id	sid	tid	token	lemma	pos
ajst-19205	1	1	academic	academic	ADJ
ajst-19205	1	2	journal	journal	NOUN
ajst-19205	1	3	of	of	ADP
ajst-19205	1	4	science	science	NOUN
ajst-19205	1	5	and	and	CCONJ
ajst-19205	1	6	technology	technology	NOUN
ajst-19205	1	7	issn	issn	NOUN
ajst-19205	1	8	:	:	PUNCT
ajst-19205	1	9	2771	2771	NUM
ajst-19205	1	10	-	-	SYM
ajst-19205	1	11	3032	3032	NUM
ajst-19205	1	12	|	|	NOUN
ajst-19205	1	13	vol	vol	NOUN
ajst-19205	1	14	.	.	PROPN
ajst-19205	2	1	10	10	NUM
ajst-19205	2	2	,	,	PUNCT
ajst-19205	2	3	no	no	INTJ
ajst-19205	2	4	.	.	NOUN
ajst-19205	2	5	1	1	NUM
ajst-19205	2	6	,	,	PUNCT
ajst-19205	2	7	2024	2024	NUM
ajst-19205	2	8	299	299	NUM
ajst-19205	2	9	predict	predict	VERB
ajst-19205	2	10	and	and	CCONJ
ajst-19205	2	11	optimize	optimize	VERB
ajst-19205	2	12	financial	financial	ADJ
ajst-19205	2	13	services	service	NOUN
ajst-19205	2	14	risk	risk	NOUN
ajst-19205	2	15	using	use	VERB
ajst-19205	2	16	ai‐	ai‐	PUNCT
ajst-19205	2	17	driven	drive	VERB
ajst-19205	2	18	technology	technology	NOUN
ajst-19205	2	19	jinxin	jinxin	NOUN
ajst-19205	2	20	xu1	xu1	PROPN
ajst-19205	2	21	,	,	PUNCT
ajst-19205	2	22	*	*	PUNCT
ajst-19205	2	23	,	,	PUNCT
ajst-19205	2	24	han	han	PROPN
ajst-19205	2	25	wang2	wang2	PROPN
ajst-19205	2	26	,	,	PUNCT
ajst-19205	2	27	yuqiang	yuqiang	PROPN
ajst-19205	2	28	zhong3	zhong3	PROPN
ajst-19205	2	29	,	,	PUNCT
ajst-19205	2	30	lichen	lichen	NOUN
ajst-19205	2	31	qin4	qin4	NOUN
ajst-19205	2	32	,	,	PUNCT
ajst-19205	2	33	qishuo	qishuo	NOUN
ajst-19205	2	34	cheng5	cheng5	NOUN
ajst-19205	2	35	1	1	NUM
ajst-19205	2	36	department	department	NOUN
ajst-19205	2	37	of	of	ADP
ajst-19205	2	38	cox	cox	PROPN
ajst-19205	2	39	business	business	PROPN
ajst-19205	2	40	school	school	PROPN
ajst-19205	2	41	,	,	PUNCT
ajst-19205	2	42	southern	southern	PROPN
ajst-19205	2	43	methodist	methodist	PROPN
ajst-19205	2	44	university	university	PROPN
ajst-19205	2	45	,	,	PUNCT
ajst-19205	2	46	dallas	dallas	PROPN
ajst-19205	2	47	,	,	PUNCT
ajst-19205	2	48	tx	tx	PROPN
ajst-19205	2	49	,	,	PUNCT
ajst-19205	2	50	usa	usa	PROPN
ajst-19205	2	51	2	2	NUM
ajst-19205	2	52	department	department	NOUN
ajst-19205	2	53	of	of	ADP
ajst-19205	2	54	mathematics	mathematic	NOUN
ajst-19205	2	55	,	,	PUNCT
ajst-19205	2	56	university	university	PROPN
ajst-19205	2	57	of	of	ADP
ajst-19205	2	58	southern	southern	PROPN
ajst-19205	2	59	california	california	PROPN
ajst-19205	2	60	,	,	PUNCT
ajst-19205	2	61	alhambra	alhambra	PROPN
ajst-19205	2	62	,	,	PUNCT
ajst-19205	2	63	ca	ca	PROPN
ajst-19205	2	64	,	,	PUNCT
ajst-19205	2	65	usa	usa	PROPN
ajst-19205	2	66	3	3	NUM
ajst-19205	2	67	department	department	NOUN
ajst-19205	2	68	of	of	ADP
ajst-19205	2	69	information	information	NOUN
ajst-19205	2	70	and	and	CCONJ
ajst-19205	2	71	computer	computer	NOUN
ajst-19205	2	72	sciences	sciences	PROPN
ajst-19205	2	73	,	,	PUNCT
ajst-19205	2	74	henan	henan	PROPN
ajst-19205	2	75	agricultural	agricultural	PROPN
ajst-19205	2	76	university	university	PROPN
ajst-19205	2	77	,	,	PUNCT
ajst-19205	2	78	shenzhen	shenzhen	PROPN
ajst-19205	2	79	,	,	PUNCT
ajst-19205	2	80	guangdong	guangdong	PROPN
ajst-19205	2	81	,	,	PUNCT
ajst-19205	2	82	china	china	PROPN
ajst-19205	2	83	4	4	NUM
ajst-19205	2	84	department	department	NOUN
ajst-19205	2	85	of	of	ADP
ajst-19205	2	86	computer	computer	NOUN
ajst-19205	2	87	science	science	NOUN
ajst-19205	2	88	,	,	PUNCT
ajst-19205	2	89	university	university	NOUN
ajst-19205	2	90	of	of	ADP
ajst-19205	2	91	rochester	rochester	PROPN
ajst-19205	2	92	,	,	PUNCT
ajst-19205	2	93	rochester	rochester	PROPN
ajst-19205	2	94	,	,	PUNCT
ajst-19205	2	95	ny	ny	PROPN
ajst-19205	2	96	,	,	PUNCT
ajst-19205	2	97	usa	usa	PROPN
ajst-19205	2	98	5	5	NUM
ajst-19205	2	99	department	department	NOUN
ajst-19205	2	100	of	of	ADP
ajst-19205	2	101	economics	economic	NOUN
ajst-19205	2	102	,	,	PUNCT
ajst-19205	2	103	university	university	NOUN
ajst-19205	2	104	of	of	ADP
ajst-19205	2	105	chicago	chicago	PROPN
ajst-19205	2	106	,	,	PUNCT
ajst-19205	2	107	chicago	chicago	PROPN
ajst-19205	2	108	,	,	PUNCT
ajst-19205	2	109	il	il	PROPN
ajst-19205	2	110	,	,	PUNCT
ajst-19205	2	111	usa	usa	PROPN
ajst-19205	2	112	*	*	PUNCT
ajst-19205	2	113	corresponding	correspond	VERB
ajst-19205	2	114	author	author	NOUN
ajst-19205	2	115	:	:	PUNCT
ajst-19205	2	116	jinxin	jinxin	PROPN
ajst-19205	2	117	xu	xu	PROPN
ajst-19205	2	118	,	,	PUNCT
ajst-19205	2	119	e	e	NOUN
ajst-19205	2	120	-	-	NOUN
ajst-19205	2	121	mail	mail	NOUN
ajst-19205	2	122	(	(	PUNCT
ajst-19205	2	123	jensenjxx@gmail.com	jensenjxx@gmail.com	NOUN
ajst-19205	2	124	)	)	PUNCT
ajst-19205	2	125	abstract	abstract	NOUN
ajst-19205	2	126	:	:	PUNCT
ajst-19205	2	127	with	with	ADP
ajst-19205	2	128	the	the	DET
ajst-19205	2	129	rapid	rapid	ADJ
ajst-19205	2	130	development	development	NOUN
ajst-19205	2	131	of	of	ADP
ajst-19205	2	132	internet	internet	NOUN
ajst-19205	2	133	technology	technology	NOUN
ajst-19205	2	134	,	,	PUNCT
ajst-19205	2	135	many	many	ADJ
ajst-19205	2	136	industries	industry	NOUN
ajst-19205	2	137	have	have	AUX
ajst-19205	2	138	embarked	embark	VERB
ajst-19205	2	139	on	on	ADP
ajst-19205	2	140	a	a	DET
ajst-19205	2	141	digital	digital	ADJ
ajst-19205	2	142	transformation	transformation	NOUN
ajst-19205	2	143	.	.	PUNCT
ajst-19205	3	1	however	however	ADV
ajst-19205	3	2	,	,	PUNCT
ajst-19205	3	3	while	while	SCONJ
ajst-19205	3	4	the	the	DET
ajst-19205	3	5	internet	internet	NOUN
ajst-19205	3	6	has	have	AUX
ajst-19205	3	7	brought	bring	VERB
ajst-19205	3	8	convenience	convenience	NOUN
ajst-19205	3	9	to	to	ADP
ajst-19205	3	10	users	user	NOUN
ajst-19205	3	11	,	,	PUNCT
ajst-19205	3	12	it	it	PRON
ajst-19205	3	13	has	have	AUX
ajst-19205	3	14	also	also	ADV
ajst-19205	3	15	become	become	VERB
ajst-19205	3	16	a	a	DET
ajst-19205	3	17	breeding	breeding	NOUN
ajst-19205	3	18	ground	ground	NOUN
ajst-19205	3	19	for	for	SCONJ
ajst-19205	3	20	criminals	criminal	NOUN
ajst-19205	3	21	to	to	PART
ajst-19205	3	22	commit	commit	VERB
ajst-19205	3	23	fraud	fraud	NOUN
ajst-19205	3	24	.	.	PUNCT
ajst-19205	4	1	on	on	ADP
ajst-19205	4	2	the	the	DET
ajst-19205	4	3	one	one	NUM
ajst-19205	4	4	hand	hand	NOUN
ajst-19205	4	5	,	,	PUNCT
ajst-19205	4	6	a	a	DET
ajst-19205	4	7	large	large	ADJ
ajst-19205	4	8	number	number	NOUN
ajst-19205	4	9	of	of	ADP
ajst-19205	4	10	users	user	NOUN
ajst-19205	4	11	on	on	ADP
ajst-19205	4	12	the	the	DET
ajst-19205	4	13	internet	internet	NOUN
ajst-19205	4	14	more	more	ADV
ajst-19205	4	15	or	or	CCONJ
ajst-19205	4	16	less	less	ADV
ajst-19205	4	17	left	left	ADJ
ajst-19205	4	18	data	datum	NOUN
ajst-19205	4	19	,	,	PUNCT
ajst-19205	4	20	criminals	criminal	NOUN
ajst-19205	4	21	can	can	AUX
ajst-19205	4	22	use	use	VERB
ajst-19205	4	23	this	this	DET
ajst-19205	4	24	information	information	NOUN
ajst-19205	4	25	to	to	PART
ajst-19205	4	26	practice	practice	VERB
ajst-19205	4	27	accurate	accurate	ADJ
ajst-19205	4	28	fraud	fraud	NOUN
ajst-19205	4	29	users	user	NOUN
ajst-19205	4	30	,	,	PUNCT
ajst-19205	4	31	improve	improve	VERB
ajst-19205	4	32	the	the	DET
ajst-19205	4	33	success	success	NOUN
ajst-19205	4	34	rate	rate	NOUN
ajst-19205	4	35	of	of	ADP
ajst-19205	4	36	fraud	fraud	NOUN
ajst-19205	4	37	;	;	PUNCT
ajst-19205	4	38	on	on	ADP
ajst-19205	4	39	the	the	DET
ajst-19205	4	40	other	other	ADJ
ajst-19205	4	41	hand	hand	NOUN
ajst-19205	4	42	,	,	PUNCT
ajst-19205	4	43	online	online	ADJ
ajst-19205	4	44	financial	financial	ADJ
ajst-19205	4	45	transactions	transaction	NOUN
ajst-19205	4	46	such	such	ADJ
ajst-19205	4	47	as	as	ADP
ajst-19205	4	48	banking	banking	NOUN
ajst-19205	4	49	and	and	CCONJ
ajst-19205	4	50	e	e	NOUN
ajst-19205	4	51	-	-	NOUN
ajst-19205	4	52	commerce	commerce	NOUN
ajst-19205	4	53	also	also	ADV
ajst-19205	4	54	provide	provide	VERB
ajst-19205	4	55	more	more	ADJ
ajst-19205	4	56	opportunities	opportunity	NOUN
ajst-19205	4	57	for	for	SCONJ
ajst-19205	4	58	criminals	criminal	NOUN
ajst-19205	4	59	to	to	PART
ajst-19205	4	60	commit	commit	VERB
ajst-19205	4	61	fraud	fraud	NOUN
ajst-19205	4	62	.	.	PUNCT
ajst-19205	5	1	therefore	therefore	ADV
ajst-19205	5	2	,	,	PUNCT
ajst-19205	5	3	all	all	DET
ajst-19205	5	4	kinds	kind	NOUN
ajst-19205	5	5	of	of	ADP
ajst-19205	5	6	fraud	fraud	NOUN
ajst-19205	5	7	methods	method	NOUN
ajst-19205	5	8	emerge	emerge	VERB
ajst-19205	5	9	in	in	ADP
ajst-19205	5	10	an	an	DET
ajst-19205	5	11	endless	endless	ADJ
ajst-19205	5	12	flow	flow	NOUN
ajst-19205	5	13	,	,	PUNCT
ajst-19205	5	14	through	through	ADP
ajst-19205	5	15	the	the	DET
ajst-19205	5	16	telephone	telephone	NOUN
ajst-19205	5	17	,	,	PUNCT
ajst-19205	5	18	information	information	NOUN
ajst-19205	5	19	,	,	PUNCT
ajst-19205	5	20	fishing	fishing	NOUN
ajst-19205	5	21	and	and	CCONJ
ajst-19205	5	22	other	other	ADJ
ajst-19205	5	23	means	mean	NOUN
ajst-19205	5	24	of	of	ADP
ajst-19205	5	25	fraud	fraud	NOUN
ajst-19205	5	26	,	,	PUNCT
ajst-19205	5	27	not	not	PART
ajst-19205	5	28	only	only	ADV
ajst-19205	5	29	to	to	PART
ajst-19205	5	30	bring	bring	VERB
ajst-19205	5	31	hundreds	hundred	NOUN
ajst-19205	5	32	of	of	ADP
ajst-19205	5	33	millions	million	NOUN
ajst-19205	5	34	of	of	ADP
ajst-19205	5	35	losses	loss	NOUN
ajst-19205	5	36	to	to	ADP
ajst-19205	5	37	society	society	NOUN
ajst-19205	5	38	every	every	DET
ajst-19205	5	39	year	year	NOUN
ajst-19205	5	40	,	,	PUNCT
ajst-19205	5	41	but	but	CCONJ
ajst-19205	5	42	also	also	ADV
ajst-19205	5	43	to	to	ADP
ajst-19205	5	44	the	the	DET
ajst-19205	5	45	security	security	NOUN
ajst-19205	5	46	of	of	ADP
ajst-19205	5	47	people	people	NOUN
ajst-19205	5	48	's	's	PART
ajst-19205	5	49	lives	life	NOUN
ajst-19205	5	50	have	have	VERB
ajst-19205	5	51	a	a	DET
ajst-19205	5	52	huge	huge	ADJ
ajst-19205	5	53	threat	threat	NOUN
ajst-19205	5	54	.	.	PUNCT
ajst-19205	6	1	monitoring	monitor	VERB
ajst-19205	6	2	and	and	CCONJ
ajst-19205	6	3	preventing	prevent	VERB
ajst-19205	6	4	online	online	ADJ
ajst-19205	6	5	fraud	fraud	NOUN
ajst-19205	6	6	is	be	AUX
ajst-19205	6	7	an	an	DET
ajst-19205	6	8	important	important	ADJ
ajst-19205	6	9	part	part	NOUN
ajst-19205	6	10	of	of	ADP
ajst-19205	6	11	the	the	DET
ajst-19205	6	12	cybersecurity	cybersecurity	NOUN
ajst-19205	6	13	industry	industry	NOUN
ajst-19205	6	14	.	.	PUNCT
ajst-19205	7	1	for	for	ADP
ajst-19205	7	2	known	know	VERB
ajst-19205	7	3	network	network	NOUN
ajst-19205	7	4	fraud	fraud	NOUN
ajst-19205	7	5	,	,	PUNCT
ajst-19205	7	6	based	base	VERB
ajst-19205	7	7	on	on	ADP
ajst-19205	7	8	the	the	DET
ajst-19205	7	9	domain	domain	NOUN
ajst-19205	7	10	name	name	NOUN
ajst-19205	7	11	of	of	ADP
ajst-19205	7	12	the	the	DET
ajst-19205	7	13	phishing	phishe	VERB
ajst-19205	7	14	site	site	NOUN
ajst-19205	7	15	,	,	PUNCT
ajst-19205	7	16	the	the	DET
ajst-19205	7	17	account	account	NOUN
ajst-19205	7	18	number	number	NOUN
ajst-19205	7	19	and	and	CCONJ
ajst-19205	7	20	mobile	mobile	ADJ
ajst-19205	7	21	phone	phone	NOUN
ajst-19205	7	22	number	number	NOUN
ajst-19205	7	23	that	that	PRON
ajst-19205	7	24	send	send	VERB
ajst-19205	7	25	fraudulent	fraudulent	ADJ
ajst-19205	7	26	information	information	NOUN
ajst-19205	7	27	,	,	PUNCT
ajst-19205	7	28	simple	simple	ADJ
ajst-19205	7	29	and	and	CCONJ
ajst-19205	7	30	effective	effective	ADJ
ajst-19205	7	31	monitoring	monitoring	NOUN
ajst-19205	7	32	and	and	CCONJ
ajst-19205	7	33	defence	defence	NOUN
ajst-19205	7	34	can	can	AUX
ajst-19205	7	35	be	be	AUX
ajst-19205	7	36	carried	carry	VERB
ajst-19205	7	37	out	out	ADP
ajst-19205	7	38	through	through	ADP
ajst-19205	7	39	the	the	DET
ajst-19205	7	40	blacklist	blacklist	NOUN
ajst-19205	7	41	.	.	PUNCT
ajst-19205	8	1	however	however	ADV
ajst-19205	8	2	,	,	PUNCT
ajst-19205	8	3	it	it	PRON
ajst-19205	8	4	is	be	AUX
ajst-19205	8	5	difficult	difficult	ADJ
ajst-19205	8	6	for	for	SCONJ
ajst-19205	8	7	traditional	traditional	ADJ
ajst-19205	8	8	means	mean	NOUN
ajst-19205	8	9	to	to	PART
ajst-19205	8	10	effectively	effectively	ADV
ajst-19205	8	11	defend	defend	VERB
ajst-19205	8	12	against	against	ADP
ajst-19205	8	13	undocumented	undocumented	ADJ
ajst-19205	8	14	fraud	fraud	NOUN
ajst-19205	8	15	.	.	PUNCT
ajst-19205	9	1	with	with	ADP
ajst-19205	9	2	the	the	DET
ajst-19205	9	3	development	development	NOUN
ajst-19205	9	4	of	of	ADP
ajst-19205	9	5	machine	machine	NOUN
ajst-19205	9	6	learning	learn	VERB
ajst-19205	9	7	technology	technology	NOUN
ajst-19205	9	8	,	,	PUNCT
ajst-19205	9	9	it	it	PRON
ajst-19205	9	10	is	be	AUX
ajst-19205	9	11	the	the	DET
ajst-19205	9	12	main	main	ADJ
ajst-19205	9	13	research	research	NOUN
ajst-19205	9	14	direction	direction	NOUN
ajst-19205	9	15	of	of	ADP
ajst-19205	9	16	fraud	fraud	NOUN
ajst-19205	9	17	detection	detection	NOUN
ajst-19205	9	18	methods	method	NOUN
ajst-19205	9	19	to	to	PART
ajst-19205	9	20	discover	discover	VERB
ajst-19205	9	21	the	the	DET
ajst-19205	9	22	information	information	NOUN
ajst-19205	9	23	sources	source	NOUN
ajst-19205	9	24	and	and	CCONJ
ajst-19205	9	25	characteristics	characteristic	NOUN
ajst-19205	9	26	of	of	ADP
ajst-19205	9	27	information	information	NOUN
ajst-19205	9	28	content	content	NOUN
ajst-19205	9	29	through	through	ADP
ajst-19205	9	30	machine	machine	NOUN
ajst-19205	9	31	learning	learn	VERB
ajst-19205	9	32	technology	technology	NOUN
ajst-19205	9	33	,	,	PUNCT
ajst-19205	9	34	and	and	CCONJ
ajst-19205	9	35	make	make	VERB
ajst-19205	9	36	realtime	realtime	NOUN
ajst-19205	9	37	and	and	CCONJ
ajst-19205	9	38	continuous	continuous	ADJ
ajst-19205	9	39	accurate	accurate	ADJ
ajst-19205	9	40	judgments	judgment	NOUN
ajst-19205	9	41	.	.	PUNCT
ajst-19205	10	1	this	this	DET
ajst-19205	10	2	paper	paper	NOUN
ajst-19205	10	3	realises	realise	VERB
ajst-19205	10	4	credit	credit	NOUN
ajst-19205	10	5	fraud	fraud	NOUN
ajst-19205	10	6	detection	detection	NOUN
ajst-19205	10	7	by	by	ADP
ajst-19205	10	8	generating	generate	VERB
ajst-19205	10	9	adversarial	adversarial	ADJ
ajst-19205	10	10	network	network	NOUN
ajst-19205	10	11	technology	technology	NOUN
ajst-19205	10	12	,	,	PUNCT
ajst-19205	10	13	so	so	SCONJ
ajst-19205	10	14	as	as	SCONJ
ajst-19205	10	15	to	to	PART
ajst-19205	10	16	prevent	prevent	VERB
ajst-19205	10	17	network	network	NOUN
ajst-19205	10	18	security	security	NOUN
ajst-19205	10	19	risks	risk	NOUN
ajst-19205	10	20	.	.	PUNCT
ajst-19205	11	1	keywords	keyword	NOUN
ajst-19205	11	2	:	:	PUNCT
ajst-19205	11	3	network	network	NOUN
ajst-19205	11	4	security	security	NOUN
ajst-19205	11	5	;	;	PUNCT
ajst-19205	11	6	gans	gan	NOUN
ajst-19205	11	7	;	;	PUNCT
ajst-19205	11	8	credit	credit	NOUN
ajst-19205	11	9	and	and	CCONJ
ajst-19205	11	10	auto	auto	NOUN
ajst-19205	11	11	loan	loan	NOUN
ajst-19205	11	12	fraud	fraud	NOUN
ajst-19205	11	13	;	;	PUNCT
ajst-19205	11	14	machine	machine	NOUN
ajst-19205	11	15	learning	learning	NOUN
ajst-19205	11	16	.	.	PUNCT
ajst-19205	12	1	1	1	X
ajst-19205	12	2	.	.	X
ajst-19205	12	3	introduction	introduction	NOUN
ajst-19205	12	4	in	in	ADP
ajst-19205	12	5	recent	recent	ADJ
ajst-19205	12	6	years	year	NOUN
ajst-19205	12	7	,	,	PUNCT
ajst-19205	12	8	the	the	DET
ajst-19205	12	9	continuous	continuous	ADJ
ajst-19205	12	10	development	development	NOUN
ajst-19205	12	11	and	and	CCONJ
ajst-19205	12	12	optimization	optimization	NOUN
ajst-19205	12	13	of	of	ADP
ajst-19205	12	14	deep	deep	ADJ
ajst-19205	12	15	learning	learning	NOUN
ajst-19205	12	16	and	and	CCONJ
ajst-19205	12	17	machine	machine	NOUN
ajst-19205	12	18	learning	learning	NOUN
ajst-19205	12	19	in	in	ADP
ajst-19205	12	20	the	the	DET
ajst-19205	12	21	field	field	NOUN
ajst-19205	12	22	of	of	ADP
ajst-19205	12	23	artificial	artificial	ADJ
ajst-19205	12	24	intelligence	intelligence	NOUN
ajst-19205	12	25	have	have	AUX
ajst-19205	12	26	led	lead	VERB
ajst-19205	12	27	to	to	ADP
ajst-19205	12	28	data	datum	NOUN
ajst-19205	12	29	accumulation	accumulation	NOUN
ajst-19205	12	30	and	and	CCONJ
ajst-19205	12	31	convenience	convenience	NOUN
ajst-19205	12	32	in	in	ADP
ajst-19205	12	33	various	various	ADJ
ajst-19205	12	34	computer	computer	NOUN
ajst-19205	12	35	integration	integration	NOUN
ajst-19205	12	36	fields	field	NOUN
ajst-19205	12	37	.	.	PUNCT
ajst-19205	13	1	artificial	artificial	ADJ
ajst-19205	13	2	intelligence	intelligence	NOUN
ajst-19205	13	3	has	have	AUX
ajst-19205	13	4	increasingly	increasingly	ADV
ajst-19205	13	5	become	become	VERB
ajst-19205	13	6	a	a	DET
ajst-19205	13	7	part	part	NOUN
ajst-19205	13	8	of	of	ADP
ajst-19205	13	9	people	people	NOUN
ajst-19205	13	10	's	's	PART
ajst-19205	13	11	daily	daily	ADJ
ajst-19205	13	12	lives	life	NOUN
ajst-19205	13	13	and	and	CCONJ
ajst-19205	13	14	a	a	DET
ajst-19205	13	15	key	key	ADJ
ajst-19205	13	16	driver	driver	NOUN
ajst-19205	13	17	of	of	ADP
ajst-19205	13	18	economic	economic	ADJ
ajst-19205	13	19	growth	growth	NOUN
ajst-19205	13	20	.	.	PUNCT
ajst-19205	14	1	the	the	DET
ajst-19205	14	2	finance	finance	NOUN
ajst-19205	14	3	industry	industry	NOUN
ajst-19205	14	4	,	,	PUNCT
ajst-19205	14	5	in	in	ADP
ajst-19205	14	6	particular	particular	ADJ
ajst-19205	14	7	,	,	PUNCT
ajst-19205	14	8	has	have	AUX
ajst-19205	14	9	benefited	benefit	VERB
ajst-19205	14	10	greatly	greatly	ADV
ajst-19205	14	11	from	from	ADP
ajst-19205	14	12	the	the	DET
ajst-19205	14	13	convenience	convenience	NOUN
ajst-19205	14	14	and	and	CCONJ
ajst-19205	14	15	efficiency	efficiency	NOUN
ajst-19205	14	16	provided	provide	VERB
ajst-19205	14	17	by	by	ADP
ajst-19205	14	18	ai	ai	NOUN
ajst-19205	14	19	.	.	PUNCT
ajst-19205	15	1	ai	ai	PROPN
ajst-19205	15	2	technology	technology	NOUN
ajst-19205	15	3	plays	play	VERB
ajst-19205	15	4	a	a	DET
ajst-19205	15	5	critical	critical	ADJ
ajst-19205	15	6	role	role	NOUN
ajst-19205	15	7	in	in	ADP
ajst-19205	15	8	risk	risk	NOUN
ajst-19205	15	9	management	management	NOUN
ajst-19205	15	10	and	and	CCONJ
ajst-19205	15	11	compliance	compliance	NOUN
ajst-19205	15	12	in	in	ADP
ajst-19205	15	13	the	the	DET
ajst-19205	15	14	financial	financial	ADJ
ajst-19205	15	15	industry	industry	NOUN
ajst-19205	15	16	.	.	PUNCT
ajst-19205	16	1	using	use	VERB
ajst-19205	16	2	machine	machine	NOUN
ajst-19205	16	3	learning	learning	NOUN
ajst-19205	16	4	and	and	CCONJ
ajst-19205	16	5	data	datum	NOUN
ajst-19205	16	6	mining	mining	NOUN
ajst-19205	16	7	techniques	technique	NOUN
ajst-19205	16	8	,	,	PUNCT
ajst-19205	16	9	[	[	X
ajst-19205	16	10	1]ai	1]ai	NUM
ajst-19205	16	11	can	can	AUX
ajst-19205	16	12	identify	identify	VERB
ajst-19205	16	13	unusual	unusual	ADJ
ajst-19205	16	14	transactions	transaction	NOUN
ajst-19205	16	15	,	,	PUNCT
ajst-19205	16	16	instances	instance	NOUN
ajst-19205	16	17	of	of	ADP
ajst-19205	16	18	fraud	fraud	NOUN
ajst-19205	16	19	,	,	PUNCT
ajst-19205	16	20	compliance	compliance	NOUN
ajst-19205	16	21	with	with	ADP
ajst-19205	16	22	internal	internal	ADJ
ajst-19205	16	23	controls	control	NOUN
ajst-19205	16	24	and	and	CCONJ
ajst-19205	16	25	potential	potential	ADJ
ajst-19205	16	26	risk	risk	NOUN
ajst-19205	16	27	factors	factor	NOUN
ajst-19205	16	28	.	.	PUNCT
ajst-19205	17	1	ai	ai	AUX
ajst-19205	17	2	technology	technology	NOUN
ajst-19205	17	3	can	can	AUX
ajst-19205	17	4	assist	assist	VERB
ajst-19205	17	5	financial	financial	ADJ
ajst-19205	17	6	institutions	institution	NOUN
ajst-19205	17	7	with	with	ADP
ajst-19205	17	8	credit	credit	NOUN
ajst-19205	17	9	scoring	scoring	NOUN
ajst-19205	17	10	and	and	CCONJ
ajst-19205	17	11	risk	risk	NOUN
ajst-19205	17	12	prediction	prediction	NOUN
ajst-19205	17	13	for	for	ADP
ajst-19205	17	14	customers	customer	NOUN
ajst-19205	17	15	,	,	PUNCT
ajst-19205	17	16	as	as	ADV
ajst-19205	17	17	well	well	ADV
ajst-19205	17	18	as	as	ADP
ajst-19205	17	19	regulatory	regulatory	ADJ
ajst-19205	17	20	compliance	compliance	NOUN
ajst-19205	17	21	and	and	CCONJ
ajst-19205	17	22	compliance	compliance	NOUN
ajst-19205	17	23	process	process	NOUN
ajst-19205	17	24	automation	automation	NOUN
ajst-19205	17	25	.	.	PUNCT
ajst-19205	18	1	it	it	PRON
ajst-19205	18	2	can	can	AUX
ajst-19205	18	3	also	also	ADV
ajst-19205	18	4	monitor	monitor	VERB
ajst-19205	18	5	risks	risk	NOUN
ajst-19205	18	6	and	and	CCONJ
ajst-19205	18	7	provide	provide	VERB
ajst-19205	18	8	compliance	compliance	NOUN
ajst-19205	18	9	reports	report	NOUN
ajst-19205	18	10	.	.	PUNCT
ajst-19205	19	1	in	in	ADP
ajst-19205	19	2	addition	addition	NOUN
ajst-19205	19	3	,	,	PUNCT
ajst-19205	19	4	ai	ai	VERB
ajst-19205	19	5	technology	technology	NOUN
ajst-19205	19	6	can	can	AUX
ajst-19205	19	7	help	help	VERB
ajst-19205	19	8	deliver	deliver	VERB
ajst-19205	19	9	personalised	personalised	ADJ
ajst-19205	19	10	services	service	NOUN
ajst-19205	19	11	to	to	ADP
ajst-19205	19	12	customers	customer	NOUN
ajst-19205	19	13	,	,	PUNCT
ajst-19205	19	14	thereby	thereby	ADV
ajst-19205	19	15	optimising	optimise	VERB
ajst-19205	19	16	their	their	PRON
ajst-19205	19	17	experience	experience	NOUN
ajst-19205	19	18	.	.	PUNCT
ajst-19205	20	1	ai	ai	VERB
ajst-19205	20	2	technology	technology	NOUN
ajst-19205	20	3	can	can	AUX
ajst-19205	20	4	provide	provide	VERB
ajst-19205	20	5	customised	customised	ADJ
ajst-19205	20	6	financial	financial	ADJ
ajst-19205	20	7	product	product	NOUN
ajst-19205	20	8	recommendations	recommendation	NOUN
ajst-19205	20	9	,	,	PUNCT
ajst-19205	20	10	intelligent	intelligent	ADJ
ajst-19205	20	11	investment	investment	NOUN
ajst-19205	20	12	advice	advice	NOUN
ajst-19205	20	13	and	and	CCONJ
ajst-19205	20	14	financial	financial	ADJ
ajst-19205	20	15	planning	planning	NOUN
ajst-19205	20	16	for	for	ADP
ajst-19205	20	17	customer	customer	NOUN
ajst-19205	20	18	credit	credit	NOUN
ajst-19205	20	19	risk	risk	NOUN
ajst-19205	20	20	by	by	ADP
ajst-19205	20	21	analysing	analyse	VERB
ajst-19205	20	22	customer	customer	NOUN
ajst-19205	20	23	data	datum	NOUN
ajst-19205	20	24	and	and	CCONJ
ajst-19205	20	25	behavioural	behavioural	ADJ
ajst-19205	20	26	patterns	pattern	NOUN
ajst-19205	20	27	,	,	PUNCT
ajst-19205	20	28	including	include	VERB
ajst-19205	20	29	personal	personal	ADJ
ajst-19205	20	30	information	information	NOUN
ajst-19205	20	31	,	,	PUNCT
ajst-19205	20	32	credit	credit	NOUN
ajst-19205	20	33	history	history	NOUN
ajst-19205	20	34	,	,	PUNCT
ajst-19205	20	35	financial	financial	ADJ
ajst-19205	20	36	status	status	NOUN
ajst-19205	20	37	,	,	PUNCT
ajst-19205	20	38	career	career	NOUN
ajst-19205	20	39	background	background	NOUN
ajst-19205	20	40	and	and	CCONJ
ajst-19205	20	41	social	social	ADJ
ajst-19205	20	42	networking	networking	NOUN
ajst-19205	20	43	behaviour	behaviour	NOUN
ajst-19205	20	44	.	.	PUNCT
ajst-19205	21	1	ai	ai	VERB
ajst-19205	21	2	is	be	AUX
ajst-19205	21	3	poised	poise	VERB
ajst-19205	21	4	to	to	PART
ajst-19205	21	5	revolutionize	revolutionize	VERB
ajst-19205	21	6	the	the	DET
ajst-19205	21	7	financial	financial	ADJ
ajst-19205	21	8	industry	industry	NOUN
ajst-19205	21	9	,	,	PUNCT
ajst-19205	21	10	particularly	particularly	ADV
ajst-19205	21	11	within	within	ADP
ajst-19205	21	12	the	the	DET
ajst-19205	21	13	credit	credit	NOUN
ajst-19205	21	14	and	and	CCONJ
ajst-19205	21	15	auto	auto	NOUN
ajst-19205	21	16	loan	loan	NOUN
ajst-19205	21	17	sector	sector	NOUN
ajst-19205	21	18	,	,	PUNCT
ajst-19205	21	19	by	by	ADP
ajst-19205	21	20	introducing	introduce	VERB
ajst-19205	21	21	unprecedented	unprecedented	ADJ
ajst-19205	21	22	efficiency	efficiency	NOUN
ajst-19205	21	23	,	,	PUNCT
ajst-19205	21	24	accuracy	accuracy	NOUN
ajst-19205	21	25	,	,	PUNCT
ajst-19205	21	26	and	and	CCONJ
ajst-19205	21	27	customer	customer	NOUN
ajst-19205	21	28	personalization	personalization	NOUN
ajst-19205	21	29	.	.	PUNCT
ajst-19205	22	1	by	by	ADP
ajst-19205	22	2	harnessing	harness	VERB
ajst-19205	22	3	the	the	DET
ajst-19205	22	4	power	power	NOUN
ajst-19205	22	5	of	of	ADP
ajst-19205	22	6	ai	ai	PROPN
ajst-19205	22	7	,	,	PUNCT
ajst-19205	22	8	credit	credit	NOUN
ajst-19205	22	9	companies	company	NOUN
ajst-19205	22	10	over	over	ADP
ajst-19205	22	11	the	the	DET
ajst-19205	22	12	world	world	NOUN
ajst-19205	22	13	can	can	AUX
ajst-19205	22	14	leverage	leverage	VERB
ajst-19205	22	15	vast	vast	ADJ
ajst-19205	22	16	datasets	dataset	NOUN
ajst-19205	22	17	to	to	PART
ajst-19205	22	18	make	make	VERB
ajst-19205	22	19	more	more	ADV
ajst-19205	22	20	precise	precise	ADJ
ajst-19205	22	21	and	and	CCONJ
ajst-19205	22	22	rapid	rapid	ADJ
ajst-19205	22	23	lending	lending	NOUN
ajst-19205	22	24	decisions	decision	NOUN
ajst-19205	22	25	,	,	PUNCT
ajst-19205	22	26	reducing	reduce	VERB
ajst-19205	22	27	the	the	DET
ajst-19205	22	28	risk	risk	NOUN
ajst-19205	22	29	of	of	ADP
ajst-19205	22	30	defaults	default	NOUN
ajst-19205	22	31	and	and	CCONJ
ajst-19205	22	32	increasing	increase	VERB
ajst-19205	22	33	the	the	DET
ajst-19205	22	34	likelihood	likelihood	NOUN
ajst-19205	22	35	of	of	ADP
ajst-19205	22	36	repayments	repayment	NOUN
ajst-19205	22	37	or	or	CCONJ
ajst-19205	22	38	refinance	refinance	NOUN
ajst-19205	22	39	.	.	PUNCT
ajst-19205	23	1	ai	ai	VERB
ajst-19205	23	2	algorithms	algorithm	NOUN
ajst-19205	23	3	can	can	AUX
ajst-19205	23	4	analyze	analyze	VERB
ajst-19205	23	5	borrowers	borrower	NOUN
ajst-19205	23	6	'	'	PART
ajst-19205	23	7	financial	financial	ADJ
ajst-19205	23	8	behaviors	behavior	NOUN
ajst-19205	23	9	,	,	PUNCT
ajst-19205	23	10	spending	spending	NOUN
ajst-19205	23	11	activities	activity	NOUN
ajst-19205	23	12	to	to	PART
ajst-19205	23	13	assess	assess	VERB
ajst-19205	23	14	creditworthiness	creditworthiness	NOUN
ajst-19205	23	15	in	in	ADP
ajst-19205	23	16	a	a	DET
ajst-19205	23	17	more	more	ADV
ajst-19205	23	18	holistic	holistic	ADJ
ajst-19205	23	19	manner	manner	NOUN
ajst-19205	23	20	than	than	ADP
ajst-19205	23	21	traditional	traditional	ADJ
ajst-19205	23	22	credit	credit	NOUN
ajst-19205	23	23	scoring	scoring	NOUN
ajst-19205	23	24	systems	system	NOUN
ajst-19205	23	25	.	.	PUNCT
ajst-19205	24	1	moreover	moreover	ADV
ajst-19205	24	2	,	,	PUNCT
ajst-19205	24	3	ai	ai	ADJ
ajst-19205	24	4	-	-	PUNCT
ajst-19205	24	5	driven	drive	VERB
ajst-19205	24	6	platforms	platform	NOUN
ajst-19205	24	7	can	can	AUX
ajst-19205	24	8	offer	offer	VERB
ajst-19205	24	9	personalized	personalized	ADJ
ajst-19205	24	10	loan	loan	NOUN
ajst-19205	24	11	options	option	NOUN
ajst-19205	24	12	and	and	CCONJ
ajst-19205	24	13	auto	auto	NOUN
ajst-19205	24	14	loan	loan	NOUN
ajst-19205	24	15	plans	plan	NOUN
ajst-19205	24	16	by	by	ADP
ajst-19205	24	17	understanding	understand	VERB
ajst-19205	24	18	individual	individual	ADJ
ajst-19205	24	19	financial	financial	ADJ
ajst-19205	24	20	situations	situation	NOUN
ajst-19205	24	21	and	and	CCONJ
ajst-19205	24	22	preferences	preference	NOUN
ajst-19205	24	23	,	,	PUNCT
ajst-19205	24	24	thereby	thereby	ADV
ajst-19205	24	25	enhancing	enhance	VERB
ajst-19205	24	26	customer	customer	NOUN
ajst-19205	24	27	satisfaction	satisfaction	NOUN
ajst-19205	24	28	and	and	CCONJ
ajst-19205	24	29	loyalty	loyalty	NOUN
ajst-19205	24	30	.	.	PUNCT
ajst-19205	25	1	in	in	ADP
ajst-19205	25	2	addition	addition	NOUN
ajst-19205	25	3	to	to	ADP
ajst-19205	25	4	data	data	NOUN
ajst-19205	25	5	breaches	breach	NOUN
ajst-19205	25	6	,	,	PUNCT
ajst-19205	25	7	legal	legal	ADJ
ajst-19205	25	8	risks	risk	NOUN
ajst-19205	25	9	can	can	AUX
ajst-19205	25	10	not	not	PART
ajst-19205	25	11	be	be	AUX
ajst-19205	25	12	ignored	ignore	VERB
ajst-19205	25	13	.	.	PUNCT
ajst-19205	26	1	historically	historically	ADV
ajst-19205	26	2	,	,	PUNCT
ajst-19205	26	3	the	the	DET
ajst-19205	26	4	revision	revision	NOUN
ajst-19205	26	5	of	of	ADP
ajst-19205	26	6	laws	law	NOUN
ajst-19205	26	7	and	and	CCONJ
ajst-19205	26	8	regulations	regulation	NOUN
ajst-19205	26	9	has	have	AUX
ajst-19205	26	10	often	often	ADV
ajst-19205	26	11	lagged	lag	VERB
ajst-19205	26	12	behind	behind	ADP
ajst-19205	26	13	the	the	DET
ajst-19205	26	14	application	application	NOUN
ajst-19205	26	15	of	of	ADP
ajst-19205	26	16	new	new	ADJ
ajst-19205	26	17	technologies	technology	NOUN
ajst-19205	26	18	.	.	PUNCT
ajst-19205	27	1	at	at	ADP
ajst-19205	27	2	present	present	ADJ
ajst-19205	27	3	,	,	PUNCT
ajst-19205	27	4	artificial	artificial	ADJ
ajst-19205	27	5	intelligence	intelligence	NOUN
ajst-19205	27	6	technology	technology	NOUN
ajst-19205	27	7	also	also	ADV
ajst-19205	27	8	has	have	VERB
ajst-19205	27	9	the	the	DET
ajst-19205	27	10	potential	potential	NOUN
ajst-19205	27	11	to	to	PART
ajst-19205	27	12	generate	generate	VERB
ajst-19205	27	13	false	false	ADJ
ajst-19205	27	14	content	content	NOUN
ajst-19205	27	15	due	due	ADP
ajst-19205	27	16	to	to	ADP
ajst-19205	27	17	data	datum	NOUN
ajst-19205	27	18	and	and	CCONJ
ajst-19205	27	19	algorithmic	algorithmic	ADJ
ajst-19205	27	20	errors	error	NOUN
ajst-19205	27	21	,	,	PUNCT
ajst-19205	27	22	and	and	CCONJ
ajst-19205	27	23	to	to	ADP
ajst-19205	27	24	some	some	DET
ajst-19205	27	25	extent	extent	NOUN
ajst-19205	27	26	to	to	PART
ajst-19205	27	27	discriminate	discriminate	VERB
ajst-19205	27	28	against	against	ADP
ajst-19205	27	29	users.[2	users.[2	NOUN
ajst-19205	27	30	-	-	X
ajst-19205	27	31	4	4	NUM
ajst-19205	27	32	]	]	PUNCT
ajst-19205	27	33	once	once	SCONJ
ajst-19205	27	34	the	the	DET
ajst-19205	27	35	large	large	ADJ
ajst-19205	27	36	model	model	NOUN
ajst-19205	27	37	generates	generate	VERB
ajst-19205	27	38	inaccurate	inaccurate	ADJ
ajst-19205	27	39	financial	financial	ADJ
ajst-19205	27	40	risk	risk	NOUN
ajst-19205	27	41	control	control	NOUN
ajst-19205	27	42	reports	report	VERB
ajst-19205	27	43	,	,	PUNCT
ajst-19205	27	44	it	it	PRON
ajst-19205	27	45	will	will	AUX
ajst-19205	27	46	be	be	AUX
ajst-19205	27	47	difficult	difficult	ADJ
ajst-19205	27	48	to	to	PART
ajst-19205	27	49	distinguish	distinguish	VERB
ajst-19205	27	50	between	between	ADP
ajst-19205	27	51	the	the	DET
ajst-19205	27	52	unreliable	unreliable	ADJ
ajst-19205	27	53	technology	technology	NOUN
ajst-19205	27	54	provided	provide	VERB
ajst-19205	27	55	by	by	ADP
ajst-19205	27	56	technology	technology	NOUN
ajst-19205	27	57	companies	company	NOUN
ajst-19205	27	58	and	and	CCONJ
ajst-19205	27	59	the	the	DET
ajst-19205	27	60	unreliable	unreliable	ADJ
ajst-19205	27	61	data	datum	NOUN
ajst-19205	27	62	provided	provide	VERB
ajst-19205	27	63	by	by	ADP
ajst-19205	27	64	financial	financial	ADJ
ajst-19205	27	65	institutions	institution	NOUN
ajst-19205	27	66	,	,	PUNCT
ajst-19205	27	67	making	make	VERB
ajst-19205	27	68	it	it	PRON
ajst-19205	27	69	difficult	difficult	ADJ
ajst-19205	27	70	to	to	PART
ajst-19205	27	71	define	define	VERB
ajst-19205	27	72	legal	legal	ADJ
ajst-19205	27	73	responsibilities	responsibility	NOUN
ajst-19205	27	74	and	and	CCONJ
ajst-19205	27	75	prone	prone	ADJ
ajst-19205	27	76	to	to	ADP
ajst-19205	27	77	the	the	DET
ajst-19205	27	78	phenomenon	phenomenon	NOUN
ajst-19205	27	79	of	of	ADP
ajst-19205	27	80	financial	financial	ADJ
ajst-19205	27	81	institutions	institution	NOUN
ajst-19205	27	82	and	and	CCONJ
ajst-19205	27	83	technology	technology	NOUN
ajst-19205	27	84	companies	company	NOUN
ajst-19205	27	85	fighting	fight	VERB
ajst-19205	27	86	each	each	DET
ajst-19205	27	87	other	other	ADJ
ajst-19205	27	88	.	.	PUNCT
ajst-19205	28	1	this	this	DET
ajst-19205	28	2	paper	paper	NOUN
ajst-19205	28	3	examines	examine	VERB
ajst-19205	28	4	the	the	DET
ajst-19205	28	5	current	current	ADJ
ajst-19205	28	6	state	state	NOUN
ajst-19205	28	7	of	of	ADP
ajst-19205	28	8	development	development	NOUN
ajst-19205	28	9	of	of	ADP
ajst-19205	28	10	ai	ai	ADJ
ajst-19205	28	11	-	-	PUNCT
ajst-19205	28	12	driven	drive	VERB
ajst-19205	28	13	technology	technology	NOUN
ajst-19205	28	14	and	and	CCONJ
ajst-19205	28	15	the	the	DET
ajst-19205	28	16	existing	exist	VERB
ajst-19205	28	17	problems	problem	NOUN
ajst-19205	28	18	and	and	CCONJ
ajst-19205	28	19	challenges	challenge	NOUN
ajst-19205	28	20	of	of	ADP
ajst-19205	28	21	financial	financial	ADJ
ajst-19205	28	22	risk	risk	NOUN
ajst-19205	28	23	prediction	prediction	NOUN
ajst-19205	28	24	services	service	NOUN
ajst-19205	28	25	.	.	PUNCT
ajst-19205	29	1	it	it	PRON
ajst-19205	29	2	extends	extend	VERB
ajst-19205	29	3	and	and	CCONJ
ajst-19205	29	4	develops	develop	VERB
ajst-19205	29	5	the	the	DET
ajst-19205	29	6	application	application	NOUN
ajst-19205	29	7	of	of	ADP
ajst-19205	29	8	fraud	fraud	NOUN
ajst-19205	29	9	detection	detection	NOUN
ajst-19205	29	10	and	and	CCONJ
ajst-19205	29	11	smart	smart	ADJ
ajst-19205	29	12	contracts	contract	NOUN
ajst-19205	29	13	in	in	ADP
ajst-19205	29	14	financial	financial	ADJ
ajst-19205	29	15	transactions	transaction	NOUN
ajst-19205	29	16	by	by	ADP
ajst-19205	29	17	combining	combine	VERB
ajst-19205	29	18	the	the	DET
ajst-19205	29	19	image	image	NOUN
ajst-19205	29	20	of	of	ADP
ajst-19205	29	21	artificial	artificial	ADJ
ajst-19205	29	22	intelligence	intelligence	NOUN
ajst-19205	29	23	.	.	PUNCT
ajst-19205	30	1	the	the	DET
ajst-19205	30	2	aim	aim	NOUN
ajst-19205	30	3	is	be	AUX
ajst-19205	30	4	to	to	PART
ajst-19205	30	5	demonstrate	demonstrate	VERB
ajst-19205	30	6	the	the	DET
ajst-19205	30	7	value	value	NOUN
ajst-19205	30	8	and	and	CCONJ
ajst-19205	30	9	300	300	NUM
ajst-19205	30	10	potential	potential	NOUN
ajst-19205	30	11	of	of	ADP
ajst-19205	30	12	artificial	artificial	ADJ
ajst-19205	30	13	intelligence	intelligence	NOUN
ajst-19205	30	14	in	in	ADP
ajst-19205	30	15	financial	financial	ADJ
ajst-19205	30	16	risk	risk	NOUN
ajst-19205	30	17	management	management	NOUN
ajst-19205	30	18	.	.	PUNCT
ajst-19205	31	1	2	2	X
ajst-19205	31	2	.	.	X
ajst-19205	31	3	related	relate	VERB
ajst-19205	31	4	work	work	NOUN
ajst-19205	31	5	financial	financial	ADJ
ajst-19205	31	6	risk	risk	NOUN
ajst-19205	31	7	control	control	NOUN
ajst-19205	31	8	involves	involve	VERB
ajst-19205	31	9	assessing	assess	VERB
ajst-19205	31	10	,	,	PUNCT
ajst-19205	31	11	controlling	control	VERB
ajst-19205	31	12	,	,	PUNCT
ajst-19205	31	13	and	and	CCONJ
ajst-19205	31	14	managing	manage	VERB
ajst-19205	31	15	risk	risk	NOUN
ajst-19205	31	16	in	in	ADP
ajst-19205	31	17	financial	financial	ADJ
ajst-19205	31	18	activities	activity	NOUN
ajst-19205	31	19	.	.	PUNCT
ajst-19205	32	1	it	it	PRON
ajst-19205	32	2	is	be	AUX
ajst-19205	32	3	critical	critical	ADJ
ajst-19205	32	4	in	in	ADP
ajst-19205	32	5	the	the	DET
ajst-19205	32	6	financial	financial	ADJ
ajst-19205	32	7	industry	industry	NOUN
ajst-19205	32	8	as	as	SCONJ
ajst-19205	32	9	every	every	DET
ajst-19205	32	10	financial	financial	ADJ
ajst-19205	32	11	transaction	transaction	NOUN
ajst-19205	32	12	carries	carry	VERB
ajst-19205	32	13	some	some	DET
ajst-19205	32	14	degree	degree	NOUN
ajst-19205	32	15	of	of	ADP
ajst-19205	32	16	risk	risk	NOUN
ajst-19205	32	17	.	.	PUNCT
ajst-19205	33	1	artificial	artificial	ADJ
ajst-19205	33	2	intelligence	intelligence	NOUN
ajst-19205	33	3	is	be	AUX
ajst-19205	33	4	a	a	DET
ajst-19205	33	5	powerful	powerful	ADJ
ajst-19205	33	6	tool	tool	NOUN
ajst-19205	33	7	that	that	PRON
ajst-19205	33	8	can	can	AUX
ajst-19205	33	9	help	help	VERB
ajst-19205	33	10	financial	financial	ADJ
ajst-19205	33	11	institutions	institution	NOUN
ajst-19205	33	12	assess	assess	VERB
ajst-19205	33	13	and	and	CCONJ
ajst-19205	33	14	manage	manage	VERB
ajst-19205	33	15	risk	risk	NOUN
ajst-19205	33	16	more	more	ADV
ajst-19205	33	17	efficiently	efficiently	ADV
ajst-19205	33	18	.	.	PUNCT
ajst-19205	34	1	its	its	PRON
ajst-19205	34	2	application	application	NOUN
ajst-19205	34	3	in	in	ADP
ajst-19205	34	4	financial	financial	ADJ
ajst-19205	34	5	risk	risk	NOUN
ajst-19205	34	6	control	control	NOUN
ajst-19205	34	7	covers	cover	VERB
ajst-19205	34	8	technical	technical	ADJ
ajst-19205	34	9	methods	method	NOUN
ajst-19205	34	10	and	and	CCONJ
ajst-19205	34	11	the	the	DET
ajst-19205	34	12	following	follow	VERB
ajst-19205	34	13	aspects	aspect	NOUN
ajst-19205	34	14	.	.	PUNCT
ajst-19205	35	1	2.1	2.1	NUM
ajst-19205	35	2	.	.	PUNCT
ajst-19205	35	3	artificial	artificial	ADJ
ajst-19205	35	4	intelligence	intelligence	NOUN
ajst-19205	35	5	drives	drive	VERB
ajst-19205	35	6	the	the	DET
ajst-19205	35	7	financial	financial	ADJ
ajst-19205	35	8	industry	industry	NOUN
ajst-19205	35	9	the	the	DET
ajst-19205	35	10	intersection	intersection	NOUN
ajst-19205	35	11	of	of	ADP
ajst-19205	35	12	artificial	artificial	ADJ
ajst-19205	35	13	intelligence	intelligence	NOUN
ajst-19205	35	14	and	and	CCONJ
ajst-19205	35	15	the	the	DET
ajst-19205	35	16	financial	financial	ADJ
ajst-19205	35	17	industry	industry	NOUN
ajst-19205	35	18	has	have	AUX
ajst-19205	35	19	created	create	VERB
ajst-19205	35	20	opportunities	opportunity	NOUN
ajst-19205	35	21	for	for	ADP
ajst-19205	35	22	innovation	innovation	NOUN
ajst-19205	35	23	and	and	CCONJ
ajst-19205	35	24	advancement	advancement	NOUN
ajst-19205	35	25	in	in	ADP
ajst-19205	35	26	financial	financial	ADJ
ajst-19205	35	27	technology	technology	NOUN
ajst-19205	35	28	.	.	PUNCT
ajst-19205	36	1	as	as	SCONJ
ajst-19205	36	2	artificial	artificial	ADJ
ajst-19205	36	3	intelligence	intelligence	NOUN
ajst-19205	36	4	continues	continue	VERB
ajst-19205	36	5	to	to	PART
ajst-19205	36	6	develop	develop	VERB
ajst-19205	36	7	,	,	PUNCT
ajst-19205	36	8	banks	bank	NOUN
ajst-19205	36	9	and	and	CCONJ
ajst-19205	36	10	insurance	insurance	NOUN
ajst-19205	36	11	companies	company	NOUN
ajst-19205	36	12	are	be	AUX
ajst-19205	36	13	increasingly	increasingly	ADV
ajst-19205	36	14	adopting	adopt	VERB
ajst-19205	36	15	its	its	PRON
ajst-19205	36	16	applications	application	NOUN
ajst-19205	36	17	.	.	PUNCT
ajst-19205	37	1	[	[	X
ajst-19205	37	2	5]at	5]at	NUM
ajst-19205	37	3	the	the	DET
ajst-19205	37	4	same	same	ADJ
ajst-19205	37	5	time	time	NOUN
ajst-19205	37	6	,	,	PUNCT
ajst-19205	37	7	the	the	DET
ajst-19205	37	8	research	research	NOUN
ajst-19205	37	9	and	and	CCONJ
ajst-19205	37	10	development	development	NOUN
ajst-19205	37	11	of	of	ADP
ajst-19205	37	12	artificial	artificial	ADJ
ajst-19205	37	13	intelligence	intelligence	NOUN
ajst-19205	37	14	technology	technology	NOUN
ajst-19205	37	15	and	and	CCONJ
ajst-19205	37	16	its	its	PRON
ajst-19205	37	17	vast	vast	ADJ
ajst-19205	37	18	range	range	NOUN
ajst-19205	37	19	of	of	ADP
ajst-19205	37	20	applications	application	NOUN
ajst-19205	37	21	are	be	AUX
ajst-19205	37	22	creating	create	VERB
ajst-19205	37	23	new	new	ADJ
ajst-19205	37	24	opportunities	opportunity	NOUN
ajst-19205	37	25	for	for	ADP
ajst-19205	37	26	the	the	DET
ajst-19205	37	27	financial	financial	ADJ
ajst-19205	37	28	industry	industry	NOUN
ajst-19205	37	29	.	.	PUNCT
ajst-19205	38	1	artificial	artificial	ADJ
ajst-19205	38	2	intelligence	intelligence	NOUN
ajst-19205	38	3	supports	support	VERB
ajst-19205	38	4	the	the	DET
ajst-19205	38	5	development	development	NOUN
ajst-19205	38	6	of	of	ADP
ajst-19205	38	7	the	the	DET
ajst-19205	38	8	financial	financial	ADJ
ajst-19205	38	9	industry	industry	NOUN
ajst-19205	38	10	in	in	ADP
ajst-19205	38	11	two	two	NUM
ajst-19205	38	12	main	main	ADJ
ajst-19205	38	13	ways	way	NOUN
ajst-19205	38	14	.	.	PUNCT
ajst-19205	39	1	first	first	ADV
ajst-19205	39	2	,	,	PUNCT
ajst-19205	39	3	it	it	PRON
ajst-19205	39	4	enhances	enhance	VERB
ajst-19205	39	5	risk	risk	NOUN
ajst-19205	39	6	management	management	NOUN
ajst-19205	39	7	and	and	CCONJ
ajst-19205	39	8	compliance	compliance	NOUN
ajst-19205	39	9	by	by	ADP
ajst-19205	39	10	analysing	analyse	VERB
ajst-19205	39	11	large	large	ADJ
ajst-19205	39	12	amounts	amount	NOUN
ajst-19205	39	13	of	of	ADP
ajst-19205	39	14	data	datum	NOUN
ajst-19205	39	15	and	and	CCONJ
ajst-19205	39	16	models	model	NOUN
ajst-19205	39	17	,	,	PUNCT
ajst-19205	39	18	enabling	enable	VERB
ajst-19205	39	19	financial	financial	ADJ
ajst-19205	39	20	institutions	institution	NOUN
ajst-19205	39	21	to	to	PART
ajst-19205	39	22	better	well	ADV
ajst-19205	39	23	identify	identify	VERB
ajst-19205	39	24	and	and	CCONJ
ajst-19205	39	25	respond	respond	VERB
ajst-19205	39	26	to	to	ADP
ajst-19205	39	27	potential	potential	ADJ
ajst-19205	39	28	risks	risk	NOUN
ajst-19205	39	29	.	.	PUNCT
ajst-19205	40	1	second	second	ADJ
ajst-19205	40	2	,	,	PUNCT
ajst-19205	40	3	artificial	artificial	ADJ
ajst-19205	40	4	intelligence	intelligence	NOUN
ajst-19205	40	5	(	(	PUNCT
ajst-19205	40	6	ai	ai	NOUN
ajst-19205	40	7	)	)	PUNCT
ajst-19205	40	8	can	can	AUX
ajst-19205	40	9	provide	provide	VERB
ajst-19205	40	10	more	more	ADV
ajst-19205	40	11	efficient	efficient	ADJ
ajst-19205	40	12	and	and	CCONJ
ajst-19205	40	13	personalised	personalised	ADJ
ajst-19205	40	14	customer	customer	NOUN
ajst-19205	40	15	service	service	NOUN
ajst-19205	40	16	in	in	ADP
ajst-19205	40	17	an	an	DET
ajst-19205	40	18	automated	automate	VERB
ajst-19205	40	19	and	and	CCONJ
ajst-19205	40	20	intelligent	intelligent	ADJ
ajst-19205	40	21	way	way	NOUN
ajst-19205	40	22	.	.	PUNCT
ajst-19205	41	1	third	third	ADJ
ajst-19205	41	2	,	,	PUNCT
ajst-19205	41	3	ai	ai	VERB
ajst-19205	41	4	can	can	AUX
ajst-19205	41	5	process	process	VERB
ajst-19205	41	6	and	and	CCONJ
ajst-19205	41	7	analyse	analyse	VERB
ajst-19205	41	8	large	large	ADJ
ajst-19205	41	9	volumes	volume	NOUN
ajst-19205	41	10	of	of	ADP
ajst-19205	41	11	financial	financial	ADJ
ajst-19205	41	12	data	datum	NOUN
ajst-19205	41	13	to	to	PART
ajst-19205	41	14	help	help	VERB
ajst-19205	41	15	financial	financial	ADJ
ajst-19205	41	16	institutions	institution	NOUN
ajst-19205	41	17	make	make	VERB
ajst-19205	41	18	more	more	ADV
ajst-19205	41	19	accurate	accurate	ADJ
ajst-19205	41	20	predictions	prediction	NOUN
ajst-19205	41	21	and	and	CCONJ
ajst-19205	41	22	decisions	decision	NOUN
ajst-19205	41	23	.	.	PUNCT
ajst-19205	42	1	fourth	fourth	ADJ
ajst-19205	42	2	,	,	PUNCT
ajst-19205	42	3	ai	ai	AUX
ajst-19205	42	4	can	can	AUX
ajst-19205	42	5	assist	assist	VERB
ajst-19205	42	6	in	in	ADP
ajst-19205	42	7	fraud	fraud	NOUN
ajst-19205	42	8	detection	detection	NOUN
ajst-19205	42	9	and	and	CCONJ
ajst-19205	42	10	prevention	prevention	NOUN
ajst-19205	42	11	.	.	PUNCT
ajst-19205	43	1	[	[	X
ajst-19205	43	2	6]ai	6]ai	NUM
ajst-19205	43	3	has	have	VERB
ajst-19205	43	4	the	the	DET
ajst-19205	43	5	potential	potential	NOUN
ajst-19205	43	6	to	to	PART
ajst-19205	43	7	increase	increase	VERB
ajst-19205	43	8	the	the	DET
ajst-19205	43	9	security	security	NOUN
ajst-19205	43	10	and	and	CCONJ
ajst-19205	43	11	reliability	reliability	NOUN
ajst-19205	43	12	of	of	ADP
ajst-19205	43	13	financial	financial	ADJ
ajst-19205	43	14	transactions	transaction	NOUN
ajst-19205	43	15	by	by	ADP
ajst-19205	43	16	monitoring	monitor	VERB
ajst-19205	43	17	and	and	CCONJ
ajst-19205	43	18	analysing	analyse	VERB
ajst-19205	43	19	transaction	transaction	NOUN
ajst-19205	43	20	data	datum	NOUN
ajst-19205	43	21	to	to	PART
ajst-19205	43	22	detect	detect	VERB
ajst-19205	43	23	potential	potential	ADJ
ajst-19205	43	24	fraudulent	fraudulent	ADJ
ajst-19205	43	25	activity	activity	NOUN
ajst-19205	43	26	.	.	PUNCT
ajst-19205	44	1	since	since	SCONJ
ajst-19205	44	2	the	the	DET
ajst-19205	44	3	merger	merger	NOUN
ajst-19205	44	4	of	of	ADP
ajst-19205	44	5	the	the	DET
ajst-19205	44	6	most	most	ADV
ajst-19205	44	7	open	open	ADJ
ajst-19205	44	8	aichatgpt	aichatgpt	NOUN
ajst-19205	44	9	,	,	PUNCT
ajst-19205	44	10	ai	ai	VERB
ajst-19205	44	11	models	model	NOUN
ajst-19205	44	12	have	have	AUX
ajst-19205	44	13	become	become	VERB
ajst-19205	44	14	more	more	ADV
ajst-19205	44	15	powerful	powerful	ADJ
ajst-19205	44	16	and	and	CCONJ
ajst-19205	44	17	application	application	NOUN
ajst-19205	44	18	deployment	deployment	NOUN
ajst-19205	44	19	has	have	AUX
ajst-19205	44	20	become	become	VERB
ajst-19205	44	21	faster	fast	ADJ
ajst-19205	44	22	.	.	PUNCT
ajst-19205	45	1	according	accord	VERB
ajst-19205	45	2	to	to	ADP
ajst-19205	45	3	the	the	DET
ajst-19205	45	4	participants	participant	NOUN
ajst-19205	45	5	,	,	PUNCT
ajst-19205	45	6	generative	generative	ADJ
ajst-19205	45	7	ai	ai	VERB
ajst-19205	45	8	will	will	AUX
ajst-19205	45	9	bring	bring	VERB
ajst-19205	45	10	the	the	DET
ajst-19205	45	11	following	follow	VERB
ajst-19205	45	12	benefits	benefit	NOUN
ajst-19205	45	13	to	to	ADP
ajst-19205	45	14	the	the	DET
ajst-19205	45	15	financial	financial	ADJ
ajst-19205	45	16	industry	industry	NOUN
ajst-19205	45	17	.	.	PUNCT
ajst-19205	46	1	1	1	X
ajst-19205	46	2	.	.	X
ajst-19205	46	3	improve	improve	VERB
ajst-19205	46	4	the	the	DET
ajst-19205	46	5	quality	quality	NOUN
ajst-19205	46	6	of	of	ADP
ajst-19205	46	7	customer	customer	NOUN
ajst-19205	46	8	service	service	NOUN
ajst-19205	46	9	.	.	PUNCT
ajst-19205	47	1	large	large	ADJ
ajst-19205	47	2	language	language	NOUN
ajst-19205	47	3	models	model	NOUN
ajst-19205	47	4	(	(	PUNCT
ajst-19205	47	5	llms	llm	NOUN
ajst-19205	47	6	)	)	PUNCT
ajst-19205	47	7	are	be	AUX
ajst-19205	47	8	expected	expect	VERB
ajst-19205	47	9	to	to	PART
ajst-19205	47	10	provide	provide	VERB
ajst-19205	47	11	customers	customer	NOUN
ajst-19205	47	12	with	with	ADP
ajst-19205	47	13	more	more	ADV
ajst-19205	47	14	efficient	efficient	ADJ
ajst-19205	47	15	and	and	CCONJ
ajst-19205	47	16	personalised	personalised	ADJ
ajst-19205	47	17	services	service	NOUN
ajst-19205	47	18	.	.	PUNCT
ajst-19205	48	1	"	"	PUNCT
ajst-19205	48	2	today	today	NOUN
ajst-19205	48	3	's	's	PART
ajst-19205	48	4	chatbots	chatbot	NOUN
ajst-19205	48	5	can	can	AUX
ajst-19205	48	6	only	only	ADV
ajst-19205	48	7	answer	answer	VERB
ajst-19205	48	8	questions	question	NOUN
ajst-19205	48	9	they	they	PRON
ajst-19205	48	10	know	know	VERB
ajst-19205	48	11	,	,	PUNCT
ajst-19205	48	12	but	but	CCONJ
ajst-19205	48	13	soon	soon	ADV
ajst-19205	48	14	they	they	PRON
ajst-19205	48	15	will	will	AUX
ajst-19205	48	16	be	be	AUX
ajst-19205	48	17	able	able	ADJ
ajst-19205	48	18	to	to	PART
ajst-19205	48	19	answer	answer	VERB
ajst-19205	48	20	questions	question	NOUN
ajst-19205	48	21	they	they	PRON
ajst-19205	48	22	do	do	AUX
ajst-19205	48	23	n't	not	PART
ajst-19205	48	24	know	know	VERB
ajst-19205	48	25	,	,	PUNCT
ajst-19205	48	26	"	"	PUNCT
ajst-19205	48	27	noted	note	VERB
ajst-19205	48	28	one	one	NUM
ajst-19205	48	29	executive	executive	NOUN
ajst-19205	48	30	at	at	ADP
ajst-19205	48	31	the	the	DET
ajst-19205	48	32	conference	conference	NOUN
ajst-19205	48	33	.	.	PUNCT
ajst-19205	49	1	more	more	ADV
ajst-19205	49	2	powerful	powerful	ADJ
ajst-19205	49	3	digital	digital	ADJ
ajst-19205	49	4	ai	ai	NOUN
ajst-19205	49	5	can	can	AUX
ajst-19205	49	6	help	help	VERB
ajst-19205	49	7	to	to	PART
ajst-19205	49	8	reduce	reduce	VERB
ajst-19205	49	9	stress	stress	NOUN
ajst-19205	49	10	in	in	ADP
ajst-19205	49	11	the	the	DET
ajst-19205	49	12	front	front	ADJ
ajst-19205	49	13	office	office	NOUN
ajst-19205	49	14	,	,	PUNCT
ajst-19205	49	15	while	while	SCONJ
ajst-19205	49	16	providing	provide	VERB
ajst-19205	49	17	a	a	DET
ajst-19205	49	18	better	well	ADJ
ajst-19205	49	19	customer	customer	NOUN
ajst-19205	49	20	experience.[7	experience.[7	NOUN
ajst-19205	49	21	-	-	PUNCT
ajst-19205	49	22	9	9	NUM
ajst-19205	49	23	]	]	PUNCT
ajst-19205	49	24	palantir	palantir	NOUN
ajst-19205	49	25	has	have	VERB
ajst-19205	49	26	an	an	DET
ajst-19205	49	27	ai	ai	NOUN
ajst-19205	49	28	product	product	NOUN
ajst-19205	49	29	that	that	PRON
ajst-19205	49	30	has	have	AUX
ajst-19205	49	31	n't	not	PART
ajst-19205	49	32	been	be	AUX
ajst-19205	49	33	officially	officially	ADV
ajst-19205	49	34	launched	launch	VERB
ajst-19205	49	35	yet	yet	ADV
ajst-19205	49	36	.	.	PUNCT
ajst-19205	50	1	one	one	NUM
ajst-19205	50	2	insurance	insurance	NOUN
ajst-19205	50	3	company	company	NOUN
ajst-19205	50	4	was	be	AUX
ajst-19205	50	5	given	give	VERB
ajst-19205	50	6	early	early	ADJ
ajst-19205	50	7	access	access	NOUN
ajst-19205	50	8	to	to	ADP
ajst-19205	50	9	the	the	DET
ajst-19205	50	10	product	product	NOUN
ajst-19205	50	11	,	,	PUNCT
ajst-19205	50	12	and	and	CCONJ
ajst-19205	50	13	created	create	VERB
ajst-19205	50	14	a	a	DET
ajst-19205	50	15	"	"	PUNCT
ajst-19205	50	16	collaborative	collaborative	ADJ
ajst-19205	50	17	ai	ai	PROPN
ajst-19205	50	18	agent	agent	NOUN
ajst-19205	50	19	"	"	PUNCT
ajst-19205	50	20	to	to	PART
ajst-19205	50	21	automatically	automatically	ADV
ajst-19205	50	22	process	process	VERB
ajst-19205	50	23	claims	claim	NOUN
ajst-19205	50	24	within	within	ADP
ajst-19205	50	25	days	day	NOUN
ajst-19205	50	26	,	,	PUNCT
ajst-19205	50	27	which	which	PRON
ajst-19205	50	28	turned	turn	VERB
ajst-19205	50	29	out	out	ADP
ajst-19205	50	30	to	to	PART
ajst-19205	50	31	be	be	AUX
ajst-19205	50	32	"	"	PUNCT
ajst-19205	50	33	years	year	NOUN
ajst-19205	50	34	ahead	ahead	ADV
ajst-19205	50	35	"	"	PUNCT
ajst-19205	50	36	of	of	ADP
ajst-19205	50	37	competitors	competitor	NOUN
ajst-19205	50	38	'	'	PART
ajst-19205	50	39	offerings	offering	NOUN
ajst-19205	50	40	.	.	PUNCT
ajst-19205	51	1	2	2	X
ajst-19205	51	2	.	.	X
ajst-19205	51	3	accelerate	accelerate	VERB
ajst-19205	51	4	and	and	CCONJ
ajst-19205	51	5	improve	improve	VERB
ajst-19205	51	6	document	document	NOUN
ajst-19205	51	7	review	review	NOUN
ajst-19205	51	8	and	and	CCONJ
ajst-19205	51	9	data	datum	NOUN
ajst-19205	51	10	analysis	analysis	NOUN
ajst-19205	51	11	.	.	PUNCT
ajst-19205	52	1	banks	bank	NOUN
ajst-19205	52	2	and	and	CCONJ
ajst-19205	52	3	insurance	insurance	NOUN
ajst-19205	52	4	companies	company	NOUN
ajst-19205	52	5	generate	generate	VERB
ajst-19205	52	6	large	large	ADJ
ajst-19205	52	7	volumes	volume	NOUN
ajst-19205	52	8	of	of	ADP
ajst-19205	52	9	documents	document	NOUN
ajst-19205	52	10	and	and	CCONJ
ajst-19205	52	11	data	datum	NOUN
ajst-19205	52	12	in	in	ADP
ajst-19205	52	13	the	the	DET
ajst-19205	52	14	normal	normal	ADJ
ajst-19205	52	15	course	course	NOUN
ajst-19205	52	16	of	of	ADP
ajst-19205	52	17	business	business	NOUN
ajst-19205	52	18	,	,	PUNCT
ajst-19205	52	19	and	and	CCONJ
ajst-19205	52	20	searching	search	VERB
ajst-19205	52	21	through	through	ADP
ajst-19205	52	22	different	different	ADJ
ajst-19205	52	23	forms	form	NOUN
ajst-19205	52	24	,	,	PUNCT
ajst-19205	52	25	databases	database	NOUN
ajst-19205	52	26	and	and	CCONJ
ajst-19205	52	27	policies	policy	NOUN
ajst-19205	52	28	for	for	ADP
ajst-19205	52	29	specific	specific	ADJ
ajst-19205	52	30	information	information	NOUN
ajst-19205	52	31	can	can	AUX
ajst-19205	52	32	be	be	AUX
ajst-19205	52	33	time	time	NOUN
ajst-19205	52	34	consuming	consume	VERB
ajst-19205	52	35	and	and	CCONJ
ajst-19205	52	36	cumbersome	cumbersome	ADJ
ajst-19205	52	37	.	.	PUNCT
ajst-19205	53	1	advanced	advanced	ADJ
ajst-19205	53	2	llm	llm	PROPN
ajst-19205	53	3	can	can	AUX
ajst-19205	53	4	help	help	VERB
ajst-19205	53	5	speed	speed	VERB
ajst-19205	53	6	up	up	ADP
ajst-19205	53	7	this	this	DET
ajst-19205	53	8	process	process	NOUN
ajst-19205	53	9	and	and	CCONJ
ajst-19205	53	10	generate	generate	VERB
ajst-19205	53	11	new	new	ADJ
ajst-19205	53	12	information	information	NOUN
ajst-19205	53	13	.	.	PUNCT
ajst-19205	54	1	"	"	PUNCT
ajst-19205	54	2	there	there	PRON
ajst-19205	54	3	is	be	VERB
ajst-19205	54	4	a	a	DET
ajst-19205	54	5	huge	huge	ADJ
ajst-19205	54	6	amount	amount	NOUN
ajst-19205	54	7	of	of	ADP
ajst-19205	54	8	expertise	expertise	NOUN
ajst-19205	54	9	and	and	CCONJ
ajst-19205	54	10	information	information	NOUN
ajst-19205	54	11	in	in	ADP
ajst-19205	54	12	insurance	insurance	NOUN
ajst-19205	54	13	company	company	NOUN
ajst-19205	54	14	documents	document	NOUN
ajst-19205	54	15	and	and	CCONJ
ajst-19205	54	16	reports	report	NOUN
ajst-19205	54	17	,	,	PUNCT
ajst-19205	54	18	and	and	CCONJ
ajst-19205	54	19	llms	llm	NOUN
ajst-19205	54	20	can	can	AUX
ajst-19205	54	21	help	help	VERB
ajst-19205	54	22	make	make	VERB
ajst-19205	54	23	sense	sense	NOUN
ajst-19205	54	24	of	of	ADP
ajst-19205	54	25	previously	previously	ADV
ajst-19205	54	26	difficult	difficult	ADJ
ajst-19205	54	27	information	information	NOUN
ajst-19205	54	28	and	and	CCONJ
ajst-19205	54	29	recognise	recognise	VERB
ajst-19205	54	30	different	different	ADJ
ajst-19205	54	31	languages	language	NOUN
ajst-19205	54	32	,	,	PUNCT
ajst-19205	54	33	"	"	PUNCT
ajst-19205	54	34	explained	explain	VERB
ajst-19205	54	35	one	one	NUM
ajst-19205	54	36	insurance	insurance	NOUN
ajst-19205	54	37	executive	executive	NOUN
ajst-19205	54	38	at	at	ADP
ajst-19205	54	39	the	the	DET
ajst-19205	54	40	conference	conference	NOUN
ajst-19205	54	41	.	.	PUNCT
ajst-19205	55	1	identifying	identify	VERB
ajst-19205	55	2	these	these	DET
ajst-19205	55	3	differences	difference	NOUN
ajst-19205	55	4	more	more	ADV
ajst-19205	55	5	quickly	quickly	ADV
ajst-19205	55	6	can	can	AUX
ajst-19205	55	7	help	help	VERB
ajst-19205	55	8	underwriters	underwriter	NOUN
ajst-19205	55	9	or	or	CCONJ
ajst-19205	55	10	data	datum	NOUN
ajst-19205	55	11	technologists	technologist	NOUN
ajst-19205	55	12	spend	spend	VERB
ajst-19205	55	13	their	their	PRON
ajst-19205	55	14	limited	limited	ADJ
ajst-19205	55	15	time	time	NOUN
ajst-19205	55	16	on	on	ADP
ajst-19205	55	17	more	more	ADV
ajst-19205	55	18	meaningful	meaningful	ADJ
ajst-19205	55	19	work	work	NOUN
ajst-19205	55	20	and	and	CCONJ
ajst-19205	55	21	prevent	prevent	VERB
ajst-19205	55	22	'	'	PUNCT
ajst-19205	55	23	breaches	breach	NOUN
ajst-19205	55	24	or	or	CCONJ
ajst-19205	55	25	overcharges'.[10	overcharges'.[10	NUM
ajst-19205	55	26	]	]	X
ajst-19205	55	27	chatgpt	chatgpt	NOUN
ajst-19205	55	28	can	can	AUX
ajst-19205	55	29	also	also	ADV
ajst-19205	55	30	be	be	AUX
ajst-19205	55	31	used	use	VERB
ajst-19205	55	32	for	for	ADP
ajst-19205	55	33	equity	equity	NOUN
ajst-19205	55	34	research	research	NOUN
ajst-19205	55	35	and	and	CCONJ
ajst-19205	55	36	other	other	ADJ
ajst-19205	55	37	business	business	NOUN
ajst-19205	55	38	areas	area	NOUN
ajst-19205	55	39	.	.	PUNCT
ajst-19205	56	1	3	3	X
ajst-19205	56	2	.	.	X
ajst-19205	56	3	simplify	simplify	ADJ
ajst-19205	56	4	software	software	NOUN
ajst-19205	56	5	development	development	NOUN
ajst-19205	56	6	and	and	CCONJ
ajst-19205	56	7	popularise	popularise	VERB
ajst-19205	56	8	software	software	NOUN
ajst-19205	56	9	development	development	NOUN
ajst-19205	56	10	.	.	PUNCT
ajst-19205	57	1	participants	participant	NOUN
ajst-19205	57	2	predicted	predict	VERB
ajst-19205	57	3	that	that	SCONJ
ajst-19205	57	4	gpt	gpt	NOUN
ajst-19205	57	5	will	will	AUX
ajst-19205	57	6	revolutionise	revolutionise	VERB
ajst-19205	57	7	the	the	DET
ajst-19205	57	8	software	software	NOUN
ajst-19205	57	9	industry	industry	NOUN
ajst-19205	57	10	by	by	ADP
ajst-19205	57	11	enabling	enable	VERB
ajst-19205	57	12	ordinary	ordinary	ADJ
ajst-19205	57	13	people	people	NOUN
ajst-19205	57	14	to	to	PART
ajst-19205	57	15	carry	carry	VERB
ajst-19205	57	16	out	out	ADP
ajst-19205	57	17	the	the	DET
ajst-19205	57	18	development	development	NOUN
ajst-19205	57	19	process	process	NOUN
ajst-19205	57	20	through	through	ADP
ajst-19205	57	21	engineering	engineering	NOUN
ajst-19205	57	22	prompts	prompt	NOUN
ajst-19205	57	23	,	,	PUNCT
ajst-19205	57	24	greatly	greatly	ADV
ajst-19205	57	25	reducing	reduce	VERB
ajst-19205	57	26	the	the	DET
ajst-19205	57	27	time	time	NOUN
ajst-19205	57	28	engineers	engineer	NOUN
ajst-19205	57	29	spend	spend	VERB
ajst-19205	57	30	on	on	ADP
ajst-19205	57	31	software	software	NOUN
ajst-19205	57	32	development	development	NOUN
ajst-19205	57	33	and	and	CCONJ
ajst-19205	57	34	alleviating	alleviate	VERB
ajst-19205	57	35	the	the	DET
ajst-19205	57	36	talent	talent	NOUN
ajst-19205	57	37	shortage[11	shortage[11	NOUN
ajst-19205	57	38	]	]	PUNCT
ajst-19205	57	39	.	.	PUNCT
ajst-19205	58	1	4	4	X
ajst-19205	58	2	.	.	X
ajst-19205	58	3	manage	manage	VERB
ajst-19205	58	4	the	the	DET
ajst-19205	58	5	existing	exist	VERB
ajst-19205	58	6	platform	platform	NOUN
ajst-19205	58	7	.	.	PUNCT
ajst-19205	59	1	panellists	panellist	NOUN
ajst-19205	59	2	argued	argue	VERB
ajst-19205	59	3	that	that	SCONJ
ajst-19205	59	4	generative	generative	ADJ
ajst-19205	59	5	ai	ai	VERB
ajst-19205	59	6	tools	tool	NOUN
ajst-19205	59	7	could	could	AUX
ajst-19205	59	8	be	be	AUX
ajst-19205	59	9	used	use	VERB
ajst-19205	59	10	to	to	PART
ajst-19205	59	11	improve	improve	VERB
ajst-19205	59	12	the	the	DET
ajst-19205	59	13	efficiency	efficiency	NOUN
ajst-19205	59	14	of	of	ADP
ajst-19205	59	15	managing	manage	VERB
ajst-19205	59	16	older	old	ADJ
ajst-19205	59	17	systems	system	NOUN
ajst-19205	59	18	,	,	PUNCT
ajst-19205	59	19	before	before	ADP
ajst-19205	59	20	eventually	eventually	ADV
ajst-19205	59	21	migrating	migrate	VERB
ajst-19205	59	22	to	to	ADP
ajst-19205	59	23	more	more	ADJ
ajst-19205	59	24	modern	modern	ADJ
ajst-19205	59	25	platforms	platform	NOUN
ajst-19205	59	26	.	.	PUNCT
ajst-19205	60	1	"	"	PUNCT
ajst-19205	60	2	every	every	DET
ajst-19205	60	3	bank	bank	NOUN
ajst-19205	60	4	or	or	CCONJ
ajst-19205	60	5	insurance	insurance	NOUN
ajst-19205	60	6	company	company	NOUN
ajst-19205	60	7	has	have	VERB
ajst-19205	60	8	old	old	ADJ
ajst-19205	60	9	systems	system	NOUN
ajst-19205	60	10	running	run	VERB
ajst-19205	60	11	,	,	PUNCT
ajst-19205	60	12	"	"	PUNCT
ajst-19205	60	13	said	say	VERB
ajst-19205	60	14	one	one	NUM
ajst-19205	60	15	executive	executive	NOUN
ajst-19205	60	16	at	at	ADP
ajst-19205	60	17	the	the	DET
ajst-19205	60	18	meeting	meeting	NOUN
ajst-19205	60	19	.	.	PUNCT
ajst-19205	61	1	nobody	nobody	PRON
ajst-19205	61	2	understands	understand	VERB
ajst-19205	61	3	these	these	DET
ajst-19205	61	4	systems	system	NOUN
ajst-19205	61	5	.	.	PUNCT
ajst-19205	62	1	but	but	CCONJ
ajst-19205	62	2	generative	generative	ADJ
ajst-19205	62	3	ai	ai	NOUN
ajst-19205	62	4	can	can	AUX
ajst-19205	62	5	help	help	VERB
ajst-19205	62	6	you	you	PRON
ajst-19205	62	7	understand	understand	VERB
ajst-19205	62	8	these	these	DET
ajst-19205	62	9	systems	system	NOUN
ajst-19205	62	10	and	and	CCONJ
ajst-19205	62	11	prepare	prepare	VERB
ajst-19205	62	12	for	for	ADP
ajst-19205	62	13	the	the	DET
ajst-19205	62	14	transformation	transformation	NOUN
ajst-19205	62	15	.	.	PUNCT
ajst-19205	62	16	"	"	PUNCT
ajst-19205	63	1	while	while	SCONJ
ajst-19205	63	2	participants	participant	NOUN
ajst-19205	63	3	were	be	AUX
ajst-19205	63	4	enthusiastic	enthusiastic	ADJ
ajst-19205	63	5	about	about	ADP
ajst-19205	63	6	the	the	DET
ajst-19205	63	7	early	early	ADJ
ajst-19205	63	8	use	use	NOUN
ajst-19205	63	9	cases	case	NOUN
ajst-19205	63	10	of	of	ADP
ajst-19205	63	11	generative	generative	ADJ
ajst-19205	63	12	[	[	X
ajst-19205	63	13	12]ai	12]ai	NUM
ajst-19205	63	14	,	,	PUNCT
ajst-19205	63	15	they	they	PRON
ajst-19205	63	16	also	also	ADV
ajst-19205	63	17	said	say	VERB
ajst-19205	63	18	that	that	SCONJ
ajst-19205	63	19	there	there	PRON
ajst-19205	63	20	are	be	VERB
ajst-19205	63	21	still	still	ADV
ajst-19205	63	22	some	some	DET
ajst-19205	63	23	areas	area	NOUN
ajst-19205	63	24	they	they	PRON
ajst-19205	63	25	are	be	AUX
ajst-19205	63	26	reluctant	reluctant	ADJ
ajst-19205	63	27	to	to	PART
ajst-19205	63	28	explore	explore	VERB
ajst-19205	63	29	at	at	ADP
ajst-19205	63	30	this	this	DET
ajst-19205	63	31	stage	stage	NOUN
ajst-19205	63	32	.	.	PUNCT
ajst-19205	64	1	for	for	ADP
ajst-19205	64	2	example	example	NOUN
ajst-19205	64	3	,	,	PUNCT
ajst-19205	64	4	some	some	DET
ajst-19205	64	5	organisations	organisation	NOUN
ajst-19205	64	6	are	be	AUX
ajst-19205	64	7	only	only	ADV
ajst-19205	64	8	using	use	VERB
ajst-19205	64	9	generative	generative	NOUN
ajst-19205	64	10	ai	ai	VERB
ajst-19205	64	11	to	to	PART
ajst-19205	64	12	process	process	VERB
ajst-19205	64	13	their	their	PRON
ajst-19205	64	14	own	own	ADJ
ajst-19205	64	15	data	datum	NOUN
ajst-19205	64	16	,	,	PUNCT
ajst-19205	64	17	not	not	PART
ajst-19205	64	18	to	to	PART
ajst-19205	64	19	use	use	VERB
ajst-19205	64	20	external	external	ADJ
ajst-19205	64	21	data	datum	NOUN
ajst-19205	64	22	or	or	CCONJ
ajst-19205	64	23	to	to	PART
ajst-19205	64	24	interact	interact	VERB
ajst-19205	64	25	with	with	ADP
ajst-19205	64	26	customers	customer	NOUN
ajst-19205	64	27	.	.	PUNCT
ajst-19205	65	1	2.2	2.2	NUM
ajst-19205	65	2	.	.	PUNCT
ajst-19205	65	3	generative	generative	NOUN
ajst-19205	65	4	ai	ai	AUX
ajst-19205	65	5	threatens	threaten	VERB
ajst-19205	65	6	financial	financial	ADJ
ajst-19205	65	7	security	security	NOUN
ajst-19205	65	8	the	the	DET
ajst-19205	65	9	potential	potential	ADJ
ajst-19205	65	10	value	value	NOUN
ajst-19205	65	11	of	of	ADP
ajst-19205	65	12	artificial	artificial	ADJ
ajst-19205	65	13	intelligence	intelligence	NOUN
ajst-19205	65	14	in	in	ADP
ajst-19205	65	15	the	the	DET
ajst-19205	65	16	banking	banking	NOUN
ajst-19205	65	17	industry	industry	NOUN
ajst-19205	65	18	is	be	AUX
ajst-19205	65	19	estimated	estimate	VERB
ajst-19205	65	20	to	to	PART
ajst-19205	65	21	reach	reach	VERB
ajst-19205	65	22	$	$	SYM
ajst-19205	65	23	1	1	NUM
ajst-19205	65	24	trillion	trillion	NUM
ajst-19205	65	25	.	.	PUNCT
ajst-19205	66	1	ai	ai	AUX
ajst-19205	66	2	/	/	SYM
ajst-19205	66	3	ml	ml	PROPN
ajst-19205	66	4	is	be	AUX
ajst-19205	66	5	transforming	transform	VERB
ajst-19205	66	6	the	the	DET
ajst-19205	66	7	financial	financial	ADJ
ajst-19205	66	8	industry	industry	NOUN
ajst-19205	66	9	,	,	PUNCT
ajst-19205	66	10	with	with	ADP
ajst-19205	66	11	ai	ai	VERB
ajst-19205	66	12	/	/	SYM
ajst-19205	66	13	ml	ml	NOUN
ajst-19205	66	14	systems	system	NOUN
ajst-19205	66	15	reshaping	reshape	VERB
ajst-19205	66	16	the	the	DET
ajst-19205	66	17	customer	customer	NOUN
ajst-19205	66	18	experience	experience	NOUN
ajst-19205	66	19	,	,	PUNCT
ajst-19205	66	20	including	include	VERB
ajst-19205	66	21	their	their	PRON
ajst-19205	66	22	communication	communication	NOUN
ajst-19205	66	23	with	with	ADP
ajst-19205	66	24	financial	financial	ADJ
ajst-19205	66	25	service	service	NOUN
ajst-19205	66	26	providers	provider	NOUN
ajst-19205	66	27	(	(	PUNCT
ajst-19205	66	28	e.g.	e.g.	ADV
ajst-19205	66	29	chatbots	chatbot	NOUN
ajst-19205	66	30	)	)	PUNCT
ajst-19205	66	31	,	,	PUNCT
ajst-19205	66	32	investing	invest	VERB
ajst-19205	66	33	(	(	PUNCT
ajst-19205	66	34	e.g.	e.g.	ADV
ajst-19205	66	35	robo	robo	NOUN
ajst-19205	66	36	-	-	PUNCT
ajst-19205	66	37	advisors	advisor	NOUN
ajst-19205	66	38	)	)	PUNCT
ajst-19205	66	39	,	,	PUNCT
ajst-19205	66	40	borrowing	borrowing	NOUN
ajst-19205	66	41	(	(	PUNCT
ajst-19205	66	42	e.g.	e.g.	ADV
ajst-19205	66	43	automated	automate	VERB
ajst-19205	66	44	mortgage	mortgage	NOUN
ajst-19205	66	45	underwriting	underwriting	NOUN
ajst-19205	66	46	)	)	PUNCT
ajst-19205	66	47	and	and	CCONJ
ajst-19205	66	48	identity	identity	NOUN
ajst-19205	66	49	verification	verification	NOUN
ajst-19205	66	50	(	(	PUNCT
ajst-19205	66	51	e.g.	e.g.	ADV
ajst-19205	66	52	image	image	NOUN
ajst-19205	66	53	recognition	recognition	NOUN
ajst-19205	66	54	)	)	PUNCT
ajst-19205	66	55	.	.	PUNCT
ajst-19205	67	1	they	they	PRON
ajst-19205	67	2	are	be	AUX
ajst-19205	67	3	also	also	ADV
ajst-19205	67	4	changing	change	VERB
ajst-19205	67	5	the	the	DET
ajst-19205	67	6	way	way	NOUN
ajst-19205	67	7	financial	financial	ADJ
ajst-19205	67	8	institutions	institution	NOUN
ajst-19205	67	9	operate	operate	VERB
ajst-19205	67	10	,	,	PUNCT
ajst-19205	67	11	delivering	deliver	VERB
ajst-19205	67	12	significant	significant	ADJ
ajst-19205	67	13	cost	cost	NOUN
ajst-19205	67	14	savings	saving	NOUN
ajst-19205	67	15	through	through	ADP
ajst-19205	67	16	automated	automate	VERB
ajst-19205	67	17	processes	process	NOUN
ajst-19205	67	18	,	,	PUNCT
ajst-19205	67	19	using	use	VERB
ajst-19205	67	20	predictive	predictive	ADJ
ajst-19205	67	21	analytics	analytic	NOUN
ajst-19205	67	22	to	to	PART
ajst-19205	67	23	deliver	deliver	VERB
ajst-19205	67	24	better	well	ADJ
ajst-19205	67	25	products	product	NOUN
ajst-19205	67	26	,	,	PUNCT
ajst-19205	67	27	and	and	CCONJ
ajst-19205	67	28	providing	provide	VERB
ajst-19205	67	29	more	more	ADV
ajst-19205	67	30	effective	effective	ADJ
ajst-19205	67	31	risk	risk	NOUN
ajst-19205	67	32	and	and	CCONJ
ajst-19205	67	33	fraud	fraud	NOUN
ajst-19205	67	34	management	management	NOUN
ajst-19205	67	35	processes	process	NOUN
ajst-19205	67	36	and	and	CCONJ
ajst-19205	67	37	regulatory	regulatory	ADJ
ajst-19205	67	38	compliance	compliance	NOUN
ajst-19205	67	39	.	.	PUNCT
ajst-19205	68	1	finally	finally	ADV
ajst-19205	68	2	,	,	PUNCT
ajst-19205	68	3	for	for	ADP
ajst-19205	68	4	central	central	ADJ
ajst-19205	68	5	banks	bank	NOUN
ajst-19205	68	6	and	and	CCONJ
ajst-19205	68	7	regulators	regulator	NOUN
ajst-19205	68	8	,	,	PUNCT
ajst-19205	68	9	ai	ai	AUX
ajst-19205	68	10	/	/	SYM
ajst-19205	68	11	ml[13	ml[13	PROPN
ajst-19205	68	12	]	]	PUNCT
ajst-19205	68	13	systems	system	NOUN
ajst-19205	68	14	offer	offer	VERB
ajst-19205	68	15	new	new	ADJ
ajst-19205	68	16	tools	tool	NOUN
ajst-19205	68	17	to	to	PART
ajst-19205	68	18	improve	improve	VERB
ajst-19205	68	19	systemic	systemic	ADJ
ajst-19205	68	20	risk	risk	NOUN
ajst-19205	68	21	monitoring	monitoring	NOUN
ajst-19205	68	22	and	and	CCONJ
ajst-19205	68	23	strengthen	strengthen	VERB
ajst-19205	68	24	prudential	prudential	ADJ
ajst-19205	68	25	supervision	supervision	NOUN
ajst-19205	68	26	.	.	PUNCT
ajst-19205	69	1	however	however	ADV
ajst-19205	69	2	,	,	PUNCT
ajst-19205	69	3	as	as	SCONJ
ajst-19205	69	4	large	large	ADJ
ajst-19205	69	5	financial	financial	ADJ
ajst-19205	69	6	institutions	institution	NOUN
ajst-19205	69	7	consider	consider	VERB
ajst-19205	69	8	how	how	SCONJ
ajst-19205	69	9	to	to	PART
ajst-19205	69	10	use	use	VERB
ajst-19205	69	11	ai	ai	NOUN
ajst-19205	69	12	,	,	PUNCT
ajst-19205	69	13	they	they	PRON
ajst-19205	69	14	also	also	ADV
ajst-19205	69	15	need	need	VERB
ajst-19205	69	16	to	to	PART
ajst-19205	69	17	mitigate	mitigate	VERB
ajst-19205	69	18	the	the	DET
ajst-19205	69	19	risks	risk	NOUN
ajst-19205	69	20	posed	pose	VERB
ajst-19205	69	21	by	by	ADP
ajst-19205	69	22	the	the	DET
ajst-19205	69	23	technology	technology	NOUN
ajst-19205	69	24	.	.	PUNCT
ajst-19205	70	1	participants	participant	NOUN
ajst-19205	70	2	raised	raise	VERB
ajst-19205	70	3	the	the	DET
ajst-19205	70	4	following	follow	VERB
ajst-19205	70	5	concerns	concern	NOUN
ajst-19205	70	6	about	about	ADP
ajst-19205	70	7	the	the	DET
ajst-19205	70	8	use	use	NOUN
ajst-19205	70	9	of	of	ADP
ajst-19205	70	10	these	these	DET
ajst-19205	70	11	tools	tool	NOUN
ajst-19205	70	12	.	.	PUNCT
ajst-19205	71	1	1	1	X
ajst-19205	71	2	.	.	X
ajst-19205	72	1	many	many	ADJ
ajst-19205	72	2	relevant	relevant	ADJ
ajst-19205	72	3	researchers	researcher	NOUN
ajst-19205	72	4	believe	believe	VERB
ajst-19205	72	5	that	that	SCONJ
ajst-19205	72	6	in	in	ADP
ajst-19205	72	7	the	the	DET
ajst-19205	72	8	face	face	NOUN
ajst-19205	72	9	of	of	ADP
ajst-19205	72	10	the	the	DET
ajst-19205	72	11	challenge	challenge	NOUN
ajst-19205	72	12	of	of	ADP
ajst-19205	72	13	the	the	DET
ajst-19205	72	14	speed	speed	NOUN
ajst-19205	72	15	of	of	ADP
ajst-19205	72	16	technological	technological	ADJ
ajst-19205	72	17	change	change	NOUN
ajst-19205	72	18	,	,	PUNCT
ajst-19205	72	19	from	from	ADP
ajst-19205	72	20	gpt-1	gpt-1	PRON
ajst-19205	72	21	,	,	PUNCT
ajst-19205	72	22	gpt-2	gpt-2	X
ajst-19205	72	23	,	,	PUNCT
ajst-19205	72	24	to	to	ADP
ajst-19205	72	25	gpt-3.5	gpt-3.5	X
ajst-19205	72	26	,	,	PUNCT
ajst-19205	72	27	and	and	CCONJ
ajst-19205	72	28	then	then	ADV
ajst-19205	72	29	to	to	PART
ajst-19205	72	30	gpt-4	gpt-4	VERB
ajst-19205	72	31	,	,	PUNCT
ajst-19205	72	32	[	[	X
ajst-19205	72	33	14]ai	14]ai	NUM
ajst-19205	72	34	technology	technology	NOUN
ajst-19205	72	35	has	have	AUX
ajst-19205	72	36	achieved	achieve	VERB
ajst-19205	72	37	a	a	DET
ajst-19205	72	38	huge	huge	ADJ
ajst-19205	72	39	leap	leap	NOUN
ajst-19205	72	40	forward	forward	ADV
ajst-19205	72	41	.	.	PUNCT
ajst-19205	73	1	a	a	DET
ajst-19205	73	2	senior	senior	ADJ
ajst-19205	73	3	technical	technical	ADJ
ajst-19205	73	4	participant	participant	NOUN
ajst-19205	73	5	admitted	admit	VERB
ajst-19205	73	6	:	:	PUNCT
ajst-19205	73	7	"	"	PUNCT
ajst-19205	73	8	i	i	PRON
ajst-19205	73	9	have	have	AUX
ajst-19205	73	10	been	be	AUX
ajst-19205	73	11	working	work	VERB
ajst-19205	73	12	in	in	ADP
ajst-19205	73	13	technology	technology	NOUN
ajst-19205	73	14	for	for	ADP
ajst-19205	73	15	more	more	ADJ
ajst-19205	73	16	than	than	ADP
ajst-19205	73	17	40	40	NUM
ajst-19205	73	18	years	year	NOUN
ajst-19205	73	19	...	...	PUNCT
ajst-19205	73	20	for	for	ADP
ajst-19205	73	21	the	the	DET
ajst-19205	73	22	first	first	ADJ
ajst-19205	73	23	time	time	NOUN
ajst-19205	73	24	,	,	PUNCT
ajst-19205	73	25	it	it	PRON
ajst-19205	73	26	feels	feel	VERB
ajst-19205	73	27	like	like	SCONJ
ajst-19205	73	28	the	the	DET
ajst-19205	73	29	pace	pace	NOUN
ajst-19205	73	30	of	of	ADP
ajst-19205	73	31	change	change	NOUN
ajst-19205	73	32	is	be	AUX
ajst-19205	73	33	outpacing	outpace	VERB
ajst-19205	73	34	our	our	PRON
ajst-19205	73	35	ability	ability	NOUN
ajst-19205	73	36	to	to	PART
ajst-19205	73	37	understand	understand	VERB
ajst-19205	73	38	and	and	CCONJ
ajst-19205	73	39	manage	manage	VERB
ajst-19205	73	40	it	it	PRON
ajst-19205	73	41	.	.	PUNCT
ajst-19205	73	42	"	"	PUNCT
ajst-19205	74	1	2	2	X
ajst-19205	74	2	.	.	X
ajst-19205	74	3	we	we	PRON
ajst-19205	74	4	all	all	PRON
ajst-19205	74	5	know	know	VERB
ajst-19205	74	6	that	that	PRON
ajst-19205	74	7	generative	generative	ADJ
ajst-19205	74	8	ai	ai	VERB
ajst-19205	74	9	tools	tool	NOUN
ajst-19205	74	10	produce	produce	VERB
ajst-19205	74	11	impressive	impressive	ADJ
ajst-19205	74	12	results	result	NOUN
ajst-19205	74	13	,	,	PUNCT
ajst-19205	74	14	but	but	CCONJ
ajst-19205	74	15	sometimes	sometimes	ADV
ajst-19205	74	16	they	they	PRON
ajst-19205	74	17	are	be	AUX
ajst-19205	74	18	not	not	PART
ajst-19205	74	19	true	true	ADJ
ajst-19205	74	20	.	.	PUNCT
ajst-19205	75	1	some	some	DET
ajst-19205	75	2	participants	participant	NOUN
ajst-19205	75	3	noted	note	VERB
ajst-19205	75	4	that	that	SCONJ
ajst-19205	75	5	"	"	PUNCT
ajst-19205	75	6	chatgpt	chatgpt	NOUN
ajst-19205	75	7	is	be	AUX
ajst-19205	75	8	a	a	DET
ajst-19205	75	9	probabilistic	probabilistic	ADJ
ajst-19205	75	10	model	model	NOUN
ajst-19205	75	11	that	that	PRON
ajst-19205	75	12	is	be	AUX
ajst-19205	75	13	so	so	ADV
ajst-19205	75	14	different	different	ADJ
ajst-19205	75	15	from	from	ADP
ajst-19205	75	16	human	human	ADJ
ajst-19205	75	17	cognition	cognition	NOUN
ajst-19205	75	18	that	that	SCONJ
ajst-19205	75	19	interpreting	interpret	VERB
ajst-19205	75	20	probabilistic	probabilistic	ADJ
ajst-19205	75	21	results	result	NOUN
ajst-19205	75	22	as	as	ADP
ajst-19205	75	23	facts	fact	NOUN
ajst-19205	75	24	may	may	AUX
ajst-19205	75	25	mislead	mislead	VERB
ajst-19205	75	26	us	we	PRON
ajst-19205	75	27	.	.	PUNCT
ajst-19205	76	1	"[15	"[15	PUNCT
ajst-19205	76	2	]	]	X
ajst-19205	76	3	we	we	PRON
ajst-19205	76	4	should	should	AUX
ajst-19205	76	5	not	not	PART
ajst-19205	76	6	trust	trust	VERB
ajst-19205	76	7	these	these	DET
ajst-19205	76	8	results	result	NOUN
ajst-19205	76	9	any	any	PRON
ajst-19205	76	10	more	more	ADJ
ajst-19205	76	11	than	than	SCONJ
ajst-19205	76	12	we	we	PRON
ajst-19205	76	13	should	should	AUX
ajst-19205	76	14	trust	trust	VERB
ajst-19205	76	15	anyone	anyone	PRON
ajst-19205	76	16	when	when	SCONJ
ajst-19205	76	17	we	we	PRON
ajst-19205	76	18	go	go	VERB
ajst-19205	76	19	out	out	ADV
ajst-19205	76	20	.	.	PUNCT
ajst-19205	77	1	we	we	PRON
ajst-19205	77	2	need	need	VERB
ajst-19205	77	3	to	to	PART
ajst-19205	77	4	think	think	VERB
ajst-19205	77	5	about	about	ADP
ajst-19205	77	6	the	the	DET
ajst-19205	77	7	probability	probability	NOUN
ajst-19205	77	8	distribution	distribution	NOUN
ajst-19205	77	9	of	of	ADP
ajst-19205	77	10	the	the	DET
ajst-19205	77	11	ai	ai	NOUN
ajst-19205	77	12	's	's	PART
ajst-19205	77	13	answer	answer	NOUN
ajst-19205	77	14	.	.	PUNCT
ajst-19205	77	15	"	"	PUNCT
ajst-19205	78	1	3	3	X
ajst-19205	78	2	.	.	X
ajst-19205	78	3	the	the	DET
ajst-19205	78	4	increasing	increase	VERB
ajst-19205	78	5	complexity	complexity	NOUN
ajst-19205	78	6	of	of	ADP
ajst-19205	78	7	ai	ai	PROPN
ajst-19205	78	8	applications	application	NOUN
ajst-19205	78	9	may	may	AUX
ajst-19205	78	10	lead	lead	VERB
ajst-19205	78	11	301	301	NUM
ajst-19205	78	12	to	to	PART
ajst-19205	78	13	bias	bias	VERB
ajst-19205	78	14	.	.	PUNCT
ajst-19205	79	1	one	one	NUM
ajst-19205	79	2	participant	participant	NOUN
ajst-19205	79	3	argued	argue	VERB
ajst-19205	79	4	that	that	SCONJ
ajst-19205	79	5	most	most	ADJ
ajst-19205	79	6	algorithms	algorithm	NOUN
ajst-19205	79	7	reflect	reflect	VERB
ajst-19205	79	8	the	the	DET
ajst-19205	79	9	biases	bias	NOUN
ajst-19205	79	10	of	of	ADP
ajst-19205	79	11	their	their	PRON
ajst-19205	79	12	creators	creator	NOUN
ajst-19205	79	13	.	.	PUNCT
ajst-19205	80	1	for	for	ADP
ajst-19205	80	2	example	example	NOUN
ajst-19205	80	3	,	,	PUNCT
ajst-19205	80	4	when	when	SCONJ
ajst-19205	80	5	a	a	DET
ajst-19205	80	6	bank	bank	NOUN
ajst-19205	80	7	tested	test	VERB
ajst-19205	80	8	using	use	VERB
ajst-19205	80	9	an	an	DET
ajst-19205	80	10	ai	ai	ADJ
ajst-19205	80	11	app	app	NOUN
ajst-19205	80	12	to	to	PART
ajst-19205	80	13	process	process	VERB
ajst-19205	80	14	credit	credit	NOUN
ajst-19205	80	15	applications	application	NOUN
ajst-19205	80	16	,	,	PUNCT
ajst-19205	80	17	it	it	PRON
ajst-19205	80	18	was	be	AUX
ajst-19205	80	19	shocked	shocked	ADJ
ajst-19205	80	20	to	to	PART
ajst-19205	80	21	find	find	VERB
ajst-19205	80	22	that	that	SCONJ
ajst-19205	80	23	"	"	PUNCT
ajst-19205	80	24	within	within	ADP
ajst-19205	80	25	two	two	NUM
ajst-19205	80	26	weeks	week	NOUN
ajst-19205	80	27	,	,	PUNCT
ajst-19205	80	28	ai	ai	AUX
ajst-19205	80	29	issued	issue	VERB
ajst-19205	80	30	loans	loan	NOUN
ajst-19205	80	31	based	base	VERB
ajst-19205	80	32	solely	solely	ADV
ajst-19205	80	33	on	on	ADP
ajst-19205	80	34	zip	zip	NOUN
ajst-19205	80	35	code	code	NOUN
ajst-19205	80	36	...	...	PUNCT
ajst-19205	80	37	"	"	PUNCT
ajst-19205	80	38	.	.	PUNCT
ajst-19205	81	1	to	to	PART
ajst-19205	81	2	avoid	avoid	VERB
ajst-19205	81	3	bias	bias	NOUN
ajst-19205	81	4	,	,	PUNCT
ajst-19205	81	5	some	some	DET
ajst-19205	81	6	banks	bank	NOUN
ajst-19205	81	7	are	be	AUX
ajst-19205	81	8	reluctant	reluctant	ADJ
ajst-19205	81	9	to	to	PART
ajst-19205	81	10	use	use	VERB
ajst-19205	81	11	ai	ai	VERB
ajst-19205	81	12	in	in	ADP
ajst-19205	81	13	their	their	PRON
ajst-19205	81	14	credit	credit	NOUN
ajst-19205	81	15	granting	granting	NOUN
ajst-19205	81	16	and	and	CCONJ
ajst-19205	81	17	loan	loan	NOUN
ajst-19205	81	18	review	review	NOUN
ajst-19205	81	19	processes	process	NOUN
ajst-19205	81	20	.	.	PUNCT
ajst-19205	82	1	one	one	NUM
ajst-19205	82	2	executive	executive	NOUN
ajst-19205	82	3	at	at	ADP
ajst-19205	82	4	the	the	DET
ajst-19205	82	5	conference	conference	NOUN
ajst-19205	82	6	said	say	VERB
ajst-19205	82	7	financial	financial	ADJ
ajst-19205	82	8	institutions	institution	NOUN
ajst-19205	82	9	have	have	VERB
ajst-19205	82	10	to	to	PART
ajst-19205	82	11	be	be	AUX
ajst-19205	82	12	very	very	ADV
ajst-19205	82	13	careful	careful	ADJ
ajst-19205	82	14	about	about	ADP
ajst-19205	82	15	extracting	extract	VERB
ajst-19205	82	16	information	information	NOUN
ajst-19205	82	17	and	and	CCONJ
ajst-19205	82	18	presenting	present	VERB
ajst-19205	82	19	it	it	PRON
ajst-19205	82	20	to	to	ADP
ajst-19205	82	21	customers	customer	NOUN
ajst-19205	82	22	or	or	CCONJ
ajst-19205	82	23	regulators	regulator	NOUN
ajst-19205	82	24	,	,	PUNCT
ajst-19205	82	25	otherwise	otherwise	ADV
ajst-19205	82	26	there	there	PRON
ajst-19205	82	27	will	will	AUX
ajst-19205	82	28	be	be	AUX
ajst-19205	82	29	a	a	DET
ajst-19205	82	30	lot	lot	NOUN
ajst-19205	82	31	of	of	ADP
ajst-19205	82	32	violations	violation	NOUN
ajst-19205	82	33	.	.	PUNCT
ajst-19205	83	1	3	3	X
ajst-19205	83	2	.	.	X
ajst-19205	83	3	strengthen	strengthen	VERB
ajst-19205	83	4	network	network	NOUN
ajst-19205	83	5	and	and	CCONJ
ajst-19205	83	6	other	other	ADJ
ajst-19205	83	7	security	security	NOUN
ajst-19205	83	8	defense	defense	NOUN
ajst-19205	83	9	measures	measure	NOUN
ajst-19205	83	10	and	and	CCONJ
ajst-19205	83	11	risk	risk	NOUN
ajst-19205	83	12	prediction	prediction	NOUN
ajst-19205	83	13	.	.	PUNCT
ajst-19205	84	1	while	while	SCONJ
ajst-19205	84	2	dealing	deal	VERB
ajst-19205	84	3	with	with	ADP
ajst-19205	84	4	the	the	DET
ajst-19205	84	5	above	above	ADJ
ajst-19205	84	6	risks	risk	NOUN
ajst-19205	84	7	,	,	PUNCT
ajst-19205	84	8	financial	financial	ADJ
ajst-19205	84	9	institutions	institution	NOUN
ajst-19205	84	10	also	also	ADV
ajst-19205	84	11	need	need	VERB
ajst-19205	84	12	to	to	PART
ajst-19205	84	13	pay	pay	VERB
ajst-19205	84	14	attention	attention	NOUN
ajst-19205	84	15	to	to	ADP
ajst-19205	84	16	the	the	DET
ajst-19205	84	17	changing	change	VERB
ajst-19205	84	18	regulatory	regulatory	ADJ
ajst-19205	84	19	environment	environment	NOUN
ajst-19205	84	20	,	,	PUNCT
ajst-19205	84	21	drive	drive	VERB
ajst-19205	84	22	artificial	artificial	ADJ
ajst-19205	84	23	intelligence	intelligence	NOUN
ajst-19205	84	24	by	by	ADP
ajst-19205	84	25	combining	combine	VERB
ajst-19205	84	26	machine	machine	NOUN
ajst-19205	84	27	learning	learning	NOUN
ajst-19205	84	28	and	and	CCONJ
ajst-19205	84	29	deep	deep	ADJ
ajst-19205	84	30	reinforcement	reinforcement	NOUN
ajst-19205	84	31	learning	learning	NOUN
ajst-19205	84	32	,	,	PUNCT
ajst-19205	84	33	so	so	SCONJ
ajst-19205	84	34	as	as	SCONJ
ajst-19205	84	35	to	to	PART
ajst-19205	84	36	reduce	reduce	VERB
ajst-19205	84	37	financial	financial	ADJ
ajst-19205	84	38	security	security	NOUN
ajst-19205	84	39	risks	risk	NOUN
ajst-19205	84	40	and	and	CCONJ
ajst-19205	84	41	bring	bring	VERB
ajst-19205	84	42	more	more	ADV
ajst-19205	84	43	convenient	convenient	ADJ
ajst-19205	84	44	financial	financial	ADJ
ajst-19205	84	45	services	service	NOUN
ajst-19205	84	46	to	to	ADP
ajst-19205	84	47	customers	customer	NOUN
ajst-19205	84	48	through	through	ADP
ajst-19205	84	49	risk	risk	NOUN
ajst-19205	84	50	prediction[16	prediction[16	NOUN
ajst-19205	84	51	-	-	PUNCT
ajst-19205	84	52	19	19	NUM
ajst-19205	84	53	]	]	PUNCT
ajst-19205	84	54	.	.	PUNCT
ajst-19205	85	1	in	in	ADP
ajst-19205	85	2	conclusion	conclusion	NOUN
ajst-19205	85	3	,	,	PUNCT
ajst-19205	85	4	as	as	ADP
ajst-19205	85	5	an	an	DET
ajst-19205	85	6	emerging	emerge	VERB
ajst-19205	85	7	technology	technology	NOUN
ajst-19205	85	8	,	,	PUNCT
ajst-19205	85	9	artificial	artificial	ADJ
ajst-19205	85	10	intelligence	intelligence	NOUN
ajst-19205	85	11	technology	technology	NOUN
ajst-19205	85	12	also	also	ADV
ajst-19205	85	13	has	have	VERB
ajst-19205	85	14	some	some	DET
ajst-19205	85	15	risks	risk	NOUN
ajst-19205	85	16	in	in	ADP
ajst-19205	85	17	its	its	PRON
ajst-19205	85	18	application	application	NOUN
ajst-19205	85	19	,	,	PUNCT
ajst-19205	85	20	which	which	PRON
ajst-19205	85	21	need	need	VERB
ajst-19205	85	22	to	to	PART
ajst-19205	85	23	be	be	AUX
ajst-19205	85	24	focused	focus	VERB
ajst-19205	85	25	on	on	ADP
ajst-19205	85	26	:	:	PUNCT
ajst-19205	85	27	first	first	ADV
ajst-19205	85	28	,	,	PUNCT
ajst-19205	85	29	there	there	PRON
ajst-19205	85	30	are	be	VERB
ajst-19205	85	31	data	datum	NOUN
ajst-19205	85	32	and	and	CCONJ
ajst-19205	85	33	privacy	privacy	NOUN
ajst-19205	85	34	risks	risk	NOUN
ajst-19205	85	35	.	.	PUNCT
ajst-19205	86	1	artificial	artificial	ADJ
ajst-19205	86	2	intelligence	intelligence	NOUN
ajst-19205	86	3	needs	need	VERB
ajst-19205	86	4	a	a	DET
ajst-19205	86	5	large	large	ADJ
ajst-19205	86	6	amount	amount	NOUN
ajst-19205	86	7	of	of	ADP
ajst-19205	86	8	data	datum	NOUN
ajst-19205	86	9	for	for	ADP
ajst-19205	86	10	training	training	NOUN
ajst-19205	86	11	and	and	CCONJ
ajst-19205	86	12	optimization	optimization	NOUN
ajst-19205	86	13	,	,	PUNCT
ajst-19205	86	14	but	but	CCONJ
ajst-19205	86	15	these	these	DET
ajst-19205	86	16	data	datum	NOUN
ajst-19205	86	17	may	may	AUX
ajst-19205	86	18	have	have	VERB
ajst-19205	86	19	quality	quality	NOUN
ajst-19205	86	20	problems	problem	NOUN
ajst-19205	86	21	,	,	PUNCT
ajst-19205	86	22	privacy	privacy	NOUN
ajst-19205	86	23	protection	protection	NOUN
ajst-19205	86	24	issues	issue	NOUN
ajst-19205	86	25	,	,	PUNCT
ajst-19205	86	26	etc	etc	X
ajst-19205	86	27	.	.	X
ajst-19205	86	28	financial	financial	ADJ
ajst-19205	86	29	institutions	institution	NOUN
ajst-19205	86	30	need	need	VERB
ajst-19205	86	31	to	to	PART
ajst-19205	86	32	ensure	ensure	VERB
ajst-19205	86	33	that	that	SCONJ
ajst-19205	86	34	the	the	DET
ajst-19205	86	35	data	data	NOUN
ajst-19205	86	36	sources	source	NOUN
ajst-19205	86	37	used	use	VERB
ajst-19205	86	38	are	be	AUX
ajst-19205	86	39	legal	legal	ADJ
ajst-19205	86	40	,	,	PUNCT
ajst-19205	86	41	privacy	privacy	NOUN
ajst-19205	86	42	protection	protection	NOUN
ajst-19205	86	43	is	be	AUX
ajst-19205	86	44	in	in	ADP
ajst-19205	86	45	place	place	NOUN
ajst-19205	86	46	,	,	PUNCT
ajst-19205	86	47	and	and	CCONJ
ajst-19205	86	48	data	datum	NOUN
ajst-19205	86	49	cleaning	cleaning	NOUN
ajst-19205	86	50	,	,	PUNCT
ajst-19205	86	51	data	datum	NOUN
ajst-19205	86	52	desensitization	desensitization	NOUN
ajst-19205	86	53	and	and	CCONJ
ajst-19205	86	54	other	other	ADJ
ajst-19205	86	55	measures	measure	NOUN
ajst-19205	86	56	to	to	PART
ajst-19205	86	57	reduce	reduce	VERB
ajst-19205	86	58	data	datum	NOUN
ajst-19205	86	59	risks	risk	NOUN
ajst-19205	86	60	.	.	PUNCT
ajst-19205	87	1	in	in	ADP
ajst-19205	87	2	addition	addition	NOUN
ajst-19205	87	3	,	,	PUNCT
ajst-19205	87	4	financial	financial	ADJ
ajst-19205	87	5	institutions	institution	NOUN
ajst-19205	87	6	should	should	AUX
ajst-19205	87	7	also	also	ADV
ajst-19205	87	8	supervise	supervise	VERB
ajst-19205	87	9	and	and	CCONJ
ajst-19205	87	10	audit	audit	VERB
ajst-19205	87	11	data	datum	NOUN
ajst-19205	87	12	security	security	NOUN
ajst-19205	87	13	to	to	PART
ajst-19205	87	14	ensure	ensure	VERB
ajst-19205	87	15	the	the	DET
ajst-19205	87	16	security	security	NOUN
ajst-19205	87	17	and	and	CCONJ
ajst-19205	87	18	integrity	integrity	NOUN
ajst-19205	87	19	of	of	ADP
ajst-19205	87	20	data	data	PROPN
ajst-19205	87	21	.	.	PUNCT
ajst-19205	88	1	second	second	ADJ
ajst-19205	88	2	,	,	PUNCT
ajst-19205	88	3	there	there	PRON
ajst-19205	88	4	are	be	VERB
ajst-19205	88	5	technical	technical	ADJ
ajst-19205	88	6	risks	risk	NOUN
ajst-19205	88	7	.	.	PUNCT
ajst-19205	89	1	artificial	artificial	ADJ
ajst-19205	89	2	intelligence	intelligence	NOUN
ajst-19205	89	3	technology	technology	NOUN
ajst-19205	89	4	itself	itself	PRON
ajst-19205	89	5	may	may	AUX
ajst-19205	89	6	also	also	ADV
ajst-19205	89	7	have	have	VERB
ajst-19205	89	8	some	some	DET
ajst-19205	89	9	technical	technical	ADJ
ajst-19205	89	10	risks	risk	NOUN
ajst-19205	89	11	,	,	PUNCT
ajst-19205	89	12	such	such	ADJ
ajst-19205	89	13	as	as	ADP
ajst-19205	89	14	the	the	DET
ajst-19205	89	15	accuracy	accuracy	NOUN
ajst-19205	89	16	and	and	CCONJ
ajst-19205	89	17	stability	stability	NOUN
ajst-19205	89	18	of	of	ADP
ajst-19205	89	19	algorithms	algorithm	NOUN
ajst-19205	89	20	,	,	PUNCT
ajst-19205	89	21	network	network	NOUN
ajst-19205	89	22	and	and	CCONJ
ajst-19205	89	23	data	datum	NOUN
ajst-19205	89	24	security	security	NOUN
ajst-19205	89	25	issues	issue	NOUN
ajst-19205	89	26	,	,	PUNCT
ajst-19205	89	27	especially	especially	ADV
ajst-19205	89	28	the	the	DET
ajst-19205	89	29	application	application	NOUN
ajst-19205	89	30	of	of	ADP
ajst-19205	89	31	generative	generative	ADJ
ajst-19205	89	32	ai	ai	PROPN
ajst-19205	89	33	technology	technology	NOUN
ajst-19205	89	34	,	,	PUNCT
ajst-19205	89	35	the	the	DET
ajst-19205	89	36	content	content	NOUN
ajst-19205	89	37	generated	generate	VERB
ajst-19205	89	38	may	may	AUX
ajst-19205	89	39	appear	appear	VERB
ajst-19205	89	40	"	"	PUNCT
ajst-19205	89	41	fabricated	fabricate	VERB
ajst-19205	89	42	"	"	PUNCT
ajst-19205	89	43	content	content	NOUN
ajst-19205	89	44	,	,	PUNCT
ajst-19205	89	45	thus	thus	ADV
ajst-19205	89	46	misleading	mislead	VERB
ajst-19205	89	47	users	user	NOUN
ajst-19205	89	48	.	.	PUNCT
ajst-19205	90	1	[	[	X
ajst-19205	90	2	20]it	20]it	NUM
ajst-19205	90	3	is	be	AUX
ajst-19205	90	4	necessary	necessary	ADJ
ajst-19205	90	5	for	for	SCONJ
ajst-19205	90	6	financial	financial	ADJ
ajst-19205	90	7	institutions	institution	NOUN
ajst-19205	90	8	to	to	PART
ajst-19205	90	9	establish	establish	VERB
ajst-19205	90	10	a	a	DET
ajst-19205	90	11	sound	sound	ADJ
ajst-19205	90	12	technical	technical	ADJ
ajst-19205	90	13	risk	risk	NOUN
ajst-19205	90	14	management	management	NOUN
ajst-19205	90	15	system	system	NOUN
ajst-19205	90	16	and	and	CCONJ
ajst-19205	90	17	technical	technical	ADJ
ajst-19205	90	18	safeguard	safeguard	NOUN
ajst-19205	90	19	measures	measure	NOUN
ajst-19205	90	20	for	for	ADP
ajst-19205	90	21	prevention	prevention	NOUN
ajst-19205	90	22	and	and	CCONJ
ajst-19205	90	23	management	management	NOUN
ajst-19205	90	24	to	to	PART
ajst-19205	90	25	ensure	ensure	VERB
ajst-19205	90	26	the	the	DET
ajst-19205	90	27	stability	stability	NOUN
ajst-19205	90	28	and	and	CCONJ
ajst-19205	90	29	security	security	NOUN
ajst-19205	90	30	in	in	ADP
ajst-19205	90	31	the	the	DET
ajst-19205	90	32	application	application	NOUN
ajst-19205	90	33	of	of	ADP
ajst-19205	90	34	artificial	artificial	ADJ
ajst-19205	90	35	intelligence	intelligence	NOUN
ajst-19205	90	36	technology	technology	NOUN
ajst-19205	90	37	.	.	PUNCT
ajst-19205	91	1	third	third	ADV
ajst-19205	91	2	,	,	PUNCT
ajst-19205	91	3	there	there	PRON
ajst-19205	91	4	are	be	VERB
ajst-19205	91	5	legal	legal	ADJ
ajst-19205	91	6	risks	risk	NOUN
ajst-19205	91	7	.	.	PUNCT
ajst-19205	92	1	the	the	DET
ajst-19205	92	2	application	application	NOUN
ajst-19205	92	3	of	of	ADP
ajst-19205	92	4	artificial	artificial	ADJ
ajst-19205	92	5	intelligence	intelligence	NOUN
ajst-19205	92	6	in	in	ADP
ajst-19205	92	7	the	the	DET
ajst-19205	92	8	financial	financial	ADJ
ajst-19205	92	9	industry	industry	NOUN
ajst-19205	92	10	may	may	AUX
ajst-19205	92	11	involve	involve	VERB
ajst-19205	92	12	some	some	DET
ajst-19205	92	13	legal	legal	ADJ
ajst-19205	92	14	issues	issue	NOUN
ajst-19205	92	15	,	,	PUNCT
ajst-19205	92	16	such	such	ADJ
ajst-19205	92	17	as	as	ADP
ajst-19205	92	18	the	the	DET
ajst-19205	92	19	identification	identification	NOUN
ajst-19205	92	20	of	of	ADP
ajst-19205	92	21	responsibility	responsibility	NOUN
ajst-19205	92	22	for	for	ADP
ajst-19205	92	23	market	market	NOUN
ajst-19205	92	24	risks	risk	NOUN
ajst-19205	92	25	caused	cause	VERB
ajst-19205	92	26	by	by	ADP
ajst-19205	92	27	wrong	wrong	ADJ
ajst-19205	92	28	decisions	decision	NOUN
ajst-19205	92	29	caused	cause	VERB
ajst-19205	92	30	by	by	ADP
ajst-19205	92	31	artificial	artificial	ADJ
ajst-19205	92	32	intelligence	intelligence	NOUN
ajst-19205	92	33	technology	technology	NOUN
ajst-19205	92	34	,	,	PUNCT
ajst-19205	92	35	and	and	CCONJ
ajst-19205	92	36	corresponding	correspond	VERB
ajst-19205	92	37	management	management	NOUN
ajst-19205	92	38	systems	system	NOUN
ajst-19205	92	39	and	and	CCONJ
ajst-19205	92	40	processes	process	NOUN
ajst-19205	92	41	need	need	VERB
ajst-19205	92	42	to	to	PART
ajst-19205	92	43	be	be	AUX
ajst-19205	92	44	established	establish	VERB
ajst-19205	92	45	.	.	PUNCT
ajst-19205	93	1	fourth	fourth	ADJ
ajst-19205	93	2	,	,	PUNCT
ajst-19205	93	3	there	there	PRON
ajst-19205	93	4	are	be	VERB
ajst-19205	93	5	challenges	challenge	NOUN
ajst-19205	93	6	in	in	ADP
ajst-19205	93	7	fintech	fintech	NOUN
ajst-19205	93	8	regulation	regulation	NOUN
ajst-19205	93	9	.	.	PUNCT
ajst-19205	94	1	artificial	artificial	ADJ
ajst-19205	94	2	intelligence	intelligence	NOUN
ajst-19205	94	3	technology	technology	NOUN
ajst-19205	94	4	,	,	PUNCT
ajst-19205	94	5	especially	especially	ADV
ajst-19205	94	6	large	large	ADJ
ajst-19205	94	7	model	model	NOUN
ajst-19205	94	8	technology	technology	NOUN
ajst-19205	94	9	,	,	PUNCT
ajst-19205	94	10	has	have	VERB
ajst-19205	94	11	the	the	DET
ajst-19205	94	12	problem	problem	NOUN
ajst-19205	94	13	of	of	ADP
ajst-19205	94	14	insufficient	insufficient	ADJ
ajst-19205	94	15	transparency	transparency	NOUN
ajst-19205	94	16	,	,	PUNCT
ajst-19205	94	17	so	so	CCONJ
ajst-19205	94	18	in	in	ADP
ajst-19205	94	19	the	the	DET
ajst-19205	94	20	application	application	NOUN
ajst-19205	94	21	of	of	ADP
ajst-19205	94	22	artificial	artificial	ADJ
ajst-19205	94	23	intelligence	intelligence	NOUN
ajst-19205	94	24	technology	technology	NOUN
ajst-19205	94	25	,	,	PUNCT
ajst-19205	94	26	how	how	SCONJ
ajst-19205	94	27	to	to	PART
ajst-19205	94	28	accurately	accurately	ADV
ajst-19205	94	29	assess	assess	VERB
ajst-19205	94	30	its	its	PRON
ajst-19205	94	31	potential	potential	ADJ
ajst-19205	94	32	risks	risk	NOUN
ajst-19205	94	33	and	and	CCONJ
ajst-19205	94	34	how	how	SCONJ
ajst-19205	94	35	to	to	PART
ajst-19205	94	36	supervise	supervise	VERB
ajst-19205	94	37	it	it	PRON
ajst-19205	94	38	will	will	AUX
ajst-19205	94	39	be	be	AUX
ajst-19205	94	40	a	a	DET
ajst-19205	94	41	challenge	challenge	NOUN
ajst-19205	94	42	.	.	PUNCT
ajst-19205	95	1	for	for	ADP
ajst-19205	95	2	example	example	NOUN
ajst-19205	95	3	,	,	PUNCT
ajst-19205	95	4	chatgpt	chatgpt	NOUN
ajst-19205	95	5	's	's	PART
ajst-19205	95	6	performance	performance	NOUN
ajst-19205	95	7	has	have	AUX
ajst-19205	95	8	led	lead	VERB
ajst-19205	95	9	more	more	ADJ
ajst-19205	95	10	and	and	CCONJ
ajst-19205	95	11	more	more	ADJ
ajst-19205	95	12	people	people	NOUN
ajst-19205	95	13	to	to	PART
ajst-19205	95	14	believe	believe	VERB
ajst-19205	95	15	that	that	SCONJ
ajst-19205	95	16	artificial	artificial	ADJ
ajst-19205	95	17	intelligence	intelligence	NOUN
ajst-19205	95	18	technology	technology	NOUN
ajst-19205	95	19	will	will	AUX
ajst-19205	95	20	bring	bring	VERB
ajst-19205	95	21	great	great	ADJ
ajst-19205	95	22	changes	change	NOUN
ajst-19205	95	23	to	to	ADP
ajst-19205	95	24	human	human	ADJ
ajst-19205	95	25	production	production	NOUN
ajst-19205	95	26	and	and	CCONJ
ajst-19205	95	27	life	life	NOUN
ajst-19205	95	28	in	in	ADP
ajst-19205	95	29	the	the	DET
ajst-19205	95	30	near	near	ADJ
ajst-19205	95	31	future	future	NOUN
ajst-19205	95	32	.	.	PUNCT
ajst-19205	96	1	for	for	ADP
ajst-19205	96	2	the	the	DET
ajst-19205	96	3	financial	financial	ADJ
ajst-19205	96	4	industry	industry	NOUN
ajst-19205	96	5	,	,	PUNCT
ajst-19205	96	6	how	how	SCONJ
ajst-19205	96	7	to	to	PART
ajst-19205	96	8	use	use	VERB
ajst-19205	96	9	artificial	artificial	ADJ
ajst-19205	96	10	intelligence	intelligence	NOUN
ajst-19205	96	11	technology	technology	NOUN
ajst-19205	96	12	to	to	PART
ajst-19205	96	13	transform	transform	VERB
ajst-19205	96	14	the	the	DET
ajst-19205	96	15	data	data	NOUN
ajst-19205	96	16	elements	element	NOUN
ajst-19205	96	17	into	into	ADP
ajst-19205	96	18	productivity	productivity	NOUN
ajst-19205	96	19	is	be	AUX
ajst-19205	96	20	a	a	DET
ajst-19205	96	21	very	very	ADV
ajst-19205	96	22	valuable	valuable	ADJ
ajst-19205	96	23	topic	topic	NOUN
ajst-19205	96	24	.	.	PUNCT
ajst-19205	97	1	2.3	2.3	NUM
ajst-19205	97	2	.	.	PUNCT
ajst-19205	97	3	application	application	NOUN
ajst-19205	97	4	of	of	ADP
ajst-19205	97	5	machine	machine	NOUN
ajst-19205	97	6	learning	learning	NOUN
ajst-19205	97	7	in	in	ADP
ajst-19205	97	8	the	the	DET
ajst-19205	97	9	field	field	NOUN
ajst-19205	97	10	of	of	ADP
ajst-19205	97	11	financial	financial	ADJ
ajst-19205	97	12	risk	risk	NOUN
ajst-19205	97	13	prediction	prediction	NOUN
ajst-19205	97	14	in	in	ADP
ajst-19205	97	15	both	both	CCONJ
ajst-19205	97	16	early	early	ADJ
ajst-19205	97	17	financial	financial	ADJ
ajst-19205	97	18	distress	distress	NOUN
ajst-19205	97	19	warning	warn	VERB
ajst-19205	97	20	research	research	NOUN
ajst-19205	97	21	and	and	CCONJ
ajst-19205	97	22	credit	credit	NOUN
ajst-19205	97	23	risk	risk	NOUN
ajst-19205	97	24	assessment	assessment	NOUN
ajst-19205	97	25	research	research	NOUN
ajst-19205	97	26	,	,	PUNCT
ajst-19205	97	27	scholars	scholar	NOUN
ajst-19205	97	28	often	often	ADV
ajst-19205	97	29	approach	approach	VERB
ajst-19205	97	30	the	the	DET
ajst-19205	97	31	financial	financial	ADJ
ajst-19205	97	32	distress	distress	NOUN
ajst-19205	97	33	or	or	CCONJ
ajst-19205	97	34	credit	credit	NOUN
ajst-19205	97	35	default	default	NOUN
ajst-19205	97	36	risk	risk	NOUN
ajst-19205	97	37	of	of	ADP
ajst-19205	97	38	enterprises	enterprise	NOUN
ajst-19205	97	39	as	as	ADP
ajst-19205	97	40	a	a	DET
ajst-19205	97	41	balancing	balancing	NOUN
ajst-19205	97	42	problem	problem	NOUN
ajst-19205	97	43	,	,	PUNCT
ajst-19205	97	44	where	where	SCONJ
ajst-19205	97	45	the	the	DET
ajst-19205	97	46	number	number	NOUN
ajst-19205	97	47	of	of	ADP
ajst-19205	97	48	companies	company	NOUN
ajst-19205	97	49	with	with	ADP
ajst-19205	97	50	financial	financial	ADJ
ajst-19205	97	51	risks	risk	NOUN
ajst-19205	97	52	is	be	AUX
ajst-19205	97	53	equal	equal	ADJ
ajst-19205	97	54	to	to	ADP
ajst-19205	97	55	the	the	DET
ajst-19205	97	56	number	number	NOUN
ajst-19205	97	57	of	of	ADP
ajst-19205	97	58	companies	company	NOUN
ajst-19205	97	59	with	with	ADP
ajst-19205	97	60	normal	normal	ADJ
ajst-19205	97	61	financial	financial	ADJ
ajst-19205	97	62	conditions	condition	NOUN
ajst-19205	97	63	.	.	PUNCT
ajst-19205	98	1	however	however	ADV
ajst-19205	98	2	,	,	PUNCT
ajst-19205	98	3	in	in	ADP
ajst-19205	98	4	reality	reality	NOUN
ajst-19205	98	5	,	,	PUNCT
ajst-19205	98	6	the	the	DET
ajst-19205	98	7	number	number	NOUN
ajst-19205	98	8	of	of	ADP
ajst-19205	98	9	companies	company	NOUN
ajst-19205	98	10	with	with	ADP
ajst-19205	98	11	normal	normal	ADJ
ajst-19205	98	12	financial	financial	ADJ
ajst-19205	98	13	conditions	condition	NOUN
ajst-19205	98	14	is	be	AUX
ajst-19205	98	15	much	much	ADV
ajst-19205	98	16	greater	great	ADJ
ajst-19205	98	17	than	than	ADP
ajst-19205	98	18	those	those	PRON
ajst-19205	98	19	facing	face	VERB
ajst-19205	98	20	financial	financial	ADJ
ajst-19205	98	21	risks	risk	NOUN
ajst-19205	98	22	.	.	PUNCT
ajst-19205	99	1	if	if	SCONJ
ajst-19205	99	2	financial	financial	ADJ
ajst-19205	99	3	risk	risk	NOUN
ajst-19205	99	4	prediction	prediction	NOUN
ajst-19205	99	5	is	be	AUX
ajst-19205	99	6	based	base	VERB
ajst-19205	99	7	on	on	ADP
ajst-19205	99	8	a	a	DET
ajst-19205	99	9	balanced	balanced	ADJ
ajst-19205	99	10	data	datum	NOUN
ajst-19205	99	11	set	set	NOUN
ajst-19205	99	12	,	,	PUNCT
ajst-19205	99	13	the	the	DET
ajst-19205	99	14	model	model	NOUN
ajst-19205	99	15	will	will	AUX
ajst-19205	99	16	not	not	PART
ajst-19205	99	17	accurately	accurately	ADV
ajst-19205	99	18	reflect	reflect	VERB
ajst-19205	99	19	reality	reality	NOUN
ajst-19205	99	20	,	,	PUNCT
ajst-19205	99	21	and	and	CCONJ
ajst-19205	99	22	the	the	DET
ajst-19205	99	23	research	research	NOUN
ajst-19205	99	24	results	result	NOUN
ajst-19205	99	25	will	will	AUX
ajst-19205	99	26	lack	lack	VERB
ajst-19205	99	27	credibility	credibility	NOUN
ajst-19205	99	28	.	.	PUNCT
ajst-19205	100	1	therefore	therefore	ADV
ajst-19205	100	2	,	,	PUNCT
ajst-19205	100	3	based	base	VERB
ajst-19205	100	4	on	on	ADP
ajst-19205	100	5	the	the	DET
ajst-19205	100	6	shortcomings	shortcoming	NOUN
ajst-19205	100	7	of	of	ADP
ajst-19205	100	8	traditional	traditional	ADJ
ajst-19205	100	9	risk	risk	NOUN
ajst-19205	100	10	[	[	X
ajst-19205	100	11	21]prediction	21]prediction	NUM
ajst-19205	100	12	technology	technology	NOUN
ajst-19205	100	13	,	,	PUNCT
ajst-19205	100	14	the	the	DET
ajst-19205	100	15	prediction	prediction	NOUN
ajst-19205	100	16	and	and	CCONJ
ajst-19205	100	17	management	management	NOUN
ajst-19205	100	18	of	of	ADP
ajst-19205	100	19	financial	financial	ADJ
ajst-19205	100	20	security	security	NOUN
ajst-19205	100	21	risks	risk	NOUN
ajst-19205	100	22	can	can	AUX
ajst-19205	100	23	be	be	AUX
ajst-19205	100	24	realized	realize	VERB
ajst-19205	100	25	in	in	ADP
ajst-19205	100	26	combination	combination	NOUN
ajst-19205	100	27	with	with	ADP
ajst-19205	100	28	a	a	DET
ajst-19205	100	29	new	new	ADJ
ajst-19205	100	30	intelligence	intelligence	NOUN
ajst-19205	100	31	-	-	PUNCT
ajst-19205	100	32	driven	drive	VERB
ajst-19205	100	33	technology	technology	NOUN
ajst-19205	100	34	,	,	PUNCT
ajst-19205	100	35	machine	machine	NOUN
ajst-19205	100	36	learning	learning	NOUN
ajst-19205	100	37	.	.	PUNCT
ajst-19205	101	1	because	because	SCONJ
ajst-19205	101	2	of	of	ADP
ajst-19205	101	3	the	the	DET
ajst-19205	101	4	high	high	ADV
ajst-19205	101	5	-	-	PUNCT
ajst-19205	101	6	dimensional	dimensional	ADJ
ajst-19205	101	7	characteristics	characteristic	NOUN
ajst-19205	101	8	of	of	ADP
ajst-19205	101	9	machine	machine	NOUN
ajst-19205	101	10	learning	learning	NOUN
ajst-19205	101	11	methods	method	NOUN
ajst-19205	101	12	,	,	PUNCT
ajst-19205	101	13	the	the	DET
ajst-19205	101	14	flexibility	flexibility	NOUN
ajst-19205	101	15	of	of	ADP
ajst-19205	101	16	its	its	PRON
ajst-19205	101	17	application	application	NOUN
ajst-19205	101	18	can	can	AUX
ajst-19205	101	19	be	be	AUX
ajst-19205	101	20	enhanced	enhance	VERB
ajst-19205	101	21	,	,	PUNCT
ajst-19205	101	22	and	and	CCONJ
ajst-19205	101	23	this	this	DET
ajst-19205	101	24	flexibility	flexibility	NOUN
ajst-19205	101	25	can	can	AUX
ajst-19205	101	26	better	well	ADV
ajst-19205	101	27	approach	approach	VERB
ajst-19205	101	28	the	the	DET
ajst-19205	101	29	unknown	unknown	ADJ
ajst-19205	101	30	and	and	CCONJ
ajst-19205	101	31	possibly	possibly	ADV
ajst-19205	101	32	more	more	ADV
ajst-19205	101	33	complex	complex	ADJ
ajst-19205	101	34	data	data	NOUN
ajst-19205	101	35	generation	generation	NOUN
ajst-19205	101	36	process	process	NOUN
ajst-19205	101	37	,	,	PUNCT
ajst-19205	101	38	such	such	ADJ
ajst-19205	101	39	as	as	ADP
ajst-19205	101	40	the	the	DET
ajst-19205	101	41	risk	risk	NOUN
ajst-19205	101	42	premium	premium	NOUN
ajst-19205	101	43	we	we	PRON
ajst-19205	101	44	mentioned	mention	VERB
ajst-19205	101	45	now	now	ADV
ajst-19205	101	46	.	.	PUNCT
ajst-19205	102	1	and	and	CCONJ
ajst-19205	102	2	machine	machine	NOUN
ajst-19205	102	3	learning	learn	VERB
ajst-19205	102	4	risk	risk	NOUN
ajst-19205	102	5	prediction	prediction	NOUN
ajst-19205	102	6	focuses	focus	VERB
ajst-19205	102	7	on	on	ADP
ajst-19205	102	8	variable	variable	ADJ
ajst-19205	102	9	selection	selection	NOUN
ajst-19205	102	10	and	and	CCONJ
ajst-19205	102	11	data	datum	NOUN
ajst-19205	102	12	dimensionality	dimensionality	NOUN
ajst-19205	102	13	reduction	reduction	NOUN
ajst-19205	102	14	by	by	ADP
ajst-19205	102	15	reducing	reduce	VERB
ajst-19205	102	16	redundant	redundant	ADJ
ajst-19205	102	17	variations	variation	NOUN
ajst-19205	102	18	between	between	ADP
ajst-19205	102	19	degrees	degree	NOUN
ajst-19205	102	20	of	of	ADP
ajst-19205	102	21	freedom	freedom	NOUN
ajst-19205	102	22	and	and	CCONJ
ajst-19205	102	23	compressing	compress	VERB
ajst-19205	102	24	predictors	predictor	NOUN
ajst-19205	102	25	.	.	PUNCT
ajst-19205	103	1	for	for	ADP
ajst-19205	103	2	the	the	DET
ajst-19205	103	3	problem	problem	NOUN
ajst-19205	103	4	of	of	ADP
ajst-19205	103	5	a	a	DET
ajst-19205	103	6	large	large	ADJ
ajst-19205	103	7	set	set	NOUN
ajst-19205	103	8	of	of	ADP
ajst-19205	103	9	candidate	candidate	NOUN
ajst-19205	103	10	conditional	conditional	ADJ
ajst-19205	103	11	variables	variable	NOUN
ajst-19205	103	12	in	in	ADP
ajst-19205	103	13	risk	risk	NOUN
ajst-19205	103	14	premium	premium	NOUN
ajst-19205	103	15	prediction	prediction	NOUN
ajst-19205	103	16	,	,	PUNCT
ajst-19205	103	17	traditional	traditional	ADJ
ajst-19205	103	18	prediction	prediction	NOUN
ajst-19205	103	19	methods	method	NOUN
ajst-19205	103	20	will	will	AUX
ajst-19205	103	21	quickly	quickly	ADV
ajst-19205	103	22	fail	fail	VERB
ajst-19205	103	23	when	when	SCONJ
ajst-19205	103	24	the	the	DET
ajst-19205	103	25	prediction	prediction	NOUN
ajst-19205	103	26	is	be	AUX
ajst-19205	103	27	close	close	ADJ
ajst-19205	103	28	to	to	ADP
ajst-19205	103	29	the	the	DET
ajst-19205	103	30	observed	observe	VERB
ajst-19205	103	31	value	value	NOUN
ajst-19205	103	32	or	or	CCONJ
ajst-19205	103	33	the	the	DET
ajst-19205	103	34	prediction	prediction	NOUN
ajst-19205	103	35	is	be	AUX
ajst-19205	103	36	highly	highly	ADV
ajst-19205	103	37	correlated	correlate	VERB
ajst-19205	103	38	.	.	PUNCT
ajst-19205	104	1	therefore	therefore	ADV
ajst-19205	104	2	,	,	PUNCT
ajst-19205	104	3	machine	machine	NOUN
ajst-19205	104	4	learning	learning	NOUN
ajst-19205	104	5	is	be	AUX
ajst-19205	104	6	relatively	relatively	ADV
ajst-19205	104	7	more	more	ADV
ajst-19205	104	8	suitable	suitable	ADJ
ajst-19205	104	9	for	for	ADP
ajst-19205	104	10	solving	solve	VERB
ajst-19205	104	11	such	such	ADJ
ajst-19205	104	12	challenging	challenging	ADJ
ajst-19205	104	13	prediction	prediction	NOUN
ajst-19205	104	14	problems	problem	NOUN
ajst-19205	104	15	.	.	PUNCT
ajst-19205	105	1	secondly	secondly	ADV
ajst-19205	105	2	,	,	PUNCT
ajst-19205	105	3	machine	machine	NOUN
ajst-19205	105	4	learning	learning	NOUN
ajst-19205	105	5	is	be	AUX
ajst-19205	105	6	suitable	suitable	ADJ
ajst-19205	105	7	for	for	ADP
ajst-19205	105	8	solving	solve	VERB
ajst-19205	105	9	problems	problem	NOUN
ajst-19205	105	10	with	with	ADP
ajst-19205	105	11	fuzzy	fuzzy	ADJ
ajst-19205	105	12	functional	functional	ADJ
ajst-19205	105	13	form	form	NOUN
ajst-19205	105	14	,	,	PUNCT
ajst-19205	105	15	especially	especially	ADV
ajst-19205	105	16	when	when	SCONJ
ajst-19205	105	17	neural	neural	ADJ
ajst-19205	105	18	networks	network	NOUN
ajst-19205	105	19	are	be	AUX
ajst-19205	105	20	explicitly	explicitly	ADV
ajst-19205	105	21	designed	design	VERB
ajst-19205	105	22	to	to	PART
ajst-19205	105	23	approximate	approximate	VERB
ajst-19205	105	24	complex	complex	ADJ
ajst-19205	105	25	nonlinear	nonlinear	ADJ
ajst-19205	105	26	correlations	correlation	NOUN
ajst-19205	105	27	.	.	PUNCT
ajst-19205	106	1	for	for	ADP
ajst-19205	106	2	the	the	DET
ajst-19205	106	3	ambiguity	ambiguity	NOUN
ajst-19205	106	4	problem	problem	NOUN
ajst-19205	106	5	in	in	ADP
ajst-19205	106	6	the	the	DET
ajst-19205	106	7	form	form	NOUN
ajst-19205	106	8	of	of	ADP
ajst-19205	106	9	risk	risk	NOUN
ajst-19205	106	10	premium	premium	NOUN
ajst-19205	106	11	function	function	NOUN
ajst-19205	106	12	brought	bring	VERB
ajst-19205	106	13	by	by	ADP
ajst-19205	106	14	complex	complex	ADJ
ajst-19205	106	15	high	high	ADJ
ajst-19205	106	16	-	-	PUNCT
ajst-19205	106	17	dimensional	dimensional	ADJ
ajst-19205	106	18	prediction	prediction	NOUN
ajst-19205	106	19	sets	set	NOUN
ajst-19205	106	20	,	,	PUNCT
ajst-19205	106	21	machine	machine	NOUN
ajst-19205	106	22	learning	learning	NOUN
ajst-19205	106	23	method	method	NOUN
ajst-19205	106	24	can	can	AUX
ajst-19205	106	25	provide	provide	VERB
ajst-19205	106	26	a	a	DET
ajst-19205	106	27	better	well	ADJ
ajst-19205	106	28	solution	solution	NOUN
ajst-19205	106	29	.	.	PUNCT
ajst-19205	107	1	in	in	ADP
ajst-19205	107	2	this	this	DET
ajst-19205	107	3	way	way	NOUN
ajst-19205	107	4	,	,	PUNCT
ajst-19205	107	5	it	it	PRON
ajst-19205	107	6	seems	seem	VERB
ajst-19205	107	7	that	that	SCONJ
ajst-19205	107	8	the	the	DET
ajst-19205	107	9	prediction	prediction	NOUN
ajst-19205	107	10	of	of	ADP
ajst-19205	107	11	financial	financial	ADJ
ajst-19205	107	12	risk	risk	NOUN
ajst-19205	107	13	can	can	AUX
ajst-19205	107	14	be	be	AUX
ajst-19205	107	15	realized	realize	VERB
ajst-19205	107	16	through	through	ADP
ajst-19205	107	17	the	the	DET
ajst-19205	107	18	model	model	NOUN
ajst-19205	107	19	prediction	prediction	NOUN
ajst-19205	107	20	of	of	ADP
ajst-19205	107	21	machine	machine	NOUN
ajst-19205	107	22	learning	learning	NOUN
ajst-19205	107	23	.	.	PUNCT
ajst-19205	108	1	in	in	ADP
ajst-19205	108	2	machine	machine	NOUN
ajst-19205	108	3	learning	learning	NOUN
ajst-19205	108	4	,	,	PUNCT
ajst-19205	108	5	a	a	DET
ajst-19205	108	6	random	random	ADJ
ajst-19205	108	7	forest	forest	NOUN
ajst-19205	108	8	is	be	AUX
ajst-19205	108	9	a	a	DET
ajst-19205	108	10	classifier	classifier	NOUN
ajst-19205	108	11	that	that	PRON
ajst-19205	108	12	consists	consist	VERB
ajst-19205	108	13	of	of	ADP
ajst-19205	108	14	multiple	multiple	ADJ
ajst-19205	108	15	decision	decision	NOUN
ajst-19205	108	16	trees	tree	NOUN
ajst-19205	108	17	.	.	PUNCT
ajst-19205	109	1	the	the	DET
ajst-19205	109	2	category	category	NOUN
ajst-19205	109	3	of	of	ADP
ajst-19205	109	4	its	its	PRON
ajst-19205	109	5	output	output	NOUN
ajst-19205	109	6	is	be	AUX
ajst-19205	109	7	determined	determine	VERB
ajst-19205	109	8	by	by	ADP
ajst-19205	109	9	the	the	DET
ajst-19205	109	10	mode	mode	NOUN
ajst-19205	109	11	of	of	ADP
ajst-19205	109	12	the	the	DET
ajst-19205	109	13	categories	category	NOUN
ajst-19205	109	14	output	output	NOUN
ajst-19205	109	15	by	by	ADP
ajst-19205	109	16	the	the	DET
ajst-19205	109	17	individual	individual	ADJ
ajst-19205	109	18	trees	tree	NOUN
ajst-19205	109	19	.	.	PUNCT
ajst-19205	110	1	the	the	DET
ajst-19205	110	2	algorithm	algorithm	NOUN
ajst-19205	110	3	for	for	ADP
ajst-19205	110	4	inferring	infer	VERB
ajst-19205	110	5	random	random	ADJ
ajst-19205	110	6	forests	forest	NOUN
ajst-19205	110	7	was	be	AUX
ajst-19205	110	8	developed	develop	VERB
ajst-19205	110	9	by	by	ADP
ajst-19205	110	10	leo	leo	PROPN
ajst-19205	110	11	breiman	breiman	PROPN
ajst-19205	110	12	and	and	CCONJ
ajst-19205	110	13	adele	adele	PROPN
ajst-19205	110	14	cutler	cutler	PROPN
ajst-19205	110	15	.	.	PUNCT
ajst-19205	111	1	the	the	DET
ajst-19205	111	2	term	term	NOUN
ajst-19205	111	3	'	'	PUNCT
ajst-19205	111	4	random	random	ADJ
ajst-19205	111	5	forests	forest	NOUN
ajst-19205	111	6	'	'	PART
ajst-19205	111	7	is	be	AUX
ajst-19205	111	8	their	their	PRON
ajst-19205	111	9	trademark	trademark	NOUN
ajst-19205	111	10	.	.	PUNCT
ajst-19205	112	1	tin	tin	NOUN
ajst-19205	112	2	kam	kam	PROPN
ajst-19205	112	3	ho	ho	PROPN
ajst-19205	112	4	of	of	ADP
ajst-19205	112	5	bell	bell	PROPN
ajst-19205	112	6	labs	labs	PROPN
ajst-19205	112	7	coined	coin	VERB
ajst-19205	112	8	the	the	DET
ajst-19205	112	9	term	term	NOUN
ajst-19205	112	10	in	in	ADP
ajst-19205	112	11	1995	1995	NUM
ajst-19205	112	12	for	for	ADP
ajst-19205	112	13	random	random	ADJ
ajst-19205	112	14	decision	decision	NOUN
ajst-19205	112	15	forests	forest	NOUN
ajst-19205	112	16	.	.	PUNCT
ajst-19205	113	1	this	this	DET
ajst-19205	113	2	paper	paper	NOUN
ajst-19205	113	3	presents	present	VERB
ajst-19205	113	4	a	a	DET
ajst-19205	113	5	simplified	simplified	ADJ
ajst-19205	113	6	experiment	experiment	NOUN
ajst-19205	113	7	of	of	ADP
ajst-19205	113	8	risk	risk	NOUN
ajst-19205	113	9	prediction	prediction	NOUN
ajst-19205	113	10	using	use	VERB
ajst-19205	113	11	the	the	DET
ajst-19205	113	12	random	random	ADJ
ajst-19205	113	13	forest	forest	NOUN
ajst-19205	113	14	algorithm	algorithm	NOUN
ajst-19205	113	15	,	,	PUNCT
ajst-19205	113	16	which	which	PRON
ajst-19205	113	17	combines	combine	VERB
ajst-19205	113	18	breiman	breiman	NOUN
ajst-19205	113	19	's	's	PART
ajst-19205	113	20	'	'	PUNCT
ajst-19205	113	21	bootstrap	bootstrap	NOUN
ajst-19205	113	22	aggregating	aggregating	NOUN
ajst-19205	113	23	'	'	PART
ajst-19205	113	24	idea	idea	NOUN
ajst-19205	113	25	with	with	ADP
ajst-19205	113	26	ho	ho	PROPN
ajst-19205	113	27	's	's	PART
ajst-19205	113	28	'	'	PUNCT
ajst-19205	113	29	random	random	ADJ
ajst-19205	113	30	subspace	subspace	NOUN
ajst-19205	113	31	method	method	NOUN
ajst-19205	113	32	'	'	PUNCT
ajst-19205	113	33	to	to	PART
ajst-19205	113	34	build	build	VERB
ajst-19205	113	35	a	a	DET
ajst-19205	113	36	set	set	NOUN
ajst-19205	113	37	of	of	ADP
ajst-19205	113	38	decision	decision	NOUN
ajst-19205	113	39	trees	tree	NOUN
ajst-19205	113	40	.	.	PUNCT
ajst-19205	114	1	the	the	DET
ajst-19205	114	2	experimental	experimental	ADJ
ajst-19205	114	3	results	result	NOUN
ajst-19205	114	4	prove	prove	VERB
ajst-19205	114	5	the	the	DET
ajst-19205	114	6	core	core	ADJ
ajst-19205	114	7	argument	argument	NOUN
ajst-19205	114	8	that	that	SCONJ
ajst-19205	114	9	artificial	artificial	ADJ
ajst-19205	114	10	intelligence	intelligence	NOUN
ajst-19205	114	11	drives	drive	VERB
ajst-19205	114	12	the	the	DET
ajst-19205	114	13	prediction	prediction	NOUN
ajst-19205	114	14	and	and	CCONJ
ajst-19205	114	15	protection	protection	NOUN
ajst-19205	114	16	of	of	ADP
ajst-19205	114	17	financial	financial	ADJ
ajst-19205	114	18	security	security	NOUN
ajst-19205	114	19	risks	risk	NOUN
ajst-19205	114	20	.	.	PUNCT
ajst-19205	115	1	3	3	X
ajst-19205	115	2	.	.	X
ajst-19205	115	3	methodology	methodology	NOUN
ajst-19205	115	4	3.1	3.1	NUM
ajst-19205	115	5	.	.	PUNCT
ajst-19205	116	1	random	random	ADJ
ajst-19205	116	2	forest	forest	NOUN
ajst-19205	116	3	random	random	ADJ
ajst-19205	116	4	forest	forest	NOUN
ajst-19205	116	5	is	be	AUX
ajst-19205	116	6	an	an	DET
ajst-19205	116	7	ensemble	ensemble	ADJ
ajst-19205	116	8	learning	learning	NOUN
ajst-19205	116	9	algorithm	algorithm	NOUN
ajst-19205	116	10	that	that	PRON
ajst-19205	116	11	integrates	integrate	VERB
ajst-19205	116	12	multiple	multiple	ADJ
ajst-19205	116	13	decision	decision	NOUN
ajst-19205	116	14	trees	tree	NOUN
ajst-19205	116	15	to	to	PART
ajst-19205	116	16	improve	improve	VERB
ajst-19205	116	17	the	the	DET
ajst-19205	116	18	performance	performance	NOUN
ajst-19205	116	19	and	and	CCONJ
ajst-19205	116	20	generalisation	generalisation	NOUN
ajst-19205	116	21	of	of	ADP
ajst-19205	116	22	the	the	DET
ajst-19205	116	23	overall	overall	ADJ
ajst-19205	116	24	model	model	NOUN
ajst-19205	116	25	.	.	PUNCT
ajst-19205	117	1	it	it	PRON
ajst-19205	117	2	is	be	AUX
ajst-19205	117	3	suitable	suitable	ADJ
ajst-19205	117	4	for	for	ADP
ajst-19205	117	5	classification	classification	NOUN
ajst-19205	117	6	and	and	CCONJ
ajst-19205	117	7	regression	regression	NOUN
ajst-19205	117	8	problems	problem	NOUN
ajst-19205	117	9	and	and	CCONJ
ajst-19205	117	10	excels	excel	NOUN
ajst-19205	117	11	at	at	ADP
ajst-19205	117	12	handling	handle	VERB
ajst-19205	117	13	high	high	ADJ
ajst-19205	117	14	-	-	PUNCT
ajst-19205	117	15	dimensional	dimensional	ADJ
ajst-19205	117	16	data	datum	NOUN
ajst-19205	117	17	,	,	PUNCT
ajst-19205	117	18	large	large	ADJ
ajst-19205	117	19	sample	sample	NOUN
ajst-19205	117	20	sizes	size	NOUN
ajst-19205	117	21	,	,	PUNCT
ajst-19205	117	22	and	and	CCONJ
ajst-19205	117	23	feature	feature	NOUN
ajst-19205	117	24	selection	selection	NOUN
ajst-19205	117	25	.	.	PUNCT
ajst-19205	118	1	the	the	DET
ajst-19205	118	2	principle	principle	NOUN
ajst-19205	118	3	is	be	AUX
ajst-19205	118	4	as	as	SCONJ
ajst-19205	118	5	follows	follow	VERB
ajst-19205	118	6	:	:	PUNCT
ajst-19205	118	7	1	1	X
ajst-19205	118	8	.	.	PUNCT
ajst-19205	118	9	basic	basic	ADJ
ajst-19205	118	10	construction	construction	NOUN
ajst-19205	118	11	of	of	ADP
ajst-19205	118	12	decision	decision	NOUN
ajst-19205	118	13	trees	tree	NOUN
ajst-19205	118	14	:	:	PUNCT
ajst-19205	118	15	random	random	ADJ
ajst-19205	118	16	forest	forest	NOUN
ajst-19205	118	17	is	be	AUX
ajst-19205	118	18	based	base	VERB
ajst-19205	118	19	on	on	ADP
ajst-19205	118	20	decision	decision	NOUN
ajst-19205	118	21	trees	tree	NOUN
ajst-19205	118	22	.	.	PUNCT
ajst-19205	119	1	to	to	PART
ajst-19205	119	2	begin	begin	VERB
ajst-19205	119	3	,	,	PUNCT
ajst-19205	119	4	the	the	DET
ajst-19205	119	5	algorithm	algorithm	NOUN
ajst-19205	119	6	randomly	randomly	ADV
ajst-19205	119	7	selects	select	VERB
ajst-19205	119	8	a	a	DET
ajst-19205	119	9	specific	specific	ADJ
ajst-19205	119	10	number	number	NOUN
ajst-19205	119	11	of	of	ADP
ajst-19205	119	12	samples	sample	NOUN
ajst-19205	119	13	from	from	ADP
ajst-19205	119	14	the	the	DET
ajst-19205	119	15	training	training	NOUN
ajst-19205	119	16	data	datum	NOUN
ajst-19205	119	17	,	,	PUNCT
ajst-19205	119	18	using	use	VERB
ajst-19205	119	19	a	a	DET
ajst-19205	119	20	put	put	VERB
ajst-19205	119	21	-	-	PUNCT
ajst-19205	119	22	back	back	NOUN
ajst-19205	119	23	sampling	sample	VERB
ajst-19205	119	24	method	method	NOUN
ajst-19205	119	25	known	know	VERB
ajst-19205	119	26	as	as	ADP
ajst-19205	119	27	bootstrap	bootstrap	NOUN
ajst-19205	119	28	sampling	sampling	NOUN
ajst-19205	119	29	,	,	PUNCT
ajst-19205	119	30	to	to	PART
ajst-19205	119	31	train	train	VERB
ajst-19205	119	32	each	each	DET
ajst-19205	119	33	decision	decision	NOUN
ajst-19205	119	34	tree	tree	NOUN
ajst-19205	119	35	.	.	PUNCT
ajst-19205	120	1	each	each	DET
ajst-19205	120	2	decision	decision	NOUN
ajst-19205	120	3	tree	tree	NOUN
ajst-19205	120	4	constructs	construct	VERB
ajst-19205	120	5	a	a	DET
ajst-19205	120	6	tree	tree	NOUN
ajst-19205	120	7	based	base	VERB
ajst-19205	120	8	on	on	ADP
ajst-19205	120	9	the	the	DET
ajst-19205	120	10	correlation	correlation	NOUN
ajst-19205	120	11	between	between	ADP
ajst-19205	120	12	features	feature	NOUN
ajst-19205	120	13	and	and	CCONJ
ajst-19205	120	14	labels	label	NOUN
ajst-19205	120	15	until	until	SCONJ
ajst-19205	120	16	a	a	DET
ajst-19205	120	17	predetermined	predetermine	VERB
ajst-19205	120	18	stopping	stopping	NOUN
ajst-19205	120	19	condition	condition	NOUN
ajst-19205	120	20	is	be	AUX
ajst-19205	120	21	met	meet	VERB
ajst-19205	120	22	,	,	PUNCT
ajst-19205	120	23	such	such	ADJ
ajst-19205	120	24	as	as	ADP
ajst-19205	120	25	the	the	DET
ajst-19205	120	26	tree	tree	NOUN
ajst-19205	120	27	's	's	PART
ajst-19205	120	28	depth	depth	NOUN
ajst-19205	120	29	or	or	CCONJ
ajst-19205	120	30	the	the	DET
ajst-19205	120	31	number	number	NOUN
ajst-19205	120	32	of	of	ADP
ajst-19205	120	33	node	node	ADJ
ajst-19205	120	34	samples	sample	NOUN
ajst-19205	120	35	below	below	ADP
ajst-19205	120	36	a	a	DET
ajst-19205	120	37	certain	certain	ADJ
ajst-19205	120	38	threshold	threshold	NOUN
ajst-19205	120	39	.	.	PUNCT
ajst-19205	121	1	302	302	NUM
ajst-19205	121	2	2	2	NUM
ajst-19205	121	3	.	.	PUNCT
ajst-19205	121	4	introduction	introduction	NOUN
ajst-19205	121	5	of	of	ADP
ajst-19205	121	6	randomness	randomness	NOUN
ajst-19205	121	7	:	:	PUNCT
ajst-19205	121	8	random	random	ADJ
ajst-19205	121	9	forest	forest	NOUN
ajst-19205	121	10	introduces	introduce	VERB
ajst-19205	121	11	two	two	NUM
ajst-19205	121	12	kinds	kind	NOUN
ajst-19205	121	13	of	of	ADP
ajst-19205	121	14	randomness	randomness	NOUN
ajst-19205	121	15	to	to	PART
ajst-19205	121	16	increase	increase	VERB
ajst-19205	121	17	the	the	DET
ajst-19205	121	18	difference	difference	NOUN
ajst-19205	121	19	between	between	ADP
ajst-19205	121	20	trees	tree	NOUN
ajst-19205	121	21	:	:	PUNCT
ajst-19205	121	22	3	3	X
ajst-19205	121	23	.	.	X
ajst-19205	121	24	random	random	ADJ
ajst-19205	121	25	feature	feature	NOUN
ajst-19205	121	26	selection	selection	NOUN
ajst-19205	121	27	:	:	PUNCT
ajst-19205	121	28	in	in	ADP
ajst-19205	121	29	each	each	DET
ajst-19205	121	30	node	node	NOUN
ajst-19205	121	31	of	of	ADP
ajst-19205	121	32	the	the	DET
ajst-19205	121	33	decision	decision	NOUN
ajst-19205	121	34	tree	tree	NOUN
ajst-19205	121	35	,	,	PUNCT
ajst-19205	121	36	only	only	ADV
ajst-19205	121	37	a	a	DET
ajst-19205	121	38	part	part	NOUN
ajst-19205	121	39	of	of	ADP
ajst-19205	121	40	randomly	randomly	ADV
ajst-19205	121	41	selected	select	VERB
ajst-19205	121	42	features	feature	NOUN
ajst-19205	121	43	are	be	AUX
ajst-19205	121	44	considered	consider	VERB
ajst-19205	121	45	for	for	ADP
ajst-19205	121	46	segmentation	segmentation	NOUN
ajst-19205	121	47	.	.	PUNCT
ajst-19205	122	1	this	this	PRON
ajst-19205	122	2	helps	help	VERB
ajst-19205	122	3	to	to	PART
ajst-19205	122	4	avoid	avoid	VERB
ajst-19205	122	5	excessive	excessive	ADJ
ajst-19205	122	6	influence	influence	NOUN
ajst-19205	122	7	of	of	ADP
ajst-19205	122	8	a	a	DET
ajst-19205	122	9	particular	particular	ADJ
ajst-19205	122	10	feature	feature	NOUN
ajst-19205	122	11	on	on	ADP
ajst-19205	122	12	the	the	DET
ajst-19205	122	13	overall	overall	ADJ
ajst-19205	122	14	model	model	NOUN
ajst-19205	122	15	,	,	PUNCT
ajst-19205	122	16	thereby	thereby	ADV
ajst-19205	122	17	improving	improve	VERB
ajst-19205	122	18	the	the	DET
ajst-19205	122	19	robustness	robustness	NOUN
ajst-19205	122	20	and	and	CCONJ
ajst-19205	122	21	generalization	generalization	NOUN
ajst-19205	122	22	of	of	ADP
ajst-19205	122	23	the	the	DET
ajst-19205	122	24	model	model	NOUN
ajst-19205	122	25	.	.	PUNCT
ajst-19205	123	1	4	4	X
ajst-19205	123	2	.	.	X
ajst-19205	123	3	random	random	ADJ
ajst-19205	123	4	sample	sample	NOUN
ajst-19205	123	5	sampling	sampling	NOUN
ajst-19205	123	6	:	:	PUNCT
ajst-19205	123	7	in	in	ADP
ajst-19205	123	8	the	the	DET
ajst-19205	123	9	training	training	NOUN
ajst-19205	123	10	process	process	NOUN
ajst-19205	123	11	of	of	ADP
ajst-19205	123	12	each	each	DET
ajst-19205	123	13	decision	decision	NOUN
ajst-19205	123	14	tree	tree	NOUN
ajst-19205	123	15	,	,	PUNCT
ajst-19205	123	16	bootstrap	bootstrap	NOUN
ajst-19205	123	17	samples	sample	NOUN
ajst-19205	123	18	are	be	AUX
ajst-19205	123	19	used	use	VERB
ajst-19205	123	20	to	to	PART
ajst-19205	123	21	build	build	VERB
ajst-19205	123	22	the	the	DET
ajst-19205	123	23	tree	tree	NOUN
ajst-19205	123	24	,	,	PUNCT
ajst-19205	123	25	which	which	PRON
ajst-19205	123	26	makes	make	VERB
ajst-19205	123	27	the	the	DET
ajst-19205	123	28	data	datum	NOUN
ajst-19205	123	29	of	of	ADP
ajst-19205	123	30	each	each	DET
ajst-19205	123	31	tree	tree	NOUN
ajst-19205	123	32	slightly	slightly	ADV
ajst-19205	123	33	different	different	ADJ
ajst-19205	123	34	and	and	CCONJ
ajst-19205	123	35	further	far	ADV
ajst-19205	123	36	increases	increase	VERB
ajst-19205	123	37	the	the	DET
ajst-19205	123	38	diversity	diversity	NOUN
ajst-19205	123	39	of	of	ADP
ajst-19205	123	40	the	the	DET
ajst-19205	123	41	integrated	integrate	VERB
ajst-19205	123	42	model	model	NOUN
ajst-19205	123	43	.	.	PUNCT
ajst-19205	124	1	5	5	X
ajst-19205	124	2	.	.	PUNCT
ajst-19205	124	3	integrated	integrate	VERB
ajst-19205	124	4	decision	decision	NOUN
ajst-19205	124	5	:	:	PUNCT
ajst-19205	124	6	[	[	X
ajst-19205	124	7	22]each	22]each	NUM
ajst-19205	124	8	decision	decision	NOUN
ajst-19205	124	9	tree	tree	NOUN
ajst-19205	124	10	makes	make	VERB
ajst-19205	124	11	predictions	prediction	NOUN
ajst-19205	124	12	about	about	ADP
ajst-19205	124	13	the	the	DET
ajst-19205	124	14	input	input	NOUN
ajst-19205	124	15	sample	sample	NOUN
ajst-19205	124	16	.	.	PUNCT
ajst-19205	125	1	for	for	ADP
ajst-19205	125	2	classification	classification	NOUN
ajst-19205	125	3	problems	problem	NOUN
ajst-19205	125	4	,	,	PUNCT
ajst-19205	125	5	the	the	DET
ajst-19205	125	6	random	random	ADJ
ajst-19205	125	7	forest	forest	NOUN
ajst-19205	125	8	votes	vote	NOUN
ajst-19205	125	9	on	on	ADP
ajst-19205	125	10	the	the	DET
ajst-19205	125	11	predicted	predict	VERB
ajst-19205	125	12	results	result	NOUN
ajst-19205	125	13	of	of	ADP
ajst-19205	125	14	each	each	DET
ajst-19205	125	15	tree	tree	NOUN
ajst-19205	125	16	,	,	PUNCT
ajst-19205	125	17	choosing	choose	VERB
ajst-19205	125	18	the	the	DET
ajst-19205	125	19	category	category	NOUN
ajst-19205	125	20	that	that	PRON
ajst-19205	125	21	gets	get	VERB
ajst-19205	125	22	the	the	DET
ajst-19205	125	23	most	most	ADJ
ajst-19205	125	24	votes	vote	NOUN
ajst-19205	125	25	as	as	ADP
ajst-19205	125	26	the	the	DET
ajst-19205	125	27	final	final	ADJ
ajst-19205	125	28	predicted	predict	VERB
ajst-19205	125	29	result	result	NOUN
ajst-19205	125	30	.	.	PUNCT
ajst-19205	126	1	for	for	ADP
ajst-19205	126	2	regression	regression	NOUN
ajst-19205	126	3	problems	problem	NOUN
ajst-19205	126	4	,	,	PUNCT
ajst-19205	126	5	the	the	DET
ajst-19205	126	6	random	random	ADJ
ajst-19205	126	7	forest	forest	NOUN
ajst-19205	126	8	averages	average	NOUN
ajst-19205	126	9	the	the	DET
ajst-19205	126	10	predicted	predict	VERB
ajst-19205	126	11	results	result	NOUN
ajst-19205	126	12	for	for	ADP
ajst-19205	126	13	each	each	DET
ajst-19205	126	14	tree	tree	NOUN
ajst-19205	126	15	.	.	PUNCT
ajst-19205	127	1	6	6	X
ajst-19205	127	2	.	.	X
ajst-19205	127	3	prevent	prevent	VERB
ajst-19205	127	4	overfitting	overfitting	NOUN
ajst-19205	127	5	:	:	PUNCT
ajst-19205	127	6	random	random	ADJ
ajst-19205	127	7	forests	forest	NOUN
ajst-19205	127	8	reduce	reduce	VERB
ajst-19205	127	9	the	the	DET
ajst-19205	127	10	risk	risk	NOUN
ajst-19205	127	11	of	of	ADP
ajst-19205	127	12	overfitting	overfitte	VERB
ajst-19205	127	13	through	through	ADP
ajst-19205	127	14	the	the	DET
ajst-19205	127	15	integration	integration	NOUN
ajst-19205	127	16	of	of	ADP
ajst-19205	127	17	multiple	multiple	ADJ
ajst-19205	127	18	decision	decision	NOUN
ajst-19205	127	19	trees	tree	NOUN
ajst-19205	127	20	.	.	PUNCT
ajst-19205	128	1	random	random	ADJ
ajst-19205	128	2	feature	feature	NOUN
ajst-19205	128	3	selection	selection	NOUN
ajst-19205	128	4	and	and	CCONJ
ajst-19205	128	5	sample	sample	NOUN
ajst-19205	128	6	sampling	sample	VERB
ajst-19205	128	7	help	help	NOUN
ajst-19205	128	8	each	each	DET
ajst-19205	128	9	tree	tree	NOUN
ajst-19205	128	10	focus	focus	VERB
ajst-19205	128	11	on	on	ADP
ajst-19205	128	12	a	a	DET
ajst-19205	128	13	different	different	ADJ
ajst-19205	128	14	subset	subset	NOUN
ajst-19205	128	15	of	of	ADP
ajst-19205	128	16	features	feature	NOUN
ajst-19205	128	17	and	and	CCONJ
ajst-19205	128	18	samples	sample	NOUN
ajst-19205	128	19	,	,	PUNCT
ajst-19205	128	20	reducing	reduce	VERB
ajst-19205	128	21	the	the	DET
ajst-19205	128	22	possibility	possibility	NOUN
ajst-19205	128	23	of	of	ADP
ajst-19205	128	24	overfitting	overfitte	VERB
ajst-19205	128	25	a	a	DET
ajst-19205	128	26	single	single	ADJ
ajst-19205	128	27	tree	tree	NOUN
ajst-19205	128	28	.	.	PUNCT
ajst-19205	129	1	figure	figure	NOUN
ajst-19205	129	2	1	1	NUM
ajst-19205	129	3	.	.	PUNCT
ajst-19205	129	4	principle	principle	NOUN
ajst-19205	129	5	of	of	ADP
ajst-19205	129	6	stochastic	stochastic	ADJ
ajst-19205	129	7	forest	forest	NOUN
ajst-19205	129	8	prediction	prediction	NOUN
ajst-19205	129	9	model	model	NOUN
ajst-19205	129	10	when	when	SCONJ
ajst-19205	129	11	the	the	DET
ajst-19205	129	12	new	new	ADJ
ajst-19205	129	13	sample	sample	NOUN
ajst-19205	129	14	is	be	AUX
ajst-19205	129	15	input	input	NOUN
ajst-19205	129	16	to	to	ADP
ajst-19205	129	17	the	the	DET
ajst-19205	129	18	random	random	ADJ
ajst-19205	129	19	forest	forest	NOUN
ajst-19205	129	20	,	,	PUNCT
ajst-19205	129	21	it	it	PRON
ajst-19205	129	22	will	will	AUX
ajst-19205	129	23	go	go	VERB
ajst-19205	129	24	through	through	ADP
ajst-19205	129	25	the	the	DET
ajst-19205	129	26	prediction	prediction	NOUN
ajst-19205	129	27	process	process	NOUN
ajst-19205	129	28	of	of	ADP
ajst-19205	129	29	each	each	DET
ajst-19205	129	30	decision	decision	NOUN
ajst-19205	129	31	tree	tree	NOUN
ajst-19205	129	32	and	and	CCONJ
ajst-19205	129	33	finally	finally	ADV
ajst-19205	129	34	get	get	VERB
ajst-19205	129	35	the	the	DET
ajst-19205	129	36	final	final	ADJ
ajst-19205	129	37	prediction	prediction	NOUN
ajst-19205	129	38	result	result	NOUN
ajst-19205	129	39	according	accord	VERB
ajst-19205	129	40	to	to	ADP
ajst-19205	129	41	the	the	DET
ajst-19205	129	42	way	way	NOUN
ajst-19205	129	43	of	of	ADP
ajst-19205	129	44	decision	decision	NOUN
ajst-19205	129	45	integration	integration	NOUN
ajst-19205	129	46	.	.	PUNCT
ajst-19205	130	1	for	for	ADP
ajst-19205	130	2	classification	classification	NOUN
ajst-19205	130	3	problems	problem	NOUN
ajst-19205	130	4	,	,	PUNCT
ajst-19205	130	5	the	the	DET
ajst-19205	130	6	most	most	ADV
ajst-19205	130	7	common	common	ADJ
ajst-19205	130	8	integration	integration	NOUN
ajst-19205	130	9	method	method	NOUN
ajst-19205	130	10	is	be	AUX
ajst-19205	130	11	to	to	PART
ajst-19205	130	12	adopt	adopt	VERB
ajst-19205	130	13	the	the	DET
ajst-19205	130	14	majority	majority	NOUN
ajst-19205	130	15	voting	voting	NOUN
ajst-19205	130	16	method	method	NOUN
ajst-19205	130	17	,	,	PUNCT
ajst-19205	130	18	that	that	ADV
ajst-19205	130	19	is	is	ADV
ajst-19205	130	20	,	,	PUNCT
ajst-19205	130	21	to	to	PART
ajst-19205	130	22	vote	vote	VERB
ajst-19205	130	23	according	accord	VERB
ajst-19205	130	24	to	to	ADP
ajst-19205	130	25	the	the	DET
ajst-19205	130	26	classification	classification	NOUN
ajst-19205	130	27	results	result	NOUN
ajst-19205	130	28	of	of	ADP
ajst-19205	130	29	each	each	DET
ajst-19205	130	30	decision	decision	NOUN
ajst-19205	130	31	tree	tree	NOUN
ajst-19205	130	32	,	,	PUNCT
ajst-19205	130	33	and	and	CCONJ
ajst-19205	130	34	select	select	VERB
ajst-19205	130	35	the	the	DET
ajst-19205	130	36	category	category	NOUN
ajst-19205	130	37	with	with	ADP
ajst-19205	130	38	the	the	DET
ajst-19205	130	39	most	most	ADJ
ajst-19205	130	40	votes	vote	NOUN
ajst-19205	130	41	as	as	ADP
ajst-19205	130	42	the	the	DET
ajst-19205	130	43	final	final	ADJ
ajst-19205	130	44	prediction	prediction	NOUN
ajst-19205	130	45	result	result	NOUN
ajst-19205	130	46	.	.	PUNCT
ajst-19205	131	1	overall	overall	ADJ
ajst-19205	131	2	,	,	PUNCT
ajst-19205	131	3	random	random	ADJ
ajst-19205	131	4	forests	forest	NOUN
ajst-19205	131	5	reduce	reduce	VERB
ajst-19205	131	6	the	the	DET
ajst-19205	131	7	risk	risk	NOUN
ajst-19205	131	8	of	of	ADP
ajst-19205	131	9	overfitting	overfitte	VERB
ajst-19205	131	10	by	by	ADP
ajst-19205	131	11	building	build	VERB
ajst-19205	131	12	multiple	multiple	ADJ
ajst-19205	131	13	decision	decision	NOUN
ajst-19205	131	14	trees	tree	NOUN
ajst-19205	131	15	and	and	CCONJ
ajst-19205	131	16	combining	combine	VERB
ajst-19205	131	17	their	their	PRON
ajst-19205	131	18	predictions	prediction	NOUN
ajst-19205	131	19	,	,	PUNCT
ajst-19205	131	20	improving	improve	VERB
ajst-19205	131	21	the	the	DET
ajst-19205	131	22	generalisation	generalisation	NOUN
ajst-19205	131	23	ability	ability	NOUN
ajst-19205	131	24	of	of	ADP
ajst-19205	131	25	the	the	DET
ajst-19205	131	26	model	model	NOUN
ajst-19205	131	27	while	while	SCONJ
ajst-19205	131	28	maintaining	maintain	VERB
ajst-19205	131	29	high	high	ADJ
ajst-19205	131	30	prediction	prediction	NOUN
ajst-19205	131	31	performance	performance	NOUN
ajst-19205	131	32	.	.	PUNCT
ajst-19205	132	1	this	this	PRON
ajst-19205	132	2	makes	make	VERB
ajst-19205	132	3	random	random	ADJ
ajst-19205	132	4	forests	forest	NOUN
ajst-19205	132	5	a	a	DET
ajst-19205	132	6	powerful	powerful	ADJ
ajst-19205	132	7	tool	tool	NOUN
ajst-19205	132	8	for	for	ADP
ajst-19205	132	9	many	many	ADJ
ajst-19205	132	10	machine	machine	NOUN
ajst-19205	132	11	learning	learning	NOUN
ajst-19205	132	12	problems	problem	NOUN
ajst-19205	132	13	.	.	PUNCT
ajst-19205	133	1	3.2	3.2	NUM
ajst-19205	133	2	.	.	PUNCT
ajst-19205	133	3	data	datum	NOUN
ajst-19205	133	4	sets	set	NOUN
ajst-19205	133	5	and	and	CCONJ
ajst-19205	133	6	preprocessing	preprocesse	VERB
ajst-19205	133	7	the	the	DET
ajst-19205	133	8	original	original	ADJ
ajst-19205	133	9	dataset	dataset	NOUN
ajst-19205	133	10	contains	contain	VERB
ajst-19205	133	11	1000	1000	NUM
ajst-19205	133	12	entries	entry	NOUN
ajst-19205	133	13	with	with	ADP
ajst-19205	133	14	20	20	NUM
ajst-19205	133	15	categorial	categorial	ADJ
ajst-19205	133	16	/	/	SYM
ajst-19205	133	17	symbolic	symbolic	ADJ
ajst-19205	133	18	attributes	attribute	NOUN
ajst-19205	133	19	prepared	prepare	VERB
ajst-19205	133	20	by	by	ADP
ajst-19205	133	21	prof	prof	PROPN
ajst-19205	133	22	.	.	PUNCT
ajst-19205	133	23	hofmann	hofmann	PROPN
ajst-19205	133	24	.	.	PUNCT
ajst-19205	134	1	in	in	ADP
ajst-19205	134	2	this	this	DET
ajst-19205	134	3	dataset	dataset	NOUN
ajst-19205	134	4	,	,	PUNCT
ajst-19205	134	5	each	each	DET
ajst-19205	134	6	entry	entry	NOUN
ajst-19205	134	7	represents	represent	VERB
ajst-19205	134	8	a	a	DET
ajst-19205	134	9	person	person	NOUN
ajst-19205	134	10	who	who	PRON
ajst-19205	134	11	takes	take	VERB
ajst-19205	134	12	a	a	DET
ajst-19205	134	13	credit	credit	NOUN
ajst-19205	134	14	by	by	ADP
ajst-19205	134	15	a	a	DET
ajst-19205	134	16	bank	bank	NOUN
ajst-19205	134	17	.	.	PUNCT
ajst-19205	135	1	each	each	DET
ajst-19205	135	2	person	person	NOUN
ajst-19205	135	3	is	be	AUX
ajst-19205	135	4	classified	classify	VERB
ajst-19205	135	5	as	as	ADP
ajst-19205	135	6	good	good	ADJ
ajst-19205	135	7	or	or	CCONJ
ajst-19205	135	8	bad	bad	ADJ
ajst-19205	135	9	credit	credit	NOUN
ajst-19205	135	10	risks	risk	NOUN
ajst-19205	135	11	according	accord	VERB
ajst-19205	135	12	to	to	ADP
ajst-19205	135	13	the	the	DET
ajst-19205	135	14	set	set	NOUN
ajst-19205	135	15	of	of	ADP
ajst-19205	135	16	attributes	attribute	NOUN
ajst-19205	135	17	.	.	PUNCT
ajst-19205	136	1	age	age	NOUN
ajst-19205	136	2	(	(	PUNCT
ajst-19205	136	3	numeric	numeric	ADJ
ajst-19205	136	4	)	)	PUNCT
ajst-19205	136	5	sex	sex	NOUN
ajst-19205	136	6	(	(	PUNCT
ajst-19205	136	7	text	text	NOUN
ajst-19205	136	8	:	:	PUNCT
ajst-19205	136	9	male	male	ADJ
ajst-19205	136	10	,	,	PUNCT
ajst-19205	136	11	female	female	NOUN
ajst-19205	136	12	)	)	PUNCT
ajst-19205	136	13	job	job	NOUN
ajst-19205	136	14	(	(	PUNCT
ajst-19205	136	15	numeric	numeric	ADJ
ajst-19205	136	16	:	:	PUNCT
ajst-19205	136	17	0	0	NUM
ajst-19205	136	18	unskilled	unskilled	ADJ
ajst-19205	136	19	and	and	CCONJ
ajst-19205	136	20	non	non	ADJ
ajst-19205	136	21	-	-	ADJ
ajst-19205	136	22	resident	resident	ADJ
ajst-19205	136	23	,	,	PUNCT
ajst-19205	136	24	1	1	NUM
ajst-19205	136	25	unskilled	unskilled	ADJ
ajst-19205	136	26	and	and	CCONJ
ajst-19205	136	27	resident	resident	NOUN
ajst-19205	136	28	,	,	PUNCT
ajst-19205	136	29	2	2	NUM
ajst-19205	136	30	skilled	skilled	ADJ
ajst-19205	136	31	,	,	PUNCT
ajst-19205	136	32	3	3	NUM
ajst-19205	136	33	highly	highly	ADV
ajst-19205	136	34	skilled	skilled	ADJ
ajst-19205	136	35	)	)	PUNCT
ajst-19205	136	36	housing	housing	NOUN
ajst-19205	136	37	(	(	PUNCT
ajst-19205	136	38	text	text	NOUN
ajst-19205	136	39	:	:	PUNCT
ajst-19205	136	40	own	own	ADJ
ajst-19205	136	41	,	,	PUNCT
ajst-19205	136	42	rent	rent	NOUN
ajst-19205	136	43	,	,	PUNCT
ajst-19205	136	44	or	or	CCONJ
ajst-19205	136	45	free	free	ADJ
ajst-19205	136	46	)	)	PUNCT
ajst-19205	136	47	saving	save	VERB
ajst-19205	136	48	accounts	account	NOUN
ajst-19205	136	49	(	(	PUNCT
ajst-19205	136	50	text	text	NOUN
ajst-19205	136	51	little	little	ADJ
ajst-19205	136	52	,	,	PUNCT
ajst-19205	136	53	moderate	moderate	ADJ
ajst-19205	136	54	,	,	PUNCT
ajst-19205	136	55	quite	quite	ADV
ajst-19205	136	56	rich	rich	ADJ
ajst-19205	136	57	,	,	PUNCT
ajst-19205	136	58	rich	rich	ADJ
ajst-19205	136	59	)	)	PUNCT
ajst-19205	136	60	checking	check	VERB
ajst-19205	136	61	account	account	NOUN
ajst-19205	136	62	(	(	PUNCT
ajst-19205	136	63	numeric	numeric	ADV
ajst-19205	136	64	,	,	PUNCT
ajst-19205	136	65	in	in	ADP
ajst-19205	136	66	dm	dm	NUM
ajst-19205	136	67	deutsch	deutsch	PROPN
ajst-19205	136	68	mark	mark	NOUN
ajst-19205	136	69	)	)	PUNCT
ajst-19205	136	70	credit	credit	NOUN
ajst-19205	136	71	amount	amount	NOUN
ajst-19205	136	72	(	(	PUNCT
ajst-19205	136	73	numeric	numeric	ADV
ajst-19205	136	74	,	,	PUNCT
ajst-19205	136	75	in	in	ADP
ajst-19205	136	76	dm	dm	NOUN
ajst-19205	136	77	)	)	PUNCT
ajst-19205	136	78	duration	duration	NOUN
ajst-19205	136	79	(	(	PUNCT
ajst-19205	136	80	numeric	numeric	ADV
ajst-19205	136	81	,	,	PUNCT
ajst-19205	136	82	in	in	ADP
ajst-19205	136	83	month	month	NOUN
ajst-19205	136	84	)	)	PUNCT
ajst-19205	136	85	purpose(text	purpose(text	PROPN
ajst-19205	136	86	:	:	PUNCT
ajst-19205	136	87	car	car	NOUN
ajst-19205	136	88	,	,	PUNCT
ajst-19205	136	89	furniture	furniture	NOUN
ajst-19205	136	90	/	/	SYM
ajst-19205	136	91	equipment	equipment	NOUN
ajst-19205	136	92	,	,	PUNCT
ajst-19205	136	93	radio	radio	NOUN
ajst-19205	136	94	/	/	SYM
ajst-19205	136	95	tv	tv	NOUN
ajst-19205	136	96	,	,	PUNCT
ajst-19205	136	97	domestic	domestic	ADJ
ajst-19205	136	98	appliances	appliance	NOUN
ajst-19205	136	99	,	,	PUNCT
ajst-19205	136	100	repairs	repair	NOUN
ajst-19205	136	101	,	,	PUNCT
ajst-19205	136	102	education	education	NOUN
ajst-19205	136	103	,	,	PUNCT
ajst-19205	136	104	business	business	NOUN
ajst-19205	136	105	,	,	PUNCT
ajst-19205	136	106	vacation	vacation	NOUN
ajst-19205	136	107	/	/	SYM
ajst-19205	136	108	others	other	NOUN
ajst-19205	136	109	risk	risk	NOUN
ajst-19205	136	110	(	(	PUNCT
ajst-19205	136	111	value	value	NOUN
ajst-19205	136	112	target	target	NOUN
ajst-19205	136	113	good	good	ADJ
ajst-19205	136	114	or	or	CCONJ
ajst-19205	136	115	bad	bad	ADJ
ajst-19205	136	116	risk	risk	NOUN
ajst-19205	136	117	)	)	PUNCT
ajst-19205	136	118	by	by	ADP
ajst-19205	136	119	preprocessing	preprocesse	VERB
ajst-19205	136	120	the	the	DET
ajst-19205	136	121	original	original	ADJ
ajst-19205	136	122	data	datum	NOUN
ajst-19205	136	123	,	,	PUNCT
ajst-19205	136	124	the	the	DET
ajst-19205	136	125	parameters	parameter	NOUN
ajst-19205	136	126	belonging	belong	VERB
ajst-19205	136	127	to	to	ADP
ajst-19205	136	128	this	this	DET
ajst-19205	136	129	experiment	experiment	NOUN
ajst-19205	136	130	are	be	AUX
ajst-19205	136	131	drawn	draw	VERB
ajst-19205	136	132	:	:	PUNCT
ajst-19205	136	133	3.3	3.3	NUM
ajst-19205	136	134	.	.	PUNCT
ajst-19205	137	1	data	datum	NOUN
ajst-19205	137	2	variable	variable	ADJ
ajst-19205	137	3	changes	change	NOUN
ajst-19205	137	4	by	by	ADP
ajst-19205	137	5	making	make	VERB
ajst-19205	137	6	a	a	DET
ajst-19205	137	7	variable	variable	ADJ
ajst-19205	137	8	prediction	prediction	NOUN
ajst-19205	137	9	model	model	NOUN
ajst-19205	137	10	for	for	ADP
ajst-19205	137	11	the	the	DET
ajst-19205	137	12	obtained	obtain	VERB
ajst-19205	137	13	parameters	parameter	NOUN
ajst-19205	137	14	,	,	PUNCT
ajst-19205	137	15	and	and	CCONJ
ajst-19205	137	16	by	by	ADP
ajst-19205	137	17	random	random	ADJ
ajst-19205	137	18	prediction	prediction	NOUN
ajst-19205	137	19	of	of	ADP
ajst-19205	137	20	gender	gender	NOUN
ajst-19205	137	21	,	,	PUNCT
ajst-19205	137	22	age	age	NOUN
ajst-19205	137	23	and	and	CCONJ
ajst-19205	137	24	other	other	ADJ
ajst-19205	137	25	parameters	parameter	NOUN
ajst-19205	137	26	,	,	PUNCT
ajst-19205	137	27	the	the	DET
ajst-19205	137	28	following	follow	VERB
ajst-19205	137	29	model	model	NOUN
ajst-19205	137	30	is	be	AUX
ajst-19205	137	31	obtained	obtain	VERB
ajst-19205	137	32	:	:	PUNCT
ajst-19205	137	33	figure	figure	NOUN
ajst-19205	137	34	2	2	NUM
ajst-19205	137	35	.	.	NOUN
ajst-19205	137	36	results	result	NOUN
ajst-19205	137	37	of	of	ADP
ajst-19205	137	38	predictive	predictive	ADJ
ajst-19205	137	39	variable	variable	ADJ
ajst-19205	137	40	model	model	NOUN
ajst-19205	137	41	303	303	NUM
ajst-19205	137	42	3.4	3.4	NUM
ajst-19205	137	43	.	.	PUNCT
ajst-19205	138	1	parameter	parameter	NOUN
ajst-19205	138	2	adjustment	adjustment	NOUN
ajst-19205	138	3	parameter	parameter	NOUN
ajst-19205	138	4	adjustment	adjustment	NOUN
ajst-19205	138	5	is	be	AUX
ajst-19205	138	6	an	an	DET
ajst-19205	138	7	important	important	ADJ
ajst-19205	138	8	step	step	NOUN
ajst-19205	138	9	to	to	PART
ajst-19205	138	10	optimize	optimize	VERB
ajst-19205	138	11	the	the	DET
ajst-19205	138	12	performance	performance	NOUN
ajst-19205	138	13	of	of	ADP
ajst-19205	138	14	random	random	ADJ
ajst-19205	138	15	forest	forest	NOUN
ajst-19205	138	16	model	model	NOUN
ajst-19205	138	17	.	.	PUNCT
ajst-19205	139	1	the	the	DET
ajst-19205	139	2	following	follow	VERB
ajst-19205	139	3	are	be	AUX
ajst-19205	139	4	some	some	DET
ajst-19205	139	5	commonly	commonly	ADV
ajst-19205	139	6	used	use	VERB
ajst-19205	139	7	parameter	parameter	NOUN
ajst-19205	139	8	adjustment	adjustment	NOUN
ajst-19205	139	9	methods	method	NOUN
ajst-19205	139	10	:	:	PUNCT
ajst-19205	139	11	number	number	NOUN
ajst-19205	139	12	of	of	ADP
ajst-19205	139	13	trees	tree	NOUN
ajst-19205	139	14	(	(	PUNCT
ajst-19205	139	15	ntrees	ntree	NOUN
ajst-19205	139	16	)	)	PUNCT
ajst-19205	139	17	:	:	PUNCT
ajst-19205	139	18	increasing	increase	VERB
ajst-19205	139	19	the	the	DET
ajst-19205	139	20	number	number	NOUN
ajst-19205	139	21	of	of	ADP
ajst-19205	139	22	trees	tree	NOUN
ajst-19205	139	23	improves	improve	VERB
ajst-19205	139	24	the	the	DET
ajst-19205	139	25	stability	stability	NOUN
ajst-19205	139	26	and	and	CCONJ
ajst-19205	139	27	accuracy	accuracy	NOUN
ajst-19205	139	28	of	of	ADP
ajst-19205	139	29	the	the	DET
ajst-19205	139	30	model	model	NOUN
ajst-19205	139	31	,	,	PUNCT
ajst-19205	139	32	but	but	CCONJ
ajst-19205	139	33	also	also	ADV
ajst-19205	139	34	increases	increase	VERB
ajst-19205	139	35	the	the	DET
ajst-19205	139	36	computation	computation	NOUN
ajst-19205	139	37	time	time	NOUN
ajst-19205	139	38	.	.	PUNCT
ajst-19205	140	1	in	in	ADP
ajst-19205	140	2	general	general	ADJ
ajst-19205	140	3	,	,	PUNCT
ajst-19205	140	4	increase	increase	VERB
ajst-19205	140	5	the	the	DET
ajst-19205	140	6	number	number	NOUN
ajst-19205	140	7	of	of	ADP
ajst-19205	140	8	trees	tree	NOUN
ajst-19205	140	9	until	until	SCONJ
ajst-19205	140	10	the	the	DET
ajst-19205	140	11	performance	performance	NOUN
ajst-19205	140	12	of	of	ADP
ajst-19205	140	13	the	the	DET
ajst-19205	140	14	model	model	NOUN
ajst-19205	140	15	stabilizes	stabilize	VERB
ajst-19205	140	16	.	.	PUNCT
ajst-19205	141	1	feature	feature	NOUN
ajst-19205	141	2	number	number	NOUN
ajst-19205	141	3	(	(	PUNCT
ajst-19205	141	4	mtry	mtry	NOUN
ajst-19205	141	5	)	)	PUNCT
ajst-19205	141	6	:	:	PUNCT
ajst-19205	141	7	the	the	DET
ajst-19205	141	8	mtry	mtry	NOUN
ajst-19205	141	9	parameter	parameter	NOUN
ajst-19205	141	10	controls	control	VERB
ajst-19205	141	11	the	the	DET
ajst-19205	141	12	number	number	NOUN
ajst-19205	141	13	of	of	ADP
ajst-19205	141	14	features	feature	NOUN
ajst-19205	141	15	randomly	randomly	ADV
ajst-19205	141	16	selected	select	VERB
ajst-19205	141	17	by	by	ADP
ajst-19205	141	18	each	each	DET
ajst-19205	141	19	decision	decision	NOUN
ajst-19205	141	20	tree	tree	NOUN
ajst-19205	141	21	when	when	SCONJ
ajst-19205	141	22	the	the	DET
ajst-19205	141	23	node	node	NOUN
ajst-19205	141	24	is	be	AUX
ajst-19205	141	25	split	split	VERB
ajst-19205	141	26	.	.	PUNCT
ajst-19205	142	1	smaller	small	ADJ
ajst-19205	142	2	mtry	mtry	NOUN
ajst-19205	142	3	values	value	NOUN
ajst-19205	142	4	increase	increase	VERB
ajst-19205	142	5	the	the	DET
ajst-19205	142	6	diversity	diversity	NOUN
ajst-19205	142	7	between	between	ADP
ajst-19205	142	8	trees	tree	NOUN
ajst-19205	142	9	,	,	PUNCT
ajst-19205	142	10	but	but	CCONJ
ajst-19205	142	11	may	may	AUX
ajst-19205	142	12	decrease	decrease	VERB
ajst-19205	142	13	the	the	DET
ajst-19205	142	14	accuracy	accuracy	NOUN
ajst-19205	142	15	of	of	ADP
ajst-19205	142	16	the	the	DET
ajst-19205	142	17	model	model	NOUN
ajst-19205	142	18	.	.	PUNCT
ajst-19205	143	1	large	large	ADJ
ajst-19205	143	2	mtry	mtry	NOUN
ajst-19205	143	3	values	value	NOUN
ajst-19205	143	4	increase	increase	VERB
ajst-19205	143	5	the	the	DET
ajst-19205	143	6	stability	stability	NOUN
ajst-19205	143	7	of	of	ADP
ajst-19205	143	8	the	the	DET
ajst-19205	143	9	model	model	NOUN
ajst-19205	143	10	,	,	PUNCT
ajst-19205	143	11	but	but	CCONJ
ajst-19205	143	12	may	may	AUX
ajst-19205	143	13	cause	cause	VERB
ajst-19205	143	14	the	the	DET
ajst-19205	143	15	model	model	NOUN
ajst-19205	143	16	to	to	PART
ajst-19205	143	17	overfit	overfit	VERB
ajst-19205	143	18	.	.	PUNCT
ajst-19205	144	1	the	the	DET
ajst-19205	144	2	default	default	NOUN
ajst-19205	144	3	value	value	NOUN
ajst-19205	144	4	sqrt(p	sqrt(p	NOUN
ajst-19205	144	5	)	)	PUNCT
ajst-19205	144	6	is	be	AUX
ajst-19205	144	7	generally	generally	ADV
ajst-19205	144	8	recommended	recommend	VERB
ajst-19205	144	9	,	,	PUNCT
ajst-19205	144	10	where	where	SCONJ
ajst-19205	144	11	p	p	NOUN
ajst-19205	144	12	is	be	AUX
ajst-19205	144	13	the	the	DET
ajst-19205	144	14	total	total	ADJ
ajst-19205	144	15	number	number	NOUN
ajst-19205	144	16	of	of	ADP
ajst-19205	144	17	features	feature	NOUN
ajst-19205	144	18	.	.	PUNCT
ajst-19205	145	1	max_depth	max_depth	X
ajst-19205	145	2	of	of	ADP
ajst-19205	145	3	the	the	DET
ajst-19205	145	4	decision	decision	NOUN
ajst-19205	145	5	tree	tree	NOUN
ajst-19205	145	6	:	:	PUNCT
ajst-19205	145	7	limiting	limit	VERB
ajst-19205	145	8	the	the	DET
ajst-19205	145	9	maximum	maximum	ADJ
ajst-19205	145	10	depth	depth	NOUN
ajst-19205	145	11	of	of	ADP
ajst-19205	145	12	the	the	DET
ajst-19205	145	13	decision	decision	NOUN
ajst-19205	145	14	tree	tree	NOUN
ajst-19205	145	15	prevents	prevent	VERB
ajst-19205	145	16	overfitting	overfitte	VERB
ajst-19205	145	17	.	.	PUNCT
ajst-19205	146	1	by	by	ADP
ajst-19205	146	2	limiting	limit	VERB
ajst-19205	146	3	the	the	DET
ajst-19205	146	4	maximum	maximum	ADJ
ajst-19205	146	5	depth	depth	NOUN
ajst-19205	146	6	,	,	PUNCT
ajst-19205	146	7	the	the	DET
ajst-19205	146	8	complexity	complexity	NOUN
ajst-19205	146	9	of	of	ADP
ajst-19205	146	10	the	the	DET
ajst-19205	146	11	model	model	NOUN
ajst-19205	146	12	can	can	AUX
ajst-19205	146	13	be	be	AUX
ajst-19205	146	14	controlled	control	VERB
ajst-19205	146	15	and	and	CCONJ
ajst-19205	146	16	the	the	DET
ajst-19205	146	17	generalization	generalization	NOUN
ajst-19205	146	18	ability	ability	NOUN
ajst-19205	146	19	can	can	AUX
ajst-19205	146	20	be	be	AUX
ajst-19205	146	21	improved	improve	VERB
ajst-19205	146	22	.	.	PUNCT
ajst-19205	147	1	minimum	minimum	ADJ
ajst-19205	147	2	number	number	NOUN
ajst-19205	147	3	of	of	ADP
ajst-19205	147	4	samples	sample	NOUN
ajst-19205	147	5	for	for	ADP
ajst-19205	147	6	node	node	ADJ
ajst-19205	147	7	splitting	splitting	NOUN
ajst-19205	147	8	(	(	PUNCT
ajst-19205	147	9	min_samples_split	min_samples_split	ADJ
ajst-19205	147	10	)	)	PUNCT
ajst-19205	147	11	:	:	PUNCT
ajst-19205	147	12	limiting	limit	VERB
ajst-19205	147	13	the	the	DET
ajst-19205	147	14	minimum	minimum	ADJ
ajst-19205	147	15	number	number	NOUN
ajst-19205	147	16	of	of	ADP
ajst-19205	147	17	samples	sample	NOUN
ajst-19205	147	18	required	require	VERB
ajst-19205	147	19	for	for	ADP
ajst-19205	147	20	node	node	ADJ
ajst-19205	147	21	splitting	splitting	NOUN
ajst-19205	147	22	controls	control	VERB
ajst-19205	147	23	the	the	DET
ajst-19205	147	24	growth	growth	NOUN
ajst-19205	147	25	of	of	ADP
ajst-19205	147	26	the	the	DET
ajst-19205	147	27	decision	decision	NOUN
ajst-19205	147	28	tree	tree	NOUN
ajst-19205	147	29	.	.	PUNCT
ajst-19205	148	1	smaller	small	ADJ
ajst-19205	148	2	values	value	NOUN
ajst-19205	148	3	increase	increase	VERB
ajst-19205	148	4	the	the	DET
ajst-19205	148	5	complexity	complexity	NOUN
ajst-19205	148	6	of	of	ADP
ajst-19205	148	7	the	the	DET
ajst-19205	148	8	model	model	NOUN
ajst-19205	148	9	and	and	CCONJ
ajst-19205	148	10	can	can	AUX
ajst-19205	148	11	lead	lead	VERB
ajst-19205	148	12	to	to	ADP
ajst-19205	148	13	overfitting	overfitte	VERB
ajst-19205	148	14	.	.	PUNCT
ajst-19205	149	1	larger	large	ADJ
ajst-19205	149	2	values	value	NOUN
ajst-19205	149	3	limit	limit	VERB
ajst-19205	149	4	the	the	DET
ajst-19205	149	5	growth	growth	NOUN
ajst-19205	149	6	of	of	ADP
ajst-19205	149	7	the	the	DET
ajst-19205	149	8	model	model	NOUN
ajst-19205	149	9	and	and	CCONJ
ajst-19205	149	10	may	may	AUX
ajst-19205	149	11	result	result	VERB
ajst-19205	149	12	in	in	ADP
ajst-19205	149	13	underfitting	underfitting	NOUN
ajst-19205	149	14	.	.	PUNCT
ajst-19205	150	1	choosing	choose	VERB
ajst-19205	150	2	the	the	DET
ajst-19205	150	3	right	right	ADJ
ajst-19205	150	4	value	value	NOUN
ajst-19205	150	5	requires	require	VERB
ajst-19205	150	6	adjustments	adjustment	NOUN
ajst-19205	150	7	based	base	VERB
ajst-19205	150	8	on	on	ADP
ajst-19205	150	9	the	the	DET
ajst-19205	150	10	size	size	NOUN
ajst-19205	150	11	of	of	ADP
ajst-19205	150	12	the	the	DET
ajst-19205	150	13	data	datum	NOUN
ajst-19205	150	14	set	set	VERB
ajst-19205	150	15	and	and	CCONJ
ajst-19205	150	16	the	the	DET
ajst-19205	150	17	distribution	distribution	NOUN
ajst-19205	150	18	of	of	ADP
ajst-19205	150	19	features	feature	NOUN
ajst-19205	150	20	.	.	PUNCT
ajst-19205	151	1	minimum	minimum	ADJ
ajst-19205	151	2	criterion	criterion	NOUN
ajst-19205	151	3	for	for	ADP
ajst-19205	151	4	node	node	ADJ
ajst-19205	151	5	segmentation	segmentation	NOUN
ajst-19205	151	6	:	:	PUNCT
ajst-19205	151	7	criteria	criterion	NOUN
ajst-19205	151	8	for	for	ADP
ajst-19205	151	9	determining	determine	VERB
ajst-19205	151	10	node	node	ADJ
ajst-19205	151	11	segmentation	segmentation	NOUN
ajst-19205	151	12	are	be	AUX
ajst-19205	151	13	commonly	commonly	ADV
ajst-19205	151	14	used	use	VERB
ajst-19205	151	15	,	,	PUNCT
ajst-19205	151	16	including	include	VERB
ajst-19205	151	17	gini	gini	PROPN
ajst-19205	151	18	coefficient	coefficient	NOUN
ajst-19205	151	19	and	and	CCONJ
ajst-19205	151	20	entropy	entropy	NOUN
ajst-19205	151	21	.	.	PUNCT
ajst-19205	152	1	the	the	DET
ajst-19205	152	2	two	two	NUM
ajst-19205	152	3	criteria	criterion	NOUN
ajst-19205	152	4	behave	behave	VERB
ajst-19205	152	5	similarly	similarly	ADV
ajst-19205	152	6	in	in	ADP
ajst-19205	152	7	most	most	ADJ
ajst-19205	152	8	cases	case	NOUN
ajst-19205	152	9	,	,	PUNCT
ajst-19205	152	10	and	and	CCONJ
ajst-19205	152	11	the	the	DET
ajst-19205	152	12	default	default	NOUN
ajst-19205	152	13	value	value	NOUN
ajst-19205	152	14	of	of	ADP
ajst-19205	152	15	the	the	DET
ajst-19205	152	16	gini	gini	PROPN
ajst-19205	152	17	coefficient	coefficient	NOUN
ajst-19205	152	18	is	be	AUX
ajst-19205	152	19	usually	usually	ADV
ajst-19205	152	20	chosen	choose	VERB
ajst-19205	152	21	.	.	PUNCT
ajst-19205	153	1	this	this	DET
ajst-19205	153	2	paper	paper	NOUN
ajst-19205	153	3	establishes	establish	VERB
ajst-19205	153	4	an	an	DET
ajst-19205	153	5	intelligent	intelligent	ADJ
ajst-19205	153	6	financial	financial	ADJ
ajst-19205	153	7	risk	risk	NOUN
ajst-19205	153	8	early	early	ADJ
ajst-19205	153	9	warning	warning	NOUN
ajst-19205	153	10	model	model	NOUN
ajst-19205	153	11	based	base	VERB
ajst-19205	153	12	on	on	ADP
ajst-19205	153	13	a	a	DET
ajst-19205	153	14	random	random	ADJ
ajst-19205	153	15	forest	forest	NOUN
ajst-19205	153	16	classification	classification	NOUN
ajst-19205	153	17	model	model	NOUN
ajst-19205	153	18	.	.	PUNCT
ajst-19205	154	1	[	[	X
ajst-19205	154	2	23]all	23]all	NUM
ajst-19205	154	3	kinds	kind	NOUN
ajst-19205	154	4	of	of	ADP
ajst-19205	154	5	classification	classification	NOUN
ajst-19205	154	6	models	model	NOUN
ajst-19205	154	7	have	have	VERB
ajst-19205	154	8	good	good	ADJ
ajst-19205	154	9	recognition	recognition	NOUN
ajst-19205	154	10	function	function	NOUN
ajst-19205	154	11	only	only	ADV
ajst-19205	154	12	for	for	ADP
ajst-19205	154	13	data	datum	NOUN
ajst-19205	154	14	with	with	ADP
ajst-19205	154	15	relatively	relatively	ADV
ajst-19205	154	16	symmetrical	symmetrical	ADJ
ajst-19205	154	17	categories	category	NOUN
ajst-19205	154	18	,	,	PUNCT
ajst-19205	154	19	and	and	CCONJ
ajst-19205	154	20	data	datum	NOUN
ajst-19205	154	21	of	of	ADP
ajst-19205	154	22	listed	list	VERB
ajst-19205	154	23	companies	company	NOUN
ajst-19205	154	24	can	can	AUX
ajst-19205	154	25	be	be	AUX
ajst-19205	154	26	selected	select	VERB
ajst-19205	154	27	as	as	ADP
ajst-19205	154	28	samples	sample	NOUN
ajst-19205	154	29	.	.	PUNCT
ajst-19205	155	1	financial	financial	ADJ
ajst-19205	155	2	statements	statement	NOUN
ajst-19205	155	3	include	include	VERB
ajst-19205	155	4	many	many	ADJ
ajst-19205	155	5	samples	sample	NOUN
ajst-19205	155	6	,	,	PUNCT
ajst-19205	155	7	and	and	CCONJ
ajst-19205	155	8	each	each	DET
ajst-19205	155	9	sample	sample	NOUN
ajst-19205	155	10	has	have	VERB
ajst-19205	155	11	many	many	ADJ
ajst-19205	155	12	attributes	attribute	NOUN
ajst-19205	155	13	,	,	PUNCT
ajst-19205	155	14	which	which	PRON
ajst-19205	155	15	are	be	AUX
ajst-19205	155	16	the	the	DET
ajst-19205	155	17	constructed	constructed	ADJ
ajst-19205	155	18	second	second	ADJ
ajst-19205	155	19	-	-	PUNCT
ajst-19205	155	20	level	level	NOUN
ajst-19205	155	21	financial	financial	ADJ
ajst-19205	155	22	indicators	indicator	NOUN
ajst-19205	155	23	.	.	PUNCT
ajst-19205	156	1	there	there	PRON
ajst-19205	156	2	are	be	VERB
ajst-19205	156	3	many	many	ADJ
ajst-19205	156	4	sample	sample	NOUN
ajst-19205	156	5	variables	variable	NOUN
ajst-19205	156	6	used	use	VERB
ajst-19205	156	7	in	in	ADP
ajst-19205	156	8	intelligent	intelligent	ADJ
ajst-19205	156	9	financial	financial	ADJ
ajst-19205	156	10	risk	risk	NOUN
ajst-19205	156	11	early	early	ADJ
ajst-19205	156	12	warning	warning	NOUN
ajst-19205	156	13	research	research	NOUN
ajst-19205	156	14	,	,	PUNCT
ajst-19205	156	15	if	if	SCONJ
ajst-19205	156	16	all	all	PRON
ajst-19205	156	17	of	of	ADP
ajst-19205	156	18	them	they	PRON
ajst-19205	156	19	are	be	AUX
ajst-19205	156	20	included	include	VERB
ajst-19205	156	21	in	in	ADP
ajst-19205	156	22	the	the	DET
ajst-19205	156	23	early	early	ADJ
ajst-19205	156	24	warning	warning	NOUN
ajst-19205	156	25	model	model	NOUN
ajst-19205	156	26	,	,	PUNCT
ajst-19205	156	27	the	the	DET
ajst-19205	156	28	model	model	NOUN
ajst-19205	156	29	will	will	AUX
ajst-19205	156	30	be	be	AUX
ajst-19205	156	31	complicated	complicate	VERB
ajst-19205	156	32	and	and	CCONJ
ajst-19205	156	33	the	the	DET
ajst-19205	156	34	information	information	NOUN
ajst-19205	156	35	will	will	AUX
ajst-19205	156	36	overlap	overlap	VERB
ajst-19205	156	37	.	.	PUNCT
ajst-19205	157	1	obviously	obviously	ADV
ajst-19205	157	2	,	,	PUNCT
ajst-19205	157	3	it	it	PRON
ajst-19205	157	4	is	be	AUX
ajst-19205	157	5	unreasonable	unreasonable	ADJ
ajst-19205	157	6	to	to	PART
ajst-19205	157	7	use	use	VERB
ajst-19205	157	8	all	all	PRON
ajst-19205	157	9	of	of	ADP
ajst-19205	157	10	them	they	PRON
ajst-19205	157	11	to	to	PART
ajst-19205	157	12	build	build	VERB
ajst-19205	157	13	the	the	DET
ajst-19205	157	14	early	early	ADJ
ajst-19205	157	15	warning	warning	NOUN
ajst-19205	157	16	model	model	NOUN
ajst-19205	157	17	,	,	PUNCT
ajst-19205	157	18	and	and	CCONJ
ajst-19205	157	19	it	it	PRON
ajst-19205	157	20	may	may	AUX
ajst-19205	157	21	affect	affect	VERB
ajst-19205	157	22	the	the	DET
ajst-19205	157	23	model	model	NOUN
ajst-19205	157	24	's	's	PART
ajst-19205	157	25	effectiveness	effectiveness	NOUN
ajst-19205	157	26	.	.	PUNCT
ajst-19205	158	1	if	if	SCONJ
ajst-19205	158	2	the	the	DET
ajst-19205	158	3	decision	decision	NOUN
ajst-19205	158	4	tree	tree	NOUN
ajst-19205	158	5	is	be	AUX
ajst-19205	158	6	trained	trained	AUX
ajst-19205	158	7	directly	directly	ADV
ajst-19205	158	8	based	base	VERB
ajst-19205	158	9	on	on	ADP
ajst-19205	158	10	these	these	DET
ajst-19205	158	11	data	datum	NOUN
ajst-19205	158	12	,	,	PUNCT
ajst-19205	158	13	the	the	DET
ajst-19205	158	14	structure	structure	NOUN
ajst-19205	158	15	of	of	ADP
ajst-19205	158	16	the	the	DET
ajst-19205	158	17	decision	decision	NOUN
ajst-19205	158	18	tree	tree	NOUN
ajst-19205	158	19	will	will	AUX
ajst-19205	158	20	be	be	AUX
ajst-19205	158	21	extremely	extremely	ADV
ajst-19205	158	22	complex	complex	ADJ
ajst-19205	158	23	.	.	PUNCT
ajst-19205	159	1	it	it	PRON
ajst-19205	159	2	is	be	AUX
ajst-19205	159	3	difficult	difficult	ADJ
ajst-19205	159	4	to	to	PART
ajst-19205	159	5	achieve	achieve	VERB
ajst-19205	159	6	better	well	ADJ
ajst-19205	159	7	classification	classification	NOUN
ajst-19205	159	8	effect	effect	NOUN
ajst-19205	159	9	and	and	CCONJ
ajst-19205	159	10	generalisation	generalisation	NOUN
ajst-19205	159	11	performance	performance	NOUN
ajst-19205	159	12	.	.	PUNCT
ajst-19205	160	1	therefore	therefore	ADV
ajst-19205	160	2	,	,	PUNCT
ajst-19205	160	3	before	before	ADP
ajst-19205	160	4	building	build	VERB
ajst-19205	160	5	the	the	DET
ajst-19205	160	6	early	early	ADJ
ajst-19205	160	7	warning	warning	NOUN
ajst-19205	160	8	model	model	NOUN
ajst-19205	160	9	,	,	PUNCT
ajst-19205	160	10	the	the	DET
ajst-19205	160	11	indicators	indicator	NOUN
ajst-19205	160	12	with	with	ADP
ajst-19205	160	13	high	high	ADJ
ajst-19205	160	14	information	information	NOUN
ajst-19205	160	15	content	content	NOUN
ajst-19205	160	16	and	and	CCONJ
ajst-19205	160	17	low	low	ADJ
ajst-19205	160	18	correlation	correlation	NOUN
ajst-19205	160	19	are	be	AUX
ajst-19205	160	20	selected	select	VERB
ajst-19205	160	21	by	by	ADP
ajst-19205	160	22	the	the	DET
ajst-19205	160	23	improved	improve	VERB
ajst-19205	160	24	random	random	ADJ
ajst-19205	160	25	forest	forest	NOUN
ajst-19205	160	26	analysis	analysis	NOUN
ajst-19205	160	27	of	of	ADP
ajst-19205	160	28	the	the	DET
ajst-19205	160	29	indicators	indicator	NOUN
ajst-19205	160	30	.	.	PUNCT
ajst-19205	161	1	one	one	NUM
ajst-19205	161	2	of	of	ADP
ajst-19205	161	3	the	the	DET
ajst-19205	161	4	key	key	ADJ
ajst-19205	161	5	problems	problem	NOUN
ajst-19205	161	6	in	in	ADP
ajst-19205	161	7	constructing	construct	VERB
ajst-19205	161	8	a	a	DET
ajst-19205	161	9	random	random	ADJ
ajst-19205	161	10	forest	forest	NOUN
ajst-19205	161	11	is	be	AUX
ajst-19205	161	12	to	to	PART
ajst-19205	161	13	select	select	VERB
ajst-19205	161	14	the	the	DET
ajst-19205	161	15	number	number	NOUN
ajst-19205	161	16	of	of	ADP
ajst-19205	161	17	features	feature	NOUN
ajst-19205	161	18	to	to	PART
ajst-19205	161	19	make	make	VERB
ajst-19205	161	20	it	it	PRON
ajst-19205	161	21	optimal	optimal	ADJ
ajst-19205	161	22	.	.	PUNCT
ajst-19205	162	1	if	if	SCONJ
ajst-19205	162	2	the	the	DET
ajst-19205	162	3	number	number	NOUN
ajst-19205	162	4	of	of	ADP
ajst-19205	162	5	features	feature	NOUN
ajst-19205	162	6	is	be	AUX
ajst-19205	162	7	reduced	reduce	VERB
ajst-19205	162	8	,	,	PUNCT
ajst-19205	162	9	the	the	DET
ajst-19205	162	10	correlation	correlation	NOUN
ajst-19205	162	11	and	and	CCONJ
ajst-19205	162	12	classification	classification	NOUN
ajst-19205	162	13	ability	ability	NOUN
ajst-19205	162	14	of	of	ADP
ajst-19205	162	15	the	the	DET
ajst-19205	162	16	tree	tree	NOUN
ajst-19205	162	17	is	be	AUX
ajst-19205	162	18	correspondingly	correspondingly	ADV
ajst-19205	162	19	reduced	reduce	VERB
ajst-19205	162	20	.	.	PUNCT
ajst-19205	163	1	conversely	conversely	ADV
ajst-19205	163	2	,	,	PUNCT
ajst-19205	163	3	increasing	increase	VERB
ajst-19205	163	4	the	the	DET
ajst-19205	163	5	number	number	NOUN
ajst-19205	163	6	of	of	ADP
ajst-19205	163	7	features	feature	NOUN
ajst-19205	163	8	will	will	AUX
ajst-19205	163	9	increase	increase	VERB
ajst-19205	163	10	both	both	PRON
ajst-19205	163	11	.	.	PUNCT
ajst-19205	164	1	[	[	X
ajst-19205	164	2	24]the	24]the	NUM
ajst-19205	164	3	selection	selection	NOUN
ajst-19205	164	4	principle	principle	NOUN
ajst-19205	164	5	of	of	ADP
ajst-19205	164	6	financial	financial	ADJ
ajst-19205	164	7	indicators	indicator	NOUN
ajst-19205	164	8	determines	determine	VERB
ajst-19205	164	9	the	the	DET
ajst-19205	164	10	data	datum	NOUN
ajst-19205	164	11	used	use	VERB
ajst-19205	164	12	in	in	ADP
ajst-19205	164	13	the	the	DET
ajst-19205	164	14	research	research	NOUN
ajst-19205	164	15	,	,	PUNCT
ajst-19205	164	16	and	and	CCONJ
ajst-19205	164	17	the	the	DET
ajst-19205	164	18	data	data	NOUN
ajst-19205	164	19	is	be	AUX
ajst-19205	164	20	the	the	DET
ajst-19205	164	21	basis	basis	NOUN
ajst-19205	164	22	for	for	ADP
ajst-19205	164	23	building	build	VERB
ajst-19205	164	24	the	the	DET
ajst-19205	164	25	model	model	NOUN
ajst-19205	164	26	.	.	PUNCT
ajst-19205	165	1	in	in	ADP
ajst-19205	165	2	the	the	DET
ajst-19205	165	3	research	research	NOUN
ajst-19205	165	4	of	of	ADP
ajst-19205	165	5	intelligent	intelligent	ADJ
ajst-19205	165	6	financial	financial	ADJ
ajst-19205	165	7	risk	risk	NOUN
ajst-19205	165	8	early	early	ADJ
ajst-19205	165	9	warning	warning	NOUN
ajst-19205	165	10	model	model	NOUN
ajst-19205	165	11	,	,	PUNCT
ajst-19205	165	12	the	the	DET
ajst-19205	165	13	financial	financial	ADJ
ajst-19205	165	14	indicators	indicator	NOUN
ajst-19205	165	15	selected	select	VERB
ajst-19205	165	16	are	be	AUX
ajst-19205	165	17	not	not	PART
ajst-19205	165	18	the	the	DET
ajst-19205	165	19	same	same	ADJ
ajst-19205	165	20	according	accord	VERB
ajst-19205	165	21	to	to	ADP
ajst-19205	165	22	the	the	DET
ajst-19205	165	23	different	different	ADJ
ajst-19205	165	24	research	research	NOUN
ajst-19205	165	25	direction	direction	NOUN
ajst-19205	165	26	and	and	CCONJ
ajst-19205	165	27	emphasis	emphasis	NOUN
ajst-19205	165	28	.	.	PUNCT
ajst-19205	166	1	4	4	X
ajst-19205	166	2	.	.	X
ajst-19205	166	3	conclusion	conclusion	NOUN
ajst-19205	166	4	from	from	ADP
ajst-19205	166	5	the	the	DET
ajst-19205	166	6	global	global	ADJ
ajst-19205	166	7	trend	trend	NOUN
ajst-19205	166	8	,	,	PUNCT
ajst-19205	166	9	the	the	DET
ajst-19205	166	10	deep	deep	ADJ
ajst-19205	166	11	integration	integration	NOUN
ajst-19205	166	12	of	of	ADP
ajst-19205	166	13	ai	ai	NOUN
ajst-19205	166	14	and	and	CCONJ
ajst-19205	166	15	finance	finance	NOUN
ajst-19205	166	16	is	be	AUX
ajst-19205	166	17	the	the	DET
ajst-19205	166	18	general	general	ADJ
ajst-19205	166	19	trend	trend	NOUN
ajst-19205	166	20	,	,	PUNCT
ajst-19205	166	21	and	and	CCONJ
ajst-19205	166	22	the	the	DET
ajst-19205	166	23	recently	recently	ADV
ajst-19205	166	24	held	hold	VERB
ajst-19205	166	25	central	central	ADJ
ajst-19205	166	26	financial	financial	ADJ
ajst-19205	166	27	work	work	NOUN
ajst-19205	166	28	conference	conference	NOUN
ajst-19205	166	29	also	also	ADV
ajst-19205	166	30	proposed	propose	VERB
ajst-19205	166	31	to	to	PART
ajst-19205	166	32	do	do	VERB
ajst-19205	166	33	a	a	DET
ajst-19205	166	34	good	good	ADJ
ajst-19205	166	35	job	job	NOUN
ajst-19205	166	36	in	in	ADP
ajst-19205	166	37	the	the	DET
ajst-19205	166	38	"	"	PUNCT
ajst-19205	166	39	five	five	NUM
ajst-19205	166	40	big	big	ADJ
ajst-19205	166	41	articles	article	NOUN
ajst-19205	166	42	"	"	PUNCT
ajst-19205	166	43	,	,	PUNCT
ajst-19205	166	44	including	include	VERB
ajst-19205	166	45	digital	digital	ADJ
ajst-19205	166	46	finance	finance	NOUN
ajst-19205	166	47	.	.	PUNCT
ajst-19205	167	1	in	in	ADP
ajst-19205	167	2	this	this	DET
ajst-19205	167	3	regard	regard	NOUN
ajst-19205	167	4	,	,	PUNCT
ajst-19205	167	5	we	we	PRON
ajst-19205	167	6	should	should	AUX
ajst-19205	167	7	:	:	PUNCT
ajst-19205	167	8	first	first	ADV
ajst-19205	167	9	,	,	PUNCT
ajst-19205	167	10	adopting	adopt	VERB
ajst-19205	167	11	a	a	DET
ajst-19205	167	12	technology	technology	NOUN
ajst-19205	167	13	-	-	PUNCT
ajst-19205	167	14	neutral	neutral	ADJ
ajst-19205	167	15	stance	stance	NOUN
ajst-19205	167	16	is	be	AUX
ajst-19205	167	17	crucial	crucial	ADJ
ajst-19205	167	18	to	to	PART
ajst-19205	167	19	foster	foster	VERB
ajst-19205	167	20	the	the	DET
ajst-19205	167	21	integration	integration	NOUN
ajst-19205	167	22	of	of	ADP
ajst-19205	167	23	ai	ai	PRON
ajst-19205	167	24	technology	technology	NOUN
ajst-19205	167	25	in	in	ADP
ajst-19205	167	26	advancing	advance	VERB
ajst-19205	167	27	financial	financial	ADJ
ajst-19205	167	28	innovation	innovation	NOUN
ajst-19205	167	29	in	in	ADP
ajst-19205	167	30	the	the	DET
ajst-19205	167	31	united	united	PROPN
ajst-19205	167	32	states	states	PROPN
ajst-19205	167	33	.	.	PUNCT
ajst-19205	168	1	currently	currently	ADV
ajst-19205	168	2	,	,	PUNCT
ajst-19205	168	3	numerous	numerous	ADJ
ajst-19205	168	4	financial	financial	ADJ
ajst-19205	168	5	institutions	institution	NOUN
ajst-19205	168	6	across	across	ADP
ajst-19205	168	7	the	the	DET
ajst-19205	168	8	u.s	u.s	PROPN
ajst-19205	168	9	.	.	PROPN
ajst-19205	168	10	have	have	AUX
ajst-19205	168	11	embraced	embrace	VERB
ajst-19205	168	12	analytical	analytical	ADJ
ajst-19205	168	13	ai	ai	PROPN
ajst-19205	168	14	technologies	technology	NOUN
ajst-19205	168	15	,	,	PUNCT
ajst-19205	168	16	significantly	significantly	ADV
ajst-19205	168	17	enhancing	enhance	VERB
ajst-19205	168	18	service	service	NOUN
ajst-19205	168	19	efficiency	efficiency	NOUN
ajst-19205	168	20	,	,	PUNCT
ajst-19205	168	21	cutting	cut	VERB
ajst-19205	168	22	transaction	transaction	NOUN
ajst-19205	168	23	costs	cost	NOUN
ajst-19205	168	24	,	,	PUNCT
ajst-19205	168	25	and	and	CCONJ
ajst-19205	168	26	advancing	advance	VERB
ajst-19205	168	27	inclusive	inclusive	ADJ
ajst-19205	168	28	finance	finance	NOUN
ajst-19205	168	29	.	.	PUNCT
ajst-19205	169	1	analytical	analytical	ADJ
ajst-19205	169	2	ai	ai	VERB
ajst-19205	169	3	has	have	AUX
ajst-19205	169	4	shown	show	VERB
ajst-19205	169	5	its	its	PRON
ajst-19205	169	6	value	value	NOUN
ajst-19205	169	7	,	,	PUNCT
ajst-19205	169	8	but	but	CCONJ
ajst-19205	169	9	generative	generative	ADJ
ajst-19205	169	10	ai	ai	VERB
ajst-19205	169	11	holds	hold	VERB
ajst-19205	169	12	even	even	ADV
ajst-19205	169	13	greater	great	ADJ
ajst-19205	169	14	potential	potential	NOUN
ajst-19205	169	15	,	,	PUNCT
ajst-19205	169	16	offering	offer	VERB
ajst-19205	169	17	a	a	DET
ajst-19205	169	18	wider	wide	ADJ
ajst-19205	169	19	range	range	NOUN
ajst-19205	169	20	of	of	ADP
ajst-19205	169	21	application	application	NOUN
ajst-19205	169	22	scenarios	scenario	NOUN
ajst-19205	169	23	.	.	PUNCT
ajst-19205	170	1	it	it	PRON
ajst-19205	170	2	has	have	VERB
ajst-19205	170	3	the	the	DET
ajst-19205	170	4	power	power	NOUN
ajst-19205	170	5	not	not	PART
ajst-19205	170	6	only	only	ADV
ajst-19205	170	7	to	to	PART
ajst-19205	170	8	elevate	elevate	VERB
ajst-19205	170	9	existing	exist	VERB
ajst-19205	170	10	financial	financial	ADJ
ajst-19205	170	11	services	service	NOUN
ajst-19205	170	12	but	but	CCONJ
ajst-19205	170	13	also	also	ADV
ajst-19205	170	14	to	to	PART
ajst-19205	170	15	pioneer	pioneer	VERB
ajst-19205	170	16	new	new	ADJ
ajst-19205	170	17	business	business	NOUN
ajst-19205	170	18	models	model	NOUN
ajst-19205	170	19	.	.	PUNCT
ajst-19205	171	1	looking	look	VERB
ajst-19205	171	2	ahead	ahead	ADV
ajst-19205	171	3	,	,	PUNCT
ajst-19205	171	4	u.s	u.s	PROPN
ajst-19205	171	5	.	.	PROPN
ajst-19205	171	6	financial	financial	ADJ
ajst-19205	171	7	institutions	institution	NOUN
ajst-19205	171	8	should	should	AUX
ajst-19205	171	9	be	be	AUX
ajst-19205	171	10	proactive	proactive	ADJ
ajst-19205	171	11	in	in	ADP
ajst-19205	171	12	exploring	explore	VERB
ajst-19205	171	13	the	the	DET
ajst-19205	171	14	applications	application	NOUN
ajst-19205	171	15	of	of	ADP
ajst-19205	171	16	generative	generative	NOUN
ajst-19205	171	17	ai	ai	VERB
ajst-19205	171	18	within	within	ADP
ajst-19205	171	19	the	the	DET
ajst-19205	171	20	finance	finance	NOUN
ajst-19205	171	21	sector	sector	NOUN
ajst-19205	171	22	.	.	PUNCT
ajst-19205	172	1	moreover	moreover	ADV
ajst-19205	172	2	,	,	PUNCT
ajst-19205	172	3	while	while	SCONJ
ajst-19205	172	4	ensuring	ensure	VERB
ajst-19205	172	5	security	security	NOUN
ajst-19205	172	6	and	and	CCONJ
ajst-19205	172	7	compliance	compliance	NOUN
ajst-19205	172	8	,	,	PUNCT
ajst-19205	172	9	these	these	DET
ajst-19205	172	10	institutions	institution	NOUN
ajst-19205	172	11	could	could	AUX
ajst-19205	172	12	benefit	benefit	VERB
ajst-19205	172	13	from	from	ADP
ajst-19205	172	14	partnerships	partnership	NOUN
ajst-19205	172	15	with	with	ADP
ajst-19205	172	16	tech	tech	NOUN
ajst-19205	172	17	companies	company	NOUN
ajst-19205	172	18	.	.	PUNCT
ajst-19205	173	1	leveraging	leverage	VERB
ajst-19205	173	2	their	their	PRON
ajst-19205	173	3	respective	respective	ADJ
ajst-19205	173	4	strengths	strength	NOUN
ajst-19205	173	5	,	,	PUNCT
ajst-19205	173	6	they	they	PRON
ajst-19205	173	7	can	can	AUX
ajst-19205	173	8	accelerate	accelerate	VERB
ajst-19205	173	9	the	the	DET
ajst-19205	173	10	deep	deep	ADJ
ajst-19205	173	11	integration	integration	NOUN
ajst-19205	173	12	of	of	ADP
ajst-19205	173	13	ai	ai	PROPN
ajst-19205	173	14	technology	technology	NOUN
ajst-19205	173	15	and	and	CCONJ
ajst-19205	173	16	financial	financial	ADJ
ajst-19205	173	17	services	service	NOUN
ajst-19205	173	18	,	,	PUNCT
ajst-19205	173	19	thereby	thereby	ADV
ajst-19205	173	20	boosting	boost	VERB
ajst-19205	173	21	the	the	DET
ajst-19205	173	22	international	international	ADJ
ajst-19205	173	23	competitiveness	competitiveness	NOUN
ajst-19205	173	24	of	of	ADP
ajst-19205	173	25	the	the	DET
ajst-19205	173	26	united	united	PROPN
ajst-19205	173	27	states	states	PROPN
ajst-19205	173	28	'	'	PART
ajst-19205	173	29	financial	financial	ADJ
ajst-19205	173	30	technology	technology	NOUN
ajst-19205	173	31	sector	sector	NOUN
ajst-19205	173	32	.	.	PUNCT
ajst-19205	174	1	the	the	DET
ajst-19205	174	2	second	second	NOUN
ajst-19205	174	3	is	be	AUX
ajst-19205	174	4	to	to	PART
ajst-19205	174	5	attach	attach	VERB
ajst-19205	174	6	equal	equal	ADJ
ajst-19205	174	7	importance	importance	NOUN
ajst-19205	174	8	to	to	ADP
ajst-19205	174	9	supervision	supervision	NOUN
ajst-19205	174	10	and	and	CCONJ
ajst-19205	174	11	development	development	NOUN
ajst-19205	174	12	,	,	PUNCT
ajst-19205	174	13	and	and	CCONJ
ajst-19205	174	14	consider	consider	VERB
ajst-19205	174	15	the	the	DET
ajst-19205	174	16	development	development	NOUN
ajst-19205	174	17	of	of	ADP
ajst-19205	174	18	ai	ai	PRON
ajst-19205	174	19	financial	financial	ADJ
ajst-19205	174	20	regulation	regulation	NOUN
ajst-19205	174	21	in	in	ADP
ajst-19205	174	22	advance	advance	NOUN
ajst-19205	174	23	.	.	PUNCT
ajst-19205	175	1	at	at	ADP
ajst-19205	175	2	present	present	ADJ
ajst-19205	175	3	,	,	PUNCT
ajst-19205	175	4	there	there	PRON
ajst-19205	175	5	is	be	VERB
ajst-19205	175	6	a	a	DET
ajst-19205	175	7	general	general	ADJ
ajst-19205	175	8	lack	lack	NOUN
ajst-19205	175	9	of	of	ADP
ajst-19205	175	10	relevant	relevant	ADJ
ajst-19205	175	11	regulations	regulation	NOUN
ajst-19205	175	12	for	for	ADP
ajst-19205	175	13	ai	ai	PRON
ajst-19205	175	14	regulation	regulation	NOUN
ajst-19205	175	15	in	in	ADP
ajst-19205	175	16	the	the	DET
ajst-19205	175	17	financial	financial	ADJ
ajst-19205	175	18	sector	sector	NOUN
ajst-19205	175	19	.	.	PUNCT
ajst-19205	176	1	historical	historical	ADJ
ajst-19205	176	2	experience	experience	NOUN
ajst-19205	176	3	shows	show	VERB
ajst-19205	176	4	that	that	SCONJ
ajst-19205	176	5	if	if	SCONJ
ajst-19205	176	6	financial	financial	ADJ
ajst-19205	176	7	innovation	innovation	NOUN
ajst-19205	176	8	is	be	AUX
ajst-19205	176	9	excessively	excessively	ADV
ajst-19205	176	10	ahead	ahead	ADV
ajst-19205	176	11	of	of	ADP
ajst-19205	176	12	regulation	regulation	NOUN
ajst-19205	176	13	,	,	PUNCT
ajst-19205	176	14	it	it	PRON
ajst-19205	176	15	will	will	AUX
ajst-19205	176	16	not	not	PART
ajst-19205	176	17	only	only	ADV
ajst-19205	176	18	lead	lead	VERB
ajst-19205	176	19	to	to	ADP
ajst-19205	176	20	financial	financial	ADJ
ajst-19205	176	21	risks	risk	NOUN
ajst-19205	176	22	,	,	PUNCT
ajst-19205	176	23	but	but	CCONJ
ajst-19205	176	24	also	also	ADV
ajst-19205	176	25	threaten	threaten	VERB
ajst-19205	176	26	financial	financial	ADJ
ajst-19205	176	27	stability	stability	NOUN
ajst-19205	176	28	.	.	PUNCT
ajst-19205	177	1	it	it	PRON
ajst-19205	177	2	could	could	AUX
ajst-19205	177	3	also	also	ADV
ajst-19205	177	4	trigger	trigger	VERB
ajst-19205	177	5	an	an	DET
ajst-19205	177	6	excessive	excessive	ADJ
ajst-19205	177	7	regulatory	regulatory	ADJ
ajst-19205	177	8	backlash	backlash	NOUN
ajst-19205	177	9	and	and	CCONJ
ajst-19205	177	10	stifle	stifle	VERB
ajst-19205	177	11	the	the	DET
ajst-19205	177	12	development	development	NOUN
ajst-19205	177	13	of	of	ADP
ajst-19205	177	14	beneficial	beneficial	ADJ
ajst-19205	177	15	financial	financial	ADJ
ajst-19205	177	16	innovation	innovation	NOUN
ajst-19205	177	17	.	.	PUNCT
ajst-19205	178	1	therefore	therefore	ADV
ajst-19205	178	2	,	,	PUNCT
ajst-19205	178	3	based	base	VERB
ajst-19205	178	4	on	on	ADP
ajst-19205	178	5	the	the	DET
ajst-19205	178	6	principle	principle	NOUN
ajst-19205	178	7	of	of	ADP
ajst-19205	178	8	"	"	PUNCT
ajst-19205	178	9	same	same	ADJ
ajst-19205	178	10	risk	risk	NOUN
ajst-19205	178	11	,	,	PUNCT
ajst-19205	178	12	same	same	ADJ
ajst-19205	178	13	supervision	supervision	NOUN
ajst-19205	178	14	"	"	PUNCT
ajst-19205	178	15	,	,	PUNCT
ajst-19205	178	16	the	the	DET
ajst-19205	178	17	financial	financial	ADJ
ajst-19205	178	18	management	management	NOUN
ajst-19205	178	19	sector	sector	NOUN
ajst-19205	178	20	can	can	AUX
ajst-19205	178	21	carefully	carefully	ADV
ajst-19205	178	22	consider	consider	VERB
ajst-19205	178	23	the	the	DET
ajst-19205	178	24	risks	risk	NOUN
ajst-19205	178	25	and	and	CCONJ
ajst-19205	178	26	challenges	challenge	NOUN
ajst-19205	178	27	that	that	PRON
ajst-19205	178	28	ai	ai	VERB
ajst-19205	178	29	may	may	AUX
ajst-19205	178	30	bring	bring	VERB
ajst-19205	178	31	to	to	ADP
ajst-19205	178	32	the	the	DET
ajst-19205	178	33	financial	financial	ADJ
ajst-19205	178	34	sector	sector	NOUN
ajst-19205	178	35	.	.	PUNCT
ajst-19205	179	1	finally	finally	ADV
ajst-19205	179	2	,	,	PUNCT
ajst-19205	179	3	international	international	ADJ
ajst-19205	179	4	cooperation	cooperation	NOUN
ajst-19205	179	5	on	on	ADP
ajst-19205	179	6	ai	ai	PRON
ajst-19205	179	7	regulation	regulation	NOUN
ajst-19205	179	8	should	should	AUX
ajst-19205	179	9	be	be	AUX
ajst-19205	179	10	strengthened	strengthen	VERB
ajst-19205	179	11	.	.	PUNCT
ajst-19205	180	1	international	international	ADJ
ajst-19205	180	2	competition	competition	NOUN
ajst-19205	180	3	and	and	CCONJ
ajst-19205	180	4	cooperation	cooperation	NOUN
ajst-19205	180	5	in	in	ADP
ajst-19205	180	6	ai	ai	ADJ
ajst-19205	180	7	regulation	regulation	NOUN
ajst-19205	180	8	are	be	AUX
ajst-19205	180	9	taking	take	VERB
ajst-19205	180	10	place	place	NOUN
ajst-19205	180	11	.	.	PUNCT
ajst-19205	181	1	in	in	ADP
ajst-19205	181	2	terms	term	NOUN
ajst-19205	181	3	of	of	ADP
ajst-19205	181	4	competition	competition	NOUN
ajst-19205	181	5	,	,	PUNCT
ajst-19205	181	6	the	the	DET
ajst-19205	181	7	two	two	NUM
ajst-19205	181	8	major	major	ADJ
ajst-19205	181	9	economies	economy	NOUN
ajst-19205	181	10	,	,	PUNCT
ajst-19205	181	11	the	the	DET
ajst-19205	181	12	united	united	PROPN
ajst-19205	181	13	states	states	PROPN
ajst-19205	181	14	and	and	CCONJ
ajst-19205	181	15	europe	europe	PROPN
ajst-19205	181	16	,	,	PUNCT
ajst-19205	181	17	are	be	AUX
ajst-19205	181	18	competing	compete	VERB
ajst-19205	181	19	for	for	ADP
ajst-19205	181	20	the	the	DET
ajst-19205	181	21	right	right	NOUN
ajst-19205	181	22	to	to	PART
ajst-19205	181	23	have	have	AUX
ajst-19205	181	24	a	a	DET
ajst-19205	181	25	say	say	NOUN
ajst-19205	181	26	in	in	ADP
ajst-19205	181	27	the	the	DET
ajst-19205	181	28	formulation	formulation	NOUN
ajst-19205	181	29	of	of	ADP
ajst-19205	181	30	global	global	ADJ
ajst-19205	181	31	ai	ai	PROPN
ajst-19205	181	32	standards	standard	NOUN
ajst-19205	181	33	and	and	CCONJ
ajst-19205	181	34	regulatory	regulatory	ADJ
ajst-19205	181	35	rules	rule	NOUN
ajst-19205	181	36	;	;	PUNCT
ajst-19205	181	37	in	in	ADP
ajst-19205	181	38	terms	term	NOUN
ajst-19205	181	39	of	of	ADP
ajst-19205	181	40	cooperation	cooperation	NOUN
ajst-19205	181	41	,	,	PUNCT
ajst-19205	181	42	the	the	DET
ajst-19205	181	43	group	group	NOUN
ajst-19205	181	44	of	of	ADP
ajst-19205	181	45	seven	seven	NUM
ajst-19205	181	46	(	(	PUNCT
ajst-19205	181	47	g7	g7	PROPN
ajst-19205	181	48	)	)	PUNCT
ajst-19205	181	49	released	release	VERB
ajst-19205	181	50	the	the	DET
ajst-19205	181	51	report	report	NOUN
ajst-19205	181	52	on	on	ADP
ajst-19205	181	53	generative	generative	ADJ
ajst-19205	181	54	artificial	artificial	ADJ
ajst-19205	181	55	intelligence	intelligence	NOUN
ajst-19205	181	56	at	at	ADP
ajst-19205	181	57	the	the	DET
ajst-19205	181	58	hiroshima	hiroshima	PROPN
ajst-19205	181	59	ai	ai	PROPN
ajst-19205	181	60	conference	conference	NOUN
ajst-19205	181	61	in	in	ADP
ajst-19205	181	62	may	may	PROPN
ajst-19205	181	63	2023	2023	NUM
ajst-19205	181	64	,	,	PUNCT
ajst-19205	181	65	noting	note	VERB
ajst-19205	181	66	that	that	SCONJ
ajst-19205	181	67	g7	g7	PROPN
ajst-19205	181	68	members	member	NOUN
ajst-19205	181	69	agreed	agree	VERB
ajst-19205	181	70	to	to	PART
ajst-19205	181	71	develop	develop	VERB
ajst-19205	181	72	a	a	DET
ajst-19205	181	73	code	code	NOUN
ajst-19205	181	74	of	of	ADP
ajst-19205	181	75	conduct	conduct	NOUN
ajst-19205	181	76	to	to	PART
ajst-19205	181	77	regulate	regulate	VERB
ajst-19205	181	78	the	the	DET
ajst-19205	181	79	development	development	NOUN
ajst-19205	181	80	and	and	CCONJ
ajst-19205	181	81	use	use	NOUN
ajst-19205	181	82	of	of	ADP
ajst-19205	181	83	ai	ai	PROPN
ajst-19205	181	84	systems	system	NOUN
ajst-19205	181	85	by	by	ADP
ajst-19205	181	86	large	large	ADJ
ajst-19205	181	87	companies	company	NOUN
ajst-19205	181	88	.	.	PUNCT
ajst-19205	182	1	in	in	ADP
ajst-19205	182	2	early	early	ADJ
ajst-19205	182	3	november	november	PROPN
ajst-19205	182	4	,	,	PUNCT
ajst-19205	182	5	the	the	DET
ajst-19205	182	6	world	world	NOUN
ajst-19205	182	7	's	's	PART
ajst-19205	182	8	first	first	ADJ
ajst-19205	182	9	artificial	artificial	ADJ
ajst-19205	182	10	intelligence	intelligence	NOUN
ajst-19205	182	11	summit	summit	NOUN
ajst-19205	182	12	was	be	AUX
ajst-19205	182	13	held	hold	VERB
ajst-19205	182	14	in	in	ADP
ajst-19205	182	15	the	the	DET
ajst-19205	182	16	uk	uk	PROPN
ajst-19205	182	17	,	,	PUNCT
ajst-19205	182	18	attended	attend	VERB
ajst-19205	182	19	by	by	ADP
ajst-19205	182	20	representatives	representative	NOUN
ajst-19205	182	21	from	from	ADP
ajst-19205	182	22	china	china	PROPN
ajst-19205	182	23	,	,	PUNCT
ajst-19205	182	24	the	the	DET
ajst-19205	182	25	us	us	PROPN
ajst-19205	182	26	,	,	PUNCT
ajst-19205	182	27	europe	europe	PROPN
ajst-19205	182	28	,	,	PUNCT
ajst-19205	182	29	india	india	PROPN
ajst-19205	182	30	and	and	CCONJ
ajst-19205	182	31	other	other	ADJ
ajst-19205	182	32	countries	country	NOUN
ajst-19205	182	33	.	.	PUNCT
ajst-19205	183	1	the	the	DET
ajst-19205	183	2	parties	party	NOUN
ajst-19205	183	3	signed	sign	VERB
ajst-19205	183	4	the	the	DET
ajst-19205	183	5	bletchley	bletchley	PROPN
ajst-19205	183	6	declaration	declaration	PROPN
ajst-19205	183	7	,	,	PUNCT
ajst-19205	183	8	agreeing	agree	VERB
ajst-19205	183	9	to	to	PART
ajst-19205	183	10	take	take	VERB
ajst-19205	183	11	joint	joint	ADJ
ajst-19205	183	12	action	action	NOUN
ajst-19205	183	13	on	on	ADP
ajst-19205	183	14	a	a	DET
ajst-19205	183	15	global	global	ADJ
ajst-19205	183	16	scale	scale	NOUN
ajst-19205	183	17	to	to	PART
ajst-19205	183	18	manage	manage	VERB
ajst-19205	183	19	the	the	DET
ajst-19205	183	20	potential	potential	ADJ
ajst-19205	183	21	risks	risk	NOUN
ajst-19205	183	22	of	of	ADP
ajst-19205	183	23	artificial	artificial	ADJ
ajst-19205	183	24	intelligence	intelligence	NOUN
ajst-19205	183	25	and	and	CCONJ
ajst-19205	183	26	to	to	PART
ajst-19205	183	27	ensure	ensure	VERB
ajst-19205	183	28	that	that	SCONJ
ajst-19205	183	29	ai	ai	NOUN
ajst-19205	183	30	is	be	AUX
ajst-19205	183	31	developed	develop	VERB
ajst-19205	183	32	and	and	CCONJ
ajst-19205	183	33	applied	apply	VERB
ajst-19205	183	34	in	in	ADP
ajst-19205	183	35	a	a	DET
ajst-19205	183	36	safe	safe	ADJ
ajst-19205	183	37	and	and	CCONJ
ajst-19205	183	38	responsible	responsible	ADJ
ajst-19205	183	39	manner	manner	NOUN
ajst-19205	183	40	.	.	PUNCT
ajst-19205	184	1	acknowledgment	acknowledgment	NOUN
ajst-19205	184	2	thanks	thank	NOUN
ajst-19205	184	3	to	to	ADP
ajst-19205	184	4	yixu	yixu	PROPN
ajst-19205	184	5	wang	wang	PROPN
ajst-19205	184	6	for	for	ADP
ajst-19205	184	7	his	his	PRON
ajst-19205	184	8	outstanding	outstanding	ADJ
ajst-19205	184	9	contributions	contribution	NOUN
ajst-19205	184	10	and	and	CCONJ
ajst-19205	184	11	professional	professional	ADJ
ajst-19205	184	12	insights	insight	NOUN
ajst-19205	184	13	in	in	ADP
ajst-19205	184	14	the	the	DET
ajst-19205	184	15	fields	field	NOUN
ajst-19205	184	16	related	relate	VERB
ajst-19205	184	17	to	to	ADP
ajst-19205	184	18	artificial	artificial	ADJ
ajst-19205	184	19	304	304	NUM
ajst-19205	184	20	intelligence	intelligence	NOUN
ajst-19205	184	21	and	and	CCONJ
ajst-19205	184	22	financial	financial	ADJ
ajst-19205	184	23	machine	machine	NOUN
ajst-19205	184	24	learning	learning	NOUN
ajst-19205	184	25	.	.	PUNCT
ajst-19205	185	1	many	many	ADJ
ajst-19205	185	2	of	of	ADP
ajst-19205	185	3	his	his	PRON
ajst-19205	185	4	views	view	NOUN
ajst-19205	185	5	on	on	ADP
ajst-19205	185	6	risk	risk	NOUN
ajst-19205	185	7	prediction	prediction	NOUN
ajst-19205	185	8	and	and	CCONJ
ajst-19205	185	9	behavior	behavior	NOUN
ajst-19205	185	10	prediction	prediction	NOUN
ajst-19205	185	11	provide	provide	VERB
ajst-19205	185	12	profound	profound	ADJ
ajst-19205	185	13	theoretical	theoretical	ADJ
ajst-19205	185	14	basis	basis	NOUN
ajst-19205	185	15	and	and	CCONJ
ajst-19205	185	16	method	method	NOUN
ajst-19205	185	17	guidance	guidance	NOUN
ajst-19205	185	18	for	for	ADP
ajst-19205	185	19	the	the	DET
ajst-19205	185	20	research	research	NOUN
ajst-19205	185	21	of	of	ADP
ajst-19205	185	22	this	this	DET
ajst-19205	185	23	paper	paper	NOUN
ajst-19205	185	24	.	.	PUNCT
ajst-19205	186	1	this	this	DET
ajst-19205	186	2	paper	paper	NOUN
ajst-19205	186	3	's	's	PART
ajst-19205	186	4	discussion	discussion	NOUN
ajst-19205	186	5	on	on	ADP
ajst-19205	186	6	financial	financial	ADJ
ajst-19205	186	7	risk	risk	NOUN
ajst-19205	186	8	prediction	prediction	NOUN
ajst-19205	186	9	driven	drive	VERB
ajst-19205	186	10	by	by	ADP
ajst-19205	186	11	artificial	artificial	ADJ
ajst-19205	186	12	intelligence	intelligence	NOUN
ajst-19205	186	13	not	not	PART
ajst-19205	186	14	only	only	ADV
ajst-19205	186	15	enrichis	enrichis	ADV
ajst-19205	186	16	my	my	PRON
ajst-19205	186	17	understanding	understanding	NOUN
ajst-19205	186	18	of	of	ADP
ajst-19205	186	19	credit	credit	NOUN
ajst-19205	186	20	card	card	NOUN
ajst-19205	186	21	security	security	NOUN
ajst-19205	186	22	,	,	PUNCT
ajst-19205	186	23	but	but	CCONJ
ajst-19205	186	24	also	also	ADV
ajst-19205	186	25	provides	provide	VERB
ajst-19205	186	26	valuable	valuable	ADJ
ajst-19205	186	27	inspiration	inspiration	NOUN
ajst-19205	186	28	and	and	CCONJ
ajst-19205	186	29	direction	direction	NOUN
ajst-19205	186	30	for	for	ADP
ajst-19205	186	31	my	my	PRON
ajst-19205	186	32	research	research	NOUN
ajst-19205	186	33	.	.	PUNCT
ajst-19205	187	1	through	through	ADP
ajst-19205	187	2	in	in	ADP
ajst-19205	187	3	-	-	PUNCT
ajst-19205	187	4	depth	depth	NOUN
ajst-19205	187	5	research	research	NOUN
ajst-19205	187	6	,	,	PUNCT
ajst-19205	187	7	i	i	PRON
ajst-19205	187	8	would	would	AUX
ajst-19205	187	9	like	like	VERB
ajst-19205	187	10	to	to	PART
ajst-19205	187	11	thank	thank	VERB
ajst-19205	187	12	yixu	yixu	PROPN
ajst-19205	187	13	wang	wang	PROPN
ajst-19205	187	14	for	for	ADP
ajst-19205	187	15	making	make	VERB
ajst-19205	187	16	outstanding	outstanding	ADJ
ajst-19205	187	17	contributions	contribution	NOUN
ajst-19205	187	18	to	to	ADP
ajst-19205	187	19	the	the	DET
ajst-19205	187	20	development	development	NOUN
ajst-19205	187	21	of	of	ADP
ajst-19205	187	22	the	the	DET
ajst-19205	187	23	financial	financial	ADJ
ajst-19205	187	24	risk	risk	NOUN
ajst-19205	187	25	security	security	NOUN
ajst-19205	187	26	field	field	NOUN
ajst-19205	187	27	and	and	CCONJ
ajst-19205	187	28	providing	provide	VERB
ajst-19205	187	29	useful	useful	ADJ
ajst-19205	187	30	ideas	idea	NOUN
ajst-19205	187	31	and	and	CCONJ
ajst-19205	187	32	solutions	solution	NOUN
ajst-19205	187	33	for	for	ADP
ajst-19205	187	34	the	the	DET
ajst-19205	187	35	industry	industry	NOUN
ajst-19205	187	36	.	.	PUNCT
ajst-19205	188	1	in	in	ADP
ajst-19205	188	2	addition	addition	NOUN
ajst-19205	188	3	,	,	PUNCT
ajst-19205	188	4	i	i	PRON
ajst-19205	188	5	would	would	AUX
ajst-19205	188	6	like	like	VERB
ajst-19205	188	7	to	to	PART
ajst-19205	188	8	thank	thank	VERB
ajst-19205	188	9	yixu	yixu	PROPN
ajst-19205	188	10	wang	wang	PROPN
ajst-19205	188	11	for	for	ADP
ajst-19205	188	12	his	his	PRON
ajst-19205	188	13	guidance	guidance	NOUN
ajst-19205	188	14	and	and	CCONJ
ajst-19205	188	15	support	support	NOUN
ajst-19205	188	16	in	in	ADP
ajst-19205	188	17	academic	academic	ADJ
ajst-19205	188	18	exchange	exchange	NOUN
ajst-19205	188	19	and	and	CCONJ
ajst-19205	188	20	research	research	NOUN
ajst-19205	188	21	collaboration	collaboration	NOUN
ajst-19205	188	22	.	.	PUNCT
ajst-19205	189	1	he	he	PRON
ajst-19205	189	2	not	not	PART
ajst-19205	189	3	only	only	ADV
ajst-19205	189	4	provided	provide	VERB
ajst-19205	189	5	me	i	PRON
ajst-19205	189	6	with	with	ADP
ajst-19205	189	7	professional	professional	ADJ
ajst-19205	189	8	advice	advice	NOUN
ajst-19205	189	9	and	and	CCONJ
ajst-19205	189	10	technical	technical	ADJ
ajst-19205	189	11	support	support	NOUN
ajst-19205	189	12	,	,	PUNCT
ajst-19205	189	13	but	but	CCONJ
ajst-19205	189	14	also	also	ADV
ajst-19205	189	15	shared	share	VERB
ajst-19205	189	16	his	his	PRON
ajst-19205	189	17	research	research	NOUN
ajst-19205	189	18	results	result	NOUN
ajst-19205	189	19	in	in	ADP
ajst-19205	189	20	academic	academic	ADJ
ajst-19205	189	21	forums	forum	NOUN
ajst-19205	189	22	and	and	CCONJ
ajst-19205	189	23	seminars	seminar	NOUN
ajst-19205	189	24	,	,	PUNCT
ajst-19205	189	25	promoting	promote	VERB
ajst-19205	189	26	knowledge	knowledge	NOUN
ajst-19205	189	27	exchange	exchange	NOUN
ajst-19205	189	28	and	and	CCONJ
ajst-19205	189	29	cooperation	cooperation	NOUN
ajst-19205	189	30	in	in	ADP
ajst-19205	189	31	our	our	PRON
ajst-19205	189	32	field	field	NOUN
ajst-19205	189	33	.	.	PUNCT
ajst-19205	190	1	references	reference	NOUN
ajst-19205	190	2	[	[	X
ajst-19205	190	3	1	1	NUM
ajst-19205	190	4	]	]	PUNCT
ajst-19205	190	5	xu	xu	PROPN
ajst-19205	190	6	,	,	PUNCT
ajst-19205	190	7	jingyu	jingyu	PROPN
ajst-19205	190	8	,	,	PUNCT
ajst-19205	190	9	et	et	PROPN
ajst-19205	190	10	al	al	PROPN
ajst-19205	190	11	.	.	PUNCT
ajst-19205	191	1	"	"	PUNCT
ajst-19205	191	2	the	the	DET
ajst-19205	191	3	fusion	fusion	NOUN
ajst-19205	191	4	of	of	ADP
ajst-19205	191	5	deep	deep	ADJ
ajst-19205	191	6	reinforcement	reinforcement	NOUN
ajst-19205	191	7	learning	learning	NOUN
ajst-19205	191	8	and	and	CCONJ
ajst-19205	191	9	edge	edge	NOUN
ajst-19205	191	10	computing	computing	NOUN
ajst-19205	191	11	for	for	ADP
ajst-19205	191	12	real	real	ADJ
ajst-19205	191	13	-	-	PUNCT
ajst-19205	191	14	time	time	NOUN
ajst-19205	191	15	monitoring	monitoring	NOUN
ajst-19205	191	16	and	and	CCONJ
ajst-19205	191	17	control	control	NOUN
ajst-19205	191	18	optimization	optimization	NOUN
ajst-19205	191	19	in	in	ADP
ajst-19205	191	20	iot	iot	ADJ
ajst-19205	191	21	environments	environment	NOUN
ajst-19205	191	22	.	.	PUNCT
ajst-19205	191	23	"	"	PUNCT
ajst-19205	192	1	arxiv	arxiv	PROPN
ajst-19205	192	2	preprint	preprint	NOUN
ajst-19205	192	3	arxiv:2403.07923	arxiv:2403.07923	PROPN
ajst-19205	192	4	(	(	PUNCT
ajst-19205	192	5	2024	2024	NUM
ajst-19205	192	6	)	)	PUNCT
ajst-19205	192	7	.	.	PUNCT
ajst-19205	193	1	[	[	X
ajst-19205	193	2	2	2	NUM
ajst-19205	193	3	]	]	SYM
ajst-19205	193	4	xu	xu	PROPN
ajst-19205	193	5	,	,	PUNCT
ajst-19205	193	6	j.	j.	PROPN
ajst-19205	193	7	,	,	PUNCT
ajst-19205	193	8	jiang	jiang	PROPN
ajst-19205	193	9	,	,	PUNCT
ajst-19205	193	10	y.	y.	PROPN
ajst-19205	193	11	,	,	PUNCT
ajst-19205	193	12	yuan	yuan	PROPN
ajst-19205	193	13	,	,	PUNCT
ajst-19205	193	14	b.	b.	PROPN
ajst-19205	193	15	,	,	PUNCT
ajst-19205	193	16	li	li	PROPN
ajst-19205	193	17	,	,	PUNCT
ajst-19205	193	18	s.	s.	PROPN
ajst-19205	193	19	,	,	PUNCT
ajst-19205	193	20	&	&	CCONJ
ajst-19205	193	21	song	song	PROPN
ajst-19205	193	22	,	,	PUNCT
ajst-19205	193	23	t.	t.	PROPN
ajst-19205	193	24	(	(	PUNCT
ajst-19205	193	25	2023	2023	NUM
ajst-19205	193	26	,	,	PUNCT
ajst-19205	193	27	november	november	PROPN
ajst-19205	193	28	)	)	PUNCT
ajst-19205	193	29	.	.	PUNCT
ajst-19205	194	1	automated	automate	VERB
ajst-19205	194	2	scoring	scoring	NOUN
ajst-19205	194	3	of	of	ADP
ajst-19205	194	4	clinical	clinical	ADJ
ajst-19205	194	5	patient	patient	NOUN
ajst-19205	194	6	notes	note	NOUN
ajst-19205	194	7	using	use	VERB
ajst-19205	194	8	advanced	advanced	ADJ
ajst-19205	194	9	nlp	nlp	NOUN
ajst-19205	194	10	and	and	CCONJ
ajst-19205	194	11	pseudo	pseudo	NOUN
ajst-19205	194	12	labeling	labeling	NOUN
ajst-19205	194	13	.	.	PUNCT
ajst-19205	195	1	in	in	ADP
ajst-19205	195	2	2023	2023	NUM
ajst-19205	195	3	5th	5th	ADJ
ajst-19205	195	4	international	international	ADJ
ajst-19205	195	5	conference	conference	NOUN
ajst-19205	195	6	on	on	ADP
ajst-19205	195	7	artificial	artificial	ADJ
ajst-19205	195	8	intelligence	intelligence	NOUN
ajst-19205	195	9	and	and	CCONJ
ajst-19205	195	10	computer	computer	NOUN
ajst-19205	195	11	applications	application	NOUN
ajst-19205	195	12	(	(	PUNCT
ajst-19205	195	13	icaica	icaica	PROPN
ajst-19205	195	14	)	)	PUNCT
ajst-19205	195	15	(	(	PUNCT
ajst-19205	195	16	pp	pp	X
ajst-19205	195	17	.	.	PUNCT
ajst-19205	196	1	384	384	NUM
ajst-19205	196	2	-	-	SYM
ajst-19205	196	3	388	388	NUM
ajst-19205	196	4	)	)	PUNCT
ajst-19205	196	5	.	.	PUNCT
ajst-19205	197	1	ieee	ieee	NOUN
ajst-19205	197	2	.	.	PUNCT
ajst-19205	198	1	[	[	X
ajst-19205	198	2	3	3	NUM
ajst-19205	198	3	]	]	X
ajst-19205	198	4	zhou	zhou	X
ajst-19205	198	5	,	,	PUNCT
ajst-19205	198	6	y.	y.	PROPN
ajst-19205	198	7	,	,	PUNCT
ajst-19205	198	8	osman	osman	PROPN
ajst-19205	198	9	,	,	PUNCT
ajst-19205	198	10	a.	a.	NOUN
ajst-19205	198	11	,	,	PUNCT
ajst-19205	198	12	willms	willm	NOUN
ajst-19205	198	13	,	,	PUNCT
ajst-19205	198	14	m.	m.	NOUN
ajst-19205	198	15	,	,	PUNCT
ajst-19205	198	16	kunz	kunz	PROPN
ajst-19205	198	17	,	,	PUNCT
ajst-19205	198	18	a.	a.	PROPN
ajst-19205	198	19	,	,	PUNCT
ajst-19205	198	20	philipp	philipp	PROPN
ajst-19205	198	21	,	,	PUNCT
ajst-19205	198	22	s.	s.	PROPN
ajst-19205	198	23	,	,	PUNCT
ajst-19205	198	24	blatt	blatt	PROPN
ajst-19205	198	25	,	,	PUNCT
ajst-19205	198	26	j.	j.	PROPN
ajst-19205	198	27	,	,	PUNCT
ajst-19205	198	28	&	&	CCONJ
ajst-19205	198	29	eul	eul	PROPN
ajst-19205	198	30	,	,	PUNCT
ajst-19205	198	31	s.	s.	PROPN
ajst-19205	198	32	(	(	PUNCT
ajst-19205	198	33	2023	2023	NUM
ajst-19205	198	34	)	)	PUNCT
ajst-19205	198	35	.	.	PUNCT
ajst-19205	199	1	semantic	semantic	ADJ
ajst-19205	199	2	wireframe	wireframe	PROPN
ajst-19205	199	3	detection	detection	NOUN
ajst-19205	199	4	.	.	PUNCT
ajst-19205	200	1	[	[	X
ajst-19205	200	2	4	4	NUM
ajst-19205	200	3	]	]	X
ajst-19205	200	4	liu	liu	PROPN
ajst-19205	200	5	,	,	PUNCT
ajst-19205	200	6	beichang	beichang	PROPN
ajst-19205	200	7	,	,	PUNCT
ajst-19205	200	8	et	et	PROPN
ajst-19205	200	9	al	al	PROPN
ajst-19205	200	10	.	.	PUNCT
ajst-19205	201	1	"	"	PUNCT
ajst-19205	201	2	machine	machine	NOUN
ajst-19205	201	3	learning	learn	VERB
ajst-19205	201	4	model	model	NOUN
ajst-19205	201	5	training	training	NOUN
ajst-19205	201	6	and	and	CCONJ
ajst-19205	201	7	practice	practice	NOUN
ajst-19205	201	8	:	:	PUNCT
ajst-19205	201	9	a	a	DET
ajst-19205	201	10	study	study	NOUN
ajst-19205	201	11	on	on	ADP
ajst-19205	201	12	constructing	construct	VERB
ajst-19205	201	13	a	a	DET
ajst-19205	201	14	novel	novel	ADJ
ajst-19205	201	15	drug	drug	NOUN
ajst-19205	201	16	detection	detection	NOUN
ajst-19205	201	17	system	system	NOUN
ajst-19205	201	18	.	.	PUNCT
ajst-19205	201	19	"	"	PUNCT
ajst-19205	202	1	international	international	ADJ
ajst-19205	202	2	journal	journal	NOUN
ajst-19205	202	3	of	of	ADP
ajst-19205	202	4	computer	computer	NOUN
ajst-19205	202	5	science	science	NOUN
ajst-19205	202	6	and	and	CCONJ
ajst-19205	202	7	information	information	NOUN
ajst-19205	202	8	technology	technology	NOUN
ajst-19205	202	9	1.1	1.1	NUM
ajst-19205	202	10	(	(	PUNCT
ajst-19205	202	11	2023	2023	NUM
ajst-19205	202	12	):	):	PUNCT
ajst-19205	202	13	139	139	NUM
ajst-19205	202	14	-	-	SYM
ajst-19205	202	15	146	146	NUM
ajst-19205	202	16	.	.	PUNCT
ajst-19205	203	1	[	[	X
ajst-19205	203	2	5	5	NUM
ajst-19205	203	3	]	]	X
ajst-19205	203	4	wang	wang	PROPN
ajst-19205	203	5	,	,	PUNCT
ajst-19205	203	6	yixu	yixu	NOUN
ajst-19205	203	7	,	,	PUNCT
ajst-19205	203	8	et	et	PROPN
ajst-19205	203	9	al	al	PROPN
ajst-19205	203	10	.	.	PUNCT
ajst-19205	204	1	"	"	PUNCT
ajst-19205	204	2	exploring	explore	VERB
ajst-19205	204	3	new	new	ADJ
ajst-19205	204	4	frontiers	frontier	NOUN
ajst-19205	204	5	of	of	ADP
ajst-19205	204	6	deep	deep	ADJ
ajst-19205	204	7	learning	learning	NOUN
ajst-19205	204	8	in	in	ADP
ajst-19205	204	9	legal	legal	ADJ
ajst-19205	204	10	practice	practice	NOUN
ajst-19205	204	11	:	:	PUNCT
ajst-19205	204	12	a	a	DET
ajst-19205	204	13	case	case	NOUN
ajst-19205	204	14	study	study	NOUN
ajst-19205	204	15	of	of	ADP
ajst-19205	204	16	large	large	ADJ
ajst-19205	204	17	language	language	NOUN
ajst-19205	204	18	models	model	NOUN
ajst-19205	204	19	.	.	PUNCT
ajst-19205	204	20	"	"	PUNCT
ajst-19205	205	1	international	international	ADJ
ajst-19205	205	2	journal	journal	NOUN
ajst-19205	205	3	of	of	ADP
ajst-19205	205	4	computer	computer	NOUN
ajst-19205	205	5	science	science	NOUN
ajst-19205	205	6	and	and	CCONJ
ajst-19205	205	7	information	information	NOUN
ajst-19205	205	8	technology	technology	NOUN
ajst-19205	205	9	1.1	1.1	NUM
ajst-19205	205	10	(	(	PUNCT
ajst-19205	205	11	2023	2023	NUM
ajst-19205	205	12	):	):	PUNCT
ajst-19205	205	13	131	131	NUM
ajst-19205	205	14	-	-	SYM
ajst-19205	205	15	138	138	NUM
ajst-19205	205	16	.	.	PUNCT
ajst-19205	206	1	[	[	X
ajst-19205	206	2	6	6	NUM
ajst-19205	206	3	]	]	X
ajst-19205	206	4	zhou	zhou	PROPN
ajst-19205	206	5	,	,	PUNCT
ajst-19205	206	6	yanlin	yanlin	PROPN
ajst-19205	206	7	,	,	PUNCT
ajst-19205	206	8	et	et	PROPN
ajst-19205	206	9	al	al	PROPN
ajst-19205	206	10	.	.	PUNCT
ajst-19205	207	1	"	"	PUNCT
ajst-19205	207	2	utilizing	utilize	VERB
ajst-19205	207	3	ai	ai	VERB
ajst-19205	207	4	-	-	PUNCT
ajst-19205	207	5	enhanced	enhance	VERB
ajst-19205	207	6	multi	multi	ADJ
ajst-19205	207	7	-	-	ADJ
ajst-19205	207	8	omics	omics	ADJ
ajst-19205	207	9	integration	integration	NOUN
ajst-19205	207	10	for	for	ADP
ajst-19205	207	11	predictive	predictive	ADJ
ajst-19205	207	12	modeling	modeling	NOUN
ajst-19205	207	13	of	of	ADP
ajst-19205	207	14	disease	disease	NOUN
ajst-19205	207	15	susceptibility	susceptibility	NOUN
ajst-19205	207	16	in	in	ADP
ajst-19205	207	17	functional	functional	ADJ
ajst-19205	207	18	phenotypes	phenotype	NOUN
ajst-19205	207	19	.	.	PUNCT
ajst-19205	207	20	"	"	PUNCT
ajst-19205	208	1	journal	journal	NOUN
ajst-19205	208	2	of	of	ADP
ajst-19205	208	3	theory	theory	NOUN
ajst-19205	208	4	and	and	CCONJ
ajst-19205	208	5	practice	practice	NOUN
ajst-19205	208	6	of	of	ADP
ajst-19205	208	7	engineering	engineer	VERB
ajst-19205	208	8	science	science	NOUN
ajst-19205	208	9	4.02	4.02	NUM
ajst-19205	208	10	(	(	PUNCT
ajst-19205	208	11	2024	2024	NUM
ajst-19205	208	12	):	):	PUNCT
ajst-19205	208	13	45	45	NUM
ajst-19205	208	14	-	-	SYM
ajst-19205	208	15	51	51	NUM
ajst-19205	208	16	.	.	PUNCT
ajst-19205	209	1	[	[	X
ajst-19205	209	2	7	7	X
ajst-19205	209	3	]	]	X
ajst-19205	209	4	ji	ji	PROPN
ajst-19205	209	5	,	,	PUNCT
ajst-19205	209	6	huan	huan	PROPN
ajst-19205	209	7	,	,	PUNCT
ajst-19205	209	8	et	et	PROPN
ajst-19205	209	9	al	al	PROPN
ajst-19205	209	10	.	.	PUNCT
ajst-19205	210	1	"	"	PUNCT
ajst-19205	210	2	utilizing	utilize	VERB
ajst-19205	210	3	machine	machine	NOUN
ajst-19205	210	4	learning	learning	NOUN
ajst-19205	210	5	for	for	ADP
ajst-19205	210	6	precise	precise	ADJ
ajst-19205	210	7	audience	audience	NOUN
ajst-19205	210	8	targeting	target	VERB
ajst-19205	210	9	in	in	ADP
ajst-19205	210	10	data	datum	NOUN
ajst-19205	210	11	science	science	NOUN
ajst-19205	210	12	and	and	CCONJ
ajst-19205	210	13	targeted	target	VERB
ajst-19205	210	14	advertising	advertising	NOUN
ajst-19205	210	15	.	.	PUNCT
ajst-19205	210	16	"	"	PUNCT
ajst-19205	211	1	academic	academic	ADJ
ajst-19205	211	2	journal	journal	NOUN
ajst-19205	211	3	of	of	ADP
ajst-19205	211	4	science	science	NOUN
ajst-19205	211	5	and	and	CCONJ
ajst-19205	211	6	technology	technology	NOUN
ajst-19205	211	7	9.2	9.2	NUM
ajst-19205	211	8	(	(	PUNCT
ajst-19205	211	9	2024	2024	NUM
ajst-19205	211	10	):	):	PUNCT
ajst-19205	211	11	215	215	NUM
ajst-19205	211	12	-	-	SYM
ajst-19205	211	13	220	220	NUM
ajst-19205	211	14	.	.	PUNCT
ajst-19205	212	1	[	[	X
ajst-19205	212	2	8	8	NUM
ajst-19205	212	3	]	]	X
ajst-19205	212	4	chen	chen	PROPN
ajst-19205	212	5	,	,	PUNCT
ajst-19205	212	6	y.	y.	PROPN
ajst-19205	212	7	,	,	PUNCT
ajst-19205	212	8	wang	wang	PROPN
ajst-19205	212	9	,	,	PUNCT
ajst-19205	212	10	s.	s.	PROPN
ajst-19205	212	11	,	,	PUNCT
ajst-19205	212	12	lin	lin	PROPN
ajst-19205	212	13	,	,	PUNCT
ajst-19205	212	14	l.	l.	PROPN
ajst-19205	212	15	,	,	PUNCT
ajst-19205	212	16	cui	cui	PROPN
ajst-19205	212	17	,	,	PUNCT
ajst-19205	212	18	z.	z.	PROPN
ajst-19205	212	19	,	,	PUNCT
ajst-19205	212	20	&	&	CCONJ
ajst-19205	212	21	zong	zong	PROPN
ajst-19205	212	22	,	,	PUNCT
ajst-19205	212	23	y.	y.	PROPN
ajst-19205	212	24	(	(	PUNCT
ajst-19205	212	25	2024	2024	NUM
ajst-19205	212	26	)	)	PUNCT
ajst-19205	212	27	.	.	PUNCT
ajst-19205	213	1	computer	computer	NOUN
ajst-19205	213	2	vision	vision	NOUN
ajst-19205	213	3	and	and	CCONJ
ajst-19205	213	4	deep	deep	ADJ
ajst-19205	213	5	learning	learning	NOUN
ajst-19205	213	6	transforming	transform	VERB
ajst-19205	213	7	image	image	NOUN
ajst-19205	213	8	recognition	recognition	NOUN
ajst-19205	213	9	and	and	CCONJ
ajst-19205	213	10	beyond	beyond	ADP
ajst-19205	213	11	.	.	PUNCT
ajst-19205	214	1	international	international	ADJ
ajst-19205	214	2	journal	journal	NOUN
ajst-19205	214	3	of	of	ADP
ajst-19205	214	4	computer	computer	NOUN
ajst-19205	214	5	science	science	NOUN
ajst-19205	214	6	and	and	CCONJ
ajst-19205	214	7	information	information	NOUN
ajst-19205	214	8	technology	technology	NOUN
ajst-19205	214	9	,	,	PUNCT
ajst-19205	214	10	2(1	2(1	NUM
ajst-19205	214	11	)	)	PUNCT
ajst-19205	214	12	,	,	PUNCT
ajst-19205	214	13	45	45	NUM
ajst-19205	214	14	-	-	SYM
ajst-19205	214	15	51	51	NUM
ajst-19205	214	16	.	.	PUNCT
ajst-19205	215	1	[	[	X
ajst-19205	215	2	9	9	NUM
ajst-19205	215	3	]	]	X
ajst-19205	215	4	qian	qian	PROPN
ajst-19205	215	5	,	,	PUNCT
ajst-19205	215	6	wenpin	wenpin	PROPN
ajst-19205	215	7	,	,	PUNCT
ajst-19205	215	8	et	et	PROPN
ajst-19205	215	9	al	al	PROPN
ajst-19205	215	10	.	.	PUNCT
ajst-19205	216	1	"	"	PUNCT
ajst-19205	216	2	clinical	clinical	ADJ
ajst-19205	216	3	medical	medical	ADJ
ajst-19205	216	4	detection	detection	NOUN
ajst-19205	216	5	and	and	CCONJ
ajst-19205	216	6	diagnosis	diagnosis	NOUN
ajst-19205	216	7	technology	technology	NOUN
ajst-19205	216	8	based	base	VERB
ajst-19205	216	9	on	on	ADP
ajst-19205	216	10	the	the	DET
ajst-19205	216	11	alexnet	alexnet	ADJ
ajst-19205	216	12	network	network	NOUN
ajst-19205	216	13	model	model	NOUN
ajst-19205	216	14	.	.	PUNCT
ajst-19205	216	15	"	"	PUNCT
ajst-19205	217	1	academic	academic	ADJ
ajst-19205	217	2	journal	journal	NOUN
ajst-19205	217	3	of	of	ADP
ajst-19205	217	4	science	science	NOUN
ajst-19205	217	5	and	and	CCONJ
ajst-19205	217	6	technology	technology	NOUN
ajst-19205	217	7	9.2	9.2	NUM
ajst-19205	217	8	(	(	PUNCT
ajst-19205	217	9	2024	2024	NUM
ajst-19205	217	10	):	):	PUNCT
ajst-19205	217	11	207	207	NUM
ajst-19205	217	12	-	-	SYM
ajst-19205	217	13	211	211	NUM
ajst-19205	217	14	.	.	PUNCT
ajst-19205	218	1	[	[	X
ajst-19205	218	2	10	10	NUM
ajst-19205	218	3	]	]	X
ajst-19205	218	4	zeng	zeng	PROPN
ajst-19205	218	5	,	,	PUNCT
ajst-19205	218	6	q.	q.	PROPN
ajst-19205	218	7	,	,	PUNCT
ajst-19205	218	8	sun	sun	PROPN
ajst-19205	218	9	,	,	PUNCT
ajst-19205	218	10	w.	w.	PROPN
ajst-19205	218	11	,	,	PUNCT
ajst-19205	218	12	xu	xu	PROPN
ajst-19205	218	13	,	,	PUNCT
ajst-19205	218	14	j.	j.	PROPN
ajst-19205	218	15	,	,	PUNCT
ajst-19205	218	16	wan	wan	PROPN
ajst-19205	218	17	,	,	PUNCT
ajst-19205	218	18	w.	w.	PROPN
ajst-19205	218	19	,	,	PUNCT
ajst-19205	218	20	&	&	CCONJ
ajst-19205	218	21	pan	pan	PROPN
ajst-19205	218	22	,	,	PUNCT
ajst-19205	218	23	l.	l.	PROPN
ajst-19205	218	24	(	(	PUNCT
ajst-19205	218	25	2024	2024	NUM
ajst-19205	218	26	)	)	PUNCT
ajst-19205	218	27	.	.	PUNCT
ajst-19205	219	1	machine	machine	NOUN
ajst-19205	219	2	learning	learning	NOUN
ajst-19205	219	3	-	-	PUNCT
ajst-19205	219	4	based	base	VERB
ajst-19205	219	5	medical	medical	ADJ
ajst-19205	219	6	imaging	imaging	NOUN
ajst-19205	219	7	detection	detection	NOUN
ajst-19205	219	8	and	and	CCONJ
ajst-19205	219	9	diagnostic	diagnostic	ADJ
ajst-19205	219	10	assistance	assistance	NOUN
ajst-19205	219	11	.	.	PUNCT
ajst-19205	220	1	international	international	ADJ
ajst-19205	220	2	journal	journal	NOUN
ajst-19205	220	3	of	of	ADP
ajst-19205	220	4	computer	computer	NOUN
ajst-19205	220	5	science	science	NOUN
ajst-19205	220	6	and	and	CCONJ
ajst-19205	220	7	information	information	NOUN
ajst-19205	220	8	technology	technology	NOUN
ajst-19205	220	9	,	,	PUNCT
ajst-19205	220	10	2(1	2(1	NUM
ajst-19205	220	11	)	)	PUNCT
ajst-19205	220	12	,	,	PUNCT
ajst-19205	220	13	36	36	NUM
ajst-19205	220	14	-	-	SYM
ajst-19205	220	15	44	44	NUM
ajst-19205	220	16	.	.	PUNCT
ajst-19205	221	1	[	[	X
ajst-19205	221	2	11	11	NUM
ajst-19205	221	3	]	]	X
ajst-19205	221	4	wang	wang	PROPN
ajst-19205	221	5	,	,	PUNCT
ajst-19205	221	6	h.	h.	PROPN
ajst-19205	221	7	,	,	PUNCT
ajst-19205	221	8	bao	bao	PROPN
ajst-19205	221	9	,	,	PUNCT
ajst-19205	221	10	q.	q.	PROPN
ajst-19205	221	11	,	,	PUNCT
ajst-19205	221	12	shui	shui	PROPN
ajst-19205	221	13	,	,	PUNCT
ajst-19205	221	14	z.	z.	PROPN
ajst-19205	221	15	,	,	PUNCT
ajst-19205	221	16	li	li	PROPN
ajst-19205	221	17	,	,	PUNCT
ajst-19205	221	18	l.	l.	PROPN
ajst-19205	221	19	,	,	PUNCT
ajst-19205	221	20	&	&	CCONJ
ajst-19205	221	21	ji	ji	PROPN
ajst-19205	221	22	,	,	PUNCT
ajst-19205	221	23	h.	h.	PROPN
ajst-19205	221	24	(	(	PUNCT
ajst-19205	221	25	2024	2024	NUM
ajst-19205	221	26	)	)	PUNCT
ajst-19205	221	27	.	.	PUNCT
ajst-19205	222	1	a	a	DET
ajst-19205	222	2	novel	novel	ADJ
ajst-19205	222	3	approach	approach	NOUN
ajst-19205	222	4	to	to	ADP
ajst-19205	222	5	credit	credit	NOUN
ajst-19205	222	6	card	card	NOUN
ajst-19205	222	7	security	security	NOUN
ajst-19205	222	8	with	with	ADP
ajst-19205	222	9	generative	generative	ADJ
ajst-19205	222	10	adversarial	adversarial	ADJ
ajst-19205	222	11	networks	network	NOUN
ajst-19205	222	12	and	and	CCONJ
ajst-19205	222	13	security	security	NOUN
ajst-19205	222	14	assessment	assessment	NOUN
ajst-19205	222	15	.	.	PUNCT
ajst-19205	223	1	[	[	X
ajst-19205	223	2	12	12	NUM
ajst-19205	223	3	]	]	X
ajst-19205	223	4	wu	wu	PROPN
ajst-19205	223	5	,	,	PUNCT
ajst-19205	223	6	jiang	jiang	PROPN
ajst-19205	223	7	,	,	PUNCT
ajst-19205	223	8	et	et	PROPN
ajst-19205	223	9	al	al	PROPN
ajst-19205	223	10	.	.	PUNCT
ajst-19205	224	1	"	"	PUNCT
ajst-19205	224	2	case	case	NOUN
ajst-19205	224	3	study	study	NOUN
ajst-19205	224	4	of	of	ADP
ajst-19205	224	5	next	next	ADJ
ajst-19205	224	6	-	-	PUNCT
ajst-19205	224	7	generation	generation	NOUN
ajst-19205	224	8	artificial	artificial	ADJ
ajst-19205	224	9	intelligence	intelligence	NOUN
ajst-19205	224	10	in	in	ADP
ajst-19205	224	11	medical	medical	ADJ
ajst-19205	224	12	image	image	NOUN
ajst-19205	224	13	diagnosis	diagnosis	NOUN
ajst-19205	224	14	based	base	VERB
ajst-19205	224	15	on	on	ADP
ajst-19205	224	16	cloud	cloud	NOUN
ajst-19205	224	17	computing	computing	NOUN
ajst-19205	224	18	.	.	PUNCT
ajst-19205	224	19	"	"	PUNCT
ajst-19205	225	1	journal	journal	NOUN
ajst-19205	225	2	of	of	ADP
ajst-19205	225	3	theory	theory	NOUN
ajst-19205	225	4	and	and	CCONJ
ajst-19205	225	5	practice	practice	NOUN
ajst-19205	225	6	of	of	ADP
ajst-19205	225	7	engineering	engineer	VERB
ajst-19205	225	8	science	science	NOUN
ajst-19205	225	9	4.02	4.02	NUM
ajst-19205	225	10	(	(	PUNCT
ajst-19205	225	11	2024	2024	NUM
ajst-19205	225	12	):	):	PUNCT
ajst-19205	225	13	66	66	NUM
ajst-19205	225	14	-	-	SYM
ajst-19205	225	15	73	73	NUM
ajst-19205	225	16	.	.	PUNCT
ajst-19205	226	1	[	[	X
ajst-19205	226	2	13	13	NUM
ajst-19205	226	3	]	]	X
ajst-19205	226	4	zhu	zhu	PROPN
ajst-19205	226	5	,	,	PUNCT
ajst-19205	226	6	mingwei	mingwei	PROPN
ajst-19205	226	7	,	,	PUNCT
ajst-19205	226	8	et	et	PROPN
ajst-19205	226	9	al	al	PROPN
ajst-19205	226	10	.	.	PUNCT
ajst-19205	227	1	"	"	PUNCT
ajst-19205	227	2	enhancing	enhance	VERB
ajst-19205	227	3	collaborative	collaborative	ADJ
ajst-19205	227	4	machine	machine	NOUN
ajst-19205	227	5	learning	learn	VERB
ajst-19205	227	6	for	for	ADP
ajst-19205	227	7	security	security	NOUN
ajst-19205	227	8	and	and	CCONJ
ajst-19205	227	9	privacy	privacy	NOUN
ajst-19205	227	10	in	in	ADP
ajst-19205	227	11	federated	federated	ADJ
ajst-19205	227	12	learning	learning	NOUN
ajst-19205	227	13	.	.	PUNCT
ajst-19205	227	14	"	"	PUNCT
ajst-19205	228	1	journal	journal	NOUN
ajst-19205	228	2	of	of	ADP
ajst-19205	228	3	theory	theory	NOUN
ajst-19205	228	4	and	and	CCONJ
ajst-19205	228	5	practice	practice	NOUN
ajst-19205	228	6	of	of	ADP
ajst-19205	228	7	engineering	engineer	VERB
ajst-19205	228	8	science	science	NOUN
ajst-19205	228	9	4.02	4.02	NUM
ajst-19205	228	10	(	(	PUNCT
ajst-19205	228	11	2024	2024	NUM
ajst-19205	228	12	):	):	PUNCT
ajst-19205	228	13	74	74	NUM
ajst-19205	228	14	-	-	SYM
ajst-19205	228	15	82	82	NUM
ajst-19205	228	16	.	.	PUNCT
ajst-19205	229	1	[	[	X
ajst-19205	229	2	14	14	NUM
ajst-19205	229	3	]	]	SYM
ajst-19205	229	4	yang	yang	PROPN
ajst-19205	229	5	,	,	PUNCT
ajst-19205	229	6	le	le	X
ajst-19205	229	7	,	,	PUNCT
ajst-19205	229	8	et	et	PROPN
ajst-19205	229	9	al	al	PROPN
ajst-19205	229	10	.	.	PUNCT
ajst-19205	230	1	"	"	PUNCT
ajst-19205	230	2	research	research	NOUN
ajst-19205	230	3	and	and	CCONJ
ajst-19205	230	4	application	application	NOUN
ajst-19205	230	5	of	of	ADP
ajst-19205	230	6	visual	visual	ADJ
ajst-19205	230	7	object	object	NOUN
ajst-19205	230	8	recognition	recognition	NOUN
ajst-19205	230	9	system	system	NOUN
ajst-19205	230	10	based	base	VERB
ajst-19205	230	11	on	on	ADP
ajst-19205	230	12	deep	deep	ADJ
ajst-19205	230	13	learning	learning	NOUN
ajst-19205	230	14	and	and	CCONJ
ajst-19205	230	15	neural	neural	ADJ
ajst-19205	230	16	morphological	morphological	ADJ
ajst-19205	230	17	computation	computation	NOUN
ajst-19205	230	18	.	.	PUNCT
ajst-19205	230	19	"	"	PUNCT
ajst-19205	231	1	international	international	ADJ
ajst-19205	231	2	journal	journal	NOUN
ajst-19205	231	3	of	of	ADP
ajst-19205	231	4	computer	computer	NOUN
ajst-19205	231	5	science	science	NOUN
ajst-19205	231	6	and	and	CCONJ
ajst-19205	231	7	information	information	NOUN
ajst-19205	231	8	technology	technology	NOUN
ajst-19205	231	9	2.1	2.1	NUM
ajst-19205	231	10	(	(	PUNCT
ajst-19205	231	11	2024	2024	NUM
ajst-19205	231	12	):	):	PUNCT
ajst-19205	231	13	1017	1017	NUM
ajst-19205	231	14	.	.	PUNCT
ajst-19205	232	1	[	[	X
ajst-19205	232	2	15	15	NUM
ajst-19205	232	3	]	]	X
ajst-19205	232	4	qian	qian	PROPN
ajst-19205	232	5	,	,	PUNCT
ajst-19205	232	6	jili	jili	PROPN
ajst-19205	232	7	,	,	PUNCT
ajst-19205	232	8	et	et	PROPN
ajst-19205	232	9	al	al	PROPN
ajst-19205	232	10	.	.	PUNCT
ajst-19205	233	1	"	"	PUNCT
ajst-19205	233	2	a	a	DET
ajst-19205	233	3	liver	liver	NOUN
ajst-19205	233	4	cancer	cancer	NOUN
ajst-19205	233	5	question	question	NOUN
ajst-19205	233	6	-	-	PUNCT
ajst-19205	233	7	answering	answer	VERB
ajst-19205	233	8	system	system	NOUN
ajst-19205	233	9	based	base	VERB
ajst-19205	233	10	on	on	ADP
ajst-19205	233	11	next	next	ADJ
ajst-19205	233	12	-	-	PUNCT
ajst-19205	233	13	generation	generation	NOUN
ajst-19205	233	14	intelligence	intelligence	NOUN
ajst-19205	233	15	and	and	CCONJ
ajst-19205	233	16	the	the	DET
ajst-19205	233	17	large	large	ADJ
ajst-19205	233	18	model	model	NOUN
ajst-19205	233	19	med	me	VERB
ajst-19205	233	20	-	-	PUNCT
ajst-19205	233	21	palm	palm	NOUN
ajst-19205	233	22	2	2	NUM
ajst-19205	233	23	.	.	PUNCT
ajst-19205	233	24	"	"	PUNCT
ajst-19205	233	25	international	international	ADJ
ajst-19205	233	26	journal	journal	NOUN
ajst-19205	233	27	of	of	ADP
ajst-19205	233	28	computer	computer	NOUN
ajst-19205	233	29	science	science	NOUN
ajst-19205	233	30	and	and	CCONJ
ajst-19205	233	31	information	information	NOUN
ajst-19205	233	32	technology	technology	NOUN
ajst-19205	233	33	2.1	2.1	NUM
ajst-19205	233	34	(	(	PUNCT
ajst-19205	233	35	2024	2024	NUM
ajst-19205	233	36	):	):	PUNCT
ajst-19205	233	37	28	28	NUM
ajst-19205	233	38	-	-	SYM
ajst-19205	233	39	35	35	NUM
ajst-19205	233	40	.	.	PUNCT
ajst-19205	234	1	[	[	X
ajst-19205	234	2	16	16	NUM
ajst-19205	234	3	]	]	X
ajst-19205	234	4	bao	bao	PROPN
ajst-19205	234	5	,	,	PUNCT
ajst-19205	234	6	qiaozhi	qiaozhi	PROPN
ajst-19205	234	7	,	,	PUNCT
ajst-19205	234	8	et	et	PROPN
ajst-19205	234	9	al	al	PROPN
ajst-19205	234	10	.	.	PUNCT
ajst-19205	235	1	"	"	PUNCT
ajst-19205	235	2	exploring	explore	VERB
ajst-19205	235	3	icu	icu	PROPN
ajst-19205	235	4	mortality	mortality	NOUN
ajst-19205	235	5	risk	risk	NOUN
ajst-19205	235	6	prediction	prediction	NOUN
ajst-19205	235	7	and	and	CCONJ
ajst-19205	235	8	interpretability	interpretability	NOUN
ajst-19205	235	9	analysis	analysis	NOUN
ajst-19205	235	10	using	use	VERB
ajst-19205	235	11	machine	machine	NOUN
ajst-19205	235	12	learning	learning	NOUN
ajst-19205	235	13	.	.	PUNCT
ajst-19205	235	14	"	"	PUNCT
ajst-19205	236	1	(	(	PUNCT
ajst-19205	236	2	2024	2024	NUM
ajst-19205	236	3	)	)	PUNCT
ajst-19205	236	4	.	.	PUNCT
ajst-19205	237	1	[	[	X
ajst-19205	237	2	17	17	NUM
ajst-19205	237	3	]	]	X
ajst-19205	237	4	zhang	zhang	PROPN
ajst-19205	237	5	,	,	PUNCT
ajst-19205	237	6	y.	y.	PROPN
ajst-19205	237	7	,	,	PUNCT
ajst-19205	237	8	gono	gono	PROPN
ajst-19205	237	9	,	,	PUNCT
ajst-19205	237	10	r.	r.	PROPN
ajst-19205	237	11	,	,	PUNCT
ajst-19205	237	12	&	&	CCONJ
ajst-19205	237	13	jasiński	jasiński	PROPN
ajst-19205	237	14	,	,	PUNCT
ajst-19205	237	15	m.	m.	NOUN
ajst-19205	237	16	(	(	PUNCT
ajst-19205	237	17	2023	2023	NUM
ajst-19205	237	18	)	)	PUNCT
ajst-19205	237	19	.	.	PUNCT
ajst-19205	238	1	an	an	DET
ajst-19205	238	2	improvement	improvement	NOUN
ajst-19205	238	3	in	in	ADP
ajst-19205	238	4	dynamic	dynamic	ADJ
ajst-19205	238	5	behavior	behavior	NOUN
ajst-19205	238	6	of	of	ADP
ajst-19205	238	7	single	single	ADJ
ajst-19205	238	8	phase	phase	NOUN
ajst-19205	238	9	pm	pm	NOUN
ajst-19205	238	10	brushless	brushless	NOUN
ajst-19205	238	11	dc	dc	PROPN
ajst-19205	238	12	motor	motor	NOUN
ajst-19205	238	13	using	use	VERB
ajst-19205	238	14	deep	deep	ADJ
ajst-19205	238	15	neural	neural	ADJ
ajst-19205	238	16	network	network	NOUN
ajst-19205	238	17	and	and	CCONJ
ajst-19205	238	18	mixture	mixture	NOUN
ajst-19205	238	19	of	of	ADP
ajst-19205	238	20	experts	expert	NOUN
ajst-19205	238	21	.	.	PUNCT
ajst-19205	239	1	ieee	ieee	NOUN
ajst-19205	239	2	access	access	NOUN
ajst-19205	239	3	.	.	PUNCT
ajst-19205	240	1	[	[	X
ajst-19205	240	2	18	18	NUM
ajst-19205	240	3	]	]	X
ajst-19205	240	4	zhang	zhang	PROPN
ajst-19205	240	5	,	,	PUNCT
ajst-19205	240	6	y.	y.	PROPN
ajst-19205	240	7	,	,	PUNCT
ajst-19205	240	8	&	&	CCONJ
ajst-19205	240	9	zhang	zhang	PROPN
ajst-19205	240	10	,	,	PUNCT
ajst-19205	240	11	h.	h.	PROPN
ajst-19205	240	12	(	(	PUNCT
ajst-19205	240	13	2023	2023	NUM
ajst-19205	240	14	)	)	PUNCT
ajst-19205	240	15	.	.	PUNCT
ajst-19205	240	16	enhancing	enhance	VERB
ajst-19205	240	17	robot	robot	NOUN
ajst-19205	240	18	path	path	NOUN
ajst-19205	240	19	planning	plan	VERB
ajst-19205	240	20	through	through	ADP
ajst-19205	240	21	a	a	DET
ajst-19205	240	22	twin	twin	ADJ
ajst-19205	240	23	-	-	PUNCT
ajst-19205	240	24	reinforced	reinforce	VERB
ajst-19205	240	25	chimp	chimp	NOUN
ajst-19205	240	26	optimization	optimization	NOUN
ajst-19205	240	27	algorithm	algorithm	NOUN
ajst-19205	240	28	and	and	CCONJ
ajst-19205	240	29	evolutionary	evolutionary	ADJ
ajst-19205	240	30	programming	programming	NOUN
ajst-19205	240	31	algorithm	algorithm	NOUN
ajst-19205	240	32	.	.	PUNCT
ajst-19205	241	1	ieee	ieee	NOUN
ajst-19205	241	2	access	access	NOUN
ajst-19205	241	3	.	.	PUNCT
ajst-19205	242	1	[	[	X
ajst-19205	242	2	19	19	NUM
ajst-19205	242	3	]	]	PUNCT
ajst-19205	242	4	k.	k.	PROPN
ajst-19205	242	5	xu	xu	PROPN
ajst-19205	242	6	,	,	PUNCT
ajst-19205	242	7	x.	x.	PROPN
ajst-19205	242	8	wang	wang	PROPN
ajst-19205	242	9	,	,	PUNCT
ajst-19205	242	10	z.	z.	PROPN
ajst-19205	242	11	hu	hu	PROPN
ajst-19205	242	12	and	and	CCONJ
ajst-19205	242	13	z.	z.	PROPN
ajst-19205	242	14	zhang	zhang	PROPN
ajst-19205	242	15	,	,	PUNCT
ajst-19205	242	16	"	"	PUNCT
ajst-19205	242	17	3d	3d	NUM
ajst-19205	242	18	face	face	NOUN
ajst-19205	242	19	recognition	recognition	NOUN
ajst-19205	242	20	based	base	VERB
ajst-19205	242	21	on	on	ADP
ajst-19205	242	22	twin	twin	ADJ
ajst-19205	242	23	neural	neural	ADJ
ajst-19205	242	24	network	network	NOUN
ajst-19205	242	25	combining	combine	VERB
ajst-19205	242	26	deep	deep	ADJ
ajst-19205	242	27	map	map	NOUN
ajst-19205	242	28	and	and	CCONJ
ajst-19205	242	29	texture	texture	NOUN
ajst-19205	242	30	,	,	PUNCT
ajst-19205	242	31	"	"	PUNCT
ajst-19205	242	32	2019	2019	NUM
ajst-19205	242	33	ieee	ieee	NOUN
ajst-19205	242	34	19th	19th	ADJ
ajst-19205	242	35	international	international	ADJ
ajst-19205	242	36	conference	conference	NOUN
ajst-19205	242	37	on	on	ADP
ajst-19205	242	38	communication	communication	NOUN
ajst-19205	242	39	technology	technology	NOUN
ajst-19205	242	40	(	(	PUNCT
ajst-19205	242	41	icct	icct	NOUN
ajst-19205	242	42	)	)	PUNCT
ajst-19205	242	43	,	,	PUNCT
ajst-19205	242	44	xi'an	xi'an	PROPN
ajst-19205	242	45	,	,	PUNCT
ajst-19205	242	46	china	china	PROPN
ajst-19205	242	47	,	,	PUNCT
ajst-19205	242	48	2019	2019	NUM
ajst-19205	242	49	,	,	PUNCT
ajst-19205	242	50	pp	pp	ADJ
ajst-19205	242	51	.	.	PUNCT
ajst-19205	243	1	1665	1665	NUM
ajst-19205	243	2	-	-	SYM
ajst-19205	243	3	1668	1668	NUM
ajst-19205	243	4	,	,	PUNCT
ajst-19205	243	5	doi	doi	NOUN
ajst-19205	243	6	:	:	PUNCT
ajst-19205	243	7	10.1109	10.1109	NUM
ajst-19205	243	8	/	/	SYM
ajst-19205	243	9	icct46805.2019.8947113	icct46805.2019.8947113	PROPN
ajst-19205	243	10	.	.	PUNCT
ajst-19205	244	1	[	[	X
ajst-19205	244	2	20	20	NUM
ajst-19205	244	3	]	]	X
ajst-19205	244	4	wang	wang	PROPN
ajst-19205	244	5	,	,	PUNCT
ajst-19205	244	6	g.	g.	PROPN
ajst-19205	244	7	,	,	PUNCT
ajst-19205	244	8	gong	gong	PROPN
ajst-19205	244	9	,	,	PUNCT
ajst-19205	244	10	y.	y.	PROPN
ajst-19205	244	11	,	,	PUNCT
ajst-19205	244	12	zhu	zhu	PROPN
ajst-19205	244	13	,	,	PUNCT
ajst-19205	244	14	m.	m.	NOUN
ajst-19205	244	15	,	,	PUNCT
ajst-19205	244	16	yuan	yuan	PROPN
ajst-19205	244	17	,	,	PUNCT
ajst-19205	244	18	j.	j.	PROPN
ajst-19205	244	19	,	,	PUNCT
ajst-19205	244	20	&	&	CCONJ
ajst-19205	244	21	wei	wei	PROPN
ajst-19205	244	22	,	,	PUNCT
ajst-19205	244	23	k.	k.	PROPN
ajst-19205	244	24	(	(	PUNCT
ajst-19205	244	25	2023	2023	NUM
ajst-19205	244	26	)	)	PUNCT
ajst-19205	244	27	.	.	PUNCT
ajst-19205	245	1	unveiling	unveil	VERB
ajst-19205	245	2	the	the	DET
ajst-19205	245	3	future	future	NOUN
ajst-19205	245	4	navigating	navigate	VERB
ajst-19205	245	5	next	next	ADJ
ajst-19205	245	6	-	-	PUNCT
ajst-19205	245	7	generation	generation	NOUN
ajst-19205	245	8	ai	ai	PROPN
ajst-19205	245	9	frontiers	frontier	NOUN
ajst-19205	245	10	and	and	CCONJ
ajst-19205	245	11	innovations	innovation	NOUN
ajst-19205	245	12	in	in	ADP
ajst-19205	245	13	application	application	NOUN
ajst-19205	245	14	.	.	PUNCT
ajst-19205	246	1	international	international	ADJ
ajst-19205	246	2	journal	journal	PROPN
ajst-19205	246	3	of	of	ADP
ajst-19205	246	4	computer	computer	NOUN
ajst-19205	246	5	science	science	NOUN
ajst-19205	246	6	and	and	CCONJ
ajst-19205	246	7	information	information	NOUN
ajst-19205	246	8	technology	technology	NOUN
ajst-19205	246	9	,	,	PUNCT
ajst-19205	246	10	1(1	1(1	NUM
ajst-19205	246	11	)	)	PUNCT
ajst-19205	246	12	,	,	PUNCT
ajst-19205	246	13	147	147	NUM
ajst-19205	246	14	-	-	SYM
ajst-19205	246	15	156	156	NUM
ajst-19205	246	16	.	.	PUNCT
ajst-19205	247	1	[	[	X
ajst-19205	247	2	21	21	NUM
ajst-19205	247	3	]	]	X
ajst-19205	247	4	zhu	zhu	PROPN
ajst-19205	247	5	,	,	PUNCT
ajst-19205	247	6	mengran	mengran	NOUN
ajst-19205	247	7	,	,	PUNCT
ajst-19205	247	8	et	et	PROPN
ajst-19205	247	9	al	al	PROPN
ajst-19205	247	10	.	.	PUNCT
ajst-19205	248	1	"	"	PUNCT
ajst-19205	248	2	utilizing	utilize	VERB
ajst-19205	248	3	gans	gan	NOUN
ajst-19205	248	4	for	for	ADP
ajst-19205	248	5	fraud	fraud	NOUN
ajst-19205	248	6	detection	detection	NOUN
ajst-19205	248	7	:	:	PUNCT
ajst-19205	248	8	model	model	NOUN
ajst-19205	248	9	training	training	NOUN
ajst-19205	248	10	with	with	ADP
ajst-19205	248	11	synthetic	synthetic	ADJ
ajst-19205	248	12	transaction	transaction	NOUN
ajst-19205	248	13	data	datum	NOUN
ajst-19205	248	14	.	.	PUNCT
ajst-19205	248	15	"	"	PUNCT
ajst-19205	249	1	arxiv	arxiv	PROPN
ajst-19205	249	2	preprint	preprint	VERB
ajst-19205	249	3	arxiv:2402.09830	arxiv:2402.09830	NOUN
ajst-19205	249	4	(	(	PUNCT
ajst-19205	249	5	2024	2024	NUM
ajst-19205	249	6	)	)	PUNCT
ajst-19205	249	7	.	.	PUNCT
ajst-19205	250	1	[	[	X
ajst-19205	250	2	22	22	NUM
ajst-19205	250	3	]	]	SYM
ajst-19205	250	4	wu	wu	PROPN
ajst-19205	250	5	,	,	PUNCT
ajst-19205	250	6	c.	c.	PROPN
ajst-19205	250	7	,	,	PUNCT
ajst-19205	250	8	cui	cui	PROPN
ajst-19205	250	9	,	,	PUNCT
ajst-19205	250	10	j.	j.	PROPN
ajst-19205	250	11	,	,	PUNCT
ajst-19205	250	12	xu	xu	PROPN
ajst-19205	250	13	,	,	PUNCT
ajst-19205	250	14	x.	x.	PROPN
ajst-19205	250	15	et	et	PROPN
ajst-19205	250	16	al	al	PROPN
ajst-19205	250	17	.	.	PUNCT
ajst-19205	251	1	the	the	DET
ajst-19205	251	2	influence	influence	NOUN
ajst-19205	251	3	of	of	ADP
ajst-19205	251	4	virtual	virtual	ADJ
ajst-19205	251	5	environment	environment	NOUN
ajst-19205	251	6	on	on	ADP
ajst-19205	251	7	thermal	thermal	ADJ
ajst-19205	251	8	perception	perception	NOUN
ajst-19205	251	9	:	:	PUNCT
ajst-19205	251	10	physical	physical	ADJ
ajst-19205	251	11	reaction	reaction	NOUN
ajst-19205	251	12	and	and	CCONJ
ajst-19205	251	13	subjective	subjective	ADJ
ajst-19205	251	14	thermal	thermal	ADJ
ajst-19205	251	15	perception	perception	NOUN
ajst-19205	251	16	on	on	ADP
ajst-19205	251	17	outdoor	outdoor	ADJ
ajst-19205	251	18	scenarios	scenario	NOUN
ajst-19205	251	19	in	in	ADP
ajst-19205	251	20	virtual	virtual	ADJ
ajst-19205	251	21	reality	reality	NOUN
ajst-19205	251	22	.	.	PUNCT
ajst-19205	252	1	int	int	NOUN
ajst-19205	252	2	j	j	PROPN
ajst-19205	252	3	biometeorol	biometeorol	PROPN
ajst-19205	252	4	67	67	NUM
ajst-19205	252	5	,	,	PUNCT
ajst-19205	252	6	1291–1301	1291–1301	NUM
ajst-19205	252	7	(	(	PUNCT
ajst-19205	252	8	2023	2023	NUM
ajst-19205	252	9	)	)	PUNCT
ajst-19205	252	10	.	.	PUNCT
ajst-19205	253	1	https://doi.org/10.1007/s00484-023-02495-3	https://doi.org/10.1007/s00484-023-02495-3	PROPN
ajst-19205	254	1	[	[	X
ajst-19205	254	2	23	23	NUM
ajst-19205	254	3	]	]	X
ajst-19205	254	4	cheng	cheng	PROPN
ajst-19205	254	5	,	,	PUNCT
ajst-19205	254	6	q.	q.	PROPN
ajst-19205	254	7	,	,	PUNCT
ajst-19205	254	8	gong	gong	PROPN
ajst-19205	254	9	,	,	PUNCT
ajst-19205	254	10	y.	y.	PROPN
ajst-19205	254	11	,	,	PUNCT
ajst-19205	254	12	qin	qin	PROPN
ajst-19205	254	13	,	,	PUNCT
ajst-19205	254	14	y.	y.	PROPN
ajst-19205	254	15	,	,	PUNCT
ajst-19205	254	16	ao	ao	PROPN
ajst-19205	254	17	,	,	PUNCT
ajst-19205	254	18	x.	x.	PROPN
ajst-19205	254	19	,	,	PUNCT
ajst-19205	254	20	&	&	CCONJ
ajst-19205	254	21	li	li	PROPN
ajst-19205	254	22	,	,	PUNCT
ajst-19205	254	23	z.	z.	PROPN
ajst-19205	254	24	(	(	PUNCT
ajst-19205	254	25	2024	2024	NUM
ajst-19205	254	26	)	)	PUNCT
ajst-19205	254	27	.	.	PUNCT
ajst-19205	255	1	secure	secure	VERB
ajst-19205	255	2	digital	digital	ADJ
ajst-19205	255	3	asset	asset	NOUN
ajst-19205	255	4	transactions	transaction	NOUN
ajst-19205	255	5	:	:	PUNCT
ajst-19205	255	6	integrating	integrate	VERB
ajst-19205	255	7	distributed	distribute	VERB
ajst-19205	255	8	ledger	ledger	NOUN
ajst-19205	255	9	technology	technology	NOUN
ajst-19205	255	10	with	with	ADP
ajst-19205	255	11	safe	safe	ADJ
ajst-19205	255	12	ai	ai	ADJ
ajst-19205	255	13	mechanisms	mechanism	NOUN
ajst-19205	255	14	.	.	PUNCT
ajst-19205	256	1	academic	academic	ADJ
ajst-19205	256	2	journal	journal	NOUN
ajst-19205	256	3	of	of	ADP
ajst-19205	256	4	science	science	NOUN
ajst-19205	256	5	and	and	CCONJ
ajst-19205	256	6	technology	technology	NOUN
ajst-19205	256	7	,	,	PUNCT
ajst-19205	256	8	9(3	9(3	NUM
ajst-19205	256	9	)	)	PUNCT
ajst-19205	256	10	,	,	PUNCT
ajst-19205	256	11	156	156	NUM
ajst-19205	256	12	-	-	SYM
ajst-19205	256	13	161	161	NUM
ajst-19205	256	14	.	.	PUNCT
ajst-19205	257	1	[	[	X
ajst-19205	257	2	24	24	NUM
ajst-19205	257	3	]	]	SYM
ajst-19205	257	4	su	su	PROPN
ajst-19205	257	5	,	,	PUNCT
ajst-19205	257	6	g.	g.	PROPN
ajst-19205	257	7	,	,	PUNCT
ajst-19205	257	8	wang	wang	PROPN
ajst-19205	257	9	,	,	PUNCT
ajst-19205	257	10	j.	j.	PROPN
ajst-19205	257	11	,	,	PUNCT
ajst-19205	257	12	xu	xu	PROPN
ajst-19205	257	13	,	,	PUNCT
ajst-19205	257	14	x.	x.	PROPN
ajst-19205	257	15	,	,	PUNCT
ajst-19205	257	16	wang	wang	PROPN
ajst-19205	257	17	,	,	PUNCT
ajst-19205	257	18	y.	y.	PROPN
ajst-19205	257	19	,	,	PUNCT
ajst-19205	257	20	&	&	CCONJ
ajst-19205	257	21	wang	wang	PROPN
ajst-19205	257	22	,	,	PUNCT
ajst-19205	257	23	c.	c.	PROPN
ajst-19205	257	24	(	(	PUNCT
ajst-19205	257	25	2024	2024	NUM
ajst-19205	257	26	)	)	PUNCT
ajst-19205	257	27	.	.	PUNCT
ajst-19205	258	1	the	the	DET
ajst-19205	258	2	utilization	utilization	NOUN
ajst-19205	258	3	of	of	ADP
ajst-19205	258	4	homomorphic	homomorphic	ADJ
ajst-19205	258	5	encryption	encryption	NOUN
ajst-19205	258	6	technology	technology	NOUN
ajst-19205	258	7	grounded	ground	VERB
ajst-19205	258	8	on	on	ADP
ajst-19205	258	9	artificial	artificial	ADJ
ajst-19205	258	10	intelligence	intelligence	NOUN
ajst-19205	258	11	for	for	ADP
ajst-19205	258	12	privacy	privacy	NOUN
ajst-19205	258	13	preservation	preservation	NOUN
ajst-19205	258	14	.	.	PUNCT
ajst-19205	259	1	international	international	ADJ
ajst-19205	259	2	journal	journal	PROPN
ajst-19205	259	3	of	of	ADP
ajst-19205	259	4	computer	computer	NOUN
ajst-19205	259	5	science	science	NOUN
ajst-19205	259	6	and	and	CCONJ
ajst-19205	259	7	information	information	NOUN
ajst-19205	259	8	technology	technology	NOUN
ajst-19205	259	9	,	,	PUNCT
ajst-19205	259	10	2(1	2(1	NUM
ajst-19205	259	11	)	)	PUNCT
ajst-19205	259	12	,	,	PUNCT
ajst-19205	259	13	52	52	NUM
ajst-19205	259	14	-	-	SYM
ajst-19205	259	15	58	58	NUM
ajst-19205	259	16	.	.	PUNCT