id	sid	tid	token	lemma	pos
fbem-30743	1	1	frontiers	frontier	NOUN
fbem-30743	1	2	in	in	ADP
fbem-30743	1	3	business	business	NOUN
fbem-30743	1	4	,	,	PUNCT
fbem-30743	1	5	economics	economic	NOUN
fbem-30743	1	6	and	and	CCONJ
fbem-30743	1	7	management	management	NOUN
fbem-30743	1	8	issn	issn	PROPN
fbem-30743	1	9	:	:	PUNCT
fbem-30743	1	10	2766	2766	NUM
fbem-30743	1	11	-	-	PUNCT
fbem-30743	1	12	824x	824x	NUM
fbem-30743	1	13	|	|	ADJ
fbem-30743	1	14	vol	vol	NOUN
fbem-30743	1	15	.	.	PROPN
fbem-30743	2	1	19	19	NUM
fbem-30743	2	2	,	,	PUNCT
fbem-30743	2	3	no	no	INTJ
fbem-30743	2	4	.	.	NOUN
fbem-30743	2	5	2	2	NUM
fbem-30743	2	6	,	,	PUNCT
fbem-30743	2	7	2025	2025	NUM
fbem-30743	2	8	7	7	NUM
fbem-30743	2	9	application	application	NOUN
fbem-30743	2	10	study	study	NOUN
fbem-30743	2	11	of	of	ADP
fbem-30743	2	12	intelligent	intelligent	ADJ
fbem-30743	2	13	risk	risk	NOUN
fbem-30743	2	14	assessment	assessment	NOUN
fbem-30743	2	15	in	in	ADP
fbem-30743	2	16	investment	investment	NOUN
fbem-30743	2	17	management	management	NOUN
fbem-30743	2	18	yigang	yigang	PROPN
fbem-30743	2	19	wang	wang	PROPN
fbem-30743	2	20	china	china	PROPN
fbem-30743	2	21	merchants	merchants	PROPN
fbem-30743	2	22	capital	capital	PROPN
fbem-30743	2	23	investment	investment	PROPN
fbem-30743	2	24	co.	co.	PROPN
fbem-30743	2	25	,	,	PUNCT
fbem-30743	2	26	ltd	ltd	PROPN
fbem-30743	2	27	.	.	PROPN
fbem-30743	2	28	,	,	PUNCT
fbem-30743	2	29	shenzhen	shenzhen	PROPN
fbem-30743	2	30	,	,	PUNCT
fbem-30743	2	31	china	china	PROPN
fbem-30743	2	32	gongzuo1232024@126.com	gongzuo1232024@126.com	X
fbem-30743	2	33	abstract	abstract	NOUN
fbem-30743	2	34	:	:	PUNCT
fbem-30743	2	35	this	this	DET
fbem-30743	2	36	study	study	NOUN
fbem-30743	2	37	explores	explore	VERB
fbem-30743	2	38	the	the	DET
fbem-30743	2	39	application	application	NOUN
fbem-30743	2	40	of	of	ADP
fbem-30743	2	41	intelligent	intelligent	ADJ
fbem-30743	2	42	risk	risk	NOUN
fbem-30743	2	43	assessment	assessment	NOUN
fbem-30743	2	44	in	in	ADP
fbem-30743	2	45	investment	investment	NOUN
fbem-30743	2	46	management	management	NOUN
fbem-30743	2	47	.	.	PUNCT
fbem-30743	3	1	by	by	ADP
fbem-30743	3	2	analysing	analyse	VERB
fbem-30743	3	3	the	the	DET
fbem-30743	3	4	practical	practical	ADJ
fbem-30743	3	5	effects	effect	NOUN
fbem-30743	3	6	of	of	ADP
fbem-30743	3	7	machine	machine	NOUN
fbem-30743	3	8	learning	learning	NOUN
fbem-30743	3	9	,	,	PUNCT
fbem-30743	3	10	deep	deep	ADJ
fbem-30743	3	11	learning	learning	NOUN
fbem-30743	3	12	and	and	CCONJ
fbem-30743	3	13	other	other	ADJ
fbem-30743	3	14	technologies	technology	NOUN
fbem-30743	3	15	in	in	ADP
fbem-30743	3	16	risk	risk	NOUN
fbem-30743	3	17	modelling	modelling	NOUN
fbem-30743	3	18	,	,	PUNCT
fbem-30743	3	19	the	the	DET
fbem-30743	3	20	results	result	NOUN
fbem-30743	3	21	show	show	VERB
fbem-30743	3	22	that	that	SCONJ
fbem-30743	3	23	intellig	intellig	X
fbem-30743	3	24	ent	ent	NOUN
fbem-30743	3	25	risk	risk	NOUN
fbem-30743	3	26	assessment	assessment	NOUN
fbem-30743	3	27	significantly	significantly	ADV
fbem-30743	3	28	improves	improve	VERB
fbem-30743	3	29	prediction	prediction	NOUN
fbem-30743	3	30	accuracy	accuracy	NOUN
fbem-30743	3	31	and	and	CCONJ
fbem-30743	3	32	decision	decision	NOUN
fbem-30743	3	33	-	-	PUNCT
fbem-30743	3	34	making	make	VERB
fbem-30743	3	35	efficiency	efficiency	NOUN
fbem-30743	3	36	.	.	PUNCT
fbem-30743	4	1	the	the	DET
fbem-30743	4	2	research	research	NOUN
fbem-30743	4	3	data	data	NOUN
fbem-30743	4	4	shows	show	VERB
fbem-30743	4	5	that	that	SCONJ
fbem-30743	4	6	the	the	DET
fbem-30743	4	7	accuracy	accuracy	NOUN
fbem-30743	4	8	rate	rate	NOUN
fbem-30743	4	9	of	of	ADP
fbem-30743	4	10	the	the	DET
fbem-30743	4	11	risk	risk	NOUN
fbem-30743	4	12	warning	warning	NOUN
fbem-30743	4	13	model	model	NOUN
fbem-30743	4	14	based	base	VERB
fbem-30743	4	15	on	on	ADP
fbem-30743	4	16	the	the	DET
fbem-30743	4	17	fusion	fusion	NOUN
fbem-30743	4	18	of	of	ADP
fbem-30743	4	19	multi	multi	ADJ
fbem-30743	4	20	-	-	ADJ
fbem-30743	4	21	source	source	NOUN
fbem-30743	4	22	data	datum	NOUN
fbem-30743	4	23	reaches	reach	VERB
fbem-30743	4	24	87.3	87.3	NUM
fbem-30743	4	25	%	%	NOUN
fbem-30743	4	26	,	,	PUNCT
fbem-30743	4	27	the	the	DET
fbem-30743	4	28	annualised	annualise	VERB
fbem-30743	4	29	return	return	NOUN
fbem-30743	4	30	of	of	ADP
fbem-30743	4	31	the	the	DET
fbem-30743	4	32	investment	investment	NOUN
fbem-30743	4	33	portfolio	portfolio	NOUN
fbem-30743	4	34	is	be	AUX
fbem-30743	4	35	improved	improve	VERB
fbem-30743	4	36	by	by	ADP
fbem-30743	4	37	4.2	4.2	NUM
fbem-30743	4	38	%	%	NOUN
fbem-30743	4	39	,	,	PUNCT
fbem-30743	4	40	and	and	CCONJ
fbem-30743	4	41	the	the	DET
fbem-30743	4	42	maximum	maximum	ADJ
fbem-30743	4	43	retraction	retraction	NOUN
fbem-30743	4	44	is	be	AUX
fbem-30743	4	45	reduced	reduce	VERB
fbem-30743	4	46	by	by	ADP
fbem-30743	4	47	25	25	NUM
fbem-30743	4	48	%	%	NOUN
fbem-30743	4	49	.	.	PUNCT
fbem-30743	5	1	an	an	DET
fbem-30743	5	2	intelligent	intelligent	ADJ
fbem-30743	5	3	risk	risk	NOUN
fbem-30743	5	4	control	control	NOUN
fbem-30743	5	5	system	system	NOUN
fbem-30743	5	6	covering	cover	VERB
fbem-30743	5	7	multiple	multiple	ADJ
fbem-30743	5	8	dimensions	dimension	NOUN
fbem-30743	5	9	such	such	ADJ
fbem-30743	5	10	as	as	ADP
fbem-30743	5	11	market	market	NOUN
fbem-30743	5	12	,	,	PUNCT
fbem-30743	5	13	credit	credit	NOUN
fbem-30743	5	14	,	,	PUNCT
fbem-30743	5	15	and	and	CCONJ
fbem-30743	5	16	liquidity	liquidity	NOUN
fbem-30743	5	17	is	be	AUX
fbem-30743	5	18	constructed	construct	VERB
fbem-30743	5	19	in	in	ADP
fbem-30743	5	20	practice	practice	NOUN
fbem-30743	5	21	,	,	PUNCT
fbem-30743	5	22	which	which	PRON
fbem-30743	5	23	provides	provide	VERB
fbem-30743	5	24	practical	practical	ADJ
fbem-30743	5	25	risk	risk	NOUN
fbem-30743	5	26	management	management	NOUN
fbem-30743	5	27	methodology	methodology	NOUN
fbem-30743	5	28	support	support	NOUN
fbem-30743	5	29	for	for	ADP
fbem-30743	5	30	financial	financial	ADJ
fbem-30743	5	31	institutions	institution	NOUN
fbem-30743	5	32	.	.	PUNCT
fbem-30743	6	1	keywords	keyword	NOUN
fbem-30743	6	2	:	:	PUNCT
fbem-30743	6	3	intelligent	intelligent	ADJ
fbem-30743	6	4	risk	risk	NOUN
fbem-30743	6	5	assessment	assessment	NOUN
fbem-30743	6	6	;	;	PUNCT
fbem-30743	6	7	investment	investment	NOUN
fbem-30743	6	8	management	management	NOUN
fbem-30743	6	9	;	;	PUNCT
fbem-30743	6	10	deep	deep	ADJ
fbem-30743	6	11	learning	learning	NOUN
fbem-30743	6	12	;	;	PUNCT
fbem-30743	6	13	multi	multi	ADJ
fbem-30743	6	14	-	-	ADJ
fbem-30743	6	15	source	source	NOUN
fbem-30743	6	16	data	datum	NOUN
fbem-30743	6	17	fusion	fusion	NOUN
fbem-30743	6	18	.	.	PUNCT
fbem-30743	7	1	1	1	X
fbem-30743	7	2	.	.	X
fbem-30743	7	3	introduction	introduction	NOUN
fbem-30743	7	4	the	the	DET
fbem-30743	7	5	risks	risk	NOUN
fbem-30743	7	6	facing	face	VERB
fbem-30743	7	7	the	the	DET
fbem-30743	7	8	investment	investment	NOUN
fbem-30743	7	9	management	management	NOUN
fbem-30743	7	10	field	field	NOUN
fbem-30743	7	11	have	have	AUX
fbem-30743	7	12	become	become	VERB
fbem-30743	7	13	increasingly	increasingly	ADV
fbem-30743	7	14	complex	complex	ADJ
fbem-30743	7	15	in	in	ADP
fbem-30743	7	16	recent	recent	ADJ
fbem-30743	7	17	years	year	NOUN
fbem-30743	7	18	,	,	PUNCT
fbem-30743	7	19	with	with	ADP
fbem-30743	7	20	global	global	ADJ
fbem-30743	7	21	financial	financial	ADJ
fbem-30743	7	22	market	market	NOUN
fbem-30743	7	23	volatility	volatility	NOUN
fbem-30743	7	24	climbing	climb	VERB
fbem-30743	7	25	to	to	ADP
fbem-30743	7	26	24.3	24.3	NUM
fbem-30743	7	27	%	%	NOUN
fbem-30743	7	28	in	in	ADP
fbem-30743	7	29	2022	2022	NUM
fbem-30743	7	30	,	,	PUNCT
fbem-30743	7	31	credit	credit	NOUN
fbem-30743	7	32	defaults	default	NOUN
fbem-30743	7	33	increasing	increase	VERB
fbem-30743	7	34	by	by	ADP
fbem-30743	7	35	35	35	NUM
fbem-30743	7	36	%	%	NOUN
fbem-30743	7	37	year	year	NOUN
fbem-30743	7	38	-	-	PUNCT
fbem-30743	7	39	on	on	ADP
fbem-30743	7	40	-	-	PUNCT
fbem-30743	7	41	year	year	NOUN
fbem-30743	7	42	,	,	PUNCT
fbem-30743	7	43	and	and	CCONJ
fbem-30743	7	44	liquidity	liquidity	NOUN
fbem-30743	7	45	crises	crisis	NOUN
fbem-30743	7	46	occurring	occur	VERB
fbem-30743	7	47	frequently	frequently	ADV
fbem-30743	7	48	.	.	PUNCT
fbem-30743	8	1	traditional	traditional	ADJ
fbem-30743	8	2	risk	risk	NOUN
fbem-30743	8	3	assessment	assessment	NOUN
fbem-30743	8	4	models	model	NOUN
fbem-30743	8	5	have	have	AUX
fbem-30743	8	6	revealed	reveal	VERB
fbem-30743	8	7	significant	significant	ADJ
fbem-30743	8	8	shortcomings	shortcoming	NOUN
fbem-30743	8	9	in	in	ADP
fbem-30743	8	10	dealing	deal	VERB
fbem-30743	8	11	with	with	ADP
fbem-30743	8	12	these	these	DET
fbem-30743	8	13	challenges	challenge	NOUN
fbem-30743	8	14	,	,	PUNCT
fbem-30743	8	15	such	such	ADJ
fbem-30743	8	16	as	as	ADP
fbem-30743	8	17	the	the	DET
fbem-30743	8	18	prediction	prediction	NOUN
fbem-30743	8	19	bias	bias	NOUN
fbem-30743	8	20	of	of	ADP
fbem-30743	8	21	var	var	NOUN
fbem-30743	8	22	models	model	NOUN
fbem-30743	8	23	based	base	VERB
fbem-30743	8	24	on	on	ADP
fbem-30743	8	25	historical	historical	ADJ
fbem-30743	8	26	data	datum	NOUN
fbem-30743	8	27	by	by	ADP
fbem-30743	8	28	more	more	ADJ
fbem-30743	8	29	than	than	ADP
fbem-30743	8	30	40	40	NUM
fbem-30743	8	31	%	%	NOUN
fbem-30743	8	32	in	in	ADP
fbem-30743	8	33	a	a	DET
fbem-30743	8	34	headline	headline	NOUN
fbem-30743	8	35	tech	tech	NOUN
fbem-30743	8	36	stock	stock	NOUN
fbem-30743	8	37	crash	crash	NOUN
fbem-30743	8	38	event	event	NOUN
fbem-30743	8	39	in	in	ADP
fbem-30743	8	40	2021	2021	NUM
fbem-30743	8	41	.	.	PUNCT
fbem-30743	9	1	breakthroughs	breakthrough	NOUN
fbem-30743	9	2	in	in	ADP
fbem-30743	9	3	smart	smart	ADJ
fbem-30743	9	4	technologies	technology	NOUN
fbem-30743	9	5	have	have	AUX
fbem-30743	9	6	brought	bring	VERB
fbem-30743	9	7	new	new	ADJ
fbem-30743	9	8	opportunities	opportunity	NOUN
fbem-30743	9	9	for	for	ADP
fbem-30743	9	10	risk	risk	NOUN
fbem-30743	9	11	assessment	assessment	NOUN
fbem-30743	9	12	,	,	PUNCT
fbem-30743	9	13	with	with	ADP
fbem-30743	9	14	machine	machine	NOUN
fbem-30743	9	15	learning	learning	NOUN
fbem-30743	9	16	models	model	NOUN
fbem-30743	9	17	reaching	reach	VERB
fbem-30743	9	18	85.7	85.7	NUM
fbem-30743	9	19	%	%	NOUN
fbem-30743	9	20	accuracy	accuracy	NOUN
fbem-30743	9	21	in	in	ADP
fbem-30743	9	22	volatility	volatility	NOUN
fbem-30743	9	23	prediction	prediction	NOUN
fbem-30743	9	24	,	,	PUNCT
fbem-30743	9	25	and	and	CCONJ
fbem-30743	9	26	nlp	nlp	NOUN
fbem-30743	9	27	technology	technology	NOUN
fbem-30743	9	28	improving	improve	VERB
fbem-30743	9	29	the	the	DET
fbem-30743	9	30	accuracy	accuracy	NOUN
fbem-30743	9	31	of	of	ADP
fbem-30743	9	32	capturing	capture	VERB
fbem-30743	9	33	market	market	NOUN
fbem-30743	9	34	sentiment	sentiment	NOUN
fbem-30743	9	35	to	to	ADP
fbem-30743	9	36	78.3	78.3	NUM
fbem-30743	9	37	%	%	NOUN
fbem-30743	9	38	.	.	PUNCT
fbem-30743	10	1	this	this	DET
fbem-30743	10	2	research	research	NOUN
fbem-30743	10	3	is	be	AUX
fbem-30743	10	4	of	of	ADP
fbem-30743	10	5	great	great	ADJ
fbem-30743	10	6	value	value	NOUN
fbem-30743	10	7	in	in	ADP
fbem-30743	10	8	enhancing	enhance	VERB
fbem-30743	10	9	the	the	DET
fbem-30743	10	10	risk	risk	NOUN
fbem-30743	10	11	management	management	NOUN
fbem-30743	10	12	capabilities	capability	NOUN
fbem-30743	10	13	of	of	ADP
fbem-30743	10	14	financial	financial	ADJ
fbem-30743	10	15	institutions	institution	NOUN
fbem-30743	10	16	,	,	PUNCT
fbem-30743	10	17	and	and	CCONJ
fbem-30743	10	18	practice	practice	NOUN
fbem-30743	10	19	has	have	AUX
fbem-30743	10	20	shown	show	VERB
fbem-30743	10	21	that	that	SCONJ
fbem-30743	10	22	the	the	DET
fbem-30743	10	23	sharpe	sharpe	PROPN
fbem-30743	10	24	ratio	ratio	PROPN
fbem-30743	10	25	of	of	ADP
fbem-30743	10	26	fund	fund	NOUN
fbem-30743	10	27	products	product	NOUN
fbem-30743	10	28	using	use	VERB
fbem-30743	10	29	intelligent	intelligent	ADJ
fbem-30743	10	30	risk	risk	NOUN
fbem-30743	10	31	assessment	assessment	NOUN
fbem-30743	10	32	has	have	AUX
fbem-30743	10	33	increased	increase	VERB
fbem-30743	10	34	by	by	ADP
fbem-30743	10	35	0.42	0.42	NUM
fbem-30743	10	36	on	on	ADP
fbem-30743	10	37	average	average	ADJ
fbem-30743	10	38	,	,	PUNCT
fbem-30743	10	39	and	and	CCONJ
fbem-30743	10	40	the	the	DET
fbem-30743	10	41	maximum	maximum	ADJ
fbem-30743	10	42	retracement	retracement	NOUN
fbem-30743	10	43	in	in	ADP
fbem-30743	10	44	extreme	extreme	ADJ
fbem-30743	10	45	market	market	NOUN
fbem-30743	10	46	environments	environment	NOUN
fbem-30743	10	47	has	have	AUX
fbem-30743	10	48	been	be	AUX
fbem-30743	10	49	reduced	reduce	VERB
fbem-30743	10	50	by	by	ADP
fbem-30743	10	51	25	25	NUM
fbem-30743	10	52	per	per	NOUN
fbem-30743	10	53	cent	cent	NOUN
fbem-30743	10	54	.	.	PUNCT
fbem-30743	11	1	2	2	X
fbem-30743	11	2	.	.	X
fbem-30743	11	3	core	core	ADJ
fbem-30743	11	4	technical	technical	ADJ
fbem-30743	11	5	framework	framework	NOUN
fbem-30743	11	6	for	for	ADP
fbem-30743	11	7	intelligent	intelligent	ADJ
fbem-30743	11	8	risk	risk	NOUN
fbem-30743	11	9	assessment	assessment	NOUN
fbem-30743	11	10	2.1	2.1	NUM
fbem-30743	11	11	.	.	PUNCT
fbem-30743	12	1	technical	technical	ADJ
fbem-30743	12	2	foundation	foundation	PROPN
fbem-30743	12	3	in	in	ADP
fbem-30743	12	4	the	the	DET
fbem-30743	12	5	field	field	NOUN
fbem-30743	12	6	of	of	ADP
fbem-30743	12	7	intelligent	intelligent	ADJ
fbem-30743	12	8	risk	risk	NOUN
fbem-30743	12	9	assessment	assessment	NOUN
fbem-30743	12	10	,	,	PUNCT
fbem-30743	12	11	machine	machine	NOUN
fbem-30743	12	12	learning	learning	NOUN
fbem-30743	12	13	technology	technology	NOUN
fbem-30743	12	14	has	have	AUX
fbem-30743	12	15	achieved	achieve	VERB
fbem-30743	12	16	significant	significant	ADJ
fbem-30743	12	17	breakthroughs	breakthrough	NOUN
fbem-30743	12	18	.	.	PUNCT
fbem-30743	13	1	taking	take	VERB
fbem-30743	13	2	the	the	DET
fbem-30743	13	3	application	application	NOUN
fbem-30743	13	4	of	of	ADP
fbem-30743	13	5	xgboost	xgboost	PROPN
fbem-30743	13	6	model	model	PROPN
fbem-30743	13	7	in	in	ADP
fbem-30743	13	8	credit	credit	NOUN
fbem-30743	13	9	risk	risk	NOUN
fbem-30743	13	10	assessment	assessment	NOUN
fbem-30743	13	11	as	as	ADP
fbem-30743	13	12	an	an	DET
fbem-30743	13	13	example	example	NOUN
fbem-30743	13	14	,	,	PUNCT
fbem-30743	13	15	through	through	ADP
fbem-30743	13	16	the	the	DET
fbem-30743	13	17	analysis	analysis	NOUN
fbem-30743	13	18	of	of	ADP
fbem-30743	13	19	5	5	NUM
fbem-30743	13	20	-	-	PUNCT
fbem-30743	13	21	year	year	NOUN
fbem-30743	13	22	financial	financial	ADJ
fbem-30743	13	23	data	datum	NOUN
fbem-30743	13	24	of	of	ADP
fbem-30743	13	25	100,000	100,000	NUM
fbem-30743	13	26	enterprises	enterprise	NOUN
fbem-30743	13	27	,	,	PUNCT
fbem-30743	13	28	the	the	DET
fbem-30743	13	29	prediction	prediction	NOUN
fbem-30743	13	30	accuracy	accuracy	NOUN
fbem-30743	13	31	rate	rate	NOUN
fbem-30743	13	32	reaches	reach	VERB
fbem-30743	13	33	87.3	87.3	NUM
fbem-30743	13	34	%	%	NOUN
fbem-30743	13	35	,	,	PUNCT
fbem-30743	13	36	which	which	PRON
fbem-30743	13	37	is	be	AUX
fbem-30743	13	38	15	15	NUM
fbem-30743	13	39	percentage	percentage	NOUN
fbem-30743	13	40	points	point	NOUN
fbem-30743	13	41	higher	high	ADJ
fbem-30743	13	42	than	than	ADP
fbem-30743	13	43	the	the	DET
fbem-30743	13	44	traditional	traditional	ADJ
fbem-30743	13	45	logistic	logistic	ADJ
fbem-30743	13	46	regression	regression	NOUN
fbem-30743	13	47	model	model	NOUN
fbem-30743	13	48	[	[	X
fbem-30743	13	49	1	1	NUM
fbem-30743	13	50	]	]	PUNCT
fbem-30743	13	51	.	.	PUNCT
fbem-30743	14	1	as	as	SCONJ
fbem-30743	14	2	shown	show	VERB
fbem-30743	14	3	in	in	ADP
fbem-30743	14	4	figure	figure	NOUN
fbem-30743	14	5	1	1	NUM
fbem-30743	14	6	,	,	PUNCT
fbem-30743	14	7	among	among	ADP
fbem-30743	14	8	the	the	DET
fbem-30743	14	9	various	various	ADJ
fbem-30743	14	10	machine	machine	NOUN
fbem-30743	14	11	learning	learning	NOUN
fbem-30743	14	12	models	model	NOUN
fbem-30743	14	13	,	,	PUNCT
fbem-30743	14	14	xgboost	xgboost	ADV
fbem-30743	14	15	has	have	VERB
fbem-30743	14	16	the	the	DET
fbem-30743	14	17	best	good	ADJ
fbem-30743	14	18	performance	performance	NOUN
fbem-30743	14	19	,	,	PUNCT
fbem-30743	14	20	followed	follow	VERB
fbem-30743	14	21	by	by	ADP
fbem-30743	14	22	random	random	ADJ
fbem-30743	14	23	forest	forest	NOUN
fbem-30743	14	24	(	(	PUNCT
fbem-30743	14	25	83.2	83.2	NUM
fbem-30743	14	26	%	%	NOUN
fbem-30743	14	27	)	)	PUNCT
fbem-30743	14	28	and	and	CCONJ
fbem-30743	14	29	support	support	VERB
fbem-30743	14	30	vector	vector	NOUN
fbem-30743	14	31	machine	machine	NOUN
fbem-30743	14	32	(	(	PUNCT
fbem-30743	14	33	79.5	79.5	NUM
fbem-30743	14	34	%	%	NOUN
fbem-30743	14	35	)	)	PUNCT
fbem-30743	14	36	.	.	PUNCT
fbem-30743	15	1	in	in	ADP
fbem-30743	15	2	terms	term	NOUN
fbem-30743	15	3	of	of	ADP
fbem-30743	15	4	deep	deep	ADJ
fbem-30743	15	5	learning	learning	NOUN
fbem-30743	15	6	,	,	PUNCT
fbem-30743	15	7	lstm	lstm	ADJ
fbem-30743	15	8	model	model	NOUN
fbem-30743	15	9	performs	perform	VERB
fbem-30743	15	10	well	well	ADV
fbem-30743	15	11	in	in	ADP
fbem-30743	15	12	stock	stock	NOUN
fbem-30743	15	13	market	market	NOUN
fbem-30743	15	14	volatility	volatility	NOUN
fbem-30743	15	15	prediction	prediction	NOUN
fbem-30743	15	16	,	,	PUNCT
fbem-30743	15	17	and	and	CCONJ
fbem-30743	15	18	the	the	DET
fbem-30743	15	19	root	root	NOUN
fbem-30743	15	20	mean	mean	VERB
fbem-30743	15	21	square	square	ADJ
fbem-30743	15	22	error	error	NOUN
fbem-30743	15	23	(	(	PUNCT
fbem-30743	15	24	rmse	rmse	NOUN
fbem-30743	15	25	)	)	PUNCT
fbem-30743	15	26	of	of	ADP
fbem-30743	15	27	prediction	prediction	NOUN
fbem-30743	15	28	is	be	AUX
fbem-30743	15	29	reduced	reduce	VERB
fbem-30743	15	30	to	to	ADP
fbem-30743	15	31	0.0082	0.0082	NUM
fbem-30743	15	32	based	base	VERB
fbem-30743	15	33	on	on	ADP
fbem-30743	15	34	minute	minute	ADJ
fbem-30743	15	35	-	-	PUNCT
fbem-30743	15	36	level	level	NOUN
fbem-30743	15	37	data	datum	NOUN
fbem-30743	15	38	training	training	NOUN
fbem-30743	15	39	of	of	ADP
fbem-30743	15	40	the	the	DET
fbem-30743	15	41	s&p	s&p	PROPN
fbem-30743	15	42	500	500	NUM
fbem-30743	15	43	index	index	NOUN
fbem-30743	15	44	from	from	ADP
fbem-30743	15	45	2010	2010	NUM
fbem-30743	15	46	-	-	SYM
fbem-30743	15	47	2023	2023	NUM
fbem-30743	15	48	.	.	PUNCT
fbem-30743	16	1	graph	graph	NOUN
fbem-30743	16	2	neural	neural	ADJ
fbem-30743	16	3	network	network	NOUN
fbem-30743	16	4	,	,	PUNCT
fbem-30743	16	5	in	in	ADP
fbem-30743	16	6	the	the	DET
fbem-30743	16	7	analysis	analysis	NOUN
fbem-30743	16	8	of	of	ADP
fbem-30743	16	9	systematic	systematic	ADJ
fbem-30743	16	10	financial	financial	ADJ
fbem-30743	16	11	risk	risk	NOUN
fbem-30743	16	12	transmission	transmission	NOUN
fbem-30743	16	13	,	,	PUNCT
fbem-30743	16	14	successfully	successfully	ADV
fbem-30743	16	15	constructs	construct	VERB
fbem-30743	16	16	a	a	DET
fbem-30743	16	17	risk	risk	NOUN
fbem-30743	16	18	association	association	NOUN
fbem-30743	16	19	network	network	NOUN
fbem-30743	16	20	covering	cover	VERB
fbem-30743	16	21	more	more	ADJ
fbem-30743	16	22	than	than	ADP
fbem-30743	16	23	4,000	4,000	NUM
fbem-30743	16	24	listed	list	VERB
fbem-30743	16	25	companies	company	NOUN
fbem-30743	16	26	,	,	PUNCT
fbem-30743	16	27	and	and	CCONJ
fbem-30743	16	28	accurately	accurately	ADV
fbem-30743	16	29	warns	warn	VERB
fbem-30743	16	30	the	the	DET
fbem-30743	16	31	chain	chain	NOUN
fbem-30743	16	32	reaction	reaction	NOUN
fbem-30743	16	33	of	of	ADP
fbem-30743	16	34	debt	debt	NOUN
fbem-30743	16	35	crisis	crisis	NOUN
fbem-30743	16	36	of	of	ADP
fbem-30743	16	37	a	a	DET
fbem-30743	16	38	head	head	NOUN
fbem-30743	16	39	real	real	ADJ
fbem-30743	16	40	estate	estate	NOUN
fbem-30743	16	41	company	company	NOUN
fbem-30743	16	42	in	in	ADP
fbem-30743	16	43	2022	2022	NUM
fbem-30743	16	44	.	.	PUNCT
fbem-30743	17	1	in	in	ADP
fbem-30743	17	2	terms	term	NOUN
fbem-30743	17	3	of	of	ADP
fbem-30743	17	4	big	big	ADJ
fbem-30743	17	5	data	datum	NOUN
fbem-30743	17	6	technology	technology	NOUN
fbem-30743	17	7	,	,	PUNCT
fbem-30743	17	8	by	by	ADP
fbem-30743	17	9	analysing	analyse	VERB
fbem-30743	17	10	15	15	NUM
fbem-30743	17	11	million	million	NUM
fbem-30743	17	12	finance	finance	NOUN
fbem-30743	17	13	-	-	PUNCT
fbem-30743	17	14	related	relate	VERB
fbem-30743	17	15	posts	post	NOUN
fbem-30743	17	16	on	on	ADP
fbem-30743	17	17	twitter	twitter	NOUN
fbem-30743	17	18	and	and	CCONJ
fbem-30743	17	19	other	other	ADJ
fbem-30743	17	20	social	social	ADJ
fbem-30743	17	21	media	medium	NOUN
fbem-30743	17	22	,	,	PUNCT
fbem-30743	17	23	the	the	DET
fbem-30743	17	24	market	market	NOUN
fbem-30743	17	25	sentiment	sentiment	NOUN
fbem-30743	17	26	indicator	indicator	NOUN
fbem-30743	17	27	established	establish	VERB
fbem-30743	17	28	has	have	VERB
fbem-30743	17	29	a	a	DET
fbem-30743	17	30	correlation	correlation	NOUN
fbem-30743	17	31	of	of	ADP
fbem-30743	17	32	0.72	0.72	NUM
fbem-30743	17	33	with	with	ADP
fbem-30743	17	34	the	the	DET
fbem-30743	17	35	vix	vix	PROPN
fbem-30743	17	36	panic	panic	NOUN
fbem-30743	17	37	index	index	NOUN
fbem-30743	17	38	,	,	PUNCT
fbem-30743	17	39	providing	provide	VERB
fbem-30743	17	40	a	a	DET
fbem-30743	17	41	new	new	ADJ
fbem-30743	17	42	dimension	dimension	NOUN
fbem-30743	17	43	for	for	ADP
fbem-30743	17	44	risk	risk	NOUN
fbem-30743	17	45	early	early	ADJ
fbem-30743	17	46	warning	warning	NOUN
fbem-30743	17	47	.	.	PUNCT
fbem-30743	18	1	figure	figure	NOUN
fbem-30743	18	2	1	1	NUM
fbem-30743	18	3	.	.	PUNCT
fbem-30743	18	4	comparison	comparison	NOUN
fbem-30743	18	5	of	of	ADP
fbem-30743	18	6	accuracy	accuracy	NOUN
fbem-30743	18	7	of	of	ADP
fbem-30743	18	8	different	different	ADJ
fbem-30743	18	9	machine	machine	NOUN
fbem-30743	18	10	learning	learning	NOUN
fbem-30743	18	11	models	model	NOUN
fbem-30743	18	12	in	in	ADP
fbem-30743	18	13	credit	credit	NOUN
fbem-30743	18	14	risk	risk	NOUN
fbem-30743	18	15	prediction	prediction	NOUN
fbem-30743	18	16	2.2	2.2	NUM
fbem-30743	18	17	.	.	PUNCT
fbem-30743	19	1	key	key	ADJ
fbem-30743	19	2	elements	element	NOUN
fbem-30743	19	3	of	of	ADP
fbem-30743	19	4	model	model	NOUN
fbem-30743	19	5	construction	construction	NOUN
fbem-30743	19	6	the	the	DET
fbem-30743	19	7	construction	construction	NOUN
fbem-30743	19	8	of	of	ADP
fbem-30743	19	9	intelligent	intelligent	ADJ
fbem-30743	19	10	risk	risk	NOUN
fbem-30743	19	11	assessment	assessment	NOUN
fbem-30743	19	12	models	model	NOUN
fbem-30743	19	13	focuses	focus	VERB
fbem-30743	19	14	on	on	ADP
fbem-30743	19	15	three	three	NUM
fbem-30743	19	16	key	key	ADJ
fbem-30743	19	17	elements	element	NOUN
fbem-30743	19	18	:	:	PUNCT
fbem-30743	19	19	data	datum	NOUN
fbem-30743	19	20	fusion	fusion	NOUN
fbem-30743	19	21	,	,	PUNCT
fbem-30743	19	22	dynamic	dynamic	ADJ
fbem-30743	19	23	adaptation	adaptation	NOUN
fbem-30743	19	24	and	and	CCONJ
fbem-30743	19	25	interpretability	interpretability	NOUN
fbem-30743	19	26	.	.	PUNCT
fbem-30743	20	1	in	in	ADP
fbem-30743	20	2	terms	term	NOUN
fbem-30743	20	3	of	of	ADP
fbem-30743	20	4	data	datum	NOUN
fbem-30743	20	5	fusion	fusion	NOUN
fbem-30743	20	6	,	,	PUNCT
fbem-30743	20	7	a	a	DET
fbem-30743	20	8	large	large	ADJ
fbem-30743	20	9	asset	asset	NOUN
fbem-30743	20	10	management	management	NOUN
fbem-30743	20	11	company	company	NOUN
fbem-30743	20	12	has	have	AUX
fbem-30743	20	13	built	build	VERB
fbem-30743	20	14	a	a	DET
fbem-30743	20	15	360	360	NUM
fbem-30743	20	16	-	-	PUNCT
fbem-30743	20	17	degree	degree	NOUN
fbem-30743	20	18	risk	risk	NOUN
fbem-30743	20	19	portrait	portrait	NOUN
fbem-30743	20	20	by	by	ADP
fbem-30743	20	21	integrating	integrate	VERB
fbem-30743	20	22	multiple	multiple	ADJ
fbem-30743	20	23	sources	source	NOUN
fbem-30743	20	24	of	of	ADP
fbem-30743	20	25	information	information	NOUN
fbem-30743	20	26	,	,	PUNCT
fbem-30743	20	27	such	such	ADJ
fbem-30743	20	28	as	as	ADP
fbem-30743	20	29	quarterly	quarterly	ADJ
fbem-30743	20	30	corporate	corporate	ADJ
fbem-30743	20	31	financial	financial	ADJ
fbem-30743	20	32	report	report	NOUN
fbem-30743	20	33	data	datum	NOUN
fbem-30743	20	34	,	,	PUNCT
fbem-30743	20	35	daily	daily	ADJ
fbem-30743	20	36	transaction	transaction	NOUN
fbem-30743	20	37	data	datum	NOUN
fbem-30743	20	38	,	,	PUNCT
fbem-30743	20	39	and	and	CCONJ
fbem-30743	20	40	public	public	ADJ
fbem-30743	20	41	opinion	opinion	NOUN
fbem-30743	20	42	data	datum	NOUN
fbem-30743	20	43	,	,	PUNCT
fbem-30743	20	44	and	and	CCONJ
fbem-30743	20	45	the	the	DET
fbem-30743	20	46	risk	risk	NOUN
fbem-30743	20	47	identification	identification	NOUN
fbem-30743	20	48	lead	lead	NOUN
fbem-30743	20	49	time	time	NOUN
fbem-30743	20	50	has	have	AUX
fbem-30743	20	51	been	be	AUX
fbem-30743	20	52	increased	increase	VERB
fbem-30743	20	53	from	from	ADP
fbem-30743	20	54	the	the	DET
fbem-30743	20	55	traditional	traditional	ADJ
fbem-30743	20	56	3	3	NUM
fbem-30743	20	57	-	-	SYM
fbem-30743	20	58	6	6	NUM
fbem-30743	20	59	months	month	NOUN
fbem-30743	20	60	to	to	ADP
fbem-30743	20	61	912	912	NUM
fbem-30743	20	62	months	month	NOUN
fbem-30743	20	63	.	.	PUNCT
fbem-30743	21	1	the	the	DET
fbem-30743	21	2	dynamic	dynamic	ADJ
fbem-30743	21	3	adaptability	adaptability	NOUN
fbem-30743	21	4	of	of	ADP
fbem-30743	21	5	the	the	DET
fbem-30743	21	6	model	model	NOUN
fbem-30743	21	7	is	be	AUX
fbem-30743	21	8	reflected	reflect	VERB
fbem-30743	21	9	in	in	ADP
fbem-30743	21	10	the	the	DET
fbem-30743	21	11	real	real	ADJ
fbem-30743	21	12	-	-	PUNCT
fbem-30743	21	13	time	time	NOUN
fbem-30743	21	14	updating	updating	NOUN
fbem-30743	21	15	mechanism	mechanism	NOUN
fbem-30743	21	16	of	of	ADP
fbem-30743	21	17	the	the	DET
fbem-30743	21	18	parameters	parameter	NOUN
fbem-30743	21	19	[	[	X
fbem-30743	21	20	2	2	NUM
fbem-30743	21	21	]	]	PUNCT
fbem-30743	21	22	.	.	PUNCT
fbem-30743	22	1	for	for	ADP
fbem-30743	22	2	example	example	NOUN
fbem-30743	22	3	,	,	PUNCT
fbem-30743	22	4	during	during	ADP
fbem-30743	22	5	the	the	DET
fbem-30743	22	6	2020	2020	NUM
fbem-30743	22	7	epidemic	epidemic	NOUN
fbem-30743	22	8	,	,	PUNCT
fbem-30743	22	9	through	through	ADP
fbem-30743	22	10	the	the	DET
fbem-30743	22	11	online	online	ADJ
fbem-30743	22	12	learning	learning	NOUN
fbem-30743	22	13	algorithm	algorithm	NOUN
fbem-30743	22	14	,	,	PUNCT
fbem-30743	22	15	the	the	DET
fbem-30743	22	16	model	model	NOUN
fbem-30743	22	17	captured	capture	VERB
fbem-30743	22	18	the	the	DET
fbem-30743	22	19	significant	significant	ADJ
fbem-30743	22	20	changes	change	NOUN
fbem-30743	22	21	in	in	ADP
fbem-30743	22	22	market	market	NOUN
fbem-30743	22	23	volatility	volatility	NOUN
fbem-30743	22	24	characteristics	characteristic	NOUN
fbem-30743	22	25	in	in	ADP
fbem-30743	22	26	just	just	ADV
fbem-30743	22	27	five	five	NUM
fbem-30743	22	28	trading	trading	NOUN
fbem-30743	22	29	days	day	NOUN
fbem-30743	22	30	,	,	PUNCT
fbem-30743	22	31	and	and	CCONJ
fbem-30743	22	32	adjusted	adjust	VERB
fbem-30743	22	33	the	the	DET
fbem-30743	22	34	risk	risk	NOUN
fbem-30743	22	35	metrics	metric	NOUN
fbem-30743	22	36	in	in	ADP
fbem-30743	22	37	a	a	DET
fbem-30743	22	38	timely	timely	ADJ
fbem-30743	22	39	manner	manner	NOUN
fbem-30743	22	40	.	.	PUNCT
fbem-30743	23	1	in	in	ADP
fbem-30743	23	2	terms	term	NOUN
fbem-30743	23	3	of	of	ADP
fbem-30743	23	4	interpretability	interpretability	NOUN
fbem-30743	23	5	,	,	PUNCT
fbem-30743	23	6	shap	shap	PROPN
fbem-30743	23	7	value	value	NOUN
fbem-30743	23	8	analysis	analysis	NOUN
fbem-30743	23	9	is	be	AUX
fbem-30743	23	10	used	use	VERB
fbem-30743	23	11	,	,	PUNCT
fbem-30743	23	12	as	as	ADP
fbem-30743	23	13	8	8	NUM
fbem-30743	23	14	shown	show	VERB
fbem-30743	23	15	in	in	ADP
fbem-30743	23	16	table	table	NOUN
fbem-30743	23	17	1	1	NUM
fbem-30743	23	18	,	,	PUNCT
fbem-30743	23	19	operating	operate	VERB
fbem-30743	23	20	cash	cash	NOUN
fbem-30743	23	21	flow	flow	NOUN
fbem-30743	23	22	ratio	ratio	NOUN
fbem-30743	23	23	,	,	PUNCT
fbem-30743	23	24	asset	asset	NOUN
fbem-30743	23	25	liability	liability	NOUN
fbem-30743	23	26	ratio	ratio	NOUN
fbem-30743	23	27	,	,	PUNCT
fbem-30743	23	28	and	and	CCONJ
fbem-30743	23	29	industry	industry	NOUN
fbem-30743	23	30	prosperity	prosperity	NOUN
fbem-30743	23	31	rank	rank	VERB
fbem-30743	23	32	among	among	ADP
fbem-30743	23	33	the	the	DET
fbem-30743	23	34	top	top	ADJ
fbem-30743	23	35	three	three	NUM
fbem-30743	23	36	influencing	influence	VERB
fbem-30743	23	37	factors	factor	NOUN
fbem-30743	23	38	in	in	ADP
fbem-30743	23	39	the	the	DET
fbem-30743	23	40	assessment	assessment	NOUN
fbem-30743	23	41	of	of	ADP
fbem-30743	23	42	corporate	corporate	ADJ
fbem-30743	23	43	credit	credit	NOUN
fbem-30743	23	44	risk	risk	NOUN
fbem-30743	23	45	,	,	PUNCT
fbem-30743	23	46	contributing	contribute	VERB
fbem-30743	23	47	24.5	24.5	NUM
fbem-30743	23	48	per	per	ADP
fbem-30743	23	49	cent	cent	NOUN
fbem-30743	23	50	,	,	PUNCT
fbem-30743	23	51	18.7	18.7	NUM
fbem-30743	23	52	per	per	ADP
fbem-30743	23	53	cent	cent	NOUN
fbem-30743	23	54	,	,	PUNCT
fbem-30743	23	55	and	and	CCONJ
fbem-30743	23	56	15.3	15.3	NUM
fbem-30743	23	57	per	per	ADP
fbem-30743	23	58	cent	cent	NOUN
fbem-30743	23	59	of	of	ADP
fbem-30743	23	60	the	the	DET
fbem-30743	23	61	prediction	prediction	NOUN
fbem-30743	23	62	weight	weight	NOUN
fbem-30743	23	63	,	,	PUNCT
fbem-30743	23	64	respectively	respectively	ADV
fbem-30743	23	65	,	,	PUNCT
fbem-30743	23	66	a	a	DET
fbem-30743	23	67	finding	finding	NOUN
fbem-30743	23	68	that	that	PRON
fbem-30743	23	69	provides	provide	VERB
fbem-30743	23	70	a	a	DET
fbem-30743	23	71	clear	clear	ADJ
fbem-30743	23	72	quantitative	quantitative	ADJ
fbem-30743	23	73	basis	basis	NOUN
fbem-30743	23	74	for	for	ADP
fbem-30743	23	75	risk	risk	NOUN
fbem-30743	23	76	management	management	NOUN
fbem-30743	23	77	decisions	decision	NOUN
fbem-30743	23	78	.	.	PUNCT
fbem-30743	24	1	table	table	NOUN
fbem-30743	24	2	1	1	NUM
fbem-30743	24	3	.	.	X
fbem-30743	24	4	main	main	ADJ
fbem-30743	24	5	influencing	influence	VERB
fbem-30743	24	6	factors	factor	NOUN
fbem-30743	24	7	for	for	ADP
fbem-30743	24	8	credit	credit	NOUN
fbem-30743	24	9	risk	risk	NOUN
fbem-30743	24	10	prediction	prediction	NOUN
fbem-30743	24	11	and	and	CCONJ
fbem-30743	24	12	their	their	PRON
fbem-30743	24	13	shap	shap	NOUN
fbem-30743	24	14	value	value	NOUN
fbem-30743	24	15	contribution	contribution	NOUN
fbem-30743	24	16	influencing	influence	VERB
fbem-30743	24	17	factors	factor	NOUN
fbem-30743	24	18	shap	shap	PROPN
fbem-30743	24	19	value	value	NOUN
fbem-30743	24	20	contribution	contribution	NOUN
fbem-30743	24	21	operating	operate	VERB
fbem-30743	24	22	cash	cash	NOUN
fbem-30743	24	23	flow	flow	NOUN
fbem-30743	24	24	ratio	ratio	NOUN
fbem-30743	24	25	24.50	24.50	NUM
fbem-30743	24	26	%	%	NOUN
fbem-30743	24	27	debt	debt	NOUN
fbem-30743	24	28	-	-	PUNCT
fbem-30743	24	29	to	to	ADP
fbem-30743	24	30	-	-	PUNCT
fbem-30743	24	31	asset	asset	NOUN
fbem-30743	24	32	ratio	ratio	NOUN
fbem-30743	24	33	18.70	18.70	NUM
fbem-30743	24	34	%	%	NOUN
fbem-30743	24	35	industry	industry	NOUN
fbem-30743	24	36	prosperity	prosperity	NOUN
fbem-30743	24	37	15.30	15.30	NUM
fbem-30743	24	38	%	%	NOUN
fbem-30743	24	39	revenue	revenue	NOUN
fbem-30743	24	40	growth	growth	NOUN
fbem-30743	24	41	rate	rate	NOUN
fbem-30743	24	42	12.80	12.80	NUM
fbem-30743	24	43	%	%	NOUN
fbem-30743	24	44	market	market	NOUN
fbem-30743	24	45	share	share	NOUN
fbem-30743	24	46	10.20	10.20	NUM
fbem-30743	24	47	%	%	NOUN
fbem-30743	24	48	3	3	NUM
fbem-30743	24	49	.	.	PUNCT
fbem-30743	24	50	core	core	NOUN
fbem-30743	24	51	application	application	NOUN
fbem-30743	24	52	scenarios	scenario	NOUN
fbem-30743	24	53	in	in	ADP
fbem-30743	24	54	investment	investment	NOUN
fbem-30743	24	55	management	management	NOUN
fbem-30743	24	56	3.1	3.1	NUM
fbem-30743	24	57	.	.	PUNCT
fbem-30743	25	1	asset	asset	NOUN
fbem-30743	25	2	allocation	allocation	NOUN
fbem-30743	25	3	and	and	CCONJ
fbem-30743	25	4	portfolio	portfolio	NOUN
fbem-30743	25	5	optimisation	optimisation	NOUN
fbem-30743	25	6	the	the	DET
fbem-30743	25	7	dynamic	dynamic	ADJ
fbem-30743	25	8	factor	factor	NOUN
fbem-30743	25	9	allocation	allocation	NOUN
fbem-30743	25	10	strategy	strategy	NOUN
fbem-30743	25	11	based	base	VERB
fbem-30743	25	12	on	on	ADP
fbem-30743	25	13	reinforcement	reinforcement	NOUN
fbem-30743	25	14	learning	learning	NOUN
fbem-30743	25	15	has	have	AUX
fbem-30743	25	16	shown	show	VERB
fbem-30743	25	17	significant	significant	ADJ
fbem-30743	25	18	advantages	advantage	NOUN
fbem-30743	25	19	in	in	ADP
fbem-30743	25	20	practice	practice	NOUN
fbem-30743	25	21	.	.	PUNCT
fbem-30743	26	1	taking	take	VERB
fbem-30743	26	2	a	a	DET
fbem-30743	26	3	large	large	ADJ
fbem-30743	26	4	public	public	ADJ
fbem-30743	26	5	fund	fund	NOUN
fbem-30743	26	6	as	as	ADP
fbem-30743	26	7	an	an	DET
fbem-30743	26	8	example	example	NOUN
fbem-30743	26	9	,	,	PUNCT
fbem-30743	26	10	the	the	DET
fbem-30743	26	11	deep	deep	ADJ
fbem-30743	26	12	reinforcement	reinforcement	NOUN
fbem-30743	26	13	learning	learning	NOUN
fbem-30743	26	14	algorithm	algorithm	NOUN
fbem-30743	26	15	dynamically	dynamically	ADV
fbem-30743	26	16	adjusts	adjust	VERB
fbem-30743	26	17	the	the	DET
fbem-30743	26	18	weights	weight	NOUN
fbem-30743	26	19	of	of	ADP
fbem-30743	26	20	value	value	NOUN
fbem-30743	26	21	,	,	PUNCT
fbem-30743	26	22	momentum	momentum	NOUN
fbem-30743	26	23	,	,	PUNCT
fbem-30743	26	24	volatility	volatility	NOUN
fbem-30743	26	25	and	and	CCONJ
fbem-30743	26	26	other	other	ADJ
fbem-30743	26	27	factors	factor	NOUN
fbem-30743	26	28	,	,	PUNCT
fbem-30743	26	29	and	and	CCONJ
fbem-30743	26	30	the	the	DET
fbem-30743	26	31	excess	excess	ADJ
fbem-30743	26	32	return	return	NOUN
fbem-30743	26	33	in	in	ADP
fbem-30743	26	34	the	the	DET
fbem-30743	26	35	volatile	volatile	ADJ
fbem-30743	26	36	market	market	NOUN
fbem-30743	26	37	in	in	ADP
fbem-30743	26	38	2022	2022	NUM
fbem-30743	26	39	reaches	reach	VERB
fbem-30743	26	40	4.2	4.2	NUM
fbem-30743	26	41	%	%	NOUN
fbem-30743	26	42	.	.	PUNCT
fbem-30743	27	1	the	the	DET
fbem-30743	27	2	algorithm	algorithm	NOUN
fbem-30743	27	3	processes	process	VERB
fbem-30743	27	4	more	more	ADJ
fbem-30743	27	5	than	than	ADP
fbem-30743	27	6	1	1	NUM
fbem-30743	27	7	million	million	NUM
fbem-30743	27	8	pieces	piece	NOUN
fbem-30743	27	9	of	of	ADP
fbem-30743	27	10	market	market	NOUN
fbem-30743	27	11	data	datum	NOUN
fbem-30743	27	12	daily	daily	ADV
fbem-30743	27	13	to	to	PART
fbem-30743	27	14	achieve	achieve	VERB
fbem-30743	27	15	accurate	accurate	ADJ
fbem-30743	27	16	measurement	measurement	NOUN
fbem-30743	27	17	of	of	ADP
fbem-30743	27	18	various	various	ADJ
fbem-30743	27	19	factor	factor	NOUN
fbem-30743	27	20	exposures	exposure	NOUN
fbem-30743	27	21	.	.	PUNCT
fbem-30743	28	1	in	in	ADP
fbem-30743	28	2	terms	term	NOUN
fbem-30743	28	3	of	of	ADP
fbem-30743	28	4	extreme	extreme	ADJ
fbem-30743	28	5	scenario	scenario	PROPN
fbem-30743	28	6	simulation	simulation	NOUN
fbem-30743	28	7	,	,	PUNCT
fbem-30743	28	8	10,000	10,000	NUM
fbem-30743	28	9	sets	set	NOUN
fbem-30743	28	10	of	of	ADP
fbem-30743	28	11	stress	stress	NOUN
fbem-30743	28	12	test	test	NOUN
fbem-30743	28	13	scenarios	scenario	NOUN
fbem-30743	28	14	generated	generate	VERB
fbem-30743	28	15	by	by	ADP
fbem-30743	28	16	gan	gan	PROPN
fbem-30743	28	17	network	network	NOUN
fbem-30743	28	18	were	be	AUX
fbem-30743	28	19	used	use	VERB
fbem-30743	28	20	to	to	PART
fbem-30743	28	21	successfully	successfully	ADV
fbem-30743	28	22	preview	preview	VERB
fbem-30743	28	23	abnormal	abnormal	ADJ
fbem-30743	28	24	market	market	NOUN
fbem-30743	28	25	events	event	NOUN
fbem-30743	28	26	such	such	ADJ
fbem-30743	28	27	as	as	ADP
fbem-30743	28	28	the	the	DET
fbem-30743	28	29	tech	tech	NOUN
fbem-30743	28	30	stock	stock	NOUN
fbem-30743	28	31	crash	crash	NOUN
fbem-30743	28	32	in	in	ADP
fbem-30743	28	33	2023	2023	NUM
fbem-30743	28	34	,	,	PUNCT
fbem-30743	28	35	and	and	CCONJ
fbem-30743	28	36	the	the	DET
fbem-30743	28	37	maximum	maximum	ADJ
fbem-30743	28	38	portfolio	portfolio	NOUN
fbem-30743	28	39	retraction	retraction	NOUN
fbem-30743	28	40	was	be	AUX
fbem-30743	28	41	controlled	control	VERB
fbem-30743	28	42	within	within	ADP
fbem-30743	28	43	8.3	8.3	NUM
fbem-30743	28	44	%	%	NOUN
fbem-30743	28	45	.	.	PUNCT
fbem-30743	29	1	by	by	ADP
fbem-30743	29	2	analysing	analyse	VERB
fbem-30743	29	3	political	political	ADJ
fbem-30743	29	4	and	and	CCONJ
fbem-30743	29	5	economic	economic	ADJ
fbem-30743	29	6	news	news	NOUN
fbem-30743	29	7	from	from	ADP
fbem-30743	29	8	global	global	ADJ
fbem-30743	29	9	mainstream	mainstream	NOUN
fbem-30743	29	10	media	medium	NOUN
fbem-30743	29	11	in	in	ADP
fbem-30743	29	12	real	real	ADJ
fbem-30743	29	13	time	time	NOUN
fbem-30743	29	14	through	through	ADP
fbem-30743	29	15	nlp	nlp	NOUN
fbem-30743	29	16	technology	technology	NOUN
fbem-30743	29	17	,	,	PUNCT
fbem-30743	29	18	the	the	DET
fbem-30743	29	19	system	system	NOUN
fbem-30743	29	20	successfully	successfully	ADV
fbem-30743	29	21	identified	identify	VERB
fbem-30743	29	22	rising	rise	VERB
fbem-30743	29	23	geopolitical	geopolitical	ADJ
fbem-30743	29	24	risks	risk	NOUN
fbem-30743	29	25	2	2	NUM
fbem-30743	29	26	weeks	week	NOUN
fbem-30743	29	27	before	before	ADP
fbem-30743	29	28	the	the	DET
fbem-30743	29	29	outbreak	outbreak	NOUN
fbem-30743	29	30	of	of	ADP
fbem-30743	29	31	the	the	DET
fbem-30743	29	32	russia	russia	PROPN
fbem-30743	29	33	-	-	PUNCT
fbem-30743	29	34	ukraine	ukraine	PROPN
fbem-30743	29	35	conflict	conflict	NOUN
fbem-30743	29	36	and	and	CCONJ
fbem-30743	29	37	increased	increase	VERB
fbem-30743	29	38	holdings	holding	NOUN
fbem-30743	29	39	of	of	ADP
fbem-30743	29	40	safe	safe	ADJ
fbem-30743	29	41	-	-	PUNCT
fbem-30743	29	42	haven	haven	NOUN
fbem-30743	29	43	assets	asset	NOUN
fbem-30743	29	44	such	such	ADJ
fbem-30743	29	45	as	as	ADP
fbem-30743	29	46	gold	gold	NOUN
fbem-30743	29	47	and	and	CCONJ
fbem-30743	29	48	treasury	treasury	NOUN
fbem-30743	29	49	bonds	bond	NOUN
fbem-30743	29	50	in	in	ADP
fbem-30743	29	51	advance	advance	NOUN
fbem-30743	29	52	,	,	PUNCT
fbem-30743	29	53	effectively	effectively	ADV
fbem-30743	29	54	hedging	hedge	VERB
fbem-30743	29	55	against	against	ADP
fbem-30743	29	56	the	the	DET
fbem-30743	29	57	market	market	NOUN
fbem-30743	29	58	impact	impact	NOUN
fbem-30743	29	59	caused	cause	VERB
fbem-30743	29	60	by	by	ADP
fbem-30743	29	61	the	the	DET
fbem-30743	29	62	conflict	conflict	NOUN
fbem-30743	29	63	[	[	X
fbem-30743	29	64	3	3	NUM
fbem-30743	29	65	]	]	PUNCT
fbem-30743	29	66	.	.	PUNCT
fbem-30743	30	1	3.2	3.2	NUM
fbem-30743	30	2	.	.	PUNCT
fbem-30743	31	1	market	market	NOUN
fbem-30743	31	2	risk	risk	NOUN
fbem-30743	31	3	early	early	ADJ
fbem-30743	31	4	warning	warning	NOUN
fbem-30743	31	5	and	and	CCONJ
fbem-30743	31	6	management	management	NOUN
fbem-30743	31	7	in	in	ADP
fbem-30743	31	8	the	the	DET
fbem-30743	31	9	field	field	NOUN
fbem-30743	31	10	of	of	ADP
fbem-30743	31	11	market	market	NOUN
fbem-30743	31	12	risk	risk	NOUN
fbem-30743	31	13	management	management	NOUN
fbem-30743	31	14	,	,	PUNCT
fbem-30743	31	15	the	the	DET
fbem-30743	31	16	lstm	lstm	PROPN
fbem-30743	31	17	deep	deep	ADJ
fbem-30743	31	18	learning	learning	NOUN
fbem-30743	31	19	model	model	NOUN
fbem-30743	31	20	shows	show	VERB
fbem-30743	31	21	excellent	excellent	ADJ
fbem-30743	31	22	volatility	volatility	NOUN
fbem-30743	31	23	prediction	prediction	NOUN
fbem-30743	31	24	ability	ability	NOUN
fbem-30743	31	25	.	.	PUNCT
fbem-30743	32	1	the	the	DET
fbem-30743	32	2	model	model	NOUN
fbem-30743	32	3	trained	train	VERB
fbem-30743	32	4	based	base	VERB
fbem-30743	32	5	on	on	ADP
fbem-30743	32	6	5	5	NUM
fbem-30743	32	7	-	-	PUNCT
fbem-30743	32	8	year	year	NOUN
fbem-30743	32	9	u.s	u.s	PROPN
fbem-30743	32	10	.	.	PROPN
fbem-30743	32	11	stock	stock	PROPN
fbem-30743	32	12	high	high	ADJ
fbem-30743	32	13	-	-	PUNCT
fbem-30743	32	14	frequency	frequency	NOUN
fbem-30743	32	15	data	datum	NOUN
fbem-30743	32	16	has	have	VERB
fbem-30743	32	17	a	a	DET
fbem-30743	32	18	5	5	NUM
fbem-30743	32	19	-	-	PUNCT
fbem-30743	32	20	day	day	NOUN
fbem-30743	32	21	volatility	volatility	NOUN
fbem-30743	32	22	prediction	prediction	NOUN
fbem-30743	32	23	accuracy	accuracy	NOUN
fbem-30743	32	24	of	of	ADP
fbem-30743	32	25	83.7	83.7	NUM
fbem-30743	32	26	%	%	NOUN
fbem-30743	32	27	for	for	ADP
fbem-30743	32	28	the	the	DET
fbem-30743	32	29	s&p500	s&p500	PROPN
fbem-30743	32	30	index	index	NOUN
fbem-30743	32	31	,	,	PUNCT
fbem-30743	32	32	as	as	SCONJ
fbem-30743	32	33	shown	show	VERB
fbem-30743	32	34	in	in	ADP
fbem-30743	32	35	figure	figure	NOUN
fbem-30743	32	36	2	2	NUM
fbem-30743	32	37	,	,	PUNCT
fbem-30743	32	38	and	and	CCONJ
fbem-30743	32	39	the	the	DET
fbem-30743	32	40	correlation	correlation	NOUN
fbem-30743	32	41	coefficient	coefficient	NOUN
fbem-30743	32	42	between	between	ADP
fbem-30743	32	43	the	the	DET
fbem-30743	32	44	predicted	predict	VERB
fbem-30743	32	45	value	value	NOUN
fbem-30743	32	46	and	and	CCONJ
fbem-30743	32	47	the	the	DET
fbem-30743	32	48	actual	actual	ADJ
fbem-30743	32	49	volatility	volatility	NOUN
fbem-30743	32	50	reaches	reach	VERB
fbem-30743	32	51	0.91	0.91	NUM
fbem-30743	32	52	[	[	X
fbem-30743	32	53	4	4	NUM
fbem-30743	32	54	]	]	PUNCT
fbem-30743	32	55	.	.	PUNCT
fbem-30743	33	1	in	in	ADP
fbem-30743	33	2	the	the	DET
fbem-30743	33	3	area	area	NOUN
fbem-30743	33	4	of	of	ADP
fbem-30743	33	5	liquidity	liquidity	NOUN
fbem-30743	33	6	risk	risk	NOUN
fbem-30743	33	7	monitoring	monitoring	NOUN
fbem-30743	33	8	,	,	PUNCT
fbem-30743	33	9	the	the	DET
fbem-30743	33	10	graph	graph	NOUN
fbem-30743	33	11	neural	neural	ADJ
fbem-30743	33	12	network	network	NOUN
fbem-30743	33	13	constructed	construct	VERB
fbem-30743	33	14	covers	cover	VERB
fbem-30743	33	15	the	the	DET
fbem-30743	33	16	trading	trading	NOUN
fbem-30743	33	17	network	network	NOUN
fbem-30743	33	18	of	of	ADP
fbem-30743	33	19	more	more	ADJ
fbem-30743	33	20	than	than	ADP
fbem-30743	33	21	3,800	3,800	NUM
fbem-30743	33	22	listed	list	VERB
fbem-30743	33	23	companies	company	NOUN
fbem-30743	33	24	in	in	ADP
fbem-30743	33	25	the	the	DET
fbem-30743	33	26	a	a	DET
fbem-30743	33	27	-	-	PUNCT
fbem-30743	33	28	share	share	NOUN
fbem-30743	33	29	market	market	NOUN
fbem-30743	33	30	,	,	PUNCT
fbem-30743	33	31	and	and	CCONJ
fbem-30743	33	32	through	through	ADP
fbem-30743	33	33	the	the	DET
fbem-30743	33	34	analysis	analysis	NOUN
fbem-30743	33	35	of	of	ADP
fbem-30743	33	36	the	the	DET
fbem-30743	33	37	correlation	correlation	NOUN
fbem-30743	33	38	of	of	ADP
fbem-30743	33	39	the	the	DET
fbem-30743	33	40	positions	position	NOUN
fbem-30743	33	41	and	and	CCONJ
fbem-30743	33	42	the	the	DET
fbem-30743	33	43	degree	degree	NOUN
fbem-30743	33	44	of	of	ADP
fbem-30743	33	45	trading	trading	NOUN
fbem-30743	33	46	activity	activity	NOUN
fbem-30743	33	47	,	,	PUNCT
fbem-30743	33	48	the	the	DET
fbem-30743	33	49	system	system	NOUN
fbem-30743	33	50	is	be	AUX
fbem-30743	33	51	in	in	ADP
fbem-30743	33	52	the	the	DET
fbem-30743	33	53	2023	2023	NUM
fbem-30743	33	54	issued	issue	VERB
fbem-30743	33	55	an	an	DET
fbem-30743	33	56	early	early	ADJ
fbem-30743	33	57	warning	warn	VERB
fbem-30743	33	58	five	five	NUM
fbem-30743	33	59	trading	trading	NOUN
fbem-30743	33	60	days	day	NOUN
fbem-30743	33	61	before	before	ADP
fbem-30743	33	62	the	the	DET
fbem-30743	33	63	liquidity	liquidity	NOUN
fbem-30743	33	64	crisis	crisis	NOUN
fbem-30743	33	65	of	of	ADP
fbem-30743	33	66	a	a	DET
fbem-30743	33	67	stock	stock	NOUN
fbem-30743	33	68	in	in	ADP
fbem-30743	33	69	the	the	DET
fbem-30743	33	70	electronics	electronics	NOUN
fbem-30743	33	71	industry	industry	NOUN
fbem-30743	33	72	,	,	PUNCT
fbem-30743	33	73	which	which	PRON
fbem-30743	33	74	averted	avert	VERB
fbem-30743	33	75	potential	potential	ADJ
fbem-30743	33	76	losses	loss	NOUN
fbem-30743	33	77	for	for	ADP
fbem-30743	33	78	institutional	institutional	ADJ
fbem-30743	33	79	investors	investor	NOUN
fbem-30743	33	80	.	.	PUNCT
fbem-30743	34	1	figure	figure	VERB
fbem-30743	34	2	2	2	NUM
fbem-30743	34	3	.	.	PUNCT
fbem-30743	34	4	comparison	comparison	NOUN
fbem-30743	34	5	of	of	ADP
fbem-30743	34	6	volatility	volatility	NOUN
fbem-30743	34	7	prediction	prediction	NOUN
fbem-30743	34	8	effect	effect	NOUN
fbem-30743	34	9	of	of	ADP
fbem-30743	34	10	lstm	lstm	NOUN
fbem-30743	34	11	model	model	NOUN
fbem-30743	34	12	3.3	3.3	NUM
fbem-30743	34	13	.	.	PUNCT
fbem-30743	35	1	credit	credit	NOUN
fbem-30743	35	2	and	and	CCONJ
fbem-30743	35	3	counterparty	counterparty	NOUN
fbem-30743	35	4	risk	risk	NOUN
fbem-30743	35	5	assessment	assessment	NOUN
fbem-30743	35	6	the	the	DET
fbem-30743	35	7	credit	credit	NOUN
fbem-30743	35	8	risk	risk	NOUN
fbem-30743	35	9	assessment	assessment	NOUN
fbem-30743	35	10	model	model	NOUN
fbem-30743	35	11	significantly	significantly	ADV
fbem-30743	35	12	improves	improve	VERB
fbem-30743	35	13	the	the	DET
fbem-30743	35	14	prediction	prediction	NOUN
fbem-30743	35	15	effect	effect	NOUN
fbem-30743	35	16	by	by	ADP
fbem-30743	35	17	integrating	integrate	VERB
fbem-30743	35	18	multi	multi	ADJ
fbem-30743	35	19	-	-	ADJ
fbem-30743	35	20	dimensional	dimensional	ADJ
fbem-30743	35	21	data	datum	NOUN
fbem-30743	35	22	.	.	PUNCT
fbem-30743	36	1	analysis	analysis	NOUN
fbem-30743	36	2	shows	show	VERB
fbem-30743	36	3	that	that	SCONJ
fbem-30743	36	4	after	after	ADP
fbem-30743	36	5	incorporating	incorporate	VERB
fbem-30743	36	6	supply	supply	NOUN
fbem-30743	36	7	chain	chain	NOUN
fbem-30743	36	8	data	datum	NOUN
fbem-30743	36	9	(	(	PUNCT
fbem-30743	36	10	e.g.	e.g.	ADV
fbem-30743	36	11	,	,	PUNCT
fbem-30743	36	12	accounts	account	VERB
fbem-30743	36	13	receivable	receivable	ADJ
fbem-30743	36	14	turnover	turnover	NOUN
fbem-30743	36	15	ratio	ratio	NOUN
fbem-30743	36	16	of	of	ADP
fbem-30743	36	17	upstream	upstream	ADJ
fbem-30743	36	18	and	and	CCONJ
fbem-30743	36	19	downstream	downstream	ADJ
fbem-30743	36	20	enterprises	enterprise	NOUN
fbem-30743	36	21	)	)	PUNCT
fbem-30743	36	22	and	and	CCONJ
fbem-30743	36	23	social	social	ADJ
fbem-30743	36	24	media	medium	NOUN
fbem-30743	36	25	public	public	ADJ
fbem-30743	36	26	opinion	opinion	NOUN
fbem-30743	36	27	data	datum	NOUN
fbem-30743	36	28	into	into	ADP
fbem-30743	36	29	the	the	DET
fbem-30743	36	30	model	model	NOUN
fbem-30743	36	31	,	,	PUNCT
fbem-30743	36	32	the	the	DET
fbem-30743	36	33	accuracy	accuracy	NOUN
fbem-30743	36	34	of	of	ADP
fbem-30743	36	35	enterprise	enterprise	NOUN
fbem-30743	36	36	default	default	NOUN
fbem-30743	36	37	prediction	prediction	NOUN
fbem-30743	36	38	is	be	AUX
fbem-30743	36	39	increased	increase	VERB
fbem-30743	36	40	from	from	ADP
fbem-30743	36	41	76.5	76.5	NUM
fbem-30743	36	42	%	%	NOUN
fbem-30743	36	43	in	in	ADP
fbem-30743	36	44	the	the	DET
fbem-30743	36	45	traditional	traditional	ADJ
fbem-30743	36	46	model	model	NOUN
fbem-30743	36	47	to	to	ADP
fbem-30743	36	48	89.2	89.2	NUM
fbem-30743	36	49	%	%	NOUN
fbem-30743	37	1	[	[	X
fbem-30743	37	2	5	5	NUM
fbem-30743	37	3	]	]	PUNCT
fbem-30743	37	4	.	.	PUNCT
fbem-30743	38	1	in	in	ADP
fbem-30743	38	2	terms	term	NOUN
fbem-30743	38	3	of	of	ADP
fbem-30743	38	4	counterparty	counterparty	NOUN
fbem-30743	38	5	risk	risk	NOUN
fbem-30743	38	6	mapping	mapping	NOUN
fbem-30743	38	7	,	,	PUNCT
fbem-30743	38	8	the	the	DET
fbem-30743	38	9	knowledge	knowledge	NOUN
fbem-30743	38	10	graph	graph	NOUN
fbem-30743	38	11	technology	technology	NOUN
fbem-30743	38	12	successfully	successfully	ADV
fbem-30743	38	13	constructed	construct	VERB
fbem-30743	38	14	a	a	DET
fbem-30743	38	15	correlation	correlation	NOUN
fbem-30743	38	16	network	network	NOUN
fbem-30743	38	17	covering	cover	VERB
fbem-30743	38	18	more	more	ADJ
fbem-30743	38	19	than	than	ADP
fbem-30743	38	20	200,000	200,000	NUM
fbem-30743	38	21	enterprises	enterprise	NOUN
fbem-30743	38	22	,	,	PUNCT
fbem-30743	38	23	traced	trace	VERB
fbem-30743	38	24	the	the	DET
fbem-30743	38	25	collateral	collateral	NOUN
fbem-30743	38	26	chain	chain	NOUN
fbem-30743	38	27	with	with	ADP
fbem-30743	38	28	an	an	DET
fbem-30743	38	29	average	average	ADJ
fbem-30743	38	30	depth	depth	NOUN
fbem-30743	38	31	of	of	ADP
fbem-30743	38	32	4	4	NUM
fbem-30743	38	33	layers	layer	NOUN
fbem-30743	38	34	,	,	PUNCT
fbem-30743	38	35	and	and	CCONJ
fbem-30743	38	36	identified	identify	VERB
fbem-30743	38	37	85	85	NUM
fbem-30743	38	38	%	%	NOUN
fbem-30743	38	39	of	of	ADP
fbem-30743	38	40	the	the	DET
fbem-30743	38	41	risk	risk	NOUN
fbem-30743	38	42	conduction	conduction	NOUN
fbem-30743	38	43	paths	path	NOUN
fbem-30743	38	44	in	in	ADP
fbem-30743	38	45	advance	advance	NOUN
fbem-30743	38	46	in	in	ADP
fbem-30743	38	47	the	the	DET
fbem-30743	38	48	debt	debt	NOUN
fbem-30743	38	49	crisis	crisis	NOUN
fbem-30743	38	50	of	of	ADP
fbem-30743	38	51	a	a	DET
fbem-30743	38	52	large	large	ADJ
fbem-30743	38	53	conglomerate	conglomerate	NOUN
fbem-30743	38	54	in	in	ADP
fbem-30743	38	55	2023	2023	NUM
fbem-30743	38	56	.	.	PUNCT
fbem-30743	39	1	3.4	3.4	NUM
fbem-30743	39	2	.	.	PUNCT
fbem-30743	40	1	esg	esg	NOUN
fbem-30743	40	2	risk	risk	NOUN
fbem-30743	40	3	integration	integration	NOUN
fbem-30743	40	4	a	a	DET
fbem-30743	40	5	breakthrough	breakthrough	NOUN
fbem-30743	40	6	was	be	AUX
fbem-30743	40	7	made	make	VERB
fbem-30743	40	8	in	in	ADP
fbem-30743	40	9	esg	esg	NOUN
fbem-30743	40	10	risk	risk	NOUN
fbem-30743	40	11	assessment	assessment	NOUN
fbem-30743	40	12	using	use	VERB
fbem-30743	40	13	multimodal	multimodal	ADJ
fbem-30743	40	14	data	datum	NOUN
fbem-30743	40	15	analysis	analysis	NOUN
fbem-30743	40	16	methods	method	NOUN
fbem-30743	40	17	.	.	PUNCT
fbem-30743	41	1	by	by	ADP
fbem-30743	41	2	integrating	integrate	VERB
fbem-30743	41	3	corporate	corporate	ADJ
fbem-30743	41	4	carbon	carbon	NOUN
fbem-30743	41	5	emission	emission	NOUN
fbem-30743	41	6	data	datum	NOUN
fbem-30743	41	7	identified	identify	VERB
fbem-30743	41	8	by	by	ADP
fbem-30743	41	9	satellite	satellite	NOUN
fbem-30743	41	10	images	image	NOUN
fbem-30743	41	11	,	,	PUNCT
fbem-30743	41	12	esgrelated	esgrelate	VERB
fbem-30743	41	13	financial	financial	ADJ
fbem-30743	41	14	report	report	NOUN
fbem-30743	41	15	disclosure	disclosure	NOUN
fbem-30743	41	16	information	information	NOUN
fbem-30743	41	17	and	and	CCONJ
fbem-30743	41	18	third	third	ADJ
fbem-30743	41	19	-	-	PUNCT
fbem-30743	41	20	party	party	NOUN
fbem-30743	41	21	rating	rating	NOUN
fbem-30743	41	22	data	datum	NOUN
fbem-30743	41	23	,	,	PUNCT
fbem-30743	41	24	the	the	DET
fbem-30743	41	25	sustainable	sustainable	ADJ
fbem-30743	41	26	risk	risk	NOUN
fbem-30743	41	27	assessment	assessment	NOUN
fbem-30743	41	28	system	system	NOUN
fbem-30743	41	29	established	establish	VERB
fbem-30743	41	30	covers	cover	VERB
fbem-30743	41	31	major	major	ADJ
fbem-30743	41	32	listed	list	VERB
fbem-30743	41	33	companies	company	NOUN
fbem-30743	41	34	around	around	ADP
fbem-30743	41	35	the	the	DET
fbem-30743	41	36	world	world	NOUN
fbem-30743	42	1	[	[	X
fbem-30743	42	2	6	6	NUM
fbem-30743	42	3	]	]	PUNCT
fbem-30743	42	4	.	.	PUNCT
fbem-30743	43	1	practical	practical	ADJ
fbem-30743	43	2	data	datum	NOUN
fbem-30743	43	3	shows	show	VERB
fbem-30743	43	4	that	that	SCONJ
fbem-30743	43	5	the	the	DET
fbem-30743	43	6	low	low	ADJ
fbem-30743	43	7	-	-	PUNCT
fbem-30743	43	8	carbon	carbon	NOUN
fbem-30743	43	9	asset	asset	NOUN
fbem-30743	43	10	portfolio	portfolio	NOUN
fbem-30743	43	11	screened	screen	VERB
fbem-30743	43	12	using	use	VERB
fbem-30743	43	13	the	the	DET
fbem-30743	43	14	system	system	NOUN
fbem-30743	43	15	achieves	achieve	VERB
fbem-30743	43	16	an	an	DET
fbem-30743	43	17	annualised	annualised	ADJ
fbem-30743	43	18	excess	excess	ADJ
fbem-30743	43	19	return	return	NOUN
fbem-30743	43	20	of	of	ADP
fbem-30743	43	21	4.1	4.1	NUM
fbem-30743	43	22	%	%	NOUN
fbem-30743	43	23	over	over	ADP
fbem-30743	43	24	the	the	DET
fbem-30743	43	25	period	period	NOUN
fbem-30743	43	26	2021	2021	NUM
fbem-30743	43	27	-	-	SYM
fbem-30743	43	28	2023	2023	NUM
fbem-30743	43	29	,	,	PUNCT
fbem-30743	43	30	while	while	SCONJ
fbem-30743	43	31	reducing	reduce	VERB
fbem-30743	43	32	carbon	carbon	NOUN
fbem-30743	43	33	emission	emission	NOUN
fbem-30743	43	34	intensity	intensity	NOUN
fbem-30743	43	35	by	by	ADP
fbem-30743	43	36	35	35	NUM
fbem-30743	43	37	%	%	NOUN
fbem-30743	43	38	.	.	PUNCT
fbem-30743	44	1	as	as	SCONJ
fbem-30743	44	2	shown	show	VERB
fbem-30743	44	3	in	in	ADP
fbem-30743	44	4	table	table	NOUN
fbem-30743	44	5	2	2	NUM
fbem-30743	44	6	,	,	PUNCT
fbem-30743	44	7	the	the	DET
fbem-30743	44	8	ai	ai	NOUN
fbem-30743	44	9	-	-	PUNCT
fbem-30743	44	10	driven	drive	VERB
fbem-30743	44	11	esg	esg	NOUN
fbem-30743	44	12	investment	investment	NOUN
fbem-30743	44	13	strategy	strategy	NOUN
fbem-30743	44	14	outperforms	outperform	VERB
fbem-30743	44	15	the	the	DET
fbem-30743	44	16	traditional	traditional	ADJ
fbem-30743	44	17	approach	approach	NOUN
fbem-30743	44	18	in	in	ADP
fbem-30743	44	19	multiple	multiple	ADJ
fbem-30743	44	20	dimensions	dimension	NOUN
fbem-30743	44	21	.	.	PUNCT
fbem-30743	45	1	table	table	NOUN
fbem-30743	45	2	2	2	NUM
fbem-30743	45	3	.	.	PUNCT
fbem-30743	45	4	comparison	comparison	NOUN
fbem-30743	45	5	of	of	ADP
fbem-30743	45	6	the	the	DET
fbem-30743	45	7	effectiveness	effectiveness	NOUN
fbem-30743	45	8	of	of	ADP
fbem-30743	45	9	ai	ai	NOUN
fbem-30743	45	10	-	-	PUNCT
fbem-30743	45	11	driven	drive	VERB
fbem-30743	45	12	vs.	vs.	ADP
fbem-30743	45	13	traditional	traditional	ADJ
fbem-30743	45	14	esg	esg	NOUN
fbem-30743	45	15	investment	investment	NOUN
fbem-30743	45	16	strategies	strategy	NOUN
fbem-30743	45	17	metrics	metric	NOUN
fbem-30743	45	18	ai	ai	AUX
fbem-30743	45	19	-	-	PUNCT
fbem-30743	45	20	driven	drive	VERB
fbem-30743	45	21	strategy	strategy	NOUN
fbem-30743	45	22	traditional	traditional	ADJ
fbem-30743	45	23	strategy	strategy	NOUN
fbem-30743	45	24	annualized	annualize	VERB
fbem-30743	45	25	return	return	NOUN
fbem-30743	45	26	12.30	12.30	NUM
fbem-30743	45	27	%	%	NOUN
fbem-30743	45	28	8.20	8.20	NUM
fbem-30743	45	29	%	%	NOUN
fbem-30743	45	30	sharpe	sharpe	PROPN
fbem-30743	45	31	ratio	ratio	PROPN
fbem-30743	45	32	1.85	1.85	NUM
fbem-30743	45	33	1.42	1.42	NUM
fbem-30743	45	34	carbon	carbon	NOUN
fbem-30743	45	35	emission	emission	NOUN
fbem-30743	45	36	reduction	reduction	NOUN
fbem-30743	45	37	35	35	NUM
fbem-30743	45	38	%	%	NOUN
fbem-30743	45	39	18	18	NUM
fbem-30743	45	40	%	%	NOUN
fbem-30743	45	41	esg	esg	NOUN
fbem-30743	45	42	score	score	NOUN
fbem-30743	45	43	improvement	improvement	NOUN
fbem-30743	45	44	42	42	NUM
fbem-30743	45	45	%	%	NOUN
fbem-30743	45	46	25	25	NUM
fbem-30743	45	47	%	%	NOUN
fbem-30743	45	48	maximum	maximum	ADJ
fbem-30743	45	49	drawdown	drawdown	ADJ
fbem-30743	45	50	-15	-15	NOUN
fbem-30743	45	51	%	%	NOUN
fbem-30743	45	52	-22.70	-22.70	SYM
fbem-30743	45	53	%	%	NOUN
fbem-30743	45	54	4	4	NUM
fbem-30743	45	55	.	.	PUNCT
fbem-30743	45	56	model	model	NOUN
fbem-30743	45	57	validation	validation	NOUN
fbem-30743	45	58	and	and	CCONJ
fbem-30743	45	59	challenges	challenge	VERB
fbem-30743	45	60	4.1	4.1	NUM
fbem-30743	45	61	.	.	PUNCT
fbem-30743	46	1	validation	validation	NOUN
fbem-30743	46	2	methodology	methodology	NOUN
fbem-30743	46	3	the	the	DET
fbem-30743	46	4	validation	validation	NOUN
fbem-30743	46	5	of	of	ADP
fbem-30743	46	6	the	the	DET
fbem-30743	46	7	intelligent	intelligent	ADJ
fbem-30743	46	8	risk	risk	NOUN
fbem-30743	46	9	assessment	assessment	NOUN
fbem-30743	46	10	model	model	NOUN
fbem-30743	46	11	uses	use	VERB
fbem-30743	46	12	a	a	DET
fbem-30743	46	13	combination	combination	NOUN
fbem-30743	46	14	of	of	ADP
fbem-30743	46	15	phased	phase	VERB
fbem-30743	46	16	backtesting	backtesting	NOUN
fbem-30743	46	17	and	and	CCONJ
fbem-30743	46	18	forwardlooking	forwardlooking	NOUN
fbem-30743	46	19	testing	testing	NOUN
fbem-30743	46	20	.	.	PUNCT
fbem-30743	47	1	as	as	SCONJ
fbem-30743	47	2	shown	show	VERB
fbem-30743	47	3	in	in	ADP
fbem-30743	47	4	figure	figure	NOUN
fbem-30743	47	5	3	3	NUM
fbem-30743	47	6	,	,	PUNCT
fbem-30743	47	7	in	in	ADP
fbem-30743	47	8	the	the	DET
fbem-30743	47	9	market	market	NOUN
fbem-30743	47	10	cycle	cycle	NOUN
fbem-30743	47	11	test	test	NOUN
fbem-30743	47	12	during	during	ADP
fbem-30743	47	13	2018	2018	NUM
fbem-30743	47	14	-	-	SYM
fbem-30743	47	15	2023	2023	NUM
fbem-30743	47	16	,	,	PUNCT
fbem-30743	47	17	the	the	DET
fbem-30743	47	18	model	model	NOUN
fbem-30743	47	19	demonstrated	demonstrate	VERB
fbem-30743	47	20	differentiated	differentiated	ADJ
fbem-30743	47	21	prediction	prediction	NOUN
fbem-30743	47	22	capabilities	capability	NOUN
fbem-30743	47	23	in	in	ADP
fbem-30743	47	24	different	different	ADJ
fbem-30743	47	25	market	market	NOUN
fbem-30743	47	26	environments	environment	NOUN
fbem-30743	47	27	:	:	PUNCT
fbem-30743	47	28	the	the	DET
fbem-30743	47	29	9	9	NUM
fbem-30743	47	30	prediction	prediction	NOUN
fbem-30743	47	31	accuracy	accuracy	NOUN
fbem-30743	47	32	reached	reach	VERB
fbem-30743	47	33	91.2	91.2	NUM
fbem-30743	47	34	%	%	NOUN
fbem-30743	47	35	in	in	ADP
fbem-30743	47	36	the	the	DET
fbem-30743	47	37	bull	bull	NOUN
fbem-30743	47	38	market	market	NOUN
fbem-30743	47	39	phase	phase	NOUN
fbem-30743	47	40	(	(	PUNCT
fbem-30743	47	41	2019	2019	NUM
fbem-30743	47	42	)	)	PUNCT
fbem-30743	47	43	,	,	PUNCT
fbem-30743	47	44	85.7	85.7	NUM
fbem-30743	47	45	%	%	NOUN
fbem-30743	47	46	in	in	ADP
fbem-30743	47	47	the	the	DET
fbem-30743	47	48	bear	bear	NOUN
fbem-30743	47	49	market	market	NOUN
fbem-30743	47	50	phase	phase	NOUN
fbem-30743	47	51	(	(	PUNCT
fbem-30743	47	52	2022	2022	NUM
fbem-30743	47	53	)	)	PUNCT
fbem-30743	47	54	,	,	PUNCT
fbem-30743	47	55	and	and	CCONJ
fbem-30743	47	56	maintained	maintain	VERB
fbem-30743	47	57	at	at	ADP
fbem-30743	47	58	the	the	DET
fbem-30743	47	59	83.5	83.5	NUM
fbem-30743	47	60	%	%	NOUN
fbem-30743	47	61	level	level	NOUN
fbem-30743	47	62	in	in	ADP
fbem-30743	47	63	the	the	DET
fbem-30743	47	64	oscillating	oscillate	VERB
fbem-30743	47	65	market	market	NOUN
fbem-30743	47	66	(	(	PUNCT
fbem-30743	47	67	20202021	20202021	NUM
fbem-30743	47	68	)	)	PUNCT
fbem-30743	47	69	.	.	PUNCT
fbem-30743	48	1	in	in	ADP
fbem-30743	48	2	terms	term	NOUN
fbem-30743	48	3	of	of	ADP
fbem-30743	48	4	assessment	assessment	NOUN
fbem-30743	48	5	indicators	indicator	NOUN
fbem-30743	48	6	,	,	PUNCT
fbem-30743	48	7	the	the	DET
fbem-30743	48	8	auc	auc	NOUN
fbem-30743	48	9	-	-	PUNCT
fbem-30743	48	10	roc	roc	NOUN
fbem-30743	48	11	value	value	NOUN
fbem-30743	48	12	of	of	ADP
fbem-30743	48	13	the	the	DET
fbem-30743	48	14	risk	risk	NOUN
fbem-30743	48	15	prediction	prediction	NOUN
fbem-30743	48	16	model	model	NOUN
fbem-30743	48	17	reaches	reach	VERB
fbem-30743	48	18	0.892	0.892	NUM
fbem-30743	48	19	,	,	PUNCT
fbem-30743	48	20	with	with	ADP
fbem-30743	48	21	a	a	DET
fbem-30743	48	22	ks	ks	NOUN
fbem-30743	48	23	statistic	statistic	NOUN
fbem-30743	48	24	of	of	ADP
fbem-30743	48	25	0.675	0.675	NUM
fbem-30743	48	26	,	,	PUNCT
fbem-30743	48	27	which	which	PRON
fbem-30743	48	28	is	be	AUX
fbem-30743	48	29	significantly	significantly	ADV
fbem-30743	48	30	better	well	ADJ
fbem-30743	48	31	than	than	ADP
fbem-30743	48	32	the	the	DET
fbem-30743	48	33	traditional	traditional	ADJ
fbem-30743	48	34	statistical	statistical	ADJ
fbem-30743	48	35	model	model	NOUN
fbem-30743	48	36	[	[	X
fbem-30743	48	37	7	7	NUM
fbem-30743	48	38	]	]	PUNCT
fbem-30743	48	39	.	.	PUNCT
fbem-30743	49	1	in	in	ADP
fbem-30743	49	2	terms	term	NOUN
fbem-30743	49	3	of	of	ADP
fbem-30743	49	4	investment	investment	NOUN
fbem-30743	49	5	results	result	NOUN
fbem-30743	49	6	,	,	PUNCT
fbem-30743	49	7	the	the	DET
fbem-30743	49	8	quantitative	quantitative	ADJ
fbem-30743	49	9	strategy	strategy	NOUN
fbem-30743	49	10	constructed	construct	VERB
fbem-30743	49	11	based	base	VERB
fbem-30743	49	12	on	on	ADP
fbem-30743	49	13	the	the	DET
fbem-30743	49	14	model	model	NOUN
fbem-30743	49	15	achieves	achieve	VERB
fbem-30743	49	16	an	an	DET
fbem-30743	49	17	annualised	annualised	ADJ
fbem-30743	49	18	sharpe	sharpe	NOUN
fbem-30743	49	19	ratio	ratio	NOUN
fbem-30743	49	20	of	of	ADP
fbem-30743	49	21	1.85	1.85	NUM
fbem-30743	49	22	,	,	PUNCT
fbem-30743	49	23	the	the	DET
fbem-30743	49	24	maximum	maximum	ADJ
fbem-30743	49	25	retracement	retracement	NOUN
fbem-30743	49	26	is	be	AUX
fbem-30743	49	27	controlled	control	VERB
fbem-30743	49	28	within	within	ADP
fbem-30743	49	29	15.3	15.3	NUM
fbem-30743	49	30	%	%	NOUN
fbem-30743	49	31	,	,	PUNCT
fbem-30743	49	32	and	and	CCONJ
fbem-30743	49	33	the	the	DET
fbem-30743	49	34	winning	win	VERB
fbem-30743	49	35	rate	rate	NOUN
fbem-30743	49	36	of	of	ADP
fbem-30743	49	37	intraday	intraday	NOUN
fbem-30743	49	38	trading	trading	NOUN
fbem-30743	49	39	reaches	reach	VERB
fbem-30743	49	40	63.2	63.2	NUM
fbem-30743	49	41	%	%	NOUN
fbem-30743	49	42	,	,	PUNCT
fbem-30743	49	43	demonstrating	demonstrate	VERB
fbem-30743	49	44	a	a	DET
fbem-30743	49	45	strong	strong	ADJ
fbem-30743	49	46	risk	risk	NOUN
fbem-30743	49	47	-	-	PUNCT
fbem-30743	49	48	adjusted	adjust	VERB
fbem-30743	49	49	return	return	NOUN
fbem-30743	49	50	capability	capability	NOUN
fbem-30743	49	51	.	.	PUNCT
fbem-30743	50	1	figure	figure	NOUN
fbem-30743	50	2	3	3	NUM
fbem-30743	50	3	.	.	PUNCT
fbem-30743	50	4	model	model	NOUN
fbem-30743	50	5	prediction	prediction	NOUN
fbem-30743	50	6	accuracy	accuracy	NOUN
fbem-30743	50	7	in	in	ADP
fbem-30743	50	8	different	different	ADJ
fbem-30743	50	9	market	market	NOUN
fbem-30743	50	10	cycles	cycle	NOUN
fbem-30743	50	11	4.2	4.2	NUM
fbem-30743	50	12	.	.	PUNCT
fbem-30743	51	1	core	core	NOUN
fbem-30743	51	2	challenges	challenge	NOUN
fbem-30743	51	3	and	and	CCONJ
fbem-30743	51	4	solutions	solution	NOUN
fbem-30743	51	5	4.2.1	4.2.1	NUM
fbem-30743	51	6	.	.	PUNCT
fbem-30743	51	7	data	datum	NOUN
fbem-30743	51	8	noise	noise	NOUN
fbem-30743	51	9	and	and	CCONJ
fbem-30743	51	10	privacy	privacy	NOUN
fbem-30743	51	11	data	datum	NOUN
fbem-30743	51	12	quality	quality	NOUN
fbem-30743	51	13	and	and	CCONJ
fbem-30743	51	14	privacy	privacy	NOUN
fbem-30743	51	15	protection	protection	NOUN
fbem-30743	51	16	pose	pose	VERB
fbem-30743	51	17	important	important	ADJ
fbem-30743	51	18	challenges	challenge	NOUN
fbem-30743	51	19	in	in	ADP
fbem-30743	51	20	alternative	alternative	ADJ
fbem-30743	51	21	data	datum	NOUN
fbem-30743	51	22	applications	application	NOUN
fbem-30743	51	23	.	.	PUNCT
fbem-30743	52	1	empirical	empirical	ADJ
fbem-30743	52	2	data	datum	NOUN
fbem-30743	52	3	shows	show	VERB
fbem-30743	52	4	that	that	SCONJ
fbem-30743	52	5	on	on	ADP
fbem-30743	52	6	average	average	ADJ
fbem-30743	52	7	,	,	PUNCT
fbem-30743	52	8	35	35	NUM
fbem-30743	52	9	%	%	NOUN
fbem-30743	52	10	of	of	ADP
fbem-30743	52	11	the	the	DET
fbem-30743	52	12	collected	collect	VERB
fbem-30743	52	13	social	social	ADJ
fbem-30743	52	14	media	medium	NOUN
fbem-30743	52	15	sentiment	sentiment	NOUN
fbem-30743	52	16	data	datum	NOUN
fbem-30743	52	17	has	have	VERB
fbem-30743	52	18	noise	noise	NOUN
fbem-30743	52	19	interference	interference	NOUN
fbem-30743	52	20	,	,	PUNCT
fbem-30743	52	21	of	of	ADP
fbem-30743	52	22	which	which	PRON
fbem-30743	52	23	18.3	18.3	NUM
fbem-30743	52	24	%	%	NOUN
fbem-30743	52	25	is	be	AUX
fbem-30743	52	26	false	false	ADJ
fbem-30743	52	27	information	information	NOUN
fbem-30743	52	28	.	.	PUNCT
fbem-30743	53	1	as	as	SCONJ
fbem-30743	53	2	shown	show	VERB
fbem-30743	53	3	in	in	ADP
fbem-30743	53	4	fig	fig	NOUN
fbem-30743	53	5	.	.	PUNCT
fbem-30743	54	1	4	4	NUM
fbem-30743	54	2	,	,	PUNCT
fbem-30743	54	3	by	by	ADP
fbem-30743	54	4	deploying	deploy	VERB
fbem-30743	54	5	the	the	DET
fbem-30743	54	6	federated	federated	ADJ
fbem-30743	54	7	learning	learning	NOUN
fbem-30743	54	8	framework	framework	NOUN
fbem-30743	54	9	,	,	PUNCT
fbem-30743	54	10	data	data	NOUN
fbem-30743	54	11	-	-	PUNCT
fbem-30743	54	12	isolated	isolate	VERB
fbem-30743	54	13	collaborative	collaborative	ADJ
fbem-30743	54	14	modelling	modelling	NOUN
fbem-30743	54	15	of	of	ADP
fbem-30743	54	16	eight	eight	NUM
fbem-30743	54	17	financial	financial	ADJ
fbem-30743	54	18	institutions	institution	NOUN
fbem-30743	54	19	is	be	AUX
fbem-30743	54	20	achieved	achieve	VERB
fbem-30743	54	21	,	,	PUNCT
fbem-30743	54	22	and	and	CCONJ
fbem-30743	54	23	the	the	DET
fbem-30743	54	24	model	model	NOUN
fbem-30743	54	25	accuracy	accuracy	NOUN
fbem-30743	54	26	is	be	AUX
fbem-30743	54	27	improved	improve	VERB
fbem-30743	54	28	from	from	ADP
fbem-30743	54	29	76.5	76.5	NUM
fbem-30743	54	30	%	%	NOUN
fbem-30743	54	31	to	to	ADP
fbem-30743	54	32	88.8	88.8	NUM
fbem-30743	54	33	%	%	NOUN
fbem-30743	54	34	on	on	ADP
fbem-30743	54	35	a	a	DET
fbem-30743	54	36	standalone	standalone	ADJ
fbem-30743	54	37	basis	basis	NOUN
fbem-30743	54	38	.	.	PUNCT
fbem-30743	55	1	in	in	ADP
fbem-30743	55	2	terms	term	NOUN
fbem-30743	55	3	of	of	ADP
fbem-30743	55	4	differential	differential	ADJ
fbem-30743	55	5	privacy	privacy	NOUN
fbem-30743	55	6	protection	protection	NOUN
fbem-30743	55	7	,	,	PUNCT
fbem-30743	55	8	by	by	ADP
fbem-30743	55	9	setting	set	VERB
fbem-30743	55	10	the	the	DET
fbem-30743	55	11	noise	noise	NOUN
fbem-30743	55	12	perturbation	perturbation	NOUN
fbem-30743	55	13	parameter	parameter	NOUN
fbem-30743	55	14	ε	ε	PROPN
fbem-30743	55	15	=	=	SYM
fbem-30743	55	16	0.1	0.1	NUM
fbem-30743	55	17	,	,	PUNCT
fbem-30743	55	18	the	the	DET
fbem-30743	55	19	prediction	prediction	NOUN
fbem-30743	55	20	performance	performance	NOUN
fbem-30743	55	21	drops	drop	VERB
fbem-30743	55	22	by	by	ADP
fbem-30743	55	23	only	only	ADV
fbem-30743	55	24	2.3	2.3	NUM
fbem-30743	55	25	percentage	percentage	NOUN
fbem-30743	55	26	points	point	NOUN
fbem-30743	55	27	while	while	SCONJ
fbem-30743	55	28	ensuring	ensure	VERB
fbem-30743	55	29	data	datum	NOUN
fbem-30743	55	30	security	security	NOUN
fbem-30743	55	31	[	[	X
fbem-30743	55	32	8	8	NUM
fbem-30743	55	33	]	]	PUNCT
fbem-30743	55	34	.	.	PUNCT
fbem-30743	56	1	the	the	DET
fbem-30743	56	2	solution	solution	NOUN
fbem-30743	56	3	has	have	AUX
fbem-30743	56	4	been	be	AUX
fbem-30743	56	5	successfully	successfully	ADV
fbem-30743	56	6	implemented	implement	VERB
fbem-30743	56	7	in	in	ADP
fbem-30743	56	8	a	a	DET
fbem-30743	56	9	large	large	ADJ
fbem-30743	56	10	banking	banking	NOUN
fbem-30743	56	11	federation	federation	NOUN
fbem-30743	56	12	,	,	PUNCT
fbem-30743	56	13	covering	cover	VERB
fbem-30743	56	14	an	an	DET
fbem-30743	56	15	asset	asset	NOUN
fbem-30743	56	16	size	size	NOUN
fbem-30743	56	17	of	of	ADP
fbem-30743	56	18	more	more	ADJ
fbem-30743	56	19	than	than	ADP
fbem-30743	56	20	2	2	NUM
fbem-30743	56	21	trillion	trillion	NUM
fbem-30743	56	22	yuan	yuan	NOUN
fbem-30743	56	23	.	.	PUNCT
fbem-30743	57	1	figure	figure	NOUN
fbem-30743	57	2	4	4	NUM
fbem-30743	57	3	.	.	PUNCT
fbem-30743	58	1	performance	performance	NOUN
fbem-30743	58	2	improvement	improvement	NOUN
fbem-30743	58	3	effect	effect	NOUN
fbem-30743	58	4	of	of	ADP
fbem-30743	58	5	federal	federal	ADJ
fbem-30743	58	6	learning	learning	NOUN
fbem-30743	58	7	framework	framework	NOUN
fbem-30743	58	8	4.2.2	4.2.2	X
fbem-30743	58	9	.	.	PUNCT
fbem-30743	59	1	model	model	NOUN
fbem-30743	59	2	overfitting	overfitting	NOUN
fbem-30743	59	3	and	and	CCONJ
fbem-30743	59	4	market	market	NOUN
fbem-30743	59	5	changes	change	NOUN
fbem-30743	59	6	in	in	ADP
fbem-30743	59	7	the	the	DET
fbem-30743	59	8	face	face	NOUN
fbem-30743	59	9	of	of	ADP
fbem-30743	59	10	dramatic	dramatic	ADJ
fbem-30743	59	11	market	market	NOUN
fbem-30743	59	12	fluctuations	fluctuation	NOUN
fbem-30743	59	13	,	,	PUNCT
fbem-30743	59	14	the	the	DET
fbem-30743	59	15	overfitting	overfitte	VERB
fbem-30743	59	16	problem	problem	NOUN
fbem-30743	59	17	of	of	ADP
fbem-30743	59	18	traditional	traditional	ADJ
fbem-30743	59	19	models	model	NOUN
fbem-30743	59	20	has	have	AUX
fbem-30743	59	21	become	become	VERB
fbem-30743	59	22	increasingly	increasingly	ADV
fbem-30743	59	23	prominent	prominent	ADJ
fbem-30743	59	24	.	.	PUNCT
fbem-30743	60	1	statistics	statistic	NOUN
fbem-30743	60	2	show	show	VERB
fbem-30743	60	3	that	that	SCONJ
fbem-30743	60	4	more	more	ADJ
fbem-30743	60	5	than	than	ADP
fbem-30743	60	6	90	90	NUM
fbem-30743	60	7	%	%	NOUN
fbem-30743	60	8	of	of	ADP
fbem-30743	60	9	quantitative	quantitative	ADJ
fbem-30743	60	10	models	model	NOUN
fbem-30743	60	11	failed	fail	VERB
fbem-30743	60	12	in	in	ADP
fbem-30743	60	13	the	the	DET
fbem-30743	60	14	2020	2020	NUM
fbem-30743	60	15	crude	crude	ADJ
fbem-30743	60	16	oil	oil	NOUN
fbem-30743	60	17	negative	negative	ADJ
fbem-30743	60	18	price	price	NOUN
fbem-30743	60	19	event	event	NOUN
fbem-30743	60	20	.	.	PUNCT
fbem-30743	61	1	by	by	ADP
fbem-30743	61	2	introducing	introduce	VERB
fbem-30743	61	3	an	an	DET
fbem-30743	61	4	adversarial	adversarial	ADJ
fbem-30743	61	5	training	training	NOUN
fbem-30743	61	6	mechanism	mechanism	NOUN
fbem-30743	61	7	,	,	PUNCT
fbem-30743	61	8	as	as	SCONJ
fbem-30743	61	9	shown	show	VERB
fbem-30743	61	10	in	in	ADP
fbem-30743	61	11	table	table	NOUN
fbem-30743	61	12	3	3	NUM
fbem-30743	61	13	,	,	PUNCT
fbem-30743	61	14	the	the	DET
fbem-30743	61	15	model	model	NOUN
fbem-30743	61	16	's	's	PART
fbem-30743	61	17	prediction	prediction	NOUN
fbem-30743	61	18	accuracy	accuracy	NOUN
fbem-30743	61	19	in	in	ADP
fbem-30743	61	20	extreme	extreme	ADJ
fbem-30743	61	21	market	market	NOUN
fbem-30743	61	22	environments	environment	NOUN
fbem-30743	61	23	is	be	AUX
fbem-30743	61	24	improved	improve	VERB
fbem-30743	61	25	by	by	ADP
fbem-30743	61	26	15.6	15.6	NUM
fbem-30743	61	27	percentage	percentage	NOUN
fbem-30743	61	28	points	point	NOUN
fbem-30743	61	29	[	[	X
fbem-30743	61	30	9	9	NUM
fbem-30743	61	31	]	]	PUNCT
fbem-30743	61	32	.	.	PUNCT
fbem-30743	62	1	at	at	ADP
fbem-30743	62	2	the	the	DET
fbem-30743	62	3	same	same	ADJ
fbem-30743	62	4	time	time	NOUN
fbem-30743	62	5	,	,	PUNCT
fbem-30743	62	6	by	by	ADP
fbem-30743	62	7	integrating	integrate	VERB
fbem-30743	62	8	macroeconomic	macroeconomic	ADJ
fbem-30743	62	9	a	a	DET
fbem-30743	62	10	priori	priori	ADJ
fbem-30743	62	11	knowledge	knowledge	NOUN
fbem-30743	62	12	such	such	ADJ
fbem-30743	62	13	as	as	ADP
fbem-30743	62	14	gdp	gdp	NOUN
fbem-30743	62	15	growth	growth	NOUN
fbem-30743	62	16	rate	rate	NOUN
fbem-30743	62	17	and	and	CCONJ
fbem-30743	62	18	pmi	pmi	PROPN
fbem-30743	62	19	index	index	NOUN
fbem-30743	62	20	,	,	PUNCT
fbem-30743	62	21	the	the	DET
fbem-30743	62	22	model	model	NOUN
fbem-30743	62	23	's	's	PART
fbem-30743	62	24	prediction	prediction	NOUN
fbem-30743	62	25	lead	lead	NOUN
fbem-30743	62	26	time	time	NOUN
fbem-30743	62	27	for	for	ADP
fbem-30743	62	28	market	market	NOUN
fbem-30743	62	29	inflection	inflection	NOUN
fbem-30743	62	30	points	point	NOUN
fbem-30743	62	31	is	be	AUX
fbem-30743	62	32	extended	extend	VERB
fbem-30743	62	33	from	from	ADP
fbem-30743	62	34	the	the	DET
fbem-30743	62	35	original	original	ADJ
fbem-30743	62	36	5	5	NUM
fbem-30743	62	37	trading	trading	NOUN
fbem-30743	62	38	days	day	NOUN
fbem-30743	62	39	to	to	ADP
fbem-30743	62	40	12	12	NUM
fbem-30743	62	41	trading	trading	NOUN
fbem-30743	62	42	days	day	NOUN
fbem-30743	62	43	,	,	PUNCT
fbem-30743	62	44	providing	provide	VERB
fbem-30743	62	45	sufficient	sufficient	ADJ
fbem-30743	62	46	buffer	buffer	NOUN
fbem-30743	62	47	time	time	NOUN
fbem-30743	62	48	for	for	ADP
fbem-30743	62	49	risk	risk	NOUN
fbem-30743	62	50	warning	warning	NOUN
fbem-30743	62	51	.	.	PUNCT
fbem-30743	63	1	table	table	NOUN
fbem-30743	63	2	3	3	NUM
fbem-30743	63	3	.	.	PUNCT
fbem-30743	63	4	performance	performance	NOUN
fbem-30743	63	5	of	of	ADP
fbem-30743	63	6	adversarial	adversarial	ADJ
fbem-30743	63	7	training	training	NOUN
fbem-30743	63	8	in	in	ADP
fbem-30743	63	9	extreme	extreme	ADJ
fbem-30743	63	10	market	market	NOUN
fbem-30743	63	11	environment	environment	NOUN
fbem-30743	63	12	market	market	NOUN
fbem-30743	63	13	conditions	condition	NOUN
fbem-30743	63	14	traditiona	traditiona	VERB
fbem-30743	63	15	l	l	NOUN
fbem-30743	63	16	model	model	NOUN
fbem-30743	63	17	adversarial	adversarial	ADJ
fbem-30743	63	18	training	training	NOUN
fbem-30743	63	19	model	model	NOUN
fbem-30743	63	20	improve	improve	VERB
fbem-30743	63	21	ment	ment	ADJ
fbem-30743	63	22	normal	normal	ADJ
fbem-30743	63	23	market	market	NOUN
fbem-30743	63	24	85.20	85.20	NUM
fbem-30743	63	25	%	%	NOUN
fbem-30743	63	26	88.70	88.70	NUM
fbem-30743	63	27	%	%	NOUN
fbem-30743	63	28	3.50	3.50	NUM
fbem-30743	63	29	%	%	NOUN
fbem-30743	63	30	high	high	ADJ
fbem-30743	63	31	volatility	volatility	NOUN
fbem-30743	63	32	period	period	NOUN
fbem-30743	63	33	62.30	62.30	NUM
fbem-30743	63	34	%	%	NOUN
fbem-30743	63	35	77.90	77.90	NUM
fbem-30743	63	36	%	%	NOUN
fbem-30743	63	37	15.60	15.60	NUM
fbem-30743	63	38	%	%	NOUN
fbem-30743	63	39	liquidity	liquidity	NOUN
fbem-30743	63	40	crisis	crisis	NOUN
fbem-30743	63	41	55.80	55.80	NUM
fbem-30743	63	42	%	%	NOUN
fbem-30743	63	43	73.20	73.20	NUM
fbem-30743	63	44	%	%	NOUN
fbem-30743	63	45	17.40	17.40	NUM
fbem-30743	63	46	%	%	NOUN
fbem-30743	63	47	policy	policy	NOUN
fbem-30743	63	48	shock	shock	NOUN
fbem-30743	63	49	68.50	68.50	NUM
fbem-30743	63	50	%	%	NOUN
fbem-30743	63	51	82.10	82.10	NUM
fbem-30743	63	52	%	%	NOUN
fbem-30743	63	53	13.60	13.60	NUM
fbem-30743	63	54	%	%	NOUN
fbem-30743	63	55	systemic	systemic	ADJ
fbem-30743	63	56	risk	risk	NOUN
fbem-30743	63	57	58.90	58.90	NUM
fbem-30743	63	58	%	%	NOUN
fbem-30743	63	59	75.50	75.50	NUM
fbem-30743	63	60	%	%	NOUN
fbem-30743	63	61	16.60	16.60	NUM
fbem-30743	63	62	%	%	NOUN
fbem-30743	63	63	4.2.3	4.2.3	NUM
fbem-30743	63	64	.	.	PUNCT
fbem-30743	64	1	computing	compute	VERB
fbem-30743	64	2	resources	resource	NOUN
fbem-30743	64	3	and	and	CCONJ
fbem-30743	64	4	real	real	ADJ
fbem-30743	64	5	-	-	PUNCT
fbem-30743	64	6	time	time	NOUN
fbem-30743	64	7	performance	performance	NOUN
fbem-30743	64	8	high	high	ADJ
fbem-30743	64	9	-	-	PUNCT
fbem-30743	64	10	frequency	frequency	NOUN
fbem-30743	64	11	transaction	transaction	NOUN
fbem-30743	64	12	scenarios	scenario	NOUN
fbem-30743	64	13	pose	pose	VERB
fbem-30743	64	14	a	a	DET
fbem-30743	64	15	serious	serious	ADJ
fbem-30743	64	16	challenge	challenge	NOUN
fbem-30743	64	17	to	to	ADP
fbem-30743	64	18	computational	computational	ADJ
fbem-30743	64	19	performance	performance	NOUN
fbem-30743	64	20	.	.	PUNCT
fbem-30743	65	1	data	datum	NOUN
fbem-30743	65	2	shows	show	VERB
fbem-30743	65	3	that	that	SCONJ
fbem-30743	65	4	the	the	DET
fbem-30743	65	5	standard	standard	ADJ
fbem-30743	65	6	deep	deep	ADJ
fbem-30743	65	7	learning	learning	NOUN
fbem-30743	65	8	model	model	NOUN
fbem-30743	65	9	inference	inference	NOUN
fbem-30743	65	10	latency	latency	NOUN
fbem-30743	65	11	is	be	AUX
fbem-30743	65	12	5.2	5.2	NUM
fbem-30743	65	13	ms	ms	NOUN
fbem-30743	65	14	,	,	PUNCT
fbem-30743	65	15	which	which	PRON
fbem-30743	65	16	can	can	AUX
fbem-30743	65	17	not	not	PART
fbem-30743	65	18	meet	meet	VERB
fbem-30743	65	19	the	the	DET
fbem-30743	65	20	demand	demand	NOUN
fbem-30743	65	21	for	for	ADP
fbem-30743	65	22	millisecond	millisecond	NOUN
fbem-30743	65	23	transactions	transaction	NOUN
fbem-30743	65	24	.	.	PUNCT
fbem-30743	66	1	optimised	optimise	VERB
fbem-30743	66	2	by	by	ADP
fbem-30743	66	3	the	the	DET
fbem-30743	66	4	tensorrt	tensorrt	NOUN
fbem-30743	66	5	acceleration	acceleration	NOUN
fbem-30743	66	6	engine	engine	NOUN
fbem-30743	66	7	,	,	PUNCT
fbem-30743	66	8	the	the	DET
fbem-30743	66	9	model	model	NOUN
fbem-30743	66	10	inference	inference	NOUN
fbem-30743	66	11	time	time	NOUN
fbem-30743	66	12	is	be	AUX
fbem-30743	66	13	reduced	reduce	VERB
fbem-30743	66	14	to	to	ADP
fbem-30743	66	15	0.8	0.8	NUM
fbem-30743	66	16	ms	ms	NOUN
fbem-30743	66	17	,	,	PUNCT
fbem-30743	66	18	with	with	ADP
fbem-30743	66	19	a	a	DET
fbem-30743	66	20	68	68	NUM
fbem-30743	66	21	%	%	NOUN
fbem-30743	66	22	reduction	reduction	NOUN
fbem-30743	66	23	in	in	ADP
fbem-30743	66	24	cpu	cpu	ADJ
fbem-30743	66	25	utilisation	utilisation	NOUN
fbem-30743	66	26	.	.	PUNCT
fbem-30743	67	1	in	in	ADP
fbem-30743	67	2	the	the	DET
fbem-30743	67	3	live	live	ADJ
fbem-30743	67	4	test	test	NOUN
fbem-30743	67	5	of	of	ADP
fbem-30743	67	6	a	a	DET
fbem-30743	67	7	quantitative	quantitative	ADJ
fbem-30743	67	8	hedge	hedge	NOUN
fbem-30743	67	9	fund	fund	NOUN
fbem-30743	67	10	,	,	PUNCT
fbem-30743	67	11	the	the	DET
fbem-30743	67	12	optimised	optimise	VERB
fbem-30743	67	13	system	system	NOUN
fbem-30743	67	14	handles	handle	VERB
fbem-30743	67	15	more	more	ADJ
fbem-30743	67	16	than	than	ADP
fbem-30743	67	17	5	5	NUM
fbem-30743	67	18	million	million	NUM
fbem-30743	67	19	trade	trade	NOUN
fbem-30743	67	20	requests	request	NOUN
fbem-30743	67	21	per	per	ADP
fbem-30743	67	22	day	day	NOUN
fbem-30743	67	23	,	,	PUNCT
fbem-30743	67	24	with	with	ADP
fbem-30743	67	25	a	a	DET
fbem-30743	67	26	peak	peak	NOUN
fbem-30743	67	27	qps	qps	NOUN
fbem-30743	67	28	of	of	ADP
fbem-30743	67	29	8,000	8,000	NUM
fbem-30743	67	30	,	,	PUNCT
fbem-30743	67	31	and	and	CCONJ
fbem-30743	67	32	the	the	DET
fbem-30743	67	33	model	model	NOUN
fbem-30743	67	34	prediction	prediction	NOUN
fbem-30743	67	35	accuracy	accuracy	NOUN
fbem-30743	67	36	remains	remain	VERB
fbem-30743	67	37	above	above	ADP
fbem-30743	67	38	95	95	NUM
fbem-30743	67	39	%	%	NOUN
fbem-30743	67	40	,	,	PUNCT
fbem-30743	67	41	effectively	effectively	ADV
fbem-30743	67	42	supporting	support	VERB
fbem-30743	67	43	the	the	DET
fbem-30743	67	44	real	real	ADJ
fbem-30743	67	45	-	-	PUNCT
fbem-30743	67	46	time	time	NOUN
fbem-30743	67	47	execution	execution	NOUN
fbem-30743	67	48	of	of	ADP
fbem-30743	67	49	high	high	ADJ
fbem-30743	67	50	-	-	PUNCT
fbem-30743	67	51	frequency	frequency	NOUN
fbem-30743	67	52	strategies	strategy	NOUN
fbem-30743	67	53	.	.	PUNCT
fbem-30743	68	1	5	5	X
fbem-30743	68	2	.	.	X
fbem-30743	68	3	case	case	NOUN
fbem-30743	68	4	studies	study	VERB
fbem-30743	68	5	5.1	5.1	NUM
fbem-30743	68	6	.	.	PUNCT
fbem-30743	69	1	successful	successful	ADJ
fbem-30743	69	2	cases	case	NOUN
fbem-30743	69	3	the	the	DET
fbem-30743	69	4	intelligent	intelligent	ADJ
fbem-30743	69	5	risk	risk	NOUN
fbem-30743	69	6	management	management	NOUN
fbem-30743	69	7	practices	practice	NOUN
fbem-30743	69	8	of	of	ADP
fbem-30743	69	9	bridgewater	bridgewater	PROPN
fbem-30743	69	10	fund	fund	PROPN
fbem-30743	69	11	and	and	CCONJ
fbem-30743	69	12	ant	ant	ADJ
fbem-30743	69	13	wealth	wealth	NOUN
fbem-30743	69	14	represent	represent	VERB
fbem-30743	69	15	the	the	DET
fbem-30743	69	16	industry	industry	NOUN
fbem-30743	69	17	's	's	PART
fbem-30743	69	18	leading	lead	VERB
fbem-30743	69	19	level	level	NOUN
fbem-30743	69	20	.	.	PUNCT
fbem-30743	70	1	bridgewater	bridgewater	PROPN
fbem-30743	70	2	fund	fund	PROPN
fbem-30743	70	3	achieved	achieve	VERB
fbem-30743	70	4	a	a	DET
fbem-30743	70	5	positive	positive	ADJ
fbem-30743	70	6	return	return	NOUN
fbem-30743	70	7	of	of	ADP
fbem-30743	70	8	4.2	4.2	NUM
fbem-30743	70	9	%	%	NOUN
fbem-30743	70	10	in	in	ADP
fbem-30743	70	11	2022	2022	NUM
fbem-30743	70	12	in	in	ADP
fbem-30743	70	13	an	an	DET
fbem-30743	70	14	environment	environment	NOUN
fbem-30743	70	15	of	of	ADP
fbem-30743	70	16	declining	decline	VERB
fbem-30743	70	17	global	global	ADJ
fbem-30743	70	18	markets	market	NOUN
fbem-30743	70	19	through	through	ADP
fbem-30743	70	20	its	its	PRON
fbem-30743	70	21	aidriven	aidriven	ADJ
fbem-30743	70	22	risk	risk	NOUN
fbem-30743	70	23	parity	parity	NOUN
fbem-30743	70	24	strategy	strategy	NOUN
fbem-30743	70	25	.	.	PUNCT
fbem-30743	71	1	as	as	SCONJ
fbem-30743	71	2	shown	show	VERB
fbem-30743	71	3	in	in	ADP
fbem-30743	71	4	figure	figure	NOUN
fbem-30743	71	5	5	5	NUM
fbem-30743	71	6	,	,	PUNCT
fbem-30743	71	7	the	the	DET
fbem-30743	71	8	strategy	strategy	NOUN
fbem-30743	71	9	incorporates	incorporate	VERB
fbem-30743	71	10	42	42	NUM
fbem-30743	71	11	macroeconomic	macroeconomic	ADJ
fbem-30743	71	12	indicators	indicator	NOUN
fbem-30743	71	13	and	and	CCONJ
fbem-30743	71	14	real	real	ADJ
fbem-30743	71	15	-	-	PUNCT
fbem-30743	71	16	time	time	NOUN
fbem-30743	71	17	market	market	NOUN
fbem-30743	71	18	sentiment	sentiment	NOUN
fbem-30743	71	19	data	datum	NOUN
fbem-30743	71	20	to	to	PART
fbem-30743	71	21	dynamically	dynamically	ADV
fbem-30743	71	22	adjust	adjust	VERB
fbem-30743	71	23	global	global	ADJ
fbem-30743	71	24	asset	asset	NOUN
fbem-30743	71	25	allocation	allocation	NOUN
fbem-30743	71	26	weightings	weighting	NOUN
fbem-30743	71	27	[	[	X
fbem-30743	71	28	10	10	NUM
fbem-30743	71	29	]	]	PUNCT
fbem-30743	71	30	.	.	PUNCT
fbem-30743	72	1	the	the	DET
fbem-30743	72	2	data	data	NOUN
fbem-30743	72	3	shows	show	VERB
fbem-30743	72	4	that	that	SCONJ
fbem-30743	72	5	the	the	DET
fbem-30743	72	6	model	model	NOUN
fbem-30743	72	7	's	's	PART
fbem-30743	72	8	advance	advance	NOUN
fbem-30743	72	9	prediction	prediction	NOUN
fbem-30743	72	10	of	of	ADP
fbem-30743	72	11	the	the	DET
fbem-30743	72	12	interest	interest	NOUN
fbem-30743	72	13	rate	rate	NOUN
fbem-30743	72	14	hike	hike	NOUN
fbem-30743	72	15	cycle	cycle	NOUN
fbem-30743	72	16	reached	reach	VERB
fbem-30743	72	17	85.3	85.3	NUM
fbem-30743	72	18	%	%	NOUN
fbem-30743	72	19	,	,	PUNCT
fbem-30743	72	20	and	and	CCONJ
fbem-30743	72	21	the	the	DET
fbem-30743	72	22	accuracy	accuracy	NOUN
fbem-30743	72	23	of	of	ADP
fbem-30743	72	24	commodity	commodity	NOUN
fbem-30743	72	25	price	price	NOUN
fbem-30743	72	26	trend	trend	NOUN
fbem-30743	72	27	prediction	prediction	NOUN
fbem-30743	72	28	reached	reach	VERB
fbem-30743	72	29	78.6	78.6	NUM
fbem-30743	72	30	%	%	NOUN
fbem-30743	72	31	.	.	PUNCT
fbem-30743	73	1	ant	ant	ADJ
fbem-30743	73	2	wealth	wealth	NOUN
fbem-30743	73	3	,	,	PUNCT
fbem-30743	73	4	on	on	ADP
fbem-30743	73	5	the	the	DET
fbem-30743	73	6	other	other	ADJ
fbem-30743	73	7	hand	hand	NOUN
fbem-30743	73	8	,	,	PUNCT
fbem-30743	73	9	constructed	construct	VERB
fbem-30743	73	10	an	an	DET
fbem-30743	73	11	accurate	accurate	ADJ
fbem-30743	73	12	personal	personal	ADJ
fbem-30743	73	13	risk	risk	NOUN
fbem-30743	73	14	portrait	portrait	NOUN
fbem-30743	73	15	by	by	ADP
fbem-30743	73	16	analysing	analyse	VERB
fbem-30743	73	17	the	the	DET
fbem-30743	73	18	behavioural	behavioural	ADJ
fbem-30743	73	19	data	datum	NOUN
fbem-30743	73	20	of	of	ADP
fbem-30743	73	21	more	more	ADJ
fbem-30743	73	22	than	than	ADP
fbem-30743	73	23	100	100	NUM
fbem-30743	73	24	million	million	NUM
fbem-30743	73	25	users	user	NOUN
fbem-30743	73	26	,	,	PUNCT
fbem-30743	73	27	and	and	CCONJ
fbem-30743	73	28	the	the	DET
fbem-30743	73	29	intelligent	intelligent	ADJ
fbem-30743	73	30	investment	investment	NOUN
fbem-30743	73	31	consulting	consulting	NOUN
fbem-30743	73	32	system	system	NOUN
fbem-30743	73	33	reduced	reduce	VERB
fbem-30743	73	34	the	the	DET
fbem-30743	73	35	proportion	proportion	NOUN
fbem-30743	73	36	of	of	ADP
fbem-30743	73	37	users	user	NOUN
fbem-30743	73	38	'	'	PART
fbem-30743	73	39	investment	investment	NOUN
fbem-30743	73	40	losses	loss	NOUN
fbem-30743	73	41	exceeding	exceed	VERB
fbem-30743	73	42	their	their	PRON
fbem-30743	73	43	risk	risk	NOUN
fbem-30743	73	44	tolerance	tolerance	NOUN
fbem-30743	73	45	level	level	NOUN
fbem-30743	73	46	from	from	ADP
fbem-30743	73	47	15.2	15.2	NUM
fbem-30743	73	48	%	%	NOUN
fbem-30743	73	49	to	to	PART
fbem-30743	73	50	4.8	4.8	NUM
fbem-30743	73	51	%	%	NOUN
fbem-30743	73	52	,	,	PUNCT
fbem-30743	73	53	with	with	ADP
fbem-30743	73	54	the	the	DET
fbem-30743	73	55	customer	customer	NOUN
fbem-30743	73	56	complaint	complaint	NOUN
fbem-30743	73	57	rate	rate	NOUN
fbem-30743	73	58	dropping	drop	VERB
fbem-30743	73	59	by	by	ADP
fbem-30743	73	60	31.5	31.5	NUM
fbem-30743	73	61	%	%	NOUN
fbem-30743	73	62	year	year	NOUN
fbem-30743	73	63	-	-	PUNCT
fbem-30743	73	64	on	on	ADP
fbem-30743	73	65	-	-	PUNCT
fbem-30743	73	66	year	year	NOUN
fbem-30743	73	67	,	,	PUNCT
fbem-30743	73	68	and	and	CCONJ
fbem-30743	73	69	the	the	DET
fbem-30743	73	70	matching	matching	NOUN
fbem-30743	73	71	degree	degree	NOUN
fbem-30743	73	72	of	of	ADP
fbem-30743	73	73	asset	asset	NOUN
fbem-30743	73	74	allocation	allocation	NOUN
fbem-30743	73	75	increasing	increase	VERB
fbem-30743	73	76	to	to	ADP
fbem-30743	73	77	92.3	92.3	NUM
fbem-30743	73	78	%	%	NOUN
fbem-30743	74	1	[	[	X
fbem-30743	74	2	11	11	NUM
fbem-30743	74	3	]	]	PUNCT
fbem-30743	74	4	.	.	PUNCT
fbem-30743	75	1	10	10	NUM
fbem-30743	75	2	figure	figure	NOUN
fbem-30743	75	3	5	5	NUM
fbem-30743	75	4	.	.	PUNCT
fbem-30743	75	5	bridgewater	bridgewater	PROPN
fbem-30743	75	6	fund	fund	PROPN
fbem-30743	75	7	ai	ai	VERB
fbem-30743	75	8	strategy	strategy	NOUN
fbem-30743	75	9	2022	2022	NUM
fbem-30743	75	10	return	return	NOUN
fbem-30743	75	11	attribution	attribution	NOUN
fbem-30743	75	12	analysis	analysis	NOUN
fbem-30743	75	13	5.2	5.2	NUM
fbem-30743	75	14	.	.	PUNCT
fbem-30743	76	1	lessons	lesson	NOUN
fbem-30743	76	2	from	from	ADP
fbem-30743	76	3	failure	failure	NOUN
fbem-30743	76	4	the	the	DET
fbem-30743	76	5	historically	historically	ADV
fbem-30743	76	6	famous	famous	ADJ
fbem-30743	76	7	cases	case	NOUN
fbem-30743	76	8	of	of	ADP
fbem-30743	76	9	ltcm	ltcm	NOUN
fbem-30743	76	10	and	and	CCONJ
fbem-30743	76	11	robinhood	robinhood	PROPN
fbem-30743	76	12	reveal	reveal	VERB
fbem-30743	76	13	critical	critical	ADJ
fbem-30743	76	14	blind	blind	ADJ
fbem-30743	76	15	spots	spot	NOUN
fbem-30743	76	16	in	in	ADP
fbem-30743	76	17	risk	risk	NOUN
fbem-30743	76	18	management	management	NOUN
fbem-30743	76	19	.	.	PUNCT
fbem-30743	77	1	as	as	SCONJ
fbem-30743	77	2	shown	show	VERB
fbem-30743	77	3	in	in	ADP
fbem-30743	77	4	table	table	NOUN
fbem-30743	77	5	4	4	NUM
fbem-30743	77	6	,	,	PUNCT
fbem-30743	77	7	before	before	ADP
fbem-30743	77	8	ltcm	ltcm	NOUN
fbem-30743	77	9	's	's	PART
fbem-30743	77	10	bankruptcy	bankruptcy	NOUN
fbem-30743	77	11	in	in	ADP
fbem-30743	77	12	1998	1998	NUM
fbem-30743	77	13	,	,	PUNCT
fbem-30743	77	14	its	its	PRON
fbem-30743	77	15	risk	risk	NOUN
fbem-30743	77	16	model	model	NOUN
fbem-30743	77	17	outperformed	outperform	VERB
fbem-30743	77	18	in	in	ADP
fbem-30743	77	19	a	a	DET
fbem-30743	77	20	normal	normal	ADJ
fbem-30743	77	21	market	market	NOUN
fbem-30743	77	22	environment	environment	NOUN
fbem-30743	77	23	with	with	ADP
fbem-30743	77	24	a	a	DET
fbem-30743	77	25	high	high	ADJ
fbem-30743	77	26	sharpe	sharpe	NOUN
fbem-30743	77	27	ratio	ratio	NOUN
fbem-30743	77	28	of	of	ADP
fbem-30743	77	29	4.35	4.35	NUM
fbem-30743	77	30	.	.	PUNCT
fbem-30743	78	1	however	however	ADV
fbem-30743	78	2	,	,	PUNCT
fbem-30743	78	3	in	in	ADP
fbem-30743	78	4	the	the	DET
fbem-30743	78	5	face	face	NOUN
fbem-30743	78	6	of	of	ADP
fbem-30743	78	7	black	black	ADJ
fbem-30743	78	8	swan	swan	NOUN
fbem-30743	78	9	events	event	NOUN
fbem-30743	78	10	such	such	ADJ
fbem-30743	78	11	as	as	ADP
fbem-30743	78	12	the	the	DET
fbem-30743	78	13	russian	russian	ADJ
fbem-30743	78	14	debt	debt	NOUN
fbem-30743	78	15	crisis	crisis	NOUN
fbem-30743	78	16	,	,	PUNCT
fbem-30743	78	17	the	the	DET
fbem-30743	78	18	model	model	NOUN
fbem-30743	78	19	,	,	PUNCT
fbem-30743	78	20	which	which	PRON
fbem-30743	78	21	relied	rely	VERB
fbem-30743	78	22	excessively	excessively	ADV
fbem-30743	78	23	on	on	ADP
fbem-30743	78	24	historical	historical	ADJ
fbem-30743	78	25	data	datum	NOUN
fbem-30743	78	26	,	,	PUNCT
fbem-30743	78	27	failed	fail	VERB
fbem-30743	78	28	completely	completely	ADV
fbem-30743	78	29	and	and	CCONJ
fbem-30743	78	30	lost	lose	VERB
fbem-30743	78	31	about	about	ADP
fbem-30743	78	32	us$4	us$4	PROPN
fbem-30743	78	33	billion	billion	NUM
fbem-30743	78	34	in	in	ADP
fbem-30743	78	35	two	two	NUM
fbem-30743	78	36	months	month	NOUN
fbem-30743	79	1	[	[	X
fbem-30743	79	2	12	12	NUM
fbem-30743	79	3	]	]	PUNCT
fbem-30743	79	4	.	.	PUNCT
fbem-30743	80	1	data	datum	NOUN
fbem-30743	80	2	analysis	analysis	NOUN
fbem-30743	80	3	showed	show	VERB
fbem-30743	80	4	that	that	SCONJ
fbem-30743	80	5	its	its	PRON
fbem-30743	80	6	var	var	NOUN
fbem-30743	80	7	model	model	NOUN
fbem-30743	80	8	covered	cover	VERB
fbem-30743	80	9	only	only	ADV
fbem-30743	80	10	95	95	NUM
fbem-30743	80	11	%	%	NOUN
fbem-30743	80	12	of	of	ADP
fbem-30743	80	13	market	market	NOUN
fbem-30743	80	14	scenarios	scenario	NOUN
fbem-30743	80	15	,	,	PUNCT
fbem-30743	80	16	underestimated	underestimate	VERB
fbem-30743	80	17	tail	tail	NOUN
fbem-30743	80	18	risks	risk	NOUN
fbem-30743	80	19	in	in	ADP
fbem-30743	80	20	the	the	DET
fbem-30743	80	21	most	most	ADV
fbem-30743	80	22	extreme	extreme	ADJ
fbem-30743	80	23	5	5	NUM
fbem-30743	80	24	%	%	NOUN
fbem-30743	80	25	,	,	PUNCT
fbem-30743	80	26	and	and	CCONJ
fbem-30743	80	27	had	have	VERB
fbem-30743	80	28	a	a	DET
fbem-30743	80	29	leverage	leverage	NOUN
fbem-30743	80	30	ratio	ratio	NOUN
fbem-30743	80	31	of	of	ADP
fbem-30743	80	32	a	a	DET
fbem-30743	80	33	staggering	staggering	ADJ
fbem-30743	80	34	25:1.2021	25:1.2021	NUM
fbem-30743	80	35	in	in	ADP
fbem-30743	80	36	the	the	DET
fbem-30743	80	37	case	case	NOUN
fbem-30743	80	38	of	of	ADP
fbem-30743	80	39	robinhood	robinhood	PROPN
fbem-30743	80	40	,	,	PUNCT
fbem-30743	80	41	the	the	DET
fbem-30743	80	42	failure	failure	NOUN
fbem-30743	80	43	of	of	ADP
fbem-30743	80	44	legacy	legacy	NOUN
fbem-30743	80	45	risk	risk	NOUN
fbem-30743	80	46	control	control	NOUN
fbem-30743	80	47	systems	system	NOUN
fbem-30743	80	48	to	to	PART
fbem-30743	80	49	anticipate	anticipate	VERB
fbem-30743	80	50	a	a	DET
fbem-30743	80	51	wave	wave	NOUN
fbem-30743	80	52	of	of	ADP
fbem-30743	80	53	social	social	ADJ
fbem-30743	80	54	media	medium	NOUN
fbem-30743	80	55	-	-	PUNCT
fbem-30743	80	56	driven	drive	VERB
fbem-30743	80	57	retail	retail	ADJ
fbem-30743	80	58	trading	trading	NOUN
fbem-30743	80	59	led	lead	VERB
fbem-30743	80	60	to	to	ADP
fbem-30743	80	61	a	a	DET
fbem-30743	80	62	27	27	NUM
fbem-30743	80	63	-	-	ADJ
fbem-30743	80	64	fold	fold	ADJ
fbem-30743	80	65	spike	spike	NOUN
fbem-30743	80	66	in	in	ADP
fbem-30743	80	67	liquidation	liquidation	NOUN
fbem-30743	80	68	margin	margin	NOUN
fbem-30743	80	69	requirements	requirement	NOUN
fbem-30743	80	70	,	,	PUNCT
fbem-30743	80	71	forcing	force	VERB
fbem-30743	80	72	the	the	DET
fbem-30743	80	73	suspension	suspension	NOUN
fbem-30743	80	74	of	of	ADP
fbem-30743	80	75	popular	popular	ADJ
fbem-30743	80	76	gamestop	gamestop	NOUN
fbem-30743	80	77	and	and	CCONJ
fbem-30743	80	78	other	other	ADJ
fbem-30743	80	79	stock	stock	NOUN
fbem-30743	80	80	trading	trading	NOUN
fbem-30743	80	81	,	,	PUNCT
fbem-30743	80	82	the	the	DET
fbem-30743	80	83	platform	platform	NOUN
fbem-30743	80	84	's	's	PART
fbem-30743	80	85	reputation	reputation	NOUN
fbem-30743	80	86	and	and	CCONJ
fbem-30743	80	87	user	user	NOUN
fbem-30743	80	88	trust	trust	NOUN
fbem-30743	80	89	suffered	suffer	VERB
fbem-30743	80	90	heavily	heavily	ADV
fbem-30743	80	91	,	,	PUNCT
fbem-30743	80	92	and	and	CCONJ
fbem-30743	80	93	the	the	DET
fbem-30743	80	94	number	number	NOUN
fbem-30743	80	95	of	of	ADP
fbem-30743	80	96	active	active	ADJ
fbem-30743	80	97	users	user	NOUN
fbem-30743	80	98	fell	fall	VERB
fbem-30743	80	99	by	by	ADP
fbem-30743	80	100	42.3	42.3	NUM
fbem-30743	80	101	per	per	NOUN
fbem-30743	80	102	cent	cent	NOUN
fbem-30743	80	103	after	after	ADP
fbem-30743	80	104	the	the	DET
fbem-30743	80	105	incident	incident	NOUN
fbem-30743	80	106	.	.	PUNCT
fbem-30743	81	1	table	table	NOUN
fbem-30743	81	2	4	4	NUM
fbem-30743	81	3	.	.	PUNCT
fbem-30743	81	4	comparison	comparison	NOUN
fbem-30743	81	5	of	of	ADP
fbem-30743	81	6	ltcm	ltcm	NOUN
fbem-30743	81	7	and	and	CCONJ
fbem-30743	81	8	modern	modern	ADJ
fbem-30743	81	9	risk	risk	NOUN
fbem-30743	81	10	control	control	NOUN
fbem-30743	81	11	systems	system	NOUN
fbem-30743	81	12	risk	risk	NOUN
fbem-30743	81	13	dimension	dimension	NOUN
fbem-30743	81	14	ltcm	ltcm	NOUN
fbem-30743	81	15	model	model	NOUN
fbem-30743	81	16	modern	modern	ADJ
fbem-30743	81	17	intelligent	intelligent	ADJ
fbem-30743	81	18	risk	risk	NOUN
fbem-30743	81	19	control	control	NOUN
fbem-30743	81	20	improvement	improvement	NOUN
fbem-30743	81	21	measures	measure	NOUN
fbem-30743	81	22	tail	tail	NOUN
fbem-30743	81	23	risk	risk	NOUN
fbem-30743	81	24	coverage	coverage	NOUN
fbem-30743	81	25	95	95	NUM
fbem-30743	81	26	%	%	NOUN
fbem-30743	81	27	99.90	99.90	NUM
fbem-30743	81	28	%	%	NOUN
fbem-30743	81	29	extreme	extreme	ADJ
fbem-30743	81	30	scenario	scenario	PROPN
fbem-30743	81	31	simulation	simulation	NOUN
fbem-30743	81	32	leverage	leverage	NOUN
fbem-30743	81	33	control	control	NOUN
fbem-30743	81	34	25:01:00	25:01:00	NUM
fbem-30743	81	35	5:01	5:01	NUM
fbem-30743	81	36	dynamic	dynamic	ADJ
fbem-30743	81	37	adjustment	adjustment	NOUN
fbem-30743	81	38	mechanism	mechanism	NOUN
fbem-30743	81	39	liquidity	liquidity	NOUN
fbem-30743	81	40	monitoring	monitor	VERB
fbem-30743	81	41	monthly	monthly	ADJ
fbem-30743	81	42	real	real	ADJ
fbem-30743	81	43	-	-	PUNCT
fbem-30743	81	44	time	time	NOUN
fbem-30743	81	45	high	high	ADJ
fbem-30743	81	46	-	-	PUNCT
fbem-30743	81	47	frequency	frequency	NOUN
fbem-30743	81	48	data	datum	NOUN
fbem-30743	81	49	analysis	analysis	NOUN
fbem-30743	81	50	correlation	correlation	NOUN
fbem-30743	81	51	risk	risk	NOUN
fbem-30743	81	52	not	not	PART
fbem-30743	81	53	covered	cover	VERB
fbem-30743	81	54	comprehensive	comprehensive	ADJ
fbem-30743	81	55	monitoring	monitoring	NOUN
fbem-30743	81	56	network	network	NOUN
fbem-30743	81	57	model	model	NOUN
fbem-30743	81	58	sentiment	sentiment	NOUN
fbem-30743	81	59	factor	factor	NOUN
fbem-30743	81	60	ignored	ignore	VERB
fbem-30743	81	61	real	real	ADJ
fbem-30743	81	62	-	-	PUNCT
fbem-30743	81	63	time	time	NOUN
fbem-30743	81	64	tracking	track	VERB
fbem-30743	81	65	nlp	nlp	ADJ
fbem-30743	81	66	analysis	analysis	NOUN
fbem-30743	81	67	6	6	NUM
fbem-30743	81	68	.	.	PUNCT
fbem-30743	82	1	future	future	ADJ
fbem-30743	82	2	trends	trend	NOUN
fbem-30743	82	3	and	and	CCONJ
fbem-30743	82	4	research	research	NOUN
fbem-30743	82	5	directions	direction	NOUN
fbem-30743	82	6	6.1	6.1	NUM
fbem-30743	82	7	.	.	PUNCT
fbem-30743	83	1	causal	causal	ADJ
fbem-30743	83	2	reasoning	reasoning	NOUN
fbem-30743	83	3	and	and	CCONJ
fbem-30743	83	4	risk	risk	NOUN
fbem-30743	83	5	attribution	attribution	NOUN
fbem-30743	83	6	financial	financial	ADJ
fbem-30743	83	7	risk	risk	NOUN
fbem-30743	83	8	management	management	NOUN
fbem-30743	83	9	is	be	AUX
fbem-30743	83	10	shifting	shift	VERB
fbem-30743	83	11	from	from	ADP
fbem-30743	83	12	traditional	traditional	ADJ
fbem-30743	83	13	correlation	correlation	NOUN
fbem-30743	83	14	analysis	analysis	NOUN
fbem-30743	83	15	to	to	ADP
fbem-30743	83	16	causal	causal	ADJ
fbem-30743	83	17	inference	inference	NOUN
fbem-30743	83	18	models	model	NOUN
fbem-30743	83	19	.	.	PUNCT
fbem-30743	84	1	empirical	empirical	ADJ
fbem-30743	84	2	studies	study	NOUN
fbem-30743	84	3	have	have	AUX
fbem-30743	84	4	shown	show	VERB
fbem-30743	84	5	that	that	SCONJ
fbem-30743	84	6	the	the	DET
fbem-30743	84	7	do	do	AUX
fbem-30743	84	8	-	-	PUNCT
fbem-30743	84	9	calculus	calculus	NOUN
fbem-30743	84	10	-	-	PUNCT
fbem-30743	84	11	based	base	VERB
fbem-30743	84	12	causal	causal	NOUN
fbem-30743	84	13	inference	inference	NOUN
fbem-30743	84	14	framework	framework	NOUN
fbem-30743	84	15	performs	perform	VERB
fbem-30743	84	16	well	well	ADV
fbem-30743	84	17	in	in	ADP
fbem-30743	84	18	identifying	identify	VERB
fbem-30743	84	19	systemic	systemic	ADJ
fbem-30743	84	20	risk	risk	NOUN
fbem-30743	84	21	transmission	transmission	NOUN
fbem-30743	84	22	paths	path	NOUN
fbem-30743	84	23	,	,	PUNCT
fbem-30743	84	24	with	with	ADP
fbem-30743	84	25	an	an	DET
fbem-30743	84	26	improved	improved	ADJ
fbem-30743	84	27	accuracy	accuracy	NOUN
fbem-30743	84	28	rate	rate	NOUN
fbem-30743	84	29	of	of	ADP
fbem-30743	84	30	87.3	87.3	NUM
fbem-30743	84	31	%	%	NOUN
fbem-30743	84	32	.	.	PUNCT
fbem-30743	85	1	a	a	DET
fbem-30743	85	2	large	large	ADJ
fbem-30743	85	3	hedge	hedge	NOUN
fbem-30743	85	4	fund	fund	NOUN
fbem-30743	85	5	used	use	VERB
fbem-30743	85	6	a	a	DET
fbem-30743	85	7	causal	causal	ADJ
fbem-30743	85	8	discovery	discovery	NOUN
fbem-30743	85	9	algorithm	algorithm	NOUN
fbem-30743	85	10	to	to	PART
fbem-30743	85	11	analyse	analyse	VERB
fbem-30743	85	12	financial	financial	ADJ
fbem-30743	85	13	crisis	crisis	NOUN
fbem-30743	85	14	cases	case	NOUN
fbem-30743	85	15	between	between	ADP
fbem-30743	85	16	2008	2008	NUM
fbem-30743	85	17	and	and	CCONJ
fbem-30743	85	18	2023	2023	NUM
fbem-30743	85	19	,	,	PUNCT
fbem-30743	85	20	and	and	CCONJ
fbem-30743	85	21	successfully	successfully	ADV
fbem-30743	85	22	constructed	construct	VERB
fbem-30743	85	23	a	a	DET
fbem-30743	85	24	causal	causal	ADJ
fbem-30743	85	25	graph	graph	NOUN
fbem-30743	85	26	containing	contain	VERB
fbem-30743	85	27	248	248	NUM
fbem-30743	85	28	risk	risk	NOUN
fbem-30743	85	29	nodes	node	NOUN
fbem-30743	85	30	,	,	PUNCT
fbem-30743	85	31	identifying	identify	VERB
fbem-30743	85	32	14	14	NUM
fbem-30743	85	33	key	key	ADJ
fbem-30743	85	34	risk	risk	NOUN
fbem-30743	85	35	triggers	trigger	NOUN
fbem-30743	86	1	[	[	X
fbem-30743	86	2	13	13	NUM
fbem-30743	86	3	]	]	PUNCT
fbem-30743	86	4	.	.	PUNCT
fbem-30743	87	1	this	this	DET
fbem-30743	87	2	methodology	methodology	NOUN
fbem-30743	87	3	discovered	discover	VERB
fbem-30743	87	4	the	the	DET
fbem-30743	87	5	risk	risk	NOUN
fbem-30743	87	6	transmission	transmission	NOUN
fbem-30743	87	7	chain	chain	NOUN
fbem-30743	87	8	21	21	NUM
fbem-30743	87	9	days	day	NOUN
fbem-30743	87	10	ahead	ahead	ADV
fbem-30743	87	11	of	of	ADP
fbem-30743	87	12	time	time	NOUN
fbem-30743	87	13	in	in	ADP
fbem-30743	87	14	the	the	DET
fbem-30743	87	15	early	early	ADJ
fbem-30743	87	16	warning	warning	NOUN
fbem-30743	87	17	of	of	ADP
fbem-30743	87	18	a	a	DET
fbem-30743	87	19	real	real	ADJ
fbem-30743	87	20	estate	estate	NOUN
fbem-30743	87	21	debt	debt	NOUN
fbem-30743	87	22	crisis	crisis	NOUN
fbem-30743	87	23	in	in	ADP
fbem-30743	87	24	2023	2023	NUM
fbem-30743	87	25	,	,	PUNCT
fbem-30743	87	26	helping	help	VERB
fbem-30743	87	27	the	the	DET
fbem-30743	87	28	institution	institution	NOUN
fbem-30743	87	29	to	to	PART
fbem-30743	87	30	avoid	avoid	VERB
fbem-30743	87	31	about	about	ADV
fbem-30743	87	32	83	83	NUM
fbem-30743	87	33	%	%	NOUN
fbem-30743	87	34	of	of	ADP
fbem-30743	87	35	potential	potential	ADJ
fbem-30743	87	36	losses	loss	NOUN
fbem-30743	87	37	.	.	PUNCT
fbem-30743	88	1	the	the	DET
fbem-30743	88	2	data	datum	NOUN
fbem-30743	88	3	showed	show	VERB
fbem-30743	88	4	that	that	SCONJ
fbem-30743	88	5	the	the	DET
fbem-30743	88	6	causal	causal	ADJ
fbem-30743	88	7	model	model	NOUN
fbem-30743	88	8	improved	improve	VERB
fbem-30743	88	9	risk	risk	NOUN
fbem-30743	88	10	attribution	attribution	NOUN
fbem-30743	88	11	accuracy	accuracy	NOUN
fbem-30743	88	12	by	by	ADP
fbem-30743	88	13	31.5	31.5	NUM
fbem-30743	88	14	%	%	NOUN
fbem-30743	88	15	compared	compare	VERB
fbem-30743	88	16	to	to	ADP
fbem-30743	88	17	traditional	traditional	ADJ
fbem-30743	88	18	correlation	correlation	NOUN
fbem-30743	88	19	analysis	analysis	NOUN
fbem-30743	88	20	.	.	PUNCT
fbem-30743	89	1	6.2	6.2	NUM
fbem-30743	89	2	.	.	PUNCT
fbem-30743	89	3	multimodal	multimodal	ADJ
fbem-30743	89	4	large	large	ADJ
fbem-30743	89	5	model	model	NOUN
fbem-30743	89	6	application	application	NOUN
fbem-30743	89	7	multimodal	multimodal	NOUN
fbem-30743	89	8	grand	grand	ADJ
fbem-30743	89	9	models	model	NOUN
fbem-30743	89	10	have	have	AUX
fbem-30743	89	11	demonstrated	demonstrate	VERB
fbem-30743	89	12	breakthroughs	breakthrough	NOUN
fbem-30743	89	13	in	in	ADP
fbem-30743	89	14	risk	risk	NOUN
fbem-30743	89	15	signal	signal	NOUN
fbem-30743	89	16	interpretation	interpretation	NOUN
fbem-30743	89	17	.	.	PUNCT
fbem-30743	90	1	the	the	DET
fbem-30743	90	2	risk	risk	NOUN
fbem-30743	90	3	identification	identification	NOUN
fbem-30743	90	4	system	system	NOUN
fbem-30743	90	5	developed	develop	VERB
fbem-30743	90	6	based	base	VERB
fbem-30743	90	7	on	on	ADP
fbem-30743	90	8	the	the	DET
fbem-30743	90	9	gpt-4	gpt-4	NUM
fbem-30743	90	10	architecture	architecture	NOUN
fbem-30743	90	11	is	be	AUX
fbem-30743	90	12	capable	capable	ADJ
fbem-30743	90	13	of	of	ADP
fbem-30743	90	14	simultaneously	simultaneously	ADV
fbem-30743	90	15	processing	process	VERB
fbem-30743	90	16	multidimensional	multidimensional	ADJ
fbem-30743	90	17	data	datum	NOUN
fbem-30743	90	18	such	such	ADJ
fbem-30743	90	19	as	as	ADP
fbem-30743	90	20	earnings	earning	NOUN
fbem-30743	90	21	report	report	NOUN
fbem-30743	90	22	text	text	NOUN
fbem-30743	90	23	,	,	PUNCT
fbem-30743	90	24	management	management	NOUN
fbem-30743	90	25	voice	voice	NOUN
fbem-30743	90	26	,	,	PUNCT
fbem-30743	90	27	investor	investor	NOUN
fbem-30743	90	28	sentiment	sentiment	NOUN
fbem-30743	90	29	,	,	PUNCT
fbem-30743	90	30	etc	etc	X
fbem-30743	90	31	.	.	X
fbem-30743	90	32	test	test	NOUN
fbem-30743	90	33	results	result	NOUN
fbem-30743	90	34	show	show	VERB
fbem-30743	90	35	that	that	SCONJ
fbem-30743	90	36	when	when	SCONJ
fbem-30743	90	37	processing	process	VERB
fbem-30743	90	38	quarterly	quarterly	ADJ
fbem-30743	90	39	financial	financial	ADJ
fbem-30743	90	40	reports	report	NOUN
fbem-30743	90	41	of	of	ADP
fbem-30743	90	42	3,000	3,000	NUM
fbem-30743	90	43	listed	list	VERB
fbem-30743	90	44	companies	company	NOUN
fbem-30743	90	45	,	,	PUNCT
fbem-30743	90	46	the	the	DET
fbem-30743	90	47	model	model	NOUN
fbem-30743	90	48	's	's	PART
fbem-30743	90	49	identification	identification	NOUN
fbem-30743	90	50	accuracy	accuracy	NOUN
fbem-30743	90	51	of	of	ADP
fbem-30743	90	52	potential	potential	ADJ
fbem-30743	90	53	risks	risk	NOUN
fbem-30743	90	54	reaches	reach	VERB
fbem-30743	90	55	92.1	92.1	NUM
fbem-30743	90	56	%	%	NOUN
fbem-30743	90	57	,	,	PUNCT
fbem-30743	90	58	an	an	DET
fbem-30743	90	59	improvement	improvement	NOUN
fbem-30743	90	60	of	of	ADP
fbem-30743	90	61	18.6	18.6	NUM
fbem-30743	90	62	percentage	percentage	NOUN
fbem-30743	90	63	points	point	NOUN
fbem-30743	90	64	over	over	ADP
fbem-30743	90	65	the	the	DET
fbem-30743	90	66	single	single	ADJ
fbem-30743	90	67	-	-	PUNCT
fbem-30743	90	68	modal	modal	NOUN
fbem-30743	90	69	model	model	NOUN
fbem-30743	90	70	[	[	X
fbem-30743	90	71	14	14	NUM
fbem-30743	90	72	]	]	PUNCT
fbem-30743	90	73	.	.	PUNCT
fbem-30743	91	1	especially	especially	ADV
fbem-30743	91	2	in	in	ADP
fbem-30743	91	3	management	management	NOUN
fbem-30743	91	4	voice	voice	NOUN
fbem-30743	91	5	analysis	analysis	NOUN
fbem-30743	91	6	,	,	PUNCT
fbem-30743	91	7	the	the	DET
fbem-30743	91	8	correlation	correlation	NOUN
fbem-30743	91	9	between	between	ADP
fbem-30743	91	10	abnormal	abnormal	ADJ
fbem-30743	91	11	signals	signal	NOUN
fbem-30743	91	12	captured	capture	VERB
fbem-30743	91	13	by	by	ADP
fbem-30743	91	14	the	the	DET
fbem-30743	91	15	sentiment	sentiment	NOUN
fbem-30743	91	16	recognition	recognition	NOUN
fbem-30743	91	17	algorithm	algorithm	NOUN
fbem-30743	91	18	and	and	CCONJ
fbem-30743	91	19	subsequent	subsequent	ADJ
fbem-30743	91	20	company	company	NOUN
fbem-30743	91	21	risk	risk	NOUN
fbem-30743	91	22	events	event	NOUN
fbem-30743	91	23	is	be	AUX
fbem-30743	91	24	as	as	ADV
fbem-30743	91	25	high	high	ADJ
fbem-30743	91	26	as	as	ADP
fbem-30743	91	27	0.76	0.76	NUM
fbem-30743	91	28	,	,	PUNCT
fbem-30743	91	29	providing	provide	VERB
fbem-30743	91	30	an	an	DET
fbem-30743	91	31	important	important	ADJ
fbem-30743	91	32	reference	reference	NOUN
fbem-30743	91	33	for	for	ADP
fbem-30743	91	34	investment	investment	NOUN
fbem-30743	91	35	decisions	decision	NOUN
fbem-30743	91	36	.	.	PUNCT
fbem-30743	92	1	6.3	6.3	NUM
fbem-30743	92	2	.	.	PUNCT
fbem-30743	92	3	quantum	quantum	PROPN
fbem-30743	92	4	computing	compute	VERB
fbem-30743	92	5	enablement	enablement	NOUN
fbem-30743	92	6	quantum	quantum	NOUN
fbem-30743	92	7	computing	computing	NOUN
fbem-30743	92	8	technology	technology	NOUN
fbem-30743	92	9	provides	provide	VERB
fbem-30743	92	10	new	new	ADJ
fbem-30743	92	11	ideas	idea	NOUN
fbem-30743	92	12	for	for	ADP
fbem-30743	92	13	solving	solve	VERB
fbem-30743	92	14	complex	complex	ADJ
fbem-30743	92	15	financial	financial	ADJ
fbem-30743	92	16	optimisation	optimisation	NOUN
fbem-30743	92	17	problems	problem	NOUN
fbem-30743	92	18	.	.	PUNCT
fbem-30743	93	1	experimental	experimental	ADJ
fbem-30743	93	2	data	datum	NOUN
fbem-30743	93	3	shows	show	VERB
fbem-30743	93	4	that	that	SCONJ
fbem-30743	93	5	when	when	SCONJ
fbem-30743	93	6	dealing	deal	VERB
fbem-30743	93	7	with	with	ADP
fbem-30743	93	8	a	a	DET
fbem-30743	93	9	portfolio	portfolio	NOUN
fbem-30743	93	10	cvar	cvar	NOUN
fbem-30743	93	11	optimisation	optimisation	NOUN
fbem-30743	93	12	problem	problem	NOUN
fbem-30743	93	13	with	with	ADP
fbem-30743	93	14	1,000	1,000	NUM
fbem-30743	93	15	assets	asset	NOUN
fbem-30743	93	16	,	,	PUNCT
fbem-30743	93	17	the	the	DET
fbem-30743	93	18	quantum	quantum	NOUN
fbem-30743	93	19	annealing	annealing	NOUN
fbem-30743	93	20	algorithm	algorithm	NOUN
fbem-30743	93	21	requires	require	VERB
fbem-30743	93	22	only	only	ADV
fbem-30743	93	23	1/50th	1/50th	NUM
fbem-30743	93	24	of	of	ADP
fbem-30743	93	25	the	the	DET
fbem-30743	93	26	computation	computation	NOUN
fbem-30743	93	27	time	time	NOUN
fbem-30743	93	28	of	of	ADP
fbem-30743	93	29	the	the	DET
fbem-30743	93	30	traditional	traditional	ADJ
fbem-30743	93	31	method	method	NOUN
fbem-30743	93	32	,	,	PUNCT
fbem-30743	93	33	while	while	SCONJ
fbem-30743	93	34	improving	improve	VERB
fbem-30743	93	35	the	the	DET
fbem-30743	93	36	optimisation	optimisation	NOUN
fbem-30743	93	37	result	result	NOUN
fbem-30743	93	38	by	by	ADP
fbem-30743	93	39	12.3	12.3	NUM
fbem-30743	93	40	%	%	NOUN
fbem-30743	93	41	.	.	PUNCT
fbem-30743	94	1	stress	stress	NOUN
fbem-30743	94	2	tests	test	NOUN
fbem-30743	94	3	conducted	conduct	VERB
fbem-30743	94	4	by	by	ADP
fbem-30743	94	5	an	an	DET
fbem-30743	94	6	international	international	ADJ
fbem-30743	94	7	investment	investment	NOUN
fbem-30743	94	8	bank	bank	NOUN
fbem-30743	94	9	using	use	VERB
fbem-30743	94	10	the	the	DET
fbem-30743	94	11	d	d	ADJ
fbem-30743	94	12	-	-	PUNCT
fbem-30743	94	13	wave	wave	NOUN
fbem-30743	94	14	quantum	quantum	NOUN
fbem-30743	94	15	computer	computer	NOUN
fbem-30743	94	16	showed	show	VERB
fbem-30743	94	17	an	an	DET
fbem-30743	94	18	approximate	approximate	ADJ
fbem-30743	94	19	200	200	NUM
fbem-30743	94	20	-	-	ADJ
fbem-30743	94	21	fold	fold	ADJ
fbem-30743	94	22	improvement	improvement	NOUN
fbem-30743	94	23	in	in	ADP
fbem-30743	94	24	computational	computational	ADJ
fbem-30743	94	25	efficiency	efficiency	NOUN
fbem-30743	94	26	when	when	SCONJ
fbem-30743	94	27	simulating	simulate	VERB
fbem-30743	94	28	a	a	DET
fbem-30743	94	29	million	million	NUM
fbem-30743	94	30	-	-	PUNCT
fbem-30743	94	31	scale	scale	NOUN
fbem-30743	94	32	market	market	NOUN
fbem-30743	94	33	scenario	scenario	NOUN
fbem-30743	94	34	,	,	PUNCT
fbem-30743	94	35	making	make	VERB
fbem-30743	94	36	real	real	ADJ
fbem-30743	94	37	-	-	PUNCT
fbem-30743	94	38	time	time	NOUN
fbem-30743	94	39	risk	risk	NOUN
fbem-30743	94	40	reassessment	reassessment	NOUN
fbem-30743	94	41	possible	possible	ADJ
fbem-30743	94	42	[	[	X
fbem-30743	94	43	15	15	NUM
fbem-30743	94	44	]	]	X
fbem-30743	94	45	.	.	PUNCT
fbem-30743	95	1	quantum	quantum	ADJ
fbem-30743	95	2	optimisation	optimisation	NOUN
fbem-30743	95	3	has	have	AUX
fbem-30743	95	4	also	also	ADV
fbem-30743	95	5	made	make	VERB
fbem-30743	95	6	significant	significant	ADJ
fbem-30743	95	7	progress	progress	NOUN
fbem-30743	95	8	in	in	ADP
fbem-30743	95	9	derivatives	derivative	NOUN
fbem-30743	95	10	pricing	pricing	NOUN
fbem-30743	95	11	,	,	PUNCT
fbem-30743	95	12	with	with	ADP
fbem-30743	95	13	monte	monte	PROPN
fbem-30743	95	14	carlo	carlo	PROPN
fbem-30743	95	15	simulations	simulation	NOUN
fbem-30743	95	16	increasing	increase	VERB
fbem-30743	95	17	in	in	ADP
fbem-30743	95	18	speed	speed	NOUN
fbem-30743	95	19	to	to	ADP
fbem-30743	95	20	15	15	NUM
fbem-30743	95	21	times	time	NOUN
fbem-30743	95	22	that	that	PRON
fbem-30743	95	23	of	of	ADP
fbem-30743	95	24	classical	classical	ADJ
fbem-30743	95	25	algorithms	algorithm	NOUN
fbem-30743	95	26	.	.	PUNCT
fbem-30743	96	1	6.4	6.4	NUM
fbem-30743	96	2	.	.	PUNCT
fbem-30743	96	3	ethics	ethic	NOUN
fbem-30743	96	4	and	and	CCONJ
fbem-30743	96	5	regtech	regtech	PROPN
fbem-30743	96	6	(	(	PUNCT
fbem-30743	96	7	regtech	regtech	PROPN
fbem-30743	96	8	)	)	PUNCT
fbem-30743	96	9	regtech	regtech	NOUN
fbem-30743	96	10	is	be	AUX
fbem-30743	96	11	moving	move	VERB
fbem-30743	96	12	towards	towards	ADP
fbem-30743	96	13	an	an	DET
fbem-30743	96	14	effective	effective	ADJ
fbem-30743	96	15	balance	balance	NOUN
fbem-30743	96	16	between	between	ADP
fbem-30743	96	17	ai	ai	PRON
fbem-30743	96	18	decision	decision	NOUN
fbem-30743	96	19	-	-	PUNCT
fbem-30743	96	20	making	making	NOUN
fbem-30743	96	21	and	and	CCONJ
fbem-30743	96	22	human	human	ADJ
fbem-30743	96	23	oversight	oversight	NOUN
fbem-30743	96	24	.	.	PUNCT
fbem-30743	97	1	data	datum	NOUN
fbem-30743	97	2	shows	show	VERB
fbem-30743	97	3	that	that	SCONJ
fbem-30743	97	4	financial	financial	ADJ
fbem-30743	97	5	institutions	institution	NOUN
fbem-30743	97	6	adopting	adopt	VERB
fbem-30743	97	7	regtech	regtech	NOUN
fbem-30743	97	8	solutions	solution	NOUN
fbem-30743	97	9	have	have	VERB
fbem-30743	97	10	on	on	ADP
fbem-30743	97	11	average	average	ADJ
fbem-30743	97	12	42	42	NUM
fbem-30743	97	13	%	%	NOUN
fbem-30743	97	14	lower	low	ADJ
fbem-30743	97	15	compliance	compliance	NOUN
fbem-30743	97	16	costs	cost	NOUN
fbem-30743	97	17	and	and	CCONJ
fbem-30743	97	18	65	65	NUM
fbem-30743	97	19	%	%	NOUN
fbem-30743	97	20	higher	high	ADJ
fbem-30743	97	21	detection	detection	NOUN
fbem-30743	97	22	rates	rate	NOUN
fbem-30743	97	23	of	of	ADP
fbem-30743	97	24	non	non	ADJ
fbem-30743	97	25	-	-	ADJ
fbem-30743	97	26	compliance	compliance	ADJ
fbem-30743	97	27	events	event	NOUN
fbem-30743	97	28	.	.	PUNCT
fbem-30743	98	1	under	under	ADP
fbem-30743	98	2	mifid	mifid	ADJ
fbem-30743	98	3	ii	ii	NOUN
fbem-30743	98	4	compliance	compliance	NOUN
fbem-30743	98	5	requirements	requirement	NOUN
fbem-30743	98	6	,	,	PUNCT
fbem-30743	98	7	the	the	DET
fbem-30743	98	8	ai	ai	NOUN
fbem-30743	98	9	monitoring	monitoring	NOUN
fbem-30743	98	10	system	system	NOUN
fbem-30743	98	11	developed	develop	VERB
fbem-30743	98	12	by	by	ADP
fbem-30743	98	13	an	an	DET
fbem-30743	98	14	asset	asset	NOUN
fbem-30743	98	15	management	management	NOUN
fbem-30743	98	16	company	company	NOUN
fbem-30743	98	17	achieved	achieve	VERB
fbem-30743	98	18	an	an	DET
fbem-30743	98	19	automatic	automatic	ADJ
fbem-30743	98	20	review	review	NOUN
fbem-30743	98	21	of	of	ADP
fbem-30743	98	22	94	94	NUM
fbem-30743	98	23	%	%	NOUN
fbem-30743	98	24	of	of	ADP
fbem-30743	98	25	trading	trading	NOUN
fbem-30743	98	26	behaviour	behaviour	NOUN
fbem-30743	98	27	while	while	SCONJ
fbem-30743	98	28	maintaining	maintain	VERB
fbem-30743	98	29	a	a	DET
fbem-30743	98	30	manual	manual	ADJ
fbem-30743	98	31	review	review	NOUN
fbem-30743	98	32	mechanism	mechanism	NOUN
fbem-30743	98	33	,	,	PUNCT
fbem-30743	98	34	shortening	shorten	VERB
fbem-30743	98	35	the	the	DET
fbem-30743	98	36	detection	detection	NOUN
fbem-30743	98	37	time	time	NOUN
fbem-30743	98	38	of	of	ADP
fbem-30743	98	39	compliance	compliance	NOUN
fbem-30743	98	40	risk	risk	NOUN
fbem-30743	98	41	events	event	NOUN
fbem-30743	98	42	from	from	ADP
fbem-30743	98	43	an	an	DET
fbem-30743	98	44	average	average	NOUN
fbem-30743	98	45	of	of	ADP
fbem-30743	98	46	4.5	4.5	NUM
fbem-30743	98	47	days	day	NOUN
fbem-30743	98	48	to	to	ADP
fbem-30743	98	49	2.1	2.1	NUM
fbem-30743	98	50	hours	hour	NOUN
fbem-30743	98	51	.	.	PUNCT
fbem-30743	99	1	after	after	ADP
fbem-30743	99	2	the	the	DET
fbem-30743	99	3	implementation	implementation	NOUN
fbem-30743	99	4	of	of	ADP
fbem-30743	99	5	basel	basel	PROPN
fbem-30743	99	6	iii	iii	PROPN
fbem-30743	99	7	,	,	PUNCT
fbem-30743	99	8	the	the	DET
fbem-30743	99	9	intelligent	intelligent	ADJ
fbem-30743	99	10	risk	risk	NOUN
fbem-30743	99	11	control	control	NOUN
fbem-30743	99	12	system	system	NOUN
fbem-30743	99	13	helped	help	VERB
fbem-30743	99	14	the	the	DET
fbem-30743	99	15	bank	bank	NOUN
fbem-30743	99	16	reduce	reduce	VERB
fbem-30743	99	17	the	the	DET
fbem-30743	99	18	cost	cost	NOUN
fbem-30743	99	19	of	of	ADP
fbem-30743	99	20	capital	capital	NOUN
fbem-30743	99	21	adequacy	adequacy	NOUN
fbem-30743	99	22	compliance	compliance	NOUN
fbem-30743	99	23	compliance	compliance	NOUN
fbem-30743	99	24	by	by	ADP
fbem-30743	99	25	28	28	NUM
fbem-30743	99	26	%	%	NOUN
fbem-30743	99	27	,	,	PUNCT
fbem-30743	99	28	achieving	achieve	VERB
fbem-30743	99	29	a	a	DET
fbem-30743	99	30	win	win	NOUN
fbem-30743	99	31	-	-	PUNCT
fbem-30743	99	32	win	win	NOUN
fbem-30743	99	33	situation	situation	NOUN
fbem-30743	99	34	between	between	ADP
fbem-30743	99	35	regulatory	regulatory	ADJ
fbem-30743	99	36	requirements	requirement	NOUN
fbem-30743	99	37	and	and	CCONJ
fbem-30743	99	38	operational	operational	ADJ
fbem-30743	99	39	efficiency	efficiency	NOUN
fbem-30743	99	40	.	.	PUNCT
fbem-30743	100	1	7	7	X
fbem-30743	100	2	.	.	X
fbem-30743	100	3	conclusion	conclusion	VERB
fbem-30743	100	4	intelligent	intelligent	ADJ
fbem-30743	100	5	risk	risk	NOUN
fbem-30743	100	6	assessment	assessment	NOUN
fbem-30743	100	7	has	have	AUX
fbem-30743	100	8	evolved	evolve	VERB
fbem-30743	100	9	from	from	ADP
fbem-30743	100	10	a	a	DET
fbem-30743	100	11	mere	mere	ADJ
fbem-30743	100	12	decision	decision	NOUN
fbem-30743	100	13	-	-	PUNCT
fbem-30743	100	14	aiding	aid	VERB
fbem-30743	100	15	tool	tool	NOUN
fbem-30743	100	16	to	to	ADP
fbem-30743	100	17	a	a	DET
fbem-30743	100	18	core	core	NOUN
fbem-30743	100	19	engine	engine	NOUN
fbem-30743	100	20	of	of	ADP
fbem-30743	100	21	investment	investment	NOUN
fbem-30743	100	22	management	management	NOUN
fbem-30743	100	23	.	.	PUNCT
fbem-30743	101	1	data	datum	NOUN
fbem-30743	101	2	shows	show	VERB
fbem-30743	101	3	that	that	SCONJ
fbem-30743	101	4	institutions	institution	NOUN
fbem-30743	101	5	adopting	adopt	VERB
fbem-30743	101	6	intelligent	intelligent	ADJ
fbem-30743	101	7	risk	risk	NOUN
fbem-30743	101	8	assessment	assessment	NOUN
fbem-30743	101	9	systems	system	NOUN
fbem-30743	101	10	will	will	AUX
fbem-30743	101	11	reduce	reduce	VERB
fbem-30743	101	12	risk	risk	NOUN
fbem-30743	101	13	losses	loss	NOUN
fbem-30743	101	14	by	by	ADP
fbem-30743	101	15	an	an	DET
fbem-30743	101	16	average	average	NOUN
fbem-30743	101	17	of	of	ADP
fbem-30743	101	18	26.5	26.5	NUM
fbem-30743	101	19	per	per	ADP
fbem-30743	101	20	cent	cent	NOUN
fbem-30743	101	21	and	and	CCONJ
fbem-30743	101	22	improve	improve	VERB
fbem-30743	101	23	investment	investment	NOUN
fbem-30743	101	24	returns	return	NOUN
fbem-30743	101	25	by	by	ADP
fbem-30743	101	26	18.3	18.3	NUM
fbem-30743	101	27	per	per	NOUN
fbem-30743	101	28	cent	cent	NOUN
fbem-30743	101	29	in	in	ADP
fbem-30743	101	30	2023	2023	NUM
fbem-30743	101	31	.	.	PUNCT
fbem-30743	102	1	financial	financial	ADJ
fbem-30743	102	2	institutions	institution	NOUN
fbem-30743	102	3	are	be	AUX
fbem-30743	102	4	driving	drive	VERB
fbem-30743	102	5	a	a	DET
fbem-30743	102	6	leap	leap	NOUN
fbem-30743	102	7	in	in	ADP
fbem-30743	102	8	risk	risk	NOUN
fbem-30743	102	9	control	control	NOUN
fbem-30743	102	10	capabilities	capability	NOUN
fbem-30743	102	11	by	by	ADP
fbem-30743	102	12	building	build	VERB
fbem-30743	102	13	a	a	DET
fbem-30743	102	14	complete	complete	ADJ
fbem-30743	102	15	ecosystem	ecosystem	NOUN
fbem-30743	102	16	of	of	ADP
fbem-30743	102	17	data	datum	NOUN
fbem-30743	102	18	,	,	PUNCT
fbem-30743	102	19	11	11	NUM
fbem-30743	102	20	algorithms	algorithm	NOUN
fbem-30743	102	21	and	and	CCONJ
fbem-30743	102	22	business	business	NOUN
fbem-30743	102	23	.	.	PUNCT
fbem-30743	103	1	by	by	ADP
fbem-30743	103	2	establishing	establish	VERB
fbem-30743	103	3	a	a	DET
fbem-30743	103	4	crossdepartmental	crossdepartmental	ADJ
fbem-30743	103	5	data	datum	NOUN
fbem-30743	103	6	sharing	sharing	NOUN
fbem-30743	103	7	mechanism	mechanism	NOUN
fbem-30743	103	8	,	,	PUNCT
fbem-30743	103	9	a	a	DET
fbem-30743	103	10	large	large	ADJ
fbem-30743	103	11	asset	asset	NOUN
fbem-30743	103	12	management	management	NOUN
fbem-30743	103	13	company	company	NOUN
fbem-30743	103	14	has	have	AUX
fbem-30743	103	15	increased	increase	VERB
fbem-30743	103	16	its	its	PRON
fbem-30743	103	17	risk	risk	NOUN
fbem-30743	103	18	warning	warning	NOUN
fbem-30743	103	19	accuracy	accuracy	NOUN
fbem-30743	103	20	rate	rate	NOUN
fbem-30743	103	21	to	to	ADP
fbem-30743	103	22	89.2	89.2	NUM
fbem-30743	103	23	per	per	ADP
fbem-30743	103	24	cent	cent	NOUN
fbem-30743	103	25	.	.	PUNCT
fbem-30743	104	1	at	at	ADP
fbem-30743	104	2	the	the	DET
fbem-30743	104	3	same	same	ADJ
fbem-30743	104	4	time	time	NOUN
fbem-30743	104	5	,	,	PUNCT
fbem-30743	104	6	the	the	DET
fbem-30743	104	7	interpretability	interpretability	NOUN
fbem-30743	104	8	and	and	CCONJ
fbem-30743	104	9	transparency	transparency	NOUN
fbem-30743	104	10	of	of	ADP
fbem-30743	104	11	models	model	NOUN
fbem-30743	104	12	are	be	AUX
fbem-30743	104	13	becoming	become	VERB
fbem-30743	104	14	increasingly	increasingly	ADV
fbem-30743	104	15	important	important	ADJ
fbem-30743	104	16	,	,	PUNCT
fbem-30743	104	17	and	and	CCONJ
fbem-30743	104	18	institutional	institutional	ADJ
fbem-30743	104	19	investors	investor	NOUN
fbem-30743	104	20	are	be	AUX
fbem-30743	104	21	strictly	strictly	ADV
fbem-30743	104	22	enforcing	enforce	VERB
fbem-30743	104	23	the	the	DET
fbem-30743	104	24	principle	principle	NOUN
fbem-30743	104	25	of	of	ADP
fbem-30743	104	26	‘	'	PUNCT
fbem-30743	104	27	human	human	ADJ
fbem-30743	104	28	-	-	PUNCT
fbem-30743	104	29	machine	machine	NOUN
fbem-30743	104	30	collaboration	collaboration	NOUN
fbem-30743	104	31	’	'	PUNCT
fbem-30743	104	32	when	when	SCONJ
fbem-30743	104	33	deploying	deploy	VERB
fbem-30743	104	34	intelligent	intelligent	ADJ
fbem-30743	104	35	systems	system	NOUN
fbem-30743	104	36	,	,	PUNCT
fbem-30743	104	37	ensuring	ensure	VERB
fbem-30743	104	38	that	that	SCONJ
fbem-30743	104	39	more	more	ADJ
fbem-30743	104	40	than	than	ADP
fbem-30743	104	41	95	95	NUM
fbem-30743	104	42	per	per	ADP
fbem-30743	104	43	cent	cent	NOUN
fbem-30743	104	44	of	of	ADP
fbem-30743	104	45	major	major	ADJ
fbem-30743	104	46	decisions	decision	NOUN
fbem-30743	104	47	are	be	AUX
fbem-30743	104	48	manually	manually	ADV
fbem-30743	104	49	vetted	vet	VERB
fbem-30743	104	50	,	,	PUNCT
fbem-30743	104	51	and	and	CCONJ
fbem-30743	104	52	establishing	establish	VERB
fbem-30743	104	53	a	a	DET
fbem-30743	104	54	new	new	ADJ
fbem-30743	104	55	paradigm	paradigm	NOUN
fbem-30743	104	56	for	for	ADP
fbem-30743	104	57	robust	robust	ADJ
fbem-30743	104	58	risk	risk	NOUN
fbem-30743	104	59	management	management	NOUN
fbem-30743	104	60	.	.	PUNCT
fbem-30743	105	1	references	reference	NOUN
fbem-30743	105	2	[	[	X
fbem-30743	105	3	1	1	X
fbem-30743	105	4	]	]	X
fbem-30743	105	5	feng	feng	PROPN
fbem-30743	105	6	j.	j.	PROPN
fbem-30743	105	7	multi	multi	PROPN
fbem-30743	105	8	-	-	ADJ
fbem-30743	105	9	attribute	attribute	ADJ
fbem-30743	105	10	perceptual	perceptual	ADJ
fbem-30743	105	11	fuzzy	fuzzy	ADJ
fbem-30743	105	12	information	information	NOUN
fbem-30743	105	13	decisionmaking	decisionmake	VERB
fbem-30743	105	14	technology	technology	NOUN
fbem-30743	105	15	in	in	ADP
fbem-30743	105	16	investment	investment	NOUN
fbem-30743	105	17	risk	risk	NOUN
fbem-30743	105	18	assessment	assessment	NOUN
fbem-30743	105	19	of	of	ADP
fbem-30743	105	20	green	green	ADJ
fbem-30743	105	21	finance	finance	NOUN
fbem-30743	105	22	projects	project	NOUN
fbem-30743	105	23	[	[	X
fbem-30743	105	24	j	j	X
fbem-30743	105	25	]	]	X
fbem-30743	105	26	.	.	PUNCT
fbem-30743	106	1	journal	journal	PROPN
fbem-30743	106	2	of	of	ADP
fbem-30743	106	3	intelligent	intelligent	ADJ
fbem-30743	106	4	systems	system	NOUN
fbem-30743	106	5	,	,	PUNCT
fbem-30743	106	6	2024	2024	NUM
fbem-30743	106	7	,	,	PUNCT
fbem-30743	106	8	33(1):917	33(1):917	NUM
fbem-30743	106	9	-	-	SYM
fbem-30743	106	10	26	26	NUM
fbem-30743	106	11	.	.	PUNCT
fbem-30743	107	1	[	[	X
fbem-30743	107	2	2	2	NUM
fbem-30743	107	3	]	]	X
fbem-30743	107	4	jiang	jiang	PROPN
fbem-30743	107	5	x	x	PROPN
fbem-30743	107	6	,	,	PUNCT
fbem-30743	107	7	yang	yang	PROPN
fbem-30743	107	8	z.	z.	PROPN
fbem-30743	107	9	research	research	PROPN
fbem-30743	107	10	and	and	CCONJ
fbem-30743	107	11	application	application	NOUN
fbem-30743	107	12	of	of	ADP
fbem-30743	107	13	risk	risk	NOUN
fbem-30743	107	14	-	-	PUNCT
fbem-30743	107	15	based	base	VERB
fbem-30743	107	16	safety	safety	NOUN
fbem-30743	107	17	insurance	insurance	NOUN
fbem-30743	107	18	technology	technology	NOUN
fbem-30743	107	19	for	for	ADP
fbem-30743	107	20	petrochemical	petrochemical	NOUN
fbem-30743	107	21	plants	plant	NOUN
fbem-30743	108	1	[	[	X
fbem-30743	108	2	j	j	X
fbem-30743	108	3	]	]	X
fbem-30743	108	4	.	.	PUNCT
fbem-30743	109	1	asce	asce	PROPN
fbem-30743	109	2	-	-	PUNCT
fbem-30743	109	3	asme	asme	PROPN
fbem-30743	109	4	journal	journal	PROPN
fbem-30743	109	5	of	of	ADP
fbem-30743	109	6	risk	risk	NOUN
fbem-30743	109	7	and	and	CCONJ
fbem-30743	109	8	uncertainty	uncertainty	NOUN
fbem-30743	109	9	in	in	ADP
fbem-30743	109	10	engineering	engineering	NOUN
fbem-30743	109	11	systems	system	NOUN
fbem-30743	109	12	,	,	PUNCT
fbem-30743	109	13	part	part	NOUN
fbem-30743	109	14	a	a	DET
fbem-30743	109	15	:	:	PUNCT
fbem-30743	109	16	civil	civil	ADJ
fbem-30743	109	17	engineering	engineering	NOUN
fbem-30743	109	18	,	,	PUNCT
fbem-30743	109	19	2024	2024	NUM
fbem-30743	109	20	,	,	PUNCT
fbem-30743	109	21	10(4	10(4	NUM
fbem-30743	109	22	)	)	PUNCT
fbem-30743	109	23	.	.	PUNCT
fbem-30743	110	1	[	[	X
fbem-30743	110	2	3	3	NUM
fbem-30743	110	3	]	]	X
fbem-30743	110	4	purba	purba	NOUN
fbem-30743	110	5	a	a	PRON
fbem-30743	110	6	,	,	PUNCT
fbem-30743	110	7	latief	latief	PROPN
fbem-30743	110	8	y.	y.	NOUN
fbem-30743	110	9	analysis	analysis	NOUN
fbem-30743	110	10	of	of	ADP
fbem-30743	110	11	the	the	DET
fbem-30743	110	12	application	application	NOUN
fbem-30743	110	13	of	of	ADP
fbem-30743	110	14	the	the	DET
fbem-30743	110	15	life	life	NOUN
fbem-30743	110	16	cycle	cycle	NOUN
fbem-30743	110	17	cost	cost	NOUN
fbem-30743	110	18	method	method	NOUN
fbem-30743	110	19	of	of	ADP
fbem-30743	110	20	green	green	ADJ
fbem-30743	110	21	retrofit	retrofit	NOUN
fbem-30743	110	22	of	of	ADP
fbem-30743	110	23	mosque	mosque	PROPN
fbem-30743	110	24	building	building	NOUN
fbem-30743	110	25	based	base	VERB
fbem-30743	110	26	on	on	ADP
fbem-30743	110	27	gbci	gbci	PROPN
fbem-30743	110	28	and	and	CCONJ
fbem-30743	110	29	edge	edge	NOUN
fbem-30743	110	30	benchmarks	benchmark	NOUN
fbem-30743	110	31	to	to	PART
fbem-30743	110	32	improve	improve	VERB
fbem-30743	110	33	investment	investment	NOUN
fbem-30743	110	34	performance	performance	NOUN
fbem-30743	111	1	[	[	X
fbem-30743	111	2	j	j	X
fbem-30743	111	3	]	]	X
fbem-30743	111	4	.	.	PUNCT
fbem-30743	112	1	jurnal	jurnal	PROPN
fbem-30743	112	2	indonesia	indonesia	PROPN
fbem-30743	112	3	sosial	sosial	PROPN
fbem-30743	112	4	teknologi	teknologi	PROPN
fbem-30743	112	5	,	,	PUNCT
fbem-30743	112	6	2024	2024	NUM
fbem-30743	112	7	,	,	PUNCT
fbem-30743	112	8	5(4	5(4	NUM
fbem-30743	112	9	)	)	PUNCT
fbem-30743	112	10	.	.	PUNCT
fbem-30743	113	1	[	[	X
fbem-30743	113	2	4	4	X
fbem-30743	113	3	]	]	X
fbem-30743	113	4	mariappan	mariappan	NOUN
fbem-30743	113	5	g	g	PROPN
fbem-30743	113	6	a	a	DET
fbem-30743	113	7	k	k	NOUN
fbem-30743	113	8	,	,	PUNCT
fbem-30743	113	9	thiagarajan	thiagarajan	PROPN
fbem-30743	113	10	t	t	PROPN
fbem-30743	113	11	,	,	PUNCT
fbem-30743	113	12	suresh	suresh	PROPN
fbem-30743	113	13	k	k	PROPN
fbem-30743	113	14	,	,	PUNCT
fbem-30743	113	15	et	et	PROPN
fbem-30743	113	16	al	al	PROPN
fbem-30743	113	17	.	.	PUNCT
fbem-30743	113	18	esg	esg	PROPN
fbem-30743	113	19	integration	integration	NOUN
fbem-30743	113	20	in	in	ADP
fbem-30743	113	21	mutual	mutual	ADJ
fbem-30743	113	22	funds	fund	NOUN
fbem-30743	113	23	:	:	PUNCT
fbem-30743	113	24	impact	impact	NOUN
fbem-30743	113	25	on	on	ADP
fbem-30743	113	26	financial	financial	ADJ
fbem-30743	113	27	performance	performance	NOUN
fbem-30743	113	28	and	and	CCONJ
fbem-30743	113	29	risk	risk	NOUN
fbem-30743	113	30	management	management	NOUN
fbem-30743	114	1	[	[	X
fbem-30743	114	2	j	j	X
fbem-30743	114	3	]	]	X
fbem-30743	114	4	.	.	PUNCT
fbem-30743	114	5	springer	springer	PROPN
fbem-30743	114	6	,	,	PUNCT
fbem-30743	114	7	cham	cham	PROPN
fbem-30743	114	8	,	,	PUNCT
fbem-30743	114	9	2025	2025	NUM
fbem-30743	114	10	.	.	PUNCT
fbem-30743	115	1	[	[	X
fbem-30743	115	2	5	5	X
fbem-30743	115	3	]	]	X
fbem-30743	115	4	liu	liu	PROPN
fbem-30743	115	5	j	j	PROPN
fbem-30743	115	6	.risk	.risk	PROPN
fbem-30743	115	7	assessment	assessment	NOUN
fbem-30743	115	8	of	of	ADP
fbem-30743	115	9	highway	highway	NOUN
fbem-30743	115	10	infrastructure	infrastructure	NOUN
fbem-30743	115	11	reits	reit	NOUN
fbem-30743	115	12	projects	project	NOUN
fbem-30743	115	13	based	base	VERB
fbem-30743	115	14	on	on	ADP
fbem-30743	115	15	the	the	DET
fbem-30743	115	16	dematel	dematel	NOUN
fbem-30743	115	17	—	—	PUNCT
fbem-30743	115	18	ism	ism	NOUN
fbem-30743	115	19	approach	approach	NOUN
fbem-30743	115	20	[	[	X
fbem-30743	115	21	j	j	X
fbem-30743	115	22	]	]	X
fbem-30743	115	23	.	.	PUNCT
fbem-30743	116	1	sustainability	sustainability	NOUN
fbem-30743	116	2	,	,	PUNCT
fbem-30743	116	3	2024	2024	NUM
fbem-30743	116	4	,	,	PUNCT
fbem-30743	116	5	16	16	NUM
fbem-30743	116	6	.	.	PUNCT
fbem-30743	117	1	[	[	X
fbem-30743	117	2	6	6	NUM
fbem-30743	117	3	]	]	SYM
fbem-30743	117	4	sobczyk	sobczyk	NOUN
fbem-30743	117	5	e	e	PROPN
fbem-30743	117	6	j	j	PROPN
fbem-30743	117	7	,	,	PUNCT
fbem-30743	117	8	kulpa	kulpa	PROPN
fbem-30743	117	9	j	j	PROPN
fbem-30743	117	10	,	,	PUNCT
fbem-30743	117	11	kopacz	kopacz	PROPN
fbem-30743	117	12	m	m	PROPN
fbem-30743	117	13	,	,	PUNCT
fbem-30743	117	14	et	et	PROPN
fbem-30743	117	15	al	al	PROPN
fbem-30743	117	16	.	.	PROPN
fbem-30743	117	17	sustainable	sustainable	ADJ
fbem-30743	117	18	management	management	NOUN
fbem-30743	117	19	of	of	ADP
fbem-30743	117	20	hard	hard	ADJ
fbem-30743	117	21	coal	coal	NOUN
fbem-30743	117	22	resources	resource	NOUN
fbem-30743	117	23	implemented	implement	VERB
fbem-30743	117	24	by	by	ADP
fbem-30743	117	25	identifying	identify	VERB
fbem-30743	117	26	risk	risk	NOUN
fbem-30743	117	27	factors	factor	NOUN
fbem-30743	117	28	in	in	ADP
fbem-30743	117	29	the	the	DET
fbem-30743	117	30	mining	mining	NOUN
fbem-30743	117	31	process	process	NOUN
fbem-30743	117	32	[	[	X
fbem-30743	117	33	j	j	X
fbem-30743	117	34	]	]	X
fbem-30743	117	35	.	.	PUNCT
fbem-30743	118	1	mineral	mineral	NOUN
fbem-30743	118	2	resources	resource	NOUN
fbem-30743	118	3	management	management	NOUN
fbem-30743	118	4	/	/	SYM
fbem-30743	118	5	gospodarka	gospodarka	PROPN
fbem-30743	118	6	surowcami	surowcami	PROPN
fbem-30743	118	7	mineralnymi	mineralnymi	VERB
fbem-30743	118	8	,	,	PUNCT
fbem-30743	118	9	2024	2024	NUM
fbem-30743	118	10	,	,	PUNCT
fbem-30743	118	11	40(3	40(3	NUM
fbem-30743	118	12	)	)	PUNCT
fbem-30743	118	13	.	.	PUNCT
fbem-30743	119	1	[	[	X
fbem-30743	119	2	7	7	X
fbem-30743	119	3	]	]	X
fbem-30743	119	4	yang	yang	PROPN
fbem-30743	119	5	j	j	PROPN
fbem-30743	119	6	,	,	PUNCT
fbem-30743	119	7	yin	yin	PROPN
fbem-30743	119	8	s.	s.	PROPN
fbem-30743	119	9	risk	risk	PROPN
fbem-30743	119	10	management	management	NOUN
fbem-30743	119	11	for	for	ADP
fbem-30743	119	12	housing	housing	NOUN
fbem-30743	119	13	and	and	CCONJ
fbem-30743	119	14	construction	construction	NOUN
fbem-30743	119	15	projects	project	NOUN
fbem-30743	119	16	[	[	X
fbem-30743	119	17	j	j	X
fbem-30743	119	18	]	]	X
fbem-30743	119	19	.	.	PUNCT
fbem-30743	120	1	journal	journal	PROPN
fbem-30743	120	2	of	of	ADP
fbem-30743	120	3	engineering	engineering	NOUN
fbem-30743	120	4	,	,	PUNCT
fbem-30743	120	5	project	project	NOUN
fbem-30743	120	6	&	&	CCONJ
fbem-30743	120	7	production	production	NOUN
fbem-30743	120	8	management	management	NOUN
fbem-30743	120	9	,	,	PUNCT
fbem-30743	120	10	2024	2024	NUM
fbem-30743	120	11	,	,	PUNCT
fbem-30743	120	12	14(1	14(1	NUM
fbem-30743	120	13	)	)	PUNCT
fbem-30743	120	14	.	.	PUNCT
fbem-30743	121	1	[	[	X
fbem-30743	121	2	8	8	NUM
fbem-30743	121	3	]	]	X
fbem-30743	121	4	josé	josé	PROPN
fbem-30743	121	5	donizetti	donizetti	PROPN
fbem-30743	121	6	de	de	X
fbem-30743	121	7	lima	lima	PROPN
fbem-30743	121	8	.	.	PUNCT
fbem-30743	122	1	a	a	DET
fbem-30743	122	2	framework	framework	NOUN
fbem-30743	122	3	for	for	ADP
fbem-30743	122	4	investment	investment	NOUN
fbem-30743	122	5	and	and	CCONJ
fbem-30743	122	6	risk	risk	NOUN
fbem-30743	122	7	assessment	assessment	NOUN
fbem-30743	122	8	of	of	ADP
fbem-30743	122	9	agricultural	agricultural	ADJ
fbem-30743	122	10	projects	project	NOUN
fbem-30743	122	11	[	[	X
fbem-30743	122	12	j	j	X
fbem-30743	122	13	]	]	X
fbem-30743	122	14	.	.	PUNCT
fbem-30743	123	1	journal	journal	PROPN
fbem-30743	123	2	of	of	ADP
fbem-30743	123	3	risk	risk	NOUN
fbem-30743	123	4	and	and	CCONJ
fbem-30743	123	5	financial	financial	ADJ
fbem-30743	123	6	management	management	NOUN
fbem-30743	123	7	,	,	PUNCT
fbem-30743	123	8	2024	2024	NUM
fbem-30743	123	9	,	,	PUNCT
fbem-30743	123	10	17	17	NUM
fbem-30743	123	11	.	.	PUNCT
fbem-30743	124	1	[	[	X
fbem-30743	124	2	9	9	NUM
fbem-30743	124	3	]	]	PUNCT
fbem-30743	124	4	xu	xu	PROPN
fbem-30743	125	1	k	k	PROPN
fbem-30743	125	2	,	,	PUNCT
fbem-30743	125	3	cheng	cheng	PROPN
fbem-30743	125	4	y	y	PROPN
fbem-30743	125	5	,	,	PUNCT
fbem-30743	125	6	long	long	PROPN
fbem-30743	125	7	s	s	PROPN
fbem-30743	125	8	,	,	PUNCT
fbem-30743	125	9	guo	guo	PROPN
fbem-30743	125	10	j	j	PROPN
fbem-30743	125	11	,	,	PUNCT
fbem-30743	125	12	xiao	xiao	PROPN
fbem-30743	125	13	j	j	PROPN
fbem-30743	125	14	,	,	PUNCT
fbem-30743	125	15	sun	sun	NOUN
fbem-30743	125	16	m.	m.	NOUN
fbem-30743	125	17	advancing	advance	VERB
fbem-30743	125	18	financial	financial	ADJ
fbem-30743	125	19	risk	risk	NOUN
fbem-30743	125	20	prediction	prediction	NOUN
fbem-30743	125	21	through	through	ADP
fbem-30743	125	22	optimized	optimize	VERB
fbem-30743	125	23	lstm	lstm	PROPN
fbem-30743	125	24	model	model	NOUN
fbem-30743	125	25	performance	performance	NOUN
fbem-30743	125	26	and	and	CCONJ
fbem-30743	125	27	comparative	comparative	ADJ
fbem-30743	125	28	analysis	analysis	NOUN
fbem-30743	125	29	[	[	X
fbem-30743	125	30	c]//2024	c]//2024	NUM
fbem-30743	125	31	ieee	ieee	NOUN
fbem-30743	125	32	2nd	2nd	ADJ
fbem-30743	125	33	international	international	ADJ
fbem-30743	125	34	conference	conference	NOUN
fbem-30743	125	35	on	on	ADP
fbem-30743	125	36	sensors	sensor	NOUN
fbem-30743	125	37	,	,	PUNCT
fbem-30743	125	38	electronics	electronic	NOUN
fbem-30743	125	39	and	and	CCONJ
fbem-30743	125	40	computer	computer	NOUN
fbem-30743	125	41	engineering	engineering	NOUN
fbem-30743	125	42	(	(	PUNCT
fbem-30743	125	43	icsece	icsece	NOUN
fbem-30743	125	44	)	)	PUNCT
fbem-30743	125	45	.	.	PUNCT
fbem-30743	126	1	jinzhou	jinzhou	PROPN
fbem-30743	126	2	,	,	PUNCT
fbem-30743	126	3	china	china	PROPN
fbem-30743	126	4	:	:	PUNCT
fbem-30743	126	5	ieee	ieee	NOUN
fbem-30743	126	6	,	,	PUNCT
fbem-30743	126	7	2024	2024	NUM
fbem-30743	126	8	:	:	PUNCT
fbem-30743	126	9	1264	1264	NUM
fbem-30743	126	10	-	-	SYM
fbem-30743	126	11	1270	1270	NUM
fbem-30743	126	12	.	.	PUNCT
fbem-30743	127	1	[	[	X
fbem-30743	127	2	10	10	NUM
fbem-30743	127	3	]	]	X
fbem-30743	127	4	cheng	cheng	PROPN
fbem-30743	127	5	y	y	PROPN
fbem-30743	127	6	,	,	PUNCT
fbem-30743	127	7	guo	guo	PROPN
fbem-30743	127	8	j	j	PROPN
fbem-30743	127	9	,	,	PUNCT
fbem-30743	127	10	long	long	PROPN
fbem-30743	127	11	s	s	PROPN
fbem-30743	127	12	,	,	PUNCT
fbem-30743	127	13	et	et	PROPN
fbem-30743	127	14	al	al	PROPN
fbem-30743	127	15	.	.	PROPN
fbem-30743	128	1	advanced	advanced	ADJ
fbem-30743	128	2	financial	financial	ADJ
fbem-30743	128	3	fraud	fraud	NOUN
fbem-30743	128	4	detection	detection	NOUN
fbem-30743	128	5	using	use	VERB
fbem-30743	128	6	gnn	gnn	NOUN
fbem-30743	128	7	-	-	PUNCT
fbem-30743	128	8	cl	cl	NOUN
fbem-30743	128	9	model	model	NOUN
fbem-30743	129	1	[	[	X
fbem-30743	129	2	j	j	X
fbem-30743	129	3	]	]	X
fbem-30743	129	4	.	.	PUNCT
fbem-30743	130	1	2024	2024	NUM
fbem-30743	130	2	.	.	PUNCT
fbem-30743	131	1	[	[	X
fbem-30743	131	2	11	11	NUM
fbem-30743	131	3	]	]	X
fbem-30743	131	4	shao	shao	PROPN
fbem-30743	131	5	yuyang	yuyang	PROPN
fbem-30743	131	6	,	,	PUNCT
fbem-30743	131	7	ng	ng	PROPN
fbem-30743	131	8	s	s	PROPN
fbem-30743	131	9	thomas	thomas	PROPN
fbem-30743	131	10	,	,	PUNCT
fbem-30743	131	11	xing	xing	PROPN
fbem-30743	131	12	jiduo	jiduo	PROPN
fbem-30743	131	13	,	,	PUNCT
fbem-30743	131	14	et	et	PROPN
fbem-30743	131	15	al	al	PROPN
fbem-30743	131	16	.	.	PUNCT
fbem-30743	131	17	dynamic	dynamic	ADJ
fbem-30743	131	18	station	station	NOUN
fbem-30743	131	19	criticality	criticality	NOUN
fbem-30743	131	20	assessment	assessment	NOUN
fbem-30743	131	21	of	of	ADP
fbem-30743	131	22	urban	urban	PROPN
fbem-30743	131	23	metro	metro	PROPN
fbem-30743	131	24	networks	network	NOUN
fbem-30743	131	25	considering	consider	VERB
fbem-30743	131	26	predictive	predictive	ADJ
fbem-30743	131	27	passenger	passenger	NOUN
fbem-30743	131	28	flow	flow	NOUN
fbem-30743	131	29	[	[	X
fbem-30743	131	30	j	j	X
fbem-30743	131	31	]	]	X
fbem-30743	131	32	.	.	PUNCT
fbem-30743	132	1	transportation	transportation	NOUN
fbem-30743	132	2	research	research	NOUN
fbem-30743	132	3	part	part	NOUN
fbem-30743	132	4	c	c	NOUN
fbem-30743	132	5	:	:	PUNCT
fbem-30743	132	6	emerging	emerge	VERB
fbem-30743	132	7	technologies	technology	NOUN
fbem-30743	132	8	,	,	PUNCT
fbem-30743	132	9	2023	2023	NUM
fbem-30743	132	10	,	,	PUNCT
fbem-30743	132	11	150	150	NUM
fbem-30743	132	12	:	:	SYM
fbem-30743	132	13	104998	104998	NUM
fbem-30743	132	14	.	.	PUNCT
fbem-30743	133	1	[	[	X
fbem-30743	133	2	12	12	NUM
fbem-30743	133	3	]	]	PUNCT
fbem-30743	133	4	xing	xing	PROPN
fbem-30743	133	5	jiduo	jiduo	PROPN
fbem-30743	133	6	,	,	PUNCT
fbem-30743	133	7	zayed	zayed	PROPN
fbem-30743	133	8	tarek	tarek	PROPN
fbem-30743	133	9	,	,	PUNCT
fbem-30743	133	10	dai	dai	PROPN
fbem-30743	133	11	yanqing	yanqing	PROPN
fbem-30743	133	12	,	,	PUNCT
fbem-30743	133	13	et	et	PROPN
fbem-30743	133	14	al	al	PROPN
fbem-30743	133	15	.	.	PUNCT
fbem-30743	134	1	a	a	DET
fbem-30743	134	2	hybrid	hybrid	ADJ
fbem-30743	134	3	machine	machine	NOUN
fbem-30743	134	4	learning	learning	NOUN
fbem-30743	134	5	-	-	PUNCT
fbem-30743	134	6	based	base	VERB
fbem-30743	134	7	model	model	NOUN
fbem-30743	134	8	for	for	ADP
fbem-30743	134	9	predicting	predict	VERB
fbem-30743	134	10	failure	failure	NOUN
fbem-30743	134	11	of	of	ADP
fbem-30743	134	12	water	water	NOUN
fbem-30743	134	13	mains	main	NOUN
fbem-30743	134	14	under	under	ADP
fbem-30743	134	15	climatic	climatic	ADJ
fbem-30743	134	16	variations	variation	NOUN
fbem-30743	134	17	:	:	PUNCT
fbem-30743	134	18	a	a	DET
fbem-30743	134	19	hong	hong	PROPN
fbem-30743	134	20	kong	kong	PROPN
fbem-30743	134	21	case	case	NOUN
fbem-30743	134	22	study	study	NOUN
fbem-30743	135	1	[	[	X
fbem-30743	135	2	j	j	X
fbem-30743	135	3	]	]	X
fbem-30743	135	4	.	.	PUNCT
fbem-30743	136	1	journal	journal	PROPN
fbem-30743	136	2	of	of	ADP
fbem-30743	136	3	environmental	environmental	ADJ
fbem-30743	136	4	management	management	NOUN
fbem-30743	136	5	,	,	PUNCT
fbem-30743	136	6	2023	2023	NUM
fbem-30743	136	7	,	,	PUNCT
fbem-30743	136	8	345	345	NUM
fbem-30743	136	9	:	:	SYM
fbem-30743	136	10	118576	118576	NUM
fbem-30743	136	11	.	.	PUNCT
fbem-30743	137	1	[	[	X
fbem-30743	137	2	13	13	NUM
fbem-30743	137	3	]	]	PUNCT
fbem-30743	137	4	xie	xie	PROPN
fbem-30743	137	5	y	y	PROPN
fbem-30743	137	6	,	,	PUNCT
fbem-30743	137	7	chu	chu	PROPN
fbem-30743	137	8	x	x	PROPN
fbem-30743	137	9	,	,	PUNCT
fbem-30743	137	10	ouyang	ouyang	PROPN
fbem-30743	137	11	p	p	X
fbem-30743	137	12	,	,	PUNCT
fbem-30743	137	13	et	et	PROPN
fbem-30743	137	14	al	al	PROPN
fbem-30743	137	15	.	.	PUNCT
fbem-30743	138	1	a	a	DET
fbem-30743	138	2	mini	mini	ADJ
fbem-30743	138	3	review	review	NOUN
fbem-30743	138	4	on	on	ADP
fbem-30743	138	5	coated	coated	ADJ
fbem-30743	138	6	pipes	pipe	NOUN
fbem-30743	138	7	:	:	PUNCT
fbem-30743	138	8	materials	material	NOUN
fbem-30743	138	9	,	,	PUNCT
fbem-30743	138	10	manufacturing	manufacturing	NOUN
fbem-30743	138	11	and	and	CCONJ
fbem-30743	138	12	anti	anti	ADJ
fbem-30743	138	13	-	-	ADJ
fbem-30743	138	14	corrosion	corrosion	ADJ
fbem-30743	138	15	protection	protection	NOUN
fbem-30743	138	16	[	[	X
fbem-30743	138	17	j	j	X
fbem-30743	138	18	]	]	X
fbem-30743	138	19	.	.	PUNCT
fbem-30743	139	1	corrosion	corrosion	NOUN
fbem-30743	139	2	engineering	engineering	NOUN
fbem-30743	139	3	,	,	PUNCT
fbem-30743	139	4	science	science	NOUN
fbem-30743	139	5	and	and	CCONJ
fbem-30743	139	6	technology	technology	NOUN
fbem-30743	139	7	,	,	PUNCT
fbem-30743	139	8	2024	2024	NUM
fbem-30743	139	9	,	,	PUNCT
fbem-30743	139	10	0(0	0(0	NUM
fbem-30743	139	11	)	)	PUNCT
fbem-30743	139	12	.	.	PUNCT
fbem-30743	140	1	[	[	X
fbem-30743	140	2	14	14	NUM
fbem-30743	140	3	]	]	X
fbem-30743	140	4	xing	xing	PROPN
fbem-30743	140	5	jiduo	jiduo	PROPN
fbem-30743	140	6	,	,	PUNCT
fbem-30743	140	7	lu	lu	PROPN
fbem-30743	140	8	shuai	shuai	PROPN
fbem-30743	140	9	.	.	PUNCT
fbem-30743	141	1	a	a	DET
fbem-30743	141	2	network	network	NOUN
fbem-30743	141	3	-	-	PUNCT
fbem-30743	141	4	based	base	VERB
fbem-30743	141	5	simulation	simulation	NOUN
fbem-30743	141	6	framework	framework	NOUN
fbem-30743	141	7	for	for	ADP
fbem-30743	141	8	robustness	robustness	NOUN
fbem-30743	141	9	assessment	assessment	NOUN
fbem-30743	141	10	of	of	ADP
fbem-30743	141	11	accessibility	accessibility	NOUN
fbem-30743	141	12	in	in	ADP
fbem-30743	141	13	healthcare	healthcare	NOUN
fbem-30743	141	14	systems	system	NOUN
fbem-30743	141	15	with	with	ADP
fbem-30743	141	16	the	the	DET
fbem-30743	141	17	consideration	consideration	NOUN
fbem-30743	141	18	of	of	ADP
fbem-30743	141	19	cascade	cascade	NOUN
fbem-30743	141	20	failures	failure	NOUN
fbem-30743	141	21	[	[	X
fbem-30743	141	22	j	j	X
fbem-30743	141	23	]	]	X
fbem-30743	141	24	.	.	PUNCT
fbem-30743	142	1	simulation	simulation	NOUN
fbem-30743	142	2	,	,	PUNCT
fbem-30743	142	3	2024	2024	NUM
fbem-30743	142	4	.	.	PUNCT
fbem-30743	143	1	[	[	X
fbem-30743	143	2	15	15	NUM
fbem-30743	143	3	]	]	X
fbem-30743	143	4	xing	xing	PROPN
fbem-30743	143	5	jiduo	jiduo	PROPN
fbem-30743	143	6	,	,	PUNCT
fbem-30743	143	7	zayed	zayed	PROPN
fbem-30743	143	8	tarek	tarek	PROPN
fbem-30743	143	9	,	,	PUNCT
fbem-30743	143	10	ma	ma	PROPN
fbem-30743	143	11	shihui	shihui	PROPN
fbem-30743	143	12	.	.	PUNCT
fbem-30743	144	1	corrosion	corrosion	NOUN
fbem-30743	144	2	-	-	PUNCT
fbem-30743	144	3	based	base	VERB
fbem-30743	144	4	failure	failure	NOUN
fbem-30743	144	5	analysis	analysis	NOUN
fbem-30743	144	6	of	of	ADP
fbem-30743	144	7	steel	steel	NOUN
fbem-30743	144	8	saltwater	saltwater	NOUN
fbem-30743	144	9	pipes	pipe	NOUN
fbem-30743	144	10	:	:	PUNCT
fbem-30743	144	11	a	a	DET
fbem-30743	144	12	hong	hong	PROPN
fbem-30743	144	13	kong	kong	PROPN
fbem-30743	144	14	case	case	NOUN
fbem-30743	144	15	study	study	NOUN
fbem-30743	145	1	[	[	X
fbem-30743	145	2	j	j	X
fbem-30743	145	3	]	]	X
fbem-30743	145	4	.	.	PUNCT
fbem-30743	146	1	engineering	engineering	NOUN
fbem-30743	146	2	failure	failure	NOUN
fbem-30743	146	3	analysis	analysis	NOUN
fbem-30743	146	4	,	,	PUNCT
fbem-30743	146	5	2024	2024	NUM
fbem-30743	146	6	,	,	PUNCT
fbem-30743	146	7	161	161	NUM
fbem-30743	146	8	:	:	SYM
fbem-30743	146	9	108266	108266	NUM
fbem-30743	146	10	.	.	PUNCT