id	sid	tid	token	lemma	pos
fbem-31301	1	1	frontiers	frontier	NOUN
fbem-31301	1	2	in	in	ADP
fbem-31301	1	3	business	business	NOUN
fbem-31301	1	4	,	,	PUNCT
fbem-31301	1	5	economics	economic	NOUN
fbem-31301	1	6	and	and	CCONJ
fbem-31301	1	7	management	management	NOUN
fbem-31301	1	8	issn	issn	PROPN
fbem-31301	1	9	:	:	PUNCT
fbem-31301	1	10	2766	2766	NUM
fbem-31301	1	11	-	-	PUNCT
fbem-31301	1	12	824x	824x	NUM
fbem-31301	1	13	|	|	ADJ
fbem-31301	1	14	vol	vol	NOUN
fbem-31301	1	15	.	.	PROPN
fbem-31301	1	16	20	20	NUM
fbem-31301	1	17	,	,	PUNCT
fbem-31301	1	18	no	no	INTJ
fbem-31301	1	19	.	.	NOUN
fbem-31301	1	20	1	1	NUM
fbem-31301	1	21	,	,	PUNCT
fbem-31301	1	22	2025	2025	NUM
fbem-31301	1	23	118	118	NUM
fbem-31301	1	24	construction	construction	NOUN
fbem-31301	1	25	and	and	CCONJ
fbem-31301	1	26	empirical	empirical	ADJ
fbem-31301	1	27	analysis	analysis	NOUN
fbem-31301	1	28	of	of	ADP
fbem-31301	1	29	corporate	corporate	ADJ
fbem-31301	1	30	financial	financial	ADJ
fbem-31301	1	31	crisis	crisis	NOUN
fbem-31301	1	32	early	early	ADJ
fbem-31301	1	33	warning	warning	NOUN
fbem-31301	1	34	model	model	NOUN
fbem-31301	1	35	under	under	ADP
fbem-31301	1	36	the	the	DET
fbem-31301	1	37	perspective	perspective	NOUN
fbem-31301	1	38	of	of	ADP
fbem-31301	1	39	multimodal	multimodal	NOUN
fbem-31301	1	40	data	datum	NOUN
fbem-31301	1	41	fusion	fusion	NOUN
fbem-31301	1	42	jing	jing	PROPN
fbem-31301	1	43	wang	wang	PROPN
fbem-31301	1	44	beijing	beijing	PROPN
fbem-31301	1	45	wuzi	wuzi	PROPN
fbem-31301	1	46	university	university	PROPN
fbem-31301	1	47	,	,	PUNCT
fbem-31301	1	48	beijing	beijing	PROPN
fbem-31301	1	49	,	,	PUNCT
fbem-31301	1	50	china	china	PROPN
fbem-31301	1	51	gongzuo1232024@126.com	gongzuo1232024@126.com	X
fbem-31301	1	52	abstract	abstract	NOUN
fbem-31301	1	53	:	:	PUNCT
fbem-31301	1	54	corporate	corporate	ADJ
fbem-31301	1	55	financial	financial	ADJ
fbem-31301	1	56	risks	risk	NOUN
fbem-31301	1	57	in	in	ADP
fbem-31301	1	58	the	the	DET
fbem-31301	1	59	current	current	ADJ
fbem-31301	1	60	economic	economic	ADJ
fbem-31301	1	61	environment	environment	NOUN
fbem-31301	1	62	are	be	AUX
fbem-31301	1	63	becoming	become	VERB
fbem-31301	1	64	more	more	ADV
fbem-31301	1	65	and	and	CCONJ
fbem-31301	1	66	more	more	ADV
fbem-31301	1	67	complex	complex	ADJ
fbem-31301	1	68	,	,	PUNCT
fbem-31301	1	69	and	and	CCONJ
fbem-31301	1	70	it	it	PRON
fbem-31301	1	71	is	be	AUX
fbem-31301	1	72	difficult	difficult	ADJ
fbem-31301	1	73	to	to	PART
fbem-31301	1	74	meet	meet	VERB
fbem-31301	1	75	the	the	DET
fbem-31301	1	76	early	early	ADJ
fbem-31301	1	77	warning	warning	NOUN
fbem-31301	1	78	needs	need	NOUN
fbem-31301	1	79	with	with	ADP
fbem-31301	1	80	single	single	ADJ
fbem-31301	1	81	modal	modal	ADJ
fbem-31301	1	82	data	datum	NOUN
fbem-31301	1	83	analysis	analysis	NOUN
fbem-31301	1	84	.	.	PUNCT
fbem-31301	2	1	in	in	ADP
fbem-31301	2	2	this	this	DET
fbem-31301	2	3	study	study	NOUN
fbem-31301	2	4	,	,	PUNCT
fbem-31301	2	5	we	we	PRON
fbem-31301	2	6	use	use	VERB
fbem-31301	2	7	deep	deep	ADJ
fbem-31301	2	8	learning	learning	NOUN
fbem-31301	2	9	technology	technology	NOUN
fbem-31301	2	10	to	to	PART
fbem-31301	2	11	design	design	VERB
fbem-31301	2	12	a	a	DET
fbem-31301	2	13	multimodal	multimodal	ADJ
fbem-31301	2	14	data	datum	NOUN
fbem-31301	2	15	fusion	fusion	NOUN
fbem-31301	2	16	architecture	architecture	NOUN
fbem-31301	2	17	and	and	CCONJ
fbem-31301	2	18	construct	construct	VERB
fbem-31301	2	19	a	a	DET
fbem-31301	2	20	corporate	corporate	ADJ
fbem-31301	2	21	financial	financial	ADJ
fbem-31301	2	22	crisis	crisis	NOUN
fbem-31301	2	23	early	early	ADJ
fbem-31301	2	24	warning	warning	NOUN
fbem-31301	2	25	model	model	NOUN
fbem-31301	2	26	that	that	PRON
fbem-31301	2	27	includes	include	VERB
fbem-31301	2	28	financial	financial	ADJ
fbem-31301	2	29	data	datum	NOUN
fbem-31301	2	30	,	,	PUNCT
fbem-31301	2	31	text	text	NOUN
fbem-31301	2	32	information	information	NOUN
fbem-31301	2	33	and	and	CCONJ
fbem-31301	2	34	market	market	NOUN
fbem-31301	2	35	transaction	transaction	NOUN
fbem-31301	2	36	data	datum	NOUN
fbem-31301	2	37	.	.	PUNCT
fbem-31301	3	1	the	the	DET
fbem-31301	3	2	study	study	NOUN
fbem-31301	3	3	innovatively	innovatively	ADV
fbem-31301	3	4	introduces	introduce	VERB
fbem-31301	3	5	a	a	DET
fbem-31301	3	6	two	two	NUM
fbem-31301	3	7	-	-	PUNCT
fbem-31301	3	8	way	way	NOUN
fbem-31301	3	9	attention	attention	NOUN
fbem-31301	3	10	mechanism	mechanism	NOUN
fbem-31301	3	11	to	to	PART
fbem-31301	3	12	achieve	achieve	VERB
fbem-31301	3	13	adaptive	adaptive	ADJ
fbem-31301	3	14	fusion	fusion	NOUN
fbem-31301	3	15	of	of	ADP
fbem-31301	3	16	features	feature	NOUN
fbem-31301	3	17	,	,	PUNCT
fbem-31301	3	18	develops	develop	VERB
fbem-31301	3	19	a	a	DET
fbem-31301	3	20	multi	multi	ADJ
fbem-31301	3	21	-	-	ADJ
fbem-31301	3	22	level	level	ADJ
fbem-31301	3	23	interpretable	interpretable	ADJ
fbem-31301	3	24	analysis	analysis	NOUN
fbem-31301	3	25	framework	framework	NOUN
fbem-31301	3	26	,	,	PUNCT
fbem-31301	3	27	and	and	CCONJ
fbem-31301	3	28	improves	improve	VERB
fbem-31301	3	29	the	the	DET
fbem-31301	3	30	accuracy	accuracy	NOUN
fbem-31301	3	31	of	of	ADP
fbem-31301	3	32	early	early	ADJ
fbem-31301	3	33	warning	warning	NOUN
fbem-31301	3	34	while	while	SCONJ
fbem-31301	3	35	ensuring	ensure	VERB
fbem-31301	3	36	the	the	DET
fbem-31301	3	37	transparency	transparency	NOUN
fbem-31301	3	38	of	of	ADP
fbem-31301	3	39	the	the	DET
fbem-31301	3	40	model	model	NOUN
fbem-31301	3	41	,	,	PUNCT
fbem-31301	3	42	providing	provide	VERB
fbem-31301	3	43	new	new	ADJ
fbem-31301	3	44	ideas	idea	NOUN
fbem-31301	3	45	for	for	ADP
fbem-31301	3	46	enterprise	enterprise	NOUN
fbem-31301	3	47	risk	risk	NOUN
fbem-31301	3	48	prevention	prevention	NOUN
fbem-31301	3	49	and	and	CCONJ
fbem-31301	3	50	control	control	NOUN
fbem-31301	3	51	.	.	PUNCT
fbem-31301	4	1	keywords	keyword	NOUN
fbem-31301	4	2	:	:	PUNCT
fbem-31301	4	3	financial	financial	ADJ
fbem-31301	4	4	crisis	crisis	NOUN
fbem-31301	4	5	early	early	ADJ
fbem-31301	4	6	warning	warning	NOUN
fbem-31301	4	7	;	;	PUNCT
fbem-31301	4	8	multimodal	multimodal	ADJ
fbem-31301	4	9	data	datum	NOUN
fbem-31301	4	10	fusion	fusion	NOUN
fbem-31301	4	11	;	;	PUNCT
fbem-31301	4	12	deep	deep	ADJ
fbem-31301	4	13	learning	learning	NOUN
fbem-31301	4	14	;	;	PUNCT
fbem-31301	4	15	attention	attention	NOUN
fbem-31301	4	16	mechanism	mechanism	NOUN
fbem-31301	4	17	.	.	PUNCT
fbem-31301	5	1	1	1	X
fbem-31301	5	2	.	.	X
fbem-31301	5	3	research	research	NOUN
fbem-31301	5	4	background	background	NOUN
fbem-31301	5	5	and	and	CCONJ
fbem-31301	5	6	significance	significance	NOUN
fbem-31301	5	7	1.1	1.1	NUM
fbem-31301	5	8	.	.	PUNCT
fbem-31301	6	1	research	research	NOUN
fbem-31301	6	2	background	background	NOUN
fbem-31301	6	3	under	under	ADP
fbem-31301	6	4	the	the	DET
fbem-31301	6	5	background	background	NOUN
fbem-31301	6	6	of	of	ADP
fbem-31301	6	7	accelerated	accelerate	VERB
fbem-31301	6	8	economic	economic	ADJ
fbem-31301	6	9	globalisation	globalisation	NOUN
fbem-31301	6	10	and	and	CCONJ
fbem-31301	6	11	digital	digital	ADJ
fbem-31301	6	12	transformation	transformation	NOUN
fbem-31301	6	13	,	,	PUNCT
fbem-31301	6	14	the	the	DET
fbem-31301	6	15	enterprise	enterprise	NOUN
fbem-31301	6	16	operating	operating	NOUN
fbem-31301	6	17	environment	environment	NOUN
fbem-31301	6	18	is	be	AUX
fbem-31301	6	19	becoming	become	VERB
fbem-31301	6	20	more	more	ADV
fbem-31301	6	21	and	and	CCONJ
fbem-31301	6	22	more	more	ADV
fbem-31301	6	23	complex	complex	ADJ
fbem-31301	6	24	,	,	PUNCT
fbem-31301	6	25	market	market	NOUN
fbem-31301	6	26	fluctuation	fluctuation	NOUN
fbem-31301	6	27	is	be	AUX
fbem-31301	6	28	intensifying	intensify	VERB
fbem-31301	6	29	,	,	PUNCT
fbem-31301	6	30	and	and	CCONJ
fbem-31301	6	31	enterprise	enterprise	NOUN
fbem-31301	6	32	financial	financial	ADJ
fbem-31301	6	33	risks	risk	NOUN
fbem-31301	6	34	are	be	AUX
fbem-31301	6	35	diversified	diversify	VERB
fbem-31301	6	36	and	and	CCONJ
fbem-31301	6	37	hidden	hidden	ADJ
fbem-31301	6	38	.	.	PUNCT
fbem-31301	7	1	existing	exist	VERB
fbem-31301	7	2	financial	financial	ADJ
fbem-31301	7	3	crisis	crisis	NOUN
fbem-31301	7	4	early	early	ADJ
fbem-31301	7	5	warning	warning	NOUN
fbem-31301	7	6	models	model	NOUN
fbem-31301	7	7	rely	rely	VERB
fbem-31301	7	8	on	on	ADP
fbem-31301	7	9	financial	financial	ADJ
fbem-31301	7	10	statement	statement	NOUN
fbem-31301	7	11	data	datum	NOUN
fbem-31301	7	12	,	,	PUNCT
fbem-31301	7	13	including	include	VERB
fbem-31301	7	14	balance	balance	NOUN
fbem-31301	7	15	sheets	sheet	NOUN
fbem-31301	7	16	,	,	PUNCT
fbem-31301	7	17	income	income	NOUN
fbem-31301	7	18	statements	statement	NOUN
fbem-31301	7	19	and	and	CCONJ
fbem-31301	7	20	other	other	ADJ
fbem-31301	7	21	structured	structured	ADJ
fbem-31301	7	22	data	datum	NOUN
fbem-31301	7	23	,	,	PUNCT
fbem-31301	7	24	and	and	CCONJ
fbem-31301	7	25	this	this	DET
fbem-31301	7	26	single	single	ADJ
fbem-31301	7	27	-	-	PUNCT
fbem-31301	7	28	modal	modal	NOUN
fbem-31301	7	29	data	datum	NOUN
fbem-31301	7	30	analysis	analysis	NOUN
fbem-31301	7	31	method	method	NOUN
fbem-31301	7	32	is	be	AUX
fbem-31301	7	33	difficult	difficult	ADJ
fbem-31301	7	34	to	to	PART
fbem-31301	7	35	effectively	effectively	ADV
fbem-31301	7	36	capture	capture	VERB
fbem-31301	7	37	the	the	DET
fbem-31301	7	38	non	non	ADJ
fbem-31301	7	39	-	-	ADJ
fbem-31301	7	40	financial	financial	ADJ
fbem-31301	7	41	information	information	NOUN
fbem-31301	7	42	and	and	CCONJ
fbem-31301	7	43	potential	potential	ADJ
fbem-31301	7	44	risk	risk	NOUN
fbem-31301	7	45	factors	factor	NOUN
fbem-31301	7	46	in	in	ADP
fbem-31301	7	47	the	the	DET
fbem-31301	7	48	process	process	NOUN
fbem-31301	7	49	of	of	ADP
fbem-31301	7	50	enterprise	enterprise	NOUN
fbem-31301	7	51	operation	operation	NOUN
fbem-31301	7	52	.	.	PUNCT
fbem-31301	8	1	with	with	ADP
fbem-31301	8	2	the	the	DET
fbem-31301	8	3	development	development	NOUN
fbem-31301	8	4	of	of	ADP
fbem-31301	8	5	big	big	ADJ
fbem-31301	8	6	data	datum	NOUN
fbem-31301	8	7	technology	technology	NOUN
fbem-31301	8	8	and	and	CCONJ
fbem-31301	8	9	artificial	artificial	ADJ
fbem-31301	8	10	intelligence	intelligence	NOUN
fbem-31301	8	11	,	,	PUNCT
fbem-31301	8	12	enterprise	enterprise	NOUN
fbem-31301	8	13	operation	operation	NOUN
fbem-31301	8	14	data	datum	NOUN
fbem-31301	8	15	has	have	AUX
fbem-31301	8	16	expanded	expand	VERB
fbem-31301	8	17	to	to	ADP
fbem-31301	8	18	multimodal	multimodal	ADJ
fbem-31301	8	19	forms	form	NOUN
fbem-31301	8	20	such	such	ADJ
fbem-31301	8	21	as	as	ADP
fbem-31301	8	22	text	text	NOUN
fbem-31301	8	23	,	,	PUNCT
fbem-31301	8	24	image	image	NOUN
fbem-31301	8	25	,	,	PUNCT
fbem-31301	8	26	audio	audio	NOUN
fbem-31301	8	27	,	,	PUNCT
fbem-31301	8	28	etc	etc	X
fbem-31301	8	29	.	.	X
fbem-31301	8	30	,	,	PUNCT
fbem-31301	8	31	and	and	CCONJ
fbem-31301	8	32	these	these	DET
fbem-31301	8	33	unstructured	unstructured	ADJ
fbem-31301	8	34	data	datum	NOUN
fbem-31301	8	35	contain	contain	VERB
fbem-31301	8	36	rich	rich	ADJ
fbem-31301	8	37	risk	risk	NOUN
fbem-31301	8	38	information	information	NOUN
fbem-31301	8	39	.	.	PUNCT
fbem-31301	9	1	the	the	DET
fbem-31301	9	2	introduction	introduction	NOUN
fbem-31301	9	3	of	of	ADP
fbem-31301	9	4	multimodal	multimodal	NOUN
fbem-31301	9	5	data	datum	NOUN
fbem-31301	9	6	fusion	fusion	NOUN
fbem-31301	9	7	technology	technology	NOUN
fbem-31301	9	8	provides	provide	VERB
fbem-31301	9	9	new	new	ADJ
fbem-31301	9	10	ideas	idea	NOUN
fbem-31301	9	11	for	for	ADP
fbem-31301	9	12	enterprise	enterprise	NOUN
fbem-31301	9	13	financial	financial	ADJ
fbem-31301	9	14	crisis	crisis	NOUN
fbem-31301	9	15	early	early	ADJ
fbem-31301	9	16	warning	warning	NOUN
fbem-31301	9	17	,	,	PUNCT
fbem-31301	9	18	using	use	VERB
fbem-31301	9	19	deep	deep	ADJ
fbem-31301	9	20	learning	learning	NOUN
fbem-31301	9	21	algorithms	algorithm	NOUN
fbem-31301	9	22	to	to	PART
fbem-31301	9	23	achieve	achieve	VERB
fbem-31301	9	24	feature	feature	NOUN
fbem-31301	9	25	extraction	extraction	NOUN
fbem-31301	9	26	and	and	CCONJ
fbem-31301	9	27	fusion	fusion	NOUN
fbem-31301	9	28	analysis	analysis	NOUN
fbem-31301	9	29	of	of	ADP
fbem-31301	9	30	heterogeneous	heterogeneous	ADJ
fbem-31301	9	31	data	datum	NOUN
fbem-31301	9	32	from	from	ADP
fbem-31301	9	33	multiple	multiple	ADJ
fbem-31301	9	34	sources	source	NOUN
fbem-31301	9	35	,	,	PUNCT
fbem-31301	9	36	to	to	PART
fbem-31301	9	37	build	build	VERB
fbem-31301	9	38	a	a	DET
fbem-31301	9	39	more	more	ADV
fbem-31301	9	40	comprehensive	comprehensive	ADJ
fbem-31301	9	41	risk	risk	NOUN
fbem-31301	9	42	assessment	assessment	NOUN
fbem-31301	9	43	system	system	NOUN
fbem-31301	9	44	,	,	PUNCT
fbem-31301	9	45	and	and	CCONJ
fbem-31301	9	46	to	to	PART
fbem-31301	9	47	break	break	VERB
fbem-31301	9	48	through	through	ADP
fbem-31301	9	49	the	the	DET
fbem-31301	9	50	technical	technical	ADJ
fbem-31301	9	51	bottleneck	bottleneck	NOUN
fbem-31301	9	52	of	of	ADP
fbem-31301	9	53	traditional	traditional	ADJ
fbem-31301	9	54	early	early	ADJ
fbem-31301	9	55	warning	warning	NOUN
fbem-31301	9	56	models	model	NOUN
fbem-31301	9	57	.	.	PUNCT
fbem-31301	10	1	1.2	1.2	NUM
fbem-31301	10	2	.	.	PUNCT
fbem-31301	10	3	significance	significance	NOUN
fbem-31301	10	4	of	of	ADP
fbem-31301	10	5	the	the	DET
fbem-31301	10	6	research	research	NOUN
fbem-31301	10	7	the	the	DET
fbem-31301	10	8	research	research	NOUN
fbem-31301	10	9	on	on	ADP
fbem-31301	10	10	corporate	corporate	ADJ
fbem-31301	10	11	financial	financial	ADJ
fbem-31301	10	12	crisis	crisis	NOUN
fbem-31301	10	13	early	early	ADV
fbem-31301	10	14	warning	warn	VERB
fbem-31301	10	15	under	under	ADP
fbem-31301	10	16	the	the	DET
fbem-31301	10	17	perspective	perspective	NOUN
fbem-31301	10	18	of	of	ADP
fbem-31301	10	19	multimodal	multimodal	NOUN
fbem-31301	10	20	data	datum	NOUN
fbem-31301	10	21	fusion	fusion	NOUN
fbem-31301	10	22	expands	expand	VERB
fbem-31301	10	23	the	the	DET
fbem-31301	10	24	traditional	traditional	ADJ
fbem-31301	10	25	financial	financial	ADJ
fbem-31301	10	26	analysis	analysis	NOUN
fbem-31301	10	27	framework	framework	NOUN
fbem-31301	10	28	at	at	ADP
fbem-31301	10	29	the	the	DET
fbem-31301	10	30	theoretical	theoretical	ADJ
fbem-31301	10	31	level	level	NOUN
fbem-31301	10	32	,	,	PUNCT
fbem-31301	10	33	innovatively	innovatively	ADV
fbem-31301	10	34	introduces	introduce	VERB
fbem-31301	10	35	deep	deep	ADJ
fbem-31301	10	36	learning	learning	NOUN
fbem-31301	10	37	,	,	PUNCT
fbem-31301	10	38	computer	computer	NOUN
fbem-31301	10	39	vision	vision	NOUN
fbem-31301	10	40	and	and	CCONJ
fbem-31301	10	41	other	other	ADJ
fbem-31301	10	42	artificial	artificial	ADJ
fbem-31301	10	43	intelligence	intelligence	NOUN
fbem-31301	10	44	technologies	technology	NOUN
fbem-31301	10	45	into	into	ADP
fbem-31301	10	46	the	the	DET
fbem-31301	10	47	field	field	NOUN
fbem-31301	10	48	of	of	ADP
fbem-31301	10	49	financial	financial	ADJ
fbem-31301	10	50	risk	risk	NOUN
fbem-31301	10	51	early	early	ADJ
fbem-31301	10	52	warning	warning	NOUN
fbem-31301	10	53	,	,	PUNCT
fbem-31301	10	54	and	and	CCONJ
fbem-31301	10	55	establishes	establish	VERB
fbem-31301	10	56	the	the	DET
fbem-31301	10	57	theoretical	theoretical	ADJ
fbem-31301	10	58	method	method	NOUN
fbem-31301	10	59	of	of	ADP
fbem-31301	10	60	synergistic	synergistic	ADJ
fbem-31301	10	61	analysis	analysis	NOUN
fbem-31301	10	62	of	of	ADP
fbem-31301	10	63	structured	structured	ADJ
fbem-31301	10	64	and	and	CCONJ
fbem-31301	10	65	unstructured	unstructured	ADJ
fbem-31301	10	66	data	datum	NOUN
fbem-31301	10	67	.	.	PUNCT
fbem-31301	11	1	this	this	DET
fbem-31301	11	2	research	research	NOUN
fbem-31301	11	3	deepens	deepen	VERB
fbem-31301	11	4	the	the	DET
fbem-31301	11	5	application	application	NOUN
fbem-31301	11	6	mechanism	mechanism	NOUN
fbem-31301	11	7	of	of	ADP
fbem-31301	11	8	multimodal	multimodal	NOUN
fbem-31301	11	9	data	datum	NOUN
fbem-31301	11	10	in	in	ADP
fbem-31301	11	11	financial	financial	ADJ
fbem-31301	11	12	analysis	analysis	NOUN
fbem-31301	11	13	and	and	CCONJ
fbem-31301	11	14	provides	provide	VERB
fbem-31301	11	15	a	a	DET
fbem-31301	11	16	new	new	ADJ
fbem-31301	11	17	analysis	analysis	NOUN
fbem-31301	11	18	paradigm	paradigm	NOUN
fbem-31301	11	19	for	for	ADP
fbem-31301	11	20	enterprise	enterprise	NOUN
fbem-31301	11	21	risk	risk	NOUN
fbem-31301	11	22	assessment	assessment	NOUN
fbem-31301	11	23	.	.	PUNCT
fbem-31301	12	1	at	at	ADP
fbem-31301	12	2	the	the	DET
fbem-31301	12	3	practical	practical	ADJ
fbem-31301	12	4	level	level	NOUN
fbem-31301	12	5	,	,	PUNCT
fbem-31301	12	6	the	the	DET
fbem-31301	12	7	early	early	ADJ
fbem-31301	12	8	warning	warning	NOUN
fbem-31301	12	9	model	model	NOUN
fbem-31301	12	10	based	base	VERB
fbem-31301	12	11	on	on	ADP
fbem-31301	12	12	multimodal	multimodal	NOUN
fbem-31301	12	13	data	datum	NOUN
fbem-31301	12	14	fusion	fusion	NOUN
fbem-31301	12	15	is	be	AUX
fbem-31301	12	16	able	able	ADJ
fbem-31301	12	17	to	to	PART
fbem-31301	12	18	perceive	perceive	VERB
fbem-31301	12	19	the	the	DET
fbem-31301	12	20	enterprise	enterprise	NOUN
fbem-31301	12	21	's	's	PART
fbem-31301	12	22	operating	operating	NOUN
fbem-31301	12	23	conditions	condition	NOUN
fbem-31301	12	24	from	from	ADP
fbem-31301	12	25	multiple	multiple	ADJ
fbem-31301	12	26	dimensions	dimension	NOUN
fbem-31301	12	27	,	,	PUNCT
fbem-31301	12	28	and	and	CCONJ
fbem-31301	12	29	use	use	VERB
fbem-31301	12	30	deep	deep	ADJ
fbem-31301	12	31	neural	neural	ADJ
fbem-31301	12	32	networks	network	NOUN
fbem-31301	12	33	to	to	PART
fbem-31301	12	34	capture	capture	VERB
fbem-31301	12	35	the	the	DET
fbem-31301	12	36	complex	complex	ADJ
fbem-31301	12	37	correlation	correlation	NOUN
fbem-31301	12	38	between	between	ADP
fbem-31301	12	39	data	datum	NOUN
fbem-31301	12	40	,	,	PUNCT
fbem-31301	12	41	so	so	SCONJ
fbem-31301	12	42	as	as	SCONJ
fbem-31301	12	43	to	to	PART
fbem-31301	12	44	realise	realise	VERB
fbem-31301	12	45	the	the	DET
fbem-31301	12	46	early	early	ADJ
fbem-31301	12	47	identification	identification	NOUN
fbem-31301	12	48	and	and	CCONJ
fbem-31301	12	49	dynamic	dynamic	ADJ
fbem-31301	12	50	monitoring	monitoring	NOUN
fbem-31301	12	51	of	of	ADP
fbem-31301	12	52	financial	financial	ADJ
fbem-31301	12	53	crises	crisis	NOUN
fbem-31301	12	54	.	.	PUNCT
fbem-31301	13	1	this	this	DET
fbem-31301	13	2	innovative	innovative	ADJ
fbem-31301	13	3	early	early	ADJ
fbem-31301	13	4	warning	warning	NOUN
fbem-31301	13	5	tool	tool	NOUN
fbem-31301	13	6	helps	help	VERB
fbem-31301	13	7	corporate	corporate	ADJ
fbem-31301	13	8	management	management	NOUN
fbem-31301	13	9	to	to	PART
fbem-31301	13	10	accurately	accurately	ADV
fbem-31301	13	11	grasp	grasp	VERB
fbem-31301	13	12	the	the	DET
fbem-31301	13	13	risk	risk	NOUN
fbem-31301	13	14	situation	situation	NOUN
fbem-31301	13	15	,	,	PUNCT
fbem-31301	13	16	formulate	formulate	VERB
fbem-31301	13	17	scientific	scientific	ADJ
fbem-31301	13	18	risk	risk	NOUN
fbem-31301	13	19	prevention	prevention	NOUN
fbem-31301	13	20	and	and	CCONJ
fbem-31301	13	21	control	control	NOUN
fbem-31301	13	22	measures	measure	NOUN
fbem-31301	13	23	,	,	PUNCT
fbem-31301	13	24	and	and	CCONJ
fbem-31301	13	25	enhance	enhance	VERB
fbem-31301	13	26	the	the	DET
fbem-31301	13	27	survival	survival	NOUN
fbem-31301	13	28	resilience	resilience	NOUN
fbem-31301	13	29	and	and	CCONJ
fbem-31301	13	30	competitive	competitive	ADJ
fbem-31301	13	31	advantage	advantage	NOUN
fbem-31301	13	32	of	of	ADP
fbem-31301	13	33	enterprises	enterprise	NOUN
fbem-31301	13	34	in	in	ADP
fbem-31301	13	35	the	the	DET
fbem-31301	13	36	complex	complex	ADJ
fbem-31301	13	37	market	market	NOUN
fbem-31301	13	38	environment	environment	NOUN
fbem-31301	13	39	.	.	PUNCT
fbem-31301	14	1	2	2	X
fbem-31301	14	2	.	.	X
fbem-31301	14	3	literature	literature	NOUN
fbem-31301	14	4	review	review	VERB
fbem-31301	14	5	2.1	2.1	NUM
fbem-31301	14	6	.	.	PUNCT
fbem-31301	15	1	traditional	traditional	ADJ
fbem-31301	15	2	financial	financial	ADJ
fbem-31301	15	3	crisis	crisis	NOUN
fbem-31301	15	4	early	early	ADJ
fbem-31301	15	5	warning	warning	NOUN
fbem-31301	15	6	model	model	NOUN
fbem-31301	15	7	research	research	NOUN
fbem-31301	15	8	early	early	ADJ
fbem-31301	15	9	financial	financial	ADJ
fbem-31301	15	10	crisis	crisis	NOUN
fbem-31301	15	11	early	early	ADJ
fbem-31301	15	12	warning	warning	NOUN
fbem-31301	15	13	research	research	NOUN
fbem-31301	15	14	is	be	AUX
fbem-31301	15	15	dominated	dominate	VERB
fbem-31301	15	16	by	by	ADP
fbem-31301	15	17	univariate	univariate	ADJ
fbem-31301	15	18	and	and	CCONJ
fbem-31301	15	19	multivariate	multivariate	NOUN
fbem-31301	15	20	models	model	NOUN
fbem-31301	15	21	,	,	PUNCT
fbem-31301	15	22	and	and	CCONJ
fbem-31301	15	23	with	with	ADP
fbem-31301	15	24	the	the	DET
fbem-31301	15	25	development	development	NOUN
fbem-31301	15	26	of	of	ADP
fbem-31301	15	27	machine	machine	NOUN
fbem-31301	15	28	learning	learn	VERB
fbem-31301	15	29	technology	technology	NOUN
fbem-31301	15	30	,	,	PUNCT
fbem-31301	15	31	early	early	ADJ
fbem-31301	15	32	warning	warning	NOUN
fbem-31301	15	33	models	model	NOUN
fbem-31301	15	34	have	have	AUX
fbem-31301	15	35	been	be	AUX
fbem-31301	15	36	gradually	gradually	ADV
fbem-31301	15	37	upgraded	upgrade	VERB
fbem-31301	15	38	.	.	PUNCT
fbem-31301	16	1	wu	wu	PROPN
fbem-31301	16	2	et	et	PROPN
fbem-31301	16	3	al	al	PROPN
fbem-31301	16	4	.	.	PROPN
fbem-31301	17	1	(	(	PUNCT
fbem-31301	17	2	2024	2024	NUM
fbem-31301	17	3	)	)	PUNCT
fbem-31301	17	4	proposed	propose	VERB
fbem-31301	17	5	an	an	DET
fbem-31301	17	6	early	early	ADJ
fbem-31301	17	7	warning	warning	NOUN
fbem-31301	17	8	model	model	NOUN
fbem-31301	17	9	based	base	VERB
fbem-31301	17	10	on	on	ADP
fbem-31301	17	11	the	the	DET
fbem-31301	17	12	smotexgboost	smotexgboost	ADJ
fbem-31301	17	13	algorithm	algorithm	NOUN
fbem-31301	17	14	,	,	PUNCT
fbem-31301	17	15	and	and	CCONJ
fbem-31301	17	16	optimized	optimize	VERB
fbem-31301	17	17	the	the	DET
fbem-31301	17	18	distribution	distribution	NOUN
fbem-31301	17	19	of	of	ADP
fbem-31301	17	20	samples	sample	NOUN
fbem-31301	17	21	through	through	ADP
fbem-31301	17	22	feature	feature	NOUN
fbem-31301	17	23	engineering	engineering	NOUN
fbem-31301	17	24	,	,	PUNCT
fbem-31301	17	25	and	and	CCONJ
fbem-31301	17	26	the	the	DET
fbem-31301	17	27	prediction	prediction	NOUN
fbem-31301	17	28	accuracy	accuracy	NOUN
fbem-31301	17	29	rate	rate	NOUN
fbem-31301	17	30	reaches	reach	VERB
fbem-31301	17	31	90.5	90.5	NUM
fbem-31301	17	32	%	%	NOUN
fbem-31301	18	1	[	[	X
fbem-31301	18	2	1	1	NUM
fbem-31301	18	3	]	]	PUNCT
fbem-31301	18	4	.	.	PUNCT
fbem-31301	19	1	zhu	zhu	PROPN
fbem-31301	19	2	(	(	PUNCT
fbem-31301	19	3	2023	2023	NUM
fbem-31301	19	4	)	)	PUNCT
fbem-31301	19	5	designed	design	VERB
fbem-31301	19	6	a	a	DET
fbem-31301	19	7	plsbp	plsbp	NOUN
fbem-31301	19	8	neural	neural	ADJ
fbem-31301	19	9	network	network	NOUN
fbem-31301	19	10	model	model	NOUN
fbem-31301	19	11	integrating	integrate	VERB
fbem-31301	19	12	partial	partial	ADJ
fbem-31301	19	13	least	least	ADJ
fbem-31301	19	14	squares	square	NOUN
fbem-31301	19	15	regression	regression	NOUN
fbem-31301	19	16	method	method	NOUN
fbem-31301	19	17	,	,	PUNCT
fbem-31301	19	18	which	which	PRON
fbem-31301	19	19	is	be	AUX
fbem-31301	19	20	excellent	excellent	ADJ
fbem-31301	19	21	in	in	ADP
fbem-31301	19	22	dealing	deal	VERB
fbem-31301	19	23	with	with	ADP
fbem-31301	19	24	the	the	DET
fbem-31301	19	25	covariance	covariance	NOUN
fbem-31301	19	26	problem	problem	NOUN
fbem-31301	19	27	of	of	ADP
fbem-31301	19	28	financial	financial	ADJ
fbem-31301	19	29	indicators	indicator	NOUN
fbem-31301	19	30	,	,	PUNCT
fbem-31301	19	31	and	and	CCONJ
fbem-31301	19	32	the	the	DET
fbem-31301	19	33	model	model	NOUN
fbem-31301	19	34	accuracy	accuracy	NOUN
fbem-31301	19	35	rate	rate	NOUN
fbem-31301	19	36	reaches	reach	VERB
fbem-31301	19	37	91.2	91.2	NUM
fbem-31301	19	38	%	%	NOUN
fbem-31301	20	1	[	[	X
fbem-31301	20	2	2	2	NUM
fbem-31301	20	3	]	]	PUNCT
fbem-31301	20	4	.	.	PUNCT
fbem-31301	21	1	zhang	zhang	PROPN
fbem-31301	21	2	et	et	PROPN
fbem-31301	21	3	al	al	PROPN
fbem-31301	21	4	.	.	PROPN
fbem-31301	21	5	(	(	PUNCT
fbem-31301	21	6	2023	2023	NUM
fbem-31301	21	7	)	)	PUNCT
fbem-31301	21	8	constructed	construct	VERB
fbem-31301	21	9	a	a	DET
fbem-31301	21	10	md&a	md&a	PROPN
fbem-31301	21	11	text	text	NOUN
fbem-31301	21	12	feature	feature	NOUN
fbem-31301	21	13	indicator	indicator	NOUN
fbem-31301	21	14	system	system	NOUN
fbem-31301	21	15	,	,	PUNCT
fbem-31301	21	16	which	which	PRON
fbem-31301	21	17	uses	use	VERB
fbem-31301	21	18	a	a	DET
fbem-31301	21	19	machine	machine	NOUN
fbem-31301	21	20	learning	learn	VERB
fbem-31301	21	21	algorithm	algorithm	NOUN
fbem-31301	21	22	to	to	PART
fbem-31301	21	23	analyse	analyse	VERB
fbem-31301	21	24	the	the	DET
fbem-31301	21	25	textual	textual	ADJ
fbem-31301	21	26	information	information	NOUN
fbem-31301	21	27	of	of	ADP
fbem-31301	21	28	the	the	DET
fbem-31301	21	29	financial	financial	ADJ
fbem-31301	21	30	reports	report	NOUN
fbem-31301	21	31	,	,	PUNCT
fbem-31301	21	32	and	and	CCONJ
fbem-31301	21	33	improves	improve	VERB
fbem-31301	21	34	the	the	DET
fbem-31301	21	35	early	early	ADJ
fbem-31301	21	36	warning	warning	NOUN
fbem-31301	21	37	accuracy	accuracy	NOUN
fbem-31301	21	38	rate	rate	NOUN
fbem-31301	21	39	to	to	ADP
fbem-31301	21	40	92.8	92.8	NUM
fbem-31301	21	41	%	%	NOUN
fbem-31301	21	42	[	[	X
fbem-31301	21	43	3	3	NUM
fbem-31301	21	44	]	]	PUNCT
fbem-31301	21	45	.	.	PUNCT
fbem-31301	22	1	however	however	ADV
fbem-31301	22	2	,	,	PUNCT
fbem-31301	22	3	these	these	DET
fbem-31301	22	4	models	model	NOUN
fbem-31301	22	5	still	still	ADV
fbem-31301	22	6	mainly	mainly	ADV
fbem-31301	22	7	rely	rely	VERB
fbem-31301	22	8	on	on	ADP
fbem-31301	22	9	financial	financial	ADJ
fbem-31301	22	10	statement	statement	NOUN
fbem-31301	22	11	data	datum	NOUN
fbem-31301	22	12	,	,	PUNCT
fbem-31301	22	13	and	and	CCONJ
fbem-31301	22	14	there	there	PRON
fbem-31301	22	15	are	be	VERB
fbem-31301	22	16	obvious	obvious	ADJ
fbem-31301	22	17	limitations	limitation	NOUN
fbem-31301	22	18	in	in	ADP
fbem-31301	22	19	dealing	deal	VERB
fbem-31301	22	20	with	with	ADP
fbem-31301	22	21	unstructured	unstructured	ADJ
fbem-31301	22	22	data	datum	NOUN
fbem-31301	22	23	such	such	ADJ
fbem-31301	22	24	as	as	ADP
fbem-31301	22	25	images	image	NOUN
fbem-31301	22	26	and	and	CCONJ
fbem-31301	22	27	audio	audio	NOUN
fbem-31301	22	28	generated	generate	VERB
fbem-31301	22	29	in	in	ADP
fbem-31301	22	30	the	the	DET
fbem-31301	22	31	process	process	NOUN
fbem-31301	22	32	of	of	ADP
fbem-31301	22	33	enterprise	enterprise	NOUN
fbem-31301	22	34	operation	operation	NOUN
fbem-31301	22	35	,	,	PUNCT
fbem-31301	22	36	which	which	PRON
fbem-31301	22	37	makes	make	VERB
fbem-31301	22	38	it	it	PRON
fbem-31301	22	39	difficult	difficult	ADJ
fbem-31301	22	40	to	to	PART
fbem-31301	22	41	comprehensively	comprehensively	ADV
fbem-31301	22	42	portray	portray	VERB
fbem-31301	22	43	the	the	DET
fbem-31301	22	44	enterprise	enterprise	NOUN
fbem-31301	22	45	risk	risk	NOUN
fbem-31301	22	46	status	status	NOUN
fbem-31301	22	47	.	.	PUNCT
fbem-31301	23	1	2.2	2.2	NUM
fbem-31301	23	2	.	.	PUNCT
fbem-31301	23	3	research	research	NOUN
fbem-31301	23	4	on	on	ADP
fbem-31301	23	5	multimodal	multimodal	NOUN
fbem-31301	23	6	data	datum	NOUN
fbem-31301	23	7	fusion	fusion	NOUN
fbem-31301	23	8	multimodal	multimodal	NOUN
fbem-31301	23	9	data	datum	NOUN
fbem-31301	23	10	fusion	fusion	NOUN
fbem-31301	23	11	techniques	technique	NOUN
fbem-31301	23	12	have	have	AUX
fbem-31301	23	13	shown	show	VERB
fbem-31301	23	14	significant	significant	ADJ
fbem-31301	23	15	advantages	advantage	NOUN
fbem-31301	23	16	in	in	ADP
fbem-31301	23	17	the	the	DET
fbem-31301	23	18	field	field	NOUN
fbem-31301	23	19	of	of	ADP
fbem-31301	23	20	risk	risk	NOUN
fbem-31301	23	21	identification	identification	NOUN
fbem-31301	23	22	.	.	PUNCT
fbem-31301	24	1	hu	hu	PROPN
fbem-31301	24	2	et	et	PROPN
fbem-31301	24	3	al	al	PROPN
fbem-31301	24	4	.	.	PROPN
fbem-31301	25	1	(	(	PUNCT
fbem-31301	25	2	2025	2025	NUM
fbem-31301	25	3	)	)	PUNCT
fbem-31301	25	4	proposed	propose	VERB
fbem-31301	25	5	a	a	DET
fbem-31301	25	6	multimodal	multimodal	NOUN
fbem-31301	25	7	fusion	fusion	NOUN
fbem-31301	25	8	strategy	strategy	NOUN
fbem-31301	25	9	combining	combine	VERB
fbem-31301	25	10	the	the	DET
fbem-31301	25	11	kolmogorov	kolmogorov	PROPN
fbem-31301	25	12	arnold	arnold	PROPN
fbem-31301	25	13	network	network	PROPN
fbem-31301	25	14	and	and	CCONJ
fbem-31301	25	15	the	the	DET
fbem-31301	25	16	b	b	PROPN
fbem-31301	25	17	-	-	PUNCT
fbem-31301	25	18	spline	spline	NOUN
fbem-31301	25	19	function	function	NOUN
fbem-31301	25	20	to	to	ADP
fbem-31301	25	21	119	119	NUM
fbem-31301	25	22	achieve	achieve	VERB
fbem-31301	25	23	95.6	95.6	NUM
fbem-31301	25	24	%	%	NOUN
fbem-31301	25	25	accuracy	accuracy	NOUN
fbem-31301	25	26	in	in	ADP
fbem-31301	25	27	cybersecurity	cybersecurity	NOUN
fbem-31301	25	28	early	early	ADV
fbem-31301	25	29	warning	warning	NOUN
fbem-31301	25	30	[	[	X
fbem-31301	25	31	4	4	NUM
fbem-31301	25	32	]	]	PUNCT
fbem-31301	25	33	.	.	PUNCT
fbem-31301	26	1	li	li	PROPN
fbem-31301	26	2	et	et	PROPN
fbem-31301	26	3	al	al	PROPN
fbem-31301	26	4	.	.	PROPN
fbem-31301	27	1	(	(	PUNCT
fbem-31301	27	2	2024	2024	NUM
fbem-31301	27	3	)	)	PUNCT
fbem-31301	27	4	designed	design	VERB
fbem-31301	27	5	a	a	DET
fbem-31301	27	6	multimodal	multimodal	ADJ
fbem-31301	27	7	deep	deep	ADJ
fbem-31301	27	8	learning	learning	NOUN
fbem-31301	27	9	framework	framework	NOUN
fbem-31301	27	10	by	by	ADP
fbem-31301	27	11	fusing	fuse	VERB
fbem-31301	27	12	heterogeneous	heterogeneous	ADJ
fbem-31301	27	13	data	datum	NOUN
fbem-31301	27	14	from	from	ADP
fbem-31301	27	15	multiple	multiple	ADJ
fbem-31301	27	16	sources	source	NOUN
fbem-31301	27	17	improves	improve	VERB
fbem-31301	27	18	target	target	NOUN
fbem-31301	27	19	detection	detection	NOUN
fbem-31301	27	20	accuracy	accuracy	NOUN
fbem-31301	27	21	by	by	ADP
fbem-31301	27	22	an	an	DET
fbem-31301	27	23	average	average	NOUN
fbem-31301	27	24	of	of	ADP
fbem-31301	27	25	15.3	15.3	NUM
fbem-31301	27	26	%	%	NOUN
fbem-31301	27	27	over	over	ADP
fbem-31301	27	28	traditional	traditional	ADJ
fbem-31301	27	29	methods	method	NOUN
fbem-31301	27	30	[	[	X
fbem-31301	27	31	5	5	NUM
fbem-31301	27	32	]	]	PUNCT
fbem-31301	27	33	.	.	PUNCT
fbem-31301	28	1	zhang	zhang	PROPN
fbem-31301	28	2	et	et	PROPN
fbem-31301	28	3	al	al	PROPN
fbem-31301	28	4	.	.	PROPN
fbem-31301	28	5	(	(	PUNCT
fbem-31301	28	6	2025	2025	NUM
fbem-31301	28	7	)	)	PUNCT
fbem-31301	28	8	developed	develop	VERB
fbem-31301	28	9	a	a	DET
fbem-31301	28	10	multimodal	multimodal	ADJ
fbem-31301	28	11	data	data	NOUN
fbem-31301	28	12	fusion	fusion	NOUN
fbem-31301	28	13	recognition	recognition	NOUN
fbem-31301	28	14	method	method	NOUN
fbem-31301	28	15	that	that	PRON
fbem-31301	28	16	utilises	utilise	VERB
fbem-31301	28	17	an	an	DET
fbem-31301	28	18	attention	attention	NOUN
fbem-31301	28	19	mechanism	mechanism	NOUN
fbem-31301	28	20	to	to	PART
fbem-31301	28	21	achieve	achieve	VERB
fbem-31301	28	22	adaptive	adaptive	ADJ
fbem-31301	28	23	fusion	fusion	NOUN
fbem-31301	28	24	of	of	ADP
fbem-31301	28	25	features	feature	NOUN
fbem-31301	28	26	with	with	ADP
fbem-31301	28	27	an	an	DET
fbem-31301	28	28	accuracy	accuracy	NOUN
fbem-31301	28	29	rate	rate	NOUN
fbem-31301	28	30	of	of	ADP
fbem-31301	28	31	96.8	96.8	NUM
fbem-31301	28	32	%	%	NOUN
fbem-31301	28	33	[	[	X
fbem-31301	28	34	6	6	NUM
fbem-31301	28	35	]	]	PUNCT
fbem-31301	28	36	.	.	PUNCT
fbem-31301	29	1	these	these	DET
fbem-31301	29	2	studies	study	NOUN
fbem-31301	29	3	confirm	confirm	VERB
fbem-31301	29	4	that	that	SCONJ
fbem-31301	29	5	multimodal	multimodal	NOUN
fbem-31301	29	6	data	datum	NOUN
fbem-31301	29	7	fusion	fusion	NOUN
fbem-31301	29	8	can	can	AUX
fbem-31301	29	9	effectively	effectively	ADV
fbem-31301	29	10	improve	improve	VERB
fbem-31301	29	11	the	the	DET
fbem-31301	29	12	model	model	NOUN
fbem-31301	29	13	performance	performance	NOUN
fbem-31301	29	14	and	and	CCONJ
fbem-31301	29	15	has	have	VERB
fbem-31301	29	16	a	a	DET
fbem-31301	29	17	broad	broad	ADJ
fbem-31301	29	18	application	application	NOUN
fbem-31301	29	19	prospect	prospect	NOUN
fbem-31301	29	20	in	in	ADP
fbem-31301	29	21	the	the	DET
fbem-31301	29	22	fields	field	NOUN
fbem-31301	29	23	of	of	ADP
fbem-31301	29	24	financial	financial	ADJ
fbem-31301	29	25	risk	risk	NOUN
fbem-31301	29	26	warning	warning	NOUN
fbem-31301	29	27	and	and	CCONJ
fbem-31301	29	28	fraud	fraud	NOUN
fbem-31301	29	29	detection	detection	NOUN
fbem-31301	29	30	.	.	PUNCT
fbem-31301	30	1	the	the	DET
fbem-31301	30	2	fusion	fusion	NOUN
fbem-31301	30	3	framework	framework	NOUN
fbem-31301	30	4	can	can	AUX
fbem-31301	30	5	automatically	automatically	ADV
fbem-31301	30	6	capture	capture	VERB
fbem-31301	30	7	the	the	DET
fbem-31301	30	8	correlation	correlation	NOUN
fbem-31301	30	9	patterns	pattern	NOUN
fbem-31301	30	10	between	between	ADP
fbem-31301	30	11	different	different	ADJ
fbem-31301	30	12	data	datum	NOUN
fbem-31301	30	13	sources	source	NOUN
fbem-31301	30	14	,	,	PUNCT
fbem-31301	30	15	and	and	CCONJ
fbem-31301	30	16	shows	show	VERB
fbem-31301	30	17	stronger	strong	ADJ
fbem-31301	30	18	feature	feature	NOUN
fbem-31301	30	19	extraction	extraction	NOUN
fbem-31301	30	20	and	and	CCONJ
fbem-31301	30	21	risk	risk	NOUN
fbem-31301	30	22	identification	identification	NOUN
fbem-31301	30	23	capabilities	capability	NOUN
fbem-31301	30	24	compared	compare	VERB
fbem-31301	30	25	with	with	ADP
fbem-31301	30	26	the	the	DET
fbem-31301	30	27	traditional	traditional	ADJ
fbem-31301	30	28	unimodal	unimodal	ADJ
fbem-31301	30	29	model	model	NOUN
fbem-31301	30	30	.	.	PUNCT
fbem-31301	31	1	3	3	X
fbem-31301	31	2	.	.	X
fbem-31301	31	3	theoretical	theoretical	ADJ
fbem-31301	31	4	framework	framework	NOUN
fbem-31301	31	5	and	and	CCONJ
fbem-31301	31	6	research	research	NOUN
fbem-31301	31	7	methodology	methodology	NOUN
fbem-31301	31	8	3.1	3.1	NUM
fbem-31301	31	9	.	.	PUNCT
fbem-31301	32	1	theoretical	theoretical	ADJ
fbem-31301	32	2	framework	framework	NOUN
fbem-31301	32	3	the	the	DET
fbem-31301	32	4	multimodal	multimodal	NOUN
fbem-31301	32	5	data	datum	NOUN
fbem-31301	32	6	fusion	fusion	NOUN
fbem-31301	32	7	theory	theory	NOUN
fbem-31301	32	8	provides	provide	VERB
fbem-31301	32	9	a	a	DET
fbem-31301	32	10	systematic	systematic	ADJ
fbem-31301	32	11	analysis	analysis	NOUN
fbem-31301	32	12	framework	framework	NOUN
fbem-31301	32	13	for	for	ADP
fbem-31301	32	14	corporate	corporate	ADJ
fbem-31301	32	15	financial	financial	ADJ
fbem-31301	32	16	crisis	crisis	NOUN
fbem-31301	32	17	early	early	ADJ
fbem-31301	32	18	warning	warning	NOUN
fbem-31301	32	19	,	,	PUNCT
fbem-31301	32	20	which	which	PRON
fbem-31301	32	21	emphasises	emphasise	VERB
fbem-31301	32	22	the	the	DET
fbem-31301	32	23	use	use	NOUN
fbem-31301	32	24	of	of	ADP
fbem-31301	32	25	deep	deep	ADJ
fbem-31301	32	26	neural	neural	ADJ
fbem-31301	32	27	network	network	NOUN
fbem-31301	32	28	technology	technology	NOUN
fbem-31301	32	29	to	to	PART
fbem-31301	32	30	deal	deal	VERB
fbem-31301	32	31	with	with	ADP
fbem-31301	32	32	heterogeneous	heterogeneous	ADJ
fbem-31301	32	33	data	data	NOUN
fbem-31301	32	34	features	feature	NOUN
fbem-31301	32	35	.	.	PUNCT
fbem-31301	33	1	at	at	ADP
fbem-31301	33	2	the	the	DET
fbem-31301	33	3	data	data	NOUN
fbem-31301	33	4	level	level	NOUN
fbem-31301	33	5	,	,	PUNCT
fbem-31301	33	6	it	it	PRON
fbem-31301	33	7	integrates	integrate	VERB
fbem-31301	33	8	multi	multi	ADJ
fbem-31301	33	9	-	-	ADJ
fbem-31301	33	10	source	source	NOUN
fbem-31301	33	11	information	information	NOUN
fbem-31301	33	12	such	such	ADJ
fbem-31301	33	13	as	as	ADP
fbem-31301	33	14	corporate	corporate	ADJ
fbem-31301	33	15	financial	financial	ADJ
fbem-31301	33	16	statements	statement	NOUN
fbem-31301	33	17	,	,	PUNCT
fbem-31301	33	18	news	news	NOUN
fbem-31301	33	19	texts	text	NOUN
fbem-31301	33	20	,	,	PUNCT
fbem-31301	33	21	market	market	NOUN
fbem-31301	33	22	transactions	transaction	NOUN
fbem-31301	33	23	,	,	PUNCT
fbem-31301	33	24	etc	etc	X
fbem-31301	33	25	.	.	X
fbem-31301	33	26	,	,	PUNCT
fbem-31301	33	27	and	and	CCONJ
fbem-31301	33	28	constructs	construct	VERB
fbem-31301	33	29	a	a	DET
fbem-31301	33	30	feature	feature	NOUN
fbem-31301	33	31	matrix	matrix	NOUN
fbem-31301	33	32	containing	contain	VERB
fbem-31301	33	33	240	240	NUM
fbem-31301	33	34	structured	structured	ADJ
fbem-31301	33	35	indicators	indicator	NOUN
fbem-31301	33	36	and	and	CCONJ
fbem-31301	33	37	120,000	120,000	NUM
fbem-31301	33	38	text	text	NOUN
fbem-31301	33	39	data	datum	NOUN
fbem-31301	34	1	[	[	X
fbem-31301	34	2	7	7	NUM
fbem-31301	34	3	]	]	PUNCT
fbem-31301	34	4	.	.	PUNCT
fbem-31301	35	1	at	at	ADP
fbem-31301	35	2	the	the	DET
fbem-31301	35	3	model	model	NOUN
fbem-31301	35	4	level	level	NOUN
fbem-31301	35	5	,	,	PUNCT
fbem-31301	35	6	a	a	DET
fbem-31301	35	7	two	two	NUM
fbem-31301	35	8	-	-	PUNCT
fbem-31301	35	9	stream	stream	NOUN
fbem-31301	35	10	network	network	NOUN
fbem-31301	35	11	structure	structure	NOUN
fbem-31301	35	12	is	be	AUX
fbem-31301	35	13	designed	design	VERB
fbem-31301	35	14	to	to	PART
fbem-31301	35	15	handle	handle	VERB
fbem-31301	35	16	structured	structure	VERB
fbem-31301	35	17	and	and	CCONJ
fbem-31301	35	18	unstructured	unstructured	ADJ
fbem-31301	35	19	data	datum	NOUN
fbem-31301	35	20	separately	separately	ADV
fbem-31301	35	21	,	,	PUNCT
fbem-31301	35	22	and	and	CCONJ
fbem-31301	35	23	the	the	DET
fbem-31301	35	24	cross	cross	ADJ
fbem-31301	35	25	-	-	ADJ
fbem-31301	35	26	modal	modal	ADJ
fbem-31301	35	27	attention	attention	NOUN
fbem-31301	35	28	mechanism	mechanism	NOUN
fbem-31301	35	29	is	be	AUX
fbem-31301	35	30	used	use	VERB
fbem-31301	35	31	to	to	PART
fbem-31301	35	32	capture	capture	VERB
fbem-31301	35	33	interfeature	interfeature	NOUN
fbem-31301	35	34	associations	association	NOUN
fbem-31301	35	35	.	.	PUNCT
fbem-31301	36	1	the	the	DET
fbem-31301	36	2	system	system	NOUN
fbem-31301	36	3	dynamics	dynamic	NOUN
fbem-31301	36	4	theory	theory	NOUN
fbem-31301	36	5	focuses	focus	VERB
fbem-31301	36	6	on	on	ADP
fbem-31301	36	7	the	the	DET
fbem-31301	36	8	enterprise	enterprise	NOUN
fbem-31301	36	9	risk	risk	NOUN
fbem-31301	36	10	transmission	transmission	NOUN
fbem-31301	36	11	mechanism	mechanism	NOUN
fbem-31301	36	12	,	,	PUNCT
fbem-31301	36	13	establishes	establish	VERB
fbem-31301	36	14	a	a	DET
fbem-31301	36	15	dynamic	dynamic	ADJ
fbem-31301	36	16	simulation	simulation	NOUN
fbem-31301	36	17	model	model	NOUN
fbem-31301	36	18	with	with	ADP
fbem-31301	36	19	8	8	NUM
fbem-31301	36	20	categories	category	NOUN
fbem-31301	36	21	and	and	CCONJ
fbem-31301	36	22	35	35	NUM
fbem-31301	36	23	factors	factor	NOUN
fbem-31301	36	24	,	,	PUNCT
fbem-31301	36	25	quantitatively	quantitatively	ADV
fbem-31301	36	26	analyses	analyse	VERB
fbem-31301	36	27	the	the	DET
fbem-31301	36	28	non	non	ADJ
fbem-31301	36	29	-	-	ADJ
fbem-31301	36	30	linear	linear	ADJ
fbem-31301	36	31	interaction	interaction	NOUN
fbem-31301	36	32	between	between	ADP
fbem-31301	36	33	risk	risk	NOUN
fbem-31301	36	34	factors	factor	NOUN
fbem-31301	36	35	such	such	ADJ
fbem-31301	36	36	as	as	ADP
fbem-31301	36	37	capital	capital	NOUN
fbem-31301	36	38	chain	chain	NOUN
fbem-31301	36	39	and	and	CCONJ
fbem-31301	36	40	supply	supply	NOUN
fbem-31301	36	41	chain	chain	NOUN
fbem-31301	36	42	,	,	PUNCT
fbem-31301	36	43	predicts	predict	VERB
fbem-31301	36	44	the	the	DET
fbem-31301	36	45	risk	risk	NOUN
fbem-31301	36	46	propagation	propagation	NOUN
fbem-31301	36	47	path	path	NOUN
fbem-31301	36	48	and	and	CCONJ
fbem-31301	36	49	evolution	evolution	NOUN
fbem-31301	36	50	trend	trend	NOUN
fbem-31301	36	51	,	,	PUNCT
fbem-31301	36	52	and	and	CCONJ
fbem-31301	36	53	provides	provide	VERB
fbem-31301	36	54	theoretical	theoretical	ADJ
fbem-31301	36	55	support	support	NOUN
fbem-31301	36	56	for	for	ADP
fbem-31301	36	57	the	the	DET
fbem-31301	36	58	multimodal	multimodal	NOUN
fbem-31301	36	59	early	early	ADJ
fbem-31301	36	60	warning	warning	NOUN
fbem-31301	36	61	model	model	NOUN
fbem-31301	36	62	.	.	PUNCT
fbem-31301	37	1	3.2	3.2	NUM
fbem-31301	37	2	.	.	PUNCT
fbem-31301	38	1	research	research	NOUN
fbem-31301	38	2	methodology	methodology	NOUN
fbem-31301	38	3	the	the	DET
fbem-31301	38	4	research	research	NOUN
fbem-31301	38	5	methodology	methodology	NOUN
fbem-31301	38	6	system	system	NOUN
fbem-31301	38	7	contains	contain	VERB
fbem-31301	38	8	three	three	NUM
fbem-31301	38	9	levels	level	NOUN
fbem-31301	38	10	:	:	PUNCT
fbem-31301	38	11	data	datum	NOUN
fbem-31301	38	12	preprocessing	preprocessing	NOUN
fbem-31301	38	13	,	,	PUNCT
fbem-31301	38	14	feature	feature	NOUN
fbem-31301	38	15	fusion	fusion	NOUN
fbem-31301	38	16	and	and	CCONJ
fbem-31301	38	17	model	model	NOUN
fbem-31301	38	18	construction	construction	NOUN
fbem-31301	38	19	.	.	PUNCT
fbem-31301	39	1	in	in	ADP
fbem-31301	39	2	the	the	DET
fbem-31301	39	3	data	data	NOUN
fbem-31301	39	4	preprocessing	preprocessing	NOUN
fbem-31301	39	5	stage	stage	NOUN
fbem-31301	39	6	,	,	PUNCT
fbem-31301	39	7	z	z	NOUN
fbem-31301	39	8	-	-	PUNCT
fbem-31301	39	9	score	score	NOUN
fbem-31301	39	10	is	be	AUX
fbem-31301	39	11	used	use	VERB
fbem-31301	39	12	to	to	PART
fbem-31301	39	13	standardise	standardise	VERB
fbem-31301	39	14	the	the	DET
fbem-31301	39	15	financial	financial	ADJ
fbem-31301	39	16	indicators	indicator	NOUN
fbem-31301	39	17	,	,	PUNCT
fbem-31301	39	18	and	and	CCONJ
fbem-31301	39	19	the	the	DET
fbem-31301	39	20	bert	bert	PROPN
fbem-31301	39	21	model	model	NOUN
fbem-31301	39	22	is	be	AUX
fbem-31301	39	23	used	use	VERB
fbem-31301	39	24	to	to	PART
fbem-31301	39	25	perform	perform	VERB
fbem-31301	39	26	sentiment	sentiment	NOUN
fbem-31301	39	27	analysis	analysis	NOUN
fbem-31301	39	28	and	and	CCONJ
fbem-31301	39	29	feature	feature	NOUN
fbem-31301	39	30	vector	vector	NOUN
fbem-31301	39	31	extraction	extraction	NOUN
fbem-31301	39	32	on	on	ADP
fbem-31301	39	33	text	text	NOUN
fbem-31301	39	34	data	datum	NOUN
fbem-31301	39	35	to	to	PART
fbem-31301	39	36	generate	generate	VERB
fbem-31301	39	37	768	768	NUM
fbem-31301	39	38	-	-	PUNCT
fbem-31301	39	39	dimensional	dimensional	ADJ
fbem-31301	39	40	semantic	semantic	ADJ
fbem-31301	39	41	features	feature	NOUN
fbem-31301	39	42	.	.	PUNCT
fbem-31301	40	1	in	in	ADP
fbem-31301	40	2	the	the	DET
fbem-31301	40	3	feature	feature	NOUN
fbem-31301	40	4	fusion	fusion	NOUN
fbem-31301	40	5	stage	stage	NOUN
fbem-31301	40	6	,	,	PUNCT
fbem-31301	40	7	a	a	DET
fbem-31301	40	8	hierarchical	hierarchical	ADJ
fbem-31301	40	9	fusion	fusion	NOUN
fbem-31301	40	10	architecture	architecture	NOUN
fbem-31301	40	11	is	be	AUX
fbem-31301	40	12	designed	design	VERB
fbem-31301	40	13	,	,	PUNCT
fbem-31301	40	14	using	use	VERB
fbem-31301	40	15	convolutional	convolutional	ADJ
fbem-31301	40	16	neural	neural	ADJ
fbem-31301	40	17	networks	network	NOUN
fbem-31301	40	18	to	to	PART
fbem-31301	40	19	extract	extract	VERB
fbem-31301	40	20	unimodal	unimodal	ADJ
fbem-31301	40	21	local	local	ADJ
fbem-31301	40	22	features	feature	NOUN
fbem-31301	40	23	,	,	PUNCT
fbem-31301	40	24	combining	combine	VERB
fbem-31301	40	25	with	with	ADP
fbem-31301	40	26	the	the	DET
fbem-31301	40	27	multi	multi	ADJ
fbem-31301	40	28	-	-	ADJ
fbem-31301	40	29	attention	attention	ADJ
fbem-31301	40	30	mechanism	mechanism	NOUN
fbem-31301	40	31	to	to	PART
fbem-31301	40	32	achieve	achieve	VERB
fbem-31301	40	33	cross	cross	ADJ
fbem-31301	40	34	-	-	ADJ
fbem-31301	40	35	modal	modal	ADJ
fbem-31301	40	36	feature	feature	NOUN
fbem-31301	40	37	alignment	alignment	NOUN
fbem-31301	40	38	,	,	PUNCT
fbem-31301	40	39	and	and	CCONJ
fbem-31301	40	40	introducing	introduce	VERB
fbem-31301	40	41	l1	l1	PROPN
fbem-31301	40	42	sparse	sparse	ADJ
fbem-31301	40	43	regularisation	regularisation	NOUN
fbem-31301	40	44	to	to	PART
fbem-31301	40	45	reduce	reduce	VERB
fbem-31301	40	46	95	95	NUM
fbem-31301	40	47	%	%	NOUN
fbem-31301	40	48	of	of	ADP
fbem-31301	40	49	feature	feature	NOUN
fbem-31301	40	50	redundancy	redundancy	NOUN
fbem-31301	40	51	[	[	X
fbem-31301	40	52	8	8	NUM
fbem-31301	40	53	]	]	PUNCT
fbem-31301	40	54	.	.	PUNCT
fbem-31301	41	1	in	in	ADP
fbem-31301	41	2	the	the	DET
fbem-31301	41	3	model	model	NOUN
fbem-31301	41	4	construction	construction	NOUN
fbem-31301	41	5	stage	stage	NOUN
fbem-31301	41	6	,	,	PUNCT
fbem-31301	41	7	a	a	DET
fbem-31301	41	8	deep	deep	ADJ
fbem-31301	41	9	warning	warning	NOUN
fbem-31301	41	10	network	network	NOUN
fbem-31301	41	11	is	be	AUX
fbem-31301	41	12	designed	design	VERB
fbem-31301	41	13	based	base	VERB
fbem-31301	41	14	on	on	ADP
fbem-31301	41	15	the	the	DET
fbem-31301	41	16	transformer	transformer	NOUN
fbem-31301	41	17	encoder	encoder	NOUN
fbem-31301	41	18	,	,	PUNCT
fbem-31301	41	19	and	and	CCONJ
fbem-31301	41	20	a	a	DET
fbem-31301	41	21	graph	graph	NOUN
fbem-31301	41	22	neural	neural	ADJ
fbem-31301	41	23	network	network	NOUN
fbem-31301	41	24	is	be	AUX
fbem-31301	41	25	integrated	integrate	VERB
fbem-31301	41	26	to	to	PART
fbem-31301	41	27	portray	portray	VERB
fbem-31301	41	28	the	the	DET
fbem-31301	41	29	associated	associated	ADJ
fbem-31301	41	30	features	feature	NOUN
fbem-31301	41	31	of	of	ADP
fbem-31301	41	32	enterprises	enterprise	NOUN
fbem-31301	41	33	,	,	PUNCT
fbem-31301	41	34	and	and	CCONJ
fbem-31301	41	35	the	the	DET
fbem-31301	41	36	model	model	NOUN
fbem-31301	41	37	achieves	achieve	VERB
fbem-31301	41	38	96.5	96.5	NUM
fbem-31301	41	39	%	%	NOUN
fbem-31301	41	40	prediction	prediction	NOUN
fbem-31301	41	41	accuracy	accuracy	NOUN
fbem-31301	41	42	in	in	ADP
fbem-31301	41	43	the	the	DET
fbem-31301	41	44	validation	validation	NOUN
fbem-31301	41	45	set	set	NOUN
fbem-31301	41	46	.	.	PUNCT
fbem-31301	42	1	the	the	DET
fbem-31301	42	2	shap	shap	NOUN
fbem-31301	42	3	and	and	CCONJ
fbem-31301	42	4	lime	lime	NOUN
fbem-31301	42	5	interpretability	interpretability	NOUN
fbem-31301	42	6	techniques	technique	NOUN
fbem-31301	42	7	are	be	AUX
fbem-31301	42	8	introduced	introduce	VERB
fbem-31301	42	9	to	to	PART
fbem-31301	42	10	analyse	analyse	VERB
fbem-31301	42	11	the	the	DET
fbem-31301	42	12	contribution	contribution	NOUN
fbem-31301	42	13	of	of	ADP
fbem-31301	42	14	features	feature	NOUN
fbem-31301	42	15	and	and	CCONJ
fbem-31301	42	16	achieve	achieve	VERB
fbem-31301	42	17	the	the	DET
fbem-31301	42	18	visual	visual	ADJ
fbem-31301	42	19	interpretation	interpretation	NOUN
fbem-31301	42	20	of	of	ADP
fbem-31301	42	21	the	the	DET
fbem-31301	42	22	warning	warning	NOUN
fbem-31301	42	23	results	result	NOUN
fbem-31301	42	24	.	.	PUNCT
fbem-31301	43	1	4	4	X
fbem-31301	43	2	.	.	NOUN
fbem-31301	43	3	model	model	NOUN
fbem-31301	43	4	construction	construction	NOUN
fbem-31301	43	5	and	and	CCONJ
fbem-31301	43	6	implementation	implementation	NOUN
fbem-31301	43	7	4.1	4.1	NUM
fbem-31301	43	8	.	.	PUNCT
fbem-31301	44	1	data	datum	NOUN
fbem-31301	44	2	sources	source	NOUN
fbem-31301	44	3	and	and	CCONJ
fbem-31301	44	4	preprocessing	preprocesse	VERB
fbem-31301	44	5	the	the	DET
fbem-31301	44	6	multimodal	multimodal	NOUN
fbem-31301	44	7	dataset	dataset	NOUN
fbem-31301	44	8	constructed	construct	VERB
fbem-31301	44	9	in	in	ADP
fbem-31301	44	10	this	this	DET
fbem-31301	44	11	study	study	NOUN
fbem-31301	44	12	contains	contain	VERB
fbem-31301	44	13	three	three	NUM
fbem-31301	44	14	types	type	NOUN
fbem-31301	44	15	of	of	ADP
fbem-31301	44	16	data	datum	NOUN
fbem-31301	44	17	sources	source	NOUN
fbem-31301	44	18	:	:	PUNCT
fbem-31301	44	19	the	the	DET
fbem-31301	44	20	financial	financial	ADJ
fbem-31301	44	21	data	datum	NOUN
fbem-31301	44	22	are	be	AUX
fbem-31301	44	23	collected	collect	VERB
fbem-31301	44	24	from	from	ADP
fbem-31301	44	25	the	the	DET
fbem-31301	44	26	quarterly	quarterly	ADJ
fbem-31301	44	27	statements	statement	NOUN
fbem-31301	44	28	of	of	ADP
fbem-31301	44	29	shanghai	shanghai	PROPN
fbem-31301	44	30	and	and	CCONJ
fbem-31301	44	31	shenzhen	shenzhen	PROPN
fbem-31301	44	32	ashare	ashare	VERB
fbem-31301	44	33	listed	list	VERB
fbem-31301	44	34	companies	company	NOUN
fbem-31301	44	35	in	in	ADP
fbem-31301	44	36	the	the	DET
fbem-31301	44	37	period	period	NOUN
fbem-31301	44	38	of	of	ADP
fbem-31301	44	39	2023	2023	NUM
fbem-31301	44	40	-	-	SYM
fbem-31301	44	41	2025	2025	NUM
fbem-31301	44	42	,	,	PUNCT
fbem-31301	44	43	which	which	PRON
fbem-31301	44	44	cover	cover	VERB
fbem-31301	44	45	180	180	NUM
fbem-31301	44	46	indicators	indicator	NOUN
fbem-31301	44	47	such	such	ADJ
fbem-31301	44	48	as	as	ADP
fbem-31301	44	49	assets	asset	NOUN
fbem-31301	44	50	and	and	CCONJ
fbem-31301	44	51	liabilities	liability	NOUN
fbem-31301	44	52	,	,	PUNCT
fbem-31301	44	53	cash	cash	NOUN
fbem-31301	44	54	flow	flow	NOUN
fbem-31301	44	55	,	,	PUNCT
fbem-31301	44	56	etc	etc	X
fbem-31301	44	57	.	.	X
fbem-31301	44	58	;	;	PUNCT
fbem-31301	44	59	the	the	DET
fbem-31301	44	60	textual	textual	ADJ
fbem-31301	44	61	data	datum	NOUN
fbem-31301	44	62	include	include	VERB
fbem-31301	44	63	the	the	DET
fbem-31301	44	64	md&a	md&a	PROPN
fbem-31301	44	65	part	part	NOUN
fbem-31301	44	66	of	of	ADP
fbem-31301	44	67	annual	annual	ADJ
fbem-31301	44	68	reports	report	NOUN
fbem-31301	44	69	,	,	PUNCT
fbem-31301	44	70	news	news	NOUN
fbem-31301	44	71	reports	report	NOUN
fbem-31301	44	72	and	and	CCONJ
fbem-31301	44	73	social	social	ADJ
fbem-31301	44	74	media	medium	NOUN
fbem-31301	44	75	comments	comment	NOUN
fbem-31301	44	76	,	,	PUNCT
fbem-31301	44	77	with	with	ADP
fbem-31301	44	78	an	an	DET
fbem-31301	44	79	accumulated	accumulate	VERB
fbem-31301	44	80	total	total	NOUN
fbem-31301	44	81	of	of	ADP
fbem-31301	44	82	8	8	NUM
fbem-31301	44	83	million	million	NUM
fbem-31301	44	84	text	text	NOUN
fbem-31301	44	85	records	record	NOUN
fbem-31301	44	86	;	;	PUNCT
fbem-31301	44	87	and	and	CCONJ
fbem-31301	44	88	the	the	DET
fbem-31301	44	89	market	market	NOUN
fbem-31301	44	90	the	the	DET
fbem-31301	44	91	trading	trading	NOUN
fbem-31301	44	92	data	datum	NOUN
fbem-31301	44	93	contains	contain	VERB
fbem-31301	44	94	real	real	ADJ
fbem-31301	44	95	-	-	PUNCT
fbem-31301	44	96	time	time	NOUN
fbem-31301	44	97	indicators	indicator	NOUN
fbem-31301	44	98	such	such	ADJ
fbem-31301	44	99	as	as	ADP
fbem-31301	44	100	stock	stock	NOUN
fbem-31301	44	101	price	price	NOUN
fbem-31301	44	102	and	and	CCONJ
fbem-31301	44	103	turnover	turnover	NOUN
fbem-31301	45	1	[	[	X
fbem-31301	45	2	9	9	NUM
fbem-31301	45	3	]	]	PUNCT
fbem-31301	45	4	.	.	PUNCT
fbem-31301	46	1	as	as	SCONJ
fbem-31301	46	2	shown	show	VERB
fbem-31301	46	3	in	in	ADP
fbem-31301	46	4	table	table	NOUN
fbem-31301	46	5	1	1	NUM
fbem-31301	46	6	,	,	PUNCT
fbem-31301	46	7	the	the	DET
fbem-31301	46	8	data	data	NOUN
fbem-31301	46	9	preprocessing	preprocessing	NOUN
fbem-31301	46	10	adopts	adopt	VERB
fbem-31301	46	11	a	a	DET
fbem-31301	46	12	distributed	distribute	VERB
fbem-31301	46	13	computing	computing	NOUN
fbem-31301	46	14	framework	framework	NOUN
fbem-31301	46	15	,	,	PUNCT
fbem-31301	46	16	detects	detect	NOUN
fbem-31301	46	17	outliers	outlier	NOUN
fbem-31301	46	18	and	and	CCONJ
fbem-31301	46	19	fills	fill	VERB
fbem-31301	46	20	in	in	ADP
fbem-31301	46	21	missing	miss	VERB
fbem-31301	46	22	values	value	NOUN
fbem-31301	46	23	on	on	ADP
fbem-31301	46	24	the	the	DET
fbem-31301	46	25	raw	raw	ADJ
fbem-31301	46	26	data	datum	NOUN
fbem-31301	46	27	,	,	PUNCT
fbem-31301	46	28	applies	apply	VERB
fbem-31301	46	29	the	the	DET
fbem-31301	46	30	temporal	temporal	ADJ
fbem-31301	46	31	alignment	alignment	NOUN
fbem-31301	46	32	algorithm	algorithm	NOUN
fbem-31301	46	33	to	to	PART
fbem-31301	46	34	unify	unify	VERB
fbem-31301	46	35	the	the	DET
fbem-31301	46	36	data	data	NOUN
fbem-31301	46	37	timestamps	timestamp	NOUN
fbem-31301	46	38	to	to	ADP
fbem-31301	46	39	the	the	DET
fbem-31301	46	40	daily	daily	ADJ
fbem-31301	46	41	granularity	granularity	NOUN
fbem-31301	46	42	,	,	PUNCT
fbem-31301	46	43	and	and	CCONJ
fbem-31301	46	44	extracts	extract	VERB
fbem-31301	46	45	434dimensional	434dimensional	ADJ
fbem-31301	46	46	base	base	NOUN
fbem-31301	46	47	feature	feature	NOUN
fbem-31301	46	48	vectors	vector	NOUN
fbem-31301	46	49	through	through	ADP
fbem-31301	46	50	feature	feature	NOUN
fbem-31301	46	51	engineering	engineering	NOUN
fbem-31301	46	52	.	.	PUNCT
fbem-31301	47	1	table	table	NOUN
fbem-31301	47	2	1	1	NUM
fbem-31301	47	3	.	.	PUNCT
fbem-31301	48	1	statistics	statistic	NOUN
fbem-31301	48	2	of	of	ADP
fbem-31301	48	3	pre	pre	ADJ
fbem-31301	48	4	-	-	ADJ
fbem-31301	48	5	processing	processing	ADJ
fbem-31301	48	6	results	result	NOUN
fbem-31301	48	7	of	of	ADP
fbem-31301	48	8	multimodal	multimodal	NOUN
fbem-31301	48	9	data	datum	NOUN
fbem-31301	48	10	in	in	ADP
fbem-31301	48	11	2023	2023	NUM
fbem-31301	48	12	-	-	SYM
fbem-31301	48	13	2025	2025	NUM
fbem-31301	48	14	data	datum	NOUN
fbem-31301	48	15	type	type	NOUN
fbem-31301	48	16	original	original	ADJ
fbem-31301	48	17	data	datum	NOUN
fbem-31301	48	18	volume	volume	NOUN
fbem-31301	48	19	cleaned	clean	VERB
fbem-31301	48	20	data	datum	NOUN
fbem-31301	48	21	volume	volume	NOUN
fbem-31301	48	22	feature	feature	NOUN
fbem-31301	48	23	dimension	dimension	NOUN
fbem-31301	48	24	time	time	NOUN
fbem-31301	48	25	granularity	granularity	PROPN
fbem-31301	48	26	financial	financial	ADJ
fbem-31301	48	27	data	datum	NOUN
fbem-31301	48	28	1.8	1.8	NUM
fbem-31301	48	29	tb	tb	ADP
fbem-31301	48	30	1.2	1.2	NUM
fbem-31301	48	31	tb	tb	ADP
fbem-31301	48	32	180	180	NUM
fbem-31301	48	33	quarterly	quarterly	ADJ
fbem-31301	48	34	text	text	NOUN
fbem-31301	48	35	data	datum	NOUN
fbem-31301	48	36	8	8	NUM
fbem-31301	48	37	million	million	NUM
fbem-31301	48	38	records	record	NOUN
fbem-31301	48	39	5.6	5.6	NUM
fbem-31301	48	40	million	million	NUM
fbem-31301	48	41	records	record	NOUN
fbem-31301	48	42	168	168	NUM
fbem-31301	48	43	daily	daily	ADJ
fbem-31301	48	44	transaction	transaction	NOUN
fbem-31301	48	45	data	data	VERB
fbem-31301	48	46	2.8	2.8	NUM
fbem-31301	48	47	tb	tb	ADP
fbem-31301	48	48	2.2	2.2	NUM
fbem-31301	48	49	tb	tb	PART
fbem-31301	48	50	86	86	NUM
fbem-31301	48	51	minute	minute	NOUN
fbem-31301	48	52	-	-	PUNCT
fbem-31301	48	53	level	level	NOUN
fbem-31301	48	54	4.2	4.2	NUM
fbem-31301	48	55	.	.	PUNCT
fbem-31301	49	1	feature	feature	NOUN
fbem-31301	49	2	fusion	fusion	NOUN
fbem-31301	49	3	and	and	CCONJ
fbem-31301	49	4	model	model	NOUN
fbem-31301	49	5	training	train	VERB
fbem-31301	49	6	the	the	DET
fbem-31301	49	7	feature	feature	NOUN
fbem-31301	49	8	fusion	fusion	NOUN
fbem-31301	49	9	architecture	architecture	NOUN
fbem-31301	49	10	uses	use	VERB
fbem-31301	49	11	a	a	DET
fbem-31301	49	12	two	two	NUM
fbem-31301	49	13	-	-	PUNCT
fbem-31301	49	14	way	way	NOUN
fbem-31301	49	15	attention	attention	NOUN
fbem-31301	49	16	mechanism	mechanism	NOUN
fbem-31301	49	17	to	to	PART
fbem-31301	49	18	achieve	achieve	VERB
fbem-31301	49	19	adaptive	adaptive	ADJ
fbem-31301	49	20	fusion	fusion	NOUN
fbem-31301	49	21	of	of	ADP
fbem-31301	49	22	multimodal	multimodal	NOUN
fbem-31301	49	23	features	feature	NOUN
fbem-31301	49	24	.	.	PUNCT
fbem-31301	50	1	financial	financial	ADJ
fbem-31301	50	2	data	datum	NOUN
fbem-31301	50	3	features	feature	NOUN
fbem-31301	50	4	are	be	AUX
fbem-31301	50	5	dimensionality	dimensionality	NOUN
fbem-31301	50	6	reduced	reduce	VERB
fbem-31301	50	7	by	by	ADP
fbem-31301	50	8	a	a	DET
fbem-31301	50	9	threelayer	threelayer	NOUN
fbem-31301	50	10	fully	fully	ADV
fbem-31301	50	11	connected	connected	ADJ
fbem-31301	50	12	network	network	NOUN
fbem-31301	50	13	,	,	PUNCT
fbem-31301	50	14	text	text	NOUN
fbem-31301	50	15	features	feature	NOUN
fbem-31301	50	16	are	be	AUX
fbem-31301	50	17	extracted	extract	VERB
fbem-31301	50	18	as	as	ADP
fbem-31301	50	19	semantic	semantic	ADJ
fbem-31301	50	20	vectors	vector	NOUN
fbem-31301	50	21	by	by	ADP
fbem-31301	50	22	bert	bert	PROPN
fbem-31301	50	23	model	model	NOUN
fbem-31301	50	24	,	,	PUNCT
fbem-31301	50	25	and	and	CCONJ
fbem-31301	50	26	transaction	transaction	NOUN
fbem-31301	50	27	data	datum	NOUN
fbem-31301	50	28	are	be	AUX
fbem-31301	50	29	extracted	extract	VERB
fbem-31301	50	30	as	as	ADP
fbem-31301	50	31	temporal	temporal	ADJ
fbem-31301	50	32	features	feature	NOUN
fbem-31301	50	33	by	by	ADP
fbem-31301	50	34	using	use	VERB
fbem-31301	50	35	cnn	cnn	PROPN
fbem-31301	50	36	.	.	PUNCT
fbem-31301	51	1	the	the	DET
fbem-31301	51	2	fusion	fusion	NOUN
fbem-31301	51	3	layer	layer	NOUN
fbem-31301	51	4	is	be	AUX
fbem-31301	51	5	designed	design	VERB
fbem-31301	51	6	with	with	ADP
fbem-31301	51	7	a	a	DET
fbem-31301	51	8	multi	multi	ADJ
fbem-31301	51	9	-	-	ADJ
fbem-31301	51	10	head	head	ADJ
fbem-31301	51	11	cross	cross	ADJ
fbem-31301	51	12	-	-	ADJ
fbem-31301	51	13	attention	attention	ADJ
fbem-31301	51	14	module	module	NOUN
fbem-31301	51	15	to	to	PART
fbem-31301	51	16	compute	compute	VERB
fbem-31301	51	17	the	the	DET
fbem-31301	51	18	correlation	correlation	NOUN
fbem-31301	51	19	weights	weight	NOUN
fbem-31301	51	20	between	between	ADP
fbem-31301	51	21	different	different	ADJ
fbem-31301	51	22	modal	modal	ADJ
fbem-31301	51	23	features	feature	NOUN
fbem-31301	51	24	and	and	CCONJ
fbem-31301	51	25	generate	generate	VERB
fbem-31301	51	26	a	a	DET
fbem-31301	51	27	434	434	NUM
fbem-31301	51	28	-	-	PUNCT
fbem-31301	51	29	dimensional	dimensional	ADJ
fbem-31301	51	30	fusion	fusion	NOUN
fbem-31301	51	31	feature	feature	NOUN
fbem-31301	51	32	vector	vector	NOUN
fbem-31301	51	33	[	[	X
fbem-31301	51	34	10	10	NUM
fbem-31301	51	35	]	]	PUNCT
fbem-31301	51	36	.	.	PUNCT
fbem-31301	52	1	model	model	NOUN
fbem-31301	52	2	training	training	NOUN
fbem-31301	52	3	is	be	AUX
fbem-31301	52	4	implemented	implement	VERB
fbem-31301	52	5	based	base	VERB
fbem-31301	52	6	on	on	ADP
fbem-31301	52	7	the	the	DET
fbem-31301	52	8	pytorch	pytorch	NOUN
fbem-31301	52	9	framework	framework	NOUN
fbem-31301	52	10	,	,	PUNCT
fbem-31301	52	11	using	use	VERB
fbem-31301	52	12	the	the	DET
fbem-31301	52	13	adam	adam	PROPN
fbem-31301	52	14	optimiser	optimiser	PROPN
fbem-31301	52	15	with	with	ADP
fbem-31301	52	16	the	the	DET
fbem-31301	52	17	learning	learning	NOUN
fbem-31301	52	18	rate	rate	NOUN
fbem-31301	52	19	set	set	VERB
fbem-31301	52	20	to	to	ADP
fbem-31301	52	21	0.001	0.001	NUM
fbem-31301	52	22	and	and	CCONJ
fbem-31301	52	23	batch	batch	NOUN
fbem-31301	52	24	size	size	NOUN
fbem-31301	52	25	of	of	ADP
fbem-31301	52	26	256	256	NUM
fbem-31301	52	27	,	,	PUNCT
fbem-31301	52	28	and	and	CCONJ
fbem-31301	52	29	100	100	NUM
fbem-31301	52	30	rounds	round	NOUN
fbem-31301	52	31	of	of	ADP
fbem-31301	52	32	training	training	NOUN
fbem-31301	52	33	are	be	AUX
fbem-31301	52	34	performed	perform	VERB
fbem-31301	52	35	in	in	ADP
fbem-31301	52	36	parallel	parallel	NOUN
fbem-31301	52	37	on	on	ADP
fbem-31301	52	38	four	four	NUM
fbem-31301	52	39	tesla	tesla	PROPN
fbem-31301	52	40	v100	v100	PROPN
fbem-31301	52	41	gpus	gpu	NOUN
fbem-31301	52	42	.	.	PUNCT
fbem-31301	53	1	the	the	DET
fbem-31301	53	2	hyperparameters	hyperparameter	NOUN
fbem-31301	53	3	are	be	AUX
fbem-31301	53	4	optimised	optimise	VERB
fbem-31301	53	5	by	by	ADP
fbem-31301	53	6	grid	grid	NOUN
fbem-31301	53	7	search	search	NOUN
fbem-31301	53	8	,	,	PUNCT
fbem-31301	53	9	and	and	CCONJ
fbem-31301	53	10	an	an	DET
fbem-31301	53	11	early	early	ADJ
fbem-31301	53	12	stop	stop	NOUN
fbem-31301	53	13	mechanism	mechanism	NOUN
fbem-31301	53	14	is	be	AUX
fbem-31301	53	15	introduced	introduce	VERB
fbem-31301	53	16	to	to	PART
fbem-31301	53	17	prevent	prevent	VERB
fbem-31301	53	18	overfitting	overfitting	NOUN
fbem-31301	53	19	,	,	PUNCT
fbem-31301	53	20	and	and	CCONJ
fbem-31301	53	21	the	the	DET
fbem-31301	53	22	final	final	ADJ
fbem-31301	53	23	validation	validation	NOUN
fbem-31301	53	24	set	set	NOUN
fbem-31301	53	25	accuracy	accuracy	NOUN
fbem-31301	53	26	reaches	reach	VERB
fbem-31301	53	27	97.2	97.2	NUM
fbem-31301	53	28	%	%	NOUN
fbem-31301	53	29	.	.	PUNCT
fbem-31301	54	1	4.3	4.3	NUM
fbem-31301	54	2	.	.	PUNCT
fbem-31301	55	1	early	early	ADJ
fbem-31301	55	2	warning	warning	NOUN
fbem-31301	55	3	signal	signal	NOUN
fbem-31301	55	4	output	output	NOUN
fbem-31301	55	5	the	the	DET
fbem-31301	55	6	early	early	ADJ
fbem-31301	55	7	warning	warning	NOUN
fbem-31301	55	8	model	model	NOUN
fbem-31301	55	9	output	output	NOUN
fbem-31301	55	10	adopts	adopt	VERB
fbem-31301	55	11	a	a	DET
fbem-31301	55	12	multilevel	multilevel	ADJ
fbem-31301	55	13	risk	risk	NOUN
fbem-31301	55	14	assessment	assessment	NOUN
fbem-31301	55	15	system	system	NOUN
fbem-31301	55	16	to	to	PART
fbem-31301	55	17	classify	classify	VERB
fbem-31301	55	18	the	the	DET
fbem-31301	55	19	enterprise	enterprise	NOUN
fbem-31301	55	20	's	's	PART
fbem-31301	55	21	financial	financial	ADJ
fbem-31301	55	22	situation	situation	NOUN
fbem-31301	55	23	into	into	ADP
fbem-31301	55	24	four	four	NUM
fbem-31301	55	25	levels	level	NOUN
fbem-31301	55	26	:	:	PUNCT
fbem-31301	55	27	safe	safe	ADJ
fbem-31301	55	28	,	,	PUNCT
fbem-31301	55	29	concerned	concerned	ADJ
fbem-31301	55	30	,	,	PUNCT
fbem-31301	55	31	warning	warning	NOUN
fbem-31301	55	32	,	,	PUNCT
fbem-31301	55	33	and	and	CCONJ
fbem-31301	55	34	dangerous	dangerous	ADJ
fbem-31301	55	35	.	.	PUNCT
fbem-31301	56	1	as	as	SCONJ
fbem-31301	56	2	shown	show	VERB
fbem-31301	56	3	in	in	ADP
fbem-31301	56	4	figure	figure	NOUN
fbem-31301	56	5	1	1	NUM
fbem-31301	56	6	,	,	PUNCT
fbem-31301	56	7	the	the	DET
fbem-31301	56	8	system	system	NOUN
fbem-31301	56	9	calculates	calculate	VERB
fbem-31301	56	10	the	the	DET
fbem-31301	56	11	risk	risk	NOUN
fbem-31301	56	12	score	score	NOUN
fbem-31301	56	13	based	base	VERB
fbem-31301	56	14	on	on	ADP
fbem-31301	56	15	deep	deep	ADJ
fbem-31301	56	16	neural	neural	ADJ
fbem-31301	56	17	network	network	NOUN
fbem-31301	56	18	,	,	PUNCT
fbem-31301	56	19	combined	combine	VERB
fbem-31301	56	20	with	with	ADP
fbem-31301	56	21	dynamic	dynamic	ADJ
fbem-31301	56	22	energy	energy	NOUN
fbem-31301	56	23	distribution	distribution	NOUN
fbem-31301	56	24	mapping	mapping	NOUN
fbem-31301	56	25	to	to	PART
fbem-31301	56	26	visualise	visualise	VERB
fbem-31301	56	27	the	the	DET
fbem-31301	56	28	risk	risk	NOUN
fbem-31301	56	29	posture	posture	NOUN
fbem-31301	56	30	[	[	X
fbem-31301	56	31	11	11	NUM
fbem-31301	56	32	]	]	PUNCT
fbem-31301	56	33	.	.	PUNCT
fbem-31301	57	1	the	the	DET
fbem-31301	57	2	early	early	ADJ
fbem-31301	57	3	warning	warning	NOUN
fbem-31301	57	4	signal	signal	NOUN
fbem-31301	57	5	output	output	NOUN
fbem-31301	57	6	module	module	NOUN
fbem-31301	57	7	integrates	integrate	VERB
fbem-31301	57	8	the	the	DET
fbem-31301	57	9	time	time	NOUN
fbem-31301	57	10	series	series	PROPN
fbem-31301	57	11	prediction	prediction	NOUN
fbem-31301	57	12	results	result	VERB
fbem-31301	57	13	to	to	PART
fbem-31301	57	14	generate	generate	VERB
fbem-31301	57	15	the	the	DET
fbem-31301	57	16	risk	risk	NOUN
fbem-31301	57	17	evolution	evolution	NOUN
fbem-31301	57	18	trend	trend	NOUN
fbem-31301	57	19	curve	curve	NOUN
fbem-31301	57	20	,	,	PUNCT
fbem-31301	57	21	and	and	CCONJ
fbem-31301	57	22	automatically	automatically	ADV
fbem-31301	57	23	triggers	trigger	VERB
fbem-31301	57	24	the	the	DET
fbem-31301	57	25	warning	warning	NOUN
fbem-31301	57	26	when	when	SCONJ
fbem-31301	57	27	the	the	DET
fbem-31301	57	28	risk	risk	NOUN
fbem-31301	57	29	index	index	NOUN
fbem-31301	57	30	exceeds	exceed	VERB
fbem-31301	57	31	the	the	DET
fbem-31301	57	32	preset	preset	ADJ
fbem-31301	57	33	threshold	threshold	NOUN
fbem-31301	57	34	.	.	PUNCT
fbem-31301	58	1	the	the	DET
fbem-31301	58	2	system	system	NOUN
fbem-31301	58	3	supports	support	VERB
fbem-31301	58	4	real	real	ADJ
fbem-31301	58	5	-	-	PUNCT
fbem-31301	58	6	time	time	NOUN
fbem-31301	58	7	monitoring	monitoring	NOUN
fbem-31301	58	8	,	,	PUNCT
fbem-31301	58	9	updates	update	VERB
fbem-31301	58	10	risk	risk	NOUN
fbem-31301	58	11	assessment	assessment	NOUN
fbem-31301	58	12	results	result	VERB
fbem-31301	58	13	daily	daily	ADV
fbem-31301	58	14	,	,	PUNCT
fbem-31301	58	15	and	and	CCONJ
fbem-31301	58	16	pushes	push	VERB
fbem-31301	58	17	warning	warn	VERB
fbem-31301	58	18	information	information	NOUN
fbem-31301	58	19	to	to	ADP
fbem-31301	58	20	the	the	DET
fbem-31301	58	21	enterprise	enterprise	NOUN
fbem-31301	58	22	120	120	NUM
fbem-31301	58	23	management	management	NOUN
fbem-31301	58	24	system	system	NOUN
fbem-31301	58	25	through	through	ADP
fbem-31301	58	26	the	the	DET
fbem-31301	58	27	rest	rest	NOUN
fbem-31301	58	28	api	api	NOUN
fbem-31301	58	29	interface	interface	NOUN
fbem-31301	58	30	.	.	PUNCT
fbem-31301	59	1	figure	figure	NOUN
fbem-31301	59	2	1	1	NUM
fbem-31301	59	3	.	.	PUNCT
fbem-31301	59	4	risk	risk	NOUN
fbem-31301	59	5	warning	warning	NOUN
fbem-31301	59	6	visualisation	visualisation	NOUN
fbem-31301	59	7	interface	interface	NOUN
fbem-31301	59	8	based	base	VERB
fbem-31301	59	9	on	on	ADP
fbem-31301	59	10	dynamic	dynamic	ADJ
fbem-31301	59	11	energy	energy	NOUN
fbem-31301	59	12	distribution	distribution	NOUN
fbem-31301	59	13	5	5	NUM
fbem-31301	59	14	.	.	PUNCT
fbem-31301	60	1	empirical	empirical	ADJ
fbem-31301	60	2	analysis	analysis	NOUN
fbem-31301	60	3	and	and	CCONJ
fbem-31301	60	4	result	result	VERB
fbem-31301	60	5	validation	validation	NOUN
fbem-31301	60	6	5.1	5.1	NUM
fbem-31301	60	7	.	.	PUNCT
fbem-31301	61	1	experimental	experimental	ADJ
fbem-31301	61	2	design	design	NOUN
fbem-31301	61	3	the	the	DET
fbem-31301	61	4	experimental	experimental	ADJ
fbem-31301	61	5	dataset	dataset	NOUN
fbem-31301	61	6	is	be	AUX
fbem-31301	61	7	selected	select	VERB
fbem-31301	61	8	from	from	ADP
fbem-31301	61	9	the	the	DET
fbem-31301	61	10	data	datum	NOUN
fbem-31301	61	11	of	of	ADP
fbem-31301	61	12	ashare	ashare	ADJ
fbem-31301	61	13	listed	list	VERB
fbem-31301	61	14	companies	company	NOUN
fbem-31301	61	15	in	in	ADP
fbem-31301	61	16	shanghai	shanghai	PROPN
fbem-31301	61	17	and	and	CCONJ
fbem-31301	61	18	shenzhen	shenzhen	PROPN
fbem-31301	61	19	for	for	ADP
fbem-31301	61	20	the	the	DET
fbem-31301	61	21	period	period	NOUN
fbem-31301	61	22	of	of	ADP
fbem-31301	61	23	2023	2023	NUM
fbem-31301	61	24	-	-	SYM
fbem-31301	61	25	2025	2025	NUM
fbem-31301	61	26	,	,	PUNCT
fbem-31301	61	27	which	which	PRON
fbem-31301	61	28	contains	contain	VERB
fbem-31301	61	29	3200	3200	NUM
fbem-31301	61	30	normal	normal	ADJ
fbem-31301	61	31	operating	operating	NOUN
fbem-31301	61	32	enterprises	enterprise	NOUN
fbem-31301	61	33	and	and	CCONJ
fbem-31301	61	34	180	180	NUM
fbem-31301	61	35	st	st	NOUN
fbem-31301	61	36	enterprise	enterprise	NOUN
fbem-31301	61	37	samples	sample	NOUN
fbem-31301	62	1	[	[	X
fbem-31301	62	2	12	12	NUM
fbem-31301	62	3	]	]	PUNCT
fbem-31301	62	4	.	.	PUNCT
fbem-31301	63	1	the	the	DET
fbem-31301	63	2	experiment	experiment	NOUN
fbem-31301	63	3	adopts	adopt	VERB
fbem-31301	63	4	stratified	stratified	ADJ
fbem-31301	63	5	sampling	sampling	NOUN
fbem-31301	63	6	method	method	NOUN
fbem-31301	63	7	and	and	CCONJ
fbem-31301	63	8	divides	divide	VERB
fbem-31301	63	9	the	the	DET
fbem-31301	63	10	training	training	NOUN
fbem-31301	63	11	set	set	NOUN
fbem-31301	63	12	and	and	CCONJ
fbem-31301	63	13	test	test	NOUN
fbem-31301	63	14	set	set	VERB
fbem-31301	63	15	according	accord	VERB
fbem-31301	63	16	to	to	ADP
fbem-31301	63	17	the	the	DET
fbem-31301	63	18	ratio	ratio	NOUN
fbem-31301	63	19	of	of	ADP
fbem-31301	63	20	7:3	7:3	NUM
fbem-31301	63	21	.	.	PUNCT
fbem-31301	64	1	as	as	SCONJ
fbem-31301	64	2	shown	show	VERB
fbem-31301	64	3	in	in	ADP
fbem-31301	64	4	table	table	NOUN
fbem-31301	64	5	2	2	NUM
fbem-31301	64	6	,	,	PUNCT
fbem-31301	64	7	the	the	DET
fbem-31301	64	8	experimental	experimental	ADJ
fbem-31301	64	9	design	design	NOUN
fbem-31301	64	10	compares	compare	VERB
fbem-31301	64	11	five	five	NUM
fbem-31301	64	12	early	early	ADJ
fbem-31301	64	13	warning	warning	NOUN
fbem-31301	64	14	models	model	NOUN
fbem-31301	64	15	:	:	PUNCT
fbem-31301	64	16	the	the	DET
fbem-31301	64	17	traditional	traditional	ADJ
fbem-31301	64	18	altman	altman	PROPN
fbem-31301	64	19	z	z	PROPN
fbem-31301	64	20	-	-	PUNCT
fbem-31301	64	21	score	score	NOUN
fbem-31301	64	22	model	model	NOUN
fbem-31301	64	23	,	,	PUNCT
fbem-31301	64	24	the	the	DET
fbem-31301	64	25	logistic	logistic	ADJ
fbem-31301	64	26	regression	regression	NOUN
fbem-31301	64	27	model	model	NOUN
fbem-31301	64	28	,	,	PUNCT
fbem-31301	64	29	the	the	DET
fbem-31301	64	30	unimodal	unimodal	ADJ
fbem-31301	64	31	deep	deep	ADJ
fbem-31301	64	32	learning	learning	NOUN
fbem-31301	64	33	model	model	NOUN
fbem-31301	64	34	,	,	PUNCT
fbem-31301	64	35	the	the	DET
fbem-31301	64	36	bimodal	bimodal	NOUN
fbem-31301	64	37	fusion	fusion	NOUN
fbem-31301	64	38	model	model	NOUN
fbem-31301	64	39	and	and	CCONJ
fbem-31301	64	40	the	the	DET
fbem-31301	64	41	multimodal	multimodal	NOUN
fbem-31301	64	42	fusion	fusion	NOUN
fbem-31301	64	43	model	model	NOUN
fbem-31301	64	44	proposed	propose	VERB
fbem-31301	64	45	in	in	ADP
fbem-31301	64	46	this	this	DET
fbem-31301	64	47	paper	paper	NOUN
fbem-31301	64	48	.	.	PUNCT
fbem-31301	65	1	the	the	DET
fbem-31301	65	2	evaluation	evaluation	NOUN
fbem-31301	65	3	metrics	metric	NOUN
fbem-31301	65	4	include	include	VERB
fbem-31301	65	5	accuracy	accuracy	NOUN
fbem-31301	65	6	,	,	PUNCT
fbem-31301	65	7	precision	precision	NOUN
fbem-31301	65	8	,	,	PUNCT
fbem-31301	65	9	recall	recall	NOUN
fbem-31301	65	10	and	and	CCONJ
fbem-31301	65	11	f1	f1	PROPN
fbem-31301	65	12	score	score	NOUN
fbem-31301	65	13	,	,	PUNCT
fbem-31301	65	14	and	and	CCONJ
fbem-31301	65	15	five	five	NUM
fbem-31301	65	16	-	-	ADJ
fbem-31301	65	17	fold	fold	ADJ
fbem-31301	65	18	crossvalidation	crossvalidation	NOUN
fbem-31301	65	19	is	be	AUX
fbem-31301	65	20	used	use	VERB
fbem-31301	65	21	to	to	PART
fbem-31301	65	22	ensure	ensure	VERB
fbem-31301	65	23	the	the	DET
fbem-31301	65	24	reliability	reliability	NOUN
fbem-31301	65	25	of	of	ADP
fbem-31301	65	26	the	the	DET
fbem-31301	65	27	experimental	experimental	ADJ
fbem-31301	65	28	results	result	NOUN
fbem-31301	65	29	.	.	PUNCT
fbem-31301	66	1	table	table	NOUN
fbem-31301	66	2	2	2	NUM
fbem-31301	66	3	.	.	PUNCT
fbem-31301	66	4	comparative	comparative	ADJ
fbem-31301	66	5	experimental	experimental	ADJ
fbem-31301	66	6	design	design	NOUN
fbem-31301	66	7	scheme	scheme	NOUN
fbem-31301	66	8	for	for	ADP
fbem-31301	66	9	financial	financial	ADJ
fbem-31301	66	10	crisis	crisis	NOUN
fbem-31301	66	11	early	early	ADJ
fbem-31301	66	12	warning	warning	NOUN
fbem-31301	66	13	models	model	NOUN
fbem-31301	66	14	model	model	NOUN
fbem-31301	66	15	type	type	NOUN
fbem-31301	66	16	input	input	NOUN
fbem-31301	66	17	data	datum	NOUN
fbem-31301	66	18	feature	feature	NOUN
fbem-31301	66	19	dimension	dimension	NOUN
fbem-31301	66	20	model	model	NOUN
fbem-31301	66	21	structure	structure	NOUN
fbem-31301	66	22	computational	computational	ADJ
fbem-31301	66	23	complexity	complexity	NOUN
fbem-31301	66	24	altman	altman	PROPN
fbem-31301	66	25	z	z	PROPN
fbem-31301	66	26	-	-	PUNCT
fbem-31301	66	27	score	score	NOUN
fbem-31301	66	28	financial	financial	ADJ
fbem-31301	66	29	indicators	indicator	NOUN
fbem-31301	66	30	5	5	NUM
fbem-31301	66	31	linear	linear	ADJ
fbem-31301	66	32	discriminant	discriminant	NOUN
fbem-31301	66	33	o(n	o(n	NUM
fbem-31301	66	34	)	)	PUNCT
fbem-31301	66	35	logistic	logistic	ADJ
fbem-31301	66	36	regression	regression	NOUN
fbem-31301	66	37	financial	financial	ADJ
fbem-31301	66	38	indicators	indicator	NOUN
fbem-31301	66	39	20	20	NUM
fbem-31301	66	40	probabilistic	probabilistic	ADJ
fbem-31301	66	41	regression	regression	NOUN
fbem-31301	66	42	o(n	o(n	NOUN
fbem-31301	66	43	)	)	PUNCT
fbem-31301	66	44	single	single	ADJ
fbem-31301	66	45	-	-	PUNCT
fbem-31301	66	46	modal	modal	NOUN
fbem-31301	66	47	deep	deep	ADJ
fbem-31301	66	48	learning	learn	VERB
fbem-31301	66	49	financial	financial	ADJ
fbem-31301	66	50	data	datum	NOUN
fbem-31301	66	51	180	180	NUM
fbem-31301	66	52	cnn+lstm	cnn+lstm	PROPN
fbem-31301	66	53	o(n²	o(n²	ADV
fbem-31301	66	54	)	)	PUNCT
fbem-31301	66	55	dual	dual	ADJ
fbem-31301	66	56	-	-	PUNCT
fbem-31301	66	57	modal	modal	NOUN
fbem-31301	66	58	fusion	fusion	NOUN
fbem-31301	66	59	financial+text	financial+text	PROPN
fbem-31301	66	60	348	348	NUM
fbem-31301	66	61	two	two	NUM
fbem-31301	66	62	-	-	PUNCT
fbem-31301	66	63	stream	stream	NOUN
fbem-31301	66	64	network	network	NOUN
fbem-31301	66	65	o(n²	o(n²	ADV
fbem-31301	66	66	)	)	PUNCT
fbem-31301	66	67	multi	multi	ADJ
fbem-31301	66	68	-	-	ADJ
fbem-31301	66	69	modal	modal	ADJ
fbem-31301	66	70	fusion	fusion	NOUN
fbem-31301	66	71	financial+text+transaction	financial+text+transaction	NOUN
fbem-31301	66	72	434	434	NUM
fbem-31301	66	73	transformer	transformer	NOUN
fbem-31301	66	74	o(n²	o(n²	ADV
fbem-31301	66	75	)	)	PUNCT
fbem-31301	66	76	5.2	5.2	NUM
fbem-31301	66	77	.	.	PUNCT
fbem-31301	67	1	experimental	experimental	ADJ
fbem-31301	67	2	results	result	NOUN
fbem-31301	67	3	the	the	DET
fbem-31301	67	4	experimental	experimental	ADJ
fbem-31301	67	5	results	result	NOUN
fbem-31301	67	6	show	show	VERB
fbem-31301	67	7	that	that	SCONJ
fbem-31301	67	8	the	the	DET
fbem-31301	67	9	multimodal	multimodal	ADJ
fbem-31301	67	10	fusion	fusion	NOUN
fbem-31301	67	11	model	model	NOUN
fbem-31301	67	12	outperforms	outperform	VERB
fbem-31301	67	13	the	the	DET
fbem-31301	67	14	comparison	comparison	NOUN
fbem-31301	67	15	model	model	NOUN
fbem-31301	67	16	in	in	ADP
fbem-31301	67	17	all	all	DET
fbem-31301	67	18	evaluation	evaluation	NOUN
fbem-31301	67	19	metrics	metric	NOUN
fbem-31301	67	20	.	.	PUNCT
fbem-31301	68	1	on	on	ADP
fbem-31301	68	2	the	the	DET
fbem-31301	68	3	test	test	NOUN
fbem-31301	68	4	set	set	NOUN
fbem-31301	68	5	,	,	PUNCT
fbem-31301	68	6	the	the	DET
fbem-31301	68	7	multimodal	multimodal	NOUN
fbem-31301	68	8	model	model	NOUN
fbem-31301	68	9	achieves	achieve	VERB
fbem-31301	68	10	an	an	DET
fbem-31301	68	11	accuracy	accuracy	NOUN
fbem-31301	68	12	of	of	ADP
fbem-31301	68	13	97.2	97.2	NUM
fbem-31301	68	14	%	%	NOUN
fbem-31301	68	15	,	,	PUNCT
fbem-31301	68	16	which	which	PRON
fbem-31301	68	17	is	be	AUX
fbem-31301	68	18	an	an	DET
fbem-31301	68	19	improvement	improvement	NOUN
fbem-31301	68	20	of	of	ADP
fbem-31301	68	21	18.5	18.5	NUM
fbem-31301	68	22	%	%	NOUN
fbem-31301	68	23	over	over	ADP
fbem-31301	68	24	the	the	DET
fbem-31301	68	25	traditional	traditional	ADJ
fbem-31301	68	26	altman	altman	NOUN
fbem-31301	68	27	model	model	NOUN
fbem-31301	68	28	and	and	CCONJ
fbem-31301	68	29	8.3	8.3	NUM
fbem-31301	68	30	%	%	NOUN
fbem-31301	68	31	over	over	ADP
fbem-31301	68	32	the	the	DET
fbem-31301	68	33	unimodal	unimodal	ADJ
fbem-31301	68	34	deep	deep	ADJ
fbem-31301	68	35	learning	learning	NOUN
fbem-31301	68	36	model	model	NOUN
fbem-31301	68	37	[	[	X
fbem-31301	68	38	13	13	NUM
fbem-31301	68	39	]	]	PUNCT
fbem-31301	68	40	.	.	PUNCT
fbem-31301	69	1	as	as	SCONJ
fbem-31301	69	2	shown	show	VERB
fbem-31301	69	3	in	in	ADP
fbem-31301	69	4	figure	figure	NOUN
fbem-31301	69	5	2	2	NUM
fbem-31301	69	6	,	,	PUNCT
fbem-31301	69	7	the	the	DET
fbem-31301	69	8	model	model	NOUN
fbem-31301	69	9	processing	processing	NOUN
fbem-31301	69	10	performance	performance	NOUN
fbem-31301	69	11	test	test	NOUN
fbem-31301	69	12	shows	show	VERB
fbem-31301	69	13	that	that	SCONJ
fbem-31301	69	14	under	under	ADP
fbem-31301	69	15	the	the	DET
fbem-31301	69	16	16	16	NUM
fbem-31301	69	17	gb	gb	NOUN
fbem-31301	69	18	video	video	NOUN
fbem-31301	69	19	memory	memory	NOUN
fbem-31301	69	20	configuration	configuration	NOUN
fbem-31301	69	21	,	,	PUNCT
fbem-31301	69	22	the	the	DET
fbem-31301	69	23	single	single	ADJ
fbem-31301	69	24	warning	warning	NOUN
fbem-31301	69	25	inference	inference	NOUN
fbem-31301	69	26	time	time	NOUN
fbem-31301	69	27	takes	take	VERB
fbem-31301	69	28	only	only	ADV
fbem-31301	69	29	0.15	0.15	NUM
fbem-31301	69	30	seconds	second	NOUN
fbem-31301	69	31	,	,	PUNCT
fbem-31301	69	32	and	and	CCONJ
fbem-31301	69	33	batch	batch	NOUN
fbem-31301	69	34	processing	processing	NOUN
fbem-31301	69	35	of	of	ADP
fbem-31301	69	36	1000	1000	NUM
fbem-31301	69	37	enterprise	enterprise	NOUN
fbem-31301	69	38	data	datum	NOUN
fbem-31301	69	39	takes	take	VERB
fbem-31301	69	40	about	about	ADV
fbem-31301	69	41	12	12	NUM
fbem-31301	69	42	minutes	minute	NOUN
fbem-31301	69	43	,	,	PUNCT
fbem-31301	69	44	meeting	meet	VERB
fbem-31301	69	45	the	the	DET
fbem-31301	69	46	real	real	ADJ
fbem-31301	69	47	-	-	PUNCT
fbem-31301	69	48	time	time	NOUN
fbem-31301	69	49	monitoring	monitoring	NOUN
fbem-31301	69	50	requirements	requirement	NOUN
fbem-31301	69	51	.	.	PUNCT
fbem-31301	70	1	the	the	DET
fbem-31301	70	2	system	system	NOUN
fbem-31301	70	3	stability	stability	NOUN
fbem-31301	70	4	test	test	NOUN
fbem-31301	70	5	results	result	NOUN
fbem-31301	70	6	show	show	VERB
fbem-31301	70	7	that	that	SCONJ
fbem-31301	70	8	there	there	PRON
fbem-31301	70	9	is	be	VERB
fbem-31301	70	10	no	no	DET
fbem-31301	70	11	performance	performance	NOUN
fbem-31301	70	12	decay	decay	NOUN
fbem-31301	70	13	in	in	ADP
fbem-31301	70	14	72	72	NUM
fbem-31301	70	15	hours	hour	NOUN
fbem-31301	70	16	of	of	ADP
fbem-31301	70	17	continuous	continuous	ADJ
fbem-31301	70	18	operation	operation	NOUN
fbem-31301	70	19	,	,	PUNCT
fbem-31301	70	20	and	and	CCONJ
fbem-31301	70	21	the	the	DET
fbem-31301	70	22	model	model	NOUN
fbem-31301	70	23	prediction	prediction	NOUN
fbem-31301	70	24	variance	variance	NOUN
fbem-31301	70	25	remains	remain	VERB
fbem-31301	70	26	within	within	ADP
fbem-31301	70	27	0.02	0.02	NUM
fbem-31301	70	28	,	,	PUNCT
fbem-31301	70	29	which	which	PRON
fbem-31301	70	30	proves	prove	VERB
fbem-31301	70	31	the	the	DET
fbem-31301	70	32	reliability	reliability	NOUN
fbem-31301	70	33	of	of	ADP
fbem-31301	70	34	the	the	DET
fbem-31301	70	35	system	system	NOUN
fbem-31301	70	36	.	.	PUNCT
fbem-31301	71	1	121	121	NUM
fbem-31301	71	2	figure	figure	NOUN
fbem-31301	71	3	2	2	NUM
fbem-31301	71	4	.	.	PUNCT
fbem-31301	71	5	comparative	comparative	ADJ
fbem-31301	71	6	analysis	analysis	NOUN
fbem-31301	71	7	of	of	ADP
fbem-31301	71	8	the	the	DET
fbem-31301	71	9	performance	performance	NOUN
fbem-31301	71	10	of	of	ADP
fbem-31301	71	11	different	different	ADJ
fbem-31301	71	12	early	early	ADJ
fbem-31301	71	13	warning	warning	NOUN
fbem-31301	71	14	models	model	NOUN
fbem-31301	71	15	5.3	5.3	NUM
fbem-31301	71	16	.	.	PUNCT
fbem-31301	72	1	case	case	NOUN
fbem-31301	72	2	study	study	VERB
fbem-31301	72	3	a	a	DET
fbem-31301	72	4	listed	list	VERB
fbem-31301	72	5	company	company	NOUN
fbem-31301	72	6	in	in	ADP
fbem-31301	72	7	the	the	DET
fbem-31301	72	8	manufacturing	manufacturing	NOUN
fbem-31301	72	9	industry	industry	NOUN
fbem-31301	72	10	is	be	AUX
fbem-31301	72	11	selected	select	VERB
fbem-31301	72	12	as	as	ADP
fbem-31301	72	13	a	a	DET
fbem-31301	72	14	typical	typical	ADJ
fbem-31301	72	15	case	case	NOUN
fbem-31301	72	16	,	,	PUNCT
fbem-31301	72	17	which	which	PRON
fbem-31301	72	18	has	have	VERB
fbem-31301	72	19	a	a	DET
fbem-31301	72	20	financial	financial	ADJ
fbem-31301	72	21	crisis	crisis	NOUN
fbem-31301	72	22	in	in	ADP
fbem-31301	72	23	the	the	DET
fbem-31301	72	24	second	second	ADJ
fbem-31301	72	25	quarter	quarter	NOUN
fbem-31301	72	26	of	of	ADP
fbem-31301	72	27	2025	2025	NUM
fbem-31301	72	28	.	.	PUNCT
fbem-31301	73	1	the	the	DET
fbem-31301	73	2	multimodal	multimodal	ADJ
fbem-31301	73	3	early	early	ADJ
fbem-31301	73	4	warning	warning	NOUN
fbem-31301	73	5	model	model	NOUN
fbem-31301	73	6	captured	capture	VERB
fbem-31301	73	7	abnormal	abnormal	ADJ
fbem-31301	73	8	signals	signal	NOUN
fbem-31301	73	9	three	three	NUM
fbem-31301	73	10	months	month	NOUN
fbem-31301	73	11	before	before	ADP
fbem-31301	73	12	the	the	DET
fbem-31301	73	13	crisis	crisis	NOUN
fbem-31301	73	14	:	:	PUNCT
fbem-31301	73	15	financial	financial	ADJ
fbem-31301	73	16	data	datum	NOUN
fbem-31301	73	17	showed	show	VERB
fbem-31301	73	18	a	a	DET
fbem-31301	73	19	continuous	continuous	ADJ
fbem-31301	73	20	decline	decline	NOUN
fbem-31301	73	21	in	in	ADP
fbem-31301	73	22	operating	operate	VERB
fbem-31301	73	23	cash	cash	NOUN
fbem-31301	73	24	flow	flow	NOUN
fbem-31301	73	25	,	,	PUNCT
fbem-31301	73	26	and	and	CCONJ
fbem-31301	73	27	the	the	DET
fbem-31301	73	28	gearing	gear	VERB
fbem-31301	73	29	ratio	ratio	NOUN
fbem-31301	73	30	rose	rise	VERB
fbem-31301	73	31	to	to	ADP
fbem-31301	73	32	85	85	NUM
fbem-31301	73	33	%	%	NOUN
fbem-31301	73	34	;	;	PUNCT
fbem-31301	73	35	text	text	NOUN
fbem-31301	73	36	analysis	analysis	NOUN
fbem-31301	73	37	found	find	VERB
fbem-31301	73	38	that	that	SCONJ
fbem-31301	73	39	the	the	DET
fbem-31301	73	40	negative	negative	ADJ
fbem-31301	73	41	news	news	NOUN
fbem-31301	73	42	about	about	ADP
fbem-31301	73	43	suppliers	supplier	NOUN
fbem-31301	73	44	increased	increase	VERB
fbem-31301	73	45	by	by	ADP
fbem-31301	73	46	280	280	NUM
fbem-31301	73	47	%	%	NOUN
fbem-31301	73	48	;	;	PUNCT
fbem-31301	73	49	and	and	CCONJ
fbem-31301	73	50	market	market	NOUN
fbem-31301	73	51	trading	trading	NOUN
fbem-31301	73	52	data	datum	NOUN
fbem-31301	73	53	reflected	reflect	VERB
fbem-31301	73	54	a	a	DET
fbem-31301	73	55	significant	significant	ADJ
fbem-31301	73	56	increase	increase	NOUN
fbem-31301	73	57	in	in	ADP
fbem-31301	73	58	the	the	DET
fbem-31301	73	59	volatility	volatility	NOUN
fbem-31301	73	60	of	of	ADP
fbem-31301	73	61	the	the	DET
fbem-31301	73	62	stock	stock	NOUN
fbem-31301	73	63	price	price	NOUN
fbem-31301	73	64	.	.	PUNCT
fbem-31301	74	1	after	after	ADP
fbem-31301	74	2	comprehensive	comprehensive	ADJ
fbem-31301	74	3	assessment	assessment	NOUN
fbem-31301	74	4	,	,	PUNCT
fbem-31301	74	5	the	the	DET
fbem-31301	74	6	model	model	NOUN
fbem-31301	74	7	adjusted	adjust	VERB
fbem-31301	74	8	the	the	DET
fbem-31301	74	9	risk	risk	NOUN
fbem-31301	74	10	level	level	NOUN
fbem-31301	74	11	to	to	ADP
fbem-31301	74	12	"	"	PUNCT
fbem-31301	74	13	warning	warn	VERB
fbem-31301	74	14	"	"	PUNCT
fbem-31301	74	15	,	,	PUNCT
fbem-31301	74	16	which	which	PRON
fbem-31301	74	17	was	be	AUX
fbem-31301	74	18	issued	issue	VERB
fbem-31301	74	19	45	45	NUM
fbem-31301	74	20	days	day	NOUN
fbem-31301	74	21	earlier	early	ADV
fbem-31301	74	22	than	than	ADP
fbem-31301	74	23	the	the	DET
fbem-31301	74	24	traditional	traditional	ADJ
fbem-31301	74	25	financial	financial	ADJ
fbem-31301	74	26	model	model	NOUN
fbem-31301	74	27	[	[	X
fbem-31301	74	28	14	14	NUM
fbem-31301	74	29	]	]	SYM
fbem-31301	74	30	.	.	PUNCT
fbem-31301	75	1	practical	practical	ADJ
fbem-31301	75	2	validation	validation	NOUN
fbem-31301	75	3	shows	show	VERB
fbem-31301	75	4	that	that	SCONJ
fbem-31301	75	5	the	the	DET
fbem-31301	75	6	model	model	NOUN
fbem-31301	75	7	warning	warning	NOUN
fbem-31301	75	8	results	result	NOUN
fbem-31301	75	9	are	be	AUX
fbem-31301	75	10	highly	highly	ADV
fbem-31301	75	11	consistent	consistent	ADJ
fbem-31301	75	12	with	with	ADP
fbem-31301	75	13	the	the	DET
fbem-31301	75	14	actual	actual	ADJ
fbem-31301	75	15	operating	operating	NOUN
fbem-31301	75	16	conditions	condition	NOUN
fbem-31301	75	17	of	of	ADP
fbem-31301	75	18	the	the	DET
fbem-31301	75	19	enterprise	enterprise	NOUN
fbem-31301	75	20	,	,	PUNCT
fbem-31301	75	21	and	and	CCONJ
fbem-31301	75	22	the	the	DET
fbem-31301	75	23	accuracy	accuracy	NOUN
fbem-31301	75	24	of	of	ADP
fbem-31301	75	25	risk	risk	NOUN
fbem-31301	75	26	evolution	evolution	NOUN
fbem-31301	75	27	path	path	NOUN
fbem-31301	75	28	prediction	prediction	NOUN
fbem-31301	75	29	reaches	reach	VERB
fbem-31301	75	30	92.5	92.5	NUM
fbem-31301	75	31	%	%	NOUN
fbem-31301	75	32	,	,	PUNCT
fbem-31301	75	33	providing	provide	VERB
fbem-31301	75	34	effective	effective	ADJ
fbem-31301	75	35	decision	decision	NOUN
fbem-31301	75	36	support	support	NOUN
fbem-31301	75	37	for	for	ADP
fbem-31301	75	38	enterprise	enterprise	NOUN
fbem-31301	75	39	risk	risk	NOUN
fbem-31301	75	40	management	management	NOUN
fbem-31301	75	41	.	.	PUNCT
fbem-31301	76	1	6	6	X
fbem-31301	76	2	.	.	X
fbem-31301	76	3	challenges	challenge	NOUN
fbem-31301	76	4	and	and	CCONJ
fbem-31301	76	5	countermeasures	countermeasure	NOUN
fbem-31301	76	6	6.1	6.1	NUM
fbem-31301	76	7	.	.	PUNCT
fbem-31301	77	1	data	datum	NOUN
fbem-31301	77	2	heterogeneity	heterogeneity	NOUN
fbem-31301	77	3	and	and	CCONJ
fbem-31301	77	4	integration	integration	NOUN
fbem-31301	77	5	difficulty	difficulty	NOUN
fbem-31301	77	6	the	the	DET
fbem-31301	77	7	problem	problem	NOUN
fbem-31301	77	8	of	of	ADP
fbem-31301	77	9	multimodal	multimodal	NOUN
fbem-31301	77	10	data	datum	NOUN
fbem-31301	77	11	heterogeneity	heterogeneity	NOUN
fbem-31301	77	12	is	be	AUX
fbem-31301	77	13	mainly	mainly	ADV
fbem-31301	77	14	reflected	reflect	VERB
fbem-31301	77	15	in	in	ADP
fbem-31301	77	16	the	the	DET
fbem-31301	77	17	three	three	NUM
fbem-31301	77	18	levels	level	NOUN
fbem-31301	77	19	of	of	ADP
fbem-31301	77	20	data	datum	NOUN
fbem-31301	77	21	format	format	NOUN
fbem-31301	77	22	,	,	PUNCT
fbem-31301	77	23	sampling	sample	VERB
fbem-31301	77	24	frequency	frequency	NOUN
fbem-31301	77	25	and	and	CCONJ
fbem-31301	77	26	semantic	semantic	ADJ
fbem-31301	77	27	expression	expression	NOUN
fbem-31301	77	28	.	.	PUNCT
fbem-31301	78	1	in	in	ADP
fbem-31301	78	2	the	the	DET
fbem-31301	78	3	experimental	experimental	ADJ
fbem-31301	78	4	data	datum	NOUN
fbem-31301	78	5	,	,	PUNCT
fbem-31301	78	6	the	the	DET
fbem-31301	78	7	financial	financial	ADJ
fbem-31301	78	8	indicators	indicator	NOUN
fbem-31301	78	9	are	be	AUX
fbem-31301	78	10	stored	store	VERB
fbem-31301	78	11	in	in	ADP
fbem-31301	78	12	the	the	DET
fbem-31301	78	13	form	form	NOUN
fbem-31301	78	14	of	of	ADP
fbem-31301	78	15	structured	structured	ADJ
fbem-31301	78	16	numerical	numerical	ADJ
fbem-31301	78	17	values	value	NOUN
fbem-31301	78	18	with	with	ADP
fbem-31301	78	19	a	a	DET
fbem-31301	78	20	quarterly	quarterly	ADJ
fbem-31301	78	21	sampling	sampling	NOUN
fbem-31301	78	22	period	period	NOUN
fbem-31301	78	23	;	;	PUNCT
fbem-31301	78	24	the	the	DET
fbem-31301	78	25	text	text	NOUN
fbem-31301	78	26	data	datum	NOUN
fbem-31301	78	27	contains	contain	VERB
fbem-31301	78	28	unstructured	unstructured	ADJ
fbem-31301	78	29	information	information	NOUN
fbem-31301	78	30	and	and	CCONJ
fbem-31301	78	31	generates	generate	VERB
fbem-31301	78	32	2,000	2,000	NUM
fbem-31301	78	33	news	news	NOUN
fbem-31301	78	34	records	record	NOUN
fbem-31301	78	35	on	on	ADP
fbem-31301	78	36	average	average	ADJ
fbem-31301	78	37	per	per	ADP
fbem-31301	78	38	day	day	NOUN
fbem-31301	78	39	;	;	PUNCT
fbem-31301	78	40	and	and	CCONJ
fbem-31301	78	41	the	the	DET
fbem-31301	78	42	market	market	NOUN
fbem-31301	78	43	transaction	transaction	NOUN
fbem-31301	78	44	data	datum	NOUN
fbem-31301	78	45	is	be	AUX
fbem-31301	78	46	updated	update	VERB
fbem-31301	78	47	with	with	ADP
fbem-31301	78	48	a	a	DET
fbem-31301	78	49	minute	minute	ADJ
fbem-31301	78	50	frequency	frequency	NOUN
fbem-31301	78	51	[	[	X
fbem-31301	78	52	15	15	NUM
fbem-31301	78	53	]	]	PUNCT
fbem-31301	78	54	.	.	PUNCT
fbem-31301	79	1	to	to	PART
fbem-31301	79	2	address	address	VERB
fbem-31301	79	3	this	this	DET
fbem-31301	79	4	problem	problem	NOUN
fbem-31301	79	5	,	,	PUNCT
fbem-31301	79	6	a	a	DET
fbem-31301	79	7	multilevel	multilevel	ADJ
fbem-31301	79	8	data	data	NOUN
fbem-31301	79	9	preprocessing	preprocessing	NOUN
fbem-31301	79	10	framework	framework	NOUN
fbem-31301	79	11	is	be	AUX
fbem-31301	79	12	designed	design	VERB
fbem-31301	79	13	:	:	PUNCT
fbem-31301	79	14	the	the	DET
fbem-31301	79	15	temporal	temporal	ADJ
fbem-31301	79	16	interpolation	interpolation	NOUN
fbem-31301	79	17	algorithm	algorithm	NOUN
fbem-31301	79	18	is	be	AUX
fbem-31301	79	19	used	use	VERB
fbem-31301	79	20	to	to	PART
fbem-31301	79	21	unify	unify	VERB
fbem-31301	79	22	the	the	DET
fbem-31301	79	23	data	datum	NOUN
fbem-31301	79	24	sampling	sample	VERB
fbem-31301	79	25	frequency	frequency	NOUN
fbem-31301	79	26	and	and	CCONJ
fbem-31301	79	27	align	align	VERB
fbem-31301	79	28	all	all	DET
fbem-31301	79	29	the	the	DET
fbem-31301	79	30	data	datum	NOUN
fbem-31301	79	31	to	to	ADP
fbem-31301	79	32	the	the	DET
fbem-31301	79	33	daily	daily	ADJ
fbem-31301	79	34	granularity	granularity	NOUN
fbem-31301	79	35	;	;	PUNCT
fbem-31301	79	36	the	the	DET
fbem-31301	79	37	pre	pre	ADJ
fbem-31301	79	38	-	-	ADJ
fbem-31301	79	39	trained	train	VERB
fbem-31301	79	40	language	language	NOUN
fbem-31301	79	41	model	model	NOUN
fbem-31301	79	42	is	be	AUX
fbem-31301	79	43	used	use	VERB
fbem-31301	79	44	to	to	PART
fbem-31301	79	45	transform	transform	VERB
fbem-31301	79	46	the	the	DET
fbem-31301	79	47	text	text	NOUN
fbem-31301	79	48	into	into	ADP
fbem-31301	79	49	768	768	NUM
fbem-31301	79	50	-	-	PUNCT
fbem-31301	79	51	dimensional	dimensional	ADJ
fbem-31301	79	52	semantic	semantic	ADJ
fbem-31301	79	53	vectors	vector	NOUN
fbem-31301	79	54	;	;	PUNCT
fbem-31301	79	55	and	and	CCONJ
fbem-31301	79	56	the	the	DET
fbem-31301	79	57	redundancy	redundancy	NOUN
fbem-31301	79	58	of	of	ADP
fbem-31301	79	59	the	the	DET
fbem-31301	79	60	features	feature	NOUN
fbem-31301	79	61	is	be	AUX
fbem-31301	79	62	reduced	reduce	VERB
fbem-31301	79	63	by	by	ADP
fbem-31301	79	64	the	the	DET
fbem-31301	79	65	principal	principal	ADJ
fbem-31301	79	66	component	component	NOUN
fbem-31301	79	67	analysis	analysis	NOUN
fbem-31301	79	68	,	,	PUNCT
fbem-31301	79	69	which	which	PRON
fbem-31301	79	70	reduces	reduce	VERB
fbem-31301	79	71	the	the	DET
fbem-31301	79	72	redundancy	redundancy	NOUN
fbem-31301	79	73	of	of	ADP
fbem-31301	79	74	the	the	DET
fbem-31301	79	75	features	feature	NOUN
fbem-31301	79	76	,	,	PUNCT
fbem-31301	79	77	and	and	CCONJ
fbem-31301	79	78	optimises	optimise	VERB
fbem-31301	79	79	the	the	DET
fbem-31301	79	80	fused	fuse	VERB
fbem-31301	79	81	feature	feature	NOUN
fbem-31301	79	82	dimensions	dimension	NOUN
fbem-31301	79	83	from	from	ADP
fbem-31301	79	84	the	the	DET
fbem-31301	79	85	original	original	ADJ
fbem-31301	79	86	1,024	1,024	NUM
fbem-31301	79	87	to	to	PART
fbem-31301	79	88	434	434	NUM
fbem-31301	79	89	,	,	PUNCT
fbem-31301	79	90	with	with	ADP
fbem-31301	79	91	the	the	DET
fbem-31301	79	92	retention	retention	NOUN
fbem-31301	79	93	of	of	ADP
fbem-31301	79	94	the	the	DET
fbem-31301	79	95	feature	feature	NOUN
fbem-31301	79	96	information	information	NOUN
fbem-31301	79	97	reaching	reach	VERB
fbem-31301	79	98	95	95	NUM
fbem-31301	79	99	%	%	NOUN
fbem-31301	79	100	.	.	PUNCT
fbem-31301	80	1	6.2	6.2	NUM
fbem-31301	80	2	.	.	PUNCT
fbem-31301	81	1	computational	computational	ADJ
fbem-31301	81	2	complexity	complexity	NOUN
fbem-31301	81	3	and	and	CCONJ
fbem-31301	81	4	resource	resource	NOUN
fbem-31301	81	5	requirements	requirement	NOUN
fbem-31301	81	6	the	the	DET
fbem-31301	81	7	multimodal	multimodal	NOUN
fbem-31301	81	8	model	model	NOUN
fbem-31301	81	9	training	training	NOUN
fbem-31301	81	10	faces	face	VERB
fbem-31301	81	11	a	a	DET
fbem-31301	81	12	high	high	ADJ
fbem-31301	81	13	computational	computational	ADJ
fbem-31301	81	14	complexity	complexity	NOUN
fbem-31301	81	15	problem	problem	NOUN
fbem-31301	81	16	,	,	PUNCT
fbem-31301	81	17	and	and	CCONJ
fbem-31301	81	18	it	it	PRON
fbem-31301	81	19	takes	take	VERB
fbem-31301	81	20	8	8	NUM
fbem-31301	81	21	hours	hour	NOUN
fbem-31301	81	22	to	to	PART
fbem-31301	81	23	process	process	VERB
fbem-31301	81	24	data	datum	NOUN
fbem-31301	81	25	from	from	ADP
fbem-31301	81	26	3200	3200	NUM
fbem-31301	81	27	enterprises	enterprise	NOUN
fbem-31301	81	28	in	in	ADP
fbem-31301	81	29	a	a	DET
fbem-31301	81	30	single	single	ADJ
fbem-31301	81	31	round	round	NOUN
fbem-31301	81	32	of	of	ADP
fbem-31301	81	33	training	training	NOUN
fbem-31301	81	34	,	,	PUNCT
fbem-31301	81	35	and	and	CCONJ
fbem-31301	81	36	the	the	DET
fbem-31301	81	37	peak	peak	NOUN
fbem-31301	81	38	memory	memory	NOUN
fbem-31301	81	39	usage	usage	NOUN
fbem-31301	81	40	reaches	reach	VERB
fbem-31301	81	41	28	28	NUM
fbem-31301	81	42	gb	gb	NOUN
fbem-31301	81	43	.	.	PUNCT
fbem-31301	82	1	in	in	ADP
fbem-31301	82	2	order	order	NOUN
fbem-31301	82	3	to	to	PART
fbem-31301	82	4	solve	solve	VERB
fbem-31301	82	5	the	the	DET
fbem-31301	82	6	computational	computational	ADJ
fbem-31301	82	7	resource	resource	NOUN
fbem-31301	82	8	bottlenecks	bottleneck	NOUN
fbem-31301	82	9	,	,	PUNCT
fbem-31301	82	10	the	the	DET
fbem-31301	82	11	distributed	distribute	VERB
fbem-31301	82	12	computing	computing	NOUN
fbem-31301	82	13	framework	framework	NOUN
fbem-31301	82	14	based	base	VERB
fbem-31301	82	15	on	on	ADP
fbem-31301	82	16	spark	spark	NOUN
fbem-31301	82	17	is	be	AUX
fbem-31301	82	18	constructed	construct	VERB
fbem-31301	82	19	:	:	PUNCT
fbem-31301	82	20	deploying	deploy	VERB
fbem-31301	82	21	8	8	NUM
fbem-31301	82	22	-	-	PUNCT
fbem-31301	82	23	node	node	ADJ
fbem-31301	82	24	gpu	gpu	NOUN
fbem-31301	82	25	clusters	cluster	NOUN
fbem-31301	82	26	,	,	PUNCT
fbem-31301	82	27	with	with	ADP
fbem-31301	82	28	a	a	DET
fbem-31301	82	29	total	total	ADJ
fbem-31301	82	30	computational	computational	ADJ
fbem-31301	82	31	power	power	NOUN
fbem-31301	82	32	of	of	ADP
fbem-31301	82	33	64tflops	64tflop	NOUN
fbem-31301	82	34	;	;	PUNCT
fbem-31301	82	35	adopting	adopt	VERB
fbem-31301	82	36	the	the	DET
fbem-31301	82	37	data	data	NOUN
fbem-31301	82	38	-	-	PUNCT
fbem-31301	82	39	parallelism	parallelism	NOUN
fbem-31301	82	40	strategy	strategy	NOUN
fbem-31301	82	41	to	to	PART
fbem-31301	82	42	evenly	evenly	ADV
fbem-31301	82	43	distribute	distribute	VERB
fbem-31301	82	44	samples	sample	NOUN
fbem-31301	82	45	to	to	ADP
fbem-31301	82	46	each	each	DET
fbem-31301	82	47	computing	compute	VERB
fbem-31301	82	48	node	node	NOUN
fbem-31301	82	49	;	;	PUNCT
fbem-31301	82	50	optimising	optimise	VERB
fbem-31301	82	51	the	the	DET
fbem-31301	82	52	data	datum	NOUN
fbem-31301	82	53	loading	loading	NOUN
fbem-31301	82	54	strategy	strategy	NOUN
fbem-31301	82	55	to	to	PART
fbem-31301	82	56	reduce	reduce	VERB
fbem-31301	82	57	the	the	DET
fbem-31301	82	58	i	i	PROPN
fbem-31301	82	59	/	/	SYM
fbem-31301	82	60	o	o	NOUN
fbem-31301	82	61	waiting	waiting	NOUN
fbem-31301	82	62	time	time	NOUN
fbem-31301	82	63	from	from	ADP
fbem-31301	82	64	the	the	DET
fbem-31301	82	65	original	original	ADJ
fbem-31301	82	66	90	90	NUM
fbem-31301	82	67	minutes	minute	NOUN
fbem-31301	82	68	to	to	ADP
fbem-31301	82	69	15	15	NUM
fbem-31301	82	70	minutes	minute	NOUN
fbem-31301	82	71	.	.	PUNCT
fbem-31301	83	1	the	the	DET
fbem-31301	83	2	data	data	NOUN
fbem-31301	83	3	parallelism	parallelism	NOUN
fbem-31301	83	4	strategy	strategy	NOUN
fbem-31301	83	5	is	be	AUX
fbem-31301	83	6	adopted	adopt	VERB
fbem-31301	83	7	to	to	PART
fbem-31301	83	8	evenly	evenly	ADV
fbem-31301	83	9	distribute	distribute	VERB
fbem-31301	83	10	the	the	DET
fbem-31301	83	11	samples	sample	NOUN
fbem-31301	83	12	to	to	ADP
fbem-31301	83	13	each	each	DET
fbem-31301	83	14	computing	compute	VERB
fbem-31301	83	15	node	node	NOUN
fbem-31301	83	16	;	;	PUNCT
fbem-31301	83	17	the	the	DET
fbem-31301	83	18	data	data	NOUN
fbem-31301	83	19	loading	loading	NOUN
fbem-31301	83	20	strategy	strategy	NOUN
fbem-31301	83	21	is	be	AUX
fbem-31301	83	22	optimised	optimise	VERB
fbem-31301	83	23	to	to	PART
fbem-31301	83	24	reduce	reduce	VERB
fbem-31301	83	25	the	the	DET
fbem-31301	83	26	i	i	PROPN
fbem-31301	83	27	/	/	SYM
fbem-31301	83	28	o	o	NOUN
fbem-31301	83	29	waiting	waiting	NOUN
fbem-31301	83	30	time	time	NOUN
fbem-31301	83	31	from	from	ADP
fbem-31301	83	32	the	the	DET
fbem-31301	83	33	original	original	ADJ
fbem-31301	83	34	90	90	NUM
fbem-31301	83	35	minutes	minute	NOUN
fbem-31301	83	36	to	to	ADP
fbem-31301	83	37	15	15	NUM
fbem-31301	83	38	minutes	minute	NOUN
fbem-31301	83	39	.	.	PUNCT
fbem-31301	84	1	through	through	ADP
fbem-31301	84	2	the	the	DET
fbem-31301	84	3	optimisation	optimisation	NOUN
fbem-31301	84	4	of	of	ADP
fbem-31301	84	5	the	the	DET
fbem-31301	84	6	distributed	distribute	VERB
fbem-31301	84	7	framework	framework	NOUN
fbem-31301	84	8	,	,	PUNCT
fbem-31301	84	9	the	the	DET
fbem-31301	84	10	model	model	NOUN
fbem-31301	84	11	training	training	NOUN
fbem-31301	84	12	time	time	NOUN
fbem-31301	84	13	is	be	AUX
fbem-31301	84	14	reduced	reduce	VERB
fbem-31301	84	15	to	to	ADP
fbem-31301	84	16	2	2	NUM
fbem-31301	84	17	hours	hour	NOUN
fbem-31301	84	18	,	,	PUNCT
fbem-31301	84	19	the	the	DET
fbem-31301	84	20	delay	delay	NOUN
fbem-31301	84	21	of	of	ADP
fbem-31301	84	22	single	single	ADJ
fbem-31301	84	23	warning	warning	NOUN
fbem-31301	84	24	inference	inference	NOUN
fbem-31301	84	25	is	be	AUX
fbem-31301	84	26	reduced	reduce	VERB
fbem-31301	84	27	to	to	ADP
fbem-31301	84	28	0.15	0.15	NUM
fbem-31301	84	29	seconds	second	NOUN
fbem-31301	84	30	,	,	PUNCT
fbem-31301	84	31	and	and	CCONJ
fbem-31301	84	32	the	the	DET
fbem-31301	84	33	memory	memory	NOUN
fbem-31301	84	34	occupation	occupation	NOUN
fbem-31301	84	35	is	be	AUX
fbem-31301	84	36	reduced	reduce	VERB
fbem-31301	84	37	by	by	ADP
fbem-31301	84	38	45	45	NUM
fbem-31301	84	39	%	%	NOUN
fbem-31301	84	40	,	,	PUNCT
fbem-31301	84	41	which	which	PRON
fbem-31301	84	42	significantly	significantly	ADV
fbem-31301	84	43	improves	improve	VERB
fbem-31301	84	44	the	the	DET
fbem-31301	84	45	system	system	NOUN
fbem-31301	84	46	operation	operation	NOUN
fbem-31301	84	47	efficiency	efficiency	NOUN
fbem-31301	84	48	.	.	PUNCT
fbem-31301	85	1	6.3	6.3	NUM
fbem-31301	85	2	.	.	PUNCT
fbem-31301	85	3	model	model	NOUN
fbem-31301	85	4	interpretability	interpretability	NOUN
fbem-31301	85	5	and	and	CCONJ
fbem-31301	85	6	regulatory	regulatory	ADJ
fbem-31301	85	7	compliance	compliance	NOUN
fbem-31301	85	8	to	to	PART
fbem-31301	85	9	enhance	enhance	VERB
fbem-31301	85	10	the	the	DET
fbem-31301	85	11	transparency	transparency	NOUN
fbem-31301	85	12	of	of	ADP
fbem-31301	85	13	model	model	NOUN
fbem-31301	85	14	decision	decision	NOUN
fbem-31301	85	15	-	-	PUNCT
fbem-31301	85	16	making	making	NOUN
fbem-31301	85	17	,	,	PUNCT
fbem-31301	85	18	a	a	DET
fbem-31301	85	19	multi	multi	ADJ
fbem-31301	85	20	-	-	ADJ
fbem-31301	85	21	level	level	ADJ
fbem-31301	85	22	interpretable	interpretable	ADJ
fbem-31301	85	23	analysis	analysis	NOUN
fbem-31301	85	24	framework	framework	NOUN
fbem-31301	85	25	is	be	AUX
fbem-31301	85	26	integrated	integrate	VERB
fbem-31301	85	27	.	.	PUNCT
fbem-31301	86	1	in	in	ADP
fbem-31301	86	2	terms	term	NOUN
fbem-31301	86	3	of	of	ADP
fbem-31301	86	4	local	local	ADJ
fbem-31301	86	5	interpretability	interpretability	NOUN
fbem-31301	86	6	,	,	PUNCT
fbem-31301	86	7	lime	lime	NOUN
fbem-31301	86	8	technology	technology	NOUN
fbem-31301	86	9	is	be	AUX
fbem-31301	86	10	introduced	introduce	VERB
fbem-31301	86	11	to	to	PART
fbem-31301	86	12	analyse	analyse	VERB
fbem-31301	86	13	individual	individual	ADJ
fbem-31301	86	14	warning	warning	NOUN
fbem-31301	86	15	cases	case	NOUN
fbem-31301	86	16	and	and	CCONJ
fbem-31301	86	17	quantify	quantify	VERB
fbem-31301	86	18	the	the	DET
fbem-31301	86	19	contribution	contribution	NOUN
fbem-31301	86	20	of	of	ADP
fbem-31301	86	21	different	different	ADJ
fbem-31301	86	22	features	feature	NOUN
fbem-31301	86	23	to	to	ADP
fbem-31301	86	24	the	the	DET
fbem-31301	86	25	warning	warning	NOUN
fbem-31301	86	26	results	result	NOUN
fbem-31301	86	27	,	,	PUNCT
fbem-31301	86	28	which	which	PRON
fbem-31301	86	29	explains	explain	VERB
fbem-31301	86	30	88	88	NUM
fbem-31301	86	31	%	%	NOUN
fbem-31301	86	32	of	of	ADP
fbem-31301	86	33	the	the	DET
fbem-31301	86	34	model	model	NOUN
fbem-31301	86	35	decision	decision	NOUN
fbem-31301	86	36	-	-	PUNCT
fbem-31301	86	37	making	make	VERB
fbem-31301	86	38	process	process	NOUN
fbem-31301	86	39	on	on	ADP
fbem-31301	86	40	average	average	ADJ
fbem-31301	86	41	;	;	PUNCT
fbem-31301	86	42	in	in	ADP
fbem-31301	86	43	terms	term	NOUN
fbem-31301	86	44	of	of	ADP
fbem-31301	86	45	global	global	ADJ
fbem-31301	86	46	interpretability	interpretability	NOUN
fbem-31301	86	47	,	,	PUNCT
fbem-31301	86	48	shap	shap	NOUN
fbem-31301	86	49	values	value	NOUN
fbem-31301	86	50	are	be	AUX
fbem-31301	86	51	used	use	VERB
fbem-31301	86	52	to	to	PART
fbem-31301	86	53	assess	assess	VERB
fbem-31301	86	54	the	the	DET
fbem-31301	86	55	importance	importance	NOUN
fbem-31301	86	56	of	of	ADP
fbem-31301	86	57	features	feature	NOUN
fbem-31301	86	58	,	,	PUNCT
fbem-31301	86	59	and	and	CCONJ
fbem-31301	86	60	it	it	PRON
fbem-31301	86	61	is	be	AUX
fbem-31301	86	62	found	find	VERB
fbem-31301	86	63	that	that	SCONJ
fbem-31301	86	64	10	10	NUM
fbem-31301	86	65	key	key	ADJ
fbem-31301	86	66	indicators	indicator	NOUN
fbem-31301	86	67	,	,	PUNCT
fbem-31301	86	68	such	such	ADJ
fbem-31301	86	69	as	as	ADP
fbem-31301	86	70	receivable	receivable	ADJ
fbem-31301	86	71	turnover	turnover	NOUN
fbem-31301	86	72	and	and	CCONJ
fbem-31301	86	73	operating	operate	VERB
fbem-31301	86	74	cash	cash	NOUN
fbem-31301	86	75	flow	flow	NOUN
fbem-31301	86	76	,	,	PUNCT
fbem-31301	86	77	account	account	VERB
fbem-31301	86	78	for	for	ADP
fbem-31301	86	79	more	more	ADJ
fbem-31301	86	80	than	than	ADP
fbem-31301	86	81	65	65	NUM
fbem-31301	86	82	%	%	NOUN
fbem-31301	86	83	of	of	ADP
fbem-31301	86	84	the	the	DET
fbem-31301	86	85	impact	impact	NOUN
fbem-31301	86	86	on	on	ADP
fbem-31301	86	87	the	the	DET
fbem-31301	86	88	warning	warning	NOUN
fbem-31301	86	89	results	result	NOUN
fbem-31301	86	90	.	.	PUNCT
fbem-31301	87	1	at	at	ADP
fbem-31301	87	2	the	the	DET
fbem-31301	87	3	same	same	ADJ
fbem-31301	87	4	time	time	NOUN
fbem-31301	87	5	,	,	PUNCT
fbem-31301	87	6	an	an	DET
fbem-31301	87	7	audit	audit	NOUN
fbem-31301	87	8	tracking	tracking	NOUN
fbem-31301	87	9	mechanism	mechanism	NOUN
fbem-31301	87	10	for	for	ADP
fbem-31301	87	11	early	early	ADJ
fbem-31301	87	12	warning	warning	NOUN
fbem-31301	87	13	results	result	NOUN
fbem-31301	87	14	is	be	AUX
fbem-31301	87	15	constructed	construct	VERB
fbem-31301	87	16	to	to	PART
fbem-31301	87	17	record	record	VERB
fbem-31301	87	18	key	key	ADJ
fbem-31301	87	19	information	information	NOUN
fbem-31301	87	20	such	such	ADJ
fbem-31301	87	21	as	as	ADP
fbem-31301	87	22	model	model	NOUN
fbem-31301	87	23	training	training	NOUN
fbem-31301	87	24	parameters	parameter	NOUN
fbem-31301	87	25	and	and	CCONJ
fbem-31301	87	26	early	early	ADJ
fbem-31301	87	27	warning	warning	NOUN
fbem-31301	87	28	thresholds	threshold	NOUN
fbem-31301	87	29	,	,	PUNCT
fbem-31301	87	30	and	and	CCONJ
fbem-31301	87	31	a	a	DET
fbem-31301	87	32	standardised	standardised	ADJ
fbem-31301	87	33	risk	risk	NOUN
fbem-31301	87	34	assessment	assessment	NOUN
fbem-31301	87	35	report	report	NOUN
fbem-31301	87	36	is	be	AUX
fbem-31301	87	37	generated	generate	VERB
fbem-31301	87	38	,	,	PUNCT
fbem-31301	87	39	which	which	PRON
fbem-31301	87	40	fully	fully	ADV
fbem-31301	87	41	meets	meet	VERB
fbem-31301	87	42	the	the	DET
fbem-31301	87	43	requirements	requirement	NOUN
fbem-31301	87	44	of	of	ADP
fbem-31301	87	45	financial	financial	ADJ
fbem-31301	87	46	regulators	regulator	NOUN
fbem-31301	87	47	for	for	ADP
fbem-31301	87	48	model	model	NOUN
fbem-31301	87	49	transparency	transparency	NOUN
fbem-31301	87	50	.	.	PUNCT
fbem-31301	88	1	122	122	NUM
fbem-31301	88	2	7	7	NUM
fbem-31301	88	3	.	.	PUNCT
fbem-31301	88	4	conclusion	conclusion	NOUN
fbem-31301	88	5	and	and	CCONJ
fbem-31301	88	6	outlook	outlook	VERB
fbem-31301	88	7	7.1	7.1	NUM
fbem-31301	88	8	.	.	PUNCT
fbem-31301	89	1	research	research	NOUN
fbem-31301	89	2	conclusion	conclusion	NOUN
fbem-31301	89	3	the	the	DET
fbem-31301	89	4	multimodal	multimodal	NOUN
fbem-31301	89	5	data	datum	NOUN
fbem-31301	89	6	fusion	fusion	NOUN
fbem-31301	89	7	early	early	ADJ
fbem-31301	89	8	warning	warning	NOUN
fbem-31301	89	9	model	model	NOUN
fbem-31301	89	10	constructed	construct	VERB
fbem-31301	89	11	in	in	ADP
fbem-31301	89	12	this	this	DET
fbem-31301	89	13	study	study	NOUN
fbem-31301	89	14	shows	show	VERB
fbem-31301	89	15	significant	significant	ADJ
fbem-31301	89	16	advantages	advantage	NOUN
fbem-31301	89	17	in	in	ADP
fbem-31301	89	18	empirical	empirical	ADJ
fbem-31301	89	19	tests	test	NOUN
fbem-31301	89	20	,	,	PUNCT
fbem-31301	89	21	and	and	CCONJ
fbem-31301	89	22	the	the	DET
fbem-31301	89	23	model	model	NOUN
fbem-31301	89	24	achieves	achieve	VERB
fbem-31301	89	25	97.2	97.2	NUM
fbem-31301	89	26	%	%	NOUN
fbem-31301	89	27	early	early	ADJ
fbem-31301	89	28	warning	warning	NOUN
fbem-31301	89	29	accuracy	accuracy	NOUN
fbem-31301	89	30	on	on	ADP
fbem-31301	89	31	the	the	DET
fbem-31301	89	32	test	test	NOUN
fbem-31301	89	33	data	datum	NOUN
fbem-31301	89	34	of	of	ADP
fbem-31301	89	35	3200	3200	NUM
fbem-31301	89	36	listed	list	VERB
fbem-31301	89	37	companies	company	NOUN
fbem-31301	89	38	,	,	PUNCT
fbem-31301	89	39	which	which	PRON
fbem-31301	89	40	is	be	AUX
fbem-31301	89	41	an	an	DET
fbem-31301	89	42	improvement	improvement	NOUN
fbem-31301	89	43	of	of	ADP
fbem-31301	89	44	18.5	18.5	NUM
fbem-31301	89	45	%	%	NOUN
fbem-31301	89	46	compared	compare	VERB
fbem-31301	89	47	with	with	ADP
fbem-31301	89	48	the	the	DET
fbem-31301	89	49	traditional	traditional	ADJ
fbem-31301	89	50	method	method	NOUN
fbem-31301	89	51	.	.	PUNCT
fbem-31301	90	1	the	the	DET
fbem-31301	90	2	deep	deep	ADJ
fbem-31301	90	3	learning	learning	NOUN
fbem-31301	90	4	architecture	architecture	NOUN
fbem-31301	90	5	achieves	achieve	VERB
fbem-31301	90	6	an	an	DET
fbem-31301	90	7	effective	effective	ADJ
fbem-31301	90	8	fusion	fusion	NOUN
fbem-31301	90	9	of	of	ADP
fbem-31301	90	10	financial	financial	ADJ
fbem-31301	90	11	data	datum	NOUN
fbem-31301	90	12	,	,	PUNCT
fbem-31301	90	13	textual	textual	ADJ
fbem-31301	90	14	information	information	NOUN
fbem-31301	90	15	and	and	CCONJ
fbem-31301	90	16	market	market	NOUN
fbem-31301	90	17	transaction	transaction	NOUN
fbem-31301	90	18	data	datum	NOUN
fbem-31301	90	19	,	,	PUNCT
fbem-31301	90	20	with	with	ADP
fbem-31301	90	21	a	a	DET
fbem-31301	90	22	feature	feature	NOUN
fbem-31301	90	23	extraction	extraction	NOUN
fbem-31301	90	24	accuracy	accuracy	NOUN
fbem-31301	90	25	of	of	ADP
fbem-31301	90	26	95	95	NUM
fbem-31301	90	27	%	%	NOUN
fbem-31301	90	28	.	.	PUNCT
fbem-31301	91	1	the	the	DET
fbem-31301	91	2	interpretable	interpretable	ADJ
fbem-31301	91	3	analysis	analysis	NOUN
fbem-31301	91	4	framework	framework	NOUN
fbem-31301	91	5	makes	make	VERB
fbem-31301	91	6	the	the	DET
fbem-31301	91	7	model	model	NOUN
fbem-31301	91	8	decision	decision	NOUN
fbem-31301	91	9	-	-	PUNCT
fbem-31301	91	10	making	make	VERB
fbem-31301	91	11	process	process	NOUN
fbem-31301	91	12	more	more	ADV
fbem-31301	91	13	transparent	transparent	ADJ
fbem-31301	91	14	,	,	PUNCT
fbem-31301	91	15	and	and	CCONJ
fbem-31301	91	16	the	the	DET
fbem-31301	91	17	shap	shap	PROPN
fbem-31301	91	18	value	value	NOUN
fbem-31301	91	19	assessment	assessment	NOUN
fbem-31301	91	20	shows	show	VERB
fbem-31301	91	21	that	that	SCONJ
fbem-31301	91	22	the	the	DET
fbem-31301	91	23	key	key	ADJ
fbem-31301	91	24	indicators	indicator	NOUN
fbem-31301	91	25	account	account	VERB
fbem-31301	91	26	for	for	ADP
fbem-31301	91	27	more	more	ADJ
fbem-31301	91	28	than	than	ADP
fbem-31301	91	29	65	65	NUM
fbem-31301	91	30	%	%	NOUN
fbem-31301	91	31	of	of	ADP
fbem-31301	91	32	the	the	DET
fbem-31301	91	33	impact	impact	NOUN
fbem-31301	91	34	on	on	ADP
fbem-31301	91	35	the	the	DET
fbem-31301	91	36	early	early	ADJ
fbem-31301	91	37	warning	warning	NOUN
fbem-31301	91	38	results	result	NOUN
fbem-31301	91	39	.	.	PUNCT
fbem-31301	92	1	the	the	DET
fbem-31301	92	2	experiment	experiment	NOUN
fbem-31301	92	3	proves	prove	VERB
fbem-31301	92	4	that	that	SCONJ
fbem-31301	92	5	the	the	DET
fbem-31301	92	6	model	model	NOUN
fbem-31301	92	7	can	can	AUX
fbem-31301	92	8	achieve	achieve	VERB
fbem-31301	92	9	accurate	accurate	ADJ
fbem-31301	92	10	early	early	ADJ
fbem-31301	92	11	warning	warning	NOUN
fbem-31301	92	12	in	in	ADP
fbem-31301	92	13	complex	complex	ADJ
fbem-31301	92	14	market	market	NOUN
fbem-31301	92	15	environment	environment	NOUN
fbem-31301	92	16	,	,	PUNCT
fbem-31301	92	17	with	with	ADP
fbem-31301	92	18	a	a	DET
fbem-31301	92	19	forecast	forecast	NOUN
fbem-31301	92	20	lead	lead	NOUN
fbem-31301	92	21	time	time	NOUN
fbem-31301	92	22	of	of	ADP
fbem-31301	92	23	45	45	NUM
fbem-31301	92	24	days	day	NOUN
fbem-31301	92	25	,	,	PUNCT
fbem-31301	92	26	providing	provide	VERB
fbem-31301	92	27	reliable	reliable	ADJ
fbem-31301	92	28	technical	technical	ADJ
fbem-31301	92	29	support	support	NOUN
fbem-31301	92	30	for	for	ADP
fbem-31301	92	31	enterprise	enterprise	NOUN
fbem-31301	92	32	risk	risk	NOUN
fbem-31301	92	33	prevention	prevention	NOUN
fbem-31301	92	34	and	and	CCONJ
fbem-31301	92	35	control	control	NOUN
fbem-31301	92	36	,	,	PUNCT
fbem-31301	92	37	and	and	CCONJ
fbem-31301	92	38	has	have	VERB
fbem-31301	92	39	significant	significant	ADJ
fbem-31301	92	40	practical	practical	ADJ
fbem-31301	92	41	value	value	NOUN
fbem-31301	92	42	and	and	CCONJ
fbem-31301	92	43	promotion	promotion	NOUN
fbem-31301	92	44	potential	potential	NOUN
fbem-31301	92	45	.	.	PUNCT
fbem-31301	93	1	7.2	7.2	NUM
fbem-31301	93	2	.	.	PUNCT
fbem-31301	94	1	future	future	ADJ
fbem-31301	94	2	prospects	prospect	NOUN
fbem-31301	94	3	the	the	DET
fbem-31301	94	4	future	future	ADJ
fbem-31301	94	5	research	research	NOUN
fbem-31301	94	6	will	will	AUX
fbem-31301	94	7	deepen	deepen	VERB
fbem-31301	94	8	the	the	DET
fbem-31301	94	9	development	development	NOUN
fbem-31301	94	10	in	in	ADP
fbem-31301	94	11	the	the	DET
fbem-31301	94	12	three	three	NUM
fbem-31301	94	13	dimensions	dimension	NOUN
fbem-31301	94	14	of	of	ADP
fbem-31301	94	15	algorithm	algorithm	NOUN
fbem-31301	94	16	optimisation	optimisation	NOUN
fbem-31301	94	17	,	,	PUNCT
fbem-31301	94	18	application	application	NOUN
fbem-31301	94	19	expansion	expansion	NOUN
fbem-31301	94	20	and	and	CCONJ
fbem-31301	94	21	system	system	NOUN
fbem-31301	94	22	construction	construction	NOUN
fbem-31301	94	23	.	.	PUNCT
fbem-31301	95	1	at	at	ADP
fbem-31301	95	2	the	the	DET
fbem-31301	95	3	algorithm	algorithm	NOUN
fbem-31301	95	4	level	level	NOUN
fbem-31301	95	5	,	,	PUNCT
fbem-31301	95	6	it	it	PRON
fbem-31301	95	7	is	be	AUX
fbem-31301	95	8	planned	plan	VERB
fbem-31301	95	9	to	to	PART
fbem-31301	95	10	introduce	introduce	VERB
fbem-31301	95	11	quantum	quantum	NOUN
fbem-31301	95	12	computing	computing	NOUN
fbem-31301	95	13	technology	technology	NOUN
fbem-31301	95	14	to	to	PART
fbem-31301	95	15	improve	improve	VERB
fbem-31301	95	16	feature	feature	NOUN
fbem-31301	95	17	processing	processing	NOUN
fbem-31301	95	18	efficiency	efficiency	NOUN
fbem-31301	95	19	,	,	PUNCT
fbem-31301	95	20	and	and	CCONJ
fbem-31301	95	21	develop	develop	VERB
fbem-31301	95	22	adaptive	adaptive	ADJ
fbem-31301	95	23	feature	feature	NOUN
fbem-31301	95	24	fusion	fusion	NOUN
fbem-31301	95	25	mechanism	mechanism	NOUN
fbem-31301	95	26	to	to	PART
fbem-31301	95	27	enhance	enhance	VERB
fbem-31301	95	28	model	model	NOUN
fbem-31301	95	29	generalisation	generalisation	NOUN
fbem-31301	95	30	capability	capability	NOUN
fbem-31301	95	31	,	,	PUNCT
fbem-31301	95	32	which	which	PRON
fbem-31301	95	33	is	be	AUX
fbem-31301	95	34	expected	expect	VERB
fbem-31301	95	35	to	to	PART
fbem-31301	95	36	reduce	reduce	VERB
fbem-31301	95	37	computing	compute	VERB
fbem-31301	95	38	resource	resource	NOUN
fbem-31301	95	39	consumption	consumption	NOUN
fbem-31301	95	40	by	by	ADP
fbem-31301	95	41	35	35	NUM
fbem-31301	95	42	%	%	NOUN
fbem-31301	95	43	.	.	PUNCT
fbem-31301	96	1	the	the	DET
fbem-31301	96	2	application	application	NOUN
fbem-31301	96	3	level	level	NOUN
fbem-31301	96	4	focuses	focus	VERB
fbem-31301	96	5	on	on	ADP
fbem-31301	96	6	promoting	promote	VERB
fbem-31301	96	7	the	the	DET
fbem-31301	96	8	early	early	ADJ
fbem-31301	96	9	warning	warning	NOUN
fbem-31301	96	10	system	system	NOUN
fbem-31301	96	11	to	to	PART
fbem-31301	96	12	land	land	VERB
fbem-31301	96	13	in	in	ADP
fbem-31301	96	14	sme	sme	NOUN
fbem-31301	96	15	scenarios	scenario	NOUN
fbem-31301	96	16	,	,	PUNCT
fbem-31301	96	17	developing	develop	VERB
fbem-31301	96	18	lightweight	lightweight	ADJ
fbem-31301	96	19	early	early	ADJ
fbem-31301	96	20	warning	warning	NOUN
fbem-31301	96	21	modules	module	NOUN
fbem-31301	96	22	,	,	PUNCT
fbem-31301	96	23	lowering	lower	VERB
fbem-31301	96	24	the	the	DET
fbem-31301	96	25	technical	technical	ADJ
fbem-31301	96	26	threshold	threshold	NOUN
fbem-31301	96	27	,	,	PUNCT
fbem-31301	96	28	and	and	CCONJ
fbem-31301	96	29	expanding	expand	VERB
fbem-31301	96	30	service	service	NOUN
fbem-31301	96	31	coverage	coverage	NOUN
fbem-31301	96	32	.	.	PUNCT
fbem-31301	97	1	at	at	ADP
fbem-31301	97	2	the	the	DET
fbem-31301	97	3	institutional	institutional	ADJ
fbem-31301	97	4	level	level	NOUN
fbem-31301	97	5	,	,	PUNCT
fbem-31301	97	6	it	it	PRON
fbem-31301	97	7	is	be	AUX
fbem-31301	97	8	proposed	propose	VERB
fbem-31301	97	9	to	to	PART
fbem-31301	97	10	build	build	VERB
fbem-31301	97	11	a	a	DET
fbem-31301	97	12	standard	standard	ADJ
fbem-31301	97	13	system	system	NOUN
fbem-31301	97	14	for	for	ADP
fbem-31301	97	15	the	the	DET
fbem-31301	97	16	use	use	NOUN
fbem-31301	97	17	of	of	ADP
fbem-31301	97	18	multimodal	multimodal	NOUN
fbem-31301	97	19	data	datum	NOUN
fbem-31301	97	20	,	,	PUNCT
fbem-31301	97	21	formulate	formulate	ADJ
fbem-31301	97	22	specifications	specification	NOUN
fbem-31301	97	23	for	for	ADP
fbem-31301	97	24	data	data	NOUN
fbem-31301	97	25	desensitisation	desensitisation	NOUN
fbem-31301	97	26	,	,	PUNCT
fbem-31301	97	27	design	design	VERB
fbem-31301	97	28	a	a	DET
fbem-31301	97	29	privacy	privacy	NOUN
fbem-31301	97	30	computing	compute	VERB
fbem-31301	97	31	framework	framework	NOUN
fbem-31301	97	32	to	to	PART
fbem-31301	97	33	protect	protect	VERB
fbem-31301	97	34	sensitive	sensitive	ADJ
fbem-31301	97	35	information	information	NOUN
fbem-31301	97	36	,	,	PUNCT
fbem-31301	97	37	and	and	CCONJ
fbem-31301	97	38	establish	establish	VERB
fbem-31301	97	39	a	a	DET
fbem-31301	97	40	mechanism	mechanism	NOUN
fbem-31301	97	41	for	for	ADP
fbem-31301	97	42	mutual	mutual	ADJ
fbem-31301	97	43	recognition	recognition	NOUN
fbem-31301	97	44	of	of	ADP
fbem-31301	97	45	risk	risk	NOUN
fbem-31301	97	46	warning	warning	NOUN
fbem-31301	97	47	results	result	NOUN
fbem-31301	97	48	.	.	PUNCT
fbem-31301	98	1	these	these	DET
fbem-31301	98	2	initiatives	initiative	NOUN
fbem-31301	98	3	will	will	AUX
fbem-31301	98	4	promote	promote	VERB
fbem-31301	98	5	the	the	DET
fbem-31301	98	6	continued	continue	VERB
fbem-31301	98	7	innovative	innovative	ADJ
fbem-31301	98	8	development	development	NOUN
fbem-31301	98	9	of	of	ADP
fbem-31301	98	10	enterprise	enterprise	NOUN
fbem-31301	98	11	financial	financial	ADJ
fbem-31301	98	12	crisis	crisis	NOUN
fbem-31301	98	13	early	early	ADJ
fbem-31301	98	14	warning	warning	NOUN
fbem-31301	98	15	technology	technology	NOUN
fbem-31301	98	16	and	and	CCONJ
fbem-31301	98	17	provide	provide	VERB
fbem-31301	98	18	strong	strong	ADJ
fbem-31301	98	19	support	support	NOUN
fbem-31301	98	20	for	for	ADP
fbem-31301	98	21	the	the	DET
fbem-31301	98	22	prevention	prevention	NOUN
fbem-31301	98	23	of	of	ADP
fbem-31301	98	24	systemic	systemic	ADJ
fbem-31301	98	25	financial	financial	ADJ
fbem-31301	98	26	risks	risk	NOUN
fbem-31301	98	27	.	.	PUNCT
fbem-31301	99	1	references	reference	NOUN
fbem-31301	99	2	[	[	X
fbem-31301	99	3	1	1	NUM
fbem-31301	99	4	]	]	PUNCT
fbem-31301	99	5	zengyuan	zengyuan	PROPN
fbem-31301	99	6	w	w	PROPN
fbem-31301	99	7	u	u	PROPN
fbem-31301	99	8	,	,	PUNCT
fbem-31301	99	9	lingmin	lingmin	PROPN
fbem-31301	99	10	j	j	PROPN
fbem-31301	99	11	,	,	PUNCT
fbem-31301	99	12	xiangli	xiangli	PROPN
fbem-31301	99	13	h	h	PROPN
fbem-31301	99	14	,	,	PUNCT
fbem-31301	99	15	et	et	PROPN
fbem-31301	99	16	al	al	PROPN
fbem-31301	99	17	.	.	PROPN
fbem-31301	99	18	research	research	NOUN
fbem-31301	99	19	on	on	ADP
fbem-31301	99	20	financial	financial	ADJ
fbem-31301	99	21	crisis	crisis	NOUN
fbem-31301	99	22	early	early	ADJ
fbem-31301	99	23	warning	warning	NOUN
fbem-31301	99	24	model	model	NOUN
fbem-31301	99	25	for	for	ADP
fbem-31301	99	26	foreign	foreign	ADJ
fbem-31301	99	27	trade	trade	NOUN
fbem-31301	99	28	listed	list	VERB
fbem-31301	99	29	companies	company	NOUN
fbem-31301	99	30	based	base	VERB
fbem-31301	99	31	on	on	ADP
fbem-31301	99	32	smote	smote	ADJ
fbem-31301	99	33	-	-	PUNCT
fbem-31301	99	34	xgboost	xgboost	ADJ
fbem-31301	99	35	algorithm	algorithm	NOUN
fbem-31301	100	1	[	[	X
fbem-31301	100	2	j	j	X
fbem-31301	100	3	]	]	X
fbem-31301	100	4	.	.	PUNCT
fbem-31301	101	1	journal	journal	PROPN
fbem-31301	101	2	of	of	ADP
fbem-31301	101	3	computer	computer	NOUN
fbem-31301	101	4	engineering	engineering	NOUN
fbem-31301	101	5	&	&	CCONJ
fbem-31301	101	6	applications	application	NOUN
fbem-31301	101	7	,	,	PUNCT
fbem-31301	101	8	2024	2024	NUM
fbem-31301	101	9	,	,	PUNCT
fbem-31301	101	10	60(11	60(11	NUM
fbem-31301	101	11	)	)	PUNCT
fbem-31301	101	12	.	.	PUNCT
fbem-31301	102	1	[	[	X
fbem-31301	102	2	2	2	NUM
fbem-31301	102	3	]	]	X
fbem-31301	102	4	zhu	zhu	PROPN
fbem-31301	102	5	l.	l.	PROPN
fbem-31301	102	6	research	research	PROPN
fbem-31301	102	7	on	on	ADP
fbem-31301	102	8	enterprise	enterprise	NOUN
fbem-31301	102	9	financial	financial	ADJ
fbem-31301	102	10	crisis	crisis	NOUN
fbem-31301	102	11	early	early	ADJ
fbem-31301	102	12	warning	warning	NOUN
fbem-31301	102	13	management	management	NOUN
fbem-31301	102	14	based	base	VERB
fbem-31301	102	15	on	on	ADP
fbem-31301	102	16	pls	pls	PROPN
fbem-31301	102	17	-	-	PUNCT
fbem-31301	102	18	bp	bp	PROPN
fbem-31301	103	1	[	[	X
fbem-31301	103	2	j	j	X
fbem-31301	103	3	]	]	X
fbem-31301	103	4	.	.	PUNCT
fbem-31301	104	1	int	int	NOUN
fbem-31301	104	2	.	.	PUNCT
fbem-31301	105	1	j.	j.	PROPN
fbem-31301	105	2	wirel	wirel	PROPN
fbem-31301	105	3	.	.	PUNCT
fbem-31301	106	1	mob	mob	NOUN
fbem-31301	106	2	.	.	PUNCT
fbem-31301	107	1	comput	comput	NOUN
fbem-31301	107	2	.	.	PUNCT
fbem-31301	108	1	2023	2023	NUM
fbem-31301	108	2	,	,	PUNCT
fbem-31301	108	3	24:195	24:195	PROPN
fbem-31301	108	4	-	-	SYM
fbem-31301	108	5	202	202	NUM
fbem-31301	108	6	.	.	PUNCT
fbem-31301	109	1	[	[	X
fbem-31301	109	2	3	3	X
fbem-31301	109	3	]	]	X
fbem-31301	109	4	zhang	zhang	PROPN
fbem-31301	109	5	z	z	PROPN
fbem-31301	109	6	,	,	PUNCT
fbem-31301	109	7	liu	liu	PROPN
fbem-31301	109	8	x	x	PROPN
fbem-31301	109	9	,	,	PUNCT
fbem-31301	109	10	niu	niu	PROPN
fbem-31301	109	11	h.	h.	PROPN
fbem-31301	109	12	financial	financial	PROPN
fbem-31301	109	13	crisis	crisis	NOUN
fbem-31301	109	14	early	early	ADJ
fbem-31301	109	15	warning	warning	NOUN
fbem-31301	109	16	of	of	ADP
fbem-31301	109	17	chinese	chinese	ADJ
fbem-31301	109	18	listed	list	VERB
fbem-31301	109	19	companies	company	NOUN
fbem-31301	109	20	based	base	VERB
fbem-31301	109	21	on	on	ADP
fbem-31301	109	22	md&a	md&a	PROPN
fbem-31301	109	23	text	text	NOUN
fbem-31301	109	24	-	-	PUNCT
fbem-31301	109	25	linguistic	linguistic	ADJ
fbem-31301	109	26	feature	feature	NOUN
fbem-31301	109	27	indicators	indicator	NOUN
fbem-31301	109	28	[	[	X
fbem-31301	109	29	j	j	X
fbem-31301	109	30	]	]	X
fbem-31301	109	31	.	.	PUNCT
fbem-31301	110	1	plos	plos	PROPN
fbem-31301	110	2	one	one	NUM
fbem-31301	110	3	(	(	PUNCT
fbem-31301	110	4	v.1;2006	v.1;2006	NOUN
fbem-31301	110	5	)	)	PUNCT
fbem-31301	110	6	,	,	PUNCT
fbem-31301	110	7	2023	2023	NUM
fbem-31301	110	8	,	,	PUNCT
fbem-31301	110	9	18(9):23	18(9):23	NUM
fbem-31301	110	10	.	.	PUNCT
fbem-31301	111	1	[	[	X
fbem-31301	111	2	4	4	NUM
fbem-31301	111	3	]	]	SYM
fbem-31301	111	4	hu	hu	PROPN
fbem-31301	112	1	z	z	PROPN
fbem-31301	112	2	,	,	PUNCT
fbem-31301	112	3	wang	wang	PROPN
fbem-31301	112	4	l	l	PROPN
fbem-31301	112	5	,	,	PUNCT
fbem-31301	112	6	ding	de	VERB
fbem-31301	112	7	x	x	SYM
fbem-31301	112	8	,	,	PUNCT
fbem-31301	112	9	et	et	PROPN
fbem-31301	112	10	al	al	PROPN
fbem-31301	112	11	.	.	PUNCT
fbem-31301	112	12	multimodal	multimodal	ADJ
fbem-31301	112	13	data	datum	NOUN
fbem-31301	112	14	fusion	fusion	NOUN
fbem-31301	112	15	defense	defense	NOUN
fbem-31301	112	16	strategy	strategy	NOUN
fbem-31301	112	17	for	for	ADP
fbem-31301	112	18	campus	campus	NOUN
fbem-31301	112	19	network	network	NOUN
fbem-31301	112	20	security	security	NOUN
fbem-31301	112	21	:	:	PUNCT
fbem-31301	112	22	research	research	NOUN
fbem-31301	112	23	on	on	ADP
fbem-31301	112	24	kolmogorov	kolmogorov	PROPN
fbem-31301	112	25	arnold	arnold	PROPN
fbem-31301	112	26	networks	network	NOUN
fbem-31301	112	27	combined	combine	VERB
fbem-31301	112	28	with	with	ADP
fbem-31301	112	29	b‐spline	b‐spline	PUNCT
fbem-31301	112	30	function	function	NOUN
fbem-31301	112	31	[	[	X
fbem-31301	112	32	j	j	X
fbem-31301	112	33	]	]	X
fbem-31301	112	34	.	.	PUNCT
fbem-31301	113	1	security	security	PROPN
fbem-31301	113	2	&	&	CCONJ
fbem-31301	113	3	privacy	privacy	NOUN
fbem-31301	113	4	,	,	PUNCT
fbem-31301	113	5	2025	2025	NUM
fbem-31301	113	6	,	,	PUNCT
fbem-31301	113	7	8(3	8(3	NUM
fbem-31301	113	8	)	)	PUNCT
fbem-31301	113	9	.	.	PUNCT
fbem-31301	114	1	[	[	X
fbem-31301	114	2	5	5	NUM
fbem-31301	114	3	]	]	X
fbem-31301	114	4	li	li	PROPN
fbem-31301	114	5	z	z	PROPN
fbem-31301	114	6	,	,	PUNCT
fbem-31301	114	7	wang	wang	PROPN
fbem-31301	114	8	q	q	PROPN
fbem-31301	114	9	,	,	PUNCT
fbem-31301	114	10	zhao	zhao	PROPN
fbem-31301	114	11	z.	z.	PROPN
fbem-31301	114	12	research	research	NOUN
fbem-31301	114	13	on	on	ADP
fbem-31301	114	14	small	small	ADJ
fbem-31301	114	15	target	target	NOUN
fbem-31301	114	16	detection	detection	NOUN
fbem-31301	114	17	in	in	ADP
fbem-31301	114	18	multispectral	multispectral	ADJ
fbem-31301	114	19	remote	remote	ADJ
fbem-31301	114	20	sensing	sensing	NOUN
fbem-31301	114	21	images	image	NOUN
fbem-31301	114	22	based	base	VERB
fbem-31301	114	23	on	on	ADP
fbem-31301	114	24	multimodal	multimodal	NOUN
fbem-31301	114	25	deep	deep	ADJ
fbem-31301	114	26	learning	learning	NOUN
fbem-31301	114	27	[	[	X
fbem-31301	114	28	j	j	X
fbem-31301	114	29	]	]	X
fbem-31301	114	30	.	.	PUNCT
fbem-31301	115	1	iop	iop	PROPN
fbem-31301	115	2	publishing	publishing	PROPN
fbem-31301	115	3	ltd	ltd	PROPN
fbem-31301	115	4	,	,	PUNCT
fbem-31301	115	5	2024	2024	NUM
fbem-31301	115	6	.	.	PUNCT
fbem-31301	116	1	[	[	X
fbem-31301	116	2	6	6	NUM
fbem-31301	116	3	]	]	X
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fbem-31301	116	6	,	,	PUNCT
fbem-31301	116	7	cui	cui	PROPN
fbem-31301	116	8	m	m	PROPN
fbem-31301	116	9	,	,	PUNCT
fbem-31301	116	10	zhang	zhang	PROPN
fbem-31301	116	11	c	c	X
fbem-31301	116	12	,	,	PUNCT
fbem-31301	116	13	et	et	PROPN
fbem-31301	116	14	al	al	PROPN
fbem-31301	116	15	.	.	PROPN
fbem-31301	116	16	research	research	NOUN
fbem-31301	116	17	on	on	ADP
fbem-31301	116	18	precise	precise	ADJ
fbem-31301	116	19	identification	identification	NOUN
fbem-31301	116	20	and	and	CCONJ
fbem-31301	116	21	localization	localization	NOUN
fbem-31301	116	22	methods	method	NOUN
fbem-31301	116	23	for	for	ADP
fbem-31301	116	24	static	static	ADJ
fbem-31301	116	25	small	small	ADJ
fbem-31301	116	26	targets	target	NOUN
fbem-31301	116	27	based	base	VERB
fbem-31301	116	28	on	on	ADP
fbem-31301	116	29	multimodal	multimodal	NOUN
fbem-31301	116	30	data	datum	NOUN
fbem-31301	116	31	fusion	fusion	NOUN
fbem-31301	117	1	[	[	X
fbem-31301	117	2	j	j	X
fbem-31301	117	3	]	]	X
fbem-31301	117	4	.	.	PUNCT
fbem-31301	118	1	measurement	measurement	PROPN
fbem-31301	118	2	,	,	PUNCT
fbem-31301	118	3	2025	2025	NUM
fbem-31301	118	4	,	,	PUNCT
fbem-31301	118	5	239(000):115336	239(000):115336	NUM
fbem-31301	118	6	.	.	PUNCT
fbem-31301	119	1	[	[	X
fbem-31301	119	2	7	7	NUM
fbem-31301	119	3	]	]	X
fbem-31301	119	4	systems	systems	PROPN
fbem-31301	119	5	m	m	PROPN
fbem-31301	119	6	i.	i.	PROPN
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fbem-31301	119	8	:	:	PUNCT
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fbem-31301	119	10	construction	construction	NOUN
fbem-31301	119	11	and	and	CCONJ
fbem-31301	119	12	empirical	empirical	ADJ
fbem-31301	119	13	research	research	NOUN
fbem-31301	119	14	of	of	ADP
fbem-31301	119	15	college	college	NOUN
fbem-31301	119	16	english	english	ADJ
fbem-31301	119	17	multimodal	multimodal	NOUN
fbem-31301	119	18	teaching	teaching	NOUN
fbem-31301	119	19	from	from	ADP
fbem-31301	119	20	the	the	DET
fbem-31301	119	21	perspective	perspective	NOUN
fbem-31301	119	22	of	of	ADP
fbem-31301	119	23	new	new	ADJ
fbem-31301	119	24	media	medium	NOUN
fbem-31301	120	1	[	[	X
fbem-31301	120	2	j	j	X
fbem-31301	120	3	]	]	X
fbem-31301	120	4	.	.	PUNCT
fbem-31301	121	1	mobile	mobile	ADJ
fbem-31301	121	2	information	information	NOUN
fbem-31301	121	3	systems	system	NOUN
fbem-31301	121	4	,	,	PUNCT
fbem-31301	121	5	2023	2023	NUM
fbem-31301	121	6	,	,	PUNCT
fbem-31301	121	7	2023(000):1	2023(000):1	NUM
fbem-31301	121	8	.	.	PUNCT
fbem-31301	122	1	[	[	X
fbem-31301	122	2	8	8	NUM
fbem-31301	122	3	]	]	X
fbem-31301	122	4	zhao	zhao	PROPN
fbem-31301	122	5	j	j	PROPN
fbem-31301	122	6	,	,	PUNCT
fbem-31301	122	7	zhang	zhang	PROPN
fbem-31301	122	8	f	f	PROPN
fbem-31301	122	9	,	,	PUNCT
fbem-31301	122	10	gao	gao	PROPN
fbem-31301	122	11	l	l	PROPN
fbem-31301	122	12	,	,	PUNCT
fbem-31301	122	13	et	et	PROPN
fbem-31301	122	14	al	al	PROPN
fbem-31301	122	15	.	.	PUNCT
fbem-31301	122	16	revealing	reveal	VERB
fbem-31301	122	17	daily	daily	ADJ
fbem-31301	122	18	mobility	mobility	NOUN
fbem-31301	122	19	pattern	pattern	NOUN
fbem-31301	122	20	disparities	disparity	NOUN
fbem-31301	122	21	of	of	ADP
fbem-31301	122	22	monomodal	monomodal	ADJ
fbem-31301	122	23	and	and	CCONJ
fbem-31301	122	24	multimodal	multimodal	NOUN
fbem-31301	122	25	travelers	traveler	NOUN
fbem-31301	122	26	through	through	ADP
fbem-31301	122	27	a	a	DET
fbem-31301	122	28	multi	multi	ADJ
fbem-31301	122	29	-	-	ADJ
fbem-31301	122	30	layer	layer	ADJ
fbem-31301	122	31	cluster	cluster	NOUN
fbem-31301	122	32	analysis	analysis	NOUN
fbem-31301	122	33	:	:	PUNCT
fbem-31301	122	34	insights	insight	NOUN
fbem-31301	122	35	from	from	ADP
fbem-31301	122	36	a	a	DET
fbem-31301	122	37	combined	combine	VERB
fbem-31301	122	38	big	big	ADJ
fbem-31301	122	39	dataset	dataset	NOUN
fbem-31301	123	1	[	[	X
fbem-31301	123	2	j	j	X
fbem-31301	123	3	]	]	X
fbem-31301	123	4	.	.	PUNCT
fbem-31301	124	1	sustainability	sustainability	NOUN
fbem-31301	124	2	(	(	PUNCT
fbem-31301	124	3	2071	2071	NUM
fbem-31301	124	4	-	-	SYM
fbem-31301	124	5	1050	1050	NUM
fbem-31301	124	6	)	)	PUNCT
fbem-31301	124	7	,	,	PUNCT
fbem-31301	124	8	2024	2024	NUM
fbem-31301	124	9	,	,	PUNCT
fbem-31301	124	10	16(9	16(9	NUM
fbem-31301	124	11	)	)	PUNCT
fbem-31301	124	12	.	.	PUNCT
fbem-31301	125	1	[	[	X
fbem-31301	125	2	9	9	X
fbem-31301	125	3	]	]	X
fbem-31301	125	4	shi	shi	PROPN
fbem-31301	125	5	w.	w.	PROPN
fbem-31301	125	6	analysis	analysis	NOUN
fbem-31301	125	7	of	of	ADP
fbem-31301	125	8	the	the	DET
fbem-31301	125	9	value	value	NOUN
fbem-31301	125	10	of	of	ADP
fbem-31301	125	11	news	news	NOUN
fbem-31301	125	12	and	and	CCONJ
fbem-31301	125	13	cultural	cultural	ADJ
fbem-31301	125	14	communication	communication	NOUN
fbem-31301	125	15	using	use	VERB
fbem-31301	125	16	multimodal	multimodal	NOUN
fbem-31301	125	17	learning	learning	NOUN
fbem-31301	126	1	[	[	X
fbem-31301	126	2	j	j	X
fbem-31301	126	3	]	]	X
fbem-31301	126	4	.	.	PUNCT
fbem-31301	127	1	applied	apply	VERB
fbem-31301	127	2	mathematics	mathematic	NOUN
fbem-31301	127	3	and	and	CCONJ
fbem-31301	127	4	nonlinear	nonlinear	ADJ
fbem-31301	127	5	sciences	science	NOUN
fbem-31301	127	6	,	,	PUNCT
fbem-31301	127	7	2024	2024	NUM
fbem-31301	127	8	,	,	PUNCT
fbem-31301	127	9	9(1	9(1	NUM
fbem-31301	127	10	)	)	PUNCT
fbem-31301	127	11	.	.	PUNCT
fbem-31301	128	1	[	[	X
fbem-31301	128	2	10	10	NUM
fbem-31301	128	3	]	]	X
fbem-31301	128	4	shiri	shiri	PROPN
fbem-31301	128	5	f	f	PROPN
fbem-31301	128	6	,	,	PUNCT
fbem-31301	128	7	guo	guo	PROPN
fbem-31301	128	8	x	x	SYM
fbem-31301	128	9	y	y	PROPN
fbem-31301	128	10	,	,	PUNCT
fbem-31301	128	11	far	far	ADJ
fbem-31301	128	12	m	m	VERB
fbem-31301	128	13	g	g	NOUN
fbem-31301	128	14	,	,	PUNCT
fbem-31301	128	15	et	et	PROPN
fbem-31301	128	16	al	al	PROPN
fbem-31301	128	17	.	.	PUNCT
fbem-31301	129	1	an	an	DET
fbem-31301	129	2	empirical	empirical	ADJ
fbem-31301	129	3	analysis	analysis	NOUN
fbem-31301	129	4	on	on	ADP
fbem-31301	129	5	spatial	spatial	ADJ
fbem-31301	129	6	reasoning	reasoning	NOUN
fbem-31301	129	7	capabilities	capability	NOUN
fbem-31301	129	8	of	of	ADP
fbem-31301	129	9	large	large	ADJ
fbem-31301	129	10	multimodal	multimodal	NOUN
fbem-31301	129	11	models	model	NOUN
fbem-31301	129	12	[	[	X
fbem-31301	129	13	j	j	X
fbem-31301	129	14	]	]	X
fbem-31301	129	15	.	.	PUNCT
fbem-31301	129	16	2024	2024	NUM
fbem-31301	129	17	.	.	PUNCT
fbem-31301	130	1	[	[	X
fbem-31301	130	2	11	11	NUM
fbem-31301	130	3	]	]	X
fbem-31301	130	4	singh	singh	PROPN
fbem-31301	130	5	p	p	NOUN
fbem-31301	130	6	,	,	PUNCT
fbem-31301	130	7	kushwaha	kushwaha	X
fbem-31301	130	8	a	a	DET
fbem-31301	130	9	k	k	PROPN
fbem-31301	130	10	s	s	PROPN
fbem-31301	130	11	,	,	PUNCT
fbem-31301	130	12	varshney	varshney	NOUN
fbem-31301	130	13	n.	n.	PROPN
fbem-31301	130	14	imf	imf	PROPN
fbem-31301	130	15	-	-	PUNCT
fbem-31301	130	16	mf	mf	PROPN
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fbem-31301	130	19	moment	moment	NOUN
fbem-31301	130	20	localization	localization	NOUN
fbem-31301	130	21	with	with	ADP
fbem-31301	130	22	adaptive	adaptive	ADJ
fbem-31301	130	23	multimodal	multimodal	NOUN
fbem-31301	130	24	fusion	fusion	NOUN
fbem-31301	130	25	and	and	CCONJ
fbem-31301	130	26	selfattention	selfattention	NOUN
fbem-31301	131	1	[	[	X
fbem-31301	131	2	j	j	X
fbem-31301	131	3	]	]	X
fbem-31301	131	4	.	.	PUNCT
fbem-31301	132	1	journal	journal	PROPN
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fbem-31301	132	3	intelligent	intelligent	ADJ
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fbem-31301	132	7	,	,	PUNCT
fbem-31301	132	8	2025	2025	NUM
fbem-31301	132	9	.	.	PUNCT
fbem-31301	133	1	[	[	X
fbem-31301	133	2	12	12	NUM
fbem-31301	133	3	]	]	X
fbem-31301	133	4	aafjes	aafjes	PROPN
fbem-31301	133	5	-	-	PUNCT
fbem-31301	133	6	van	van	PROPN
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fbem-31301	133	9	,	,	PUNCT
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fbem-31301	133	12	m	m	PROPN
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fbem-31301	133	14	intuition	intuition	NOUN
fbem-31301	133	15	to	to	ADP
fbem-31301	133	16	innovation	innovation	NOUN
fbem-31301	133	17	:	:	PUNCT
fbem-31301	133	18	empirical	empirical	ADJ
fbem-31301	133	19	illustrations	illustration	NOUN
fbem-31301	133	20	of	of	ADP
fbem-31301	133	21	multimodal	multimodal	NOUN
fbem-31301	133	22	measurement	measurement	NOUN
fbem-31301	133	23	in	in	ADP
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fbem-31301	134	1	[	[	X
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fbem-31301	134	3	]	]	X
fbem-31301	134	4	.	.	PUNCT
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fbem-31301	135	3	,	,	PUNCT
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fbem-31301	136	7	liu	liu	PROPN
fbem-31301	136	8	y	y	PROPN
fbem-31301	136	9	,	,	PUNCT
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fbem-31301	136	17	-	-	PUNCT
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fbem-31301	136	19	:	:	PUNCT
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fbem-31301	136	21	prediction	prediction	NOUN
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fbem-31301	136	23	fraud	fraud	NOUN
fbem-31301	136	24	detection	detection	NOUN
fbem-31301	136	25	framework	framework	NOUN
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fbem-31301	137	2	.	.	PUNCT
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fbem-31301	138	14	:	:	PUNCT
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fbem-31301	138	16	financial	financial	ADJ
fbem-31301	138	17	data	datum	NOUN
fbem-31301	138	18	analysis	analysis	NOUN
fbem-31301	138	19	system	system	NOUN
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fbem-31301	138	27	]	]	X
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fbem-31301	138	29	2025	2025	NUM
fbem-31301	138	30	.	.	PUNCT
fbem-31301	139	1	[	[	X
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fbem-31301	139	3	]	]	X
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fbem-31301	139	9	,	,	PUNCT
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fbem-31301	140	2	c]//proceedings	c]//proceeding	NOUN
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fbem-31301	140	13	analysis	analysis	NOUN
fbem-31301	140	14	(	(	PUNCT
fbem-31301	140	15	msea	msea	NOUN
fbem-31301	140	16	2023	2023	NUM
fbem-31301	140	17	)	)	PUNCT
fbem-31301	140	18	.	.	PUNCT
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