id	sid	tid	token	lemma	pos
ajst-19151	1	1	academic	academic	ADJ
ajst-19151	1	2	journal	journal	NOUN
ajst-19151	1	3	of	of	ADP
ajst-19151	1	4	science	science	NOUN
ajst-19151	1	5	and	and	CCONJ
ajst-19151	1	6	technology	technology	NOUN
ajst-19151	1	7	issn	issn	NOUN
ajst-19151	1	8	:	:	PUNCT
ajst-19151	1	9	2771	2771	NUM
ajst-19151	1	10	-	-	SYM
ajst-19151	1	11	3032	3032	NUM
ajst-19151	1	12	|	|	NOUN
ajst-19151	1	13	vol	vol	NOUN
ajst-19151	1	14	.	.	PROPN
ajst-19151	2	1	10	10	NUM
ajst-19151	2	2	,	,	PUNCT
ajst-19151	2	3	no	no	INTJ
ajst-19151	2	4	.	.	NOUN
ajst-19151	2	5	1	1	NUM
ajst-19151	2	6	,	,	PUNCT
ajst-19151	2	7	2024	2024	NUM
ajst-19151	2	8	74	74	NUM
ajst-19151	2	9	research	research	NOUN
ajst-19151	2	10	on	on	ADP
ajst-19151	2	11	generative	generative	ADJ
ajst-19151	2	12	artificial	artificial	ADJ
ajst-19151	2	13	intelligence	intelligence	NOUN
ajst-19151	2	14	for	for	ADP
ajst-19151	2	15	virtual	virtual	ADJ
ajst-19151	2	16	financial	financial	ADJ
ajst-19151	2	17	robo‐advisor	robo‐advisor	PROPN
ajst-19151	2	18	zengyi	zengyi	PROPN
ajst-19151	2	19	huang1	huang1	PROPN
ajst-19151	2	20	,	,	PUNCT
ajst-19151	2	21	chang	chang	PROPN
ajst-19151	2	22	che2	che2	PROPN
ajst-19151	2	23	,	,	PUNCT
ajst-19151	2	24	*	*	PROPN
ajst-19151	2	25	,	,	PUNCT
ajst-19151	2	26	haotian	haotian	PROPN
ajst-19151	2	27	zheng3	zheng3	PROPN
ajst-19151	2	28	,	,	PUNCT
ajst-19151	2	29	chen	chen	PROPN
ajst-19151	2	30	li4	li4	VERB
ajst-19151	2	31	1	1	NUM
ajst-19151	2	32	applied	applied	ADJ
ajst-19151	2	33	economics	economic	NOUN
ajst-19151	2	34	,	,	PUNCT
ajst-19151	2	35	the	the	DET
ajst-19151	2	36	george	george	PROPN
ajst-19151	2	37	washington	washington	PROPN
ajst-19151	2	38	university	university	PROPN
ajst-19151	2	39	,	,	PUNCT
ajst-19151	2	40	dc	dc	PROPN
ajst-19151	2	41	,	,	PUNCT
ajst-19151	2	42	20052	20052	NUM
ajst-19151	2	43	,	,	PUNCT
ajst-19151	2	44	usa	usa	PROPN
ajst-19151	2	45	2	2	NUM
ajst-19151	2	46	mechanical	mechanical	ADJ
ajst-19151	2	47	engineering	engineering	NOUN
ajst-19151	2	48	and	and	CCONJ
ajst-19151	2	49	automation	automation	NOUN
ajst-19151	2	50	,	,	PUNCT
ajst-19151	2	51	the	the	DET
ajst-19151	2	52	george	george	PROPN
ajst-19151	2	53	washington	washington	PROPN
ajst-19151	2	54	university	university	PROPN
ajst-19151	2	55	,	,	PUNCT
ajst-19151	2	56	dc	dc	PROPN
ajst-19151	2	57	,	,	PUNCT
ajst-19151	2	58	20052	20052	NUM
ajst-19151	2	59	,	,	PUNCT
ajst-19151	2	60	usa	usa	PROPN
ajst-19151	2	61	3	3	NUM
ajst-19151	2	62	computer	computer	NOUN
ajst-19151	2	63	engineering	engineering	NOUN
ajst-19151	2	64	,	,	PUNCT
ajst-19151	2	65	new	new	PROPN
ajst-19151	2	66	york	york	PROPN
ajst-19151	2	67	university	university	PROPN
ajst-19151	2	68	,	,	PUNCT
ajst-19151	2	69	new	new	PROPN
ajst-19151	2	70	york	york	PROPN
ajst-19151	2	71	,	,	PUNCT
ajst-19151	2	72	ny	ny	PROPN
ajst-19151	2	73	,	,	PUNCT
ajst-19151	2	74	10012	10012	NUM
ajst-19151	2	75	,	,	PUNCT
ajst-19151	2	76	usa	usa	PROPN
ajst-19151	2	77	4	4	NUM
ajst-19151	2	78	computer	computer	NOUN
ajst-19151	2	79	science	science	NOUN
ajst-19151	2	80	,	,	PUNCT
ajst-19151	2	81	the	the	DET
ajst-19151	2	82	university	university	PROPN
ajst-19151	2	83	of	of	ADP
ajst-19151	2	84	texas	texas	PROPN
ajst-19151	2	85	at	at	ADP
ajst-19151	2	86	dallas	dallas	PROPN
ajst-19151	2	87	,	,	PUNCT
ajst-19151	2	88	tx	tx	PROPN
ajst-19151	2	89	,	,	PUNCT
ajst-19151	2	90	75080	75080	NUM
ajst-19151	2	91	,	,	PUNCT
ajst-19151	2	92	usa	usa	PROPN
ajst-19151	2	93	*	*	PUNCT
ajst-19151	2	94	corresponding	correspond	VERB
ajst-19151	2	95	author	author	NOUN
ajst-19151	2	96	:	:	PUNCT
ajst-19151	2	97	chang	chang	PROPN
ajst-19151	2	98	che	che	PROPN
ajst-19151	2	99	(	(	PUNCT
ajst-19151	2	100	e-mail:cche57@gwmail.gwu.edu	e-mail:cche57@gwmail.gwu.edu	PROPN
ajst-19151	2	101	)	)	PUNCT
ajst-19151	2	102	abstract	abstract	NOUN
ajst-19151	2	103	:	:	PUNCT
ajst-19151	2	104	this	this	DET
ajst-19151	2	105	research	research	NOUN
ajst-19151	2	106	explores	explore	VERB
ajst-19151	2	107	the	the	DET
ajst-19151	2	108	intersection	intersection	NOUN
ajst-19151	2	109	of	of	ADP
ajst-19151	2	110	artificial	artificial	ADJ
ajst-19151	2	111	intelligence	intelligence	NOUN
ajst-19151	2	112	and	and	CCONJ
ajst-19151	2	113	finance	finance	NOUN
ajst-19151	2	114	,	,	PUNCT
ajst-19151	2	115	focusing	focus	VERB
ajst-19151	2	116	on	on	ADP
ajst-19151	2	117	the	the	DET
ajst-19151	2	118	emergence	emergence	NOUN
ajst-19151	2	119	of	of	ADP
ajst-19151	2	120	intelligent	intelligent	ADJ
ajst-19151	2	121	investment	investment	NOUN
ajst-19151	2	122	advisers	adviser	NOUN
ajst-19151	2	123	,	,	PUNCT
ajst-19151	2	124	commonly	commonly	ADV
ajst-19151	2	125	known	know	VERB
ajst-19151	2	126	as	as	ADP
ajst-19151	2	127	robo	robo	NOUN
ajst-19151	2	128	-	-	PUNCT
ajst-19151	2	129	advisers	adviser	NOUN
ajst-19151	2	130	(	(	PUNCT
ajst-19151	2	131	ras	ras	PROPN
ajst-19151	2	132	)	)	PUNCT
ajst-19151	2	133	.	.	PUNCT
ajst-19151	3	1	these	these	DET
ajst-19151	3	2	ras	ras	X
ajst-19151	3	3	utilize	utilize	VERB
ajst-19151	3	4	robust	robust	ADJ
ajst-19151	3	5	computer	computer	NOUN
ajst-19151	3	6	models	model	NOUN
ajst-19151	3	7	and	and	CCONJ
ajst-19151	3	8	artificial	artificial	ADJ
ajst-19151	3	9	intelligence	intelligence	NOUN
ajst-19151	3	10	algorithms	algorithm	NOUN
ajst-19151	3	11	to	to	PART
ajst-19151	3	12	deliver	deliver	VERB
ajst-19151	3	13	personalized	personalized	ADJ
ajst-19151	3	14	asset	asset	NOUN
ajst-19151	3	15	management	management	NOUN
ajst-19151	3	16	investment	investment	NOUN
ajst-19151	3	17	plans	plan	NOUN
ajst-19151	3	18	for	for	ADP
ajst-19151	3	19	users	user	NOUN
ajst-19151	3	20	.	.	PUNCT
ajst-19151	4	1	notably	notably	ADV
ajst-19151	4	2	,	,	PUNCT
ajst-19151	4	3	wealthfront	wealthfront	NOUN
ajst-19151	4	4	is	be	AUX
ajst-19151	4	5	highlighted	highlight	VERB
ajst-19151	4	6	as	as	ADP
ajst-19151	4	7	a	a	DET
ajst-19151	4	8	prominent	prominent	ADJ
ajst-19151	4	9	platform	platform	NOUN
ajst-19151	4	10	in	in	ADP
ajst-19151	4	11	this	this	DET
ajst-19151	4	12	field	field	NOUN
ajst-19151	4	13	,	,	PUNCT
ajst-19151	4	14	offering	offer	VERB
ajst-19151	4	15	automated	automate	VERB
ajst-19151	4	16	investment	investment	NOUN
ajst-19151	4	17	management	management	NOUN
ajst-19151	4	18	services	service	NOUN
ajst-19151	4	19	aimed	aim	VERB
ajst-19151	4	20	at	at	ADP
ajst-19151	4	21	optimizing	optimize	VERB
ajst-19151	4	22	investment	investment	NOUN
ajst-19151	4	23	returns	return	NOUN
ajst-19151	4	24	.	.	PUNCT
ajst-19151	5	1	the	the	DET
ajst-19151	5	2	study	study	NOUN
ajst-19151	5	3	investigates	investigate	VERB
ajst-19151	5	4	the	the	DET
ajst-19151	5	5	impact	impact	NOUN
ajst-19151	5	6	of	of	ADP
ajst-19151	5	7	users	user	NOUN
ajst-19151	5	8	'	'	PART
ajst-19151	5	9	past	past	ADJ
ajst-19151	5	10	investment	investment	NOUN
ajst-19151	5	11	performance	performance	NOUN
ajst-19151	5	12	on	on	ADP
ajst-19151	5	13	their	their	PRON
ajst-19151	5	14	adoption	adoption	NOUN
ajst-19151	5	15	of	of	ADP
ajst-19151	5	16	intelligent	intelligent	ADJ
ajst-19151	5	17	advisers	adviser	NOUN
ajst-19151	5	18	,	,	PUNCT
ajst-19151	5	19	considering	consider	VERB
ajst-19151	5	20	factors	factor	NOUN
ajst-19151	5	21	such	such	ADJ
ajst-19151	5	22	as	as	ADP
ajst-19151	5	23	previous	previous	ADJ
ajst-19151	5	24	defaults	default	NOUN
ajst-19151	5	25	and	and	CCONJ
ajst-19151	5	26	recent	recent	ADJ
ajst-19151	5	27	investment	investment	NOUN
ajst-19151	5	28	performance	performance	NOUN
ajst-19151	5	29	.	.	PUNCT
ajst-19151	6	1	it	it	PRON
ajst-19151	6	2	reveals	reveal	VERB
ajst-19151	6	3	that	that	SCONJ
ajst-19151	6	4	frequent	frequent	ADJ
ajst-19151	6	5	adjustments	adjustment	NOUN
ajst-19151	6	6	to	to	ADP
ajst-19151	6	7	the	the	DET
ajst-19151	6	8	use	use	NOUN
ajst-19151	6	9	of	of	ADP
ajst-19151	6	10	intelligent	intelligent	ADJ
ajst-19151	6	11	advisers	adviser	NOUN
ajst-19151	6	12	may	may	AUX
ajst-19151	6	13	hinder	hinder	VERB
ajst-19151	6	14	long	long	ADJ
ajst-19151	6	15	-	-	PUNCT
ajst-19151	6	16	term	term	NOUN
ajst-19151	6	17	investment	investment	NOUN
ajst-19151	6	18	objectives	objective	NOUN
ajst-19151	6	19	,	,	PUNCT
ajst-19151	6	20	emphasizing	emphasize	VERB
ajst-19151	6	21	the	the	DET
ajst-19151	6	22	importance	importance	NOUN
ajst-19151	6	23	of	of	ADP
ajst-19151	6	24	consistent	consistent	ADJ
ajst-19151	6	25	usage	usage	NOUN
ajst-19151	6	26	to	to	PART
ajst-19151	6	27	fully	fully	ADV
ajst-19151	6	28	capitalize	capitalize	VERB
ajst-19151	6	29	on	on	ADP
ajst-19151	6	30	their	their	PRON
ajst-19151	6	31	benefits	benefit	NOUN
ajst-19151	6	32	.	.	PUNCT
ajst-19151	7	1	furthermore	furthermore	ADV
ajst-19151	7	2	,	,	PUNCT
ajst-19151	7	3	the	the	DET
ajst-19151	7	4	research	research	NOUN
ajst-19151	7	5	emphasizes	emphasize	VERB
ajst-19151	7	6	the	the	DET
ajst-19151	7	7	significance	significance	NOUN
ajst-19151	7	8	of	of	ADP
ajst-19151	7	9	transparency	transparency	NOUN
ajst-19151	7	10	,	,	PUNCT
ajst-19151	7	11	user	user	NOUN
ajst-19151	7	12	-	-	PUNCT
ajst-19151	7	13	friendly	friendly	ADJ
ajst-19151	7	14	interaction	interaction	NOUN
ajst-19151	7	15	design	design	NOUN
ajst-19151	7	16	,	,	PUNCT
ajst-19151	7	17	and	and	CCONJ
ajst-19151	7	18	tailored	tailor	VERB
ajst-19151	7	19	financial	financial	ADJ
ajst-19151	7	20	services	service	NOUN
ajst-19151	7	21	to	to	PART
ajst-19151	7	22	foster	foster	VERB
ajst-19151	7	23	user	user	NOUN
ajst-19151	7	24	trust	trust	NOUN
ajst-19151	7	25	and	and	CCONJ
ajst-19151	7	26	enhance	enhance	VERB
ajst-19151	7	27	the	the	DET
ajst-19151	7	28	optimization	optimization	NOUN
ajst-19151	7	29	of	of	ADP
ajst-19151	7	30	intelligent	intelligent	ADJ
ajst-19151	7	31	advisers	adviser	NOUN
ajst-19151	7	32	'	'	PART
ajst-19151	7	33	design	design	NOUN
ajst-19151	7	34	.	.	PUNCT
ajst-19151	8	1	keywords	keyword	NOUN
ajst-19151	8	2	:	:	PUNCT
ajst-19151	8	3	artificial	artificial	ADJ
ajst-19151	8	4	intelligence	intelligence	NOUN
ajst-19151	8	5	(	(	PUNCT
ajst-19151	8	6	ai	ai	PROPN
ajst-19151	8	7	)	)	PUNCT
ajst-19151	8	8	;	;	PUNCT
ajst-19151	8	9	robo	robo	NOUN
ajst-19151	8	10	-	-	PUNCT
ajst-19151	8	11	advisers	adviser	NOUN
ajst-19151	8	12	(	(	PUNCT
ajst-19151	8	13	ras	ras	PROPN
ajst-19151	8	14	)	)	PUNCT
ajst-19151	8	15	;	;	PUNCT
ajst-19151	8	16	wealthfront	wealthfront	NOUN
ajst-19151	8	17	;	;	PUNCT
ajst-19151	8	18	investment	investment	NOUN
ajst-19151	8	19	performance	performance	NOUN
ajst-19151	8	20	.	.	PUNCT
ajst-19151	9	1	1	1	X
ajst-19151	9	2	.	.	X
ajst-19151	9	3	introduction	introduction	NOUN
ajst-19151	9	4	artificial	artificial	ADJ
ajst-19151	9	5	intelligence	intelligence	NOUN
ajst-19151	9	6	(	(	PUNCT
ajst-19151	9	7	ai	ai	NOUN
ajst-19151	9	8	)	)	PUNCT
ajst-19151	9	9	endeavors	endeavor	NOUN
ajst-19151	9	10	to	to	PART
ajst-19151	9	11	enhance	enhance	VERB
ajst-19151	9	12	machine	machine	NOUN
ajst-19151	9	13	intelligence	intelligence	NOUN
ajst-19151	9	14	,	,	PUNCT
ajst-19151	9	15	often	often	ADV
ajst-19151	9	16	measured	measure	VERB
ajst-19151	9	17	by	by	ADP
ajst-19151	9	18	the	the	DET
ajst-19151	9	19	ability	ability	NOUN
ajst-19151	9	20	to	to	PART
ajst-19151	9	21	engage	engage	VERB
ajst-19151	9	22	in	in	ADP
ajst-19151	9	23	conversations	conversation	NOUN
ajst-19151	9	24	with	with	ADP
ajst-19151	9	25	humans	human	NOUN
ajst-19151	9	26	undetectably	undetectably	ADV
ajst-19151	9	27	,	,	PUNCT
ajst-19151	9	28	typically	typically	ADV
ajst-19151	9	29	via	via	ADP
ajst-19151	9	30	teletype	teletype	NOUN
ajst-19151	9	31	equipment	equipment	NOUN
ajst-19151	9	32	.	.	PUNCT
ajst-19151	10	1	traditional	traditional	ADJ
ajst-19151	10	2	investment	investment	NOUN
ajst-19151	10	3	advisers	adviser	NOUN
ajst-19151	10	4	traditionally	traditionally	ADV
ajst-19151	10	5	operate	operate	VERB
ajst-19151	10	6	from	from	ADP
ajst-19151	10	7	the	the	DET
ajst-19151	10	8	perspective	perspective	NOUN
ajst-19151	10	9	of	of	ADP
ajst-19151	10	10	investors	investor	NOUN
ajst-19151	10	11	,	,	PUNCT
ajst-19151	10	12	assisting	assist	VERB
ajst-19151	10	13	them	they	PRON
ajst-19151	10	14	in	in	ADP
ajst-19151	10	15	managing	manage	VERB
ajst-19151	10	16	their	their	PRON
ajst-19151	10	17	portfolios	portfolio	NOUN
ajst-19151	10	18	according	accord	VERB
ajst-19151	10	19	to	to	ADP
ajst-19151	10	20	their	their	PRON
ajst-19151	10	21	risk	risk	NOUN
ajst-19151	10	22	preferences	preference	NOUN
ajst-19151	10	23	and	and	CCONJ
ajst-19151	10	24	adapting	adapt	VERB
ajst-19151	10	25	to	to	ADP
ajst-19151	10	26	market	market	NOUN
ajst-19151	10	27	dynamics	dynamic	NOUN
ajst-19151	10	28	.	.	PUNCT
ajst-19151	11	1	however	however	ADV
ajst-19151	11	2	,	,	PUNCT
ajst-19151	11	3	these	these	DET
ajst-19151	11	4	tasks	task	NOUN
ajst-19151	11	5	historically	historically	ADV
ajst-19151	11	6	required	require	VERB
ajst-19151	11	7	labor	labor	NOUN
ajst-19151	11	8	-	-	PUNCT
ajst-19151	11	9	intensive	intensive	ADJ
ajst-19151	11	10	and	and	CCONJ
ajst-19151	11	11	costly	costly	ADJ
ajst-19151	11	12	manual	manual	ADJ
ajst-19151	11	13	efforts	effort	NOUN
ajst-19151	11	14	,	,	PUNCT
ajst-19151	11	15	inadvertently	inadvertently	ADV
ajst-19151	11	16	erecting	erect	VERB
ajst-19151	11	17	barriers	barrier	NOUN
ajst-19151	11	18	to	to	ADP
ajst-19151	11	19	entry	entry	NOUN
ajst-19151	11	20	that	that	PRON
ajst-19151	11	21	favored	favor	VERB
ajst-19151	11	22	high	high	ADJ
ajst-19151	11	23	net	net	ADJ
ajst-19151	11	24	worth	worth	ADJ
ajst-19151	11	25	individuals	individual	NOUN
ajst-19151	11	26	.	.	PUNCT
ajst-19151	12	1	the	the	DET
ajst-19151	12	2	advent	advent	NOUN
ajst-19151	12	3	of	of	ADP
ajst-19151	12	4	robo	robo	NOUN
ajst-19151	12	5	-	-	PUNCT
ajst-19151	12	6	advisers	adviser	NOUN
ajst-19151	12	7	revolutionizes	revolutionize	VERB
ajst-19151	12	8	portfolio	portfolio	NOUN
ajst-19151	12	9	management	management	NOUN
ajst-19151	12	10	by	by	ADP
ajst-19151	12	11	significantly	significantly	ADV
ajst-19151	12	12	reducing	reduce	VERB
ajst-19151	12	13	human	human	ADJ
ajst-19151	12	14	intervention	intervention	NOUN
ajst-19151	12	15	.	.	PUNCT
ajst-19151	13	1	now	now	ADV
ajst-19151	13	2	,	,	PUNCT
ajst-19151	13	3	asset	asset	NOUN
ajst-19151	13	4	management	management	NOUN
ajst-19151	13	5	can	can	AUX
ajst-19151	13	6	be	be	AUX
ajst-19151	13	7	executed	execute	VERB
ajst-19151	13	8	seamlessly	seamlessly	ADV
ajst-19151	13	9	by	by	ADP
ajst-19151	13	10	a	a	DET
ajst-19151	13	11	network	network	NOUN
ajst-19151	13	12	of	of	ADP
ajst-19151	13	13	computers	computer	NOUN
ajst-19151	13	14	,	,	PUNCT
ajst-19151	13	15	democratizing	democratize	VERB
ajst-19151	13	16	access	access	NOUN
ajst-19151	13	17	to	to	ADP
ajst-19151	13	18	wealth	wealth	NOUN
ajst-19151	13	19	management	management	NOUN
ajst-19151	13	20	services	service	NOUN
ajst-19151	13	21	beyond	beyond	ADP
ajst-19151	13	22	the	the	DET
ajst-19151	13	23	affluent	affluent	ADJ
ajst-19151	13	24	clientele	clientele	NOUN
ajst-19151	13	25	.	.	PUNCT
ajst-19151	14	1	[	[	X
ajst-19151	14	2	1]leveraging	1]leverage	VERB
ajst-19151	14	3	powerful	powerful	ADJ
ajst-19151	14	4	computer	computer	NOUN
ajst-19151	14	5	models	model	NOUN
ajst-19151	14	6	and	and	CCONJ
ajst-19151	14	7	ai	ai	VERB
ajst-19151	14	8	algorithms	algorithm	NOUN
ajst-19151	14	9	,	,	PUNCT
ajst-19151	14	10	intelligent	intelligent	ADJ
ajst-19151	14	11	investment	investment	NOUN
ajst-19151	14	12	advisers	adviser	NOUN
ajst-19151	14	13	,	,	PUNCT
ajst-19151	14	14	exemplified	exemplify	VERB
ajst-19151	14	15	by	by	ADP
ajst-19151	14	16	platforms	platform	NOUN
ajst-19151	14	17	like	like	ADP
ajst-19151	14	18	wealthfront	wealthfront	NOUN
ajst-19151	14	19	,	,	PUNCT
ajst-19151	14	20	analyze	analyze	VERB
ajst-19151	14	21	vast	vast	ADJ
ajst-19151	14	22	customer	customer	NOUN
ajst-19151	14	23	datasets	dataset	NOUN
ajst-19151	14	24	to	to	PART
ajst-19151	14	25	craft	craft	VERB
ajst-19151	14	26	personalized	personalized	ADJ
ajst-19151	14	27	asset	asset	NOUN
ajst-19151	14	28	management	management	NOUN
ajst-19151	14	29	strategies	strategy	NOUN
ajst-19151	14	30	tailored	tailor	VERB
ajst-19151	14	31	to	to	ADP
ajst-19151	14	32	individual	individual	ADJ
ajst-19151	14	33	risk	risk	NOUN
ajst-19151	14	34	profiles	profile	NOUN
ajst-19151	14	35	and	and	CCONJ
ajst-19151	14	36	investment	investment	NOUN
ajst-19151	14	37	objectives	objective	NOUN
ajst-19151	14	38	.	.	PUNCT
ajst-19151	15	1	wealthfront	wealthfront	NOUN
ajst-19151	15	2	,	,	PUNCT
ajst-19151	15	3	as	as	ADP
ajst-19151	15	4	a	a	DET
ajst-19151	15	5	leading	lead	VERB
ajst-19151	15	6	intelligent	intelligent	ADJ
ajst-19151	15	7	advisory	advisory	ADJ
ajst-19151	15	8	platform	platform	NOUN
ajst-19151	15	9	,	,	PUNCT
ajst-19151	15	10	harnesses	harness	NOUN
ajst-19151	15	11	machine	machine	NOUN
ajst-19151	15	12	learning	learning	NOUN
ajst-19151	15	13	and	and	CCONJ
ajst-19151	15	14	quantitative	quantitative	ADJ
ajst-19151	15	15	techniques	technique	NOUN
ajst-19151	15	16	to	to	PART
ajst-19151	15	17	furnish	furnish	VERB
ajst-19151	15	18	clients	client	NOUN
ajst-19151	15	19	with	with	ADP
ajst-19151	15	20	bespoke	bespoke	NOUN
ajst-19151	15	21	asset	asset	NOUN
ajst-19151	15	22	portfolio	portfolio	NOUN
ajst-19151	15	23	recommendations	recommendation	NOUN
ajst-19151	15	24	.	.	PUNCT
ajst-19151	16	1	these	these	DET
ajst-19151	16	2	recommendations	recommendation	NOUN
ajst-19151	16	3	encompass	encompass	VERB
ajst-19151	16	4	diverse	diverse	ADJ
ajst-19151	16	5	asset	asset	NOUN
ajst-19151	16	6	classes	class	NOUN
ajst-19151	16	7	,	,	PUNCT
ajst-19151	16	8	including	include	VERB
ajst-19151	16	9	stocks	stock	NOUN
ajst-19151	16	10	,	,	PUNCT
ajst-19151	16	11	options	option	NOUN
ajst-19151	16	12	,	,	PUNCT
ajst-19151	16	13	bonds	bond	NOUN
ajst-19151	16	14	,	,	PUNCT
ajst-19151	16	15	and	and	CCONJ
ajst-19151	16	16	real	real	ADJ
ajst-19151	16	17	estate	estate	NOUN
ajst-19151	16	18	,	,	PUNCT
ajst-19151	16	19	all	all	PRON
ajst-19151	16	20	aimed	aim	VERB
ajst-19151	16	21	at	at	ADP
ajst-19151	16	22	optimizing	optimize	VERB
ajst-19151	16	23	investment	investment	NOUN
ajst-19151	16	24	returns	return	NOUN
ajst-19151	16	25	through	through	ADP
ajst-19151	16	26	automated	automate	VERB
ajst-19151	16	27	management	management	NOUN
ajst-19151	16	28	services	service	NOUN
ajst-19151	16	29	.	.	PUNCT
ajst-19151	17	1	the	the	DET
ajst-19151	17	2	influence	influence	NOUN
ajst-19151	17	3	of	of	ADP
ajst-19151	17	4	a	a	DET
ajst-19151	17	5	user	user	NOUN
ajst-19151	17	6	's	's	PART
ajst-19151	17	7	past	past	ADJ
ajst-19151	17	8	investment	investment	NOUN
ajst-19151	17	9	performance	performance	NOUN
ajst-19151	17	10	on	on	ADP
ajst-19151	17	11	their	their	PRON
ajst-19151	17	12	adoption	adoption	NOUN
ajst-19151	17	13	of	of	ADP
ajst-19151	17	14	smart	smart	ADJ
ajst-19151	17	15	advisers	adviser	NOUN
ajst-19151	17	16	can	can	AUX
ajst-19151	17	17	be	be	AUX
ajst-19151	17	18	understood	understand	VERB
ajst-19151	17	19	through	through	ADP
ajst-19151	17	20	two	two	NUM
ajst-19151	17	21	potential	potential	ADJ
ajst-19151	17	22	mechanisms	mechanism	NOUN
ajst-19151	17	23	.	.	PUNCT
ajst-19151	18	1	[	[	X
ajst-19151	18	2	2]firstly	2]firstly	ADV
ajst-19151	18	3	,	,	PUNCT
ajst-19151	18	4	users	user	NOUN
ajst-19151	18	5	who	who	PRON
ajst-19151	18	6	have	have	AUX
ajst-19151	18	7	experienced	experience	VERB
ajst-19151	18	8	subpar	subpar	ADJ
ajst-19151	18	9	performance	performance	NOUN
ajst-19151	18	10	in	in	ADP
ajst-19151	18	11	manual	manual	ADJ
ajst-19151	18	12	trading	trading	NOUN
ajst-19151	18	13	may	may	AUX
ajst-19151	18	14	be	be	AUX
ajst-19151	18	15	more	more	ADV
ajst-19151	18	16	inclined	inclined	ADJ
ajst-19151	18	17	to	to	PART
ajst-19151	18	18	seek	seek	VERB
ajst-19151	18	19	the	the	DET
ajst-19151	18	20	assistance	assistance	NOUN
ajst-19151	18	21	of	of	ADP
ajst-19151	18	22	intelligent	intelligent	ADJ
ajst-19151	18	23	advisers	adviser	NOUN
ajst-19151	18	24	to	to	PART
ajst-19151	18	25	enhance	enhance	VERB
ajst-19151	18	26	their	their	PRON
ajst-19151	18	27	investment	investment	NOUN
ajst-19151	18	28	outcomes	outcome	NOUN
ajst-19151	18	29	,	,	PUNCT
ajst-19151	18	30	thereby	thereby	ADV
ajst-19151	18	31	increasing	increase	VERB
ajst-19151	18	32	the	the	DET
ajst-19151	18	33	likelihood	likelihood	NOUN
ajst-19151	18	34	of	of	ADP
ajst-19151	18	35	adopting	adopt	VERB
ajst-19151	18	36	such	such	ADJ
ajst-19151	18	37	services	service	NOUN
ajst-19151	18	38	.	.	PUNCT
ajst-19151	19	1	conversely	conversely	ADV
ajst-19151	19	2	,	,	PUNCT
ajst-19151	19	3	poor	poor	ADJ
ajst-19151	19	4	performance	performance	NOUN
ajst-19151	19	5	may	may	AUX
ajst-19151	19	6	also	also	ADV
ajst-19151	19	7	signify	signify	VERB
ajst-19151	19	8	a	a	DET
ajst-19151	19	9	history	history	NOUN
ajst-19151	19	10	of	of	ADP
ajst-19151	19	11	defaults	default	NOUN
ajst-19151	19	12	,	,	PUNCT
ajst-19151	19	13	engendering	engender	VERB
ajst-19151	19	14	heightened	heighten	VERB
ajst-19151	19	15	risk	risk	NOUN
ajst-19151	19	16	perception	perception	NOUN
ajst-19151	19	17	among	among	ADP
ajst-19151	19	18	investors	investor	NOUN
ajst-19151	19	19	and	and	CCONJ
ajst-19151	19	20	potentially	potentially	ADV
ajst-19151	19	21	deterring	deter	VERB
ajst-19151	19	22	them	they	PRON
ajst-19151	19	23	from	from	ADP
ajst-19151	19	24	embracing	embrace	VERB
ajst-19151	19	25	new	new	ADJ
ajst-19151	19	26	technologies	technology	NOUN
ajst-19151	19	27	.	.	PUNCT
ajst-19151	20	1	while	while	SCONJ
ajst-19151	20	2	these	these	DET
ajst-19151	20	3	mechanisms	mechanism	NOUN
ajst-19151	20	4	may	may	AUX
ajst-19151	20	5	counterbalance	counterbalance	VERB
ajst-19151	20	6	each	each	DET
ajst-19151	20	7	other	other	ADJ
ajst-19151	20	8	's	's	PART
ajst-19151	20	9	effects	effect	NOUN
ajst-19151	20	10	,	,	PUNCT
ajst-19151	20	11	the	the	DET
ajst-19151	20	12	prevailing	prevail	VERB
ajst-19151	20	13	question	question	NOUN
ajst-19151	20	14	addressed	address	VERB
ajst-19151	20	15	in	in	ADP
ajst-19151	20	16	this	this	DET
ajst-19151	20	17	study	study	NOUN
ajst-19151	20	18	pertains	pertain	VERB
ajst-19151	20	19	to	to	PART
ajst-19151	20	20	which	which	PRON
ajst-19151	20	21	mechanism	mechanism	NOUN
ajst-19151	20	22	holds	hold	VERB
ajst-19151	20	23	greater	great	ADJ
ajst-19151	20	24	sway	sway	NOUN
ajst-19151	20	25	in	in	ADP
ajst-19151	20	26	the	the	DET
ajst-19151	20	27	context	context	NOUN
ajst-19151	20	28	of	of	ADP
ajst-19151	20	29	p2p	p2p	NOUN
ajst-19151	20	30	online	online	ADJ
ajst-19151	20	31	lending	lending	NOUN
ajst-19151	20	32	.	.	PUNCT
ajst-19151	21	1	this	this	DET
ajst-19151	21	2	inquiry	inquiry	NOUN
ajst-19151	21	3	underscores	underscore	VERB
ajst-19151	21	4	the	the	DET
ajst-19151	21	5	nuanced	nuanced	ADJ
ajst-19151	21	6	interplay	interplay	NOUN
ajst-19151	21	7	between	between	ADP
ajst-19151	21	8	past	past	ADJ
ajst-19151	21	9	performance	performance	NOUN
ajst-19151	21	10	,	,	PUNCT
ajst-19151	21	11	risk	risk	NOUN
ajst-19151	21	12	perception	perception	NOUN
ajst-19151	21	13	,	,	PUNCT
ajst-19151	21	14	and	and	CCONJ
ajst-19151	21	15	the	the	DET
ajst-19151	21	16	adoption	adoption	NOUN
ajst-19151	21	17	of	of	ADP
ajst-19151	21	18	innovative	innovative	ADJ
ajst-19151	21	19	financial	financial	ADJ
ajst-19151	21	20	technologies	technology	NOUN
ajst-19151	21	21	.	.	PUNCT
ajst-19151	22	1	2	2	X
ajst-19151	22	2	.	.	X
ajst-19151	22	3	related	relate	VERB
ajst-19151	22	4	work	work	NOUN
ajst-19151	22	5	2.1	2.1	NUM
ajst-19151	22	6	.	.	PUNCT
ajst-19151	23	1	the	the	DET
ajst-19151	23	2	fusion	fusion	NOUN
ajst-19151	23	3	of	of	ADP
ajst-19151	23	4	artificial	artificial	ADJ
ajst-19151	23	5	intelligence	intelligence	NOUN
ajst-19151	23	6	and	and	CCONJ
ajst-19151	23	7	finance	finance	NOUN
ajst-19151	23	8	industrial	industrial	ADJ
ajst-19151	23	9	intelligence	intelligence	NOUN
ajst-19151	23	10	is	be	AUX
ajst-19151	23	11	the	the	DET
ajst-19151	23	12	mechanism	mechanism	NOUN
ajst-19151	23	13	behind	behind	ADP
ajst-19151	23	14	intelligence	intelligence	NOUN
ajst-19151	23	15	,	,	PUNCT
ajst-19151	23	16	particularly	particularly	ADV
ajst-19151	23	17	the	the	DET
ajst-19151	23	18	software	software	NOUN
ajst-19151	23	19	that	that	PRON
ajst-19151	23	20	drives	drive	VERB
ajst-19151	23	21	artificial	artificial	ADJ
ajst-19151	23	22	intelligence	intelligence	NOUN
ajst-19151	23	23	.	.	PUNCT
ajst-19151	24	1	artificial	artificial	ADJ
ajst-19151	24	2	intelligence	intelligence	NOUN
ajst-19151	24	3	has	have	VERB
ajst-19151	24	4	the	the	DET
ajst-19151	24	5	capacity	capacity	NOUN
ajst-19151	24	6	to	to	PART
ajst-19151	24	7	simulate	simulate	VERB
ajst-19151	24	8	human	human	ADJ
ajst-19151	24	9	thought	thought	NOUN
ajst-19151	24	10	processes	process	NOUN
ajst-19151	24	11	and	and	CCONJ
ajst-19151	24	12	engage	engage	VERB
ajst-19151	24	13	in	in	ADP
ajst-19151	24	14	intelligent	intelligent	ADJ
ajst-19151	24	15	decision	decision	NOUN
ajst-19151	24	16	-	-	PUNCT
ajst-19151	24	17	making	making	NOUN
ajst-19151	24	18	akin	akin	ADJ
ajst-19151	24	19	to	to	ADP
ajst-19151	24	20	humans	human	NOUN
ajst-19151	24	21	.	.	PUNCT
ajst-19151	25	1	it	it	PRON
ajst-19151	25	2	delves	delve	VERB
ajst-19151	25	3	into	into	ADP
ajst-19151	25	4	the	the	DET
ajst-19151	25	5	cognitive	cognitive	NOUN
ajst-19151	25	6	,	,	PUNCT
ajst-19151	25	7	learning	learning	NOUN
ajst-19151	25	8	,	,	PUNCT
ajst-19151	25	9	and	and	CCONJ
ajst-19151	25	10	operational	operational	ADJ
ajst-19151	25	11	mechanisms	mechanism	NOUN
ajst-19151	25	12	of	of	ADP
ajst-19151	25	13	the	the	DET
ajst-19151	25	14	human	human	ADJ
ajst-19151	25	15	brain	brain	NOUN
ajst-19151	25	16	,	,	PUNCT
ajst-19151	25	17	with	with	ADP
ajst-19151	25	18	research	research	NOUN
ajst-19151	25	19	findings	finding	NOUN
ajst-19151	25	20	serving	serve	VERB
ajst-19151	25	21	as	as	ADP
ajst-19151	25	22	the	the	DET
ajst-19151	25	23	bedrock	bedrock	NOUN
ajst-19151	25	24	for	for	ADP
ajst-19151	25	25	the	the	DET
ajst-19151	25	26	advancement	advancement	NOUN
ajst-19151	25	27	of	of	ADP
ajst-19151	25	28	intelligent	intelligent	ADJ
ajst-19151	25	29	software	software	NOUN
ajst-19151	25	30	and	and	CCONJ
ajst-19151	25	31	systems	system	NOUN
ajst-19151	25	32	.	.	PUNCT
ajst-19151	26	1	intelligent	intelligent	ADJ
ajst-19151	26	2	finance	finance	NOUN
ajst-19151	26	3	is	be	AUX
ajst-19151	26	4	predominantly	predominantly	ADV
ajst-19151	26	5	propelled	propel	VERB
ajst-19151	26	6	by	by	ADP
ajst-19151	26	7	core	core	ADJ
ajst-19151	26	8	artificial	artificial	ADJ
ajst-19151	26	9	intelligence	intelligence	NOUN
ajst-19151	26	10	technologies	technology	NOUN
ajst-19151	26	11	such	such	ADJ
ajst-19151	26	12	as	as	ADP
ajst-19151	26	13	machine	machine	NOUN
ajst-19151	26	14	learning	learning	NOUN
ajst-19151	26	15	,	,	PUNCT
ajst-19151	26	16	information	information	NOUN
ajst-19151	26	17	processing	processing	NOUN
ajst-19151	26	18	,	,	PUNCT
ajst-19151	26	19	knowledge	knowledge	NOUN
ajst-19151	26	20	mapping	mapping	NOUN
ajst-19151	26	21	,	,	PUNCT
ajst-19151	26	22	and	and	CCONJ
ajst-19151	26	23	computer	computer	NOUN
ajst-19151	26	24	vision[3	vision[3	PROPN
ajst-19151	26	25	]	]	PUNCT
ajst-19151	26	26	.	.	PUNCT
ajst-19151	27	1	these	these	DET
ajst-19151	27	2	technologies	technology	NOUN
ajst-19151	27	3	empower	empower	VERB
ajst-19151	27	4	all	all	DET
ajst-19151	27	5	stakeholders	stakeholder	NOUN
ajst-19151	27	6	within	within	ADP
ajst-19151	27	7	the	the	DET
ajst-19151	27	8	financial	financial	ADJ
ajst-19151	27	9	industry	industry	NOUN
ajst-19151	27	10	,	,	PUNCT
ajst-19151	27	11	augmenting	augment	VERB
ajst-19151	27	12	business	business	NOUN
ajst-19151	27	13	capabilities	capability	NOUN
ajst-19151	27	14	and	and	CCONJ
ajst-19151	27	15	emphasizing	emphasize	VERB
ajst-19151	27	16	the	the	DET
ajst-19151	27	17	pivotal	pivotal	ADJ
ajst-19151	27	18	role	role	NOUN
ajst-19151	27	19	of	of	ADP
ajst-19151	27	20	product	product	NOUN
ajst-19151	27	21	innovation	innovation	NOUN
ajst-19151	27	22	,	,	PUNCT
ajst-19151	27	23	process	process	NOUN
ajst-19151	27	24	optimization	optimization	NOUN
ajst-19151	27	25	,	,	PUNCT
ajst-19151	27	26	and	and	CCONJ
ajst-19151	27	27	service	service	NOUN
ajst-19151	27	28	enhancement	enhancement	NOUN
ajst-19151	27	29	.	.	PUNCT
ajst-19151	28	1	the	the	DET
ajst-19151	28	2	ecosystem	ecosystem	NOUN
ajst-19151	28	3	of	of	ADP
ajst-19151	28	4	intelligent	intelligent	ADJ
ajst-19151	28	5	finance	finance	NOUN
ajst-19151	28	6	encompasses	encompass	VERB
ajst-19151	28	7	regulatory	regulatory	ADJ
ajst-19151	28	8	management	management	NOUN
ajst-19151	28	9	systems	system	NOUN
ajst-19151	28	10	crucial	crucial	ADJ
ajst-19151	28	11	for	for	ADP
ajst-19151	28	12	traditional	traditional	ADJ
ajst-19151	28	13	financial	financial	ADJ
ajst-19151	28	14	institutions	institution	NOUN
ajst-19151	28	15	,	,	PUNCT
ajst-19151	28	16	emerging	emerge	VERB
ajst-19151	28	17	financial	financial	ADJ
ajst-19151	28	18	entities	entity	NOUN
ajst-19151	28	19	,	,	PUNCT
ajst-19151	28	20	and	and	CCONJ
ajst-19151	28	21	companies	company	NOUN
ajst-19151	28	22	providing	provide	VERB
ajst-19151	28	23	artificial	artificial	ADJ
ajst-19151	28	24	intelligence	intelligence	NOUN
ajst-19151	28	25	services	service	NOUN
ajst-19151	28	26	to	to	ADP
ajst-19151	28	27	financial	financial	ADJ
ajst-19151	28	28	institutions	institution	NOUN
ajst-19151	28	29	.	.	PUNCT
ajst-19151	29	1	[	[	X
ajst-19151	29	2	4]together	4]together	NUM
ajst-19151	29	3	,	,	PUNCT
ajst-19151	29	4	these	these	DET
ajst-19151	29	5	entities	entity	NOUN
ajst-19151	29	6	form	form	VERB
ajst-19151	29	7	a	a	DET
ajst-19151	29	8	dynamic	dynamic	ADJ
ajst-19151	29	9	intelligent	intelligent	ADJ
ajst-19151	29	10	financial	financial	ADJ
ajst-19151	29	11	ecosystem	ecosystem	NOUN
ajst-19151	29	12	.	.	PUNCT
ajst-19151	30	1	in	in	ADP
ajst-19151	30	2	the	the	DET
ajst-19151	30	3	era	era	NOUN
ajst-19151	30	4	of	of	ADP
ajst-19151	30	5	"	"	PUNCT
ajst-19151	30	6	it+	it+	PROPN
ajst-19151	30	7	finance	finance	NOUN
ajst-19151	30	8	"	"	PUNCT
ajst-19151	30	9	1.0	1.0	NUM
ajst-19151	30	10	,	,	PUNCT
ajst-19151	30	11	spanning	span	VERB
ajst-19151	30	12	the	the	DET
ajst-19151	30	13	late	late	ADJ
ajst-19151	30	14	1990s	1990	NOUN
ajst-19151	30	15	,	,	PUNCT
ajst-19151	30	16	75	75	NUM
ajst-19151	30	17	computers	computer	NOUN
ajst-19151	30	18	and	and	CCONJ
ajst-19151	30	19	information	information	NOUN
ajst-19151	30	20	technology	technology	NOUN
ajst-19151	30	21	began	begin	VERB
ajst-19151	30	22	to	to	PART
ajst-19151	30	23	permeate	permeate	VERB
ajst-19151	30	24	daily	daily	ADJ
ajst-19151	30	25	operations	operation	NOUN
ajst-19151	30	26	and	and	CCONJ
ajst-19151	30	27	financial	financial	ADJ
ajst-19151	30	28	transactions	transaction	NOUN
ajst-19151	30	29	of	of	ADP
ajst-19151	30	30	financial	financial	ADJ
ajst-19151	30	31	institutions	institution	NOUN
ajst-19151	30	32	.	.	PUNCT
ajst-19151	31	1	this	this	DET
ajst-19151	31	2	era	era	NOUN
ajst-19151	31	3	witnessed	witness	VERB
ajst-19151	31	4	the	the	DET
ajst-19151	31	5	advent	advent	NOUN
ajst-19151	31	6	of	of	ADP
ajst-19151	31	7	electronic	electronic	ADJ
ajst-19151	31	8	accounting	accounting	NOUN
ajst-19151	31	9	for	for	ADP
ajst-19151	31	10	deposit	deposit	NOUN
ajst-19151	31	11	,	,	PUNCT
ajst-19151	31	12	remittance	remittance	NOUN
ajst-19151	31	13	,	,	PUNCT
ajst-19151	31	14	and	and	CCONJ
ajst-19151	31	15	loan	loan	NOUN
ajst-19151	31	16	transactions	transaction	NOUN
ajst-19151	31	17	,	,	PUNCT
ajst-19151	31	18	alongside	alongside	ADP
ajst-19151	31	19	advancements	advancement	NOUN
ajst-19151	31	20	in	in	ADP
ajst-19151	31	21	infrastructure	infrastructure	NOUN
ajst-19151	31	22	such	such	ADJ
ajst-19151	31	23	as	as	ADP
ajst-19151	31	24	magnetic	magnetic	ADJ
ajst-19151	31	25	stripe	stripe	NOUN
ajst-19151	31	26	credit	credit	NOUN
ajst-19151	31	27	card	card	NOUN
ajst-19151	31	28	technology	technology	NOUN
ajst-19151	31	29	,	,	PUNCT
ajst-19151	31	30	atms	atms	NOUN
ajst-19151	31	31	,	,	PUNCT
ajst-19151	31	32	and	and	CCONJ
ajst-19151	31	33	pos	pos	NOUN
ajst-19151	31	34	machines	machine	NOUN
ajst-19151	31	35	,	,	PUNCT
ajst-19151	31	36	significantly	significantly	ADV
ajst-19151	31	37	enhancing	enhance	VERB
ajst-19151	31	38	data	datum	NOUN
ajst-19151	31	39	processing	processing	NOUN
ajst-19151	31	40	capabilities	capability	NOUN
ajst-19151	31	41	and	and	CCONJ
ajst-19151	31	42	financial	financial	ADJ
ajst-19151	31	43	service	service	NOUN
ajst-19151	31	44	efficiency	efficiency	NOUN
ajst-19151	31	45	.	.	PUNCT
ajst-19151	32	1	in	in	ADP
ajst-19151	32	2	the	the	DET
ajst-19151	32	3	subsequent	subsequent	ADJ
ajst-19151	32	4	stage	stage	NOUN
ajst-19151	32	5	of	of	ADP
ajst-19151	32	6	internet	internet	NOUN
ajst-19151	32	7	+	+	CCONJ
ajst-19151	32	8	finance	finance	NOUN
ajst-19151	32	9	,	,	PUNCT
ajst-19151	32	10	internet	internet	NOUN
ajst-19151	32	11	technology	technology	NOUN
ajst-19151	32	12	expanded	expand	VERB
ajst-19151	32	13	the	the	DET
ajst-19151	32	14	horizons	horizon	NOUN
ajst-19151	32	15	of	of	ADP
ajst-19151	32	16	financial	financial	ADJ
ajst-19151	32	17	transactions	transaction	NOUN
ajst-19151	32	18	,	,	PUNCT
ajst-19151	32	19	while	while	SCONJ
ajst-19151	32	20	big	big	ADJ
ajst-19151	32	21	data	datum	NOUN
ajst-19151	32	22	and	and	CCONJ
ajst-19151	32	23	cloud	cloud	NOUN
ajst-19151	32	24	computing	computing	NOUN
ajst-19151	32	25	bolstered	bolster	VERB
ajst-19151	32	26	business	business	NOUN
ajst-19151	32	27	efficiency	efficiency	NOUN
ajst-19151	32	28	.	.	PUNCT
ajst-19151	33	1	services	service	NOUN
ajst-19151	33	2	like	like	ADP
ajst-19151	33	3	online	online	ADJ
ajst-19151	33	4	banking	banking	NOUN
ajst-19151	33	5	,	,	PUNCT
ajst-19151	33	6	mobile	mobile	ADJ
ajst-19151	33	7	banking	banking	NOUN
ajst-19151	33	8	,	,	PUNCT
ajst-19151	33	9	cardless	cardless	NOUN
ajst-19151	33	10	payments	payment	NOUN
ajst-19151	33	11	,	,	PUNCT
ajst-19151	33	12	internet	internet	NOUN
ajst-19151	33	13	-	-	PUNCT
ajst-19151	33	14	based	base	VERB
ajst-19151	33	15	credit	credit	NOUN
ajst-19151	33	16	facilities	facility	NOUN
ajst-19151	33	17	,	,	PUNCT
ajst-19151	33	18	and	and	CCONJ
ajst-19151	33	19	personal	personal	ADJ
ajst-19151	33	20	finance	finance	NOUN
ajst-19151	33	21	services	service	NOUN
ajst-19151	33	22	emerged	emerge	VERB
ajst-19151	33	23	,	,	PUNCT
ajst-19151	33	24	catalyzing	catalyze	VERB
ajst-19151	33	25	the	the	DET
ajst-19151	33	26	convergence	convergence	NOUN
ajst-19151	33	27	of	of	ADP
ajst-19151	33	28	finance	finance	NOUN
ajst-19151	33	29	and	and	CCONJ
ajst-19151	33	30	technology	technology	NOUN
ajst-19151	33	31	.	.	PUNCT
ajst-19151	34	1	application	application	NOUN
ajst-19151	34	2	models	model	NOUN
ajst-19151	34	3	and	and	CCONJ
ajst-19151	34	4	case	case	NOUN
ajst-19151	34	5	studies	study	NOUN
ajst-19151	34	6	of	of	ADP
ajst-19151	34	7	artificial	artificial	ADJ
ajst-19151	34	8	intelligence	intelligence	NOUN
ajst-19151	34	9	in	in	ADP
ajst-19151	34	10	finance	finance	NOUN
ajst-19151	34	11	:	:	PUNCT
ajst-19151	34	12	1	1	X
ajst-19151	34	13	.	.	PUNCT
ajst-19151	34	14	enhanced	enhance	VERB
ajst-19151	34	15	decision	decision	NOUN
ajst-19151	34	16	-	-	PUNCT
ajst-19151	34	17	making	making	NOUN
ajst-19151	34	18	with	with	ADP
ajst-19151	34	19	smart	smart	ADJ
ajst-19151	34	20	advisors	advisor	NOUN
ajst-19151	34	21	:	:	PUNCT
ajst-19151	34	22	smart	smart	ADJ
ajst-19151	34	23	advisors	advisor	NOUN
ajst-19151	34	24	,	,	PUNCT
ajst-19151	34	25	empowered	empower	VERB
ajst-19151	34	26	by	by	ADP
ajst-19151	34	27	big	big	ADJ
ajst-19151	34	28	data	datum	NOUN
ajst-19151	34	29	,	,	PUNCT
ajst-19151	34	30	cloud	cloud	NOUN
ajst-19151	34	31	computing	computing	NOUN
ajst-19151	34	32	,	,	PUNCT
ajst-19151	34	33	and	and	CCONJ
ajst-19151	34	34	artificial	artificial	ADJ
ajst-19151	34	35	intelligence	intelligence	NOUN
ajst-19151	34	36	,	,	PUNCT
ajst-19151	34	37	are	be	AUX
ajst-19151	34	38	transforming	transform	VERB
ajst-19151	34	39	traditional	traditional	ADJ
ajst-19151	34	40	financial	financial	ADJ
ajst-19151	34	41	investment	investment	NOUN
ajst-19151	34	42	advisory	advisory	ADJ
ajst-19151	34	43	services	service	NOUN
ajst-19151	34	44	.	.	PUNCT
ajst-19151	35	1	in	in	ADP
ajst-19151	35	2	addition	addition	NOUN
ajst-19151	35	3	to	to	ADP
ajst-19151	35	4	providing	provide	VERB
ajst-19151	35	5	informational	informational	ADJ
ajst-19151	35	6	consultations	consultation	NOUN
ajst-19151	35	7	,	,	PUNCT
ajst-19151	35	8	these	these	DET
ajst-19151	35	9	advisors	advisor	NOUN
ajst-19151	35	10	excel	excel	VERB
ajst-19151	35	11	in	in	ADP
ajst-19151	35	12	asset	asset	NOUN
ajst-19151	35	13	management	management	NOUN
ajst-19151	35	14	and	and	CCONJ
ajst-19151	35	15	allocation	allocation	NOUN
ajst-19151	35	16	,	,	PUNCT
ajst-19151	35	17	functioning	function	VERB
ajst-19151	35	18	as	as	ADP
ajst-19151	35	19	automated	automate	VERB
ajst-19151	35	20	fund	fund	NOUN
ajst-19151	35	21	managers	manager	NOUN
ajst-19151	35	22	capable	capable	ADJ
ajst-19151	35	23	of	of	ADP
ajst-19151	35	24	making	make	VERB
ajst-19151	35	25	data	data	NOUN
ajst-19151	35	26	-	-	PUNCT
ajst-19151	35	27	driven	drive	VERB
ajst-19151	35	28	decisions	decision	NOUN
ajst-19151	35	29	to	to	PART
ajst-19151	35	30	optimize	optimize	VERB
ajst-19151	35	31	investment	investment	NOUN
ajst-19151	35	32	strategies	strategy	NOUN
ajst-19151	35	33	and	and	CCONJ
ajst-19151	35	34	maximize	maximize	VERB
ajst-19151	35	35	returns	return	NOUN
ajst-19151	35	36	.	.	PUNCT
ajst-19151	36	1	therefore	therefore	ADV
ajst-19151	36	2	,	,	PUNCT
ajst-19151	36	3	from	from	ADP
ajst-19151	36	4	the	the	DET
ajst-19151	36	5	application	application	NOUN
ajst-19151	36	6	point	point	NOUN
ajst-19151	36	7	of	of	ADP
ajst-19151	36	8	view	view	NOUN
ajst-19151	36	9	of	of	ADP
ajst-19151	36	10	generative	generative	ADJ
ajst-19151	36	11	artificial	artificial	ADJ
ajst-19151	36	12	intelligence	intelligence	NOUN
ajst-19151	36	13	,	,	PUNCT
ajst-19151	36	14	the	the	DET
ajst-19151	36	15	preparation	preparation	NOUN
ajst-19151	36	16	for	for	ADP
ajst-19151	36	17	creating	create	VERB
ajst-19151	36	18	generative	generative	ADJ
ajst-19151	36	19	artificial	artificial	ADJ
ajst-19151	36	20	intelligence	intelligence	NOUN
ajst-19151	36	21	is	be	AUX
ajst-19151	36	22	relatively	relatively	ADV
ajst-19151	36	23	adequate	adequate	ADJ
ajst-19151	36	24	in	in	ADP
ajst-19151	36	25	terms	term	NOUN
ajst-19151	36	26	of	of	ADP
ajst-19151	36	27	technology	technology	NOUN
ajst-19151	36	28	and	and	CCONJ
ajst-19151	36	29	strategy	strategy	NOUN
ajst-19151	36	30	,	,	PUNCT
ajst-19151	36	31	and	and	CCONJ
ajst-19151	36	32	the	the	DET
ajst-19151	36	33	preparation	preparation	NOUN
ajst-19151	36	34	degree	degree	NOUN
ajst-19151	36	35	in	in	ADP
ajst-19151	36	36	terms	term	NOUN
ajst-19151	36	37	of	of	ADP
ajst-19151	36	38	risk	risk	NOUN
ajst-19151	36	39	and	and	CCONJ
ajst-19151	36	40	talent	talent	NOUN
ajst-19151	36	41	is	be	AUX
ajst-19151	36	42	much	much	ADV
ajst-19151	36	43	lower	low	ADJ
ajst-19151	36	44	.	.	PUNCT
ajst-19151	37	1	the	the	DET
ajst-19151	37	2	risk	risk	NOUN
ajst-19151	37	3	prevention	prevention	NOUN
ajst-19151	37	4	and	and	CCONJ
ajst-19151	37	5	related	relate	VERB
ajst-19151	37	6	talent	talent	NOUN
ajst-19151	37	7	reserve	reserve	NOUN
ajst-19151	37	8	of	of	ADP
ajst-19151	37	9	generative	generative	ADJ
ajst-19151	37	10	artificial	artificial	ADJ
ajst-19151	37	11	intelligence	intelligence	NOUN
ajst-19151	37	12	will	will	AUX
ajst-19151	37	13	be	be	AUX
ajst-19151	37	14	the	the	DET
ajst-19151	37	15	focus	focus	NOUN
ajst-19151	37	16	and	and	CCONJ
ajst-19151	37	17	difficulty	difficulty	NOUN
ajst-19151	37	18	.	.	PUNCT
ajst-19151	38	1	figure	figure	NOUN
ajst-19151	38	2	1	1	NUM
ajst-19151	38	3	.	.	PUNCT
ajst-19151	39	1	current	current	ADJ
ajst-19151	39	2	readiness	readiness	NOUN
ajst-19151	39	3	for	for	ADP
ajst-19151	39	4	generative	generative	ADJ
ajst-19151	39	5	ai	ai	VERB
ajst-19151	39	6	2	2	NUM
ajst-19151	39	7	.	.	PUNCT
ajst-19151	39	8	case	case	NOUN
ajst-19151	39	9	study	study	NOUN
ajst-19151	39	10	:	:	PUNCT
ajst-19151	39	11	the	the	DET
ajst-19151	39	12	rise	rise	NOUN
ajst-19151	39	13	of	of	ADP
ajst-19151	39	14	intelligent	intelligent	ADJ
ajst-19151	39	15	investment	investment	NOUN
ajst-19151	39	16	advisory	advisory	NOUN
ajst-19151	39	17	:	:	PUNCT
ajst-19151	39	18	the	the	DET
ajst-19151	39	19	integration	integration	NOUN
ajst-19151	39	20	of	of	ADP
ajst-19151	39	21	big	big	ADJ
ajst-19151	39	22	data	datum	NOUN
ajst-19151	39	23	and	and	CCONJ
ajst-19151	39	24	artificial	artificial	ADJ
ajst-19151	39	25	intelligence	intelligence	NOUN
ajst-19151	39	26	has	have	AUX
ajst-19151	39	27	propelled	propel	VERB
ajst-19151	39	28	the	the	DET
ajst-19151	39	29	emergence	emergence	NOUN
ajst-19151	39	30	of	of	ADP
ajst-19151	39	31	intelligent	intelligent	ADJ
ajst-19151	39	32	investment	investment	NOUN
ajst-19151	39	33	advisors	advisor	NOUN
ajst-19151	39	34	as	as	ADP
ajst-19151	39	35	a	a	DET
ajst-19151	39	36	cornerstone	cornerstone	NOUN
ajst-19151	39	37	of	of	ADP
ajst-19151	39	38	the	the	DET
ajst-19151	39	39	contemporary	contemporary	ADJ
ajst-19151	39	40	financial	financial	ADJ
ajst-19151	39	41	market[5	market[5	PROPN
ajst-19151	39	42	]	]	PUNCT
ajst-19151	39	43	.	.	PUNCT
ajst-19151	40	1	despite	despite	SCONJ
ajst-19151	40	2	their	their	PRON
ajst-19151	40	3	recent	recent	ADJ
ajst-19151	40	4	introduction	introduction	NOUN
ajst-19151	40	5	to	to	ADP
ajst-19151	40	6	the	the	DET
ajst-19151	40	7	chinese	chinese	ADJ
ajst-19151	40	8	market	market	NOUN
ajst-19151	40	9	,	,	PUNCT
ajst-19151	40	10	these	these	DET
ajst-19151	40	11	smart	smart	ADJ
ajst-19151	40	12	advisors	advisor	NOUN
ajst-19151	40	13	have	have	AUX
ajst-19151	40	14	swiftly	swiftly	ADV
ajst-19151	40	15	gained	gain	VERB
ajst-19151	40	16	prominence	prominence	NOUN
ajst-19151	40	17	,	,	PUNCT
ajst-19151	40	18	reshaping	reshape	VERB
ajst-19151	40	19	investment	investment	NOUN
ajst-19151	40	20	practices	practice	NOUN
ajst-19151	40	21	and	and	CCONJ
ajst-19151	40	22	strategies	strategy	NOUN
ajst-19151	40	23	.	.	PUNCT
ajst-19151	41	1	leveraging	leverage	VERB
ajst-19151	41	2	advanced	advanced	ADJ
ajst-19151	41	3	technologies	technology	NOUN
ajst-19151	41	4	,	,	PUNCT
ajst-19151	41	5	including	include	VERB
ajst-19151	41	6	ai	ai	NOUN
ajst-19151	41	7	-	-	PUNCT
ajst-19151	41	8	powered	power	VERB
ajst-19151	41	9	algorithms	algorithm	NOUN
ajst-19151	41	10	,	,	PUNCT
ajst-19151	41	11	these	these	DET
ajst-19151	41	12	advisors	advisor	NOUN
ajst-19151	41	13	conduct	conduct	VERB
ajst-19151	41	14	comprehensive	comprehensive	ADJ
ajst-19151	41	15	investment	investment	NOUN
ajst-19151	41	16	research	research	NOUN
ajst-19151	41	17	,	,	PUNCT
ajst-19151	41	18	qualitative	qualitative	ADJ
ajst-19151	41	19	analysis	analysis	NOUN
ajst-19151	41	20	,	,	PUNCT
ajst-19151	41	21	and	and	CCONJ
ajst-19151	41	22	quantitative	quantitative	ADJ
ajst-19151	41	23	modeling	modeling	NOUN
ajst-19151	41	24	,	,	PUNCT
ajst-19151	41	25	underscoring	underscore	VERB
ajst-19151	41	26	the	the	DET
ajst-19151	41	27	importance	importance	NOUN
ajst-19151	41	28	of	of	ADP
ajst-19151	41	29	robust	robust	ADJ
ajst-19151	41	30	technical	technical	ADJ
ajst-19151	41	31	infrastructure	infrastructure	NOUN
ajst-19151	41	32	to	to	PART
ajst-19151	41	33	support	support	VERB
ajst-19151	41	34	their	their	PRON
ajst-19151	41	35	operations	operation	NOUN
ajst-19151	41	36	and	and	CCONJ
ajst-19151	41	37	ensure	ensure	VERB
ajst-19151	41	38	optimal	optimal	ADJ
ajst-19151	41	39	performance	performance	NOUN
ajst-19151	41	40	.	.	PUNCT
ajst-19151	42	1	3.algorithmic	3.algorithmic	NUM
ajst-19151	42	2	trading	trading	NOUN
ajst-19151	42	3	artificial	artificial	ADJ
ajst-19151	42	4	intelligence	intelligence	NOUN
ajst-19151	42	5	is	be	AUX
ajst-19151	42	6	increasingly	increasingly	ADV
ajst-19151	42	7	utilized	utilize	VERB
ajst-19151	42	8	in	in	ADP
ajst-19151	42	9	algorithmic	algorithmic	ADJ
ajst-19151	42	10	trading	trading	NOUN
ajst-19151	42	11	strategies	strategy	NOUN
ajst-19151	42	12	,	,	PUNCT
ajst-19151	42	13	where	where	SCONJ
ajst-19151	42	14	complex	complex	ADJ
ajst-19151	42	15	algorithms	algorithm	NOUN
ajst-19151	42	16	analyze	analyze	VERB
ajst-19151	42	17	market	market	NOUN
ajst-19151	42	18	data	datum	NOUN
ajst-19151	42	19	in	in	ADP
ajst-19151	42	20	real	real	ADJ
ajst-19151	42	21	-	-	PUNCT
ajst-19151	42	22	time	time	NOUN
ajst-19151	42	23	to	to	PART
ajst-19151	42	24	execute	execute	VERB
ajst-19151	42	25	trades	trade	NOUN
ajst-19151	42	26	automatically	automatically	ADV
ajst-19151	42	27	.	.	PUNCT
ajst-19151	43	1	these	these	DET
ajst-19151	43	2	algorithms	algorithm	NOUN
ajst-19151	43	3	leverage	leverage	NOUN
ajst-19151	43	4	machine	machine	NOUN
ajst-19151	43	5	learning	learn	VERB
ajst-19151	43	6	techniques	technique	NOUN
ajst-19151	43	7	to	to	PART
ajst-19151	43	8	identify	identify	VERB
ajst-19151	43	9	patterns	pattern	NOUN
ajst-19151	43	10	,	,	PUNCT
ajst-19151	43	11	trends	trend	NOUN
ajst-19151	43	12	,	,	PUNCT
ajst-19151	43	13	and	and	CCONJ
ajst-19151	43	14	anomalies	anomaly	NOUN
ajst-19151	43	15	in	in	ADP
ajst-19151	43	16	financial	financial	ADJ
ajst-19151	43	17	markets	market	NOUN
ajst-19151	43	18	,	,	PUNCT
ajst-19151	43	19	enabling	enable	VERB
ajst-19151	43	20	rapid	rapid	ADJ
ajst-19151	43	21	and	and	CCONJ
ajst-19151	43	22	precise	precise	ADJ
ajst-19151	43	23	decision	decision	NOUN
ajst-19151	43	24	-	-	PUNCT
ajst-19151	43	25	making	making	NOUN
ajst-19151	43	26	.	.	PUNCT
ajst-19151	44	1	case	case	NOUN
ajst-19151	44	2	studies	study	NOUN
ajst-19151	44	3	have	have	AUX
ajst-19151	44	4	shown	show	VERB
ajst-19151	44	5	significant	significant	ADJ
ajst-19151	44	6	improvements	improvement	NOUN
ajst-19151	44	7	in	in	ADP
ajst-19151	44	8	trading	trading	NOUN
ajst-19151	44	9	efficiency	efficiency	NOUN
ajst-19151	44	10	and	and	CCONJ
ajst-19151	44	11	profitability	profitability	NOUN
ajst-19151	44	12	through	through	ADP
ajst-19151	44	13	the	the	DET
ajst-19151	44	14	integration	integration	NOUN
ajst-19151	44	15	of	of	ADP
ajst-19151	44	16	ai	ai	NOUN
ajst-19151	44	17	-	-	PUNCT
ajst-19151	44	18	powered	power	VERB
ajst-19151	44	19	algorithmic	algorithmic	ADJ
ajst-19151	44	20	trading	trading	NOUN
ajst-19151	44	21	systems	system	NOUN
ajst-19151	44	22	.	.	PUNCT
ajst-19151	45	1	the	the	DET
ajst-19151	45	2	generative	generative	ADJ
ajst-19151	45	3	model	model	NOUN
ajst-19151	45	4	is	be	AUX
ajst-19151	45	5	constructed	construct	VERB
ajst-19151	45	6	using	use	VERB
ajst-19151	45	7	a	a	DET
ajst-19151	45	8	variety	variety	NOUN
ajst-19151	45	9	of	of	ADP
ajst-19151	45	10	neural	neural	ADJ
ajst-19151	45	11	network	network	NOUN
ajst-19151	45	12	architectures	architecture	NOUN
ajst-19151	45	13	,	,	PUNCT
ajst-19151	45	14	the	the	DET
ajst-19151	45	15	core	core	NOUN
ajst-19151	45	16	of	of	ADP
ajst-19151	45	17	which	which	PRON
ajst-19151	45	18	is	be	AUX
ajst-19151	45	19	to	to	PART
ajst-19151	45	20	define	define	VERB
ajst-19151	45	21	the	the	DET
ajst-19151	45	22	organization	organization	NOUN
ajst-19151	45	23	of	of	ADP
ajst-19151	45	24	the	the	DET
ajst-19151	45	25	model	model	NOUN
ajst-19151	45	26	and	and	CCONJ
ajst-19151	45	27	the	the	DET
ajst-19151	45	28	flow	flow	NOUN
ajst-19151	45	29	path	path	NOUN
ajst-19151	45	30	of	of	ADP
ajst-19151	45	31	information	information	NOUN
ajst-19151	45	32	in	in	ADP
ajst-19151	45	33	the	the	DET
ajst-19151	45	34	model	model	NOUN
ajst-19151	45	35	.	.	PUNCT
ajst-19151	46	1	among	among	ADP
ajst-19151	46	2	them	they	PRON
ajst-19151	46	3	,	,	PUNCT
ajst-19151	46	4	variational	variational	ADJ
ajst-19151	46	5	autoencoders	autoencoder	NOUN
ajst-19151	46	6	(	(	PUNCT
ajst-19151	46	7	vae	vae	PROPN
ajst-19151	46	8	)	)	PUNCT
ajst-19151	46	9	,	,	PUNCT
ajst-19151	46	10	generative	generative	ADJ
ajst-19151	46	11	adversarial	adversarial	ADJ
ajst-19151	46	12	networks	network	NOUN
ajst-19151	46	13	(	(	PUNCT
ajst-19151	46	14	gan	gan	PROPN
ajst-19151	46	15	)	)	PUNCT
ajst-19151	46	16	and	and	CCONJ
ajst-19151	46	17	transformer	transformer	NOUN
ajst-19151	46	18	are	be	AUX
ajst-19151	46	19	the	the	DET
ajst-19151	46	20	most	most	ADV
ajst-19151	46	21	well	well	ADV
ajst-19151	46	22	-	-	PUNCT
ajst-19151	46	23	known	know	VERB
ajst-19151	46	24	architectures	architecture	NOUN
ajst-19151	46	25	.	.	PUNCT
ajst-19151	47	1	google	google	PROPN
ajst-19151	47	2	's	's	PART
ajst-19151	47	3	transformer	transformer	NOUN
ajst-19151	47	4	architecture	architecture	NOUN
ajst-19151	47	5	,	,	PUNCT
ajst-19151	47	6	first	first	ADV
ajst-19151	47	7	demonstrated	demonstrate	VERB
ajst-19151	47	8	in	in	ADP
ajst-19151	47	9	a	a	DET
ajst-19151	47	10	groundbreaking	groundbreake	VERB
ajst-19151	47	11	paper	paper	NOUN
ajst-19151	47	12	published	publish	VERB
ajst-19151	47	13	in	in	ADP
ajst-19151	47	14	2017	2017	NUM
ajst-19151	47	15	,	,	PUNCT
ajst-19151	47	16	provides	provide	VERB
ajst-19151	47	17	powerful	powerful	ADJ
ajst-19151	47	18	power	power	NOUN
ajst-19151	47	19	for	for	ADP
ajst-19151	47	20	today	today	NOUN
ajst-19151	47	21	's	's	PART
ajst-19151	47	22	large	large	ADJ
ajst-19151	47	23	language	language	NOUN
ajst-19151	47	24	models	model	NOUN
ajst-19151	47	25	.	.	PUNCT
ajst-19151	48	1	however	however	ADV
ajst-19151	48	2	,	,	PUNCT
ajst-19151	48	3	for	for	ADP
ajst-19151	48	4	other	other	ADJ
ajst-19151	48	5	types	type	NOUN
ajst-19151	48	6	of	of	ADP
ajst-19151	48	7	generative	generative	NOUN
ajst-19151	48	8	ai	ai	VERB
ajst-19151	48	9	such	such	ADJ
ajst-19151	48	10	as	as	ADP
ajst-19151	48	11	images	image	NOUN
ajst-19151	48	12	and	and	CCONJ
ajst-19151	48	13	audio	audio	NOUN
ajst-19151	48	14	,	,	PUNCT
ajst-19151	48	15	the	the	DET
ajst-19151	48	16	transformer	transformer	NOUN
ajst-19151	48	17	architecture	architecture	NOUN
ajst-19151	48	18	is	be	AUX
ajst-19151	48	19	not	not	PART
ajst-19151	48	20	the	the	DET
ajst-19151	48	21	best	good	ADJ
ajst-19151	48	22	choice	choice	NOUN
ajst-19151	48	23	.	.	PUNCT
ajst-19151	49	1	figure	figure	NOUN
ajst-19151	49	2	2	2	NUM
ajst-19151	49	3	.	.	PUNCT
ajst-19151	49	4	generate	generate	VERB
ajst-19151	49	5	the	the	DET
ajst-19151	49	6	model	model	NOUN
ajst-19151	49	7	transformer	transformer	NOUN
ajst-19151	49	8	architecture	architecture	NOUN
ajst-19151	49	9	autoencoders	autoencoder	NOUN
ajst-19151	49	10	learn	learn	VERB
ajst-19151	49	11	efficient	efficient	ADJ
ajst-19151	49	12	representations	representation	NOUN
ajst-19151	49	13	of	of	ADP
ajst-19151	49	14	data	datum	NOUN
ajst-19151	49	15	through	through	ADP
ajst-19151	49	16	the	the	DET
ajst-19151	49	17	encoder	encoder	NOUN
ajst-19151	49	18	-	-	PUNCT
ajst-19151	49	19	decoder	decoder	NOUN
ajst-19151	49	20	framework	framework	NOUN
ajst-19151	49	21	.	.	PUNCT
ajst-19151	50	1	the	the	DET
ajst-19151	50	2	encoder	encoder	NOUN
ajst-19151	50	3	compresses	compress	VERB
ajst-19151	50	4	the	the	DET
ajst-19151	50	5	input	input	NOUN
ajst-19151	50	6	data	datum	NOUN
ajst-19151	50	7	into	into	ADP
ajst-19151	50	8	a	a	DET
ajst-19151	50	9	low	low	ADJ
ajst-19151	50	10	-	-	PUNCT
ajst-19151	50	11	dimensional	dimensional	ADJ
ajst-19151	50	12	space	space	NOUN
ajst-19151	50	13	,	,	PUNCT
ajst-19151	50	14	the	the	DET
ajst-19151	50	15	underlying	underlying	ADJ
ajst-19151	50	16	(	(	PUNCT
ajst-19151	50	17	or	or	CCONJ
ajst-19151	50	18	embedded	embed	VERB
ajst-19151	50	19	)	)	PUNCT
ajst-19151	50	20	space	space	NOUN
ajst-19151	50	21	,	,	PUNCT
ajst-19151	50	22	preserving	preserve	VERB
ajst-19151	50	23	the	the	DET
ajst-19151	50	24	most	most	ADV
ajst-19151	50	25	essential	essential	ADJ
ajst-19151	50	26	features	feature	NOUN
ajst-19151	50	27	of	of	ADP
ajst-19151	50	28	the	the	DET
ajst-19151	50	29	data	datum	NOUN
ajst-19151	50	30	.	.	PUNCT
ajst-19151	51	1	the	the	DET
ajst-19151	51	2	decoder	decoder	NOUN
ajst-19151	51	3	then	then	ADV
ajst-19151	51	4	uses	use	VERB
ajst-19151	51	5	this	this	DET
ajst-19151	51	6	76	76	NUM
ajst-19151	51	7	compressed	compress	VERB
ajst-19151	51	8	representation	representation	NOUN
ajst-19151	51	9	to	to	PART
ajst-19151	51	10	reconstruct	reconstruct	VERB
ajst-19151	51	11	the	the	DET
ajst-19151	51	12	original	original	ADJ
ajst-19151	51	13	data	datum	NOUN
ajst-19151	51	14	.	.	PUNCT
ajst-19151	52	1	once	once	SCONJ
ajst-19151	52	2	the	the	DET
ajst-19151	52	3	autoencoder	autoencoder	NOUN
ajst-19151	52	4	has	have	AUX
ajst-19151	52	5	been	be	AUX
ajst-19151	52	6	trained	train	VERB
ajst-19151	52	7	in	in	ADP
ajst-19151	52	8	this	this	DET
ajst-19151	52	9	way	way	NOUN
ajst-19151	52	10	,	,	PUNCT
ajst-19151	52	11	it	it	PRON
ajst-19151	52	12	can	can	AUX
ajst-19151	52	13	use	use	VERB
ajst-19151	52	14	the	the	DET
ajst-19151	52	15	novel	novel	ADJ
ajst-19151	52	16	input	input	NOUN
ajst-19151	52	17	to	to	PART
ajst-19151	52	18	generate	generate	VERB
ajst-19151	52	19	a	a	DET
ajst-19151	52	20	suitable	suitable	ADJ
ajst-19151	52	21	output	output	NOUN
ajst-19151	52	22	.	.	PUNCT
ajst-19151	53	1	these	these	DET
ajst-19151	53	2	models	model	NOUN
ajst-19151	53	3	are	be	AUX
ajst-19151	53	4	often	often	ADV
ajst-19151	53	5	used	use	VERB
ajst-19151	53	6	in	in	ADP
ajst-19151	53	7	image	image	NOUN
ajst-19151	53	8	generation	generation	NOUN
ajst-19151	53	9	tools	tool	NOUN
ajst-19151	53	10	and	and	CCONJ
ajst-19151	53	11	play	play	VERB
ajst-19151	53	12	an	an	DET
ajst-19151	53	13	important	important	ADJ
ajst-19151	53	14	role	role	NOUN
ajst-19151	53	15	in	in	ADP
ajst-19151	53	16	the	the	DET
ajst-19151	53	17	field	field	NOUN
ajst-19151	53	18	of	of	ADP
ajst-19151	53	19	drug	drug	NOUN
ajst-19151	53	20	discovery	discovery	NOUN
ajst-19151	53	21	,	,	PUNCT
ajst-19151	53	22	enabling	enable	VERB
ajst-19151	53	23	the	the	DET
ajst-19151	53	24	generation	generation	NOUN
ajst-19151	53	25	of	of	ADP
ajst-19151	53	26	new	new	ADJ
ajst-19151	53	27	molecules	molecule	NOUN
ajst-19151	53	28	with	with	ADP
ajst-19151	53	29	desired	desire	VERB
ajst-19151	53	30	properties	property	NOUN
ajst-19151	53	31	.	.	PUNCT
ajst-19151	54	1	as	as	ADP
ajst-19151	54	2	a	a	DET
ajst-19151	54	3	result	result	NOUN
ajst-19151	54	4	,	,	PUNCT
ajst-19151	54	5	transformer	transformer	NOUN
ajst-19151	54	6	is	be	AUX
ajst-19151	54	7	a	a	DET
ajst-19151	54	8	leader	leader	NOUN
ajst-19151	54	9	in	in	ADP
ajst-19151	54	10	generative	generative	ADJ
ajst-19151	54	11	ai	ai	PROPN
ajst-19151	54	12	architecture	architecture	NOUN
ajst-19151	54	13	,	,	PUNCT
ajst-19151	54	14	and	and	CCONJ
ajst-19151	54	15	it	it	PRON
ajst-19151	54	16	is	be	AUX
ajst-19151	54	17	at	at	ADP
ajst-19151	54	18	the	the	DET
ajst-19151	54	19	heart	heart	NOUN
ajst-19151	54	20	of	of	ADP
ajst-19151	54	21	today	today	NOUN
ajst-19151	54	22	's	's	PART
ajst-19151	54	23	powerful	powerful	ADJ
ajst-19151	54	24	large	large	ADJ
ajst-19151	54	25	language	language	NOUN
ajst-19151	54	26	models	model	NOUN
ajst-19151	54	27	(	(	PUNCT
ajst-19151	54	28	llms	llm	NOUN
ajst-19151	54	29	)	)	PUNCT
ajst-19151	54	30	.	.	PUNCT
ajst-19151	55	1	its	its	PRON
ajst-19151	55	2	advantage	advantage	NOUN
ajst-19151	55	3	lies	lie	VERB
ajst-19151	55	4	in	in	ADP
ajst-19151	55	5	its	its	PRON
ajst-19151	55	6	unique	unique	ADJ
ajst-19151	55	7	attention	attention	NOUN
ajst-19151	55	8	mechanism	mechanism	NOUN
ajst-19151	55	9	,	,	PUNCT
ajst-19151	55	10	which	which	PRON
ajst-19151	55	11	enables	enable	VERB
ajst-19151	55	12	the	the	DET
ajst-19151	55	13	model	model	NOUN
ajst-19151	55	14	to	to	PART
ajst-19151	55	15	focus	focus	VERB
ajst-19151	55	16	on	on	ADP
ajst-19151	55	17	different	different	ADJ
ajst-19151	55	18	parts	part	NOUN
ajst-19151	55	19	of	of	ADP
ajst-19151	55	20	the	the	DET
ajst-19151	55	21	input	input	NOUN
ajst-19151	55	22	sequence	sequence	NOUN
ajst-19151	55	23	when	when	SCONJ
ajst-19151	55	24	making	make	VERB
ajst-19151	55	25	predictions	prediction	NOUN
ajst-19151	55	26	.	.	PUNCT
ajst-19151	56	1	in	in	ADP
ajst-19151	56	2	language	language	NOUN
ajst-19151	56	3	model	model	NOUN
ajst-19151	56	4	applications	application	NOUN
ajst-19151	56	5	where	where	SCONJ
ajst-19151	56	6	input	input	NOUN
ajst-19151	56	7	is	be	AUX
ajst-19151	56	8	made	make	VERB
ajst-19151	56	9	up	up	ADP
ajst-19151	56	10	of	of	ADP
ajst-19151	56	11	sequences	sequence	NOUN
ajst-19151	56	12	of	of	ADP
ajst-19151	56	13	words	word	NOUN
ajst-19151	56	14	that	that	PRON
ajst-19151	56	15	make	make	VERB
ajst-19151	56	16	up	up	ADP
ajst-19151	56	17	sentences	sentence	NOUN
ajst-19151	56	18	,	,	PUNCT
ajst-19151	56	19	transformer	transformer	NOUN
ajst-19151	56	20	is	be	AUX
ajst-19151	56	21	able	able	ADJ
ajst-19151	56	22	to	to	PART
ajst-19151	56	23	predict	predict	VERB
ajst-19151	56	24	what	what	PRON
ajst-19151	56	25	words	word	NOUN
ajst-19151	56	26	might	might	AUX
ajst-19151	56	27	come	come	VERB
ajst-19151	56	28	next	next	ADJ
ajst-19151	56	29	4.risk	4.risk	NUM
ajst-19151	56	30	management	management	NOUN
ajst-19151	56	31	artificial	artificial	ADJ
ajst-19151	56	32	intelligence	intelligence	NOUN
ajst-19151	56	33	plays	play	VERB
ajst-19151	56	34	a	a	DET
ajst-19151	56	35	crucial	crucial	ADJ
ajst-19151	56	36	role	role	NOUN
ajst-19151	56	37	in	in	ADP
ajst-19151	56	38	enhancing	enhance	VERB
ajst-19151	56	39	risk	risk	NOUN
ajst-19151	56	40	management	management	NOUN
ajst-19151	56	41	practices	practice	NOUN
ajst-19151	56	42	within	within	ADP
ajst-19151	56	43	the	the	DET
ajst-19151	56	44	financial	financial	ADJ
ajst-19151	56	45	sector	sector	NOUN
ajst-19151	56	46	.	.	PUNCT
ajst-19151	57	1	ai	ai	VERB
ajst-19151	57	2	-	-	PUNCT
ajst-19151	57	3	powered	power	VERB
ajst-19151	57	4	risk	risk	NOUN
ajst-19151	57	5	management	management	NOUN
ajst-19151	57	6	systems	system	NOUN
ajst-19151	57	7	utilize	utilize	VERB
ajst-19151	57	8	advanced	advanced	ADJ
ajst-19151	57	9	analytics	analytic	NOUN
ajst-19151	57	10	and	and	CCONJ
ajst-19151	57	11	predictive	predictive	ADJ
ajst-19151	57	12	modeling	modeling	NOUN
ajst-19151	57	13	to	to	PART
ajst-19151	57	14	assess	assess	VERB
ajst-19151	57	15	and	and	CCONJ
ajst-19151	57	16	mitigate	mitigate	VERB
ajst-19151	57	17	various	various	ADJ
ajst-19151	57	18	types	type	NOUN
ajst-19151	57	19	of	of	ADP
ajst-19151	57	20	financial	financial	ADJ
ajst-19151	57	21	risks	risk	NOUN
ajst-19151	57	22	,	,	PUNCT
ajst-19151	57	23	including	include	VERB
ajst-19151	57	24	credit	credit	NOUN
ajst-19151	57	25	risk	risk	NOUN
ajst-19151	57	26	,	,	PUNCT
ajst-19151	57	27	market	market	NOUN
ajst-19151	57	28	risk	risk	NOUN
ajst-19151	57	29	,	,	PUNCT
ajst-19151	57	30	and	and	CCONJ
ajst-19151	57	31	operational	operational	ADJ
ajst-19151	57	32	risk	risk	NOUN
ajst-19151	57	33	.	.	PUNCT
ajst-19151	58	1	by	by	ADP
ajst-19151	58	2	analyzing	analyze	VERB
ajst-19151	58	3	vast	vast	ADJ
ajst-19151	58	4	datasets	dataset	NOUN
ajst-19151	58	5	and	and	CCONJ
ajst-19151	58	6	identifying	identify	VERB
ajst-19151	58	7	potential	potential	ADJ
ajst-19151	58	8	risk	risk	NOUN
ajst-19151	58	9	factors	factor	NOUN
ajst-19151	58	10	,	,	PUNCT
ajst-19151	58	11	these	these	DET
ajst-19151	58	12	systems	system	NOUN
ajst-19151	58	13	enable	enable	VERB
ajst-19151	58	14	financial	financial	ADJ
ajst-19151	58	15	institutions	institution	NOUN
ajst-19151	58	16	to	to	PART
ajst-19151	58	17	make	make	VERB
ajst-19151	58	18	informed	informed	ADJ
ajst-19151	58	19	decisions	decision	NOUN
ajst-19151	58	20	and	and	CCONJ
ajst-19151	58	21	safeguard	safeguard	VERB
ajst-19151	58	22	against	against	ADP
ajst-19151	58	23	potential	potential	ADJ
ajst-19151	58	24	losses	loss	NOUN
ajst-19151	58	25	.	.	PUNCT
ajst-19151	59	1	[	[	X
ajst-19151	59	2	6]case	6]case	NUM
ajst-19151	59	3	studies	study	NOUN
ajst-19151	59	4	have	have	AUX
ajst-19151	59	5	demonstrated	demonstrate	VERB
ajst-19151	59	6	the	the	DET
ajst-19151	59	7	effectiveness	effectiveness	NOUN
ajst-19151	59	8	of	of	ADP
ajst-19151	59	9	ai	ai	ADJ
ajst-19151	59	10	-	-	PUNCT
ajst-19151	59	11	driven	drive	VERB
ajst-19151	59	12	risk	risk	NOUN
ajst-19151	59	13	management	management	NOUN
ajst-19151	59	14	solutions	solution	NOUN
ajst-19151	59	15	in	in	ADP
ajst-19151	59	16	improving	improve	VERB
ajst-19151	59	17	risk	risk	NOUN
ajst-19151	59	18	assessment	assessment	NOUN
ajst-19151	59	19	accuracy	accuracy	NOUN
ajst-19151	59	20	and	and	CCONJ
ajst-19151	59	21	optimizing	optimize	VERB
ajst-19151	59	22	risk	risk	NOUN
ajst-19151	59	23	mitigation	mitigation	NOUN
ajst-19151	59	24	strategies	strategy	NOUN
ajst-19151	59	25	.	.	PUNCT
ajst-19151	60	1	by	by	ADP
ajst-19151	60	2	incorporating	incorporate	VERB
ajst-19151	60	3	these	these	DET
ajst-19151	60	4	additional	additional	ADJ
ajst-19151	60	5	application	application	NOUN
ajst-19151	60	6	models	model	NOUN
ajst-19151	60	7	and	and	CCONJ
ajst-19151	60	8	case	case	NOUN
ajst-19151	60	9	studies	study	NOUN
ajst-19151	60	10	,	,	PUNCT
ajst-19151	60	11	we	we	PRON
ajst-19151	60	12	can	can	AUX
ajst-19151	60	13	further	far	ADV
ajst-19151	60	14	illustrate	illustrate	VERB
ajst-19151	60	15	the	the	DET
ajst-19151	60	16	diverse	diverse	ADJ
ajst-19151	60	17	applications	application	NOUN
ajst-19151	60	18	of	of	ADP
ajst-19151	60	19	artificial	artificial	ADJ
ajst-19151	60	20	intelligence	intelligence	NOUN
ajst-19151	60	21	in	in	ADP
ajst-19151	60	22	finance	finance	NOUN
ajst-19151	60	23	,	,	PUNCT
ajst-19151	60	24	spanning	span	VERB
ajst-19151	60	25	from	from	ADP
ajst-19151	60	26	investment	investment	NOUN
ajst-19151	60	27	advisory	advisory	ADJ
ajst-19151	60	28	services	service	NOUN
ajst-19151	60	29	to	to	ADP
ajst-19151	60	30	algorithmic	algorithmic	ADJ
ajst-19151	60	31	trading	trading	NOUN
ajst-19151	60	32	and	and	CCONJ
ajst-19151	60	33	risk	risk	NOUN
ajst-19151	60	34	management	management	NOUN
ajst-19151	60	35	.	.	PUNCT
ajst-19151	61	1	these	these	DET
ajst-19151	61	2	examples	example	NOUN
ajst-19151	61	3	underscore	underscore	VERB
ajst-19151	61	4	the	the	DET
ajst-19151	61	5	transformative	transformative	ADJ
ajst-19151	61	6	impact	impact	NOUN
ajst-19151	61	7	of	of	ADP
ajst-19151	61	8	ai	ai	VERB
ajst-19151	61	9	on	on	ADP
ajst-19151	61	10	the	the	DET
ajst-19151	61	11	financial	financial	ADJ
ajst-19151	61	12	industry	industry	NOUN
ajst-19151	61	13	,	,	PUNCT
ajst-19151	61	14	driving	drive	VERB
ajst-19151	61	15	innovation	innovation	NOUN
ajst-19151	61	16	,	,	PUNCT
ajst-19151	61	17	efficiency	efficiency	NOUN
ajst-19151	61	18	,	,	PUNCT
ajst-19151	61	19	and	and	CCONJ
ajst-19151	61	20	risk	risk	NOUN
ajst-19151	61	21	mitigation	mitigation	NOUN
ajst-19151	61	22	strategies	strategy	NOUN
ajst-19151	61	23	to	to	ADP
ajst-19151	61	24	new	new	ADJ
ajst-19151	61	25	heights	height	NOUN
ajst-19151	61	26	.	.	PUNCT
ajst-19151	62	1	2.2	2.2	NUM
ajst-19151	62	2	.	.	PUNCT
ajst-19151	62	3	evolution	evolution	NOUN
ajst-19151	62	4	of	of	ADP
ajst-19151	62	5	traditional	traditional	ADJ
ajst-19151	62	6	financial	financial	ADJ
ajst-19151	62	7	advisory	advisory	ADJ
ajst-19151	62	8	services	service	NOUN
ajst-19151	62	9	traditional	traditional	ADJ
ajst-19151	62	10	financial	financial	ADJ
ajst-19151	62	11	advisory	advisory	ADJ
ajst-19151	62	12	services	service	NOUN
ajst-19151	62	13	encompass	encompass	VERB
ajst-19151	62	14	face	face	NOUN
ajst-19151	62	15	-	-	PUNCT
ajst-19151	62	16	toface	toface	NOUN
ajst-19151	62	17	or	or	CCONJ
ajst-19151	62	18	remote	remote	ADJ
ajst-19151	62	19	consultations	consultation	NOUN
ajst-19151	62	20	provided	provide	VERB
ajst-19151	62	21	by	by	ADP
ajst-19151	62	22	seasoned	seasoned	ADJ
ajst-19151	62	23	financial	financial	ADJ
ajst-19151	62	24	advisers	adviser	NOUN
ajst-19151	62	25	or	or	CCONJ
ajst-19151	62	26	experts	expert	NOUN
ajst-19151	62	27	,	,	PUNCT
ajst-19151	62	28	aimed	aim	VERB
ajst-19151	62	29	at	at	ADP
ajst-19151	62	30	assisting	assist	VERB
ajst-19151	62	31	clients	client	NOUN
ajst-19151	62	32	in	in	ADP
ajst-19151	62	33	managing	manage	VERB
ajst-19151	62	34	financial	financial	ADJ
ajst-19151	62	35	assets	asset	NOUN
ajst-19151	62	36	,	,	PUNCT
ajst-19151	62	37	devising	devise	VERB
ajst-19151	62	38	investment	investment	NOUN
ajst-19151	62	39	strategies	strategy	NOUN
ajst-19151	62	40	,	,	PUNCT
ajst-19151	62	41	and	and	CCONJ
ajst-19151	62	42	outlining	outline	VERB
ajst-19151	62	43	financial	financial	ADJ
ajst-19151	62	44	objectives	objective	NOUN
ajst-19151	62	45	.	.	PUNCT
ajst-19151	63	1	rooted	root	VERB
ajst-19151	63	2	in	in	ADP
ajst-19151	63	3	a	a	DET
ajst-19151	63	4	foundation	foundation	NOUN
ajst-19151	63	5	of	of	ADP
ajst-19151	63	6	extensive	extensive	ADJ
ajst-19151	63	7	financial	financial	ADJ
ajst-19151	63	8	knowledge	knowledge	NOUN
ajst-19151	63	9	and	and	CCONJ
ajst-19151	63	10	expertise	expertise	NOUN
ajst-19151	63	11	,	,	PUNCT
ajst-19151	63	12	these	these	DET
ajst-19151	63	13	services	service	NOUN
ajst-19151	63	14	are	be	AUX
ajst-19151	63	15	tailored	tailor	VERB
ajst-19151	63	16	to	to	ADP
ajst-19151	63	17	each	each	DET
ajst-19151	63	18	client	client	NOUN
ajst-19151	63	19	's	's	PART
ajst-19151	63	20	unique	unique	ADJ
ajst-19151	63	21	financial	financial	ADJ
ajst-19151	63	22	situation	situation	NOUN
ajst-19151	63	23	,	,	PUNCT
ajst-19151	63	24	risk	risk	NOUN
ajst-19151	63	25	tolerance	tolerance	NOUN
ajst-19151	63	26	,	,	PUNCT
ajst-19151	63	27	and	and	CCONJ
ajst-19151	63	28	goals	goal	NOUN
ajst-19151	63	29	,	,	PUNCT
ajst-19151	63	30	striving	strive	VERB
ajst-19151	63	31	to	to	PART
ajst-19151	63	32	deliver	deliver	VERB
ajst-19151	63	33	personalized	personalized	ADJ
ajst-19151	63	34	guidance	guidance	NOUN
ajst-19151	63	35	to	to	PART
ajst-19151	63	36	optimize	optimize	VERB
ajst-19151	63	37	financial	financial	ADJ
ajst-19151	63	38	outcomes[7	outcomes[7	PROPN
ajst-19151	63	39	]	]	PUNCT
ajst-19151	63	40	.	.	PUNCT
ajst-19151	64	1	table	table	NOUN
ajst-19151	64	2	1	1	NUM
ajst-19151	64	3	.	.	PUNCT
ajst-19151	64	4	comparison	comparison	NOUN
ajst-19151	64	5	between	between	ADP
ajst-19151	64	6	traditional	traditional	ADJ
ajst-19151	64	7	ai	ai	NOUN
ajst-19151	64	8	and	and	CCONJ
ajst-19151	64	9	generative	generative	ADJ
ajst-19151	64	10	ai	ai	VERB
ajst-19151	64	11	traditional	traditional	ADJ
ajst-19151	64	12	ai	ai	VERB
ajst-19151	64	13	generative	generative	ADJ
ajst-19151	64	14	ai	ai	INTJ
ajst-19151	64	15	executes	execute	VERB
ajst-19151	64	16	specific	specific	ADJ
ajst-19151	64	17	tasks	task	NOUN
ajst-19151	64	18	can	can	AUX
ajst-19151	64	19	create	create	VERB
ajst-19151	64	20	new	new	ADJ
ajst-19151	64	21	data	datum	NOUN
ajst-19151	64	22	analyzes	analyze	VERB
ajst-19151	64	23	data	datum	NOUN
ajst-19151	64	24	and	and	CCONJ
ajst-19151	64	25	makes	make	VERB
ajst-19151	64	26	decisions	decision	NOUN
ajst-19151	64	27	or	or	CCONJ
ajst-19151	64	28	predictions	prediction	NOUN
ajst-19151	64	29	uses	use	VERB
ajst-19151	64	30	raw	raw	ADJ
ajst-19151	64	31	data	datum	NOUN
ajst-19151	64	32	to	to	PART
ajst-19151	64	33	generate	generate	VERB
ajst-19151	64	34	new	new	ADJ
ajst-19151	64	35	original	original	ADJ
ajst-19151	64	36	content	content	NOUN
ajst-19151	64	37	works	work	VERB
ajst-19151	64	38	within	within	ADP
ajst-19151	64	39	a	a	DET
ajst-19151	64	40	set	set	NOUN
ajst-19151	64	41	of	of	ADP
ajst-19151	64	42	predefined	predefine	VERB
ajst-19151	64	43	rules	rule	NOUN
ajst-19151	64	44	can	can	AUX
ajst-19151	64	45	generate	generate	VERB
ajst-19151	64	46	text	text	NOUN
ajst-19151	64	47	,	,	PUNCT
ajst-19151	64	48	images	image	NOUN
ajst-19151	64	49	,	,	PUNCT
ajst-19151	64	50	music	music	NOUN
ajst-19151	64	51	,	,	PUNCT
ajst-19151	64	52	and	and	CCONJ
ajst-19151	64	53	code	code	NOUN
ajst-19151	64	54	supervised	supervised	ADJ
ajst-19151	64	55	learning	learn	VERB
ajst-19151	64	56	unsupervised	unsupervised	ADJ
ajst-19151	64	57	learning	learning	NOUN
ajst-19151	64	58	requires	require	VERB
ajst-19151	64	59	labeled	label	VERB
ajst-19151	64	60	data	datum	NOUN
ajst-19151	64	61	for	for	ADP
ajst-19151	64	62	training	training	NOUN
ajst-19151	64	63	does	do	AUX
ajst-19151	64	64	not	not	PART
ajst-19151	64	65	require	require	VERB
ajst-19151	64	66	labeled	label	VERB
ajst-19151	64	67	data	datum	NOUN
ajst-19151	64	68	for	for	ADP
ajst-19151	64	69	training	training	NOUN
ajst-19151	64	70	limited	limit	VERB
ajst-19151	64	71	to	to	ADP
ajst-19151	64	72	specific	specific	ADJ
ajst-19151	64	73	tasks	task	NOUN
ajst-19151	64	74	details	detail	NOUN
ajst-19151	64	75	of	of	ADP
ajst-19151	64	76	generated	generate	VERB
ajst-19151	64	77	content	content	NOUN
ajst-19151	64	78	are	be	AUX
ajst-19151	64	79	not	not	PART
ajst-19151	64	80	controlled	control	VERB
ajst-19151	64	81	unable	unable	ADJ
ajst-19151	64	82	to	to	PART
ajst-19151	64	83	create	create	VERB
ajst-19151	64	84	truly	truly	ADV
ajst-19151	64	85	original	original	ADJ
ajst-19151	64	86	content	content	NOUN
ajst-19151	64	87	generated	generate	VERB
ajst-19151	64	88	content	content	NOUN
ajst-19151	64	89	may	may	AUX
ajst-19151	64	90	lack	lack	VERB
ajst-19151	64	91	consistency	consistency	NOUN
ajst-19151	64	92	or	or	CCONJ
ajst-19151	64	93	accuracy	accuracy	NOUN
ajst-19151	64	94	requires	require	VERB
ajst-19151	64	95	large	large	ADJ
ajst-19151	64	96	amounts	amount	NOUN
ajst-19151	64	97	of	of	ADP
ajst-19151	64	98	labeled	label	VERB
ajst-19151	64	99	data	datum	NOUN
ajst-19151	64	100	for	for	ADP
ajst-19151	64	101	training	training	NOUN
ajst-19151	64	102	requires	require	VERB
ajst-19151	64	103	large	large	ADJ
ajst-19151	64	104	amounts	amount	NOUN
ajst-19151	64	105	of	of	ADP
ajst-19151	64	106	data	datum	NOUN
ajst-19151	64	107	for	for	ADP
ajst-19151	64	108	training	train	VERB
ajst-19151	64	109	the	the	DET
ajst-19151	64	110	table	table	NOUN
ajst-19151	64	111	compares	compare	VERB
ajst-19151	64	112	traditional	traditional	ADJ
ajst-19151	64	113	ai	ai	VERB
ajst-19151	64	114	with	with	ADP
ajst-19151	64	115	generative	generative	NOUN
ajst-19151	64	116	ai	ai	VERB
ajst-19151	64	117	across	across	ADP
ajst-19151	64	118	various	various	ADJ
ajst-19151	64	119	dimensions	dimension	NOUN
ajst-19151	64	120	.	.	PUNCT
ajst-19151	65	1	traditional	traditional	ADJ
ajst-19151	65	2	ai	ai	VERB
ajst-19151	65	3	focuses	focus	VERB
ajst-19151	65	4	on	on	ADP
ajst-19151	65	5	executing	execute	VERB
ajst-19151	65	6	specific	specific	ADJ
ajst-19151	65	7	tasks	task	NOUN
ajst-19151	65	8	,	,	PUNCT
ajst-19151	65	9	while	while	SCONJ
ajst-19151	65	10	generative	generative	ADJ
ajst-19151	65	11	ai	ai	VERB
ajst-19151	65	12	excels	excel	NOUN
ajst-19151	65	13	in	in	ADP
ajst-19151	65	14	creating	create	VERB
ajst-19151	65	15	new	new	ADJ
ajst-19151	65	16	data	datum	NOUN
ajst-19151	65	17	and	and	CCONJ
ajst-19151	65	18	generating	generate	VERB
ajst-19151	65	19	original	original	ADJ
ajst-19151	65	20	content	content	NOUN
ajst-19151	65	21	.	.	PUNCT
ajst-19151	66	1	traditional	traditional	ADJ
ajst-19151	66	2	ai	ai	VERB
ajst-19151	66	3	relies	relie	NOUN
ajst-19151	66	4	on	on	ADP
ajst-19151	66	5	predefined	predefine	VERB
ajst-19151	66	6	rules	rule	NOUN
ajst-19151	66	7	,	,	PUNCT
ajst-19151	66	8	whereas	whereas	SCONJ
ajst-19151	66	9	generative	generative	ADJ
ajst-19151	66	10	ai	ai	NOUN
ajst-19151	66	11	can	can	AUX
ajst-19151	66	12	produce	produce	VERB
ajst-19151	66	13	text	text	NOUN
ajst-19151	66	14	,	,	PUNCT
ajst-19151	66	15	images	image	NOUN
ajst-19151	66	16	,	,	PUNCT
ajst-19151	66	17	music	music	NOUN
ajst-19151	66	18	,	,	PUNCT
ajst-19151	66	19	and	and	CCONJ
ajst-19151	66	20	code	code	VERB
ajst-19151	66	21	autonomously	autonomously	ADV
ajst-19151	66	22	.	.	PUNCT
ajst-19151	67	1	in	in	ADP
ajst-19151	67	2	terms	term	NOUN
ajst-19151	67	3	of	of	ADP
ajst-19151	67	4	learning	learn	VERB
ajst-19151	67	5	methods	method	NOUN
ajst-19151	67	6	,	,	PUNCT
ajst-19151	67	7	traditional	traditional	ADJ
ajst-19151	67	8	ai	ai	VERB
ajst-19151	67	9	utilizes	utilize	NOUN
ajst-19151	67	10	supervised	supervised	ADJ
ajst-19151	67	11	or	or	CCONJ
ajst-19151	67	12	unsupervised	unsupervised	ADJ
ajst-19151	67	13	learning	learning	NOUN
ajst-19151	67	14	,	,	PUNCT
ajst-19151	67	15	requiring	require	VERB
ajst-19151	67	16	labeled	label	VERB
ajst-19151	67	17	data	datum	NOUN
ajst-19151	67	18	for	for	ADP
ajst-19151	67	19	training	training	NOUN
ajst-19151	67	20	,	,	PUNCT
ajst-19151	67	21	whereas	whereas	SCONJ
ajst-19151	67	22	generative	generative	ADJ
ajst-19151	67	23	ai	ai	NOUN
ajst-19151	67	24	does	do	AUX
ajst-19151	67	25	not	not	PART
ajst-19151	67	26	depend	depend	VERB
ajst-19151	67	27	on	on	ADP
ajst-19151	67	28	labeled	label	VERB
ajst-19151	67	29	data	datum	NOUN
ajst-19151	67	30	.	.	PUNCT
ajst-19151	68	1	however	however	ADV
ajst-19151	68	2	,	,	PUNCT
ajst-19151	68	3	both	both	DET
ajst-19151	68	4	types	type	NOUN
ajst-19151	68	5	of	of	ADP
ajst-19151	68	6	ai	ai	VERB
ajst-19151	68	7	have	have	VERB
ajst-19151	68	8	limitations	limitation	NOUN
ajst-19151	68	9	;	;	PUNCT
ajst-19151	68	10	traditional	traditional	ADJ
ajst-19151	68	11	ai	ai	NOUN
ajst-19151	68	12	is	be	AUX
ajst-19151	68	13	constrained	constrain	VERB
ajst-19151	68	14	by	by	ADP
ajst-19151	68	15	task	task	NOUN
ajst-19151	68	16	specificity	specificity	NOUN
ajst-19151	68	17	,	,	PUNCT
ajst-19151	68	18	while	while	SCONJ
ajst-19151	68	19	generative	generative	ADJ
ajst-19151	68	20	ai	ai	VERB
ajst-19151	68	21	may	may	AUX
ajst-19151	68	22	lack	lack	VERB
ajst-19151	68	23	control	control	NOUN
ajst-19151	68	24	over	over	ADP
ajst-19151	68	25	the	the	DET
ajst-19151	68	26	details	detail	NOUN
ajst-19151	68	27	of	of	ADP
ajst-19151	68	28	generated	generate	VERB
ajst-19151	68	29	content	content	NOUN
ajst-19151	68	30	.	.	PUNCT
ajst-19151	69	1	despite	despite	SCONJ
ajst-19151	69	2	these	these	DET
ajst-19151	69	3	limitations	limitation	NOUN
ajst-19151	69	4	,	,	PUNCT
ajst-19151	69	5	both	both	PRON
ajst-19151	69	6	have	have	AUX
ajst-19151	69	7	found	find	VERB
ajst-19151	69	8	applications	application	NOUN
ajst-19151	69	9	in	in	ADP
ajst-19151	69	10	diverse	diverse	ADJ
ajst-19151	69	11	fields	field	NOUN
ajst-19151	69	12	,	,	PUNCT
ajst-19151	69	13	including	include	VERB
ajst-19151	69	14	gaming	gaming	NOUN
ajst-19151	69	15	,	,	PUNCT
ajst-19151	69	16	language	language	NOUN
ajst-19151	69	17	processing	processing	NOUN
ajst-19151	69	18	(	(	PUNCT
ajst-19151	69	19	e.g.	e.g.	ADV
ajst-19151	69	20	,	,	PUNCT
ajst-19151	69	21	gpt-4	gpt-4	PUNCT
ajst-19151	69	22	by	by	ADP
ajst-19151	69	23	openai	openai	NOUN
ajst-19151	69	24	)	)	PUNCT
ajst-19151	69	25	,	,	PUNCT
ajst-19151	69	26	email	email	NOUN
ajst-19151	69	27	filtering	filtering	NOUN
ajst-19151	69	28	(	(	PUNCT
ajst-19151	69	29	e.g.	e.g.	ADV
ajst-19151	69	30	,	,	PUNCT
ajst-19151	69	31	spam	spam	VERB
ajst-19151	69	32	sieve	sieve	NOUN
ajst-19151	69	33	for	for	ADP
ajst-19151	69	34	mac	mac	PROPN
ajst-19151	69	35	)	)	PUNCT
ajst-19151	69	36	,	,	PUNCT
ajst-19151	69	37	artistic	artistic	ADJ
ajst-19151	69	38	transformations	transformation	NOUN
ajst-19151	69	39	(	(	PUNCT
ajst-19151	69	40	e.g.	e.g.	ADV
ajst-19151	69	41	,	,	PUNCT
ajst-19151	69	42	deepart	deepart	ADJ
ajst-19151	69	43	)	)	PUNCT
ajst-19151	69	44	,	,	PUNCT
ajst-19151	69	45	virtual	virtual	ADJ
ajst-19151	69	46	assistants	assistant	NOUN
ajst-19151	69	47	(	(	PUNCT
ajst-19151	69	48	e.g.	e.g.	ADV
ajst-19151	69	49	,	,	PUNCT
ajst-19151	69	50	siri	siri	NOUN
ajst-19151	69	51	,	,	PUNCT
ajst-19151	69	52	alexa	alexa	PROPN
ajst-19151	69	53	)	)	PUNCT
ajst-19151	69	54	,	,	PUNCT
ajst-19151	69	55	content	content	NOUN
ajst-19151	69	56	creation	creation	NOUN
ajst-19151	69	57	,	,	PUNCT
ajst-19151	69	58	recommendation	recommendation	NOUN
ajst-19151	69	59	systems	system	NOUN
ajst-19151	69	60	(	(	PUNCT
ajst-19151	69	61	e.g.	e.g.	ADV
ajst-19151	69	62	,	,	PUNCT
ajst-19151	69	63	netflix	netflix	NOUN
ajst-19151	69	64	,	,	PUNCT
ajst-19151	69	65	amazon	amazon	NOUN
ajst-19151	69	66	)	)	PUNCT
ajst-19151	69	67	,	,	PUNCT
ajst-19151	69	68	deepfake	deepfake	NOUN
ajst-19151	69	69	technology	technology	NOUN
ajst-19151	69	70	,	,	PUNCT
ajst-19151	69	71	and	and	CCONJ
ajst-19151	69	72	search	search	NOUN
ajst-19151	69	73	engines	engine	NOUN
ajst-19151	69	74	(	(	PUNCT
ajst-19151	69	75	e.g.	e.g.	ADV
ajst-19151	69	76	,	,	PUNCT
ajst-19151	69	77	google	google	PROPN
ajst-19151	69	78	)	)	PUNCT
ajst-19151	69	79	.	.	PUNCT
ajst-19151	70	1	drawing	draw	VERB
ajst-19151	70	2	from	from	ADP
ajst-19151	70	3	the	the	DET
ajst-19151	70	4	principles	principle	NOUN
ajst-19151	70	5	of	of	ADP
ajst-19151	70	6	personalized	personalized	ADJ
ajst-19151	70	7	advice	advice	NOUN
ajst-19151	70	8	and	and	CCONJ
ajst-19151	70	9	long	long	ADJ
ajst-19151	70	10	-	-	PUNCT
ajst-19151	70	11	term	term	NOUN
ajst-19151	70	12	financial	financial	ADJ
ajst-19151	70	13	planning	planning	NOUN
ajst-19151	70	14	,	,	PUNCT
ajst-19151	70	15	traditional	traditional	ADJ
ajst-19151	70	16	financial	financial	ADJ
ajst-19151	70	17	advisory	advisory	ADJ
ajst-19151	70	18	services	service	NOUN
ajst-19151	70	19	typically	typically	ADV
ajst-19151	70	20	adhere	adhere	VERB
ajst-19151	70	21	to	to	ADP
ajst-19151	70	22	the	the	DET
ajst-19151	70	23	following	follow	VERB
ajst-19151	70	24	implementation	implementation	NOUN
ajst-19151	70	25	steps	step	NOUN
ajst-19151	70	26	:	:	PUNCT
ajst-19151	70	27	1	1	X
ajst-19151	70	28	.	.	X
ajst-19151	70	29	client	client	NOUN
ajst-19151	70	30	consultation	consultation	NOUN
ajst-19151	70	31	:	:	PUNCT
ajst-19151	70	32	financial	financial	ADJ
ajst-19151	70	33	advisers	adviser	NOUN
ajst-19151	70	34	engage	engage	VERB
ajst-19151	70	35	in	in	ADP
ajst-19151	70	36	thorough	thorough	ADJ
ajst-19151	70	37	discussions	discussion	NOUN
ajst-19151	70	38	or	or	CCONJ
ajst-19151	70	39	remote	remote	ADJ
ajst-19151	70	40	interactions	interaction	NOUN
ajst-19151	70	41	with	with	ADP
ajst-19151	70	42	clients	client	NOUN
ajst-19151	70	43	to	to	PART
ajst-19151	70	44	comprehend	comprehend	VERB
ajst-19151	70	45	their	their	PRON
ajst-19151	70	46	financial	financial	ADJ
ajst-19151	70	47	status	status	NOUN
ajst-19151	70	48	,	,	PUNCT
ajst-19151	70	49	objectives	objective	NOUN
ajst-19151	70	50	,	,	PUNCT
ajst-19151	70	51	and	and	CCONJ
ajst-19151	70	52	requirements	requirement	NOUN
ajst-19151	70	53	.	.	PUNCT
ajst-19151	71	1	2	2	X
ajst-19151	71	2	.	.	X
ajst-19151	71	3	analytical	analytical	ADJ
ajst-19151	71	4	assessment	assessment	NOUN
ajst-19151	71	5	:	:	PUNCT
ajst-19151	71	6	financial	financial	ADJ
ajst-19151	71	7	advisers	adviser	NOUN
ajst-19151	71	8	conduct	conduct	VERB
ajst-19151	71	9	a	a	DET
ajst-19151	71	10	comprehensive	comprehensive	ADJ
ajst-19151	71	11	evaluation	evaluation	NOUN
ajst-19151	71	12	of	of	ADP
ajst-19151	71	13	clients	client	NOUN
ajst-19151	71	14	'	'	PART
ajst-19151	71	15	financial	financial	ADJ
ajst-19151	71	16	circumstances	circumstance	NOUN
ajst-19151	71	17	to	to	PART
ajst-19151	71	18	gauge	gauge	VERB
ajst-19151	71	19	their	their	PRON
ajst-19151	71	20	risk	risk	NOUN
ajst-19151	71	21	tolerance	tolerance	NOUN
ajst-19151	71	22	and	and	CCONJ
ajst-19151	71	23	investment	investment	NOUN
ajst-19151	71	24	objectives	objective	NOUN
ajst-19151	71	25	.	.	PUNCT
ajst-19151	72	1	3	3	X
ajst-19151	72	2	.	.	X
ajst-19151	72	3	advisory	advisory	ADJ
ajst-19151	72	4	services	service	NOUN
ajst-19151	72	5	:	:	PUNCT
ajst-19151	72	6	informed	inform	VERB
ajst-19151	72	7	by	by	ADP
ajst-19151	72	8	clients	client	NOUN
ajst-19151	72	9	'	'	PART
ajst-19151	72	10	needs	need	NOUN
ajst-19151	72	11	and	and	CCONJ
ajst-19151	72	12	objectives	objective	NOUN
ajst-19151	72	13	,	,	PUNCT
ajst-19151	72	14	financial	financial	ADJ
ajst-19151	72	15	advisers	adviser	NOUN
ajst-19151	72	16	offer	offer	VERB
ajst-19151	72	17	customized	customized	ADJ
ajst-19151	72	18	investment	investment	NOUN
ajst-19151	72	19	advice	advice	NOUN
ajst-19151	72	20	and	and	CCONJ
ajst-19151	72	21	financial	financial	ADJ
ajst-19151	72	22	planning	planning	NOUN
ajst-19151	72	23	solutions	solution	NOUN
ajst-19151	72	24	.	.	PUNCT
ajst-19151	73	1	4	4	X
ajst-19151	73	2	.	.	X
ajst-19151	73	3	implementation	implementation	NOUN
ajst-19151	73	4	and	and	CCONJ
ajst-19151	73	5	oversight	oversight	NOUN
ajst-19151	73	6	:	:	PUNCT
ajst-19151	73	7	upon	upon	SCONJ
ajst-19151	73	8	acceptance	acceptance	NOUN
ajst-19151	73	9	of	of	ADP
ajst-19151	73	10	the	the	DET
ajst-19151	73	11	advice	advice	NOUN
ajst-19151	73	12	,	,	PUNCT
ajst-19151	73	13	financial	financial	ADJ
ajst-19151	73	14	advisers	adviser	NOUN
ajst-19151	73	15	aid	aid	VERB
ajst-19151	73	16	clients	client	NOUN
ajst-19151	73	17	in	in	ADP
ajst-19151	73	18	implementing	implement	VERB
ajst-19151	73	19	the	the	DET
ajst-19151	73	20	investment	investment	NOUN
ajst-19151	73	21	strategy	strategy	NOUN
ajst-19151	73	22	,	,	PUNCT
ajst-19151	73	23	while	while	SCONJ
ajst-19151	73	24	regularly	regularly	ADV
ajst-19151	73	25	monitoring	monitor	VERB
ajst-19151	73	26	and	and	CCONJ
ajst-19151	73	27	adjusting	adjust	VERB
ajst-19151	73	28	portfolios	portfolio	NOUN
ajst-19151	73	29	to	to	PART
ajst-19151	73	30	adapt	adapt	VERB
ajst-19151	73	31	to	to	ADP
ajst-19151	73	32	market	market	NOUN
ajst-19151	73	33	fluctuations	fluctuation	NOUN
ajst-19151	73	34	and	and	CCONJ
ajst-19151	73	35	evolving	evolve	VERB
ajst-19151	73	36	client	client	NOUN
ajst-19151	73	37	needs	need	NOUN
ajst-19151	73	38	.	.	PUNCT
ajst-19151	74	1	5	5	X
ajst-19151	74	2	.	.	X
ajst-19151	74	3	periodic	periodic	ADJ
ajst-19151	74	4	review	review	NOUN
ajst-19151	74	5	:	:	PUNCT
ajst-19151	74	6	financial	financial	ADJ
ajst-19151	74	7	advisers	adviser	NOUN
ajst-19151	74	8	conduct	conduct	VERB
ajst-19151	74	9	routine	routine	ADJ
ajst-19151	74	10	review	review	NOUN
ajst-19151	74	11	sessions	session	NOUN
ajst-19151	74	12	with	with	ADP
ajst-19151	74	13	clients	client	NOUN
ajst-19151	74	14	to	to	PART
ajst-19151	74	15	evaluate	evaluate	VERB
ajst-19151	74	16	investment	investment	NOUN
ajst-19151	74	17	performance	performance	NOUN
ajst-19151	74	18	and	and	CCONJ
ajst-19151	74	19	progress	progress	NOUN
ajst-19151	74	20	towards	towards	ADP
ajst-19151	74	21	financial	financial	ADJ
ajst-19151	74	22	goals	goal	NOUN
ajst-19151	74	23	,	,	PUNCT
ajst-19151	74	24	making	make	VERB
ajst-19151	74	25	necessary	necessary	ADJ
ajst-19151	74	26	adjustments	adjustment	NOUN
ajst-19151	74	27	to	to	ADP
ajst-19151	74	28	investment	investment	NOUN
ajst-19151	74	29	strategies	strategy	NOUN
ajst-19151	74	30	as	as	SCONJ
ajst-19151	74	31	warranted	warrant	VERB
ajst-19151	74	32	.	.	PUNCT
ajst-19151	75	1	despite	despite	SCONJ
ajst-19151	75	2	the	the	DET
ajst-19151	75	3	benefits	benefit	NOUN
ajst-19151	75	4	of	of	ADP
ajst-19151	75	5	personalized	personalized	ADJ
ajst-19151	75	6	guidance	guidance	NOUN
ajst-19151	75	7	and	and	CCONJ
ajst-19151	75	8	financial	financial	ADJ
ajst-19151	75	9	planning	planning	NOUN
ajst-19151	75	10	inherent	inherent	ADJ
ajst-19151	75	11	in	in	ADP
ajst-19151	75	12	traditional	traditional	ADJ
ajst-19151	75	13	services	service	NOUN
ajst-19151	75	14	,	,	PUNCT
ajst-19151	75	15	several	several	ADJ
ajst-19151	75	16	drawbacks	drawback	NOUN
ajst-19151	75	17	exist	exist	VERB
ajst-19151	75	18	.	.	PUNCT
ajst-19151	76	1	firstly	firstly	ADV
ajst-19151	76	2	,	,	PUNCT
ajst-19151	76	3	[	[	X
ajst-19151	76	4	8	8	NUM
ajst-19151	76	5	-	-	PUNCT
ajst-19151	76	6	9]high	9]high	NUM
ajst-19151	76	7	fees	fee	NOUN
ajst-19151	76	8	associated	associate	VERB
ajst-19151	76	9	with	with	ADP
ajst-19151	76	10	traditional	traditional	ADJ
ajst-19151	76	11	services	service	NOUN
ajst-19151	76	12	,	,	PUNCT
ajst-19151	76	13	including	include	VERB
ajst-19151	76	14	consultancy	consultancy	NOUN
ajst-19151	76	15	fees	fee	NOUN
ajst-19151	76	16	,	,	PUNCT
ajst-19151	76	17	management	management	NOUN
ajst-19151	76	18	fees	fee	NOUN
ajst-19151	76	19	,	,	PUNCT
ajst-19151	76	20	and	and	CCONJ
ajst-19151	76	21	investment	investment	NOUN
ajst-19151	76	22	product	product	NOUN
ajst-19151	76	23	charges	charge	NOUN
ajst-19151	76	24	,	,	PUNCT
ajst-19151	76	25	may	may	AUX
ajst-19151	76	26	pose	pose	VERB
ajst-19151	76	27	a	a	DET
ajst-19151	76	28	financial	financial	ADJ
ajst-19151	76	29	burden	burden	NOUN
ajst-19151	76	30	for	for	ADP
ajst-19151	76	31	some	some	DET
ajst-19151	76	32	clients	client	NOUN
ajst-19151	76	33	.	.	PUNCT
ajst-19151	77	1	secondly	secondly	ADV
ajst-19151	77	2	,	,	PUNCT
ajst-19151	77	3	traditional	traditional	ADJ
ajst-19151	77	4	services	service	NOUN
ajst-19151	77	5	often	often	ADV
ajst-19151	77	6	cater	cater	VERB
ajst-19151	77	7	to	to	ADP
ajst-19151	77	8	high	high	ADJ
ajst-19151	77	9	net	net	ADJ
ajst-19151	77	10	worth	worth	ADJ
ajst-19151	77	11	individuals	individual	NOUN
ajst-19151	77	12	or	or	CCONJ
ajst-19151	77	13	specific	specific	ADJ
ajst-19151	77	14	financial	financial	ADJ
ajst-19151	77	15	needs	need	NOUN
ajst-19151	77	16	,	,	PUNCT
ajst-19151	77	17	potentially	potentially	ADV
ajst-19151	77	18	excluding	exclude	VERB
ajst-19151	77	19	ordinary	ordinary	ADJ
ajst-19151	77	20	or	or	CCONJ
ajst-19151	77	21	small	small	ADJ
ajst-19151	77	22	-	-	PUNCT
ajst-19151	77	23	scale	scale	NOUN
ajst-19151	77	24	investors	investor	NOUN
ajst-19151	77	25	.	.	PUNCT
ajst-19151	78	1	additionally	additionally	ADV
ajst-19151	78	2	,	,	PUNCT
ajst-19151	78	3	reliance	reliance	NOUN
ajst-19151	78	4	on	on	ADP
ajst-19151	78	5	traditional	traditional	ADJ
ajst-19151	78	6	services	service	NOUN
ajst-19151	78	7	necessitates	necessitate	VERB
ajst-19151	78	8	clients	client	NOUN
ajst-19151	78	9	to	to	ADP
ajst-19151	78	10	77	77	NUM
ajst-19151	78	11	relinquish	relinquish	NOUN
ajst-19151	78	12	control	control	NOUN
ajst-19151	78	13	over	over	ADP
ajst-19151	78	14	their	their	PRON
ajst-19151	78	15	financial	financial	ADJ
ajst-19151	78	16	management	management	NOUN
ajst-19151	78	17	,	,	PUNCT
ajst-19151	78	18	potentially	potentially	ADV
ajst-19151	78	19	leading	lead	VERB
ajst-19151	78	20	to	to	ADP
ajst-19151	78	21	information	information	NOUN
ajst-19151	78	22	asymmetry	asymmetry	NOUN
ajst-19151	78	23	and	and	CCONJ
ajst-19151	78	24	inadequate	inadequate	ADJ
ajst-19151	78	25	risk	risk	NOUN
ajst-19151	78	26	management	management	NOUN
ajst-19151	78	27	.	.	PUNCT
ajst-19151	79	1	moreover	moreover	ADV
ajst-19151	79	2	,	,	PUNCT
ajst-19151	79	3	the	the	DET
ajst-19151	79	4	sluggish	sluggish	ADJ
ajst-19151	79	5	response	response	NOUN
ajst-19151	79	6	time	time	NOUN
ajst-19151	79	7	of	of	ADP
ajst-19151	79	8	traditional	traditional	ADJ
ajst-19151	79	9	services	service	NOUN
ajst-19151	79	10	may	may	AUX
ajst-19151	79	11	impede	impede	VERB
ajst-19151	79	12	their	their	PRON
ajst-19151	79	13	ability	ability	NOUN
ajst-19151	79	14	to	to	PART
ajst-19151	79	15	address	address	VERB
ajst-19151	79	16	market	market	NOUN
ajst-19151	79	17	changes	change	NOUN
ajst-19151	79	18	and	and	CCONJ
ajst-19151	79	19	customer	customer	NOUN
ajst-19151	79	20	requirements	requirement	NOUN
ajst-19151	79	21	promptly	promptly	ADV
ajst-19151	79	22	,	,	PUNCT
ajst-19151	79	23	hindering	hinder	VERB
ajst-19151	79	24	service	service	NOUN
ajst-19151	79	25	flexibility	flexibility	NOUN
ajst-19151	79	26	and	and	CCONJ
ajst-19151	79	27	efficiency	efficiency	NOUN
ajst-19151	79	28	.	.	PUNCT
ajst-19151	80	1	in	in	ADP
ajst-19151	80	2	light	light	NOUN
ajst-19151	80	3	of	of	ADP
ajst-19151	80	4	these	these	DET
ajst-19151	80	5	limitations	limitation	NOUN
ajst-19151	80	6	,	,	PUNCT
ajst-19151	80	7	the	the	DET
ajst-19151	80	8	emergence	emergence	NOUN
ajst-19151	80	9	of	of	ADP
ajst-19151	80	10	ai	ai	NOUN
ajst-19151	80	11	-	-	PUNCT
ajst-19151	80	12	powered	power	VERB
ajst-19151	80	13	intelligent	intelligent	ADJ
ajst-19151	80	14	financial	financial	ADJ
ajst-19151	80	15	advisory	advisory	ADJ
ajst-19151	80	16	systems	system	NOUN
ajst-19151	80	17	using	use	VERB
ajst-19151	80	18	generative	generative	ADJ
ajst-19151	80	19	artificial	artificial	ADJ
ajst-19151	80	20	intelligence	intelligence	NOUN
ajst-19151	80	21	offers	offer	VERB
ajst-19151	80	22	a	a	DET
ajst-19151	80	23	transformative	transformative	ADJ
ajst-19151	80	24	alternative	alternative	NOUN
ajst-19151	80	25	.	.	PUNCT
ajst-19151	81	1	by	by	ADP
ajst-19151	81	2	leveraging	leverage	VERB
ajst-19151	81	3	advanced	advanced	ADJ
ajst-19151	81	4	ai	ai	NOUN
ajst-19151	81	5	algorithms	algorithm	NOUN
ajst-19151	81	6	and	and	CCONJ
ajst-19151	81	7	generative	generative	ADJ
ajst-19151	81	8	technologies	technology	NOUN
ajst-19151	81	9	,	,	PUNCT
ajst-19151	81	10	these	these	DET
ajst-19151	81	11	systems	system	NOUN
ajst-19151	81	12	can	can	AUX
ajst-19151	81	13	provide	provide	VERB
ajst-19151	81	14	personalized	personalized	ADJ
ajst-19151	81	15	,	,	PUNCT
ajst-19151	81	16	efficient	efficient	ADJ
ajst-19151	81	17	,	,	PUNCT
ajst-19151	81	18	and	and	CCONJ
ajst-19151	81	19	cost	cost	NOUN
ajst-19151	81	20	-	-	PUNCT
ajst-19151	81	21	effective	effective	ADJ
ajst-19151	81	22	financial	financial	ADJ
ajst-19151	81	23	advisory	advisory	ADJ
ajst-19151	81	24	services	service	NOUN
ajst-19151	81	25	to	to	ADP
ajst-19151	81	26	a	a	DET
ajst-19151	81	27	broader	broad	ADJ
ajst-19151	81	28	spectrum	spectrum	NOUN
ajst-19151	81	29	of	of	ADP
ajst-19151	81	30	clients	client	NOUN
ajst-19151	81	31	,	,	PUNCT
ajst-19151	81	32	addressing	address	VERB
ajst-19151	81	33	the	the	DET
ajst-19151	81	34	evolving	evolve	VERB
ajst-19151	81	35	needs	need	NOUN
ajst-19151	81	36	of	of	ADP
ajst-19151	81	37	modern	modern	ADJ
ajst-19151	81	38	investors	investor	NOUN
ajst-19151	81	39	and	and	CCONJ
ajst-19151	81	40	navigating	navigate	VERB
ajst-19151	81	41	market	market	NOUN
ajst-19151	81	42	complexities	complexity	NOUN
ajst-19151	81	43	with	with	ADP
ajst-19151	81	44	agility	agility	NOUN
ajst-19151	81	45	and	and	CCONJ
ajst-19151	81	46	precision	precision	NOUN
ajst-19151	81	47	.	.	PUNCT
ajst-19151	82	1	2.3	2.3	NUM
ajst-19151	82	2	.	.	PUNCT
ajst-19151	83	1	the	the	DET
ajst-19151	83	2	role	role	NOUN
ajst-19151	83	3	of	of	ADP
ajst-19151	83	4	generative	generative	ADJ
ajst-19151	83	5	ai	ai	VERB
ajst-19151	83	6	in	in	ADP
ajst-19151	83	7	financial	financial	ADJ
ajst-19151	83	8	advisory	advisory	ADJ
ajst-19151	83	9	services	service	NOUN
ajst-19151	83	10	traditional	traditional	ADJ
ajst-19151	83	11	investment	investment	NOUN
ajst-19151	83	12	advisers	adviser	NOUN
ajst-19151	83	13	are	be	AUX
ajst-19151	83	14	tasked	task	VERB
ajst-19151	83	15	with	with	ADP
ajst-19151	83	16	understanding	understand	VERB
ajst-19151	83	17	investors	investor	NOUN
ajst-19151	83	18	'	'	PART
ajst-19151	83	19	perspectives	perspective	NOUN
ajst-19151	83	20	and	and	CCONJ
ajst-19151	83	21	managing	manage	VERB
ajst-19151	83	22	portfolios	portfolio	NOUN
ajst-19151	83	23	to	to	PART
ajst-19151	83	24	align	align	VERB
ajst-19151	83	25	with	with	ADP
ajst-19151	83	26	their	their	PRON
ajst-19151	83	27	risk	risk	NOUN
ajst-19151	83	28	tolerance	tolerance	NOUN
ajst-19151	83	29	and	and	CCONJ
ajst-19151	83	30	market	market	NOUN
ajst-19151	83	31	conditions	condition	NOUN
ajst-19151	83	32	.	.	PUNCT
ajst-19151	84	1	however	however	ADV
ajst-19151	84	2	,	,	PUNCT
ajst-19151	84	3	these	these	DET
ajst-19151	84	4	tasks	task	NOUN
ajst-19151	84	5	have	have	AUX
ajst-19151	84	6	historically	historically	ADV
ajst-19151	84	7	required	require	VERB
ajst-19151	84	8	extensive	extensive	ADJ
ajst-19151	84	9	manual	manual	ADJ
ajst-19151	84	10	effort	effort	NOUN
ajst-19151	84	11	,	,	PUNCT
ajst-19151	84	12	inadvertently	inadvertently	ADV
ajst-19151	84	13	creating	create	VERB
ajst-19151	84	14	barriers	barrier	NOUN
ajst-19151	84	15	to	to	ADP
ajst-19151	84	16	entry	entry	NOUN
ajst-19151	84	17	for	for	ADP
ajst-19151	84	18	wealth	wealth	NOUN
ajst-19151	84	19	management	management	NOUN
ajst-19151	84	20	services	service	NOUN
ajst-19151	84	21	,	,	PUNCT
ajst-19151	84	22	primarily	primarily	ADV
ajst-19151	84	23	accessible	accessible	ADJ
ajst-19151	84	24	to	to	ADP
ajst-19151	84	25	high	high	ADJ
ajst-19151	84	26	net	net	ADJ
ajst-19151	84	27	worth	worth	ADJ
ajst-19151	84	28	individuals	individual	NOUN
ajst-19151	84	29	.	.	PUNCT
ajst-19151	85	1	the	the	DET
ajst-19151	85	2	advent	advent	NOUN
ajst-19151	85	3	of	of	ADP
ajst-19151	85	4	robo	robo	NOUN
ajst-19151	85	5	-	-	PUNCT
ajst-19151	85	6	advisors	advisor	NOUN
ajst-19151	85	7	has	have	AUX
ajst-19151	85	8	revolutionized	revolutionize	VERB
ajst-19151	85	9	portfolio	portfolio	NOUN
ajst-19151	85	10	management	management	NOUN
ajst-19151	85	11	by	by	ADP
ajst-19151	85	12	minimizing	minimize	VERB
ajst-19151	85	13	human	human	ADJ
ajst-19151	85	14	intervention	intervention	NOUN
ajst-19151	85	15	,	,	PUNCT
ajst-19151	85	16	enabling	enable	VERB
ajst-19151	85	17	automated	automate	VERB
ajst-19151	85	18	asset	asset	NOUN
ajst-19151	85	19	management	management	NOUN
ajst-19151	85	20	accessible	accessible	ADJ
ajst-19151	85	21	to	to	ADP
ajst-19151	85	22	a	a	DET
ajst-19151	85	23	broader	broad	ADJ
ajst-19151	85	24	demographic.[10	demographic.[10	NOUN
ajst-19151	85	25	]	]	PUNCT
ajst-19151	85	26	leveraging	leverage	VERB
ajst-19151	85	27	powerful	powerful	ADJ
ajst-19151	85	28	computer	computer	NOUN
ajst-19151	85	29	models	model	NOUN
ajst-19151	85	30	and	and	CCONJ
ajst-19151	85	31	artificial	artificial	ADJ
ajst-19151	85	32	intelligence	intelligence	NOUN
ajst-19151	85	33	,	,	PUNCT
ajst-19151	85	34	intelligent	intelligent	ADJ
ajst-19151	85	35	investment	investment	NOUN
ajst-19151	85	36	advisers	adviser	NOUN
ajst-19151	85	37	create	create	VERB
ajst-19151	85	38	personalized	personalized	ADJ
ajst-19151	85	39	wealth	wealth	NOUN
ajst-19151	85	40	portraits	portrait	NOUN
ajst-19151	85	41	for	for	ADP
ajst-19151	85	42	a	a	DET
ajst-19151	85	43	multitude	multitude	NOUN
ajst-19151	85	44	of	of	ADP
ajst-19151	85	45	clients	client	NOUN
ajst-19151	85	46	,	,	PUNCT
ajst-19151	85	47	tailoring	tailor	VERB
ajst-19151	85	48	asset	asset	NOUN
ajst-19151	85	49	management	management	NOUN
ajst-19151	85	50	investment	investment	NOUN
ajst-19151	85	51	plans	plan	NOUN
ajst-19151	85	52	with	with	ADP
ajst-19151	85	53	precision	precision	NOUN
ajst-19151	85	54	and	and	CCONJ
ajst-19151	85	55	efficiency	efficiency	NOUN
ajst-19151	85	56	.	.	PUNCT
ajst-19151	86	1	wealthfront	wealthfront	NOUN
ajst-19151	86	2	exemplifies	exemplify	VERB
ajst-19151	86	3	this	this	DET
ajst-19151	86	4	shift	shift	NOUN
ajst-19151	86	5	,	,	PUNCT
ajst-19151	86	6	leveraging	leverage	VERB
ajst-19151	86	7	machine	machine	NOUN
ajst-19151	86	8	learning	learning	NOUN
ajst-19151	86	9	and	and	CCONJ
ajst-19151	86	10	quantitative	quantitative	ADJ
ajst-19151	86	11	technology	technology	NOUN
ajst-19151	86	12	to	to	PART
ajst-19151	86	13	offer	offer	VERB
ajst-19151	86	14	customized	customized	ADJ
ajst-19151	86	15	asset	asset	NOUN
ajst-19151	86	16	portfolio	portfolio	NOUN
ajst-19151	86	17	suggestions	suggestion	NOUN
ajst-19151	86	18	to	to	ADP
ajst-19151	86	19	clients	client	NOUN
ajst-19151	86	20	.	.	PUNCT
ajst-19151	87	1	through	through	ADP
ajst-19151	87	2	questionnaires	questionnaire	NOUN
ajst-19151	87	3	and	and	CCONJ
ajst-19151	87	4	assessments	assessment	NOUN
ajst-19151	87	5	,	,	PUNCT
ajst-19151	87	6	wealthfront	wealthfront	NOUN
ajst-19151	87	7	determines	determine	VERB
ajst-19151	87	8	optimal	optimal	ADJ
ajst-19151	87	9	asset	asset	NOUN
ajst-19151	87	10	allocation	allocation	NOUN
ajst-19151	87	11	,	,	PUNCT
ajst-19151	87	12	including	include	VERB
ajst-19151	87	13	stocks	stock	NOUN
ajst-19151	87	14	,	,	PUNCT
ajst-19151	87	15	stock	stock	NOUN
ajst-19151	87	16	options	option	NOUN
ajst-19151	87	17	,	,	PUNCT
ajst-19151	87	18	debt	debt	NOUN
ajst-19151	87	19	,	,	PUNCT
ajst-19151	87	20	and	and	CCONJ
ajst-19151	87	21	real	real	ADJ
ajst-19151	87	22	estate	estate	NOUN
ajst-19151	87	23	,	,	PUNCT
ajst-19151	87	24	thereby	thereby	ADV
ajst-19151	87	25	maximizing	maximize	VERB
ajst-19151	87	26	investment	investment	NOUN
ajst-19151	87	27	returns	return	NOUN
ajst-19151	87	28	through	through	ADP
ajst-19151	87	29	automated	automate	VERB
ajst-19151	87	30	management	management	NOUN
ajst-19151	87	31	services	service	NOUN
ajst-19151	87	32	.	.	PUNCT
ajst-19151	88	1	the	the	DET
ajst-19151	88	2	automated	automate	VERB
ajst-19151	88	3	investment	investment	NOUN
ajst-19151	88	4	management	management	NOUN
ajst-19151	88	5	process	process	NOUN
ajst-19151	88	6	at	at	ADP
ajst-19151	88	7	wealthfront	wealthfront	NOUN
ajst-19151	88	8	follows	follow	VERB
ajst-19151	88	9	five	five	NUM
ajst-19151	88	10	steps	step	NOUN
ajst-19151	88	11	:	:	PUNCT
ajst-19151	88	12	1	1	NUM
ajst-19151	88	13	.	.	NOUN
ajst-19151	88	14	assessment	assessment	NOUN
ajst-19151	88	15	of	of	ADP
ajst-19151	88	16	the	the	DET
ajst-19151	88	17	current	current	ADJ
ajst-19151	88	18	investment	investment	NOUN
ajst-19151	88	19	environment	environment	NOUN
ajst-19151	88	20	to	to	PART
ajst-19151	88	21	determine	determine	VERB
ajst-19151	88	22	the	the	DET
ajst-19151	88	23	ideal	ideal	ADJ
ajst-19151	88	24	asset	asset	NOUN
ajst-19151	88	25	class	class	NOUN
ajst-19151	88	26	.	.	PUNCT
ajst-19151	89	1	2	2	X
ajst-19151	89	2	.	.	X
ajst-19151	89	3	selection	selection	NOUN
ajst-19151	89	4	of	of	ADP
ajst-19151	89	5	low	low	ADJ
ajst-19151	89	6	-	-	PUNCT
ajst-19151	89	7	cost	cost	NOUN
ajst-19151	89	8	etfs	etfs	NOUN
ajst-19151	89	9	representing	represent	VERB
ajst-19151	89	10	each	each	DET
ajst-19151	89	11	asset	asset	NOUN
ajst-19151	89	12	class	class	NOUN
ajst-19151	89	13	.	.	PUNCT
ajst-19151	90	1	3	3	X
ajst-19151	90	2	.	.	X
ajst-19151	90	3	evaluation	evaluation	NOUN
ajst-19151	90	4	of	of	ADP
ajst-19151	90	5	risk	risk	NOUN
ajst-19151	90	6	tolerance	tolerance	NOUN
ajst-19151	90	7	to	to	PART
ajst-19151	90	8	create	create	VERB
ajst-19151	90	9	a	a	DET
ajst-19151	90	10	suitable	suitable	ADJ
ajst-19151	90	11	investment	investment	NOUN
ajst-19151	90	12	portfolio	portfolio	NOUN
ajst-19151	90	13	.	.	PUNCT
ajst-19151	91	1	4	4	X
ajst-19151	91	2	.	.	X
ajst-19151	91	3	application	application	NOUN
ajst-19151	91	4	of	of	ADP
ajst-19151	91	5	modern	modern	ADJ
ajst-19151	91	6	investment	investment	NOUN
ajst-19151	91	7	portfolio	portfolio	NOUN
ajst-19151	91	8	theory	theory	NOUN
ajst-19151	91	9	(	(	PUNCT
ajst-19151	91	10	mpt	mpt	PROPN
ajst-19151	91	11	)	)	PUNCT
ajst-19151	91	12	to	to	PART
ajst-19151	91	13	spread	spread	VERB
ajst-19151	91	14	risk	risk	NOUN
ajst-19151	91	15	.	.	PUNCT
ajst-19151	92	1	5	5	X
ajst-19151	92	2	.	.	X
ajst-19151	92	3	regular	regular	ADJ
ajst-19151	92	4	monitoring	monitoring	NOUN
ajst-19151	92	5	and	and	CCONJ
ajst-19151	92	6	adjustment	adjustment	NOUN
ajst-19151	92	7	of	of	ADP
ajst-19151	92	8	the	the	DET
ajst-19151	92	9	balanced	balanced	ADJ
ajst-19151	92	10	portfolio	portfolio	NOUN
ajst-19151	92	11	.	.	PUNCT
ajst-19151	93	1	this	this	DET
ajst-19151	93	2	approach	approach	NOUN
ajst-19151	93	3	has	have	AUX
ajst-19151	93	4	garnered	garner	VERB
ajst-19151	93	5	market	market	NOUN
ajst-19151	93	6	recognition	recognition	NOUN
ajst-19151	93	7	,	,	PUNCT
ajst-19151	93	8	evidenced	evidence	VERB
ajst-19151	93	9	by	by	ADP
ajst-19151	93	10	wealthfront	wealthfront	NOUN
ajst-19151	93	11	's	's	PART
ajst-19151	93	12	significant	significant	ADJ
ajst-19151	93	13	growth	growth	NOUN
ajst-19151	93	14	in	in	ADP
ajst-19151	93	15	assets	asset	NOUN
ajst-19151	93	16	under	under	ADP
ajst-19151	93	17	management	management	NOUN
ajst-19151	93	18	.	.	PUNCT
ajst-19151	94	1	intelligent	intelligent	ADJ
ajst-19151	94	2	advisers	adviser	NOUN
ajst-19151	94	3	,	,	PUNCT
ajst-19151	94	4	unlike	unlike	ADP
ajst-19151	94	5	their	their	PRON
ajst-19151	94	6	human	human	ADJ
ajst-19151	94	7	counterparts	counterpart	NOUN
ajst-19151	94	8	,	,	PUNCT
ajst-19151	94	9	can	can	AUX
ajst-19151	94	10	mitigate	mitigate	VERB
ajst-19151	94	11	the	the	DET
ajst-19151	94	12	emotional	emotional	ADJ
ajst-19151	94	13	impact	impact	NOUN
ajst-19151	94	14	of	of	ADP
ajst-19151	94	15	market	market	NOUN
ajst-19151	94	16	fluctuations	fluctuation	NOUN
ajst-19151	94	17	and	and	CCONJ
ajst-19151	94	18	adhere	adhere	VERB
ajst-19151	94	19	strictly	strictly	ADV
ajst-19151	94	20	to	to	ADP
ajst-19151	94	21	pre	pre	VERB
ajst-19151	94	22	-	-	ADJ
ajst-19151	94	23	set	set	ADJ
ajst-19151	94	24	strategies	strategy	NOUN
ajst-19151	94	25	.	.	PUNCT
ajst-19151	95	1	moreover	moreover	ADV
ajst-19151	95	2	,	,	PUNCT
ajst-19151	95	3	they	they	PRON
ajst-19151	95	4	offer	offer	VERB
ajst-19151	95	5	transparent	transparent	ADJ
ajst-19151	95	6	information	information	NOUN
ajst-19151	95	7	disclosure	disclosure	NOUN
ajst-19151	95	8	and	and	CCONJ
ajst-19151	95	9	timely	timely	ADJ
ajst-19151	95	10	risk	risk	NOUN
ajst-19151	95	11	alerts	alert	NOUN
ajst-19151	95	12	,	,	PUNCT
ajst-19151	95	13	reducing	reduce	VERB
ajst-19151	95	14	communication	communication	NOUN
ajst-19151	95	15	barriers	barrier	NOUN
ajst-19151	95	16	between	between	ADP
ajst-19151	95	17	asset	asset	NOUN
ajst-19151	95	18	custodians	custodian	NOUN
ajst-19151	95	19	and	and	CCONJ
ajst-19151	95	20	managers	manager	NOUN
ajst-19151	95	21	.	.	PUNCT
ajst-19151	96	1	betterment	betterment	NOUN
ajst-19151	96	2	,	,	PUNCT
ajst-19151	96	3	another	another	DET
ajst-19151	96	4	notable	notable	ADJ
ajst-19151	96	5	financial	financial	ADJ
ajst-19151	96	6	technology	technology	NOUN
ajst-19151	96	7	company	company	NOUN
ajst-19151	96	8	,	,	PUNCT
ajst-19151	96	9	applies	apply	VERB
ajst-19151	96	10	portfolio	portfolio	NOUN
ajst-19151	96	11	theory	theory	NOUN
ajst-19151	96	12	and	and	CCONJ
ajst-19151	96	13	financial	financial	ADJ
ajst-19151	96	14	derivative	derivative	ADJ
ajst-19151	96	15	models	model	NOUN
ajst-19151	96	16	to	to	PART
ajst-19151	96	17	offer	offer	VERB
ajst-19151	96	18	personalized	personalized	ADJ
ajst-19151	96	19	asset	asset	NOUN
ajst-19151	96	20	allocation	allocation	NOUN
ajst-19151	96	21	portfolios	portfolio	NOUN
ajst-19151	96	22	,	,	PUNCT
ajst-19151	96	23	catering	cater	VERB
ajst-19151	96	24	to	to	ADP
ajst-19151	96	25	users	user	NOUN
ajst-19151	96	26	'	'	PART
ajst-19151	96	27	risk	risk	NOUN
ajst-19151	96	28	preferences.[11	preferences.[11	PROPN
ajst-19151	96	29	]	]	PUNCT
ajst-19151	96	30	future	future	ADJ
ajst-19151	96	31	advisor	advisor	NOUN
ajst-19151	96	32	utilizes	utilize	VERB
ajst-19151	96	33	intelligent	intelligent	ADJ
ajst-19151	96	34	algorithms	algorithm	NOUN
ajst-19151	96	35	to	to	PART
ajst-19151	96	36	monitor	monitor	VERB
ajst-19151	96	37	multiple	multiple	ADJ
ajst-19151	96	38	financial	financial	ADJ
ajst-19151	96	39	accounts	account	NOUN
ajst-19151	96	40	,	,	PUNCT
ajst-19151	96	41	optimize	optimize	NOUN
ajst-19151	96	42	portfolios	portfolio	NOUN
ajst-19151	96	43	,	,	PUNCT
ajst-19151	96	44	and	and	CCONJ
ajst-19151	96	45	identify	identify	VERB
ajst-19151	96	46	taxsaving	taxsave	VERB
ajst-19151	96	47	opportunities	opportunity	NOUN
ajst-19151	96	48	in	in	ADP
ajst-19151	96	49	real	real	ADJ
ajst-19151	96	50	time	time	NOUN
ajst-19151	96	51	,	,	PUNCT
ajst-19151	96	52	offering	offer	VERB
ajst-19151	96	53	fee	fee	NOUN
ajst-19151	96	54	-	-	PUNCT
ajst-19151	96	55	based	base	VERB
ajst-19151	96	56	investment	investment	NOUN
ajst-19151	96	57	broker	broker	NOUN
ajst-19151	96	58	services	service	NOUN
ajst-19151	96	59	.	.	PUNCT
ajst-19151	97	1	in	in	ADP
ajst-19151	97	2	summary	summary	NOUN
ajst-19151	97	3	,	,	PUNCT
ajst-19151	97	4	generative	generative	ADJ
ajst-19151	97	5	ai	ai	VERB
ajst-19151	97	6	is	be	AUX
ajst-19151	97	7	revolutionizing	revolutionize	VERB
ajst-19151	97	8	financial	financial	ADJ
ajst-19151	97	9	advisory	advisory	ADJ
ajst-19151	97	10	services	service	NOUN
ajst-19151	97	11	by	by	ADP
ajst-19151	97	12	democratizing	democratize	VERB
ajst-19151	97	13	access	access	NOUN
ajst-19151	97	14	,	,	PUNCT
ajst-19151	97	15	optimizing	optimize	VERB
ajst-19151	97	16	investment	investment	NOUN
ajst-19151	97	17	strategies	strategy	NOUN
ajst-19151	97	18	,	,	PUNCT
ajst-19151	97	19	and	and	CCONJ
ajst-19151	97	20	enhancing	enhance	VERB
ajst-19151	97	21	transparency	transparency	NOUN
ajst-19151	97	22	and	and	CCONJ
ajst-19151	97	23	efficiency	efficiency	NOUN
ajst-19151	97	24	,	,	PUNCT
ajst-19151	97	25	in	in	ADP
ajst-19151	97	26	alignment	alignment	NOUN
ajst-19151	97	27	with	with	ADP
ajst-19151	97	28	the	the	DET
ajst-19151	97	29	principles	principle	NOUN
ajst-19151	97	30	of	of	ADP
ajst-19151	97	31	ai	ai	NOUN
ajst-19151	97	32	-	-	PUNCT
ajst-19151	97	33	powered	power	VERB
ajst-19151	97	34	intelligent	intelligent	ADJ
ajst-19151	97	35	financial	financial	ADJ
ajst-19151	97	36	advisory	advisory	ADJ
ajst-19151	97	37	systems	system	NOUN
ajst-19151	97	38	using	use	VERB
ajst-19151	97	39	generative	generative	ADJ
ajst-19151	97	40	artificial	artificial	ADJ
ajst-19151	97	41	intelligence	intelligence	NOUN
ajst-19151	97	42	.	.	PUNCT
ajst-19151	98	1	2.4	2.4	NUM
ajst-19151	98	2	.	.	PUNCT
ajst-19151	98	3	enhancing	enhance	VERB
ajst-19151	98	4	user	user	NOUN
ajst-19151	98	5	experience	experience	NOUN
ajst-19151	98	6	and	and	CCONJ
ajst-19151	98	7	trust	trust	NOUN
ajst-19151	98	8	as	as	SCONJ
ajst-19151	98	9	the	the	DET
ajst-19151	98	10	financial	financial	ADJ
ajst-19151	98	11	landscape	landscape	NOUN
ajst-19151	98	12	continues	continue	VERB
ajst-19151	98	13	to	to	PART
ajst-19151	98	14	evolve	evolve	VERB
ajst-19151	98	15	with	with	ADP
ajst-19151	98	16	the	the	DET
ajst-19151	98	17	integration	integration	NOUN
ajst-19151	98	18	of	of	ADP
ajst-19151	98	19	generative	generative	ADJ
ajst-19151	98	20	artificial	artificial	ADJ
ajst-19151	98	21	intelligence	intelligence	NOUN
ajst-19151	98	22	(	(	PUNCT
ajst-19151	98	23	ai	ai	NOUN
ajst-19151	98	24	)	)	PUNCT
ajst-19151	98	25	,	,	PUNCT
ajst-19151	98	26	ensuring	ensure	VERB
ajst-19151	98	27	a	a	DET
ajst-19151	98	28	seamless	seamless	ADJ
ajst-19151	98	29	user	user	NOUN
ajst-19151	98	30	experience	experience	NOUN
ajst-19151	98	31	and	and	CCONJ
ajst-19151	98	32	fostering	foster	VERB
ajst-19151	98	33	trust	trust	NOUN
ajst-19151	98	34	are	be	AUX
ajst-19151	98	35	paramount	paramount	ADJ
ajst-19151	98	36	for	for	ADP
ajst-19151	98	37	the	the	DET
ajst-19151	98	38	widespread	widespread	ADJ
ajst-19151	98	39	adoption	adoption	NOUN
ajst-19151	98	40	of	of	ADP
ajst-19151	98	41	ai	ai	ADJ
ajst-19151	98	42	-	-	PUNCT
ajst-19151	98	43	powered	power	VERB
ajst-19151	98	44	financial	financial	ADJ
ajst-19151	98	45	advisory	advisory	ADJ
ajst-19151	98	46	systems	system	NOUN
ajst-19151	98	47	.	.	PUNCT
ajst-19151	99	1	1.user	1.user	NUM
ajst-19151	99	2	experience	experience	NOUN
ajst-19151	99	3	optimization	optimization	NOUN
ajst-19151	99	4	:	:	PUNCT
ajst-19151	99	5	streamlined	streamlined	ADJ
ajst-19151	99	6	onboarding	onboarding	NOUN
ajst-19151	99	7	:	:	PUNCT
ajst-19151	99	8	simplifying	simplify	VERB
ajst-19151	99	9	the	the	DET
ajst-19151	99	10	initial	initial	ADJ
ajst-19151	99	11	setup	setup	NOUN
ajst-19151	99	12	process	process	NOUN
ajst-19151	99	13	for	for	ADP
ajst-19151	99	14	users	user	NOUN
ajst-19151	99	15	by	by	ADP
ajst-19151	99	16	minimizing	minimize	VERB
ajst-19151	99	17	the	the	DET
ajst-19151	99	18	number	number	NOUN
ajst-19151	99	19	of	of	ADP
ajst-19151	99	20	steps	step	NOUN
ajst-19151	99	21	required	require	VERB
ajst-19151	99	22	to	to	PART
ajst-19151	99	23	create	create	VERB
ajst-19151	99	24	an	an	DET
ajst-19151	99	25	account	account	NOUN
ajst-19151	99	26	and	and	CCONJ
ajst-19151	99	27	input	input	VERB
ajst-19151	99	28	relevant	relevant	ADJ
ajst-19151	99	29	financial	financial	ADJ
ajst-19151	99	30	information	information	NOUN
ajst-19151	99	31	.	.	PUNCT
ajst-19151	100	1	intuitive	intuitive	ADJ
ajst-19151	100	2	interface	interface	NOUN
ajst-19151	100	3	:	:	PUNCT
ajst-19151	100	4	designing	design	VERB
ajst-19151	100	5	a	a	DET
ajst-19151	100	6	user	user	NOUN
ajst-19151	100	7	-	-	PUNCT
ajst-19151	100	8	friendly	friendly	ADJ
ajst-19151	100	9	interface	interface	NOUN
ajst-19151	100	10	that	that	PRON
ajst-19151	100	11	provides	provide	VERB
ajst-19151	100	12	clear	clear	ADJ
ajst-19151	100	13	navigation	navigation	NOUN
ajst-19151	100	14	and	and	CCONJ
ajst-19151	100	15	easy	easy	ADJ
ajst-19151	100	16	access	access	NOUN
ajst-19151	100	17	to	to	ADP
ajst-19151	100	18	essential	essential	ADJ
ajst-19151	100	19	features	feature	NOUN
ajst-19151	100	20	,	,	PUNCT
ajst-19151	100	21	such	such	ADJ
ajst-19151	100	22	as	as	ADP
ajst-19151	100	23	portfolio	portfolio	NOUN
ajst-19151	100	24	performance	performance	NOUN
ajst-19151	100	25	tracking	tracking	NOUN
ajst-19151	100	26	and	and	CCONJ
ajst-19151	100	27	investment	investment	NOUN
ajst-19151	100	28	recommendations	recommendation	NOUN
ajst-19151	100	29	.	.	PUNCT
ajst-19151	101	1	personalized	personalized	ADJ
ajst-19151	101	2	recommendations	recommendation	NOUN
ajst-19151	101	3	:	:	PUNCT
ajst-19151	101	4	leveraging	leverage	VERB
ajst-19151	101	5	ai	ai	VERB
ajst-19151	101	6	algorithms	algorithm	NOUN
ajst-19151	101	7	to	to	PART
ajst-19151	101	8	deliver	deliver	VERB
ajst-19151	101	9	tailored	tailored	ADJ
ajst-19151	101	10	investment	investment	NOUN
ajst-19151	101	11	suggestions	suggestion	NOUN
ajst-19151	101	12	based	base	VERB
ajst-19151	101	13	on	on	ADP
ajst-19151	101	14	users	user	NOUN
ajst-19151	101	15	'	'	PART
ajst-19151	101	16	financial	financial	ADJ
ajst-19151	101	17	goals	goal	NOUN
ajst-19151	101	18	,	,	PUNCT
ajst-19151	101	19	risk	risk	NOUN
ajst-19151	101	20	tolerance	tolerance	NOUN
ajst-19151	101	21	,	,	PUNCT
ajst-19151	101	22	and	and	CCONJ
ajst-19151	101	23	market	market	NOUN
ajst-19151	101	24	preferences	preference	NOUN
ajst-19151	101	25	.	.	PUNCT
ajst-19151	102	1	interactive	interactive	ADJ
ajst-19151	102	2	tools	tool	NOUN
ajst-19151	102	3	:	:	PUNCT
ajst-19151	102	4	offering	offer	VERB
ajst-19151	102	5	interactive	interactive	ADJ
ajst-19151	102	6	tools	tool	NOUN
ajst-19151	102	7	and	and	CCONJ
ajst-19151	102	8	calculators	calculator	NOUN
ajst-19151	102	9	to	to	PART
ajst-19151	102	10	help	help	VERB
ajst-19151	102	11	users	user	NOUN
ajst-19151	102	12	visualize	visualize	VERB
ajst-19151	102	13	the	the	DET
ajst-19151	102	14	potential	potential	ADJ
ajst-19151	102	15	impact	impact	NOUN
ajst-19151	102	16	of	of	ADP
ajst-19151	102	17	different	different	ADJ
ajst-19151	102	18	investment	investment	NOUN
ajst-19151	102	19	scenarios	scenario	NOUN
ajst-19151	102	20	and	and	CCONJ
ajst-19151	102	21	make	make	VERB
ajst-19151	102	22	informed	informed	ADJ
ajst-19151	102	23	decisions	decision	NOUN
ajst-19151	102	24	.	.	PUNCT
ajst-19151	103	1	2.transparency	2.transparency	NUM
ajst-19151	103	2	and	and	CCONJ
ajst-19151	103	3	trust	trust	NOUN
ajst-19151	103	4	building	building	NOUN
ajst-19151	103	5	:	:	PUNCT
ajst-19151	103	6	clear	clear	ADJ
ajst-19151	103	7	communication	communication	NOUN
ajst-19151	103	8	:	:	PUNCT
ajst-19151	103	9	providing	provide	VERB
ajst-19151	103	10	transparent	transparent	ADJ
ajst-19151	103	11	explanations	explanation	NOUN
ajst-19151	103	12	of	of	ADP
ajst-19151	103	13	how	how	SCONJ
ajst-19151	103	14	ai	ai	AUX
ajst-19151	103	15	algorithms	algorithms	NOUN
ajst-19151	103	16	work	work	VERB
ajst-19151	103	17	and	and	CCONJ
ajst-19151	103	18	how	how	SCONJ
ajst-19151	103	19	investment	investment	NOUN
ajst-19151	103	20	recommendations	recommendation	NOUN
ajst-19151	103	21	are	be	AUX
ajst-19151	103	22	generated	generate	VERB
ajst-19151	103	23	to	to	PART
ajst-19151	103	24	build	build	VERB
ajst-19151	103	25	user	user	NOUN
ajst-19151	103	26	confidence	confidence	NOUN
ajst-19151	103	27	in	in	ADP
ajst-19151	103	28	the	the	DET
ajst-19151	103	29	system	system	NOUN
ajst-19151	103	30	.	.	PUNCT
ajst-19151	104	1	disclosure	disclosure	NOUN
ajst-19151	104	2	of	of	ADP
ajst-19151	104	3	fees	fee	NOUN
ajst-19151	104	4	:	:	PUNCT
ajst-19151	104	5	clearly	clearly	ADV
ajst-19151	104	6	outlining	outline	VERB
ajst-19151	104	7	any	any	DET
ajst-19151	104	8	fees	fee	NOUN
ajst-19151	104	9	associated	associate	VERB
ajst-19151	104	10	with	with	ADP
ajst-19151	104	11	using	use	VERB
ajst-19151	104	12	the	the	DET
ajst-19151	104	13	financial	financial	ADJ
ajst-19151	104	14	advisory	advisory	ADJ
ajst-19151	104	15	service	service	NOUN
ajst-19151	104	16	,	,	PUNCT
ajst-19151	104	17	including	include	VERB
ajst-19151	104	18	management	management	NOUN
ajst-19151	104	19	fees	fee	NOUN
ajst-19151	104	20	and	and	CCONJ
ajst-19151	104	21	investment	investment	NOUN
ajst-19151	104	22	product	product	NOUN
ajst-19151	104	23	charges	charge	NOUN
ajst-19151	104	24	,	,	PUNCT
ajst-19151	104	25	to	to	PART
ajst-19151	104	26	ensure	ensure	VERB
ajst-19151	104	27	transparency	transparency	NOUN
ajst-19151	104	28	and	and	CCONJ
ajst-19151	104	29	avoid	avoid	VERB
ajst-19151	104	30	surprises	surprise	NOUN
ajst-19151	104	31	.	.	PUNCT
ajst-19151	105	1	security	security	NOUN
ajst-19151	105	2	measures	measure	NOUN
ajst-19151	105	3	:	:	PUNCT
ajst-19151	106	1	[	[	X
ajst-19151	106	2	12]implementing	12]implementing	NUM
ajst-19151	106	3	robust	robust	ADJ
ajst-19151	106	4	security	security	NOUN
ajst-19151	106	5	measures	measure	NOUN
ajst-19151	106	6	to	to	PART
ajst-19151	106	7	safeguard	safeguard	VERB
ajst-19151	106	8	users	user	NOUN
ajst-19151	106	9	'	'	PART
ajst-19151	106	10	personal	personal	ADJ
ajst-19151	106	11	and	and	CCONJ
ajst-19151	106	12	financial	financial	ADJ
ajst-19151	106	13	information	information	NOUN
ajst-19151	106	14	,	,	PUNCT
ajst-19151	106	15	such	such	ADJ
ajst-19151	106	16	as	as	ADP
ajst-19151	106	17	encryption	encryption	NOUN
ajst-19151	106	18	protocols	protocol	NOUN
ajst-19151	106	19	and	and	CCONJ
ajst-19151	106	20	multi	multi	ADJ
ajst-19151	106	21	-	-	ADJ
ajst-19151	106	22	factor	factor	NOUN
ajst-19151	106	23	authentication	authentication	NOUN
ajst-19151	106	24	.	.	PUNCT
ajst-19151	107	1	compliance	compliance	NOUN
ajst-19151	107	2	and	and	CCONJ
ajst-19151	107	3	regulation	regulation	NOUN
ajst-19151	107	4	:	:	PUNCT
ajst-19151	107	5	adhering	adhere	VERB
ajst-19151	107	6	to	to	ADP
ajst-19151	107	7	industry	industry	NOUN
ajst-19151	107	8	regulations	regulation	NOUN
ajst-19151	107	9	and	and	CCONJ
ajst-19151	107	10	compliance	compliance	NOUN
ajst-19151	107	11	standards	standard	NOUN
ajst-19151	107	12	to	to	PART
ajst-19151	107	13	instill	instill	VERB
ajst-19151	107	14	trust	trust	NOUN
ajst-19151	107	15	in	in	ADP
ajst-19151	107	16	users	user	NOUN
ajst-19151	107	17	that	that	SCONJ
ajst-19151	107	18	their	their	PRON
ajst-19151	107	19	investments	investment	NOUN
ajst-19151	107	20	are	be	AUX
ajst-19151	107	21	managed	manage	VERB
ajst-19151	107	22	in	in	ADP
ajst-19151	107	23	accordance	accordance	NOUN
ajst-19151	107	24	with	with	ADP
ajst-19151	107	25	established	establish	VERB
ajst-19151	107	26	guidelines	guideline	NOUN
ajst-19151	107	27	and	and	CCONJ
ajst-19151	107	28	best	good	ADJ
ajst-19151	107	29	practices	practice	NOUN
ajst-19151	107	30	.	.	PUNCT
ajst-19151	108	1	3.continuous	3.continuous	NUM
ajst-19151	108	2	improvement	improvement	NOUN
ajst-19151	108	3	:	:	PUNCT
ajst-19151	108	4	feedback	feedback	NOUN
ajst-19151	108	5	mechanisms	mechanism	NOUN
ajst-19151	108	6	:	:	PUNCT
ajst-19151	108	7	soliciting	solicit	VERB
ajst-19151	108	8	feedback	feedback	NOUN
ajst-19151	108	9	from	from	ADP
ajst-19151	108	10	users	user	NOUN
ajst-19151	108	11	to	to	PART
ajst-19151	108	12	identify	identify	VERB
ajst-19151	108	13	areas	area	NOUN
ajst-19151	108	14	for	for	ADP
ajst-19151	108	15	improvement	improvement	NOUN
ajst-19151	108	16	and	and	CCONJ
ajst-19151	108	17	address	address	VERB
ajst-19151	108	18	any	any	DET
ajst-19151	108	19	concerns	concern	NOUN
ajst-19151	108	20	or	or	CCONJ
ajst-19151	108	21	issues	issue	NOUN
ajst-19151	108	22	promptly	promptly	ADV
ajst-19151	108	23	.	.	PUNCT
ajst-19151	109	1	iterative	iterative	NOUN
ajst-19151	109	2	development	development	NOUN
ajst-19151	109	3	:	:	PUNCT
ajst-19151	109	4	continuously	continuously	ADV
ajst-19151	109	5	updating	update	VERB
ajst-19151	109	6	and	and	CCONJ
ajst-19151	109	7	refining	refine	VERB
ajst-19151	109	8	the	the	DET
ajst-19151	109	9	ai	ai	NOUN
ajst-19151	109	10	algorithms	algorithms	NOUN
ajst-19151	109	11	and	and	CCONJ
ajst-19151	109	12	system	system	NOUN
ajst-19151	109	13	functionalities	functionality	NOUN
ajst-19151	109	14	based	base	VERB
ajst-19151	109	15	on	on	ADP
ajst-19151	109	16	user	user	NOUN
ajst-19151	109	17	feedback	feedback	NOUN
ajst-19151	109	18	and	and	CCONJ
ajst-19151	109	19	market	market	NOUN
ajst-19151	109	20	trends	trend	NOUN
ajst-19151	109	21	to	to	PART
ajst-19151	109	22	enhance	enhance	VERB
ajst-19151	109	23	performance	performance	NOUN
ajst-19151	109	24	and	and	CCONJ
ajst-19151	109	25	user	user	NOUN
ajst-19151	109	26	satisfaction	satisfaction	NOUN
ajst-19151	109	27	.	.	PUNCT
ajst-19151	110	1	educational	educational	ADJ
ajst-19151	110	2	resources	resource	NOUN
ajst-19151	110	3	:	:	PUNCT
ajst-19151	110	4	providing	provide	VERB
ajst-19151	110	5	educational	educational	ADJ
ajst-19151	110	6	resources	resource	NOUN
ajst-19151	110	7	and	and	CCONJ
ajst-19151	110	8	materials	material	NOUN
ajst-19151	110	9	to	to	PART
ajst-19151	110	10	empower	empower	VERB
ajst-19151	110	11	users	user	NOUN
ajst-19151	110	12	with	with	ADP
ajst-19151	110	13	the	the	DET
ajst-19151	110	14	knowledge	knowledge	NOUN
ajst-19151	110	15	and	and	CCONJ
ajst-19151	110	16	skills	skill	NOUN
ajst-19151	110	17	to	to	PART
ajst-19151	110	18	make	make	VERB
ajst-19151	110	19	informed	informed	ADJ
ajst-19151	110	20	financial	financial	ADJ
ajst-19151	110	21	decisions	decision	NOUN
ajst-19151	110	22	and	and	CCONJ
ajst-19151	110	23	understand	understand	VERB
ajst-19151	110	24	the	the	DET
ajst-19151	110	25	rationale	rationale	NOUN
ajst-19151	110	26	behind	behind	ADP
ajst-19151	110	27	investment	investment	NOUN
ajst-19151	110	28	recommendations	recommendation	NOUN
ajst-19151	110	29	.	.	PUNCT
ajst-19151	111	1	by	by	ADP
ajst-19151	111	2	prioritizing	prioritize	VERB
ajst-19151	111	3	user	user	NOUN
ajst-19151	111	4	experience	experience	NOUN
ajst-19151	111	5	optimization	optimization	NOUN
ajst-19151	111	6	,	,	PUNCT
ajst-19151	111	7	transparency	transparency	NOUN
ajst-19151	111	8	,	,	PUNCT
ajst-19151	111	9	and	and	CCONJ
ajst-19151	111	10	trust	trust	NOUN
ajst-19151	111	11	-	-	PUNCT
ajst-19151	111	12	building	building	NOUN
ajst-19151	111	13	initiatives	initiative	NOUN
ajst-19151	111	14	,	,	PUNCT
ajst-19151	111	15	ai	ai	ADJ
ajst-19151	111	16	-	-	PUNCT
ajst-19151	111	17	powered	power	VERB
ajst-19151	111	18	financial	financial	ADJ
ajst-19151	111	19	advisory	advisory	NOUN
ajst-19151	111	20	systems	system	NOUN
ajst-19151	111	21	can	can	AUX
ajst-19151	111	22	cultivate	cultivate	VERB
ajst-19151	111	23	long	long	ADJ
ajst-19151	111	24	-	-	PUNCT
ajst-19151	111	25	term	term	NOUN
ajst-19151	111	26	relationships	relationship	NOUN
ajst-19151	111	27	with	with	ADP
ajst-19151	111	28	users	user	NOUN
ajst-19151	111	29	and	and	CCONJ
ajst-19151	111	30	position	position	VERB
ajst-19151	111	31	themselves	themselves	PRON
ajst-19151	111	32	as	as	ADP
ajst-19151	111	33	reliable	reliable	ADJ
ajst-19151	111	34	and	and	CCONJ
ajst-19151	111	35	indispensable	indispensable	ADJ
ajst-19151	111	36	tools	tool	NOUN
ajst-19151	111	37	for	for	ADP
ajst-19151	111	38	achieving	achieve	VERB
ajst-19151	111	39	financial	financial	ADJ
ajst-19151	111	40	goals	goal	NOUN
ajst-19151	111	41	.	.	PUNCT
ajst-19151	112	1	78	78	NUM
ajst-19151	112	2	3	3	NUM
ajst-19151	112	3	.	.	PUNCT
ajst-19151	112	4	methodology	methodology	NOUN
ajst-19151	112	5	3.1	3.1	NUM
ajst-19151	112	6	.	.	PUNCT
ajst-19151	113	1	robo	robo	NOUN
ajst-19151	113	2	-	-	PUNCT
ajst-19151	113	3	advisers	adviser	NOUN
ajst-19151	113	4	(	(	PUNCT
ajst-19151	113	5	ra	ra	NOUN
ajst-19151	113	6	)	)	PUNCT
ajst-19151	113	7	robo	robo	NOUN
ajst-19151	113	8	-	-	PUNCT
ajst-19151	113	9	advisers	adviser	NOUN
ajst-19151	113	10	,	,	PUNCT
ajst-19151	113	11	also	also	ADV
ajst-19151	113	12	referred	refer	VERB
ajst-19151	113	13	to	to	ADP
ajst-19151	113	14	as	as	ADP
ajst-19151	113	15	intelligent	intelligent	ADJ
ajst-19151	113	16	advisers	adviser	NOUN
ajst-19151	113	17	,	,	PUNCT
ajst-19151	113	18	revolutionize	revolutionize	VERB
ajst-19151	113	19	traditional	traditional	ADJ
ajst-19151	113	20	financial	financial	ADJ
ajst-19151	113	21	advisory	advisory	ADJ
ajst-19151	113	22	services	service	NOUN
ajst-19151	113	23	by	by	ADP
ajst-19151	113	24	integrating	integrate	VERB
ajst-19151	113	25	artificial	artificial	ADJ
ajst-19151	113	26	intelligence	intelligence	NOUN
ajst-19151	113	27	into	into	ADP
ajst-19151	113	28	the	the	DET
ajst-19151	113	29	investment	investment	NOUN
ajst-19151	113	30	management	management	NOUN
ajst-19151	113	31	process	process	NOUN
ajst-19151	113	32	.	.	PUNCT
ajst-19151	114	1	drawing	draw	VERB
ajst-19151	114	2	upon	upon	SCONJ
ajst-19151	114	3	portfolio	portfolio	NOUN
ajst-19151	114	4	theory	theory	NOUN
ajst-19151	114	5	and	and	CCONJ
ajst-19151	114	6	individual	individual	ADJ
ajst-19151	114	7	investors	investor	NOUN
ajst-19151	114	8	'	'	PART
ajst-19151	114	9	unique	unique	ADJ
ajst-19151	114	10	risk	risk	NOUN
ajst-19151	114	11	preferences	preference	NOUN
ajst-19151	114	12	and	and	CCONJ
ajst-19151	114	13	financial	financial	ADJ
ajst-19151	114	14	objectives	objective	NOUN
ajst-19151	114	15	,	,	PUNCT
ajst-19151	114	16	these	these	DET
ajst-19151	114	17	platforms	platform	NOUN
ajst-19151	114	18	leverage	leverage	VERB
ajst-19151	114	19	a	a	DET
ajst-19151	114	20	series	series	NOUN
ajst-19151	114	21	of	of	ADP
ajst-19151	114	22	artificial	artificial	ADJ
ajst-19151	114	23	intelligence	intelligence	NOUN
ajst-19151	114	24	algorithms	algorithm	NOUN
ajst-19151	114	25	to	to	PART
ajst-19151	114	26	offer	offer	VERB
ajst-19151	114	27	automated	automate	VERB
ajst-19151	114	28	investment	investment	NOUN
ajst-19151	114	29	solutions	solution	NOUN
ajst-19151	114	30	.	.	PUNCT
ajst-19151	115	1	the	the	DET
ajst-19151	115	2	concept	concept	NOUN
ajst-19151	115	3	of	of	ADP
ajst-19151	115	4	intelligent	intelligent	ADJ
ajst-19151	115	5	investment	investment	NOUN
ajst-19151	115	6	management	management	NOUN
ajst-19151	115	7	first	first	ADV
ajst-19151	115	8	gained	gain	VERB
ajst-19151	115	9	traction	traction	NOUN
ajst-19151	115	10	when	when	SCONJ
ajst-19151	115	11	introduced	introduce	VERB
ajst-19151	115	12	by	by	ADP
ajst-19151	115	13	betterment	betterment	NOUN
ajst-19151	115	14	in	in	ADP
ajst-19151	115	15	2010	2010	NUM
ajst-19151	115	16	.	.	PUNCT
ajst-19151	116	1	since	since	SCONJ
ajst-19151	116	2	then	then	ADV
ajst-19151	116	3	,	,	PUNCT
ajst-19151	116	4	robo	robo	NOUN
ajst-19151	116	5	-	-	PUNCT
ajst-19151	116	6	advisers	adviser	NOUN
ajst-19151	116	7	have	have	AUX
ajst-19151	116	8	garnered	garner	VERB
ajst-19151	116	9	widespread	widespread	ADJ
ajst-19151	116	10	popularity	popularity	NOUN
ajst-19151	116	11	among	among	ADP
ajst-19151	116	12	users	user	NOUN
ajst-19151	116	13	due	due	ADP
ajst-19151	116	14	to	to	ADP
ajst-19151	116	15	their	their	PRON
ajst-19151	116	16	numerous	numerous	ADJ
ajst-19151	116	17	advantages	advantage	NOUN
ajst-19151	116	18	,	,	PUNCT
ajst-19151	116	19	including	include	VERB
ajst-19151	116	20	low	low	ADJ
ajst-19151	116	21	entry	entry	NOUN
ajst-19151	116	22	barriers	barrier	NOUN
ajst-19151	116	23	,	,	PUNCT
ajst-19151	116	24	cost	cost	NOUN
ajst-19151	116	25	-	-	PUNCT
ajst-19151	116	26	effectiveness	effectiveness	NOUN
ajst-19151	116	27	,	,	PUNCT
ajst-19151	116	28	and	and	CCONJ
ajst-19151	116	29	round	round	ADJ
ajst-19151	116	30	-	-	PUNCT
ajst-19151	116	31	the	the	DET
ajst-19151	116	32	-	-	PUNCT
ajst-19151	116	33	clock	clock	NOUN
ajst-19151	116	34	online	online	ADJ
ajst-19151	116	35	accessibility	accessibility	NOUN
ajst-19151	116	36	.	.	PUNCT
ajst-19151	117	1	rrob	rrob	PROPN
ajst-19151	117	2	raadoptedi	raadoptedi	PROPN
ajst-19151	117	3	,	,	PUNCT
ajst-19151	117	4	t	t	PROPN
ajst-19151	117	5	1|x	1|x	NUM
ajst-19151	117	6	log	log	VERB
ajst-19151	117	7	it（a0	it（a0	PROPN
ajst-19151	117	8	a1preμious_inμestment_performancei	a1preμious_inμestment_performancei	PROPN
ajst-19151	117	9	(	(	PUNCT
ajst-19151	117	10	1	1	NUM
ajst-19151	117	11	)	)	PUNCT
ajst-19151	117	12	a2preμious_inμestment_characteristic𝑆	a2preμious_inμestment_characteristic𝑆	NOUN
ajst-19151	117	13	a3controlsi	a3controlsi	PROPN
ajst-19151	117	14	rasharei	rasharei	NOUN
ajst-19151	117	15	,	,	PUNCT
ajst-19151	117	16	t	t	PROPN
ajst-19151	117	17	β0	β0	PROPN
ajst-19151	117	18	β1preμestment_characteristic𝑆	β1preμestment_characteristic𝑆	PROPN
ajst-19151	117	19	β2preμious_inμestment_characteristic𝑆	β2preμious_inμestment_characteristic𝑆	NOUN
ajst-19151	117	20	(	(	PUNCT
ajst-19151	117	21	2	2	X
ajst-19151	117	22	)	)	PUNCT
ajst-19151	117	23	β3controlsi	β3controlsi	NOUN
ajst-19151	117	24	εi	εi	VERB
ajst-19151	117	25	by	by	ADP
ajst-19151	117	26	harnessing	harness	VERB
ajst-19151	117	27	the	the	DET
ajst-19151	117	28	power	power	NOUN
ajst-19151	117	29	of	of	ADP
ajst-19151	117	30	artificial	artificial	ADJ
ajst-19151	117	31	intelligence	intelligence	NOUN
ajst-19151	117	32	,	,	PUNCT
ajst-19151	117	33	roboadvisers	roboadviser	NOUN
ajst-19151	117	34	streamline	streamline	VERB
ajst-19151	117	35	the	the	DET
ajst-19151	117	36	investment	investment	NOUN
ajst-19151	117	37	process	process	NOUN
ajst-19151	117	38	,	,	PUNCT
ajst-19151	117	39	providing	provide	VERB
ajst-19151	117	40	users	user	NOUN
ajst-19151	117	41	with	with	ADP
ajst-19151	117	42	personalized	personalized	ADJ
ajst-19151	117	43	investment	investment	NOUN
ajst-19151	117	44	strategies	strategy	NOUN
ajst-19151	117	45	tailored	tailor	VERB
ajst-19151	117	46	to	to	ADP
ajst-19151	117	47	their	their	PRON
ajst-19151	117	48	specific	specific	ADJ
ajst-19151	117	49	needs	need	NOUN
ajst-19151	117	50	and	and	CCONJ
ajst-19151	117	51	goals	goal	NOUN
ajst-19151	117	52	.	.	PUNCT
ajst-19151	118	1	this	this	DET
ajst-19151	118	2	innovative	innovative	ADJ
ajst-19151	118	3	approach	approach	NOUN
ajst-19151	118	4	not	not	PART
ajst-19151	118	5	only	only	ADV
ajst-19151	118	6	democratizes	democratize	VERB
ajst-19151	118	7	access	access	NOUN
ajst-19151	118	8	to	to	ADP
ajst-19151	118	9	investment	investment	NOUN
ajst-19151	118	10	management	management	NOUN
ajst-19151	118	11	services	service	NOUN
ajst-19151	118	12	but	but	CCONJ
ajst-19151	118	13	also	also	ADV
ajst-19151	118	14	enhances	enhance	VERB
ajst-19151	118	15	efficiency	efficiency	NOUN
ajst-19151	118	16	and	and	CCONJ
ajst-19151	118	17	accessibility	accessibility	NOUN
ajst-19151	118	18	,	,	PUNCT
ajst-19151	118	19	catering	cater	VERB
ajst-19151	118	20	to	to	ADP
ajst-19151	118	21	the	the	DET
ajst-19151	118	22	evolving	evolve	VERB
ajst-19151	118	23	needs	need	NOUN
ajst-19151	118	24	of	of	ADP
ajst-19151	118	25	modern	modern	ADJ
ajst-19151	118	26	investors	investor	NOUN
ajst-19151	118	27	.	.	PUNCT
ajst-19151	119	1	the	the	DET
ajst-19151	119	2	number	number	NOUN
ajst-19151	119	3	of	of	ADP
ajst-19151	119	4	defaults	default	NOUN
ajst-19151	119	5	experienced	experience	VERB
ajst-19151	119	6	by	by	ADP
ajst-19151	119	7	investors	investor	NOUN
ajst-19151	119	8	in	in	ADP
ajst-19151	119	9	the	the	DET
ajst-19151	119	10	past	past	NOUN
ajst-19151	119	11	,	,	PUNCT
ajst-19151	119	12	rather	rather	ADV
ajst-19151	119	13	than	than	ADP
ajst-19151	119	14	the	the	DET
ajst-19151	119	15	average	average	ADJ
ajst-19151	119	16	monthly	monthly	ADJ
ajst-19151	119	17	return	return	NOUN
ajst-19151	119	18	rate	rate	NOUN
ajst-19151	119	19	,	,	PUNCT
ajst-19151	119	20	significantly	significantly	ADV
ajst-19151	119	21	affected	affect	VERB
ajst-19151	119	22	the	the	DET
ajst-19151	119	23	adoption	adoption	NOUN
ajst-19151	119	24	behavior	behavior	NOUN
ajst-19151	119	25	of	of	ADP
ajst-19151	119	26	investors	investor	NOUN
ajst-19151	119	27	,	,	PUNCT
ajst-19151	119	28	which	which	PRON
ajst-19151	119	29	is	be	AUX
ajst-19151	119	30	likely	likely	ADJ
ajst-19151	119	31	because	because	SCONJ
ajst-19151	119	32	defaults	default	NOUN
ajst-19151	119	33	delivered	deliver	VERB
ajst-19151	119	34	a	a	DET
ajst-19151	119	35	clear	clear	ADJ
ajst-19151	119	36	and	and	CCONJ
ajst-19151	119	37	distinct	distinct	ADJ
ajst-19151	119	38	risk	risk	NOUN
ajst-19151	119	39	signal	signal	NOUN
ajst-19151	119	40	to	to	ADP
ajst-19151	119	41	investors	investor	NOUN
ajst-19151	119	42	,	,	PUNCT
ajst-19151	119	43	making	make	VERB
ajst-19151	119	44	investors	investor	NOUN
ajst-19151	119	45	who	who	PRON
ajst-19151	119	46	frequently	frequently	ADV
ajst-19151	119	47	experienced	experience	VERB
ajst-19151	119	48	defaults	default	NOUN
ajst-19151	119	49	believe	believe	VERB
ajst-19151	119	50	that	that	SCONJ
ajst-19151	119	51	p2p	p2p	NOUN
ajst-19151	119	52	online	online	ADJ
ajst-19151	119	53	lending	lending	NOUN
ajst-19151	119	54	platforms	platform	NOUN
ajst-19151	119	55	have	have	VERB
ajst-19151	119	56	uncontrollable	uncontrollable	ADJ
ajst-19151	119	57	risks	risk	NOUN
ajst-19151	119	58	,	,	PUNCT
ajst-19151	119	59	so	so	SCONJ
ajst-19151	119	60	they	they	PRON
ajst-19151	119	61	are	be	AUX
ajst-19151	119	62	more	more	ADV
ajst-19151	119	63	reluctant	reluctant	ADJ
ajst-19151	119	64	to	to	PART
ajst-19151	119	65	adopt	adopt	VERB
ajst-19151	119	66	the	the	DET
ajst-19151	119	67	services	service	NOUN
ajst-19151	119	68	of	of	ADP
ajst-19151	119	69	intelligent	intelligent	ADJ
ajst-19151	119	70	advisers	adviser	NOUN
ajst-19151	119	71	.	.	PUNCT
ajst-19151	120	1	and	and	CCONJ
ajst-19151	120	2	tend	tend	VERB
ajst-19151	120	3	to	to	PART
ajst-19151	120	4	trust	trust	VERB
ajst-19151	120	5	their	their	PRON
ajst-19151	120	6	own	own	ADJ
ajst-19151	120	7	judgment	judgment	NOUN
ajst-19151	120	8	.	.	PUNCT
ajst-19151	121	1	3.2	3.2	NUM
ajst-19151	121	2	.	.	PUNCT
ajst-19151	121	3	adjustment	adjustment	NOUN
ajst-19151	121	4	of	of	ADP
ajst-19151	121	5	ra	ra	PROPN
ajst-19151	121	6	usage	usage	NOUN
ajst-19151	121	7	based	base	VERB
ajst-19151	121	8	on	on	ADP
ajst-19151	121	9	the	the	DET
ajst-19151	121	10	recency	recency	NOUN
ajst-19151	121	11	effect	effect	NOUN
ajst-19151	121	12	perspective	perspective	NOUN
ajst-19151	121	13	,	,	PUNCT
ajst-19151	121	14	investors	investor	NOUN
ajst-19151	121	15	exhibit	exhibit	VERB
ajst-19151	121	16	a	a	DET
ajst-19151	121	17	tendency	tendency	NOUN
ajst-19151	121	18	to	to	PART
ajst-19151	121	19	base	base	VERB
ajst-19151	121	20	their	their	PRON
ajst-19151	121	21	decisions	decision	NOUN
ajst-19151	121	22	on	on	ADP
ajst-19151	121	23	recent	recent	ADJ
ajst-19151	121	24	investment	investment	NOUN
ajst-19151	121	25	performance	performance	NOUN
ajst-19151	121	26	,	,	PUNCT
ajst-19151	121	27	which	which	PRON
ajst-19151	121	28	significantly	significantly	ADV
ajst-19151	121	29	influences	influence	VERB
ajst-19151	121	30	their	their	PRON
ajst-19151	121	31	attitudes	attitude	NOUN
ajst-19151	121	32	towards	towards	ADP
ajst-19151	121	33	the	the	DET
ajst-19151	121	34	utilization	utilization	NOUN
ajst-19151	121	35	of	of	ADP
ajst-19151	121	36	smart	smart	ADJ
ajst-19151	121	37	advisers	adviser	NOUN
ajst-19151	121	38	.	.	PUNCT
ajst-19151	122	1	[	[	X
ajst-19151	122	2	13]this	13]this	NUM
ajst-19151	122	3	phenomenon	phenomenon	NOUN
ajst-19151	122	4	underscores	underscore	VERB
ajst-19151	122	5	the	the	DET
ajst-19151	122	6	profound	profound	ADJ
ajst-19151	122	7	impact	impact	NOUN
ajst-19151	122	8	of	of	ADP
ajst-19151	122	9	recently	recently	ADV
ajst-19151	122	10	acquired	acquire	VERB
ajst-19151	122	11	information	information	NOUN
ajst-19151	122	12	on	on	ADP
ajst-19151	122	13	individual	individual	ADJ
ajst-19151	122	14	social	social	ADJ
ajst-19151	122	15	perception	perception	NOUN
ajst-19151	122	16	,	,	PUNCT
ajst-19151	122	17	particularly	particularly	ADV
ajst-19151	122	18	evident	evident	ADJ
ajst-19151	122	19	in	in	ADP
ajst-19151	122	20	the	the	DET
ajst-19151	122	21	financial	financial	ADJ
ajst-19151	122	22	domain	domain	NOUN
ajst-19151	122	23	where	where	SCONJ
ajst-19151	122	24	investors	investor	NOUN
ajst-19151	122	25	often	often	ADV
ajst-19151	122	26	overlook	overlook	VERB
ajst-19151	122	27	the	the	DET
ajst-19151	122	28	cyclical	cyclical	ADJ
ajst-19151	122	29	nature	nature	NOUN
ajst-19151	122	30	of	of	ADP
ajst-19151	122	31	investment	investment	NOUN
ajst-19151	122	32	returns	return	NOUN
ajst-19151	122	33	.	.	PUNCT
ajst-19151	123	1	instead	instead	ADV
ajst-19151	123	2	,	,	PUNCT
ajst-19151	123	3	they	they	PRON
ajst-19151	123	4	primarily	primarily	ADV
ajst-19151	123	5	adjust	adjust	VERB
ajst-19151	123	6	their	their	PRON
ajst-19151	123	7	investment	investment	NOUN
ajst-19151	123	8	decisions	decision	NOUN
ajst-19151	123	9	based	base	VERB
ajst-19151	123	10	on	on	ADP
ajst-19151	123	11	the	the	DET
ajst-19151	123	12	recent	recent	ADJ
ajst-19151	123	13	profitability	profitability	NOUN
ajst-19151	123	14	of	of	ADP
ajst-19151	123	15	their	their	PRON
ajst-19151	123	16	investments	investment	NOUN
ajst-19151	123	17	.	.	PUNCT
ajst-19151	124	1	in	in	ADP
ajst-19151	124	2	this	this	DET
ajst-19151	124	3	study	study	NOUN
ajst-19151	124	4	,	,	PUNCT
ajst-19151	124	5	we	we	PRON
ajst-19151	124	6	employ	employ	VERB
ajst-19151	124	7	model	model	NOUN
ajst-19151	124	8	(	(	PUNCT
ajst-19151	124	9	3	3	NUM
ajst-19151	124	10	)	)	PUNCT
ajst-19151	124	11	to	to	PART
ajst-19151	124	12	delve	delve	VERB
ajst-19151	124	13	into	into	ADP
ajst-19151	124	14	the	the	DET
ajst-19151	124	15	extent	extent	NOUN
ajst-19151	124	16	to	to	PART
ajst-19151	124	17	which	which	PRON
ajst-19151	124	18	the	the	DET
ajst-19151	124	19	usage	usage	NOUN
ajst-19151	124	20	of	of	ADP
ajst-19151	124	21	intelligent	intelligent	ADJ
ajst-19151	124	22	advisers	adviser	NOUN
ajst-19151	124	23	is	be	AUX
ajst-19151	124	24	influenced	influence	VERB
ajst-19151	124	25	by	by	ADP
ajst-19151	124	26	recency	recency	NOUN
ajst-19151	124	27	effects	effect	NOUN
ajst-19151	124	28	.	.	PUNCT
ajst-19151	125	1	specifically	specifically	ADV
ajst-19151	125	2	,	,	PUNCT
ajst-19151	125	3	we	we	PRON
ajst-19151	125	4	examine	examine	VERB
ajst-19151	125	5	two	two	NUM
ajst-19151	125	6	key	key	ADJ
ajst-19151	125	7	independent	independent	ADJ
ajst-19151	125	8	variables	variable	NOUN
ajst-19151	125	9	:	:	PUNCT
ajst-19151	125	10	the	the	DET
ajst-19151	125	11	investment	investment	NOUN
ajst-19151	125	12	performance	performance	NOUN
ajst-19151	125	13	achieved	achieve	VERB
ajst-19151	125	14	through	through	ADP
ajst-19151	125	15	the	the	DET
ajst-19151	125	16	utilization	utilization	NOUN
ajst-19151	125	17	of	of	ADP
ajst-19151	125	18	intelligent	intelligent	ADJ
ajst-19151	125	19	advisers	adviser	NOUN
ajst-19151	125	20	in	in	ADP
ajst-19151	125	21	the	the	DET
ajst-19151	125	22	preceding	precede	VERB
ajst-19151	125	23	period	period	NOUN
ajst-19151	125	24	and	and	CCONJ
ajst-19151	125	25	the	the	DET
ajst-19151	125	26	investment	investment	NOUN
ajst-19151	125	27	performance	performance	NOUN
ajst-19151	125	28	attained	attain	VERB
ajst-19151	125	29	through	through	ADP
ajst-19151	125	30	individual	individual	ADJ
ajst-19151	125	31	manual	manual	ADJ
ajst-19151	125	32	trading	trading	NOUN
ajst-19151	125	33	.	.	PUNCT
ajst-19151	126	1	[	[	X
ajst-19151	126	2	14]by	14]by	NUM
ajst-19151	126	3	scrutinizing	scrutinize	VERB
ajst-19151	126	4	these	these	DET
ajst-19151	126	5	variables	variable	NOUN
ajst-19151	126	6	,	,	PUNCT
ajst-19151	126	7	our	our	PRON
ajst-19151	126	8	model	model	NOUN
ajst-19151	126	9	seeks	seek	VERB
ajst-19151	126	10	to	to	PART
ajst-19151	126	11	elucidate	elucidate	VERB
ajst-19151	126	12	whether	whether	SCONJ
ajst-19151	126	13	investors	investor	NOUN
ajst-19151	126	14	tend	tend	VERB
ajst-19151	126	15	to	to	PART
ajst-19151	126	16	make	make	VERB
ajst-19151	126	17	decisions	decision	NOUN
ajst-19151	126	18	regarding	regard	VERB
ajst-19151	126	19	the	the	DET
ajst-19151	126	20	continuation	continuation	NOUN
ajst-19151	126	21	of	of	ADP
ajst-19151	126	22	smart	smart	ADJ
ajst-19151	126	23	adviser	adviser	NOUN
ajst-19151	126	24	usage	usage	NOUN
ajst-19151	126	25	primarily	primarily	ADV
ajst-19151	126	26	based	base	VERB
ajst-19151	126	27	on	on	ADP
ajst-19151	126	28	recent	recent	ADJ
ajst-19151	126	29	investment	investment	NOUN
ajst-19151	126	30	performance	performance	NOUN
ajst-19151	126	31	.	.	PUNCT
ajst-19151	127	1	additionally	additionally	ADV
ajst-19151	127	2	,	,	PUNCT
ajst-19151	127	3	we	we	PRON
ajst-19151	127	4	aim	aim	VERB
ajst-19151	127	5	to	to	PART
ajst-19151	127	6	determine	determine	VERB
ajst-19151	127	7	whether	whether	SCONJ
ajst-19151	127	8	investors	investor	NOUN
ajst-19151	127	9	disregard	disregard	VERB
ajst-19151	127	10	the	the	DET
ajst-19151	127	11	cyclical	cyclical	ADJ
ajst-19151	127	12	patterns	pattern	NOUN
ajst-19151	127	13	inherent	inherent	ADJ
ajst-19151	127	14	in	in	ADP
ajst-19151	127	15	investment	investment	NOUN
ajst-19151	127	16	returns	return	NOUN
ajst-19151	127	17	when	when	SCONJ
ajst-19151	127	18	making	make	VERB
ajst-19151	127	19	such	such	ADJ
ajst-19151	127	20	decisions	decision	NOUN
ajst-19151	127	21	.	.	PUNCT
ajst-19151	128	1	rasharei	rasharei	PROPN
ajst-19151	128	2	,	,	PUNCT
ajst-19151	128	3	t	t	PROPN
ajst-19151	128	4	β0	β0	PROPN
ajst-19151	128	5	β1ra_preformanc𝑒	β1ra_preformanc𝑒	PROPN
ajst-19151	128	6	,	,	PUNCT
ajst-19151	128	7	1	1	NUM
ajst-19151	128	8	β2manual_preformanc𝑒	β2manual_preformanc𝑒	NUM
ajst-19151	128	9	,	,	PUNCT
ajst-19151	128	10	1	1	NUM
ajst-19151	128	11	(	(	PUNCT
ajst-19151	128	12	3	3	NUM
ajst-19151	128	13	)	)	PUNCT
ajst-19151	128	14	β3controlsi	β3controlsi	PROPN
ajst-19151	128	15	,	,	PUNCT
ajst-19151	128	16	t	t	PROPN
ajst-19151	128	17	lenderi	lenderi	PROPN
ajst-19151	128	18	montht	montht	PROPN
ajst-19151	128	19	εi	εi	VERB
ajst-19151	128	20	,	,	PUNCT
ajst-19151	128	21	t	t	NOUN
ajst-19151	128	22	through	through	ADP
ajst-19151	128	23	this	this	DET
ajst-19151	128	24	analytical	analytical	ADJ
ajst-19151	128	25	framework	framework	NOUN
ajst-19151	128	26	,	,	PUNCT
ajst-19151	128	27	we	we	PRON
ajst-19151	128	28	endeavor	endeavor	VERB
ajst-19151	128	29	to	to	PART
ajst-19151	128	30	uncover	uncover	VERB
ajst-19151	128	31	the	the	DET
ajst-19151	128	32	underlying	underlying	ADJ
ajst-19151	128	33	mechanisms	mechanism	NOUN
ajst-19151	128	34	driving	drive	VERB
ajst-19151	128	35	investor	investor	NOUN
ajst-19151	128	36	behavior	behavior	NOUN
ajst-19151	128	37	and	and	CCONJ
ajst-19151	128	38	decision	decision	NOUN
ajst-19151	128	39	-	-	PUNCT
ajst-19151	128	40	making	make	VERB
ajst-19151	128	41	processes	process	NOUN
ajst-19151	128	42	in	in	ADP
ajst-19151	128	43	the	the	DET
ajst-19151	128	44	context	context	NOUN
ajst-19151	128	45	of	of	ADP
ajst-19151	128	46	smart	smart	ADJ
ajst-19151	128	47	adviser	adviser	NOUN
ajst-19151	128	48	utilization	utilization	NOUN
ajst-19151	128	49	.	.	PUNCT
ajst-19151	129	1	by	by	ADP
ajst-19151	129	2	shedding	shed	VERB
ajst-19151	129	3	light	light	NOUN
ajst-19151	129	4	on	on	ADP
ajst-19151	129	5	the	the	DET
ajst-19151	129	6	interplay	interplay	NOUN
ajst-19151	129	7	between	between	ADP
ajst-19151	129	8	recent	recent	ADJ
ajst-19151	129	9	investment	investment	NOUN
ajst-19151	129	10	performance	performance	NOUN
ajst-19151	129	11	,	,	PUNCT
ajst-19151	129	12	recency	recency	NOUN
ajst-19151	129	13	effects	effect	NOUN
ajst-19151	129	14	,	,	PUNCT
ajst-19151	129	15	and	and	CCONJ
ajst-19151	129	16	the	the	DET
ajst-19151	129	17	adoption	adoption	NOUN
ajst-19151	129	18	of	of	ADP
ajst-19151	129	19	intelligent	intelligent	ADJ
ajst-19151	129	20	advisers	adviser	NOUN
ajst-19151	129	21	,	,	PUNCT
ajst-19151	129	22	our	our	PRON
ajst-19151	129	23	study	study	NOUN
ajst-19151	129	24	contributes	contribute	VERB
ajst-19151	129	25	valuable	valuable	ADJ
ajst-19151	129	26	insights	insight	NOUN
ajst-19151	129	27	to	to	ADP
ajst-19151	129	28	the	the	DET
ajst-19151	129	29	understanding	understanding	NOUN
ajst-19151	129	30	of	of	ADP
ajst-19151	129	31	investor	investor	NOUN
ajst-19151	129	32	behavior	behavior	NOUN
ajst-19151	129	33	in	in	ADP
ajst-19151	129	34	financial	financial	ADJ
ajst-19151	129	35	markets	market	NOUN
ajst-19151	129	36	.	.	PUNCT
ajst-19151	130	1	according	accord	VERB
ajst-19151	130	2	to	to	ADP
ajst-19151	130	3	the	the	DET
ajst-19151	130	4	recency	recency	NOUN
ajst-19151	130	5	effect	effect	NOUN
ajst-19151	130	6	,	,	PUNCT
ajst-19151	130	7	investors	investor	NOUN
ajst-19151	130	8	tend	tend	VERB
ajst-19151	130	9	to	to	PART
ajst-19151	130	10	adjust	adjust	VERB
ajst-19151	130	11	the	the	DET
ajst-19151	130	12	use	use	NOUN
ajst-19151	130	13	of	of	ADP
ajst-19151	130	14	smart	smart	ADJ
ajst-19151	130	15	advisors	advisor	NOUN
ajst-19151	130	16	based	base	VERB
ajst-19151	130	17	on	on	ADP
ajst-19151	130	18	defaults	default	NOUN
ajst-19151	130	19	experienced	experience	VERB
ajst-19151	130	20	in	in	ADP
ajst-19151	130	21	the	the	DET
ajst-19151	130	22	previous	previous	ADJ
ajst-19151	130	23	month	month	NOUN
ajst-19151	130	24	.	.	PUNCT
ajst-19151	131	1	[	[	X
ajst-19151	131	2	15]specifically	15]specifically	NUM
ajst-19151	131	3	,	,	PUNCT
ajst-19151	131	4	investors	investor	NOUN
ajst-19151	131	5	tend	tend	VERB
ajst-19151	131	6	to	to	PART
ajst-19151	131	7	reduce	reduce	VERB
ajst-19151	131	8	their	their	PRON
ajst-19151	131	9	use	use	NOUN
ajst-19151	131	10	of	of	ADP
ajst-19151	131	11	smart	smart	ADJ
ajst-19151	131	12	advisors	advisor	NOUN
ajst-19151	131	13	when	when	SCONJ
ajst-19151	131	14	more	more	ADJ
ajst-19151	131	15	defaults	default	NOUN
ajst-19151	131	16	occur	occur	VERB
ajst-19151	131	17	on	on	ADP
ajst-19151	131	18	their	their	PRON
ajst-19151	131	19	investments	investment	NOUN
ajst-19151	131	20	using	use	VERB
ajst-19151	131	21	smart	smart	ADJ
ajst-19151	131	22	advisors	advisor	NOUN
ajst-19151	131	23	in	in	ADP
ajst-19151	131	24	the	the	DET
ajst-19151	131	25	previous	previous	ADJ
ajst-19151	131	26	month	month	NOUN
ajst-19151	131	27	;	;	PUNCT
ajst-19151	131	28	in	in	ADP
ajst-19151	131	29	contrast	contrast	NOUN
ajst-19151	131	30	,	,	PUNCT
ajst-19151	131	31	when	when	SCONJ
ajst-19151	131	32	investors	investor	NOUN
ajst-19151	131	33	experienced	experience	VERB
ajst-19151	131	34	more	more	ADJ
ajst-19151	131	35	defaults	default	NOUN
ajst-19151	131	36	on	on	ADP
ajst-19151	131	37	their	their	PRON
ajst-19151	131	38	personal	personal	ADJ
ajst-19151	131	39	manual	manual	ADJ
ajst-19151	131	40	investments	investment	NOUN
ajst-19151	131	41	in	in	ADP
ajst-19151	131	42	the	the	DET
ajst-19151	131	43	previous	previous	ADJ
ajst-19151	131	44	month	month	NOUN
ajst-19151	131	45	,	,	PUNCT
ajst-19151	131	46	they	they	PRON
ajst-19151	131	47	were	be	AUX
ajst-19151	131	48	more	more	ADV
ajst-19151	131	49	willing	willing	ADJ
ajst-19151	131	50	to	to	PART
ajst-19151	131	51	use	use	VERB
ajst-19151	131	52	smart	smart	ADJ
ajst-19151	131	53	advisors	advisor	NOUN
ajst-19151	131	54	'	'	PART
ajst-19151	131	55	investment	investment	NOUN
ajst-19151	131	56	solutions	solution	NOUN
ajst-19151	131	57	.	.	PUNCT
ajst-19151	132	1	this	this	DET
ajst-19151	132	2	behavior	behavior	NOUN
ajst-19151	132	3	reflects	reflect	VERB
ajst-19151	132	4	that	that	SCONJ
ajst-19151	132	5	investors	investor	NOUN
ajst-19151	132	6	'	'	PART
ajst-19151	132	7	trust	trust	NOUN
ajst-19151	132	8	in	in	ADP
ajst-19151	132	9	smart	smart	ADJ
ajst-19151	132	10	advisors	advisor	NOUN
ajst-19151	132	11	is	be	AUX
ajst-19151	132	12	influenced	influence	VERB
ajst-19151	132	13	by	by	ADP
ajst-19151	132	14	recent	recent	ADJ
ajst-19151	132	15	investment	investment	NOUN
ajst-19151	132	16	performance	performance	NOUN
ajst-19151	132	17	,	,	PUNCT
ajst-19151	132	18	and	and	CCONJ
ajst-19151	132	19	indicates	indicate	VERB
ajst-19151	132	20	that	that	SCONJ
ajst-19151	132	21	they	they	PRON
ajst-19151	132	22	tend	tend	VERB
ajst-19151	132	23	to	to	PART
ajst-19151	132	24	adjust	adjust	VERB
ajst-19151	132	25	their	their	PRON
ajst-19151	132	26	investment	investment	NOUN
ajst-19151	132	27	strategies	strategy	NOUN
ajst-19151	132	28	to	to	PART
ajst-19151	132	29	reflect	reflect	VERB
ajst-19151	132	30	the	the	DET
ajst-19151	132	31	latest	late	ADJ
ajst-19151	132	32	market	market	NOUN
ajst-19151	132	33	conditions	condition	NOUN
ajst-19151	132	34	.	.	PUNCT
ajst-19151	133	1	this	this	DET
ajst-19151	133	2	trend	trend	NOUN
ajst-19151	133	3	may	may	AUX
ajst-19151	133	4	be	be	AUX
ajst-19151	133	5	due	due	ADJ
ajst-19151	133	6	to	to	ADP
ajst-19151	133	7	investors	investor	NOUN
ajst-19151	133	8	'	'	PART
ajst-19151	133	9	tendency	tendency	NOUN
ajst-19151	133	10	to	to	PART
ajst-19151	133	11	make	make	VERB
ajst-19151	133	12	decisions	decision	NOUN
ajst-19151	133	13	based	base	VERB
ajst-19151	133	14	on	on	ADP
ajst-19151	133	15	recent	recent	ADJ
ajst-19151	133	16	experience	experience	NOUN
ajst-19151	133	17	and	and	CCONJ
ajst-19151	133	18	information	information	NOUN
ajst-19151	133	19	,	,	PUNCT
ajst-19151	133	20	ignoring	ignore	VERB
ajst-19151	133	21	the	the	DET
ajst-19151	133	22	importance	importance	NOUN
ajst-19151	133	23	of	of	ADP
ajst-19151	133	24	longterm	longterm	ADJ
ajst-19151	133	25	investment	investment	NOUN
ajst-19151	133	26	performance	performance	NOUN
ajst-19151	133	27	.	.	PUNCT
ajst-19151	134	1	thus	thus	ADV
ajst-19151	134	2	,	,	PUNCT
ajst-19151	134	3	this	this	DET
ajst-19151	134	4	finding	finding	NOUN
ajst-19151	134	5	highlights	highlight	VERB
ajst-19151	134	6	the	the	DET
ajst-19151	134	7	role	role	NOUN
ajst-19151	134	8	of	of	ADP
ajst-19151	134	9	recency	recency	NOUN
ajst-19151	134	10	effects	effect	NOUN
ajst-19151	134	11	in	in	ADP
ajst-19151	134	12	investment	investment	NOUN
ajst-19151	134	13	decisions	decision	NOUN
ajst-19151	134	14	and	and	CCONJ
ajst-19151	134	15	how	how	SCONJ
ajst-19151	134	16	investors	investor	NOUN
ajst-19151	134	17	'	'	PART
ajst-19151	134	18	use	use	NOUN
ajst-19151	134	19	of	of	ADP
ajst-19151	134	20	and	and	CCONJ
ajst-19151	134	21	trust	trust	NOUN
ajst-19151	134	22	in	in	ADP
ajst-19151	134	23	smart	smart	ADJ
ajst-19151	134	24	advisors	advisor	NOUN
ajst-19151	134	25	is	be	AUX
ajst-19151	134	26	influenced	influence	VERB
ajst-19151	134	27	by	by	ADP
ajst-19151	134	28	recent	recent	ADJ
ajst-19151	134	29	investment	investment	NOUN
ajst-19151	134	30	performance	performance	NOUN
ajst-19151	134	31	.	.	PUNCT
ajst-19151	135	1	3.3	3.3	NUM
ajst-19151	135	2	.	.	PUNCT
ajst-19151	136	1	performance	performance	NOUN
ajst-19151	136	2	of	of	ADP
ajst-19151	136	3	ra	ra	PROPN
ajst-19151	136	4	adjustment	adjustment	NOUN
ajst-19151	136	5	the	the	DET
ajst-19151	136	6	adjustment	adjustment	NOUN
ajst-19151	136	7	of	of	ADP
ajst-19151	136	8	smart	smart	ADJ
ajst-19151	136	9	adviser	adviser	NOUN
ajst-19151	136	10	usage	usage	NOUN
ajst-19151	136	11	based	base	VERB
ajst-19151	136	12	on	on	ADP
ajst-19151	136	13	recency	recency	NOUN
ajst-19151	136	14	effects	effect	NOUN
ajst-19151	136	15	may	may	AUX
ajst-19151	136	16	lead	lead	VERB
ajst-19151	136	17	investors	investor	NOUN
ajst-19151	136	18	to	to	PART
ajst-19151	136	19	make	make	VERB
ajst-19151	136	20	suboptimal	suboptimal	ADJ
ajst-19151	136	21	investment	investment	NOUN
ajst-19151	136	22	decisions	decision	NOUN
ajst-19151	136	23	,	,	PUNCT
ajst-19151	136	24	ultimately	ultimately	ADV
ajst-19151	136	25	affecting	affect	VERB
ajst-19151	136	26	overall	overall	ADJ
ajst-19151	136	27	investment	investment	NOUN
ajst-19151	136	28	performance	performance	NOUN
ajst-19151	136	29	.	.	PUNCT
ajst-19151	137	1	while	while	SCONJ
ajst-19151	137	2	smart	smart	ADJ
ajst-19151	137	3	advisers	adviser	NOUN
ajst-19151	137	4	typically	typically	ADV
ajst-19151	137	5	provide	provide	VERB
ajst-19151	137	6	solutions	solution	NOUN
ajst-19151	137	7	geared	gear	VERB
ajst-19151	137	8	towards	towards	ADP
ajst-19151	137	9	optimizing	optimize	VERB
ajst-19151	137	10	long	long	ADJ
ajst-19151	137	11	-	-	PUNCT
ajst-19151	137	12	term	term	NOUN
ajst-19151	138	1	[	[	X
ajst-19151	138	2	16]investment	16]investment	NUM
ajst-19151	138	3	returns	return	NOUN
ajst-19151	138	4	,	,	PUNCT
ajst-19151	138	5	investors	investor	NOUN
ajst-19151	138	6	who	who	PRON
ajst-19151	138	7	frequently	frequently	ADV
ajst-19151	138	8	adjust	adjust	VERB
ajst-19151	138	9	their	their	PRON
ajst-19151	138	10	usage	usage	NOUN
ajst-19151	138	11	based	base	VERB
ajst-19151	138	12	on	on	ADP
ajst-19151	138	13	recent	recent	ADJ
ajst-19151	138	14	monthly	monthly	ADJ
ajst-19151	138	15	data	datum	NOUN
ajst-19151	138	16	may	may	AUX
ajst-19151	138	17	disrupt	disrupt	VERB
ajst-19151	138	18	the	the	DET
ajst-19151	138	19	long	long	ADJ
ajst-19151	138	20	-	-	PUNCT
ajst-19151	138	21	term	term	NOUN
ajst-19151	138	22	strategy	strategy	NOUN
ajst-19151	138	23	of	of	ADP
ajst-19151	138	24	intelligent	intelligent	ADJ
ajst-19151	138	25	money	money	NOUN
ajst-19151	138	26	management	management	NOUN
ajst-19151	138	27	.	.	PUNCT
ajst-19151	139	1	this	this	DET
ajst-19151	139	2	behavior	behavior	NOUN
ajst-19151	139	3	often	often	ADV
ajst-19151	139	4	results	result	VERB
ajst-19151	139	5	in	in	ADP
ajst-19151	139	6	investors	investor	NOUN
ajst-19151	139	7	prioritizing	prioritize	VERB
ajst-19151	139	8	short	short	ADJ
ajst-19151	139	9	-	-	PUNCT
ajst-19151	139	10	term	term	NOUN
ajst-19151	139	11	gains	gain	NOUN
ajst-19151	139	12	over	over	ADP
ajst-19151	139	13	adhering	adhere	VERB
ajst-19151	139	14	to	to	ADP
ajst-19151	139	15	the	the	DET
ajst-19151	139	16	long	long	ADJ
ajst-19151	139	17	-	-	PUNCT
ajst-19151	139	18	term	term	NOUN
ajst-19151	139	19	investment	investment	NOUN
ajst-19151	139	20	strategies	strategy	NOUN
ajst-19151	139	21	devised	devise	VERB
ajst-19151	139	22	by	by	ADP
ajst-19151	139	23	intelligent	intelligent	ADJ
ajst-19151	139	24	investment	investment	NOUN
ajst-19151	139	25	advisers	adviser	NOUN
ajst-19151	139	26	,	,	PUNCT
ajst-19151	139	27	thus	thus	ADV
ajst-19151	139	28	making	make	VERB
ajst-19151	139	29	suboptimal	suboptimal	ADJ
ajst-19151	139	30	investment	investment	NOUN
ajst-19151	139	31	decisions	decision	NOUN
ajst-19151	139	32	.	.	PUNCT
ajst-19151	140	1	model	model	NOUN
ajst-19151	140	2	(	(	PUNCT
ajst-19151	140	3	4	4	X
ajst-19151	140	4	)	)	PUNCT
ajst-19151	140	5	primarily	primarily	ADV
ajst-19151	140	6	investigates	investigate	VERB
ajst-19151	140	7	how	how	SCONJ
ajst-19151	140	8	investors	investor	NOUN
ajst-19151	140	9	'	'	PART
ajst-19151	140	10	adjustments	adjustment	NOUN
ajst-19151	140	11	to	to	ADP
ajst-19151	140	12	smart	smart	ADJ
ajst-19151	140	13	adviser	adviser	NOUN
ajst-19151	140	14	usage	usage	NOUN
ajst-19151	140	15	influence	influence	NOUN
ajst-19151	140	16	their	their	PRON
ajst-19151	140	17	overall	overall	ADJ
ajst-19151	140	18	investment	investment	NOUN
ajst-19151	140	19	performance	performance	NOUN
ajst-19151	140	20	.	.	PUNCT
ajst-19151	141	1	the	the	DET
ajst-19151	141	2	goal	goal	NOUN
ajst-19151	141	3	of	of	ADP
ajst-19151	141	4	this	this	DET
ajst-19151	141	5	model	model	NOUN
ajst-19151	141	6	is	be	AUX
ajst-19151	141	7	to	to	PART
ajst-19151	141	8	unveil	unveil	VERB
ajst-19151	141	9	the	the	DET
ajst-19151	141	10	impact	impact	NOUN
ajst-19151	141	11	of	of	ADP
ajst-19151	141	12	recency	recency	NOUN
ajst-19151	141	13	effects	effect	NOUN
ajst-19151	141	14	on	on	ADP
ajst-19151	141	15	investors	investor	NOUN
ajst-19151	141	16	'	'	PART
ajst-19151	141	17	long	long	ADJ
ajst-19151	141	18	-	-	PUNCT
ajst-19151	141	19	term	term	NOUN
ajst-19151	141	20	investment	investment	NOUN
ajst-19151	141	21	performance	performance	NOUN
ajst-19151	141	22	and	and	CCONJ
ajst-19151	141	23	ascertain	ascertain	VERB
ajst-19151	141	24	whether	whether	SCONJ
ajst-19151	141	25	investors	investor	NOUN
ajst-19151	141	26	tend	tend	VERB
ajst-19151	141	27	to	to	PART
ajst-19151	141	28	alter	alter	VERB
ajst-19151	141	29	their	their	PRON
ajst-19151	141	30	investment	investment	NOUN
ajst-19151	141	31	strategies	strategy	NOUN
ajst-19151	141	32	based	base	VERB
ajst-19151	141	33	on	on	ADP
ajst-19151	141	34	recent	recent	ADJ
ajst-19151	141	35	investment	investment	NOUN
ajst-19151	141	36	performance	performance	NOUN
ajst-19151	141	37	,	,	PUNCT
ajst-19151	141	38	potentially	potentially	ADV
ajst-19151	141	39	undermining	undermine	VERB
ajst-19151	141	40	the	the	DET
ajst-19151	141	41	long	long	ADJ
ajst-19151	141	42	-	-	PUNCT
ajst-19151	141	43	term	term	NOUN
ajst-19151	141	44	efficacy	efficacy	NOUN
ajst-19151	141	45	of	of	ADP
ajst-19151	141	46	smart	smart	ADJ
ajst-19151	141	47	advisers	adviser	NOUN
ajst-19151	141	48	.	.	PUNCT
ajst-19151	142	1	(	(	PUNCT
ajst-19151	142	2	4	4	X
ajst-19151	142	3	)	)	PUNCT
ajst-19151	142	4	79	79	NUM
ajst-19151	142	5	to	to	PART
ajst-19151	142	6	estimate	estimate	VERB
ajst-19151	142	7	the	the	DET
ajst-19151	142	8	above	above	ADJ
ajst-19151	142	9	model	model	NOUN
ajst-19151	142	10	,	,	PUNCT
ajst-19151	142	11	two	two	NUM
ajst-19151	142	12	samples	sample	NOUN
ajst-19151	142	13	were	be	AUX
ajst-19151	142	14	utilized	utilize	VERB
ajst-19151	142	15	:	:	PUNCT
ajst-19151	142	16	sample	sample	NOUN
ajst-19151	142	17	(	(	PUNCT
ajst-19151	142	18	1	1	X
ajst-19151	142	19	)	)	PUNCT
ajst-19151	142	20	comprising	comprising	NOUN
ajst-19151	142	21	completed	complete	VERB
ajst-19151	142	22	investment	investment	NOUN
ajst-19151	142	23	transactions	transaction	NOUN
ajst-19151	142	24	from	from	ADP
ajst-19151	142	25	may	may	PROPN
ajst-19151	142	26	2015	2015	NUM
ajst-19151	142	27	to	to	ADP
ajst-19151	142	28	june	june	PROPN
ajst-19151	142	29	2016	2016	NUM
ajst-19151	142	30	,	,	PUNCT
ajst-19151	142	31	and	and	CCONJ
ajst-19151	142	32	sample	sample	NOUN
ajst-19151	142	33	(	(	PUNCT
ajst-19151	142	34	2	2	X
ajst-19151	142	35	)	)	PUNCT
ajst-19151	142	36	encompassing	encompass	VERB
ajst-19151	142	37	ongoing	ongoing	ADJ
ajst-19151	142	38	investment	investment	NOUN
ajst-19151	142	39	transactions	transaction	NOUN
ajst-19151	142	40	.	.	PUNCT
ajst-19151	143	1	the	the	DET
ajst-19151	143	2	results	result	NOUN
ajst-19151	143	3	,	,	PUNCT
ajst-19151	143	4	as	as	SCONJ
ajst-19151	143	5	presented	present	VERB
ajst-19151	143	6	in	in	ADP
ajst-19151	143	7	table	table	NOUN
ajst-19151	143	8	3	3	NUM
ajst-19151	143	9	,	,	PUNCT
ajst-19151	143	10	indicate	indicate	VERB
ajst-19151	143	11	that	that	SCONJ
ajst-19151	143	12	frequent	frequent	ADJ
ajst-19151	143	13	enabling	enabling	NOUN
ajst-19151	143	14	or	or	CCONJ
ajst-19151	143	15	disabling	disable	VERB
ajst-19151	143	16	of	of	ADP
ajst-19151	143	17	smart	smart	ADJ
ajst-19151	143	18	advisers	adviser	NOUN
ajst-19151	143	19	diminishes	diminish	VERB
ajst-19151	143	20	investment	investment	NOUN
ajst-19151	143	21	returns	return	NOUN
ajst-19151	143	22	.	.	PUNCT
ajst-19151	144	1	this	this	DET
ajst-19151	144	2	finding	finding	NOUN
ajst-19151	144	3	underscores	underscore	VERB
ajst-19151	144	4	how	how	SCONJ
ajst-19151	144	5	human	human	ADJ
ajst-19151	144	6	intervention	intervention	NOUN
ajst-19151	144	7	often	often	ADV
ajst-19151	144	8	compromises	compromise	VERB
ajst-19151	144	9	the	the	DET
ajst-19151	144	10	long	long	ADJ
ajst-19151	144	11	-	-	PUNCT
ajst-19151	144	12	term	term	NOUN
ajst-19151	144	13	objectives	objective	NOUN
ajst-19151	144	14	of	of	ADP
ajst-19151	144	15	smart	smart	ADJ
ajst-19151	144	16	financial	financial	ADJ
ajst-19151	144	17	solutions	solution	NOUN
ajst-19151	144	18	,	,	PUNCT
ajst-19151	144	19	resulting	result	VERB
ajst-19151	144	20	in	in	ADP
ajst-19151	144	21	inferior	inferior	ADJ
ajst-19151	144	22	performance	performance	NOUN
ajst-19151	144	23	.	.	PUNCT
ajst-19151	145	1	notably	notably	ADV
ajst-19151	145	2	,	,	PUNCT
ajst-19151	145	3	in	in	ADP
ajst-19151	145	4	the	the	DET
ajst-19151	145	5	second	second	ADJ
ajst-19151	145	6	sample	sample	NOUN
ajst-19151	145	7	covering	cover	VERB
ajst-19151	145	8	ongoing	ongoing	ADJ
ajst-19151	145	9	investment	investment	NOUN
ajst-19151	145	10	transactions	transaction	NOUN
ajst-19151	145	11	,	,	PUNCT
ajst-19151	145	12	the	the	DET
ajst-19151	145	13	negative	negative	ADJ
ajst-19151	145	14	effects	effect	NOUN
ajst-19151	145	15	of	of	ADP
ajst-19151	145	16	frequent	frequent	ADJ
ajst-19151	145	17	adjustments	adjustment	NOUN
ajst-19151	145	18	by	by	ADP
ajst-19151	145	19	investors	investor	NOUN
ajst-19151	145	20	to	to	ADP
ajst-19151	145	21	smart	smart	ADJ
ajst-19151	145	22	advisers	adviser	NOUN
ajst-19151	145	23	are	be	AUX
ajst-19151	145	24	more	more	ADV
ajst-19151	145	25	pronounced	pronounced	ADJ
ajst-19151	145	26	.	.	PUNCT
ajst-19151	146	1	this	this	DET
ajst-19151	146	2	observation	observation	NOUN
ajst-19151	146	3	underscores	underscore	VERB
ajst-19151	146	4	the	the	DET
ajst-19151	146	5	importance	importance	NOUN
ajst-19151	146	6	of	of	ADP
ajst-19151	146	7	maintaining	maintain	VERB
ajst-19151	146	8	a	a	DET
ajst-19151	146	9	consistent	consistent	ADJ
ajst-19151	146	10	usage	usage	NOUN
ajst-19151	146	11	pattern	pattern	NOUN
ajst-19151	146	12	of	of	ADP
ajst-19151	146	13	smart	smart	ADJ
ajst-19151	146	14	advisers	adviser	NOUN
ajst-19151	146	15	and	and	CCONJ
ajst-19151	146	16	refraining	refrain	VERB
ajst-19151	146	17	from	from	ADP
ajst-19151	146	18	frequent	frequent	ADJ
ajst-19151	146	19	interventions	intervention	NOUN
ajst-19151	146	20	to	to	PART
ajst-19151	146	21	fully	fully	ADV
ajst-19151	146	22	capitalize	capitalize	VERB
ajst-19151	146	23	on	on	ADP
ajst-19151	146	24	their	their	PRON
ajst-19151	146	25	long	long	ADJ
ajst-19151	146	26	-	-	PUNCT
ajst-19151	146	27	term	term	NOUN
ajst-19151	146	28	investment	investment	NOUN
ajst-19151	146	29	benefits	benefit	NOUN
ajst-19151	146	30	.	.	PUNCT
ajst-19151	147	1	this	this	DET
ajst-19151	147	2	research	research	NOUN
ajst-19151	147	3	holds	hold	VERB
ajst-19151	147	4	significance	significance	NOUN
ajst-19151	147	5	for	for	ADP
ajst-19151	147	6	smart	smart	ADJ
ajst-19151	147	7	finance	finance	NOUN
ajst-19151	147	8	service	service	NOUN
ajst-19151	147	9	providers	provider	NOUN
ajst-19151	147	10	,	,	PUNCT
ajst-19151	147	11	offering	offer	VERB
ajst-19151	147	12	valuable	valuable	ADJ
ajst-19151	147	13	insights	insight	NOUN
ajst-19151	147	14	into	into	ADP
ajst-19151	147	15	understanding	understanding	NOUN
ajst-19151	147	16	and	and	CCONJ
ajst-19151	147	17	predicting	predict	VERB
ajst-19151	147	18	users	user	NOUN
ajst-19151	147	19	'	'	PART
ajst-19151	147	20	adoption	adoption	NOUN
ajst-19151	147	21	and	and	CCONJ
ajst-19151	147	22	usage	usage	NOUN
ajst-19151	147	23	behavior	behavior	NOUN
ajst-19151	147	24	of	of	ADP
ajst-19151	147	25	smart	smart	ADJ
ajst-19151	147	26	advisers	adviser	NOUN
ajst-19151	147	27	.	.	PUNCT
ajst-19151	148	1	[	[	X
ajst-19151	148	2	17]this	17]this	NUM
ajst-19151	148	3	understanding	understanding	NOUN
ajst-19151	148	4	can	can	AUX
ajst-19151	148	5	aid	aid	VERB
ajst-19151	148	6	designers	designer	NOUN
ajst-19151	148	7	in	in	ADP
ajst-19151	148	8	optimizing	optimize	VERB
ajst-19151	148	9	the	the	DET
ajst-19151	148	10	design	design	NOUN
ajst-19151	148	11	of	of	ADP
ajst-19151	148	12	smart	smart	ADJ
ajst-19151	148	13	advisers	adviser	NOUN
ajst-19151	148	14	to	to	PART
ajst-19151	148	15	better	well	ADV
ajst-19151	148	16	align	align	VERB
ajst-19151	148	17	with	with	ADP
ajst-19151	148	18	user	user	NOUN
ajst-19151	148	19	needs	need	NOUN
ajst-19151	148	20	and	and	CCONJ
ajst-19151	148	21	preferences	preference	NOUN
ajst-19151	148	22	.	.	PUNCT
ajst-19151	149	1	while	while	SCONJ
ajst-19151	149	2	intelligent	intelligent	ADJ
ajst-19151	149	3	investment	investment	NOUN
ajst-19151	149	4	advisers	adviser	NOUN
ajst-19151	149	5	offer	offer	VERB
ajst-19151	149	6	cost	cost	NOUN
ajst-19151	149	7	-	-	PUNCT
ajst-19151	149	8	effective	effective	ADJ
ajst-19151	149	9	financial	financial	ADJ
ajst-19151	149	10	plans	plan	NOUN
ajst-19151	149	11	,	,	PUNCT
ajst-19151	149	12	their	their	PRON
ajst-19151	149	13	focus	focus	NOUN
ajst-19151	149	14	on	on	ADP
ajst-19151	149	15	portfolio	portfolio	NOUN
ajst-19151	149	16	optimization	optimization	NOUN
ajst-19151	149	17	for	for	ADP
ajst-19151	149	18	long	long	ADJ
ajst-19151	149	19	-	-	PUNCT
ajst-19151	149	20	term	term	NOUN
ajst-19151	149	21	returns	return	NOUN
ajst-19151	149	22	may	may	AUX
ajst-19151	149	23	entail	entail	VERB
ajst-19151	149	24	temporary	temporary	ADJ
ajst-19151	149	25	setbacks	setback	NOUN
ajst-19151	149	26	.	.	PUNCT
ajst-19151	150	1	thus	thus	ADV
ajst-19151	150	2	,	,	PUNCT
ajst-19151	150	3	users	user	NOUN
ajst-19151	150	4	require	require	VERB
ajst-19151	150	5	a	a	DET
ajst-19151	150	6	deeper	deep	ADJ
ajst-19151	150	7	comprehension	comprehension	NOUN
ajst-19151	150	8	of	of	ADP
ajst-19151	150	9	these	these	DET
ajst-19151	150	10	systems	system	NOUN
ajst-19151	150	11	'	'	PART
ajst-19151	150	12	inner	inner	ADJ
ajst-19151	150	13	workings	working	NOUN
ajst-19151	150	14	to	to	PART
ajst-19151	150	15	avoid	avoid	VERB
ajst-19151	150	16	making	make	VERB
ajst-19151	150	17	suboptimal	suboptimal	ADJ
ajst-19151	150	18	investment	investment	NOUN
ajst-19151	150	19	decisions	decision	NOUN
ajst-19151	150	20	due	due	ADJ
ajst-19151	150	21	to	to	ADP
ajst-19151	150	22	limited	limit	VERB
ajst-19151	150	23	personal	personal	ADJ
ajst-19151	150	24	rationality	rationality	NOUN
ajst-19151	150	25	.	.	PUNCT
ajst-19151	151	1	moreover	moreover	ADV
ajst-19151	151	2	,	,	PUNCT
ajst-19151	151	3	the	the	DET
ajst-19151	151	4	inherent	inherent	ADJ
ajst-19151	151	5	complexity	complexity	NOUN
ajst-19151	151	6	of	of	ADP
ajst-19151	151	7	algorithms	algorithm	NOUN
ajst-19151	151	8	often	often	ADV
ajst-19151	151	9	renders	render	VERB
ajst-19151	151	10	intelligent	intelligent	ADJ
ajst-19151	151	11	systems	system	NOUN
ajst-19151	151	12	opaque	opaque	NOUN
ajst-19151	151	13	,	,	PUNCT
ajst-19151	151	14	making	make	VERB
ajst-19151	151	15	it	it	PRON
ajst-19151	151	16	challenging	challenge	VERB
ajst-19151	151	17	for	for	SCONJ
ajst-19151	151	18	users	user	NOUN
ajst-19151	151	19	to	to	PART
ajst-19151	151	20	fully	fully	ADV
ajst-19151	151	21	grasp	grasp	VERB
ajst-19151	151	22	their	their	PRON
ajst-19151	151	23	operations	operation	NOUN
ajst-19151	151	24	.	.	PUNCT
ajst-19151	152	1	to	to	PART
ajst-19151	152	2	address	address	VERB
ajst-19151	152	3	this	this	DET
ajst-19151	152	4	challenge	challenge	NOUN
ajst-19151	152	5	,	,	PUNCT
ajst-19151	152	6	service	service	NOUN
ajst-19151	152	7	providers	provider	NOUN
ajst-19151	152	8	should	should	AUX
ajst-19151	152	9	prioritize	prioritize	VERB
ajst-19151	152	10	offering	offer	VERB
ajst-19151	152	11	more	more	ADJ
ajst-19151	152	12	transparent	transparent	ADJ
ajst-19151	152	13	services	service	NOUN
ajst-19151	152	14	and	and	CCONJ
ajst-19151	152	15	implementing	implement	VERB
ajst-19151	152	16	appropriate	appropriate	ADJ
ajst-19151	152	17	evaluation	evaluation	NOUN
ajst-19151	152	18	programs	program	NOUN
ajst-19151	152	19	to	to	PART
ajst-19151	152	20	enhance	enhance	VERB
ajst-19151	152	21	user	user	NOUN
ajst-19151	152	22	trust	trust	PROPN
ajst-19151	152	23	.	.	PUNCT
ajst-19151	153	1	additionally	additionally	ADV
ajst-19151	153	2	,	,	PUNCT
ajst-19151	153	3	they	they	PRON
ajst-19151	153	4	should	should	AUX
ajst-19151	153	5	emphasize	emphasize	VERB
ajst-19151	153	6	user	user	NOUN
ajst-19151	153	7	-	-	PUNCT
ajst-19151	153	8	friendly	friendly	ADJ
ajst-19151	153	9	interaction	interaction	NOUN
ajst-19151	153	10	design	design	NOUN
ajst-19151	153	11	and	and	CCONJ
ajst-19151	153	12	develop	develop	VERB
ajst-19151	153	13	flexible	flexible	ADJ
ajst-19151	153	14	,	,	PUNCT
ajst-19151	153	15	efficient	efficient	ADJ
ajst-19151	153	16	,	,	PUNCT
ajst-19151	153	17	and	and	CCONJ
ajst-19151	153	18	personalized	personalize	VERB
ajst-19151	153	19	financial	financial	ADJ
ajst-19151	153	20	investment	investment	NOUN
ajst-19151	153	21	services	service	NOUN
ajst-19151	153	22	rooted	root	VERB
ajst-19151	153	23	in	in	ADP
ajst-19151	153	24	technology	technology	NOUN
ajst-19151	153	25	.	.	PUNCT
ajst-19151	154	1	this	this	DET
ajst-19151	154	2	approach	approach	NOUN
ajst-19151	154	3	will	will	AUX
ajst-19151	154	4	empower	empower	VERB
ajst-19151	154	5	intelligent	intelligent	ADJ
ajst-19151	154	6	advisers	adviser	NOUN
ajst-19151	154	7	to	to	PART
ajst-19151	154	8	better	well	ADV
ajst-19151	154	9	serve	serve	VERB
ajst-19151	154	10	the	the	DET
ajst-19151	154	11	public	public	NOUN
ajst-19151	154	12	and	and	CCONJ
ajst-19151	154	13	foster	foster	VERB
ajst-19151	154	14	a	a	DET
ajst-19151	154	15	mutually	mutually	ADV
ajst-19151	154	16	beneficial	beneficial	ADJ
ajst-19151	154	17	relationship	relationship	NOUN
ajst-19151	154	18	between	between	ADP
ajst-19151	154	19	users	user	NOUN
ajst-19151	154	20	and	and	CCONJ
ajst-19151	154	21	service	service	NOUN
ajst-19151	154	22	providers	provider	NOUN
ajst-19151	154	23	.	.	PUNCT
ajst-19151	155	1	4	4	X
ajst-19151	155	2	.	.	X
ajst-19151	155	3	conclusion	conclusion	NOUN
ajst-19151	155	4	based	base	VERB
ajst-19151	155	5	on	on	ADP
ajst-19151	155	6	the	the	DET
ajst-19151	155	7	conclusion	conclusion	NOUN
ajst-19151	155	8	of	of	ADP
ajst-19151	155	9	the	the	DET
ajst-19151	155	10	article	article	NOUN
ajst-19151	155	11	,	,	PUNCT
ajst-19151	155	12	one	one	NUM
ajst-19151	155	13	potential	potential	ADJ
ajst-19151	155	14	application	application	NOUN
ajst-19151	155	15	of	of	ADP
ajst-19151	155	16	artificial	artificial	ADJ
ajst-19151	155	17	intelligence	intelligence	NOUN
ajst-19151	155	18	in	in	ADP
ajst-19151	155	19	the	the	DET
ajst-19151	155	20	financial	financial	ADJ
ajst-19151	155	21	sector	sector	NOUN
ajst-19151	155	22	is	be	AUX
ajst-19151	155	23	the	the	DET
ajst-19151	155	24	development	development	NOUN
ajst-19151	155	25	and	and	CCONJ
ajst-19151	155	26	promotion	promotion	NOUN
ajst-19151	155	27	of	of	ADP
ajst-19151	155	28	ai	ai	ADJ
ajst-19151	155	29	financial	financial	ADJ
ajst-19151	155	30	advisers	adviser	NOUN
ajst-19151	155	31	.	.	PUNCT
ajst-19151	156	1	these	these	DET
ajst-19151	156	2	advisers	adviser	NOUN
ajst-19151	156	3	leverage	leverage	VERB
ajst-19151	156	4	ai	ai	VERB
ajst-19151	156	5	algorithms	algorithm	NOUN
ajst-19151	156	6	to	to	PART
ajst-19151	156	7	analyze	analyze	VERB
ajst-19151	156	8	market	market	NOUN
ajst-19151	156	9	trading	trading	NOUN
ajst-19151	156	10	conditions	condition	NOUN
ajst-19151	156	11	and	and	CCONJ
ajst-19151	156	12	provide	provide	VERB
ajst-19151	156	13	insights	insight	NOUN
ajst-19151	156	14	into	into	ADP
ajst-19151	156	15	future	future	ADJ
ajst-19151	156	16	market	market	NOUN
ajst-19151	156	17	trends	trend	NOUN
ajst-19151	156	18	.	.	PUNCT
ajst-19151	157	1	this	this	DET
ajst-19151	157	2	advancement	advancement	NOUN
ajst-19151	157	3	in	in	ADP
ajst-19151	157	4	technology	technology	NOUN
ajst-19151	157	5	allows	allow	VERB
ajst-19151	157	6	financial	financial	ADJ
ajst-19151	157	7	companies	company	NOUN
ajst-19151	157	8	to	to	PART
ajst-19151	157	9	offer	offer	VERB
ajst-19151	157	10	more	more	ADV
ajst-19151	157	11	personalized	personalized	ADJ
ajst-19151	157	12	and	and	CCONJ
ajst-19151	157	13	efficient	efficient	ADJ
ajst-19151	157	14	investment	investment	NOUN
ajst-19151	157	15	services	service	NOUN
ajst-19151	157	16	to	to	ADP
ajst-19151	157	17	their	their	PRON
ajst-19151	157	18	clients.in	clients.in	NOUN
ajst-19151	157	19	conclusion	conclusion	NOUN
ajst-19151	157	20	,	,	PUNCT
ajst-19151	157	21	the	the	DET
ajst-19151	157	22	integration	integration	NOUN
ajst-19151	157	23	of	of	ADP
ajst-19151	157	24	generative	generative	ADJ
ajst-19151	157	25	artificial	artificial	ADJ
ajst-19151	157	26	intelligence	intelligence	NOUN
ajst-19151	157	27	(	(	PUNCT
ajst-19151	157	28	ai	ai	NOUN
ajst-19151	157	29	)	)	PUNCT
ajst-19151	157	30	into	into	ADP
ajst-19151	157	31	financial	financial	ADJ
ajst-19151	157	32	advisory	advisory	ADJ
ajst-19151	157	33	services	service	NOUN
ajst-19151	157	34	represents	represent	VERB
ajst-19151	157	35	a	a	DET
ajst-19151	157	36	transformative	transformative	ADJ
ajst-19151	157	37	shift	shift	NOUN
ajst-19151	157	38	in	in	ADP
ajst-19151	157	39	the	the	DET
ajst-19151	157	40	industry	industry	NOUN
ajst-19151	157	41	,	,	PUNCT
ajst-19151	157	42	democratizing	democratize	VERB
ajst-19151	157	43	access	access	NOUN
ajst-19151	157	44	to	to	ADP
ajst-19151	157	45	personalized	personalize	VERB
ajst-19151	157	46	wealth	wealth	NOUN
ajst-19151	157	47	management	management	NOUN
ajst-19151	157	48	solutions	solution	NOUN
ajst-19151	157	49	and	and	CCONJ
ajst-19151	157	50	optimizing	optimize	VERB
ajst-19151	157	51	investment	investment	NOUN
ajst-19151	157	52	strategies	strategy	NOUN
ajst-19151	157	53	for	for	ADP
ajst-19151	157	54	a	a	DET
ajst-19151	157	55	broader	broad	ADJ
ajst-19151	157	56	spectrum	spectrum	NOUN
ajst-19151	157	57	of	of	ADP
ajst-19151	157	58	clients	client	NOUN
ajst-19151	157	59	.	.	PUNCT
ajst-19151	158	1	[	[	X
ajst-19151	158	2	18]by	18]by	NUM
ajst-19151	158	3	leveraging	leverage	VERB
ajst-19151	158	4	advanced	advanced	ADJ
ajst-19151	158	5	ai	ai	NOUN
ajst-19151	158	6	algorithms	algorithms	NOUN
ajst-19151	158	7	and	and	CCONJ
ajst-19151	158	8	machine	machine	NOUN
ajst-19151	158	9	learning	learn	VERB
ajst-19151	158	10	techniques	technique	NOUN
ajst-19151	158	11	,	,	PUNCT
ajst-19151	158	12	intelligent	intelligent	ADJ
ajst-19151	158	13	investment	investment	NOUN
ajst-19151	158	14	advisers	adviser	NOUN
ajst-19151	158	15	,	,	PUNCT
ajst-19151	158	16	exemplified	exemplify	VERB
ajst-19151	158	17	by	by	ADP
ajst-19151	158	18	platforms	platform	NOUN
ajst-19151	158	19	like	like	ADP
ajst-19151	158	20	wealthfront	wealthfront	NOUN
ajst-19151	158	21	and	and	CCONJ
ajst-19151	158	22	betterment	betterment	NOUN
ajst-19151	158	23	,	,	PUNCT
ajst-19151	158	24	offer	offer	VERB
ajst-19151	158	25	bespoke	bespoke	NOUN
ajst-19151	158	26	asset	asset	NOUN
ajst-19151	158	27	portfolio	portfolio	NOUN
ajst-19151	158	28	recommendations	recommendation	NOUN
ajst-19151	158	29	tailored	tailor	VERB
ajst-19151	158	30	to	to	ADP
ajst-19151	158	31	individual	individual	ADJ
ajst-19151	158	32	risk	risk	NOUN
ajst-19151	158	33	profiles	profile	NOUN
ajst-19151	158	34	and	and	CCONJ
ajst-19151	158	35	investment	investment	NOUN
ajst-19151	158	36	objectives	objective	NOUN
ajst-19151	158	37	.	.	PUNCT
ajst-19151	159	1	the	the	DET
ajst-19151	159	2	impact	impact	NOUN
ajst-19151	159	3	of	of	ADP
ajst-19151	159	4	users	user	NOUN
ajst-19151	159	5	'	'	PART
ajst-19151	159	6	past	past	ADJ
ajst-19151	159	7	investment	investment	NOUN
ajst-19151	159	8	performance	performance	NOUN
ajst-19151	159	9	on	on	ADP
ajst-19151	159	10	their	their	PRON
ajst-19151	159	11	adoption	adoption	NOUN
ajst-19151	159	12	of	of	ADP
ajst-19151	159	13	intelligent	intelligent	ADJ
ajst-19151	159	14	advisers	adviser	NOUN
ajst-19151	159	15	underscores	underscore	VERB
ajst-19151	159	16	the	the	DET
ajst-19151	159	17	nuanced	nuanced	ADJ
ajst-19151	159	18	interplay	interplay	NOUN
ajst-19151	159	19	between	between	ADP
ajst-19151	159	20	past	past	ADJ
ajst-19151	159	21	performance	performance	NOUN
ajst-19151	159	22	,	,	PUNCT
ajst-19151	159	23	risk	risk	NOUN
ajst-19151	159	24	perception	perception	NOUN
ajst-19151	159	25	,	,	PUNCT
ajst-19151	159	26	and	and	CCONJ
ajst-19151	159	27	the	the	DET
ajst-19151	159	28	adoption	adoption	NOUN
ajst-19151	159	29	of	of	ADP
ajst-19151	159	30	innovative	innovative	ADJ
ajst-19151	159	31	financial	financial	ADJ
ajst-19151	159	32	technologies	technology	NOUN
ajst-19151	159	33	.	.	PUNCT
ajst-19151	160	1	while	while	SCONJ
ajst-19151	160	2	poor	poor	ADJ
ajst-19151	160	3	investment	investment	NOUN
ajst-19151	160	4	performance	performance	NOUN
ajst-19151	160	5	may	may	AUX
ajst-19151	160	6	lead	lead	VERB
ajst-19151	160	7	some	some	DET
ajst-19151	160	8	investors	investor	NOUN
ajst-19151	160	9	to	to	PART
ajst-19151	160	10	seek	seek	VERB
ajst-19151	160	11	assistance	assistance	NOUN
ajst-19151	160	12	from	from	ADP
ajst-19151	160	13	intelligent	intelligent	ADJ
ajst-19151	160	14	advisers	adviser	NOUN
ajst-19151	160	15	to	to	PART
ajst-19151	160	16	enhance	enhance	VERB
ajst-19151	160	17	their	their	PRON
ajst-19151	160	18	outcomes	outcome	NOUN
ajst-19151	160	19	,	,	PUNCT
ajst-19151	160	20	frequent	frequent	ADJ
ajst-19151	160	21	adjustments	adjustment	NOUN
ajst-19151	160	22	to	to	ADP
ajst-19151	160	23	smart	smart	ADJ
ajst-19151	160	24	adviser	adviser	NOUN
ajst-19151	160	25	usage	usage	NOUN
ajst-19151	160	26	based	base	VERB
ajst-19151	160	27	on	on	ADP
ajst-19151	160	28	recency	recency	NOUN
ajst-19151	160	29	effects	effect	NOUN
ajst-19151	160	30	can	can	AUX
ajst-19151	160	31	undermine	undermine	VERB
ajst-19151	160	32	long	long	ADJ
ajst-19151	160	33	-	-	PUNCT
ajst-19151	160	34	term	term	NOUN
ajst-19151	160	35	investment	investment	NOUN
ajst-19151	160	36	objectives	objective	NOUN
ajst-19151	160	37	,	,	PUNCT
ajst-19151	160	38	highlighting	highlight	VERB
ajst-19151	160	39	the	the	DET
ajst-19151	160	40	importance	importance	NOUN
ajst-19151	160	41	of	of	ADP
ajst-19151	160	42	consistent	consistent	ADJ
ajst-19151	160	43	usage	usage	NOUN
ajst-19151	160	44	patterns	pattern	NOUN
ajst-19151	160	45	to	to	PART
ajst-19151	160	46	fully	fully	ADV
ajst-19151	160	47	capitalize	capitalize	VERB
ajst-19151	160	48	on	on	ADP
ajst-19151	160	49	the	the	DET
ajst-19151	160	50	benefits	benefit	NOUN
ajst-19151	160	51	of	of	ADP
ajst-19151	160	52	these	these	DET
ajst-19151	160	53	platforms	platform	NOUN
ajst-19151	160	54	.	.	PUNCT
ajst-19151	161	1	moreover	moreover	ADV
ajst-19151	161	2	,	,	PUNCT
ajst-19151	161	3	our	our	PRON
ajst-19151	161	4	research	research	NOUN
ajst-19151	161	5	emphasizes	emphasize	VERB
ajst-19151	161	6	the	the	DET
ajst-19151	161	7	significance	significance	NOUN
ajst-19151	161	8	of	of	ADP
ajst-19151	161	9	transparency	transparency	NOUN
ajst-19151	161	10	,	,	PUNCT
ajst-19151	161	11	user	user	NOUN
ajst-19151	161	12	-	-	PUNCT
ajst-19151	161	13	friendly	friendly	ADJ
ajst-19151	161	14	interaction	interaction	NOUN
ajst-19151	161	15	design	design	NOUN
ajst-19151	161	16	,	,	PUNCT
ajst-19151	161	17	and	and	CCONJ
ajst-19151	161	18	tailored	tailor	VERB
ajst-19151	161	19	financial	financial	ADJ
ajst-19151	161	20	services	service	NOUN
ajst-19151	161	21	to	to	PART
ajst-19151	161	22	foster	foster	VERB
ajst-19151	161	23	user	user	NOUN
ajst-19151	161	24	trust	trust	NOUN
ajst-19151	161	25	and	and	CCONJ
ajst-19151	161	26	enhance	enhance	VERB
ajst-19151	161	27	the	the	DET
ajst-19151	161	28	optimization	optimization	NOUN
ajst-19151	161	29	of	of	ADP
ajst-19151	161	30	intelligent	intelligent	ADJ
ajst-19151	161	31	advisers	adviser	NOUN
ajst-19151	161	32	'	'	PART
ajst-19151	161	33	design	design	NOUN
ajst-19151	161	34	.	.	PUNCT
ajst-19151	162	1	by	by	ADP
ajst-19151	162	2	prioritizing	prioritize	VERB
ajst-19151	162	3	user	user	NOUN
ajst-19151	162	4	experience	experience	NOUN
ajst-19151	162	5	optimization	optimization	NOUN
ajst-19151	162	6	,	,	PUNCT
ajst-19151	162	7	transparency	transparency	NOUN
ajst-19151	162	8	,	,	PUNCT
ajst-19151	162	9	and	and	CCONJ
ajst-19151	162	10	trust	trust	NOUN
ajst-19151	162	11	-	-	PUNCT
ajst-19151	162	12	building	building	NOUN
ajst-19151	162	13	initiatives	initiative	NOUN
ajst-19151	162	14	,	,	PUNCT
ajst-19151	162	15	ai	ai	ADJ
ajst-19151	162	16	-	-	PUNCT
ajst-19151	162	17	powered	power	VERB
ajst-19151	162	18	financial	financial	ADJ
ajst-19151	162	19	advisory	advisory	NOUN
ajst-19151	162	20	systems	system	NOUN
ajst-19151	162	21	can	can	AUX
ajst-19151	162	22	cultivate	cultivate	VERB
ajst-19151	162	23	long	long	ADJ
ajst-19151	162	24	-	-	PUNCT
ajst-19151	162	25	term	term	NOUN
ajst-19151	162	26	relationships	relationship	NOUN
ajst-19151	162	27	with	with	ADP
ajst-19151	162	28	users	user	NOUN
ajst-19151	162	29	and	and	CCONJ
ajst-19151	162	30	position	position	VERB
ajst-19151	162	31	themselves	themselves	PRON
ajst-19151	162	32	as	as	ADP
ajst-19151	162	33	reliable	reliable	ADJ
ajst-19151	162	34	and	and	CCONJ
ajst-19151	162	35	indispensable	indispensable	ADJ
ajst-19151	162	36	tools	tool	NOUN
ajst-19151	162	37	for	for	ADP
ajst-19151	162	38	achieving	achieve	VERB
ajst-19151	162	39	financial	financial	ADJ
ajst-19151	162	40	goals	goal	NOUN
ajst-19151	162	41	.	.	PUNCT
ajst-19151	163	1	in	in	ADP
ajst-19151	163	2	summary	summary	NOUN
ajst-19151	163	3	,	,	PUNCT
ajst-19151	163	4	the	the	DET
ajst-19151	163	5	convergence	convergence	NOUN
ajst-19151	163	6	of	of	ADP
ajst-19151	163	7	generative	generative	ADJ
ajst-19151	163	8	ai	ai	NOUN
ajst-19151	163	9	and	and	CCONJ
ajst-19151	163	10	finance	finance	NOUN
ajst-19151	163	11	offers	offer	VERB
ajst-19151	163	12	immense	immense	ADJ
ajst-19151	163	13	potential	potential	NOUN
ajst-19151	163	14	to	to	PART
ajst-19151	163	15	revolutionize	revolutionize	VERB
ajst-19151	163	16	traditional	traditional	ADJ
ajst-19151	163	17	financial	financial	ADJ
ajst-19151	163	18	advisory	advisory	ADJ
ajst-19151	163	19	services	service	NOUN
ajst-19151	163	20	,	,	PUNCT
ajst-19151	163	21	empowering	empower	VERB
ajst-19151	163	22	individuals	individual	NOUN
ajst-19151	163	23	to	to	PART
ajst-19151	163	24	make	make	VERB
ajst-19151	163	25	informed	informed	ADJ
ajst-19151	163	26	investment	investment	NOUN
ajst-19151	163	27	decisions	decision	NOUN
ajst-19151	163	28	and	and	CCONJ
ajst-19151	163	29	navigate	navigate	VERB
ajst-19151	163	30	market	market	NOUN
ajst-19151	163	31	complexities	complexity	NOUN
ajst-19151	163	32	with	with	ADP
ajst-19151	163	33	agility	agility	NOUN
ajst-19151	163	34	and	and	CCONJ
ajst-19151	163	35	precision	precision	NOUN
ajst-19151	163	36	.	.	PUNCT
ajst-19151	164	1	acknowledgment	acknowledgment	NOUN
ajst-19151	164	2	with	with	ADP
ajst-19151	164	3	heartfelt	heartfelt	ADJ
ajst-19151	164	4	gratitude	gratitude	NOUN
ajst-19151	164	5	,	,	PUNCT
ajst-19151	164	6	we	we	PRON
ajst-19151	164	7	extend	extend	VERB
ajst-19151	164	8	our	our	PRON
ajst-19151	164	9	sincere	sincere	ADJ
ajst-19151	164	10	appreciation	appreciation	NOUN
ajst-19151	164	11	to	to	ADP
ajst-19151	164	12	ji	ji	PROPN
ajst-19151	164	13	,	,	PUNCT
ajst-19151	164	14	huan	huan	PROPN
ajst-19151	164	15	,	,	PUNCT
ajst-19151	164	16	et	et	PROPN
ajst-19151	164	17	al	al	PROPN
ajst-19151	164	18	.	.	PROPN
ajst-19151	164	19	,	,	PUNCT
ajst-19151	164	20	for	for	ADP
ajst-19151	164	21	their	their	PRON
ajst-19151	164	22	seminal	seminal	ADJ
ajst-19151	164	23	work	work	NOUN
ajst-19151	164	24	on	on	ADP
ajst-19151	164	25	leveraging	leverage	VERB
ajst-19151	164	26	machine	machine	NOUN
ajst-19151	164	27	learning	learning	NOUN
ajst-19151	164	28	for	for	ADP
ajst-19151	164	29	precise	precise	ADJ
ajst-19151	164	30	audience	audience	NOUN
ajst-19151	164	31	targeting	target	VERB
ajst-19151	164	32	in	in	ADP
ajst-19151	164	33	data	datum	NOUN
ajst-19151	164	34	science	science	NOUN
ajst-19151	164	35	and	and	CCONJ
ajst-19151	164	36	targeted	target	VERB
ajst-19151	164	37	advertising	advertising	NOUN
ajst-19151	164	38	.	.	PUNCT
ajst-19151	165	1	their	their	PRON
ajst-19151	165	2	research	research	NOUN
ajst-19151	165	3	,	,	PUNCT
ajst-19151	165	4	published	publish	VERB
ajst-19151	165	5	in	in	ADP
ajst-19151	165	6	the	the	DET
ajst-19151	165	7	academic	academic	ADJ
ajst-19151	165	8	journal	journal	NOUN
ajst-19151	165	9	of	of	ADP
ajst-19151	165	10	science	science	NOUN
ajst-19151	165	11	and	and	CCONJ
ajst-19151	165	12	technology	technology	NOUN
ajst-19151	165	13	,	,	PUNCT
ajst-19151	165	14	has	have	AUX
ajst-19151	165	15	not	not	PART
ajst-19151	165	16	only	only	ADV
ajst-19151	165	17	enriched	enrich	VERB
ajst-19151	165	18	our	our	PRON
ajst-19151	165	19	understanding	understanding	NOUN
ajst-19151	165	20	of	of	ADP
ajst-19151	165	21	machine	machine	NOUN
ajst-19151	165	22	learning	learn	VERB
ajst-19151	165	23	applications	application	NOUN
ajst-19151	165	24	but	but	CCONJ
ajst-19151	165	25	also	also	ADV
ajst-19151	165	26	provided	provide	VERB
ajst-19151	165	27	invaluable	invaluable	ADJ
ajst-19151	165	28	inspiration	inspiration	NOUN
ajst-19151	165	29	for	for	ADP
ajst-19151	165	30	our	our	PRON
ajst-19151	165	31	investigation	investigation	NOUN
ajst-19151	165	32	into	into	ADP
ajst-19151	165	33	the	the	DET
ajst-19151	165	34	intersection	intersection	NOUN
ajst-19151	165	35	of	of	ADP
ajst-19151	165	36	artificial	artificial	ADJ
ajst-19151	165	37	intelligence	intelligence	NOUN
ajst-19151	165	38	and	and	CCONJ
ajst-19151	165	39	finance	finance	NOUN
ajst-19151	165	40	.	.	PUNCT
ajst-19151	166	1	we	we	PRON
ajst-19151	166	2	are	be	AUX
ajst-19151	166	3	indebted	indebted	ADJ
ajst-19151	166	4	to	to	ADP
ajst-19151	166	5	their	their	PRON
ajst-19151	166	6	insightful	insightful	ADJ
ajst-19151	166	7	contributions	contribution	NOUN
ajst-19151	166	8	,	,	PUNCT
ajst-19151	166	9	which	which	PRON
ajst-19151	166	10	have	have	AUX
ajst-19151	166	11	significantly	significantly	ADV
ajst-19151	166	12	influenced	influence	VERB
ajst-19151	166	13	the	the	DET
ajst-19151	166	14	direction	direction	NOUN
ajst-19151	166	15	and	and	CCONJ
ajst-19151	166	16	depth	depth	NOUN
ajst-19151	166	17	of	of	ADP
ajst-19151	166	18	our	our	PRON
ajst-19151	166	19	research	research	NOUN
ajst-19151	166	20	,	,	PUNCT
ajst-19151	166	21	shaping	shape	VERB
ajst-19151	166	22	it	it	PRON
ajst-19151	166	23	into	into	ADP
ajst-19151	166	24	a	a	DET
ajst-19151	166	25	more	more	ADV
ajst-19151	166	26	comprehensive	comprehensive	ADJ
ajst-19151	166	27	and	and	CCONJ
ajst-19151	166	28	impactful	impactful	ADJ
ajst-19151	166	29	endeavor	endeavor	NOUN
ajst-19151	166	30	.	.	PUNCT
ajst-19151	167	1	references	reference	NOUN
ajst-19151	167	2	[	[	X
ajst-19151	167	3	1	1	NUM
ajst-19151	167	4	]	]	X
ajst-19151	167	5	gao	gao	PROPN
ajst-19151	167	6	,	,	PUNCT
ajst-19151	167	7	longsen	longsen	PROPN
ajst-19151	167	8	,	,	PUNCT
ajst-19151	167	9	et	et	PROPN
ajst-19151	167	10	al	al	PROPN
ajst-19151	167	11	.	.	PUNCT
ajst-19151	168	1	"	"	PUNCT
ajst-19151	168	2	autonomous	autonomous	ADJ
ajst-19151	168	3	multi	multi	ADJ
ajst-19151	168	4	-	-	ADJ
ajst-19151	168	5	robot	robot	ADJ
ajst-19151	168	6	servicing	servicing	NOUN
ajst-19151	168	7	for	for	ADP
ajst-19151	168	8	spacecraft	spacecraft	NOUN
ajst-19151	168	9	operation	operation	NOUN
ajst-19151	168	10	extension	extension	NOUN
ajst-19151	168	11	.	.	PUNCT
ajst-19151	168	12	"	"	PUNCT
ajst-19151	169	1	2023	2023	NUM
ajst-19151	169	2	ieee	ieee	NOUN
ajst-19151	169	3	/	/	SYM
ajst-19151	169	4	rsj	rsj	NOUN
ajst-19151	169	5	international	international	ADJ
ajst-19151	169	6	conference	conference	NOUN
ajst-19151	169	7	on	on	ADP
ajst-19151	169	8	intelligent	intelligent	ADJ
ajst-19151	169	9	robots	robot	NOUN
ajst-19151	169	10	and	and	CCONJ
ajst-19151	169	11	systems	system	NOUN
ajst-19151	169	12	(	(	PUNCT
ajst-19151	169	13	iros	iro	NOUN
ajst-19151	169	14	)	)	PUNCT
ajst-19151	169	15	.	.	PUNCT
ajst-19151	170	1	ieee	ieee	NOUN
ajst-19151	170	2	,	,	PUNCT
ajst-19151	170	3	2023	2023	NUM
ajst-19151	170	4	.	.	PUNCT
ajst-19151	171	1	[	[	X
ajst-19151	171	2	2	2	NUM
ajst-19151	171	3	]	]	X
ajst-19151	171	4	che	che	X
ajst-19151	171	5	,	,	PUNCT
ajst-19151	171	6	chang	chang	PROPN
ajst-19151	171	7	,	,	PUNCT
ajst-19151	171	8	et	et	PROPN
ajst-19151	171	9	al	al	PROPN
ajst-19151	171	10	.	.	PUNCT
ajst-19151	172	1	"	"	PUNCT
ajst-19151	172	2	enhancing	enhance	VERB
ajst-19151	172	3	multimodal	multimodal	ADJ
ajst-19151	172	4	understanding	understanding	NOUN
ajst-19151	172	5	with	with	ADP
ajst-19151	172	6	clip	clip	NOUN
ajst-19151	172	7	-	-	PUNCT
ajst-19151	172	8	based	base	VERB
ajst-19151	172	9	image	image	NOUN
ajst-19151	172	10	-	-	PUNCT
ajst-19151	172	11	to	to	ADP
ajst-19151	172	12	-	-	PUNCT
ajst-19151	172	13	text	text	NOUN
ajst-19151	172	14	transformation	transformation	NOUN
ajst-19151	172	15	.	.	PUNCT
ajst-19151	172	16	"	"	PUNCT
ajst-19151	172	17	proceedings	proceeding	NOUN
ajst-19151	172	18	of	of	ADP
ajst-19151	172	19	the	the	DET
ajst-19151	172	20	2023	2023	NUM
ajst-19151	172	21	6th	6th	ADJ
ajst-19151	172	22	international	international	ADJ
ajst-19151	172	23	conference	conference	NOUN
ajst-19151	172	24	on	on	ADP
ajst-19151	172	25	big	big	ADJ
ajst-19151	172	26	data	datum	NOUN
ajst-19151	172	27	technologies	technology	NOUN
ajst-19151	172	28	.	.	PUNCT
ajst-19151	173	1	2023	2023	NUM
ajst-19151	173	2	.	.	PUNCT
ajst-19151	174	1	[	[	X
ajst-19151	174	2	3	3	NUM
ajst-19151	174	3	]	]	X
ajst-19151	174	4	zhang	zhang	PROPN
ajst-19151	174	5	,	,	PUNCT
ajst-19151	174	6	yufeng	yufeng	PROPN
ajst-19151	174	7	,	,	PUNCT
ajst-19151	174	8	et	et	PROPN
ajst-19151	174	9	al	al	PROPN
ajst-19151	174	10	.	.	PUNCT
ajst-19151	174	11	"	"	PUNCT
ajst-19151	174	12	manipulator	manipulator	NOUN
ajst-19151	174	13	control	control	NOUN
ajst-19151	174	14	system	system	NOUN
ajst-19151	174	15	based	base	VERB
ajst-19151	174	16	on	on	ADP
ajst-19151	174	17	machine	machine	NOUN
ajst-19151	174	18	vision	vision	NOUN
ajst-19151	174	19	.	.	PUNCT
ajst-19151	174	20	"	"	PUNCT
ajst-19151	175	1	international	international	ADJ
ajst-19151	175	2	conference	conference	NOUN
ajst-19151	175	3	on	on	ADP
ajst-19151	175	4	applications	application	NOUN
ajst-19151	175	5	and	and	CCONJ
ajst-19151	175	6	techniques	technique	NOUN
ajst-19151	175	7	in	in	ADP
ajst-19151	175	8	cyber	cyber	ADJ
ajst-19151	175	9	intelligence	intelligence	NOUN
ajst-19151	175	10	atci	atci	NOUN
ajst-19151	175	11	2019	2019	NUM
ajst-19151	175	12	:	:	PUNCT
ajst-19151	175	13	applications	application	NOUN
ajst-19151	175	14	and	and	CCONJ
ajst-19151	175	15	techniques	technique	NOUN
ajst-19151	175	16	in	in	ADP
ajst-19151	175	17	cyber	cyber	ADJ
ajst-19151	175	18	intelligence	intelligence	NOUN
ajst-19151	175	19	7	7	NUM
ajst-19151	175	20	.	.	PUNCT
ajst-19151	175	21	springer	springer	NOUN
ajst-19151	175	22	international	international	ADJ
ajst-19151	175	23	publishing	publishing	NOUN
ajst-19151	175	24	,	,	PUNCT
ajst-19151	175	25	2020	2020	NUM
ajst-19151	175	26	.	.	PUNCT
ajst-19151	176	1	[	[	X
ajst-19151	176	2	4	4	X
ajst-19151	176	3	]	]	PUNCT
ajst-19151	176	4	k.	k.	PROPN
ajst-19151	176	5	xu	xu	PROPN
ajst-19151	176	6	,	,	PUNCT
ajst-19151	176	7	x.	x.	PROPN
ajst-19151	176	8	wang	wang	PROPN
ajst-19151	176	9	,	,	PUNCT
ajst-19151	176	10	z.	z.	PROPN
ajst-19151	176	11	hu	hu	PROPN
ajst-19151	176	12	and	and	CCONJ
ajst-19151	176	13	z.	z.	PROPN
ajst-19151	176	14	zhang	zhang	PROPN
ajst-19151	176	15	,	,	PUNCT
ajst-19151	176	16	"	"	PUNCT
ajst-19151	176	17	3d	3d	NUM
ajst-19151	176	18	face	face	NOUN
ajst-19151	176	19	recognition	recognition	NOUN
ajst-19151	176	20	based	base	VERB
ajst-19151	176	21	on	on	ADP
ajst-19151	176	22	twin	twin	ADJ
ajst-19151	176	23	neural	neural	ADJ
ajst-19151	176	24	network	network	NOUN
ajst-19151	176	25	combining	combine	VERB
ajst-19151	176	26	deep	deep	ADJ
ajst-19151	176	27	map	map	NOUN
ajst-19151	176	28	and	and	CCONJ
ajst-19151	176	29	texture	texture	NOUN
ajst-19151	176	30	,	,	PUNCT
ajst-19151	176	31	"	"	PUNCT
ajst-19151	176	32	2019	2019	NUM
ajst-19151	176	33	ieee	ieee	NOUN
ajst-19151	176	34	19th	19th	ADJ
ajst-19151	176	35	international	international	ADJ
ajst-19151	176	36	conference	conference	NOUN
ajst-19151	176	37	on	on	ADP
ajst-19151	176	38	communication	communication	NOUN
ajst-19151	176	39	technology	technology	NOUN
ajst-19151	176	40	(	(	PUNCT
ajst-19151	176	41	icct	icct	NOUN
ajst-19151	176	42	)	)	PUNCT
ajst-19151	176	43	,	,	PUNCT
ajst-19151	176	44	xi'an	xi'an	PROPN
ajst-19151	176	45	,	,	PUNCT
ajst-19151	176	46	china	china	PROPN
ajst-19151	176	47	,	,	PUNCT
ajst-19151	176	48	2019	2019	NUM
ajst-19151	176	49	,	,	PUNCT
ajst-19151	176	50	pp	pp	ADJ
ajst-19151	176	51	.	.	PUNCT
ajst-19151	177	1	1665	1665	NUM
ajst-19151	177	2	-	-	SYM
ajst-19151	177	3	1668	1668	NUM
ajst-19151	177	4	,	,	PUNCT
ajst-19151	177	5	doi	doi	NOUN
ajst-19151	177	6	:	:	PUNCT
ajst-19151	177	7	10.1109	10.1109	NUM
ajst-19151	177	8	/	/	SYM
ajst-19151	177	9	icct46805.2019.8947113	icct46805.2019.8947113	PROPN
ajst-19151	177	10	.	.	PUNCT
ajst-19151	178	1	[	[	X
ajst-19151	178	2	5	5	NUM
ajst-19151	178	3	]	]	X
ajst-19151	178	4	wang	wang	PROPN
ajst-19151	178	5	,	,	PUNCT
ajst-19151	178	6	g.	g.	PROPN
ajst-19151	178	7	,	,	PUNCT
ajst-19151	178	8	gong	gong	PROPN
ajst-19151	178	9	,	,	PUNCT
ajst-19151	178	10	y.	y.	PROPN
ajst-19151	178	11	,	,	PUNCT
ajst-19151	178	12	zhu	zhu	PROPN
ajst-19151	178	13	,	,	PUNCT
ajst-19151	178	14	m.	m.	NOUN
ajst-19151	178	15	,	,	PUNCT
ajst-19151	178	16	yuan	yuan	PROPN
ajst-19151	178	17	,	,	PUNCT
ajst-19151	178	18	j.	j.	PROPN
ajst-19151	178	19	,	,	PUNCT
ajst-19151	178	20	&	&	CCONJ
ajst-19151	178	21	wei	wei	PROPN
ajst-19151	178	22	,	,	PUNCT
ajst-19151	178	23	k.	k.	PROPN
ajst-19151	178	24	(	(	PUNCT
ajst-19151	178	25	2023	2023	NUM
ajst-19151	178	26	)	)	PUNCT
ajst-19151	178	27	.	.	PUNCT
ajst-19151	179	1	unveiling	unveil	VERB
ajst-19151	179	2	the	the	DET
ajst-19151	179	3	future	future	NOUN
ajst-19151	179	4	navigating	navigate	VERB
ajst-19151	179	5	next	next	ADJ
ajst-19151	179	6	-	-	PUNCT
ajst-19151	179	7	generation	generation	NOUN
ajst-19151	179	8	ai	ai	PROPN
ajst-19151	179	9	frontiers	frontier	NOUN
ajst-19151	179	10	and	and	CCONJ
ajst-19151	179	11	innovations	innovation	NOUN
ajst-19151	179	12	in	in	ADP
ajst-19151	179	13	application	application	NOUN
ajst-19151	179	14	.	.	PUNCT
ajst-19151	180	1	international	international	ADJ
ajst-19151	180	2	journal	journal	PROPN
ajst-19151	180	3	of	of	ADP
ajst-19151	180	4	computer	computer	NOUN
ajst-19151	180	5	science	science	NOUN
ajst-19151	180	6	and	and	CCONJ
ajst-19151	180	7	information	information	NOUN
ajst-19151	180	8	technology	technology	NOUN
ajst-19151	180	9	,	,	PUNCT
ajst-19151	180	10	1(1	1(1	NUM
ajst-19151	180	11	)	)	PUNCT
ajst-19151	180	12	,	,	PUNCT
ajst-19151	180	13	147	147	NUM
ajst-19151	180	14	-	-	SYM
ajst-19151	180	15	156	156	NUM
ajst-19151	180	16	.	.	PUNCT
ajst-19151	181	1	[	[	X
ajst-19151	181	2	6	6	NUM
ajst-19151	181	3	]	]	X
ajst-19151	181	4	che	che	PROPN
ajst-19151	181	5	,	,	PUNCT
ajst-19151	181	6	chang	chang	PROPN
ajst-19151	181	7	,	,	PUNCT
ajst-19151	181	8	et	et	PROPN
ajst-19151	181	9	al	al	PROPN
ajst-19151	181	10	.	.	PUNCT
ajst-19151	182	1	"	"	PUNCT
ajst-19151	182	2	advancing	advance	VERB
ajst-19151	182	3	cancer	cancer	NOUN
ajst-19151	182	4	document	document	NOUN
ajst-19151	182	5	classification	classification	NOUN
ajst-19151	182	6	with	with	ADP
ajst-19151	182	7	r	r	NOUN
ajst-19151	182	8	andom	andom	NOUN
ajst-19151	182	9	forest	forest	NOUN
ajst-19151	182	10	.	.	PUNCT
ajst-19151	182	11	"	"	PUNCT
ajst-19151	183	1	academic	academic	ADJ
ajst-19151	183	2	journal	journal	NOUN
ajst-19151	183	3	of	of	ADP
ajst-19151	183	4	science	science	NOUN
ajst-19151	183	5	and	and	CCONJ
ajst-19151	183	6	technology	technology	NOUN
ajst-19151	183	7	8.1	8.1	NUM
ajst-19151	183	8	(	(	PUNCT
ajst-19151	183	9	2023	2023	NUM
ajst-19151	183	10	):	):	PUNCT
ajst-19151	183	11	278	278	NUM
ajst-19151	183	12	-	-	SYM
ajst-19151	183	13	280	280	NUM
ajst-19151	183	14	.	.	PUNCT
ajst-19151	184	1	[	[	X
ajst-19151	184	2	7	7	NUM
ajst-19151	184	3	]	]	X
ajst-19151	184	4	zhu	zhu	PROPN
ajst-19151	184	5	,	,	PUNCT
ajst-19151	184	6	mengran	mengran	NOUN
ajst-19151	184	7	,	,	PUNCT
ajst-19151	184	8	et	et	PROPN
ajst-19151	184	9	al	al	PROPN
ajst-19151	184	10	.	.	PUNCT
ajst-19151	185	1	"	"	PUNCT
ajst-19151	185	2	utilizing	utilize	VERB
ajst-19151	185	3	gans	gan	NOUN
ajst-19151	185	4	for	for	ADP
ajst-19151	185	5	fraud	fraud	NOUN
ajst-19151	185	6	detection	detection	NOUN
ajst-19151	185	7	:	:	PUNCT
ajst-19151	185	8	model	model	NOUN
ajst-19151	185	9	training	training	NOUN
ajst-19151	185	10	with	with	ADP
ajst-19151	185	11	synthetic	synthetic	ADJ
ajst-19151	185	12	transaction	transaction	NOUN
ajst-19151	185	13	data	datum	NOUN
ajst-19151	185	14	.	.	PUNCT
ajst-19151	185	15	"	"	PUNCT
ajst-19151	186	1	arxiv	arxiv	PROPN
ajst-19151	186	2	preprint	preprint	VERB
ajst-19151	186	3	arxiv:2402.09830	arxiv:2402.09830	NOUN
ajst-19151	186	4	(	(	PUNCT
ajst-19151	186	5	2024	2024	NUM
ajst-19151	186	6	)	)	PUNCT
ajst-19151	186	7	.	.	PUNCT
ajst-19151	187	1	80	80	NUM
ajst-19151	188	1	[	[	SYM
ajst-19151	188	2	8	8	NUM
ajst-19151	188	3	]	]	SYM
ajst-19151	188	4	yu	yu	PROPN
ajst-19151	188	5	,	,	PUNCT
ajst-19151	188	6	hanyi	hanyi	PROPN
ajst-19151	188	7	,	,	PUNCT
ajst-19151	188	8	et	et	PROPN
ajst-19151	188	9	al	al	PROPN
ajst-19151	188	10	.	.	PUNCT
ajst-19151	189	1	"	"	PUNCT
ajst-19151	189	2	machine	machine	NOUN
ajst-19151	189	3	learning	learning	NOUN
ajst-19151	189	4	-	-	PUNCT
ajst-19151	189	5	based	base	VERB
ajst-19151	189	6	vehicle	vehicle	NOUN
ajst-19151	189	7	intention	intention	NOUN
ajst-19151	189	8	trajectory	trajectory	NOUN
ajst-19151	189	9	recognition	recognition	NOUN
ajst-19151	189	10	and	and	CCONJ
ajst-19151	189	11	prediction	prediction	NOUN
ajst-19151	189	12	for	for	ADP
ajst-19151	189	13	autonomous	autonomous	ADJ
ajst-19151	189	14	driving	driving	NOUN
ajst-19151	189	15	.	.	PUNCT
ajst-19151	189	16	"	"	PUNCT
ajst-19151	190	1	arxiv	arxiv	PROPN
ajst-19151	190	2	preprint	preprint	NOUN
ajst-19151	190	3	arxiv:2402.16036	arxiv:2402.16036	NOUN
ajst-19151	190	4	(	(	PUNCT
ajst-19151	190	5	2024	2024	NUM
ajst-19151	190	6	)	)	PUNCT
ajst-19151	190	7	.	.	PUNCT
ajst-19151	191	1	[	[	X
ajst-19151	191	2	9	9	NUM
ajst-19151	191	3	]	]	X
ajst-19151	191	4	ji	ji	PROPN
ajst-19151	191	5	,	,	PUNCT
ajst-19151	191	6	huan	huan	PROPN
ajst-19151	191	7	,	,	PUNCT
ajst-19151	191	8	et	et	PROPN
ajst-19151	191	9	al	al	PROPN
ajst-19151	191	10	.	.	PUNCT
ajst-19151	192	1	"	"	PUNCT
ajst-19151	192	2	utilizing	utilize	VERB
ajst-19151	192	3	machine	machine	NOUN
ajst-19151	192	4	learning	learning	NOUN
ajst-19151	192	5	for	for	ADP
ajst-19151	192	6	precise	precise	ADJ
ajst-19151	192	7	audience	audience	NOUN
ajst-19151	192	8	targeting	target	VERB
ajst-19151	192	9	in	in	ADP
ajst-19151	192	10	data	datum	NOUN
ajst-19151	192	11	science	science	NOUN
ajst-19151	192	12	and	and	CCONJ
ajst-19151	192	13	targeted	target	VERB
ajst-19151	192	14	advertising	advertising	NOUN
ajst-19151	192	15	.	.	PUNCT
ajst-19151	192	16	"	"	PUNCT
ajst-19151	193	1	academic	academic	ADJ
ajst-19151	193	2	journal	journal	NOUN
ajst-19151	193	3	of	of	ADP
ajst-19151	193	4	science	science	NOUN
ajst-19151	193	5	and	and	CCONJ
ajst-19151	193	6	technology	technology	NOUN
ajst-19151	193	7	9.2	9.2	NUM
ajst-19151	193	8	(	(	PUNCT
ajst-19151	193	9	2024	2024	NUM
ajst-19151	193	10	):	):	PUNCT
ajst-19151	193	11	215	215	NUM
ajst-19151	193	12	-	-	SYM
ajst-19151	193	13	220	220	NUM
ajst-19151	193	14	.	.	PUNCT
ajst-19151	194	1	[	[	X
ajst-19151	194	2	10	10	NUM
ajst-19151	194	3	]	]	X
ajst-19151	194	4	che	che	X
ajst-19151	194	5	,	,	PUNCT
ajst-19151	194	6	chang	chang	PROPN
ajst-19151	194	7	,	,	PUNCT
ajst-19151	194	8	et	et	PROPN
ajst-19151	194	9	al	al	PROPN
ajst-19151	194	10	.	.	PUNCT
ajst-19151	195	1	"	"	PUNCT
ajst-19151	195	2	deep	deep	ADJ
ajst-19151	195	3	learning	learning	NOUN
ajst-19151	195	4	for	for	ADP
ajst-19151	195	5	precise	precise	ADJ
ajst-19151	195	6	robot	robot	NOUN
ajst-19151	195	7	position	position	NOUN
ajst-19151	195	8	prediction	prediction	NOUN
ajst-19151	195	9	in	in	ADP
ajst-19151	195	10	logistics	logistic	NOUN
ajst-19151	195	11	.	.	PUNCT
ajst-19151	195	12	"	"	PUNCT
ajst-19151	196	1	journal	journal	NOUN
ajst-19151	196	2	of	of	ADP
ajst-19151	196	3	theory	theory	NOUN
ajst-19151	196	4	and	and	CCONJ
ajst-19151	196	5	practice	practice	NOUN
ajst-19151	196	6	of	of	ADP
ajst-19151	196	7	engineering	engineering	NOUN
ajst-19151	196	8	science	science	NOUN
ajst-19151	196	9	3.10	3.10	NUM
ajst-19151	196	10	(	(	PUNCT
ajst-19151	196	11	2023	2023	NUM
ajst-19151	196	12	):	):	PUNCT
ajst-19151	196	13	36	36	NUM
ajst-19151	196	14	-	-	SYM
ajst-19151	196	15	41	41	NUM
ajst-19151	196	16	.	.	PUNCT
ajst-19151	197	1	[	[	X
ajst-19151	197	2	11	11	NUM
ajst-19151	197	3	]	]	X
ajst-19151	197	4	zhang	zhang	PROPN
ajst-19151	197	5	,	,	PUNCT
ajst-19151	197	6	y.	y.	PROPN
ajst-19151	197	7	,	,	PUNCT
ajst-19151	197	8	abdullah	abdullah	PROPN
ajst-19151	197	9	,	,	PUNCT
ajst-19151	197	10	s.	s.	PROPN
ajst-19151	197	11	,	,	PUNCT
ajst-19151	197	12	ullah	ullah	PROPN
ajst-19151	197	13	,	,	PUNCT
ajst-19151	197	14	i.	i.	PROPN
ajst-19151	197	15	,	,	PUNCT
ajst-19151	197	16	&	&	CCONJ
ajst-19151	197	17	ghani	ghani	PROPN
ajst-19151	197	18	,	,	PUNCT
ajst-19151	197	19	f.	f.	PROPN
ajst-19151	197	20	(	(	PUNCT
ajst-19151	197	21	2024	2024	NUM
ajst-19151	197	22	)	)	PUNCT
ajst-19151	197	23	.	.	PUNCT
ajst-19151	198	1	a	a	DET
ajst-19151	198	2	new	new	ADJ
ajst-19151	198	3	approach	approach	NOUN
ajst-19151	198	4	to	to	ADP
ajst-19151	198	5	neural	neural	ADJ
ajst-19151	198	6	network	network	NOUN
ajst-19151	198	7	via	via	ADP
ajst-19151	198	8	double	double	ADJ
ajst-19151	198	9	hierarchy	hierarchy	NOUN
ajst-19151	198	10	linguistic	linguistic	ADJ
ajst-19151	198	11	information	information	NOUN
ajst-19151	198	12	:	:	PUNCT
ajst-19151	198	13	application	application	NOUN
ajst-19151	198	14	in	in	ADP
ajst-19151	198	15	robot	robot	NOUN
ajst-19151	198	16	selection	selection	NOUN
ajst-19151	198	17	.	.	PUNCT
ajst-19151	199	1	engineering	engineering	NOUN
ajst-19151	199	2	applications	application	NOUN
ajst-19151	199	3	of	of	ADP
ajst-19151	199	4	artificial	artificial	ADJ
ajst-19151	199	5	intelligence	intelligence	NOUN
ajst-19151	199	6	,	,	PUNCT
ajst-19151	199	7	129	129	NUM
ajst-19151	199	8	,	,	PUNCT
ajst-19151	199	9	107581	107581	NUM
ajst-19151	199	10	.	.	PUNCT
ajst-19151	200	1	[	[	X
ajst-19151	200	2	12	12	NUM
ajst-19151	200	3	]	]	X
ajst-19151	200	4	huo	huo	NOUN
ajst-19151	200	5	,	,	PUNCT
ajst-19151	200	6	shuning	shuning	NOUN
ajst-19151	200	7	,	,	PUNCT
ajst-19151	200	8	et	et	PROPN
ajst-19151	200	9	al	al	PROPN
ajst-19151	200	10	.	.	PUNCT
ajst-19151	201	1	"	"	PUNCT
ajst-19151	201	2	deep	deep	ADJ
ajst-19151	201	3	learning	learning	NOUN
ajst-19151	201	4	approaches	approach	NOUN
ajst-19151	201	5	for	for	ADP
ajst-19151	201	6	improving	improve	VERB
ajst-19151	201	7	question	question	NOUN
ajst-19151	201	8	answering	answer	VERB
ajst-19151	201	9	systems	system	NOUN
ajst-19151	201	10	in	in	ADP
ajst-19151	201	11	hepatocellular	hepatocellular	ADJ
ajst-19151	201	12	carcinoma	carcinoma	NOUN
ajst-19151	201	13	research	research	NOUN
ajst-19151	201	14	.	.	PUNCT
ajst-19151	201	15	"	"	PUNCT
ajst-19151	202	1	arxiv	arxiv	PROPN
ajst-19151	202	2	preprint	preprint	PROPN
ajst-19151	202	3	arxiv:2402.16038	arxiv:2402.16038	PROPN
ajst-19151	202	4	(	(	PUNCT
ajst-19151	202	5	2024	2024	NUM
ajst-19151	202	6	)	)	PUNCT
ajst-19151	202	7	.	.	PUNCT
ajst-19151	203	1	[	[	X
ajst-19151	203	2	13	13	NUM
ajst-19151	203	3	]	]	SYM
ajst-19151	203	4	xiang	xiang	PROPN
ajst-19151	203	5	,	,	PUNCT
ajst-19151	203	6	yafei	yafei	PROPN
ajst-19151	203	7	,	,	PUNCT
ajst-19151	203	8	et	et	PROPN
ajst-19151	203	9	al	al	PROPN
ajst-19151	203	10	.	.	PUNCT
ajst-19151	204	1	"	"	PUNCT
ajst-19151	204	2	text	text	NOUN
ajst-19151	204	3	understanding	understanding	NOUN
ajst-19151	204	4	and	and	CCONJ
ajst-19151	204	5	generation	generation	NOUN
ajst-19151	204	6	using	use	VERB
ajst-19151	204	7	transformer	transformer	NOUN
ajst-19151	204	8	models	model	NOUN
ajst-19151	204	9	for	for	ADP
ajst-19151	204	10	intelligent	intelligent	ADJ
ajst-19151	204	11	e	e	ADJ
ajst-19151	204	12	-	-	ADJ
ajst-19151	204	13	commerce	commerce	NOUN
ajst-19151	204	14	recommendations	recommendation	NOUN
ajst-19151	204	15	.	.	PUNCT
ajst-19151	204	16	"	"	PUNCT
ajst-19151	205	1	arxiv	arxiv	PROPN
ajst-19151	205	2	preprint	preprint	NOUN
ajst-19151	205	3	arxiv:2402.16035	arxiv:2402.16035	NOUN
ajst-19151	205	4	(	(	PUNCT
ajst-19151	205	5	2024	2024	NUM
ajst-19151	205	6	)	)	PUNCT
ajst-19151	205	7	.	.	PUNCT
ajst-19151	206	1	[	[	X
ajst-19151	206	2	14	14	NUM
ajst-19151	206	3	]	]	X
ajst-19151	206	4	wan	wan	PROPN
ajst-19151	206	5	,	,	PUNCT
ajst-19151	206	6	weixiang	weixiang	PROPN
ajst-19151	206	7	,	,	PUNCT
ajst-19151	206	8	et	et	PROPN
ajst-19151	206	9	al	al	PROPN
ajst-19151	206	10	.	.	PUNCT
ajst-19151	207	1	"	"	PUNCT
ajst-19151	207	2	progress	progress	NOUN
ajst-19151	207	3	in	in	ADP
ajst-19151	207	4	artificial	artificial	ADJ
ajst-19151	207	5	intelligence	intelligence	NOUN
ajst-19151	207	6	applications	application	NOUN
ajst-19151	207	7	based	base	VERB
ajst-19151	207	8	on	on	ADP
ajst-19151	207	9	the	the	DET
ajst-19151	207	10	combination	combination	NOUN
ajst-19151	207	11	of	of	ADP
ajst-19151	207	12	self	self	NOUN
ajst-19151	207	13	-	-	PUNCT
ajst-19151	207	14	driven	drive	VERB
ajst-19151	207	15	sensors	sensor	NOUN
ajst-19151	207	16	and	and	CCONJ
ajst-19151	207	17	deep	deep	ADJ
ajst-19151	207	18	learning	learning	NOUN
ajst-19151	207	19	.	.	PUNCT
ajst-19151	207	20	"	"	PUNCT
ajst-19151	208	1	arxiv	arxiv	PROPN
ajst-19151	208	2	preprint	preprint	VERB
ajst-19151	208	3	arxiv:2402.09442	arxiv:2402.09442	NUM
ajst-19151	208	4	(	(	PUNCT
ajst-19151	208	5	2024	2024	NUM
ajst-19151	208	6	)	)	PUNCT
ajst-19151	208	7	.	.	PUNCT
ajst-19151	209	1	[	[	X
ajst-19151	209	2	15	15	NUM
ajst-19151	209	3	]	]	X
ajst-19151	209	4	w.	w.	PROPN
ajst-19151	209	5	sun	sun	PROPN
ajst-19151	209	6	,	,	PUNCT
ajst-19151	209	7	w.	w.	PROPN
ajst-19151	209	8	wan	wan	PROPN
ajst-19151	209	9	,	,	PUNCT
ajst-19151	209	10	l.	l.	PROPN
ajst-19151	209	11	pan	pan	PROPN
ajst-19151	209	12	,	,	PUNCT
ajst-19151	209	13	j.	j.	PROPN
ajst-19151	209	14	xu	xu	PROPN
ajst-19151	209	15	,	,	PUNCT
ajst-19151	209	16	and	and	CCONJ
ajst-19151	209	17	q.	q.	PROPN
ajst-19151	209	18	zeng	zeng	PROPN
ajst-19151	209	19	,	,	PUNCT
ajst-19151	209	20	“	"	PUNCT
ajst-19151	209	21	the	the	DET
ajst-19151	209	22	integration	integration	NOUN
ajst-19151	209	23	of	of	ADP
ajst-19151	209	24	large	large	ADJ
ajst-19151	209	25	-	-	PUNCT
ajst-19151	209	26	scale	scale	NOUN
ajst-19151	209	27	language	language	NOUN
ajst-19151	209	28	models	model	NOUN
ajst-19151	209	29	into	into	ADP
ajst-19151	209	30	intelligent	intelligent	ADJ
ajst-19151	209	31	adjudication	adjudication	NOUN
ajst-19151	209	32	:	:	PUNCT
ajst-19151	209	33	justification	justification	NOUN
ajst-19151	209	34	rules	rule	NOUN
ajst-19151	209	35	and	and	CCONJ
ajst-19151	209	36	implementation	implementation	NOUN
ajst-19151	209	37	pathways	pathway	NOUN
ajst-19151	209	38	”	"	PUNCT
ajst-19151	209	39	,	,	PUNCT
ajst-19151	209	40	journal	journal	NOUN
ajst-19151	209	41	of	of	ADP
ajst-19151	209	42	industrial	industrial	ADJ
ajst-19151	209	43	engineering	engineering	PROPN
ajst-19151	209	44	&	&	CCONJ
ajst-19151	209	45	amp	amp	PROPN
ajst-19151	209	46	;	;	PUNCT
ajst-19151	209	47	applied	apply	VERB
ajst-19151	209	48	science	science	NOUN
ajst-19151	209	49	,	,	PUNCT
ajst-19151	209	50	vol	vol	NOUN
ajst-19151	209	51	.	.	PROPN
ajst-19151	209	52	2	2	NUM
ajst-19151	209	53	,	,	PUNCT
ajst-19151	209	54	no	no	INTJ
ajst-19151	209	55	.	.	NOUN
ajst-19151	209	56	1	1	NUM
ajst-19151	209	57	,	,	PUNCT
ajst-19151	209	58	pp	pp	ADJ
ajst-19151	209	59	.	.	PUNCT
ajst-19151	210	1	13–20	13–20	NUM
ajst-19151	210	2	,	,	PUNCT
ajst-19151	210	3	feb	feb	PROPN
ajst-19151	210	4	.	.	PROPN
ajst-19151	210	5	2024	2024	NUM
ajst-19151	210	6	.	.	PUNCT
ajst-19151	211	1	[	[	X
ajst-19151	211	2	16	16	NUM
ajst-19151	211	3	]	]	X
ajst-19151	211	4	zeng	zeng	PROPN
ajst-19151	211	5	,	,	PUNCT
ajst-19151	211	6	q.	q.	PROPN
ajst-19151	211	7	,	,	PUNCT
ajst-19151	211	8	sun	sun	PROPN
ajst-19151	211	9	,	,	PUNCT
ajst-19151	211	10	w.	w.	PROPN
ajst-19151	211	11	,	,	PUNCT
ajst-19151	211	12	xu	xu	PROPN
ajst-19151	211	13	,	,	PUNCT
ajst-19151	211	14	j.	j.	PROPN
ajst-19151	211	15	,	,	PUNCT
ajst-19151	211	16	wan	wan	PROPN
ajst-19151	211	17	,	,	PUNCT
ajst-19151	211	18	w.	w.	PROPN
ajst-19151	211	19	,	,	PUNCT
ajst-19151	211	20	&	&	CCONJ
ajst-19151	211	21	pan	pan	PROPN
ajst-19151	211	22	,	,	PUNCT
ajst-19151	211	23	l.	l.	PROPN
ajst-19151	211	24	(	(	PUNCT
ajst-19151	211	25	2024	2024	NUM
ajst-19151	211	26	)	)	PUNCT
ajst-19151	211	27	.	.	PUNCT
ajst-19151	212	1	machine	machine	NOUN
ajst-19151	212	2	learning	learning	NOUN
ajst-19151	212	3	-	-	PUNCT
ajst-19151	212	4	based	base	VERB
ajst-19151	212	5	medical	medical	ADJ
ajst-19151	212	6	imaging	imaging	NOUN
ajst-19151	212	7	detection	detection	NOUN
ajst-19151	212	8	and	and	CCONJ
ajst-19151	212	9	diagnostic	diagnostic	ADJ
ajst-19151	212	10	assistance	assistance	NOUN
ajst-19151	212	11	.	.	PUNCT
ajst-19151	213	1	international	international	ADJ
ajst-19151	213	2	journal	journal	NOUN
ajst-19151	213	3	of	of	ADP
ajst-19151	213	4	computer	computer	NOUN
ajst-19151	213	5	science	science	NOUN
ajst-19151	213	6	and	and	CCONJ
ajst-19151	213	7	information	information	NOUN
ajst-19151	213	8	technology	technology	NOUN
ajst-19151	213	9	,	,	PUNCT
ajst-19151	213	10	2(1	2(1	NUM
ajst-19151	213	11	)	)	PUNCT
ajst-19151	213	12	,	,	PUNCT
ajst-19151	213	13	36	36	NUM
ajst-19151	213	14	-	-	SYM
ajst-19151	213	15	44	44	NUM
ajst-19151	213	16	.	.	PUNCT
ajst-19151	214	1	[	[	X
ajst-19151	214	2	17	17	NUM
ajst-19151	214	3	]	]	SYM
ajst-19151	214	4	li	li	PROPN
ajst-19151	214	5	,	,	PUNCT
ajst-19151	214	6	chen	chen	PROPN
ajst-19151	214	7	,	,	PUNCT
ajst-19151	214	8	et	et	PROPN
ajst-19151	214	9	al	al	PROPN
ajst-19151	214	10	.	.	PUNCT
ajst-19151	215	1	"	"	PUNCT
ajst-19151	215	2	enhancing	enhance	VERB
ajst-19151	215	3	multi	multi	ADJ
ajst-19151	215	4	-	-	ADJ
ajst-19151	215	5	hop	hop	ADJ
ajst-19151	215	6	knowledge	knowledge	NOUN
ajst-19151	215	7	graph	graph	NOUN
ajst-19151	215	8	reasoning	reason	VERB
ajst-19151	215	9	through	through	ADP
ajst-19151	215	10	reward	reward	NOUN
ajst-19151	215	11	shaping	shape	VERB
ajst-19151	215	12	techniques	technique	NOUN
ajst-19151	215	13	.	.	PUNCT
ajst-19151	215	14	"	"	PUNCT
ajst-19151	216	1	arxiv	arxiv	PROPN
ajst-19151	216	2	preprint	preprint	NOUN
ajst-19151	216	3	arxiv:2403.05801	arxiv:2403.05801	NOUN
ajst-19151	216	4	(	(	PUNCT
ajst-19151	216	5	2024	2024	NUM
ajst-19151	216	6	)	)	PUNCT
ajst-19151	216	7	.	.	PUNCT
ajst-19151	217	1	[	[	X
ajst-19151	217	2	18	18	NUM
ajst-19151	217	3	]	]	X
ajst-19151	217	4	cai	cai	X
ajst-19151	217	5	,	,	PUNCT
ajst-19151	217	6	guoqing	guoqe	VERB
ajst-19151	217	7	et	et	PROPN
ajst-19151	217	8	al	al	PROPN
ajst-19151	217	9	.	.	PUNCT
ajst-19151	218	1	“	"	PUNCT
ajst-19151	218	2	a	a	DET
ajst-19151	218	3	deep	deep	ADJ
ajst-19151	218	4	learning	learning	NOUN
ajst-19151	218	5	-	-	PUNCT
ajst-19151	218	6	based	base	VERB
ajst-19151	218	7	algorithm	algorithm	NOUN
ajst-19151	218	8	for	for	ADP
ajst-19151	218	9	crop	crop	NOUN
ajst-19151	218	10	disease	disease	NOUN
ajst-19151	218	11	identification	identification	NOUN
ajst-19151	218	12	positioning	positioning	NOUN
ajst-19151	218	13	using	use	VERB
ajst-19151	218	14	computer	computer	NOUN
ajst-19151	218	15	vision	vision	NOUN
ajst-19151	218	16	.	.	PUNCT
ajst-19151	218	17	”	"	PUNCT
ajst-19151	219	1	international	international	ADJ
ajst-19151	219	2	journal	journal	NOUN
ajst-19151	219	3	of	of	ADP
ajst-19151	219	4	computer	computer	NOUN
ajst-19151	219	5	science	science	NOUN
ajst-19151	219	6	and	and	CCONJ
ajst-19151	219	7	information	information	NOUN
ajst-19151	219	8	technology	technology	NOUN
ajst-19151	219	9	(	(	PUNCT
ajst-19151	219	10	2023	2023	NUM
ajst-19151	219	11	):	):	PUNCT
ajst-19151	219	12	n.	n.	PROPN
ajst-19151	219	13	pag	pag	PROPN
ajst-19151	219	14	.	.	PUNCT