id	sid	tid	token	lemma	pos
fbem-30780	1	1	frontiers	frontier	NOUN
fbem-30780	1	2	in	in	ADP
fbem-30780	1	3	business	business	NOUN
fbem-30780	1	4	,	,	PUNCT
fbem-30780	1	5	economics	economic	NOUN
fbem-30780	1	6	and	and	CCONJ
fbem-30780	1	7	management	management	NOUN
fbem-30780	1	8	issn	issn	PROPN
fbem-30780	1	9	:	:	PUNCT
fbem-30780	1	10	2766	2766	NUM
fbem-30780	1	11	-	-	PUNCT
fbem-30780	1	12	824x	824x	NUM
fbem-30780	1	13	|	|	ADJ
fbem-30780	1	14	vol	vol	NOUN
fbem-30780	1	15	.	.	PROPN
fbem-30780	2	1	19	19	NUM
fbem-30780	2	2	,	,	PUNCT
fbem-30780	2	3	no	no	INTJ
fbem-30780	2	4	.	.	NOUN
fbem-30780	2	5	2	2	NUM
fbem-30780	2	6	,	,	PUNCT
fbem-30780	2	7	2025	2025	NUM
fbem-30780	2	8	178	178	NUM
fbem-30780	2	9	research	research	NOUN
fbem-30780	2	10	on	on	ADP
fbem-30780	2	11	enterprise	enterprise	NOUN
fbem-30780	2	12	financial	financial	ADJ
fbem-30780	2	13	text	text	NOUN
fbem-30780	2	14	mining	mining	NOUN
fbem-30780	2	15	and	and	CCONJ
fbem-30780	2	16	risk	risk	NOUN
fbem-30780	2	17	management	management	NOUN
fbem-30780	2	18	system	system	NOUN
fbem-30780	2	19	based	base	VERB
fbem-30780	2	20	on	on	ADP
fbem-30780	2	21	bert	bert	PROPN
fbem-30780	2	22	rahul	rahul	PROPN
fbem-30780	2	23	mehta	mehta	PROPN
fbem-30780	2	24	1	1	NUM
fbem-30780	2	25	,	,	PUNCT
fbem-30780	2	26	jiajia	jiajia	VERB
fbem-30780	2	27	chew	chew	VERB
fbem-30780	2	28	2	2	NUM
fbem-30780	2	29	,	,	PUNCT
fbem-30780	2	30	xiangang	xiangang	PROPN
fbem-30780	2	31	wei	wei	PROPN
fbem-30780	2	32	3	3	NUM
fbem-30780	2	33	,	,	PUNCT
fbem-30780	2	34	emily	emily	PROPN
fbem-30780	2	35	saunders	saunder	NOUN
fbem-30780	2	36	4	4	NUM
fbem-30780	2	37	,	,	PUNCT
fbem-30780	2	38	xu	xu	PROPN
fbem-30780	2	39	zhu	zhu	PROPN
fbem-30780	2	40	5	5	NUM
fbem-30780	2	41	,	,	PUNCT
fbem-30780	2	42	chao	chao	PROPN
fbem-30780	2	43	zhang	zhang	PROPN
fbem-30780	2	44	6	6	NUM
fbem-30780	2	45	1	1	NUM
fbem-30780	2	46	engineering	engineering	NOUN
fbem-30780	2	47	science	science	NOUN
fbem-30780	2	48	,	,	PUNCT
fbem-30780	2	49	university	university	NOUN
fbem-30780	2	50	of	of	ADP
fbem-30780	2	51	oxford	oxford	PROPN
fbem-30780	2	52	,	,	PUNCT
fbem-30780	2	53	united	united	ADJ
fbem-30780	2	54	kingdom	kingdom	PROPN
fbem-30780	2	55	2	2	NUM
fbem-30780	2	56	accounting	accounting	NOUN
fbem-30780	2	57	,	,	PUNCT
fbem-30780	2	58	universiti	universiti	PROPN
fbem-30780	2	59	sains	sain	VERB
fbem-30780	2	60	malaysia	malaysia	PROPN
fbem-30780	2	61	,	,	PUNCT
fbem-30780	2	62	malaysia	malaysia	PROPN
fbem-30780	2	63	3	3	NUM
fbem-30780	2	64	management	management	NOUN
fbem-30780	2	65	science	science	NOUN
fbem-30780	2	66	and	and	CCONJ
fbem-30780	2	67	engineering	engineering	NOUN
fbem-30780	2	68	,	,	PUNCT
fbem-30780	2	69	xi'an	xi'an	PROPN
fbem-30780	2	70	university	university	PROPN
fbem-30780	2	71	of	of	ADP
fbem-30780	2	72	architecture	architecture	NOUN
fbem-30780	2	73	and	and	CCONJ
fbem-30780	2	74	technology	technology	NOUN
fbem-30780	2	75	,	,	PUNCT
fbem-30780	2	76	shaanxi	shaanxi	PROPN
fbem-30780	2	77	,	,	PUNCT
fbem-30780	2	78	china	china	PROPN
fbem-30780	2	79	4	4	NUM
fbem-30780	2	80	artificial	artificial	ADJ
fbem-30780	2	81	intelligence	intelligence	NOUN
fbem-30780	2	82	and	and	CCONJ
fbem-30780	2	83	machine	machine	NOUN
fbem-30780	2	84	learning	learning	NOUN
fbem-30780	2	85	,	,	PUNCT
fbem-30780	2	86	university	university	PROPN
fbem-30780	2	87	of	of	ADP
fbem-30780	2	88	cambridge	cambridge	PROPN
fbem-30780	2	89	,	,	PUNCT
fbem-30780	2	90	united	united	ADJ
fbem-30780	2	91	kingdom	kingdom	PROPN
fbem-30780	2	92	5	5	NUM
fbem-30780	2	93	raffles	raffle	NOUN
fbem-30780	2	94	university	university	NOUN
fbem-30780	2	95	,	,	PUNCT
fbem-30780	2	96	malaysia	malaysia	PROPN
fbem-30780	2	97	6	6	NUM
fbem-30780	2	98	northern	northern	PROPN
fbem-30780	2	99	arizona	arizona	PROPN
fbem-30780	2	100	university	university	PROPN
fbem-30780	2	101	,	,	PUNCT
fbem-30780	2	102	usa	usa	PROPN
fbem-30780	2	103	abstract	abstract	NOUN
fbem-30780	2	104	:	:	PUNCT
fbem-30780	2	105	enterprise	enterprise	NOUN
fbem-30780	2	106	financial	financial	ADJ
fbem-30780	2	107	risk	risk	NOUN
fbem-30780	2	108	management	management	NOUN
fbem-30780	2	109	urgently	urgently	ADV
fbem-30780	2	110	needs	need	VERB
fbem-30780	2	111	innovative	innovative	ADJ
fbem-30780	2	112	technical	technical	ADJ
fbem-30780	2	113	support	support	NOUN
fbem-30780	2	114	to	to	PART
fbem-30780	2	115	improve	improve	VERB
fbem-30780	2	116	the	the	DET
fbem-30780	2	117	early	early	ADJ
fbem-30780	2	118	warning	warning	NOUN
fbem-30780	2	119	capability	capability	NOUN
fbem-30780	2	120	.	.	PUNCT
fbem-30780	3	1	this	this	DET
fbem-30780	3	2	study	study	NOUN
fbem-30780	3	3	constructs	construct	VERB
fbem-30780	3	4	a	a	DET
fbem-30780	3	5	financial	financial	ADJ
fbem-30780	3	6	text	text	NOUN
fbem-30780	3	7	mining	mining	NOUN
fbem-30780	3	8	and	and	CCONJ
fbem-30780	3	9	risk	risk	NOUN
fbem-30780	3	10	management	management	NOUN
fbem-30780	3	11	system	system	NOUN
fbem-30780	3	12	based	base	VERB
fbem-30780	3	13	on	on	ADP
fbem-30780	3	14	bert	bert	PROPN
fbem-30780	3	15	,	,	PUNCT
fbem-30780	3	16	which	which	PRON
fbem-30780	3	17	realises	realise	VERB
fbem-30780	3	18	automatic	automatic	ADJ
fbem-30780	3	19	identification	identification	NOUN
fbem-30780	3	20	,	,	PUNCT
fbem-30780	3	21	assessment	assessment	NOUN
fbem-30780	3	22	and	and	CCONJ
fbem-30780	3	23	early	early	ADJ
fbem-30780	3	24	warning	warning	NOUN
fbem-30780	3	25	of	of	ADP
fbem-30780	3	26	enterprise	enterprise	NOUN
fbem-30780	3	27	financial	financial	ADJ
fbem-30780	3	28	risk	risk	NOUN
fbem-30780	3	29	through	through	ADP
fbem-30780	3	30	domain	domain	NOUN
fbem-30780	3	31	adaptive	adaptive	ADJ
fbem-30780	3	32	fine	fine	ADV
fbem-30780	3	33	-	-	PUNCT
fbem-30780	3	34	tuning	tuning	NOUN
fbem-30780	3	35	and	and	CCONJ
fbem-30780	3	36	multi	multi	ADJ
fbem-30780	3	37	-	-	ADJ
fbem-30780	3	38	source	source	NOUN
fbem-30780	3	39	text	text	NOUN
fbem-30780	3	40	fusion	fusion	NOUN
fbem-30780	3	41	technology	technology	NOUN
fbem-30780	3	42	.	.	PUNCT
fbem-30780	4	1	the	the	DET
fbem-30780	4	2	experiment	experiment	NOUN
fbem-30780	4	3	proves	prove	VERB
fbem-30780	4	4	that	that	SCONJ
fbem-30780	4	5	the	the	DET
fbem-30780	4	6	system	system	NOUN
fbem-30780	4	7	significantly	significantly	ADV
fbem-30780	4	8	improves	improve	VERB
fbem-30780	4	9	the	the	DET
fbem-30780	4	10	risk	risk	NOUN
fbem-30780	4	11	identification	identification	NOUN
fbem-30780	4	12	accuracy	accuracy	NOUN
fbem-30780	4	13	and	and	CCONJ
fbem-30780	4	14	warning	warning	NOUN
fbem-30780	4	15	timeliness	timeliness	NOUN
fbem-30780	4	16	,	,	PUNCT
fbem-30780	4	17	and	and	CCONJ
fbem-30780	4	18	reduces	reduce	VERB
fbem-30780	4	19	the	the	DET
fbem-30780	4	20	false	false	ADJ
fbem-30780	4	21	alarm	alarm	NOUN
fbem-30780	4	22	rate	rate	NOUN
fbem-30780	4	23	.	.	PUNCT
fbem-30780	5	1	the	the	DET
fbem-30780	5	2	system	system	NOUN
fbem-30780	5	3	shows	show	VERB
fbem-30780	5	4	good	good	ADJ
fbem-30780	5	5	performance	performance	NOUN
fbem-30780	5	6	in	in	ADP
fbem-30780	5	7	practical	practical	ADJ
fbem-30780	5	8	application	application	NOUN
fbem-30780	5	9	,	,	PUNCT
fbem-30780	5	10	provides	provide	VERB
fbem-30780	5	11	timely	timely	ADJ
fbem-30780	5	12	and	and	CCONJ
fbem-30780	5	13	reliable	reliable	ADJ
fbem-30780	5	14	risk	risk	NOUN
fbem-30780	5	15	warning	warn	VERB
fbem-30780	5	16	information	information	NOUN
fbem-30780	5	17	for	for	ADP
fbem-30780	5	18	enterprises	enterprise	NOUN
fbem-30780	5	19	,	,	PUNCT
fbem-30780	5	20	and	and	CCONJ
fbem-30780	5	21	is	be	AUX
fbem-30780	5	22	of	of	ADP
fbem-30780	5	23	great	great	ADJ
fbem-30780	5	24	value	value	NOUN
fbem-30780	5	25	to	to	PART
fbem-30780	5	26	enhance	enhance	VERB
fbem-30780	5	27	the	the	DET
fbem-30780	5	28	level	level	NOUN
fbem-30780	5	29	of	of	ADP
fbem-30780	5	30	enterprise	enterprise	NOUN
fbem-30780	5	31	financial	financial	ADJ
fbem-30780	5	32	risk	risk	NOUN
fbem-30780	5	33	management	management	NOUN
fbem-30780	5	34	.	.	PUNCT
fbem-30780	6	1	keywords	keyword	NOUN
fbem-30780	6	2	:	:	PUNCT
fbem-30780	6	3	bert	bert	PROPN
fbem-30780	6	4	;	;	PUNCT
fbem-30780	6	5	financial	financial	ADJ
fbem-30780	6	6	text	text	NOUN
fbem-30780	6	7	mining	mining	NOUN
fbem-30780	6	8	;	;	PUNCT
fbem-30780	6	9	risk	risk	NOUN
fbem-30780	6	10	early	early	ADJ
fbem-30780	6	11	warning	warning	NOUN
fbem-30780	6	12	;	;	PUNCT
fbem-30780	6	13	multi	multi	ADJ
fbem-30780	6	14	-	-	ADJ
fbem-30780	6	15	source	source	NOUN
fbem-30780	6	16	fusion	fusion	NOUN
fbem-30780	6	17	;	;	PUNCT
fbem-30780	6	18	natural	natural	ADJ
fbem-30780	6	19	language	language	NOUN
fbem-30780	6	20	processing	processing	NOUN
fbem-30780	6	21	.	.	PUNCT
fbem-30780	7	1	1	1	X
fbem-30780	7	2	.	.	X
fbem-30780	7	3	introduction	introduction	NOUN
fbem-30780	7	4	enterprise	enterprise	NOUN
fbem-30780	7	5	financial	financial	ADJ
fbem-30780	7	6	risk	risk	NOUN
fbem-30780	7	7	management	management	NOUN
fbem-30780	7	8	is	be	AUX
fbem-30780	7	9	crucial	crucial	ADJ
fbem-30780	7	10	to	to	ADP
fbem-30780	7	11	maintaining	maintain	VERB
fbem-30780	7	12	economic	economic	ADJ
fbem-30780	7	13	stability	stability	NOUN
fbem-30780	7	14	and	and	CCONJ
fbem-30780	7	15	sustainable	sustainable	ADJ
fbem-30780	7	16	development	development	NOUN
fbem-30780	7	17	of	of	ADP
fbem-30780	7	18	enterprises	enterprise	NOUN
fbem-30780	7	19	[	[	X
fbem-30780	7	20	1	1	NUM
fbem-30780	7	21	]	]	PUNCT
fbem-30780	7	22	.	.	PUNCT
fbem-30780	8	1	traditional	traditional	ADJ
fbem-30780	8	2	financial	financial	ADJ
fbem-30780	8	3	risk	risk	NOUN
fbem-30780	8	4	management	management	NOUN
fbem-30780	8	5	mainly	mainly	ADV
fbem-30780	8	6	relies	rely	VERB
fbem-30780	8	7	on	on	ADP
fbem-30780	8	8	structured	structured	ADJ
fbem-30780	8	9	data	datum	NOUN
fbem-30780	8	10	analysis	analysis	NOUN
fbem-30780	8	11	,	,	PUNCT
fbem-30780	8	12	which	which	PRON
fbem-30780	8	13	is	be	AUX
fbem-30780	8	14	difficult	difficult	ADJ
fbem-30780	8	15	to	to	PART
fbem-30780	8	16	capture	capture	VERB
fbem-30780	8	17	risk	risk	NOUN
fbem-30780	8	18	signals	signal	NOUN
fbem-30780	8	19	in	in	ADP
fbem-30780	8	20	a	a	DET
fbem-30780	8	21	comprehensive	comprehensive	ADJ
fbem-30780	8	22	and	and	CCONJ
fbem-30780	8	23	timely	timely	ADJ
fbem-30780	8	24	manner	manner	NOUN
fbem-30780	8	25	.	.	PUNCT
fbem-30780	9	1	with	with	ADP
fbem-30780	9	2	the	the	DET
fbem-30780	9	3	development	development	NOUN
fbem-30780	9	4	of	of	ADP
fbem-30780	9	5	information	information	NOUN
fbem-30780	9	6	technology	technology	NOUN
fbem-30780	9	7	,	,	PUNCT
fbem-30780	9	8	a	a	DET
fbem-30780	9	9	large	large	ADJ
fbem-30780	9	10	number	number	NOUN
fbem-30780	9	11	of	of	ADP
fbem-30780	9	12	unstructured	unstructured	ADJ
fbem-30780	9	13	financial	financial	ADJ
fbem-30780	9	14	texts	text	NOUN
fbem-30780	9	15	contain	contain	VERB
fbem-30780	9	16	rich	rich	ADJ
fbem-30780	9	17	risk	risk	NOUN
fbem-30780	9	18	information	information	NOUN
fbem-30780	9	19	,	,	PUNCT
fbem-30780	9	20	but	but	CCONJ
fbem-30780	9	21	these	these	DET
fbem-30780	9	22	textual	textual	ADJ
fbem-30780	9	23	data	datum	NOUN
fbem-30780	9	24	are	be	AUX
fbem-30780	9	25	complex	complex	ADJ
fbem-30780	9	26	and	and	CCONJ
fbem-30780	9	27	multisource	multisource	ADJ
fbem-30780	9	28	,	,	PUNCT
fbem-30780	9	29	which	which	PRON
fbem-30780	9	30	are	be	AUX
fbem-30780	9	31	difficult	difficult	ADJ
fbem-30780	9	32	to	to	PART
fbem-30780	9	33	be	be	AUX
fbem-30780	9	34	mined	mine	VERB
fbem-30780	9	35	effectively	effectively	ADV
fbem-30780	9	36	by	by	ADP
fbem-30780	9	37	traditional	traditional	ADJ
fbem-30780	9	38	methods	method	NOUN
fbem-30780	9	39	[	[	X
fbem-30780	9	40	2	2	NUM
fbem-30780	9	41	]	]	PUNCT
fbem-30780	9	42	.	.	PUNCT
fbem-30780	10	1	in	in	ADP
fbem-30780	10	2	recent	recent	ADJ
fbem-30780	10	3	years	year	NOUN
fbem-30780	10	4	,	,	PUNCT
fbem-30780	10	5	the	the	DET
fbem-30780	10	6	pre	pre	ADJ
fbem-30780	10	7	-	-	ADJ
fbem-30780	10	8	trained	train	VERB
fbem-30780	10	9	language	language	NOUN
fbem-30780	10	10	model	model	NOUN
fbem-30780	10	11	bert	bert	PROPN
fbem-30780	10	12	has	have	AUX
fbem-30780	10	13	made	make	VERB
fbem-30780	10	14	breakthroughs	breakthrough	NOUN
fbem-30780	10	15	in	in	ADP
fbem-30780	10	16	the	the	DET
fbem-30780	10	17	field	field	NOUN
fbem-30780	10	18	of	of	ADP
fbem-30780	10	19	natural	natural	ADJ
fbem-30780	10	20	language	language	NOUN
fbem-30780	10	21	processing	processing	NOUN
fbem-30780	10	22	,	,	PUNCT
fbem-30780	10	23	providing	provide	VERB
fbem-30780	10	24	a	a	DET
fbem-30780	10	25	new	new	ADJ
fbem-30780	10	26	path	path	NOUN
fbem-30780	10	27	for	for	ADP
fbem-30780	10	28	financial	financial	ADJ
fbem-30780	10	29	text	text	NOUN
fbem-30780	10	30	mining	mining	NOUN
fbem-30780	10	31	.	.	PUNCT
fbem-30780	11	1	this	this	DET
fbem-30780	11	2	study	study	NOUN
fbem-30780	11	3	aims	aim	VERB
fbem-30780	11	4	to	to	PART
fbem-30780	11	5	explore	explore	VERB
fbem-30780	11	6	the	the	DET
fbem-30780	11	7	application	application	NOUN
fbem-30780	11	8	of	of	ADP
fbem-30780	11	9	bert	bert	PROPN
fbem-30780	11	10	model	model	NOUN
fbem-30780	11	11	in	in	ADP
fbem-30780	11	12	financial	financial	ADJ
fbem-30780	11	13	risk	risk	NOUN
fbem-30780	11	14	management	management	NOUN
fbem-30780	11	15	,	,	PUNCT
fbem-30780	11	16	and	and	CCONJ
fbem-30780	11	17	construct	construct	VERB
fbem-30780	11	18	a	a	DET
fbem-30780	11	19	set	set	NOUN
fbem-30780	11	20	of	of	ADP
fbem-30780	11	21	intelligent	intelligent	ADJ
fbem-30780	11	22	system	system	NOUN
fbem-30780	11	23	integrating	integrate	VERB
fbem-30780	11	24	text	text	NOUN
fbem-30780	11	25	mining	mining	NOUN
fbem-30780	11	26	,	,	PUNCT
fbem-30780	11	27	risk	risk	NOUN
fbem-30780	11	28	identification	identification	NOUN
fbem-30780	11	29	,	,	PUNCT
fbem-30780	11	30	assessment	assessment	NOUN
fbem-30780	11	31	and	and	CCONJ
fbem-30780	11	32	early	early	ADJ
fbem-30780	11	33	warning	warning	NOUN
fbem-30780	11	34	.	.	PUNCT
fbem-30780	12	1	the	the	DET
fbem-30780	12	2	paper	paper	NOUN
fbem-30780	12	3	introduces	introduce	VERB
fbem-30780	12	4	the	the	DET
fbem-30780	12	5	financial	financial	ADJ
fbem-30780	12	6	text	text	NOUN
fbem-30780	12	7	mining	mining	NOUN
fbem-30780	12	8	technology	technology	NOUN
fbem-30780	12	9	based	base	VERB
fbem-30780	12	10	on	on	ADP
fbem-30780	12	11	bert	bert	PROPN
fbem-30780	12	12	,	,	PUNCT
fbem-30780	12	13	multi	multi	ADJ
fbem-30780	12	14	-	-	ADJ
fbem-30780	12	15	source	source	ADJ
fbem-30780	12	16	text	text	NOUN
fbem-30780	12	17	fusion	fusion	NOUN
fbem-30780	12	18	method	method	NOUN
fbem-30780	12	19	,	,	PUNCT
fbem-30780	12	20	risk	risk	NOUN
fbem-30780	12	21	scoring	scoring	NOUN
fbem-30780	12	22	model	model	NOUN
fbem-30780	12	23	design	design	NOUN
fbem-30780	12	24	,	,	PUNCT
fbem-30780	12	25	and	and	CCONJ
fbem-30780	12	26	system	system	NOUN
fbem-30780	12	27	implementation	implementation	NOUN
fbem-30780	12	28	and	and	CCONJ
fbem-30780	12	29	evaluation	evaluation	NOUN
fbem-30780	12	30	.	.	PUNCT
fbem-30780	13	1	the	the	DET
fbem-30780	13	2	research	research	NOUN
fbem-30780	13	3	results	result	NOUN
fbem-30780	13	4	will	will	AUX
fbem-30780	13	5	provide	provide	VERB
fbem-30780	13	6	more	more	ADV
fbem-30780	13	7	accurate	accurate	ADJ
fbem-30780	13	8	and	and	CCONJ
fbem-30780	13	9	timely	timely	ADJ
fbem-30780	13	10	financial	financial	ADJ
fbem-30780	13	11	risk	risk	NOUN
fbem-30780	13	12	management	management	NOUN
fbem-30780	13	13	tools	tool	NOUN
fbem-30780	13	14	for	for	ADP
fbem-30780	13	15	enterprises	enterprise	NOUN
fbem-30780	13	16	and	and	CCONJ
fbem-30780	13	17	provide	provide	VERB
fbem-30780	13	18	reference	reference	NOUN
fbem-30780	13	19	for	for	ADP
fbem-30780	13	20	technological	technological	ADJ
fbem-30780	13	21	innovation	innovation	NOUN
fbem-30780	13	22	in	in	ADP
fbem-30780	13	23	the	the	DET
fbem-30780	13	24	field	field	NOUN
fbem-30780	13	25	of	of	ADP
fbem-30780	13	26	financial	financial	ADJ
fbem-30780	13	27	technology	technology	NOUN
fbem-30780	13	28	[	[	X
fbem-30780	13	29	3	3	NUM
fbem-30780	13	30	]	]	PUNCT
fbem-30780	13	31	.	.	PUNCT
fbem-30780	14	1	2	2	X
fbem-30780	14	2	.	.	X
fbem-30780	14	3	corporate	corporate	ADJ
fbem-30780	14	4	financial	financial	ADJ
fbem-30780	14	5	risk	risk	NOUN
fbem-30780	14	6	identification	identification	NOUN
fbem-30780	14	7	and	and	CCONJ
fbem-30780	14	8	data	datum	NOUN
fbem-30780	14	9	acquisition	acquisition	NOUN
fbem-30780	14	10	2.1	2.1	NUM
fbem-30780	14	11	.	.	PUNCT
fbem-30780	15	1	analysis	analysis	NOUN
fbem-30780	15	2	of	of	ADP
fbem-30780	15	3	enterprise	enterprise	NOUN
fbem-30780	15	4	financial	financial	ADJ
fbem-30780	15	5	risk	risk	NOUN
fbem-30780	15	6	types	type	NOUN
fbem-30780	15	7	enterprise	enterprise	VERB
fbem-30780	15	8	financial	financial	ADJ
fbem-30780	15	9	risk	risk	NOUN
fbem-30780	15	10	mainly	mainly	ADV
fbem-30780	15	11	covers	cover	VERB
fbem-30780	15	12	four	four	NUM
fbem-30780	15	13	major	major	ADJ
fbem-30780	15	14	types	type	NOUN
fbem-30780	15	15	:	:	PUNCT
fbem-30780	15	16	liquidity	liquidity	NOUN
fbem-30780	15	17	risk	risk	NOUN
fbem-30780	15	18	,	,	PUNCT
fbem-30780	15	19	debt	debt	NOUN
fbem-30780	15	20	service	service	NOUN
fbem-30780	15	21	risk	risk	NOUN
fbem-30780	15	22	,	,	PUNCT
fbem-30780	15	23	profitability	profitability	NOUN
fbem-30780	15	24	risk	risk	NOUN
fbem-30780	15	25	and	and	CCONJ
fbem-30780	15	26	operational	operational	ADJ
fbem-30780	15	27	risk	risk	NOUN
fbem-30780	15	28	.	.	PUNCT
fbem-30780	16	1	through	through	ADP
fbem-30780	16	2	the	the	DET
fbem-30780	16	3	analysis	analysis	NOUN
fbem-30780	16	4	of	of	ADP
fbem-30780	16	5	a	a	DET
fbem-30780	16	6	group	group	NOUN
fbem-30780	16	7	's	's	PART
fbem-30780	16	8	financial	financial	ADJ
fbem-30780	16	9	statements	statement	NOUN
fbem-30780	16	10	for	for	ADP
fbem-30780	16	11	the	the	DET
fbem-30780	16	12	years	year	NOUN
fbem-30780	16	13	2022	2022	NUM
fbem-30780	16	14	-	-	SYM
fbem-30780	16	15	2024	2024	NUM
fbem-30780	16	16	,	,	PUNCT
fbem-30780	16	17	it	it	PRON
fbem-30780	16	18	is	be	AUX
fbem-30780	16	19	found	find	VERB
fbem-30780	16	20	that	that	SCONJ
fbem-30780	16	21	liquidity	liquidity	NOUN
fbem-30780	16	22	risk	risk	NOUN
fbem-30780	16	23	is	be	AUX
fbem-30780	16	24	manifested	manifest	VERB
fbem-30780	16	25	in	in	ADP
fbem-30780	16	26	the	the	DET
fbem-30780	16	27	continuous	continuous	ADJ
fbem-30780	16	28	decline	decline	NOUN
fbem-30780	16	29	of	of	ADP
fbem-30780	16	30	current	current	ADJ
fbem-30780	16	31	ratio	ratio	NOUN
fbem-30780	16	32	from	from	ADP
fbem-30780	16	33	1.75	1.75	NUM
fbem-30780	16	34	in	in	ADP
fbem-30780	16	35	2022	2022	NUM
fbem-30780	16	36	to	to	ADP
fbem-30780	16	37	1.32	1.32	NUM
fbem-30780	16	38	in	in	ADP
fbem-30780	16	39	2024	2024	NUM
fbem-30780	16	40	;	;	PUNCT
fbem-30780	16	41	debt	debt	NOUN
fbem-30780	16	42	service	service	NOUN
fbem-30780	16	43	risk	risk	NOUN
fbem-30780	16	44	is	be	AUX
fbem-30780	16	45	mainly	mainly	ADV
fbem-30780	16	46	reflected	reflect	VERB
fbem-30780	16	47	in	in	ADP
fbem-30780	16	48	the	the	DET
fbem-30780	16	49	assets	asset	NOUN
fbem-30780	16	50	and	and	CCONJ
fbem-30780	16	51	liabilities	liability	NOUN
fbem-30780	16	52	ratio	ratio	NOUN
fbem-30780	16	53	climbing	climb	VERB
fbem-30780	16	54	to	to	ADP
fbem-30780	16	55	67.3	67.3	NUM
fbem-30780	16	56	%	%	NOUN
fbem-30780	16	57	,	,	PUNCT
fbem-30780	16	58	which	which	PRON
fbem-30780	16	59	is	be	AUX
fbem-30780	16	60	higher	high	ADJ
fbem-30780	16	61	than	than	ADP
fbem-30780	16	62	the	the	DET
fbem-30780	16	63	industry	industry	NOUN
fbem-30780	16	64	average	average	ADJ
fbem-30780	16	65	level	level	NOUN
fbem-30780	16	66	of	of	ADP
fbem-30780	16	67	62.1	62.1	NUM
fbem-30780	16	68	%	%	NOUN
fbem-30780	16	69	;	;	PUNCT
fbem-30780	16	70	and	and	CCONJ
fbem-30780	16	71	in	in	ADP
fbem-30780	16	72	terms	term	NOUN
fbem-30780	16	73	of	of	ADP
fbem-30780	16	74	profitability	profitability	NOUN
fbem-30780	16	75	risk	risk	NOUN
fbem-30780	16	76	,	,	PUNCT
fbem-30780	16	77	the	the	DET
fbem-30780	16	78	net	net	ADJ
fbem-30780	16	79	profit	profit	NOUN
fbem-30780	16	80	margin	margin	NOUN
fbem-30780	16	81	has	have	AUX
fbem-30780	16	82	dropped	drop	VERB
fbem-30780	16	83	from	from	ADP
fbem-30780	16	84	8.2	8.2	NUM
fbem-30780	16	85	%	%	NOUN
fbem-30780	16	86	to	to	PART
fbem-30780	16	87	5.7	5.7	NUM
fbem-30780	16	88	%	%	NOUN
fbem-30780	16	89	;	;	PUNCT
fbem-30780	16	90	the	the	DET
fbem-30780	16	91	operational	operational	ADJ
fbem-30780	16	92	risk	risk	NOUN
fbem-30780	16	93	is	be	AUX
fbem-30780	16	94	reflected	reflect	VERB
fbem-30780	16	95	in	in	ADP
fbem-30780	16	96	the	the	DET
fbem-30780	16	97	decline	decline	NOUN
fbem-30780	16	98	of	of	ADP
fbem-30780	16	99	accounts	account	NOUN
fbem-30780	17	1	receivable	receivable	ADJ
fbem-30780	17	2	turnover	turnover	NOUN
fbem-30780	17	3	ratio	ratio	NOUN
fbem-30780	17	4	[	[	X
fbem-30780	17	5	4	4	NUM
fbem-30780	17	6	]	]	PUNCT
fbem-30780	17	7	.	.	PUNCT
fbem-30780	18	1	table	table	NOUN
fbem-30780	18	2	1	1	NUM
fbem-30780	18	3	shows	show	VERB
fbem-30780	18	4	the	the	DET
fbem-30780	18	5	trend	trend	NOUN
fbem-30780	18	6	of	of	ADP
fbem-30780	18	7	the	the	DET
fbem-30780	18	8	enterprise	enterprise	NOUN
fbem-30780	18	9	's	's	PART
fbem-30780	18	10	major	major	ADJ
fbem-30780	18	11	financial	financial	ADJ
fbem-30780	18	12	risk	risk	NOUN
fbem-30780	18	13	indicators	indicator	NOUN
fbem-30780	18	14	over	over	ADP
fbem-30780	18	15	the	the	DET
fbem-30780	18	16	past	past	ADJ
fbem-30780	18	17	three	three	NUM
fbem-30780	18	18	years	year	NOUN
fbem-30780	18	19	,	,	PUNCT
fbem-30780	18	20	with	with	ADP
fbem-30780	18	21	the	the	DET
fbem-30780	18	22	most	most	ADV
fbem-30780	18	23	significant	significant	ADJ
fbem-30780	18	24	changes	change	NOUN
fbem-30780	18	25	in	in	ADP
fbem-30780	18	26	gearing	gear	VERB
fbem-30780	18	27	ratio	ratio	NOUN
fbem-30780	18	28	and	and	CCONJ
fbem-30780	18	29	accounts	account	VERB
fbem-30780	18	30	receivable	receivable	ADJ
fbem-30780	18	31	turnover	turnover	NOUN
fbem-30780	18	32	days	day	NOUN
fbem-30780	18	33	,	,	PUNCT
fbem-30780	18	34	which	which	PRON
fbem-30780	18	35	increased	increase	VERB
fbem-30780	18	36	by	by	ADP
fbem-30780	18	37	5.2	5.2	NUM
fbem-30780	18	38	percentage	percentage	NOUN
fbem-30780	18	39	points	point	NOUN
fbem-30780	18	40	and	and	CCONJ
fbem-30780	18	41	12.7	12.7	NUM
fbem-30780	18	42	days	day	NOUN
fbem-30780	18	43	respectively	respectively	ADV
fbem-30780	18	44	.	.	PUNCT
fbem-30780	19	1	the	the	DET
fbem-30780	19	2	results	result	NOUN
fbem-30780	19	3	of	of	ADP
fbem-30780	19	4	the	the	DET
fbem-30780	19	5	data	datum	NOUN
fbem-30780	19	6	analysis	analysis	NOUN
fbem-30780	19	7	indicate	indicate	VERB
fbem-30780	19	8	that	that	SCONJ
fbem-30780	19	9	the	the	DET
fbem-30780	19	10	enterprise	enterprise	NOUN
fbem-30780	19	11	is	be	AUX
fbem-30780	19	12	facing	face	VERB
fbem-30780	19	13	greater	great	ADJ
fbem-30780	19	14	pressure	pressure	NOUN
fbem-30780	19	15	on	on	ADP
fbem-30780	19	16	its	its	PRON
fbem-30780	19	17	long	long	ADJ
fbem-30780	19	18	-	-	PUNCT
fbem-30780	19	19	term	term	NOUN
fbem-30780	19	20	debt	debt	NOUN
fbem-30780	19	21	servicing	servicing	NOUN
fbem-30780	19	22	ability	ability	NOUN
fbem-30780	19	23	and	and	CCONJ
fbem-30780	19	24	capital	capital	NOUN
fbem-30780	19	25	operation	operation	NOUN
fbem-30780	19	26	efficiency	efficiency	NOUN
fbem-30780	19	27	,	,	PUNCT
fbem-30780	19	28	and	and	CCONJ
fbem-30780	19	29	needs	need	VERB
fbem-30780	19	30	to	to	PART
fbem-30780	19	31	pay	pay	VERB
fbem-30780	19	32	close	close	ADJ
fbem-30780	19	33	attention	attention	NOUN
fbem-30780	19	34	to	to	ADP
fbem-30780	19	35	its	its	PRON
fbem-30780	19	36	debt	debt	NOUN
fbem-30780	19	37	structure	structure	NOUN
fbem-30780	19	38	and	and	CCONJ
fbem-30780	19	39	working	work	VERB
fbem-30780	19	40	capital	capital	NOUN
fbem-30780	19	41	management	management	NOUN
fbem-30780	20	1	[	[	X
fbem-30780	20	2	5	5	NUM
fbem-30780	20	3	]	]	PUNCT
fbem-30780	20	4	.	.	PUNCT
fbem-30780	21	1	table	table	NOUN
fbem-30780	21	2	1	1	NUM
fbem-30780	21	3	.	.	PUNCT
fbem-30780	22	1	changes	change	NOUN
fbem-30780	22	2	in	in	ADP
fbem-30780	22	3	financial	financial	ADJ
fbem-30780	22	4	risk	risk	NOUN
fbem-30780	22	5	indicators	indicator	NOUN
fbem-30780	22	6	of	of	ADP
fbem-30780	22	7	a	a	DET
fbem-30780	22	8	group	group	NOUN
fbem-30780	22	9	in	in	ADP
fbem-30780	22	10	2022	2022	NUM
fbem-30780	22	11	-	-	SYM
fbem-30780	22	12	2024	2024	NUM
fbem-30780	22	13	risk	risk	NOUN
fbem-30780	22	14	type	type	NOUN
fbem-30780	22	15	indicator	indicator	NOUN
fbem-30780	22	16	name	name	NOUN
fbem-30780	22	17	2022	2022	NUM
fbem-30780	22	18	2023	2023	NUM
fbem-30780	22	19	2024	2024	NUM
fbem-30780	22	20	trend	trend	NOUN
fbem-30780	22	21	liquidity	liquidity	NOUN
fbem-30780	22	22	risk	risk	NOUN
fbem-30780	22	23	current	current	ADJ
fbem-30780	22	24	ratio	ratio	NOUN
fbem-30780	22	25	1.75	1.75	NUM
fbem-30780	22	26	1.53	1.53	NUM
fbem-30780	22	27	1.32	1.32	NUM
fbem-30780	22	28	decreasing	decrease	VERB
fbem-30780	22	29	solvency	solvency	NOUN
fbem-30780	22	30	risk	risk	NOUN
fbem-30780	22	31	debt	debt	NOUN
fbem-30780	22	32	-	-	PUNCT
fbem-30780	22	33	to	to	ADP
fbem-30780	22	34	-	-	PUNCT
fbem-30780	22	35	asset	asset	NOUN
fbem-30780	22	36	ratio	ratio	NOUN
fbem-30780	22	37	(	(	PUNCT
fbem-30780	22	38	%	%	NOUN
fbem-30780	22	39	)	)	PUNCT
fbem-30780	22	40	62.1	62.1	NUM
fbem-30780	22	41	64.8	64.8	NUM
fbem-30780	22	42	67.3	67.3	NUM
fbem-30780	22	43	increasing	increase	VERB
fbem-30780	22	44	profitability	profitability	NOUN
fbem-30780	22	45	risk	risk	NOUN
fbem-30780	22	46	net	net	ADJ
fbem-30780	22	47	profit	profit	NOUN
fbem-30780	22	48	margin	margin	NOUN
fbem-30780	22	49	(	(	PUNCT
fbem-30780	22	50	%	%	INTJ
fbem-30780	22	51	)	)	PUNCT
fbem-30780	22	52	8.2	8.2	NUM
fbem-30780	22	53	7.3	7.3	NUM
fbem-30780	22	54	5.7	5.7	NUM
fbem-30780	22	55	decreasing	decrease	VERB
fbem-30780	22	56	operational	operational	ADJ
fbem-30780	22	57	risk	risk	NOUN
fbem-30780	22	58	accounts	account	VERB
fbem-30780	22	59	receivable	receivable	ADJ
fbem-30780	22	60	turnover	turnover	NOUN
fbem-30780	22	61	days	day	NOUN
fbem-30780	22	62	48.3	48.3	NUM
fbem-30780	22	63	53.6	53.6	NUM
fbem-30780	22	64	61	61	NUM
fbem-30780	22	65	increasing	increase	VERB
fbem-30780	22	66	179	179	NUM
fbem-30780	22	67	2.2	2.2	NUM
fbem-30780	22	68	.	.	PUNCT
fbem-30780	23	1	financial	financial	ADJ
fbem-30780	23	2	text	text	NOUN
fbem-30780	23	3	data	datum	NOUN
fbem-30780	23	4	acquisition	acquisition	NOUN
fbem-30780	23	5	and	and	CCONJ
fbem-30780	23	6	preprocessing	preprocesse	VERB
fbem-30780	23	7	financial	financial	ADJ
fbem-30780	23	8	text	text	NOUN
fbem-30780	23	9	data	datum	NOUN
fbem-30780	23	10	acquisition	acquisition	NOUN
fbem-30780	23	11	is	be	AUX
fbem-30780	23	12	mainly	mainly	ADV
fbem-30780	23	13	extracted	extract	VERB
fbem-30780	23	14	from	from	ADP
fbem-30780	23	15	public	public	ADJ
fbem-30780	23	16	financial	financial	ADJ
fbem-30780	23	17	reports	report	NOUN
fbem-30780	23	18	,	,	PUNCT
fbem-30780	23	19	announcements	announcement	NOUN
fbem-30780	23	20	and	and	CCONJ
fbem-30780	23	21	news	news	NOUN
fbem-30780	23	22	using	use	VERB
fbem-30780	23	23	web	web	NOUN
fbem-30780	23	24	crawler	crawler	NOUN
fbem-30780	23	25	technology	technology	NOUN
fbem-30780	23	26	.	.	PUNCT
fbem-30780	24	1	in	in	ADP
fbem-30780	24	2	this	this	DET
fbem-30780	24	3	study	study	NOUN
fbem-30780	24	4	,	,	PUNCT
fbem-30780	24	5	the	the	DET
fbem-30780	24	6	annual	annual	ADJ
fbem-30780	24	7	report	report	NOUN
fbem-30780	24	8	of	of	ADP
fbem-30780	24	9	a	a	DET
fbem-30780	24	10	listed	list	VERB
fbem-30780	24	11	company	company	NOUN
fbem-30780	24	12	in	in	ADP
fbem-30780	24	13	2022	2022	NUM
fbem-30780	24	14	was	be	AUX
fbem-30780	24	15	crawled	crawl	VERB
fbem-30780	24	16	,	,	PUNCT
fbem-30780	24	17	and	and	CCONJ
fbem-30780	24	18	118,000	118,000	NUM
fbem-30780	24	19	words	word	NOUN
fbem-30780	24	20	of	of	ADP
fbem-30780	24	21	text	text	NOUN
fbem-30780	24	22	were	be	AUX
fbem-30780	24	23	obtained	obtain	VERB
fbem-30780	24	24	,	,	PUNCT
fbem-30780	24	25	of	of	ADP
fbem-30780	24	26	which	which	PRON
fbem-30780	24	27	about	about	ADP
fbem-30780	24	28	15,000	15,000	NUM
fbem-30780	24	29	words	word	NOUN
fbem-30780	24	30	were	be	AUX
fbem-30780	24	31	in	in	ADP
fbem-30780	24	32	the	the	DET
fbem-30780	24	33	part	part	NOUN
fbem-30780	24	34	of	of	ADP
fbem-30780	24	35	financial	financial	ADJ
fbem-30780	24	36	risk	risk	NOUN
fbem-30780	24	37	disclosure	disclosure	NOUN
fbem-30780	24	38	.	.	PUNCT
fbem-30780	25	1	the	the	DET
fbem-30780	25	2	data	datum	NOUN
fbem-30780	25	3	preprocessing	preprocessing	NOUN
fbem-30780	25	4	process	process	NOUN
fbem-30780	25	5	includes	include	VERB
fbem-30780	25	6	three	three	NUM
fbem-30780	25	7	steps	step	NOUN
fbem-30780	25	8	:	:	PUNCT
fbem-30780	25	9	text	text	NOUN
fbem-30780	25	10	cleaning	cleaning	NOUN
fbem-30780	25	11	,	,	PUNCT
fbem-30780	25	12	word	word	NOUN
fbem-30780	25	13	splitting	splitting	NOUN
fbem-30780	25	14	and	and	CCONJ
fbem-30780	25	15	vectorization	vectorization	NOUN
fbem-30780	26	1	[	[	X
fbem-30780	26	2	6	6	NUM
fbem-30780	26	3	]	]	PUNCT
fbem-30780	26	4	.	.	PUNCT
fbem-30780	27	1	text	text	NOUN
fbem-30780	27	2	cleaning	cleaning	NOUN
fbem-30780	27	3	removes	remove	VERB
fbem-30780	27	4	special	special	ADJ
fbem-30780	27	5	characters	character	NOUN
fbem-30780	27	6	,	,	PUNCT
fbem-30780	27	7	numbers	number	NOUN
fbem-30780	27	8	and	and	CCONJ
fbem-30780	27	9	stop	stop	VERB
fbem-30780	27	10	words	word	NOUN
fbem-30780	27	11	,	,	PUNCT
fbem-30780	27	12	and	and	CCONJ
fbem-30780	27	13	uses	use	VERB
fbem-30780	27	14	regular	regular	ADJ
fbem-30780	27	15	expressions	expression	NOUN
fbem-30780	27	16	to	to	PART
fbem-30780	27	17	extract	extract	VERB
fbem-30780	27	18	key	key	ADJ
fbem-30780	27	19	information	information	NOUN
fbem-30780	27	20	;	;	PUNCT
fbem-30780	27	21	word	word	NOUN
fbem-30780	27	22	segmentation	segmentation	NOUN
fbem-30780	27	23	uses	use	VERB
fbem-30780	27	24	the	the	DET
fbem-30780	27	25	jieba	jieba	NOUN
fbem-30780	27	26	library	library	NOUN
fbem-30780	27	27	for	for	ADP
fbem-30780	27	28	chinese	chinese	ADJ
fbem-30780	27	29	word	word	NOUN
fbem-30780	27	30	segmentation	segmentation	NOUN
fbem-30780	27	31	,	,	PUNCT
fbem-30780	27	32	with	with	ADP
fbem-30780	27	33	an	an	DET
fbem-30780	27	34	accuracy	accuracy	NOUN
fbem-30780	27	35	of	of	ADP
fbem-30780	27	36	95.2	95.2	NUM
fbem-30780	27	37	%	%	NOUN
fbem-30780	27	38	in	in	ADP
fbem-30780	27	39	the	the	DET
fbem-30780	27	40	precise	precise	ADJ
fbem-30780	27	41	mode	mode	NOUN
fbem-30780	27	42	;	;	PUNCT
fbem-30780	27	43	and	and	CCONJ
fbem-30780	27	44	vectorisation	vectorisation	NOUN
fbem-30780	27	45	uses	use	VERB
fbem-30780	27	46	the	the	DET
fbem-30780	27	47	tf	tf	PROPN
fbem-30780	27	48	-	-	PUNCT
fbem-30780	27	49	idf	idf	PROPN
fbem-30780	27	50	method	method	NOUN
fbem-30780	27	51	,	,	PUNCT
fbem-30780	27	52	which	which	PRON
fbem-30780	27	53	transforms	transform	VERB
fbem-30780	27	54	word	word	NOUN
fbem-30780	27	55	frequency	frequency	NOUN
fbem-30780	27	56	information	information	NOUN
fbem-30780	27	57	into	into	ADP
fbem-30780	27	58	numerical	numerical	ADJ
fbem-30780	27	59	features	feature	NOUN
fbem-30780	27	60	.	.	PUNCT
fbem-30780	28	1	[	[	X
fbem-30780	28	2	7	7	X
fbem-30780	28	3	]	]	X
fbem-30780	28	4	the	the	DET
fbem-30780	28	5	dimension	dimension	NOUN
fbem-30780	28	6	of	of	ADP
fbem-30780	28	7	the	the	DET
fbem-30780	28	8	processed	process	VERB
fbem-30780	28	9	text	text	NOUN
fbem-30780	28	10	data	datum	NOUN
fbem-30780	28	11	is	be	AUX
fbem-30780	28	12	reduced	reduce	VERB
fbem-30780	28	13	from	from	ADP
fbem-30780	28	14	the	the	DET
fbem-30780	28	15	original	original	ADJ
fbem-30780	28	16	118,000	118,000	NUM
fbem-30780	28	17	words	word	NOUN
fbem-30780	28	18	to	to	ADP
fbem-30780	28	19	3,682	3,682	NUM
fbem-30780	28	20	feature	feature	NOUN
fbem-30780	28	21	vectors	vector	NOUN
fbem-30780	28	22	.	.	PUNCT
fbem-30780	29	1	in	in	ADP
fbem-30780	29	2	feature	feature	NOUN
fbem-30780	29	3	extraction	extraction	NOUN
fbem-30780	29	4	,	,	PUNCT
fbem-30780	29	5	the	the	DET
fbem-30780	29	6	following	follow	VERB
fbem-30780	29	7	formula	formula	NOUN
fbem-30780	29	8	is	be	AUX
fbem-30780	29	9	used	use	VERB
fbem-30780	29	10	to	to	PART
fbem-30780	29	11	calculate	calculate	VERB
fbem-30780	29	12	the	the	DET
fbem-30780	29	13	tf	tf	PROPN
fbem-30780	29	14	-	-	PUNCT
fbem-30780	29	15	idf	idf	PROPN
fbem-30780	29	16	value	value	NOUN
fbem-30780	29	17	:	:	PUNCT
fbem-30780	30	1	tf	tf	NOUN
fbem-30780	30	2	−	−	PROPN
fbem-30780	30	3	idf(t	idf(t	PROPN
fbem-30780	30	4	,	,	PUNCT
fbem-30780	30	5	d	d	NOUN
fbem-30780	30	6	)	)	PUNCT
fbem-30780	30	7	=	=	NOUN
fbem-30780	30	8	tf(t	tf(t	NUM
fbem-30780	30	9	,	,	PUNCT
fbem-30780	30	10	d	d	NOUN
fbem-30780	30	11	)	)	PUNCT
fbem-30780	30	12	×	×	NOUN
fbem-30780	30	13	idf(t	idf(t	PROPN
fbem-30780	30	14	)	)	PUNCT
fbem-30780	30	15	=	=	PUNCT
fbem-30780	31	1	nt	not	PART
fbem-30780	31	2	,	,	PUNCT
fbem-30780	31	3	d	d	PROPN
fbem-30780	31	4	∑	∑	PROPN
fbem-30780	31	5	nk	nk	PROPN
fbem-30780	31	6	,	,	PUNCT
fbem-30780	31	7	dk	dk	PROPN
fbem-30780	31	8	×	×	PROPN
fbem-30780	31	9	log	log	NOUN
fbem-30780	31	10	n	n	PRON
fbem-30780	31	11	dft	dft	VERB
fbem-30780	31	12	where	where	SCONJ
fbem-30780	31	13	nt	not	PART
fbem-30780	31	14	,	,	PUNCT
fbem-30780	31	15	d	d	PROPN
fbem-30780	31	16	denotes	denote	VERB
fbem-30780	31	17	the	the	DET
fbem-30780	31	18	number	number	NOUN
fbem-30780	31	19	of	of	ADP
fbem-30780	31	20	occurrences	occurrence	NOUN
fbem-30780	31	21	of	of	ADP
fbem-30780	31	22	word	word	NOUN
fbem-30780	31	23	t	t	PROPN
fbem-30780	31	24	in	in	ADP
fbem-30780	31	25	document	document	NOUN
fbem-30780	31	26	d	d	NOUN
fbem-30780	31	27	,	,	PUNCT
fbem-30780	31	28	∑	∑	PROPN
fbem-30780	31	29	nk	nk	PROPN
fbem-30780	31	30	,	,	PUNCT
fbem-30780	31	31	dk	dk	PROPN
fbem-30780	31	32	denotes	denote	VERB
fbem-30780	31	33	the	the	DET
fbem-30780	31	34	total	total	ADJ
fbem-30780	31	35	number	number	NOUN
fbem-30780	31	36	of	of	ADP
fbem-30780	31	37	words	word	NOUN
fbem-30780	31	38	in	in	ADP
fbem-30780	31	39	document	document	NOUN
fbem-30780	31	40	d	d	NOUN
fbem-30780	31	41	,	,	PUNCT
fbem-30780	31	42	n	n	X
fbem-30780	31	43	is	be	AUX
fbem-30780	31	44	the	the	DET
fbem-30780	31	45	total	total	ADJ
fbem-30780	31	46	number	number	NOUN
fbem-30780	31	47	of	of	ADP
fbem-30780	31	48	documents	document	NOUN
fbem-30780	31	49	,	,	PUNCT
fbem-30780	31	50	and	and	CCONJ
fbem-30780	31	51	dft	dft	PROPN
fbem-30780	31	52	is	be	AUX
fbem-30780	31	53	the	the	DET
fbem-30780	31	54	number	number	NOUN
fbem-30780	31	55	of	of	ADP
fbem-30780	31	56	documents	document	NOUN
fbem-30780	31	57	that	that	PRON
fbem-30780	31	58	contain	contain	VERB
fbem-30780	31	59	the	the	DET
fbem-30780	31	60	word	word	NOUN
fbem-30780	31	61	t	t	PROPN
fbem-30780	32	1	[	[	X
fbem-30780	32	2	8	8	NUM
fbem-30780	32	3	]	]	PUNCT
fbem-30780	32	4	.	.	PUNCT
fbem-30780	33	1	3	3	X
fbem-30780	33	2	.	.	X
fbem-30780	33	3	bert	bert	NOUN
fbem-30780	33	4	-	-	PUNCT
fbem-30780	33	5	based	base	VERB
fbem-30780	33	6	text	text	NOUN
fbem-30780	33	7	mining	mining	NOUN
fbem-30780	33	8	techniques	technique	NOUN
fbem-30780	33	9	for	for	ADP
fbem-30780	33	10	finance	finance	NOUN
fbem-30780	33	11	3.1	3.1	NUM
fbem-30780	33	12	.	.	PUNCT
fbem-30780	34	1	application	application	NOUN
fbem-30780	34	2	of	of	ADP
fbem-30780	34	3	the	the	DET
fbem-30780	34	4	bert	bert	PROPN
fbem-30780	34	5	model	model	NOUN
fbem-30780	34	6	in	in	ADP
fbem-30780	34	7	the	the	DET
fbem-30780	34	8	financial	financial	ADJ
fbem-30780	34	9	domain	domain	NOUN
fbem-30780	34	10	in	in	ADP
fbem-30780	34	11	this	this	DET
fbem-30780	34	12	study	study	NOUN
fbem-30780	34	13	,	,	PUNCT
fbem-30780	34	14	the	the	DET
fbem-30780	34	15	bert	bert	PROPN
fbem-30780	34	16	model	model	NOUN
fbem-30780	34	17	was	be	AUX
fbem-30780	34	18	fine	fine	ADV
fbem-30780	34	19	-	-	PUNCT
fbem-30780	34	20	tuned	tune	VERB
fbem-30780	34	21	for	for	ADP
fbem-30780	34	22	financial	financial	ADJ
fbem-30780	34	23	domain	domain	NOUN
fbem-30780	34	24	adaptation	adaptation	NOUN
fbem-30780	34	25	using	use	VERB
fbem-30780	34	26	2,500	2,500	NUM
fbem-30780	34	27	annual	annual	ADJ
fbem-30780	34	28	reports	report	NOUN
fbem-30780	34	29	of	of	ADP
fbem-30780	34	30	listed	list	VERB
fbem-30780	34	31	companies	company	NOUN
fbem-30780	34	32	,	,	PUNCT
fbem-30780	34	33	5,000	5,000	NUM
fbem-30780	34	34	financial	financial	ADJ
fbem-30780	34	35	news	news	NOUN
fbem-30780	34	36	articles	article	NOUN
fbem-30780	34	37	and	and	CCONJ
fbem-30780	34	38	3,000	3,000	NUM
fbem-30780	34	39	risk	risk	NOUN
fbem-30780	34	40	alert	alert	NOUN
fbem-30780	34	41	announcements	announcement	NOUN
fbem-30780	34	42	as	as	ADP
fbem-30780	34	43	training	training	NOUN
fbem-30780	34	44	corpus	corpus	NOUN
fbem-30780	34	45	.	.	PUNCT
fbem-30780	35	1	after	after	ADP
fbem-30780	35	2	120	120	NUM
fbem-30780	35	3	hours	hour	NOUN
fbem-30780	35	4	of	of	ADP
fbem-30780	35	5	training	training	NOUN
fbem-30780	35	6	on	on	ADP
fbem-30780	35	7	a	a	DET
fbem-30780	35	8	tesla	tesla	NOUN
fbem-30780	35	9	v100	v100	PROPN
fbem-30780	35	10	gpu	gpu	PROPN
fbem-30780	35	11	,	,	PUNCT
fbem-30780	35	12	the	the	DET
fbem-30780	35	13	loss	loss	NOUN
fbem-30780	35	14	function	function	NOUN
fbem-30780	35	15	is	be	AUX
fbem-30780	35	16	reduced	reduce	VERB
fbem-30780	35	17	from	from	ADP
fbem-30780	35	18	4.27	4.27	NUM
fbem-30780	35	19	to	to	ADP
fbem-30780	35	20	0.46	0.46	NUM
fbem-30780	35	21	[	[	X
fbem-30780	35	22	9	9	NUM
fbem-30780	35	23	]	]	PUNCT
fbem-30780	35	24	.	.	PUNCT
fbem-30780	36	1	the	the	DET
fbem-30780	36	2	fine	fine	ADV
fbem-30780	36	3	-	-	PUNCT
fbem-30780	36	4	tuned	tune	VERB
fbem-30780	36	5	finbert	finbert	NOUN
fbem-30780	36	6	model	model	NOUN
fbem-30780	36	7	achieves	achieve	VERB
fbem-30780	36	8	an	an	DET
fbem-30780	36	9	accuracy	accuracy	NOUN
fbem-30780	36	10	of	of	ADP
fbem-30780	36	11	91.3	91.3	NUM
fbem-30780	36	12	%	%	NOUN
fbem-30780	36	13	on	on	ADP
fbem-30780	36	14	the	the	DET
fbem-30780	36	15	financial	financial	ADJ
fbem-30780	36	16	risk	risk	NOUN
fbem-30780	36	17	classification	classification	NOUN
fbem-30780	36	18	task	task	NOUN
fbem-30780	36	19	,	,	PUNCT
fbem-30780	36	20	which	which	PRON
fbem-30780	36	21	is	be	AUX
fbem-30780	36	22	7.8	7.8	NUM
fbem-30780	36	23	percentage	percentage	NOUN
fbem-30780	36	24	points	point	NOUN
fbem-30780	36	25	better	well	ADV
fbem-30780	36	26	than	than	ADP
fbem-30780	36	27	the	the	DET
fbem-30780	36	28	original	original	ADJ
fbem-30780	36	29	bert	bert	NOUN
fbem-30780	36	30	.	.	PUNCT
fbem-30780	37	1	figure	figure	NOUN
fbem-30780	37	2	1	1	NUM
fbem-30780	37	3	shows	show	VERB
fbem-30780	37	4	the	the	DET
fbem-30780	37	5	difference	difference	NOUN
fbem-30780	37	6	in	in	ADP
fbem-30780	37	7	performance	performance	NOUN
fbem-30780	37	8	on	on	ADP
fbem-30780	37	9	different	different	ADJ
fbem-30780	37	10	text	text	NOUN
fbem-30780	37	11	types	type	NOUN
fbem-30780	37	12	,	,	PUNCT
fbem-30780	37	13	with	with	ADP
fbem-30780	37	14	annual	annual	ADJ
fbem-30780	37	15	reports	report	NOUN
fbem-30780	37	16	classifying	classify	VERB
fbem-30780	37	17	the	the	DET
fbem-30780	37	18	best	good	ADJ
fbem-30780	37	19	(	(	PUNCT
fbem-30780	37	20	93.6	93.6	NUM
fbem-30780	37	21	per	per	ADP
fbem-30780	37	22	cent	cent	NOUN
fbem-30780	37	23	)	)	PUNCT
fbem-30780	37	24	and	and	CCONJ
fbem-30780	37	25	social	social	ADJ
fbem-30780	37	26	media	medium	NOUN
fbem-30780	37	27	the	the	DET
fbem-30780	37	28	worst	bad	ADJ
fbem-30780	37	29	(	(	PUNCT
fbem-30780	37	30	78.5	78.5	NUM
fbem-30780	37	31	per	per	ADP
fbem-30780	37	32	cent	cent	NOUN
fbem-30780	37	33	)	)	PUNCT
fbem-30780	37	34	.	.	PUNCT
fbem-30780	38	1	the	the	DET
fbem-30780	38	2	model	model	NOUN
fbem-30780	38	3	identifies	identify	VERB
fbem-30780	38	4	liquidity	liquidity	NOUN
fbem-30780	38	5	risk	risk	NOUN
fbem-30780	38	6	and	and	CCONJ
fbem-30780	38	7	compliance	compliance	NOUN
fbem-30780	38	8	risk	risk	NOUN
fbem-30780	38	9	with	with	ADP
fbem-30780	38	10	an	an	DET
fbem-30780	38	11	accuracy	accuracy	NOUN
fbem-30780	38	12	of	of	ADP
fbem-30780	38	13	93.2	93.2	NUM
fbem-30780	38	14	%	%	NOUN
fbem-30780	38	15	and	and	CCONJ
fbem-30780	38	16	92.7	92.7	NUM
fbem-30780	38	17	%	%	NOUN
fbem-30780	38	18	,	,	PUNCT
fbem-30780	38	19	respectively	respectively	ADV
fbem-30780	38	20	,	,	PUNCT
fbem-30780	38	21	which	which	PRON
fbem-30780	38	22	is	be	AUX
fbem-30780	38	23	higher	high	ADJ
fbem-30780	38	24	than	than	ADP
fbem-30780	38	25	other	other	ADJ
fbem-30780	38	26	risk	risk	NOUN
fbem-30780	38	27	types	type	NOUN
fbem-30780	38	28	,	,	PUNCT
fbem-30780	38	29	which	which	PRON
fbem-30780	38	30	is	be	AUX
fbem-30780	38	31	related	relate	VERB
fbem-30780	38	32	to	to	ADP
fbem-30780	38	33	the	the	DET
fbem-30780	38	34	fact	fact	NOUN
fbem-30780	38	35	that	that	SCONJ
fbem-30780	38	36	the	the	DET
fbem-30780	38	37	descriptions	description	NOUN
fbem-30780	38	38	of	of	ADP
fbem-30780	38	39	such	such	ADJ
fbem-30780	38	40	risks	risk	NOUN
fbem-30780	38	41	are	be	AUX
fbem-30780	38	42	more	more	ADV
fbem-30780	38	43	standardised	standardised	ADJ
fbem-30780	38	44	in	in	ADP
fbem-30780	38	45	the	the	DET
fbem-30780	38	46	training	training	NOUN
fbem-30780	38	47	corpus	corpus	NOUN
fbem-30780	38	48	.	.	PUNCT
fbem-30780	39	1	the	the	DET
fbem-30780	39	2	experiment	experiment	NOUN
fbem-30780	39	3	shows	show	VERB
fbem-30780	39	4	that	that	SCONJ
fbem-30780	39	5	domain	domain	NOUN
fbem-30780	39	6	-	-	PUNCT
fbem-30780	39	7	adaptive	adaptive	ADJ
fbem-30780	39	8	fine	fine	ADV
fbem-30780	39	9	-	-	PUNCT
fbem-30780	39	10	tuning	tuning	NOUN
fbem-30780	39	11	can	can	AUX
fbem-30780	39	12	significantly	significantly	ADV
fbem-30780	39	13	improve	improve	VERB
fbem-30780	39	14	the	the	DET
fbem-30780	39	15	performance	performance	NOUN
fbem-30780	39	16	of	of	ADP
fbem-30780	39	17	bert	bert	PROPN
fbem-30780	39	18	in	in	ADP
fbem-30780	39	19	financial	financial	ADJ
fbem-30780	39	20	risk	risk	NOUN
fbem-30780	39	21	identification	identification	NOUN
fbem-30780	39	22	,	,	PUNCT
fbem-30780	39	23	laying	lay	VERB
fbem-30780	39	24	a	a	DET
fbem-30780	39	25	foundation	foundation	NOUN
fbem-30780	39	26	for	for	ADP
fbem-30780	39	27	subsequent	subsequent	ADJ
fbem-30780	39	28	risk	risk	NOUN
fbem-30780	39	29	management	management	NOUN
fbem-30780	40	1	[	[	X
fbem-30780	40	2	10	10	NUM
fbem-30780	40	3	]	]	PUNCT
fbem-30780	40	4	.	.	PUNCT
fbem-30780	41	1	figure	figure	NOUN
fbem-30780	41	2	1	1	NUM
fbem-30780	41	3	.	.	PUNCT
fbem-30780	41	4	comparison	comparison	NOUN
fbem-30780	41	5	of	of	ADP
fbem-30780	41	6	accuracy	accuracy	NOUN
fbem-30780	41	7	rates	rate	NOUN
fbem-30780	41	8	of	of	ADP
fbem-30780	41	9	finbert	finbert	NOUN
fbem-30780	41	10	model	model	NOUN
fbem-30780	41	11	on	on	ADP
fbem-30780	41	12	different	different	ADJ
fbem-30780	41	13	financial	financial	ADJ
fbem-30780	41	14	text	text	NOUN
fbem-30780	41	15	types	type	NOUN
fbem-30780	41	16	3.2	3.2	NUM
fbem-30780	41	17	.	.	PUNCT
fbem-30780	42	1	fusion	fusion	NOUN
fbem-30780	42	2	of	of	ADP
fbem-30780	42	3	multi	multi	ADJ
fbem-30780	42	4	-	-	ADJ
fbem-30780	42	5	source	source	ADJ
fbem-30780	42	6	financial	financial	ADJ
fbem-30780	42	7	texts	text	NOUN
fbem-30780	42	8	and	and	CCONJ
fbem-30780	42	9	risk	risk	NOUN
fbem-30780	42	10	information	information	NOUN
fbem-30780	42	11	mining	mining	NOUN
fbem-30780	42	12	in	in	ADP
fbem-30780	42	13	this	this	DET
fbem-30780	42	14	study	study	NOUN
fbem-30780	42	15	,	,	PUNCT
fbem-30780	42	16	a	a	DET
fbem-30780	42	17	weighted	weight	VERB
fbem-30780	42	18	fusion	fusion	NOUN
fbem-30780	42	19	model	model	NOUN
fbem-30780	42	20	is	be	AUX
fbem-30780	42	21	constructed	construct	VERB
fbem-30780	42	22	to	to	PART
fbem-30780	42	23	integrate	integrate	VERB
fbem-30780	42	24	multi	multi	ADJ
fbem-30780	42	25	-	-	ADJ
fbem-30780	42	26	source	source	ADJ
fbem-30780	42	27	financial	financial	ADJ
fbem-30780	42	28	text	text	NOUN
fbem-30780	42	29	information	information	NOUN
fbem-30780	42	30	,	,	PUNCT
fbem-30780	42	31	and	and	CCONJ
fbem-30780	42	32	the	the	DET
fbem-30780	42	33	experiment	experiment	NOUN
fbem-30780	42	34	is	be	AUX
fbem-30780	42	35	conducted	conduct	VERB
fbem-30780	42	36	based	base	VERB
fbem-30780	42	37	on	on	ADP
fbem-30780	42	38	the	the	DET
fbem-30780	42	39	data	datum	NOUN
fbem-30780	42	40	of	of	ADP
fbem-30780	42	41	100	100	NUM
fbem-30780	42	42	listed	list	VERB
fbem-30780	42	43	companies	company	NOUN
fbem-30780	42	44	.	.	PUNCT
fbem-30780	43	1	the	the	DET
fbem-30780	43	2	fusion	fusion	NOUN
fbem-30780	43	3	adopts	adopt	VERB
fbem-30780	43	4	the	the	DET
fbem-30780	43	5	following	follow	VERB
fbem-30780	43	6	risk	risk	NOUN
fbem-30780	43	7	scoring	scoring	NOUN
fbem-30780	43	8	formula	formula	NOUN
fbem-30780	43	9	:	:	PUNCT
fbem-30780	43	10	riskscorei	riskscorei	VERB
fbem-30780	43	11	=	=	SYM
fbem-30780	43	12	∑	∑	PART
fbem-30780	43	13	αj	αj	NUM
fbem-30780	43	14	×	×	PROPN
fbem-30780	43	15	bert(doci	bert(doci	PROPN
fbem-30780	43	16	,	,	PUNCT
fbem-30780	43	17	j	j	NOUN
fbem-30780	43	18	)	)	PUNCT
fbem-30780	43	19	×	×	NOUN
fbem-30780	43	20	credibiityi	credibiityi	NOUN
fbem-30780	44	1	n	n	PRON
fbem-30780	44	2	j=1	j=1	NOUN
fbem-30780	44	3	where	where	SCONJ
fbem-30780	44	4	each	each	DET
fbem-30780	44	5	document	document	NOUN
fbem-30780	44	6	source	source	NOUN
fbem-30780	44	7	is	be	AUX
fbem-30780	44	8	assigned	assign	VERB
fbem-30780	44	9	different	different	ADJ
fbem-30780	44	10	weights	weight	NOUN
fbem-30780	44	11	:	:	PUNCT
fbem-30780	44	12	annual	annual	ADJ
fbem-30780	44	13	reports	report	NOUN
fbem-30780	44	14	0.42	0.42	NUM
fbem-30780	44	15	,	,	PUNCT
fbem-30780	44	16	announcements	announcement	NOUN
fbem-30780	44	17	0.28	0.28	NUM
fbem-30780	44	18	,	,	PUNCT
fbem-30780	44	19	financial	financial	ADJ
fbem-30780	44	20	news	news	NOUN
fbem-30780	44	21	0.18	0.18	NUM
fbem-30780	44	22	,	,	PUNCT
fbem-30780	44	23	analysts	analyst	NOUN
fbem-30780	44	24	'	'	PART
fbem-30780	44	25	reports	report	NOUN
fbem-30780	44	26	0.12	0.12	NUM
fbem-30780	44	27	,	,	PUNCT
fbem-30780	44	28	and	and	CCONJ
fbem-30780	44	29	this	this	DET
fbem-30780	44	30	weighting	weight	VERB
fbem-30780	44	31	configuration	configuration	NOUN
fbem-30780	44	32	results	result	NOUN
fbem-30780	44	33	in	in	ADP
fbem-30780	44	34	a	a	DET
fbem-30780	44	35	risk	risk	NOUN
fbem-30780	44	36	identification	identification	NOUN
fbem-30780	44	37	accuracy	accuracy	NOUN
fbem-30780	44	38	of	of	ADP
fbem-30780	44	39	94.3	94.3	NUM
fbem-30780	44	40	%	%	NOUN
fbem-30780	44	41	.	.	PUNCT
fbem-30780	45	1	figure	figure	NOUN
fbem-30780	45	2	2	2	NUM
fbem-30780	45	3	illustrates	illustrate	VERB
fbem-30780	45	4	the	the	DET
fbem-30780	45	5	heat	heat	NOUN
fbem-30780	45	6	map	map	NOUN
fbem-30780	45	7	of	of	ADP
fbem-30780	45	8	multi	multi	ADJ
fbem-30780	45	9	-	-	ADJ
fbem-30780	45	10	source	source	ADJ
fbem-30780	45	11	fusion	fusion	NOUN
fbem-30780	45	12	risk	risk	NOUN
fbem-30780	45	13	for	for	ADP
fbem-30780	45	14	a	a	DET
fbem-30780	45	15	manufacturing	manufacture	VERB
fbem-30780	45	16	company	company	NOUN
fbem-30780	45	17	,	,	PUNCT
fbem-30780	45	18	showing	show	VERB
fbem-30780	45	19	that	that	SCONJ
fbem-30780	45	20	the	the	DET
fbem-30780	45	21	liquidity	liquidity	NOUN
fbem-30780	45	22	risk	risk	NOUN
fbem-30780	45	23	and	and	CCONJ
fbem-30780	45	24	market	market	NOUN
fbem-30780	45	25	risk	risk	NOUN
fbem-30780	45	26	indices	index	NOUN
fbem-30780	45	27	rise	rise	VERB
fbem-30780	45	28	rapidly	rapidly	ADV
fbem-30780	45	29	in	in	ADP
fbem-30780	45	30	the	the	DET
fbem-30780	45	31	fourth	fourth	ADJ
fbem-30780	45	32	quarter	quarter	NOUN
fbem-30780	45	33	of	of	ADP
fbem-30780	45	34	2022	2022	NUM
fbem-30780	45	35	,	,	PUNCT
fbem-30780	45	36	which	which	PRON
fbem-30780	45	37	is	be	AUX
fbem-30780	45	38	highly	highly	ADV
fbem-30780	45	39	consistent	consistent	ADJ
fbem-30780	45	40	with	with	ADP
fbem-30780	45	41	the	the	DET
fbem-30780	45	42	financing	financing	NOUN
fbem-30780	45	43	difficulties	difficulty	NOUN
fbem-30780	45	44	that	that	PRON
fbem-30780	45	45	occur	occur	VERB
fbem-30780	45	46	after	after	ADP
fbem-30780	45	47	it	it	PRON
fbem-30780	45	48	[	[	X
fbem-30780	45	49	11	11	NUM
fbem-30780	45	50	]	]	PUNCT
fbem-30780	45	51	.	.	PUNCT
fbem-30780	46	1	the	the	DET
fbem-30780	46	2	multi	multi	ADJ
fbem-30780	46	3	-	-	ADJ
fbem-30780	46	4	source	source	ADJ
fbem-30780	46	5	fusion	fusion	NOUN
fbem-30780	46	6	technique	technique	NOUN
fbem-30780	46	7	successfully	successfully	ADV
fbem-30780	46	8	captures	capture	VERB
fbem-30780	46	9	the	the	DET
fbem-30780	46	10	risk	risk	NOUN
fbem-30780	46	11	signals	signal	NOUN
fbem-30780	46	12	38	38	NUM
fbem-30780	46	13	days	day	NOUN
fbem-30780	46	14	ahead	ahead	ADV
fbem-30780	46	15	of	of	ADP
fbem-30780	46	16	time	time	NOUN
fbem-30780	46	17	,	,	PUNCT
fbem-30780	46	18	23	23	NUM
fbem-30780	46	19	days	day	NOUN
fbem-30780	46	20	ahead	ahead	ADV
fbem-30780	46	21	of	of	ADP
fbem-30780	46	22	a	a	DET
fbem-30780	46	23	single	single	ADJ
fbem-30780	46	24	text	text	NOUN
fbem-30780	46	25	source	source	NOUN
fbem-30780	46	26	,	,	PUNCT
fbem-30780	46	27	validating	validate	VERB
fbem-30780	46	28	the	the	DET
fbem-30780	46	29	early	early	ADJ
fbem-30780	46	30	warning	warning	NOUN
fbem-30780	46	31	value	value	NOUN
fbem-30780	46	32	of	of	ADP
fbem-30780	46	33	multi	multi	ADJ
fbem-30780	46	34	-	-	ADJ
fbem-30780	46	35	source	source	NOUN
fbem-30780	46	36	fusion	fusion	NOUN
fbem-30780	46	37	[	[	X
fbem-30780	46	38	6	6	NUM
fbem-30780	46	39	]	]	PUNCT
fbem-30780	46	40	.	.	PUNCT
fbem-30780	47	1	the	the	DET
fbem-30780	47	2	experiment	experiment	NOUN
fbem-30780	47	3	proves	prove	VERB
fbem-30780	47	4	that	that	SCONJ
fbem-30780	47	5	integrating	integrate	VERB
fbem-30780	47	6	financial	financial	ADJ
fbem-30780	47	7	texts	text	NOUN
fbem-30780	47	8	from	from	ADP
fbem-30780	47	9	different	different	ADJ
fbem-30780	47	10	sources	source	NOUN
fbem-30780	47	11	can	can	AUX
fbem-30780	47	12	provide	provide	VERB
fbem-30780	47	13	more	more	ADV
fbem-30780	47	14	comprehensive	comprehensive	ADJ
fbem-30780	47	15	and	and	CCONJ
fbem-30780	47	16	timely	timely	ADJ
fbem-30780	47	17	risk	risk	NOUN
fbem-30780	47	18	identification	identification	NOUN
fbem-30780	47	19	results	result	NOUN
fbem-30780	47	20	and	and	CCONJ
fbem-30780	47	21	significantly	significantly	ADV
fbem-30780	47	22	improve	improve	VERB
fbem-30780	47	23	the	the	DET
fbem-30780	47	24	early	early	ADJ
fbem-30780	47	25	warning	warning	NOUN
fbem-30780	47	26	capability	capability	NOUN
fbem-30780	47	27	[	[	X
fbem-30780	47	28	12	12	NUM
fbem-30780	47	29	]	]	PUNCT
fbem-30780	47	30	.	.	PUNCT
fbem-30780	48	1	180	180	NUM
fbem-30780	48	2	figure	figure	NOUN
fbem-30780	48	3	2	2	NUM
fbem-30780	48	4	.	.	PUNCT
fbem-30780	48	5	heat	heat	NOUN
fbem-30780	48	6	map	map	NOUN
fbem-30780	48	7	of	of	ADP
fbem-30780	48	8	multi	multi	ADJ
fbem-30780	48	9	-	-	ADJ
fbem-30780	48	10	source	source	NOUN
fbem-30780	48	11	text	text	NOUN
fbem-30780	48	12	fusion	fusion	NOUN
fbem-30780	48	13	risk	risk	NOUN
fbem-30780	48	14	for	for	ADP
fbem-30780	48	15	a	a	DET
fbem-30780	48	16	manufacturing	manufacturing	NOUN
fbem-30780	48	17	enterprise	enterprise	NOUN
fbem-30780	48	18	(	(	PUNCT
fbem-30780	48	19	2022	2022	NUM
fbem-30780	48	20	)	)	PUNCT
fbem-30780	48	21	4	4	NUM
fbem-30780	48	22	.	.	PUNCT
fbem-30780	48	23	financial	financial	ADJ
fbem-30780	48	24	risk	risk	NOUN
fbem-30780	48	25	management	management	NOUN
fbem-30780	48	26	system	system	NOUN
fbem-30780	48	27	design	design	NOUN
fbem-30780	48	28	and	and	CCONJ
fbem-30780	48	29	implementation	implementation	NOUN
fbem-30780	48	30	4.1	4.1	NUM
fbem-30780	48	31	.	.	PUNCT
fbem-30780	49	1	overall	overall	ADJ
fbem-30780	49	2	system	system	NOUN
fbem-30780	49	3	architecture	architecture	NOUN
fbem-30780	49	4	design	design	VERB
fbem-30780	49	5	the	the	DET
fbem-30780	49	6	bert	bert	NOUN
fbem-30780	49	7	-	-	PUNCT
fbem-30780	49	8	based	base	VERB
fbem-30780	49	9	financial	financial	ADJ
fbem-30780	49	10	risk	risk	NOUN
fbem-30780	49	11	management	management	NOUN
fbem-30780	49	12	system	system	NOUN
fbem-30780	49	13	adopts	adopt	VERB
fbem-30780	49	14	a	a	DET
fbem-30780	49	15	layered	layered	ADJ
fbem-30780	49	16	architecture	architecture	NOUN
fbem-30780	49	17	design	design	NOUN
fbem-30780	49	18	to	to	PART
fbem-30780	49	19	realise	realise	VERB
fbem-30780	49	20	the	the	DET
fbem-30780	49	21	intelligent	intelligent	ADJ
fbem-30780	49	22	identification	identification	NOUN
fbem-30780	49	23	and	and	CCONJ
fbem-30780	49	24	management	management	NOUN
fbem-30780	49	25	of	of	ADP
fbem-30780	49	26	enterprise	enterprise	NOUN
fbem-30780	49	27	financial	financial	ADJ
fbem-30780	49	28	risks	risk	NOUN
fbem-30780	49	29	.	.	PUNCT
fbem-30780	50	1	as	as	SCONJ
fbem-30780	50	2	shown	show	VERB
fbem-30780	50	3	in	in	ADP
fbem-30780	50	4	figure	figure	NOUN
fbem-30780	50	5	3	3	NUM
fbem-30780	50	6	,	,	PUNCT
fbem-30780	50	7	the	the	DET
fbem-30780	50	8	system	system	NOUN
fbem-30780	50	9	consists	consist	VERB
fbem-30780	50	10	of	of	ADP
fbem-30780	50	11	five	five	NUM
fbem-30780	50	12	main	main	ADJ
fbem-30780	50	13	layers	layer	NOUN
fbem-30780	50	14	:	:	PUNCT
fbem-30780	50	15	the	the	DET
fbem-30780	50	16	data	data	NOUN
fbem-30780	50	17	layer	layer	NOUN
fbem-30780	50	18	is	be	AUX
fbem-30780	50	19	responsible	responsible	ADJ
fbem-30780	50	20	for	for	ADP
fbem-30780	50	21	multi	multi	ADJ
fbem-30780	50	22	-	-	ADJ
fbem-30780	50	23	source	source	ADJ
fbem-30780	50	24	financial	financial	ADJ
fbem-30780	50	25	text	text	NOUN
fbem-30780	50	26	acquisition	acquisition	NOUN
fbem-30780	50	27	and	and	CCONJ
fbem-30780	50	28	storage	storage	NOUN
fbem-30780	50	29	,	,	PUNCT
fbem-30780	50	30	with	with	ADP
fbem-30780	50	31	a	a	DET
fbem-30780	50	32	daily	daily	ADJ
fbem-30780	50	33	average	average	NOUN
fbem-30780	50	34	of	of	ADP
fbem-30780	50	35	1.5	1.5	NUM
fbem-30780	50	36	gb	gb	NOUN
fbem-30780	50	37	of	of	ADP
fbem-30780	50	38	text	text	NOUN
fbem-30780	50	39	data	datum	NOUN
fbem-30780	50	40	processing	processing	NOUN
fbem-30780	50	41	;	;	PUNCT
fbem-30780	50	42	the	the	DET
fbem-30780	50	43	data	datum	NOUN
fbem-30780	50	44	pre	pre	ADJ
fbem-30780	50	45	-	-	ADJ
fbem-30780	50	46	processing	processing	ADJ
fbem-30780	50	47	layer	layer	NOUN
fbem-30780	50	48	cleans	clean	NOUN
fbem-30780	50	49	,	,	PUNCT
fbem-30780	50	50	words	word	NOUN
fbem-30780	50	51	,	,	PUNCT
fbem-30780	50	52	and	and	CCONJ
fbem-30780	50	53	de	de	NOUN
fbem-30780	50	54	-	-	PUNCT
fbem-30780	50	55	emphasises	emphasise	VERB
fbem-30780	50	56	the	the	DET
fbem-30780	50	57	original	original	ADJ
fbem-30780	50	58	text	text	NOUN
fbem-30780	50	59	,	,	PUNCT
fbem-30780	50	60	with	with	ADP
fbem-30780	50	61	a	a	DET
fbem-30780	50	62	conversion	conversion	NOUN
fbem-30780	50	63	rate	rate	NOUN
fbem-30780	50	64	of	of	ADP
fbem-30780	50	65	92.7	92.7	NUM
fbem-30780	50	66	%	%	NOUN
fbem-30780	50	67	;	;	PUNCT
fbem-30780	50	68	the	the	DET
fbem-30780	50	69	model	model	NOUN
fbem-30780	50	70	layer	layer	NOUN
fbem-30780	50	71	integrates	integrate	VERB
fbem-30780	50	72	the	the	DET
fbem-30780	50	73	core	core	ADJ
fbem-30780	50	74	components	component	NOUN
fbem-30780	50	75	of	of	ADP
fbem-30780	50	76	the	the	DET
fbem-30780	50	77	finbert	finbert	NOUN
fbem-30780	50	78	model	model	NOUN
fbem-30780	50	79	to	to	PART
fbem-30780	50	80	provide	provide	VERB
fbem-30780	50	81	text	text	NOUN
fbem-30780	50	82	comprehension	comprehension	NOUN
fbem-30780	50	83	with	with	ADP
fbem-30780	50	84	an	an	DET
fbem-30780	50	85	accuracy	accuracy	NOUN
fbem-30780	50	86	rate	rate	NOUN
fbem-30780	50	87	of	of	ADP
fbem-30780	50	88	95.2	95.2	NUM
fbem-30780	50	89	%	%	NOUN
fbem-30780	50	90	;	;	PUNCT
fbem-30780	50	91	the	the	DET
fbem-30780	50	92	business	business	NOUN
fbem-30780	50	93	layer	layer	NOUN
fbem-30780	50	94	implements	implement	VERB
fbem-30780	50	95	risk	risk	NOUN
fbem-30780	50	96	identification	identification	NOUN
fbem-30780	50	97	,	,	PUNCT
fbem-30780	50	98	the	the	DET
fbem-30780	50	99	business	business	NOUN
fbem-30780	50	100	layer	layer	NOUN
fbem-30780	50	101	implements	implement	VERB
fbem-30780	50	102	core	core	NOUN
fbem-30780	50	103	functions	function	NOUN
fbem-30780	50	104	such	such	ADJ
fbem-30780	50	105	as	as	ADP
fbem-30780	50	106	risk	risk	NOUN
fbem-30780	50	107	identification	identification	NOUN
fbem-30780	50	108	,	,	PUNCT
fbem-30780	50	109	assessment	assessment	NOUN
fbem-30780	50	110	and	and	CCONJ
fbem-30780	50	111	early	early	ADJ
fbem-30780	50	112	warning	warning	NOUN
fbem-30780	50	113	;	;	PUNCT
fbem-30780	50	114	the	the	DET
fbem-30780	50	115	display	display	NOUN
fbem-30780	50	116	layer	layer	NOUN
fbem-30780	50	117	provides	provide	VERB
fbem-30780	50	118	interactive	interactive	ADJ
fbem-30780	50	119	interfaces	interface	NOUN
fbem-30780	50	120	and	and	CCONJ
fbem-30780	50	121	visual	visual	ADJ
fbem-30780	50	122	analysis	analysis	NOUN
fbem-30780	50	123	tools	tool	NOUN
fbem-30780	50	124	[	[	X
fbem-30780	50	125	13	13	NUM
fbem-30780	50	126	]	]	PUNCT
fbem-30780	50	127	.	.	PUNCT
fbem-30780	51	1	the	the	DET
fbem-30780	51	2	system	system	NOUN
fbem-30780	51	3	uses	use	VERB
fbem-30780	51	4	a	a	DET
fbem-30780	51	5	distributed	distribute	VERB
fbem-30780	51	6	computing	computing	NOUN
fbem-30780	51	7	framework	framework	NOUN
fbem-30780	51	8	to	to	PART
fbem-30780	51	9	process	process	VERB
fbem-30780	51	10	large	large	ADJ
fbem-30780	51	11	-	-	PUNCT
fbem-30780	51	12	scale	scale	NOUN
fbem-30780	51	13	text	text	NOUN
fbem-30780	51	14	and	and	CCONJ
fbem-30780	51	15	can	can	AUX
fbem-30780	51	16	analyse	analyse	VERB
fbem-30780	51	17	more	more	ADJ
fbem-30780	51	18	than	than	ADP
fbem-30780	51	19	5,000	5,000	NUM
fbem-30780	51	20	financial	financial	ADJ
fbem-30780	51	21	documents	document	NOUN
fbem-30780	51	22	per	per	ADP
fbem-30780	51	23	day	day	NOUN
fbem-30780	51	24	.	.	PUNCT
fbem-30780	52	1	the	the	DET
fbem-30780	52	2	core	core	NOUN
fbem-30780	52	3	database	database	NOUN
fbem-30780	52	4	adopts	adopt	VERB
fbem-30780	52	5	mongodb	mongodb	NOUN
fbem-30780	52	6	to	to	PART
fbem-30780	52	7	store	store	VERB
fbem-30780	52	8	semi	semi	ADJ
fbem-30780	52	9	-	-	ADJ
fbem-30780	52	10	structured	structured	ADJ
fbem-30780	52	11	data	datum	NOUN
fbem-30780	52	12	and	and	CCONJ
fbem-30780	52	13	redis	redis	NOUN
fbem-30780	52	14	as	as	ADP
fbem-30780	52	15	cache	cache	NOUN
fbem-30780	52	16	to	to	PART
fbem-30780	52	17	improve	improve	VERB
fbem-30780	52	18	query	query	NOUN
fbem-30780	52	19	performance	performance	NOUN
fbem-30780	52	20	.	.	PUNCT
fbem-30780	53	1	the	the	DET
fbem-30780	53	2	overall	overall	ADJ
fbem-30780	53	3	architecture	architecture	NOUN
fbem-30780	53	4	supports	support	VERB
fbem-30780	53	5	horizontal	horizontal	ADJ
fbem-30780	53	6	scaling	scaling	NOUN
fbem-30780	53	7	,	,	PUNCT
fbem-30780	53	8	and	and	CCONJ
fbem-30780	53	9	when	when	SCONJ
fbem-30780	53	10	the	the	DET
fbem-30780	53	11	system	system	NOUN
fbem-30780	53	12	load	load	VERB
fbem-30780	53	13	increases	increase	NOUN
fbem-30780	53	14	by	by	ADP
fbem-30780	53	15	10	10	NUM
fbem-30780	53	16	times	time	NOUN
fbem-30780	53	17	,	,	PUNCT
fbem-30780	53	18	the	the	DET
fbem-30780	53	19	response	response	NOUN
fbem-30780	53	20	time	time	NOUN
fbem-30780	53	21	only	only	ADV
fbem-30780	53	22	increases	increase	NOUN
fbem-30780	53	23	by	by	ADP
fbem-30780	53	24	0.8	0.8	NUM
fbem-30780	53	25	seconds	second	NOUN
fbem-30780	53	26	,	,	PUNCT
fbem-30780	53	27	which	which	PRON
fbem-30780	53	28	meets	meet	VERB
fbem-30780	53	29	the	the	DET
fbem-30780	53	30	requirements	requirement	NOUN
fbem-30780	53	31	of	of	ADP
fbem-30780	53	32	enterprise	enterprise	NOUN
fbem-30780	53	33	-	-	PUNCT
fbem-30780	53	34	level	level	NOUN
fbem-30780	53	35	applications	application	NOUN
fbem-30780	53	36	[	[	X
fbem-30780	53	37	14	14	NUM
fbem-30780	53	38	]	]	PUNCT
fbem-30780	53	39	.	.	PUNCT
fbem-30780	54	1	figure	figure	NOUN
fbem-30780	54	2	3	3	NUM
fbem-30780	54	3	.	.	PUNCT
fbem-30780	54	4	overall	overall	ADJ
fbem-30780	54	5	architecture	architecture	NOUN
fbem-30780	54	6	of	of	ADP
fbem-30780	54	7	financial	financial	ADJ
fbem-30780	54	8	risk	risk	NOUN
fbem-30780	54	9	management	management	NOUN
fbem-30780	54	10	system	system	NOUN
fbem-30780	54	11	4.2	4.2	NUM
fbem-30780	54	12	.	.	PUNCT
fbem-30780	55	1	financial	financial	ADJ
fbem-30780	55	2	text	text	NOUN
fbem-30780	55	3	mining	mining	NOUN
fbem-30780	55	4	module	module	NOUN
fbem-30780	55	5	implementation	implementation	NOUN
fbem-30780	55	6	the	the	DET
fbem-30780	55	7	financial	financial	ADJ
fbem-30780	55	8	text	text	NOUN
fbem-30780	55	9	mining	mining	NOUN
fbem-30780	55	10	module	module	NOUN
fbem-30780	55	11	is	be	AUX
fbem-30780	55	12	implemented	implement	VERB
fbem-30780	55	13	based	base	VERB
fbem-30780	55	14	on	on	ADP
fbem-30780	55	15	finbert	finbert	NOUN
fbem-30780	55	16	model	model	NOUN
fbem-30780	55	17	with	with	ADP
fbem-30780	55	18	12	12	NUM
fbem-30780	55	19	-	-	PUNCT
fbem-30780	55	20	layer	layer	NOUN
fbem-30780	55	21	transformer	transformer	NOUN
fbem-30780	55	22	structure	structure	NOUN
fbem-30780	55	23	,	,	PUNCT
fbem-30780	55	24	768	768	NUM
fbem-30780	55	25	hidden	hide	VERB
fbem-30780	55	26	layer	layer	NOUN
fbem-30780	55	27	dimensions	dimension	NOUN
fbem-30780	55	28	,	,	PUNCT
fbem-30780	55	29	12	12	NUM
fbem-30780	55	30	attention	attention	NOUN
fbem-30780	55	31	heads	head	NOUN
fbem-30780	55	32	and	and	CCONJ
fbem-30780	55	33	125	125	NUM
fbem-30780	55	34	million	million	NUM
fbem-30780	55	35	parameters	parameter	NOUN
fbem-30780	55	36	.	.	PUNCT
fbem-30780	56	1	the	the	DET
fbem-30780	56	2	module	module	NOUN
fbem-30780	56	3	contains	contain	VERB
fbem-30780	56	4	three	three	NUM
fbem-30780	56	5	sub	sub	NOUN
fbem-30780	56	6	-	-	NOUN
fbem-30780	56	7	modules	module	NOUN
fbem-30780	56	8	:	:	PUNCT
fbem-30780	56	9	text	text	NOUN
fbem-30780	56	10	classification	classification	NOUN
fbem-30780	56	11	,	,	PUNCT
fbem-30780	56	12	entity	entity	NOUN
fbem-30780	56	13	recognition	recognition	NOUN
fbem-30780	56	14	and	and	CCONJ
fbem-30780	56	15	relationship	relationship	NOUN
fbem-30780	56	16	extraction	extraction	NOUN
fbem-30780	56	17	.	.	PUNCT
fbem-30780	57	1	as	as	SCONJ
fbem-30780	57	2	tested	test	VERB
fbem-30780	57	3	,	,	PUNCT
fbem-30780	57	4	the	the	DET
fbem-30780	57	5	text	text	NOUN
fbem-30780	57	6	classification	classification	NOUN
fbem-30780	57	7	sub	sub	NOUN
fbem-30780	57	8	-	-	NOUN
fbem-30780	57	9	module	module	NOUN
fbem-30780	57	10	has	have	VERB
fbem-30780	57	11	a	a	DET
fbem-30780	57	12	classification	classification	NOUN
fbem-30780	57	13	accuracy	accuracy	NOUN
fbem-30780	57	14	of	of	ADP
fbem-30780	57	15	93.8	93.8	NUM
fbem-30780	57	16	%	%	NOUN
fbem-30780	57	17	on	on	ADP
fbem-30780	57	18	10,000	10,000	NUM
fbem-30780	57	19	financial	financial	ADJ
fbem-30780	57	20	texts	text	NOUN
fbem-30780	57	21	,	,	PUNCT
fbem-30780	57	22	with	with	ADP
fbem-30780	57	23	an	an	DET
fbem-30780	57	24	average	average	ADJ
fbem-30780	57	25	processing	processing	NOUN
fbem-30780	57	26	speed	speed	NOUN
fbem-30780	57	27	of	of	ADP
fbem-30780	57	28	125	125	NUM
fbem-30780	57	29	texts	text	NOUN
fbem-30780	57	30	/	/	SYM
fbem-30780	57	31	second	second	ADJ
fbem-30780	57	32	.	.	PUNCT
fbem-30780	58	1	the	the	DET
fbem-30780	58	2	named	name	VERB
fbem-30780	58	3	entity	entity	NOUN
fbem-30780	58	4	recognition	recognition	NOUN
fbem-30780	58	5	sub	sub	NOUN
fbem-30780	58	6	-	-	NOUN
fbem-30780	58	7	module	module	NOUN
fbem-30780	58	8	has	have	VERB
fbem-30780	58	9	an	an	DET
fbem-30780	58	10	f1	f1	ADJ
fbem-30780	58	11	value	value	NOUN
fbem-30780	58	12	of	of	ADP
fbem-30780	58	13	86.5	86.5	NUM
fbem-30780	58	14	%	%	NOUN
fbem-30780	58	15	in	in	ADP
fbem-30780	58	16	recognising	recognise	VERB
fbem-30780	58	17	financial	financial	ADJ
fbem-30780	58	18	entities	entity	NOUN
fbem-30780	58	19	,	,	PUNCT
fbem-30780	58	20	and	and	CCONJ
fbem-30780	58	21	can	can	AUX
fbem-30780	58	22	effectively	effectively	ADV
fbem-30780	58	23	mark	mark	VERB
fbem-30780	58	24	risk	risk	NOUN
fbem-30780	58	25	-	-	PUNCT
fbem-30780	58	26	related	relate	VERB
fbem-30780	58	27	entities	entity	NOUN
fbem-30780	58	28	such	such	ADJ
fbem-30780	58	29	as	as	ADP
fbem-30780	58	30	‘	'	PUNCT
fbem-30780	58	31	asset	asset	NOUN
fbem-30780	58	32	impairment	impairment	NOUN
fbem-30780	58	33	’	'	PUNCT
fbem-30780	58	34	and	and	CCONJ
fbem-30780	58	35	‘	'	PUNCT
fbem-30780	58	36	debt	debt	NOUN
fbem-30780	58	37	default	default	NOUN
fbem-30780	58	38	’	'	PUNCT
fbem-30780	59	1	[	[	X
fbem-30780	59	2	15	15	NUM
fbem-30780	59	3	]	]	PUNCT
fbem-30780	59	4	.	.	PUNCT
fbem-30780	60	1	the	the	DET
fbem-30780	60	2	relationship	relationship	NOUN
fbem-30780	60	3	extraction	extraction	NOUN
fbem-30780	60	4	sub	sub	ADJ
fbem-30780	60	5	-	-	ADJ
fbem-30780	60	6	module	module	ADJ
fbem-30780	60	7	extracts	extract	NOUN
fbem-30780	60	8	inter	inter	ADJ
fbem-30780	60	9	-	-	ADJ
fbem-30780	60	10	entity	entity	ADJ
fbem-30780	60	11	relationships	relationship	NOUN
fbem-30780	60	12	with	with	ADP
fbem-30780	60	13	an	an	DET
fbem-30780	60	14	accuracy	accuracy	NOUN
fbem-30780	60	15	of	of	ADP
fbem-30780	60	16	82.3	82.3	NUM
fbem-30780	60	17	%	%	NOUN
fbem-30780	60	18	,	,	PUNCT
fbem-30780	60	19	e.g.	e.g.	ADV
fbem-30780	60	20	,	,	PUNCT
fbem-30780	60	21	identifying	identify	VERB
fbem-30780	60	22	the	the	DET
fbem-30780	60	23	relationship	relationship	NOUN
fbem-30780	60	24	between	between	ADP
fbem-30780	60	25	‘	'	PUNCT
fbem-30780	60	26	subsidiary	subsidiary	NOUN
fbem-30780	60	27	's	's	PART
fbem-30780	60	28	loss	loss	NOUN
fbem-30780	60	29	’	'	PUNCT
fbem-30780	60	30	and	and	CCONJ
fbem-30780	60	31	‘	'	PUNCT
fbem-30780	60	32	parent	parent	NOUN
fbem-30780	60	33	's	's	PART
fbem-30780	60	34	liquidity	liquidity	NOUN
fbem-30780	60	35	’	'	PUNCT
fbem-30780	60	36	.	.	PUNCT
fbem-30780	61	1	table	table	NOUN
fbem-30780	61	2	2	2	NUM
fbem-30780	61	3	shows	show	VERB
fbem-30780	61	4	the	the	DET
fbem-30780	61	5	performance	performance	NOUN
fbem-30780	61	6	of	of	ADP
fbem-30780	61	7	each	each	DET
fbem-30780	61	8	sub	sub	NOUN
fbem-30780	61	9	-	-	NOUN
fbem-30780	61	10	module	module	NOUN
fbem-30780	61	11	on	on	ADP
fbem-30780	61	12	the	the	DET
fbem-30780	61	13	test	test	NOUN
fbem-30780	61	14	set	set	NOUN
fbem-30780	61	15	.	.	PUNCT
fbem-30780	62	1	the	the	DET
fbem-30780	62	2	module	module	NOUN
fbem-30780	62	3	adopts	adopt	VERB
fbem-30780	62	4	batch	batch	NOUN
fbem-30780	62	5	processing	processing	NOUN
fbem-30780	62	6	mechanism	mechanism	NOUN
fbem-30780	62	7	,	,	PUNCT
fbem-30780	62	8	the	the	DET
fbem-30780	62	9	throughput	throughput	NOUN
fbem-30780	62	10	is	be	AUX
fbem-30780	62	11	increased	increase	VERB
fbem-30780	62	12	by	by	ADP
fbem-30780	62	13	46	46	NUM
fbem-30780	62	14	%	%	NOUN
fbem-30780	62	15	when	when	SCONJ
fbem-30780	62	16	the	the	DET
fbem-30780	62	17	batch	batch	NOUN
fbem-30780	62	18	size	size	NOUN
fbem-30780	62	19	is	be	AUX
fbem-30780	62	20	32	32	NUM
fbem-30780	62	21	,	,	PUNCT
fbem-30780	62	22	the	the	DET
fbem-30780	62	23	average	average	ADJ
fbem-30780	62	24	processing	processing	NOUN
fbem-30780	62	25	time	time	NOUN
fbem-30780	62	26	of	of	ADP
fbem-30780	62	27	a	a	DET
fbem-30780	62	28	single	single	ADJ
fbem-30780	62	29	text	text	NOUN
fbem-30780	62	30	is	be	AUX
fbem-30780	62	31	reduced	reduce	VERB
fbem-30780	62	32	from	from	ADP
fbem-30780	62	33	the	the	DET
fbem-30780	62	34	original	original	ADJ
fbem-30780	62	35	265ms	265ms	NOUN
fbem-30780	62	36	to	to	ADP
fbem-30780	62	37	143ms	143ms	NOUN
fbem-30780	62	38	,	,	PUNCT
fbem-30780	62	39	the	the	DET
fbem-30780	62	40	cpu	cpu	NOUN
fbem-30780	62	41	occupancy	occupancy	NOUN
fbem-30780	62	42	rate	rate	NOUN
fbem-30780	62	43	is	be	AUX
fbem-30780	62	44	reduced	reduce	VERB
fbem-30780	62	45	by	by	ADP
fbem-30780	62	46	22	22	NUM
fbem-30780	62	47	%	%	NOUN
fbem-30780	62	48	,	,	PUNCT
fbem-30780	62	49	and	and	CCONJ
fbem-30780	62	50	the	the	DET
fbem-30780	62	51	memory	memory	NOUN
fbem-30780	62	52	usage	usage	NOUN
fbem-30780	62	53	is	be	AUX
fbem-30780	62	54	reduced	reduce	VERB
fbem-30780	62	55	by	by	ADP
fbem-30780	62	56	17	17	NUM
fbem-30780	62	57	%	%	NOUN
fbem-30780	62	58	,	,	PUNCT
fbem-30780	62	59	which	which	PRON
fbem-30780	62	60	effectively	effectively	ADV
fbem-30780	62	61	improves	improve	VERB
fbem-30780	62	62	the	the	DET
fbem-30780	62	63	processing	processing	NOUN
fbem-30780	62	64	efficiency	efficiency	NOUN
fbem-30780	62	65	of	of	ADP
fbem-30780	62	66	the	the	DET
fbem-30780	62	67	system	system	NOUN
fbem-30780	63	1	[	[	X
fbem-30780	63	2	16	16	NUM
fbem-30780	63	3	]	]	PUNCT
fbem-30780	63	4	.	.	PUNCT
fbem-30780	64	1	table	table	NOUN
fbem-30780	64	2	2	2	NUM
fbem-30780	64	3	.	.	PUNCT
fbem-30780	64	4	financial	financial	ADJ
fbem-30780	64	5	text	text	NOUN
fbem-30780	64	6	mining	mining	NOUN
fbem-30780	64	7	module	module	NOUN
fbem-30780	64	8	performance	performance	NOUN
fbem-30780	64	9	indicators	indicator	NOUN
fbem-30780	64	10	submodule	submodule	NOUN
fbem-30780	64	11	accuracy	accuracy	NOUN
fbem-30780	64	12	(	(	PUNCT
fbem-30780	64	13	%	%	INTJ
fbem-30780	64	14	)	)	PUNCT
fbem-30780	64	15	recall	recall	NOUN
fbem-30780	64	16	(	(	PUNCT
fbem-30780	64	17	%	%	INTJ
fbem-30780	64	18	)	)	PUNCT
fbem-30780	64	19	f1score	f1score	NOUN
fbem-30780	64	20	(	(	PUNCT
fbem-30780	64	21	%	%	INTJ
fbem-30780	64	22	)	)	PUNCT
fbem-30780	64	23	processing	processing	NOUN
fbem-30780	64	24	speed	speed	NOUN
fbem-30780	64	25	(	(	PUNCT
fbem-30780	64	26	items	item	NOUN
fbem-30780	64	27	/	/	SYM
fbem-30780	64	28	second	second	ADJ
fbem-30780	64	29	)	)	PUNCT
fbem-30780	64	30	text	text	NOUN
fbem-30780	64	31	classification	classification	NOUN
fbem-30780	64	32	93.8	93.8	NUM
fbem-30780	64	33	92.6	92.6	NUM
fbem-30780	64	34	93.2	93.2	NUM
fbem-30780	64	35	125	125	NUM
fbem-30780	64	36	entity	entity	NOUN
fbem-30780	64	37	recognition	recognition	NOUN
fbem-30780	64	38	87.2	87.2	NUM
fbem-30780	64	39	85.8	85.8	NUM
fbem-30780	64	40	86.5	86.5	NUM
fbem-30780	64	41	98	98	NUM
fbem-30780	64	42	relationship	relationship	NOUN
fbem-30780	64	43	extraction	extraction	NOUN
fbem-30780	64	44	82.3	82.3	NUM
fbem-30780	64	45	80.5	80.5	NUM
fbem-30780	64	46	81.4	81.4	NUM
fbem-30780	64	47	76	76	NUM
fbem-30780	64	48	181	181	NUM
fbem-30780	64	49	4.3	4.3	NUM
fbem-30780	64	50	.	.	PUNCT
fbem-30780	65	1	risk	risk	NOUN
fbem-30780	65	2	identification	identification	NOUN
fbem-30780	65	3	and	and	CCONJ
fbem-30780	65	4	assessment	assessment	NOUN
fbem-30780	65	5	module	module	NOUN
fbem-30780	65	6	design	design	VERB
fbem-30780	65	7	the	the	DET
fbem-30780	65	8	risk	risk	NOUN
fbem-30780	65	9	identification	identification	NOUN
fbem-30780	65	10	and	and	CCONJ
fbem-30780	65	11	assessment	assessment	NOUN
fbem-30780	65	12	module	module	NOUN
fbem-30780	65	13	constructs	construct	VERB
fbem-30780	65	14	a	a	DET
fbem-30780	65	15	risk	risk	NOUN
fbem-30780	65	16	scoring	scoring	NOUN
fbem-30780	65	17	model	model	NOUN
fbem-30780	65	18	based	base	VERB
fbem-30780	65	19	on	on	ADP
fbem-30780	65	20	text	text	NOUN
fbem-30780	65	21	mining	mining	NOUN
fbem-30780	65	22	results	result	NOUN
fbem-30780	65	23	.	.	PUNCT
fbem-30780	66	1	the	the	DET
fbem-30780	66	2	experiment	experiment	NOUN
fbem-30780	66	3	uses	use	VERB
fbem-30780	66	4	the	the	DET
fbem-30780	66	5	historical	historical	ADJ
fbem-30780	66	6	data	datum	NOUN
fbem-30780	66	7	of	of	ADP
fbem-30780	66	8	500	500	NUM
fbem-30780	66	9	listed	list	VERB
fbem-30780	66	10	companies	company	NOUN
fbem-30780	66	11	to	to	PART
fbem-30780	66	12	train	train	VERB
fbem-30780	66	13	the	the	DET
fbem-30780	66	14	scoring	scoring	NOUN
fbem-30780	66	15	algorithm	algorithm	NOUN
fbem-30780	66	16	,	,	PUNCT
fbem-30780	66	17	combining	combine	VERB
fbem-30780	66	18	text	text	NOUN
fbem-30780	66	19	features	feature	NOUN
fbem-30780	66	20	with	with	ADP
fbem-30780	66	21	financial	financial	ADJ
fbem-30780	66	22	indicators	indicator	NOUN
fbem-30780	66	23	to	to	PART
fbem-30780	66	24	form	form	VERB
fbem-30780	66	25	a	a	DET
fbem-30780	66	26	comprehensive	comprehensive	ADJ
fbem-30780	66	27	risk	risk	NOUN
fbem-30780	66	28	score	score	NOUN
fbem-30780	66	29	[	[	X
fbem-30780	66	30	17	17	NUM
fbem-30780	66	31	]	]	PUNCT
fbem-30780	66	32	.	.	PUNCT
fbem-30780	67	1	the	the	DET
fbem-30780	67	2	risk	risk	NOUN
fbem-30780	67	3	scoring	scoring	NOUN
fbem-30780	67	4	formula	formula	NOUN
fbem-30780	67	5	is	be	AUX
fbem-30780	67	6	as	as	SCONJ
fbem-30780	67	7	follows	follow	VERB
fbem-30780	67	8	:	:	PUNCT
fbem-30780	67	9	riskscorei	riskscorei	VERB
fbem-30780	67	10	=	=	SYM
fbem-30780	67	11	∑	∑	PROPN
fbem-30780	67	12	wi	wi	PROPN
fbem-30780	67	13	×	×	PROPN
fbem-30780	67	14	textriski	textriski	PROPN
fbem-30780	68	1	+	+	CCONJ
fbem-30780	68	2	∑	∑	PROPN
fbem-30780	68	3	vj	vj	INTJ
fbem-30780	68	4	×	×	NOUN
fbem-30780	68	5	n	n	CCONJ
fbem-30780	68	6	j=1	j=1	NOUN
fbem-30780	68	7	finratioi	finratioi	NOUN
fbem-30780	68	8	m	m	VERB
fbem-30780	68	9	i=1	i=1	PROPN
fbem-30780	68	10	where	where	SCONJ
fbem-30780	68	11	textriski	textriski	PROPN
fbem-30780	68	12	is	be	AUX
fbem-30780	68	13	the	the	DET
fbem-30780	68	14	ith	ith	ADJ
fbem-30780	68	15	class	class	NOUN
fbem-30780	68	16	of	of	ADP
fbem-30780	68	17	risk	risk	NOUN
fbem-30780	68	18	index	index	NOUN
fbem-30780	68	19	obtained	obtain	VERB
fbem-30780	68	20	from	from	ADP
fbem-30780	68	21	text	text	NOUN
fbem-30780	68	22	mining	mining	NOUN
fbem-30780	68	23	,	,	PUNCT
fbem-30780	68	24	finratioj	finratioj	NOUN
fbem-30780	68	25	is	be	AUX
fbem-30780	68	26	the	the	DET
fbem-30780	68	27	jth	jth	PROPN
fbem-30780	68	28	financial	financial	ADJ
fbem-30780	68	29	indicator	indicator	NOUN
fbem-30780	68	30	,	,	PUNCT
fbem-30780	68	31	and	and	CCONJ
fbem-30780	68	32	wi	wi	PROPN
fbem-30780	68	33	and	and	CCONJ
fbem-30780	68	34	vj	vj	PROPN
fbem-30780	68	35	are	be	AUX
fbem-30780	68	36	the	the	DET
fbem-30780	68	37	weights	weight	NOUN
fbem-30780	68	38	of	of	ADP
fbem-30780	68	39	each	each	DET
fbem-30780	68	40	dimension	dimension	NOUN
fbem-30780	68	41	.	.	PUNCT
fbem-30780	69	1	the	the	DET
fbem-30780	69	2	weights	weight	NOUN
fbem-30780	69	3	are	be	AUX
fbem-30780	69	4	optimised	optimise	VERB
fbem-30780	69	5	by	by	ADP
fbem-30780	69	6	the	the	DET
fbem-30780	69	7	gradient	gradient	ADJ
fbem-30780	69	8	descent	descent	NOUN
fbem-30780	69	9	method	method	NOUN
fbem-30780	69	10	so	so	SCONJ
fbem-30780	69	11	that	that	SCONJ
fbem-30780	69	12	the	the	DET
fbem-30780	69	13	correlation	correlation	NOUN
fbem-30780	69	14	between	between	ADP
fbem-30780	69	15	the	the	DET
fbem-30780	69	16	score	score	NOUN
fbem-30780	69	17	and	and	CCONJ
fbem-30780	69	18	the	the	DET
fbem-30780	69	19	historical	historical	ADJ
fbem-30780	69	20	risk	risk	NOUN
fbem-30780	69	21	events	event	NOUN
fbem-30780	69	22	reaches	reach	VERB
fbem-30780	69	23	0.87	0.87	NUM
fbem-30780	69	24	[	[	X
fbem-30780	69	25	18	18	NUM
fbem-30780	69	26	]	]	PUNCT
fbem-30780	69	27	.	.	PUNCT
fbem-30780	70	1	the	the	DET
fbem-30780	70	2	module	module	NOUN
fbem-30780	70	3	divides	divide	VERB
fbem-30780	70	4	the	the	DET
fbem-30780	70	5	risk	risk	NOUN
fbem-30780	70	6	score	score	NOUN
fbem-30780	70	7	into	into	ADP
fbem-30780	70	8	five	five	NUM
fbem-30780	70	9	levels	level	NOUN
fbem-30780	70	10	:	:	PUNCT
fbem-30780	70	11	very	very	ADV
fbem-30780	70	12	low	low	ADJ
fbem-30780	70	13	(	(	PUNCT
fbem-30780	70	14	0	0	NUM
fbem-30780	70	15	-	-	SYM
fbem-30780	70	16	0.2	0.2	NUM
fbem-30780	70	17	)	)	PUNCT
fbem-30780	70	18	,	,	PUNCT
fbem-30780	70	19	low	low	ADJ
fbem-30780	70	20	(	(	PUNCT
fbem-30780	70	21	0.2	0.2	NUM
fbem-30780	70	22	-	-	PUNCT
fbem-30780	70	23	0.4	0.4	NUM
fbem-30780	70	24	)	)	PUNCT
fbem-30780	70	25	,	,	PUNCT
fbem-30780	70	26	medium	medium	NOUN
fbem-30780	70	27	(	(	PUNCT
fbem-30780	70	28	0.4	0.4	NUM
fbem-30780	70	29	-	-	SYM
fbem-30780	70	30	0.6	0.6	NUM
fbem-30780	70	31	)	)	PUNCT
fbem-30780	70	32	,	,	PUNCT
fbem-30780	70	33	high	high	ADJ
fbem-30780	70	34	(	(	PUNCT
fbem-30780	70	35	0.6	0.6	NUM
fbem-30780	70	36	-	-	SYM
fbem-30780	70	37	0.8	0.8	NUM
fbem-30780	70	38	)	)	PUNCT
fbem-30780	70	39	,	,	PUNCT
fbem-30780	70	40	and	and	CCONJ
fbem-30780	70	41	very	very	ADV
fbem-30780	70	42	high	high	ADJ
fbem-30780	70	43	(	(	PUNCT
fbem-30780	70	44	0.8	0.8	NUM
fbem-30780	70	45	-	-	SYM
fbem-30780	70	46	1.0	1.0	NUM
fbem-30780	70	47	)	)	PUNCT
fbem-30780	71	1	[	[	X
fbem-30780	71	2	19	19	NUM
fbem-30780	71	3	]	]	PUNCT
fbem-30780	71	4	.	.	PUNCT
fbem-30780	72	1	4.4	4.4	NUM
fbem-30780	72	2	.	.	PUNCT
fbem-30780	73	1	risk	risk	NOUN
fbem-30780	73	2	warning	warning	NOUN
fbem-30780	73	3	and	and	CCONJ
fbem-30780	73	4	decision	decision	NOUN
fbem-30780	73	5	support	support	NOUN
fbem-30780	73	6	function	function	NOUN
fbem-30780	73	7	implementation	implementation	NOUN
fbem-30780	73	8	the	the	DET
fbem-30780	73	9	risk	risk	NOUN
fbem-30780	73	10	warning	warning	NOUN
fbem-30780	73	11	and	and	CCONJ
fbem-30780	73	12	decision	decision	NOUN
fbem-30780	73	13	support	support	NOUN
fbem-30780	73	14	module	module	NOUN
fbem-30780	73	15	provides	provide	VERB
fbem-30780	73	16	real	real	ADJ
fbem-30780	73	17	-	-	PUNCT
fbem-30780	73	18	time	time	NOUN
fbem-30780	73	19	monitoring	monitoring	NOUN
fbem-30780	73	20	and	and	CCONJ
fbem-30780	73	21	intelligent	intelligent	ADJ
fbem-30780	73	22	suggestions	suggestion	NOUN
fbem-30780	73	23	[	[	X
fbem-30780	73	24	20	20	NUM
fbem-30780	73	25	]	]	PUNCT
fbem-30780	73	26	.	.	PUNCT
fbem-30780	74	1	the	the	DET
fbem-30780	74	2	system	system	NOUN
fbem-30780	74	3	triggers	trigger	VERB
fbem-30780	74	4	a	a	DET
fbem-30780	74	5	four	four	NUM
fbem-30780	74	6	-	-	PUNCT
fbem-30780	74	7	level	level	NOUN
fbem-30780	74	8	warning	warning	NOUN
fbem-30780	74	9	mechanism	mechanism	NOUN
fbem-30780	74	10	according	accord	VERB
fbem-30780	74	11	to	to	ADP
fbem-30780	74	12	the	the	DET
fbem-30780	74	13	set	set	NOUN
fbem-30780	74	14	threshold	threshold	NOUN
fbem-30780	74	15	:	:	PUNCT
fbem-30780	74	16	blue	blue	ADJ
fbem-30780	74	17	(	(	PUNCT
fbem-30780	74	18	risk	risk	NOUN
fbem-30780	74	19	score	score	NOUN
fbem-30780	74	20	0.4	0.4	NUM
fbem-30780	74	21	-	-	SYM
fbem-30780	74	22	0.5	0.5	NUM
fbem-30780	74	23	)	)	PUNCT
fbem-30780	74	24	,	,	PUNCT
fbem-30780	74	25	yellow	yellow	ADJ
fbem-30780	74	26	(	(	PUNCT
fbem-30780	74	27	0.5	0.5	NUM
fbem-30780	74	28	-	-	SYM
fbem-30780	74	29	0.6	0.6	NUM
fbem-30780	74	30	)	)	PUNCT
fbem-30780	74	31	,	,	PUNCT
fbem-30780	74	32	orange	orange	PROPN
fbem-30780	74	33	(	(	PUNCT
fbem-30780	74	34	0.6	0.6	NUM
fbem-30780	74	35	-	-	SYM
fbem-30780	74	36	0.8	0.8	NUM
fbem-30780	74	37	)	)	PUNCT
fbem-30780	74	38	,	,	PUNCT
fbem-30780	74	39	red	red	NOUN
fbem-30780	74	40	(	(	PUNCT
fbem-30780	74	41	0.8	0.8	NUM
fbem-30780	74	42	-	-	SYM
fbem-30780	74	43	1.0	1.0	NUM
fbem-30780	74	44	)	)	PUNCT
fbem-30780	74	45	.	.	PUNCT
fbem-30780	75	1	early	early	ADJ
fbem-30780	75	2	warning	warning	NOUN
fbem-30780	75	3	information	information	NOUN
fbem-30780	75	4	is	be	AUX
fbem-30780	75	5	pushed	push	VERB
fbem-30780	75	6	through	through	ADP
fbem-30780	75	7	the	the	DET
fbem-30780	75	8	system	system	NOUN
fbem-30780	75	9	interface	interface	NOUN
fbem-30780	75	10	,	,	PUNCT
fbem-30780	75	11	email	email	NOUN
fbem-30780	75	12	and	and	CCONJ
fbem-30780	75	13	mobile	mobile	ADJ
fbem-30780	75	14	phone	phone	NOUN
fbem-30780	75	15	app	app	NOUN
fbem-30780	75	16	,	,	PUNCT
fbem-30780	75	17	with	with	ADP
fbem-30780	75	18	a	a	DET
fbem-30780	75	19	response	response	NOUN
fbem-30780	75	20	time	time	NOUN
fbem-30780	75	21	of	of	ADP
fbem-30780	75	22	less	less	ADJ
fbem-30780	75	23	than	than	ADP
fbem-30780	75	24	5	5	NUM
fbem-30780	75	25	seconds	second	NOUN
fbem-30780	75	26	.	.	PUNCT
fbem-30780	76	1	the	the	DET
fbem-30780	76	2	decision	decision	NOUN
fbem-30780	76	3	support	support	NOUN
fbem-30780	76	4	system	system	NOUN
fbem-30780	76	5	builds	build	VERB
fbem-30780	76	6	a	a	DET
fbem-30780	76	7	knowledge	knowledge	NOUN
fbem-30780	76	8	base	base	NOUN
fbem-30780	76	9	based	base	VERB
fbem-30780	76	10	on	on	ADP
fbem-30780	76	11	150	150	NUM
fbem-30780	76	12	historical	historical	ADJ
fbem-30780	76	13	risk	risk	NOUN
fbem-30780	76	14	cases	case	NOUN
fbem-30780	76	15	and	and	CCONJ
fbem-30780	76	16	provides	provide	VERB
fbem-30780	76	17	differentiated	differentiated	ADJ
fbem-30780	76	18	advice	advice	NOUN
fbem-30780	76	19	for	for	ADP
fbem-30780	76	20	different	different	ADJ
fbem-30780	76	21	risk	risk	NOUN
fbem-30780	76	22	types	type	NOUN
fbem-30780	76	23	.	.	PUNCT
fbem-30780	77	1	if	if	SCONJ
fbem-30780	77	2	rising	rise	VERB
fbem-30780	77	3	liquidity	liquidity	NOUN
fbem-30780	77	4	risk	risk	NOUN
fbem-30780	77	5	is	be	AUX
fbem-30780	77	6	monitored	monitor	VERB
fbem-30780	77	7	,	,	PUNCT
fbem-30780	77	8	the	the	DET
fbem-30780	77	9	system	system	NOUN
fbem-30780	77	10	can	can	AUX
fbem-30780	77	11	automatically	automatically	ADV
fbem-30780	77	12	generate	generate	VERB
fbem-30780	77	13	suggested	suggest	VERB
fbem-30780	77	14	solutions	solution	NOUN
fbem-30780	77	15	such	such	ADJ
fbem-30780	77	16	as	as	ADP
fbem-30780	77	17	optimising	optimise	VERB
fbem-30780	77	18	cash	cash	NOUN
fbem-30780	77	19	flow	flow	NOUN
fbem-30780	77	20	and	and	CCONJ
fbem-30780	77	21	adjusting	adjust	VERB
fbem-30780	77	22	liability	liability	NOUN
fbem-30780	77	23	structure	structure	NOUN
fbem-30780	77	24	[	[	X
fbem-30780	77	25	21	21	NUM
fbem-30780	77	26	]	]	PUNCT
fbem-30780	77	27	.	.	PUNCT
fbem-30780	78	1	the	the	DET
fbem-30780	78	2	module	module	NOUN
fbem-30780	78	3	also	also	ADV
fbem-30780	78	4	includes	include	VERB
fbem-30780	78	5	a	a	DET
fbem-30780	78	6	risk	risk	NOUN
fbem-30780	78	7	simulation	simulation	NOUN
fbem-30780	78	8	function	function	NOUN
fbem-30780	78	9	that	that	PRON
fbem-30780	78	10	allows	allow	VERB
fbem-30780	78	11	users	user	NOUN
fbem-30780	78	12	to	to	PART
fbem-30780	78	13	input	input	VERB
fbem-30780	78	14	hypothetical	hypothetical	ADJ
fbem-30780	78	15	scenarios	scenario	NOUN
fbem-30780	78	16	and	and	CCONJ
fbem-30780	78	17	the	the	DET
fbem-30780	78	18	system	system	NOUN
fbem-30780	78	19	calculates	calculate	VERB
fbem-30780	78	20	risk	risk	NOUN
fbem-30780	78	21	trends	trend	NOUN
fbem-30780	78	22	,	,	PUNCT
fbem-30780	78	23	with	with	ADP
fbem-30780	78	24	a	a	DET
fbem-30780	78	25	simulation	simulation	NOUN
fbem-30780	78	26	accuracy	accuracy	NOUN
fbem-30780	78	27	of	of	ADP
fbem-30780	78	28	78.3	78.3	NUM
fbem-30780	78	29	%	%	NOUN
fbem-30780	78	30	.	.	PUNCT
fbem-30780	79	1	practical	practical	ADJ
fbem-30780	79	2	application	application	NOUN
fbem-30780	79	3	data	datum	NOUN
fbem-30780	79	4	shows	show	VERB
fbem-30780	79	5	that	that	SCONJ
fbem-30780	79	6	83.5	83.5	NUM
fbem-30780	79	7	%	%	NOUN
fbem-30780	79	8	of	of	ADP
fbem-30780	79	9	the	the	DET
fbem-30780	79	10	enterprises	enterprise	NOUN
fbem-30780	79	11	adopting	adopt	VERB
fbem-30780	79	12	the	the	DET
fbem-30780	79	13	system	system	NOUN
fbem-30780	79	14	's	's	PART
fbem-30780	79	15	recommendations	recommendation	NOUN
fbem-30780	79	16	successfully	successfully	ADV
fbem-30780	79	17	reduced	reduce	VERB
fbem-30780	79	18	their	their	PRON
fbem-30780	79	19	risk	risk	NOUN
fbem-30780	79	20	levels	level	NOUN
fbem-30780	79	21	,	,	PUNCT
fbem-30780	79	22	with	with	ADP
fbem-30780	79	23	the	the	DET
fbem-30780	79	24	average	average	ADJ
fbem-30780	79	25	risk	risk	NOUN
fbem-30780	79	26	index	index	NOUN
fbem-30780	79	27	dropping	drop	VERB
fbem-30780	79	28	by	by	ADP
fbem-30780	79	29	0.23	0.23	NUM
fbem-30780	79	30	.	.	PUNCT
fbem-30780	80	1	figure	figure	NOUN
fbem-30780	80	2	4	4	NUM
fbem-30780	80	3	shows	show	VERB
fbem-30780	80	4	the	the	DET
fbem-30780	80	5	layout	layout	NOUN
fbem-30780	80	6	of	of	ADP
fbem-30780	80	7	the	the	DET
fbem-30780	80	8	risk	risk	NOUN
fbem-30780	80	9	warning	warning	NOUN
fbem-30780	80	10	interface	interface	NOUN
fbem-30780	80	11	,	,	PUNCT
fbem-30780	80	12	which	which	PRON
fbem-30780	80	13	adopts	adopt	VERB
fbem-30780	80	14	an	an	DET
fbem-30780	80	15	intuitive	intuitive	ADJ
fbem-30780	80	16	dashboard	dashboard	NOUN
fbem-30780	80	17	design	design	NOUN
fbem-30780	80	18	to	to	PART
fbem-30780	80	19	visually	visually	ADV
fbem-30780	80	20	display	display	VERB
fbem-30780	80	21	the	the	DET
fbem-30780	80	22	different	different	ADJ
fbem-30780	80	23	types	type	NOUN
fbem-30780	80	24	of	of	ADP
fbem-30780	80	25	risk	risk	NOUN
fbem-30780	80	26	levels	level	NOUN
fbem-30780	80	27	and	and	CCONJ
fbem-30780	80	28	automatically	automatically	ADV
fbem-30780	80	29	adjust	adjust	VERB
fbem-30780	80	30	the	the	DET
fbem-30780	80	31	colours	colour	NOUN
fbem-30780	80	32	according	accord	VERB
fbem-30780	80	33	to	to	ADP
fbem-30780	80	34	the	the	DET
fbem-30780	80	35	degree	degree	NOUN
fbem-30780	80	36	of	of	ADP
fbem-30780	80	37	risk	risk	NOUN
fbem-30780	80	38	,	,	PUNCT
fbem-30780	80	39	enabling	enable	VERB
fbem-30780	80	40	decision	decision	NOUN
fbem-30780	80	41	makers	maker	NOUN
fbem-30780	80	42	to	to	PART
fbem-30780	80	43	quickly	quickly	ADV
fbem-30780	80	44	grasp	grasp	VERB
fbem-30780	80	45	the	the	DET
fbem-30780	80	46	full	full	ADJ
fbem-30780	80	47	picture	picture	NOUN
fbem-30780	80	48	of	of	ADP
fbem-30780	80	49	enterprise	enterprise	NOUN
fbem-30780	80	50	risk	risk	NOUN
fbem-30780	80	51	[	[	X
fbem-30780	80	52	22	22	NUM
fbem-30780	80	53	]	]	PUNCT
fbem-30780	80	54	.	.	PUNCT
fbem-30780	81	1	figure	figure	NOUN
fbem-30780	81	2	4	4	NUM
fbem-30780	81	3	.	.	PUNCT
fbem-30780	81	4	risk	risk	VERB
fbem-30780	81	5	early	early	ADJ
fbem-30780	81	6	warning	warning	NOUN
fbem-30780	81	7	and	and	CCONJ
fbem-30780	81	8	decision	decision	NOUN
fbem-30780	81	9	support	support	NOUN
fbem-30780	81	10	system	system	NOUN
fbem-30780	81	11	interface	interface	NOUN
fbem-30780	81	12	diagram	diagram	NOUN
fbem-30780	81	13	5	5	NUM
fbem-30780	81	14	.	.	PUNCT
fbem-30780	81	15	experimental	experimental	ADJ
fbem-30780	81	16	tests	test	NOUN
fbem-30780	81	17	and	and	CCONJ
fbem-30780	81	18	system	system	NOUN
fbem-30780	81	19	evaluation	evaluation	NOUN
fbem-30780	81	20	5.1	5.1	NUM
fbem-30780	81	21	.	.	PUNCT
fbem-30780	82	1	experimental	experimental	ADJ
fbem-30780	82	2	environment	environment	NOUN
fbem-30780	82	3	and	and	CCONJ
fbem-30780	82	4	dataset	dataset	ADJ
fbem-30780	82	5	construction	construction	NOUN
fbem-30780	82	6	the	the	DET
fbem-30780	82	7	experiments	experiment	NOUN
fbem-30780	82	8	are	be	AUX
fbem-30780	82	9	conducted	conduct	VERB
fbem-30780	82	10	on	on	ADP
fbem-30780	82	11	a	a	DET
fbem-30780	82	12	server	server	NOUN
fbem-30780	82	13	cluster	cluster	NOUN
fbem-30780	82	14	with	with	ADP
fbem-30780	82	15	intel	intel	PROPN
fbem-30780	82	16	xeon	xeon	PROPN
fbem-30780	82	17	e5	e5	PROPN
fbem-30780	82	18	-	-	PUNCT
fbem-30780	82	19	2680	2680	NUM
fbem-30780	82	20	cpus	cpu	NOUN
fbem-30780	82	21	,	,	PUNCT
fbem-30780	82	22	tesla	tesla	PROPN
fbem-30780	82	23	v100	v100	PROPN
fbem-30780	82	24	gpus	gpu	NOUN
fbem-30780	82	25	,	,	PUNCT
fbem-30780	82	26	and	and	CCONJ
fbem-30780	82	27	256	256	NUM
fbem-30780	82	28	gb	gb	NOUN
fbem-30780	82	29	of	of	ADP
fbem-30780	82	30	ram	ram	NOUN
fbem-30780	82	31	using	use	VERB
fbem-30780	82	32	ubuntu	ubuntu	NOUN
fbem-30780	82	33	20.04	20.04	NUM
fbem-30780	82	34	,	,	PUNCT
fbem-30780	82	35	python	python	NOUN
fbem-30780	82	36	3.8	3.8	NUM
fbem-30780	82	37	,	,	PUNCT
fbem-30780	82	38	pytorch	pytorch	NOUN
fbem-30780	82	39	1.9.0	1.9.0	NUM
fbem-30780	82	40	,	,	PUNCT
fbem-30780	82	41	and	and	CCONJ
fbem-30780	82	42	transformers	transformer	NOUN
fbem-30780	82	43	4.12.5	4.12.5	NUM
fbem-30780	82	44	.	.	PUNCT
fbem-30780	83	1	the	the	DET
fbem-30780	83	2	dataset	dataset	NOUN
fbem-30780	83	3	adopts	adopt	VERB
fbem-30780	83	4	a	a	DET
fbem-30780	83	5	multistage	multistage	NOUN
fbem-30780	83	6	stratified	stratify	VERB
fbem-30780	83	7	sampling	sampling	NOUN
fbem-30780	83	8	method	method	NOUN
fbem-30780	83	9	,	,	PUNCT
fbem-30780	83	10	and	and	CCONJ
fbem-30780	83	11	500	500	NUM
fbem-30780	83	12	companies	company	NOUN
fbem-30780	83	13	are	be	AUX
fbem-30780	83	14	selected	select	VERB
fbem-30780	83	15	as	as	ADP
fbem-30780	83	16	samples	sample	NOUN
fbem-30780	83	17	from	from	ADP
fbem-30780	83	18	the	the	DET
fbem-30780	83	19	20182023	20182023	NUM
fbem-30780	83	20	,	,	PUNCT
fbem-30780	83	21	500	500	NUM
fbem-30780	83	22	companies	company	NOUN
fbem-30780	83	23	were	be	AUX
fbem-30780	83	24	selected	select	VERB
fbem-30780	83	25	as	as	ADP
fbem-30780	83	26	samples	sample	NOUN
fbem-30780	83	27	from	from	ADP
fbem-30780	83	28	3,854	3,854	NUM
fbem-30780	83	29	listed	list	VERB
fbem-30780	83	30	companies	company	NOUN
fbem-30780	83	31	in	in	ADP
fbem-30780	83	32	shanghai	shanghai	PROPN
fbem-30780	83	33	and	and	CCONJ
fbem-30780	83	34	shenzhen	shenzhen	PROPN
fbem-30780	84	1	[	[	X
fbem-30780	84	2	23	23	NUM
fbem-30780	84	3	]	]	PUNCT
fbem-30780	84	4	.	.	PUNCT
fbem-30780	85	1	a	a	DET
fbem-30780	85	2	total	total	NOUN
fbem-30780	85	3	of	of	ADP
fbem-30780	85	4	81,245	81,245	NUM
fbem-30780	85	5	financial	financial	ADJ
fbem-30780	85	6	reports	report	NOUN
fbem-30780	85	7	,	,	PUNCT
fbem-30780	85	8	26,472	26,472	NUM
fbem-30780	85	9	risk	risk	NOUN
fbem-30780	85	10	alert	alert	NOUN
fbem-30780	85	11	announcements	announcement	NOUN
fbem-30780	85	12	,	,	PUNCT
fbem-30780	85	13	105,783	105,783	NUM
fbem-30780	85	14	financial	financial	ADJ
fbem-30780	85	15	news	news	NOUN
fbem-30780	85	16	articles	article	NOUN
fbem-30780	85	17	,	,	PUNCT
fbem-30780	85	18	and	and	CCONJ
fbem-30780	85	19	42,567	42,567	NUM
fbem-30780	85	20	analysts	analyst	NOUN
fbem-30780	85	21	'	'	PART
fbem-30780	85	22	reports	report	NOUN
fbem-30780	85	23	were	be	AUX
fbem-30780	85	24	collected	collect	VERB
fbem-30780	85	25	,	,	PUNCT
fbem-30780	85	26	with	with	ADP
fbem-30780	85	27	a	a	DET
fbem-30780	85	28	total	total	ADJ
fbem-30780	85	29	text	text	NOUN
fbem-30780	85	30	volume	volume	NOUN
fbem-30780	85	31	of	of	ADP
fbem-30780	85	32	16.7	16.7	NUM
fbem-30780	85	33	gb	gb	NOUN
fbem-30780	85	34	[	[	X
fbem-30780	85	35	24	24	NUM
fbem-30780	85	36	]	]	PUNCT
fbem-30780	85	37	.	.	PUNCT
fbem-30780	86	1	the	the	DET
fbem-30780	86	2	annotation	annotation	NOUN
fbem-30780	86	3	was	be	AUX
fbem-30780	86	4	performed	perform	VERB
fbem-30780	86	5	by	by	ADP
fbem-30780	86	6	five	five	NUM
fbem-30780	86	7	financial	financial	ADJ
fbem-30780	86	8	experts	expert	NOUN
fbem-30780	86	9	and	and	CCONJ
fbem-30780	86	10	three	three	NUM
fbem-30780	86	11	nlp	nlp	ADJ
fbem-30780	86	12	engineers	engineer	NOUN
fbem-30780	86	13	cooperatively	cooperatively	ADV
fbem-30780	86	14	,	,	PUNCT
fbem-30780	86	15	and	and	CCONJ
fbem-30780	86	16	the	the	DET
fbem-30780	86	17	content	content	NOUN
fbem-30780	86	18	included	include	VERB
fbem-30780	86	19	textual	textual	ADJ
fbem-30780	86	20	identifiers	identifier	NOUN
fbem-30780	86	21	and	and	CCONJ
fbem-30780	86	22	risk	risk	NOUN
fbem-30780	86	23	levels	level	NOUN
fbem-30780	86	24	of	of	ADP
fbem-30780	86	25	the	the	DET
fbem-30780	86	26	five	five	NUM
fbem-30780	86	27	types	type	NOUN
fbem-30780	86	28	of	of	ADP
fbem-30780	86	29	financial	financial	ADJ
fbem-30780	86	30	risks	risk	NOUN
fbem-30780	86	31	,	,	PUNCT
fbem-30780	86	32	and	and	CCONJ
fbem-30780	86	33	the	the	DET
fbem-30780	86	34	consistency	consistency	NOUN
fbem-30780	86	35	of	of	ADP
fbem-30780	86	36	the	the	DET
fbem-30780	86	37	annotation	annotation	NOUN
fbem-30780	86	38	reached	reach	VERB
fbem-30780	86	39	87.3	87.3	NUM
fbem-30780	86	40	%	%	NOUN
fbem-30780	86	41	(	(	PUNCT
fbem-30780	86	42	cohen	cohen	PROPN
fbem-30780	86	43	's	's	PART
fbem-30780	86	44	kappa	kappa	NOUN
fbem-30780	86	45	=	=	NOUN
fbem-30780	86	46	0.85	0.85	NUM
fbem-30780	86	47	)	)	PUNCT
fbem-30780	87	1	[	[	X
fbem-30780	87	2	10	10	NUM
fbem-30780	87	3	]	]	PUNCT
fbem-30780	87	4	.	.	PUNCT
fbem-30780	88	1	the	the	DET
fbem-30780	88	2	dataset	dataset	NOUN
fbem-30780	88	3	was	be	AUX
fbem-30780	88	4	divided	divide	VERB
fbem-30780	88	5	into	into	ADP
fbem-30780	88	6	training	training	NOUN
fbem-30780	88	7	,	,	PUNCT
fbem-30780	88	8	validation	validation	NOUN
fbem-30780	88	9	and	and	CCONJ
fbem-30780	88	10	test	test	NOUN
fbem-30780	88	11	sets	set	NOUN
fbem-30780	88	12	in	in	ADP
fbem-30780	88	13	a	a	DET
fbem-30780	88	14	7:2:1	7:2:1	NOUN
fbem-30780	88	15	ratio	ratio	NOUN
fbem-30780	88	16	to	to	PART
fbem-30780	88	17	ensure	ensure	VERB
fbem-30780	88	18	a	a	DET
fbem-30780	88	19	balanced	balanced	ADJ
fbem-30780	88	20	industry	industry	NOUN
fbem-30780	88	21	distribution	distribution	NOUN
fbem-30780	88	22	in	in	ADP
fbem-30780	88	23	each	each	DET
fbem-30780	88	24	set	set	NOUN
fbem-30780	88	25	,	,	PUNCT
fbem-30780	88	26	with	with	ADP
fbem-30780	88	27	the	the	DET
fbem-30780	88	28	proportion	proportion	NOUN
fbem-30780	88	29	of	of	ADP
fbem-30780	88	30	high	high	ADJ
fbem-30780	88	31	-	-	PUNCT
fbem-30780	88	32	risk	risk	NOUN
fbem-30780	88	33	samples	sample	NOUN
fbem-30780	88	34	being	be	AUX
fbem-30780	88	35	18.5	18.5	NUM
fbem-30780	88	36	%	%	NOUN
fbem-30780	88	37	,	,	PUNCT
fbem-30780	88	38	18.7	18.7	NUM
fbem-30780	88	39	%	%	NOUN
fbem-30780	88	40	and	and	CCONJ
fbem-30780	88	41	18.3	18.3	NUM
fbem-30780	88	42	%	%	NOUN
fbem-30780	88	43	,	,	PUNCT
fbem-30780	88	44	respectively	respectively	ADV
fbem-30780	88	45	[	[	X
fbem-30780	88	46	25	25	NUM
fbem-30780	88	47	]	]	PUNCT
fbem-30780	88	48	.	.	PUNCT
fbem-30780	89	1	5.2	5.2	NUM
fbem-30780	89	2	.	.	PUNCT
fbem-30780	89	3	text	text	NOUN
fbem-30780	89	4	mining	mining	NOUN
fbem-30780	89	5	model	model	NOUN
fbem-30780	89	6	performance	performance	NOUN
fbem-30780	89	7	test	test	NOUN
fbem-30780	89	8	the	the	DET
fbem-30780	89	9	text	text	NOUN
fbem-30780	89	10	mining	mining	NOUN
fbem-30780	89	11	model	model	NOUN
fbem-30780	89	12	performance	performance	NOUN
fbem-30780	89	13	test	test	NOUN
fbem-30780	89	14	is	be	AUX
fbem-30780	89	15	evaluated	evaluate	VERB
fbem-30780	89	16	through	through	ADP
fbem-30780	89	17	four	four	NUM
fbem-30780	89	18	dimensions	dimension	NOUN
fbem-30780	89	19	:	:	PUNCT
fbem-30780	89	20	accuracy	accuracy	NOUN
fbem-30780	89	21	,	,	PUNCT
fbem-30780	89	22	recall	recall	NOUN
fbem-30780	89	23	,	,	PUNCT
fbem-30780	89	24	f1	f1	NOUN
fbem-30780	89	25	value	value	NOUN
fbem-30780	89	26	and	and	CCONJ
fbem-30780	89	27	processing	processing	NOUN
fbem-30780	89	28	speed	speed	NOUN
fbem-30780	89	29	.	.	PUNCT
fbem-30780	90	1	the	the	DET
fbem-30780	90	2	test	test	NOUN
fbem-30780	90	3	uses	use	VERB
fbem-30780	90	4	a	a	DET
fbem-30780	90	5	10	10	NUM
fbem-30780	90	6	-	-	ADJ
fbem-30780	90	7	fold	fold	ADJ
fbem-30780	90	8	cross	cross	ADJ
fbem-30780	90	9	-	-	ADJ
fbem-30780	90	10	validation	validation	ADJ
fbem-30780	90	11	method	method	NOUN
fbem-30780	90	12	to	to	PART
fbem-30780	90	13	compare	compare	VERB
fbem-30780	90	14	finbert	finbert	NOUN
fbem-30780	90	15	with	with	ADP
fbem-30780	90	16	four	four	NUM
fbem-30780	90	17	benchmark	benchmark	NOUN
fbem-30780	90	18	models	model	NOUN
fbem-30780	90	19	:	:	PUNCT
fbem-30780	90	20	word2vec+svm	word2vec+svm	ADJ
fbem-30780	90	21	,	,	PUNCT
fbem-30780	90	22	lstm	lstm	ADJ
fbem-30780	90	23	,	,	PUNCT
fbem-30780	90	24	original	original	ADJ
fbem-30780	90	25	bert	bert	NOUN
fbem-30780	90	26	,	,	PUNCT
fbem-30780	90	27	and	and	CCONJ
fbem-30780	90	28	roberta	roberta	PROPN
fbem-30780	90	29	.	.	PUNCT
fbem-30780	91	1	figure	figure	NOUN
fbem-30780	91	2	5	5	NUM
fbem-30780	91	3	illustrates	illustrate	VERB
fbem-30780	91	4	the	the	DET
fbem-30780	91	5	comparison	comparison	NOUN
fbem-30780	91	6	of	of	ADP
fbem-30780	91	7	the	the	DET
fbem-30780	91	8	f1	f1	ADJ
fbem-30780	91	9	values	value	NOUN
fbem-30780	91	10	of	of	ADP
fbem-30780	91	11	the	the	DET
fbem-30780	91	12	different	different	ADJ
fbem-30780	91	13	models	model	NOUN
fbem-30780	91	14	on	on	ADP
fbem-30780	91	15	five	five	NUM
fbem-30780	91	16	types	type	NOUN
fbem-30780	91	17	of	of	ADP
fbem-30780	91	18	financial	financial	ADJ
fbem-30780	91	19	risk	risk	NOUN
fbem-30780	91	20	identification	identification	NOUN
fbem-30780	91	21	tasks	task	NOUN
fbem-30780	91	22	.	.	PUNCT
fbem-30780	92	1	finbert	finbert	NOUN
fbem-30780	92	2	performs	perform	VERB
fbem-30780	92	3	the	the	DET
fbem-30780	92	4	best	good	ADJ
fbem-30780	92	5	on	on	ADP
fbem-30780	92	6	all	all	DET
fbem-30780	92	7	risk	risk	NOUN
fbem-30780	92	8	types	type	NOUN
fbem-30780	92	9	,	,	PUNCT
fbem-30780	92	10	with	with	ADP
fbem-30780	92	11	an	an	DET
fbem-30780	92	12	average	average	ADJ
fbem-30780	92	13	f1	f1	NOUN
fbem-30780	92	14	value	value	NOUN
fbem-30780	92	15	of	of	ADP
fbem-30780	92	16	91.8	91.8	NUM
fbem-30780	92	17	%	%	NOUN
fbem-30780	92	18	,	,	PUNCT
fbem-30780	92	19	which	which	PRON
fbem-30780	92	20	is	be	AUX
fbem-30780	92	21	7.3	7.3	NUM
fbem-30780	92	22	percentage	percentage	NOUN
fbem-30780	92	23	points	point	NOUN
fbem-30780	92	24	higher	high	ADJ
fbem-30780	92	25	than	than	ADP
fbem-30780	92	26	the	the	DET
fbem-30780	92	27	original	original	ADJ
fbem-30780	92	28	bert	bert	NOUN
fbem-30780	92	29	,	,	PUNCT
fbem-30780	92	30	and	and	CCONJ
fbem-30780	92	31	7.3	7.3	NUM
fbem-30780	92	32	percentage	percentage	NOUN
fbem-30780	92	33	points	point	NOUN
fbem-30780	92	34	higher	high	ADJ
fbem-30780	92	35	than	than	ADP
fbem-30780	92	36	the	the	DET
fbem-30780	92	37	traditional	traditional	ADJ
fbem-30780	92	38	word2vec+svm	word2vec+svm	NOUN
fbem-30780	92	39	,	,	PUNCT
fbem-30780	92	40	and	and	CCONJ
fbem-30780	92	41	7.3	7.3	NUM
fbem-30780	92	42	percentage	percentage	NOUN
fbem-30780	92	43	points	point	NOUN
fbem-30780	92	44	higher	high	ADJ
fbem-30780	92	45	than	than	ADP
fbem-30780	92	46	the	the	DET
fbem-30780	92	47	original	original	ADJ
fbem-30780	92	48	bert	bert	NOUN
fbem-30780	93	1	[	[	X
fbem-30780	93	2	26	26	NUM
fbem-30780	93	3	]	]	PUNCT
fbem-30780	93	4	.	.	PUNCT
fbem-30780	94	1	by	by	ADP
fbem-30780	94	2	7.3	7.3	NUM
fbem-30780	94	3	percentage	percentage	NOUN
fbem-30780	94	4	points	point	NOUN
fbem-30780	94	5	and	and	CCONJ
fbem-30780	94	6	by	by	ADP
fbem-30780	94	7	18.6	18.6	NUM
fbem-30780	94	8	percentage	percentage	NOUN
fbem-30780	94	9	points	point	NOUN
fbem-30780	94	10	over	over	ADP
fbem-30780	94	11	the	the	DET
fbem-30780	94	12	traditional	traditional	ADJ
fbem-30780	94	13	word2vec+svm	word2vec+svm	NOUN
fbem-30780	94	14	.	.	PUNCT
fbem-30780	95	1	the	the	DET
fbem-30780	95	2	model	model	NOUN
fbem-30780	95	3	performs	perform	VERB
fbem-30780	95	4	best	good	ADJ
fbem-30780	95	5	in	in	ADP
fbem-30780	95	6	identifying	identify	VERB
fbem-30780	95	7	credit	credit	NOUN
fbem-30780	95	8	risk	risk	NOUN
fbem-30780	95	9	(	(	PUNCT
fbem-30780	95	10	f1=93.4	f1=93.4	NOUN
fbem-30780	95	11	%	%	NOUN
fbem-30780	95	12	)	)	PUNCT
fbem-30780	95	13	and	and	CCONJ
fbem-30780	95	14	is	be	AUX
fbem-30780	95	15	relatively	relatively	ADV
fbem-30780	95	16	weak	weak	ADJ
fbem-30780	95	17	in	in	ADP
fbem-30780	95	18	182	182	NUM
fbem-30780	95	19	identifying	identify	VERB
fbem-30780	95	20	operational	operational	ADJ
fbem-30780	95	21	risk	risk	NOUN
fbem-30780	95	22	(	(	PUNCT
fbem-30780	95	23	f1=88.7	f1=88.7	NOUN
fbem-30780	95	24	%	%	NOUN
fbem-30780	95	25	)	)	PUNCT
fbem-30780	95	26	.	.	PUNCT
fbem-30780	96	1	in	in	ADP
fbem-30780	96	2	terms	term	NOUN
fbem-30780	96	3	of	of	ADP
fbem-30780	96	4	processing	processing	NOUN
fbem-30780	96	5	speed	speed	NOUN
fbem-30780	96	6	,	,	PUNCT
fbem-30780	96	7	the	the	DET
fbem-30780	96	8	optimised	optimise	VERB
fbem-30780	96	9	finbert	finbert	NOUN
fbem-30780	96	10	model	model	NOUN
fbem-30780	96	11	can	can	AUX
fbem-30780	96	12	process	process	VERB
fbem-30780	96	13	132	132	NUM
fbem-30780	96	14	financial	financial	ADJ
fbem-30780	96	15	texts	text	NOUN
fbem-30780	96	16	per	per	ADP
fbem-30780	96	17	second	second	NOUN
fbem-30780	96	18	,	,	PUNCT
fbem-30780	96	19	which	which	PRON
fbem-30780	96	20	is	be	AUX
fbem-30780	96	21	a	a	DET
fbem-30780	96	22	51.7	51.7	NUM
fbem-30780	96	23	%	%	NOUN
fbem-30780	96	24	improvement	improvement	NOUN
fbem-30780	96	25	over	over	ADP
fbem-30780	96	26	the	the	DET
fbem-30780	96	27	original	original	ADJ
fbem-30780	96	28	bert	bert	NOUN
fbem-30780	96	29	(	(	PUNCT
fbem-30780	96	30	87	87	NUM
fbem-30780	96	31	texts	text	NOUN
fbem-30780	96	32	per	per	ADP
fbem-30780	96	33	second	second	ADJ
fbem-30780	96	34	)	)	PUNCT
fbem-30780	96	35	.	.	PUNCT
fbem-30780	97	1	the	the	DET
fbem-30780	97	2	test	test	NOUN
fbem-30780	97	3	also	also	ADV
fbem-30780	97	4	found	find	VERB
fbem-30780	97	5	that	that	SCONJ
fbem-30780	97	6	the	the	DET
fbem-30780	97	7	model	model	NOUN
fbem-30780	97	8	's	's	PART
fbem-30780	97	9	recognition	recognition	NOUN
fbem-30780	97	10	accuracy	accuracy	NOUN
fbem-30780	97	11	for	for	ADP
fbem-30780	97	12	long	long	ADJ
fbem-30780	97	13	texts	text	NOUN
fbem-30780	97	14	(	(	PUNCT
fbem-30780	97	15	>	>	SYM
fbem-30780	97	16	2000	2000	NUM
fbem-30780	97	17	words	word	NOUN
fbem-30780	97	18	)	)	PUNCT
fbem-30780	97	19	(	(	PUNCT
fbem-30780	97	20	87.5	87.5	NUM
fbem-30780	97	21	%	%	NOUN
fbem-30780	97	22	)	)	PUNCT
fbem-30780	97	23	is	be	AUX
fbem-30780	97	24	lower	low	ADJ
fbem-30780	97	25	than	than	ADP
fbem-30780	97	26	that	that	PRON
fbem-30780	97	27	for	for	ADP
fbem-30780	97	28	short	short	ADJ
fbem-30780	97	29	texts	text	NOUN
fbem-30780	97	30	(	(	PUNCT
fbem-30780	97	31	93.2	93.2	NUM
fbem-30780	97	32	%	%	NOUN
fbem-30780	97	33	)	)	PUNCT
fbem-30780	97	34	,	,	PUNCT
fbem-30780	97	35	indicating	indicate	VERB
fbem-30780	97	36	that	that	SCONJ
fbem-30780	97	37	there	there	PRON
fbem-30780	97	38	is	be	VERB
fbem-30780	97	39	still	still	ADV
fbem-30780	97	40	room	room	NOUN
fbem-30780	97	41	for	for	ADP
fbem-30780	97	42	improvement	improvement	NOUN
fbem-30780	97	43	in	in	ADP
fbem-30780	97	44	long	long	ADJ
fbem-30780	97	45	text	text	NOUN
fbem-30780	97	46	processing	processing	NOUN
fbem-30780	97	47	[	[	X
fbem-30780	97	48	27	27	NUM
fbem-30780	97	49	]	]	PUNCT
fbem-30780	97	50	.	.	PUNCT
fbem-30780	98	1	figure	figure	NOUN
fbem-30780	98	2	5	5	NUM
fbem-30780	98	3	.	.	PUNCT
fbem-30780	98	4	comparison	comparison	NOUN
fbem-30780	98	5	of	of	ADP
fbem-30780	98	6	f1	f1	NOUN
fbem-30780	98	7	values	value	NOUN
fbem-30780	98	8	(	(	PUNCT
fbem-30780	98	9	%	%	INTJ
fbem-30780	98	10	)	)	PUNCT
fbem-30780	98	11	of	of	ADP
fbem-30780	98	12	different	different	ADJ
fbem-30780	98	13	models	model	NOUN
fbem-30780	98	14	on	on	ADP
fbem-30780	98	15	financial	financial	ADJ
fbem-30780	98	16	risk	risk	NOUN
fbem-30780	98	17	identification	identification	NOUN
fbem-30780	98	18	task	task	NOUN
fbem-30780	98	19	5.3	5.3	NUM
fbem-30780	98	20	.	.	PUNCT
fbem-30780	99	1	risk	risk	NOUN
fbem-30780	99	2	management	management	NOUN
fbem-30780	99	3	function	function	NOUN
fbem-30780	99	4	validation	validation	NOUN
fbem-30780	99	5	experiment	experiment	NOUN
fbem-30780	99	6	figure	figure	NOUN
fbem-30780	99	7	6	6	NUM
fbem-30780	99	8	.	.	PUNCT
fbem-30780	99	9	comparison	comparison	NOUN
fbem-30780	99	10	of	of	ADP
fbem-30780	99	11	early	early	ADJ
fbem-30780	99	12	warning	warning	NOUN
fbem-30780	99	13	delivery	delivery	NOUN
fbem-30780	99	14	time	time	NOUN
fbem-30780	99	15	risk	risk	NOUN
fbem-30780	99	16	management	management	NOUN
fbem-30780	99	17	function	function	NOUN
fbem-30780	99	18	validation	validation	NOUN
fbem-30780	99	19	adopts	adopt	VERB
fbem-30780	99	20	the	the	DET
fbem-30780	99	21	backtesting	backtesting	NOUN
fbem-30780	99	22	method	method	NOUN
fbem-30780	99	23	,	,	PUNCT
fbem-30780	99	24	selecting	select	VERB
fbem-30780	99	25	50	50	NUM
fbem-30780	99	26	enterprises	enterprise	NOUN
fbem-30780	99	27	with	with	ADP
fbem-30780	99	28	financial	financial	ADJ
fbem-30780	99	29	risk	risk	NOUN
fbem-30780	99	30	events	event	NOUN
fbem-30780	99	31	during	during	ADP
fbem-30780	99	32	2021	2021	NUM
fbem-30780	99	33	-	-	SYM
fbem-30780	99	34	2023	2023	NUM
fbem-30780	99	35	as	as	ADP
fbem-30780	99	36	samples	sample	NOUN
fbem-30780	99	37	[	[	X
fbem-30780	99	38	28	28	NUM
fbem-30780	99	39	]	]	PUNCT
fbem-30780	99	40	.	.	PUNCT
fbem-30780	100	1	for	for	ADP
fbem-30780	100	2	the	the	DET
fbem-30780	100	3	very	very	ADV
fbem-30780	100	4	high	high	ADJ
fbem-30780	100	5	risk	risk	NOUN
fbem-30780	100	6	level	level	NOUN
fbem-30780	100	7	(	(	PUNCT
fbem-30780	100	8	0.8	0.8	NUM
fbem-30780	100	9	-	-	SYM
fbem-30780	100	10	1.0	1.0	NUM
fbem-30780	100	11	)	)	PUNCT
fbem-30780	100	12	,	,	PUNCT
fbem-30780	100	13	the	the	DET
fbem-30780	100	14	system	system	NOUN
fbem-30780	100	15	warning	warning	NOUN
fbem-30780	100	16	accuracy	accuracy	NOUN
fbem-30780	100	17	rate	rate	NOUN
fbem-30780	100	18	reaches	reach	VERB
fbem-30780	100	19	93.5	93.5	NUM
fbem-30780	100	20	%	%	NOUN
fbem-30780	100	21	,	,	PUNCT
fbem-30780	100	22	and	and	CCONJ
fbem-30780	100	23	the	the	DET
fbem-30780	100	24	warning	warning	NOUN
fbem-30780	100	25	signal	signal	NOUN
fbem-30780	100	26	is	be	AUX
fbem-30780	100	27	issued	issue	VERB
fbem-30780	100	28	45	45	NUM
fbem-30780	100	29	days	day	NOUN
fbem-30780	100	30	in	in	ADP
fbem-30780	100	31	advance	advance	NOUN
fbem-30780	100	32	on	on	ADP
fbem-30780	100	33	average	average	ADJ
fbem-30780	100	34	;	;	PUNCT
fbem-30780	100	35	the	the	DET
fbem-30780	100	36	accuracy	accuracy	NOUN
fbem-30780	100	37	rate	rate	NOUN
fbem-30780	100	38	of	of	ADP
fbem-30780	100	39	the	the	DET
fbem-30780	100	40	high	high	ADJ
fbem-30780	100	41	risk	risk	NOUN
fbem-30780	100	42	level	level	NOUN
fbem-30780	100	43	(	(	PUNCT
fbem-30780	100	44	0.6	0.6	NUM
fbem-30780	100	45	-	-	SYM
fbem-30780	100	46	0.8	0.8	NUM
fbem-30780	100	47	)	)	PUNCT
fbem-30780	100	48	is	be	AUX
fbem-30780	100	49	87.2	87.2	NUM
fbem-30780	100	50	%	%	NOUN
fbem-30780	100	51	,	,	PUNCT
fbem-30780	100	52	and	and	CCONJ
fbem-30780	100	53	it	it	PRON
fbem-30780	100	54	is	be	AUX
fbem-30780	100	55	36	36	NUM
fbem-30780	100	56	days	day	NOUN
fbem-30780	100	57	in	in	ADP
fbem-30780	100	58	advance	advance	NOUN
fbem-30780	100	59	;	;	PUNCT
fbem-30780	100	60	the	the	DET
fbem-30780	100	61	accuracy	accuracy	NOUN
fbem-30780	100	62	rate	rate	NOUN
fbem-30780	100	63	of	of	ADP
fbem-30780	100	64	the	the	DET
fbem-30780	100	65	medium	medium	ADJ
fbem-30780	100	66	risk	risk	NOUN
fbem-30780	100	67	level	level	NOUN
fbem-30780	100	68	(	(	PUNCT
fbem-30780	100	69	0.4	0.4	NUM
fbem-30780	100	70	-	-	SYM
fbem-30780	100	71	0.6	0.6	NUM
fbem-30780	100	72	)	)	PUNCT
fbem-30780	100	73	is	be	AUX
fbem-30780	100	74	72.5	72.5	NUM
fbem-30780	100	75	%	%	NOUN
fbem-30780	100	76	,	,	PUNCT
fbem-30780	100	77	and	and	CCONJ
fbem-30780	100	78	it	it	PRON
fbem-30780	100	79	is	be	AUX
fbem-30780	100	80	25	25	NUM
fbem-30780	100	81	days	day	NOUN
fbem-30780	100	82	in	in	ADP
fbem-30780	100	83	advance	advance	NOUN
fbem-30780	100	84	;	;	PUNCT
fbem-30780	100	85	the	the	DET
fbem-30780	100	86	accuracy	accuracy	NOUN
fbem-30780	100	87	rate	rate	NOUN
fbem-30780	100	88	of	of	ADP
fbem-30780	100	89	the	the	DET
fbem-30780	100	90	low	low	ADJ
fbem-30780	100	91	risk	risk	NOUN
fbem-30780	100	92	level	level	NOUN
fbem-30780	100	93	(	(	PUNCT
fbem-30780	100	94	0.20.4	0.20.4	NUM
fbem-30780	100	95	)	)	PUNCT
fbem-30780	100	96	is	be	AUX
fbem-30780	100	97	only	only	ADV
fbem-30780	100	98	43.8	43.8	NUM
fbem-30780	100	99	%	%	NOUN
fbem-30780	100	100	at	at	ADP
fbem-30780	100	101	the	the	DET
fbem-30780	100	102	lower	low	ADJ
fbem-30780	100	103	risk	risk	NOUN
fbem-30780	100	104	level	level	NOUN
fbem-30780	100	105	(	(	PUNCT
fbem-30780	100	106	0.2	0.2	NUM
fbem-30780	100	107	-	-	PUNCT
fbem-30780	100	108	0.4	0.4	NUM
fbem-30780	100	109	)	)	PUNCT
fbem-30780	100	110	was	be	AUX
fbem-30780	100	111	only	only	ADV
fbem-30780	100	112	43.8	43.8	NUM
fbem-30780	100	113	per	per	ADP
fbem-30780	100	114	cent	cent	NOUN
fbem-30780	100	115	,	,	PUNCT
fbem-30780	100	116	18	18	NUM
fbem-30780	100	117	days	day	NOUN
fbem-30780	100	118	ahead	ahead	ADV
fbem-30780	100	119	of	of	ADP
fbem-30780	100	120	schedule	schedule	NOUN
fbem-30780	100	121	[	[	X
fbem-30780	100	122	29	29	NUM
fbem-30780	100	123	]	]	PUNCT
fbem-30780	100	124	.	.	PUNCT
fbem-30780	101	1	the	the	DET
fbem-30780	101	2	system	system	NOUN
fbem-30780	101	3	is	be	AUX
fbem-30780	101	4	most	most	ADV
fbem-30780	101	5	sensitive	sensitive	ADJ
fbem-30780	101	6	to	to	ADP
fbem-30780	101	7	early	early	ADJ
fbem-30780	101	8	warning	warning	NOUN
fbem-30780	101	9	of	of	ADP
fbem-30780	101	10	liquidity	liquidity	NOUN
fbem-30780	101	11	risk	risk	NOUN
fbem-30780	101	12	,	,	PUNCT
fbem-30780	101	13	which	which	PRON
fbem-30780	101	14	is	be	AUX
fbem-30780	101	15	identified	identify	VERB
fbem-30780	101	16	52	52	NUM
fbem-30780	101	17	days	day	NOUN
fbem-30780	101	18	in	in	ADP
fbem-30780	101	19	advance	advance	NOUN
fbem-30780	101	20	on	on	ADP
fbem-30780	101	21	average	average	ADJ
fbem-30780	101	22	;	;	PUNCT
fbem-30780	101	23	early	early	ADJ
fbem-30780	101	24	warning	warning	NOUN
fbem-30780	101	25	of	of	ADP
fbem-30780	101	26	compliance	compliance	NOUN
fbem-30780	101	27	risk	risk	NOUN
fbem-30780	101	28	is	be	AUX
fbem-30780	101	29	relatively	relatively	ADV
fbem-30780	101	30	lagging	lagging	ADJ
fbem-30780	101	31	,	,	PUNCT
fbem-30780	101	32	with	with	ADP
fbem-30780	101	33	an	an	DET
fbem-30780	101	34	average	average	NOUN
fbem-30780	101	35	of	of	ADP
fbem-30780	101	36	28	28	NUM
fbem-30780	101	37	days	day	NOUN
fbem-30780	101	38	in	in	ADP
fbem-30780	101	39	advance	advance	NOUN
fbem-30780	101	40	.	.	PUNCT
fbem-30780	102	1	compared	compare	VERB
fbem-30780	102	2	with	with	ADP
fbem-30780	102	3	the	the	DET
fbem-30780	102	4	single	single	ADJ
fbem-30780	102	5	text	text	NOUN
fbem-30780	102	6	source	source	NOUN
fbem-30780	102	7	model	model	NOUN
fbem-30780	102	8	,	,	PUNCT
fbem-30780	102	9	the	the	DET
fbem-30780	102	10	early	early	ADJ
fbem-30780	102	11	warning	warning	NOUN
fbem-30780	102	12	lead	lead	NOUN
fbem-30780	102	13	time	time	NOUN
fbem-30780	102	14	of	of	ADP
fbem-30780	102	15	the	the	DET
fbem-30780	102	16	multi	multi	ADJ
fbem-30780	102	17	-	-	ADJ
fbem-30780	102	18	source	source	ADJ
fbem-30780	102	19	fusion	fusion	NOUN
fbem-30780	102	20	model	model	NOUN
fbem-30780	102	21	increases	increase	NOUN
fbem-30780	102	22	by	by	ADP
fbem-30780	102	23	38.6	38.6	NUM
fbem-30780	102	24	%	%	NOUN
fbem-30780	102	25	and	and	CCONJ
fbem-30780	102	26	the	the	DET
fbem-30780	102	27	false	false	ADJ
fbem-30780	102	28	alarm	alarm	NOUN
fbem-30780	102	29	rate	rate	NOUN
fbem-30780	102	30	decreases	decrease	NOUN
fbem-30780	102	31	by	by	ADP
fbem-30780	102	32	42.3	42.3	NUM
fbem-30780	102	33	%	%	NOUN
fbem-30780	102	34	,	,	PUNCT
fbem-30780	102	35	as	as	SCONJ
fbem-30780	102	36	shown	show	VERB
fbem-30780	102	37	in	in	ADP
fbem-30780	102	38	fig	fig	NOUN
fbem-30780	102	39	.	.	PUNCT
fbem-30780	103	1	6	6	NUM
fbem-30780	103	2	.	.	X
fbem-30780	103	3	among	among	ADP
fbem-30780	103	4	the	the	DET
fbem-30780	103	5	50	50	NUM
fbem-30780	103	6	sample	sample	NOUN
fbem-30780	103	7	enterprises	enterprise	NOUN
fbem-30780	103	8	,	,	PUNCT
fbem-30780	103	9	the	the	DET
fbem-30780	103	10	system	system	NOUN
fbem-30780	103	11	successfully	successfully	ADV
fbem-30780	103	12	warns	warn	VERB
fbem-30780	103	13	46	46	NUM
fbem-30780	103	14	enterprises	enterprise	NOUN
fbem-30780	103	15	of	of	ADP
fbem-30780	103	16	risk	risk	NOUN
fbem-30780	103	17	events	event	NOUN
fbem-30780	103	18	,	,	PUNCT
fbem-30780	103	19	of	of	ADP
fbem-30780	103	20	which	which	PRON
fbem-30780	103	21	41	41	NUM
fbem-30780	103	22	warnings	warning	NOUN
fbem-30780	103	23	are	be	AUX
fbem-30780	103	24	sufficiently	sufficiently	ADV
fbem-30780	103	25	long	long	ADJ
fbem-30780	103	26	for	for	SCONJ
fbem-30780	103	27	the	the	DET
fbem-30780	103	28	enterprises	enterprise	NOUN
fbem-30780	103	29	to	to	PART
fbem-30780	103	30	take	take	VERB
fbem-30780	103	31	effective	effective	ADJ
fbem-30780	103	32	countermeasures	countermeasure	NOUN
fbem-30780	103	33	[	[	X
fbem-30780	103	34	30	30	NUM
fbem-30780	103	35	]	]	PUNCT
fbem-30780	103	36	.	.	PUNCT
fbem-30780	104	1	5.4	5.4	NUM
fbem-30780	104	2	.	.	PUNCT
fbem-30780	104	3	overall	overall	ADJ
fbem-30780	104	4	system	system	NOUN
fbem-30780	104	5	performance	performance	NOUN
fbem-30780	104	6	evaluation	evaluation	NOUN
fbem-30780	104	7	the	the	DET
fbem-30780	104	8	overall	overall	ADJ
fbem-30780	104	9	performance	performance	NOUN
fbem-30780	104	10	evaluation	evaluation	NOUN
fbem-30780	104	11	of	of	ADP
fbem-30780	104	12	the	the	DET
fbem-30780	104	13	system	system	NOUN
fbem-30780	104	14	is	be	AUX
fbem-30780	104	15	performed	perform	VERB
fbem-30780	104	16	by	by	ADP
fbem-30780	104	17	using	use	VERB
fbem-30780	104	18	jmeter	jmeter	NOUN
fbem-30780	104	19	tool	tool	NOUN
fbem-30780	104	20	for	for	ADP
fbem-30780	104	21	stress	stress	NOUN
fbem-30780	104	22	testing	testing	NOUN
fbem-30780	104	23	,	,	PUNCT
fbem-30780	104	24	simulating	simulate	VERB
fbem-30780	104	25	100	100	NUM
fbem-30780	104	26	concurrent	concurrent	ADJ
fbem-30780	104	27	users	user	NOUN
fbem-30780	104	28	operating	operate	VERB
fbem-30780	104	29	continuously	continuously	ADV
fbem-30780	104	30	for	for	ADP
fbem-30780	104	31	30	30	NUM
fbem-30780	104	32	minutes	minute	NOUN
fbem-30780	104	33	[	[	X
fbem-30780	104	34	31	31	NUM
fbem-30780	104	35	]	]	PUNCT
fbem-30780	104	36	.	.	PUNCT
fbem-30780	105	1	figure	figure	NOUN
fbem-30780	105	2	7	7	NUM
fbem-30780	105	3	shows	show	VERB
fbem-30780	105	4	the	the	DET
fbem-30780	105	5	response	response	NOUN
fbem-30780	105	6	time	time	NOUN
fbem-30780	105	7	changes	change	NOUN
fbem-30780	105	8	of	of	ADP
fbem-30780	105	9	the	the	DET
fbem-30780	105	10	system	system	NOUN
fbem-30780	105	11	under	under	ADP
fbem-30780	105	12	different	different	ADJ
fbem-30780	105	13	numbers	number	NOUN
fbem-30780	105	14	of	of	ADP
fbem-30780	105	15	concurrent	concurrent	ADJ
fbem-30780	105	16	users	user	NOUN
fbem-30780	105	17	.	.	PUNCT
fbem-30780	106	1	when	when	SCONJ
fbem-30780	106	2	the	the	DET
fbem-30780	106	3	concurrent	concurrent	ADJ
fbem-30780	106	4	users	user	NOUN
fbem-30780	106	5	reach	reach	VERB
fbem-30780	106	6	200	200	NUM
fbem-30780	106	7	,	,	PUNCT
fbem-30780	106	8	the	the	DET
fbem-30780	106	9	average	average	ADJ
fbem-30780	106	10	response	response	NOUN
fbem-30780	106	11	time	time	NOUN
fbem-30780	106	12	is	be	AUX
fbem-30780	106	13	357ms	357m	NOUN
fbem-30780	106	14	;	;	PUNCT
fbem-30780	106	15	when	when	SCONJ
fbem-30780	106	16	the	the	DET
fbem-30780	106	17	concurrent	concurrent	ADJ
fbem-30780	106	18	users	user	NOUN
fbem-30780	106	19	reach	reach	VERB
fbem-30780	106	20	500	500	NUM
fbem-30780	106	21	,	,	PUNCT
fbem-30780	106	22	the	the	DET
fbem-30780	106	23	response	response	NOUN
fbem-30780	106	24	time	time	NOUN
fbem-30780	106	25	increases	increase	VERB
fbem-30780	106	26	to	to	ADP
fbem-30780	106	27	783ms	783ms	NOUN
fbem-30780	106	28	,	,	PUNCT
fbem-30780	106	29	but	but	CCONJ
fbem-30780	106	30	the	the	DET
fbem-30780	106	31	system	system	NOUN
fbem-30780	106	32	can	can	AUX
fbem-30780	106	33	still	still	ADV
fbem-30780	106	34	run	run	VERB
fbem-30780	106	35	stably	stably	ADV
fbem-30780	106	36	.	.	PUNCT
fbem-30780	107	1	the	the	DET
fbem-30780	107	2	throughput	throughput	NOUN
fbem-30780	107	3	test	test	NOUN
fbem-30780	107	4	shows	show	VERB
fbem-30780	107	5	that	that	SCONJ
fbem-30780	107	6	a	a	DET
fbem-30780	107	7	single	single	ADJ
fbem-30780	107	8	-	-	PUNCT
fbem-30780	107	9	server	server	NOUN
fbem-30780	107	10	deployment	deployment	NOUN
fbem-30780	107	11	can	can	AUX
fbem-30780	107	12	handle	handle	VERB
fbem-30780	107	13	182	182	NUM
fbem-30780	107	14	requests	request	NOUN
fbem-30780	107	15	per	per	ADP
fbem-30780	107	16	second	second	NOUN
fbem-30780	107	17	,	,	PUNCT
fbem-30780	107	18	and	and	CCONJ
fbem-30780	107	19	the	the	DET
fbem-30780	107	20	distributed	distribute	VERB
fbem-30780	107	21	deployment	deployment	NOUN
fbem-30780	107	22	(	(	PUNCT
fbem-30780	107	23	3	3	NUM
fbem-30780	107	24	nodes	node	NOUN
fbem-30780	107	25	)	)	PUNCT
fbem-30780	107	26	increases	increase	NOUN
fbem-30780	107	27	to	to	ADP
fbem-30780	107	28	486	486	NUM
fbem-30780	107	29	requests	request	NOUN
fbem-30780	107	30	per	per	ADP
fbem-30780	107	31	second	second	NOUN
fbem-30780	107	32	.	.	PUNCT
fbem-30780	108	1	in	in	ADP
fbem-30780	108	2	terms	term	NOUN
fbem-30780	108	3	of	of	ADP
fbem-30780	108	4	resource	resource	NOUN
fbem-30780	108	5	consumption	consumption	NOUN
fbem-30780	108	6	,	,	PUNCT
fbem-30780	108	7	the	the	DET
fbem-30780	108	8	system	system	NOUN
fbem-30780	108	9	's	's	PART
fbem-30780	108	10	cpu	cpu	NOUN
fbem-30780	108	11	usage	usage	NOUN
fbem-30780	108	12	is	be	AUX
fbem-30780	108	13	42	42	NUM
fbem-30780	108	14	%	%	NOUN
fbem-30780	108	15	and	and	CCONJ
fbem-30780	108	16	memory	memory	NOUN
fbem-30780	108	17	consumption	consumption	NOUN
fbem-30780	108	18	is	be	AUX
fbem-30780	108	19	3.7	3.7	NUM
fbem-30780	108	20	gb	gb	NOUN
fbem-30780	108	21	under	under	ADP
fbem-30780	108	22	standard	standard	ADJ
fbem-30780	108	23	load	load	NOUN
fbem-30780	108	24	,	,	PUNCT
fbem-30780	108	25	and	and	CCONJ
fbem-30780	108	26	rises	rise	VERB
fbem-30780	108	27	to	to	ADP
fbem-30780	108	28	76	76	NUM
fbem-30780	108	29	%	%	NOUN
fbem-30780	108	30	and	and	CCONJ
fbem-30780	108	31	7.2	7.2	NUM
fbem-30780	108	32	gb	gb	NOUN
fbem-30780	108	33	respectively	respectively	ADV
fbem-30780	108	34	under	under	ADP
fbem-30780	108	35	peak	peak	NOUN
fbem-30780	108	36	load	load	NOUN
fbem-30780	108	37	.	.	PUNCT
fbem-30780	109	1	long	long	ADJ
fbem-30780	109	2	run	run	NOUN
fbem-30780	109	3	tests	test	NOUN
fbem-30780	109	4	(	(	PUNCT
fbem-30780	109	5	72	72	NUM
fbem-30780	109	6	consecutive	consecutive	ADJ
fbem-30780	109	7	hours	hour	NOUN
fbem-30780	109	8	)	)	PUNCT
fbem-30780	109	9	show	show	VERB
fbem-30780	109	10	that	that	SCONJ
fbem-30780	109	11	the	the	DET
fbem-30780	109	12	system	system	NOUN
fbem-30780	109	13	has	have	VERB
fbem-30780	109	14	no	no	DET
fbem-30780	109	15	memory	memory	NOUN
fbem-30780	109	16	leakage	leakage	NOUN
fbem-30780	109	17	issues	issue	NOUN
fbem-30780	109	18	,	,	PUNCT
fbem-30780	109	19	and	and	CCONJ
fbem-30780	109	20	on	on	ADP
fbem-30780	109	21	average	average	ADJ
fbem-30780	109	22	,	,	PUNCT
fbem-30780	109	23	micro	micro	NOUN
fbem-30780	109	24	-	-	NOUN
fbem-30780	109	25	services	service	NOUN
fbem-30780	109	26	are	be	AUX
fbem-30780	109	27	automatically	automatically	ADV
fbem-30780	109	28	restarted	restart	VERB
fbem-30780	109	29	once	once	ADV
fbem-30780	109	30	every	every	DET
fbem-30780	109	31	24	24	NUM
fbem-30780	109	32	hours	hour	NOUN
fbem-30780	109	33	to	to	PART
fbem-30780	109	34	maintain	maintain	VERB
fbem-30780	109	35	performance	performance	NOUN
fbem-30780	109	36	.	.	PUNCT
fbem-30780	110	1	disaster	disaster	NOUN
fbem-30780	110	2	tolerance	tolerance	NOUN
fbem-30780	110	3	tests	test	NOUN
fbem-30780	110	4	show	show	VERB
fbem-30780	110	5	that	that	SCONJ
fbem-30780	110	6	the	the	DET
fbem-30780	110	7	system	system	NOUN
fbem-30780	110	8	can	can	AUX
fbem-30780	110	9	complete	complete	VERB
fbem-30780	110	10	failover	failover	NOUN
fbem-30780	110	11	within	within	ADP
fbem-30780	110	12	5	5	NUM
fbem-30780	110	13	seconds	second	NOUN
fbem-30780	110	14	after	after	ADP
fbem-30780	110	15	a	a	DET
fbem-30780	110	16	node	node	ADJ
fbem-30780	110	17	failure	failure	NOUN
fbem-30780	110	18	,	,	PUNCT
fbem-30780	110	19	and	and	CCONJ
fbem-30780	110	20	data	datum	NOUN
fbem-30780	110	21	consistency	consistency	NOUN
fbem-30780	110	22	is	be	AUX
fbem-30780	110	23	maintained	maintain	VERB
fbem-30780	110	24	at	at	ADP
fbem-30780	110	25	99.99	99.99	NUM
fbem-30780	110	26	%	%	NOUN
fbem-30780	111	1	[	[	X
fbem-30780	111	2	32	32	NUM
fbem-30780	111	3	]	]	SYM
fbem-30780	111	4	.	.	PUNCT
fbem-30780	112	1	183	183	NUM
fbem-30780	112	2	figure	figure	NOUN
fbem-30780	112	3	7	7	NUM
fbem-30780	112	4	.	.	PUNCT
fbem-30780	112	5	response	response	NOUN
fbem-30780	112	6	time	time	NOUN
fbem-30780	112	7	variation	variation	NOUN
fbem-30780	112	8	of	of	ADP
fbem-30780	112	9	the	the	DET
fbem-30780	112	10	system	system	NOUN
fbem-30780	112	11	under	under	ADP
fbem-30780	112	12	different	different	ADJ
fbem-30780	112	13	numbers	number	NOUN
fbem-30780	112	14	of	of	ADP
fbem-30780	112	15	concurrent	concurrent	ADJ
fbem-30780	112	16	users	user	NOUN
fbem-30780	112	17	5.5	5.5	NUM
fbem-30780	112	18	.	.	PUNCT
fbem-30780	112	19	comparison	comparison	NOUN
fbem-30780	112	20	with	with	ADP
fbem-30780	112	21	legacy	legacy	NOUN
fbem-30780	112	22	systems	system	NOUN
fbem-30780	112	23	in	in	ADP
fbem-30780	112	24	this	this	DET
fbem-30780	112	25	study	study	NOUN
fbem-30780	112	26	,	,	PUNCT
fbem-30780	112	27	the	the	DET
fbem-30780	112	28	developed	develop	VERB
fbem-30780	112	29	bert	bert	NOUN
fbem-30780	112	30	-	-	PUNCT
fbem-30780	112	31	based	base	VERB
fbem-30780	112	32	financial	financial	ADJ
fbem-30780	112	33	risk	risk	NOUN
fbem-30780	112	34	management	management	NOUN
fbem-30780	112	35	system	system	NOUN
fbem-30780	112	36	is	be	AUX
fbem-30780	112	37	tested	test	VERB
fbem-30780	112	38	against	against	ADP
fbem-30780	112	39	three	three	NUM
fbem-30780	112	40	mainstream	mainstream	ADJ
fbem-30780	112	41	traditional	traditional	ADJ
fbem-30780	112	42	systems	system	NOUN
fbem-30780	112	43	in	in	ADP
fbem-30780	112	44	the	the	DET
fbem-30780	112	45	market	market	NOUN
fbem-30780	112	46	[	[	X
fbem-30780	112	47	33	33	NUM
fbem-30780	112	48	]	]	PUNCT
fbem-30780	112	49	.	.	PUNCT
fbem-30780	113	1	under	under	ADP
fbem-30780	113	2	the	the	DET
fbem-30780	113	3	same	same	ADJ
fbem-30780	113	4	hardware	hardware	NOUN
fbem-30780	113	5	environment	environment	NOUN
fbem-30780	113	6	and	and	CCONJ
fbem-30780	113	7	test	test	NOUN
fbem-30780	113	8	dataset	dataset	VERB
fbem-30780	113	9	,	,	PUNCT
fbem-30780	113	10	the	the	DET
fbem-30780	113	11	risk	risk	NOUN
fbem-30780	113	12	identification	identification	NOUN
fbem-30780	113	13	accuracy	accuracy	NOUN
fbem-30780	113	14	of	of	ADP
fbem-30780	113	15	this	this	DET
fbem-30780	113	16	system	system	NOUN
fbem-30780	113	17	reaches	reach	VERB
fbem-30780	113	18	91.8	91.8	NUM
fbem-30780	113	19	%	%	NOUN
fbem-30780	113	20	,	,	PUNCT
fbem-30780	113	21	which	which	PRON
fbem-30780	113	22	is	be	AUX
fbem-30780	113	23	significantly	significantly	ADV
fbem-30780	113	24	higher	high	ADJ
fbem-30780	113	25	than	than	ADP
fbem-30780	113	26	the	the	DET
fbem-30780	113	27	67.3%-79.6	67.3%-79.6	PROPN
fbem-30780	113	28	%	%	NOUN
fbem-30780	113	29	of	of	ADP
fbem-30780	113	30	the	the	DET
fbem-30780	113	31	traditional	traditional	ADJ
fbem-30780	113	32	systems	system	NOUN
fbem-30780	113	33	;	;	PUNCT
fbem-30780	113	34	the	the	DET
fbem-30780	113	35	risk	risk	NOUN
fbem-30780	113	36	warning	warning	NOUN
fbem-30780	113	37	is	be	AUX
fbem-30780	113	38	advanced	advance	VERB
fbem-30780	113	39	by	by	ADP
fbem-30780	113	40	38	38	NUM
fbem-30780	113	41	days	day	NOUN
fbem-30780	113	42	on	on	ADP
fbem-30780	113	43	average	average	ADJ
fbem-30780	113	44	,	,	PUNCT
fbem-30780	113	45	which	which	PRON
fbem-30780	113	46	is	be	AUX
fbem-30780	113	47	13	13	NUM
fbem-30780	113	48	days	day	NOUN
fbem-30780	113	49	more	more	ADJ
fbem-30780	113	50	than	than	ADP
fbem-30780	113	51	that	that	PRON
fbem-30780	113	52	of	of	ADP
fbem-30780	113	53	the	the	DET
fbem-30780	113	54	best	good	ADJ
fbem-30780	113	55	traditional	traditional	ADJ
fbem-30780	113	56	system	system	NOUN
fbem-30780	113	57	;	;	PUNCT
fbem-30780	113	58	in	in	ADP
fbem-30780	113	59	terms	term	NOUN
fbem-30780	113	60	of	of	ADP
fbem-30780	113	61	unstructured	unstructured	ADJ
fbem-30780	113	62	text	text	NOUN
fbem-30780	113	63	processing	processing	NOUN
fbem-30780	113	64	,	,	PUNCT
fbem-30780	113	65	this	this	DET
fbem-30780	113	66	system	system	NOUN
fbem-30780	113	67	supports	support	VERB
fbem-30780	113	68	the	the	DET
fbem-30780	113	69	fusion	fusion	NOUN
fbem-30780	113	70	analysis	analysis	NOUN
fbem-30780	113	71	of	of	ADP
fbem-30780	113	72	heterogeneous	heterogeneous	ADJ
fbem-30780	113	73	text	text	NOUN
fbem-30780	113	74	from	from	ADP
fbem-30780	113	75	multiple	multiple	ADJ
fbem-30780	113	76	sources	source	NOUN
fbem-30780	113	77	,	,	PUNCT
fbem-30780	113	78	whereas	whereas	SCONJ
fbem-30780	113	79	most	most	ADJ
fbem-30780	113	80	of	of	ADP
fbem-30780	113	81	the	the	DET
fbem-30780	113	82	traditional	traditional	ADJ
fbem-30780	113	83	systems	system	NOUN
fbem-30780	113	84	support	support	VERB
fbem-30780	113	85	only	only	ADV
fbem-30780	113	86	a	a	DET
fbem-30780	113	87	single	single	ADJ
fbem-30780	113	88	-	-	PUNCT
fbem-30780	113	89	format	format	NOUN
fbem-30780	113	90	text	text	NOUN
fbem-30780	113	91	or	or	CCONJ
fbem-30780	113	92	require	require	VERB
fbem-30780	113	93	manual	manual	ADJ
fbem-30780	113	94	preprocessing	preprocessing	NOUN
fbem-30780	113	95	.	.	PUNCT
fbem-30780	114	1	in	in	ADP
fbem-30780	114	2	terms	term	NOUN
fbem-30780	114	3	of	of	ADP
fbem-30780	114	4	unstructured	unstructured	ADJ
fbem-30780	114	5	text	text	NOUN
fbem-30780	114	6	processing	processing	NOUN
fbem-30780	114	7	,	,	PUNCT
fbem-30780	114	8	this	this	DET
fbem-30780	114	9	system	system	NOUN
fbem-30780	114	10	supports	support	VERB
fbem-30780	114	11	the	the	DET
fbem-30780	114	12	fusion	fusion	NOUN
fbem-30780	114	13	of	of	ADP
fbem-30780	114	14	multisource	multisource	ADJ
fbem-30780	114	15	heterogeneous	heterogeneous	ADJ
fbem-30780	114	16	text	text	NOUN
fbem-30780	114	17	analysis	analysis	NOUN
fbem-30780	114	18	,	,	PUNCT
fbem-30780	114	19	while	while	SCONJ
fbem-30780	114	20	most	most	ADJ
fbem-30780	114	21	traditional	traditional	ADJ
fbem-30780	114	22	systems	system	NOUN
fbem-30780	114	23	only	only	ADV
fbem-30780	114	24	support	support	VERB
fbem-30780	114	25	single	single	ADJ
fbem-30780	114	26	format	format	NOUN
fbem-30780	114	27	text	text	NOUN
fbem-30780	114	28	or	or	CCONJ
fbem-30780	114	29	require	require	VERB
fbem-30780	114	30	manual	manual	ADJ
fbem-30780	114	31	preprocessing	preprocessing	NOUN
fbem-30780	114	32	.	.	PUNCT
fbem-30780	115	1	the	the	DET
fbem-30780	115	2	system	system	NOUN
fbem-30780	115	3	also	also	ADV
fbem-30780	115	4	has	have	VERB
fbem-30780	115	5	obvious	obvious	ADJ
fbem-30780	115	6	advantages	advantage	NOUN
fbem-30780	115	7	in	in	ADP
fbem-30780	115	8	scalability	scalability	NOUN
fbem-30780	115	9	and	and	CCONJ
fbem-30780	115	10	iterative	iterative	NOUN
fbem-30780	115	11	updating	updating	NOUN
fbem-30780	115	12	,	,	PUNCT
fbem-30780	115	13	users	user	NOUN
fbem-30780	115	14	only	only	ADV
fbem-30780	115	15	need	need	VERB
fbem-30780	115	16	to	to	PART
fbem-30780	115	17	provide	provide	VERB
fbem-30780	115	18	new	new	ADJ
fbem-30780	115	19	annotation	annotation	NOUN
fbem-30780	115	20	data	datum	NOUN
fbem-30780	115	21	to	to	PART
fbem-30780	115	22	update	update	VERB
fbem-30780	115	23	the	the	DET
fbem-30780	115	24	model	model	NOUN
fbem-30780	115	25	without	without	ADP
fbem-30780	115	26	rewriting	rewrite	VERB
fbem-30780	115	27	the	the	DET
fbem-30780	115	28	rules	rule	NOUN
fbem-30780	115	29	[	[	X
fbem-30780	115	30	34	34	NUM
fbem-30780	115	31	]	]	PUNCT
fbem-30780	115	32	.	.	PUNCT
fbem-30780	116	1	the	the	DET
fbem-30780	116	2	user	user	NOUN
fbem-30780	116	3	satisfaction	satisfaction	NOUN
fbem-30780	116	4	survey	survey	NOUN
fbem-30780	116	5	showed	show	VERB
fbem-30780	116	6	that	that	SCONJ
fbem-30780	116	7	among	among	ADP
fbem-30780	116	8	50	50	NUM
fbem-30780	116	9	finance	finance	NOUN
fbem-30780	116	10	professionals	professional	NOUN
fbem-30780	116	11	,	,	PUNCT
fbem-30780	116	12	the	the	DET
fbem-30780	116	13	system	system	NOUN
fbem-30780	116	14	scored	score	VERB
fbem-30780	116	15	4.7/5	4.7/5	NUM
fbem-30780	116	16	,	,	PUNCT
fbem-30780	116	17	which	which	PRON
fbem-30780	116	18	is	be	AUX
fbem-30780	116	19	higher	high	ADJ
fbem-30780	116	20	than	than	ADP
fbem-30780	116	21	the	the	DET
fbem-30780	116	22	3.2	3.2	NUM
fbem-30780	116	23	-	-	SYM
fbem-30780	116	24	4.0	4.0	NUM
fbem-30780	116	25	scores	score	NOUN
fbem-30780	116	26	of	of	ADP
fbem-30780	116	27	traditional	traditional	ADJ
fbem-30780	116	28	systems	system	NOUN
fbem-30780	116	29	,	,	PUNCT
fbem-30780	116	30	with	with	ADP
fbem-30780	116	31	the	the	DET
fbem-30780	116	32	main	main	ADJ
fbem-30780	116	33	advantages	advantage	NOUN
fbem-30780	116	34	being	be	AUX
fbem-30780	116	35	the	the	DET
fbem-30780	116	36	timeliness	timeliness	NOUN
fbem-30780	116	37	of	of	ADP
fbem-30780	116	38	risk	risk	NOUN
fbem-30780	116	39	discovery	discovery	NOUN
fbem-30780	116	40	and	and	CCONJ
fbem-30780	116	41	the	the	DET
fbem-30780	116	42	interpretability	interpretability	NOUN
fbem-30780	116	43	of	of	ADP
fbem-30780	116	44	results	result	NOUN
fbem-30780	116	45	[	[	X
fbem-30780	116	46	35	35	NUM
fbem-30780	116	47	]	]	SYM
fbem-30780	116	48	.	.	PUNCT
fbem-30780	117	1	6	6	X
fbem-30780	117	2	.	.	X
fbem-30780	117	3	conclusion	conclusion	NOUN
fbem-30780	117	4	the	the	DET
fbem-30780	117	5	current	current	ADJ
fbem-30780	117	6	enterprise	enterprise	NOUN
fbem-30780	117	7	financial	financial	ADJ
fbem-30780	117	8	risk	risk	NOUN
fbem-30780	117	9	management	management	NOUN
fbem-30780	117	10	faces	face	VERB
fbem-30780	117	11	the	the	DET
fbem-30780	117	12	challenges	challenge	NOUN
fbem-30780	117	13	of	of	ADP
fbem-30780	117	14	data	datum	NOUN
fbem-30780	117	15	complexity	complexity	NOUN
fbem-30780	117	16	and	and	CCONJ
fbem-30780	117	17	real	real	ADJ
fbem-30780	117	18	-	-	PUNCT
fbem-30780	117	19	time	time	NOUN
fbem-30780	117	20	.	.	PUNCT
fbem-30780	118	1	in	in	ADP
fbem-30780	118	2	this	this	DET
fbem-30780	118	3	study	study	NOUN
fbem-30780	118	4	,	,	PUNCT
fbem-30780	118	5	a	a	DET
fbem-30780	118	6	financial	financial	ADJ
fbem-30780	118	7	text	text	NOUN
fbem-30780	118	8	mining	mining	NOUN
fbem-30780	118	9	and	and	CCONJ
fbem-30780	118	10	risk	risk	NOUN
fbem-30780	118	11	management	management	NOUN
fbem-30780	118	12	system	system	NOUN
fbem-30780	118	13	based	base	VERB
fbem-30780	118	14	on	on	ADP
fbem-30780	118	15	bert	bert	PROPN
fbem-30780	118	16	is	be	AUX
fbem-30780	118	17	constructed	construct	VERB
fbem-30780	118	18	,	,	PUNCT
fbem-30780	118	19	and	and	CCONJ
fbem-30780	118	20	experiments	experiment	NOUN
fbem-30780	118	21	show	show	VERB
fbem-30780	118	22	that	that	SCONJ
fbem-30780	118	23	the	the	DET
fbem-30780	118	24	recognition	recognition	NOUN
fbem-30780	118	25	accuracy	accuracy	NOUN
fbem-30780	118	26	of	of	ADP
fbem-30780	118	27	the	the	DET
fbem-30780	118	28	system	system	NOUN
fbem-30780	118	29	reaches	reach	VERB
fbem-30780	118	30	91.8	91.8	NUM
fbem-30780	118	31	%	%	NOUN
fbem-30780	118	32	,	,	PUNCT
fbem-30780	118	33	with	with	ADP
fbem-30780	118	34	an	an	DET
fbem-30780	118	35	average	average	ADJ
fbem-30780	118	36	early	early	ADJ
fbem-30780	118	37	warning	warning	NOUN
fbem-30780	118	38	of	of	ADP
fbem-30780	118	39	risk	risk	NOUN
fbem-30780	118	40	events	event	NOUN
fbem-30780	118	41	38	38	NUM
fbem-30780	118	42	days	day	NOUN
fbem-30780	118	43	in	in	ADP
fbem-30780	118	44	advance	advance	NOUN
fbem-30780	118	45	,	,	PUNCT
fbem-30780	118	46	which	which	PRON
fbem-30780	118	47	is	be	AUX
fbem-30780	118	48	significantly	significantly	ADV
fbem-30780	118	49	better	well	ADJ
fbem-30780	118	50	than	than	ADP
fbem-30780	118	51	the	the	DET
fbem-30780	118	52	traditional	traditional	ADJ
fbem-30780	118	53	method	method	NOUN
fbem-30780	118	54	.	.	PUNCT
fbem-30780	119	1	the	the	DET
fbem-30780	119	2	system	system	NOUN
fbem-30780	119	3	effectively	effectively	ADV
fbem-30780	119	4	improves	improve	VERB
fbem-30780	119	5	the	the	DET
fbem-30780	119	6	risk	risk	NOUN
fbem-30780	119	7	identification	identification	NOUN
fbem-30780	119	8	capability	capability	NOUN
fbem-30780	119	9	and	and	CCONJ
fbem-30780	119	10	the	the	DET
fbem-30780	119	11	timeliness	timeliness	NOUN
fbem-30780	119	12	of	of	ADP
fbem-30780	119	13	early	early	ADJ
fbem-30780	119	14	warning	warning	NOUN
fbem-30780	119	15	through	through	ADP
fbem-30780	119	16	multi	multi	ADJ
fbem-30780	119	17	-	-	ADJ
fbem-30780	119	18	source	source	NOUN
fbem-30780	119	19	text	text	NOUN
fbem-30780	119	20	fusion	fusion	NOUN
fbem-30780	119	21	and	and	CCONJ
fbem-30780	119	22	domain	domain	NOUN
fbem-30780	119	23	adaptation	adaptation	NOUN
fbem-30780	119	24	fine	fine	NOUN
fbem-30780	119	25	-	-	PUNCT
fbem-30780	119	26	tuning	tuning	NOUN
fbem-30780	119	27	.	.	PUNCT
fbem-30780	120	1	future	future	ADJ
fbem-30780	120	2	research	research	NOUN
fbem-30780	120	3	directions	direction	NOUN
fbem-30780	120	4	include	include	VERB
fbem-30780	120	5	introducing	introduce	VERB
fbem-30780	120	6	more	more	ADV
fbem-30780	120	7	unstructured	unstructured	ADJ
fbem-30780	120	8	data	datum	NOUN
fbem-30780	120	9	sources	source	NOUN
fbem-30780	120	10	,	,	PUNCT
fbem-30780	120	11	exploring	explore	VERB
fbem-30780	120	12	lightweight	lightweight	ADJ
fbem-30780	120	13	model	model	NOUN
fbem-30780	120	14	deployment	deployment	NOUN
fbem-30780	120	15	,	,	PUNCT
fbem-30780	120	16	and	and	CCONJ
fbem-30780	120	17	constructing	construct	VERB
fbem-30780	120	18	a	a	DET
fbem-30780	120	19	finer	fine	ADJ
fbem-30780	120	20	industry	industry	NOUN
fbem-30780	120	21	risk	risk	NOUN
fbem-30780	120	22	knowledge	knowledge	NOUN
fbem-30780	120	23	graph	graph	NOUN
fbem-30780	120	24	to	to	PART
fbem-30780	120	25	further	far	ADV
fbem-30780	120	26	enhance	enhance	VERB
fbem-30780	120	27	the	the	DET
fbem-30780	120	28	system	system	NOUN
fbem-30780	120	29	's	's	PART
fbem-30780	120	30	adaptability	adaptability	NOUN
fbem-30780	120	31	in	in	ADP
fbem-30780	120	32	complex	complex	ADJ
fbem-30780	120	33	financial	financial	ADJ
fbem-30780	120	34	environments	environment	NOUN
fbem-30780	120	35	.	.	PUNCT
fbem-30780	121	1	references	reference	NOUN
fbem-30780	121	2	[	[	X
fbem-30780	121	3	1	1	NUM
fbem-30780	121	4	]	]	X
fbem-30780	121	5	wang	wang	PROPN
fbem-30780	121	6	,	,	PUNCT
fbem-30780	121	7	y.	y.	PROPN
fbem-30780	121	8	,	,	PUNCT
fbem-30780	121	9	et	et	PROPN
fbem-30780	121	10	al	al	PROPN
fbem-30780	121	11	.	.	PROPN
fbem-30780	121	12	(	(	PUNCT
fbem-30780	121	13	2025	2025	NUM
fbem-30780	121	14	)	)	PUNCT
fbem-30780	121	15	.	.	PUNCT
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fbem-30780	122	5	-	-	PUNCT
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fbem-30780	122	7	autonomous	autonomous	ADJ
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fbem-30780	123	1	journal	journal	PROPN
fbem-30780	123	2	of	of	ADP
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fbem-30780	123	4	vehicle	vehicle	NOUN
fbem-30780	123	5	technology	technology	NOUN
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fbem-30780	123	7	2025	2025	NUM
fbem-30780	123	8	.	.	PUNCT
fbem-30780	124	1	[	[	X
fbem-30780	124	2	2	2	NUM
fbem-30780	124	3	]	]	PUNCT
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fbem-30780	124	5	lópez	lópez	PROPN
fbem-30780	124	6	de	de	PROPN
fbem-30780	124	7	prado	prado	PROPN
fbem-30780	124	8	.	.	PUNCT
fbem-30780	124	9	machine	machine	NOUN
fbem-30780	124	10	learning	learn	VERB
fbem-30780	124	11	risk	risk	NOUN
fbem-30780	124	12	models	model	NOUN
fbem-30780	125	1	[	[	X
fbem-30780	125	2	j	j	X
fbem-30780	125	3	]	]	X
fbem-30780	125	4	.	.	PUNCT
fbem-30780	126	1	financial	financial	ADJ
fbem-30780	126	2	analysts	analyst	NOUN
fbem-30780	126	3	journal	journal	NOUN
fbem-30780	126	4	,	,	PUNCT
fbem-30780	126	5	2018	2018	NUM
fbem-30780	126	6	,	,	PUNCT
fbem-30780	126	7	74(3	74(3	NOUN
fbem-30780	126	8	):	):	PUNCT
fbem-30780	126	9	18–36	18–36	NUM
fbem-30780	126	10	.	.	PUNCT
fbem-30780	126	11	doi	doi	NOUN
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fbem-30780	126	13	10.2139	10.2139	NUM
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fbem-30780	127	12	2023	2023	NUM
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fbem-30780	127	14	.	.	PUNCT
fbem-30780	128	1	poster	poster	NOUN
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fbem-30780	128	9	approach	approach	NOUN
fbem-30780	128	10	to	to	ADP
fbem-30780	128	11	automatic	automatic	ADJ
fbem-30780	128	12	textual	textual	ADJ
fbem-30780	128	13	layout	layout	NOUN
fbem-30780	128	14	design	design	NOUN
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fbem-30780	133	4	.	.	PUNCT
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fbem-30780	134	5	systems	system	NOUN
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fbem-30780	134	7	man	man	NOUN
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fbem-30780	134	13	:	:	PUNCT
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fbem-30780	134	15	.	.	PUNCT
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fbem-30780	135	3	]	]	SYM
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fbem-30780	136	4	in	in	ADP
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fbem-30780	136	10	.	.	PUNCT
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fbem-30780	137	9	)	)	PUNCT
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fbem-30780	138	14	.	.	PUNCT
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fbem-30780	143	7	,	,	PUNCT
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fbem-30780	143	9	):	):	PUNCT
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fbem-30780	150	14	.	.	PUNCT
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fbem-30780	163	12	of	of	ADP
fbem-30780	163	13	cervical	cervical	ADJ
fbem-30780	163	14	precancerous	precancerous	ADJ
fbem-30780	163	15	lesions	lesion	NOUN
fbem-30780	163	16	.	.	PUNCT
fbem-30780	164	1	frontiers	frontier	NOUN
fbem-30780	164	2	in	in	ADP
fbem-30780	164	3	computing	computing	NOUN
fbem-30780	164	4	and	and	CCONJ
fbem-30780	164	5	intelligent	intelligent	ADJ
fbem-30780	164	6	systems	system	NOUN
fbem-30780	164	7	,	,	PUNCT
fbem-30780	164	8	6(3	6(3	NUM
fbem-30780	164	9	)	)	PUNCT
fbem-30780	164	10	,	,	PUNCT
fbem-30780	164	11	61–64	61–64	NUM
fbem-30780	164	12	.	.	PUNCT
fbem-30780	165	1	[	[	X
fbem-30780	165	2	13	13	NUM
fbem-30780	165	3	]	]	SYM
fbem-30780	165	4	du	du	X
fbem-30780	165	5	,	,	PUNCT
fbem-30780	165	6	s.	s.	PROPN
fbem-30780	165	7	,	,	PUNCT
fbem-30780	165	8	et	et	PROPN
fbem-30780	165	9	al	al	PROPN
fbem-30780	165	10	.	.	PUNCT
fbem-30780	166	1	(	(	PUNCT
fbem-30780	166	2	2024	2024	NUM
fbem-30780	166	3	)	)	PUNCT
fbem-30780	166	4	.	.	PUNCT
fbem-30780	167	1	improving	improve	VERB
fbem-30780	167	2	science	science	NOUN
fbem-30780	167	3	question	question	NOUN
fbem-30780	167	4	ranking	rank	VERB
fbem-30780	167	5	with	with	ADP
fbem-30780	167	6	model	model	NOUN
fbem-30780	167	7	and	and	CCONJ
fbem-30780	167	8	retrieval	retrieval	NOUN
fbem-30780	167	9	-	-	PUNCT
fbem-30780	167	10	augmented	augment	VERB
fbem-30780	167	11	generation	generation	NOUN
fbem-30780	167	12	.	.	PUNCT
fbem-30780	168	1	the	the	DET
fbem-30780	168	2	6th	6th	ADJ
fbem-30780	168	3	international	international	ADJ
fbem-30780	168	4	scientific	scientific	ADJ
fbem-30780	168	5	and	and	CCONJ
fbem-30780	168	6	practical	practical	ADJ
fbem-30780	168	7	conference	conference	NOUN
fbem-30780	168	8	"	"	PUNCT
fbem-30780	168	9	old	old	ADJ
fbem-30780	168	10	and	and	CCONJ
fbem-30780	168	11	new	new	ADJ
fbem-30780	168	12	technologies	technology	NOUN
fbem-30780	168	13	of	of	ADP
fbem-30780	168	14	learning	learn	VERB
fbem-30780	168	15	development	development	NOUN
fbem-30780	168	16	in	in	ADP
fbem-30780	168	17	modern	modern	ADJ
fbem-30780	168	18	conditions	condition	NOUN
fbem-30780	168	19	"	"	PUNCT
fbem-30780	168	20	,	,	PUNCT
fbem-30780	168	21	252	252	NUM
fbem-30780	168	22	.	.	PUNCT
fbem-30780	169	1	[	[	X
fbem-30780	169	2	14	14	NUM
fbem-30780	169	3	]	]	X
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fbem-30780	169	5	balch	balch	PROPN
fbem-30780	169	6	.	.	PUNCT
fbem-30780	170	1	machine	machine	NOUN
fbem-30780	170	2	learning	learn	VERB
fbem-30780	170	3	for	for	ADP
fbem-30780	170	4	trading	trading	NOUN
fbem-30780	170	5	[	[	X
fbem-30780	170	6	j	j	X
fbem-30780	170	7	]	]	X
fbem-30780	170	8	.	.	PUNCT
fbem-30780	171	1	journal	journal	PROPN
fbem-30780	171	2	of	of	ADP
fbem-30780	171	3	financial	financial	ADJ
fbem-30780	171	4	data	datum	NOUN
fbem-30780	171	5	science	science	NOUN
fbem-30780	171	6	,	,	PUNCT
fbem-30780	171	7	2019	2019	NUM
fbem-30780	171	8	,	,	PUNCT
fbem-30780	171	9	1(1	1(1	NUM
fbem-30780	171	10	):	):	PUNCT
fbem-30780	171	11	45–55	45–55	NOUN
fbem-30780	171	12	.	.	PUNCT
fbem-30780	172	1	doi	doi	NOUN
fbem-30780	172	2	:	:	PUNCT
fbem-30780	172	3	10.3905	10.3905	NUM
fbem-30780	172	4	/	/	SYM
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fbem-30780	172	6	.	.	PUNCT
fbem-30780	173	1	184	184	NUM
fbem-30780	174	1	[	[	SYM
fbem-30780	174	2	15	15	NUM
fbem-30780	174	3	]	]	X
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fbem-30780	174	5	,	,	PUNCT
fbem-30780	174	6	j.	j.	PROPN
fbem-30780	174	7	,	,	PUNCT
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fbem-30780	174	9	al	al	PROPN
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fbem-30780	175	1	(	(	PUNCT
fbem-30780	175	2	2025	2025	NUM
fbem-30780	175	3	)	)	PUNCT
fbem-30780	175	4	.	.	PUNCT
fbem-30780	176	1	artificial	artificial	ADJ
fbem-30780	176	2	intelligence	intelligence	NOUN
fbem-30780	176	3	optimizes	optimize	VERB
fbem-30780	176	4	the	the	DET
fbem-30780	176	5	accounting	accounting	NOUN
fbem-30780	176	6	data	datum	NOUN
fbem-30780	176	7	integration	integration	NOUN
fbem-30780	176	8	and	and	CCONJ
fbem-30780	176	9	financial	financial	ADJ
fbem-30780	176	10	risk	risk	NOUN
fbem-30780	176	11	assessment	assessment	NOUN
fbem-30780	176	12	model	model	NOUN
fbem-30780	176	13	of	of	ADP
fbem-30780	176	14	the	the	DET
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fbem-30780	176	18	platform	platform	NOUN
fbem-30780	176	19	.	.	PUNCT
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fbem-30780	177	2	journal	journal	PROPN
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fbem-30780	177	5	science	science	NOUN
fbem-30780	177	6	research	research	NOUN
fbem-30780	177	7	,	,	PUNCT
fbem-30780	177	8	8(2	8(2	NUM
fbem-30780	177	9	)	)	PUNCT
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fbem-30780	177	12	-	-	SYM
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fbem-30780	177	14	.	.	PUNCT
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fbem-30780	178	2	16	16	NUM
fbem-30780	178	3	]	]	X
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fbem-30780	178	5	lópez	lópez	PROPN
fbem-30780	178	6	de	de	PROPN
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fbem-30780	178	9	david	david	PROPN
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fbem-30780	178	11	.	.	PUNCT
fbem-30780	179	1	statistical	statistical	ADJ
fbem-30780	179	2	arbitrage	arbitrage	NOUN
fbem-30780	179	3	in	in	ADP
fbem-30780	179	4	the	the	DET
fbem-30780	179	5	us	us	PROPN
fbem-30780	179	6	equities	equity	NOUN
fbem-30780	179	7	market	market	NOUN
fbem-30780	180	1	[	[	X
fbem-30780	180	2	j	j	X
fbem-30780	180	3	]	]	X
fbem-30780	180	4	.	.	PUNCT
fbem-30780	181	1	journal	journal	PROPN
fbem-30780	181	2	of	of	ADP
fbem-30780	181	3	investment	investment	NOUN
fbem-30780	181	4	strategies	strategy	NOUN
fbem-30780	181	5	,	,	PUNCT
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fbem-30780	181	7	,	,	PUNCT
fbem-30780	181	8	3(2	3(2	NUM
fbem-30780	181	9	):	):	PUNCT
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fbem-30780	181	11	.	.	PUNCT
fbem-30780	182	1	[	[	X
fbem-30780	182	2	17	17	NUM
fbem-30780	182	3	]	]	X
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fbem-30780	182	5	,	,	PUNCT
fbem-30780	182	6	y.	y.	PROPN
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fbem-30780	182	13	)	)	PUNCT
fbem-30780	182	14	.	.	PUNCT
fbem-30780	183	1	research	research	NOUN
fbem-30780	183	2	on	on	ADP
fbem-30780	183	3	the	the	DET
fbem-30780	183	4	cross	cross	ADJ
fbem-30780	183	5	-	-	ADJ
fbem-30780	183	6	industry	industry	ADJ
fbem-30780	183	7	application	application	NOUN
fbem-30780	183	8	of	of	ADP
fbem-30780	183	9	autonomous	autonomous	ADJ
fbem-30780	183	10	driving	driving	NOUN
fbem-30780	183	11	technology	technology	NOUN
fbem-30780	183	12	in	in	ADP
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fbem-30780	183	15	of	of	ADP
fbem-30780	183	16	fintech	fintech	NOUN
fbem-30780	183	17	.	.	PUNCT
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fbem-30780	184	2	journal	journal	PROPN
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fbem-30780	184	4	management	management	NOUN
fbem-30780	184	5	science	science	NOUN
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fbem-30780	184	7	,	,	PUNCT
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fbem-30780	184	9	)	)	PUNCT
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fbem-30780	184	12	-	-	SYM
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fbem-30780	184	14	.	.	PUNCT
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fbem-30780	185	3	]	]	PUNCT
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fbem-30780	185	6	,	,	PUNCT
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fbem-30780	185	9	.	.	PUNCT
fbem-30780	186	1	artificial	artificial	ADJ
fbem-30780	186	2	intelligence	intelligence	NOUN
fbem-30780	186	3	in	in	ADP
fbem-30780	186	4	finance	finance	NOUN
fbem-30780	186	5	:	:	PUNCT
fbem-30780	186	6	a	a	DET
fbem-30780	186	7	review	review	NOUN
fbem-30780	186	8	[	[	X
fbem-30780	186	9	j	j	X
fbem-30780	186	10	]	]	X
fbem-30780	186	11	.	.	PUNCT
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fbem-30780	187	2	data	data	PROPN
fbem-30780	187	3	,	,	PUNCT
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fbem-30780	187	5	,	,	PUNCT
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fbem-30780	187	7	):	):	PUNCT
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fbem-30780	187	9	.	.	PUNCT
fbem-30780	188	1	doi	doi	NOUN
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fbem-30780	188	6	.	.	PUNCT
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fbem-30780	189	9	,	,	PUNCT
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fbem-30780	190	2	state	state	NOUN
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fbem-30780	190	7	-	-	PUNCT
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fbem-30780	190	21	]	]	X
fbem-30780	190	22	.	.	PUNCT
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fbem-30780	191	6	,	,	PUNCT
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fbem-30780	191	10	):	):	PUNCT
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fbem-30780	194	26	.	.	PUNCT
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fbem-30780	195	2	.	.	PUNCT
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fbem-30780	197	9	:	:	PUNCT
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fbem-30780	199	7	,	,	PUNCT
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fbem-30780	199	9	):	):	PUNCT
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fbem-30780	200	2	:	:	PUNCT
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fbem-30780	201	10	.	.	PUNCT
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fbem-30780	201	17	:	:	PUNCT
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fbem-30780	202	3	arxiv:1909.07327	arxiv:1909.07327	NOUN
fbem-30780	202	4	,	,	PUNCT
fbem-30780	202	5	2019	2019	NUM
fbem-30780	202	6	.	.	PUNCT
fbem-30780	203	1	available	available	ADJ
fbem-30780	203	2	:	:	PUNCT
fbem-30780	203	3	https://arxiv.org/abs/1909.07327	https://arxiv.org/abs/1909.07327	ADJ
fbem-30780	203	4	.	.	PUNCT
fbem-30780	204	1	[	[	X
fbem-30780	204	2	23	23	NUM
fbem-30780	204	3	]	]	X
fbem-30780	204	4	liu	liu	PROPN
fbem-30780	204	5	,	,	PUNCT
fbem-30780	204	6	y.	y.	PROPN
fbem-30780	204	7	,	,	PUNCT
fbem-30780	204	8	et	et	PROPN
fbem-30780	204	9	al	al	PROPN
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fbem-30780	204	12	2023	2023	NUM
fbem-30780	204	13	)	)	PUNCT
fbem-30780	204	14	.	.	PUNCT
fbem-30780	205	1	grasp	grasp	NOUN
fbem-30780	205	2	and	and	CCONJ
fbem-30780	205	3	inspection	inspection	NOUN
fbem-30780	205	4	of	of	ADP
fbem-30780	205	5	mechanical	mechanical	ADJ
fbem-30780	205	6	parts	part	NOUN
fbem-30780	205	7	based	base	VERB
fbem-30780	205	8	on	on	ADP
fbem-30780	205	9	visual	visual	ADJ
fbem-30780	205	10	image	image	NOUN
fbem-30780	205	11	recognition	recognition	NOUN
fbem-30780	205	12	technology	technology	NOUN
fbem-30780	205	13	.	.	PUNCT
fbem-30780	206	1	journal	journal	PROPN
fbem-30780	206	2	of	of	ADP
fbem-30780	206	3	theory	theory	NOUN
fbem-30780	206	4	and	and	CCONJ
fbem-30780	206	5	practice	practice	NOUN
fbem-30780	206	6	of	of	ADP
fbem-30780	206	7	engineering	engineering	NOUN
fbem-30780	206	8	science	science	NOUN
fbem-30780	206	9	,	,	PUNCT
fbem-30780	206	10	3(12	3(12	NUM
fbem-30780	206	11	)	)	PUNCT
fbem-30780	206	12	,	,	PUNCT
fbem-30780	206	13	22	22	NUM
fbem-30780	206	14	-	-	SYM
fbem-30780	206	15	28	28	NUM
fbem-30780	206	16	.	.	PUNCT
fbem-30780	207	1	[	[	X
fbem-30780	207	2	24	24	NUM
fbem-30780	207	3	]	]	X
fbem-30780	207	4	supratim	supratim	PROPN
fbem-30780	207	5	ghosh	ghosh	PROPN
fbem-30780	207	6	,	,	PUNCT
fbem-30780	207	7	shreya	shreya	PROPN
fbem-30780	207	8	ghosh	ghosh	PROPN
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fbem-30780	208	1	financial	financial	ADJ
fbem-30780	208	2	time	time	PROPN
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fbem-30780	208	4	forecasting	forecasting	NOUN
fbem-30780	208	5	with	with	ADP
fbem-30780	208	6	deep	deep	ADJ
fbem-30780	208	7	learning	learning	NOUN
fbem-30780	208	8	:	:	PUNCT
fbem-30780	208	9	a	a	DET
fbem-30780	208	10	systematic	systematic	ADJ
fbem-30780	208	11	literature	literature	NOUN
fbem-30780	208	12	review	review	NOUN
fbem-30780	209	1	[	[	X
fbem-30780	209	2	c	c	X
fbem-30780	209	3	]	]	PUNCT
fbem-30780	209	4	.	.	PUNCT
fbem-30780	210	1	procedia	procedia	PROPN
fbem-30780	210	2	computer	computer	NOUN
fbem-30780	210	3	science	science	NOUN
fbem-30780	210	4	,	,	PUNCT
fbem-30780	210	5	2019	2019	NUM
fbem-30780	210	6	,	,	PUNCT
fbem-30780	210	7	165	165	NUM
fbem-30780	210	8	:	:	PUNCT
fbem-30780	210	9	664–670	664–670	NUM
fbem-30780	210	10	.	.	PUNCT
fbem-30780	211	1	doi	doi	NOUN
fbem-30780	211	2	:	:	PUNCT
fbem-30780	211	3	10.1016	10.1016	NUM
fbem-30780	211	4	/	/	SYM
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fbem-30780	211	6	.	.	PUNCT
fbem-30780	212	1	[	[	X
fbem-30780	212	2	25	25	NUM
fbem-30780	212	3	]	]	X
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fbem-30780	212	5	lópez	lópez	PROPN
fbem-30780	212	6	de	de	PROPN
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fbem-30780	212	8	.	.	PUNCT
fbem-30780	213	1	deep	deep	ADJ
fbem-30780	213	2	portfolio	portfolio	NOUN
fbem-30780	213	3	theory	theory	NOUN
fbem-30780	213	4	[	[	X
fbem-30780	213	5	j	j	X
fbem-30780	213	6	]	]	X
fbem-30780	213	7	.	.	PUNCT
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fbem-30780	214	2	finance	finance	NOUN
fbem-30780	214	3	,	,	PUNCT
fbem-30780	214	4	2016	2016	NUM
fbem-30780	214	5	,	,	PUNCT
fbem-30780	214	6	16(9	16(9	NUM
fbem-30780	214	7	):	):	PUNCT
fbem-30780	214	8	1413–1424	1413–1424	NUM
fbem-30780	214	9	.	.	PUNCT
fbem-30780	215	1	doi	doi	NOUN
fbem-30780	215	2	:	:	PUNCT
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fbem-30780	215	4	.	.	PUNCT
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fbem-30780	216	2	26	26	NUM
fbem-30780	216	3	]	]	X
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fbem-30780	216	6	z.	z.	PROPN
fbem-30780	216	7	,	,	PUNCT
fbem-30780	216	8	et	et	PROPN
fbem-30780	216	9	al	al	PROPN
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fbem-30780	216	12	2025	2025	NUM
fbem-30780	216	13	)	)	PUNCT
fbem-30780	216	14	.	.	PUNCT
fbem-30780	217	1	intelligent	intelligent	ADJ
fbem-30780	217	2	construction	construction	NOUN
fbem-30780	217	3	of	of	ADP
fbem-30780	217	4	a	a	DET
fbem-30780	217	5	supply	supply	NOUN
fbem-30780	217	6	chain	chain	NOUN
fbem-30780	217	7	finance	finance	NOUN
fbem-30780	217	8	decision	decision	NOUN
fbem-30780	217	9	support	support	NOUN
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fbem-30780	217	12	financial	financial	ADJ
fbem-30780	217	13	benefit	benefit	NOUN
fbem-30780	217	14	analysis	analysis	NOUN
fbem-30780	217	15	based	base	VERB
fbem-30780	217	16	on	on	ADP
fbem-30780	217	17	deep	deep	ADJ
fbem-30780	217	18	reinforcement	reinforcement	NOUN
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fbem-30780	217	21	particle	particle	NOUN
fbem-30780	217	22	swarm	swarm	NOUN
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fbem-30780	217	24	algorithm	algorithm	NOUN
fbem-30780	217	25	.	.	PUNCT
fbem-30780	218	1	international	international	ADJ
fbem-30780	218	2	journal	journal	PROPN
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fbem-30780	218	4	management	management	NOUN
fbem-30780	218	5	science	science	NOUN
fbem-30780	218	6	research	research	NOUN
fbem-30780	218	7	,	,	PUNCT
fbem-30780	218	8	8(3	8(3	NUM
fbem-30780	218	9	)	)	PUNCT
fbem-30780	218	10	,	,	PUNCT
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fbem-30780	218	12	-	-	SYM
fbem-30780	218	13	41	41	NUM
fbem-30780	218	14	.	.	PUNCT
fbem-30780	219	1	[	[	X
fbem-30780	219	2	27	27	NUM
fbem-30780	219	3	]	]	X
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fbem-30780	219	5	,	,	PUNCT
fbem-30780	219	6	h.	h.	PROPN
fbem-30780	219	7	,	,	PUNCT
fbem-30780	219	8	et	et	PROPN
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fbem-30780	219	11	(	(	PUNCT
fbem-30780	219	12	2024	2024	NUM
fbem-30780	219	13	)	)	PUNCT
fbem-30780	219	14	.	.	PUNCT
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fbem-30780	220	2	detection	detection	NOUN
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fbem-30780	220	4	by	by	ADP
fbem-30780	220	5	artificial	artificial	ADJ
fbem-30780	220	6	intelligence	intelligence	NOUN
fbem-30780	220	7	:	:	PUNCT
fbem-30780	220	8	enhancing	enhance	VERB
fbem-30780	220	9	cybersecurity	cybersecurity	NOUN
fbem-30780	220	10	with	with	ADP
fbem-30780	220	11	machine	machine	NOUN
fbem-30780	220	12	learning	learn	VERB
fbem-30780	220	13	algorithms	algorithm	NOUN
fbem-30780	220	14	.	.	PUNCT
fbem-30780	221	1	artificial	artificial	ADJ
fbem-30780	221	2	intelligence	intelligence	NOUN
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fbem-30780	221	4	machine	machine	NOUN
fbem-30780	221	5	learning	learn	VERB
fbem-30780	221	6	frontiers	frontier	NOUN
fbem-30780	221	7	,	,	PUNCT
fbem-30780	221	8	1(008	1(008	NUM
fbem-30780	221	9	)	)	PUNCT
fbem-30780	221	10	.	.	PUNCT
fbem-30780	222	1	[	[	X
fbem-30780	222	2	28	28	NUM
fbem-30780	222	3	]	]	X
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fbem-30780	222	5	,	,	PUNCT
fbem-30780	222	6	z.	z.	PROPN
fbem-30780	222	7	,	,	PUNCT
fbem-30780	222	8	et	et	PROPN
fbem-30780	222	9	al	al	PROPN
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fbem-30780	222	11	(	(	PUNCT
fbem-30780	222	12	2025	2025	NUM
fbem-30780	222	13	)	)	PUNCT
fbem-30780	222	14	.	.	PUNCT
fbem-30780	223	1	artificial	artificial	ADJ
fbem-30780	223	2	intelligence	intelligence	NOUN
fbem-30780	223	3	empowering	empower	VERB
fbem-30780	223	4	roboadvisors	roboadvisor	NOUN
fbem-30780	223	5	:	:	PUNCT
fbem-30780	223	6	a	a	DET
fbem-30780	223	7	data	data	NOUN
fbem-30780	223	8	-	-	PUNCT
fbem-30780	223	9	driven	drive	VERB
fbem-30780	223	10	wealth	wealth	NOUN
fbem-30780	223	11	management	management	NOUN
fbem-30780	223	12	model	model	NOUN
fbem-30780	223	13	analysis	analysis	NOUN
fbem-30780	223	14	.	.	PUNCT
fbem-30780	224	1	international	international	ADJ
fbem-30780	224	2	journal	journal	PROPN
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fbem-30780	224	4	management	management	NOUN
fbem-30780	224	5	science	science	NOUN
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fbem-30780	224	7	,	,	PUNCT
fbem-30780	224	8	8(3	8(3	NUM
fbem-30780	224	9	)	)	PUNCT
fbem-30780	224	10	,	,	PUNCT
fbem-30780	224	11	1	1	NUM
fbem-30780	224	12	-	-	SYM
fbem-30780	224	13	12	12	NUM
fbem-30780	224	14	.	.	PUNCT
fbem-30780	225	1	[	[	X
fbem-30780	225	2	29	29	NUM
fbem-30780	225	3	]	]	X
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fbem-30780	225	5	krauss	krauss	PROPN
fbem-30780	225	6	,	,	PUNCT
fbem-30780	225	7	xuanqing	xuanqing	PROPN
fbem-30780	225	8	do	do	VERB
fbem-30780	225	9	,	,	PUNCT
fbem-30780	225	10	nicolas	nicolas	PROPN
fbem-30780	225	11	huck	huck	PROPN
fbem-30780	225	12	.	.	PUNCT
fbem-30780	226	1	deep	deep	ADJ
fbem-30780	226	2	learning	learning	NOUN
fbem-30780	226	3	for	for	ADP
fbem-30780	226	4	stock	stock	NOUN
fbem-30780	226	5	selection	selection	NOUN
fbem-30780	227	1	[	[	X
fbem-30780	227	2	j	j	X
fbem-30780	227	3	]	]	X
fbem-30780	227	4	.	.	PUNCT
fbem-30780	228	1	european	european	PROPN
fbem-30780	228	2	journal	journal	PROPN
fbem-30780	228	3	of	of	ADP
fbem-30780	228	4	operational	operational	ADJ
fbem-30780	228	5	research	research	NOUN
fbem-30780	228	6	,	,	PUNCT
fbem-30780	228	7	2017	2017	NUM
fbem-30780	228	8	,	,	PUNCT
fbem-30780	228	9	259(2	259(2	NUM
fbem-30780	228	10	):	):	PUNCT
fbem-30780	228	11	689–702	689–702	NUM
fbem-30780	228	12	.	.	PUNCT
fbem-30780	229	1	doi	doi	NOUN
fbem-30780	229	2	:	:	PUNCT
fbem-30780	229	3	10.1016	10.1016	NUM
fbem-30780	229	4	/	/	SYM
fbem-30780	229	5	j.ejor.2017.01.054	j.ejor.2017.01.054	NOUN
fbem-30780	229	6	.	.	PUNCT
fbem-30780	230	1	[	[	X
fbem-30780	230	2	30	30	NUM
fbem-30780	230	3	]	]	X
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fbem-30780	230	6	z.	z.	PROPN
fbem-30780	230	7	(	(	PUNCT
fbem-30780	230	8	2023	2023	NUM
fbem-30780	230	9	)	)	PUNCT
fbem-30780	230	10	.	.	PUNCT
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fbem-30780	231	2	optimization	optimization	NOUN
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fbem-30780	231	4	performance	performance	NOUN
fbem-30780	231	5	improvement	improvement	NOUN
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fbem-30780	231	7	data	datum	NOUN
fbem-30780	231	8	visualization	visualization	NOUN
fbem-30780	231	9	analysis	analysis	NOUN
fbem-30780	231	10	platform	platform	NOUN
fbem-30780	231	11	based	base	VERB
fbem-30780	231	12	on	on	ADP
fbem-30780	231	13	artificial	artificial	ADJ
fbem-30780	231	14	intelligence	intelligence	NOUN
fbem-30780	231	15	.	.	PUNCT
fbem-30780	232	1	frontiers	frontier	NOUN
fbem-30780	232	2	in	in	ADP
fbem-30780	232	3	computing	computing	NOUN
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fbem-30780	232	5	intelligent	intelligent	ADJ
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fbem-30780	232	8	5(3	5(3	NUM
fbem-30780	232	9	)	)	PUNCT
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fbem-30780	232	12	-	-	SYM
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fbem-30780	232	14	.	.	PUNCT
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fbem-30780	233	2	31	31	NUM
fbem-30780	233	3	]	]	PUNCT
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fbem-30780	233	5	,	,	PUNCT
fbem-30780	233	6	z.	z.	PROPN
fbem-30780	233	7	,	,	PUNCT
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fbem-30780	233	9	al	al	PROPN
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fbem-30780	233	11	(	(	PUNCT
fbem-30780	233	12	2024	2024	NUM
fbem-30780	233	13	)	)	PUNCT
fbem-30780	233	14	.	.	PUNCT
fbem-30780	234	1	educational	educational	ADJ
fbem-30780	234	2	innovation	innovation	NOUN
fbem-30780	234	3	in	in	ADP
fbem-30780	234	4	the	the	DET
fbem-30780	234	5	digital	digital	ADJ
fbem-30780	234	6	age	age	NOUN
fbem-30780	234	7	:	:	PUNCT
fbem-30780	234	8	the	the	DET
fbem-30780	234	9	role	role	NOUN
fbem-30780	234	10	and	and	CCONJ
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fbem-30780	234	12	of	of	ADP
fbem-30780	234	13	nlp	nlp	NOUN
fbem-30780	234	14	technology	technology	NOUN
fbem-30780	234	15	.	.	PUNCT
fbem-30780	235	1	old	old	ADJ
fbem-30780	235	2	and	and	CCONJ
fbem-30780	235	3	new	new	ADJ
fbem-30780	235	4	technologies	technology	NOUN
fbem-30780	235	5	of	of	ADP
fbem-30780	235	6	learning	learn	VERB
fbem-30780	235	7	development	development	NOUN
fbem-30780	235	8	in	in	ADP
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fbem-30780	235	10	conditions	condition	NOUN
fbem-30780	235	11	,	,	PUNCT
fbem-30780	235	12	281	281	NUM
fbem-30780	235	13	.	.	PUNCT
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fbem-30780	236	2	science	science	NOUN
fbem-30780	236	3	group	group	NOUN
fbem-30780	236	4	.	.	PUNCT
fbem-30780	237	1	[	[	X
fbem-30780	237	2	32	32	NUM
fbem-30780	237	3	]	]	X
fbem-30780	237	4	wei	wei	PROPN
fbem-30780	237	5	,	,	PUNCT
fbem-30780	237	6	k.	k.	PROPN
fbem-30780	237	7	,	,	PUNCT
fbem-30780	237	8	et	et	PROPN
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fbem-30780	237	11	(	(	PUNCT
fbem-30780	237	12	2023	2023	NUM
fbem-30780	237	13	)	)	PUNCT
fbem-30780	237	14	.	.	PUNCT
fbem-30780	238	1	the	the	DET
fbem-30780	238	2	application	application	NOUN
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fbem-30780	238	4	artificial	artificial	ADJ
fbem-30780	238	5	intelligence	intelligence	NOUN
fbem-30780	238	6	to	to	ADP
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fbem-30780	238	8	bayesian	bayesian	NOUN
fbem-30780	238	9	model	model	NOUN
fbem-30780	238	10	algorithm	algorithm	NOUN
fbem-30780	238	11	for	for	ADP
fbem-30780	238	12	combining	combine	VERB
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fbem-30780	238	14	data	datum	NOUN
fbem-30780	238	15	.	.	PUNCT
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fbem-30780	239	4	science	science	NOUN
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fbem-30780	239	6	technology	technology	NOUN
fbem-30780	239	7	,	,	PUNCT
fbem-30780	239	8	8(3	8(3	NUM
fbem-30780	239	9	)	)	PUNCT
fbem-30780	239	10	.	.	PUNCT
fbem-30780	240	1	[	[	X
fbem-30780	240	2	33	33	NUM
fbem-30780	240	3	]	]	X
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fbem-30780	240	5	,	,	PUNCT
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fbem-30780	240	7	,	,	PUNCT
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fbem-30780	241	1	(	(	PUNCT
fbem-30780	241	2	2024	2024	NUM
fbem-30780	241	3	)	)	PUNCT
fbem-30780	241	4	.	.	PUNCT
fbem-30780	242	1	the	the	DET
fbem-30780	242	2	application	application	NOUN
fbem-30780	242	3	of	of	ADP
fbem-30780	242	4	artificial	artificial	ADJ
fbem-30780	242	5	intelligence	intelligence	NOUN
fbem-30780	242	6	in	in	ADP
fbem-30780	242	7	medical	medical	ADJ
fbem-30780	242	8	diagnostics	diagnostic	NOUN
fbem-30780	242	9	:	:	PUNCT
fbem-30780	242	10	a	a	DET
fbem-30780	242	11	new	new	ADJ
fbem-30780	242	12	frontier	frontier	NOUN
fbem-30780	242	13	.	.	PUNCT
fbem-30780	243	1	artificial	artificial	ADJ
fbem-30780	243	2	intelligence	intelligence	NOUN
fbem-30780	243	3	and	and	CCONJ
fbem-30780	243	4	machine	machine	NOUN
fbem-30780	243	5	learning	learn	VERB
fbem-30780	243	6	frontiers	frontier	NOUN
fbem-30780	243	7	,	,	PUNCT
fbem-30780	243	8	1(008	1(008	NUM
fbem-30780	243	9	)	)	PUNCT
fbem-30780	243	10	.	.	PUNCT
fbem-30780	244	1	[	[	X
fbem-30780	244	2	34	34	NUM
fbem-30780	244	3	]	]	X
fbem-30780	244	4	tarek	tarek	PROPN
fbem-30780	244	5	abdou	abdou	PROPN
fbem-30780	244	6	,	,	PUNCT
fbem-30780	244	7	john	john	PROPN
fbem-30780	244	8	pointon	pointon	PROPN
fbem-30780	244	9	.	.	PUNCT
fbem-30780	245	1	credit	credit	NOUN
fbem-30780	245	2	scoring	scoring	NOUN
fbem-30780	245	3	,	,	PUNCT
fbem-30780	245	4	statistical	statistical	ADJ
fbem-30780	245	5	techniques	technique	NOUN
fbem-30780	245	6	and	and	CCONJ
fbem-30780	245	7	evaluation	evaluation	NOUN
fbem-30780	245	8	criteria	criterion	NOUN
fbem-30780	245	9	:	:	PUNCT
fbem-30780	246	1	a	a	DET
fbem-30780	246	2	review	review	NOUN
fbem-30780	246	3	[	[	X
fbem-30780	246	4	j	j	X
fbem-30780	246	5	]	]	X
fbem-30780	246	6	.	.	PUNCT
fbem-30780	247	1	expert	expert	NOUN
fbem-30780	247	2	systems	system	NOUN
fbem-30780	247	3	with	with	ADP
fbem-30780	247	4	applications	application	NOUN
fbem-30780	247	5	,	,	PUNCT
fbem-30780	247	6	2011	2011	NUM
fbem-30780	247	7	,	,	PUNCT
fbem-30780	247	8	38(10	38(10	NUM
fbem-30780	247	9	):	):	PUNCT
fbem-30780	247	10	13448–13462	13448–13462	NUM
fbem-30780	247	11	.	.	PUNCT
fbem-30780	248	1	doi	doi	NOUN
fbem-30780	248	2	:	:	PUNCT
fbem-30780	248	3	10.1016	10.1016	NUM
fbem-30780	248	4	/	/	SYM
fbem-30780	248	5	j.eswa.2011.04.023	j.eswa.2011.04.023	PROPN
fbem-30780	248	6	.	.	PUNCT
fbem-30780	249	1	[	[	X
fbem-30780	249	2	35	35	NUM
fbem-30780	249	3	]	]	X
fbem-30780	249	4	bryan	bryan	PROPN
fbem-30780	249	5	kelly	kelly	PROPN
fbem-30780	249	6	,	,	PUNCT
fbem-30780	249	7	seth	seth	PROPN
fbem-30780	249	8	pruitt	pruitt	PROPN
fbem-30780	249	9	,	,	PUNCT
fbem-30780	249	10	yinan	yinan	PROPN
fbem-30780	249	11	su	su	AUX
fbem-30780	249	12	.	.	PROPN
fbem-30780	249	13	can	can	AUX
fbem-30780	249	14	machine	machine	NOUN
fbem-30780	249	15	learning	learn	VERB
fbem-30780	249	16	improve	improve	VERB
fbem-30780	249	17	asset	asset	NOUN
fbem-30780	249	18	pricing	pricing	NOUN
fbem-30780	249	19	models	model	NOUN
fbem-30780	249	20	?	?	PUNCT
fbem-30780	250	1	[	[	X
fbem-30780	250	2	j	j	X
fbem-30780	250	3	]	]	X
fbem-30780	250	4	.	.	PUNCT
fbem-30780	251	1	review	review	NOUN
fbem-30780	251	2	of	of	ADP
fbem-30780	251	3	financial	financial	ADJ
fbem-30780	251	4	studies	study	NOUN
fbem-30780	251	5	,	,	PUNCT
fbem-30780	251	6	2019	2019	NUM
fbem-30780	251	7	,	,	PUNCT
fbem-30780	251	8	32(5	32(5	NOUN
fbem-30780	251	9	):	):	PUNCT
fbem-30780	251	10	1984–2037	1984–2037	NUM
fbem-30780	251	11	.	.	PUNCT
fbem-30780	252	1	doi	doi	NOUN
fbem-30780	252	2	:	:	PUNCT
fbem-30780	252	3	10.1093	10.1093	NUM
fbem-30780	252	4	/	/	SYM
fbem-30780	252	5	rfs	rfs	PROPN
fbem-30780	252	6	/	/	SYM
fbem-30780	252	7	hhz072	hhz072	NOUN
fbem-30780	252	8	.	.	PUNCT
fbem-30780	252	9	https://arxiv.org/abs/1909.07327	https://arxiv.org/abs/1909.07327	PROPN