id	sid	tid	token	lemma	pos
fcis-31335	1	1	frontiers	frontier	NOUN
fcis-31335	1	2	in	in	ADP
fcis-31335	1	3	computing	computing	NOUN
fcis-31335	1	4	and	and	CCONJ
fcis-31335	1	5	intelligent	intelligent	ADJ
fcis-31335	1	6	systems	system	NOUN
fcis-31335	1	7	issn	issn	VERB
fcis-31335	1	8	:	:	PUNCT
fcis-31335	1	9	2832	2832	NUM
fcis-31335	1	10	-	-	SYM
fcis-31335	1	11	6024	6024	NUM
fcis-31335	1	12	|	|	NOUN
fcis-31335	1	13	vol	vol	NOUN
fcis-31335	1	14	.	.	PROPN
fcis-31335	2	1	13	13	NUM
fcis-31335	2	2	,	,	PUNCT
fcis-31335	2	3	no	no	INTJ
fcis-31335	2	4	.	.	NOUN
fcis-31335	2	5	1	1	NUM
fcis-31335	2	6	,	,	PUNCT
fcis-31335	2	7	2025	2025	NUM
fcis-31335	2	8	23	23	NUM
fcis-31335	2	9	algorithm	algorithm	NOUN
fcis-31335	2	10	optimization	optimization	NOUN
fcis-31335	2	11	and	and	CCONJ
fcis-31335	2	12	performance	performance	NOUN
fcis-31335	2	13	improvement	improvement	NOUN
fcis-31335	2	14	of	of	ADP
fcis-31335	2	15	debt	debt	NOUN
fcis-31335	2	16	enterprise	enterprise	NOUN
fcis-31335	2	17	information	information	NOUN
fcis-31335	2	18	retrieval	retrieval	NOUN
fcis-31335	2	19	system	system	NOUN
fcis-31335	2	20	in	in	ADP
fcis-31335	2	21	the	the	DET
fcis-31335	2	22	big	big	ADJ
fcis-31335	2	23	data	data	PROPN
fcis-31335	2	24	environment	environment	NOUN
fcis-31335	3	1	sheng	sheng	PROPN
fcis-31335	3	2	xu	xu	PROPN
fcis-31335	4	1	*	*	PUNCT
fcis-31335	4	2	hangzhou	hangzhou	PROPN
fcis-31335	4	3	yuancheng	yuancheng	PROPN
fcis-31335	4	4	technology	technology	PROPN
fcis-31335	4	5	co.	co.	PROPN
fcis-31335	4	6	,	,	PUNCT
fcis-31335	4	7	ltd	ltd	PROPN
fcis-31335	4	8	,	,	PUNCT
fcis-31335	4	9	hangzhou	hangzhou	PROPN
fcis-31335	4	10	,	,	PUNCT
fcis-31335	4	11	zhejiang	zhejiang	PROPN
fcis-31335	4	12	,	,	PUNCT
fcis-31335	4	13	310013	310013	NUM
fcis-31335	4	14	,	,	PUNCT
fcis-31335	4	15	china	china	PROPN
fcis-31335	4	16	*	*	PUNCT
fcis-31335	4	17	corresponding	correspond	VERB
fcis-31335	4	18	author	author	NOUN
fcis-31335	4	19	email	email	NOUN
fcis-31335	4	20	:	:	PUNCT
fcis-31335	4	21	xusheng133@126.com	xusheng133@126.com	X
fcis-31335	5	1	abstract	abstract	ADJ
fcis-31335	5	2	:	:	PUNCT
fcis-31335	5	3	against	against	ADP
fcis-31335	5	4	the	the	DET
fcis-31335	5	5	backdrop	backdrop	NOUN
fcis-31335	5	6	of	of	ADP
fcis-31335	5	7	the	the	DET
fcis-31335	5	8	big	big	ADJ
fcis-31335	5	9	data	data	PROPN
fcis-31335	5	10	era	era	NOUN
fcis-31335	5	11	,	,	PUNCT
fcis-31335	5	12	the	the	DET
fcis-31335	5	13	debt	debt	NOUN
fcis-31335	5	14	enterprise	enterprise	NOUN
fcis-31335	5	15	information	information	NOUN
fcis-31335	5	16	retrieval	retrieval	NOUN
fcis-31335	5	17	system	system	NOUN
fcis-31335	5	18	,	,	PUNCT
fcis-31335	5	19	as	as	SCONJ
fcis-31335	5	20	the	the	DET
fcis-31335	5	21	core	core	NOUN
fcis-31335	5	22	tool	tool	NOUN
fcis-31335	5	23	for	for	ADP
fcis-31335	5	24	financial	financial	ADJ
fcis-31335	5	25	risk	risk	NOUN
fcis-31335	5	26	management	management	NOUN
fcis-31335	5	27	,	,	PUNCT
fcis-31335	5	28	is	be	AUX
fcis-31335	5	29	confronted	confront	VERB
fcis-31335	5	30	with	with	ADP
fcis-31335	5	31	the	the	DET
fcis-31335	5	32	challenge	challenge	NOUN
fcis-31335	5	33	of	of	ADP
fcis-31335	5	34	processing	process	VERB
fcis-31335	5	35	massive	massive	ADJ
fcis-31335	5	36	heterogeneous	heterogeneous	ADJ
fcis-31335	5	37	data	datum	NOUN
fcis-31335	5	38	.	.	PUNCT
fcis-31335	6	1	the	the	DET
fcis-31335	6	2	multi	multi	ADJ
fcis-31335	6	3	-	-	ADJ
fcis-31335	6	4	source	source	ADJ
fcis-31335	6	5	heterogeneity	heterogeneity	NOUN
fcis-31335	6	6	,	,	PUNCT
fcis-31335	6	7	high	high	ADJ
fcis-31335	6	8	-	-	PUNCT
fcis-31335	6	9	frequency	frequency	NOUN
fcis-31335	6	10	dynamics	dynamic	NOUN
fcis-31335	6	11	and	and	CCONJ
fcis-31335	6	12	concealed	conceal	VERB
fcis-31335	6	13	correlations	correlation	NOUN
fcis-31335	6	14	of	of	ADP
fcis-31335	6	15	debt	debt	NOUN
fcis-31335	6	16	information	information	NOUN
fcis-31335	6	17	lead	lead	VERB
fcis-31335	6	18	to	to	ADP
fcis-31335	6	19	high	high	ADJ
fcis-31335	6	20	data	data	NOUN
fcis-31335	6	21	integration	integration	NOUN
fcis-31335	6	22	costs	cost	NOUN
fcis-31335	6	23	,	,	PUNCT
fcis-31335	6	24	difficult	difficult	ADJ
fcis-31335	6	25	timeliness	timeliness	NOUN
fcis-31335	6	26	guarantee	guarantee	NOUN
fcis-31335	6	27	and	and	CCONJ
fcis-31335	6	28	insufficient	insufficient	ADJ
fcis-31335	6	29	penetration	penetration	NOUN
fcis-31335	6	30	of	of	ADP
fcis-31335	6	31	deep	deep	ADJ
fcis-31335	6	32	risks	risk	NOUN
fcis-31335	6	33	,	,	PUNCT
fcis-31335	6	34	causing	cause	VERB
fcis-31335	6	35	deviations	deviation	NOUN
fcis-31335	6	36	in	in	ADP
fcis-31335	6	37	risk	risk	NOUN
fcis-31335	6	38	assessment	assessment	NOUN
fcis-31335	6	39	and	and	CCONJ
fcis-31335	6	40	errors	error	NOUN
fcis-31335	6	41	in	in	ADP
fcis-31335	6	42	the	the	DET
fcis-31335	6	43	prediction	prediction	NOUN
fcis-31335	6	44	of	of	ADP
fcis-31335	6	45	innovation	innovation	NOUN
fcis-31335	6	46	potential	potential	NOUN
fcis-31335	6	47	.	.	PUNCT
fcis-31335	7	1	this	this	DET
fcis-31335	7	2	paper	paper	NOUN
fcis-31335	7	3	reviews	review	VERB
fcis-31335	7	4	the	the	DET
fcis-31335	7	5	existing	exist	VERB
fcis-31335	7	6	technical	technical	ADJ
fcis-31335	7	7	solutions	solution	NOUN
fcis-31335	7	8	,	,	PUNCT
fcis-31335	7	9	deeply	deeply	ADV
fcis-31335	7	10	analyzes	analyze	VERB
fcis-31335	7	11	the	the	DET
fcis-31335	7	12	characteristics	characteristic	NOUN
fcis-31335	7	13	of	of	ADP
fcis-31335	7	14	debt	debt	NOUN
fcis-31335	7	15	information	information	NOUN
fcis-31335	7	16	and	and	CCONJ
fcis-31335	7	17	industry	industry	NOUN
fcis-31335	7	18	problems	problem	NOUN
fcis-31335	7	19	,	,	PUNCT
fcis-31335	7	20	including	include	VERB
fcis-31335	7	21	the	the	DET
fcis-31335	7	22	shortcomings	shortcoming	NOUN
fcis-31335	7	23	of	of	ADP
fcis-31335	7	24	insufficient	insufficient	ADJ
fcis-31335	7	25	capture	capture	NOUN
fcis-31335	7	26	of	of	ADP
fcis-31335	7	27	debt	debt	NOUN
fcis-31335	7	28	dynamics	dynamic	NOUN
fcis-31335	7	29	and	and	CCONJ
fcis-31335	7	30	lack	lack	NOUN
fcis-31335	7	31	of	of	ADP
fcis-31335	7	32	adaptability	adaptability	NOUN
fcis-31335	7	33	,	,	PUNCT
fcis-31335	7	34	discusses	discuss	VERB
fcis-31335	7	35	the	the	DET
fcis-31335	7	36	combined	combined	ADJ
fcis-31335	7	37	optimization	optimization	NOUN
fcis-31335	7	38	of	of	ADP
fcis-31335	7	39	distributed	distribute	VERB
fcis-31335	7	40	architectures	architecture	NOUN
fcis-31335	7	41	such	such	ADJ
fcis-31335	7	42	as	as	ADP
fcis-31335	7	43	hadoop	hadoop	NOUN
fcis-31335	7	44	-	-	PUNCT
fcis-31335	7	45	elasticsearch	elasticsearch	NOUN
fcis-31335	7	46	for	for	ADP
fcis-31335	7	47	massive	massive	ADJ
fcis-31335	7	48	data	datum	NOUN
fcis-31335	7	49	processing	processing	NOUN
fcis-31335	7	50	,	,	PUNCT
fcis-31335	7	51	and	and	CCONJ
fcis-31335	7	52	the	the	DET
fcis-31335	7	53	hybrid	hybrid	ADJ
fcis-31335	7	54	bm25neural	bm25neural	ADJ
fcis-31335	7	55	embedding	embed	VERB
fcis-31335	7	56	framework	framework	NOUN
fcis-31335	7	57	to	to	PART
fcis-31335	7	58	improve	improve	VERB
fcis-31335	7	59	the	the	DET
fcis-31335	7	60	accuracy	accuracy	NOUN
fcis-31335	7	61	and	and	CCONJ
fcis-31335	7	62	efficiency	efficiency	NOUN
fcis-31335	7	63	of	of	ADP
fcis-31335	7	64	retrieval	retrieval	NOUN
fcis-31335	7	65	.	.	PUNCT
fcis-31335	8	1	as	as	ADV
fcis-31335	8	2	well	well	ADV
fcis-31335	8	3	as	as	ADP
fcis-31335	8	4	the	the	DET
fcis-31335	8	5	application	application	NOUN
fcis-31335	8	6	effectiveness	effectiveness	NOUN
fcis-31335	8	7	and	and	CCONJ
fcis-31335	8	8	limitations	limitation	NOUN
fcis-31335	8	9	of	of	ADP
fcis-31335	8	10	the	the	DET
fcis-31335	8	11	rag	rag	NOUN
fcis-31335	8	12	model	model	NOUN
fcis-31335	8	13	in	in	ADP
fcis-31335	8	14	a	a	DET
fcis-31335	8	15	multilingual	multilingual	ADJ
fcis-31335	8	16	environment	environment	NOUN
fcis-31335	8	17	,	,	PUNCT
fcis-31335	8	18	and	and	CCONJ
fcis-31335	8	19	evaluate	evaluate	VERB
fcis-31335	8	20	key	key	ADJ
fcis-31335	8	21	constraints	constraint	NOUN
fcis-31335	8	22	such	such	ADJ
fcis-31335	8	23	as	as	ADP
fcis-31335	8	24	insufficient	insufficient	ADJ
fcis-31335	8	25	intention	intention	NOUN
fcis-31335	8	26	understanding	understanding	NOUN
fcis-31335	8	27	,	,	PUNCT
fcis-31335	8	28	weak	weak	ADJ
fcis-31335	8	29	cross	cross	ADJ
fcis-31335	8	30	-	-	ADJ
fcis-31335	8	31	modal	modal	ADJ
fcis-31335	8	32	fusion	fusion	NOUN
fcis-31335	8	33	,	,	PUNCT
fcis-31335	8	34	and	and	CCONJ
fcis-31335	8	35	lack	lack	NOUN
fcis-31335	8	36	of	of	ADP
fcis-31335	8	37	time	time	NOUN
fcis-31335	8	38	sensitivity	sensitivity	NOUN
fcis-31335	8	39	.	.	PUNCT
fcis-31335	9	1	the	the	DET
fcis-31335	9	2	significance	significance	NOUN
fcis-31335	9	3	of	of	ADP
fcis-31335	9	4	this	this	DET
fcis-31335	9	5	article	article	NOUN
fcis-31335	9	6	lies	lie	VERB
fcis-31335	9	7	in	in	ADP
fcis-31335	9	8	providing	provide	VERB
fcis-31335	9	9	a	a	DET
fcis-31335	9	10	comprehensive	comprehensive	ADJ
fcis-31335	9	11	reference	reference	NOUN
fcis-31335	9	12	basis	basis	NOUN
fcis-31335	9	13	for	for	ADP
fcis-31335	9	14	the	the	DET
fcis-31335	9	15	improvement	improvement	NOUN
fcis-31335	9	16	of	of	ADP
fcis-31335	9	17	system	system	NOUN
fcis-31335	9	18	performance	performance	NOUN
fcis-31335	9	19	,	,	PUNCT
fcis-31335	9	20	supporting	support	VERB
fcis-31335	9	21	real	real	ADJ
fcis-31335	9	22	-	-	PUNCT
fcis-31335	9	23	time	time	NOUN
fcis-31335	9	24	and	and	CCONJ
fcis-31335	9	25	accurate	accurate	ADJ
fcis-31335	9	26	risk	risk	NOUN
fcis-31335	9	27	assessment	assessment	NOUN
fcis-31335	9	28	and	and	CCONJ
fcis-31335	9	29	policy	policy	NOUN
fcis-31335	9	30	response	response	NOUN
fcis-31335	9	31	,	,	PUNCT
fcis-31335	9	32	and	and	CCONJ
fcis-31335	9	33	indicating	indicate	VERB
fcis-31335	9	34	future	future	ADJ
fcis-31335	9	35	research	research	NOUN
fcis-31335	9	36	directions	direction	NOUN
fcis-31335	9	37	,	,	PUNCT
fcis-31335	9	38	including	include	VERB
fcis-31335	9	39	deepening	deepen	VERB
fcis-31335	9	40	the	the	DET
fcis-31335	9	41	intention	intention	NOUN
fcis-31335	9	42	understanding	understanding	NOUN
fcis-31335	9	43	model	model	NOUN
fcis-31335	9	44	,	,	PUNCT
fcis-31335	9	45	developing	develop	VERB
fcis-31335	9	46	cross	cross	ADJ
fcis-31335	9	47	-	-	ADJ
fcis-31335	9	48	modal	modal	ADJ
fcis-31335	9	49	fusion	fusion	NOUN
fcis-31335	9	50	mechanisms	mechanism	NOUN
fcis-31335	9	51	,	,	PUNCT
fcis-31335	9	52	and	and	CCONJ
fcis-31335	9	53	optimizing	optimize	VERB
fcis-31335	9	54	temporal	temporal	ADJ
fcis-31335	9	55	dimension	dimension	NOUN
fcis-31335	9	56	filtering	filtering	NOUN
fcis-31335	9	57	.	.	PUNCT
fcis-31335	10	1	keywords	keyword	NOUN
fcis-31335	10	2	:	:	PUNCT
fcis-31335	10	3	big	big	ADJ
fcis-31335	10	4	data	datum	NOUN
fcis-31335	10	5	environment	environment	NOUN
fcis-31335	10	6	;	;	PUNCT
fcis-31335	10	7	debt	debt	NOUN
fcis-31335	10	8	enterprise	enterprise	NOUN
fcis-31335	10	9	information	information	NOUN
fcis-31335	10	10	retrieval	retrieval	NOUN
fcis-31335	10	11	;	;	PUNCT
fcis-31335	10	12	algorithm	algorithm	NOUN
fcis-31335	10	13	optimization	optimization	NOUN
fcis-31335	10	14	;	;	PUNCT
fcis-31335	10	15	performance	performance	NOUN
fcis-31335	10	16	improvement	improvement	NOUN
fcis-31335	10	17	;	;	PUNCT
fcis-31335	10	18	a	a	DET
fcis-31335	10	19	review	review	NOUN
fcis-31335	10	20	of	of	ADP
fcis-31335	10	21	information	information	NOUN
fcis-31335	10	22	retrieval	retrieval	NOUN
fcis-31335	10	23	technology	technology	NOUN
fcis-31335	10	24	.	.	PUNCT
fcis-31335	11	1	1	1	X
fcis-31335	11	2	.	.	X
fcis-31335	11	3	introduction	introduction	NOUN
fcis-31335	11	4	under	under	ADP
fcis-31335	11	5	the	the	DET
fcis-31335	11	6	background	background	NOUN
fcis-31335	11	7	of	of	ADP
fcis-31335	11	8	the	the	DET
fcis-31335	11	9	big	big	ADJ
fcis-31335	11	10	data	data	PROPN
fcis-31335	11	11	era	era	NOUN
fcis-31335	11	12	,	,	PUNCT
fcis-31335	11	13	the	the	DET
fcis-31335	11	14	debt	debt	NOUN
fcis-31335	11	15	enterprise	enterprise	NOUN
fcis-31335	11	16	information	information	NOUN
fcis-31335	11	17	retrieval	retrieval	NOUN
fcis-31335	11	18	system	system	NOUN
fcis-31335	11	19	,	,	PUNCT
fcis-31335	11	20	as	as	ADP
fcis-31335	11	21	the	the	DET
fcis-31335	11	22	core	core	NOUN
fcis-31335	11	23	tool	tool	NOUN
fcis-31335	11	24	of	of	ADP
fcis-31335	11	25	financial	financial	ADJ
fcis-31335	11	26	risk	risk	NOUN
fcis-31335	11	27	management	management	NOUN
fcis-31335	11	28	,	,	PUNCT
fcis-31335	11	29	is	be	AUX
fcis-31335	11	30	confronted	confront	VERB
fcis-31335	11	31	with	with	ADP
fcis-31335	11	32	the	the	DET
fcis-31335	11	33	challenge	challenge	NOUN
fcis-31335	11	34	of	of	ADP
fcis-31335	11	35	processing	process	VERB
fcis-31335	11	36	massive	massive	ADJ
fcis-31335	11	37	heterogeneous	heterogeneous	ADJ
fcis-31335	11	38	data	datum	NOUN
fcis-31335	11	39	.	.	PUNCT
fcis-31335	12	1	with	with	ADP
fcis-31335	12	2	the	the	DET
fcis-31335	12	3	implementation	implementation	NOUN
fcis-31335	12	4	of	of	ADP
fcis-31335	12	5	china	china	PROPN
fcis-31335	12	6	's	's	PART
fcis-31335	12	7	"	"	PUNCT
fcis-31335	12	8	deleveraging	deleveraging	NOUN
fcis-31335	12	9	"	"	PUNCT
fcis-31335	12	10	policy	policy	NOUN
fcis-31335	12	11	and	and	CCONJ
fcis-31335	12	12	the	the	DET
fcis-31335	12	13	emergence	emergence	NOUN
fcis-31335	12	14	of	of	ADP
fcis-31335	12	15	the	the	DET
fcis-31335	12	16	pressure	pressure	NOUN
fcis-31335	12	17	transmission	transmission	NOUN
fcis-31335	12	18	mechanism	mechanism	NOUN
fcis-31335	12	19	of	of	ADP
fcis-31335	12	20	local	local	ADJ
fcis-31335	12	21	government	government	NOUN
fcis-31335	12	22	implicit	implicit	ADJ
fcis-31335	12	23	debts	debt	NOUN
fcis-31335	12	24	,	,	PUNCT
fcis-31335	12	25	the	the	DET
fcis-31335	12	26	demand	demand	NOUN
fcis-31335	12	27	for	for	ADP
fcis-31335	12	28	real	real	ADJ
fcis-31335	12	29	-	-	PUNCT
fcis-31335	12	30	time	time	NOUN
fcis-31335	12	31	and	and	CCONJ
fcis-31335	12	32	accurate	accurate	ADJ
fcis-31335	12	33	enterprise	enterprise	NOUN
fcis-31335	12	34	debt	debt	NOUN
fcis-31335	12	35	risk	risk	NOUN
fcis-31335	12	36	assessment	assessment	NOUN
fcis-31335	12	37	is	be	AUX
fcis-31335	12	38	increasingly	increasingly	ADV
fcis-31335	12	39	urgent	urgent	ADJ
fcis-31335	12	40	to	to	PART
fcis-31335	12	41	support	support	VERB
fcis-31335	12	42	policy	policy	NOUN
fcis-31335	12	43	response	response	NOUN
fcis-31335	12	44	and	and	CCONJ
fcis-31335	12	45	enterprise	enterprise	NOUN
fcis-31335	12	46	innovation	innovation	NOUN
fcis-31335	12	47	decisions	decision	NOUN
fcis-31335	12	48	.	.	PUNCT
fcis-31335	13	1	however	however	ADV
fcis-31335	13	2	,	,	PUNCT
fcis-31335	13	3	the	the	DET
fcis-31335	13	4	multi	multi	ADJ
fcis-31335	13	5	-	-	ADJ
fcis-31335	13	6	source	source	ADJ
fcis-31335	13	7	heterogeneity	heterogeneity	NOUN
fcis-31335	13	8	,	,	PUNCT
fcis-31335	13	9	highfrequency	highfrequency	NOUN
fcis-31335	13	10	dynamics	dynamic	NOUN
fcis-31335	13	11	and	and	CCONJ
fcis-31335	13	12	covert	covert	ADJ
fcis-31335	13	13	correlation	correlation	NOUN
fcis-31335	13	14	of	of	ADP
fcis-31335	13	15	debt	debt	NOUN
fcis-31335	13	16	information	information	NOUN
fcis-31335	13	17	have	have	AUX
fcis-31335	13	18	led	lead	VERB
fcis-31335	13	19	to	to	ADP
fcis-31335	13	20	significant	significant	ADJ
fcis-31335	13	21	bottlenecks	bottleneck	NOUN
fcis-31335	13	22	in	in	ADP
fcis-31335	13	23	data	datum	NOUN
fcis-31335	13	24	integration	integration	NOUN
fcis-31335	13	25	,	,	PUNCT
fcis-31335	13	26	timeliness	timeliness	NOUN
fcis-31335	13	27	guarantee	guarantee	NOUN
fcis-31335	13	28	and	and	CCONJ
fcis-31335	13	29	risk	risk	NOUN
fcis-31335	13	30	penetration	penetration	NOUN
fcis-31335	13	31	of	of	ADP
fcis-31335	13	32	the	the	DET
fcis-31335	13	33	retrieval	retrieval	NOUN
fcis-31335	13	34	system	system	NOUN
fcis-31335	13	35	,	,	PUNCT
fcis-31335	13	36	causing	cause	VERB
fcis-31335	13	37	deviations	deviation	NOUN
fcis-31335	13	38	in	in	ADP
fcis-31335	13	39	risk	risk	NOUN
fcis-31335	13	40	assessment	assessment	NOUN
fcis-31335	13	41	and	and	CCONJ
fcis-31335	13	42	errors	error	NOUN
fcis-31335	13	43	in	in	ADP
fcis-31335	13	44	the	the	DET
fcis-31335	13	45	prediction	prediction	NOUN
fcis-31335	13	46	of	of	ADP
fcis-31335	13	47	innovation	innovation	NOUN
fcis-31335	13	48	potential	potential	NOUN
fcis-31335	13	49	.	.	PUNCT
fcis-31335	14	1	to	to	ADP
fcis-31335	14	2	this	this	DET
fcis-31335	14	3	end	end	NOUN
fcis-31335	14	4	,	,	PUNCT
fcis-31335	14	5	this	this	DET
fcis-31335	14	6	paper	paper	NOUN
fcis-31335	14	7	systematically	systematically	ADV
fcis-31335	14	8	reviews	review	VERB
fcis-31335	14	9	the	the	DET
fcis-31335	14	10	existing	exist	VERB
fcis-31335	14	11	technical	technical	ADJ
fcis-31335	14	12	solutions	solution	NOUN
fcis-31335	14	13	,	,	PUNCT
fcis-31335	14	14	deeply	deeply	ADV
fcis-31335	14	15	analyzes	analyze	VERB
fcis-31335	14	16	the	the	DET
fcis-31335	14	17	characteristics	characteristic	NOUN
fcis-31335	14	18	of	of	ADP
fcis-31335	14	19	debt	debt	NOUN
fcis-31335	14	20	information	information	NOUN
fcis-31335	14	21	and	and	CCONJ
fcis-31335	14	22	industry	industry	NOUN
fcis-31335	14	23	issues	issue	NOUN
fcis-31335	14	24	,	,	PUNCT
fcis-31335	14	25	and	and	CCONJ
fcis-31335	14	26	discusses	discuss	VERB
fcis-31335	14	27	the	the	DET
fcis-31335	14	28	application	application	NOUN
fcis-31335	14	29	effects	effect	NOUN
fcis-31335	14	30	and	and	CCONJ
fcis-31335	14	31	limitations	limitation	NOUN
fcis-31335	14	32	of	of	ADP
fcis-31335	14	33	optimization	optimization	NOUN
fcis-31335	14	34	methods	method	NOUN
fcis-31335	14	35	such	such	ADJ
fcis-31335	14	36	as	as	ADP
fcis-31335	14	37	distributed	distribute	VERB
fcis-31335	14	38	architectures	architecture	NOUN
fcis-31335	14	39	like	like	ADP
fcis-31335	14	40	hadoop	hadoop	NOUN
fcis-31335	14	41	-	-	PUNCT
fcis-31335	14	42	elasticsearch	elasticsearch	NOUN
fcis-31335	14	43	combinations	combination	NOUN
fcis-31335	14	44	,	,	PUNCT
fcis-31335	14	45	hybrid	hybrid	ADJ
fcis-31335	14	46	bm25neural	bm25neural	ADJ
fcis-31335	14	47	embedding	embed	VERB
fcis-31335	14	48	frameworks	framework	NOUN
fcis-31335	14	49	,	,	PUNCT
fcis-31335	14	50	and	and	CCONJ
fcis-31335	14	51	rag	rag	NOUN
fcis-31335	14	52	models	model	NOUN
fcis-31335	14	53	.	.	PUNCT
fcis-31335	15	1	and	and	CCONJ
fcis-31335	15	2	evaluate	evaluate	VERB
fcis-31335	15	3	key	key	ADJ
fcis-31335	15	4	restrictive	restrictive	ADJ
fcis-31335	15	5	factors	factor	NOUN
fcis-31335	15	6	such	such	ADJ
fcis-31335	15	7	as	as	ADP
fcis-31335	15	8	insufficient	insufficient	ADJ
fcis-31335	15	9	understanding	understanding	NOUN
fcis-31335	15	10	of	of	ADP
fcis-31335	15	11	intentions	intention	NOUN
fcis-31335	15	12	,	,	PUNCT
fcis-31335	15	13	weak	weak	ADJ
fcis-31335	15	14	cross	cross	ADJ
fcis-31335	15	15	-	-	ADJ
fcis-31335	15	16	modal	modal	ADJ
fcis-31335	15	17	fusion	fusion	NOUN
fcis-31335	15	18	and	and	CCONJ
fcis-31335	15	19	lack	lack	NOUN
fcis-31335	15	20	of	of	ADP
fcis-31335	15	21	time	time	NOUN
fcis-31335	15	22	sensitivity	sensitivity	NOUN
fcis-31335	15	23	,	,	PUNCT
fcis-31335	15	24	aiming	aim	VERB
fcis-31335	15	25	to	to	PART
fcis-31335	15	26	provide	provide	VERB
fcis-31335	15	27	a	a	DET
fcis-31335	15	28	comprehensive	comprehensive	ADJ
fcis-31335	15	29	reference	reference	NOUN
fcis-31335	15	30	basis	basis	NOUN
fcis-31335	15	31	for	for	ADP
fcis-31335	15	32	the	the	DET
fcis-31335	15	33	improvement	improvement	NOUN
fcis-31335	15	34	of	of	ADP
fcis-31335	15	35	system	system	NOUN
fcis-31335	15	36	performance	performance	NOUN
fcis-31335	15	37	.	.	PUNCT
fcis-31335	16	1	2	2	X
fcis-31335	16	2	.	.	X
fcis-31335	16	3	industry	industry	NOUN
fcis-31335	16	4	issues	issue	VERB
fcis-31335	16	5	analysis	analysis	NOUN
fcis-31335	16	6	of	of	ADP
fcis-31335	16	7	debt	debt	NOUN
fcis-31335	16	8	enterprise	enterprise	NOUN
fcis-31335	16	9	information	information	NOUN
fcis-31335	16	10	retrieval	retrieval	NOUN
fcis-31335	16	11	system	system	NOUN
fcis-31335	16	12	2.1	2.1	NUM
fcis-31335	16	13	.	.	PUNCT
fcis-31335	17	1	characteristics	characteristic	NOUN
fcis-31335	17	2	and	and	CCONJ
fcis-31335	17	3	retrieval	retrieval	NOUN
fcis-31335	17	4	difficulties	difficulty	NOUN
fcis-31335	17	5	of	of	ADP
fcis-31335	17	6	debt	debt	NOUN
fcis-31335	17	7	enterprise	enterprise	NOUN
fcis-31335	17	8	information	information	NOUN
fcis-31335	17	9	the	the	DET
fcis-31335	17	10	information	information	NOUN
fcis-31335	17	11	of	of	ADP
fcis-31335	17	12	debt	debt	NOUN
fcis-31335	17	13	enterprises	enterprise	NOUN
fcis-31335	17	14	presents	present	VERB
fcis-31335	17	15	significant	significant	ADJ
fcis-31335	17	16	characteristics	characteristic	NOUN
fcis-31335	17	17	such	such	ADJ
fcis-31335	17	18	as	as	ADP
fcis-31335	17	19	multi	multi	ADJ
fcis-31335	17	20	-	-	ADJ
fcis-31335	17	21	source	source	ADJ
fcis-31335	17	22	heterogeneity	heterogeneity	NOUN
fcis-31335	17	23	,	,	PUNCT
fcis-31335	17	24	dynamic	dynamic	ADJ
fcis-31335	17	25	evolution	evolution	NOUN
fcis-31335	17	26	and	and	CCONJ
fcis-31335	17	27	covert	covert	ADJ
fcis-31335	17	28	correlation	correlation	NOUN
fcis-31335	17	29	.	.	PUNCT
fcis-31335	18	1	these	these	DET
fcis-31335	18	2	characteristics	characteristic	NOUN
fcis-31335	18	3	jointly	jointly	ADV
fcis-31335	18	4	constitute	constitute	VERB
fcis-31335	18	5	the	the	DET
fcis-31335	18	6	core	core	NOUN
fcis-31335	18	7	difficulties	difficulty	NOUN
fcis-31335	18	8	of	of	ADP
fcis-31335	18	9	the	the	DET
fcis-31335	18	10	retrieval	retrieval	NOUN
fcis-31335	18	11	system	system	NOUN
fcis-31335	18	12	.	.	PUNCT
fcis-31335	19	1	from	from	ADP
fcis-31335	19	2	the	the	DET
fcis-31335	19	3	perspective	perspective	NOUN
fcis-31335	19	4	of	of	ADP
fcis-31335	19	5	data	datum	NOUN
fcis-31335	19	6	composition	composition	NOUN
fcis-31335	19	7	,	,	PUNCT
fcis-31335	19	8	debt	debt	NOUN
fcis-31335	19	9	information	information	NOUN
fcis-31335	19	10	not	not	PART
fcis-31335	19	11	only	only	ADV
fcis-31335	19	12	covers	cover	VERB
fcis-31335	19	13	structured	structured	ADJ
fcis-31335	19	14	financial	financial	ADJ
fcis-31335	19	15	data	datum	NOUN
fcis-31335	19	16	(	(	PUNCT
fcis-31335	19	17	such	such	ADJ
fcis-31335	19	18	as	as	ADP
fcis-31335	19	19	balance	balance	NOUN
fcis-31335	19	20	sheets	sheet	NOUN
fcis-31335	19	21	and	and	CCONJ
fcis-31335	19	22	cash	cash	NOUN
fcis-31335	19	23	flow	flow	NOUN
fcis-31335	19	24	statements	statement	NOUN
fcis-31335	19	25	)	)	PUNCT
fcis-31335	19	26	,	,	PUNCT
fcis-31335	19	27	but	but	CCONJ
fcis-31335	19	28	also	also	ADV
fcis-31335	19	29	contains	contain	VERB
fcis-31335	19	30	a	a	DET
fcis-31335	19	31	large	large	ADJ
fcis-31335	19	32	amount	amount	NOUN
fcis-31335	19	33	of	of	ADP
fcis-31335	19	34	unstructured	unstructured	ADJ
fcis-31335	19	35	or	or	CCONJ
fcis-31335	19	36	semi	semi	ADJ
fcis-31335	19	37	-	-	ADJ
fcis-31335	19	38	structured	structured	ADJ
fcis-31335	19	39	texts	text	NOUN
fcis-31335	19	40	(	(	PUNCT
fcis-31335	19	41	such	such	ADJ
fcis-31335	19	42	as	as	ADP
fcis-31335	19	43	contract	contract	NOUN
fcis-31335	19	44	terms	term	NOUN
fcis-31335	19	45	,	,	PUNCT
fcis-31335	19	46	legal	legal	ADJ
fcis-31335	19	47	documents	document	NOUN
fcis-31335	19	48	,	,	PUNCT
fcis-31335	19	49	credit	credit	NOUN
fcis-31335	19	50	rating	rating	NOUN
fcis-31335	19	51	reports	report	NOUN
fcis-31335	19	52	,	,	PUNCT
fcis-31335	19	53	and	and	CCONJ
fcis-31335	19	54	news	news	NOUN
fcis-31335	19	55	reports	report	NOUN
fcis-31335	19	56	)	)	PUNCT
fcis-31335	19	57	.	.	PUNCT
fcis-31335	20	1	the	the	DET
fcis-31335	20	2	research	research	NOUN
fcis-31335	20	3	on	on	ADP
fcis-31335	20	4	the	the	DET
fcis-31335	20	5	structure	structure	NOUN
fcis-31335	20	6	of	of	ADP
fcis-31335	20	7	corporate	corporate	ADJ
fcis-31335	20	8	debt	debt	NOUN
fcis-31335	20	9	capital	capital	NOUN
fcis-31335	20	10	by	by	ADP
fcis-31335	20	11	n.a	n.a	PROPN
fcis-31335	20	12	.	.	PROPN
fcis-31335	20	13	dalisova	dalisova	PROPN
fcis-31335	20	14	et	et	PROPN
fcis-31335	20	15	al	al	PROPN
fcis-31335	20	16	.	.	PUNCT
fcis-31335	21	1	[	[	X
fcis-31335	21	2	1	1	X
fcis-31335	21	3	]	]	PUNCT
fcis-31335	21	4	indicates	indicate	VERB
fcis-31335	21	5	that	that	SCONJ
fcis-31335	21	6	evaluating	evaluate	VERB
fcis-31335	21	7	debt	debt	NOUN
fcis-31335	21	8	efficiency	efficiency	NOUN
fcis-31335	21	9	requires	require	VERB
fcis-31335	21	10	integrating	integrate	VERB
fcis-31335	21	11	multi	multi	ADJ
fcis-31335	21	12	-	-	ADJ
fcis-31335	21	13	dimensional	dimensional	ADJ
fcis-31335	21	14	and	and	CCONJ
fcis-31335	21	15	multi	multi	ADJ
fcis-31335	21	16	-	-	ADJ
fcis-31335	21	17	format	format	ADJ
fcis-31335	21	18	business	business	NOUN
fcis-31335	21	19	operation	operation	NOUN
fcis-31335	21	20	data	datum	NOUN
fcis-31335	21	21	,	,	PUNCT
fcis-31335	21	22	which	which	PRON
fcis-31335	21	23	directly	directly	ADV
fcis-31335	21	24	increases	increase	VERB
fcis-31335	21	25	the	the	DET
fcis-31335	21	26	complexity	complexity	NOUN
fcis-31335	21	27	of	of	ADP
fcis-31335	21	28	data	datum	NOUN
fcis-31335	21	29	cleaning	cleaning	NOUN
fcis-31335	21	30	,	,	PUNCT
fcis-31335	21	31	standardization	standardization	NOUN
fcis-31335	21	32	and	and	CCONJ
fcis-31335	21	33	correlation	correlation	NOUN
fcis-31335	21	34	.	.	PUNCT
fcis-31335	22	1	secondly	secondly	ADV
fcis-31335	22	2	,	,	PUNCT
fcis-31335	22	3	debt	debt	NOUN
fcis-31335	22	4	information	information	NOUN
fcis-31335	22	5	is	be	AUX
fcis-31335	22	6	highly	highly	ADV
fcis-31335	22	7	dynamic	dynamic	ADJ
fcis-31335	22	8	.	.	PUNCT
fcis-31335	23	1	the	the	DET
fcis-31335	23	2	scale	scale	NOUN
fcis-31335	23	3	of	of	ADP
fcis-31335	23	4	enterprise	enterprise	NOUN
fcis-31335	23	5	debt	debt	NOUN
fcis-31335	23	6	,	,	PUNCT
fcis-31335	23	7	financing	financing	NOUN
fcis-31335	23	8	costs	cost	NOUN
fcis-31335	23	9	,	,	PUNCT
fcis-31335	23	10	guarantee	guarantee	VERB
fcis-31335	23	11	status	status	NOUN
fcis-31335	23	12	and	and	CCONJ
fcis-31335	23	13	risk	risk	NOUN
fcis-31335	23	14	ratings	rating	NOUN
fcis-31335	23	15	fluctuate	fluctuate	NOUN
fcis-31335	23	16	frequently	frequently	ADV
fcis-31335	23	17	over	over	ADP
fcis-31335	23	18	time	time	NOUN
fcis-31335	23	19	.	.	PUNCT
fcis-31335	24	1	the	the	DET
fcis-31335	24	2	research	research	NOUN
fcis-31335	24	3	on	on	ADP
fcis-31335	24	4	debt	debt	NOUN
fcis-31335	24	5	financing	financing	NOUN
fcis-31335	24	6	decisions	decision	NOUN
fcis-31335	24	7	of	of	ADP
fcis-31335	24	8	private	private	ADJ
fcis-31335	24	9	listed	list	VERB
fcis-31335	24	10	companies	company	NOUN
fcis-31335	24	11	by	by	ADP
fcis-31335	24	12	zhishan	zhishan	PROPN
fcis-31335	24	13	xie	xie	PROPN
fcis-31335	24	14	et	et	PROPN
fcis-31335	24	15	al	al	PROPN
fcis-31335	24	16	.	.	PUNCT
fcis-31335	25	1	[	[	X
fcis-31335	25	2	2	2	X
fcis-31335	25	3	]	]	PUNCT
fcis-31335	25	4	confirmed	confirm	VERB
fcis-31335	25	5	this	this	DET
fcis-31335	25	6	point	point	NOUN
fcis-31335	25	7	.	.	PUNCT
fcis-31335	26	1	the	the	DET
fcis-31335	26	2	bayesian	bayesian	ADJ
fcis-31335	26	3	dynamic	dynamic	ADJ
fcis-31335	26	4	panel	panel	NOUN
fcis-31335	26	5	model	model	NOUN
fcis-31335	26	6	they	they	PRON
fcis-31335	26	7	established	establish	VERB
fcis-31335	26	8	emphasized	emphasize	VERB
fcis-31335	26	9	the	the	DET
fcis-31335	26	10	"	"	PUNCT
fcis-31335	26	11	inertia	inertia	NOUN
fcis-31335	26	12	"	"	PUNCT
fcis-31335	26	13	feature	feature	NOUN
fcis-31335	26	14	of	of	ADP
fcis-31335	26	15	debt	debt	NOUN
fcis-31335	26	16	levels	level	NOUN
fcis-31335	26	17	,	,	PUNCT
fcis-31335	26	18	highlighting	highlight	VERB
fcis-31335	26	19	the	the	DET
fcis-31335	26	20	limitations	limitation	NOUN
fcis-31335	26	21	of	of	ADP
fcis-31335	26	22	static	static	ADJ
fcis-31335	26	23	data	datum	NOUN
fcis-31335	26	24	models	model	NOUN
fcis-31335	26	25	and	and	CCONJ
fcis-31335	26	26	the	the	DET
fcis-31335	26	27	urgent	urgent	ADJ
fcis-31335	26	28	need	need	NOUN
fcis-31335	26	29	for	for	ADP
fcis-31335	26	30	real	real	ADJ
fcis-31335	26	31	-	-	PUNCT
fcis-31335	26	32	time	time	NOUN
fcis-31335	26	33	or	or	CCONJ
fcis-31335	26	34	quasireal	quasireal	ADJ
fcis-31335	26	35	-	-	PUNCT
fcis-31335	26	36	time	time	NOUN
fcis-31335	26	37	data	datum	NOUN
fcis-31335	26	38	updates	update	NOUN
fcis-31335	26	39	and	and	CCONJ
fcis-31335	26	40	indexing	indexing	NOUN
fcis-31335	26	41	.	.	PUNCT
fcis-31335	27	1	finally	finally	ADV
fcis-31335	27	2	,	,	PUNCT
fcis-31335	27	3	the	the	DET
fcis-31335	27	4	strong	strong	ADJ
fcis-31335	27	5	concealment	concealment	NOUN
fcis-31335	27	6	of	of	ADP
fcis-31335	27	7	information	information	NOUN
fcis-31335	27	8	correlation	correlation	NOUN
fcis-31335	27	9	is	be	AUX
fcis-31335	27	10	particularly	particularly	ADV
fcis-31335	27	11	prominent	prominent	ADJ
fcis-31335	27	12	.	.	PUNCT
fcis-31335	28	1	the	the	DET
fcis-31335	28	2	complex	complex	ADJ
fcis-31335	28	3	guarantee	guarantee	NOUN
fcis-31335	28	4	chain	chain	NOUN
fcis-31335	28	5	among	among	ADP
fcis-31335	28	6	enterprises	enterprise	NOUN
fcis-31335	28	7	,	,	PUNCT
fcis-31335	28	8	24	24	NUM
fcis-31335	28	9	the	the	DET
fcis-31335	28	10	transmission	transmission	NOUN
fcis-31335	28	11	mechanism	mechanism	NOUN
fcis-31335	28	12	of	of	ADP
fcis-31335	28	13	local	local	ADJ
fcis-31335	28	14	government	government	NOUN
fcis-31335	28	15	implicit	implicit	ADJ
fcis-31335	28	16	debt	debt	NOUN
fcis-31335	28	17	pressure	pressure	NOUN
fcis-31335	28	18	to	to	ADP
fcis-31335	28	19	enterprises	enterprise	NOUN
fcis-31335	28	20	(	(	PUNCT
fcis-31335	28	21	such	such	ADJ
fcis-31335	28	22	as	as	ADP
fcis-31335	28	23	the	the	DET
fcis-31335	28	24	transfer	transfer	NOUN
fcis-31335	28	25	of	of	ADP
fcis-31335	28	26	fiscal	fiscal	ADJ
fcis-31335	28	27	resources	resource	NOUN
fcis-31335	28	28	and	and	CCONJ
fcis-31335	28	29	the	the	DET
fcis-31335	28	30	credit	credit	NOUN
fcis-31335	28	31	squeeze	squeeze	NOUN
fcis-31335	28	32	effect	effect	NOUN
fcis-31335	28	33	revealed	reveal	VERB
fcis-31335	28	34	by	by	ADP
fcis-31335	28	35	lei	lei	PROPN
fcis-31335	28	36	wang	wang	PROPN
fcis-31335	28	37	et	et	PROPN
fcis-31335	28	38	al	al	PROPN
fcis-31335	28	39	.	.	PUNCT
fcis-31335	29	1	[	[	X
fcis-31335	29	2	3	3	NUM
fcis-31335	29	3	]	]	NUM
fcis-31335	29	4	)	)	PUNCT
fcis-31335	29	5	,	,	PUNCT
fcis-31335	29	6	and	and	CCONJ
fcis-31335	29	7	related	related	ADJ
fcis-31335	29	8	party	party	NOUN
fcis-31335	29	9	transactions	transaction	NOUN
fcis-31335	29	10	make	make	VERB
fcis-31335	29	11	it	it	PRON
fcis-31335	29	12	extremely	extremely	ADV
fcis-31335	29	13	difficult	difficult	ADJ
fcis-31335	29	14	to	to	PART
fcis-31335	29	15	identify	identify	VERB
fcis-31335	29	16	the	the	DET
fcis-31335	29	17	real	real	ADJ
fcis-31335	29	18	debt	debt	NOUN
fcis-31335	29	19	subjects	subject	NOUN
fcis-31335	29	20	and	and	CCONJ
fcis-31335	29	21	their	their	PRON
fcis-31335	29	22	risk	risk	NOUN
fcis-31335	29	23	exposures	exposure	NOUN
fcis-31335	29	24	.	.	PUNCT
fcis-31335	30	1	it	it	PRON
fcis-31335	30	2	is	be	AUX
fcis-31335	30	3	required	require	VERB
fcis-31335	30	4	that	that	SCONJ
fcis-31335	30	5	the	the	DET
fcis-31335	30	6	retrieval	retrieval	NOUN
fcis-31335	30	7	system	system	NOUN
fcis-31335	30	8	has	have	VERB
fcis-31335	30	9	strong	strong	ADJ
fcis-31335	30	10	capabilities	capability	NOUN
fcis-31335	30	11	in	in	ADP
fcis-31335	30	12	deep	deep	ADJ
fcis-31335	30	13	relationship	relationship	NOUN
fcis-31335	30	14	mining	mining	NOUN
fcis-31335	30	15	and	and	CCONJ
fcis-31335	30	16	graph	graph	NOUN
fcis-31335	30	17	computing	computing	NOUN
fcis-31335	30	18	.	.	PUNCT
fcis-31335	31	1	in	in	ADP
fcis-31335	31	2	summary	summary	NOUN
fcis-31335	31	3	,	,	PUNCT
fcis-31335	31	4	the	the	DET
fcis-31335	31	5	three	three	NUM
fcis-31335	31	6	major	major	ADJ
fcis-31335	31	7	characteristics	characteristic	NOUN
fcis-31335	31	8	of	of	ADP
fcis-31335	31	9	multi	multi	ADJ
fcis-31335	31	10	-	-	ADJ
fcis-31335	31	11	source	source	ADJ
fcis-31335	31	12	heterogeneity	heterogeneity	NOUN
fcis-31335	31	13	,	,	PUNCT
fcis-31335	31	14	high	high	ADJ
fcis-31335	31	15	-	-	PUNCT
fcis-31335	31	16	frequency	frequency	NOUN
fcis-31335	31	17	dynamics	dynamic	NOUN
fcis-31335	31	18	and	and	CCONJ
fcis-31335	31	19	concealed	conceal	VERB
fcis-31335	31	20	correlations	correlation	NOUN
fcis-31335	31	21	make	make	VERB
fcis-31335	31	22	the	the	DET
fcis-31335	31	23	retrieval	retrieval	NOUN
fcis-31335	31	24	of	of	ADP
fcis-31335	31	25	debt	debt	NOUN
fcis-31335	31	26	enterprise	enterprise	NOUN
fcis-31335	31	27	information	information	NOUN
fcis-31335	31	28	face	face	VERB
fcis-31335	31	29	key	key	ADJ
fcis-31335	31	30	challenges	challenge	NOUN
fcis-31335	31	31	such	such	ADJ
fcis-31335	31	32	as	as	ADP
fcis-31335	31	33	high	high	ADJ
fcis-31335	31	34	data	data	NOUN
fcis-31335	31	35	integration	integration	NOUN
fcis-31335	31	36	costs	cost	NOUN
fcis-31335	31	37	,	,	PUNCT
fcis-31335	31	38	difficult	difficult	ADJ
fcis-31335	31	39	timeliness	timeliness	NOUN
fcis-31335	31	40	guarantee	guarantee	NOUN
fcis-31335	31	41	and	and	CCONJ
fcis-31335	31	42	insufficient	insufficient	ADJ
fcis-31335	31	43	penetration	penetration	NOUN
fcis-31335	31	44	of	of	ADP
fcis-31335	31	45	deep	deep	ADJ
fcis-31335	31	46	risks	risk	NOUN
fcis-31335	31	47	.	.	PUNCT
fcis-31335	32	1	2.2	2.2	NUM
fcis-31335	32	2	.	.	PUNCT
fcis-31335	32	3	main	main	ADJ
fcis-31335	32	4	problems	problem	NOUN
fcis-31335	32	5	in	in	ADP
fcis-31335	32	6	the	the	DET
fcis-31335	32	7	current	current	ADJ
fcis-31335	32	8	industry	industry	NOUN
fcis-31335	32	9	the	the	DET
fcis-31335	32	10	main	main	ADJ
fcis-31335	32	11	problems	problem	NOUN
fcis-31335	32	12	in	in	ADP
fcis-31335	32	13	the	the	DET
fcis-31335	32	14	current	current	ADJ
fcis-31335	32	15	industry	industry	NOUN
fcis-31335	32	16	are	be	AUX
fcis-31335	32	17	mainly	mainly	ADV
fcis-31335	32	18	reflected	reflect	VERB
fcis-31335	32	19	in	in	ADP
fcis-31335	32	20	the	the	DET
fcis-31335	32	21	insufficient	insufficient	ADJ
fcis-31335	32	22	capture	capture	NOUN
fcis-31335	32	23	and	and	CCONJ
fcis-31335	32	24	lack	lack	NOUN
fcis-31335	32	25	of	of	ADP
fcis-31335	32	26	adaptability	adaptability	NOUN
fcis-31335	32	27	of	of	ADP
fcis-31335	32	28	the	the	DET
fcis-31335	32	29	debt	debt	NOUN
fcis-31335	32	30	enterprise	enterprise	NOUN
fcis-31335	32	31	information	information	NOUN
fcis-31335	32	32	retrieval	retrieval	NOUN
fcis-31335	32	33	system	system	NOUN
fcis-31335	32	34	to	to	ADP
fcis-31335	32	35	complex	complex	ADJ
fcis-31335	32	36	debt	debt	NOUN
fcis-31335	32	37	dynamics	dynamic	NOUN
fcis-31335	32	38	.	.	PUNCT
fcis-31335	33	1	specifically	specifically	ADV
fcis-31335	33	2	,	,	PUNCT
fcis-31335	33	3	the	the	DET
fcis-31335	33	4	research	research	NOUN
fcis-31335	33	5	conducted	conduct	VERB
fcis-31335	33	6	by	by	ADP
fcis-31335	33	7	lei	lei	PROPN
fcis-31335	33	8	wang	wang	PROPN
fcis-31335	33	9	et	et	PROPN
fcis-31335	33	10	al	al	PROPN
fcis-31335	33	11	.	.	PUNCT
fcis-31335	34	1	[	[	X
fcis-31335	34	2	4	4	X
fcis-31335	34	3	]	]	PUNCT
fcis-31335	34	4	based	base	VERB
fcis-31335	34	5	on	on	ADP
fcis-31335	34	6	the	the	DET
fcis-31335	34	7	data	datum	NOUN
fcis-31335	34	8	of	of	ADP
fcis-31335	34	9	chinese	chinese	ADJ
fcis-31335	34	10	listed	list	VERB
fcis-31335	34	11	enterprises	enterprise	NOUN
fcis-31335	34	12	from	from	ADP
fcis-31335	34	13	2012	2012	NUM
fcis-31335	34	14	to	to	ADP
fcis-31335	34	15	2018	2018	NUM
fcis-31335	34	16	indicates	indicate	VERB
fcis-31335	34	17	that	that	SCONJ
fcis-31335	34	18	the	the	DET
fcis-31335	34	19	implicit	implicit	ADJ
fcis-31335	34	20	debt	debt	NOUN
fcis-31335	34	21	pressure	pressure	NOUN
fcis-31335	34	22	of	of	ADP
fcis-31335	34	23	local	local	ADJ
fcis-31335	34	24	governments	government	NOUN
fcis-31335	34	25	significantly	significantly	ADV
fcis-31335	34	26	reduces	reduce	VERB
fcis-31335	34	27	the	the	DET
fcis-31335	34	28	total	total	ADJ
fcis-31335	34	29	factor	factor	NOUN
fcis-31335	34	30	productivity	productivity	NOUN
fcis-31335	34	31	of	of	ADP
fcis-31335	34	32	non	non	ADJ
fcis-31335	34	33	-	-	ADJ
fcis-31335	34	34	local	local	ADJ
fcis-31335	34	35	government	government	NOUN
fcis-31335	34	36	financing	financing	NOUN
fcis-31335	34	37	platform	platform	NOUN
fcis-31335	34	38	enterprises	enterprise	NOUN
fcis-31335	34	39	by	by	ADP
fcis-31335	34	40	transferring	transfer	VERB
fcis-31335	34	41	fiscal	fiscal	ADJ
fcis-31335	34	42	resources	resource	NOUN
fcis-31335	34	43	,	,	PUNCT
fcis-31335	34	44	strengthening	strengthen	VERB
fcis-31335	34	45	tax	tax	NOUN
fcis-31335	34	46	collection	collection	NOUN
fcis-31335	34	47	and	and	CCONJ
fcis-31335	34	48	administration	administration	NOUN
fcis-31335	34	49	,	,	PUNCT
fcis-31335	34	50	and	and	CCONJ
fcis-31335	34	51	transferring	transfer	VERB
fcis-31335	34	52	credit	credit	NOUN
fcis-31335	34	53	resources	resource	NOUN
fcis-31335	34	54	.	.	PUNCT
fcis-31335	35	1	however	however	ADV
fcis-31335	35	2	,	,	PUNCT
fcis-31335	35	3	the	the	DET
fcis-31335	35	4	existing	exist	VERB
fcis-31335	35	5	retrieval	retrieval	NOUN
fcis-31335	35	6	systems	system	NOUN
fcis-31335	35	7	often	often	ADV
fcis-31335	35	8	fail	fail	VERB
fcis-31335	35	9	to	to	PART
fcis-31335	35	10	effectively	effectively	ADV
fcis-31335	35	11	integrate	integrate	VERB
fcis-31335	35	12	such	such	ADJ
fcis-31335	35	13	macro	macro	ADJ
fcis-31335	35	14	policy	policy	NOUN
fcis-31335	35	15	factors	factor	NOUN
fcis-31335	35	16	,	,	PUNCT
fcis-31335	35	17	resulting	result	VERB
fcis-31335	35	18	in	in	ADP
fcis-31335	35	19	deviations	deviation	NOUN
fcis-31335	35	20	in	in	ADP
fcis-31335	35	21	the	the	DET
fcis-31335	35	22	assessment	assessment	NOUN
fcis-31335	35	23	of	of	ADP
fcis-31335	35	24	enterprise	enterprise	NOUN
fcis-31335	35	25	debt	debt	NOUN
fcis-31335	35	26	risks	risk	NOUN
fcis-31335	35	27	,	,	PUNCT
fcis-31335	35	28	especially	especially	ADV
fcis-31335	35	29	in	in	ADP
fcis-31335	35	30	non	non	ADJ
fcis-31335	35	31	-	-	ADJ
fcis-31335	35	32	state	state	NOUN
fcis-31335	35	33	-	-	PUNCT
fcis-31335	35	34	owned	own	VERB
fcis-31335	35	35	and	and	CCONJ
fcis-31335	35	36	small	small	ADJ
fcis-31335	35	37	enterprises	enterprise	NOUN
fcis-31335	35	38	where	where	SCONJ
fcis-31335	35	39	the	the	DET
fcis-31335	35	40	distortion	distortion	NOUN
fcis-31335	35	41	effect	effect	NOUN
fcis-31335	35	42	is	be	AUX
fcis-31335	35	43	more	more	ADV
fcis-31335	35	44	prominent	prominent	ADJ
fcis-31335	35	45	.	.	PUNCT
fcis-31335	36	1	yu	yu	PROPN
fcis-31335	36	2	du	du	PROPN
fcis-31335	36	3	et	et	PROPN
fcis-31335	36	4	al	al	PROPN
fcis-31335	36	5	.	.	PUNCT
fcis-31335	37	1	[	[	X
fcis-31335	37	2	5	5	NUM
fcis-31335	37	3	]	]	PUNCT
fcis-31335	37	4	conducted	conduct	VERB
fcis-31335	37	5	a	a	DET
fcis-31335	37	6	quasi	quasi	ADJ
fcis-31335	37	7	-	-	ADJ
fcis-31335	37	8	natural	natural	ADJ
fcis-31335	37	9	experiment	experiment	NOUN
fcis-31335	37	10	based	base	VERB
fcis-31335	37	11	on	on	ADP
fcis-31335	37	12	china	china	PROPN
fcis-31335	37	13	's	's	PART
fcis-31335	37	14	"	"	PUNCT
fcis-31335	37	15	deleveraging	deleveraging	NOUN
fcis-31335	37	16	"	"	PUNCT
fcis-31335	37	17	policy	policy	NOUN
fcis-31335	37	18	and	and	CCONJ
fcis-31335	37	19	found	find	VERB
fcis-31335	37	20	that	that	SCONJ
fcis-31335	37	21	the	the	DET
fcis-31335	37	22	innovation	innovation	NOUN
fcis-31335	37	23	level	level	NOUN
fcis-31335	37	24	and	and	CCONJ
fcis-31335	37	25	achievements	achievement	NOUN
fcis-31335	37	26	of	of	ADP
fcis-31335	37	27	enterprises	enterprise	NOUN
fcis-31335	37	28	with	with	ADP
fcis-31335	37	29	high	high	ADJ
fcis-31335	37	30	default	default	NOUN
fcis-31335	37	31	risk	risk	NOUN
fcis-31335	37	32	significantly	significantly	ADV
fcis-31335	37	33	improved	improve	VERB
fcis-31335	37	34	after	after	ADP
fcis-31335	37	35	the	the	DET
fcis-31335	37	36	implementation	implementation	NOUN
fcis-31335	37	37	of	of	ADP
fcis-31335	37	38	the	the	DET
fcis-31335	37	39	policy	policy	NOUN
fcis-31335	37	40	.	.	PUNCT
fcis-31335	38	1	however	however	ADV
fcis-31335	38	2	,	,	PUNCT
fcis-31335	38	3	the	the	DET
fcis-31335	38	4	retrieval	retrieval	NOUN
fcis-31335	38	5	system	system	NOUN
fcis-31335	38	6	lacked	lack	VERB
fcis-31335	38	7	a	a	DET
fcis-31335	38	8	real	real	ADJ
fcis-31335	38	9	-	-	PUNCT
fcis-31335	38	10	time	time	NOUN
fcis-31335	38	11	update	update	NOUN
fcis-31335	38	12	mechanism	mechanism	NOUN
fcis-31335	38	13	,	,	PUNCT
fcis-31335	38	14	making	make	VERB
fcis-31335	38	15	it	it	PRON
fcis-31335	38	16	difficult	difficult	ADJ
fcis-31335	38	17	to	to	PART
fcis-31335	38	18	adapt	adapt	VERB
fcis-31335	38	19	to	to	ADP
fcis-31335	38	20	the	the	DET
fcis-31335	38	21	rapid	rapid	ADJ
fcis-31335	38	22	changes	change	NOUN
fcis-31335	38	23	in	in	ADP
fcis-31335	38	24	debt	debt	NOUN
fcis-31335	38	25	default	default	NOUN
fcis-31335	38	26	risk	risk	NOUN
fcis-31335	38	27	and	and	CCONJ
fcis-31335	38	28	affecting	affect	VERB
fcis-31335	38	29	the	the	DET
fcis-31335	38	30	accurate	accurate	ADJ
fcis-31335	38	31	prediction	prediction	NOUN
fcis-31335	38	32	of	of	ADP
fcis-31335	38	33	the	the	DET
fcis-31335	38	34	innovation	innovation	NOUN
fcis-31335	38	35	potential	potential	NOUN
fcis-31335	38	36	of	of	ADP
fcis-31335	38	37	enterprises	enterprise	NOUN
fcis-31335	38	38	.	.	PUNCT
fcis-31335	39	1	furthermore	furthermore	ADV
fcis-31335	39	2	,	,	PUNCT
fcis-31335	39	3	hongqin	hongqin	PROPN
fcis-31335	39	4	tang	tang	PROPN
fcis-31335	39	5	et	et	PROPN
fcis-31335	39	6	al	al	PROPN
fcis-31335	39	7	.	.	PUNCT
fcis-31335	40	1	[	[	X
fcis-31335	40	2	6	6	NUM
fcis-31335	40	3	]	]	PUNCT
fcis-31335	40	4	analyzed	analyze	VERB
fcis-31335	40	5	from	from	ADP
fcis-31335	40	6	the	the	DET
fcis-31335	40	7	perspective	perspective	NOUN
fcis-31335	40	8	of	of	ADP
fcis-31335	40	9	supply	supply	NOUN
fcis-31335	40	10	chain	chain	NOUN
fcis-31335	40	11	digitalization	digitalization	NOUN
fcis-31335	40	12	and	and	CCONJ
fcis-31335	40	13	pointed	point	VERB
fcis-31335	40	14	out	out	ADP
fcis-31335	40	15	that	that	SCONJ
fcis-31335	40	16	different	different	ADJ
fcis-31335	40	17	digital	digital	ADJ
fcis-31335	40	18	flows	flow	NOUN
fcis-31335	40	19	have	have	VERB
fcis-31335	40	20	different	different	ADJ
fcis-31335	40	21	impacts	impact	NOUN
fcis-31335	40	22	on	on	ADP
fcis-31335	40	23	debt	debt	NOUN
fcis-31335	40	24	costs	cost	NOUN
fcis-31335	40	25	.	.	PUNCT
fcis-31335	41	1	however	however	ADV
fcis-31335	41	2	,	,	PUNCT
fcis-31335	41	3	retrieval	retrieval	NOUN
fcis-31335	41	4	algorithms	algorithm	NOUN
fcis-31335	41	5	often	often	ADV
fcis-31335	41	6	ignore	ignore	VERB
fcis-31335	41	7	these	these	DET
fcis-31335	41	8	subtle	subtle	ADJ
fcis-31335	41	9	differences	difference	NOUN
fcis-31335	41	10	,	,	PUNCT
fcis-31335	41	11	resulting	result	VERB
fcis-31335	41	12	in	in	ADP
fcis-31335	41	13	an	an	DET
fcis-31335	41	14	incomplete	incomplete	ADJ
fcis-31335	41	15	assessment	assessment	NOUN
fcis-31335	41	16	of	of	ADP
fcis-31335	41	17	debt	debt	NOUN
fcis-31335	41	18	costs	cost	NOUN
fcis-31335	41	19	.	.	PUNCT
fcis-31335	42	1	these	these	DET
fcis-31335	42	2	defects	defect	NOUN
fcis-31335	42	3	seriously	seriously	ADV
fcis-31335	42	4	restrict	restrict	VERB
fcis-31335	42	5	the	the	DET
fcis-31335	42	6	reliability	reliability	NOUN
fcis-31335	42	7	and	and	CCONJ
fcis-31335	42	8	practicability	practicability	NOUN
fcis-31335	42	9	of	of	ADP
fcis-31335	42	10	the	the	DET
fcis-31335	42	11	system	system	NOUN
fcis-31335	42	12	and	and	CCONJ
fcis-31335	42	13	urgently	urgently	ADV
fcis-31335	42	14	need	need	VERB
fcis-31335	42	15	to	to	PART
fcis-31335	42	16	be	be	AUX
fcis-31335	42	17	solved	solve	VERB
fcis-31335	42	18	through	through	ADP
fcis-31335	42	19	algorithm	algorithm	NOUN
fcis-31335	42	20	optimization	optimization	NOUN
fcis-31335	42	21	.	.	PUNCT
fcis-31335	43	1	3	3	X
fcis-31335	43	2	.	.	X
fcis-31335	43	3	review	review	NOUN
fcis-31335	43	4	of	of	ADP
fcis-31335	43	5	existing	exist	VERB
fcis-31335	43	6	technical	technical	ADJ
fcis-31335	43	7	solutions	solution	NOUN
fcis-31335	43	8	3.1	3.1	NUM
fcis-31335	43	9	.	.	PUNCT
fcis-31335	43	10	information	information	NOUN
fcis-31335	43	11	retrieval	retrieval	NOUN
fcis-31335	43	12	technology	technology	NOUN
fcis-31335	43	13	in	in	ADP
fcis-31335	43	14	the	the	DET
fcis-31335	43	15	big	big	ADJ
fcis-31335	43	16	data	datum	NOUN
fcis-31335	43	17	environment	environment	NOUN
fcis-31335	43	18	the	the	DET
fcis-31335	43	19	core	core	NOUN
fcis-31335	43	20	of	of	ADP
fcis-31335	43	21	information	information	NOUN
fcis-31335	43	22	retrieval	retrieval	NOUN
fcis-31335	43	23	technology	technology	NOUN
fcis-31335	43	24	in	in	ADP
fcis-31335	43	25	the	the	DET
fcis-31335	43	26	big	big	ADJ
fcis-31335	43	27	data	datum	NOUN
fcis-31335	43	28	environment	environment	NOUN
fcis-31335	43	29	lies	lie	VERB
fcis-31335	43	30	in	in	ADP
fcis-31335	43	31	addressing	address	VERB
fcis-31335	43	32	the	the	DET
fcis-31335	43	33	challenges	challenge	NOUN
fcis-31335	43	34	of	of	ADP
fcis-31335	43	35	rapid	rapid	ADJ
fcis-31335	43	36	processing	processing	NOUN
fcis-31335	43	37	and	and	CCONJ
fcis-31335	43	38	precise	precise	ADJ
fcis-31335	43	39	query	query	NOUN
fcis-31335	43	40	of	of	ADP
fcis-31335	43	41	massive	massive	ADJ
fcis-31335	43	42	and	and	CCONJ
fcis-31335	43	43	heterogeneous	heterogeneous	ADJ
fcis-31335	43	44	data	datum	NOUN
fcis-31335	43	45	.	.	PUNCT
fcis-31335	44	1	distributed	distribute	VERB
fcis-31335	44	2	architecture	architecture	NOUN
fcis-31335	44	3	has	have	AUX
fcis-31335	44	4	become	become	VERB
fcis-31335	44	5	the	the	DET
fcis-31335	44	6	mainstream	mainstream	NOUN
fcis-31335	44	7	solution	solution	NOUN
fcis-31335	44	8	.	.	PUNCT
fcis-31335	45	1	pan	pan	PROPN
fcis-31335	45	2	gao	gao	PROPN
fcis-31335	45	3	et	et	PROPN
fcis-31335	45	4	al	al	PROPN
fcis-31335	45	5	.	.	PROPN
fcis-31335	45	6	proposed	propose	VERB
fcis-31335	45	7	an	an	DET
fcis-31335	45	8	efficient	efficient	ADJ
fcis-31335	45	9	construction	construction	NOUN
fcis-31335	45	10	scheme	scheme	NOUN
fcis-31335	45	11	for	for	ADP
fcis-31335	45	12	an	an	DET
fcis-31335	45	13	unstructured	unstructured	ADJ
fcis-31335	45	14	data	data	NOUN
fcis-31335	45	15	retrieval	retrieval	NOUN
fcis-31335	45	16	system	system	NOUN
fcis-31335	45	17	.	.	PUNCT
fcis-31335	46	1	the	the	DET
fcis-31335	46	2	core	core	NOUN
fcis-31335	46	3	of	of	ADP
fcis-31335	46	4	this	this	DET
fcis-31335	46	5	scheme	scheme	NOUN
fcis-31335	46	6	is	be	AUX
fcis-31335	46	7	to	to	PART
fcis-31335	46	8	integrate	integrate	VERB
fcis-31335	46	9	multiple	multiple	ADJ
fcis-31335	46	10	technologies	technology	NOUN
fcis-31335	46	11	based	base	VERB
fcis-31335	46	12	on	on	ADP
fcis-31335	46	13	the	the	DET
fcis-31335	46	14	hadoop	hadoop	NOUN
fcis-31335	46	15	framework	framework	NOUN
fcis-31335	46	16	:	:	PUNCT
fcis-31335	46	17	using	use	VERB
fcis-31335	46	18	hbase	hbase	NOUN
fcis-31335	46	19	to	to	PART
fcis-31335	46	20	achieve	achieve	VERB
fcis-31335	46	21	distributed	distributed	ADJ
fcis-31335	46	22	storage	storage	NOUN
fcis-31335	46	23	of	of	ADP
fcis-31335	46	24	structured	structured	ADJ
fcis-31335	46	25	and	and	CCONJ
fcis-31335	46	26	unstructured	unstructured	ADJ
fcis-31335	46	27	data	datum	NOUN
fcis-31335	46	28	;	;	PUNCT
fcis-31335	46	29	build	build	VERB
fcis-31335	46	30	distributed	distribute	VERB
fcis-31335	46	31	index	index	NOUN
fcis-31335	46	32	technology	technology	NOUN
fcis-31335	46	33	with	with	ADP
fcis-31335	46	34	elasticsearch	elasticsearch	NOUN
fcis-31335	46	35	to	to	PART
fcis-31335	46	36	provide	provide	VERB
fcis-31335	46	37	powerful	powerful	ADJ
fcis-31335	46	38	fulltext	fulltext	NOUN
fcis-31335	46	39	search	search	NOUN
fcis-31335	46	40	capabilities	capability	NOUN
fcis-31335	46	41	;	;	PUNCT
fcis-31335	46	42	combine	combine	VERB
fcis-31335	46	43	ikanalyzer	ikanalyzer	NOUN
fcis-31335	46	44	for	for	ADP
fcis-31335	46	45	efficient	efficient	ADJ
fcis-31335	46	46	chinese	chinese	ADJ
fcis-31335	46	47	word	word	NOUN
fcis-31335	46	48	segmentation	segmentation	NOUN
fcis-31335	46	49	processing	process	VERB
fcis-31335	46	50	to	to	PART
fcis-31335	46	51	enhance	enhance	VERB
fcis-31335	46	52	the	the	DET
fcis-31335	46	53	semantic	semantic	ADJ
fcis-31335	46	54	understanding	understanding	NOUN
fcis-31335	46	55	of	of	ADP
fcis-31335	46	56	queries	query	NOUN
fcis-31335	46	57	;	;	PUNCT
fcis-31335	46	58	and	and	CCONJ
fcis-31335	46	59	introduce	introduce	VERB
fcis-31335	46	60	the	the	DET
fcis-31335	46	61	redis	redis	NOUN
fcis-31335	46	62	in	in	ADP
fcis-31335	46	63	-	-	PUNCT
fcis-31335	46	64	memory	memory	NOUN
fcis-31335	46	65	database	database	NOUN
fcis-31335	46	66	to	to	PART
fcis-31335	46	67	cache	cache	VERB
fcis-31335	46	68	hot	hot	ADJ
fcis-31335	46	69	data	datum	NOUN
fcis-31335	46	70	,	,	PUNCT
fcis-31335	46	71	significantly	significantly	ADV
fcis-31335	46	72	accelerating	accelerate	VERB
fcis-31335	46	73	the	the	DET
fcis-31335	46	74	real	real	ADJ
fcis-31335	46	75	-	-	PUNCT
fcis-31335	46	76	time	time	NOUN
fcis-31335	46	77	query	query	NOUN
fcis-31335	46	78	response	response	NOUN
fcis-31335	46	79	.	.	PUNCT
fcis-31335	47	1	this	this	DET
fcis-31335	47	2	hierarchical	hierarchical	ADJ
fcis-31335	47	3	collaborative	collaborative	ADJ
fcis-31335	47	4	architecture	architecture	NOUN
fcis-31335	47	5	effectively	effectively	ADV
fcis-31335	47	6	solves	solve	VERB
fcis-31335	47	7	the	the	DET
fcis-31335	47	8	performance	performance	NOUN
fcis-31335	47	9	bottleneck	bottleneck	NOUN
fcis-31335	47	10	of	of	ADP
fcis-31335	47	11	large	large	ADJ
fcis-31335	47	12	-	-	PUNCT
fcis-31335	47	13	scale	scale	NOUN
fcis-31335	47	14	data	datum	NOUN
fcis-31335	47	15	retrieval	retrieval	NOUN
fcis-31335	47	16	.	.	PUNCT
fcis-31335	48	1	at	at	ADP
fcis-31335	48	2	the	the	DET
fcis-31335	48	3	computational	computational	ADJ
fcis-31335	48	4	model	model	NOUN
fcis-31335	48	5	level	level	NOUN
fcis-31335	48	6	,	,	PUNCT
fcis-31335	48	7	for	for	ADP
fcis-31335	48	8	complex	complex	ADJ
fcis-31335	48	9	queries	query	NOUN
fcis-31335	48	10	and	and	CCONJ
fcis-31335	48	11	correlation	correlation	NOUN
fcis-31335	48	12	analysis	analysis	NOUN
fcis-31335	48	13	,	,	PUNCT
fcis-31335	48	14	researchers	researcher	NOUN
fcis-31335	48	15	are	be	AUX
fcis-31335	48	16	committed	commit	VERB
fcis-31335	48	17	to	to	ADP
fcis-31335	48	18	optimizing	optimize	VERB
fcis-31335	48	19	parallel	parallel	ADJ
fcis-31335	48	20	processing	processing	NOUN
fcis-31335	48	21	capabilities	capability	NOUN
fcis-31335	48	22	.	.	PUNCT
fcis-31335	49	1	junchen	junchen	PROPN
fcis-31335	49	2	guo	guo	PROPN
fcis-31335	49	3	et	et	PROPN
fcis-31335	49	4	al	al	PROPN
fcis-31335	49	5	.	.	PUNCT
fcis-31335	50	1	[	[	X
fcis-31335	50	2	7	7	X
fcis-31335	50	3	]	]	PUNCT
fcis-31335	50	4	explored	explore	VERB
fcis-31335	50	5	the	the	DET
fcis-31335	50	6	use	use	NOUN
fcis-31335	50	7	of	of	ADP
fcis-31335	50	8	mapreduce	mapreduce	PROPN
fcis-31335	50	9	technology	technology	NOUN
fcis-31335	50	10	to	to	PART
fcis-31335	50	11	analyze	analyze	VERB
fcis-31335	50	12	the	the	DET
fcis-31335	50	13	correlation	correlation	NOUN
fcis-31335	50	14	characteristics	characteristic	NOUN
fcis-31335	50	15	of	of	ADP
fcis-31335	50	16	large	large	ADJ
fcis-31335	50	17	-	-	PUNCT
fcis-31335	50	18	scale	scale	NOUN
fcis-31335	50	19	data	datum	NOUN
fcis-31335	50	20	and	and	CCONJ
fcis-31335	50	21	achieve	achieve	VERB
fcis-31335	50	22	automatic	automatic	ADJ
fcis-31335	50	23	query	query	NOUN
fcis-31335	50	24	expansion	expansion	NOUN
fcis-31335	50	25	and	and	CCONJ
fcis-31335	50	26	distributed	distributed	ADJ
fcis-31335	50	27	computing	computing	NOUN
fcis-31335	50	28	.	.	PUNCT
fcis-31335	51	1	this	this	DET
fcis-31335	51	2	method	method	NOUN
fcis-31335	51	3	shows	show	VERB
fcis-31335	51	4	good	good	ADJ
fcis-31335	51	5	scalability	scalability	NOUN
fcis-31335	51	6	and	and	CCONJ
fcis-31335	51	7	computing	computing	NOUN
fcis-31335	51	8	efficiency	efficiency	NOUN
fcis-31335	51	9	in	in	ADP
fcis-31335	51	10	a	a	DET
fcis-31335	51	11	multisource	multisource	ADJ
fcis-31335	51	12	heterogeneous	heterogeneous	ADJ
fcis-31335	51	13	data	datum	NOUN
fcis-31335	51	14	environment	environment	NOUN
fcis-31335	51	15	.	.	PUNCT
fcis-31335	52	1	these	these	DET
fcis-31335	52	2	technologies	technology	NOUN
fcis-31335	52	3	,	,	PUNCT
fcis-31335	52	4	through	through	ADP
fcis-31335	52	5	the	the	DET
fcis-31335	52	6	combination	combination	NOUN
fcis-31335	52	7	of	of	ADP
fcis-31335	52	8	distributed	distribute	VERB
fcis-31335	52	9	storage	storage	NOUN
fcis-31335	52	10	,	,	PUNCT
fcis-31335	52	11	parallel	parallel	ADJ
fcis-31335	52	12	computing	computing	NOUN
fcis-31335	52	13	and	and	CCONJ
fcis-31335	52	14	intelligent	intelligent	ADJ
fcis-31335	52	15	indexing	indexing	NOUN
fcis-31335	52	16	,	,	PUNCT
fcis-31335	52	17	provide	provide	VERB
fcis-31335	52	18	key	key	ADJ
fcis-31335	52	19	support	support	NOUN
fcis-31335	52	20	for	for	ADP
fcis-31335	52	21	efficient	efficient	ADJ
fcis-31335	52	22	information	information	NOUN
fcis-31335	52	23	retrieval	retrieval	NOUN
fcis-31335	52	24	in	in	ADP
fcis-31335	52	25	the	the	DET
fcis-31335	52	26	big	big	ADJ
fcis-31335	52	27	data	datum	NOUN
fcis-31335	52	28	environment	environment	NOUN
fcis-31335	52	29	and	and	CCONJ
fcis-31335	52	30	lay	lie	VERB
fcis-31335	52	31	the	the	DET
fcis-31335	52	32	foundation	foundation	NOUN
fcis-31335	52	33	for	for	ADP
fcis-31335	52	34	the	the	DET
fcis-31335	52	35	subsequent	subsequent	ADJ
fcis-31335	52	36	exploration	exploration	NOUN
fcis-31335	52	37	of	of	ADP
fcis-31335	52	38	optimization	optimization	NOUN
fcis-31335	52	39	in	in	ADP
fcis-31335	52	40	the	the	DET
fcis-31335	52	41	debt	debt	NOUN
fcis-31335	52	42	field	field	NOUN
fcis-31335	52	43	.	.	PUNCT
fcis-31335	53	1	3.2	3.2	NUM
fcis-31335	53	2	.	.	PUNCT
fcis-31335	54	1	optimization	optimization	NOUN
fcis-31335	54	2	methods	method	NOUN
fcis-31335	54	3	for	for	ADP
fcis-31335	54	4	information	information	NOUN
fcis-31335	54	5	retrieval	retrieval	NOUN
fcis-31335	54	6	of	of	ADP
fcis-31335	54	7	debt	debt	NOUN
fcis-31335	54	8	enterprises	enterprise	NOUN
fcis-31335	54	9	for	for	ADP
fcis-31335	54	10	the	the	DET
fcis-31335	54	11	optimization	optimization	NOUN
fcis-31335	54	12	of	of	ADP
fcis-31335	54	13	information	information	NOUN
fcis-31335	54	14	retrieval	retrieval	NOUN
fcis-31335	54	15	of	of	ADP
fcis-31335	54	16	debt	debt	NOUN
fcis-31335	54	17	enterprises	enterprise	NOUN
fcis-31335	54	18	,	,	PUNCT
fcis-31335	54	19	researchers	researcher	NOUN
fcis-31335	54	20	have	have	AUX
fcis-31335	54	21	proposed	propose	VERB
fcis-31335	54	22	a	a	DET
fcis-31335	54	23	variety	variety	NOUN
fcis-31335	54	24	of	of	ADP
fcis-31335	54	25	innovative	innovative	ADJ
fcis-31335	54	26	methods	method	NOUN
fcis-31335	54	27	to	to	PART
fcis-31335	54	28	address	address	VERB
fcis-31335	54	29	the	the	DET
fcis-31335	54	30	unique	unique	ADJ
fcis-31335	54	31	challenges	challenge	NOUN
fcis-31335	54	32	in	in	ADP
fcis-31335	54	33	the	the	DET
fcis-31335	54	34	big	big	ADJ
fcis-31335	54	35	data	datum	NOUN
fcis-31335	54	36	environment	environment	NOUN
fcis-31335	54	37	.	.	PUNCT
fcis-31335	55	1	anant	anant	PROPN
fcis-31335	55	2	manish	manish	PROPN
fcis-31335	55	3	singh	singh	PROPN
fcis-31335	55	4	et	et	PROPN
fcis-31335	55	5	al	al	PROPN
fcis-31335	55	6	.	.	PUNCT
fcis-31335	56	1	[	[	X
fcis-31335	56	2	8	8	NUM
fcis-31335	56	3	]	]	PUNCT
fcis-31335	56	4	proposed	propose	VERB
fcis-31335	56	5	a	a	DET
fcis-31335	56	6	hybrid	hybrid	ADJ
fcis-31335	56	7	information	information	NOUN
fcis-31335	56	8	retrieval	retrieval	NOUN
fcis-31335	56	9	framework	framework	NOUN
fcis-31335	56	10	,	,	PUNCT
fcis-31335	56	11	which	which	PRON
fcis-31335	56	12	effectively	effectively	ADV
fcis-31335	56	13	combines	combine	VERB
fcis-31335	56	14	the	the	DET
fcis-31335	56	15	efficiency	efficiency	NOUN
fcis-31335	56	16	of	of	ADP
fcis-31335	56	17	the	the	DET
fcis-31335	56	18	traditional	traditional	ADJ
fcis-31335	56	19	bm25	bm25	PROPN
fcis-31335	56	20	algorithm	algorithm	NOUN
fcis-31335	56	21	with	with	ADP
fcis-31335	56	22	the	the	DET
fcis-31335	56	23	semantic	semantic	ADJ
fcis-31335	56	24	understanding	understanding	NOUN
fcis-31335	56	25	ability	ability	NOUN
fcis-31335	56	26	of	of	ADP
fcis-31335	56	27	neural	neural	ADJ
fcis-31335	56	28	embedding	embed	VERB
fcis-31335	56	29	technology	technology	NOUN
fcis-31335	56	30	.	.	PUNCT
fcis-31335	57	1	this	this	DET
fcis-31335	57	2	framework	framework	NOUN
fcis-31335	57	3	utilizes	utilize	VERB
fcis-31335	57	4	the	the	DET
fcis-31335	57	5	transformer	transformer	NOUN
fcis-31335	57	6	model	model	NOUN
fcis-31335	57	7	for	for	ADP
fcis-31335	57	8	context	context	NOUN
fcis-31335	57	9	weighting	weighting	NOUN
fcis-31335	57	10	.	.	PUNCT
fcis-31335	58	1	tests	test	NOUN
fcis-31335	58	2	on	on	ADP
fcis-31335	58	3	the	the	DET
fcis-31335	58	4	ms	ms	PROPN
fcis-31335	58	5	-	-	PUNCT
fcis-31335	58	6	marco	marco	PROPN
fcis-31335	58	7	and	and	CCONJ
fcis-31335	58	8	treccar	treccar	ADJ
fcis-31335	58	9	datasets	dataset	NOUN
fcis-31335	58	10	show	show	VERB
fcis-31335	58	11	that	that	SCONJ
fcis-31335	58	12	its	its	PRON
fcis-31335	58	13	recall	recall	NOUN
fcis-31335	58	14	rate	rate	NOUN
fcis-31335	58	15	and	and	CCONJ
fcis-31335	58	16	average	average	ADJ
fcis-31335	58	17	accuracy	accuracy	NOUN
fcis-31335	58	18	have	have	AUX
fcis-31335	58	19	significantly	significantly	ADV
fcis-31335	58	20	improved	improve	VERB
fcis-31335	58	21	by	by	ADP
fcis-31335	58	22	25	25	NUM
fcis-31335	58	23	-	-	SYM
fcis-31335	58	24	30	30	NUM
fcis-31335	58	25	%	%	NOUN
fcis-31335	58	26	and	and	CCONJ
fcis-31335	58	27	12	12	NUM
fcis-31335	58	28	%	%	NOUN
fcis-31335	58	29	respectively	respectively	ADV
fcis-31335	58	30	,	,	PUNCT
fcis-31335	58	31	and	and	CCONJ
fcis-31335	58	32	user	user	NOUN
fcis-31335	58	33	satisfaction	satisfaction	NOUN
fcis-31335	58	34	has	have	AUX
fcis-31335	58	35	also	also	ADV
fcis-31335	58	36	increased	increase	VERB
fcis-31335	58	37	by	by	ADP
fcis-31335	58	38	15	15	NUM
fcis-31335	58	39	-	-	SYM
fcis-31335	58	40	20	20	NUM
fcis-31335	58	41	%	%	NOUN
fcis-31335	58	42	.	.	PUNCT
fcis-31335	59	1	it	it	PRON
fcis-31335	59	2	is	be	AUX
fcis-31335	59	3	particularly	particularly	ADV
fcis-31335	59	4	suitable	suitable	ADJ
fcis-31335	59	5	for	for	ADP
fcis-31335	59	6	handling	handle	VERB
fcis-31335	59	7	enterprise	enterprise	NOUN
fcis-31335	59	8	-	-	PUNCT
fcis-31335	59	9	level	level	NOUN
fcis-31335	59	10	complex	complex	ADJ
fcis-31335	59	11	queries	query	NOUN
fcis-31335	59	12	.	.	PUNCT
fcis-31335	60	1	meanwhile	meanwhile	ADV
fcis-31335	60	2	,	,	PUNCT
fcis-31335	60	3	kunying	kunye	VERB
fcis-31335	60	4	li	li	PROPN
fcis-31335	60	5	et	et	PROPN
fcis-31335	60	6	al	al	PROPN
fcis-31335	60	7	.	.	PUNCT
fcis-31335	61	1	[	[	X
fcis-31335	61	2	9	9	NUM
fcis-31335	61	3	]	]	PUNCT
fcis-31335	61	4	focused	focus	VERB
fcis-31335	61	5	on	on	ADP
fcis-31335	61	6	the	the	DET
fcis-31335	61	7	processing	processing	NOUN
fcis-31335	61	8	bottleneck	bottleneck	NOUN
fcis-31335	61	9	of	of	ADP
fcis-31335	61	10	unstructured	unstructured	ADJ
fcis-31335	61	11	data	datum	NOUN
fcis-31335	61	12	and	and	CCONJ
fcis-31335	61	13	developed	develop	VERB
fcis-31335	61	14	an	an	DET
fcis-31335	61	15	optimization	optimization	NOUN
fcis-31335	61	16	algorithm	algorithm	NOUN
fcis-31335	61	17	based	base	VERB
fcis-31335	61	18	on	on	ADP
fcis-31335	61	19	periodic	periodic	ADJ
fcis-31335	61	20	data	datum	NOUN
fcis-31335	61	21	popularity	popularity	NOUN
fcis-31335	61	22	and	and	CCONJ
fcis-31335	61	23	predefined	predefine	VERB
fcis-31335	61	24	category	category	NOUN
fcis-31335	61	25	labels	label	NOUN
fcis-31335	61	26	.	.	PUNCT
fcis-31335	62	1	this	this	DET
fcis-31335	62	2	algorithm	algorithm	NOUN
fcis-31335	62	3	achieves	achieve	VERB
fcis-31335	62	4	effective	effective	ADJ
fcis-31335	62	5	filtering	filter	VERB
fcis-31335	62	6	and	and	CCONJ
fcis-31335	62	7	precise	precise	ADJ
fcis-31335	62	8	sorting	sorting	NOUN
fcis-31335	62	9	of	of	ADP
fcis-31335	62	10	massive	massive	ADJ
fcis-31335	62	11	unstructured	unstructured	ADJ
fcis-31335	62	12	data	datum	NOUN
fcis-31335	62	13	by	by	ADP
fcis-31335	62	14	intelligently	intelligently	ADV
fcis-31335	62	15	associating	associate	VERB
fcis-31335	62	16	the	the	DET
fcis-31335	62	17	user	user	NOUN
fcis-31335	62	18	's	's	PART
fcis-31335	62	19	retrieval	retrieval	ADJ
fcis-31335	62	20	historical	historical	ADJ
fcis-31335	62	21	behavior	behavior	NOUN
fcis-31335	62	22	patterns	pattern	NOUN
fcis-31335	62	23	with	with	ADP
fcis-31335	62	24	the	the	DET
fcis-31335	62	25	inherent	inherent	ADJ
fcis-31335	62	26	category	category	NOUN
fcis-31335	62	27	labels	label	NOUN
fcis-31335	62	28	of	of	ADP
fcis-31335	62	29	files	file	NOUN
fcis-31335	62	30	,	,	PUNCT
fcis-31335	62	31	providing	provide	VERB
fcis-31335	62	32	key	key	ADJ
fcis-31335	62	33	support	support	NOUN
fcis-31335	62	34	for	for	ADP
fcis-31335	62	35	subsequent	subsequent	ADJ
fcis-31335	62	36	efficient	efficient	ADJ
fcis-31335	62	37	analysis	analysis	NOUN
fcis-31335	62	38	and	and	CCONJ
fcis-31335	62	39	edge	edge	NOUN
fcis-31335	62	40	computing	computing	NOUN
fcis-31335	62	41	.	.	PUNCT
fcis-31335	63	1	furthermore	furthermore	ADV
fcis-31335	63	2	,	,	PUNCT
fcis-31335	63	3	the	the	DET
fcis-31335	63	4	multilingual	multilingual	ADJ
fcis-31335	63	5	rag	rag	NOUN
fcis-31335	63	6	model	model	NOUN
fcis-31335	63	7	optimization	optimization	NOUN
fcis-31335	63	8	scheme	scheme	NOUN
fcis-31335	63	9	proposed	propose	VERB
fcis-31335	63	10	by	by	ADP
fcis-31335	63	11	syed	syed	PROPN
fcis-31335	63	12	rameel	rameel	PROPN
fcis-31335	63	13	ahmad	ahmad	PROPN
fcis-31335	63	14	et	et	PROPN
fcis-31335	63	15	al	al	PROPN
fcis-31335	63	16	.	.	PUNCT
fcis-31335	64	1	[	[	X
fcis-31335	64	2	10	10	NUM
fcis-31335	64	3	]	]	PUNCT
fcis-31335	64	4	effectively	effectively	ADV
fcis-31335	64	5	reduces	reduce	VERB
fcis-31335	64	6	hallucinations	hallucination	NOUN
fcis-31335	64	7	and	and	CCONJ
fcis-31335	64	8	erroneous	erroneous	ADJ
fcis-31335	64	9	responses	response	NOUN
fcis-31335	64	10	by	by	ADP
fcis-31335	64	11	improving	improve	VERB
fcis-31335	64	12	the	the	DET
fcis-31335	64	13	data	datum	NOUN
fcis-31335	64	14	input	input	NOUN
fcis-31335	64	15	strategy	strategy	NOUN
fcis-31335	64	16	and	and	CCONJ
fcis-31335	64	17	real	real	ADJ
fcis-31335	64	18	-	-	PUNCT
fcis-31335	64	19	time	time	NOUN
fcis-31335	64	20	update	update	NOUN
fcis-31335	64	21	mechanism	mechanism	NOUN
fcis-31335	64	22	,	,	PUNCT
fcis-31335	64	23	and	and	CCONJ
fcis-31335	64	24	enhances	enhance	VERB
fcis-31335	64	25	the	the	DET
fcis-31335	64	26	retrieval	retrieval	NOUN
fcis-31335	64	27	accuracy	accuracy	NOUN
fcis-31335	64	28	and	and	CCONJ
fcis-31335	64	29	response	response	NOUN
fcis-31335	64	30	speed	speed	NOUN
fcis-31335	64	31	in	in	ADP
fcis-31335	64	32	the	the	DET
fcis-31335	64	33	multilingual	multilingual	ADJ
fcis-31335	64	34	enterprise	enterprise	NOUN
fcis-31335	64	35	environment	environment	NOUN
fcis-31335	64	36	.	.	PUNCT
fcis-31335	65	1	these	these	DET
fcis-31335	65	2	methods	method	NOUN
fcis-31335	65	3	jointly	jointly	ADV
fcis-31335	65	4	point	point	VERB
fcis-31335	65	5	to	to	ADP
fcis-31335	65	6	the	the	DET
fcis-31335	65	7	core	core	NOUN
fcis-31335	65	8	path	path	NOUN
fcis-31335	65	9	for	for	ADP
fcis-31335	65	10	improving	improve	VERB
fcis-31335	65	11	the	the	DET
fcis-31335	65	12	accuracy	accuracy	NOUN
fcis-31335	65	13	and	and	CCONJ
fcis-31335	65	14	efficiency	efficiency	NOUN
fcis-31335	65	15	of	of	ADP
fcis-31335	65	16	the	the	DET
fcis-31335	65	17	debt	debt	NOUN
fcis-31335	65	18	enterprise	enterprise	NOUN
fcis-31335	65	19	information	information	NOUN
fcis-31335	65	20	retrieval	retrieval	NOUN
fcis-31335	65	21	system	system	NOUN
fcis-31335	65	22	.	.	PUNCT
fcis-31335	66	1	3.3	3.3	NUM
fcis-31335	66	2	.	.	PUNCT
fcis-31335	66	3	limitations	limitation	NOUN
fcis-31335	66	4	of	of	ADP
fcis-31335	66	5	the	the	DET
fcis-31335	66	6	technical	technical	ADJ
fcis-31335	66	7	solution	solution	NOUN
fcis-31335	66	8	the	the	DET
fcis-31335	66	9	existing	exist	VERB
fcis-31335	66	10	technical	technical	ADJ
fcis-31335	66	11	solutions	solution	NOUN
fcis-31335	66	12	still	still	ADV
fcis-31335	66	13	have	have	VERB
fcis-31335	66	14	significant	significant	ADJ
fcis-31335	66	15	limitations	limitation	NOUN
fcis-31335	66	16	when	when	SCONJ
fcis-31335	66	17	dealing	deal	VERB
fcis-31335	66	18	with	with	ADP
fcis-31335	66	19	the	the	DET
fcis-31335	66	20	complexity	complexity	NOUN
fcis-31335	66	21	of	of	ADP
fcis-31335	66	22	information	information	NOUN
fcis-31335	66	23	retrieval	retrieval	NOUN
fcis-31335	66	24	for	for	ADP
fcis-31335	66	25	debt	debt	NOUN
fcis-31335	66	26	enterprises	enterprise	NOUN
fcis-31335	66	27	.	.	PUNCT
fcis-31335	67	1	first	first	ADV
fcis-31335	67	2	of	of	ADP
fcis-31335	67	3	all	all	PRON
fcis-31335	67	4	,	,	PUNCT
fcis-31335	67	5	insufficient	insufficient	ADJ
fcis-31335	67	6	understanding	understanding	NOUN
fcis-31335	67	7	of	of	ADP
fcis-31335	67	8	intentions	intention	NOUN
fcis-31335	67	9	is	be	AUX
fcis-31335	67	10	the	the	DET
fcis-31335	67	11	core	core	ADJ
fcis-31335	67	12	bottleneck	bottleneck	NOUN
fcis-31335	67	13	.	.	PUNCT
fcis-31335	68	1	the	the	DET
fcis-31335	68	2	research	research	NOUN
fcis-31335	68	3	of	of	ADP
fcis-31335	68	4	hanseok	hanseok	NOUN
fcis-31335	68	5	oh	oh	INTJ
fcis-31335	68	6	et	et	NOUN
fcis-31335	68	7	al	al	PROPN
fcis-31335	68	8	.	.	PUNCT
fcis-31335	69	1	[	[	X
fcis-31335	69	2	11	11	NUM
fcis-31335	69	3	]	]	PUNCT
fcis-31335	69	4	shows	show	VERB
fcis-31335	69	5	that	that	SCONJ
fcis-31335	69	6	traditional	traditional	ADJ
fcis-31335	69	7	retrieval	retrieval	NOUN
fcis-31335	69	8	models	model	NOUN
fcis-31335	69	9	often	often	ADV
fcis-31335	69	10	overly	overly	ADV
fcis-31335	69	11	focus	focus	VERB
fcis-31335	69	12	on	on	ADP
fcis-31335	69	13	literal	literal	ADJ
fcis-31335	69	14	queries	query	NOUN
fcis-31335	69	15	while	while	SCONJ
fcis-31335	69	16	ignoring	ignore	VERB
fcis-31335	69	17	the	the	DET
fcis-31335	69	18	deep	deep	ADJ
fcis-31335	69	19	intentions	intention	NOUN
fcis-31335	69	20	of	of	ADP
fcis-31335	69	21	users	user	NOUN
fcis-31335	69	22	,	,	PUNCT
fcis-31335	69	23	resulting	result	VERB
fcis-31335	69	24	in	in	ADP
fcis-31335	69	25	limited	limited	ADJ
fcis-31335	69	26	accuracy	accuracy	NOUN
fcis-31335	69	27	of	of	ADP
fcis-31335	69	28	the	the	DET
fcis-31335	69	29	results	result	NOUN
fcis-31335	69	30	.	.	PUNCT
fcis-31335	70	1	although	although	SCONJ
fcis-31335	70	2	the	the	DET
fcis-31335	70	3	instruction	instruction	NOUN
fcis-31335	70	4	aware	aware	ADJ
fcis-31335	70	5	model	model	NOUN
fcis-31335	70	6	attempts	attempt	NOUN
fcis-31335	70	7	to	to	PART
fcis-31335	70	8	solve	solve	VERB
fcis-31335	70	9	this	this	DET
fcis-31335	70	10	problem	problem	NOUN
fcis-31335	70	11	,	,	PUNCT
fcis-31335	70	12	the	the	DET
fcis-31335	70	13	experiments	experiment	NOUN
fcis-31335	70	14	conducted	conduct	VERB
fcis-31335	70	15	by	by	ADP
fcis-31335	70	16	oh	oh	INTJ
fcis-31335	70	17	et	et	PROPN
fcis-31335	70	18	al	al	PROPN
fcis-31335	70	19	.	.	PROPN
fcis-31335	70	20	reveal	reveal	VERB
fcis-31335	70	21	that	that	SCONJ
fcis-31335	70	22	it	it	PRON
fcis-31335	70	23	may	may	AUX
fcis-31335	70	24	overfit	overfit	VERB
fcis-31335	70	25	and	and	CCONJ
fcis-31335	70	26	perform	perform	VERB
fcis-31335	70	27	worse	bad	ADJ
fcis-31335	70	28	than	than	ADP
fcis-31335	70	29	the	the	DET
fcis-31335	70	30	basic	basic	ADJ
fcis-31335	70	31	model	model	NOUN
fcis-31335	70	32	in	in	ADP
fcis-31335	70	33	real	real	ADJ
fcis-31335	70	34	and	and	CCONJ
fcis-31335	70	35	diverse	diverse	ADJ
fcis-31335	70	36	search	search	NOUN
fcis-31335	70	37	scenarios	scenario	NOUN
fcis-31335	70	38	(	(	PUNCT
fcis-31335	70	39	such	such	ADJ
fcis-31335	70	40	as	as	ADP
fcis-31335	70	41	multi	multi	ADJ
fcis-31335	70	42	-	-	ADJ
fcis-31335	70	43	dimensional	dimensional	ADJ
fcis-31335	70	44	exploration	exploration	NOUN
fcis-31335	70	45	of	of	ADP
fcis-31335	70	46	corporate	corporate	ADJ
fcis-31335	70	47	debt	debt	NOUN
fcis-31335	70	48	risks	risk	NOUN
fcis-31335	70	49	)	)	PUNCT
fcis-31335	70	50	.	.	PUNCT
fcis-31335	71	1	25	25	NUM
fcis-31335	71	2	secondly	secondly	ADV
fcis-31335	71	3	,	,	PUNCT
fcis-31335	71	4	the	the	DET
fcis-31335	71	5	ability	ability	NOUN
fcis-31335	71	6	of	of	ADP
fcis-31335	71	7	cross	cross	ADJ
fcis-31335	71	8	-	-	ADJ
fcis-31335	71	9	modal	modal	ADJ
fcis-31335	71	10	information	information	NOUN
fcis-31335	71	11	fusion	fusion	NOUN
fcis-31335	71	12	is	be	AUX
fcis-31335	71	13	weak	weak	ADJ
fcis-31335	71	14	.	.	PUNCT
fcis-31335	72	1	yan	yan	PROPN
fcis-31335	72	2	gong	gong	PROPN
fcis-31335	72	3	et	et	PROPN
fcis-31335	72	4	al	al	PROPN
fcis-31335	72	5	.	.	PUNCT
fcis-31335	73	1	[	[	X
fcis-31335	73	2	12	12	NUM
fcis-31335	73	3	]	]	PUNCT
fcis-31335	73	4	's	's	PART
fcis-31335	73	5	evaluation	evaluation	NOUN
fcis-31335	73	6	of	of	ADP
fcis-31335	73	7	visual	visual	ADJ
fcis-31335	73	8	semantic	semantic	ADJ
fcis-31335	73	9	embedding	embed	VERB
fcis-31335	73	10	networks	network	NOUN
fcis-31335	73	11	indicates	indicate	VERB
fcis-31335	73	12	that	that	SCONJ
fcis-31335	73	13	even	even	ADV
fcis-31335	73	14	in	in	ADP
fcis-31335	73	15	relatively	relatively	ADV
fcis-31335	73	16	mature	mature	ADJ
fcis-31335	73	17	tasks	task	NOUN
fcis-31335	73	18	such	such	ADJ
fcis-31335	73	19	as	as	ADP
fcis-31335	73	20	image	image	NOUN
fcis-31335	73	21	-	-	PUNCT
fcis-31335	73	22	text	text	NOUN
fcis-31335	73	23	retrieval	retrieval	NOUN
fcis-31335	73	24	,	,	PUNCT
fcis-31335	73	25	models	model	NOUN
fcis-31335	73	26	struggle	struggle	VERB
fcis-31335	73	27	to	to	PART
fcis-31335	73	28	capture	capture	VERB
fcis-31335	73	29	complex	complex	ADJ
fcis-31335	73	30	scenes	scene	NOUN
fcis-31335	73	31	,	,	PUNCT
fcis-31335	73	32	latent	latent	NOUN
fcis-31335	73	33	objects	object	NOUN
fcis-31335	73	34	,	,	PUNCT
fcis-31335	73	35	and	and	CCONJ
fcis-31335	73	36	deep	deep	ADJ
fcis-31335	73	37	semantics	semantic	NOUN
fcis-31335	73	38	,	,	PUNCT
fcis-31335	73	39	with	with	ADP
fcis-31335	73	40	an	an	DET
fcis-31335	73	41	average	average	ADJ
fcis-31335	73	42	recall@5	recall@5	NOUN
fcis-31335	73	43	performance	performance	NOUN
fcis-31335	73	44	that	that	PRON
fcis-31335	73	45	is	be	AUX
fcis-31335	73	46	uneven	uneven	ADJ
fcis-31335	73	47	and	and	CCONJ
fcis-31335	73	48	has	have	VERB
fcis-31335	73	49	obvious	obvious	ADJ
fcis-31335	73	50	weak	weak	ADJ
fcis-31335	73	51	categories	category	NOUN
fcis-31335	73	52	.	.	PUNCT
fcis-31335	74	1	this	this	DET
fcis-31335	74	2	limitation	limitation	NOUN
fcis-31335	74	3	,	,	PUNCT
fcis-31335	74	4	when	when	SCONJ
fcis-31335	74	5	mapped	map	VERB
fcis-31335	74	6	to	to	ADP
fcis-31335	74	7	debt	debt	NOUN
fcis-31335	74	8	enterprise	enterprise	NOUN
fcis-31335	74	9	retrieval	retrieval	NOUN
fcis-31335	74	10	,	,	PUNCT
fcis-31335	74	11	will	will	AUX
fcis-31335	74	12	seriously	seriously	ADV
fcis-31335	74	13	affect	affect	VERB
fcis-31335	74	14	the	the	DET
fcis-31335	74	15	precise	precise	ADJ
fcis-31335	74	16	correlation	correlation	NOUN
fcis-31335	74	17	analysis	analysis	NOUN
fcis-31335	74	18	of	of	ADP
fcis-31335	74	19	multi	multi	ADJ
fcis-31335	74	20	-	-	ADJ
fcis-31335	74	21	source	source	ADJ
fcis-31335	74	22	heterogeneous	heterogeneous	ADJ
fcis-31335	74	23	information	information	NOUN
fcis-31335	74	24	containing	contain	VERB
fcis-31335	74	25	unstructured	unstructured	ADJ
fcis-31335	74	26	data	datum	NOUN
fcis-31335	74	27	(	(	PUNCT
fcis-31335	74	28	such	such	ADJ
fcis-31335	74	29	as	as	ADP
fcis-31335	74	30	scanned	scan	VERB
fcis-31335	74	31	copies	copy	NOUN
fcis-31335	74	32	of	of	ADP
fcis-31335	74	33	financial	financial	ADJ
fcis-31335	74	34	reports	report	NOUN
fcis-31335	74	35	,	,	PUNCT
fcis-31335	74	36	contract	contract	NOUN
fcis-31335	74	37	images	image	NOUN
fcis-31335	74	38	)	)	PUNCT
fcis-31335	74	39	.	.	PUNCT
fcis-31335	75	1	furthermore	furthermore	ADV
fcis-31335	75	2	,	,	PUNCT
fcis-31335	75	3	the	the	DET
fcis-31335	75	4	contradiction	contradiction	NOUN
fcis-31335	75	5	of	of	ADP
fcis-31335	75	6	supervised	supervised	ADJ
fcis-31335	75	7	learning	learning	NOUN
fcis-31335	75	8	in	in	ADP
fcis-31335	75	9	specific	specific	ADJ
fcis-31335	75	10	scenarios	scenario	NOUN
fcis-31335	75	11	and	and	CCONJ
fcis-31335	75	12	the	the	DET
fcis-31335	75	13	handling	handling	NOUN
fcis-31335	75	14	of	of	ADP
fcis-31335	75	15	time	time	NOUN
fcis-31335	75	16	sensitivity	sensitivity	NOUN
fcis-31335	75	17	are	be	AUX
fcis-31335	75	18	insufficient	insufficient	ADJ
fcis-31335	75	19	.	.	PUNCT
fcis-31335	76	1	ilias	ilias	PROPN
fcis-31335	76	2	chalkidis	chalkidis	PROPN
fcis-31335	76	3	et	et	PROPN
fcis-31335	76	4	al	al	PROPN
fcis-31335	76	5	.	.	PUNCT
fcis-31335	77	1	[	[	X
fcis-31335	77	2	13	13	NUM
fcis-31335	77	3	]	]	PUNCT
fcis-31335	77	4	found	find	VERB
fcis-31335	77	5	in	in	ADP
fcis-31335	77	6	the	the	DET
fcis-31335	77	7	retrieval	retrieval	NOUN
fcis-31335	77	8	of	of	ADP
fcis-31335	77	9	regulatory	regulatory	ADJ
fcis-31335	77	10	documents	document	NOUN
fcis-31335	77	11	that	that	PRON
fcis-31335	77	12	the	the	DET
fcis-31335	77	13	neural	neural	ADJ
fcis-31335	77	14	resorter	resorter	NOUN
fcis-31335	77	15	performed	perform	VERB
fcis-31335	77	16	poorly	poorly	ADV
fcis-31335	77	17	due	due	ADP
fcis-31335	77	18	to	to	ADP
fcis-31335	77	19	the	the	DET
fcis-31335	77	20	contradictory	contradictory	ADJ
fcis-31335	77	21	supervisory	supervisory	ADJ
fcis-31335	77	22	signals	signal	NOUN
fcis-31335	77	23	of	of	ADP
fcis-31335	77	24	the	the	DET
fcis-31335	77	25	training	training	NOUN
fcis-31335	77	26	data	datum	NOUN
fcis-31335	77	27	;	;	PUNCT
fcis-31335	77	28	meanwhile	meanwhile	ADV
fcis-31335	77	29	,	,	PUNCT
fcis-31335	77	30	its	its	PRON
fcis-31335	77	31	research	research	NOUN
fcis-31335	77	32	also	also	ADV
fcis-31335	77	33	highlights	highlight	VERB
fcis-31335	77	34	the	the	DET
fcis-31335	77	35	key	key	ADJ
fcis-31335	77	36	role	role	NOUN
fcis-31335	77	37	of	of	ADP
fcis-31335	77	38	timedimension	timedimension	NOUN
fcis-31335	77	39	filtering	filtering	NOUN
fcis-31335	77	40	in	in	ADP
fcis-31335	77	41	improving	improve	VERB
fcis-31335	77	42	the	the	DET
fcis-31335	77	43	validity	validity	NOUN
fcis-31335	77	44	of	of	ADP
fcis-31335	77	45	the	the	DET
fcis-31335	77	46	results	result	NOUN
fcis-31335	77	47	,	,	PUNCT
fcis-31335	77	48	which	which	PRON
fcis-31335	77	49	is	be	AUX
fcis-31335	77	50	often	often	ADV
fcis-31335	77	51	not	not	PART
fcis-31335	77	52	fully	fully	ADV
fcis-31335	77	53	optimized	optimize	VERB
fcis-31335	77	54	by	by	ADP
fcis-31335	77	55	existing	exist	VERB
fcis-31335	77	56	schemes	scheme	NOUN
fcis-31335	77	57	.	.	PUNCT
fcis-31335	78	1	these	these	DET
fcis-31335	78	2	limitations	limitation	NOUN
fcis-31335	78	3	jointly	jointly	ADV
fcis-31335	78	4	restrict	restrict	VERB
fcis-31335	78	5	the	the	DET
fcis-31335	78	6	performance	performance	NOUN
fcis-31335	78	7	of	of	ADP
fcis-31335	78	8	the	the	DET
fcis-31335	78	9	system	system	NOUN
fcis-31335	78	10	in	in	ADP
fcis-31335	78	11	key	key	ADJ
fcis-31335	78	12	tasks	task	NOUN
fcis-31335	78	13	such	such	ADJ
fcis-31335	78	14	as	as	ADP
fcis-31335	78	15	dynamic	dynamic	ADJ
fcis-31335	78	16	risk	risk	NOUN
fcis-31335	78	17	assessment	assessment	NOUN
fcis-31335	78	18	of	of	ADP
fcis-31335	78	19	debt	debt	NOUN
fcis-31335	78	20	enterprises	enterprise	NOUN
fcis-31335	78	21	and	and	CCONJ
fcis-31335	78	22	correlation	correlation	NOUN
fcis-31335	78	23	mining	mining	NOUN
fcis-31335	78	24	of	of	ADP
fcis-31335	78	25	multi	multi	ADJ
fcis-31335	78	26	-	-	ADJ
fcis-31335	78	27	source	source	ADJ
fcis-31335	78	28	heterogeneous	heterogeneous	ADJ
fcis-31335	78	29	information	information	NOUN
fcis-31335	78	30	.	.	PUNCT
fcis-31335	79	1	4	4	X
fcis-31335	79	2	.	.	X
fcis-31335	79	3	conclusion	conclusion	NOUN
fcis-31335	79	4	this	this	DET
fcis-31335	79	5	paper	paper	NOUN
fcis-31335	79	6	discusses	discuss	VERB
fcis-31335	79	7	the	the	DET
fcis-31335	79	8	algorithm	algorithm	NOUN
fcis-31335	79	9	optimization	optimization	NOUN
fcis-31335	79	10	and	and	CCONJ
fcis-31335	79	11	performance	performance	NOUN
fcis-31335	79	12	improvement	improvement	NOUN
fcis-31335	79	13	of	of	ADP
fcis-31335	79	14	the	the	DET
fcis-31335	79	15	debt	debt	NOUN
fcis-31335	79	16	enterprise	enterprise	NOUN
fcis-31335	79	17	information	information	NOUN
fcis-31335	79	18	retrieval	retrieval	NOUN
fcis-31335	79	19	system	system	NOUN
fcis-31335	79	20	in	in	ADP
fcis-31335	79	21	the	the	DET
fcis-31335	79	22	big	big	ADJ
fcis-31335	79	23	data	datum	NOUN
fcis-31335	79	24	environment	environment	NOUN
fcis-31335	79	25	,	,	PUNCT
fcis-31335	79	26	focusing	focus	VERB
fcis-31335	79	27	on	on	ADP
fcis-31335	79	28	the	the	DET
fcis-31335	79	29	core	core	NOUN
fcis-31335	79	30	difficulties	difficulty	NOUN
fcis-31335	79	31	such	such	ADJ
fcis-31335	79	32	as	as	ADP
fcis-31335	79	33	the	the	DET
fcis-31335	79	34	multi	multi	ADJ
fcis-31335	79	35	-	-	ADJ
fcis-31335	79	36	source	source	ADJ
fcis-31335	79	37	heterogeneity	heterogeneity	NOUN
fcis-31335	79	38	,	,	PUNCT
fcis-31335	79	39	highfrequency	highfrequency	NOUN
fcis-31335	79	40	dynamics	dynamic	NOUN
fcis-31335	79	41	and	and	CCONJ
fcis-31335	79	42	covert	covert	ADJ
fcis-31335	79	43	correlation	correlation	NOUN
fcis-31335	79	44	of	of	ADP
fcis-31335	79	45	debt	debt	NOUN
fcis-31335	79	46	information	information	NOUN
fcis-31335	79	47	.	.	PUNCT
fcis-31335	80	1	these	these	DET
fcis-31335	80	2	characteristics	characteristic	NOUN
fcis-31335	80	3	lead	lead	VERB
fcis-31335	80	4	to	to	ADP
fcis-31335	80	5	high	high	ADJ
fcis-31335	80	6	data	data	NOUN
fcis-31335	80	7	integration	integration	NOUN
fcis-31335	80	8	costs	cost	NOUN
fcis-31335	80	9	,	,	PUNCT
fcis-31335	80	10	difficult	difficult	ADJ
fcis-31335	80	11	timeliness	timeliness	NOUN
fcis-31335	80	12	guarantee	guarantee	NOUN
fcis-31335	80	13	and	and	CCONJ
fcis-31335	80	14	insufficient	insufficient	ADJ
fcis-31335	80	15	penetration	penetration	NOUN
fcis-31335	80	16	of	of	ADP
fcis-31335	80	17	deep	deep	ADJ
fcis-31335	80	18	risks	risk	NOUN
fcis-31335	80	19	.	.	PUNCT
fcis-31335	81	1	the	the	DET
fcis-31335	81	2	existing	exist	VERB
fcis-31335	81	3	industry	industry	NOUN
fcis-31335	81	4	problems	problem	NOUN
fcis-31335	81	5	include	include	VERB
fcis-31335	81	6	insufficient	insufficient	ADJ
fcis-31335	81	7	capture	capture	NOUN
fcis-31335	81	8	of	of	ADP
fcis-31335	81	9	debt	debt	NOUN
fcis-31335	81	10	dynamics	dynamic	NOUN
fcis-31335	81	11	and	and	CCONJ
fcis-31335	81	12	lack	lack	NOUN
fcis-31335	81	13	of	of	ADP
fcis-31335	81	14	adaptability	adaptability	NOUN
fcis-31335	81	15	,	,	PUNCT
fcis-31335	81	16	which	which	PRON
fcis-31335	81	17	lead	lead	VERB
fcis-31335	81	18	to	to	ADP
fcis-31335	81	19	deviations	deviation	NOUN
fcis-31335	81	20	in	in	ADP
fcis-31335	81	21	risk	risk	NOUN
fcis-31335	81	22	assessment	assessment	NOUN
fcis-31335	81	23	and	and	CCONJ
fcis-31335	81	24	mispredictions	misprediction	NOUN
fcis-31335	81	25	of	of	ADP
fcis-31335	81	26	innovation	innovation	NOUN
fcis-31335	81	27	potential	potential	NOUN
fcis-31335	81	28	.	.	PUNCT
fcis-31335	82	1	in	in	ADP
fcis-31335	82	2	terms	term	NOUN
fcis-31335	82	3	of	of	ADP
fcis-31335	82	4	technical	technical	ADJ
fcis-31335	82	5	solutions	solution	NOUN
fcis-31335	82	6	,	,	PUNCT
fcis-31335	82	7	distributed	distribute	VERB
fcis-31335	82	8	architectures	architecture	NOUN
fcis-31335	82	9	such	such	ADJ
fcis-31335	82	10	as	as	ADP
fcis-31335	82	11	hadoop	hadoop	NOUN
fcis-31335	82	12	combined	combine	VERB
fcis-31335	82	13	with	with	ADP
fcis-31335	82	14	elasticsearch	elasticsearch	NOUN
fcis-31335	82	15	optimize	optimize	NOUN
fcis-31335	82	16	the	the	DET
fcis-31335	82	17	processing	processing	NOUN
fcis-31335	82	18	of	of	ADP
fcis-31335	82	19	massive	massive	ADJ
fcis-31335	82	20	data	datum	NOUN
fcis-31335	82	21	,	,	PUNCT
fcis-31335	82	22	while	while	SCONJ
fcis-31335	82	23	innovative	innovative	ADJ
fcis-31335	82	24	methods	method	NOUN
fcis-31335	82	25	such	such	ADJ
fcis-31335	82	26	as	as	ADP
fcis-31335	82	27	the	the	DET
fcis-31335	82	28	hybrid	hybrid	ADJ
fcis-31335	82	29	bm25neural	bm25neural	ADJ
fcis-31335	82	30	embedding	embed	VERB
fcis-31335	82	31	framework	framework	NOUN
fcis-31335	82	32	and	and	CCONJ
fcis-31335	82	33	rag	rag	NOUN
fcis-31335	82	34	model	model	NOUN
fcis-31335	82	35	enhance	enhance	VERB
fcis-31335	82	36	the	the	DET
fcis-31335	82	37	accuracy	accuracy	NOUN
fcis-31335	82	38	and	and	CCONJ
fcis-31335	82	39	efficiency	efficiency	NOUN
fcis-31335	82	40	of	of	ADP
fcis-31335	82	41	retrieval	retrieval	NOUN
fcis-31335	82	42	.	.	PUNCT
fcis-31335	83	1	however	however	ADV
fcis-31335	83	2	,	,	PUNCT
fcis-31335	83	3	the	the	DET
fcis-31335	83	4	existing	exist	VERB
fcis-31335	83	5	schemes	scheme	NOUN
fcis-31335	83	6	still	still	ADV
fcis-31335	83	7	have	have	VERB
fcis-31335	83	8	significant	significant	ADJ
fcis-31335	83	9	limitations	limitation	NOUN
fcis-31335	83	10	,	,	PUNCT
fcis-31335	83	11	such	such	ADJ
fcis-31335	83	12	as	as	ADP
fcis-31335	83	13	the	the	DET
fcis-31335	83	14	overfitting	overfitte	VERB
fcis-31335	83	15	risk	risk	NOUN
fcis-31335	83	16	caused	cause	VERB
fcis-31335	83	17	by	by	ADP
fcis-31335	83	18	insufficient	insufficient	ADJ
fcis-31335	83	19	intention	intention	NOUN
fcis-31335	83	20	understanding	understanding	NOUN
fcis-31335	83	21	,	,	PUNCT
fcis-31335	83	22	the	the	DET
fcis-31335	83	23	weak	weak	ADJ
fcis-31335	83	24	cross	cross	ADJ
fcis-31335	83	25	-	-	ADJ
fcis-31335	83	26	modal	modal	ADJ
fcis-31335	83	27	information	information	NOUN
fcis-31335	83	28	fusion	fusion	NOUN
fcis-31335	83	29	affecting	affect	VERB
fcis-31335	83	30	unstructured	unstructured	ADJ
fcis-31335	83	31	data	datum	NOUN
fcis-31335	83	32	analysis	analysis	NOUN
fcis-31335	83	33	,	,	PUNCT
fcis-31335	83	34	and	and	CCONJ
fcis-31335	83	35	the	the	DET
fcis-31335	83	36	insufficient	insufficient	ADJ
fcis-31335	83	37	processing	processing	NOUN
fcis-31335	83	38	of	of	ADP
fcis-31335	83	39	time	time	NOUN
fcis-31335	83	40	sensitivity	sensitivity	NOUN
fcis-31335	83	41	restricting	restrict	VERB
fcis-31335	83	42	dynamic	dynamic	ADJ
fcis-31335	83	43	risk	risk	NOUN
fcis-31335	83	44	assessment	assessment	NOUN
fcis-31335	83	45	.	.	PUNCT
fcis-31335	84	1	the	the	DET
fcis-31335	84	2	future	future	ADJ
fcis-31335	84	3	technological	technological	ADJ
fcis-31335	84	4	outlook	outlook	NOUN
fcis-31335	84	5	should	should	AUX
fcis-31335	84	6	focus	focus	VERB
fcis-31335	84	7	on	on	ADP
fcis-31335	84	8	deepening	deepen	VERB
fcis-31335	84	9	the	the	DET
fcis-31335	84	10	intention	intention	NOUN
fcis-31335	84	11	understanding	understand	VERB
fcis-31335	84	12	model	model	NOUN
fcis-31335	84	13	to	to	PART
fcis-31335	84	14	avoid	avoid	VERB
fcis-31335	84	15	overfitting	overfitte	VERB
fcis-31335	84	16	,	,	PUNCT
fcis-31335	84	17	developing	develop	VERB
fcis-31335	84	18	a	a	DET
fcis-31335	84	19	more	more	ADV
fcis-31335	84	20	powerful	powerful	ADJ
fcis-31335	84	21	cross	cross	ADJ
fcis-31335	84	22	-	-	ADJ
fcis-31335	84	23	modal	modal	ADJ
fcis-31335	84	24	fusion	fusion	NOUN
fcis-31335	84	25	mechanism	mechanism	NOUN
fcis-31335	84	26	to	to	PART
fcis-31335	84	27	integrate	integrate	VERB
fcis-31335	84	28	heterogeneous	heterogeneous	ADJ
fcis-31335	84	29	data	datum	NOUN
fcis-31335	84	30	such	such	ADJ
fcis-31335	84	31	as	as	ADP
fcis-31335	84	32	text	text	NOUN
fcis-31335	84	33	and	and	CCONJ
fcis-31335	84	34	images	image	NOUN
fcis-31335	84	35	,	,	PUNCT
fcis-31335	84	36	and	and	CCONJ
fcis-31335	84	37	optimizing	optimize	VERB
fcis-31335	84	38	the	the	DET
fcis-31335	84	39	temporal	temporal	ADJ
fcis-31335	84	40	dimension	dimension	NOUN
fcis-31335	84	41	filtering	filter	VERB
fcis-31335	84	42	to	to	PART
fcis-31335	84	43	capture	capture	VERB
fcis-31335	84	44	the	the	DET
fcis-31335	84	45	dynamic	dynamic	ADJ
fcis-31335	84	46	changes	change	NOUN
fcis-31335	84	47	of	of	ADP
fcis-31335	84	48	debt	debt	NOUN
fcis-31335	84	49	in	in	ADP
fcis-31335	84	50	real	real	ADJ
fcis-31335	84	51	time	time	NOUN
fcis-31335	84	52	.	.	PUNCT
fcis-31335	85	1	meanwhile	meanwhile	ADV
fcis-31335	85	2	,	,	PUNCT
fcis-31335	85	3	it	it	PRON
fcis-31335	85	4	is	be	AUX
fcis-31335	85	5	necessary	necessary	ADJ
fcis-31335	85	6	to	to	PART
fcis-31335	85	7	solve	solve	VERB
fcis-31335	85	8	the	the	DET
fcis-31335	85	9	contradictory	contradictory	ADJ
fcis-31335	85	10	signals	signal	NOUN
fcis-31335	85	11	in	in	ADP
fcis-31335	85	12	supervised	supervised	ADJ
fcis-31335	85	13	learning	learning	NOUN
fcis-31335	85	14	,	,	PUNCT
fcis-31335	85	15	enhance	enhance	VERB
fcis-31335	85	16	the	the	DET
fcis-31335	85	17	robustness	robustness	NOUN
fcis-31335	85	18	and	and	CCONJ
fcis-31335	85	19	adaptability	adaptability	NOUN
fcis-31335	85	20	of	of	ADP
fcis-31335	85	21	the	the	DET
fcis-31335	85	22	system	system	NOUN
fcis-31335	85	23	in	in	ADP
fcis-31335	85	24	complex	complex	ADJ
fcis-31335	85	25	scenarios	scenario	NOUN
fcis-31335	85	26	,	,	PUNCT
fcis-31335	85	27	and	and	CCONJ
fcis-31335	85	28	promote	promote	VERB
fcis-31335	85	29	the	the	DET
fcis-31335	85	30	evolution	evolution	NOUN
fcis-31335	85	31	of	of	ADP
fcis-31335	85	32	debt	debt	NOUN
fcis-31335	85	33	enterprise	enterprise	NOUN
fcis-31335	85	34	information	information	NOUN
fcis-31335	85	35	retrieval	retrieval	NOUN
fcis-31335	85	36	towards	towards	ADP
fcis-31335	85	37	higher	high	ADJ
fcis-31335	85	38	accuracy	accuracy	NOUN
fcis-31335	85	39	and	and	CCONJ
fcis-31335	85	40	real	real	ADJ
fcis-31335	85	41	-	-	PUNCT
fcis-31335	85	42	time	time	NOUN
fcis-31335	85	43	performance	performance	NOUN
fcis-31335	85	44	.	.	PUNCT
fcis-31335	86	1	references	reference	NOUN
fcis-31335	86	2	[	[	X
fcis-31335	86	3	1	1	NUM
fcis-31335	86	4	]	]	X
fcis-31335	86	5	dalisova	dalisova	X
fcis-31335	86	6	n	n	CCONJ
fcis-31335	86	7	,	,	PUNCT
fcis-31335	86	8	martynova	martynova	PROPN
fcis-31335	86	9	t	t	PROPN
fcis-31335	86	10	,	,	PUNCT
fcis-31335	86	11	eremeev	eremeev	PROPN
fcis-31335	86	12	d.	d.	PROPN
fcis-31335	86	13	evaluation	evaluation	NOUN
fcis-31335	86	14	of	of	ADP
fcis-31335	86	15	the	the	DET
fcis-31335	86	16	effectiveness	effectiveness	NOUN
fcis-31335	86	17	of	of	ADP
fcis-31335	86	18	the	the	DET
fcis-31335	86	19	debt	debt	NOUN
fcis-31335	86	20	capital	capital	NOUN
fcis-31335	86	21	structure	structure	NOUN
fcis-31335	86	22	based	base	VERB
fcis-31335	86	23	on	on	ADP
fcis-31335	86	24	commercial	commercial	ADJ
fcis-31335	86	25	enterprise	enterprise	NOUN
fcis-31335	86	26	data[j	data[j	NOUN
fcis-31335	86	27	]	]	X
fcis-31335	86	28	.	.	PUNCT
fcis-31335	87	1	socio	socio	NOUN
fcis-31335	87	2	-	-	PUNCT
fcis-31335	87	3	economic	economic	ADJ
fcis-31335	87	4	and	and	CCONJ
fcis-31335	87	5	humanitarian	humanitarian	ADJ
fcis-31335	87	6	magazine	magazine	NOUN
fcis-31335	87	7	,	,	PUNCT
fcis-31335	87	8	2025	2025	NUM
fcis-31335	87	9	,	,	PUNCT
fcis-31335	87	10	.	.	PUNCT
fcis-31335	88	1	[	[	X
fcis-31335	88	2	2	2	X
fcis-31335	88	3	]	]	PUNCT
fcis-31335	88	4	xie	xie	PROPN
fcis-31335	88	5	z.	z.	PROPN
fcis-31335	88	6	research	research	PROPN
fcis-31335	88	7	on	on	ADP
fcis-31335	88	8	bayesian	bayesian	ADJ
fcis-31335	88	9	financial	financial	ADJ
fcis-31335	88	10	panel	panel	NOUN
fcis-31335	88	11	data	datum	NOUN
fcis-31335	88	12	model	model	NOUN
fcis-31335	88	13	based	base	VERB
fcis-31335	88	14	on	on	ADP
fcis-31335	88	15	bp	bp	PROPN
fcis-31335	88	16	neural	neural	PROPN
fcis-31335	88	17	network[c]//2023	network[c]//2023	PROPN
fcis-31335	88	18	international	international	ADJ
fcis-31335	88	19	conference	conference	NOUN
fcis-31335	88	20	on	on	ADP
fcis-31335	88	21	electronics	electronic	NOUN
fcis-31335	88	22	and	and	CCONJ
fcis-31335	88	23	devices	device	NOUN
fcis-31335	88	24	,	,	PUNCT
fcis-31335	88	25	computational	computational	ADJ
fcis-31335	88	26	science	science	NOUN
fcis-31335	88	27	(	(	PUNCT
fcis-31335	88	28	icedcs	icedcs	PROPN
fcis-31335	88	29	)	)	PUNCT
fcis-31335	88	30	.	.	PUNCT
fcis-31335	89	1	,	,	PUNCT
fcis-31335	89	2	2023	2023	NUM
fcis-31335	89	3	:	:	PUNCT
fcis-31335	89	4	645	645	NUM
fcis-31335	89	5	-	-	SYM
fcis-31335	89	6	648	648	NUM
fcis-31335	89	7	.	.	PUNCT
fcis-31335	90	1	[	[	X
fcis-31335	90	2	3	3	X
fcis-31335	90	3	]	]	X
fcis-31335	90	4	wang	wang	PROPN
fcis-31335	90	5	l	l	PROPN
fcis-31335	90	6	,	,	PUNCT
fcis-31335	90	7	wang	wang	PROPN
fcis-31335	90	8	c	c	PROPN
fcis-31335	90	9	,	,	PUNCT
fcis-31335	90	10	chen	chen	PROPN
fcis-31335	90	11	j	j	PROPN
fcis-31335	90	12	,	,	PUNCT
fcis-31335	90	13	et	et	PROPN
fcis-31335	90	14	al	al	PROPN
fcis-31335	90	15	.	.	PUNCT
fcis-31335	91	1	the	the	DET
fcis-31335	91	2	hidden	hidden	ADJ
fcis-31335	91	3	crowding	crowd	VERB
fcis-31335	91	4	out	out	ADP
fcis-31335	91	5	effect	effect	NOUN
fcis-31335	91	6	:	:	PUNCT
fcis-31335	91	7	how	how	SCONJ
fcis-31335	91	8	does	do	AUX
fcis-31335	91	9	local	local	ADJ
fcis-31335	91	10	government	government	NOUN
fcis-31335	91	11	implicit	implicit	ADJ
fcis-31335	91	12	debt	debt	NOUN
fcis-31335	91	13	pressure	pressure	NOUN
fcis-31335	91	14	influence	influence	NOUN
fcis-31335	91	15	enterprise	enterprise	NOUN
fcis-31335	91	16	productivity	productivity	NOUN
fcis-31335	91	17	in	in	ADP
fcis-31335	91	18	china?[j	china?[j	PROPN
fcis-31335	91	19	]	]	PUNCT
fcis-31335	91	20	.	.	PUNCT
fcis-31335	92	1	managerial	managerial	ADJ
fcis-31335	92	2	and	and	CCONJ
fcis-31335	92	3	decision	decision	NOUN
fcis-31335	92	4	economics	economic	NOUN
fcis-31335	92	5	,	,	PUNCT
fcis-31335	92	6	2024	2024	NUM
fcis-31335	92	7	,	,	PUNCT
fcis-31335	92	8	.	.	PUNCT
fcis-31335	93	1	[	[	X
fcis-31335	93	2	4	4	X
fcis-31335	93	3	]	]	X
fcis-31335	93	4	wang	wang	PROPN
fcis-31335	93	5	l	l	PROPN
fcis-31335	93	6	,	,	PUNCT
fcis-31335	93	7	wang	wang	PROPN
fcis-31335	93	8	c	c	PROPN
fcis-31335	93	9	,	,	PUNCT
fcis-31335	93	10	chen	chen	PROPN
fcis-31335	93	11	j	j	PROPN
fcis-31335	93	12	,	,	PUNCT
fcis-31335	93	13	et	et	PROPN
fcis-31335	93	14	al	al	PROPN
fcis-31335	93	15	.	.	PUNCT
fcis-31335	94	1	the	the	DET
fcis-31335	94	2	hidden	hidden	ADJ
fcis-31335	94	3	crowding	crowd	VERB
fcis-31335	94	4	out	out	ADP
fcis-31335	94	5	effect	effect	NOUN
fcis-31335	94	6	:	:	PUNCT
fcis-31335	94	7	how	how	SCONJ
fcis-31335	94	8	does	do	AUX
fcis-31335	94	9	local	local	ADJ
fcis-31335	94	10	government	government	NOUN
fcis-31335	94	11	implicit	implicit	ADJ
fcis-31335	94	12	debt	debt	NOUN
fcis-31335	94	13	pressure	pressure	NOUN
fcis-31335	94	14	influence	influence	NOUN
fcis-31335	94	15	enterprise	enterprise	NOUN
fcis-31335	94	16	productivity	productivity	NOUN
fcis-31335	94	17	in	in	ADP
fcis-31335	94	18	china?[j	china?[j	PROPN
fcis-31335	94	19	]	]	PUNCT
fcis-31335	94	20	.	.	PUNCT
fcis-31335	95	1	managerial	managerial	ADJ
fcis-31335	95	2	and	and	CCONJ
fcis-31335	95	3	decision	decision	NOUN
fcis-31335	95	4	economics	economic	NOUN
fcis-31335	95	5	,	,	PUNCT
fcis-31335	95	6	2024	2024	NUM
fcis-31335	95	7	,	,	PUNCT
fcis-31335	95	8	.	.	PUNCT
fcis-31335	96	1	[	[	X
fcis-31335	96	2	5	5	X
fcis-31335	96	3	]	]	X
fcis-31335	96	4	du	du	PROPN
fcis-31335	96	5	y	y	PROPN
fcis-31335	96	6	,	,	PUNCT
fcis-31335	96	7	he	he	PRON
fcis-31335	96	8	y.	y.	NOUN
fcis-31335	96	9	deleveraging	deleveraging	NOUN
fcis-31335	96	10	,	,	PUNCT
fcis-31335	96	11	debt	debt	NOUN
fcis-31335	96	12	default	default	NOUN
fcis-31335	96	13	risk	risk	NOUN
fcis-31335	96	14	,	,	PUNCT
fcis-31335	96	15	and	and	CCONJ
fcis-31335	96	16	enterprise	enterprise	NOUN
fcis-31335	96	17	innovation	innovation	NOUN
fcis-31335	96	18	:	:	PUNCT
fcis-31335	96	19	evidence	evidence	NOUN
fcis-31335	96	20	from	from	ADP
fcis-31335	96	21	china[j	china[j	PROPN
fcis-31335	96	22	]	]	PUNCT
fcis-31335	96	23	.	.	PUNCT
fcis-31335	97	1	transactions	transaction	NOUN
fcis-31335	97	2	on	on	ADP
fcis-31335	97	3	economics	economic	NOUN
fcis-31335	97	4	,	,	PUNCT
fcis-31335	97	5	business	business	NOUN
fcis-31335	97	6	and	and	CCONJ
fcis-31335	97	7	management	management	NOUN
fcis-31335	97	8	research	research	NOUN
fcis-31335	97	9	,	,	PUNCT
fcis-31335	97	10	2024	2024	NUM
fcis-31335	97	11	,	,	PUNCT
fcis-31335	97	12	.	.	PUNCT
fcis-31335	98	1	[	[	X
fcis-31335	98	2	6	6	NUM
fcis-31335	98	3	]	]	PUNCT
fcis-31335	98	4	tang	tang	PROPN
fcis-31335	98	5	h	h	PROPN
fcis-31335	98	6	,	,	PUNCT
fcis-31335	98	7	zhu	zhu	PROPN
fcis-31335	98	8	j	j	PROPN
fcis-31335	98	9	,	,	PUNCT
fcis-31335	98	10	li	li	PROPN
fcis-31335	98	11	n	n	PROPN
fcis-31335	98	12	,	,	PUNCT
fcis-31335	98	13	et	et	PROPN
fcis-31335	98	14	al	al	PROPN
fcis-31335	98	15	.	.	PROPN
fcis-31335	98	16	impact	impact	NOUN
fcis-31335	98	17	of	of	ADP
fcis-31335	98	18	enterprise	enterprise	NOUN
fcis-31335	98	19	supply	supply	NOUN
fcis-31335	98	20	chain	chain	NOUN
fcis-31335	98	21	digitalization	digitalization	NOUN
fcis-31335	98	22	on	on	ADP
fcis-31335	98	23	cost	cost	NOUN
fcis-31335	98	24	of	of	ADP
fcis-31335	98	25	debt	debt	NOUN
fcis-31335	98	26	:	:	PUNCT
fcis-31335	98	27	a	a	DET
fcis-31335	98	28	four	four	NUM
fcis-31335	98	29	-	-	PUNCT
fcis-31335	98	30	flows	flow	NOUN
fcis-31335	98	31	perspective	perspective	NOUN
fcis-31335	98	32	analysis	analysis	NOUN
fcis-31335	98	33	using	use	VERB
fcis-31335	98	34	explainable	explainable	ADJ
fcis-31335	98	35	machine	machine	NOUN
fcis-31335	98	36	learning	learning	NOUN
fcis-31335	98	37	methodology	methodology	NOUN
fcis-31335	99	1	[	[	X
fcis-31335	99	2	j	j	X
fcis-31335	99	3	]	]	X
fcis-31335	99	4	.	.	PUNCT
fcis-31335	100	1	sustainability	sustainability	NOUN
fcis-31335	100	2	,	,	PUNCT
fcis-31335	100	3	2024	2024	NUM
fcis-31335	100	4	,	,	PUNCT
fcis-31335	100	5	.	.	PUNCT
fcis-31335	101	1	[	[	X
fcis-31335	101	2	7	7	X
fcis-31335	101	3	]	]	X
fcis-31335	101	4	guo	guo	PROPN
fcis-31335	101	5	j	j	PROPN
fcis-31335	101	6	,	,	PUNCT
fcis-31335	101	7	cui	cui	PROPN
fcis-31335	101	8	y.	y.	PROPN
fcis-31335	101	9	research	research	PROPN
fcis-31335	101	10	on	on	ADP
fcis-31335	101	11	big	big	ADJ
fcis-31335	101	12	data	datum	NOUN
fcis-31335	101	13	retrieval	retrieval	NOUN
fcis-31335	101	14	system	system	NOUN
fcis-31335	101	15	of	of	ADP
fcis-31335	101	16	intelligent	intelligent	ADJ
fcis-31335	101	17	computer	computer	NOUN
fcis-31335	101	18	ai	ai	VERB
fcis-31335	101	19	in	in	ADP
fcis-31335	101	20	post	post	ADJ
fcis-31335	101	21	-	-	ADJ
fcis-31335	101	22	moore	moore	ADJ
fcis-31335	101	23	era[c]//2024	era[c]//2024	PROPN
fcis-31335	101	24	ieee	ieee	PROPN
fcis-31335	101	25	3rd	3rd	PROPN
fcis-31335	101	26	international	international	ADJ
fcis-31335	101	27	conference	conference	NOUN
fcis-31335	101	28	on	on	ADP
fcis-31335	101	29	electrical	electrical	ADJ
fcis-31335	101	30	engineering	engineering	NOUN
fcis-31335	101	31	,	,	PUNCT
fcis-31335	101	32	big	big	ADJ
fcis-31335	101	33	data	datum	NOUN
fcis-31335	101	34	and	and	CCONJ
fcis-31335	101	35	algorithms	algorithm	NOUN
fcis-31335	101	36	(	(	PUNCT
fcis-31335	101	37	eebda	eebda	ADJ
fcis-31335	101	38	)	)	PUNCT
fcis-31335	101	39	.	.	PUNCT
fcis-31335	102	1	,	,	PUNCT
fcis-31335	102	2	2024	2024	NUM
fcis-31335	102	3	:	:	PUNCT
fcis-31335	102	4	1231	1231	NUM
fcis-31335	102	5	-	-	SYM
fcis-31335	102	6	1235	1235	NUM
fcis-31335	102	7	.	.	PUNCT
fcis-31335	103	1	[	[	X
fcis-31335	103	2	8	8	X
fcis-31335	103	3	]	]	X
fcis-31335	103	4	singh	singh	NOUN
fcis-31335	103	5	a	a	DET
fcis-31335	103	6	m	m	PROPN
fcis-31335	103	7	,	,	PUNCT
fcis-31335	103	8	singh	singh	PROPN
fcis-31335	103	9	d	d	PROPN
fcis-31335	103	10	b	b	PROPN
fcis-31335	103	11	,	,	PUNCT
fcis-31335	103	12	pandey	pandey	PROPN
fcis-31335	103	13	a	a	DET
fcis-31335	103	14	r	r	PROPN
fcis-31335	103	15	,	,	PUNCT
fcis-31335	103	16	et	et	PROPN
fcis-31335	103	17	al	al	PROPN
fcis-31335	103	18	.	.	PUNCT
fcis-31335	104	1	integrating	integrate	VERB
fcis-31335	104	2	deep	deep	ADJ
fcis-31335	104	3	learning	learning	NOUN
fcis-31335	104	4	techniques	technique	NOUN
fcis-31335	104	5	in	in	ADP
fcis-31335	104	6	information	information	NOUN
fcis-31335	104	7	retrieval	retrieval	NOUN
fcis-31335	104	8	:	:	PUNCT
fcis-31335	104	9	a	a	DET
fcis-31335	104	10	hybrid	hybrid	ADJ
fcis-31335	104	11	approach	approach	NOUN
fcis-31335	104	12	to	to	PART
fcis-31335	104	13	relevance	relevance	VERB
fcis-31335	104	14	optimization[j	optimization[j	NUM
fcis-31335	104	15	]	]	PUNCT
fcis-31335	104	16	.	.	PUNCT
fcis-31335	105	1	journal	journal	PROPN
fcis-31335	105	2	of	of	ADP
fcis-31335	105	3	information	information	NOUN
fcis-31335	105	4	systems	system	NOUN
fcis-31335	105	5	engineering	engineering	NOUN
fcis-31335	105	6	and	and	CCONJ
fcis-31335	105	7	management	management	NOUN
fcis-31335	105	8	,	,	PUNCT
fcis-31335	105	9	2025	2025	NUM
fcis-31335	105	10	,	,	PUNCT
fcis-31335	105	11	.	.	PUNCT
fcis-31335	106	1	[	[	X
fcis-31335	106	2	9	9	NUM
fcis-31335	106	3	]	]	SYM
fcis-31335	106	4	li	li	PROPN
fcis-31335	106	5	k	k	PROPN
fcis-31335	106	6	,	,	PUNCT
fcis-31335	106	7	qiao	qiao	PROPN
fcis-31335	106	8	d	d	PROPN
fcis-31335	106	9	,	,	PUNCT
fcis-31335	106	10	li	li	PROPN
fcis-31335	106	11	x	x	PROPN
fcis-31335	106	12	,	,	PUNCT
fcis-31335	106	13	et	et	PROPN
fcis-31335	106	14	al	al	PROPN
fcis-31335	106	15	.	.	PUNCT
fcis-31335	106	16	analysis	analysis	NOUN
fcis-31335	106	17	and	and	CCONJ
fcis-31335	106	18	optimization	optimization	NOUN
fcis-31335	106	19	of	of	ADP
fcis-31335	106	20	information	information	NOUN
fcis-31335	106	21	retrieval	retrieval	NOUN
fcis-31335	106	22	algorithms	algorithm	NOUN
fcis-31335	106	23	for	for	ADP
fcis-31335	106	24	unstructured	unstructured	ADJ
fcis-31335	106	25	data[c]//international	data[c]//international	PROPN
fcis-31335	106	26	conference	conference	NOUN
fcis-31335	106	27	on	on	ADP
fcis-31335	106	28	computer	computer	NOUN
fcis-31335	106	29	and	and	CCONJ
fcis-31335	106	30	information	information	NOUN
fcis-31335	106	31	application	application	NOUN
fcis-31335	106	32	.	.	PUNCT
fcis-31335	106	33	,	,	PUNCT
fcis-31335	106	34	2019	2019	NUM
fcis-31335	106	35	.	.	PUNCT
fcis-31335	107	1	[	[	X
fcis-31335	107	2	10	10	NUM
fcis-31335	107	3	]	]	X
fcis-31335	107	4	ahmad	ahmad	PROPN
fcis-31335	107	5	s	s	PROPN
fcis-31335	107	6	r.	r.	PROPN
fcis-31335	107	7	enhancing	enhance	VERB
fcis-31335	107	8	multilingual	multilingual	ADJ
fcis-31335	107	9	information	information	NOUN
fcis-31335	107	10	retrieval	retrieval	NOUN
fcis-31335	107	11	in	in	ADP
fcis-31335	107	12	mixed	mixed	ADJ
fcis-31335	107	13	human	human	ADJ
fcis-31335	107	14	resources	resource	NOUN
fcis-31335	107	15	environments	environment	NOUN
fcis-31335	107	16	:	:	PUNCT
fcis-31335	107	17	a	a	DET
fcis-31335	107	18	rag	rag	NOUN
fcis-31335	107	19	model	model	NOUN
fcis-31335	107	20	implementation	implementation	NOUN
fcis-31335	107	21	for	for	ADP
fcis-31335	107	22	multicultural	multicultural	ADJ
fcis-31335	107	23	enterprise[j	enterprise[j	PROPN
fcis-31335	107	24	]	]	PUNCT
fcis-31335	107	25	.	.	PUNCT
fcis-31335	108	1	arxiv	arxiv	PROPN
fcis-31335	108	2	,	,	PUNCT
fcis-31335	108	3	2024	2024	NUM
fcis-31335	108	4	.	.	PUNCT
fcis-31335	109	1	[	[	X
fcis-31335	109	2	11	11	NUM
fcis-31335	109	3	]	]	X
fcis-31335	109	4	oh	oh	INTJ
fcis-31335	109	5	h	h	NOUN
fcis-31335	109	6	,	,	PUNCT
fcis-31335	109	7	lee	lee	PROPN
fcis-31335	109	8	h	h	PROPN
fcis-31335	109	9	,	,	PUNCT
fcis-31335	109	10	ye	ye	PROPN
fcis-31335	109	11	s	s	PROPN
fcis-31335	109	12	,	,	PUNCT
fcis-31335	109	13	et	et	PROPN
fcis-31335	109	14	al	al	PROPN
fcis-31335	109	15	.	.	PROPN
fcis-31335	109	16	instructir	instructir	PROPN
fcis-31335	109	17	:	:	PUNCT
fcis-31335	109	18	a	a	DET
fcis-31335	109	19	benchmark	benchmark	NOUN
fcis-31335	109	20	for	for	ADP
fcis-31335	109	21	instruction	instruction	NOUN
fcis-31335	109	22	following	following	NOUN
fcis-31335	109	23	of	of	ADP
fcis-31335	109	24	information	information	NOUN
fcis-31335	109	25	retrieval	retrieval	PROPN
fcis-31335	109	26	models[j	models[j	PROPN
fcis-31335	109	27	]	]	PUNCT
fcis-31335	109	28	.	.	PUNCT
fcis-31335	110	1	arxiv	arxiv	PROPN
fcis-31335	110	2	,	,	PUNCT
fcis-31335	110	3	2024	2024	NUM
fcis-31335	110	4	.	.	PUNCT
fcis-31335	111	1	[	[	X
fcis-31335	111	2	12	12	NUM
fcis-31335	111	3	]	]	PUNCT
fcis-31335	111	4	gong	gong	NOUN
fcis-31335	111	5	y	y	PROPN
fcis-31335	111	6	,	,	PUNCT
fcis-31335	111	7	cosma	cosma	PROPN
fcis-31335	111	8	g	g	PROPN
fcis-31335	111	9	,	,	PUNCT
fcis-31335	111	10	fang	fang	PROPN
fcis-31335	111	11	h.	h.	PROPN
fcis-31335	111	12	on	on	ADP
fcis-31335	111	13	the	the	DET
fcis-31335	111	14	limitations	limitation	NOUN
fcis-31335	111	15	of	of	ADP
fcis-31335	111	16	visualsemantic	visualsemantic	ADJ
fcis-31335	111	17	embedding	embed	VERB
fcis-31335	111	18	networks	network	NOUN
fcis-31335	111	19	for	for	ADP
fcis-31335	111	20	image	image	NOUN
fcis-31335	111	21	-	-	PUNCT
fcis-31335	111	22	to	to	ADP
fcis-31335	111	23	-	-	PUNCT
fcis-31335	111	24	text	text	NOUN
fcis-31335	111	25	information	information	NOUN
fcis-31335	111	26	retrieval[j	retrieval[j	PROPN
fcis-31335	111	27	]	]	PUNCT
fcis-31335	111	28	.	.	PUNCT
fcis-31335	112	1	journal	journal	PROPN
fcis-31335	112	2	of	of	ADP
fcis-31335	112	3	imaging	imaging	NOUN
fcis-31335	112	4	,	,	PUNCT
fcis-31335	112	5	2021	2021	NUM
fcis-31335	112	6	,	,	PUNCT
fcis-31335	112	7	7	7	NUM
fcis-31335	112	8	.	.	PUNCT
fcis-31335	113	1	[	[	X
fcis-31335	113	2	13	13	NUM
fcis-31335	113	3	]	]	X
fcis-31335	113	4	chalkidis	chalkidis	NOUN
fcis-31335	113	5	i	i	PROPN
fcis-31335	113	6	,	,	PUNCT
fcis-31335	113	7	fergadiotis	fergadiotis	PROPN
fcis-31335	113	8	m	m	PROPN
fcis-31335	113	9	,	,	PUNCT
fcis-31335	113	10	manginas	manginas	PROPN
fcis-31335	113	11	n	n	CCONJ
fcis-31335	113	12	,	,	PUNCT
fcis-31335	113	13	et	et	PROPN
fcis-31335	113	14	al	al	PROPN
fcis-31335	113	15	.	.	PUNCT
fcis-31335	113	16	regulatory	regulatory	ADJ
fcis-31335	113	17	compliance	compliance	NOUN
fcis-31335	113	18	through	through	ADP
fcis-31335	113	19	doc2doc	doc2doc	PROPN
fcis-31335	113	20	information	information	NOUN
fcis-31335	113	21	retrieval	retrieval	NOUN
fcis-31335	113	22	:	:	PUNCT
fcis-31335	113	23	a	a	DET
fcis-31335	113	24	case	case	NOUN
fcis-31335	113	25	study	study	NOUN
fcis-31335	113	26	in	in	ADP
fcis-31335	113	27	eu	eu	PROPN
fcis-31335	113	28	/	/	SYM
fcis-31335	113	29	uk	uk	PROPN
fcis-31335	113	30	legislation	legislation	NOUN
fcis-31335	113	31	where	where	SCONJ
fcis-31335	113	32	text	text	NOUN
fcis-31335	113	33	similarity	similarity	NOUN
fcis-31335	113	34	has	have	VERB
fcis-31335	113	35	limitations	limitation	NOUN
fcis-31335	113	36	[	[	X
fcis-31335	113	37	j	j	X
fcis-31335	113	38	]	]	X
fcis-31335	113	39	,	,	PUNCT
fcis-31335	113	40	2021	2021	NUM
fcis-31335	113	41	,	,	PUNCT
fcis-31335	113	42	:	:	PUNCT
fcis-31335	113	43	3498	3498	NUM
fcis-31335	113	44	-	-	SYM
fcis-31335	113	45	3511	3511	NUM
fcis-31335	113	46	.	.	PUNCT