	decomposed	decompose	VERB
fbem-10519	38	49	into	into	ADP
fbem-10519	38	50	the	the	DET
fbem-10519	38	51	pure	pure	ADJ
fbem-10519	38	52	technical	technical	ADJ
fbem-10519	38	53	efficiency	efficiency	NOUN
fbem-10519	38	54	change	change	NOUN
fbem-10519	38	55	index	index	NOUN
fbem-10519	38	56	(	(	PUNCT
fbem-10519	38	57	pte	pte	NOUN
fbem-10519	38	58	)	)	PUNCT
fbem-10519	38	59	and	and	CCONJ
fbem-10519	38	60	the	the	DET
fbem-10519	38	61	scale	scale	NOUN
fbem-10519	38	62	efficiency	efficiency	NOUN
fbem-10519	38	63	change	change	NOUN
fbem-10519	38	64	index	index	NOUN
fbem-10519	38	65	(	(	PUNCT
fbem-10519	38	66	se	se	ADJ
fbem-10519	38	67	)	)	PUNCT
fbem-10519	38	68	.	.	PUNCT
fbem-10519	39	1	the	the	DET
fbem-10519	39	2	decomposition	decomposition	NOUN
fbem-10519	39	3	form	form	NOUN
fbem-10519	39	4	of	of	ADP
fbem-10519	39	5	fgnz	fgnz	NOUN
fbem-10519	39	6	is	be	AUX
fbem-10519	39	7	as	as	SCONJ
fbem-10519	39	8	follows	follow	VERB
fbem-10519	39	9	:	:	PUNCT
fbem-10519	39	10	)	)	PUNCT
fbem-10519	39	11	(	(	PUNCT
fbem-10519	39	12	)	)	PUNCT
fbem-10519	39	13	(	(	PUNCT
fbem-10519	39	14	)	)	PUNCT
fbem-10519	39	15	(	(	PUNCT
fbem-10519	39	16	111	111	NUM
fbem-10519	39	17	111	111	NUM
fbem-10519	39	18	111	111	NUM
fbem-10519	39	19	2	2	NUM
fbem-10519	39	20	1	1	NUM
fbem-10519	39	21	1	1	NUM
fbem-10519	39	22	11	11	NUM
fbem-10519	39	23	1	1	NUM
fbem-10519	39	24	11	11	NUM
fbem-10519	39	25	11	11	NUM
fbem-10519	39	26	)	)	PUNCT
fbem-10519	39	27	,	,	PUNCT
fbem-10519	39	28	(	(	PUNCT
fbem-10519	39	29	)	)	PUNCT
fbem-10519	39	30	,	,	PUNCT
fbem-10519	39	31	(	(	PUNCT
fbem-10519	39	32	)	)	PUNCT
fbem-10519	39	33	,	,	PUNCT
fbem-10519	39	34	(	(	PUNCT
fbem-10519	39	35	)	)	PUNCT
fbem-10519	39	36	,	,	PUNCT
fbem-10519	39	37	(	(	PUNCT
fbem-10519	39	38	)	)	PUNCT
fbem-10519	39	39	,	,	PUNCT
fbem-10519	39	40	(	(	PUNCT
fbem-10519	39	41	)	)	PUNCT
fbem-10519	39	42	,	,	PUNCT
fbem-10519	39	43	(	(	PUNCT
fbem-10519	39	44	)	)	PUNCT
fbem-10519	39	45	,	,	PUNCT
fbem-10519	39	46	(	(	PUNCT
fbem-10519	39	47	)	)	PUNCT
fbem-10519	39	48	,	,	PUNCT
fbem-10519	39	49	(	(	PUNCT
fbem-10519	39	50	)	)	PUNCT
fbem-10519	39	51	,	,	PUNCT
fbem-10519	39	52	(	(	PUNCT
fbem-10519	39	53	)	)	PUNCT
fbem-10519	39	54	,	,	PUNCT
fbem-10519	39	55	(	(	PUNCT
fbem-10519	39	56	,	,	PUNCT
fbem-10519	39	57	,	,	PUNCT
fbem-10519	39	58	,	,	PUNCT
fbem-10519	39	59	fgnzfgnzfgnz	fgnzfgnzfgnz	PROPN
fbem-10519	39	60	ttt	ttt	PROPN
fbem-10519	39	61	v	v	NUM
fbem-10519	40	1	ttt	ttt	PROPN
fbem-10519	40	2	c	c	PROPN
fbem-10519	40	3	ttt	ttt	PROPN
fbem-10519	40	4	v	v	NUM
fbem-10519	40	5	ttt	ttt	PROPN
fbem-10519	40	6	c	c	PROPN
fbem-10519	40	7	ttt	ttt	PROPN
fbem-10519	40	8	v	v	NUM
fbem-10519	40	9	ttt	ttt	PROPN
fbem-10519	40	10	v	v	NUM
fbem-10519	40	11	ttt	ttt	PROPN
fbem-10519	40	12	c	c	PROPN
fbem-10519	40	13	ttt	ttt	PROPN
fbem-10519	40	14	c	c	PROPN
fbem-10519	40	15	ttt	ttt	PROPN
fbem-10519	40	16	c	c	PROPN
fbem-10519	40	17	ttt	ttt	PROPN
fbem-10519	40	18	c	c	PROPN
fbem-10519	40	19	tttt	tttt	PROPN
fbem-10519	40	20	fgnz	fgnz	VERB
fbem-10519	40	21	septetc	septetc	PROPN
fbem-10519	40	22	yxd	yxd	PROPN
fbem-10519	40	23	yxd	yxd	PROPN
fbem-10519	40	24	yxd	yxd	PROPN
fbem-10519	40	25	yxd	yxd	PROPN
fbem-10519	40	26	yxd	yxd	PROPN
fbem-10519	40	27	yxd	yxd	PROPN
fbem-10519	40	28	yxd	yxd	PROPN
fbem-10519	40	29	yxd	yxd	PROPN
fbem-10519	40	30	yxd	yxd	PROPN
fbem-10519	40	31	yxd	yxd	PROPN
fbem-10519	40	32	yxyxm	yxyxm	PROPN
fbem-10519	40	33			PROPN
fbem-10519	40	34			AUX
fbem-10519	40	35			PROPN
fbem-10519	40	36			PROPN
fbem-10519	40	37			PROPN
fbem-10519	40	38			X
fbem-10519	40	39			NOUN
fbem-10519	40	40			VERB
fbem-10519	40	41			PROPN
fbem-10519	40	42			NOUN
fbem-10519	40	43			NOUN
fbem-10519	40	44			NOUN
fbem-10519	40	45			NOUN
fbem-10519	40	46			ADV
fbem-10519	40	47			ADJ
fbem-10519	40	48			PROPN
fbem-10519	40	49			ADJ
fbem-10519	40	50			PROPN
fbem-10519	40	51			PROPN
fbem-10519	40	52	）	）	PROPN
fbem-10519	40	53	（	（	PUNCT
fbem-10519	40	54	in	in	ADP
fbem-10519	40	55	this	this	DET
fbem-10519	40	56	context	context	NOUN
fbem-10519	40	57	,	,	PUNCT
fbem-10519	40	58	dt	dt	NOUN
fbem-10519	40	59	v	v	NOUN
fbem-10519	40	60	and	and	CCONJ
fbem-10519	40	61	dt	dt	PROPN
fbem-10519	40	62	v+1	v+1	NUM
fbem-10519	40	63	represent	represent	VERB
fbem-10519	40	64	the	the	DET
fbem-10519	40	65	distance	distance	NOUN
fbem-10519	40	66	functions	function	NOUN
fbem-10519	40	67	for	for	ADP
fbem-10519	40	68	period	period	NOUN
fbem-10519	40	69	t	t	NOUN
fbem-10519	40	70	and	and	CCONJ
fbem-10519	40	71	period	period	NOUN
fbem-10519	40	72	t+1	t+1	NUM
fbem-10519	40	73	,	,	PUNCT
fbem-10519	40	74	respectively	respectively	ADV
fbem-10519	40	75	,	,	PUNCT
fbem-10519	40	76	under	under	ADP
fbem-10519	40	77	the	the	DET
fbem-10519	40	78	assumption	assumption	NOUN
fbem-10519	40	79	of	of	ADP
fbem-10519	40	80	variable	variable	ADJ
fbem-10519	40	81	returns	return	NOUN
fbem-10519	40	82	to	to	PART
fbem-10519	40	83	scale	scale	VERB
fbem-10519	40	84	.	.	PUNCT
fbem-10519	41	1	2.2	2.2	NUM
fbem-10519	41	2	.	.	PUNCT
fbem-10519	41	3	relevant	relevant	ADJ
fbem-10519	41	4	concepts	concept	NOUN
fbem-10519	41	5	and	and	CCONJ
fbem-10519	41	6	meanings	meaning	NOUN
fbem-10519	41	7	the	the	DET
fbem-10519	41	8	malmquist	malmquist	PROPN
fbem-10519	41	9	index	index	NOUN
fbem-10519	41	10	(	(	PUNCT
fbem-10519	41	11	tfp	tfp	PROPN
fbem-10519	41	12	)	)	PUNCT
fbem-10519	41	13	is	be	AUX
fbem-10519	41	14	a	a	DET
fbem-10519	41	15	dynamic	dynamic	ADJ
fbem-10519	41	16	indicator	indicator	NOUN
fbem-10519	41	17	that	that	PRON
fbem-10519	41	18	measures	measure	VERB
fbem-10519	41	19	the	the	DET
fbem-10519	41	20	changes	change	NOUN
fbem-10519	41	21	in	in	ADP
fbem-10519	41	22	total	total	ADJ
fbem-10519	41	23	factor	factor	NOUN
fbem-10519	41	24	productivity	productivity	NOUN
fbem-10519	41	25	from	from	ADP
fbem-10519	41	26	period	period	NOUN
fbem-10519	41	27	t	t	PROPN
fbem-10519	41	28	to	to	PART
fbem-10519	41	29	period	period	VERB
fbem-10519	41	30	t+1	t+1	PRON
fbem-10519	41	31	.	.	PUNCT
fbem-10519	42	1	when	when	SCONJ
fbem-10519	42	2	this	this	DET
fbem-10519	42	3	index	index	NOUN
fbem-10519	42	4	is	be	AUX
fbem-10519	42	5	greater	great	ADJ
fbem-10519	42	6	than	than	ADP
fbem-10519	42	7	1	1	NUM
fbem-10519	42	8	,	,	PUNCT
fbem-10519	42	9	it	it	PRON
fbem-10519	42	10	indicates	indicate	VERB
fbem-10519	42	11	an	an	DET
fbem-10519	42	12	upward	upward	ADJ
fbem-10519	42	13	trend	trend	NOUN
fbem-10519	42	14	in	in	ADP
fbem-10519	42	15	total	total	ADJ
fbem-10519	42	16	factor	factor	NOUN
fbem-10519	42	17	productivity	productivity	NOUN
fbem-10519	42	18	from	from	ADP
fbem-10519	42	19	period	period	NOUN
fbem-10519	42	20	t	t	PROPN
fbem-10519	42	21	to	to	PART
fbem-10519	42	22	period	period	VERB
fbem-10519	42	23	t+1	t+1	NUM
fbem-10519	42	24	,	,	PUNCT
fbem-10519	42	25	implying	imply	VERB
fbem-10519	42	26	an	an	DET
fbem-10519	42	27	improvement	improvement	NOUN
fbem-10519	42	28	in	in	ADP
fbem-10519	42	29	efficiency	efficiency	NOUN
fbem-10519	42	30	.	.	PUNCT
fbem-10519	43	1	if	if	SCONJ
fbem-10519	43	2	it	it	PRON
fbem-10519	43	3	equals	equal	VERB
fbem-10519	43	4	1	1	NUM
fbem-10519	43	5	,	,	PUNCT
fbem-10519	43	6	it	it	PRON
fbem-10519	43	7	means	mean	VERB
fbem-10519	43	8	that	that	SCONJ
fbem-10519	43	9	total	total	ADJ
fbem-10519	43	10	factor	factor	NOUN
fbem-10519	43	11	productivity	productivity	NOUN
fbem-10519	43	12	remains	remain	VERB
fbem-10519	43	13	unchanged	unchanged	ADJ
fbem-10519	43	14	from	from	ADP
fbem-10519	43	15	period	period	NOUN
fbem-10519	43	16	t	t	PROPN
fbem-10519	43	17	to	to	PART
fbem-10519	43	18	period	period	VERB
fbem-10519	43	19	t+1	t+1	PROPN
fbem-10519	43	20	,	,	PUNCT
fbem-10519	43	21	indicating	indicate	VERB
fbem-10519	43	22	no	no	DET
fbem-10519	43	23	change	change	NOUN
fbem-10519	43	24	in	in	ADP
fbem-10519	43	25	efficiency	efficiency	NOUN
fbem-10519	43	26	.	.	PUNCT
fbem-10519	44	1	when	when	SCONJ
fbem-10519	44	2	the	the	DET
fbem-10519	44	3	index	index	NOUN
fbem-10519	44	4	is	be	AUX
fbem-10519	44	5	less	less	ADJ
fbem-10519	44	6	than	than	ADP
fbem-10519	44	7	1	1	NUM
fbem-10519	44	8	,	,	PUNCT
fbem-10519	44	9	it	it	PRON
fbem-10519	44	10	signifies	signify	VERB
fbem-10519	44	11	a	a	DET
fbem-10519	44	12	downward	downward	ADJ
fbem-10519	44	13	trend	trend	NOUN
fbem-10519	44	14	in	in	ADP
fbem-10519	44	15	total	total	ADJ
fbem-10519	44	16	factor	factor	NOUN
fbem-10519	44	17	productivity	productivity	NOUN
fbem-10519	44	18	from	from	ADP
fbem-10519	44	19	period	period	NOUN
fbem-10519	44	20	t	t	PROPN
fbem-10519	44	21	to	to	PART
fbem-10519	44	22	period	period	VERB
fbem-10519	44	23	t+1	t+1	PROPN
fbem-10519	44	24	,	,	PUNCT
fbem-10519	44	25	suggesting	suggest	VERB
fbem-10519	44	26	a	a	DET
fbem-10519	44	27	decrease	decrease	NOUN
fbem-10519	44	28	in	in	ADP
fbem-10519	44	29	efficiency	efficiency	NOUN
fbem-10519	44	30	.	.	PUNCT
fbem-10519	45	1	the	the	DET
fbem-10519	45	2	composite	composite	ADJ
fbem-10519	45	3	technical	technical	ADJ
fbem-10519	45	4	efficiency	efficiency	NOUN
fbem-10519	45	5	change	change	NOUN
fbem-10519	45	6	index	index	NOUN
fbem-10519	45	7	(	(	PUNCT
fbem-10519	45	8	tec	tec	NOUN
fbem-10519	45	9	)	)	PUNCT
fbem-10519	45	10	represents	represent	VERB
fbem-10519	45	11	the	the	DET
fbem-10519	45	12	degree	degree	NOUN
fbem-10519	45	13	to	to	PART
fbem-10519	45	14	which	which	PRON
fbem-10519	45	15	each	each	DET
fbem-10519	45	16	observed	observe	VERB
fbem-10519	45	17	unit	unit	NOUN
fbem-10519	45	18	approaches	approach	VERB
fbem-10519	45	19	the	the	DET
fbem-10519	45	20	production	production	NOUN
fbem-10519	45	21	frontier	frontier	NOUN
fbem-10519	45	22	from	from	ADP
fbem-10519	45	23	period	period	NOUN
fbem-10519	45	24	t	t	PROPN
fbem-10519	45	25	to	to	PART
fbem-10519	45	26	period	period	VERB
fbem-10519	45	27	t+1	t+1	PRON
fbem-10519	45	28	.	.	PUNCT
fbem-10519	46	1	it	it	PRON
fbem-10519	46	2	reflects	reflect	VERB
fbem-10519	46	3	the	the	DET
fbem-10519	46	4	extent	extent	NOUN
fbem-10519	46	5	of	of	ADP
fbem-10519	46	6	changes	change	NOUN
fbem-10519	46	7	in	in	ADP
fbem-10519	46	8	technical	technical	ADJ
fbem-10519	46	9	efficiency	efficiency	NOUN
fbem-10519	46	10	for	for	ADP
fbem-10519	46	11	enterprises	enterprise	NOUN
fbem-10519	46	12	and	and	CCONJ
fbem-10519	46	13	serves	serve	VERB
fbem-10519	46	14	as	as	ADP
fbem-10519	46	15	an	an	DET
fbem-10519	46	16	indicator	indicator	NOUN
fbem-10519	46	17	of	of	ADP
fbem-10519	46	18	the	the	DET
fbem-10519	46	19	quality	quality	NOUN
fbem-10519	46	20	of	of	ADP
fbem-10519	46	21	management	management	NOUN
fbem-10519	46	22	methods	method	NOUN
fbem-10519	46	23	and	and	CCONJ
fbem-10519	46	24	decisions	decision	NOUN
fbem-10519	46	25	made	make	VERB
fbem-10519	46	26	by	by	ADP
fbem-10519	46	27	management	management	NOUN
fbem-10519	46	28	teams	team	NOUN
fbem-10519	46	29	.	.	PUNCT
fbem-10519	47	1	tec	tec	ADJ
fbem-10519	47	2	>	>	X
fbem-10519	47	3	1	1	NUM
fbem-10519	47	4	indicates	indicate	VERB
fbem-10519	47	5	an	an	DET
fbem-10519	47	6	improvement	improvement	NOUN
fbem-10519	47	7	in	in	ADP
fbem-10519	47	8	technical	technical	ADJ
fbem-10519	47	9	efficiency	efficiency	NOUN
fbem-10519	47	10	,	,	PUNCT
fbem-10519	47	11	demonstrating	demonstrate	VERB
fbem-10519	47	12	proper	proper	ADJ
fbem-10519	47	13	management	management	NOUN
fbem-10519	47	14	methods	method	NOUN
fbem-10519	47	15	and	and	CCONJ
fbem-10519	47	16	correct	correct	ADJ
fbem-10519	47	17	decision	decision	NOUN
fbem-10519	47	18	-	-	PUNCT
fbem-10519	47	19	making	making	NOUN
fbem-10519	47	20	.	.	PUNCT
fbem-10519	48	1	tec	tec	ADJ
fbem-10519	48	2	<	<	X
fbem-10519	48	3	1	1	NUM
fbem-10519	48	4	indicates	indicate	VERB
fbem-10519	48	5	a	a	DET
fbem-10519	48	6	deterioration	deterioration	NOUN
fbem-10519	48	7	in	in	ADP
fbem-10519	48	8	technical	technical	ADJ
fbem-10519	48	9	efficiency	efficiency	NOUN
fbem-10519	48	10	,	,	PUNCT
fbem-10519	48	11	reflecting	reflect	VERB
fbem-10519	48	12	improper	improper	ADJ
fbem-10519	48	13	management	management	NOUN
fbem-10519	48	14	methods	method	NOUN
fbem-10519	48	15	and	and	CCONJ
fbem-10519	48	16	decisions	decision	NOUN
fbem-10519	48	17	.	.	PUNCT
fbem-10519	49	1	the	the	DET
fbem-10519	49	2	technical	technical	ADJ
fbem-10519	49	3	change	change	NOUN
fbem-10519	49	4	index	index	NOUN
fbem-10519	49	5	(	(	PUNCT
fbem-10519	49	6	tc	tc	NOUN
fbem-10519	49	7	)	)	PUNCT
fbem-10519	49	8	represents	represent	VERB
fbem-10519	49	9	the	the	DET
fbem-10519	49	10	movement	movement	NOUN
fbem-10519	49	11	of	of	ADP
fbem-10519	49	12	enterprises	enterprise	NOUN
fbem-10519	49	13	from	from	ADP
fbem-10519	49	14	the	the	DET
fbem-10519	49	15	production	production	NOUN
fbem-10519	49	16	frontier	frontier	NOUN
fbem-10519	49	17	in	in	ADP
fbem-10519	49	18	period	period	NOUN
fbem-10519	49	19	t	t	PROPN
fbem-10519	49	20	to	to	ADP
fbem-10519	49	21	the	the	DET
fbem-10519	49	22	production	production	NOUN
fbem-10519	49	23	frontier	frontier	NOUN
fbem-10519	49	24	in	in	ADP
fbem-10519	49	25	period	period	NOUN
fbem-10519	49	26	t+1	t+1	NUM
fbem-10519	49	27	,	,	PUNCT
fbem-10519	49	28	indicating	indicate	VERB
fbem-10519	49	29	the	the	DET
fbem-10519	49	30	degree	degree	NOUN
fbem-10519	49	31	of	of	ADP
fbem-10519	49	32	changes	change	NOUN
fbem-10519	49	33	in	in	ADP
fbem-10519	49	34	production	production	NOUN
fbem-10519	49	35	technology	technology	NOUN
fbem-10519	49	36	.	.	PUNCT
fbem-10519	50	1	it	it	PRON
fbem-10519	50	2	serves	serve	VERB
fbem-10519	50	3	as	as	ADP
fbem-10519	50	4	an	an	DET
fbem-10519	50	5	indicator	indicator	NOUN
fbem-10519	50	6	of	of	ADP
fbem-10519	50	7	the	the	DET
fbem-10519	50	8	level	level	NOUN
fbem-10519	50	9	of	of	ADP
fbem-10519	50	10	technological	technological	ADJ
fbem-10519	50	11	progress	progress	NOUN
fbem-10519	50	12	or	or	CCONJ
fbem-10519	50	13	innovation	innovation	NOUN
fbem-10519	50	14	.	.	PUNCT
fbem-10519	51	1	tc	tc	PRON
fbem-10519	51	2	>	>	SYM
fbem-10519	51	3	1	1	NUM
fbem-10519	51	4	signifies	signifie	NOUN
fbem-10519	51	5	movement	movement	NOUN
fbem-10519	51	6	outside	outside	ADP
fbem-10519	51	7	the	the	DET
fbem-10519	51	8	production	production	NOUN
fbem-10519	51	9	frontier	frontier	NOUN
fbem-10519	51	10	,	,	PUNCT
fbem-10519	51	11	indicating	indicate	VERB
fbem-10519	51	12	overall	overall	ADJ
fbem-10519	51	13	technological	technological	ADJ
fbem-10519	51	14	progress	progress	NOUN
fbem-10519	51	15	in	in	ADP
fbem-10519	51	16	the	the	DET
fbem-10519	51	17	industry	industry	NOUN
fbem-10519	51	18	.	.	PUNCT
fbem-10519	52	1	tc	tc	PRON
fbem-10519	52	2	<	<	X
fbem-10519	52	3	1	1	NUM
fbem-10519	52	4	indicates	indicate	VERB
fbem-10519	52	5	a	a	DET
fbem-10519	52	6	movement	movement	NOUN
fbem-10519	52	7	of	of	ADP
fbem-10519	52	8	the	the	DET
fbem-10519	52	9	production	production	NOUN
fbem-10519	52	10	frontier	frontier	NOUN
fbem-10519	52	11	towards	towards	ADP
fbem-10519	52	12	the	the	DET
fbem-10519	52	13	origin	origin	NOUN
fbem-10519	52	14	,	,	PUNCT
fbem-10519	52	15	suggesting	suggest	VERB
fbem-10519	52	16	an	an	DET
fbem-10519	52	17	overall	overall	ADJ
fbem-10519	52	18	trend	trend	NOUN
fbem-10519	52	19	of	of	ADP
fbem-10519	52	20	technological	technological	ADJ
fbem-10519	52	21	decline	decline	NOUN
fbem-10519	52	22	in	in	ADP
fbem-10519	52	23	the	the	DET
fbem-10519	52	24	industry	industry	NOUN
fbem-10519	52	25	.	.	PUNCT
fbem-10519	53	1	3	3	X
fbem-10519	53	2	.	.	X
fbem-10519	53	3	empirical	empirical	ADJ
fbem-10519	53	4	analysis	analysis	NOUN
fbem-10519	53	5	3.1	3.1	NUM
fbem-10519	53	6	.	.	PUNCT
fbem-10519	53	7	selection	selection	NOUN
fbem-10519	53	8	of	of	ADP
fbem-10519	53	9	sample	sample	NOUN
fbem-10519	53	10	this	this	DET
fbem-10519	53	11	paper	paper	NOUN
fbem-10519	53	12	selects	select	VERB
fbem-10519	53	13	36	36	NUM
fbem-10519	53	14	listed	list	VERB
fbem-10519	53	15	banks	bank	NOUN
fbem-10519	53	16	on	on	ADP
fbem-10519	53	17	the	the	DET
fbem-10519	53	18	china	china	PROPN
fbem-10519	53	19	a	a	DET
fbem-10519	53	20	-	-	PUNCT
fbem-10519	53	21	share	share	NOUN
fbem-10519	53	22	market	market	NOUN
fbem-10519	53	23	as	as	ADP
fbem-10519	53	24	the	the	DET
fbem-10519	53	25	research	research	NOUN
fbem-10519	53	26	subjects	subject	NOUN
fbem-10519	53	27	.	.	PUNCT
fbem-10519	54	1	due	due	ADP
fbem-10519	54	2	to	to	ADP
fbem-10519	54	3	missing	miss	VERB
fbem-10519	54	4	data	datum	NOUN
fbem-10519	54	5	,	,	PUNCT
fbem-10519	54	6	26	26	NUM
fbem-10519	54	7	commercial	commercial	ADJ
fbem-10519	54	8	banks	bank	NOUN
fbem-10519	54	9	with	with	ADP
fbem-10519	54	10	available	available	ADJ
fbem-10519	54	11	and	and	CCONJ
fbem-10519	54	12	accurate	accurate	ADJ
fbem-10519	54	13	data	datum	NOUN
fbem-10519	54	14	are	be	AUX
fbem-10519	54	15	chosen	choose	VERB
fbem-10519	54	16	as	as	ADP
fbem-10519	54	17	the	the	DET
fbem-10519	54	18	research	research	NOUN
fbem-10519	54	19	sample	sample	NOUN
fbem-10519	54	20	.	.	PUNCT
fbem-10519	55	1	these	these	DET
fbem-10519	55	2	banks	bank	NOUN
fbem-10519	55	3	include	include	VERB
fbem-10519	55	4	bank	bank	NOUN
fbem-10519	55	5	of	of	ADP
fbem-10519	55	6	communications	communication	NOUN
fbem-10519	55	7	,	,	PUNCT
fbem-10519	55	8	industrial	industrial	ADJ
fbem-10519	55	9	and	and	CCONJ
fbem-10519	55	10	commercial	commercial	ADJ
fbem-10519	55	11	bank	bank	PROPN
fbem-10519	55	12	of	of	ADP
fbem-10519	55	13	china	china	PROPN
fbem-10519	55	14	,	,	PUNCT
fbem-10519	55	15	china	china	PROPN
fbem-10519	55	16	construction	construction	PROPN
fbem-10519	55	17	bank	bank	PROPN
fbem-10519	55	18	,	,	PUNCT
fbem-10519	55	19	agricultural	agricultural	ADJ
fbem-10519	55	20	bank	bank	PROPN
fbem-10519	55	21	of	of	ADP
fbem-10519	55	22	china	china	PROPN
fbem-10519	55	23	,	,	PUNCT
fbem-10519	55	24	bank	bank	PROPN
fbem-10519	55	25	of	of	ADP
fbem-10519	55	26	china	china	PROPN
fbem-10519	55	27	,	,	PUNCT
fbem-10519	55	28	china	china	PROPN
fbem-10519	55	29	postal	postal	PROPN
fbem-10519	55	30	savings	savings	PROPN
fbem-10519	55	31	bank	bank	PROPN
fbem-10519	55	32	,	,	PUNCT
fbem-10519	55	33	china	china	PROPN
fbem-10519	55	34	everbright	everbright	PROPN
fbem-10519	55	35	bank	bank	PROPN
fbem-10519	55	36	,	,	PUNCT
fbem-10519	55	37	china	china	PROPN
fbem-10519	55	38	guangfa	guangfa	PROPN
fbem-10519	55	39	bank	bank	PROPN
fbem-10519	55	40	,	,	PUNCT
fbem-10519	55	41	huaxia	huaxia	PROPN
fbem-10519	55	42	bank	bank	PROPN
fbem-10519	55	43	,	,	PUNCT
fbem-10519	55	44	ping	pe	VERB
fbem-10519	55	45	an	an	DET
fbem-10519	55	46	bank	bank	NOUN
fbem-10519	55	47	,	,	PUNCT
fbem-10519	55	48	shanghai	shanghai	PROPN
fbem-10519	55	49	pudong	pudong	PROPN
fbem-10519	55	50	development	development	PROPN
fbem-10519	55	51	bank	bank	PROPN
fbem-10519	55	52	,	,	PUNCT
fbem-10519	55	53	industrial	industrial	PROPN
fbem-10519	55	54	bank	bank	PROPN
fbem-10519	55	55	,	,	PUNCT
fbem-10519	55	56	china	china	PROPN
fbem-10519	55	57	merchants	merchants	PROPN
fbem-10519	55	58	bank	bank	PROPN
fbem-10519	55	59	,	,	PUNCT
fbem-10519	55	60	zhejiang	zhejiang	PROPN
fbem-10519	55	61	commercial	commercial	PROPN
fbem-10519	55	62	bank	bank	PROPN
fbem-10519	55	63	,	,	PUNCT
fbem-10519	55	64	china	china	PROPN
fbem-10519	55	65	minsheng	minsheng	PROPN
fbem-10519	55	66	bank	bank	PROPN
fbem-10519	55	67	,	,	PUNCT
fbem-10519	55	68	china	china	PROPN
fbem-10519	55	69	citic	citic	PROPN
fbem-10519	55	70	bank	bank	PROPN
fbem-10519	55	71	,	,	PUNCT
fbem-10519	55	72	beijing	beijing	PROPN
fbem-10519	55	73	rural	rural	ADJ
fbem-10519	55	74	commercial	commercial	ADJ
fbem-10519	55	75	bank	bank	NOUN
fbem-10519	55	76	,	,	PUNCT
fbem-10519	55	77	bank	bank	PROPN
fbem-10519	55	78	of	of	ADP
fbem-10519	55	79	beijing	beijing	PROPN
fbem-10519	55	80	,	,	PUNCT
fbem-10519	55	81	bank	bank	PROPN
fbem-10519	55	82	of	of	ADP
fbem-10519	55	83	hangzhou	hangzhou	PROPN
fbem-10519	55	84	,	,	PUNCT
fbem-10519	55	85	anhui	anhui	PROPN
fbem-10519	55	86	guoyuan	guoyuan	PROPN
fbem-10519	55	87	bank	bank	PROPN
fbem-10519	55	88	,	,	PUNCT
fbem-10519	55	89	jiangsu	jiangsu	PROPN
fbem-10519	55	90	bank	bank	PROPN
fbem-10519	55	91	,	,	PUNCT
fbem-10519	55	92	bank	bank	PROPN
fbem-10519	55	93	of	of	ADP
fbem-10519	55	94	nanjing	nanjing	PROPN
fbem-10519	55	95	,	,	PUNCT
fbem-10519	55	96	bank	bank	PROPN
fbem-10519	55	97	of	of	ADP
fbem-10519	55	98	ningbo	ningbo	PROPN
fbem-10519	55	99	,	,	PUNCT
fbem-10519	55	100	shanghai	shanghai	PROPN
fbem-10519	55	101	rural	rural	ADJ
fbem-10519	55	102	commercial	commercial	PROPN
fbem-10519	55	103	bank	bank	NOUN
fbem-10519	55	104	,	,	PUNCT
fbem-10519	55	105	bank	bank	PROPN
fbem-10519	55	106	of	of	ADP
fbem-10519	55	107	shanghai	shanghai	PROPN
fbem-10519	55	108	,	,	PUNCT
fbem-10519	55	109	and	and	CCONJ
fbem-10519	55	110	chongqing	chongqe	VERB
fbem-10519	55	111	rural	rural	ADJ
fbem-10519	55	112	commercial	commercial	ADJ
fbem-10519	55	113	bank	bank	NOUN
fbem-10519	55	114	.	.	PUNCT
fbem-10519	56	1	3.2	3.2	NUM
fbem-10519	56	2	.	.	PUNCT
fbem-10519	56	3	selection	selection	NOUN
fbem-10519	56	4	of	of	ADP
fbem-10519	56	5	data	datum	NOUN
fbem-10519	56	6	considering	consider	VERB
fbem-10519	56	7	the	the	DET
fbem-10519	56	8	accessibility	accessibility	NOUN
fbem-10519	56	9	of	of	ADP
fbem-10519	56	10	data	datum	NOUN
fbem-10519	56	11	,	,	PUNCT
fbem-10519	56	12	the	the	DET
fbem-10519	56	13	data	data	NOUN
fbem-10519	56	14	time	time	NOUN
fbem-10519	56	15	interval	interval	NOUN
fbem-10519	56	16	selected	select	VERB
fbem-10519	56	17	is	be	AUX
fbem-10519	56	18	from	from	ADP
fbem-10519	56	19	2016	2016	NUM
fbem-10519	56	20	to	to	ADP
fbem-10519	56	21	2022	2022	NUM
fbem-10519	56	22	.	.	PUNCT
fbem-10519	57	1	the	the	DET
fbem-10519	57	2	corresponding	corresponding	ADJ
fbem-10519	57	3	data	datum	NOUN
fbem-10519	57	4	is	be	AUX
fbem-10519	57	5	sourced	source	VERB
fbem-10519	57	6	from	from	ADP
fbem-10519	57	7	the	the	DET
fbem-10519	57	8	csmar	csmar	PROPN
fbem-10519	57	9	database	database	NOUN
fbem-10519	57	10	and	and	CCONJ
fbem-10519	57	11	the	the	DET
fbem-10519	57	12	annual	annual	ADJ
fbem-10519	57	13	reports	report	NOUN
fbem-10519	57	14	of	of	ADP
fbem-10519	57	15	various	various	ADJ
fbem-10519	57	16	banks	bank	NOUN
fbem-10519	57	17	for	for	ADP
fbem-10519	57	18	the	the	DET
fbem-10519	57	19	years	year	NOUN
fbem-10519	57	20	2016	2016	NUM
fbem-10519	57	21	to	to	ADP
fbem-10519	57	22	2022	2022	NUM
fbem-10519	57	23	.	.	PUNCT
fbem-10519	58	1	3.3	3.3	NUM
fbem-10519	58	2	.	.	PUNCT
fbem-10519	58	3	selection	selection	NOUN
fbem-10519	58	4	of	of	ADP
fbem-10519	58	5	indicators	indicator	NOUN
fbem-10519	58	6	in	in	ADP
fbem-10519	58	7	order	order	NOUN
fbem-10519	58	8	to	to	PART
fbem-10519	58	9	measure	measure	VERB
fbem-10519	58	10	the	the	DET
fbem-10519	58	11	competitiveness	competitiveness	NOUN
fbem-10519	58	12	of	of	ADP
fbem-10519	58	13	banks	bank	NOUN
fbem-10519	58	14	,	,	PUNCT
fbem-10519	58	15	the	the	DET
fbem-10519	58	16	selection	selection	NOUN
fbem-10519	58	17	of	of	ADP
fbem-10519	58	18	input	input	NOUN
fbem-10519	58	19	-	-	PUNCT
fbem-10519	58	20	output	output	NOUN
fbem-10519	58	21	indicators	indicator	NOUN
fbem-10519	58	22	can	can	AUX
fbem-10519	58	23	be	be	AUX
fbem-10519	58	24	based	base	VERB
fbem-10519	58	25	on	on	ADP
fbem-10519	58	26	the	the	DET
fbem-10519	58	27	relevance	relevance	NOUN
fbem-10519	58	28	,	,	PUNCT
fbem-10519	58	29	comparability	comparability	NOUN
fbem-10519	58	30	,	,	PUNCT
fbem-10519	58	31	and	and	CCONJ
fbem-10519	58	32	accessibility	accessibility	NOUN
fbem-10519	58	33	of	of	ADP
fbem-10519	58	34	the	the	DET
fbem-10519	58	35	indicators	indicator	NOUN
fbem-10519	58	36	,	,	PUNCT
fbem-10519	58	37	as	as	ADV
fbem-10519	58	38	well	well	ADV
fbem-10519	58	39	as	as	ADP
fbem-10519	58	40	from	from	ADP
fbem-10519	58	41	the	the	DET
fbem-10519	58	42	perspective	perspective	NOUN
fbem-10519	58	43	of	of	ADP
fbem-10519	58	44	bank	bank	NOUN
fbem-10519	58	45	profitability	profitability	NOUN
fbem-10519	58	46	.	.	PUNCT
fbem-10519	59	1	specifically	specifically	ADV
fbem-10519	59	2	,	,	PUNCT
fbem-10519	59	3	operating	operating	NOUN
fbem-10519	59	4	expenses	expense	NOUN
fbem-10519	59	5	and	and	CCONJ
fbem-10519	59	6	net	net	ADJ
fbem-10519	59	7	fixed	fix	VERB
fbem-10519	59	8	assets	asset	NOUN
fbem-10519	59	9	can	can	AUX
fbem-10519	59	10	be	be	AUX
fbem-10519	59	11	chosen	choose	VERB
fbem-10519	59	12	as	as	ADP
fbem-10519	59	13	input	input	NOUN
fbem-10519	59	14	indicators	indicator	NOUN
fbem-10519	59	15	.	.	PUNCT
fbem-10519	60	1	operating	operate	VERB
fbem-10519	60	2	expenses	expense	NOUN
fbem-10519	60	3	represent	represent	VERB
fbem-10519	60	4	the	the	DET
fbem-10519	60	5	total	total	ADJ
fbem-10519	60	6	cost	cost	NOUN
fbem-10519	60	7	incurred	incur	VERB
fbem-10519	60	8	by	by	ADP
fbem-10519	60	9	the	the	DET
fbem-10519	60	10	bank	bank	NOUN
fbem-10519	60	11	in	in	ADP
fbem-10519	60	12	conducting	conduct	VERB
fbem-10519	60	13	its	its	PRON
fbem-10519	60	14	business	business	NOUN
fbem-10519	60	15	,	,	PUNCT
fbem-10519	60	16	reflecting	reflect	VERB
fbem-10519	60	17	the	the	DET
fbem-10519	60	18	level	level	NOUN
fbem-10519	60	19	of	of	ADP
fbem-10519	60	20	operating	operating	NOUN
fbem-10519	60	21	costs	cost	NOUN
fbem-10519	60	22	and	and	CCONJ
fbem-10519	60	23	resource	resource	NOUN
fbem-10519	60	24	utilization	utilization	NOUN
fbem-10519	60	25	.	.	PUNCT
fbem-10519	61	1	36	36	NUM
fbem-10519	61	2	net	net	ADJ
fbem-10519	61	3	fixed	fix	VERB
fbem-10519	61	4	assets	asset	NOUN
fbem-10519	61	5	,	,	PUNCT
fbem-10519	61	6	on	on	ADP
fbem-10519	61	7	the	the	DET
fbem-10519	61	8	other	other	ADJ
fbem-10519	61	9	hand	hand	NOUN
fbem-10519	61	10	,	,	PUNCT
fbem-10519	61	11	indicate	indicate	VERB
fbem-10519	61	12	the	the	DET
fbem-10519	61	13	investment	investment	NOUN
fbem-10519	61	14	level	level	NOUN
fbem-10519	61	15	and	and	CCONJ
fbem-10519	61	16	efficiency	efficiency	NOUN
fbem-10519	61	17	of	of	ADP
fbem-10519	61	18	the	the	DET
fbem-10519	61	19	bank	bank	NOUN
fbem-10519	61	20	in	in	ADP
fbem-10519	61	21	asset	asset	NOUN
fbem-10519	61	22	allocation	allocation	NOUN
fbem-10519	61	23	.	.	PUNCT
fbem-10519	62	1	as	as	ADP
fbem-10519	62	2	for	for	ADP
fbem-10519	62	3	output	output	NOUN
fbem-10519	62	4	indicators	indicator	NOUN
fbem-10519	62	5	,	,	PUNCT
fbem-10519	62	6	net	net	ADJ
fbem-10519	62	7	interest	interest	NOUN
fbem-10519	62	8	income	income	NOUN
fbem-10519	62	9	and	and	CCONJ
fbem-10519	62	10	noninterest	noninter	ADJ
fbem-10519	62	11	income	income	NOUN
fbem-10519	62	12	can	can	AUX
fbem-10519	62	13	be	be	AUX
fbem-10519	62	14	selected	select	VERB
fbem-10519	62	15	.	.	PUNCT
fbem-10519	63	1	net	net	ADJ
fbem-10519	63	2	interest	interest	NOUN
fbem-10519	63	3	income	income	NOUN
fbem-10519	63	4	reflects	reflect	VERB
fbem-10519	63	5	the	the	DET
fbem-10519	63	6	profitability	profitability	NOUN
fbem-10519	63	7	and	and	CCONJ
fbem-10519	63	8	interest	interest	NOUN
fbem-10519	63	9	income	income	NOUN
fbem-10519	63	10	level	level	NOUN
fbem-10519	63	11	of	of	ADP
fbem-10519	63	12	the	the	DET
fbem-10519	63	13	bank	bank	NOUN
fbem-10519	63	14	's	's	PART
fbem-10519	63	15	core	core	NOUN
fbem-10519	63	16	business	business	NOUN
fbem-10519	63	17	,	,	PUNCT
fbem-10519	63	18	obtained	obtain	VERB
fbem-10519	63	19	by	by	ADP
fbem-10519	63	20	subtracting	subtract	VERB
fbem-10519	63	21	interest	interest	NOUN
fbem-10519	63	22	expenses	expense	NOUN
fbem-10519	63	23	paid	pay	VERB
fbem-10519	63	24	to	to	ADP
fbem-10519	63	25	depositors	depositor	NOUN
fbem-10519	63	26	from	from	ADP
fbem-10519	63	27	interest	interest	NOUN
fbem-10519	63	28	income	income	NOUN
fbem-10519	63	29	derived	derive	VERB
fbem-10519	63	30	from	from	ADP
fbem-10519	63	31	lending	lending	NOUN
fbem-10519	63	32	and	and	CCONJ
fbem-10519	63	33	deposit	deposit	NOUN
fbem-10519	63	34	activities	activity	NOUN
fbem-10519	63	35	.	.	PUNCT
fbem-10519	64	1	non	non	ADJ
fbem-10519	64	2	-	-	ADJ
fbem-10519	64	3	interest	interest	ADJ
fbem-10519	64	4	income	income	NOUN
fbem-10519	64	5	includes	include	VERB
fbem-10519	64	6	other	other	ADJ
fbem-10519	64	7	sources	source	NOUN
fbem-10519	64	8	of	of	ADP
fbem-10519	64	9	income	income	NOUN
fbem-10519	64	10	,	,	PUNCT
fbem-10519	64	11	such	such	ADJ
fbem-10519	64	12	as	as	ADP
fbem-10519	64	13	fee	fee	NOUN
fbem-10519	64	14	income	income	NOUN
fbem-10519	64	15	,	,	PUNCT
fbem-10519	64	16	credit	credit	NOUN
fbem-10519	64	17	card	card	NOUN
fbem-10519	64	18	income	income	NOUN
fbem-10519	64	19	,	,	PUNCT
fbem-10519	64	20	securities	security	NOUN
fbem-10519	64	21	trading	trading	NOUN
fbem-10519	64	22	income	income	NOUN
fbem-10519	64	23	,	,	PUNCT
fbem-10519	64	24	etc	etc	X
fbem-10519	64	25	.	.	X
fbem-10519	65	1	it	it	PRON
fbem-10519	65	2	is	be	AUX
fbem-10519	65	3	an	an	DET
fbem-10519	65	4	important	important	ADJ
fbem-10519	65	5	source	source	NOUN
fbem-10519	65	6	for	for	ADP
fbem-10519	65	7	banks	bank	NOUN
fbem-10519	65	8	'	'	PART
fbem-10519	65	9	diversified	diversify	VERB
fbem-10519	65	10	operations	operation	NOUN
fbem-10519	65	11	and	and	CCONJ
fbem-10519	65	12	reducing	reduce	VERB
fbem-10519	65	13	reliance	reliance	NOUN
fbem-10519	65	14	on	on	ADP
fbem-10519	65	15	interest	interest	NOUN
fbem-10519	65	16	rate	rate	NOUN
fbem-10519	65	17	spreads	spread	NOUN
fbem-10519	65	18	.	.	PUNCT
fbem-10519	66	1	by	by	ADP
fbem-10519	66	2	selecting	select	VERB
fbem-10519	66	3	these	these	DET
fbem-10519	66	4	indicators	indicator	NOUN
fbem-10519	66	5	,	,	PUNCT
fbem-10519	66	6	the	the	DET
fbem-10519	66	7	bank	bank	NOUN
fbem-10519	66	8	's	's	PART
fbem-10519	66	9	operating	operating	NOUN
fbem-10519	66	10	costs	cost	NOUN
fbem-10519	66	11	,	,	PUNCT
fbem-10519	66	12	financial	financial	ADJ
fbem-10519	66	13	strength	strength	NOUN
fbem-10519	66	14	,	,	PUNCT
fbem-10519	66	15	operational	operational	ADJ
fbem-10519	66	16	scale	scale	NOUN
fbem-10519	66	17	,	,	PUNCT
fbem-10519	66	18	core	core	NOUN
fbem-10519	66	19	business	business	NOUN
fbem-10519	66	20	profitability	profitability	NOUN
fbem-10519	66	21	,	,	PUNCT
fbem-10519	66	22	and	and	CCONJ
fbem-10519	66	23	diversified	diversified	ADJ
fbem-10519	66	24	business	business	NOUN
fbem-10519	66	25	income	income	NOUN
fbem-10519	66	26	can	can	AUX
fbem-10519	66	27	be	be	AUX
fbem-10519	66	28	comprehensively	comprehensively	ADV
fbem-10519	66	29	considered	consider	VERB
fbem-10519	66	30	,	,	PUNCT
fbem-10519	66	31	enabling	enable	VERB
fbem-10519	66	32	a	a	DET
fbem-10519	66	33	more	more	ADV
fbem-10519	66	34	comprehensive	comprehensive	ADJ
fbem-10519	66	35	evaluation	evaluation	NOUN
fbem-10519	66	36	of	of	ADP
fbem-10519	66	37	the	the	DET
fbem-10519	66	38	bank	bank	NOUN
fbem-10519	66	39	's	's	PART
fbem-10519	66	40	competitiveness	competitiveness	NOUN
fbem-10519	66	41	.	.	PUNCT
fbem-10519	67	1	table	table	NOUN
fbem-10519	67	2	1	1	NUM
fbem-10519	67	3	.	.	PUNCT
fbem-10519	67	4	selection	selection	NOUN
fbem-10519	67	5	of	of	ADP
fbem-10519	67	6	input	input	NOUN
fbem-10519	67	7	-	-	PUNCT
fbem-10519	67	8	output	output	NOUN
fbem-10519	67	9	indicators	indicator	NOUN
fbem-10519	67	10	for	for	ADP
fbem-10519	67	11	banks	bank	NOUN
fbem-10519	67	12	input	input	NOUN
fbem-10519	67	13	indicators	indicator	NOUN
fbem-10519	67	14	operating	operate	VERB
fbem-10519	67	15	expenses	expense	NOUN
fbem-10519	67	16	output	output	NOUN
fbem-10519	67	17	indicators	indicator	NOUN
fbem-10519	67	18	net	net	ADJ
fbem-10519	67	19	interest	interest	NOUN
fbem-10519	67	20	income	income	NOUN
fbem-10519	67	21	net	net	ADJ
fbem-10519	67	22	fixed	fix	VERB
fbem-10519	67	23	assets	asset	NOUN
fbem-10519	67	24	non	non	ADJ
fbem-10519	67	25	-	-	ADJ
fbem-10519	67	26	interest	interest	ADJ
fbem-10519	67	27	income	income	NOUN
fbem-10519	67	28	3.4	3.4	NUM
fbem-10519	67	29	.	.	PUNCT
fbem-10519	68	1	analysis	analysis	NOUN
fbem-10519	68	2	of	of	ADP
fbem-10519	68	3	empirical	empirical	ADJ
fbem-10519	68	4	results	result	NOUN
fbem-10519	68	5	this	this	DET
fbem-10519	68	6	study	study	NOUN
fbem-10519	68	7	conducts	conduct	VERB
fbem-10519	68	8	an	an	DET
fbem-10519	68	9	empirical	empirical	ADJ
fbem-10519	68	10	analysis	analysis	NOUN
fbem-10519	68	11	of	of	ADP
fbem-10519	68	12	the	the	DET
fbem-10519	68	13	efficiency	efficiency	NOUN
fbem-10519	68	14	of	of	ADP
fbem-10519	68	15	commercial	commercial	ADJ
fbem-10519	68	16	banks	bank	NOUN
fbem-10519	68	17	using	use	VERB
fbem-10519	68	18	total	total	ADJ
fbem-10519	68	19	factor	factor	NOUN
fbem-10519	68	20	productivity	productivity	NOUN
fbem-10519	68	21	and	and	CCONJ
fbem-10519	68	22	related	related	ADJ
fbem-10519	68	23	indicators	indicator	NOUN
fbem-10519	68	24	.	.	PUNCT
fbem-10519	69	1	by	by	ADP
fbem-10519	69	2	comparing	compare	VERB
fbem-10519	69	3	and	and	CCONJ
fbem-10519	69	4	analyzing	analyze	VERB
fbem-10519	69	5	the	the	DET
fbem-10519	69	6	average	average	ADJ
fbem-10519	69	7	total	total	ADJ
fbem-10519	69	8	factor	factor	NOUN
fbem-10519	69	9	productivity	productivity	NOUN
fbem-10519	69	10	of	of	ADP
fbem-10519	69	11	26	26	NUM
fbem-10519	69	12	commercial	commercial	ADJ
fbem-10519	69	13	banks	bank	NOUN
fbem-10519	69	14	,	,	PUNCT
fbem-10519	69	15	the	the	DET
fbem-10519	69	16	efficiency	efficiency	NOUN
fbem-10519	69	17	level	level	NOUN
fbem-10519	69	18	is	be	AUX
fbem-10519	69	19	assessed	assess	VERB
fbem-10519	69	20	.	.	PUNCT
fbem-10519	70	1	total	total	ADJ
fbem-10519	70	2	factor	factor	NOUN
fbem-10519	70	3	productivity	productivity	NOUN
fbem-10519	70	4	is	be	AUX
fbem-10519	70	5	a	a	DET
fbem-10519	70	6	productivity	productivity	NOUN
fbem-10519	70	7	indicator	indicator	NOUN
fbem-10519	70	8	that	that	PRON
fbem-10519	70	9	measures	measure	VERB
fbem-10519	70	10	the	the	DET
fbem-10519	70	11	relationship	relationship	NOUN
fbem-10519	70	12	between	between	ADP
fbem-10519	70	13	total	total	ADJ
fbem-10519	70	14	inputs	input	NOUN
fbem-10519	70	15	and	and	CCONJ
fbem-10519	70	16	total	total	ADJ
fbem-10519	70	17	outputs	output	NOUN
fbem-10519	70	18	.	.	PUNCT
fbem-10519	71	1	from	from	ADP
fbem-10519	71	2	an	an	DET
fbem-10519	71	3	efficiency	efficiency	NOUN
fbem-10519	71	4	perspective	perspective	NOUN
fbem-10519	71	5	,	,	PUNCT
fbem-10519	71	6	it	it	PRON
fbem-10519	71	7	reflects	reflect	VERB
fbem-10519	71	8	the	the	DET
fbem-10519	71	9	ratio	ratio	NOUN
fbem-10519	71	10	of	of	ADP
fbem-10519	71	11	economic	economic	ADJ
fbem-10519	71	12	output	output	NOUN
fbem-10519	71	13	to	to	ADP
fbem-10519	71	14	various	various	ADJ
fbem-10519	71	15	resource	resource	NOUN
fbem-10519	71	16	inputs	input	NOUN
fbem-10519	71	17	over	over	ADP
fbem-10519	71	18	a	a	DET
fbem-10519	71	19	certain	certain	ADJ
fbem-10519	71	20	period	period	NOUN
fbem-10519	71	21	of	of	ADP
fbem-10519	71	22	time	time	NOUN
fbem-10519	71	23	.	.	PUNCT
fbem-10519	72	1	3.4.1	3.4.1	X
fbem-10519	72	2	.	.	X
fbem-10519	72	3	analysis	analysis	NOUN
fbem-10519	72	4	of	of	ADP
fbem-10519	72	5	average	average	ADJ
fbem-10519	72	6	total	total	ADJ
fbem-10519	72	7	factor	factor	NOUN
fbem-10519	72	8	productivity	productivity	NOUN
fbem-10519	72	9	for	for	ADP
fbem-10519	72	10	26	26	NUM
fbem-10519	72	11	commercial	commercial	ADJ
fbem-10519	72	12	banks	bank	NOUN
fbem-10519	72	13	across	across	ADP
fbem-10519	72	14	years	year	NOUN
fbem-10519	72	15	the	the	DET
fbem-10519	72	16	average	average	ADJ
fbem-10519	72	17	values	value	NOUN
fbem-10519	72	18	of	of	ADP
fbem-10519	72	19	the	the	DET
fbem-10519	72	20	composite	composite	ADJ
fbem-10519	72	21	technical	technical	ADJ
fbem-10519	72	22	efficiency	efficiency	NOUN
fbem-10519	72	23	change	change	NOUN
fbem-10519	72	24	index	index	NOUN
fbem-10519	72	25	(	(	PUNCT
fbem-10519	72	26	tec	tec	NOUN
fbem-10519	72	27	)	)	PUNCT
fbem-10519	72	28	,	,	PUNCT
fbem-10519	72	29	technical	technical	ADJ
fbem-10519	72	30	change	change	NOUN
fbem-10519	72	31	index	index	NOUN
fbem-10519	72	32	(	(	PUNCT
fbem-10519	72	33	tc	tc	NOUN
fbem-10519	72	34	)	)	PUNCT
fbem-10519	72	35	,	,	PUNCT
fbem-10519	72	36	pure	pure	ADJ
fbem-10519	72	37	technical	technical	ADJ
fbem-10519	72	38	efficiency	efficiency	NOUN
fbem-10519	72	39	change	change	NOUN
fbem-10519	72	40	index	index	NOUN
fbem-10519	72	41	(	(	PUNCT
fbem-10519	72	42	pte	pte	NOUN
fbem-10519	72	43	)	)	PUNCT
fbem-10519	72	44	,	,	PUNCT
fbem-10519	72	45	scale	scale	NOUN
fbem-10519	72	46	efficiency	efficiency	NOUN
fbem-10519	72	47	change	change	NOUN
fbem-10519	72	48	index	index	NOUN
fbem-10519	72	49	(	(	PUNCT
fbem-10519	72	50	se	se	ADJ
fbem-10519	72	51	)	)	PUNCT
fbem-10519	72	52	,	,	PUNCT
fbem-10519	72	53	and	and	CCONJ
fbem-10519	72	54	total	total	ADJ
fbem-10519	72	55	factor	factor	NOUN
fbem-10519	72	56	productivity	productivity	NOUN
fbem-10519	72	57	(	(	PUNCT
fbem-10519	72	58	tfp	tfp	PROPN
fbem-10519	72	59	)	)	PUNCT
fbem-10519	72	60	growth	growth	NOUN
fbem-10519	72	61	rate	rate	NOUN
fbem-10519	72	62	for	for	ADP
fbem-10519	72	63	the	the	DET
fbem-10519	72	64	26	26	NUM
fbem-10519	72	65	listed	list	VERB
fbem-10519	72	66	commercial	commercial	ADJ
fbem-10519	72	67	banks	bank	NOUN
fbem-10519	72	68	from	from	ADP
fbem-10519	72	69	2016	2016	NUM
fbem-10519	72	70	to	to	ADP
fbem-10519	72	71	2022	2022	NUM
fbem-10519	72	72	are	be	AUX
fbem-10519	72	73	presented	present	VERB
fbem-10519	72	74	in	in	ADP
fbem-10519	72	75	table	table	NOUN
fbem-10519	72	76	2	2	NUM
fbem-10519	72	77	.	.	PUNCT
fbem-10519	72	78	table	table	NOUN
fbem-10519	72	79	2	2	NUM
fbem-10519	72	80	.	.	PUNCT
fbem-10519	72	81	annual	annual	ADJ
fbem-10519	72	82	average	average	ADJ
fbem-10519	72	83	values	value	NOUN
fbem-10519	72	84	of	of	ADP
fbem-10519	72	85	malmquist	malmquist	NOUN
fbem-10519	72	86	index	index	NOUN
fbem-10519	72	87	and	and	CCONJ
fbem-10519	72	88	decomposed	decomposed	ADJ
fbem-10519	72	89	indicators	indicator	NOUN
fbem-10519	72	90	for	for	ADP
fbem-10519	72	91	26	26	NUM
fbem-10519	72	92	commercial	commercial	ADJ
fbem-10519	72	93	banks	bank	NOUN
fbem-10519	72	94	from	from	ADP
fbem-10519	72	95	2016	2016	NUM
fbem-10519	72	96	to	to	ADP
fbem-10519	72	97	2022	2022	NUM
fbem-10519	72	98	year	year	NOUN
fbem-10519	72	99	effch	effch	PROPN
fbem-10519	72	100	techch	techch	PROPN
fbem-10519	72	101	pech	pech	PROPN
fbem-10519	72	102	sech	sech	PROPN
fbem-10519	72	103	tfpch	tfpch	PROPN
fbem-10519	72	104	2	2	NUM
fbem-10519	72	105	1.046	1.046	NUM
fbem-10519	72	106	0.934	0.934	NUM
fbem-10519	72	107	1.059	1.059	NUM
fbem-10519	72	108	0.988	0.988	NUM
fbem-10519	72	109	0.977	0.977	NUM
fbem-10519	72	110	3	3	NUM
fbem-10519	72	111	0.877	0.877	NUM
fbem-10519	72	112	1.354	1.354	NUM
fbem-10519	72	113	0.866	0.866	NUM
fbem-10519	72	114	1.012	1.012	NUM
fbem-10519	72	115	1.187	1.187	NUM
fbem-10519	72	116	4	4	NUM
fbem-10519	72	117	1.135	1.135	NUM
fbem-10519	72	118	1.216	1.216	NUM
fbem-10519	72	119	1.135	1.135	NUM
fbem-10519	72	120	1	1	NUM
fbem-10519	72	121	1.38	1.38	NUM
fbem-10519	72	122	5	5	NUM
fbem-10519	72	123	1.032	1.032	NUM
fbem-10519	72	124	0.914	0.914	NUM
fbem-10519	72	125	0.99	0.99	NUM
fbem-10519	72	126	1.042	1.042	NUM
fbem-10519	72	127	0.944	0.944	NUM
fbem-10519	72	128	6	6	NUM
fbem-10519	72	129	1.034	1.034	NUM
fbem-10519	72	130	0.94	0.94	NUM
fbem-10519	72	131	0.999	0.999	NUM
fbem-10519	72	132	1.035	1.035	NUM
fbem-10519	72	133	0.971	0.971	NUM
fbem-10519	72	134	7	7	NUM
fbem-10519	72	135	1.02	1.02	NUM
fbem-10519	72	136	0.938	0.938	NUM
fbem-10519	72	137	1	1	NUM
fbem-10519	72	138	1.02	1.02	NUM
fbem-10519	72	139	0.957	0.957	NUM
fbem-10519	72	140	mean	mean	NOUN
fbem-10519	72	141	1.021	1.021	NUM
fbem-10519	72	142	1.036	1.036	NUM
fbem-10519	72	143	1.005	1.005	NUM
fbem-10519	72	144	1.016	1.016	NUM
fbem-10519	72	145	1.058	1.058	NUM
fbem-10519	72	146	based	base	VERB
fbem-10519	72	147	on	on	ADP
fbem-10519	72	148	the	the	DET
fbem-10519	72	149	data	datum	NOUN
fbem-10519	72	150	presented	present	VERB
fbem-10519	72	151	in	in	ADP
fbem-10519	72	152	table	table	NOUN
fbem-10519	72	153	2	2	NUM
fbem-10519	72	154	,	,	PUNCT
fbem-10519	72	155	we	we	PRON
fbem-10519	72	156	can	can	AUX
fbem-10519	72	157	analyze	analyze	VERB
fbem-10519	72	158	the	the	DET
fbem-10519	72	159	trends	trend	NOUN
fbem-10519	72	160	in	in	ADP
fbem-10519	72	161	efficiency	efficiency	NOUN
fbem-10519	72	162	and	and	CCONJ
fbem-10519	72	163	total	total	ADJ
fbem-10519	72	164	factor	factor	NOUN
fbem-10519	72	165	productivity	productivity	NOUN
fbem-10519	72	166	for	for	ADP
fbem-10519	72	167	commercial	commercial	ADJ
fbem-10519	72	168	banks	bank	NOUN
fbem-10519	72	169	over	over	ADP
fbem-10519	72	170	the	the	DET
fbem-10519	72	171	years	year	NOUN
fbem-10519	72	172	and	and	CCONJ
fbem-10519	72	173	the	the	DET
fbem-10519	72	174	entire	entire	ADJ
fbem-10519	72	175	time	time	NOUN
fbem-10519	72	176	span	span	NOUN
fbem-10519	72	177	.	.	PUNCT
fbem-10519	73	1	firstly	firstly	ADV
fbem-10519	73	2	,	,	PUNCT
fbem-10519	73	3	the	the	DET
fbem-10519	73	4	year	year	NOUN
fbem-10519	73	5	-	-	PUNCT
fbem-10519	73	6	by	by	ADP
fbem-10519	73	7	-	-	PUNCT
fbem-10519	73	8	year	year	NOUN
fbem-10519	73	9	analysis	analysis	NOUN
fbem-10519	73	10	shows	show	VERB
fbem-10519	73	11	the	the	DET
fbem-10519	73	12	following	follow	VERB
fbem-10519	73	13	trends	trend	NOUN
fbem-10519	73	14	.	.	PUNCT
fbem-10519	74	1	the	the	DET
fbem-10519	74	2	efficiency	efficiency	NOUN
fbem-10519	74	3	change	change	NOUN
fbem-10519	74	4	index	index	NOUN
fbem-10519	74	5	experienced	experience	VERB
fbem-10519	74	6	significant	significant	ADJ
fbem-10519	74	7	improvements	improvement	NOUN
fbem-10519	74	8	in	in	ADP
fbem-10519	74	9	2016	2016	NUM
fbem-10519	74	10	and	and	CCONJ
fbem-10519	74	11	2018	2018	NUM
fbem-10519	74	12	,	,	PUNCT
fbem-10519	74	13	while	while	SCONJ
fbem-10519	74	14	remaining	remain	VERB
fbem-10519	74	15	relatively	relatively	ADV
fbem-10519	74	16	stable	stable	ADJ
fbem-10519	74	17	in	in	ADP
fbem-10519	74	18	other	other	ADJ
fbem-10519	74	19	years	year	NOUN
fbem-10519	74	20	.	.	PUNCT
fbem-10519	75	1	the	the	DET
fbem-10519	75	2	technical	technical	ADJ
fbem-10519	75	3	change	change	NOUN
fbem-10519	75	4	index	index	NOUN
fbem-10519	75	5	exhibited	exhibit	VERB
fbem-10519	75	6	more	more	ADJ
fbem-10519	75	7	fluctuations	fluctuation	NOUN
fbem-10519	75	8	,	,	PUNCT
fbem-10519	75	9	with	with	ADP
fbem-10519	75	10	notable	notable	ADJ
fbem-10519	75	11	growth	growth	NOUN
fbem-10519	75	12	in	in	ADP
fbem-10519	75	13	2017	2017	NUM
fbem-10519	75	14	.	.	PUNCT
fbem-10519	76	1	the	the	DET
fbem-10519	76	2	changes	change	NOUN
fbem-10519	76	3	in	in	ADP
fbem-10519	76	4	production	production	NOUN
fbem-10519	76	5	efficiency	efficiency	NOUN
fbem-10519	76	6	and	and	CCONJ
fbem-10519	76	7	scale	scale	NOUN
fbem-10519	76	8	efficiency	efficiency	NOUN
fbem-10519	76	9	index	index	NOUN
fbem-10519	76	10	were	be	AUX
fbem-10519	76	11	mostly	mostly	ADV
fbem-10519	76	12	close	close	ADJ
fbem-10519	76	13	to	to	ADP
fbem-10519	76	14	1	1	NUM
fbem-10519	76	15	,	,	PUNCT
fbem-10519	76	16	indicating	indicate	VERB
fbem-10519	76	17	relatively	relatively	ADV
fbem-10519	76	18	minor	minor	ADJ
fbem-10519	76	19	improvements	improvement	NOUN
fbem-10519	76	20	.	.	PUNCT
fbem-10519	77	1	the	the	DET
fbem-10519	77	2	total	total	ADJ
fbem-10519	77	3	factor	factor	NOUN
fbem-10519	77	4	productivity	productivity	NOUN
fbem-10519	77	5	change	change	NOUN
fbem-10519	77	6	index	index	NOUN
fbem-10519	77	7	also	also	ADV
fbem-10519	77	8	showed	show	VERB
fbem-10519	77	9	fluctuations	fluctuation	NOUN
fbem-10519	77	10	but	but	CCONJ
fbem-10519	77	11	demonstrated	demonstrate	VERB
fbem-10519	77	12	an	an	DET
fbem-10519	77	13	overall	overall	ADJ
fbem-10519	77	14	increasing	increase	VERB
fbem-10519	77	15	trend	trend	NOUN
fbem-10519	77	16	.	.	PUNCT
fbem-10519	78	1	secondly	secondly	ADV
fbem-10519	78	2	,	,	PUNCT
fbem-10519	78	3	the	the	DET
fbem-10519	78	4	analysis	analysis	NOUN
fbem-10519	78	5	covering	cover	VERB
fbem-10519	78	6	the	the	DET
fbem-10519	78	7	entire	entire	ADJ
fbem-10519	78	8	time	time	NOUN
fbem-10519	78	9	span	span	NOUN
fbem-10519	78	10	reveals	reveal	VERB
fbem-10519	78	11	that	that	SCONJ
fbem-10519	78	12	the	the	DET
fbem-10519	78	13	overall	overall	ADJ
fbem-10519	78	14	efficiency	efficiency	NOUN
fbem-10519	78	15	change	change	NOUN
fbem-10519	78	16	index	index	NOUN
fbem-10519	78	17	for	for	ADP
fbem-10519	78	18	commercial	commercial	ADJ
fbem-10519	78	19	banks	bank	NOUN
fbem-10519	78	20	slightly	slightly	ADV
fbem-10519	78	21	exceeds	exceed	VERB
fbem-10519	78	22	1	1	NUM
fbem-10519	78	23	,	,	PUNCT
fbem-10519	78	24	indicating	indicate	VERB
fbem-10519	78	25	a	a	DET
fbem-10519	78	26	slight	slight	ADJ
fbem-10519	78	27	improvement	improvement	NOUN
fbem-10519	78	28	in	in	ADP
fbem-10519	78	29	overall	overall	ADJ
fbem-10519	78	30	efficiency	efficiency	NOUN
fbem-10519	78	31	.	.	PUNCT
fbem-10519	79	1	the	the	DET
fbem-10519	79	2	cumulative	cumulative	ADJ
fbem-10519	79	3	value	value	NOUN
fbem-10519	79	4	of	of	ADP
fbem-10519	79	5	the	the	DET
fbem-10519	79	6	technical	technical	ADJ
fbem-10519	79	7	change	change	NOUN
fbem-10519	79	8	index	index	NOUN
fbem-10519	79	9	surpasses	surpass	VERB
fbem-10519	79	10	1	1	NUM
fbem-10519	79	11	,	,	PUNCT
fbem-10519	79	12	indicating	indicate	VERB
fbem-10519	79	13	growth	growth	NOUN
fbem-10519	79	14	in	in	ADP
fbem-10519	79	15	technological	technological	ADJ
fbem-10519	79	16	levels	level	NOUN
fbem-10519	79	17	.	.	PUNCT
fbem-10519	80	1	the	the	DET
fbem-10519	80	2	cumulative	cumulative	ADJ
fbem-10519	80	3	values	value	NOUN
fbem-10519	80	4	of	of	ADP
fbem-10519	80	5	production	production	NOUN
fbem-10519	80	6	efficiency	efficiency	NOUN
fbem-10519	80	7	and	and	CCONJ
fbem-10519	80	8	scale	scale	NOUN
fbem-10519	80	9	efficiency	efficiency	NOUN
fbem-10519	80	10	change	change	NOUN
fbem-10519	80	11	index	index	NOUN
fbem-10519	80	12	are	be	AUX
fbem-10519	80	13	close	close	ADJ
fbem-10519	80	14	to	to	ADP
fbem-10519	80	15	1	1	NUM
fbem-10519	80	16	,	,	PUNCT
fbem-10519	80	17	indicating	indicate	VERB
fbem-10519	80	18	limited	limited	ADJ
fbem-10519	80	19	improvements	improvement	NOUN
fbem-10519	80	20	in	in	ADP
fbem-10519	80	21	resource	resource	NOUN
fbem-10519	80	22	allocation	allocation	NOUN
fbem-10519	80	23	and	and	CCONJ
fbem-10519	80	24	economies	economy	NOUN
fbem-10519	80	25	of	of	ADP
fbem-10519	80	26	scale	scale	NOUN
fbem-10519	80	27	.	.	PUNCT
fbem-10519	81	1	the	the	DET
fbem-10519	81	2	cumulative	cumulative	ADJ
fbem-10519	81	3	value	value	NOUN
fbem-10519	81	4	of	of	ADP
fbem-10519	81	5	the	the	DET
fbem-10519	81	6	total	total	ADJ
fbem-10519	81	7	factor	factor	NOUN
fbem-10519	81	8	productivity	productivity	NOUN
fbem-10519	81	9	change	change	NOUN
fbem-10519	81	10	index	index	NOUN
fbem-10519	81	11	exceeds	exceed	VERB
fbem-10519	81	12	1	1	NUM
fbem-10519	81	13	,	,	PUNCT
fbem-10519	81	14	suggesting	suggest	VERB
fbem-10519	81	15	an	an	DET
fbem-10519	81	16	overall	overall	ADJ
fbem-10519	81	17	improvement	improvement	NOUN
fbem-10519	81	18	in	in	ADP
fbem-10519	81	19	total	total	ADJ
fbem-10519	81	20	factor	factor	NOUN
fbem-10519	81	21	productivity	productivity	NOUN
fbem-10519	81	22	.	.	PUNCT
fbem-10519	82	1	in	in	ADP
fbem-10519	82	2	summary	summary	NOUN
fbem-10519	82	3	,	,	PUNCT
fbem-10519	82	4	as	as	SCONJ
fbem-10519	82	5	shown	show	VERB
fbem-10519	82	6	in	in	ADP
fbem-10519	82	7	table	table	NOUN
fbem-10519	82	8	2	2	NUM
fbem-10519	82	9	,	,	PUNCT
fbem-10519	82	10	overall	overall	ADJ
fbem-10519	82	11	efficiency	efficiency	NOUN
fbem-10519	82	12	and	and	CCONJ
fbem-10519	82	13	total	total	ADJ
fbem-10519	82	14	factor	factor	NOUN
fbem-10519	82	15	productivity	productivity	NOUN
fbem-10519	82	16	have	have	AUX
fbem-10519	82	17	shown	show	VERB
fbem-10519	82	18	some	some	DET
fbem-10519	82	19	improvement	improvement	NOUN
fbem-10519	82	20	.	.	PUNCT
fbem-10519	83	1	technological	technological	ADJ
fbem-10519	83	2	progress	progress	NOUN
fbem-10519	83	3	has	have	AUX
fbem-10519	83	4	played	play	VERB
fbem-10519	83	5	a	a	DET
fbem-10519	83	6	positive	positive	ADJ
fbem-10519	83	7	role	role	NOUN
fbem-10519	83	8	in	in	ADP
fbem-10519	83	9	enhancing	enhance	VERB
fbem-10519	83	10	competitiveness	competitiveness	NOUN
fbem-10519	83	11	,	,	PUNCT
fbem-10519	83	12	but	but	CCONJ
fbem-10519	83	13	there	there	PRON
fbem-10519	83	14	are	be	VERB
fbem-10519	83	15	limitations	limitation	NOUN
fbem-10519	83	16	in	in	ADP
fbem-10519	83	17	improving	improve	VERB
fbem-10519	83	18	production	production	NOUN
fbem-10519	83	19	efficiency	efficiency	NOUN
fbem-10519	83	20	and	and	CCONJ
fbem-10519	83	21	economies	economy	NOUN
fbem-10519	83	22	of	of	ADP
fbem-10519	83	23	scale	scale	NOUN
fbem-10519	83	24	.	.	PUNCT
fbem-10519	84	1	commercial	commercial	ADJ
fbem-10519	84	2	banks	bank	NOUN
fbem-10519	84	3	should	should	AUX
fbem-10519	84	4	focus	focus	VERB
fbem-10519	84	5	on	on	ADP
fbem-10519	84	6	resource	resource	NOUN
fbem-10519	84	7	allocation	allocation	NOUN
fbem-10519	84	8	,	,	PUNCT
fbem-10519	84	9	economies	economy	NOUN
fbem-10519	84	10	of	of	ADP
fbem-10519	84	11	scale	scale	NOUN
fbem-10519	84	12	,	,	PUNCT
fbem-10519	84	13	and	and	CCONJ
fbem-10519	84	14	technological	technological	ADJ
fbem-10519	84	15	innovation	innovation	NOUN
fbem-10519	84	16	to	to	PART
fbem-10519	84	17	achieve	achieve	VERB
fbem-10519	84	18	continuous	continuous	ADJ
fbem-10519	84	19	improvements	improvement	NOUN
fbem-10519	84	20	in	in	ADP
fbem-10519	84	21	efficiency	efficiency	NOUN
fbem-10519	84	22	and	and	CCONJ
fbem-10519	84	23	productivity	productivity	NOUN
fbem-10519	84	24	,	,	PUNCT
fbem-10519	84	25	thereby	thereby	ADV
fbem-10519	84	26	enhancing	enhance	VERB
fbem-10519	84	27	competitiveness	competitiveness	NOUN
fbem-10519	84	28	and	and	CCONJ
fbem-10519	84	29	sustainable	sustainable	ADJ
fbem-10519	84	30	development	development	NOUN
fbem-10519	84	31	capabilities	capability	NOUN
fbem-10519	84	32	.	.	PUNCT
fbem-10519	85	1	3.4.2	3.4.2	X
fbem-10519	85	2	.	.	PUNCT
fbem-10519	86	1	analysis	analysis	NOUN
fbem-10519	86	2	of	of	ADP
fbem-10519	86	3	average	average	ADJ
fbem-10519	86	4	total	total	ADJ
fbem-10519	86	5	factor	factor	NOUN
fbem-10519	86	6	productivity	productivity	NOUN
fbem-10519	86	7	for	for	ADP
fbem-10519	86	8	26	26	NUM
fbem-10519	86	9	commercial	commercial	ADJ
fbem-10519	86	10	banks	bank	NOUN
fbem-10519	86	11	as	as	SCONJ
fbem-10519	86	12	shown	show	VERB
fbem-10519	86	13	in	in	ADP
fbem-10519	86	14	table	table	NOUN
fbem-10519	86	15	3	3	NUM
fbem-10519	86	16	,	,	PUNCT
fbem-10519	86	17	the	the	DET
fbem-10519	86	18	annual	annual	ADJ
fbem-10519	86	19	average	average	ADJ
fbem-10519	86	20	values	value	NOUN
fbem-10519	86	21	of	of	ADP
fbem-10519	86	22	the	the	DET
fbem-10519	86	23	composite	composite	ADJ
fbem-10519	86	24	technical	technical	ADJ
fbem-10519	86	25	efficiency	efficiency	NOUN
fbem-10519	86	26	change	change	NOUN
fbem-10519	86	27	index	index	NOUN
fbem-10519	86	28	(	(	PUNCT
fbem-10519	86	29	tec	tec	NOUN
fbem-10519	86	30	)	)	PUNCT
fbem-10519	86	31	,	,	PUNCT
fbem-10519	86	32	technical	technical	ADJ
fbem-10519	86	33	change	change	NOUN
fbem-10519	86	34	index	index	NOUN
fbem-10519	86	35	(	(	PUNCT
fbem-10519	86	36	tc	tc	NOUN
fbem-10519	86	37	)	)	PUNCT
fbem-10519	86	38	,	,	PUNCT
fbem-10519	86	39	pure	pure	ADJ
fbem-10519	86	40	technical	technical	ADJ
fbem-10519	86	41	efficiency	efficiency	NOUN
fbem-10519	86	42	change	change	NOUN
fbem-10519	86	43	index	index	NOUN
fbem-10519	86	44	(	(	PUNCT
fbem-10519	86	45	pte	pte	NOUN
fbem-10519	86	46	)	)	PUNCT
fbem-10519	86	47	,	,	PUNCT
fbem-10519	86	48	scale	scale	NOUN
fbem-10519	86	49	efficiency	efficiency	NOUN
fbem-10519	86	50	change	change	NOUN
fbem-10519	86	51	index	index	NOUN
fbem-10519	86	52	(	(	PUNCT
fbem-10519	86	53	se	se	ADJ
fbem-10519	86	54	)	)	PUNCT
fbem-10519	86	55	,	,	PUNCT
fbem-10519	86	56	and	and	CCONJ
fbem-10519	86	57	total	total	ADJ
fbem-10519	86	58	factor	factor	NOUN
fbem-10519	86	59	productivity	productivity	NOUN
fbem-10519	86	60	(	(	PUNCT
fbem-10519	86	61	tfp	tfp	PROPN
fbem-10519	86	62	)	)	PUNCT
fbem-10519	86	63	growth	growth	NOUN
fbem-10519	86	64	rate	rate	NOUN
fbem-10519	86	65	for	for	ADP
fbem-10519	86	66	the	the	DET
fbem-10519	86	67	26	26	NUM
fbem-10519	86	68	listed	list	VERB
fbem-10519	86	69	commercial	commercial	ADJ
fbem-10519	86	70	banks	bank	NOUN
fbem-10519	86	71	from	from	ADP
fbem-10519	86	72	2016	2016	NUM
fbem-10519	86	73	to	to	ADP
fbem-10519	86	74	2022	2022	NUM
fbem-10519	86	75	are	be	AUX
fbem-10519	86	76	presented	present	VERB
fbem-10519	86	77	.	.	PUNCT
fbem-10519	87	1	37	37	NUM
fbem-10519	87	2	table	table	NOUN
fbem-10519	87	3	3	3	NUM
fbem-10519	87	4	.	.	PUNCT
fbem-10519	87	5	average	average	ADJ
fbem-10519	87	6	malmquist	malmquist	PROPN
fbem-10519	87	7	index	index	NOUN
fbem-10519	87	8	and	and	CCONJ
fbem-10519	87	9	decomposed	decompose	VERB
fbem-10519	87	10	indicator	indicator	NOUN
fbem-10519	87	11	values	value	NOUN
fbem-10519	87	12	for	for	ADP
fbem-10519	87	13	26	26	NUM
fbem-10519	87	14	commercial	commercial	ADJ
fbem-10519	87	15	banks	bank	NOUN
fbem-10519	87	16	from	from	ADP
fbem-10519	87	17	2016	2016	NUM
fbem-10519	87	18	to	to	ADP
fbem-10519	87	19	2022	2022	NUM
fbem-10519	87	20	.	.	PUNCT
fbem-10519	88	1	firm	firm	PROPN
fbem-10519	88	2	effch	effch	PROPN
fbem-10519	88	3	techch	techch	PROPN
fbem-10519	88	4	pech	pech	PROPN
fbem-10519	88	5	sech	sech	PROPN
fbem-10519	88	6	tfpch	tfpch	PROPN
fbem-10519	89	1	1	1	NUM
fbem-10519	89	2	1.054	1.054	NUM
fbem-10519	89	3	1.034	1.034	NUM
fbem-10519	89	4	1.014	1.014	NUM
fbem-10519	89	5	1.039	1.039	NUM
fbem-10519	89	6	1.09	1.09	NUM
fbem-10519	89	7	2	2	NUM
fbem-10519	89	8	1.078	1.078	NUM
fbem-10519	89	9	1.071	1.071	NUM
fbem-10519	89	10	1	1	NUM
fbem-10519	89	11	1.078	1.078	NUM
fbem-10519	89	12	1.154	1.154	NUM
fbem-10519	89	13	3	3	NUM
fbem-10519	89	14	1.017	1.017	NUM
fbem-10519	89	15	1.042	1.042	NUM
fbem-10519	89	16	1	1	NUM
fbem-10519	89	17	1.017	1.017	NUM
fbem-10519	89	18	1.06	1.06	NUM
fbem-10519	89	19	4	4	NUM
fbem-10519	89	20	1.088	1.088	NUM
fbem-10519	89	21	0.982	0.982	NUM
fbem-10519	89	22	0.998	0.998	NUM
fbem-10519	89	23	1.09	1.09	NUM
fbem-10519	89	24	1.069	1.069	NUM
fbem-10519	89	25	5	5	NUM
fbem-10519	89	26	0.971	0.971	NUM
fbem-10519	89	27	1.044	1.044	NUM
fbem-10519	89	28	0.934	0.934	NUM
fbem-10519	89	29	1.039	1.039	NUM
fbem-10519	89	30	1.014	1.014	NUM
fbem-10519	89	31	6	6	NUM
fbem-10519	89	32	0.913	0.913	NUM
fbem-10519	89	33	0.907	0.907	NUM
fbem-10519	89	34	1	1	NUM
fbem-10519	89	35	0.913	0.913	NUM
fbem-10519	89	36	0.828	0.828	NUM
fbem-10519	89	37	7	7	NUM
fbem-10519	89	38	1.019	1.019	NUM
fbem-10519	89	39	1.093	1.093	NUM
fbem-10519	89	40	0.995	0.995	NUM
fbem-10519	89	41	1.025	1.025	NUM
fbem-10519	89	42	1.114	1.114	NUM
fbem-10519	89	43	8	8	NUM
fbem-10519	89	44	0.995	0.995	NUM
fbem-10519	89	45	1.06	1.06	NUM
fbem-10519	89	46	0.975	0.975	NUM
fbem-10519	89	47	1.02	1.02	NUM
fbem-10519	89	48	1.054	1.054	NUM
fbem-10519	89	49	9	9	NUM
fbem-10519	89	50	1.05	1.05	NUM
fbem-10519	89	51	1.044	1.044	NUM
fbem-10519	89	52	1.006	1.006	NUM
fbem-10519	89	53	1.044	1.044	NUM
fbem-10519	89	54	1.096	1.096	NUM
fbem-10519	89	55	10	10	NUM
fbem-10519	89	56	1	1	NUM
fbem-10519	89	57	1.059	1.059	NUM
fbem-10519	89	58	1	1	NUM
fbem-10519	89	59	1	1	NUM
fbem-10519	89	60	1.059	1.059	NUM
fbem-10519	89	61	11	11	NUM
fbem-10519	89	62	0.984	0.984	NUM
fbem-10519	89	63	1.087	1.087	NUM
fbem-10519	89	64	0.967	0.967	NUM
fbem-10519	89	65	1.018	1.018	NUM
fbem-10519	89	66	1.07	1.07	NUM
fbem-10519	89	67	12	12	NUM
fbem-10519	89	68	1.011	1.011	NUM
fbem-10519	89	69	1.063	1.063	NUM
fbem-10519	89	70	1	1	NUM
fbem-10519	89	71	1.011	1.011	NUM
fbem-10519	89	72	1.075	1.075	NUM
fbem-10519	89	73	13	13	NUM
fbem-10519	89	74	1.021	1.021	NUM
fbem-10519	89	75	1.059	1.059	NUM
fbem-10519	89	76	1	1	NUM
fbem-10519	89	77	1.021	1.021	NUM
fbem-10519	89	78	1.081	1.081	NUM
fbem-10519	89	79	14	14	NUM
fbem-10519	89	80	0.942	0.942	NUM
fbem-10519	89	81	1.059	1.059	NUM
fbem-10519	89	82	0.951	0.951	NUM
fbem-10519	89	83	0.991	0.991	NUM
fbem-10519	89	84	0.997	0.997	NUM
fbem-10519	89	85	15	15	NUM
fbem-10519	89	86	0.953	0.953	NUM
fbem-10519	89	87	1.077	1.077	NUM
fbem-10519	89	88	0.906	0.906	NUM
fbem-10519	89	89	1.051	1.051	NUM
fbem-10519	89	90	1.026	1.026	NUM
fbem-10519	89	91	16	16	NUM
fbem-10519	89	92	0.980	0.980	NUM
fbem-10519	89	93	1.091	1.091	NUM
fbem-10519	89	94	0.970	0.970	NUM
fbem-10519	89	95	1.01	1.01	NUM
fbem-10519	89	96	1.069	1.069	NUM
fbem-10519	89	97	17	17	NUM
fbem-10519	89	98	1.04	1.04	NUM
fbem-10519	89	99	0.977	0.977	NUM
fbem-10519	89	100	1.076	1.076	NUM
fbem-10519	89	101	0.967	0.967	NUM
fbem-10519	89	102	1.016	1.016	NUM
fbem-10519	89	103	18	18	NUM
fbem-10519	89	104	1.055	1.055	NUM
fbem-10519	89	105	1.022	1.022	NUM
fbem-10519	89	106	1.026	1.026	NUM
fbem-10519	89	107	1.028	1.028	NUM
fbem-10519	89	108	1.078	1.078	NUM
fbem-10519	89	109	19	19	NUM
fbem-10519	89	110	1.041	1.041	NUM
fbem-10519	89	111	1.025	1.025	NUM
fbem-10519	89	112	1	1	NUM
fbem-10519	89	113	1.041	1.041	NUM
fbem-10519	89	114	1.066	1.066	NUM
fbem-10519	89	115	20	20	NUM
fbem-10519	89	116	0.997	0.997	NUM
fbem-10519	89	117	0.998	0.998	NUM
fbem-10519	89	118	1	1	NUM
fbem-10519	89	119	0.997	0.997	NUM
fbem-10519	89	120	0.995	0.995	NUM
fbem-10519	89	121	21	21	NUM
fbem-10519	89	122	1.114	1.114	NUM
fbem-10519	89	123	1.01	1.01	NUM
fbem-10519	89	124	1.102	1.102	NUM
fbem-10519	89	125	1.011	1.011	NUM
fbem-10519	89	126	1.126	1.126	NUM
fbem-10519	89	127	22	22	NUM
fbem-10519	89	128	1.130	1.130	NUM
fbem-10519	89	129	0.984	0.984	NUM
fbem-10519	89	130	1.124	1.124	NUM
fbem-10519	89	131	1.006	1.006	NUM
fbem-10519	89	132	1.112	1.112	NUM
fbem-10519	89	133	23	23	NUM
fbem-10519	89	134	1.037	1.037	NUM
fbem-10519	89	135	1.046	1.046	NUM
fbem-10519	89	136	1.02	1.02	NUM
fbem-10519	89	137	1.016	1.016	NUM
fbem-10519	89	138	1.084	1.084	NUM
fbem-10519	89	139	24	24	NUM
fbem-10519	89	140	1.027	1.027	NUM
fbem-10519	89	141	1.069	1.069	NUM
fbem-10519	89	142	1.033	1.033	NUM
fbem-10519	89	143	0.994	0.994	NUM
fbem-10519	89	144	1.097	1.097	NUM
fbem-10519	89	145	25	25	NUM
fbem-10519	89	146	1.065	1.065	NUM
fbem-10519	89	147	1.06	1.06	NUM
fbem-10519	89	148	1.064	1.064	NUM
fbem-10519	89	149	1.001	1.001	NUM
fbem-10519	89	150	1.129	1.129	NUM
fbem-10519	89	151	26	26	NUM
fbem-10519	89	152	0.998	0.998	NUM
fbem-10519	89	153	1.001	1.001	NUM
fbem-10519	89	154	0.996	0.996	NUM
fbem-10519	89	155	1.002	1.002	NUM
fbem-10519	89	156	0.998	0.998	NUM
fbem-10519	89	157	mean	mean	NOUN
fbem-10519	89	158	1.021	1.021	NUM
fbem-10519	89	159	1.036	1.036	NUM
fbem-10519	89	160	1.005	1.005	NUM
fbem-10519	89	161	1.016	1.016	NUM
fbem-10519	89	162	1.058	1.058	NUM
fbem-10519	89	163	the	the	DET
fbem-10519	89	164	efficiency	efficiency	NOUN
fbem-10519	89	165	change	change	NOUN
fbem-10519	89	166	index	index	NOUN
fbem-10519	89	167	(	(	PUNCT
fbem-10519	89	168	effch	effch	PROPN
fbem-10519	89	169	)	)	PUNCT
fbem-10519	89	170	has	have	VERB
fbem-10519	89	171	an	an	DET
fbem-10519	89	172	average	average	ADJ
fbem-10519	89	173	value	value	NOUN
fbem-10519	89	174	of	of	ADP
fbem-10519	89	175	1.021	1.021	NUM
fbem-10519	89	176	,	,	PUNCT
fbem-10519	89	177	indicating	indicate	VERB
fbem-10519	89	178	a	a	DET
fbem-10519	89	179	slight	slight	ADJ
fbem-10519	89	180	overall	overall	ADJ
fbem-10519	89	181	improvement	improvement	NOUN
fbem-10519	89	182	in	in	ADP
fbem-10519	89	183	the	the	DET
fbem-10519	89	184	average	average	ADJ
fbem-10519	89	185	efficiency	efficiency	NOUN
fbem-10519	89	186	of	of	ADP
fbem-10519	89	187	commercial	commercial	ADJ
fbem-10519	89	188	banks	bank	NOUN
fbem-10519	89	189	.	.	PUNCT
fbem-10519	90	1	this	this	PRON
fbem-10519	90	2	suggests	suggest	VERB
fbem-10519	90	3	that	that	SCONJ
fbem-10519	90	4	,	,	PUNCT
fbem-10519	90	5	considering	consider	VERB
fbem-10519	90	6	the	the	DET
fbem-10519	90	7	operating	operating	NOUN
fbem-10519	90	8	expenses	expense	NOUN
fbem-10519	90	9	and	and	CCONJ
fbem-10519	90	10	fixed	fix	VERB
fbem-10519	90	11	asset	asset	NOUN
fbem-10519	90	12	net	net	NOUN
fbem-10519	90	13	amount	amount	NOUN
fbem-10519	90	14	,	,	PUNCT
fbem-10519	90	15	banks	bank	NOUN
fbem-10519	90	16	have	have	AUX
fbem-10519	90	17	made	make	VERB
fbem-10519	90	18	some	some	DET
fbem-10519	90	19	progress	progress	NOUN
fbem-10519	90	20	in	in	ADP
fbem-10519	90	21	resource	resource	NOUN
fbem-10519	90	22	utilization	utilization	NOUN
fbem-10519	90	23	and	and	CCONJ
fbem-10519	90	24	operational	operational	ADJ
fbem-10519	90	25	processes	process	NOUN
fbem-10519	90	26	.	.	PUNCT
fbem-10519	91	1	some	some	DET
fbem-10519	91	2	banks	bank	NOUN
fbem-10519	91	3	have	have	VERB
fbem-10519	91	4	an	an	DET
fbem-10519	91	5	efficiency	efficiency	NOUN
fbem-10519	91	6	change	change	NOUN
fbem-10519	91	7	index	index	NOUN
fbem-10519	91	8	above	above	ADP
fbem-10519	91	9	1.0	1.0	NUM
fbem-10519	91	10	,	,	PUNCT
fbem-10519	91	11	indicating	indicate	VERB
fbem-10519	91	12	good	good	ADJ
fbem-10519	91	13	performance	performance	NOUN
fbem-10519	91	14	in	in	ADP
fbem-10519	91	15	resource	resource	NOUN
fbem-10519	91	16	allocation	allocation	NOUN
fbem-10519	91	17	and	and	CCONJ
fbem-10519	91	18	production	production	NOUN
fbem-10519	91	19	efficiency	efficiency	NOUN
fbem-10519	91	20	,	,	PUNCT
fbem-10519	91	21	while	while	SCONJ
fbem-10519	91	22	others	other	NOUN
fbem-10519	91	23	have	have	VERB
fbem-10519	91	24	an	an	DET
fbem-10519	91	25	index	index	NOUN
fbem-10519	91	26	below	below	ADP
fbem-10519	91	27	1.0	1.0	NUM
fbem-10519	91	28	,	,	PUNCT
fbem-10519	91	29	indicating	indicate	VERB
fbem-10519	91	30	a	a	DET
fbem-10519	91	31	need	need	NOUN
fbem-10519	91	32	for	for	ADP
fbem-10519	91	33	further	further	ADJ
fbem-10519	91	34	optimization	optimization	NOUN
fbem-10519	91	35	and	and	CCONJ
fbem-10519	91	36	improvement	improvement	NOUN
fbem-10519	91	37	.	.	PUNCT
fbem-10519	92	1	the	the	DET
fbem-10519	92	2	technical	technical	ADJ
fbem-10519	92	3	change	change	NOUN
fbem-10519	92	4	index	index	NOUN
fbem-10519	92	5	(	(	PUNCT
fbem-10519	92	6	techch	techch	NOUN
fbem-10519	92	7	)	)	PUNCT
fbem-10519	92	8	has	have	VERB
fbem-10519	92	9	an	an	DET
fbem-10519	92	10	average	average	ADJ
fbem-10519	92	11	value	value	NOUN
fbem-10519	92	12	of	of	ADP
fbem-10519	92	13	1.036	1.036	NUM
fbem-10519	92	14	,	,	PUNCT
fbem-10519	92	15	indicating	indicate	VERB
fbem-10519	92	16	an	an	DET
fbem-10519	92	17	overall	overall	ADJ
fbem-10519	92	18	improvement	improvement	NOUN
fbem-10519	92	19	in	in	ADP
fbem-10519	92	20	the	the	DET
fbem-10519	92	21	technological	technological	ADJ
fbem-10519	92	22	level	level	NOUN
fbem-10519	92	23	of	of	ADP
fbem-10519	92	24	commercial	commercial	ADJ
fbem-10519	92	25	banks	bank	NOUN
fbem-10519	92	26	.	.	PUNCT
fbem-10519	93	1	this	this	PRON
fbem-10519	93	2	may	may	AUX
fbem-10519	93	3	reflect	reflect	VERB
fbem-10519	93	4	the	the	DET
fbem-10519	93	5	technological	technological	ADJ
fbem-10519	93	6	advancements	advancement	NOUN
fbem-10519	93	7	made	make	VERB
fbem-10519	93	8	by	by	ADP
fbem-10519	93	9	banks	bank	NOUN
fbem-10519	93	10	in	in	ADP
fbem-10519	93	11	terms	term	NOUN
fbem-10519	93	12	of	of	ADP
fbem-10519	93	13	net	net	ADJ
fbem-10519	93	14	interest	interest	NOUN
fbem-10519	93	15	income	income	NOUN
fbem-10519	93	16	and	and	CCONJ
fbem-10519	93	17	non	non	ADJ
fbem-10519	93	18	-	-	ADJ
fbem-10519	93	19	interest	interest	ADJ
fbem-10519	93	20	income	income	NOUN
fbem-10519	93	21	,	,	PUNCT
fbem-10519	93	22	including	include	VERB
fbem-10519	93	23	efforts	effort	NOUN
fbem-10519	93	24	to	to	PART
fbem-10519	93	25	improve	improve	VERB
fbem-10519	93	26	business	business	NOUN
fbem-10519	93	27	processes	process	NOUN
fbem-10519	93	28	,	,	PUNCT
fbem-10519	93	29	introduce	introduce	VERB
fbem-10519	93	30	new	new	ADJ
fbem-10519	93	31	technologies	technology	NOUN
fbem-10519	93	32	,	,	PUNCT
fbem-10519	93	33	and	and	CCONJ
fbem-10519	93	34	enhance	enhance	VERB
fbem-10519	93	35	customer	customer	NOUN
fbem-10519	93	36	experience	experience	NOUN
fbem-10519	93	37	.	.	PUNCT
fbem-10519	94	1	the	the	DET
fbem-10519	94	2	production	production	NOUN
fbem-10519	94	3	efficiency	efficiency	NOUN
fbem-10519	94	4	change	change	NOUN
fbem-10519	94	5	index	index	NOUN
fbem-10519	94	6	(	(	PUNCT
fbem-10519	94	7	pech	pech	PROPN
fbem-10519	94	8	)	)	PUNCT
fbem-10519	94	9	has	have	VERB
fbem-10519	94	10	an	an	DET
fbem-10519	94	11	average	average	ADJ
fbem-10519	94	12	value	value	NOUN
fbem-10519	94	13	of	of	ADP
fbem-10519	94	14	1.005	1.005	NUM
fbem-10519	94	15	,	,	PUNCT
fbem-10519	94	16	indicating	indicate	VERB
fbem-10519	94	17	a	a	DET
fbem-10519	94	18	small	small	ADJ
fbem-10519	94	19	overall	overall	ADJ
fbem-10519	94	20	change	change	NOUN
fbem-10519	94	21	in	in	ADP
fbem-10519	94	22	average	average	ADJ
fbem-10519	94	23	production	production	NOUN
fbem-10519	94	24	efficiency	efficiency	NOUN
fbem-10519	94	25	for	for	ADP
fbem-10519	94	26	commercial	commercial	ADJ
fbem-10519	94	27	banks	bank	NOUN
fbem-10519	94	28	.	.	PUNCT
fbem-10519	95	1	this	this	PRON
fbem-10519	95	2	suggests	suggest	VERB
fbem-10519	95	3	that	that	SCONJ
fbem-10519	95	4	improvements	improvement	NOUN
fbem-10519	95	5	in	in	ADP
fbem-10519	95	6	resource	resource	NOUN
fbem-10519	95	7	allocation	allocation	NOUN
fbem-10519	95	8	and	and	CCONJ
fbem-10519	95	9	operational	operational	ADJ
fbem-10519	95	10	processes	process	NOUN
fbem-10519	95	11	have	have	AUX
fbem-10519	95	12	contributed	contribute	VERB
fbem-10519	95	13	only	only	ADV
fbem-10519	95	14	to	to	ADP
fbem-10519	95	15	a	a	DET
fbem-10519	95	16	limited	limited	ADJ
fbem-10519	95	17	extent	extent	NOUN
fbem-10519	95	18	in	in	ADP
fbem-10519	95	19	enhancing	enhance	VERB
fbem-10519	95	20	production	production	NOUN
fbem-10519	95	21	efficiency	efficiency	NOUN
fbem-10519	95	22	.	.	PUNCT
fbem-10519	96	1	some	some	DET
fbem-10519	96	2	banks	bank	NOUN
fbem-10519	96	3	may	may	AUX
fbem-10519	96	4	need	need	VERB
fbem-10519	96	5	to	to	PART
fbem-10519	96	6	optimize	optimize	VERB
fbem-10519	96	7	resource	resource	NOUN
fbem-10519	96	8	allocation	allocation	NOUN
fbem-10519	96	9	better	well	ADJ
fbem-10519	96	10	to	to	PART
fbem-10519	96	11	improve	improve	VERB
fbem-10519	96	12	production	production	NOUN
fbem-10519	96	13	efficiency	efficiency	NOUN
fbem-10519	96	14	and	and	CCONJ
fbem-10519	96	15	reduce	reduce	VERB
fbem-10519	96	16	costs	cost	NOUN
fbem-10519	96	17	.	.	PUNCT
fbem-10519	97	1	the	the	DET
fbem-10519	97	2	scale	scale	NOUN
fbem-10519	97	3	efficiency	efficiency	NOUN
fbem-10519	97	4	change	change	NOUN
fbem-10519	97	5	index	index	NOUN
fbem-10519	97	6	(	(	PUNCT
fbem-10519	97	7	sech	sech	PROPN
fbem-10519	97	8	)	)	PUNCT
fbem-10519	97	9	has	have	VERB
fbem-10519	97	10	an	an	DET
fbem-10519	97	11	average	average	ADJ
fbem-10519	97	12	value	value	NOUN
fbem-10519	97	13	of	of	ADP
fbem-10519	97	14	1.016	1.016	NUM
fbem-10519	97	15	,	,	PUNCT
fbem-10519	97	16	indicating	indicate	VERB
fbem-10519	97	17	a	a	DET
fbem-10519	97	18	slight	slight	ADJ
fbem-10519	97	19	overall	overall	ADJ
fbem-10519	97	20	improvement	improvement	NOUN
fbem-10519	97	21	in	in	ADP
fbem-10519	97	22	average	average	ADJ
fbem-10519	97	23	scale	scale	NOUN
fbem-10519	97	24	efficiency	efficiency	NOUN
fbem-10519	97	25	for	for	ADP
fbem-10519	97	26	commercial	commercial	ADJ
fbem-10519	97	27	banks	bank	NOUN
fbem-10519	97	28	.	.	PUNCT
fbem-10519	98	1	this	this	PRON
fbem-10519	98	2	suggests	suggest	VERB
fbem-10519	98	3	that	that	SCONJ
fbem-10519	98	4	some	some	DET
fbem-10519	98	5	banks	bank	NOUN
fbem-10519	98	6	have	have	AUX
fbem-10519	98	7	gained	gain	VERB
fbem-10519	98	8	certain	certain	ADJ
fbem-10519	98	9	advantages	advantage	NOUN
fbem-10519	98	10	in	in	ADP
fbem-10519	98	11	expanding	expand	VERB
fbem-10519	98	12	their	their	PRON
fbem-10519	98	13	operations	operation	NOUN
fbem-10519	98	14	and	and	CCONJ
fbem-10519	98	15	successfully	successfully	ADV
fbem-10519	98	16	utilized	utilize	VERB
fbem-10519	98	17	the	the	DET
fbem-10519	98	18	input	input	NOUN
fbem-10519	98	19	of	of	ADP
fbem-10519	98	20	fixed	fix	VERB
fbem-10519	98	21	asset	asset	NOUN
fbem-10519	98	22	net	net	NOUN
fbem-10519	98	23	amount	amount	NOUN
fbem-10519	98	24	to	to	PART
fbem-10519	98	25	achieve	achieve	VERB
fbem-10519	98	26	higher	high	ADJ
fbem-10519	98	27	net	net	ADJ
fbem-10519	98	28	interest	interest	NOUN
fbem-10519	98	29	income	income	NOUN
fbem-10519	98	30	and	and	CCONJ
fbem-10519	98	31	non	non	ADJ
fbem-10519	98	32	-	-	ADJ
fbem-10519	98	33	interest	interest	ADJ
fbem-10519	98	34	income	income	NOUN
fbem-10519	98	35	.	.	PUNCT
fbem-10519	99	1	the	the	DET
fbem-10519	99	2	total	total	ADJ
fbem-10519	99	3	factor	factor	NOUN
fbem-10519	99	4	productivity	productivity	NOUN
fbem-10519	99	5	change	change	NOUN
fbem-10519	99	6	index	index	NOUN
fbem-10519	99	7	(	(	PUNCT
fbem-10519	99	8	tfpch	tfpch	PROPN
fbem-10519	99	9	)	)	PUNCT
fbem-10519	99	10	has	have	VERB
fbem-10519	99	11	an	an	DET
fbem-10519	99	12	average	average	ADJ
fbem-10519	99	13	value	value	NOUN
fbem-10519	99	14	of	of	ADP
fbem-10519	99	15	1.058	1.058	NUM
fbem-10519	99	16	,	,	PUNCT
fbem-10519	99	17	indicating	indicate	VERB
fbem-10519	99	18	a	a	DET
fbem-10519	99	19	certain	certain	ADJ
fbem-10519	99	20	degree	degree	NOUN
fbem-10519	99	21	of	of	ADP
fbem-10519	99	22	overall	overall	ADJ
fbem-10519	99	23	improvement	improvement	NOUN
fbem-10519	99	24	in	in	ADP
fbem-10519	99	25	average	average	ADJ
fbem-10519	99	26	total	total	ADJ
fbem-10519	99	27	factor	factor	NOUN
fbem-10519	99	28	productivity	productivity	NOUN
fbem-10519	99	29	for	for	ADP
fbem-10519	99	30	commercial	commercial	ADJ
fbem-10519	99	31	banks	bank	NOUN
fbem-10519	99	32	.	.	PUNCT
fbem-10519	100	1	this	this	PRON
fbem-10519	100	2	could	could	AUX
fbem-10519	100	3	be	be	AUX
fbem-10519	100	4	attributed	attribute	VERB
fbem-10519	100	5	to	to	ADP
fbem-10519	100	6	a	a	DET
fbem-10519	100	7	combined	combine	VERB
fbem-10519	100	8	effect	effect	NOUN
fbem-10519	100	9	of	of	ADP
fbem-10519	100	10	technological	technological	ADJ
fbem-10519	100	11	progress	progress	NOUN
fbem-10519	100	12	,	,	PUNCT
fbem-10519	100	13	production	production	NOUN
fbem-10519	100	14	efficiency	efficiency	NOUN
fbem-10519	100	15	improvements	improvement	NOUN
fbem-10519	100	16	,	,	PUNCT
fbem-10519	100	17	and	and	CCONJ
fbem-10519	100	18	advantages	advantage	NOUN
fbem-10519	100	19	gained	gain	VERB
fbem-10519	100	20	from	from	ADP
fbem-10519	100	21	scale	scale	NOUN
fbem-10519	100	22	operations	operation	NOUN
fbem-10519	100	23	.	.	PUNCT
fbem-10519	101	1	in	in	ADP
fbem-10519	101	2	conclusion	conclusion	NOUN
fbem-10519	101	3	,	,	PUNCT
fbem-10519	101	4	based	base	VERB
fbem-10519	101	5	on	on	ADP
fbem-10519	101	6	the	the	DET
fbem-10519	101	7	empirical	empirical	ADJ
fbem-10519	101	8	results	result	NOUN
fbem-10519	101	9	in	in	ADP
fbem-10519	101	10	table	table	NOUN
fbem-10519	101	11	3	3	NUM
fbem-10519	101	12	,	,	PUNCT
fbem-10519	101	13	it	it	PRON
fbem-10519	101	14	can	can	AUX
fbem-10519	101	15	be	be	AUX
fbem-10519	101	16	inferred	infer	VERB
fbem-10519	101	17	that	that	SCONJ
fbem-10519	101	18	overall	overall	ADJ
fbem-10519	101	19	,	,	PUNCT
fbem-10519	101	20	commercial	commercial	ADJ
fbem-10519	101	21	banks	bank	NOUN
fbem-10519	101	22	have	have	AUX
fbem-10519	101	23	made	make	VERB
fbem-10519	101	24	some	some	DET
fbem-10519	101	25	improvements	improvement	NOUN
fbem-10519	101	26	in	in	ADP
fbem-10519	101	27	operating	operating	NOUN
fbem-10519	101	28	expenses	expense	NOUN
fbem-10519	101	29	,	,	PUNCT
fbem-10519	101	30	fixed	fix	VERB
fbem-10519	101	31	asset	asset	NOUN
fbem-10519	101	32	net	net	NOUN
fbem-10519	101	33	amount	amount	NOUN
fbem-10519	101	34	,	,	PUNCT
fbem-10519	101	35	net	net	ADJ
fbem-10519	101	36	interest	interest	NOUN
fbem-10519	101	37	income	income	NOUN
fbem-10519	101	38	,	,	PUNCT
fbem-10519	101	39	and	and	CCONJ
fbem-10519	101	40	non	non	ADJ
fbem-10519	101	41	-	-	ADJ
fbem-10519	101	42	interest	interest	ADJ
fbem-10519	101	43	income	income	NOUN
fbem-10519	101	44	.	.	PUNCT
fbem-10519	102	1	however	however	ADV
fbem-10519	102	2	,	,	PUNCT
fbem-10519	102	3	there	there	PRON
fbem-10519	102	4	is	be	VERB
fbem-10519	102	5	limited	limited	ADJ
fbem-10519	102	6	progress	progress	NOUN
fbem-10519	102	7	in	in	ADP
fbem-10519	102	8	production	production	NOUN
fbem-10519	102	9	efficiency	efficiency	NOUN
fbem-10519	102	10	,	,	PUNCT
fbem-10519	102	11	which	which	PRON
fbem-10519	102	12	may	may	AUX
fbem-10519	102	13	require	require	VERB
fbem-10519	102	14	more	more	ADJ
fbem-10519	102	15	efforts	effort	NOUN
fbem-10519	102	16	to	to	PART
fbem-10519	102	17	enhance	enhance	VERB
fbem-10519	102	18	resource	resource	NOUN
fbem-10519	102	19	utilization	utilization	NOUN
fbem-10519	102	20	efficiency	efficiency	NOUN
fbem-10519	102	21	.	.	PUNCT
fbem-10519	103	1	4	4	X
fbem-10519	103	2	.	.	X
fbem-10519	103	3	conclusion	conclusion	NOUN
fbem-10519	103	4	and	and	CCONJ
fbem-10519	103	5	recommendations	recommendation	NOUN
fbem-10519	103	6	4.1	4.1	NUM
fbem-10519	103	7	.	.	PUNCT
fbem-10519	104	1	conclusion	conclusion	NOUN
fbem-10519	104	2	the	the	DET
fbem-10519	104	3	following	follow	VERB
fbem-10519	104	4	conclusions	conclusion	NOUN
fbem-10519	104	5	can	can	AUX
fbem-10519	104	6	be	be	AUX
fbem-10519	104	7	drawn	draw	VERB
fbem-10519	104	8	from	from	ADP
fbem-10519	104	9	the	the	DET
fbem-10519	104	10	analysis	analysis	NOUN
fbem-10519	104	11	of	of	ADP
fbem-10519	104	12	the	the	DET
fbem-10519	104	13	above	above	ADJ
fbem-10519	104	14	banks	bank	NOUN
fbem-10519	104	15	:	:	PUNCT
fbem-10519	104	16	1	1	X
fbem-10519	104	17	.	.	X
fbem-10519	104	18	overall	overall	ADJ
fbem-10519	104	19	,	,	PUNCT
fbem-10519	104	20	the	the	DET
fbem-10519	104	21	efficiency	efficiency	NOUN
fbem-10519	104	22	of	of	ADP
fbem-10519	104	23	commercial	commercial	ADJ
fbem-10519	104	24	banks	bank	NOUN
fbem-10519	104	25	has	have	AUX
fbem-10519	104	26	shown	show	VERB
fbem-10519	104	27	slight	slight	ADJ
fbem-10519	104	28	improvement	improvement	NOUN
fbem-10519	104	29	in	in	ADP
fbem-10519	104	30	different	different	ADJ
fbem-10519	104	31	years	year	NOUN
fbem-10519	104	32	,	,	PUNCT
fbem-10519	104	33	but	but	CCONJ
fbem-10519	104	34	the	the	DET
fbem-10519	104	35	magnitude	magnitude	NOUN
fbem-10519	104	36	of	of	ADP
fbem-10519	104	37	improvement	improvement	NOUN
fbem-10519	104	38	is	be	AUX
fbem-10519	104	39	limited	limit	VERB
fbem-10519	104	40	,	,	PUNCT
fbem-10519	104	41	especially	especially	ADV
fbem-10519	104	42	in	in	ADP
fbem-10519	104	43	terms	term	NOUN
fbem-10519	104	44	of	of	ADP
fbem-10519	104	45	production	production	NOUN
fbem-10519	104	46	efficiency	efficiency	NOUN
fbem-10519	104	47	.	.	PUNCT
fbem-10519	105	1	2	2	X
fbem-10519	105	2	.	.	X
fbem-10519	105	3	the	the	DET
fbem-10519	105	4	overall	overall	ADJ
fbem-10519	105	5	technological	technological	ADJ
fbem-10519	105	6	level	level	NOUN
fbem-10519	105	7	of	of	ADP
fbem-10519	105	8	commercial	commercial	ADJ
fbem-10519	105	9	banks	bank	NOUN
fbem-10519	105	10	has	have	AUX
fbem-10519	105	11	improved	improve	VERB
fbem-10519	105	12	,	,	PUNCT
fbem-10519	105	13	reflecting	reflect	VERB
fbem-10519	105	14	the	the	DET
fbem-10519	105	15	technological	technological	ADJ
fbem-10519	105	16	progress	progress	NOUN
fbem-10519	105	17	in	in	ADP
fbem-10519	105	18	interest	interest	NOUN
fbem-10519	105	19	net	net	ADJ
fbem-10519	105	20	income	income	NOUN
fbem-10519	105	21	and	and	CCONJ
fbem-10519	105	22	non	non	ADJ
fbem-10519	105	23	-	-	ADJ
fbem-10519	105	24	interest	interest	ADJ
fbem-10519	105	25	net	net	ADJ
fbem-10519	105	26	income	income	NOUN
fbem-10519	105	27	.	.	PUNCT
fbem-10519	106	1	3	3	X
fbem-10519	106	2	.	.	X
fbem-10519	106	3	the	the	DET
fbem-10519	106	4	overall	overall	ADJ
fbem-10519	106	5	scale	scale	NOUN
fbem-10519	106	6	efficiency	efficiency	NOUN
fbem-10519	106	7	of	of	ADP
fbem-10519	106	8	commercial	commercial	ADJ
fbem-10519	106	9	banks	bank	NOUN
fbem-10519	106	10	has	have	AUX
fbem-10519	106	11	slightly	slightly	ADV
fbem-10519	106	12	improved	improve	VERB
fbem-10519	106	13	,	,	PUNCT
fbem-10519	106	14	indicating	indicate	VERB
fbem-10519	106	15	that	that	SCONJ
fbem-10519	106	16	some	some	DET
fbem-10519	106	17	banks	bank	NOUN
fbem-10519	106	18	have	have	AUX
fbem-10519	106	19	gained	gain	VERB
fbem-10519	106	20	38	38	NUM
fbem-10519	106	21	advantages	advantage	NOUN
fbem-10519	106	22	in	in	ADP
fbem-10519	106	23	expanding	expand	VERB
fbem-10519	106	24	their	their	PRON
fbem-10519	106	25	scale	scale	NOUN
fbem-10519	106	26	of	of	ADP
fbem-10519	106	27	operation	operation	NOUN
fbem-10519	106	28	.	.	PUNCT
fbem-10519	107	1	4	4	X
fbem-10519	107	2	.	.	X
fbem-10519	107	3	the	the	DET
fbem-10519	107	4	overall	overall	ADJ
fbem-10519	107	5	total	total	ADJ
fbem-10519	107	6	factor	factor	NOUN
fbem-10519	107	7	productivity	productivity	NOUN
fbem-10519	107	8	of	of	ADP
fbem-10519	107	9	commercial	commercial	ADJ
fbem-10519	107	10	banks	bank	NOUN
fbem-10519	107	11	has	have	AUX
fbem-10519	107	12	shown	show	VERB
fbem-10519	107	13	a	a	DET
fbem-10519	107	14	certain	certain	ADJ
fbem-10519	107	15	degree	degree	NOUN
fbem-10519	107	16	of	of	ADP
fbem-10519	107	17	improvement	improvement	NOUN
fbem-10519	107	18	,	,	PUNCT
fbem-10519	107	19	which	which	PRON
fbem-10519	107	20	may	may	AUX
fbem-10519	107	21	be	be	AUX
fbem-10519	107	22	attributed	attribute	VERB
fbem-10519	107	23	to	to	ADP
fbem-10519	107	24	the	the	DET
fbem-10519	107	25	combined	combined	ADJ
fbem-10519	107	26	effect	effect	NOUN
fbem-10519	107	27	of	of	ADP
fbem-10519	107	28	technological	technological	ADJ
fbem-10519	107	29	progress	progress	NOUN
fbem-10519	107	30	,	,	PUNCT
fbem-10519	107	31	improvement	improvement	NOUN
fbem-10519	107	32	in	in	ADP
fbem-10519	107	33	production	production	NOUN
fbem-10519	107	34	efficiency	efficiency	NOUN
fbem-10519	107	35	,	,	PUNCT
fbem-10519	107	36	and	and	CCONJ
fbem-10519	107	37	advantages	advantage	NOUN
fbem-10519	107	38	gained	gain	VERB
fbem-10519	107	39	from	from	ADP
fbem-10519	107	40	scale	scale	NOUN
fbem-10519	107	41	of	of	ADP
fbem-10519	107	42	operation	operation	NOUN
fbem-10519	107	43	.	.	PUNCT
fbem-10519	108	1	4.2	4.2	NUM
fbem-10519	108	2	.	.	PUNCT
fbem-10519	108	3	recommendations	recommendation	NOUN
fbem-10519	108	4	in	in	ADP
fbem-10519	108	5	terms	term	NOUN
fbem-10519	108	6	of	of	ADP
fbem-10519	108	7	improving	improve	VERB
fbem-10519	108	8	production	production	NOUN
fbem-10519	108	9	efficiency	efficiency	NOUN
fbem-10519	108	10	,	,	PUNCT
fbem-10519	108	11	commercial	commercial	ADJ
fbem-10519	108	12	banks	bank	NOUN
fbem-10519	108	13	should	should	AUX
fbem-10519	108	14	focus	focus	VERB
fbem-10519	108	15	on	on	ADP
fbem-10519	108	16	identifying	identify	VERB
fbem-10519	108	17	bottlenecks	bottleneck	NOUN
fbem-10519	108	18	in	in	ADP
fbem-10519	108	19	resource	resource	NOUN
fbem-10519	108	20	allocation	allocation	NOUN
fbem-10519	108	21	and	and	CCONJ
fbem-10519	108	22	operational	operational	ADJ
fbem-10519	108	23	processes	process	NOUN
fbem-10519	108	24	,	,	PUNCT
fbem-10519	108	25	optimize	optimize	NOUN
fbem-10519	108	26	business	business	NOUN
fbem-10519	108	27	workflows	workflow	NOUN
fbem-10519	108	28	,	,	PUNCT
fbem-10519	108	29	enhance	enhance	VERB
fbem-10519	108	30	work	work	NOUN
fbem-10519	108	31	efficiency	efficiency	NOUN
fbem-10519	108	32	,	,	PUNCT
fbem-10519	108	33	and	and	CCONJ
fbem-10519	108	34	reduce	reduce	VERB
fbem-10519	108	35	operating	operating	NOUN
fbem-10519	108	36	expenses	expense	NOUN
fbem-10519	108	37	.	.	PUNCT
fbem-10519	109	1	additionally	additionally	ADV
fbem-10519	109	2	,	,	PUNCT
fbem-10519	109	3	emphasis	emphasis	NOUN
fbem-10519	109	4	should	should	AUX
fbem-10519	109	5	be	be	AUX
fbem-10519	109	6	placed	place	VERB
fbem-10519	109	7	on	on	ADP
fbem-10519	109	8	employee	employee	NOUN
fbem-10519	109	9	training	training	NOUN
fbem-10519	109	10	and	and	CCONJ
fbem-10519	109	11	skill	skill	NOUN
fbem-10519	109	12	development	development	NOUN
fbem-10519	109	13	to	to	PART
fbem-10519	109	14	improve	improve	VERB
fbem-10519	109	15	the	the	DET
fbem-10519	109	16	utilization	utilization	NOUN
fbem-10519	109	17	efficiency	efficiency	NOUN
fbem-10519	109	18	of	of	ADP
fbem-10519	109	19	fixed	fix	VERB
fbem-10519	109	20	assets	asset	NOUN
fbem-10519	109	21	.	.	PUNCT
fbem-10519	110	1	in	in	ADP
fbem-10519	110	2	the	the	DET
fbem-10519	110	3	aspect	aspect	NOUN
fbem-10519	110	4	of	of	ADP
fbem-10519	110	5	promoting	promote	VERB
fbem-10519	110	6	technological	technological	ADJ
fbem-10519	110	7	innovation	innovation	NOUN
fbem-10519	110	8	,	,	PUNCT
fbem-10519	110	9	commercial	commercial	ADJ
fbem-10519	110	10	banks	bank	NOUN
fbem-10519	110	11	should	should	AUX
fbem-10519	110	12	continuously	continuously	ADV
fbem-10519	110	13	invest	invest	VERB
fbem-10519	110	14	in	in	ADP
fbem-10519	110	15	technology	technology	NOUN
fbem-10519	110	16	innovation	innovation	NOUN
fbem-10519	110	17	,	,	PUNCT
fbem-10519	110	18	introduce	introduce	VERB
fbem-10519	110	19	new	new	ADJ
fbem-10519	110	20	technologies	technology	NOUN
fbem-10519	110	21	,	,	PUNCT
fbem-10519	110	22	digital	digital	ADJ
fbem-10519	110	23	solutions	solution	NOUN
fbem-10519	110	24	,	,	PUNCT
fbem-10519	110	25	and	and	CCONJ
fbem-10519	110	26	intelligent	intelligent	ADJ
fbem-10519	110	27	systems	system	NOUN
fbem-10519	110	28	to	to	PART
fbem-10519	110	29	enhance	enhance	VERB
fbem-10519	110	30	operational	operational	ADJ
fbem-10519	110	31	efficiency	efficiency	NOUN
fbem-10519	110	32	and	and	CCONJ
fbem-10519	110	33	customer	customer	NOUN
fbem-10519	110	34	experience	experience	NOUN
fbem-10519	110	35	.	.	PUNCT
fbem-10519	111	1	furthermore	furthermore	ADV
fbem-10519	111	2	,	,	PUNCT
fbem-10519	111	3	strengthening	strengthen	VERB
fbem-10519	111	4	collaboration	collaboration	NOUN
fbem-10519	111	5	with	with	ADP
fbem-10519	111	6	technology	technology	NOUN
fbem-10519	111	7	companies	company	NOUN
fbem-10519	111	8	can	can	AUX
fbem-10519	111	9	drive	drive	VERB
fbem-10519	111	10	the	the	DET
fbem-10519	111	11	application	application	NOUN
fbem-10519	111	12	of	of	ADP
fbem-10519	111	13	financial	financial	ADJ
fbem-10519	111	14	technology	technology	NOUN
fbem-10519	111	15	and	and	CCONJ
fbem-10519	111	16	elevate	elevate	VERB
fbem-10519	111	17	overall	overall	ADJ
fbem-10519	111	18	technological	technological	ADJ
fbem-10519	111	19	capabilities	capability	NOUN
fbem-10519	111	20	.	.	PUNCT
fbem-10519	112	1	regarding	regard	VERB
fbem-10519	112	2	optimizing	optimize	VERB
fbem-10519	112	3	operational	operational	ADJ
fbem-10519	112	4	scale	scale	NOUN
fbem-10519	112	5	,	,	PUNCT
fbem-10519	112	6	banks	bank	NOUN
fbem-10519	112	7	can	can	AUX
fbem-10519	112	8	expand	expand	VERB
fbem-10519	112	9	their	their	PRON
fbem-10519	112	10	scale	scale	NOUN
fbem-10519	112	11	through	through	ADP
fbem-10519	112	12	mergers	merger	NOUN
fbem-10519	112	13	,	,	PUNCT
fbem-10519	112	14	acquisitions	acquisition	NOUN
fbem-10519	112	15	,	,	PUNCT
fbem-10519	112	16	or	or	CCONJ
fbem-10519	112	17	exploring	explore	VERB
fbem-10519	112	18	new	new	ADJ
fbem-10519	112	19	markets	market	NOUN
fbem-10519	112	20	to	to	PART
fbem-10519	112	21	achieve	achieve	VERB
fbem-10519	112	22	economies	economy	NOUN
fbem-10519	112	23	of	of	ADP
fbem-10519	112	24	scale	scale	NOUN
fbem-10519	112	25	.	.	PUNCT
fbem-10519	113	1	simultaneously	simultaneously	ADV
fbem-10519	113	2	,	,	PUNCT
fbem-10519	113	3	it	it	PRON
fbem-10519	113	4	is	be	AUX
fbem-10519	113	5	important	important	ADJ
fbem-10519	113	6	to	to	PART
fbem-10519	113	7	focus	focus	VERB
fbem-10519	113	8	on	on	ADP
fbem-10519	113	9	improving	improve	VERB
fbem-10519	113	10	internal	internal	ADJ
fbem-10519	113	11	management	management	NOUN
fbem-10519	113	12	efficiency	efficiency	NOUN
fbem-10519	113	13	to	to	PART
fbem-10519	113	14	ensure	ensure	VERB
fbem-10519	113	15	that	that	SCONJ
fbem-10519	113	16	scale	scale	NOUN
fbem-10519	113	17	expansion	expansion	NOUN
fbem-10519	113	18	leads	lead	VERB
fbem-10519	113	19	to	to	ADP
fbem-10519	113	20	increased	increase	VERB
fbem-10519	113	21	revenue	revenue	NOUN
fbem-10519	113	22	growth	growth	NOUN
fbem-10519	113	23	and	and	CCONJ
fbem-10519	113	24	profit	profit	NOUN
fbem-10519	113	25	enhancement	enhancement	NOUN
fbem-10519	113	26	.	.	PUNCT
fbem-10519	114	1	for	for	ADP
fbem-10519	114	2	implementation	implementation	NOUN
fbem-10519	114	3	and	and	CCONJ
fbem-10519	114	4	evaluation	evaluation	NOUN
fbem-10519	114	5	,	,	PUNCT
fbem-10519	114	6	commercial	commercial	ADJ
fbem-10519	114	7	banks	bank	NOUN
fbem-10519	114	8	should	should	AUX
fbem-10519	114	9	establish	establish	VERB
fbem-10519	114	10	an	an	DET
fbem-10519	114	11	effective	effective	ADJ
fbem-10519	114	12	performance	performance	NOUN
fbem-10519	114	13	evaluation	evaluation	NOUN
fbem-10519	114	14	system	system	NOUN
fbem-10519	114	15	,	,	PUNCT
fbem-10519	114	16	regularly	regularly	ADV
fbem-10519	114	17	monitor	monitor	VERB
fbem-10519	114	18	and	and	CCONJ
fbem-10519	114	19	assess	assess	VERB
fbem-10519	114	20	changes	change	NOUN
fbem-10519	114	21	in	in	ADP
fbem-10519	114	22	various	various	ADJ
fbem-10519	114	23	indicators	indicator	NOUN
fbem-10519	114	24	,	,	PUNCT
fbem-10519	114	25	promptly	promptly	ADV
fbem-10519	114	26	identify	identify	VERB
fbem-10519	114	27	issues	issue	NOUN
fbem-10519	114	28	,	,	PUNCT
fbem-10519	114	29	and	and	CCONJ
fbem-10519	114	30	seize	seize	VERB
fbem-10519	114	31	improvement	improvement	NOUN
fbem-10519	114	32	opportunities	opportunity	NOUN
fbem-10519	114	33	.	.	PUNCT
fbem-10519	115	1	moreover	moreover	ADV
fbem-10519	115	2	,	,	PUNCT
fbem-10519	115	3	conducting	conduct	VERB
fbem-10519	115	4	comparative	comparative	ADJ
fbem-10519	115	5	analysis	analysis	NOUN
fbem-10519	115	6	with	with	ADP
fbem-10519	115	7	other	other	ADJ
fbem-10519	115	8	banks	bank	NOUN
fbem-10519	115	9	in	in	ADP
fbem-10519	115	10	the	the	DET
fbem-10519	115	11	same	same	ADJ
fbem-10519	115	12	industry	industry	NOUN
fbem-10519	115	13	can	can	AUX
fbem-10519	115	14	facilitate	facilitate	VERB
fbem-10519	115	15	learning	learn	VERB
fbem-10519	115	16	and	and	CCONJ
fbem-10519	115	17	drawing	draw	VERB
fbem-10519	115	18	insights	insight	NOUN
fbem-10519	115	19	from	from	ADP
fbem-10519	115	20	industry	industry	NOUN
fbem-10519	115	21	best	good	ADJ
fbem-10519	115	22	practices	practice	NOUN
fbem-10519	115	23	to	to	PART
fbem-10519	115	24	continuously	continuously	ADV
fbem-10519	115	25	enhance	enhance	VERB
fbem-10519	115	26	competitiveness	competitiveness	NOUN
fbem-10519	115	27	.	.	PUNCT
fbem-10519	116	1	references	reference	NOUN
fbem-10519	116	2	[	[	X
fbem-10519	116	3	1	1	NUM
fbem-10519	116	4	]	]	X
fbem-10519	116	5	ding	ding	NOUN
fbem-10519	116	6	,	,	PUNCT
fbem-10519	116	7	zhongming	zhongming	PROPN
fbem-10519	116	8	,	,	PUNCT
fbem-10519	116	9	zhang	zhang	PROPN
fbem-10519	116	10	,	,	PUNCT
fbem-10519	116	11	chen	chen	PROPN
fbem-10519	116	12	.	.	PUNCT
fbem-10519	117	1	an	an	DET
fbem-10519	117	2	empirical	empirical	ADJ
fbem-10519	117	3	study	study	NOUN
fbem-10519	117	4	on	on	ADP
fbem-10519	117	5	the	the	DET
fbem-10519	117	6	efficiency	efficiency	NOUN
fbem-10519	117	7	of	of	ADP
fbem-10519	117	8	commercial	commercial	ADJ
fbem-10519	117	9	banks	bank	NOUN
fbem-10519	117	10	based	base	VERB
fbem-10519	117	11	on	on	ADP
fbem-10519	117	12	dea	dea	PROPN
fbem-10519	117	13	method(in	method(in	PROPN
fbem-10519	117	14	chinese	chinese	PROPN
fbem-10519	117	15	)	)	PUNCT
fbem-10519	117	16	.	.	PUNCT
fbem-10519	118	1	management	management	NOUN
fbem-10519	118	2	world	world	NOUN
fbem-10519	118	3	,	,	PUNCT
fbem-10519	118	4	2011	2011	NUM
fbem-10519	118	5	,	,	PUNCT
fbem-10519	118	6	no	no	INTJ
fbem-10519	118	7	.	.	PUNCT
fbem-10519	119	1	210(03	210(03	NUM
fbem-10519	119	2	):	):	PUNCT
fbem-10519	119	3	172	172	NUM
fbem-10519	119	4	-	-	SYM
fbem-10519	119	5	173	173	NUM
fbem-10519	119	6	.	.	PUNCT
fbem-10519	120	1	[	[	X
fbem-10519	120	2	2	2	NUM
fbem-10519	120	3	]	]	X
fbem-10519	120	4	shi	shi	PROPN
fbem-10519	120	5	,	,	PUNCT
fbem-10519	120	6	lele	lele	PROPN
fbem-10519	120	7	,	,	PUNCT
fbem-10519	120	8	zhao	zhao	PROPN
fbem-10519	120	9	,	,	PUNCT
fbem-10519	120	10	jun	jun	PROPN
fbem-10519	120	11	.	.	PROPN
fbem-10519	121	1	an	an	DET
fbem-10519	121	2	empirical	empirical	ADJ
fbem-10519	121	3	study	study	NOUN
fbem-10519	121	4	on	on	ADP
fbem-10519	121	5	the	the	DET
fbem-10519	121	6	efficiency	efficiency	NOUN
fbem-10519	121	7	and	and	CCONJ
fbem-10519	121	8	influencing	influence	VERB
fbem-10519	121	9	factors	factor	NOUN
fbem-10519	121	10	of	of	ADP
fbem-10519	121	11	china	china	PROPN
fbem-10519	121	12	's	's	PART
fbem-10519	121	13	listed	list	VERB
fbem-10519	121	14	commercial	commercial	ADJ
fbem-10519	121	15	banks(in	banks(in	NOUN
fbem-10519	121	16	chinese	chinese	PROPN
fbem-10519	121	17	)	)	PUNCT
fbem-10519	121	18	.	.	PUNCT
fbem-10519	122	1	economic	economic	ADJ
fbem-10519	122	2	system	system	NOUN
fbem-10519	122	3	reform	reform	NOUN
fbem-10519	122	4	,	,	PUNCT
fbem-10519	122	5	2013	2013	NUM
fbem-10519	122	6	,	,	PUNCT
fbem-10519	122	7	no	no	NOUN
fbem-10519	122	8	.	.	PUNCT
fbem-10519	122	9	179(02	179(02	NUM
fbem-10519	122	10	):	):	PUNCT
fbem-10519	122	11	145149	145149	NUM
fbem-10519	122	12	.	.	PUNCT
fbem-10519	123	1	[	[	X
fbem-10519	123	2	3	3	NUM
fbem-10519	123	3	]	]	SYM
fbem-10519	123	4	wu	wu	PROPN
fbem-10519	123	5	,	,	PUNCT
fbem-10519	123	6	guiping	guiping	NOUN
fbem-10519	123	7	,	,	PUNCT
fbem-10519	123	8	fu	fu	PROPN
fbem-10519	123	9	,	,	PUNCT
fbem-10519	123	10	jin	jin	PROPN
fbem-10519	123	11	,	,	PUNCT
fbem-10519	123	12	wu	wu	PROPN
fbem-10519	123	13	,	,	PUNCT
fbem-10519	123	14	wenjun	wenjun	PROPN
fbem-10519	123	15	.	.	PUNCT
fbem-10519	124	1	the	the	DET
fbem-10519	124	2	impact	impact	NOUN
fbem-10519	124	3	of	of	ADP
fbem-10519	124	4	listing	listing	NOUN
fbem-10519	124	5	of	of	ADP
fbem-10519	124	6	state	state	NOUN
fbem-10519	124	7	-	-	PUNCT
fbem-10519	124	8	owned	own	VERB
fbem-10519	124	9	commercial	commercial	ADJ
fbem-10519	124	10	banks	bank	NOUN
fbem-10519	124	11	on	on	ADP
fbem-10519	124	12	the	the	DET
fbem-10519	124	13	efficiency	efficiency	NOUN
fbem-10519	124	14	level	level	NOUN
fbem-10519	124	15	of	of	ADP
fbem-10519	124	16	the	the	DET
fbem-10519	124	17	banking	banking	NOUN
fbem-10519	124	18	industry	industry	NOUN
fbem-10519	124	19	an	an	DET
fbem-10519	124	20	empirical	empirical	ADJ
fbem-10519	124	21	analysis	analysis	NOUN
fbem-10519	124	22	based	base	VERB
fbem-10519	124	23	on	on	ADP
fbem-10519	124	24	malmquist	malmquist	PROPN
fbem-10519	124	25	productivity	productivity	NOUN
fbem-10519	124	26	index(in	index(in	PROPN
fbem-10519	124	27	chinese	chinese	PROPN
fbem-10519	124	28	)	)	PUNCT
fbem-10519	124	29	.	.	PUNCT
fbem-10519	125	1	research	research	NOUN
fbem-10519	125	2	on	on	ADP
fbem-10519	125	3	technical	technical	ADJ
fbem-10519	125	4	economy	economy	NOUN
fbem-10519	125	5	and	and	CCONJ
fbem-10519	125	6	management	management	NOUN
fbem-10519	125	7	,	,	PUNCT
fbem-10519	125	8	2015	2015	NUM
fbem-10519	125	9	,	,	PUNCT
fbem-10519	125	10	no	no	INTJ
fbem-10519	125	11	.	.	NOUN
fbem-10519	126	1	222(01	222(01	NUM
fbem-10519	126	2	):	):	PUNCT
fbem-10519	126	3	92	92	NUM
fbem-10519	126	4	-	-	SYM
fbem-10519	126	5	97	97	NUM
fbem-10519	126	6	.	.	PUNCT
fbem-10519	127	1	[	[	X
fbem-10519	127	2	4	4	NUM
fbem-10519	127	3	]	]	X
fbem-10519	127	4	huang	huang	PROPN
fbem-10519	127	5	,	,	PUNCT
fbem-10519	127	6	jiankang	jiankang	PROPN
fbem-10519	127	7	,	,	PUNCT
fbem-10519	127	8	wu	wu	PROPN
fbem-10519	127	9	,	,	PUNCT
fbem-10519	127	10	yujuan	yujuan	PROPN
fbem-10519	127	11	.	.	PUNCT
fbem-10519	128	1	analysis	analysis	NOUN
fbem-10519	128	2	of	of	ADP
fbem-10519	128	3	the	the	DET
fbem-10519	128	4	competitiveness	competitiveness	NOUN
fbem-10519	128	5	of	of	ADP
fbem-10519	128	6	listed	list	VERB
fbem-10519	128	7	commercial	commercial	ADJ
fbem-10519	128	8	banks	bank	NOUN
fbem-10519	128	9	in	in	ADP
fbem-10519	128	10	china	china	PROPN
fbem-10519	128	11	based	base	VERB
fbem-10519	128	12	on	on	ADP
fbem-10519	128	13	dea	dea	PROPN
fbem-10519	128	14	model(in	model(in	PROPN
fbem-10519	128	15	chinese	chinese	PROPN
fbem-10519	128	16	)	)	PUNCT
fbem-10519	128	17	.	.	PUNCT
fbem-10519	129	1	industrial	industrial	ADJ
fbem-10519	129	2	technology	technology	NOUN
fbem-10519	129	3	and	and	CCONJ
fbem-10519	129	4	economy	economy	NOUN
fbem-10519	129	5	,	,	PUNCT
fbem-10519	129	6	2017	2017	NUM
fbem-10519	129	7	,	,	PUNCT
fbem-10519	129	8	36(07	36(07	NUM
fbem-10519	129	9	):	):	PUNCT
fbem-10519	129	10	49	49	NUM
fbem-10519	129	11	-	-	SYM
fbem-10519	129	12	55	55	NUM
fbem-10519	129	13	.	.	PUNCT