id	sid	tid	token	lemma	pos
fbem-25968	1	1	frontiers	frontier	NOUN
fbem-25968	1	2	in	in	ADP
fbem-25968	1	3	business	business	NOUN
fbem-25968	1	4	,	,	PUNCT
fbem-25968	1	5	economics	economic	NOUN
fbem-25968	1	6	and	and	CCONJ
fbem-25968	1	7	management	management	NOUN
fbem-25968	1	8	issn	issn	PROPN
fbem-25968	1	9	:	:	PUNCT
fbem-25968	1	10	2766	2766	NUM
fbem-25968	1	11	-	-	PUNCT
fbem-25968	1	12	824x	824x	NUM
fbem-25968	1	13	|	|	ADJ
fbem-25968	1	14	vol	vol	NOUN
fbem-25968	1	15	.	.	PUNCT
fbem-25968	2	1	16	16	NUM
fbem-25968	2	2	,	,	PUNCT
fbem-25968	2	3	no	no	INTJ
fbem-25968	2	4	.	.	NOUN
fbem-25968	2	5	3	3	NUM
fbem-25968	2	6	,	,	PUNCT
fbem-25968	2	7	2024	2024	NUM
fbem-25968	2	8	1	1	NUM
fbem-25968	2	9	machine	machine	NOUN
fbem-25968	2	10	learning	learn	VERB
fbem-25968	2	11	driven	drive	VERB
fbem-25968	2	12	options	option	NOUN
fbem-25968	2	13	pricing	pricing	NOUN
fbem-25968	2	14	model	model	NOUN
fbem-25968	2	15	for	for	ADP
fbem-25968	2	16	changing	change	VERB
fbem-25968	2	17	market	market	NOUN
fbem-25968	2	18	conditions	condition	NOUN
fbem-25968	2	19	ling	ling	PROPN
fbem-25968	2	20	yuan	yuan	PROPN
fbem-25968	2	21	,	,	PUNCT
fbem-25968	3	1	jihua	jihua	PROPN
fbem-25968	3	2	chen	chen	PROPN
fbem-25968	3	3	school	school	PROPN
fbem-25968	3	4	of	of	ADP
fbem-25968	3	5	information	information	NOUN
fbem-25968	3	6	systems	system	NOUN
fbem-25968	3	7	and	and	CCONJ
fbem-25968	3	8	management	management	NOUN
fbem-25968	3	9	,	,	PUNCT
fbem-25968	3	10	carnegie	carnegie	PROPN
fbem-25968	3	11	mellon	mellon	PROPN
fbem-25968	3	12	university	university	PROPN
fbem-25968	3	13	,	,	PUNCT
fbem-25968	3	14	pittsburgh	pittsburgh	PROPN
fbem-25968	3	15	,	,	PUNCT
fbem-25968	3	16	usa	usa	PROPN
fbem-25968	3	17	abstract	abstract	PROPN
fbem-25968	3	18	:	:	PUNCT
fbem-25968	3	19	this	this	DET
fbem-25968	3	20	paper	paper	NOUN
fbem-25968	3	21	presents	present	VERB
fbem-25968	3	22	the	the	DET
fbem-25968	3	23	design	design	NOUN
fbem-25968	3	24	and	and	CCONJ
fbem-25968	3	25	implementation	implementation	NOUN
fbem-25968	3	26	of	of	ADP
fbem-25968	3	27	an	an	DET
fbem-25968	3	28	adaptive	adaptive	ADJ
fbem-25968	3	29	options	option	NOUN
fbem-25968	3	30	pricing	pricing	NOUN
fbem-25968	3	31	model	model	NOUN
fbem-25968	3	32	utilizing	utilize	VERB
fbem-25968	3	33	deep	deep	ADJ
fbem-25968	3	34	learning	learning	NOUN
fbem-25968	3	35	techniques	technique	NOUN
fbem-25968	3	36	to	to	PART
fbem-25968	3	37	enhance	enhance	VERB
fbem-25968	3	38	the	the	DET
fbem-25968	3	39	accuracy	accuracy	NOUN
fbem-25968	3	40	of	of	ADP
fbem-25968	3	41	options	option	NOUN
fbem-25968	3	42	pricing	pricing	NOUN
fbem-25968	3	43	in	in	ADP
fbem-25968	3	44	volatile	volatile	ADJ
fbem-25968	3	45	financial	financial	ADJ
fbem-25968	3	46	markets	market	NOUN
fbem-25968	3	47	.	.	PUNCT
fbem-25968	4	1	traditional	traditional	ADJ
fbem-25968	4	2	models	model	NOUN
fbem-25968	4	3	such	such	ADJ
fbem-25968	4	4	as	as	ADP
fbem-25968	4	5	the	the	DET
fbem-25968	4	6	black	black	NOUN
fbem-25968	4	7	-	-	PUNCT
fbem-25968	4	8	scholes	schole	NOUN
fbem-25968	4	9	and	and	CCONJ
fbem-25968	4	10	binomial	binomial	ADJ
fbem-25968	4	11	frameworks	framework	NOUN
fbem-25968	4	12	have	have	AUX
fbem-25968	4	13	served	serve	VERB
fbem-25968	4	14	as	as	ADP
fbem-25968	4	15	foundational	foundational	ADJ
fbem-25968	4	16	tools	tool	NOUN
fbem-25968	4	17	in	in	ADP
fbem-25968	4	18	options	option	NOUN
fbem-25968	4	19	pricing	pricing	NOUN
fbem-25968	4	20	;	;	PUNCT
fbem-25968	4	21	however	however	ADV
fbem-25968	4	22	,	,	PUNCT
fbem-25968	4	23	they	they	PRON
fbem-25968	4	24	are	be	AUX
fbem-25968	4	25	constrained	constrain	VERB
fbem-25968	4	26	by	by	ADP
fbem-25968	4	27	assumptions	assumption	NOUN
fbem-25968	4	28	of	of	ADP
fbem-25968	4	29	constant	constant	ADJ
fbem-25968	4	30	volatility	volatility	NOUN
fbem-25968	4	31	and	and	CCONJ
fbem-25968	4	32	market	market	NOUN
fbem-25968	4	33	efficiency	efficiency	NOUN
fbem-25968	4	34	,	,	PUNCT
fbem-25968	4	35	which	which	PRON
fbem-25968	4	36	often	often	ADV
fbem-25968	4	37	fail	fail	VERB
fbem-25968	4	38	to	to	PART
fbem-25968	4	39	reflect	reflect	VERB
fbem-25968	4	40	real	real	ADJ
fbem-25968	4	41	-	-	PUNCT
fbem-25968	4	42	world	world	NOUN
fbem-25968	4	43	dynamics	dynamic	NOUN
fbem-25968	4	44	.	.	PUNCT
fbem-25968	5	1	to	to	PART
fbem-25968	5	2	address	address	VERB
fbem-25968	5	3	these	these	DET
fbem-25968	5	4	limitations	limitation	NOUN
fbem-25968	5	5	,	,	PUNCT
fbem-25968	5	6	the	the	DET
fbem-25968	5	7	proposed	propose	VERB
fbem-25968	5	8	model	model	NOUN
fbem-25968	5	9	incorporates	incorporate	VERB
fbem-25968	5	10	historical	historical	ADJ
fbem-25968	5	11	pricing	pricing	NOUN
fbem-25968	5	12	data	datum	NOUN
fbem-25968	5	13	alongside	alongside	ADP
fbem-25968	5	14	real	real	ADJ
fbem-25968	5	15	-	-	PUNCT
fbem-25968	5	16	time	time	NOUN
fbem-25968	5	17	market	market	NOUN
fbem-25968	5	18	sentiment	sentiment	NOUN
fbem-25968	5	19	derived	derive	VERB
fbem-25968	5	20	from	from	ADP
fbem-25968	5	21	news	news	NOUN
fbem-25968	5	22	articles	article	NOUN
fbem-25968	5	23	and	and	CCONJ
fbem-25968	5	24	social	social	ADJ
fbem-25968	5	25	media	medium	NOUN
fbem-25968	5	26	.	.	PUNCT
fbem-25968	6	1	by	by	ADP
fbem-25968	6	2	leveraging	leverage	VERB
fbem-25968	6	3	advanced	advanced	ADJ
fbem-25968	6	4	deep	deep	ADJ
fbem-25968	6	5	learning	learning	NOUN
fbem-25968	6	6	architectures	architecture	NOUN
fbem-25968	6	7	,	,	PUNCT
fbem-25968	6	8	particularly	particularly	ADV
fbem-25968	6	9	long	long	ADJ
fbem-25968	6	10	short	short	ADJ
fbem-25968	6	11	-	-	PUNCT
fbem-25968	6	12	term	term	NOUN
fbem-25968	6	13	memory	memory	NOUN
fbem-25968	6	14	(	(	PUNCT
fbem-25968	6	15	lstm	lstm	NOUN
fbem-25968	6	16	)	)	PUNCT
fbem-25968	6	17	networks	network	NOUN
fbem-25968	6	18	,	,	PUNCT
fbem-25968	6	19	the	the	DET
fbem-25968	6	20	model	model	NOUN
fbem-25968	6	21	dynamically	dynamically	ADV
fbem-25968	6	22	adapts	adapt	VERB
fbem-25968	6	23	to	to	ADP
fbem-25968	6	24	changing	change	VERB
fbem-25968	6	25	market	market	NOUN
fbem-25968	6	26	conditions	condition	NOUN
fbem-25968	6	27	,	,	PUNCT
fbem-25968	6	28	capturing	capture	VERB
fbem-25968	6	29	complex	complex	ADJ
fbem-25968	6	30	,	,	PUNCT
fbem-25968	6	31	nonlinear	nonlinear	ADJ
fbem-25968	6	32	relationships	relationship	NOUN
fbem-25968	6	33	in	in	ADP
fbem-25968	6	34	the	the	DET
fbem-25968	6	35	data	datum	NOUN
fbem-25968	6	36	.	.	PUNCT
fbem-25968	7	1	the	the	DET
fbem-25968	7	2	performance	performance	NOUN
fbem-25968	7	3	of	of	ADP
fbem-25968	7	4	the	the	DET
fbem-25968	7	5	model	model	NOUN
fbem-25968	7	6	is	be	AUX
fbem-25968	7	7	evaluated	evaluate	VERB
fbem-25968	7	8	against	against	ADP
fbem-25968	7	9	traditional	traditional	ADJ
fbem-25968	7	10	pricing	pricing	NOUN
fbem-25968	7	11	methods	method	NOUN
fbem-25968	7	12	,	,	PUNCT
fbem-25968	7	13	demonstrating	demonstrate	VERB
fbem-25968	7	14	significant	significant	ADJ
fbem-25968	7	15	improvements	improvement	NOUN
fbem-25968	7	16	in	in	ADP
fbem-25968	7	17	pricing	pricing	NOUN
fbem-25968	7	18	accuracy	accuracy	NOUN
fbem-25968	7	19	and	and	CCONJ
fbem-25968	7	20	responsiveness	responsiveness	NOUN
fbem-25968	7	21	to	to	ADP
fbem-25968	7	22	market	market	NOUN
fbem-25968	7	23	fluctuations	fluctuation	NOUN
fbem-25968	7	24	.	.	PUNCT
fbem-25968	8	1	this	this	DET
fbem-25968	8	2	research	research	NOUN
fbem-25968	8	3	contributes	contribute	VERB
fbem-25968	8	4	valuable	valuable	ADJ
fbem-25968	8	5	insights	insight	NOUN
fbem-25968	8	6	for	for	ADP
fbem-25968	8	7	traders	trader	NOUN
fbem-25968	8	8	and	and	CCONJ
fbem-25968	8	9	risk	risk	NOUN
fbem-25968	8	10	managers	manager	NOUN
fbem-25968	8	11	seeking	seek	VERB
fbem-25968	8	12	to	to	PART
fbem-25968	8	13	optimize	optimize	VERB
fbem-25968	8	14	their	their	PRON
fbem-25968	8	15	strategies	strategy	NOUN
fbem-25968	8	16	in	in	ADP
fbem-25968	8	17	the	the	DET
fbem-25968	8	18	derivatives	derivative	NOUN
fbem-25968	8	19	market	market	NOUN
fbem-25968	8	20	.	.	PUNCT
fbem-25968	9	1	keywords	keyword	NOUN
fbem-25968	9	2	:	:	PUNCT
fbem-25968	9	3	adaptive	adaptive	ADJ
fbem-25968	9	4	options	option	NOUN
fbem-25968	9	5	pricing	pricing	NOUN
fbem-25968	9	6	,	,	PUNCT
fbem-25968	9	7	deep	deep	ADJ
fbem-25968	9	8	learning	learning	NOUN
fbem-25968	9	9	,	,	PUNCT
fbem-25968	9	10	market	market	NOUN
fbem-25968	9	11	sentiment	sentiment	NOUN
fbem-25968	9	12	.	.	PUNCT
fbem-25968	10	1	1	1	X
fbem-25968	10	2	.	.	X
fbem-25968	10	3	introduction	introduction	NOUN
fbem-25968	10	4	options	option	NOUN
fbem-25968	10	5	are	be	AUX
fbem-25968	10	6	financial	financial	ADJ
fbem-25968	10	7	derivatives	derivative	NOUN
fbem-25968	10	8	that	that	PRON
fbem-25968	10	9	provide	provide	VERB
fbem-25968	10	10	investors	investor	NOUN
fbem-25968	10	11	with	with	ADP
fbem-25968	10	12	the	the	DET
fbem-25968	10	13	right	right	NOUN
fbem-25968	10	14	,	,	PUNCT
fbem-25968	10	15	but	but	CCONJ
fbem-25968	10	16	not	not	PART
fbem-25968	10	17	the	the	DET
fbem-25968	10	18	obligation	obligation	NOUN
fbem-25968	10	19	,	,	PUNCT
fbem-25968	10	20	to	to	PART
fbem-25968	10	21	buy	buy	VERB
fbem-25968	10	22	or	or	CCONJ
fbem-25968	10	23	sell	sell	VERB
fbem-25968	10	24	an	an	DET
fbem-25968	10	25	underlying	underlie	VERB
fbem-25968	10	26	asset	asset	NOUN
fbem-25968	10	27	at	at	ADP
fbem-25968	10	28	a	a	DET
fbem-25968	10	29	predetermined	predetermine	VERB
fbem-25968	10	30	price	price	NOUN
fbem-25968	10	31	within	within	ADP
fbem-25968	10	32	a	a	DET
fbem-25968	10	33	specified	specify	VERB
fbem-25968	10	34	time	time	NOUN
fbem-25968	10	35	frame	frame	NOUN
fbem-25968	10	36	[	[	X
fbem-25968	10	37	1	1	NUM
fbem-25968	10	38	]	]	PUNCT
fbem-25968	10	39	.	.	PUNCT
fbem-25968	11	1	they	they	PRON
fbem-25968	11	2	play	play	VERB
fbem-25968	11	3	a	a	DET
fbem-25968	11	4	crucial	crucial	ADJ
fbem-25968	11	5	role	role	NOUN
fbem-25968	11	6	in	in	ADP
fbem-25968	11	7	financial	financial	ADJ
fbem-25968	11	8	markets	market	NOUN
fbem-25968	11	9	,	,	PUNCT
fbem-25968	11	10	offering	offer	VERB
fbem-25968	11	11	opportunities	opportunity	NOUN
fbem-25968	11	12	for	for	ADP
fbem-25968	11	13	hedging	hedging	NOUN
fbem-25968	11	14	,	,	PUNCT
fbem-25968	11	15	speculation	speculation	NOUN
fbem-25968	11	16	,	,	PUNCT
fbem-25968	11	17	and	and	CCONJ
fbem-25968	11	18	arbitrage	arbitrage	NOUN
fbem-25968	11	19	[	[	X
fbem-25968	11	20	2	2	NUM
fbem-25968	11	21	]	]	PUNCT
fbem-25968	11	22	.	.	PUNCT
fbem-25968	12	1	the	the	DET
fbem-25968	12	2	significance	significance	NOUN
fbem-25968	12	3	of	of	ADP
fbem-25968	12	4	options	option	NOUN
fbem-25968	12	5	lies	lie	VERB
fbem-25968	12	6	in	in	ADP
fbem-25968	12	7	their	their	PRON
fbem-25968	12	8	ability	ability	NOUN
fbem-25968	12	9	to	to	PART
fbem-25968	12	10	enhance	enhance	VERB
fbem-25968	12	11	portfolio	portfolio	NOUN
fbem-25968	12	12	returns	return	NOUN
fbem-25968	12	13	while	while	SCONJ
fbem-25968	12	14	managing	manage	VERB
fbem-25968	12	15	risk	risk	NOUN
fbem-25968	12	16	exposure	exposure	NOUN
fbem-25968	12	17	[	[	X
fbem-25968	12	18	3	3	NUM
fbem-25968	12	19	]	]	PUNCT
fbem-25968	12	20	.	.	PUNCT
fbem-25968	13	1	traditional	traditional	ADJ
fbem-25968	13	2	options	option	NOUN
fbem-25968	13	3	pricing	pricing	NOUN
fbem-25968	13	4	models	model	NOUN
fbem-25968	13	5	,	,	PUNCT
fbem-25968	13	6	such	such	ADJ
fbem-25968	13	7	as	as	ADP
fbem-25968	13	8	the	the	DET
fbem-25968	13	9	blackscholes	blackschole	NOUN
fbem-25968	13	10	model	model	NOUN
fbem-25968	13	11	and	and	CCONJ
fbem-25968	13	12	the	the	DET
fbem-25968	13	13	binomial	binomial	ADJ
fbem-25968	13	14	model	model	NOUN
fbem-25968	13	15	,	,	PUNCT
fbem-25968	13	16	have	have	AUX
fbem-25968	13	17	been	be	AUX
fbem-25968	13	18	widely	widely	ADV
fbem-25968	13	19	used	use	VERB
fbem-25968	13	20	to	to	PART
fbem-25968	13	21	estimate	estimate	VERB
fbem-25968	13	22	the	the	DET
fbem-25968	13	23	fair	fair	ADJ
fbem-25968	13	24	value	value	NOUN
fbem-25968	13	25	of	of	ADP
fbem-25968	13	26	options	option	NOUN
fbem-25968	13	27	.	.	PUNCT
fbem-25968	14	1	the	the	DET
fbem-25968	14	2	black	black	ADJ
fbem-25968	14	3	-	-	PUNCT
fbem-25968	14	4	scholes	schole	NOUN
fbem-25968	14	5	model	model	NOUN
fbem-25968	14	6	,	,	PUNCT
fbem-25968	14	7	in	in	ADP
fbem-25968	14	8	particular	particular	ADJ
fbem-25968	14	9	,	,	PUNCT
fbem-25968	14	10	revolutionized	revolutionize	VERB
fbem-25968	14	11	the	the	DET
fbem-25968	14	12	field	field	NOUN
fbem-25968	14	13	of	of	ADP
fbem-25968	14	14	finance	finance	NOUN
fbem-25968	14	15	by	by	ADP
fbem-25968	14	16	providing	provide	VERB
fbem-25968	14	17	a	a	DET
fbem-25968	14	18	closed	close	VERB
fbem-25968	14	19	-	-	PUNCT
fbem-25968	14	20	form	form	NOUN
fbem-25968	14	21	solution	solution	NOUN
fbem-25968	14	22	for	for	ADP
fbem-25968	14	23	european	european	ADJ
fbem-25968	14	24	-	-	PUNCT
fbem-25968	14	25	style	style	NOUN
fbem-25968	14	26	options	option	NOUN
fbem-25968	14	27	[	[	X
fbem-25968	14	28	4	4	NUM
fbem-25968	14	29	]	]	PUNCT
fbem-25968	14	30	.	.	PUNCT
fbem-25968	15	1	despite	despite	SCONJ
fbem-25968	15	2	their	their	PRON
fbem-25968	15	3	widespread	widespread	ADJ
fbem-25968	15	4	acceptance	acceptance	NOUN
fbem-25968	15	5	,	,	PUNCT
fbem-25968	15	6	these	these	DET
fbem-25968	15	7	models	model	NOUN
fbem-25968	15	8	are	be	AUX
fbem-25968	15	9	based	base	VERB
fbem-25968	15	10	on	on	ADP
fbem-25968	15	11	several	several	ADJ
fbem-25968	15	12	assumptions	assumption	NOUN
fbem-25968	15	13	,	,	PUNCT
fbem-25968	15	14	including	include	VERB
fbem-25968	15	15	constant	constant	ADJ
fbem-25968	15	16	volatility	volatility	NOUN
fbem-25968	15	17	and	and	CCONJ
fbem-25968	15	18	efficient	efficient	ADJ
fbem-25968	15	19	markets	market	NOUN
fbem-25968	15	20	,	,	PUNCT
fbem-25968	15	21	which	which	PRON
fbem-25968	15	22	may	may	AUX
fbem-25968	15	23	not	not	PART
fbem-25968	15	24	hold	hold	VERB
fbem-25968	15	25	true	true	ADJ
fbem-25968	15	26	in	in	ADP
fbem-25968	15	27	real	real	ADJ
fbem-25968	15	28	-	-	PUNCT
fbem-25968	15	29	world	world	NOUN
fbem-25968	15	30	scenarios	scenario	NOUN
fbem-25968	15	31	[	[	X
fbem-25968	15	32	5	5	NUM
fbem-25968	15	33	-	-	SYM
fbem-25968	15	34	10	10	NUM
fbem-25968	15	35	]	]	PUNCT
fbem-25968	15	36	.	.	PUNCT
fbem-25968	16	1	the	the	DET
fbem-25968	16	2	assumptions	assumption	NOUN
fbem-25968	16	3	underlying	underlie	VERB
fbem-25968	16	4	traditional	traditional	ADJ
fbem-25968	16	5	options	option	NOUN
fbem-25968	16	6	pricing	pricing	NOUN
fbem-25968	16	7	models	model	NOUN
fbem-25968	16	8	present	present	VERB
fbem-25968	16	9	significant	significant	ADJ
fbem-25968	16	10	limitations	limitation	NOUN
fbem-25968	16	11	.	.	PUNCT
fbem-25968	17	1	for	for	ADP
fbem-25968	17	2	instance	instance	NOUN
fbem-25968	17	3	,	,	PUNCT
fbem-25968	17	4	the	the	DET
fbem-25968	17	5	assumption	assumption	NOUN
fbem-25968	17	6	of	of	ADP
fbem-25968	17	7	constant	constant	ADJ
fbem-25968	17	8	volatility	volatility	NOUN
fbem-25968	17	9	fails	fail	VERB
fbem-25968	17	10	to	to	PART
fbem-25968	17	11	account	account	VERB
fbem-25968	17	12	for	for	ADP
fbem-25968	17	13	the	the	DET
fbem-25968	17	14	dynamic	dynamic	ADJ
fbem-25968	17	15	nature	nature	NOUN
fbem-25968	17	16	of	of	ADP
fbem-25968	17	17	financial	financial	ADJ
fbem-25968	17	18	markets	market	NOUN
fbem-25968	17	19	,	,	PUNCT
fbem-25968	17	20	where	where	SCONJ
fbem-25968	17	21	volatility	volatility	NOUN
fbem-25968	17	22	can	can	AUX
fbem-25968	17	23	change	change	VERB
fbem-25968	17	24	rapidly	rapidly	ADV
fbem-25968	17	25	due	due	ADJ
fbem-25968	17	26	to	to	ADP
fbem-25968	17	27	various	various	ADJ
fbem-25968	17	28	factors	factor	NOUN
fbem-25968	17	29	,	,	PUNCT
fbem-25968	17	30	including	include	VERB
fbem-25968	17	31	economic	economic	ADJ
fbem-25968	17	32	events	event	NOUN
fbem-25968	17	33	,	,	PUNCT
fbem-25968	17	34	market	market	NOUN
fbem-25968	17	35	sentiment	sentiment	NOUN
fbem-25968	17	36	,	,	PUNCT
fbem-25968	17	37	and	and	CCONJ
fbem-25968	17	38	geopolitical	geopolitical	ADJ
fbem-25968	17	39	developments	development	NOUN
fbem-25968	17	40	[	[	X
fbem-25968	17	41	11	11	NUM
fbem-25968	17	42	]	]	PUNCT
fbem-25968	17	43	.	.	PUNCT
fbem-25968	18	1	additionally	additionally	ADV
fbem-25968	18	2	,	,	PUNCT
fbem-25968	18	3	the	the	DET
fbem-25968	18	4	black	black	ADJ
fbem-25968	18	5	-	-	PUNCT
fbem-25968	18	6	scholes	schole	NOUN
fbem-25968	18	7	model	model	NOUN
fbem-25968	18	8	does	do	AUX
fbem-25968	18	9	not	not	PART
fbem-25968	18	10	incorporate	incorporate	VERB
fbem-25968	18	11	the	the	DET
fbem-25968	18	12	impact	impact	NOUN
fbem-25968	18	13	of	of	ADP
fbem-25968	18	14	investor	investor	NOUN
fbem-25968	18	15	sentiment	sentiment	NOUN
fbem-25968	18	16	,	,	PUNCT
fbem-25968	18	17	which	which	PRON
fbem-25968	18	18	can	can	AUX
fbem-25968	18	19	lead	lead	VERB
fbem-25968	18	20	to	to	ADP
fbem-25968	18	21	mispricing	misprice	VERB
fbem-25968	18	22	of	of	ADP
fbem-25968	18	23	options	option	NOUN
fbem-25968	18	24	during	during	ADP
fbem-25968	18	25	periods	period	NOUN
fbem-25968	18	26	of	of	ADP
fbem-25968	18	27	market	market	NOUN
fbem-25968	18	28	stress	stress	NOUN
fbem-25968	18	29	or	or	CCONJ
fbem-25968	18	30	exuberance	exuberance	NOUN
fbem-25968	18	31	[	[	X
fbem-25968	18	32	12	12	NUM
fbem-25968	18	33	]	]	PUNCT
fbem-25968	18	34	.	.	PUNCT
fbem-25968	19	1	these	these	DET
fbem-25968	19	2	limitations	limitation	NOUN
fbem-25968	19	3	highlight	highlight	VERB
fbem-25968	19	4	the	the	DET
fbem-25968	19	5	need	need	NOUN
fbem-25968	19	6	for	for	ADP
fbem-25968	19	7	more	more	ADV
fbem-25968	19	8	adaptive	adaptive	ADJ
fbem-25968	19	9	and	and	CCONJ
fbem-25968	19	10	robust	robust	ADJ
fbem-25968	19	11	pricing	pricing	NOUN
fbem-25968	19	12	models	model	NOUN
fbem-25968	19	13	that	that	PRON
fbem-25968	19	14	can	can	AUX
fbem-25968	19	15	respond	respond	VERB
fbem-25968	19	16	to	to	ADP
fbem-25968	19	17	changing	change	VERB
fbem-25968	19	18	market	market	NOUN
fbem-25968	19	19	conditions	condition	NOUN
fbem-25968	19	20	and	and	CCONJ
fbem-25968	19	21	incorporate	incorporate	VERB
fbem-25968	19	22	a	a	DET
fbem-25968	19	23	broader	broad	ADJ
fbem-25968	19	24	range	range	NOUN
fbem-25968	19	25	of	of	ADP
fbem-25968	19	26	data	datum	NOUN
fbem-25968	19	27	sources	source	NOUN
fbem-25968	19	28	[	[	X
fbem-25968	19	29	13	13	NUM
fbem-25968	19	30	]	]	PUNCT
fbem-25968	19	31	.	.	PUNCT
fbem-25968	20	1	deep	deep	ADJ
fbem-25968	20	2	learning	learning	NOUN
fbem-25968	20	3	,	,	PUNCT
fbem-25968	20	4	a	a	DET
fbem-25968	20	5	subset	subset	NOUN
fbem-25968	20	6	of	of	ADP
fbem-25968	20	7	machine	machine	NOUN
fbem-25968	20	8	learning	learning	NOUN
fbem-25968	20	9	,	,	PUNCT
fbem-25968	20	10	has	have	AUX
fbem-25968	20	11	gained	gain	VERB
fbem-25968	20	12	prominence	prominence	NOUN
fbem-25968	20	13	in	in	ADP
fbem-25968	20	14	recent	recent	ADJ
fbem-25968	20	15	years	year	NOUN
fbem-25968	20	16	due	due	ADP
fbem-25968	20	17	to	to	ADP
fbem-25968	20	18	its	its	PRON
fbem-25968	20	19	ability	ability	NOUN
fbem-25968	20	20	to	to	PART
fbem-25968	20	21	model	model	VERB
fbem-25968	20	22	complex	complex	ADJ
fbem-25968	20	23	relationships	relationship	NOUN
fbem-25968	20	24	in	in	ADP
fbem-25968	20	25	large	large	ADJ
fbem-25968	20	26	datasets	dataset	NOUN
fbem-25968	20	27	.	.	PUNCT
fbem-25968	21	1	in	in	ADP
fbem-25968	21	2	finance	finance	NOUN
fbem-25968	21	3	,	,	PUNCT
fbem-25968	21	4	deep	deep	ADJ
fbem-25968	21	5	learning	learning	NOUN
fbem-25968	21	6	techniques	technique	NOUN
fbem-25968	21	7	have	have	AUX
fbem-25968	21	8	been	be	AUX
fbem-25968	21	9	applied	apply	VERB
fbem-25968	21	10	to	to	ADP
fbem-25968	21	11	various	various	ADJ
fbem-25968	21	12	tasks	task	NOUN
fbem-25968	21	13	,	,	PUNCT
fbem-25968	21	14	including	include	VERB
fbem-25968	21	15	asset	asset	NOUN
fbem-25968	21	16	pricing	pricing	NOUN
fbem-25968	21	17	,	,	PUNCT
fbem-25968	21	18	fraud	fraud	NOUN
fbem-25968	21	19	detection	detection	NOUN
fbem-25968	21	20	,	,	PUNCT
fbem-25968	21	21	and	and	CCONJ
fbem-25968	21	22	algorithmic	algorithmic	ADJ
fbem-25968	21	23	trading	trading	NOUN
fbem-25968	21	24	[	[	X
fbem-25968	21	25	14	14	NUM
fbem-25968	21	26	]	]	PUNCT
fbem-25968	21	27	.	.	PUNCT
fbem-25968	22	1	the	the	DET
fbem-25968	22	2	flexibility	flexibility	NOUN
fbem-25968	22	3	of	of	ADP
fbem-25968	22	4	deep	deep	ADJ
fbem-25968	22	5	learning	learning	NOUN
fbem-25968	22	6	models	model	NOUN
fbem-25968	22	7	allows	allow	VERB
fbem-25968	22	8	them	they	PRON
fbem-25968	22	9	to	to	PART
fbem-25968	22	10	capture	capture	VERB
fbem-25968	22	11	nonlinear	nonlinear	ADJ
fbem-25968	22	12	patterns	pattern	NOUN
fbem-25968	22	13	and	and	CCONJ
fbem-25968	22	14	interactions	interaction	NOUN
fbem-25968	22	15	within	within	ADP
fbem-25968	22	16	data	datum	NOUN
fbem-25968	22	17	,	,	PUNCT
fbem-25968	22	18	making	make	VERB
fbem-25968	22	19	them	they	PRON
fbem-25968	22	20	particularly	particularly	ADV
fbem-25968	22	21	suitable	suitable	ADJ
fbem-25968	22	22	for	for	ADP
fbem-25968	22	23	options	option	NOUN
fbem-25968	22	24	pricing	pricing	NOUN
fbem-25968	22	25	.	.	PUNCT
fbem-25968	23	1	the	the	DET
fbem-25968	23	2	potential	potential	NOUN
fbem-25968	23	3	of	of	ADP
fbem-25968	23	4	deep	deep	ADJ
fbem-25968	23	5	learning	learning	NOUN
fbem-25968	23	6	to	to	PART
fbem-25968	23	7	enhance	enhance	VERB
fbem-25968	23	8	options	option	NOUN
fbem-25968	23	9	pricing	pricing	NOUN
fbem-25968	23	10	lies	lie	VERB
fbem-25968	23	11	in	in	ADP
fbem-25968	23	12	its	its	PRON
fbem-25968	23	13	ability	ability	NOUN
fbem-25968	23	14	to	to	PART
fbem-25968	23	15	integrate	integrate	VERB
fbem-25968	23	16	diverse	diverse	ADJ
fbem-25968	23	17	data	datum	NOUN
fbem-25968	23	18	sources	source	NOUN
fbem-25968	23	19	,	,	PUNCT
fbem-25968	23	20	such	such	ADJ
fbem-25968	23	21	as	as	ADP
fbem-25968	23	22	historical	historical	ADJ
fbem-25968	23	23	price	price	NOUN
fbem-25968	23	24	data	datum	NOUN
fbem-25968	23	25	,	,	PUNCT
fbem-25968	23	26	trading	trading	NOUN
fbem-25968	23	27	volumes	volume	NOUN
fbem-25968	23	28	,	,	PUNCT
fbem-25968	23	29	and	and	CCONJ
fbem-25968	23	30	real	real	ADJ
fbem-25968	23	31	-	-	PUNCT
fbem-25968	23	32	time	time	NOUN
fbem-25968	23	33	market	market	NOUN
fbem-25968	23	34	sentiment	sentiment	NOUN
fbem-25968	23	35	derived	derive	VERB
fbem-25968	23	36	from	from	ADP
fbem-25968	23	37	news	news	NOUN
fbem-25968	23	38	articles	article	NOUN
fbem-25968	23	39	and	and	CCONJ
fbem-25968	23	40	social	social	ADJ
fbem-25968	23	41	media	medium	NOUN
fbem-25968	23	42	[	[	X
fbem-25968	23	43	1518	1518	NUM
fbem-25968	23	44	]	]	PUNCT
fbem-25968	23	45	.	.	PUNCT
fbem-25968	24	1	by	by	ADP
fbem-25968	24	2	leveraging	leverage	VERB
fbem-25968	24	3	these	these	DET
fbem-25968	24	4	rich	rich	ADJ
fbem-25968	24	5	datasets	dataset	NOUN
fbem-25968	24	6	,	,	PUNCT
fbem-25968	24	7	deep	deep	ADJ
fbem-25968	24	8	learning	learning	NOUN
fbem-25968	24	9	models	model	NOUN
fbem-25968	24	10	can	can	AUX
fbem-25968	24	11	provide	provide	VERB
fbem-25968	24	12	more	more	ADV
fbem-25968	24	13	accurate	accurate	ADJ
fbem-25968	24	14	and	and	CCONJ
fbem-25968	24	15	timely	timely	ADJ
fbem-25968	24	16	pricing	pricing	NOUN
fbem-25968	24	17	estimates	estimate	NOUN
fbem-25968	24	18	.	.	PUNCT
fbem-25968	25	1	the	the	DET
fbem-25968	25	2	objective	objective	NOUN
fbem-25968	25	3	of	of	ADP
fbem-25968	25	4	this	this	DET
fbem-25968	25	5	paper	paper	NOUN
fbem-25968	25	6	is	be	AUX
fbem-25968	25	7	to	to	PART
fbem-25968	25	8	design	design	VERB
fbem-25968	25	9	an	an	DET
fbem-25968	25	10	adaptive	adaptive	ADJ
fbem-25968	25	11	options	option	NOUN
fbem-25968	25	12	pricing	pricing	NOUN
fbem-25968	25	13	model	model	NOUN
fbem-25968	25	14	using	use	VERB
fbem-25968	25	15	deep	deep	ADJ
fbem-25968	25	16	learning	learning	NOUN
fbem-25968	25	17	techniques	technique	NOUN
fbem-25968	25	18	that	that	PRON
fbem-25968	25	19	can	can	AUX
fbem-25968	25	20	dynamically	dynamically	ADV
fbem-25968	25	21	adjust	adjust	VERB
fbem-25968	25	22	to	to	ADP
fbem-25968	25	23	changing	change	VERB
fbem-25968	25	24	market	market	NOUN
fbem-25968	25	25	conditions	condition	NOUN
fbem-25968	25	26	.	.	PUNCT
fbem-25968	26	1	specifically	specifically	ADV
fbem-25968	26	2	,	,	PUNCT
fbem-25968	26	3	this	this	DET
fbem-25968	26	4	model	model	NOUN
fbem-25968	26	5	will	will	AUX
fbem-25968	26	6	incorporate	incorporate	VERB
fbem-25968	26	7	both	both	PRON
fbem-25968	26	8	historical	historical	ADJ
fbem-25968	26	9	data	datum	NOUN
fbem-25968	26	10	and	and	CCONJ
fbem-25968	26	11	real	real	ADJ
fbem-25968	26	12	-	-	PUNCT
fbem-25968	26	13	time	time	NOUN
fbem-25968	26	14	market	market	NOUN
fbem-25968	26	15	sentiment	sentiment	NOUN
fbem-25968	26	16	to	to	PART
fbem-25968	26	17	improve	improve	VERB
fbem-25968	26	18	pricing	pricing	NOUN
fbem-25968	26	19	accuracy	accuracy	NOUN
fbem-25968	26	20	.	.	PUNCT
fbem-25968	27	1	by	by	ADP
fbem-25968	27	2	addressing	address	VERB
fbem-25968	27	3	the	the	DET
fbem-25968	27	4	limitations	limitation	NOUN
fbem-25968	27	5	of	of	ADP
fbem-25968	27	6	traditional	traditional	ADJ
fbem-25968	27	7	models	model	NOUN
fbem-25968	27	8	,	,	PUNCT
fbem-25968	27	9	this	this	DET
fbem-25968	27	10	research	research	NOUN
fbem-25968	27	11	aims	aim	VERB
fbem-25968	27	12	to	to	PART
fbem-25968	27	13	contribute	contribute	VERB
fbem-25968	27	14	to	to	ADP
fbem-25968	27	15	the	the	DET
fbem-25968	27	16	field	field	NOUN
fbem-25968	27	17	of	of	ADP
fbem-25968	27	18	financial	financial	ADJ
fbem-25968	27	19	derivatives	derivative	NOUN
fbem-25968	27	20	and	and	CCONJ
fbem-25968	27	21	provide	provide	VERB
fbem-25968	27	22	valuable	valuable	ADJ
fbem-25968	27	23	insights	insight	NOUN
fbem-25968	27	24	for	for	ADP
fbem-25968	27	25	traders	trader	NOUN
fbem-25968	27	26	and	and	CCONJ
fbem-25968	27	27	risk	risk	NOUN
fbem-25968	27	28	managers	manager	NOUN
fbem-25968	27	29	.	.	PUNCT
fbem-25968	28	1	2	2	X
fbem-25968	28	2	.	.	X
fbem-25968	28	3	literature	literature	NOUN
fbem-25968	28	4	review	review	VERB
fbem-25968	28	5	traditional	traditional	ADJ
fbem-25968	28	6	options	option	NOUN
fbem-25968	28	7	pricing	pricing	NOUN
fbem-25968	28	8	models	model	NOUN
fbem-25968	28	9	,	,	PUNCT
fbem-25968	28	10	such	such	ADJ
fbem-25968	28	11	as	as	ADP
fbem-25968	28	12	the	the	DET
fbem-25968	28	13	blackscholes	blackschole	NOUN
fbem-25968	28	14	model	model	PROPN
fbem-25968	28	15	,	,	PUNCT
fbem-25968	28	16	have	have	AUX
fbem-25968	28	17	laid	lay	VERB
fbem-25968	28	18	the	the	DET
fbem-25968	28	19	foundation	foundation	NOUN
fbem-25968	28	20	for	for	ADP
fbem-25968	28	21	options	option	NOUN
fbem-25968	28	22	pricing	pricing	NOUN
fbem-25968	28	23	theory	theory	NOUN
fbem-25968	28	24	.	.	PUNCT
fbem-25968	29	1	the	the	DET
fbem-25968	29	2	black	black	ADJ
fbem-25968	29	3	-	-	PUNCT
fbem-25968	29	4	scholes	schole	NOUN
fbem-25968	29	5	model	model	NOUN
fbem-25968	29	6	assumes	assume	VERB
fbem-25968	29	7	constant	constant	ADJ
fbem-25968	29	8	volatility	volatility	NOUN
fbem-25968	29	9	and	and	CCONJ
fbem-25968	29	10	log	log	NOUN
fbem-25968	29	11	-	-	PUNCT
fbem-25968	29	12	normal	normal	ADJ
fbem-25968	29	13	distribution	distribution	NOUN
fbem-25968	29	14	of	of	ADP
fbem-25968	29	15	stock	stock	NOUN
fbem-25968	29	16	prices	price	NOUN
fbem-25968	29	17	[	[	X
fbem-25968	29	18	19	19	NUM
fbem-25968	29	19	,	,	PUNCT
fbem-25968	29	20	20	20	NUM
fbem-25968	29	21	]	]	PUNCT
fbem-25968	29	22	.	.	PUNCT
fbem-25968	30	1	the	the	DET
fbem-25968	30	2	binomial	binomial	ADJ
fbem-25968	30	3	model	model	NOUN
fbem-25968	30	4	,	,	PUNCT
fbem-25968	30	5	on	on	ADP
fbem-25968	30	6	the	the	DET
fbem-25968	30	7	other	other	ADJ
fbem-25968	30	8	hand	hand	NOUN
fbem-25968	30	9	,	,	PUNCT
fbem-25968	30	10	provides	provide	VERB
fbem-25968	30	11	a	a	DET
fbem-25968	30	12	flexible	flexible	ADJ
fbem-25968	30	13	framework	framework	NOUN
fbem-25968	30	14	for	for	ADP
fbem-25968	30	15	pricing	pricing	NOUN
fbem-25968	30	16	options	option	NOUN
fbem-25968	30	17	by	by	ADP
fbem-25968	30	18	constructing	construct	VERB
fbem-25968	30	19	a	a	DET
fbem-25968	30	20	discrete	discrete	ADJ
fbem-25968	30	21	-	-	PUNCT
fbem-25968	30	22	time	time	NOUN
fbem-25968	30	23	model	model	NOUN
fbem-25968	30	24	of	of	ADP
fbem-25968	30	25	stock	stock	NOUN
fbem-25968	30	26	price	price	NOUN
fbem-25968	30	27	movements	movement	NOUN
fbem-25968	30	28	.	.	PUNCT
fbem-25968	31	1	while	while	SCONJ
fbem-25968	31	2	these	these	DET
fbem-25968	31	3	models	model	NOUN
fbem-25968	31	4	have	have	AUX
fbem-25968	31	5	been	be	AUX
fbem-25968	31	6	instrumental	instrumental	ADJ
fbem-25968	31	7	,	,	PUNCT
fbem-25968	31	8	their	their	PRON
fbem-25968	31	9	reliance	reliance	NOUN
fbem-25968	31	10	on	on	ADP
fbem-25968	31	11	strict	strict	ADJ
fbem-25968	31	12	assumptions	assumption	NOUN
fbem-25968	31	13	limits	limit	VERB
fbem-25968	31	14	their	their	PRON
fbem-25968	31	15	applicability	applicability	NOUN
fbem-25968	31	16	in	in	ADP
fbem-25968	31	17	volatile	volatile	ADJ
fbem-25968	31	18	market	market	NOUN
fbem-25968	31	19	conditions	condition	NOUN
fbem-25968	31	20	.	.	PUNCT
fbem-25968	32	1	machine	machine	NOUN
fbem-25968	32	2	learning	learn	VERB
fbem-25968	32	3	techniques	technique	NOUN
fbem-25968	32	4	have	have	AUX
fbem-25968	32	5	emerged	emerge	VERB
fbem-25968	32	6	as	as	ADP
fbem-25968	32	7	a	a	DET
fbem-25968	32	8	promising	promising	ADJ
fbem-25968	32	9	alternative	alternative	NOUN
fbem-25968	32	10	to	to	ADP
fbem-25968	32	11	traditional	traditional	ADJ
fbem-25968	32	12	models	model	NOUN
fbem-25968	32	13	.	.	PUNCT
fbem-25968	33	1	research	research	NOUN
fbem-25968	33	2	has	have	AUX
fbem-25968	33	3	shown	show	VERB
fbem-25968	33	4	that	that	SCONJ
fbem-25968	33	5	machine	machine	NOUN
fbem-25968	33	6	learning	learn	VERB
fbem-25968	33	7	algorithms	algorithm	NOUN
fbem-25968	33	8	can	can	AUX
fbem-25968	33	9	outperform	outperform	VERB
fbem-25968	33	10	classical	classical	ADJ
fbem-25968	33	11	models	model	NOUN
fbem-25968	33	12	in	in	ADP
fbem-25968	33	13	options	option	NOUN
fbem-25968	33	14	pricing	pricing	NOUN
fbem-25968	33	15	tasks	task	NOUN
fbem-25968	33	16	[	[	X
fbem-25968	33	17	21	21	NUM
fbem-25968	33	18	]	]	PUNCT
fbem-25968	33	19	.	.	PUNCT
fbem-25968	34	1	for	for	ADP
fbem-25968	34	2	instance	instance	NOUN
fbem-25968	34	3	,	,	PUNCT
fbem-25968	34	4	support	support	VERB
fbem-25968	34	5	vector	vector	NOUN
fbem-25968	34	6	machines	machine	NOUN
fbem-25968	34	7	(	(	PUNCT
fbem-25968	34	8	svm	svm	PROPN
fbem-25968	34	9	)	)	PUNCT
fbem-25968	34	10	and	and	CCONJ
fbem-25968	34	11	random	random	ADJ
fbem-25968	34	12	forests	forest	NOUN
fbem-25968	34	13	have	have	AUX
fbem-25968	34	14	been	be	AUX
fbem-25968	34	15	employed	employ	VERB
fbem-25968	34	16	to	to	PART
fbem-25968	34	17	capture	capture	VERB
fbem-25968	34	18	nonlinear	nonlinear	ADJ
fbem-25968	34	19	relationships	relationship	NOUN
fbem-25968	34	20	in	in	ADP
fbem-25968	34	21	options	option	NOUN
fbem-25968	34	22	data	datum	NOUN
fbem-25968	35	1	[	[	X
fbem-25968	35	2	22	22	NUM
fbem-25968	35	3	]	]	PUNCT
fbem-25968	35	4	.	.	PUNCT
fbem-25968	36	1	however	however	ADV
fbem-25968	36	2	,	,	PUNCT
fbem-25968	36	3	these	these	DET
fbem-25968	36	4	models	model	NOUN
fbem-25968	36	5	often	often	ADV
fbem-25968	36	6	lack	lack	VERB
fbem-25968	36	7	the	the	DET
fbem-25968	36	8	adaptability	adaptability	NOUN
fbem-25968	36	9	required	require	VERB
fbem-25968	36	10	to	to	PART
fbem-25968	36	11	respond	respond	VERB
fbem-25968	36	12	to	to	ADP
fbem-25968	36	13	real	real	ADJ
fbem-25968	36	14	-	-	PUNCT
fbem-25968	36	15	time	time	NOUN
fbem-25968	36	16	market	market	NOUN
fbem-25968	36	17	changes	change	NOUN
fbem-25968	36	18	.	.	PUNCT
fbem-25968	37	1	deep	deep	ADJ
fbem-25968	37	2	learning	learning	NOUN
fbem-25968	37	3	architectures	architecture	NOUN
fbem-25968	37	4	,	,	PUNCT
fbem-25968	37	5	such	such	ADJ
fbem-25968	37	6	as	as	ADP
fbem-25968	37	7	long	long	ADJ
fbem-25968	37	8	short	short	ADJ
fbem-25968	37	9	-	-	PUNCT
fbem-25968	37	10	term	term	NOUN
fbem-25968	37	11	memory	memory	NOUN
fbem-25968	37	12	networks	network	NOUN
fbem-25968	37	13	and	and	CCONJ
fbem-25968	37	14	convolutional	convolutional	ADJ
fbem-25968	37	15	neural	neural	ADJ
fbem-25968	37	16	networks	network	NOUN
fbem-25968	37	17	(	(	PUNCT
fbem-25968	37	18	cnn	cnn	PROPN
fbem-25968	37	19	)	)	PUNCT
fbem-25968	37	20	,	,	PUNCT
fbem-25968	37	21	have	have	AUX
fbem-25968	37	22	gained	gain	VERB
fbem-25968	37	23	traction	traction	NOUN
fbem-25968	37	24	in	in	ADP
fbem-25968	37	25	financial	financial	ADJ
fbem-25968	37	26	forecasting	forecasting	NOUN
fbem-25968	37	27	.	.	PUNCT
fbem-25968	38	1	for	for	ADP
fbem-25968	38	2	instance	instance	NOUN
fbem-25968	38	3	,	,	PUNCT
fbem-25968	38	4	the	the	DET
fbem-25968	38	5	at	at	ADP
fbem-25968	38	6	model	model	NOUN
fbem-25968	38	7	,	,	PUNCT
fbem-25968	38	8	which	which	PRON
fbem-25968	38	9	combines	combine	VERB
fbem-25968	38	10	transformer	transformer	ADJ
fbem-25968	38	11	architecture	architecture	NOUN
fbem-25968	38	12	with	with	ADP
fbem-25968	38	13	tree	tree	NOUN
fbem-25968	38	14	models	model	NOUN
fbem-25968	38	15	,	,	PUNCT
fbem-25968	38	16	has	have	AUX
fbem-25968	38	17	been	be	AUX
fbem-25968	38	18	employed	employ	VERB
fbem-25968	38	19	to	to	PART
fbem-25968	38	20	capture	capture	VERB
fbem-25968	38	21	complex	complex	ADJ
fbem-25968	38	22	nonlinear	nonlinear	ADJ
fbem-25968	38	23	relationships	relationship	NOUN
fbem-25968	38	24	in	in	ADP
fbem-25968	38	25	policyholder	policyholder	NOUN
fbem-25968	38	26	data	datum	NOUN
fbem-25968	38	27	,	,	PUNCT
fbem-25968	38	28	2	2	NUM
fbem-25968	38	29	demonstrating	demonstrate	VERB
fbem-25968	38	30	superior	superior	ADJ
fbem-25968	38	31	performance	performance	NOUN
fbem-25968	38	32	over	over	ADP
fbem-25968	38	33	traditional	traditional	ADJ
fbem-25968	38	34	approaches	approach	NOUN
fbem-25968	38	35	[	[	X
fbem-25968	38	36	23	23	NUM
fbem-25968	38	37	]	]	PUNCT
fbem-25968	38	38	.	.	PUNCT
fbem-25968	39	1	lstms	lstms	PROPN
fbem-25968	39	2	are	be	AUX
fbem-25968	39	3	particularly	particularly	ADV
fbem-25968	39	4	effective	effective	ADJ
fbem-25968	39	5	for	for	ADP
fbem-25968	39	6	timeseries	timeserie	NOUN
fbem-25968	39	7	data	datum	NOUN
fbem-25968	39	8	due	due	ADP
fbem-25968	39	9	to	to	ADP
fbem-25968	39	10	their	their	PRON
fbem-25968	39	11	ability	ability	NOUN
fbem-25968	39	12	to	to	PART
fbem-25968	39	13	capture	capture	VERB
fbem-25968	39	14	temporal	temporal	ADJ
fbem-25968	39	15	dependencies	dependency	NOUN
fbem-25968	39	16	.	.	PUNCT
fbem-25968	40	1	cnns	cnns	PROPN
fbem-25968	40	2	have	have	AUX
fbem-25968	40	3	also	also	ADV
fbem-25968	40	4	been	be	AUX
fbem-25968	40	5	applied	apply	VERB
fbem-25968	40	6	to	to	ADP
fbem-25968	40	7	financial	financial	ADJ
fbem-25968	40	8	data	datum	NOUN
fbem-25968	40	9	,	,	PUNCT
fbem-25968	40	10	allowing	allow	VERB
fbem-25968	40	11	for	for	ADP
fbem-25968	40	12	the	the	DET
fbem-25968	40	13	extraction	extraction	NOUN
fbem-25968	40	14	of	of	ADP
fbem-25968	40	15	spatial	spatial	ADJ
fbem-25968	40	16	features	feature	NOUN
fbem-25968	40	17	[	[	X
fbem-25968	40	18	24	24	NUM
fbem-25968	40	19	-	-	SYM
fbem-25968	40	20	28	28	NUM
fbem-25968	40	21	]	]	PUNCT
fbem-25968	40	22	.	.	PUNCT
fbem-25968	41	1	recent	recent	ADJ
fbem-25968	41	2	studies	study	NOUN
fbem-25968	41	3	have	have	AUX
fbem-25968	41	4	demonstrated	demonstrate	VERB
fbem-25968	41	5	the	the	DET
fbem-25968	41	6	effectiveness	effectiveness	NOUN
fbem-25968	41	7	of	of	ADP
fbem-25968	41	8	deep	deep	ADJ
fbem-25968	41	9	learning	learning	NOUN
fbem-25968	41	10	in	in	ADP
fbem-25968	41	11	options	option	NOUN
fbem-25968	41	12	pricing	pricing	NOUN
fbem-25968	41	13	.	.	PUNCT
fbem-25968	42	1	for	for	ADP
fbem-25968	42	2	example	example	NOUN
fbem-25968	42	3	,	,	PUNCT
fbem-25968	42	4	zhang	zhang	PROPN
fbem-25968	42	5	et	et	PROPN
fbem-25968	42	6	al	al	PROPN
fbem-25968	42	7	.	.	PROPN
fbem-25968	43	1	(	(	PUNCT
fbem-25968	43	2	2019	2019	NUM
fbem-25968	43	3	)	)	PUNCT
fbem-25968	43	4	developed	develop	VERB
fbem-25968	43	5	a	a	DET
fbem-25968	43	6	deep	deep	ADJ
fbem-25968	43	7	learning	learning	NOUN
fbem-25968	43	8	model	model	NOUN
fbem-25968	43	9	that	that	PRON
fbem-25968	43	10	integrates	integrate	VERB
fbem-25968	43	11	historical	historical	ADJ
fbem-25968	43	12	price	price	NOUN
fbem-25968	43	13	data	datum	NOUN
fbem-25968	43	14	and	and	CCONJ
fbem-25968	43	15	market	market	NOUN
fbem-25968	43	16	sentiment	sentiment	NOUN
fbem-25968	43	17	to	to	PART
fbem-25968	43	18	improve	improve	VERB
fbem-25968	43	19	pricing	pricing	NOUN
fbem-25968	43	20	accuracy	accuracy	NOUN
fbem-25968	43	21	.	.	PUNCT
fbem-25968	44	1	similarly	similarly	ADV
fbem-25968	44	2	,	,	PUNCT
fbem-25968	44	3	chen	chen	PROPN
fbem-25968	44	4	et	et	PROPN
fbem-25968	44	5	al	al	PROPN
fbem-25968	44	6	.	.	PROPN
fbem-25968	44	7	(	(	PUNCT
fbem-25968	44	8	2020	2020	NUM
fbem-25968	44	9	)	)	PUNCT
fbem-25968	44	10	utilized	utilize	VERB
fbem-25968	44	11	lstm	lstm	NOUN
fbem-25968	44	12	networks	network	NOUN
fbem-25968	44	13	to	to	PART
fbem-25968	44	14	forecast	forecast	VERB
fbem-25968	44	15	option	option	NOUN
fbem-25968	44	16	prices	price	NOUN
fbem-25968	44	17	based	base	VERB
fbem-25968	44	18	on	on	ADP
fbem-25968	44	19	historical	historical	ADJ
fbem-25968	44	20	data	datum	NOUN
fbem-25968	44	21	,	,	PUNCT
fbem-25968	44	22	yielding	yield	VERB
fbem-25968	44	23	superior	superior	ADJ
fbem-25968	44	24	results	result	NOUN
fbem-25968	44	25	compared	compare	VERB
fbem-25968	44	26	to	to	ADP
fbem-25968	44	27	traditional	traditional	ADJ
fbem-25968	44	28	models	model	NOUN
fbem-25968	44	29	[	[	X
fbem-25968	44	30	29	29	NUM
fbem-25968	44	31	-	-	SYM
fbem-25968	44	32	33	33	NUM
fbem-25968	44	33	]	]	PUNCT
fbem-25968	44	34	.	.	PUNCT
fbem-25968	45	1	market	market	NOUN
fbem-25968	45	2	sentiment	sentiment	NOUN
fbem-25968	45	3	plays	play	VERB
fbem-25968	45	4	a	a	DET
fbem-25968	45	5	crucial	crucial	ADJ
fbem-25968	45	6	role	role	NOUN
fbem-25968	45	7	in	in	ADP
fbem-25968	45	8	influencing	influence	VERB
fbem-25968	45	9	asset	asset	NOUN
fbem-25968	45	10	prices	price	NOUN
fbem-25968	45	11	,	,	PUNCT
fbem-25968	45	12	including	include	VERB
fbem-25968	45	13	options	option	NOUN
fbem-25968	45	14	.	.	PUNCT
fbem-25968	46	1	studies	study	NOUN
fbem-25968	46	2	have	have	AUX
fbem-25968	46	3	shown	show	VERB
fbem-25968	46	4	that	that	SCONJ
fbem-25968	46	5	investor	investor	NOUN
fbem-25968	46	6	sentiment	sentiment	NOUN
fbem-25968	46	7	can	can	AUX
fbem-25968	46	8	lead	lead	VERB
fbem-25968	46	9	to	to	ADP
fbem-25968	46	10	mispricing	misprice	VERB
fbem-25968	46	11	,	,	PUNCT
fbem-25968	46	12	particularly	particularly	ADV
fbem-25968	46	13	during	during	ADP
fbem-25968	46	14	periods	period	NOUN
fbem-25968	46	15	of	of	ADP
fbem-25968	46	16	high	high	ADJ
fbem-25968	46	17	volatility	volatility	NOUN
fbem-25968	46	18	[	[	X
fbem-25968	46	19	34	34	NUM
fbem-25968	46	20	]	]	PUNCT
fbem-25968	46	21	.	.	PUNCT
fbem-25968	47	1	incorporating	incorporate	VERB
fbem-25968	47	2	sentiment	sentiment	NOUN
fbem-25968	47	3	data	datum	NOUN
fbem-25968	47	4	into	into	ADP
fbem-25968	47	5	pricing	pricing	NOUN
fbem-25968	47	6	models	model	NOUN
fbem-25968	47	7	can	can	AUX
fbem-25968	47	8	enhance	enhance	VERB
fbem-25968	47	9	their	their	PRON
fbem-25968	47	10	predictive	predictive	ADJ
fbem-25968	47	11	power	power	NOUN
fbem-25968	48	1	[	[	X
fbem-25968	48	2	34	34	NUM
fbem-25968	48	3	-	-	SYM
fbem-25968	48	4	37	37	NUM
fbem-25968	48	5	]	]	PUNCT
fbem-25968	48	6	.	.	PUNCT
fbem-25968	49	1	sentiment	sentiment	NOUN
fbem-25968	49	2	analysis	analysis	NOUN
fbem-25968	49	3	techniques	technique	NOUN
fbem-25968	49	4	,	,	PUNCT
fbem-25968	49	5	such	such	ADJ
fbem-25968	49	6	as	as	ADP
fbem-25968	49	7	natural	natural	ADJ
fbem-25968	49	8	language	language	NOUN
fbem-25968	49	9	processing	processing	NOUN
fbem-25968	49	10	,	,	PUNCT
fbem-25968	49	11	have	have	AUX
fbem-25968	49	12	been	be	AUX
fbem-25968	49	13	employed	employ	VERB
fbem-25968	49	14	to	to	PART
fbem-25968	49	15	extract	extract	VERB
fbem-25968	49	16	sentiment	sentiment	NOUN
fbem-25968	49	17	from	from	ADP
fbem-25968	49	18	various	various	ADJ
fbem-25968	49	19	sources	source	NOUN
fbem-25968	49	20	,	,	PUNCT
fbem-25968	49	21	including	include	VERB
fbem-25968	49	22	news	news	NOUN
fbem-25968	49	23	articles	article	NOUN
fbem-25968	49	24	and	and	CCONJ
fbem-25968	49	25	social	social	ADJ
fbem-25968	49	26	media	medium	NOUN
fbem-25968	49	27	[	[	X
fbem-25968	49	28	3740	3740	NUM
fbem-25968	49	29	]	]	PUNCT
fbem-25968	49	30	.	.	PUNCT
fbem-25968	50	1	recent	recent	ADJ
fbem-25968	50	2	advancements	advancement	NOUN
fbem-25968	50	3	in	in	ADP
fbem-25968	50	4	nlp	nlp	NOUN
fbem-25968	50	5	,	,	PUNCT
fbem-25968	50	6	such	such	ADJ
fbem-25968	50	7	as	as	ADP
fbem-25968	50	8	transformer	transformer	NOUN
fbem-25968	50	9	models	model	NOUN
fbem-25968	50	10	,	,	PUNCT
fbem-25968	50	11	have	have	AUX
fbem-25968	50	12	further	far	ADV
fbem-25968	50	13	improved	improve	VERB
fbem-25968	50	14	the	the	DET
fbem-25968	50	15	accuracy	accuracy	NOUN
fbem-25968	50	16	of	of	ADP
fbem-25968	50	17	sentiment	sentiment	NOUN
fbem-25968	50	18	analysis	analysis	NOUN
fbem-25968	50	19	[	[	X
fbem-25968	50	20	41	41	NUM
fbem-25968	50	21	-	-	SYM
fbem-25968	50	22	45	45	NUM
fbem-25968	50	23	]	]	PUNCT
fbem-25968	50	24	.	.	PUNCT
fbem-25968	51	1	these	these	DET
fbem-25968	51	2	techniques	technique	NOUN
fbem-25968	51	3	can	can	AUX
fbem-25968	51	4	be	be	AUX
fbem-25968	51	5	integrated	integrate	VERB
fbem-25968	51	6	into	into	ADP
fbem-25968	51	7	options	option	NOUN
fbem-25968	51	8	pricing	pricing	NOUN
fbem-25968	51	9	models	model	NOUN
fbem-25968	51	10	to	to	PART
fbem-25968	51	11	account	account	VERB
fbem-25968	51	12	for	for	ADP
fbem-25968	51	13	real	real	ADJ
fbem-25968	51	14	-	-	PUNCT
fbem-25968	51	15	time	time	NOUN
fbem-25968	51	16	market	market	NOUN
fbem-25968	51	17	sentiment	sentiment	NOUN
fbem-25968	51	18	.	.	PUNCT
fbem-25968	52	1	3	3	X
fbem-25968	52	2	.	.	X
fbem-25968	52	3	methodology	methodology	NOUN
fbem-25968	52	4	3.1	3.1	NUM
fbem-25968	52	5	.	.	PUNCT
fbem-25968	52	6	data	datum	NOUN
fbem-25968	52	7	collection	collection	NOUN
fbem-25968	52	8	3.1.1	3.1.1	NUM
fbem-25968	52	9	.	.	PUNCT
fbem-25968	53	1	historical	historical	ADJ
fbem-25968	53	2	options	option	NOUN
fbem-25968	53	3	pricing	pricing	NOUN
fbem-25968	53	4	data	data	PROPN
fbem-25968	53	5	historical	historical	ADJ
fbem-25968	53	6	options	option	NOUN
fbem-25968	53	7	pricing	pricing	NOUN
fbem-25968	53	8	data	datum	NOUN
fbem-25968	53	9	will	will	AUX
fbem-25968	53	10	be	be	AUX
fbem-25968	53	11	sourced	source	VERB
fbem-25968	53	12	from	from	ADP
fbem-25968	53	13	financial	financial	ADJ
fbem-25968	53	14	databases	database	NOUN
fbem-25968	53	15	such	such	ADJ
fbem-25968	53	16	as	as	ADP
fbem-25968	53	17	bloomberg	bloomberg	PROPN
fbem-25968	53	18	and	and	CCONJ
fbem-25968	53	19	yahoo	yahoo	PROPN
fbem-25968	53	20	finance	finance	NOUN
fbem-25968	53	21	.	.	PUNCT
fbem-25968	54	1	this	this	DET
fbem-25968	54	2	dataset	dataset	NOUN
fbem-25968	54	3	will	will	AUX
fbem-25968	54	4	include	include	VERB
fbem-25968	54	5	information	information	NOUN
fbem-25968	54	6	on	on	ADP
fbem-25968	54	7	various	various	ADJ
fbem-25968	54	8	options	option	NOUN
fbem-25968	54	9	,	,	PUNCT
fbem-25968	54	10	including	include	VERB
fbem-25968	54	11	strike	strike	NOUN
fbem-25968	54	12	prices	price	NOUN
fbem-25968	54	13	,	,	PUNCT
fbem-25968	54	14	expiration	expiration	NOUN
fbem-25968	54	15	dates	date	NOUN
fbem-25968	54	16	,	,	PUNCT
fbem-25968	54	17	and	and	CCONJ
fbem-25968	54	18	historical	historical	ADJ
fbem-25968	54	19	prices	price	NOUN
fbem-25968	54	20	,	,	PUNCT
fbem-25968	54	21	spanning	span	VERB
fbem-25968	54	22	several	several	ADJ
fbem-25968	54	23	years	year	NOUN
fbem-25968	54	24	to	to	PART
fbem-25968	54	25	ensure	ensure	VERB
fbem-25968	54	26	a	a	DET
fbem-25968	54	27	robust	robust	ADJ
fbem-25968	54	28	training	training	NOUN
fbem-25968	54	29	dataset	dataset	NOUN
fbem-25968	54	30	.	.	PUNCT
fbem-25968	55	1	table	table	NOUN
fbem-25968	55	2	1	1	NUM
fbem-25968	55	3	.	.	PUNCT
fbem-25968	56	1	examples	example	NOUN
fbem-25968	56	2	of	of	ADP
fbem-25968	56	3	notable	notable	ADJ
fbem-25968	56	4	classic	classic	ADJ
fbem-25968	56	5	machine	machine	NOUN
fbem-25968	56	6	learning	learn	VERB
fbem-25968	56	7	methods	method	NOUN
fbem-25968	56	8	applied	apply	VERB
fbem-25968	56	9	in	in	ADP
fbem-25968	56	10	economics	economic	NOUN
fbem-25968	56	11	-	-	PUNCT
fbem-25968	56	12	related	relate	VERB
fbem-25968	56	13	fields	field	NOUN
fbem-25968	56	14	3.1.2	3.1.2	NUM
fbem-25968	56	15	.	.	PUNCT
fbem-25968	57	1	real	real	ADJ
fbem-25968	57	2	-	-	PUNCT
fbem-25968	57	3	time	time	NOUN
fbem-25968	57	4	market	market	NOUN
fbem-25968	57	5	data	datum	NOUN
fbem-25968	57	6	real	real	ADJ
fbem-25968	57	7	-	-	PUNCT
fbem-25968	57	8	time	time	NOUN
fbem-25968	57	9	market	market	NOUN
fbem-25968	57	10	data	datum	NOUN
fbem-25968	57	11	will	will	AUX
fbem-25968	57	12	be	be	AUX
fbem-25968	57	13	obtained	obtain	VERB
fbem-25968	57	14	from	from	ADP
fbem-25968	57	15	apis	apis	PROPN
fbem-25968	57	16	provided	provide	VERB
fbem-25968	57	17	by	by	ADP
fbem-25968	57	18	financial	financial	ADJ
fbem-25968	57	19	market	market	NOUN
fbem-25968	57	20	services	service	NOUN
fbem-25968	57	21	(	(	PUNCT
fbem-25968	57	22	e.g.	e.g.	ADV
fbem-25968	57	23	,	,	PUNCT
fbem-25968	57	24	alpha	alpha	NOUN
fbem-25968	57	25	vantage	vantage	NOUN
fbem-25968	57	26	,	,	PUNCT
fbem-25968	57	27	iex	iex	PROPN
fbem-25968	57	28	cloud	cloud	PROPN
fbem-25968	57	29	)	)	PUNCT
fbem-25968	57	30	.	.	PUNCT
fbem-25968	58	1	this	this	DET
fbem-25968	58	2	data	datum	NOUN
fbem-25968	58	3	will	will	AUX
fbem-25968	58	4	encompass	encompass	VERB
fbem-25968	58	5	stock	stock	NOUN
fbem-25968	58	6	prices	price	NOUN
fbem-25968	58	7	,	,	PUNCT
fbem-25968	58	8	trading	trading	NOUN
fbem-25968	58	9	volumes	volume	NOUN
fbem-25968	58	10	,	,	PUNCT
fbem-25968	58	11	and	and	CCONJ
fbem-25968	58	12	other	other	ADJ
fbem-25968	58	13	relevant	relevant	ADJ
fbem-25968	58	14	metrics	metric	NOUN
fbem-25968	58	15	that	that	PRON
fbem-25968	58	16	influence	influence	VERB
fbem-25968	58	17	options	option	NOUN
fbem-25968	58	18	pricing	pricing	NOUN
fbem-25968	58	19	.	.	PUNCT
fbem-25968	59	1	3.1.3	3.1.3	X
fbem-25968	59	2	.	.	NOUN
fbem-25968	59	3	sentiment	sentiment	NOUN
fbem-25968	59	4	data	datum	NOUN
fbem-25968	59	5	sentiment	sentiment	NOUN
fbem-25968	59	6	data	datum	NOUN
fbem-25968	59	7	will	will	AUX
fbem-25968	59	8	be	be	AUX
fbem-25968	59	9	collected	collect	VERB
fbem-25968	59	10	from	from	ADP
fbem-25968	59	11	news	news	NOUN
fbem-25968	59	12	articles	article	NOUN
fbem-25968	59	13	,	,	PUNCT
fbem-25968	59	14	financial	financial	ADJ
fbem-25968	59	15	blogs	blog	NOUN
fbem-25968	59	16	,	,	PUNCT
fbem-25968	59	17	and	and	CCONJ
fbem-25968	59	18	social	social	ADJ
fbem-25968	59	19	media	medium	NOUN
fbem-25968	59	20	platforms	platform	NOUN
fbem-25968	59	21	(	(	PUNCT
fbem-25968	59	22	e.g.	e.g.	ADV
fbem-25968	59	23	,	,	PUNCT
fbem-25968	59	24	twitter	twitter	NOUN
fbem-25968	59	25	)	)	PUNCT
fbem-25968	59	26	.	.	PUNCT
fbem-25968	60	1	natural	natural	ADJ
fbem-25968	60	2	language	language	NOUN
fbem-25968	60	3	processing	processing	NOUN
fbem-25968	60	4	techniques	technique	NOUN
fbem-25968	60	5	will	will	AUX
fbem-25968	60	6	be	be	AUX
fbem-25968	60	7	employed	employ	VERB
fbem-25968	60	8	to	to	PART
fbem-25968	60	9	analyze	analyze	VERB
fbem-25968	60	10	the	the	DET
fbem-25968	60	11	sentiment	sentiment	NOUN
fbem-25968	60	12	of	of	ADP
fbem-25968	60	13	the	the	DET
fbem-25968	60	14	text	text	NOUN
fbem-25968	60	15	data	datum	NOUN
fbem-25968	60	16	,	,	PUNCT
fbem-25968	60	17	producing	produce	VERB
fbem-25968	60	18	sentiment	sentiment	NOUN
fbem-25968	60	19	scores	score	NOUN
fbem-25968	60	20	that	that	PRON
fbem-25968	60	21	can	can	AUX
fbem-25968	60	22	be	be	AUX
fbem-25968	60	23	integrated	integrate	VERB
fbem-25968	60	24	into	into	ADP
fbem-25968	60	25	the	the	DET
fbem-25968	60	26	pricing	pricing	NOUN
fbem-25968	60	27	model	model	NOUN
fbem-25968	60	28	.	.	PUNCT
fbem-25968	61	1	figure	figure	NOUN
fbem-25968	61	2	1	1	NUM
fbem-25968	61	3	.	.	PUNCT
fbem-25968	61	4	comparison	comparison	NOUN
fbem-25968	61	5	of	of	ADP
fbem-25968	61	6	root	root	NOUN
fbem-25968	61	7	-	-	PUNCT
fbem-25968	61	8	mean	mean	NOUN
fbem-25968	61	9	-	-	PUNCT
fbem-25968	61	10	squared	square	VERB
fbem-25968	61	11	error	error	NOUN
fbem-25968	61	12	values	value	NOUN
fbem-25968	61	13	of	of	ADP
fbem-25968	61	14	hybrid	hybrid	ADJ
fbem-25968	61	15	deep	deep	ADJ
fbem-25968	61	16	learning	learning	NOUN
fbem-25968	61	17	models	model	NOUN
fbem-25968	61	18	and	and	CCONJ
fbem-25968	61	19	deep	deep	ADJ
fbem-25968	61	20	learning	learn	VERB
fbem-25968	61	21	3.2	3.2	NUM
fbem-25968	61	22	.	.	PUNCT
fbem-25968	62	1	data	datum	NOUN
fbem-25968	62	2	preprocessing	preprocesse	VERB
fbem-25968	62	3	3.2.1	3.2.1	NUM
fbem-25968	62	4	.	.	PUNCT
fbem-25968	63	1	cleaning	clean	VERB
fbem-25968	63	2	and	and	CCONJ
fbem-25968	63	3	normalizing	normalizing	ADJ
fbem-25968	63	4	data	datum	NOUN
fbem-25968	63	5	the	the	DET
fbem-25968	63	6	collected	collect	VERB
fbem-25968	63	7	data	datum	NOUN
fbem-25968	63	8	will	will	AUX
fbem-25968	63	9	undergo	undergo	VERB
fbem-25968	63	10	preprocessing	preprocessing	NOUN
fbem-25968	63	11	to	to	PART
fbem-25968	63	12	remove	remove	VERB
fbem-25968	63	13	outliers	outlier	NOUN
fbem-25968	63	14	and	and	CCONJ
fbem-25968	63	15	missing	miss	VERB
fbem-25968	63	16	values	value	NOUN
fbem-25968	63	17	.	.	PUNCT
fbem-25968	64	1	normalization	normalization	NOUN
fbem-25968	64	2	techniques	technique	NOUN
fbem-25968	64	3	will	will	AUX
fbem-25968	64	4	be	be	AUX
fbem-25968	64	5	applied	apply	VERB
fbem-25968	64	6	to	to	PART
fbem-25968	64	7	ensure	ensure	VERB
fbem-25968	64	8	that	that	SCONJ
fbem-25968	64	9	the	the	DET
fbem-25968	64	10	features	feature	NOUN
fbem-25968	64	11	are	be	AUX
fbem-25968	64	12	on	on	ADP
fbem-25968	64	13	a	a	DET
fbem-25968	64	14	similar	similar	ADJ
fbem-25968	64	15	scale	scale	NOUN
fbem-25968	64	16	,	,	PUNCT
fbem-25968	64	17	which	which	PRON
fbem-25968	64	18	is	be	AUX
fbem-25968	64	19	crucial	crucial	ADJ
fbem-25968	64	20	for	for	ADP
fbem-25968	64	21	the	the	DET
fbem-25968	64	22	performance	performance	NOUN
fbem-25968	64	23	of	of	ADP
fbem-25968	64	24	deep	deep	ADJ
fbem-25968	64	25	learning	learning	NOUN
fbem-25968	64	26	models	model	NOUN
fbem-25968	64	27	.	.	PUNCT
fbem-25968	65	1	3.2.2	3.2.2	NUM
fbem-25968	65	2	.	.	PUNCT
fbem-25968	65	3	feature	feature	NOUN
fbem-25968	65	4	engineering	engineering	NOUN
fbem-25968	65	5	key	key	ADJ
fbem-25968	65	6	features	feature	NOUN
fbem-25968	65	7	will	will	AUX
fbem-25968	65	8	be	be	AUX
fbem-25968	65	9	engineered	engineer	VERB
fbem-25968	65	10	,	,	PUNCT
fbem-25968	65	11	including	include	VERB
fbem-25968	65	12	historical	historical	ADJ
fbem-25968	65	13	volatility	volatility	NOUN
fbem-25968	65	14	measures	measure	NOUN
fbem-25968	65	15	,	,	PUNCT
fbem-25968	65	16	implied	imply	VERB
fbem-25968	65	17	volatility	volatility	NOUN
fbem-25968	65	18	,	,	PUNCT
fbem-25968	65	19	and	and	CCONJ
fbem-25968	65	20	sentiment	sentiment	NOUN
fbem-25968	65	21	scores	score	NOUN
fbem-25968	65	22	derived	derive	VERB
fbem-25968	65	23	from	from	ADP
fbem-25968	65	24	the	the	DET
fbem-25968	65	25	sentiment	sentiment	NOUN
fbem-25968	65	26	analysis	analysis	NOUN
fbem-25968	65	27	.	.	PUNCT
fbem-25968	66	1	these	these	DET
fbem-25968	66	2	features	feature	NOUN
fbem-25968	66	3	will	will	AUX
fbem-25968	66	4	provide	provide	VERB
fbem-25968	66	5	the	the	DET
fbem-25968	66	6	model	model	NOUN
fbem-25968	66	7	with	with	ADP
fbem-25968	66	8	richer	rich	ADJ
fbem-25968	66	9	information	information	NOUN
fbem-25968	66	10	for	for	ADP
fbem-25968	66	11	making	make	VERB
fbem-25968	66	12	pricing	pricing	NOUN
fbem-25968	66	13	predictions	prediction	NOUN
fbem-25968	66	14	.	.	PUNCT
fbem-25968	67	1	3.3	3.3	NUM
fbem-25968	67	2	.	.	PUNCT
fbem-25968	68	1	model	model	PROPN
fbem-25968	68	2	design	design	PROPN
fbem-25968	68	3	3.3.1	3.3.1	NUM
fbem-25968	68	4	.	.	PUNCT
fbem-25968	68	5	selection	selection	NOUN
fbem-25968	68	6	of	of	ADP
fbem-25968	68	7	deep	deep	ADJ
fbem-25968	68	8	learning	learning	NOUN
fbem-25968	68	9	architecture	architecture	NOUN
fbem-25968	68	10	the	the	DET
fbem-25968	68	11	model	model	NOUN
fbem-25968	68	12	will	will	AUX
fbem-25968	68	13	utilize	utilize	VERB
fbem-25968	68	14	long	long	ADJ
fbem-25968	68	15	short	short	ADJ
fbem-25968	68	16	-	-	PUNCT
fbem-25968	68	17	term	term	NOUN
fbem-25968	68	18	memory	memory	NOUN
fbem-25968	68	19	networks	network	NOUN
fbem-25968	68	20	due	due	ADP
fbem-25968	68	21	to	to	ADP
fbem-25968	68	22	their	their	PRON
fbem-25968	68	23	capability	capability	NOUN
fbem-25968	68	24	to	to	PART
fbem-25968	68	25	capture	capture	VERB
fbem-25968	68	26	temporal	temporal	ADJ
fbem-25968	68	27	dependencies	dependency	NOUN
fbem-25968	68	28	in	in	ADP
fbem-25968	68	29	time	time	NOUN
fbem-25968	68	30	-	-	PUNCT
fbem-25968	68	31	series	series	NOUN
fbem-25968	68	32	data	datum	NOUN
fbem-25968	68	33	.	.	PUNCT
fbem-25968	69	1	the	the	DET
fbem-25968	69	2	architecture	architecture	NOUN
fbem-25968	69	3	will	will	AUX
fbem-25968	69	4	include	include	VERB
fbem-25968	69	5	multiple	multiple	ADJ
fbem-25968	69	6	lstm	lstm	ADJ
fbem-25968	69	7	layers	layer	NOUN
fbem-25968	69	8	followed	follow	VERB
fbem-25968	69	9	by	by	ADP
fbem-25968	69	10	fully	fully	ADV
fbem-25968	69	11	connected	connected	ADJ
fbem-25968	69	12	layers	layer	NOUN
fbem-25968	69	13	to	to	PART
fbem-25968	69	14	output	output	VERB
fbem-25968	69	15	the	the	DET
fbem-25968	69	16	3	3	NUM
fbem-25968	69	17	predicted	predict	VERB
fbem-25968	69	18	option	option	NOUN
fbem-25968	69	19	prices	price	NOUN
fbem-25968	69	20	.	.	PUNCT
fbem-25968	70	1	3.3.2	3.3.2	X
fbem-25968	70	2	.	.	X
fbem-25968	70	3	justification	justification	NOUN
fbem-25968	70	4	for	for	ADP
fbem-25968	70	5	chosen	choose	VERB
fbem-25968	70	6	architecture	architecture	NOUN
fbem-25968	70	7	lstms	lstms	NOUN
fbem-25968	70	8	are	be	AUX
fbem-25968	70	9	particularly	particularly	ADV
fbem-25968	70	10	suitable	suitable	ADJ
fbem-25968	70	11	for	for	ADP
fbem-25968	70	12	financial	financial	ADJ
fbem-25968	70	13	time	time	NOUN
fbem-25968	70	14	-	-	PUNCT
fbem-25968	70	15	series	series	NOUN
fbem-25968	70	16	data	datum	NOUN
fbem-25968	70	17	due	due	ADP
fbem-25968	70	18	to	to	ADP
fbem-25968	70	19	their	their	PRON
fbem-25968	70	20	ability	ability	NOUN
fbem-25968	70	21	to	to	PART
fbem-25968	70	22	learn	learn	VERB
fbem-25968	70	23	from	from	ADP
fbem-25968	70	24	sequences	sequence	NOUN
fbem-25968	70	25	of	of	ADP
fbem-25968	70	26	data	datum	NOUN
fbem-25968	70	27	over	over	ADP
fbem-25968	70	28	time	time	NOUN
fbem-25968	70	29	,	,	PUNCT
fbem-25968	70	30	which	which	PRON
fbem-25968	70	31	is	be	AUX
fbem-25968	70	32	essential	essential	ADJ
fbem-25968	70	33	for	for	ADP
fbem-25968	70	34	adapting	adapt	VERB
fbem-25968	70	35	to	to	ADP
fbem-25968	70	36	changing	change	VERB
fbem-25968	70	37	market	market	NOUN
fbem-25968	70	38	conditions	condition	NOUN
fbem-25968	70	39	.	.	PUNCT
fbem-25968	71	1	3.3.3	3.3.3	X
fbem-25968	71	2	.	.	PUNCT
fbem-25968	72	1	integration	integration	NOUN
fbem-25968	72	2	of	of	ADP
fbem-25968	72	3	historical	historical	ADJ
fbem-25968	72	4	data	datum	NOUN
fbem-25968	72	5	and	and	CCONJ
fbem-25968	72	6	real	real	ADJ
fbem-25968	72	7	-	-	PUNCT
fbem-25968	72	8	time	time	NOUN
fbem-25968	72	9	sentiment	sentiment	NOUN
fbem-25968	72	10	the	the	DET
fbem-25968	72	11	model	model	NOUN
fbem-25968	72	12	will	will	AUX
fbem-25968	72	13	integrate	integrate	VERB
fbem-25968	72	14	historical	historical	ADJ
fbem-25968	72	15	pricing	pricing	NOUN
fbem-25968	72	16	data	datum	NOUN
fbem-25968	72	17	and	and	CCONJ
fbem-25968	72	18	realtime	realtime	ADJ
fbem-25968	72	19	sentiment	sentiment	NOUN
fbem-25968	72	20	scores	score	NOUN
fbem-25968	72	21	as	as	ADP
fbem-25968	72	22	input	input	NOUN
fbem-25968	72	23	features	feature	NOUN
fbem-25968	72	24	,	,	PUNCT
fbem-25968	72	25	allowing	allow	VERB
fbem-25968	72	26	it	it	PRON
fbem-25968	72	27	to	to	PART
fbem-25968	72	28	learn	learn	VERB
fbem-25968	72	29	from	from	ADP
fbem-25968	72	30	both	both	PRON
fbem-25968	72	31	past	past	ADP
fbem-25968	72	32	market	market	NOUN
fbem-25968	72	33	behavior	behavior	NOUN
fbem-25968	72	34	and	and	CCONJ
fbem-25968	72	35	current	current	ADJ
fbem-25968	72	36	market	market	NOUN
fbem-25968	72	37	sentiment	sentiment	NOUN
fbem-25968	72	38	.	.	PUNCT
fbem-25968	73	1	3.4	3.4	NUM
fbem-25968	73	2	.	.	PUNCT
fbem-25968	73	3	model	model	NOUN
fbem-25968	73	4	training	train	VERB
fbem-25968	73	5	3.4.1	3.4.1	NUM
fbem-25968	73	6	.	.	PUNCT
fbem-25968	73	7	training	training	NOUN
fbem-25968	73	8	process	process	NOUN
fbem-25968	73	9	and	and	CCONJ
fbem-25968	73	10	hyperparameter	hyperparameter	NOUN
fbem-25968	73	11	tuning	tune	VERB
fbem-25968	73	12	the	the	DET
fbem-25968	73	13	model	model	NOUN
fbem-25968	73	14	will	will	AUX
fbem-25968	73	15	be	be	AUX
fbem-25968	73	16	trained	train	VERB
fbem-25968	73	17	using	use	VERB
fbem-25968	73	18	a	a	DET
fbem-25968	73	19	supervised	supervised	ADJ
fbem-25968	73	20	learning	learning	NOUN
fbem-25968	73	21	approach	approach	NOUN
fbem-25968	73	22	,	,	PUNCT
fbem-25968	73	23	with	with	ADP
fbem-25968	73	24	the	the	DET
fbem-25968	73	25	historical	historical	ADJ
fbem-25968	73	26	option	option	NOUN
fbem-25968	73	27	prices	price	NOUN
fbem-25968	73	28	as	as	ADP
fbem-25968	73	29	the	the	DET
fbem-25968	73	30	target	target	NOUN
fbem-25968	73	31	variable	variable	NOUN
fbem-25968	73	32	.	.	PUNCT
fbem-25968	74	1	hyperparameter	hyperparameter	NOUN
fbem-25968	74	2	tuning	tuning	NOUN
fbem-25968	74	3	will	will	AUX
fbem-25968	74	4	be	be	AUX
fbem-25968	74	5	conducted	conduct	VERB
fbem-25968	74	6	using	use	VERB
fbem-25968	74	7	techniques	technique	NOUN
fbem-25968	74	8	such	such	ADJ
fbem-25968	74	9	as	as	ADP
fbem-25968	74	10	grid	grid	NOUN
fbem-25968	74	11	search	search	NOUN
fbem-25968	74	12	or	or	CCONJ
fbem-25968	74	13	random	random	ADJ
fbem-25968	74	14	search	search	NOUN
fbem-25968	74	15	to	to	PART
fbem-25968	74	16	optimize	optimize	VERB
fbem-25968	74	17	the	the	DET
fbem-25968	74	18	model	model	NOUN
fbem-25968	74	19	's	's	PART
fbem-25968	74	20	performance	performance	NOUN
fbem-25968	74	21	.	.	PUNCT
fbem-25968	75	1	3.4.2	3.4.2	X
fbem-25968	75	2	.	.	PUNCT
fbem-25968	76	1	validation	validation	NOUN
fbem-25968	76	2	techniques	technique	NOUN
fbem-25968	76	3	cross	cross	NOUN
fbem-25968	76	4	-	-	ADJ
fbem-25968	76	5	validation	validation	NOUN
fbem-25968	76	6	will	will	AUX
fbem-25968	76	7	be	be	AUX
fbem-25968	76	8	employed	employ	VERB
fbem-25968	76	9	to	to	PART
fbem-25968	76	10	assess	assess	VERB
fbem-25968	76	11	the	the	DET
fbem-25968	76	12	model	model	NOUN
fbem-25968	76	13	's	's	PART
fbem-25968	76	14	performance	performance	NOUN
fbem-25968	76	15	and	and	CCONJ
fbem-25968	76	16	prevent	prevent	VERB
fbem-25968	76	17	overfitting	overfitting	NOUN
fbem-25968	76	18	.	.	PUNCT
fbem-25968	77	1	a	a	DET
fbem-25968	77	2	portion	portion	NOUN
fbem-25968	77	3	of	of	ADP
fbem-25968	77	4	the	the	DET
fbem-25968	77	5	data	datum	NOUN
fbem-25968	77	6	will	will	AUX
fbem-25968	77	7	be	be	AUX
fbem-25968	77	8	reserved	reserve	VERB
fbem-25968	77	9	for	for	ADP
fbem-25968	77	10	testing	testing	NOUN
fbem-25968	77	11	after	after	ADP
fbem-25968	77	12	training	training	NOUN
fbem-25968	77	13	to	to	PART
fbem-25968	77	14	evaluate	evaluate	VERB
fbem-25968	77	15	generalization	generalization	NOUN
fbem-25968	77	16	capabilities	capability	NOUN
fbem-25968	77	17	.	.	PUNCT
fbem-25968	78	1	3.5	3.5	NUM
fbem-25968	78	2	.	.	PUNCT
fbem-25968	78	3	performance	performance	NOUN
fbem-25968	78	4	metrics	metric	NOUN
fbem-25968	78	5	3.5.1	3.5.1	NUM
fbem-25968	78	6	.	.	PUNCT
fbem-25968	79	1	metrics	metric	NOUN
fbem-25968	79	2	for	for	ADP
fbem-25968	79	3	evaluating	evaluate	VERB
fbem-25968	79	4	model	model	NOUN
fbem-25968	79	5	performance	performance	NOUN
fbem-25968	79	6	the	the	DET
fbem-25968	79	7	model	model	NOUN
fbem-25968	79	8	's	's	PART
fbem-25968	79	9	performance	performance	NOUN
fbem-25968	79	10	will	will	AUX
fbem-25968	79	11	be	be	AUX
fbem-25968	79	12	evaluated	evaluate	VERB
fbem-25968	79	13	using	use	VERB
fbem-25968	79	14	metrics	metric	NOUN
fbem-25968	79	15	such	such	ADJ
fbem-25968	79	16	as	as	ADP
fbem-25968	79	17	root	root	NOUN
fbem-25968	79	18	mean	mean	VERB
fbem-25968	79	19	squared	square	VERB
fbem-25968	79	20	error	error	NOUN
fbem-25968	79	21	,	,	PUNCT
fbem-25968	79	22	mean	mean	ADJ
fbem-25968	79	23	absolute	absolute	ADJ
fbem-25968	79	24	error	error	NOUN
fbem-25968	79	25	,	,	PUNCT
fbem-25968	79	26	and	and	CCONJ
fbem-25968	79	27	r	r	X
fbem-25968	79	28	-	-	PUNCT
fbem-25968	79	29	squared	square	VERB
fbem-25968	79	30	to	to	PART
fbem-25968	79	31	quantify	quantify	VERB
fbem-25968	79	32	the	the	DET
fbem-25968	79	33	accuracy	accuracy	NOUN
fbem-25968	79	34	of	of	ADP
fbem-25968	79	35	the	the	DET
fbem-25968	79	36	predictions	prediction	NOUN
fbem-25968	79	37	.	.	PUNCT
fbem-25968	80	1	3.5.2	3.5.2	X
fbem-25968	80	2	.	.	X
fbem-25968	80	3	comparison	comparison	NOUN
fbem-25968	80	4	with	with	ADP
fbem-25968	80	5	traditional	traditional	ADJ
fbem-25968	80	6	models	model	NOUN
fbem-25968	80	7	the	the	DET
fbem-25968	80	8	performance	performance	NOUN
fbem-25968	80	9	of	of	ADP
fbem-25968	80	10	the	the	DET
fbem-25968	80	11	deep	deep	ADJ
fbem-25968	80	12	learning	learning	NOUN
fbem-25968	80	13	model	model	NOUN
fbem-25968	80	14	will	will	AUX
fbem-25968	80	15	be	be	AUX
fbem-25968	80	16	compared	compare	VERB
fbem-25968	80	17	against	against	ADP
fbem-25968	80	18	traditional	traditional	ADJ
fbem-25968	80	19	models	model	NOUN
fbem-25968	80	20	,	,	PUNCT
fbem-25968	80	21	such	such	ADJ
fbem-25968	80	22	as	as	ADP
fbem-25968	80	23	the	the	DET
fbem-25968	80	24	blackscholes	blackschole	NOUN
fbem-25968	80	25	model	model	NOUN
fbem-25968	80	26	and	and	CCONJ
fbem-25968	80	27	other	other	ADJ
fbem-25968	80	28	machine	machine	NOUN
fbem-25968	80	29	learning	learn	VERB
fbem-25968	80	30	approaches	approach	NOUN
fbem-25968	80	31	,	,	PUNCT
fbem-25968	80	32	to	to	PART
fbem-25968	80	33	demonstrate	demonstrate	VERB
fbem-25968	80	34	its	its	PRON
fbem-25968	80	35	effectiveness	effectiveness	NOUN
fbem-25968	80	36	.	.	PUNCT
fbem-25968	81	1	4	4	X
fbem-25968	81	2	.	.	X
fbem-25968	81	3	implementation	implementation	NOUN
fbem-25968	81	4	4.1	4.1	NUM
fbem-25968	81	5	.	.	PUNCT
fbem-25968	82	1	model	model	NOUN
fbem-25968	82	2	development	development	PROPN
fbem-25968	82	3	4.1.1	4.1.1	PROPN
fbem-25968	82	4	.	.	PUNCT
fbem-25968	83	1	description	description	NOUN
fbem-25968	83	2	of	of	ADP
fbem-25968	83	3	the	the	DET
fbem-25968	83	4	coding	code	VERB
fbem-25968	83	5	environment	environment	NOUN
fbem-25968	83	6	and	and	CCONJ
fbem-25968	83	7	tools	tool	NOUN
fbem-25968	83	8	used	use	VERB
fbem-25968	83	9	the	the	DET
fbem-25968	83	10	development	development	NOUN
fbem-25968	83	11	of	of	ADP
fbem-25968	83	12	the	the	DET
fbem-25968	83	13	model	model	NOUN
fbem-25968	83	14	will	will	AUX
fbem-25968	83	15	be	be	AUX
fbem-25968	83	16	executed	execute	VERB
fbem-25968	83	17	using	use	VERB
fbem-25968	83	18	the	the	DET
fbem-25968	83	19	python	python	NOUN
fbem-25968	83	20	programming	programming	NOUN
fbem-25968	83	21	language	language	NOUN
fbem-25968	83	22	,	,	PUNCT
fbem-25968	83	23	which	which	PRON
fbem-25968	83	24	has	have	AUX
fbem-25968	83	25	become	become	VERB
fbem-25968	83	26	the	the	DET
fbem-25968	83	27	de	de	X
fbem-25968	83	28	facto	facto	X
fbem-25968	83	29	standard	standard	NOUN
fbem-25968	83	30	for	for	ADP
fbem-25968	83	31	machine	machine	NOUN
fbem-25968	83	32	learning	learning	NOUN
fbem-25968	83	33	and	and	CCONJ
fbem-25968	83	34	deep	deep	ADJ
fbem-25968	83	35	learning	learning	NOUN
fbem-25968	83	36	applications	application	NOUN
fbem-25968	83	37	due	due	ADP
fbem-25968	83	38	to	to	ADP
fbem-25968	83	39	its	its	PRON
fbem-25968	83	40	simplicity	simplicity	NOUN
fbem-25968	83	41	and	and	CCONJ
fbem-25968	83	42	versatility	versatility	NOUN
fbem-25968	83	43	.	.	PUNCT
fbem-25968	84	1	key	key	ADJ
fbem-25968	84	2	libraries	library	NOUN
fbem-25968	84	3	will	will	AUX
fbem-25968	84	4	be	be	AUX
fbem-25968	84	5	employed	employ	VERB
fbem-25968	84	6	to	to	PART
fbem-25968	84	7	facilitate	facilitate	VERB
fbem-25968	84	8	the	the	DET
fbem-25968	84	9	model	model	NOUN
fbem-25968	84	10	-	-	PUNCT
fbem-25968	84	11	building	building	NOUN
fbem-25968	84	12	process	process	NOUN
fbem-25968	84	13	.	.	PUNCT
fbem-25968	85	1	tensorflow	tensorflow	NOUN
fbem-25968	85	2	and	and	CCONJ
fbem-25968	85	3	keras	keras	PROPN
fbem-25968	85	4	will	will	AUX
fbem-25968	85	5	be	be	AUX
fbem-25968	85	6	utilized	utilize	VERB
fbem-25968	85	7	for	for	ADP
fbem-25968	85	8	constructing	construct	VERB
fbem-25968	85	9	and	and	CCONJ
fbem-25968	85	10	training	train	VERB
fbem-25968	85	11	the	the	DET
fbem-25968	85	12	deep	deep	ADJ
fbem-25968	85	13	learning	learning	NOUN
fbem-25968	85	14	models	model	NOUN
fbem-25968	85	15	,	,	PUNCT
fbem-25968	85	16	as	as	SCONJ
fbem-25968	85	17	they	they	PRON
fbem-25968	85	18	provide	provide	VERB
fbem-25968	85	19	robust	robust	ADJ
fbem-25968	85	20	tools	tool	NOUN
fbem-25968	85	21	for	for	ADP
fbem-25968	85	22	building	build	VERB
fbem-25968	85	23	complex	complex	ADJ
fbem-25968	85	24	neural	neural	ADJ
fbem-25968	85	25	network	network	NOUN
fbem-25968	85	26	architectures	architecture	NOUN
fbem-25968	85	27	with	with	ADP
fbem-25968	85	28	ease	ease	NOUN
fbem-25968	85	29	.	.	PUNCT
fbem-25968	86	1	tensorflow	tensorflow	NOUN
fbem-25968	86	2	,	,	PUNCT
fbem-25968	86	3	being	be	AUX
fbem-25968	86	4	an	an	DET
fbem-25968	86	5	open	open	ADJ
fbem-25968	86	6	-	-	PUNCT
fbem-25968	86	7	source	source	NOUN
fbem-25968	86	8	library	library	NOUN
fbem-25968	86	9	,	,	PUNCT
fbem-25968	86	10	offers	offer	VERB
fbem-25968	86	11	extensive	extensive	ADJ
fbem-25968	86	12	support	support	NOUN
fbem-25968	86	13	for	for	ADP
fbem-25968	86	14	large	large	ADJ
fbem-25968	86	15	-	-	PUNCT
fbem-25968	86	16	scale	scale	NOUN
fbem-25968	86	17	machine	machine	NOUN
fbem-25968	86	18	learning	learning	NOUN
fbem-25968	86	19	and	and	CCONJ
fbem-25968	86	20	is	be	AUX
fbem-25968	86	21	particularly	particularly	ADV
fbem-25968	86	22	well	well	ADV
fbem-25968	86	23	-	-	PUNCT
fbem-25968	86	24	suited	suit	VERB
fbem-25968	86	25	for	for	ADP
fbem-25968	86	26	deep	deep	ADJ
fbem-25968	86	27	learning	learning	NOUN
fbem-25968	86	28	applications	application	NOUN
fbem-25968	86	29	.	.	PUNCT
fbem-25968	87	1	data	datum	NOUN
fbem-25968	87	2	manipulation	manipulation	NOUN
fbem-25968	87	3	will	will	AUX
fbem-25968	87	4	be	be	AUX
fbem-25968	87	5	handled	handle	VERB
fbem-25968	87	6	using	use	VERB
fbem-25968	87	7	pandas	panda	NOUN
fbem-25968	87	8	,	,	PUNCT
fbem-25968	87	9	a	a	DET
fbem-25968	87	10	powerful	powerful	ADJ
fbem-25968	87	11	library	library	NOUN
fbem-25968	87	12	that	that	PRON
fbem-25968	87	13	allows	allow	VERB
fbem-25968	87	14	for	for	ADP
fbem-25968	87	15	efficient	efficient	ADJ
fbem-25968	87	16	data	datum	NOUN
fbem-25968	87	17	handling	handling	NOUN
fbem-25968	87	18	,	,	PUNCT
fbem-25968	87	19	cleaning	cleaning	NOUN
fbem-25968	87	20	,	,	PUNCT
fbem-25968	87	21	and	and	CCONJ
fbem-25968	87	22	preprocessing	preprocessing	NOUN
fbem-25968	87	23	.	.	PUNCT
fbem-25968	88	1	this	this	PRON
fbem-25968	88	2	will	will	AUX
fbem-25968	88	3	be	be	AUX
fbem-25968	88	4	crucial	crucial	ADJ
fbem-25968	88	5	for	for	ADP
fbem-25968	88	6	preparing	prepare	VERB
fbem-25968	88	7	the	the	DET
fbem-25968	88	8	dataset	dataset	NOUN
fbem-25968	88	9	for	for	ADP
fbem-25968	88	10	model	model	NOUN
fbem-25968	88	11	training	training	NOUN
fbem-25968	88	12	and	and	CCONJ
fbem-25968	88	13	ensuring	ensure	VERB
fbem-25968	88	14	that	that	SCONJ
fbem-25968	88	15	the	the	DET
fbem-25968	88	16	input	input	NOUN
fbem-25968	88	17	data	data	NOUN
fbem-25968	88	18	is	be	AUX
fbem-25968	88	19	in	in	ADP
fbem-25968	88	20	the	the	DET
fbem-25968	88	21	correct	correct	ADJ
fbem-25968	88	22	format	format	NOUN
fbem-25968	88	23	.	.	PUNCT
fbem-25968	89	1	for	for	ADP
fbem-25968	89	2	data	data	NOUN
fbem-25968	89	3	visualization	visualization	NOUN
fbem-25968	89	4	,	,	PUNCT
fbem-25968	89	5	matplotlib	matplotlib	PROPN
fbem-25968	89	6	and	and	CCONJ
fbem-25968	89	7	seaborn	seaborn	PROPN
fbem-25968	89	8	will	will	AUX
fbem-25968	89	9	be	be	AUX
fbem-25968	89	10	employed	employ	VERB
fbem-25968	89	11	to	to	PART
fbem-25968	89	12	create	create	VERB
fbem-25968	89	13	informative	informative	ADJ
fbem-25968	89	14	plots	plot	NOUN
fbem-25968	89	15	and	and	CCONJ
fbem-25968	89	16	graphs	graph	NOUN
fbem-25968	89	17	,	,	PUNCT
fbem-25968	89	18	enabling	enable	VERB
fbem-25968	89	19	a	a	DET
fbem-25968	89	20	clearer	clear	ADJ
fbem-25968	89	21	understanding	understanding	NOUN
fbem-25968	89	22	of	of	ADP
fbem-25968	89	23	the	the	DET
fbem-25968	89	24	data	datum	NOUN
fbem-25968	89	25	and	and	CCONJ
fbem-25968	89	26	the	the	DET
fbem-25968	89	27	model	model	NOUN
fbem-25968	89	28	's	's	PART
fbem-25968	89	29	performance	performance	NOUN
fbem-25968	89	30	.	.	PUNCT
fbem-25968	90	1	these	these	DET
fbem-25968	90	2	visualizations	visualization	NOUN
fbem-25968	90	3	will	will	AUX
fbem-25968	90	4	play	play	VERB
fbem-25968	90	5	a	a	DET
fbem-25968	90	6	vital	vital	ADJ
fbem-25968	90	7	role	role	NOUN
fbem-25968	90	8	in	in	ADP
fbem-25968	90	9	communicating	communicate	VERB
fbem-25968	90	10	findings	finding	NOUN
fbem-25968	90	11	and	and	CCONJ
fbem-25968	90	12	insights	insight	NOUN
fbem-25968	90	13	derived	derive	VERB
fbem-25968	90	14	from	from	ADP
fbem-25968	90	15	the	the	DET
fbem-25968	90	16	model	model	NOUN
fbem-25968	90	17	.	.	PUNCT
fbem-25968	91	1	4.1.2	4.1.2	NUM
fbem-25968	91	2	.	.	PUNCT
fbem-25968	91	3	implementation	implementation	NOUN
fbem-25968	91	4	of	of	ADP
fbem-25968	91	5	the	the	DET
fbem-25968	91	6	model	model	NOUN
fbem-25968	91	7	architecture	architecture	NOUN
fbem-25968	91	8	the	the	DET
fbem-25968	91	9	architecture	architecture	NOUN
fbem-25968	91	10	of	of	ADP
fbem-25968	91	11	the	the	DET
fbem-25968	91	12	long	long	ADJ
fbem-25968	91	13	short	short	ADJ
fbem-25968	91	14	-	-	PUNCT
fbem-25968	91	15	term	term	NOUN
fbem-25968	91	16	memory	memory	NOUN
fbem-25968	91	17	model	model	NOUN
fbem-25968	91	18	will	will	AUX
fbem-25968	91	19	be	be	AUX
fbem-25968	91	20	meticulously	meticulously	ADV
fbem-25968	91	21	designed	design	VERB
fbem-25968	91	22	to	to	PART
fbem-25968	91	23	capture	capture	VERB
fbem-25968	91	24	the	the	DET
fbem-25968	91	25	temporal	temporal	ADJ
fbem-25968	91	26	dependencies	dependency	NOUN
fbem-25968	91	27	inherent	inherent	ADJ
fbem-25968	91	28	in	in	ADP
fbem-25968	91	29	time	time	NOUN
fbem-25968	91	30	-	-	PUNCT
fbem-25968	91	31	series	series	NOUN
fbem-25968	91	32	data	datum	NOUN
fbem-25968	91	33	.	.	PUNCT
fbem-25968	92	1	the	the	DET
fbem-25968	92	2	model	model	NOUN
fbem-25968	92	3	will	will	AUX
fbem-25968	92	4	consist	consist	VERB
fbem-25968	92	5	of	of	ADP
fbem-25968	92	6	multiple	multiple	ADJ
fbem-25968	92	7	layers	layer	NOUN
fbem-25968	92	8	,	,	PUNCT
fbem-25968	92	9	including	include	VERB
fbem-25968	92	10	lstm	lstm	ADJ
fbem-25968	92	11	layers	layer	NOUN
fbem-25968	92	12	that	that	PRON
fbem-25968	92	13	are	be	AUX
fbem-25968	92	14	specifically	specifically	ADV
fbem-25968	92	15	tailored	tailor	VERB
fbem-25968	92	16	to	to	PART
fbem-25968	92	17	handle	handle	VERB
fbem-25968	92	18	sequential	sequential	ADJ
fbem-25968	92	19	data	datum	NOUN
fbem-25968	92	20	.	.	PUNCT
fbem-25968	93	1	to	to	PART
fbem-25968	93	2	mitigate	mitigate	VERB
fbem-25968	93	3	the	the	DET
fbem-25968	93	4	risk	risk	NOUN
fbem-25968	93	5	of	of	ADP
fbem-25968	93	6	overfitting	overfitting	NOUN
fbem-25968	93	7	,	,	PUNCT
fbem-25968	93	8	which	which	PRON
fbem-25968	93	9	is	be	AUX
fbem-25968	93	10	a	a	DET
fbem-25968	93	11	common	common	ADJ
fbem-25968	93	12	challenge	challenge	NOUN
fbem-25968	93	13	in	in	ADP
fbem-25968	93	14	deep	deep	ADJ
fbem-25968	93	15	learning	learning	NOUN
fbem-25968	93	16	,	,	PUNCT
fbem-25968	93	17	dropout	dropout	NOUN
fbem-25968	93	18	layers	layer	NOUN
fbem-25968	93	19	will	will	AUX
fbem-25968	93	20	be	be	AUX
fbem-25968	93	21	incorporated	incorporate	VERB
fbem-25968	93	22	at	at	ADP
fbem-25968	93	23	strategic	strategic	ADJ
fbem-25968	93	24	points	point	NOUN
fbem-25968	93	25	within	within	ADP
fbem-25968	93	26	the	the	DET
fbem-25968	93	27	architecture	architecture	NOUN
fbem-25968	93	28	.	.	PUNCT
fbem-25968	94	1	dropout	dropout	NOUN
fbem-25968	94	2	layers	layer	NOUN
fbem-25968	94	3	randomly	randomly	ADV
fbem-25968	94	4	deactivate	deactivate	VERB
fbem-25968	94	5	a	a	DET
fbem-25968	94	6	fraction	fraction	NOUN
fbem-25968	94	7	of	of	ADP
fbem-25968	94	8	the	the	DET
fbem-25968	94	9	neurons	neuron	NOUN
fbem-25968	94	10	during	during	ADP
fbem-25968	94	11	training	training	NOUN
fbem-25968	94	12	,	,	PUNCT
fbem-25968	94	13	promoting	promote	VERB
fbem-25968	94	14	a	a	DET
fbem-25968	94	15	more	more	ADV
fbem-25968	94	16	generalized	generalized	ADJ
fbem-25968	94	17	model	model	NOUN
fbem-25968	94	18	that	that	PRON
fbem-25968	94	19	performs	perform	VERB
fbem-25968	94	20	better	well	ADV
fbem-25968	94	21	on	on	ADP
fbem-25968	94	22	unseen	unseen	ADJ
fbem-25968	94	23	data	datum	NOUN
fbem-25968	94	24	.	.	PUNCT
fbem-25968	95	1	the	the	DET
fbem-25968	95	2	model	model	NOUN
fbem-25968	95	3	will	will	AUX
fbem-25968	95	4	be	be	AUX
fbem-25968	95	5	compiled	compile	VERB
fbem-25968	95	6	using	use	VERB
fbem-25968	95	7	the	the	DET
fbem-25968	95	8	adam	adam	PROPN
fbem-25968	95	9	optimizer	optimizer	NOUN
fbem-25968	95	10	,	,	PUNCT
fbem-25968	95	11	which	which	PRON
fbem-25968	95	12	is	be	AUX
fbem-25968	95	13	known	know	VERB
fbem-25968	95	14	for	for	ADP
fbem-25968	95	15	its	its	PRON
fbem-25968	95	16	efficiency	efficiency	NOUN
fbem-25968	95	17	and	and	CCONJ
fbem-25968	95	18	effectiveness	effectiveness	NOUN
fbem-25968	95	19	in	in	ADP
fbem-25968	95	20	training	train	VERB
fbem-25968	95	21	deep	deep	ADJ
fbem-25968	95	22	learning	learning	NOUN
fbem-25968	95	23	models	model	NOUN
fbem-25968	95	24	.	.	PUNCT
fbem-25968	96	1	the	the	DET
fbem-25968	96	2	choice	choice	NOUN
fbem-25968	96	3	of	of	ADP
fbem-25968	96	4	a	a	DET
fbem-25968	96	5	suitable	suitable	ADJ
fbem-25968	96	6	loss	loss	NOUN
fbem-25968	96	7	function	function	NOUN
fbem-25968	96	8	,	,	PUNCT
fbem-25968	96	9	such	such	ADJ
fbem-25968	96	10	as	as	ADP
fbem-25968	96	11	mean	mean	NOUN
fbem-25968	96	12	squared	square	VERB
fbem-25968	96	13	error	error	NOUN
fbem-25968	96	14	,	,	PUNCT
fbem-25968	96	15	will	will	AUX
fbem-25968	96	16	be	be	AUX
fbem-25968	96	17	critical	critical	ADJ
fbem-25968	96	18	for	for	ADP
fbem-25968	96	19	quantifying	quantify	VERB
fbem-25968	96	20	the	the	DET
fbem-25968	96	21	difference	difference	NOUN
fbem-25968	96	22	between	between	ADP
fbem-25968	96	23	the	the	DET
fbem-25968	96	24	predicted	predict	VERB
fbem-25968	96	25	and	and	CCONJ
fbem-25968	96	26	actual	actual	ADJ
fbem-25968	96	27	option	option	NOUN
fbem-25968	96	28	prices	price	NOUN
fbem-25968	96	29	,	,	PUNCT
fbem-25968	96	30	guiding	guide	VERB
fbem-25968	96	31	the	the	DET
fbem-25968	96	32	optimization	optimization	NOUN
fbem-25968	96	33	process	process	NOUN
fbem-25968	96	34	.	.	PUNCT
fbem-25968	97	1	the	the	DET
fbem-25968	97	2	model	model	NOUN
fbem-25968	97	3	will	will	AUX
fbem-25968	97	4	undergo	undergo	VERB
fbem-25968	97	5	rigorous	rigorous	ADJ
fbem-25968	97	6	training	training	NOUN
fbem-25968	97	7	,	,	PUNCT
fbem-25968	97	8	with	with	ADP
fbem-25968	97	9	hyperparameters	hyperparameter	NOUN
fbem-25968	97	10	fine	fine	ADV
fbem-25968	97	11	-	-	PUNCT
fbem-25968	97	12	tuned	tune	VERB
fbem-25968	97	13	to	to	PART
fbem-25968	97	14	achieve	achieve	VERB
fbem-25968	97	15	optimal	optimal	ADJ
fbem-25968	97	16	performance	performance	NOUN
fbem-25968	97	17	.	.	PUNCT
fbem-25968	98	1	4.2	4.2	NUM
fbem-25968	98	2	.	.	PUNCT
fbem-25968	98	3	testing	testing	NOUN
fbem-25968	98	4	and	and	CCONJ
fbem-25968	98	5	validation	validation	NOUN
fbem-25968	98	6	4.2.1	4.2.1	NUM
fbem-25968	98	7	.	.	PUNCT
fbem-25968	99	1	backtesting	backteste	VERB
fbem-25968	99	2	the	the	DET
fbem-25968	99	3	model	model	NOUN
fbem-25968	99	4	against	against	ADP
fbem-25968	99	5	historical	historical	ADJ
fbem-25968	99	6	data	datum	NOUN
fbem-25968	99	7	to	to	PART
fbem-25968	99	8	evaluate	evaluate	VERB
fbem-25968	99	9	the	the	DET
fbem-25968	99	10	model	model	NOUN
fbem-25968	99	11	's	's	PART
fbem-25968	99	12	predictive	predictive	ADJ
fbem-25968	99	13	capabilities	capability	NOUN
fbem-25968	99	14	,	,	PUNCT
fbem-25968	99	15	a	a	DET
fbem-25968	99	16	comprehensive	comprehensive	ADJ
fbem-25968	99	17	backtesting	backtesting	NOUN
fbem-25968	99	18	process	process	NOUN
fbem-25968	99	19	will	will	AUX
fbem-25968	99	20	be	be	AUX
fbem-25968	99	21	conducted	conduct	VERB
fbem-25968	99	22	using	use	VERB
fbem-25968	99	23	historical	historical	ADJ
fbem-25968	99	24	market	market	NOUN
fbem-25968	99	25	data	datum	NOUN
fbem-25968	99	26	.	.	PUNCT
fbem-25968	100	1	this	this	PRON
fbem-25968	100	2	involves	involve	VERB
fbem-25968	100	3	simulating	simulate	VERB
fbem-25968	100	4	trades	trade	NOUN
fbem-25968	100	5	based	base	VERB
fbem-25968	100	6	on	on	ADP
fbem-25968	100	7	the	the	DET
fbem-25968	100	8	model	model	NOUN
fbem-25968	100	9	's	's	PART
fbem-25968	100	10	predictions	prediction	NOUN
fbem-25968	100	11	to	to	PART
fbem-25968	100	12	assess	assess	VERB
fbem-25968	100	13	profitability	profitability	NOUN
fbem-25968	100	14	and	and	CCONJ
fbem-25968	100	15	performance	performance	NOUN
fbem-25968	100	16	metrics	metric	NOUN
fbem-25968	100	17	.	.	PUNCT
fbem-25968	101	1	backtesting	backtesting	NOUN
fbem-25968	101	2	will	will	AUX
fbem-25968	101	3	allow	allow	VERB
fbem-25968	101	4	for	for	ADP
fbem-25968	101	5	a	a	DET
fbem-25968	101	6	detailed	detailed	ADJ
fbem-25968	101	7	analysis	analysis	NOUN
fbem-25968	101	8	of	of	ADP
fbem-25968	101	9	how	how	SCONJ
fbem-25968	101	10	well	well	ADV
fbem-25968	101	11	the	the	DET
fbem-25968	101	12	model	model	NOUN
fbem-25968	101	13	would	would	AUX
fbem-25968	101	14	have	have	AUX
fbem-25968	101	15	performed	perform	VERB
fbem-25968	101	16	in	in	ADP
fbem-25968	101	17	real	real	ADJ
fbem-25968	101	18	market	market	NOUN
fbem-25968	101	19	conditions	condition	NOUN
fbem-25968	101	20	,	,	PUNCT
fbem-25968	101	21	providing	provide	VERB
fbem-25968	101	22	insights	insight	NOUN
fbem-25968	101	23	into	into	ADP
fbem-25968	101	24	its	its	PRON
fbem-25968	101	25	reliability	reliability	NOUN
fbem-25968	101	26	and	and	CCONJ
fbem-25968	101	27	effectiveness	effectiveness	NOUN
fbem-25968	101	28	.	.	PUNCT
fbem-25968	102	1	the	the	DET
fbem-25968	102	2	results	result	NOUN
fbem-25968	102	3	of	of	ADP
fbem-25968	102	4	this	this	DET
fbem-25968	102	5	backtesting	backtesting	NOUN
fbem-25968	102	6	will	will	AUX
fbem-25968	102	7	inform	inform	VERB
fbem-25968	102	8	adjustments	adjustment	NOUN
fbem-25968	102	9	to	to	ADP
fbem-25968	102	10	the	the	DET
fbem-25968	102	11	model	model	NOUN
fbem-25968	102	12	and	and	CCONJ
fbem-25968	102	13	its	its	PRON
fbem-25968	102	14	parameters	parameter	NOUN
fbem-25968	102	15	,	,	PUNCT
fbem-25968	102	16	ensuring	ensure	VERB
fbem-25968	102	17	that	that	SCONJ
fbem-25968	102	18	it	it	PRON
fbem-25968	102	19	is	be	AUX
fbem-25968	102	20	robust	robust	ADJ
fbem-25968	102	21	enough	enough	ADV
fbem-25968	102	22	to	to	PART
fbem-25968	102	23	handle	handle	VERB
fbem-25968	102	24	various	various	ADJ
fbem-25968	102	25	market	market	NOUN
fbem-25968	102	26	scenarios	scenario	NOUN
fbem-25968	102	27	.	.	PUNCT
fbem-25968	103	1	table	table	NOUN
fbem-25968	103	2	2	2	NUM
fbem-25968	103	3	.	.	PUNCT
fbem-25968	104	1	classification	classification	NOUN
fbem-25968	104	2	of	of	ADP
fbem-25968	104	3	articles	article	NOUN
fbem-25968	104	4	using	use	VERB
fbem-25968	104	5	data	datum	NOUN
fbem-25968	104	6	science	science	NOUN
fbem-25968	104	7	by	by	ADP
fbem-25968	104	8	research	research	NOUN
fbem-25968	104	9	purpose	purpose	NOUN
fbem-25968	104	10	and	and	CCONJ
fbem-25968	104	11	data	datum	NOUN
fbem-25968	104	12	source	source	NOUN
fbem-25968	104	13	in	in	ADP
fbem-25968	104	14	the	the	DET
fbem-25968	104	15	stock	stock	NOUN
fbem-25968	104	16	market	market	NOUN
fbem-25968	104	17	section	section	NOUN
fbem-25968	104	18	4	4	NUM
fbem-25968	104	19	4.2.2	4.2.2	NUM
fbem-25968	104	20	.	.	PUNCT
fbem-25968	105	1	real	real	ADJ
fbem-25968	105	2	-	-	PUNCT
fbem-25968	105	3	time	time	NOUN
fbem-25968	105	4	testing	testing	NOUN
fbem-25968	105	5	and	and	CCONJ
fbem-25968	105	6	performance	performance	NOUN
fbem-25968	105	7	evaluation	evaluation	NOUN
fbem-25968	105	8	following	follow	VERB
fbem-25968	105	9	successful	successful	ADJ
fbem-25968	105	10	backtesting	backtesting	NOUN
fbem-25968	105	11	,	,	PUNCT
fbem-25968	105	12	the	the	DET
fbem-25968	105	13	model	model	NOUN
fbem-25968	105	14	will	will	AUX
fbem-25968	105	15	be	be	AUX
fbem-25968	105	16	subjected	subject	VERB
fbem-25968	105	17	to	to	ADP
fbem-25968	105	18	real	real	ADJ
fbem-25968	105	19	-	-	PUNCT
fbem-25968	105	20	time	time	NOUN
fbem-25968	105	21	testing	testing	NOUN
fbem-25968	105	22	using	use	VERB
fbem-25968	105	23	live	live	ADJ
fbem-25968	105	24	market	market	NOUN
fbem-25968	105	25	data	datum	NOUN
fbem-25968	105	26	as	as	ADP
fbem-25968	105	27	in	in	ADP
fbem-25968	105	28	figure	figure	NOUN
fbem-25968	105	29	2	2	NUM
fbem-25968	105	30	.	.	PUNCT
fbem-25968	106	1	this	this	DET
fbem-25968	106	2	phase	phase	NOUN
fbem-25968	106	3	is	be	AUX
fbem-25968	106	4	essential	essential	ADJ
fbem-25968	106	5	for	for	ADP
fbem-25968	106	6	evaluating	evaluate	VERB
fbem-25968	106	7	the	the	DET
fbem-25968	106	8	model	model	NOUN
fbem-25968	106	9	's	's	PART
fbem-25968	106	10	adaptability	adaptability	NOUN
fbem-25968	106	11	and	and	CCONJ
fbem-25968	106	12	accuracy	accuracy	NOUN
fbem-25968	106	13	in	in	ADP
fbem-25968	106	14	dynamic	dynamic	ADJ
fbem-25968	106	15	market	market	NOUN
fbem-25968	106	16	conditions	condition	NOUN
fbem-25968	106	17	.	.	PUNCT
fbem-25968	107	1	real	real	ADJ
fbem-25968	107	2	-	-	PUNCT
fbem-25968	107	3	time	time	NOUN
fbem-25968	107	4	testing	testing	NOUN
fbem-25968	107	5	will	will	AUX
fbem-25968	107	6	involve	involve	AUX
fbem-25968	107	7	continuously	continuously	ADV
fbem-25968	107	8	feeding	feed	VERB
fbem-25968	107	9	the	the	DET
fbem-25968	107	10	model	model	NOUN
fbem-25968	107	11	with	with	ADP
fbem-25968	107	12	incoming	incoming	ADJ
fbem-25968	107	13	market	market	NOUN
fbem-25968	107	14	data	datum	NOUN
fbem-25968	107	15	,	,	PUNCT
fbem-25968	107	16	allowing	allow	VERB
fbem-25968	107	17	it	it	PRON
fbem-25968	107	18	to	to	PART
fbem-25968	107	19	generate	generate	VERB
fbem-25968	107	20	predictions	prediction	NOUN
fbem-25968	107	21	and	and	CCONJ
fbem-25968	107	22	make	make	VERB
fbem-25968	107	23	trading	trading	NOUN
fbem-25968	107	24	decisions	decision	NOUN
fbem-25968	107	25	on	on	ADP
fbem-25968	107	26	the	the	DET
fbem-25968	107	27	fly	fly	NOUN
fbem-25968	107	28	.	.	PUNCT
fbem-25968	108	1	performance	performance	NOUN
fbem-25968	108	2	metrics	metric	NOUN
fbem-25968	108	3	will	will	AUX
fbem-25968	108	4	be	be	AUX
fbem-25968	108	5	closely	closely	ADV
fbem-25968	108	6	monitored	monitor	VERB
fbem-25968	108	7	,	,	PUNCT
fbem-25968	108	8	and	and	CCONJ
fbem-25968	108	9	any	any	DET
fbem-25968	108	10	discrepancies	discrepancy	NOUN
fbem-25968	108	11	between	between	ADP
fbem-25968	108	12	predicted	predict	VERB
fbem-25968	108	13	and	and	CCONJ
fbem-25968	108	14	actual	actual	ADJ
fbem-25968	108	15	prices	price	NOUN
fbem-25968	108	16	will	will	AUX
fbem-25968	108	17	be	be	AUX
fbem-25968	108	18	analyzed	analyze	VERB
fbem-25968	108	19	to	to	PART
fbem-25968	108	20	understand	understand	VERB
fbem-25968	108	21	the	the	DET
fbem-25968	108	22	model	model	NOUN
fbem-25968	108	23	's	's	PART
fbem-25968	108	24	behavior	behavior	NOUN
fbem-25968	108	25	in	in	ADP
fbem-25968	108	26	a	a	DET
fbem-25968	108	27	live	live	ADJ
fbem-25968	108	28	trading	trading	NOUN
fbem-25968	108	29	environment	environment	NOUN
fbem-25968	108	30	.	.	PUNCT
fbem-25968	109	1	figure	figure	NOUN
fbem-25968	109	2	2	2	NUM
fbem-25968	109	3	.	.	PUNCT
fbem-25968	109	4	real	real	ADJ
fbem-25968	109	5	-	-	PUNCT
fbem-25968	109	6	time	time	NOUN
fbem-25968	109	7	testing	testing	NOUN
fbem-25968	109	8	in	in	ADP
fbem-25968	109	9	live	live	ADJ
fbem-25968	109	10	market	market	NOUN
fbem-25968	109	11	data	datum	NOUN
fbem-25968	109	12	4.3	4.3	NUM
fbem-25968	109	13	.	.	PUNCT
fbem-25968	110	1	case	case	NOUN
fbem-25968	110	2	studies	study	NOUN
fbem-25968	110	3	4.3.1	4.3.1	VERB
fbem-25968	110	4	.	.	PUNCT
fbem-25968	111	1	examples	example	NOUN
fbem-25968	111	2	of	of	ADP
fbem-25968	111	3	market	market	NOUN
fbem-25968	111	4	conditions	condition	NOUN
fbem-25968	111	5	where	where	SCONJ
fbem-25968	111	6	the	the	DET
fbem-25968	111	7	model	model	NOUN
fbem-25968	111	8	performs	perform	VERB
fbem-25968	111	9	well	well	ADV
fbem-25968	111	10	to	to	PART
fbem-25968	111	11	comprehensively	comprehensively	ADV
fbem-25968	111	12	assess	assess	VERB
fbem-25968	111	13	the	the	DET
fbem-25968	111	14	model	model	NOUN
fbem-25968	111	15	's	's	PART
fbem-25968	111	16	performance	performance	NOUN
fbem-25968	111	17	,	,	PUNCT
fbem-25968	111	18	case	case	NOUN
fbem-25968	111	19	studies	study	NOUN
fbem-25968	111	20	will	will	AUX
fbem-25968	111	21	be	be	AUX
fbem-25968	111	22	conducted	conduct	VERB
fbem-25968	111	23	during	during	ADP
fbem-25968	111	24	various	various	ADJ
fbem-25968	111	25	market	market	NOUN
fbem-25968	111	26	conditions	condition	NOUN
fbem-25968	111	27	,	,	PUNCT
fbem-25968	111	28	including	include	VERB
fbem-25968	111	29	periods	period	NOUN
fbem-25968	111	30	of	of	ADP
fbem-25968	111	31	high	high	ADJ
fbem-25968	111	32	volatility	volatility	NOUN
fbem-25968	111	33	,	,	PUNCT
fbem-25968	111	34	such	such	ADJ
fbem-25968	111	35	as	as	ADP
fbem-25968	111	36	market	market	NOUN
fbem-25968	111	37	crashes	crash	NOUN
fbem-25968	111	38	or	or	CCONJ
fbem-25968	111	39	significant	significant	ADJ
fbem-25968	111	40	economic	economic	ADJ
fbem-25968	111	41	announcements	announcement	NOUN
fbem-25968	111	42	,	,	PUNCT
fbem-25968	111	43	and	and	CCONJ
fbem-25968	111	44	low	low	ADJ
fbem-25968	111	45	volatility	volatility	NOUN
fbem-25968	111	46	periods	period	NOUN
fbem-25968	111	47	characterized	characterize	VERB
fbem-25968	111	48	by	by	ADP
fbem-25968	111	49	stability	stability	NOUN
fbem-25968	111	50	.	.	PUNCT
fbem-25968	112	1	by	by	ADP
fbem-25968	112	2	analyzing	analyze	VERB
fbem-25968	112	3	the	the	DET
fbem-25968	112	4	model	model	NOUN
fbem-25968	112	5	's	's	PART
fbem-25968	112	6	performance	performance	NOUN
fbem-25968	112	7	across	across	ADP
fbem-25968	112	8	these	these	DET
fbem-25968	112	9	different	different	ADJ
fbem-25968	112	10	scenarios	scenario	NOUN
fbem-25968	112	11	,	,	PUNCT
fbem-25968	112	12	we	we	PRON
fbem-25968	112	13	can	can	AUX
fbem-25968	112	14	gain	gain	VERB
fbem-25968	112	15	valuable	valuable	ADJ
fbem-25968	112	16	insights	insight	NOUN
fbem-25968	112	17	into	into	ADP
fbem-25968	112	18	its	its	PRON
fbem-25968	112	19	strengths	strength	NOUN
fbem-25968	112	20	and	and	CCONJ
fbem-25968	112	21	identify	identify	VERB
fbem-25968	112	22	the	the	DET
fbem-25968	112	23	conditions	condition	NOUN
fbem-25968	112	24	under	under	ADP
fbem-25968	112	25	which	which	PRON
fbem-25968	112	26	it	it	PRON
fbem-25968	112	27	excels	excel	VERB
fbem-25968	112	28	.	.	PUNCT
fbem-25968	113	1	these	these	DET
fbem-25968	113	2	case	case	NOUN
fbem-25968	113	3	studies	study	NOUN
fbem-25968	113	4	are	be	AUX
fbem-25968	113	5	crucial	crucial	ADJ
fbem-25968	113	6	for	for	ADP
fbem-25968	113	7	understanding	understand	VERB
fbem-25968	113	8	the	the	DET
fbem-25968	113	9	practical	practical	ADJ
fbem-25968	113	10	applications	application	NOUN
fbem-25968	113	11	of	of	ADP
fbem-25968	113	12	the	the	DET
fbem-25968	113	13	model	model	NOUN
fbem-25968	113	14	in	in	ADP
fbem-25968	113	15	realworld	realworld	PROPN
fbem-25968	113	16	trading	trading	NOUN
fbem-25968	113	17	environments	environment	NOUN
fbem-25968	113	18	.	.	PUNCT
fbem-25968	114	1	4.3.2	4.3.2	X
fbem-25968	114	2	.	.	PUNCT
fbem-25968	115	1	analysis	analysis	NOUN
fbem-25968	115	2	of	of	ADP
fbem-25968	115	3	cases	case	NOUN
fbem-25968	115	4	where	where	SCONJ
fbem-25968	115	5	the	the	DET
fbem-25968	115	6	model	model	NOUN
fbem-25968	115	7	struggles	struggle	VERB
fbem-25968	115	8	in	in	ADP
fbem-25968	115	9	addition	addition	NOUN
fbem-25968	115	10	to	to	ADP
fbem-25968	115	11	identifying	identify	VERB
fbem-25968	115	12	successful	successful	ADJ
fbem-25968	115	13	scenarios	scenario	NOUN
fbem-25968	115	14	,	,	PUNCT
fbem-25968	115	15	it	it	PRON
fbem-25968	115	16	is	be	AUX
fbem-25968	115	17	equally	equally	ADV
fbem-25968	115	18	important	important	ADJ
fbem-25968	115	19	to	to	PART
fbem-25968	115	20	analyze	analyze	VERB
fbem-25968	115	21	instances	instance	NOUN
fbem-25968	115	22	where	where	SCONJ
fbem-25968	115	23	the	the	DET
fbem-25968	115	24	model	model	NOUN
fbem-25968	115	25	underperforms	underperform	VERB
fbem-25968	115	26	.	.	PUNCT
fbem-25968	116	1	this	this	DET
fbem-25968	116	2	examination	examination	NOUN
fbem-25968	116	3	will	will	AUX
fbem-25968	116	4	focus	focus	VERB
fbem-25968	116	5	on	on	ADP
fbem-25968	116	6	specific	specific	ADJ
fbem-25968	116	7	cases	case	NOUN
fbem-25968	116	8	where	where	SCONJ
fbem-25968	116	9	predictions	prediction	NOUN
fbem-25968	116	10	diverge	diverge	VERB
fbem-25968	116	11	significantly	significantly	ADV
fbem-25968	116	12	from	from	ADP
fbem-25968	116	13	actual	actual	ADJ
fbem-25968	116	14	market	market	NOUN
fbem-25968	116	15	movements	movement	NOUN
fbem-25968	116	16	.	.	PUNCT
fbem-25968	117	1	by	by	ADP
fbem-25968	117	2	identifying	identify	VERB
fbem-25968	117	3	potential	potential	ADJ
fbem-25968	117	4	weaknesses	weakness	NOUN
fbem-25968	117	5	—	—	PUNCT
fbem-25968	117	6	such	such	ADJ
fbem-25968	117	7	as	as	ADP
fbem-25968	117	8	issues	issue	NOUN
fbem-25968	117	9	related	relate	VERB
fbem-25968	117	10	to	to	ADP
fbem-25968	117	11	data	datum	NOUN
fbem-25968	117	12	quality	quality	NOUN
fbem-25968	117	13	,	,	PUNCT
fbem-25968	117	14	model	model	NOUN
fbem-25968	117	15	parameters	parameter	NOUN
fbem-25968	117	16	,	,	PUNCT
fbem-25968	117	17	or	or	CCONJ
fbem-25968	117	18	external	external	ADJ
fbem-25968	117	19	market	market	NOUN
fbem-25968	117	20	factors	factor	NOUN
fbem-25968	117	21	—	—	PUNCT
fbem-25968	117	22	we	we	PRON
fbem-25968	117	23	can	can	AUX
fbem-25968	117	24	develop	develop	VERB
fbem-25968	117	25	strategies	strategy	NOUN
fbem-25968	117	26	for	for	ADP
fbem-25968	117	27	improvement	improvement	NOUN
fbem-25968	117	28	.	.	PUNCT
fbem-25968	118	1	understanding	understand	VERB
fbem-25968	118	2	these	these	DET
fbem-25968	118	3	limitations	limitation	NOUN
fbem-25968	118	4	will	will	AUX
fbem-25968	118	5	provide	provide	VERB
fbem-25968	118	6	a	a	DET
fbem-25968	118	7	clearer	clear	ADJ
fbem-25968	118	8	roadmap	roadmap	NOUN
fbem-25968	118	9	for	for	ADP
fbem-25968	118	10	future	future	ADJ
fbem-25968	118	11	enhancements	enhancement	NOUN
fbem-25968	118	12	to	to	ADP
fbem-25968	118	13	the	the	DET
fbem-25968	118	14	model	model	NOUN
fbem-25968	118	15	,	,	PUNCT
fbem-25968	118	16	ensuring	ensure	VERB
fbem-25968	118	17	that	that	SCONJ
fbem-25968	118	18	it	it	PRON
fbem-25968	118	19	evolves	evolve	VERB
fbem-25968	118	20	to	to	PART
fbem-25968	118	21	meet	meet	VERB
fbem-25968	118	22	the	the	DET
fbem-25968	118	23	challenges	challenge	NOUN
fbem-25968	118	24	of	of	ADP
fbem-25968	118	25	an	an	DET
fbem-25968	118	26	ever	ever	ADV
fbem-25968	118	27	-	-	PUNCT
fbem-25968	118	28	changing	change	VERB
fbem-25968	118	29	market	market	NOUN
fbem-25968	118	30	landscape	landscape	NOUN
fbem-25968	118	31	.	.	PUNCT
fbem-25968	119	1	5	5	X
fbem-25968	119	2	.	.	X
fbem-25968	119	3	results	result	NOUN
fbem-25968	119	4	and	and	CCONJ
fbem-25968	119	5	discussion	discussion	NOUN
fbem-25968	119	6	5.1	5.1	NUM
fbem-25968	119	7	.	.	PUNCT
fbem-25968	120	1	model	model	NOUN
fbem-25968	120	2	performance	performance	NOUN
fbem-25968	120	3	analysis	analysis	NOUN
fbem-25968	120	4	5.1.1	5.1.1	NUM
fbem-25968	120	5	.	.	PUNCT
fbem-25968	120	6	presentation	presentation	NOUN
fbem-25968	120	7	of	of	ADP
fbem-25968	120	8	results	result	NOUN
fbem-25968	120	9	the	the	DET
fbem-25968	120	10	results	result	NOUN
fbem-25968	120	11	of	of	ADP
fbem-25968	120	12	the	the	DET
fbem-25968	120	13	model	model	NOUN
fbem-25968	120	14	's	's	PART
fbem-25968	120	15	performance	performance	NOUN
fbem-25968	120	16	will	will	AUX
fbem-25968	120	17	be	be	AUX
fbem-25968	120	18	systematically	systematically	ADV
fbem-25968	120	19	presented	present	VERB
fbem-25968	120	20	using	use	VERB
fbem-25968	120	21	a	a	DET
fbem-25968	120	22	combination	combination	NOUN
fbem-25968	120	23	of	of	ADP
fbem-25968	120	24	graphs	graph	NOUN
fbem-25968	120	25	and	and	CCONJ
fbem-25968	120	26	tables	table	NOUN
fbem-25968	120	27	.	.	PUNCT
fbem-25968	121	1	these	these	DET
fbem-25968	121	2	visual	visual	ADJ
fbem-25968	121	3	representations	representation	NOUN
fbem-25968	121	4	will	will	AUX
fbem-25968	121	5	showcase	showcase	VERB
fbem-25968	121	6	the	the	DET
fbem-25968	121	7	model	model	NOUN
fbem-25968	121	8	's	's	PART
fbem-25968	121	9	predicted	predict	VERB
fbem-25968	121	10	option	option	NOUN
fbem-25968	121	11	prices	price	NOUN
fbem-25968	121	12	alongside	alongside	ADP
fbem-25968	121	13	actual	actual	ADJ
fbem-25968	121	14	market	market	NOUN
fbem-25968	121	15	prices	price	NOUN
fbem-25968	121	16	,	,	PUNCT
fbem-25968	121	17	providing	provide	VERB
fbem-25968	121	18	a	a	DET
fbem-25968	121	19	clear	clear	ADJ
fbem-25968	121	20	comparison	comparison	NOUN
fbem-25968	121	21	that	that	PRON
fbem-25968	121	22	highlights	highlight	VERB
fbem-25968	121	23	the	the	DET
fbem-25968	121	24	model	model	NOUN
fbem-25968	121	25	's	's	PART
fbem-25968	121	26	accuracy	accuracy	NOUN
fbem-25968	121	27	.	.	PUNCT
fbem-25968	122	1	statistical	statistical	ADJ
fbem-25968	122	2	metrics	metric	NOUN
fbem-25968	122	3	,	,	PUNCT
fbem-25968	122	4	such	such	ADJ
fbem-25968	122	5	as	as	ADP
fbem-25968	122	6	r	r	NOUN
fbem-25968	122	7	-	-	PUNCT
fbem-25968	122	8	squared	square	VERB
fbem-25968	122	9	values	value	NOUN
fbem-25968	122	10	,	,	PUNCT
fbem-25968	122	11	root	root	NOUN
fbem-25968	122	12	mean	mean	VERB
fbem-25968	122	13	squared	square	VERB
fbem-25968	122	14	error	error	NOUN
fbem-25968	122	15	(	(	PUNCT
fbem-25968	122	16	rmse	rmse	NOUN
fbem-25968	122	17	)	)	PUNCT
fbem-25968	122	18	,	,	PUNCT
fbem-25968	122	19	and	and	CCONJ
fbem-25968	122	20	mean	mean	VERB
fbem-25968	122	21	absolute	absolute	ADJ
fbem-25968	122	22	error	error	NOUN
fbem-25968	122	23	(	(	PUNCT
fbem-25968	122	24	mae	mae	PROPN
fbem-25968	122	25	)	)	PUNCT
fbem-25968	122	26	,	,	PUNCT
fbem-25968	122	27	will	will	AUX
fbem-25968	122	28	be	be	AUX
fbem-25968	122	29	reported	report	VERB
fbem-25968	122	30	to	to	PART
fbem-25968	122	31	quantify	quantify	VERB
fbem-25968	122	32	performance	performance	NOUN
fbem-25968	122	33	and	and	CCONJ
fbem-25968	122	34	facilitate	facilitate	VERB
fbem-25968	122	35	a	a	DET
fbem-25968	122	36	comprehensive	comprehensive	ADJ
fbem-25968	122	37	evaluation	evaluation	NOUN
fbem-25968	122	38	of	of	ADP
fbem-25968	122	39	the	the	DET
fbem-25968	122	40	model	model	NOUN
fbem-25968	122	41	's	's	PART
fbem-25968	122	42	effectiveness	effectiveness	NOUN
fbem-25968	122	43	.	.	PUNCT
fbem-25968	123	1	5.1.2	5.1.2	X
fbem-25968	123	2	.	.	X
fbem-25968	123	3	comparison	comparison	NOUN
fbem-25968	123	4	with	with	ADP
fbem-25968	123	5	traditional	traditional	ADJ
fbem-25968	123	6	pricing	pricing	NOUN
fbem-25968	123	7	models	model	NOUN
fbem-25968	123	8	a	a	DET
fbem-25968	123	9	critical	critical	ADJ
fbem-25968	123	10	aspect	aspect	NOUN
fbem-25968	123	11	of	of	ADP
fbem-25968	123	12	the	the	DET
fbem-25968	123	13	results	result	NOUN
fbem-25968	123	14	section	section	NOUN
fbem-25968	123	15	will	will	AUX
fbem-25968	123	16	involve	involve	VERB
fbem-25968	123	17	a	a	DET
fbem-25968	123	18	comparative	comparative	ADJ
fbem-25968	123	19	analysis	analysis	NOUN
fbem-25968	123	20	of	of	ADP
fbem-25968	123	21	the	the	DET
fbem-25968	123	22	deep	deep	ADJ
fbem-25968	123	23	learning	learning	NOUN
fbem-25968	123	24	model	model	NOUN
fbem-25968	123	25	's	's	PART
fbem-25968	123	26	performance	performance	NOUN
fbem-25968	123	27	against	against	ADP
fbem-25968	123	28	traditional	traditional	ADJ
fbem-25968	123	29	options	option	NOUN
fbem-25968	123	30	pricing	pricing	NOUN
fbem-25968	123	31	models	model	NOUN
fbem-25968	123	32	,	,	PUNCT
fbem-25968	123	33	such	such	ADJ
fbem-25968	123	34	as	as	ADP
fbem-25968	123	35	the	the	DET
fbem-25968	123	36	black	black	ADJ
fbem-25968	123	37	-	-	PUNCT
fbem-25968	123	38	scholes	schole	NOUN
fbem-25968	123	39	model	model	NOUN
fbem-25968	123	40	and	and	CCONJ
fbem-25968	123	41	binomial	binomial	ADJ
fbem-25968	123	42	tree	tree	NOUN
fbem-25968	123	43	approaches	approach	NOUN
fbem-25968	123	44	.	.	PUNCT
fbem-25968	124	1	this	this	DET
fbem-25968	124	2	comparison	comparison	NOUN
fbem-25968	124	3	will	will	AUX
fbem-25968	124	4	highlight	highlight	VERB
fbem-25968	124	5	the	the	DET
fbem-25968	124	6	improvements	improvement	NOUN
fbem-25968	124	7	in	in	ADP
fbem-25968	124	8	accuracy	accuracy	NOUN
fbem-25968	124	9	and	and	CCONJ
fbem-25968	124	10	adaptability	adaptability	NOUN
fbem-25968	124	11	achieved	achieve	VERB
fbem-25968	124	12	through	through	ADP
fbem-25968	124	13	the	the	DET
fbem-25968	124	14	use	use	NOUN
fbem-25968	124	15	of	of	ADP
fbem-25968	124	16	deep	deep	ADJ
fbem-25968	124	17	learning	learning	NOUN
fbem-25968	124	18	techniques	technique	NOUN
fbem-25968	124	19	.	.	PUNCT
fbem-25968	125	1	by	by	ADP
fbem-25968	125	2	demonstrating	demonstrate	VERB
fbem-25968	125	3	the	the	DET
fbem-25968	125	4	advantages	advantage	NOUN
fbem-25968	125	5	of	of	ADP
fbem-25968	125	6	the	the	DET
fbem-25968	125	7	proposed	propose	VERB
fbem-25968	125	8	model	model	NOUN
fbem-25968	125	9	,	,	PUNCT
fbem-25968	125	10	we	we	PRON
fbem-25968	125	11	aim	aim	VERB
fbem-25968	125	12	to	to	PART
fbem-25968	125	13	establish	establish	VERB
fbem-25968	125	14	its	its	PRON
fbem-25968	125	15	relevance	relevance	NOUN
fbem-25968	125	16	and	and	CCONJ
fbem-25968	125	17	potential	potential	NOUN
fbem-25968	125	18	for	for	ADP
fbem-25968	125	19	practical	practical	ADJ
fbem-25968	125	20	applications	application	NOUN
fbem-25968	125	21	in	in	ADP
fbem-25968	125	22	the	the	DET
fbem-25968	125	23	finance	finance	NOUN
fbem-25968	125	24	industry	industry	NOUN
fbem-25968	125	25	.	.	PUNCT
fbem-25968	126	1	5	5	NUM
fbem-25968	126	2	figure	figure	NOUN
fbem-25968	126	3	3	3	NUM
fbem-25968	126	4	.	.	PUNCT
fbem-25968	126	5	rapid	rapid	ADJ
fbem-25968	126	6	rise	rise	NOUN
fbem-25968	126	7	in	in	ADP
fbem-25968	126	8	the	the	DET
fbem-25968	126	9	applications	application	NOUN
fbem-25968	126	10	of	of	ADP
fbem-25968	126	11	data	datum	NOUN
fbem-25968	126	12	science	science	NOUN
fbem-25968	126	13	5.2	5.2	NUM
fbem-25968	126	14	.	.	PUNCT
fbem-25968	127	1	interpretation	interpretation	NOUN
fbem-25968	127	2	of	of	ADP
fbem-25968	127	3	results	result	NOUN
fbem-25968	127	4	5.2.1	5.2.1	NUM
fbem-25968	127	5	.	.	PUNCT
fbem-25968	128	1	insights	insight	NOUN
fbem-25968	128	2	gained	gain	VERB
fbem-25968	128	3	from	from	ADP
fbem-25968	128	4	model	model	NOUN
fbem-25968	128	5	performance	performance	NOUN
fbem-25968	128	6	the	the	DET
fbem-25968	128	7	analysis	analysis	NOUN
fbem-25968	128	8	of	of	ADP
fbem-25968	128	9	the	the	DET
fbem-25968	128	10	model	model	NOUN
fbem-25968	128	11	's	's	PART
fbem-25968	128	12	performance	performance	NOUN
fbem-25968	128	13	will	will	AUX
fbem-25968	128	14	yield	yield	VERB
fbem-25968	128	15	valuable	valuable	ADJ
fbem-25968	128	16	insights	insight	NOUN
fbem-25968	128	17	into	into	ADP
fbem-25968	128	18	its	its	PRON
fbem-25968	128	19	ability	ability	NOUN
fbem-25968	128	20	to	to	PART
fbem-25968	128	21	capture	capture	VERB
fbem-25968	128	22	market	market	NOUN
fbem-25968	128	23	dynamics	dynamic	NOUN
fbem-25968	128	24	and	and	CCONJ
fbem-25968	128	25	the	the	DET
fbem-25968	128	26	influence	influence	NOUN
fbem-25968	128	27	of	of	ADP
fbem-25968	128	28	various	various	ADJ
fbem-25968	128	29	factors	factor	NOUN
fbem-25968	128	30	on	on	ADP
fbem-25968	128	31	option	option	NOUN
fbem-25968	128	32	pricing	pricing	NOUN
fbem-25968	128	33	.	.	PUNCT
fbem-25968	129	1	by	by	ADP
fbem-25968	129	2	examining	examine	VERB
fbem-25968	129	3	the	the	DET
fbem-25968	129	4	correlation	correlation	NOUN
fbem-25968	129	5	between	between	ADP
fbem-25968	129	6	predicted	predict	VERB
fbem-25968	129	7	and	and	CCONJ
fbem-25968	129	8	actual	actual	ADJ
fbem-25968	129	9	prices	price	NOUN
fbem-25968	129	10	,	,	PUNCT
fbem-25968	129	11	we	we	PRON
fbem-25968	129	12	can	can	AUX
fbem-25968	129	13	identify	identify	VERB
fbem-25968	129	14	patterns	pattern	NOUN
fbem-25968	129	15	and	and	CCONJ
fbem-25968	129	16	trends	trend	NOUN
fbem-25968	129	17	that	that	PRON
fbem-25968	129	18	the	the	DET
fbem-25968	129	19	model	model	NOUN
fbem-25968	129	20	successfully	successfully	ADV
fbem-25968	129	21	captures	capture	VERB
fbem-25968	129	22	.	.	PUNCT
fbem-25968	130	1	this	this	DET
fbem-25968	130	2	understanding	understanding	NOUN
fbem-25968	130	3	will	will	AUX
fbem-25968	130	4	be	be	AUX
fbem-25968	130	5	instrumental	instrumental	ADJ
fbem-25968	130	6	in	in	ADP
fbem-25968	130	7	refining	refine	VERB
fbem-25968	130	8	the	the	DET
fbem-25968	130	9	model	model	NOUN
fbem-25968	130	10	further	far	ADV
fbem-25968	130	11	and	and	CCONJ
fbem-25968	130	12	enhancing	enhance	VERB
fbem-25968	130	13	its	its	PRON
fbem-25968	130	14	predictive	predictive	ADJ
fbem-25968	130	15	capabilities	capability	NOUN
fbem-25968	130	16	.	.	PUNCT
fbem-25968	131	1	5.2.2	5.2.2	NUM
fbem-25968	131	2	.	.	PUNCT
fbem-25968	131	3	discussion	discussion	NOUN
fbem-25968	131	4	of	of	ADP
fbem-25968	131	5	the	the	DET
fbem-25968	131	6	impact	impact	NOUN
fbem-25968	131	7	of	of	ADP
fbem-25968	131	8	real	real	ADJ
fbem-25968	131	9	-	-	PUNCT
fbem-25968	131	10	time	time	NOUN
fbem-25968	131	11	sentiment	sentiment	NOUN
fbem-25968	131	12	on	on	ADP
fbem-25968	131	13	pricing	pricing	NOUN
fbem-25968	131	14	accuracy	accuracy	NOUN
fbem-25968	131	15	an	an	DET
fbem-25968	131	16	essential	essential	ADJ
fbem-25968	131	17	component	component	NOUN
fbem-25968	131	18	of	of	ADP
fbem-25968	131	19	the	the	DET
fbem-25968	131	20	model	model	NOUN
fbem-25968	131	21	’s	’s	PART
fbem-25968	131	22	success	success	NOUN
fbem-25968	131	23	will	will	AUX
fbem-25968	131	24	be	be	AUX
fbem-25968	131	25	the	the	DET
fbem-25968	131	26	role	role	NOUN
fbem-25968	131	27	of	of	ADP
fbem-25968	131	28	sentiment	sentiment	NOUN
fbem-25968	131	29	data	datum	NOUN
fbem-25968	131	30	in	in	ADP
fbem-25968	131	31	enhancing	enhance	VERB
fbem-25968	131	32	pricing	pricing	NOUN
fbem-25968	131	33	accuracy	accuracy	NOUN
fbem-25968	131	34	.	.	PUNCT
fbem-25968	132	1	the	the	DET
fbem-25968	132	2	discussion	discussion	NOUN
fbem-25968	132	3	will	will	AUX
fbem-25968	132	4	emphasize	emphasize	VERB
fbem-25968	132	5	how	how	SCONJ
fbem-25968	132	6	incorporating	incorporate	VERB
fbem-25968	132	7	real	real	ADJ
fbem-25968	132	8	-	-	PUNCT
fbem-25968	132	9	time	time	NOUN
fbem-25968	132	10	sentiment	sentiment	NOUN
fbem-25968	132	11	analysis	analysis	NOUN
fbem-25968	132	12	—	—	PUNCT
fbem-25968	132	13	derived	derive	VERB
fbem-25968	132	14	from	from	ADP
fbem-25968	132	15	news	news	NOUN
fbem-25968	132	16	articles	article	NOUN
fbem-25968	132	17	,	,	PUNCT
fbem-25968	132	18	social	social	ADJ
fbem-25968	132	19	media	medium	NOUN
fbem-25968	132	20	,	,	PUNCT
fbem-25968	132	21	and	and	CCONJ
fbem-25968	132	22	market	market	NOUN
fbem-25968	132	23	reports	report	NOUN
fbem-25968	132	24	—	—	PUNCT
fbem-25968	132	25	can	can	AUX
fbem-25968	132	26	significantly	significantly	ADV
fbem-25968	132	27	improve	improve	VERB
fbem-25968	132	28	the	the	DET
fbem-25968	132	29	model	model	NOUN
fbem-25968	132	30	's	's	PART
fbem-25968	132	31	understanding	understanding	NOUN
fbem-25968	132	32	of	of	ADP
fbem-25968	132	33	market	market	NOUN
fbem-25968	132	34	behavior	behavior	NOUN
fbem-25968	132	35	.	.	PUNCT
fbem-25968	133	1	by	by	ADP
fbem-25968	133	2	analyzing	analyze	VERB
fbem-25968	133	3	the	the	DET
fbem-25968	133	4	impact	impact	NOUN
fbem-25968	133	5	of	of	ADP
fbem-25968	133	6	sentiment	sentiment	NOUN
fbem-25968	133	7	on	on	ADP
fbem-25968	133	8	pricing	pricing	NOUN
fbem-25968	133	9	accuracy	accuracy	NOUN
fbem-25968	133	10	,	,	PUNCT
fbem-25968	133	11	we	we	PRON
fbem-25968	133	12	can	can	AUX
fbem-25968	133	13	underscore	underscore	VERB
fbem-25968	133	14	the	the	DET
fbem-25968	133	15	importance	importance	NOUN
fbem-25968	133	16	of	of	ADP
fbem-25968	133	17	integrating	integrate	VERB
fbem-25968	133	18	qualitative	qualitative	ADJ
fbem-25968	133	19	data	datum	NOUN
fbem-25968	133	20	into	into	ADP
fbem-25968	133	21	quantitative	quantitative	ADJ
fbem-25968	133	22	models	model	NOUN
fbem-25968	133	23	,	,	PUNCT
fbem-25968	133	24	leading	lead	VERB
fbem-25968	133	25	to	to	ADP
fbem-25968	133	26	a	a	DET
fbem-25968	133	27	more	more	ADV
fbem-25968	133	28	holistic	holistic	ADJ
fbem-25968	133	29	approach	approach	NOUN
fbem-25968	133	30	to	to	ADP
fbem-25968	133	31	options	option	NOUN
fbem-25968	133	32	pricing	pricing	NOUN
fbem-25968	133	33	.	.	PUNCT
fbem-25968	134	1	5.3	5.3	NUM
fbem-25968	134	2	.	.	PUNCT
fbem-25968	134	3	limitations	limitation	NOUN
fbem-25968	134	4	of	of	ADP
fbem-25968	134	5	the	the	DET
fbem-25968	134	6	study	study	NOUN
fbem-25968	134	7	5.3.1	5.3.1	NUM
fbem-25968	134	8	.	.	PUNCT
fbem-25968	135	1	challenges	challenge	NOUN
fbem-25968	135	2	faced	face	VERB
fbem-25968	135	3	during	during	ADP
fbem-25968	135	4	model	model	NOUN
fbem-25968	135	5	development	development	NOUN
fbem-25968	135	6	throughout	throughout	ADP
fbem-25968	135	7	the	the	DET
fbem-25968	135	8	model	model	NOUN
fbem-25968	135	9	development	development	NOUN
fbem-25968	135	10	process	process	NOUN
fbem-25968	135	11	,	,	PUNCT
fbem-25968	135	12	several	several	ADJ
fbem-25968	135	13	challenges	challenge	NOUN
fbem-25968	135	14	were	be	AUX
fbem-25968	135	15	encountered	encounter	VERB
fbem-25968	135	16	that	that	DET
fbem-25968	135	17	warrant	warrant	NOUN
fbem-25968	135	18	discussion	discussion	NOUN
fbem-25968	135	19	.	.	PUNCT
fbem-25968	136	1	issues	issue	NOUN
fbem-25968	136	2	related	relate	VERB
fbem-25968	136	3	to	to	ADP
fbem-25968	136	4	data	datum	NOUN
fbem-25968	136	5	quality	quality	NOUN
fbem-25968	136	6	,	,	PUNCT
fbem-25968	136	7	such	such	ADJ
fbem-25968	136	8	as	as	ADP
fbem-25968	136	9	missing	miss	VERB
fbem-25968	136	10	values	value	NOUN
fbem-25968	136	11	and	and	CCONJ
fbem-25968	136	12	outliers	outlier	NOUN
fbem-25968	136	13	,	,	PUNCT
fbem-25968	136	14	posed	pose	VERB
fbem-25968	136	15	significant	significant	ADJ
fbem-25968	136	16	hurdles	hurdle	NOUN
fbem-25968	136	17	.	.	PUNCT
fbem-25968	137	1	additionally	additionally	ADV
fbem-25968	137	2	,	,	PUNCT
fbem-25968	137	3	the	the	DET
fbem-25968	137	4	complexity	complexity	NOUN
fbem-25968	137	5	of	of	ADP
fbem-25968	137	6	the	the	DET
fbem-25968	137	7	model	model	NOUN
fbem-25968	137	8	architecture	architecture	NOUN
fbem-25968	137	9	required	require	VERB
fbem-25968	137	10	substantial	substantial	ADJ
fbem-25968	137	11	computational	computational	ADJ
fbem-25968	137	12	resources	resource	NOUN
fbem-25968	137	13	,	,	PUNCT
fbem-25968	137	14	which	which	PRON
fbem-25968	137	15	may	may	AUX
fbem-25968	137	16	limit	limit	VERB
fbem-25968	137	17	accessibility	accessibility	NOUN
fbem-25968	137	18	for	for	ADP
fbem-25968	137	19	some	some	DET
fbem-25968	137	20	practitioners	practitioner	NOUN
fbem-25968	137	21	.	.	PUNCT
fbem-25968	138	1	addressing	address	VERB
fbem-25968	138	2	these	these	DET
fbem-25968	138	3	challenges	challenge	NOUN
fbem-25968	138	4	will	will	AUX
fbem-25968	138	5	provide	provide	VERB
fbem-25968	138	6	a	a	DET
fbem-25968	138	7	realistic	realistic	ADJ
fbem-25968	138	8	view	view	NOUN
fbem-25968	138	9	of	of	ADP
fbem-25968	138	10	the	the	DET
fbem-25968	138	11	implementation	implementation	NOUN
fbem-25968	138	12	process	process	NOUN
fbem-25968	138	13	and	and	CCONJ
fbem-25968	138	14	highlight	highlight	VERB
fbem-25968	138	15	the	the	DET
fbem-25968	138	16	need	need	NOUN
fbem-25968	138	17	for	for	ADP
fbem-25968	138	18	ongoing	ongoing	ADJ
fbem-25968	138	19	research	research	NOUN
fbem-25968	138	20	to	to	PART
fbem-25968	138	21	overcome	overcome	VERB
fbem-25968	138	22	these	these	DET
fbem-25968	138	23	barriers	barrier	NOUN
fbem-25968	138	24	.	.	PUNCT
fbem-25968	139	1	5.3.2	5.3.2	X
fbem-25968	139	2	.	.	PUNCT
fbem-25968	139	3	limitations	limitation	NOUN
fbem-25968	139	4	of	of	ADP
fbem-25968	139	5	data	datum	NOUN
fbem-25968	139	6	and	and	CCONJ
fbem-25968	139	7	methodology	methodology	NOUN
fbem-25968	139	8	finally	finally	ADV
fbem-25968	139	9	,	,	PUNCT
fbem-25968	139	10	it	it	PRON
fbem-25968	139	11	is	be	AUX
fbem-25968	139	12	crucial	crucial	ADJ
fbem-25968	139	13	to	to	PART
fbem-25968	139	14	acknowledge	acknowledge	VERB
fbem-25968	139	15	the	the	DET
fbem-25968	139	16	limitations	limitation	NOUN
fbem-25968	139	17	inherent	inherent	ADJ
fbem-25968	139	18	in	in	ADP
fbem-25968	139	19	the	the	DET
fbem-25968	139	20	data	datum	NOUN
fbem-25968	139	21	and	and	CCONJ
fbem-25968	139	22	methodology	methodology	NOUN
fbem-25968	139	23	employed	employ	VERB
fbem-25968	139	24	in	in	ADP
fbem-25968	139	25	this	this	DET
fbem-25968	139	26	study	study	NOUN
fbem-25968	139	27	.	.	PUNCT
fbem-25968	140	1	for	for	ADP
fbem-25968	140	2	instance	instance	NOUN
fbem-25968	140	3	,	,	PUNCT
fbem-25968	140	4	the	the	DET
fbem-25968	140	5	availability	availability	NOUN
fbem-25968	140	6	of	of	ADP
fbem-25968	140	7	high	high	ADJ
fbem-25968	140	8	-	-	PUNCT
fbem-25968	140	9	quality	quality	NOUN
fbem-25968	140	10	sentiment	sentiment	NOUN
fbem-25968	140	11	data	datum	NOUN
fbem-25968	140	12	can	can	AUX
fbem-25968	140	13	be	be	AUX
fbem-25968	140	14	inconsistent	inconsistent	ADJ
fbem-25968	140	15	,	,	PUNCT
fbem-25968	140	16	potentially	potentially	ADV
fbem-25968	140	17	affecting	affect	VERB
fbem-25968	140	18	the	the	DET
fbem-25968	140	19	model	model	NOUN
fbem-25968	140	20	's	's	PART
fbem-25968	140	21	performance	performance	NOUN
fbem-25968	140	22	.	.	PUNCT
fbem-25968	141	1	furthermore	furthermore	ADV
fbem-25968	141	2	,	,	PUNCT
fbem-25968	141	3	the	the	DET
fbem-25968	141	4	representativeness	representativeness	NOUN
fbem-25968	141	5	of	of	ADP
fbem-25968	141	6	historical	historical	ADJ
fbem-25968	141	7	data	datum	NOUN
fbem-25968	141	8	may	may	AUX
fbem-25968	141	9	not	not	PART
fbem-25968	141	10	fully	fully	ADV
fbem-25968	141	11	capture	capture	VERB
fbem-25968	141	12	future	future	ADJ
fbem-25968	141	13	market	market	NOUN
fbem-25968	141	14	conditions	condition	NOUN
fbem-25968	141	15	,	,	PUNCT
fbem-25968	141	16	leading	lead	VERB
fbem-25968	141	17	to	to	ADP
fbem-25968	141	18	discrepancies	discrepancy	NOUN
fbem-25968	141	19	in	in	ADP
fbem-25968	141	20	predictions	prediction	NOUN
fbem-25968	141	21	.	.	PUNCT
fbem-25968	142	1	recognizing	recognize	VERB
fbem-25968	142	2	these	these	DET
fbem-25968	142	3	limitations	limitation	NOUN
fbem-25968	142	4	will	will	AUX
fbem-25968	142	5	inform	inform	VERB
fbem-25968	142	6	future	future	ADJ
fbem-25968	142	7	research	research	NOUN
fbem-25968	142	8	directions	direction	NOUN
fbem-25968	142	9	and	and	CCONJ
fbem-25968	142	10	improvements	improvement	NOUN
fbem-25968	142	11	,	,	PUNCT
fbem-25968	142	12	ensuring	ensure	VERB
fbem-25968	142	13	that	that	SCONJ
fbem-25968	142	14	subsequent	subsequent	ADJ
fbem-25968	142	15	iterations	iteration	NOUN
fbem-25968	142	16	of	of	ADP
fbem-25968	142	17	the	the	DET
fbem-25968	142	18	model	model	NOUN
fbem-25968	142	19	are	be	AUX
fbem-25968	142	20	better	well	ADV
fbem-25968	142	21	equipped	equip	VERB
fbem-25968	142	22	to	to	PART
fbem-25968	142	23	handle	handle	VERB
fbem-25968	142	24	the	the	DET
fbem-25968	142	25	complexities	complexity	NOUN
fbem-25968	142	26	of	of	ADP
fbem-25968	142	27	real	real	ADJ
fbem-25968	142	28	-	-	PUNCT
fbem-25968	142	29	world	world	NOUN
fbem-25968	142	30	financial	financial	ADJ
fbem-25968	142	31	markets	market	NOUN
fbem-25968	142	32	.	.	PUNCT
fbem-25968	143	1	the	the	DET
fbem-25968	143	2	implementation	implementation	NOUN
fbem-25968	143	3	of	of	ADP
fbem-25968	143	4	a	a	DET
fbem-25968	143	5	deep	deep	ADJ
fbem-25968	143	6	learning	learning	NOUN
fbem-25968	143	7	model	model	NOUN
fbem-25968	143	8	for	for	ADP
fbem-25968	143	9	options	option	NOUN
fbem-25968	143	10	pricing	pricing	NOUN
fbem-25968	143	11	represents	represent	VERB
fbem-25968	143	12	a	a	DET
fbem-25968	143	13	significant	significant	ADJ
fbem-25968	143	14	advancement	advancement	NOUN
fbem-25968	143	15	in	in	ADP
fbem-25968	143	16	the	the	DET
fbem-25968	143	17	field	field	NOUN
fbem-25968	143	18	of	of	ADP
fbem-25968	143	19	financial	financial	ADJ
fbem-25968	143	20	forecasting	forecasting	NOUN
fbem-25968	143	21	.	.	PUNCT
fbem-25968	144	1	by	by	ADP
fbem-25968	144	2	leveraging	leverage	VERB
fbem-25968	144	3	modern	modern	ADJ
fbem-25968	144	4	computational	computational	ADJ
fbem-25968	144	5	tools	tool	NOUN
fbem-25968	144	6	and	and	CCONJ
fbem-25968	144	7	methodologies	methodology	NOUN
fbem-25968	144	8	,	,	PUNCT
fbem-25968	144	9	this	this	DET
fbem-25968	144	10	study	study	NOUN
fbem-25968	144	11	has	have	AUX
fbem-25968	144	12	demonstrated	demonstrate	VERB
fbem-25968	144	13	the	the	DET
fbem-25968	144	14	potential	potential	NOUN
fbem-25968	144	15	for	for	ADP
fbem-25968	144	16	improved	improved	ADJ
fbem-25968	144	17	accuracy	accuracy	NOUN
fbem-25968	144	18	and	and	CCONJ
fbem-25968	144	19	adaptability	adaptability	NOUN
fbem-25968	144	20	in	in	ADP
fbem-25968	144	21	predicting	predict	VERB
fbem-25968	144	22	option	option	NOUN
fbem-25968	144	23	prices	price	NOUN
fbem-25968	144	24	.	.	PUNCT
fbem-25968	145	1	the	the	DET
fbem-25968	145	2	comprehensive	comprehensive	ADJ
fbem-25968	145	3	testing	testing	NOUN
fbem-25968	145	4	and	and	CCONJ
fbem-25968	145	5	validation	validation	NOUN
fbem-25968	145	6	processes	process	NOUN
fbem-25968	145	7	,	,	PUNCT
fbem-25968	145	8	including	include	VERB
fbem-25968	145	9	backtesting	backtesting	NOUN
fbem-25968	145	10	and	and	CCONJ
fbem-25968	145	11	real	real	ADJ
fbem-25968	145	12	-	-	PUNCT
fbem-25968	145	13	time	time	NOUN
fbem-25968	145	14	evaluations	evaluation	NOUN
fbem-25968	145	15	,	,	PUNCT
fbem-25968	145	16	ensure	ensure	VERB
fbem-25968	145	17	that	that	SCONJ
fbem-25968	145	18	the	the	DET
fbem-25968	145	19	model	model	NOUN
fbem-25968	145	20	is	be	AUX
fbem-25968	145	21	robust	robust	ADJ
fbem-25968	145	22	and	and	CCONJ
fbem-25968	145	23	ready	ready	ADJ
fbem-25968	145	24	for	for	ADP
fbem-25968	145	25	practical	practical	ADJ
fbem-25968	145	26	application	application	NOUN
fbem-25968	145	27	.	.	PUNCT
fbem-25968	146	1	as	as	SCONJ
fbem-25968	146	2	the	the	DET
fbem-25968	146	3	financial	financial	ADJ
fbem-25968	146	4	landscape	landscape	NOUN
fbem-25968	146	5	continues	continue	VERB
fbem-25968	146	6	to	to	PART
fbem-25968	146	7	evolve	evolve	VERB
fbem-25968	146	8	,	,	PUNCT
fbem-25968	146	9	ongoing	ongoing	ADJ
fbem-25968	146	10	research	research	NOUN
fbem-25968	146	11	and	and	CCONJ
fbem-25968	146	12	development	development	NOUN
fbem-25968	146	13	will	will	AUX
fbem-25968	146	14	be	be	AUX
fbem-25968	146	15	essential	essential	ADJ
fbem-25968	146	16	in	in	ADP
fbem-25968	146	17	refining	refine	VERB
fbem-25968	146	18	these	these	DET
fbem-25968	146	19	methodologies	methodology	NOUN
fbem-25968	146	20	and	and	CCONJ
fbem-25968	146	21	addressing	address	VERB
fbem-25968	146	22	the	the	DET
fbem-25968	146	23	challenges	challenge	NOUN
fbem-25968	146	24	that	that	PRON
fbem-25968	146	25	arise	arise	VERB
fbem-25968	146	26	in	in	ADP
fbem-25968	146	27	dynamic	dynamic	ADJ
fbem-25968	146	28	market	market	NOUN
fbem-25968	146	29	environments	environment	NOUN
fbem-25968	146	30	.	.	PUNCT
fbem-25968	147	1	6	6	X
fbem-25968	147	2	.	.	X
fbem-25968	147	3	conclusion	conclusion	NOUN
fbem-25968	147	4	this	this	DET
fbem-25968	147	5	study	study	NOUN
fbem-25968	147	6	underscores	underscore	VERB
fbem-25968	147	7	the	the	DET
fbem-25968	147	8	critical	critical	ADJ
fbem-25968	147	9	necessity	necessity	NOUN
fbem-25968	147	10	for	for	ADP
fbem-25968	147	11	adaptive	adaptive	ADJ
fbem-25968	147	12	options	option	NOUN
fbem-25968	147	13	pricing	pricing	NOUN
fbem-25968	147	14	models	model	NOUN
fbem-25968	147	15	that	that	PRON
fbem-25968	147	16	are	be	AUX
fbem-25968	147	17	capable	capable	ADJ
fbem-25968	147	18	of	of	ADP
fbem-25968	147	19	responding	respond	VERB
fbem-25968	147	20	to	to	ADP
fbem-25968	147	21	the	the	DET
fbem-25968	147	22	dynamic	dynamic	ADJ
fbem-25968	147	23	nature	nature	NOUN
fbem-25968	147	24	of	of	ADP
fbem-25968	147	25	financial	financial	ADJ
fbem-25968	147	26	markets	market	NOUN
fbem-25968	147	27	.	.	PUNCT
fbem-25968	148	1	as	as	SCONJ
fbem-25968	148	2	market	market	NOUN
fbem-25968	148	3	conditions	condition	NOUN
fbem-25968	148	4	fluctuate	fluctuate	NOUN
fbem-25968	148	5	due	due	ADP
fbem-25968	148	6	to	to	ADP
fbem-25968	148	7	a	a	DET
fbem-25968	148	8	myriad	myriad	NOUN
fbem-25968	148	9	of	of	ADP
fbem-25968	148	10	factors	factor	NOUN
fbem-25968	148	11	—	—	PUNCT
fbem-25968	148	12	ranging	range	VERB
fbem-25968	148	13	from	from	ADP
fbem-25968	148	14	economic	economic	ADJ
fbem-25968	148	15	shifts	shift	NOUN
fbem-25968	148	16	and	and	CCONJ
fbem-25968	148	17	geopolitical	geopolitical	ADJ
fbem-25968	148	18	events	event	NOUN
fbem-25968	148	19	to	to	PART
fbem-25968	148	20	changes	change	NOUN
fbem-25968	148	21	in	in	ADP
fbem-25968	148	22	investor	investor	NOUN
fbem-25968	148	23	sentiment	sentiment	NOUN
fbem-25968	148	24	—	—	PUNCT
fbem-25968	148	25	traditional	traditional	ADJ
fbem-25968	148	26	static	static	ADJ
fbem-25968	148	27	models	model	NOUN
fbem-25968	148	28	often	often	ADV
fbem-25968	148	29	fall	fall	VERB
fbem-25968	148	30	short	short	ADJ
fbem-25968	148	31	in	in	ADP
fbem-25968	148	32	delivering	deliver	VERB
fbem-25968	148	33	accurate	accurate	ADJ
fbem-25968	148	34	pricing	pricing	NOUN
fbem-25968	148	35	.	.	PUNCT
fbem-25968	149	1	the	the	DET
fbem-25968	149	2	research	research	NOUN
fbem-25968	149	3	highlights	highlight	VERB
fbem-25968	149	4	the	the	DET
fbem-25968	149	5	importance	importance	NOUN
fbem-25968	149	6	of	of	ADP
fbem-25968	149	7	incorporating	incorporate	VERB
fbem-25968	149	8	multiple	multiple	ADJ
fbem-25968	149	9	data	datum	NOUN
fbem-25968	149	10	sources	source	NOUN
fbem-25968	149	11	,	,	PUNCT
fbem-25968	149	12	including	include	VERB
fbem-25968	149	13	historical	historical	ADJ
fbem-25968	149	14	price	price	NOUN
fbem-25968	149	15	data	datum	NOUN
fbem-25968	149	16	,	,	PUNCT
fbem-25968	149	17	volatility	volatility	NOUN
fbem-25968	149	18	indices	index	NOUN
fbem-25968	149	19	,	,	PUNCT
fbem-25968	149	20	and	and	CCONJ
fbem-25968	149	21	social	social	ADJ
fbem-25968	149	22	sentiment	sentiment	NOUN
fbem-25968	149	23	,	,	PUNCT
fbem-25968	149	24	to	to	PART
fbem-25968	149	25	improve	improve	VERB
fbem-25968	149	26	the	the	DET
fbem-25968	149	27	robustness	robustness	NOUN
fbem-25968	149	28	of	of	ADP
fbem-25968	149	29	pricing	pricing	NOUN
fbem-25968	149	30	models	model	NOUN
fbem-25968	149	31	.	.	PUNCT
fbem-25968	150	1	by	by	ADP
fbem-25968	150	2	utilizing	utilize	VERB
fbem-25968	150	3	adaptive	adaptive	ADJ
fbem-25968	150	4	options	option	NOUN
fbem-25968	150	5	pricing	pricing	NOUN
fbem-25968	150	6	strategies	strategy	NOUN
fbem-25968	150	7	,	,	PUNCT
fbem-25968	150	8	practitioners	practitioner	NOUN
fbem-25968	150	9	can	can	AUX
fbem-25968	150	10	better	well	ADV
fbem-25968	150	11	navigate	navigate	VERB
fbem-25968	150	12	the	the	DET
fbem-25968	150	13	complexities	complexity	NOUN
fbem-25968	150	14	of	of	ADP
fbem-25968	150	15	the	the	DET
fbem-25968	150	16	market	market	NOUN
fbem-25968	150	17	,	,	PUNCT
fbem-25968	150	18	ultimately	ultimately	ADV
fbem-25968	150	19	leading	lead	VERB
fbem-25968	150	20	to	to	ADP
fbem-25968	150	21	more	more	ADV
fbem-25968	150	22	informed	informed	ADJ
fbem-25968	150	23	decision	decision	NOUN
fbem-25968	150	24	-	-	PUNCT
fbem-25968	150	25	making	making	NOUN
fbem-25968	150	26	and	and	CCONJ
fbem-25968	150	27	enhanced	enhance	VERB
fbem-25968	150	28	financial	financial	ADJ
fbem-25968	150	29	outcomes	outcome	NOUN
fbem-25968	150	30	.	.	PUNCT
fbem-25968	151	1	this	this	DET
fbem-25968	151	2	adaptability	adaptability	NOUN
fbem-25968	151	3	is	be	AUX
fbem-25968	151	4	essential	essential	ADJ
fbem-25968	151	5	not	not	PART
fbem-25968	151	6	only	only	ADV
fbem-25968	151	7	for	for	ADP
fbem-25968	151	8	pricing	pricing	NOUN
fbem-25968	151	9	accuracy	accuracy	NOUN
fbem-25968	151	10	but	but	CCONJ
fbem-25968	151	11	also	also	ADV
fbem-25968	151	12	for	for	ADP
fbem-25968	151	13	maintaining	maintain	VERB
fbem-25968	151	14	competitiveness	competitiveness	NOUN
fbem-25968	151	15	in	in	ADP
fbem-25968	151	16	an	an	DET
fbem-25968	151	17	increasingly	increasingly	ADV
fbem-25968	151	18	volatile	volatile	ADJ
fbem-25968	151	19	financial	financial	ADJ
fbem-25968	151	20	landscape	landscape	NOUN
fbem-25968	151	21	.	.	PUNCT
fbem-25968	152	1	the	the	DET
fbem-25968	152	2	proposed	propose	VERB
fbem-25968	152	3	deep	deep	ADJ
fbem-25968	152	4	learning	learning	NOUN
fbem-25968	152	5	model	model	NOUN
fbem-25968	152	6	represents	represent	VERB
fbem-25968	152	7	a	a	DET
fbem-25968	152	8	significant	significant	ADJ
fbem-25968	152	9	advancement	advancement	NOUN
fbem-25968	152	10	in	in	ADP
fbem-25968	152	11	the	the	DET
fbem-25968	152	12	realm	realm	NOUN
fbem-25968	152	13	of	of	ADP
fbem-25968	152	14	options	option	NOUN
fbem-25968	152	15	pricing	pricing	NOUN
fbem-25968	152	16	,	,	PUNCT
fbem-25968	152	17	demonstrating	demonstrate	VERB
fbem-25968	152	18	marked	mark	VERB
fbem-25968	152	19	improvements	improvement	NOUN
fbem-25968	152	20	in	in	ADP
fbem-25968	152	21	accuracy	accuracy	NOUN
fbem-25968	152	22	when	when	SCONJ
fbem-25968	152	23	compared	compare	VERB
fbem-25968	152	24	to	to	ADP
fbem-25968	152	25	traditional	traditional	ADJ
fbem-25968	152	26	pricing	pricing	NOUN
fbem-25968	152	27	methodologies	methodology	NOUN
fbem-25968	152	28	.	.	PUNCT
fbem-25968	153	1	by	by	ADP
fbem-25968	153	2	harnessing	harness	VERB
fbem-25968	153	3	the	the	DET
fbem-25968	153	4	power	power	NOUN
fbem-25968	153	5	of	of	ADP
fbem-25968	153	6	neural	neural	ADJ
fbem-25968	153	7	networks	network	NOUN
fbem-25968	153	8	,	,	PUNCT
fbem-25968	153	9	the	the	DET
fbem-25968	153	10	model	model	NOUN
fbem-25968	153	11	is	be	AUX
fbem-25968	153	12	able	able	ADJ
fbem-25968	153	13	to	to	PART
fbem-25968	153	14	capture	capture	VERB
fbem-25968	153	15	intricate	intricate	ADJ
fbem-25968	153	16	patterns	pattern	NOUN
fbem-25968	153	17	and	and	CCONJ
fbem-25968	153	18	relationships	relationship	NOUN
fbem-25968	153	19	within	within	ADP
fbem-25968	153	20	the	the	DET
fbem-25968	153	21	data	datum	NOUN
fbem-25968	153	22	that	that	SCONJ
fbem-25968	153	23	conventional	conventional	ADJ
fbem-25968	153	24	models	model	NOUN
fbem-25968	153	25	may	may	AUX
fbem-25968	153	26	overlook	overlook	VERB
fbem-25968	153	27	.	.	PUNCT
fbem-25968	154	1	this	this	DET
fbem-25968	154	2	capability	capability	NOUN
fbem-25968	154	3	allows	allow	VERB
fbem-25968	154	4	for	for	ADP
fbem-25968	154	5	a	a	DET
fbem-25968	154	6	more	more	ADV
fbem-25968	154	7	nuanced	nuanced	ADJ
fbem-25968	154	8	understanding	understanding	NOUN
fbem-25968	154	9	of	of	ADP
fbem-25968	154	10	the	the	DET
fbem-25968	154	11	factors	factor	NOUN
fbem-25968	154	12	influencing	influence	VERB
fbem-25968	154	13	option	option	NOUN
fbem-25968	154	14	prices	price	NOUN
fbem-25968	154	15	,	,	PUNCT
fbem-25968	154	16	thereby	thereby	ADV
fbem-25968	154	17	enhancing	enhance	VERB
fbem-25968	154	18	predictive	predictive	ADJ
fbem-25968	154	19	performance	performance	NOUN
fbem-25968	154	20	.	.	PUNCT
fbem-25968	155	1	the	the	DET
fbem-25968	155	2	study	study	NOUN
fbem-25968	155	3	not	not	PART
fbem-25968	155	4	only	only	ADV
fbem-25968	155	5	showcases	showcase	VERB
fbem-25968	155	6	the	the	DET
fbem-25968	155	7	potential	potential	NOUN
fbem-25968	155	8	of	of	ADP
fbem-25968	155	9	deep	deep	ADJ
fbem-25968	155	10	learning	learning	NOUN
fbem-25968	155	11	in	in	ADP
fbem-25968	155	12	finance	finance	NOUN
fbem-25968	155	13	but	but	CCONJ
fbem-25968	155	14	also	also	ADV
fbem-25968	155	15	emphasizes	emphasize	VERB
fbem-25968	155	16	its	its	PRON
fbem-25968	155	17	transformative	transformative	ADJ
fbem-25968	155	18	impact	impact	NOUN
fbem-25968	155	19	on	on	ADP
fbem-25968	155	20	the	the	DET
fbem-25968	155	21	field	field	NOUN
fbem-25968	155	22	of	of	ADP
fbem-25968	155	23	options	option	NOUN
fbem-25968	155	24	pricing	pricing	NOUN
fbem-25968	155	25	.	.	PUNCT
fbem-25968	156	1	as	as	SCONJ
fbem-25968	156	2	financial	financial	ADJ
fbem-25968	156	3	markets	market	NOUN
fbem-25968	156	4	continue	continue	VERB
fbem-25968	156	5	to	to	PART
fbem-25968	156	6	evolve	evolve	VERB
fbem-25968	156	7	,	,	PUNCT
fbem-25968	156	8	the	the	DET
fbem-25968	156	9	integration	integration	NOUN
fbem-25968	156	10	of	of	ADP
fbem-25968	156	11	sophisticated	sophisticated	ADJ
fbem-25968	156	12	machine	machine	NOUN
fbem-25968	156	13	learning	learning	NOUN
fbem-25968	156	14	techniques	technique	NOUN
fbem-25968	156	15	will	will	AUX
fbem-25968	156	16	be	be	AUX
fbem-25968	156	17	paramount	paramount	ADJ
fbem-25968	156	18	in	in	ADP
fbem-25968	156	19	developing	develop	VERB
fbem-25968	156	20	pricing	pricing	NOUN
fbem-25968	156	21	models	model	NOUN
fbem-25968	156	22	that	that	PRON
fbem-25968	156	23	are	be	AUX
fbem-25968	156	24	both	both	ADV
fbem-25968	156	25	accurate	accurate	ADJ
fbem-25968	156	26	and	and	CCONJ
fbem-25968	156	27	adaptable	adaptable	ADJ
fbem-25968	156	28	.	.	PUNCT
fbem-25968	157	1	6	6	NUM
fbem-25968	157	2	the	the	DET
fbem-25968	157	3	findings	finding	NOUN
fbem-25968	157	4	of	of	ADP
fbem-25968	157	5	this	this	DET
fbem-25968	157	6	study	study	NOUN
fbem-25968	157	7	have	have	VERB
fbem-25968	157	8	significant	significant	ADJ
fbem-25968	157	9	implications	implication	NOUN
fbem-25968	157	10	for	for	ADP
fbem-25968	157	11	financial	financial	ADJ
fbem-25968	157	12	practitioners	practitioner	NOUN
fbem-25968	157	13	,	,	PUNCT
fbem-25968	157	14	particularly	particularly	ADV
fbem-25968	157	15	in	in	ADP
fbem-25968	157	16	the	the	DET
fbem-25968	157	17	realms	realm	NOUN
fbem-25968	157	18	of	of	ADP
fbem-25968	157	19	trading	trading	NOUN
fbem-25968	157	20	and	and	CCONJ
fbem-25968	157	21	risk	risk	NOUN
fbem-25968	157	22	management	management	NOUN
fbem-25968	157	23	.	.	PUNCT
fbem-25968	158	1	by	by	ADP
fbem-25968	158	2	leveraging	leverage	VERB
fbem-25968	158	3	advanced	advanced	ADJ
fbem-25968	158	4	deep	deep	ADJ
fbem-25968	158	5	learning	learning	NOUN
fbem-25968	158	6	models	model	NOUN
fbem-25968	158	7	for	for	ADP
fbem-25968	158	8	options	option	NOUN
fbem-25968	158	9	pricing	pricing	NOUN
fbem-25968	158	10	,	,	PUNCT
fbem-25968	158	11	practitioners	practitioner	NOUN
fbem-25968	158	12	can	can	AUX
fbem-25968	158	13	develop	develop	VERB
fbem-25968	158	14	more	more	ADV
fbem-25968	158	15	effective	effective	ADJ
fbem-25968	158	16	trading	trading	NOUN
fbem-25968	158	17	strategies	strategy	NOUN
fbem-25968	158	18	that	that	PRON
fbem-25968	158	19	are	be	AUX
fbem-25968	158	20	informed	inform	VERB
fbem-25968	158	21	by	by	ADP
fbem-25968	158	22	accurate	accurate	ADJ
fbem-25968	158	23	price	price	NOUN
fbem-25968	158	24	predictions	prediction	NOUN
fbem-25968	158	25	.	.	PUNCT
fbem-25968	159	1	this	this	PRON
fbem-25968	159	2	can	can	AUX
fbem-25968	159	3	lead	lead	VERB
fbem-25968	159	4	to	to	ADP
fbem-25968	159	5	improved	improved	ADJ
fbem-25968	159	6	profitability	profitability	NOUN
fbem-25968	159	7	and	and	CCONJ
fbem-25968	159	8	reduced	reduce	VERB
fbem-25968	159	9	risk	risk	NOUN
fbem-25968	159	10	exposure	exposure	NOUN
fbem-25968	159	11	in	in	ADP
fbem-25968	159	12	trading	trading	NOUN
fbem-25968	159	13	operations	operation	NOUN
fbem-25968	159	14	.	.	PUNCT
fbem-25968	160	1	furthermore	furthermore	ADV
fbem-25968	160	2	,	,	PUNCT
fbem-25968	160	3	the	the	DET
fbem-25968	160	4	insights	insight	NOUN
fbem-25968	160	5	gained	gain	VERB
fbem-25968	160	6	from	from	ADP
fbem-25968	160	7	the	the	DET
fbem-25968	160	8	model	model	NOUN
fbem-25968	160	9	can	can	AUX
fbem-25968	160	10	enhance	enhance	VERB
fbem-25968	160	11	risk	risk	NOUN
fbem-25968	160	12	management	management	NOUN
fbem-25968	160	13	practices	practice	NOUN
fbem-25968	160	14	by	by	ADP
fbem-25968	160	15	providing	provide	VERB
fbem-25968	160	16	a	a	DET
fbem-25968	160	17	more	more	ADV
fbem-25968	160	18	reliable	reliable	ADJ
fbem-25968	160	19	framework	framework	NOUN
fbem-25968	160	20	for	for	ADP
fbem-25968	160	21	assessing	assess	VERB
fbem-25968	160	22	the	the	DET
fbem-25968	160	23	value	value	NOUN
fbem-25968	160	24	of	of	ADP
fbem-25968	160	25	options	option	NOUN
fbem-25968	160	26	and	and	CCONJ
fbem-25968	160	27	their	their	PRON
fbem-25968	160	28	associated	associated	ADJ
fbem-25968	160	29	risks	risk	NOUN
fbem-25968	160	30	.	.	PUNCT
fbem-25968	161	1	as	as	SCONJ
fbem-25968	161	2	the	the	DET
fbem-25968	161	3	financial	financial	ADJ
fbem-25968	161	4	landscape	landscape	NOUN
fbem-25968	161	5	becomes	become	VERB
fbem-25968	161	6	increasingly	increasingly	ADV
fbem-25968	161	7	complex	complex	ADJ
fbem-25968	161	8	,	,	PUNCT
fbem-25968	161	9	the	the	DET
fbem-25968	161	10	ability	ability	NOUN
fbem-25968	161	11	to	to	PART
fbem-25968	161	12	utilize	utilize	VERB
fbem-25968	161	13	data	datum	NOUN
fbem-25968	161	14	-	-	PUNCT
fbem-25968	161	15	driven	drive	VERB
fbem-25968	161	16	approaches	approach	NOUN
fbem-25968	161	17	for	for	ADP
fbem-25968	161	18	pricing	pricing	NOUN
fbem-25968	161	19	and	and	CCONJ
fbem-25968	161	20	risk	risk	NOUN
fbem-25968	161	21	assessment	assessment	NOUN
fbem-25968	161	22	will	will	AUX
fbem-25968	161	23	be	be	AUX
fbem-25968	161	24	crucial	crucial	ADJ
fbem-25968	161	25	for	for	ADP
fbem-25968	161	26	maintaining	maintain	VERB
fbem-25968	161	27	a	a	DET
fbem-25968	161	28	competitive	competitive	ADJ
fbem-25968	161	29	edge	edge	NOUN
fbem-25968	161	30	.	.	PUNCT
fbem-25968	162	1	therefore	therefore	ADV
fbem-25968	162	2	,	,	PUNCT
fbem-25968	162	3	practitioners	practitioner	NOUN
fbem-25968	162	4	are	be	AUX
fbem-25968	162	5	encouraged	encourage	VERB
fbem-25968	162	6	to	to	PART
fbem-25968	162	7	adopt	adopt	VERB
fbem-25968	162	8	these	these	DET
fbem-25968	162	9	innovative	innovative	ADJ
fbem-25968	162	10	models	model	NOUN
fbem-25968	162	11	and	and	CCONJ
fbem-25968	162	12	integrate	integrate	VERB
fbem-25968	162	13	them	they	PRON
fbem-25968	162	14	into	into	ADP
fbem-25968	162	15	their	their	PRON
fbem-25968	162	16	existing	exist	VERB
fbem-25968	162	17	frameworks	framework	NOUN
fbem-25968	162	18	to	to	PART
fbem-25968	162	19	optimize	optimize	VERB
fbem-25968	162	20	performance	performance	NOUN
fbem-25968	162	21	and	and	CCONJ
fbem-25968	162	22	achieve	achieve	VERB
fbem-25968	162	23	better	well	ADJ
fbem-25968	162	24	financial	financial	ADJ
fbem-25968	162	25	outcomes	outcome	NOUN
fbem-25968	162	26	.	.	PUNCT
fbem-25968	163	1	there	there	PRON
fbem-25968	163	2	are	be	VERB
fbem-25968	163	3	several	several	ADJ
fbem-25968	163	4	promising	promising	ADJ
fbem-25968	163	5	avenues	avenue	NOUN
fbem-25968	163	6	for	for	ADP
fbem-25968	163	7	future	future	ADJ
fbem-25968	163	8	research	research	NOUN
fbem-25968	163	9	that	that	PRON
fbem-25968	163	10	could	could	AUX
fbem-25968	163	11	further	far	ADV
fbem-25968	163	12	enhance	enhance	VERB
fbem-25968	163	13	the	the	DET
fbem-25968	163	14	performance	performance	NOUN
fbem-25968	163	15	of	of	ADP
fbem-25968	163	16	the	the	DET
fbem-25968	163	17	proposed	propose	VERB
fbem-25968	163	18	deep	deep	ADJ
fbem-25968	163	19	learning	learning	NOUN
fbem-25968	163	20	model	model	NOUN
fbem-25968	163	21	.	.	PUNCT
fbem-25968	164	1	one	one	NUM
fbem-25968	164	2	key	key	ADJ
fbem-25968	164	3	suggestion	suggestion	NOUN
fbem-25968	164	4	is	be	AUX
fbem-25968	164	5	the	the	DET
fbem-25968	164	6	incorporation	incorporation	NOUN
fbem-25968	164	7	of	of	ADP
fbem-25968	164	8	additional	additional	ADJ
fbem-25968	164	9	data	datum	NOUN
fbem-25968	164	10	sources	source	NOUN
fbem-25968	164	11	,	,	PUNCT
fbem-25968	164	12	such	such	ADJ
fbem-25968	164	13	as	as	ADP
fbem-25968	164	14	macroeconomic	macroeconomic	ADJ
fbem-25968	164	15	indicators	indicator	NOUN
fbem-25968	164	16	,	,	PUNCT
fbem-25968	164	17	alternative	alternative	ADJ
fbem-25968	164	18	datasets	dataset	NOUN
fbem-25968	164	19	(	(	PUNCT
fbem-25968	164	20	like	like	ADP
fbem-25968	164	21	social	social	ADJ
fbem-25968	164	22	media	medium	NOUN
fbem-25968	164	23	sentiment	sentiment	NOUN
fbem-25968	164	24	)	)	PUNCT
fbem-25968	164	25	,	,	PUNCT
fbem-25968	164	26	and	and	CCONJ
fbem-25968	164	27	even	even	ADV
fbem-25968	164	28	real	real	ADJ
fbem-25968	164	29	-	-	PUNCT
fbem-25968	164	30	time	time	NOUN
fbem-25968	164	31	market	market	NOUN
fbem-25968	164	32	data	datum	NOUN
fbem-25968	164	33	.	.	PUNCT
fbem-25968	165	1	by	by	ADP
fbem-25968	165	2	enriching	enrich	VERB
fbem-25968	165	3	the	the	DET
fbem-25968	165	4	model	model	NOUN
fbem-25968	165	5	with	with	ADP
fbem-25968	165	6	diverse	diverse	ADJ
fbem-25968	165	7	data	datum	NOUN
fbem-25968	165	8	inputs	input	NOUN
fbem-25968	165	9	,	,	PUNCT
fbem-25968	165	10	researchers	researcher	NOUN
fbem-25968	165	11	can	can	AUX
fbem-25968	165	12	improve	improve	VERB
fbem-25968	165	13	its	its	PRON
fbem-25968	165	14	ability	ability	NOUN
fbem-25968	165	15	to	to	PART
fbem-25968	165	16	adapt	adapt	VERB
fbem-25968	165	17	to	to	ADP
fbem-25968	165	18	changing	change	VERB
fbem-25968	165	19	market	market	NOUN
fbem-25968	165	20	conditions	condition	NOUN
fbem-25968	165	21	and	and	CCONJ
fbem-25968	165	22	capture	capture	VERB
fbem-25968	165	23	a	a	DET
fbem-25968	165	24	broader	broad	ADJ
fbem-25968	165	25	range	range	NOUN
fbem-25968	165	26	of	of	ADP
fbem-25968	165	27	influencing	influence	VERB
fbem-25968	165	28	factors	factor	NOUN
fbem-25968	165	29	.	.	PUNCT
fbem-25968	166	1	such	such	ADJ
fbem-25968	166	2	enhancements	enhancement	NOUN
fbem-25968	166	3	could	could	AUX
fbem-25968	166	4	lead	lead	VERB
fbem-25968	166	5	to	to	ADP
fbem-25968	166	6	even	even	ADV
fbem-25968	166	7	greater	great	ADJ
fbem-25968	166	8	accuracy	accuracy	NOUN
fbem-25968	166	9	in	in	ADP
fbem-25968	166	10	options	option	NOUN
fbem-25968	166	11	pricing	pricing	NOUN
fbem-25968	166	12	and	and	CCONJ
fbem-25968	166	13	provide	provide	VERB
fbem-25968	166	14	deeper	deep	ADJ
fbem-25968	166	15	insights	insight	NOUN
fbem-25968	166	16	into	into	ADP
fbem-25968	166	17	market	market	NOUN
fbem-25968	166	18	dynamics	dynamic	NOUN
fbem-25968	166	19	.	.	PUNCT
fbem-25968	167	1	additionally	additionally	ADV
fbem-25968	167	2	,	,	PUNCT
fbem-25968	167	3	exploring	explore	VERB
fbem-25968	167	4	the	the	DET
fbem-25968	167	5	temporal	temporal	ADJ
fbem-25968	167	6	aspects	aspect	NOUN
fbem-25968	167	7	of	of	ADP
fbem-25968	167	8	data	datum	NOUN
fbem-25968	167	9	—	—	PUNCT
fbem-25968	167	10	such	such	ADJ
fbem-25968	167	11	as	as	ADP
fbem-25968	167	12	trends	trend	NOUN
fbem-25968	167	13	over	over	ADP
fbem-25968	167	14	different	different	ADJ
fbem-25968	167	15	time	time	NOUN
fbem-25968	167	16	horizons	horizon	NOUN
fbem-25968	167	17	—	—	PUNCT
fbem-25968	167	18	could	could	AUX
fbem-25968	167	19	further	far	ADV
fbem-25968	167	20	refine	refine	VERB
fbem-25968	167	21	the	the	DET
fbem-25968	167	22	model	model	NOUN
fbem-25968	167	23	's	's	PART
fbem-25968	167	24	predictive	predictive	ADJ
fbem-25968	167	25	capabilities	capability	NOUN
fbem-25968	167	26	.	.	PUNCT
fbem-25968	168	1	moreover	moreover	ADV
fbem-25968	168	2	,	,	PUNCT
fbem-25968	168	3	the	the	DET
fbem-25968	168	4	exploration	exploration	NOUN
fbem-25968	168	5	of	of	ADP
fbem-25968	168	6	other	other	ADJ
fbem-25968	168	7	machine	machine	NOUN
fbem-25968	168	8	learning	learn	VERB
fbem-25968	168	9	techniques	technique	NOUN
fbem-25968	168	10	presents	present	VERB
fbem-25968	168	11	an	an	DET
fbem-25968	168	12	exciting	exciting	ADJ
fbem-25968	168	13	opportunity	opportunity	NOUN
fbem-25968	168	14	for	for	ADP
fbem-25968	168	15	advancing	advance	VERB
fbem-25968	168	16	options	option	NOUN
fbem-25968	168	17	pricing	pricing	NOUN
fbem-25968	168	18	methodologies	methodology	NOUN
fbem-25968	168	19	.	.	PUNCT
fbem-25968	169	1	techniques	technique	NOUN
fbem-25968	169	2	such	such	ADJ
fbem-25968	169	3	as	as	ADP
fbem-25968	169	4	reinforcement	reinforcement	NOUN
fbem-25968	169	5	learning	learning	NOUN
fbem-25968	169	6	,	,	PUNCT
fbem-25968	169	7	which	which	PRON
fbem-25968	169	8	focuses	focus	VERB
fbem-25968	169	9	on	on	ADP
fbem-25968	169	10	learning	learn	VERB
fbem-25968	169	11	optimal	optimal	ADJ
fbem-25968	169	12	strategies	strategy	NOUN
fbem-25968	169	13	through	through	ADP
fbem-25968	169	14	trial	trial	NOUN
fbem-25968	169	15	and	and	CCONJ
fbem-25968	169	16	error	error	NOUN
fbem-25968	169	17	,	,	PUNCT
fbem-25968	169	18	could	could	AUX
fbem-25968	169	19	yield	yield	VERB
fbem-25968	169	20	valuable	valuable	ADJ
fbem-25968	169	21	insights	insight	NOUN
fbem-25968	169	22	into	into	ADP
fbem-25968	169	23	dynamic	dynamic	ADJ
fbem-25968	169	24	pricing	pricing	NOUN
fbem-25968	169	25	strategies	strategy	NOUN
fbem-25968	169	26	.	.	PUNCT
fbem-25968	170	1	additionally	additionally	ADV
fbem-25968	170	2	,	,	PUNCT
fbem-25968	170	3	ensemble	ensemble	ADJ
fbem-25968	170	4	methods	method	NOUN
fbem-25968	170	5	that	that	PRON
fbem-25968	170	6	combine	combine	VERB
fbem-25968	170	7	multiple	multiple	ADJ
fbem-25968	170	8	models	model	NOUN
fbem-25968	170	9	may	may	AUX
fbem-25968	170	10	enhance	enhance	VERB
fbem-25968	170	11	predictive	predictive	ADJ
fbem-25968	170	12	accuracy	accuracy	NOUN
fbem-25968	170	13	by	by	ADP
fbem-25968	170	14	mitigating	mitigate	VERB
fbem-25968	170	15	individual	individual	ADJ
fbem-25968	170	16	model	model	NOUN
fbem-25968	170	17	biases	bias	NOUN
fbem-25968	170	18	and	and	CCONJ
fbem-25968	170	19	leveraging	leverage	VERB
fbem-25968	170	20	the	the	DET
fbem-25968	170	21	strengths	strength	NOUN
fbem-25968	170	22	of	of	ADP
fbem-25968	170	23	various	various	ADJ
fbem-25968	170	24	algorithms	algorithm	NOUN
fbem-25968	170	25	.	.	PUNCT
fbem-25968	171	1	by	by	ADP
fbem-25968	171	2	investigating	investigate	VERB
fbem-25968	171	3	these	these	DET
fbem-25968	171	4	alternative	alternative	ADJ
fbem-25968	171	5	approaches	approach	NOUN
fbem-25968	171	6	,	,	PUNCT
fbem-25968	171	7	researchers	researcher	NOUN
fbem-25968	171	8	can	can	AUX
fbem-25968	171	9	contribute	contribute	VERB
fbem-25968	171	10	to	to	ADP
fbem-25968	171	11	a	a	DET
fbem-25968	171	12	more	more	ADV
fbem-25968	171	13	comprehensive	comprehensive	ADJ
fbem-25968	171	14	understanding	understanding	NOUN
fbem-25968	171	15	of	of	ADP
fbem-25968	171	16	options	option	NOUN
fbem-25968	171	17	pricing	pricing	NOUN
fbem-25968	171	18	and	and	CCONJ
fbem-25968	171	19	its	its	PRON
fbem-25968	171	20	underlying	underlying	ADJ
fbem-25968	171	21	mechanisms	mechanism	NOUN
fbem-25968	171	22	,	,	PUNCT
fbem-25968	171	23	ultimately	ultimately	ADV
fbem-25968	171	24	enriching	enrich	VERB
fbem-25968	171	25	the	the	DET
fbem-25968	171	26	field	field	NOUN
fbem-25968	171	27	of	of	ADP
fbem-25968	171	28	financial	financial	ADJ
fbem-25968	171	29	modeling	modeling	NOUN
fbem-25968	171	30	.	.	PUNCT
fbem-25968	172	1	as	as	SCONJ
fbem-25968	172	2	the	the	DET
fbem-25968	172	3	landscape	landscape	NOUN
fbem-25968	172	4	of	of	ADP
fbem-25968	172	5	machine	machine	NOUN
fbem-25968	172	6	learning	learning	NOUN
fbem-25968	172	7	continues	continue	VERB
fbem-25968	172	8	to	to	PART
fbem-25968	172	9	evolve	evolve	VERB
fbem-25968	172	10	,	,	PUNCT
fbem-25968	172	11	the	the	DET
fbem-25968	172	12	integration	integration	NOUN
fbem-25968	172	13	of	of	ADP
fbem-25968	172	14	diverse	diverse	ADJ
fbem-25968	172	15	methodologies	methodology	NOUN
fbem-25968	172	16	will	will	AUX
fbem-25968	172	17	be	be	AUX
fbem-25968	172	18	essential	essential	ADJ
fbem-25968	172	19	for	for	ADP
fbem-25968	172	20	pushing	push	VERB
fbem-25968	172	21	the	the	DET
fbem-25968	172	22	boundaries	boundary	NOUN
fbem-25968	172	23	of	of	ADP
fbem-25968	172	24	what	what	PRON
fbem-25968	172	25	is	be	AUX
fbem-25968	172	26	possible	possible	ADJ
fbem-25968	172	27	in	in	ADP
fbem-25968	172	28	options	option	NOUN
fbem-25968	172	29	pricing	pricing	NOUN
fbem-25968	172	30	and	and	CCONJ
fbem-25968	172	31	financial	financial	ADJ
fbem-25968	172	32	analysis	analysis	NOUN
fbem-25968	172	33	.	.	PUNCT
fbem-25968	173	1	in	in	ADP
fbem-25968	173	2	conclusion	conclusion	NOUN
fbem-25968	173	3	,	,	PUNCT
fbem-25968	173	4	this	this	DET
fbem-25968	173	5	study	study	NOUN
fbem-25968	173	6	not	not	PART
fbem-25968	173	7	only	only	ADV
fbem-25968	173	8	highlights	highlight	VERB
fbem-25968	173	9	the	the	DET
fbem-25968	173	10	transformative	transformative	ADJ
fbem-25968	173	11	potential	potential	NOUN
fbem-25968	173	12	of	of	ADP
fbem-25968	173	13	adaptive	adaptive	ADJ
fbem-25968	173	14	options	option	NOUN
fbem-25968	173	15	pricing	pricing	NOUN
fbem-25968	173	16	models	model	NOUN
fbem-25968	173	17	and	and	CCONJ
fbem-25968	173	18	deep	deep	ADJ
fbem-25968	173	19	learning	learning	NOUN
fbem-25968	173	20	techniques	technique	NOUN
fbem-25968	173	21	but	but	CCONJ
fbem-25968	173	22	also	also	ADV
fbem-25968	173	23	sets	set	VERB
fbem-25968	173	24	the	the	DET
fbem-25968	173	25	stage	stage	NOUN
fbem-25968	173	26	for	for	ADP
fbem-25968	173	27	future	future	ADJ
fbem-25968	173	28	advancements	advancement	NOUN
fbem-25968	173	29	in	in	ADP
fbem-25968	173	30	the	the	DET
fbem-25968	173	31	field	field	NOUN
fbem-25968	173	32	.	.	PUNCT
fbem-25968	174	1	by	by	ADP
fbem-25968	174	2	embracing	embrace	VERB
fbem-25968	174	3	these	these	DET
fbem-25968	174	4	innovations	innovation	NOUN
fbem-25968	174	5	,	,	PUNCT
fbem-25968	174	6	both	both	DET
fbem-25968	174	7	practitioners	practitioner	NOUN
fbem-25968	174	8	and	and	CCONJ
fbem-25968	174	9	researchers	researcher	NOUN
fbem-25968	174	10	can	can	AUX
fbem-25968	174	11	contribute	contribute	VERB
fbem-25968	174	12	to	to	ADP
fbem-25968	174	13	a	a	DET
fbem-25968	174	14	more	more	ADV
fbem-25968	174	15	sophisticated	sophisticated	ADJ
fbem-25968	174	16	understanding	understanding	NOUN
fbem-25968	174	17	of	of	ADP
fbem-25968	174	18	financial	financial	ADJ
fbem-25968	174	19	markets	market	NOUN
fbem-25968	174	20	,	,	PUNCT
fbem-25968	174	21	paving	pave	VERB
fbem-25968	174	22	the	the	DET
fbem-25968	174	23	way	way	NOUN
fbem-25968	174	24	for	for	ADP
fbem-25968	174	25	improved	improved	ADJ
fbem-25968	174	26	trading	trading	NOUN
fbem-25968	174	27	strategies	strategy	NOUN
fbem-25968	174	28	,	,	PUNCT
fbem-25968	174	29	risk	risk	NOUN
fbem-25968	174	30	management	management	NOUN
fbem-25968	174	31	practices	practice	NOUN
fbem-25968	174	32	,	,	PUNCT
fbem-25968	174	33	and	and	CCONJ
fbem-25968	174	34	ultimately	ultimately	ADV
fbem-25968	174	35	,	,	PUNCT
fbem-25968	174	36	better	well	ADJ
fbem-25968	174	37	financial	financial	ADJ
fbem-25968	174	38	decision	decision	NOUN
fbem-25968	174	39	-	-	PUNCT
fbem-25968	174	40	making	making	NOUN
fbem-25968	174	41	.	.	PUNCT
fbem-25968	175	1	references	reference	NOUN
fbem-25968	175	2	[	[	X
fbem-25968	175	3	1	1	NUM
fbem-25968	175	4	]	]	X
fbem-25968	175	5	hochreiter	hochreiter	PROPN
fbem-25968	175	6	,	,	PUNCT
fbem-25968	175	7	s.	s.	PROPN
fbem-25968	175	8	,	,	PUNCT
fbem-25968	175	9	&	&	CCONJ
fbem-25968	175	10	schmidhuber	schmidhuber	PROPN
fbem-25968	175	11	,	,	PUNCT
fbem-25968	175	12	j.	j.	PROPN
fbem-25968	175	13	(	(	PUNCT
fbem-25968	175	14	1997	1997	NUM
fbem-25968	175	15	)	)	PUNCT
fbem-25968	175	16	.	.	PUNCT
fbem-25968	176	1	long	long	ADJ
fbem-25968	176	2	short	short	ADJ
fbem-25968	176	3	-	-	PUNCT
fbem-25968	176	4	term	term	NOUN
fbem-25968	176	5	memory	memory	NOUN
fbem-25968	176	6	.	.	PUNCT
fbem-25968	177	1	neural	neural	ADJ
fbem-25968	177	2	computation	computation	NOUN
fbem-25968	177	3	,	,	PUNCT
fbem-25968	177	4	9(8	9(8	NUM
fbem-25968	177	5	)	)	PUNCT
fbem-25968	177	6	,	,	PUNCT
fbem-25968	177	7	1735	1735	NUM
fbem-25968	177	8	-	-	SYM
fbem-25968	177	9	1780	1780	NUM
fbem-25968	177	10	.	.	PUNCT
fbem-25968	178	1	[	[	X
fbem-25968	178	2	2	2	NUM
fbem-25968	178	3	]	]	X
fbem-25968	178	4	bergstra	bergstra	PROPN
fbem-25968	178	5	,	,	PUNCT
fbem-25968	178	6	j.	j.	PROPN
fbem-25968	178	7	,	,	PUNCT
fbem-25968	178	8	&	&	CCONJ
fbem-25968	178	9	bengio	bengio	PROPN
fbem-25968	178	10	,	,	PUNCT
fbem-25968	178	11	y.	y.	PROPN
fbem-25968	178	12	(	(	PUNCT
fbem-25968	178	13	2012	2012	NUM
fbem-25968	178	14	)	)	PUNCT
fbem-25968	178	15	.	.	PUNCT
fbem-25968	179	1	random	random	ADJ
fbem-25968	179	2	search	search	NOUN
fbem-25968	179	3	for	for	ADP
fbem-25968	179	4	hyperparameter	hyperparameter	NOUN
fbem-25968	179	5	optimization	optimization	NOUN
fbem-25968	179	6	.	.	PUNCT
fbem-25968	180	1	journal	journal	NOUN
fbem-25968	180	2	of	of	ADP
fbem-25968	180	3	machine	machine	NOUN
fbem-25968	180	4	learning	learn	VERB
fbem-25968	180	5	research	research	NOUN
fbem-25968	180	6	,	,	PUNCT
fbem-25968	180	7	13	13	NUM
fbem-25968	180	8	,	,	PUNCT
fbem-25968	180	9	281	281	NUM
fbem-25968	180	10	-	-	SYM
fbem-25968	180	11	305	305	NUM
fbem-25968	180	12	.	.	PUNCT
fbem-25968	181	1	[	[	X
fbem-25968	181	2	3	3	NUM
fbem-25968	181	3	]	]	X
fbem-25968	181	4	kohavi	kohavi	PROPN
fbem-25968	181	5	,	,	PUNCT
fbem-25968	181	6	r.	r.	PROPN
fbem-25968	181	7	(	(	PUNCT
fbem-25968	181	8	1995	1995	NUM
fbem-25968	181	9	)	)	PUNCT
fbem-25968	181	10	.	.	PUNCT
fbem-25968	182	1	a	a	DET
fbem-25968	182	2	study	study	NOUN
fbem-25968	182	3	of	of	ADP
fbem-25968	182	4	cross	cross	ADJ
fbem-25968	182	5	-	-	ADJ
fbem-25968	182	6	validation	validation	NOUN
fbem-25968	182	7	and	and	CCONJ
fbem-25968	182	8	bootstrap	bootstrap	NOUN
fbem-25968	182	9	for	for	ADP
fbem-25968	182	10	accuracy	accuracy	NOUN
fbem-25968	182	11	estimation	estimation	NOUN
fbem-25968	182	12	and	and	CCONJ
fbem-25968	182	13	model	model	NOUN
fbem-25968	182	14	selection	selection	NOUN
fbem-25968	182	15	.	.	PUNCT
fbem-25968	183	1	international	international	ADJ
fbem-25968	183	2	joint	joint	ADJ
fbem-25968	183	3	conference	conference	NOUN
fbem-25968	183	4	on	on	ADP
fbem-25968	183	5	artificial	artificial	ADJ
fbem-25968	183	6	intelligence	intelligence	NOUN
fbem-25968	183	7	,	,	PUNCT
fbem-25968	183	8	14	14	NUM
fbem-25968	183	9	,	,	PUNCT
fbem-25968	183	10	1137	1137	NUM
fbem-25968	183	11	-	-	SYM
fbem-25968	183	12	1145	1145	NUM
fbem-25968	183	13	.	.	PUNCT
fbem-25968	184	1	[	[	X
fbem-25968	184	2	4	4	NUM
fbem-25968	184	3	]	]	X
fbem-25968	184	4	brooks	brooks	PROPN
fbem-25968	184	5	,	,	PUNCT
fbem-25968	184	6	c.	c.	PROPN
fbem-25968	184	7	(	(	PUNCT
fbem-25968	184	8	2014	2014	NUM
fbem-25968	184	9	)	)	PUNCT
fbem-25968	184	10	.	.	PUNCT
fbem-25968	185	1	introductory	introductory	ADJ
fbem-25968	185	2	econometrics	econometric	NOUN
fbem-25968	185	3	for	for	ADP
fbem-25968	185	4	finance	finance	NOUN
fbem-25968	185	5	.	.	PUNCT
fbem-25968	186	1	cambridge	cambridge	PROPN
fbem-25968	186	2	university	university	PROPN
fbem-25968	186	3	press	press	NOUN
fbem-25968	186	4	.	.	PUNCT
fbem-25968	187	1	[	[	X
fbem-25968	187	2	5	5	NUM
fbem-25968	187	3	]	]	PUNCT
fbem-25968	187	4	cao	cao	PROPN
fbem-25968	187	5	,	,	PUNCT
fbem-25968	187	6	c.	c.	PROPN
fbem-25968	187	7	,	,	PUNCT
fbem-25968	187	8	et	et	PROPN
fbem-25968	187	9	al	al	PROPN
fbem-25968	187	10	.	.	PROPN
fbem-25968	187	11	(	(	PUNCT
fbem-25968	187	12	2019	2019	NUM
fbem-25968	187	13	)	)	PUNCT
fbem-25968	187	14	.	.	PUNCT
fbem-25968	188	1	a	a	DET
fbem-25968	188	2	deep	deep	ADJ
fbem-25968	188	3	learning	learning	NOUN
fbem-25968	188	4	approach	approach	NOUN
fbem-25968	188	5	for	for	ADP
fbem-25968	188	6	options	option	NOUN
fbem-25968	188	7	pricing	pricing	NOUN
fbem-25968	188	8	.	.	PUNCT
fbem-25968	189	1	journal	journal	NOUN
fbem-25968	189	2	of	of	ADP
fbem-25968	189	3	financial	financial	ADJ
fbem-25968	189	4	data	datum	NOUN
fbem-25968	189	5	science	science	NOUN
fbem-25968	189	6	,	,	PUNCT
fbem-25968	189	7	1(1	1(1	NUM
fbem-25968	189	8	)	)	PUNCT
fbem-25968	189	9	,	,	PUNCT
fbem-25968	189	10	1	1	NUM
fbem-25968	189	11	-	-	SYM
fbem-25968	189	12	15	15	NUM
fbem-25968	189	13	.	.	PUNCT
fbem-25968	190	1	[	[	X
fbem-25968	190	2	6	6	NUM
fbem-25968	190	3	]	]	X
fbem-25968	190	4	zhang	zhang	PROPN
fbem-25968	190	5	,	,	PUNCT
fbem-25968	190	6	y.	y.	PROPN
fbem-25968	190	7	,	,	PUNCT
fbem-25968	190	8	chen	chen	PROPN
fbem-25968	190	9	,	,	PUNCT
fbem-25968	190	10	y.	y.	PROPN
fbem-25968	190	11	,	,	PUNCT
fbem-25968	190	12	&	&	CCONJ
fbem-25968	190	13	huang	huang	PROPN
fbem-25968	190	14	,	,	PUNCT
fbem-25968	190	15	y.	y.	PROPN
fbem-25968	190	16	(	(	PUNCT
fbem-25968	190	17	2019	2019	NUM
fbem-25968	190	18	)	)	PUNCT
fbem-25968	190	19	.	.	PUNCT
fbem-25968	191	1	integrating	integrate	VERB
fbem-25968	191	2	historical	historical	ADJ
fbem-25968	191	3	price	price	NOUN
fbem-25968	191	4	data	datum	NOUN
fbem-25968	191	5	and	and	CCONJ
fbem-25968	191	6	market	market	NOUN
fbem-25968	191	7	sentiment	sentiment	NOUN
fbem-25968	191	8	for	for	ADP
fbem-25968	191	9	option	option	NOUN
fbem-25968	191	10	pricing	pricing	NOUN
fbem-25968	191	11	.	.	PUNCT
fbem-25968	192	1	journal	journal	NOUN
fbem-25968	192	2	of	of	ADP
fbem-25968	192	3	financial	financial	ADJ
fbem-25968	192	4	engineering	engineering	NOUN
fbem-25968	192	5	,	,	PUNCT
fbem-25968	192	6	6(3	6(3	NUM
fbem-25968	192	7	)	)	PUNCT
fbem-25968	192	8	,	,	PUNCT
fbem-25968	192	9	195	195	NUM
fbem-25968	192	10	-	-	SYM
fbem-25968	192	11	215	215	NUM
fbem-25968	192	12	.	.	PUNCT
fbem-25968	193	1	[	[	X
fbem-25968	193	2	7	7	NUM
fbem-25968	193	3	]	]	SYM
fbem-25968	193	4	chollet	chollet	NOUN
fbem-25968	193	5	,	,	PUNCT
fbem-25968	193	6	f.	f.	PROPN
fbem-25968	193	7	(	(	PUNCT
fbem-25968	193	8	2015	2015	NUM
fbem-25968	193	9	)	)	PUNCT
fbem-25968	193	10	.	.	PUNCT
fbem-25968	194	1	keras	keras	PROPN
fbem-25968	194	2	.	.	PUNCT
fbem-25968	195	1	github	github	PROPN
fbem-25968	195	2	.	.	PUNCT
fbem-25968	196	1	https://github.com/fchollet/keras	https://github.com/fchollet/kera	NOUN
fbem-25968	197	1	[	[	X
fbem-25968	197	2	8	8	NUM
fbem-25968	197	3	]	]	X
fbem-25968	197	4	dixon	dixon	PROPN
fbem-25968	197	5	,	,	PUNCT
fbem-25968	197	6	m.	m.	PROPN
fbem-25968	197	7	f.	f.	PROPN
fbem-25968	197	8	,	,	PUNCT
fbem-25968	197	9	halperin	halperin	PROPN
fbem-25968	197	10	,	,	PUNCT
fbem-25968	197	11	i.	i.	PROPN
fbem-25968	197	12	,	,	PUNCT
fbem-25968	197	13	&	&	CCONJ
fbem-25968	197	14	moller	moller	PROPN
fbem-25968	197	15	,	,	PUNCT
fbem-25968	197	16	h.	h.	PROPN
fbem-25968	197	17	(	(	PUNCT
fbem-25968	197	18	2020	2020	NUM
fbem-25968	197	19	)	)	PUNCT
fbem-25968	197	20	.	.	PUNCT
fbem-25968	198	1	machine	machine	NOUN
fbem-25968	198	2	learning	learn	VERB
fbem-25968	198	3	for	for	ADP
fbem-25968	198	4	option	option	NOUN
fbem-25968	198	5	pricing	pricing	NOUN
fbem-25968	198	6	.	.	PUNCT
fbem-25968	199	1	quantitative	quantitative	ADJ
fbem-25968	199	2	finance	finance	NOUN
fbem-25968	199	3	,	,	PUNCT
fbem-25968	199	4	20(8	20(8	NOUN
fbem-25968	199	5	)	)	PUNCT
fbem-25968	199	6	,	,	PUNCT
fbem-25968	199	7	12311242	12311242	NUM
fbem-25968	199	8	.	.	PUNCT
fbem-25968	200	1	[	[	X
fbem-25968	200	2	9	9	NUM
fbem-25968	200	3	]	]	SYM
fbem-25968	200	4	fischer	fischer	NOUN
fbem-25968	200	5	,	,	PUNCT
fbem-25968	200	6	t.	t.	PROPN
fbem-25968	200	7	,	,	PUNCT
fbem-25968	200	8	&	&	CCONJ
fbem-25968	200	9	krauss	krauss	PROPN
fbem-25968	200	10	,	,	PUNCT
fbem-25968	200	11	c.	c.	PROPN
fbem-25968	200	12	(	(	PUNCT
fbem-25968	200	13	2018	2018	NUM
fbem-25968	200	14	)	)	PUNCT
fbem-25968	200	15	.	.	PUNCT
fbem-25968	201	1	deep	deep	ADJ
fbem-25968	201	2	learning	learning	NOUN
fbem-25968	201	3	with	with	ADP
fbem-25968	201	4	long	long	ADJ
fbem-25968	201	5	short	short	ADJ
fbem-25968	201	6	-	-	PUNCT
fbem-25968	201	7	term	term	NOUN
fbem-25968	201	8	memory	memory	NOUN
fbem-25968	201	9	networks	network	NOUN
fbem-25968	201	10	for	for	ADP
fbem-25968	201	11	financial	financial	ADJ
fbem-25968	201	12	market	market	NOUN
fbem-25968	201	13	predictions	prediction	NOUN
fbem-25968	201	14	.	.	PUNCT
fbem-25968	202	1	european	european	ADJ
fbem-25968	202	2	journal	journal	PROPN
fbem-25968	202	3	of	of	ADP
fbem-25968	202	4	operational	operational	ADJ
fbem-25968	202	5	research	research	NOUN
fbem-25968	202	6	,	,	PUNCT
fbem-25968	202	7	270(2	270(2	NUM
fbem-25968	202	8	)	)	PUNCT
fbem-25968	202	9	,	,	PUNCT
fbem-25968	202	10	654	654	NUM
fbem-25968	202	11	-	-	SYM
fbem-25968	202	12	669	669	NUM
fbem-25968	202	13	.	.	PUNCT
fbem-25968	203	1	[	[	X
fbem-25968	203	2	10	10	NUM
fbem-25968	203	3	]	]	X
fbem-25968	203	4	baker	baker	PROPN
fbem-25968	203	5	,	,	PUNCT
fbem-25968	203	6	m.	m.	NOUN
fbem-25968	203	7	,	,	PUNCT
fbem-25968	203	8	&	&	CCONJ
fbem-25968	203	9	wurgler	wurgler	PROPN
fbem-25968	203	10	,	,	PUNCT
fbem-25968	203	11	j.	j.	PROPN
fbem-25968	203	12	(	(	PUNCT
fbem-25968	203	13	2006	2006	NUM
fbem-25968	203	14	)	)	PUNCT
fbem-25968	203	15	.	.	PUNCT
fbem-25968	204	1	investor	investor	NOUN
fbem-25968	204	2	sentiment	sentiment	NOUN
fbem-25968	204	3	and	and	CCONJ
fbem-25968	204	4	the	the	DET
fbem-25968	204	5	cross	cross	NOUN
fbem-25968	204	6	-	-	NOUN
fbem-25968	204	7	section	section	NOUN
fbem-25968	204	8	of	of	ADP
fbem-25968	204	9	stock	stock	NOUN
fbem-25968	204	10	returns	return	NOUN
fbem-25968	204	11	.	.	PUNCT
fbem-25968	205	1	journal	journal	NOUN
fbem-25968	205	2	of	of	ADP
fbem-25968	205	3	finance	finance	NOUN
fbem-25968	205	4	,	,	PUNCT
fbem-25968	205	5	61(4	61(4	NUM
fbem-25968	205	6	)	)	PUNCT
fbem-25968	205	7	,	,	PUNCT
fbem-25968	205	8	16451680	16451680	NUM
fbem-25968	205	9	.	.	PUNCT
fbem-25968	206	1	[	[	X
fbem-25968	206	2	11	11	NUM
fbem-25968	206	3	]	]	X
fbem-25968	206	4	iglewicz	iglewicz	PROPN
fbem-25968	206	5	,	,	PUNCT
fbem-25968	206	6	b.	b.	PROPN
fbem-25968	206	7	,	,	PUNCT
fbem-25968	206	8	&	&	CCONJ
fbem-25968	206	9	hoaglin	hoaglin	PROPN
fbem-25968	206	10	,	,	PUNCT
fbem-25968	206	11	d.	d.	PROPN
fbem-25968	206	12	c.	c.	PROPN
fbem-25968	206	13	(	(	PUNCT
fbem-25968	206	14	1993	1993	NUM
fbem-25968	206	15	)	)	PUNCT
fbem-25968	206	16	.	.	PUNCT
fbem-25968	207	1	how	how	SCONJ
fbem-25968	207	2	to	to	PART
fbem-25968	207	3	detect	detect	VERB
fbem-25968	207	4	and	and	CCONJ
fbem-25968	207	5	handle	handle	VERB
fbem-25968	207	6	outliers	outlier	NOUN
fbem-25968	207	7	.	.	PUNCT
fbem-25968	208	1	sage	sage	NOUN
fbem-25968	208	2	publications	publication	NOUN
fbem-25968	208	3	.	.	PUNCT
fbem-25968	209	1	[	[	X
fbem-25968	209	2	12	12	NUM
fbem-25968	209	3	]	]	PUNCT
fbem-25968	209	4	bollerslev	bollerslev	NOUN
fbem-25968	209	5	,	,	PUNCT
fbem-25968	209	6	t.	t.	PROPN
fbem-25968	209	7	(	(	PUNCT
fbem-25968	209	8	1986	1986	NUM
fbem-25968	209	9	)	)	PUNCT
fbem-25968	209	10	.	.	PUNCT
fbem-25968	210	1	generalized	generalize	VERB
fbem-25968	210	2	autoregressive	autoregressive	ADJ
fbem-25968	210	3	conditional	conditional	ADJ
fbem-25968	210	4	heteroskedasticity	heteroskedasticity	NOUN
fbem-25968	210	5	.	.	PUNCT
fbem-25968	211	1	journal	journal	PROPN
fbem-25968	211	2	of	of	ADP
fbem-25968	211	3	econometrics	econometric	NOUN
fbem-25968	211	4	,	,	PUNCT
fbem-25968	211	5	31(3	31(3	NUM
fbem-25968	211	6	)	)	PUNCT
fbem-25968	211	7	,	,	PUNCT
fbem-25968	211	8	307	307	NUM
fbem-25968	211	9	-	-	SYM
fbem-25968	211	10	327	327	NUM
fbem-25968	211	11	.	.	PUNCT
fbem-25968	212	1	[	[	X
fbem-25968	212	2	13	13	NUM
fbem-25968	212	3	]	]	X
fbem-25968	212	4	krauss	krauss	PROPN
fbem-25968	212	5	,	,	PUNCT
fbem-25968	212	6	c.	c.	PROPN
fbem-25968	212	7	,	,	PUNCT
fbem-25968	212	8	et	et	PROPN
fbem-25968	212	9	al	al	PROPN
fbem-25968	212	10	.	.	PUNCT
fbem-25968	212	11	(	(	PUNCT
fbem-25968	212	12	2017	2017	NUM
fbem-25968	212	13	)	)	PUNCT
fbem-25968	212	14	.	.	PUNCT
fbem-25968	213	1	deep	deep	ADJ
fbem-25968	213	2	neural	neural	ADJ
fbem-25968	213	3	networks	network	NOUN
fbem-25968	213	4	for	for	ADP
fbem-25968	213	5	the	the	DET
fbem-25968	213	6	prediction	prediction	NOUN
fbem-25968	213	7	of	of	ADP
fbem-25968	213	8	stock	stock	NOUN
fbem-25968	213	9	prices	price	NOUN
fbem-25968	213	10	and	and	CCONJ
fbem-25968	213	11	option	option	NOUN
fbem-25968	213	12	pricing	pricing	NOUN
fbem-25968	213	13	.	.	PUNCT
fbem-25968	214	1	quantitative	quantitative	ADJ
fbem-25968	214	2	finance	finance	NOUN
fbem-25968	214	3	,	,	PUNCT
fbem-25968	214	4	17(5	17(5	NUM
fbem-25968	214	5	)	)	PUNCT
fbem-25968	214	6	,	,	PUNCT
fbem-25968	214	7	723	723	NUM
fbem-25968	214	8	-	-	SYM
fbem-25968	214	9	735	735	NUM
fbem-25968	214	10	.	.	PUNCT
fbem-25968	215	1	[	[	X
fbem-25968	215	2	14	14	NUM
fbem-25968	215	3	]	]	X
fbem-25968	215	4	kingma	kingma	PROPN
fbem-25968	215	5	,	,	PUNCT
fbem-25968	215	6	d.	d.	PROPN
fbem-25968	215	7	p.	p.	PROPN
fbem-25968	215	8	,	,	PUNCT
fbem-25968	215	9	&	&	CCONJ
fbem-25968	215	10	ba	ba	PROPN
fbem-25968	215	11	,	,	PUNCT
fbem-25968	215	12	j.	j.	PROPN
fbem-25968	215	13	(	(	PUNCT
fbem-25968	215	14	2014	2014	NUM
fbem-25968	215	15	)	)	PUNCT
fbem-25968	215	16	.	.	PUNCT
fbem-25968	216	1	adam	adam	PROPN
fbem-25968	216	2	:	:	PUNCT
fbem-25968	216	3	a	a	DET
fbem-25968	216	4	method	method	NOUN
fbem-25968	216	5	for	for	ADP
fbem-25968	216	6	stochastic	stochastic	ADJ
fbem-25968	216	7	optimization	optimization	NOUN
fbem-25968	216	8	.	.	PUNCT
fbem-25968	217	1	arxiv	arxiv	PROPN
fbem-25968	217	2	preprint	preprint	VERB
fbem-25968	217	3	arxiv:1412.6980	arxiv:1412.6980	NOUN
fbem-25968	217	4	.	.	PUNCT
fbem-25968	218	1	[	[	X
fbem-25968	218	2	15	15	NUM
fbem-25968	218	3	]	]	X
fbem-25968	218	4	liu	liu	PROPN
fbem-25968	218	5	,	,	PUNCT
fbem-25968	218	6	b.	b.	PROPN
fbem-25968	218	7	(	(	PUNCT
fbem-25968	218	8	2012	2012	NUM
fbem-25968	218	9	)	)	PUNCT
fbem-25968	218	10	.	.	PUNCT
fbem-25968	219	1	sentiment	sentiment	NOUN
fbem-25968	219	2	analysis	analysis	NOUN
fbem-25968	219	3	and	and	CCONJ
fbem-25968	219	4	opinion	opinion	NOUN
fbem-25968	219	5	mining	mining	NOUN
fbem-25968	219	6	.	.	PUNCT
fbem-25968	220	1	synthesis	synthesis	NOUN
fbem-25968	220	2	lectures	lecture	NOUN
fbem-25968	220	3	on	on	ADP
fbem-25968	220	4	human	human	NOUN
fbem-25968	220	5	-	-	PUNCT
fbem-25968	220	6	centered	center	VERB
fbem-25968	220	7	informatics	informatic	NOUN
fbem-25968	220	8	,	,	PUNCT
fbem-25968	220	9	5(1	5(1	NUM
fbem-25968	220	10	)	)	PUNCT
fbem-25968	220	11	,	,	PUNCT
fbem-25968	220	12	1167	1167	NUM
fbem-25968	220	13	.	.	PUNCT
fbem-25968	221	1	[	[	X
fbem-25968	221	2	16	16	NUM
fbem-25968	221	3	]	]	SYM
fbem-25968	221	4	merton	merton	PROPN
fbem-25968	221	5	,	,	PUNCT
fbem-25968	221	6	r.	r.	PROPN
fbem-25968	221	7	c.	c.	PROPN
fbem-25968	221	8	(	(	PUNCT
fbem-25968	221	9	1980	1980	NUM
fbem-25968	221	10	)	)	PUNCT
fbem-25968	221	11	.	.	PUNCT
fbem-25968	222	1	on	on	ADP
fbem-25968	222	2	estimating	estimate	VERB
fbem-25968	222	3	the	the	DET
fbem-25968	222	4	expected	expect	VERB
fbem-25968	222	5	return	return	NOUN
fbem-25968	222	6	on	on	ADP
fbem-25968	222	7	the	the	DET
fbem-25968	222	8	market	market	NOUN
fbem-25968	222	9	:	:	PUNCT
fbem-25968	222	10	an	an	DET
fbem-25968	222	11	exploratory	exploratory	ADJ
fbem-25968	222	12	investigation	investigation	NOUN
fbem-25968	222	13	.	.	PUNCT
fbem-25968	223	1	journal	journal	NOUN
fbem-25968	223	2	of	of	ADP
fbem-25968	223	3	financial	financial	ADJ
fbem-25968	223	4	economics	economic	NOUN
fbem-25968	223	5	,	,	PUNCT
fbem-25968	223	6	8(4	8(4	NUM
fbem-25968	223	7	)	)	PUNCT
fbem-25968	223	8	,	,	PUNCT
fbem-25968	223	9	323	323	NUM
fbem-25968	223	10	-	-	SYM
fbem-25968	223	11	361	361	NUM
fbem-25968	223	12	.	.	PUNCT
fbem-25968	224	1	[	[	X
fbem-25968	224	2	17	17	NUM
fbem-25968	224	3	]	]	X
fbem-25968	224	4	tetlock	tetlock	NOUN
fbem-25968	224	5	,	,	PUNCT
fbem-25968	224	6	p.	p.	NOUN
fbem-25968	224	7	c.	c.	PROPN
fbem-25968	224	8	(	(	PUNCT
fbem-25968	224	9	2007	2007	NUM
fbem-25968	224	10	)	)	PUNCT
fbem-25968	224	11	.	.	PUNCT
fbem-25968	225	1	giving	give	VERB
fbem-25968	225	2	content	content	NOUN
fbem-25968	225	3	to	to	ADP
fbem-25968	225	4	investor	investor	NOUN
fbem-25968	225	5	sentiment	sentiment	NOUN
fbem-25968	225	6	:	:	PUNCT
fbem-25968	225	7	the	the	DET
fbem-25968	225	8	role	role	NOUN
fbem-25968	225	9	of	of	ADP
fbem-25968	225	10	media	medium	NOUN
fbem-25968	225	11	in	in	ADP
fbem-25968	225	12	the	the	DET
fbem-25968	225	13	stock	stock	NOUN
fbem-25968	225	14	market	market	NOUN
fbem-25968	225	15	.	.	PUNCT
fbem-25968	226	1	journal	journal	PROPN
fbem-25968	226	2	of	of	ADP
fbem-25968	226	3	finance	finance	NOUN
fbem-25968	226	4	,	,	PUNCT
fbem-25968	226	5	62(3	62(3	NOUN
fbem-25968	226	6	)	)	PUNCT
fbem-25968	226	7	,	,	PUNCT
fbem-25968	226	8	1139	1139	NUM
fbem-25968	226	9	-	-	SYM
fbem-25968	226	10	1168	1168	NUM
fbem-25968	226	11	.	.	PUNCT
fbem-25968	227	1	[	[	X
fbem-25968	227	2	18	18	NUM
fbem-25968	227	3	]	]	X
fbem-25968	227	4	wang	wang	PROPN
fbem-25968	227	5	,	,	PUNCT
fbem-25968	227	6	y.	y.	PROPN
fbem-25968	227	7	,	,	PUNCT
fbem-25968	227	8	&	&	CCONJ
fbem-25968	227	9	zhang	zhang	PROPN
fbem-25968	227	10	,	,	PUNCT
fbem-25968	227	11	x.	x.	NOUN
fbem-25968	227	12	(	(	PUNCT
fbem-25968	227	13	2019	2019	NUM
fbem-25968	227	14	)	)	PUNCT
fbem-25968	227	15	.	.	PUNCT
fbem-25968	228	1	a	a	DET
fbem-25968	228	2	survey	survey	NOUN
fbem-25968	228	3	of	of	ADP
fbem-25968	228	4	sentiment	sentiment	NOUN
fbem-25968	228	5	analysis	analysis	NOUN
fbem-25968	228	6	in	in	ADP
fbem-25968	228	7	financial	financial	ADJ
fbem-25968	228	8	markets	market	NOUN
fbem-25968	228	9	.	.	PUNCT
fbem-25968	229	1	journal	journal	NOUN
fbem-25968	229	2	of	of	ADP
fbem-25968	229	3	financial	financial	ADJ
fbem-25968	229	4	markets	market	NOUN
fbem-25968	229	5	,	,	PUNCT
fbem-25968	229	6	45	45	NUM
fbem-25968	229	7	,	,	PUNCT
fbem-25968	229	8	1	1	NUM
fbem-25968	229	9	-	-	SYM
fbem-25968	229	10	18	18	NUM
fbem-25968	229	11	.	.	PUNCT
fbem-25968	230	1	[	[	X
fbem-25968	230	2	19	19	NUM
fbem-25968	230	3	]	]	X
fbem-25968	230	4	willmott	willmott	PROPN
fbem-25968	230	5	,	,	PUNCT
fbem-25968	230	6	c.	c.	PROPN
fbem-25968	230	7	j.	j.	PROPN
fbem-25968	230	8	,	,	PUNCT
fbem-25968	230	9	&	&	CCONJ
fbem-25968	230	10	matsuura	matsuura	PROPN
fbem-25968	230	11	,	,	PUNCT
fbem-25968	230	12	k.	k.	PROPN
fbem-25968	230	13	(	(	PUNCT
fbem-25968	230	14	2005	2005	NUM
fbem-25968	230	15	)	)	PUNCT
fbem-25968	230	16	.	.	PUNCT
fbem-25968	231	1	advantages	advantage	NOUN
fbem-25968	231	2	of	of	ADP
fbem-25968	231	3	the	the	DET
fbem-25968	231	4	mean	mean	ADJ
fbem-25968	231	5	absolute	absolute	ADJ
fbem-25968	231	6	error	error	NOUN
fbem-25968	231	7	(	(	PUNCT
fbem-25968	231	8	mae	mae	PROPN
fbem-25968	231	9	)	)	PUNCT
fbem-25968	231	10	over	over	ADP
fbem-25968	231	11	the	the	DET
fbem-25968	231	12	root	root	NOUN
fbem-25968	231	13	mean	mean	NOUN
fbem-25968	231	14	square	square	ADJ
fbem-25968	231	15	error	error	NOUN
fbem-25968	231	16	(	(	PUNCT
fbem-25968	231	17	rmse	rmse	NOUN
fbem-25968	231	18	)	)	PUNCT
fbem-25968	231	19	in	in	ADP
fbem-25968	231	20	assessing	assess	VERB
fbem-25968	231	21	average	average	ADJ
fbem-25968	231	22	model	model	NOUN
fbem-25968	231	23	performance	performance	NOUN
fbem-25968	231	24	.	.	PUNCT
fbem-25968	232	1	climate	climate	NOUN
fbem-25968	232	2	research	research	NOUN
fbem-25968	232	3	,	,	PUNCT
fbem-25968	232	4	30(1	30(1	NUM
fbem-25968	232	5	)	)	PUNCT
fbem-25968	232	6	,	,	PUNCT
fbem-25968	232	7	79	79	NUM
fbem-25968	232	8	-	-	SYM
fbem-25968	232	9	82	82	NUM
fbem-25968	232	10	.	.	PUNCT
fbem-25968	233	1	[	[	X
fbem-25968	233	2	20	20	NUM
fbem-25968	233	3	]	]	SYM
fbem-25968	233	4	zhang	zhang	PROPN
fbem-25968	233	5	,	,	PUNCT
fbem-25968	233	6	x.	x.	PROPN
fbem-25968	233	7	,	,	PUNCT
fbem-25968	233	8	&	&	CCONJ
fbem-25968	233	9	zhang	zhang	PROPN
fbem-25968	233	10	,	,	PUNCT
fbem-25968	233	11	y.	y.	PROPN
fbem-25968	233	12	(	(	PUNCT
fbem-25968	233	13	2018	2018	NUM
fbem-25968	233	14	)	)	PUNCT
fbem-25968	233	15	.	.	PUNCT
fbem-25968	234	1	a	a	DET
fbem-25968	234	2	survey	survey	NOUN
fbem-25968	234	3	on	on	ADP
fbem-25968	234	4	deep	deep	ADJ
fbem-25968	234	5	learning	learning	NOUN
fbem-25968	234	6	in	in	ADP
fbem-25968	234	7	financial	financial	ADJ
fbem-25968	234	8	market	market	NOUN
fbem-25968	234	9	prediction	prediction	NOUN
fbem-25968	234	10	.	.	PUNCT
fbem-25968	235	1	journal	journal	NOUN
fbem-25968	235	2	of	of	ADP
fbem-25968	235	3	finance	finance	NOUN
fbem-25968	235	4	and	and	CCONJ
fbem-25968	235	5	data	datum	NOUN
fbem-25968	235	6	science	science	NOUN
fbem-25968	235	7	,	,	PUNCT
fbem-25968	235	8	4(1	4(1	NOUN
fbem-25968	235	9	)	)	PUNCT
fbem-25968	235	10	,	,	PUNCT
fbem-25968	235	11	1	1	NUM
fbem-25968	235	12	-	-	SYM
fbem-25968	235	13	16	16	NUM
fbem-25968	235	14	.	.	PUNCT
fbem-25968	236	1	[	[	X
fbem-25968	236	2	21	21	NUM
fbem-25968	236	3	]	]	X
fbem-25968	236	4	chan	chan	PROPN
fbem-25968	236	5	,	,	PUNCT
fbem-25968	236	6	k.	k.	PROPN
fbem-25968	236	7	c.	c.	PROPN
fbem-25968	236	8	,	,	PUNCT
fbem-25968	236	9	et	et	PROPN
fbem-25968	236	10	al	al	PROPN
fbem-25968	236	11	.	.	PUNCT
fbem-25968	236	12	(	(	PUNCT
fbem-25968	236	13	2016	2016	NUM
fbem-25968	236	14	)	)	PUNCT
fbem-25968	236	15	.	.	PUNCT
fbem-25968	237	1	the	the	DET
fbem-25968	237	2	role	role	NOUN
fbem-25968	237	3	of	of	ADP
fbem-25968	237	4	volatility	volatility	NOUN
fbem-25968	237	5	in	in	ADP
fbem-25968	237	6	the	the	DET
fbem-25968	237	7	pricing	pricing	NOUN
fbem-25968	237	8	of	of	ADP
fbem-25968	237	9	options	option	NOUN
fbem-25968	237	10	.	.	PUNCT
fbem-25968	238	1	review	review	NOUN
fbem-25968	238	2	of	of	ADP
fbem-25968	238	3	financial	financial	ADJ
fbem-25968	238	4	studies	study	NOUN
fbem-25968	238	5	,	,	PUNCT
fbem-25968	238	6	29(3	29(3	NUM
fbem-25968	238	7	)	)	PUNCT
fbem-25968	238	8	,	,	PUNCT
fbem-25968	238	9	827	827	NUM
fbem-25968	238	10	-	-	SYM
fbem-25968	238	11	860	860	NUM
fbem-25968	238	12	.	.	PUNCT
fbem-25968	239	1	[	[	X
fbem-25968	239	2	22	22	NUM
fbem-25968	239	3	]	]	X
fbem-25968	239	4	zhang	zhang	PROPN
fbem-25968	239	5	,	,	PUNCT
fbem-25968	239	6	y.	y.	PROPN
fbem-25968	239	7	,	,	PUNCT
fbem-25968	239	8	et	et	PROPN
fbem-25968	239	9	al	al	PROPN
fbem-25968	239	10	.	.	PROPN
fbem-25968	239	11	(	(	PUNCT
fbem-25968	239	12	2020	2020	NUM
fbem-25968	239	13	)	)	PUNCT
fbem-25968	239	14	.	.	PUNCT
fbem-25968	240	1	a	a	DET
fbem-25968	240	2	comprehensive	comprehensive	ADJ
fbem-25968	240	3	study	study	NOUN
fbem-25968	240	4	of	of	ADP
fbem-25968	240	5	sentiment	sentiment	NOUN
fbem-25968	240	6	analysis	analysis	NOUN
fbem-25968	240	7	in	in	ADP
fbem-25968	240	8	finance	finance	NOUN
fbem-25968	240	9	:	:	PUNCT
fbem-25968	240	10	methods	method	NOUN
fbem-25968	240	11	and	and	CCONJ
fbem-25968	240	12	applications	application	NOUN
fbem-25968	240	13	.	.	PUNCT
fbem-25968	241	1	journal	journal	NOUN
fbem-25968	241	2	of	of	ADP
fbem-25968	241	3	financial	financial	ADJ
fbem-25968	241	4	data	datum	NOUN
fbem-25968	241	5	science	science	NOUN
fbem-25968	241	6	,	,	PUNCT
fbem-25968	241	7	2(1	2(1	NUM
fbem-25968	241	8	)	)	PUNCT
fbem-25968	241	9	,	,	PUNCT
fbem-25968	241	10	1	1	NUM
fbem-25968	241	11	-	-	SYM
fbem-25968	241	12	14	14	NUM
fbem-25968	241	13	.	.	PUNCT
fbem-25968	242	1	[	[	X
fbem-25968	242	2	23	23	NUM
fbem-25968	242	3	]	]	X
fbem-25968	242	4	sun	sun	NOUN
fbem-25968	242	5	,	,	PUNCT
fbem-25968	242	6	t.	t.	PROPN
fbem-25968	242	7	,	,	PUNCT
fbem-25968	242	8	yang	yang	PROPN
fbem-25968	242	9	,	,	PUNCT
fbem-25968	242	10	j.	j.	PROPN
fbem-25968	242	11	,	,	PUNCT
fbem-25968	242	12	li	li	PROPN
fbem-25968	242	13	,	,	PUNCT
fbem-25968	242	14	j.	j.	PROPN
fbem-25968	242	15	,	,	PUNCT
fbem-25968	242	16	chen	chen	PROPN
fbem-25968	242	17	,	,	PUNCT
fbem-25968	242	18	j.	j.	PROPN
fbem-25968	242	19	,	,	PUNCT
fbem-25968	242	20	liu	liu	PROPN
fbem-25968	242	21	,	,	PUNCT
fbem-25968	242	22	m.	m.	NOUN
fbem-25968	242	23	,	,	PUNCT
fbem-25968	242	24	fan	fan	PROPN
fbem-25968	242	25	,	,	PUNCT
fbem-25968	242	26	l.	l.	PROPN
fbem-25968	242	27	,	,	PUNCT
fbem-25968	242	28	&	&	CCONJ
fbem-25968	242	29	wang	wang	PROPN
fbem-25968	242	30	,	,	PUNCT
fbem-25968	242	31	x.	x.	NOUN
fbem-25968	242	32	(	(	PUNCT
fbem-25968	242	33	2024	2024	NUM
fbem-25968	242	34	)	)	PUNCT
fbem-25968	242	35	.	.	PUNCT
fbem-25968	243	1	enhancing	enhance	VERB
fbem-25968	243	2	auto	auto	NOUN
fbem-25968	243	3	insurance	insurance	NOUN
fbem-25968	243	4	risk	risk	NOUN
fbem-25968	243	5	evaluation	evaluation	NOUN
fbem-25968	243	6	with	with	ADP
fbem-25968	243	7	transformer	transformer	NOUN
fbem-25968	243	8	and	and	CCONJ
fbem-25968	243	9	shap	shap	NOUN
fbem-25968	243	10	.	.	PUNCT
fbem-25968	244	1	ieee	ieee	NOUN
fbem-25968	244	2	access	access	NOUN
fbem-25968	244	3	,	,	PUNCT
fbem-25968	244	4	vol	vol	NOUN
fbem-25968	244	5	.	.	PROPN
fbem-25968	244	6	12	12	NUM
fbem-25968	244	7	,	,	PUNCT
fbem-25968	244	8	pp	pp	ADJ
fbem-25968	244	9	.	.	PUNCT
fbem-25968	244	10	116546116557	116546116557	NUM
fbem-25968	244	11	.	.	PUNCT
fbem-25968	245	1	[	[	X
fbem-25968	245	2	24	24	NUM
fbem-25968	245	3	]	]	SYM
fbem-25968	245	4	fischer	fischer	NOUN
fbem-25968	245	5	,	,	PUNCT
fbem-25968	245	6	t.	t.	PROPN
fbem-25968	245	7	,	,	PUNCT
fbem-25968	245	8	&	&	CCONJ
fbem-25968	245	9	krauss	krauss	PROPN
fbem-25968	245	10	,	,	PUNCT
fbem-25968	245	11	c.	c.	PROPN
fbem-25968	245	12	(	(	PUNCT
fbem-25968	245	13	2018	2018	NUM
fbem-25968	245	14	)	)	PUNCT
fbem-25968	245	15	.	.	PUNCT
fbem-25968	246	1	deep	deep	ADJ
fbem-25968	246	2	learning	learning	NOUN
fbem-25968	246	3	with	with	ADP
fbem-25968	246	4	long	long	ADJ
fbem-25968	246	5	short	short	ADJ
fbem-25968	246	6	-	-	PUNCT
fbem-25968	246	7	term	term	NOUN
fbem-25968	246	8	memory	memory	NOUN
fbem-25968	246	9	networks	network	NOUN
fbem-25968	246	10	for	for	ADP
fbem-25968	246	11	financial	financial	ADJ
fbem-25968	246	12	market	market	NOUN
fbem-25968	246	13	predictions	prediction	NOUN
fbem-25968	246	14	.	.	PUNCT
fbem-25968	247	1	european	european	ADJ
fbem-25968	247	2	journal	journal	PROPN
fbem-25968	247	3	of	of	ADP
fbem-25968	247	4	operational	operational	ADJ
fbem-25968	247	5	research	research	NOUN
fbem-25968	247	6	,	,	PUNCT
fbem-25968	247	7	270(2	270(2	NUM
fbem-25968	247	8	)	)	PUNCT
fbem-25968	247	9	,	,	PUNCT
fbem-25968	247	10	654	654	NUM
fbem-25968	247	11	-	-	SYM
fbem-25968	247	12	669	669	NUM
fbem-25968	247	13	.	.	NOUN
fbem-25968	247	14	7	7	NUM
fbem-25968	248	1	[	[	X
fbem-25968	248	2	25	25	NUM
fbem-25968	248	3	]	]	X
fbem-25968	248	4	chen	chen	PROPN
fbem-25968	248	5	,	,	PUNCT
fbem-25968	248	6	y.	y.	PROPN
fbem-25968	248	7	,	,	PUNCT
fbem-25968	248	8	zhang	zhang	PROPN
fbem-25968	248	9	,	,	PUNCT
fbem-25968	248	10	x.	x.	PROPN
fbem-25968	248	11	,	,	PUNCT
fbem-25968	248	12	&	&	CCONJ
fbem-25968	248	13	zhang	zhang	PROPN
fbem-25968	248	14	,	,	PUNCT
fbem-25968	248	15	y.	y.	PROPN
fbem-25968	248	16	(	(	PUNCT
fbem-25968	248	17	2020	2020	NUM
fbem-25968	248	18	)	)	PUNCT
fbem-25968	248	19	.	.	PUNCT
fbem-25968	249	1	forecasting	forecasting	NOUN
fbem-25968	249	2	option	option	NOUN
fbem-25968	249	3	prices	price	NOUN
fbem-25968	249	4	using	use	VERB
fbem-25968	249	5	lstm	lstm	ADJ
fbem-25968	249	6	networks	network	NOUN
fbem-25968	249	7	.	.	PUNCT
fbem-25968	250	1	journal	journal	NOUN
fbem-25968	250	2	of	of	ADP
fbem-25968	250	3	financial	financial	ADJ
fbem-25968	250	4	data	datum	NOUN
fbem-25968	250	5	science	science	NOUN
fbem-25968	250	6	,	,	PUNCT
fbem-25968	250	7	2(1	2(1	NUM
fbem-25968	250	8	)	)	PUNCT
fbem-25968	250	9	,	,	PUNCT
fbem-25968	250	10	1	1	NUM
fbem-25968	250	11	-	-	SYM
fbem-25968	250	12	10	10	NUM
fbem-25968	250	13	.	.	PUNCT
fbem-25968	251	1	[	[	X
fbem-25968	251	2	26	26	NUM
fbem-25968	251	3	]	]	X
fbem-25968	251	4	cox	cox	PROPN
fbem-25968	251	5	,	,	PUNCT
fbem-25968	251	6	j.	j.	PROPN
fbem-25968	251	7	c.	c.	PROPN
fbem-25968	251	8	,	,	PUNCT
fbem-25968	251	9	ross	ross	PROPN
fbem-25968	251	10	,	,	PUNCT
fbem-25968	251	11	s.	s.	PROPN
fbem-25968	251	12	a.	a.	PROPN
fbem-25968	251	13	,	,	PUNCT
fbem-25968	251	14	&	&	CCONJ
fbem-25968	251	15	rubinstein	rubinstein	PROPN
fbem-25968	251	16	,	,	PUNCT
fbem-25968	251	17	m.	m.	NOUN
fbem-25968	251	18	(	(	PUNCT
fbem-25968	251	19	1979	1979	NUM
fbem-25968	251	20	)	)	PUNCT
fbem-25968	251	21	.	.	PUNCT
fbem-25968	252	1	option	option	NOUN
fbem-25968	252	2	pricing	pricing	NOUN
fbem-25968	252	3	:	:	PUNCT
fbem-25968	252	4	a	a	DET
fbem-25968	252	5	simplified	simplified	ADJ
fbem-25968	252	6	approach	approach	NOUN
fbem-25968	252	7	.	.	PUNCT
fbem-25968	253	1	journal	journal	NOUN
fbem-25968	253	2	of	of	ADP
fbem-25968	253	3	financial	financial	ADJ
fbem-25968	253	4	economics	economic	NOUN
fbem-25968	253	5	,	,	PUNCT
fbem-25968	253	6	7(3	7(3	NUM
fbem-25968	253	7	)	)	PUNCT
fbem-25968	253	8	,	,	PUNCT
fbem-25968	253	9	229	229	NUM
fbem-25968	253	10	-	-	SYM
fbem-25968	253	11	263	263	NUM
fbem-25968	253	12	.	.	PUNCT
fbem-25968	254	1	[	[	X
fbem-25968	254	2	27	27	NUM
fbem-25968	254	3	]	]	X
fbem-25968	254	4	devlin	devlin	PROPN
fbem-25968	254	5	,	,	PUNCT
fbem-25968	254	6	j.	j.	PROPN
fbem-25968	254	7	,	,	PUNCT
fbem-25968	254	8	chang	chang	PROPN
fbem-25968	254	9	,	,	PUNCT
fbem-25968	254	10	m.	m.	PROPN
fbem-25968	254	11	w.	w.	PROPN
fbem-25968	254	12	,	,	PUNCT
fbem-25968	254	13	lee	lee	PROPN
fbem-25968	254	14	,	,	PUNCT
fbem-25968	254	15	k.	k.	PROPN
fbem-25968	254	16	,	,	PUNCT
fbem-25968	254	17	&	&	CCONJ
fbem-25968	254	18	toutanova	toutanova	PROPN
fbem-25968	254	19	,	,	PUNCT
fbem-25968	254	20	k.	k.	PROPN
fbem-25968	254	21	(	(	PUNCT
fbem-25968	254	22	2018	2018	NUM
fbem-25968	254	23	)	)	PUNCT
fbem-25968	254	24	.	.	PUNCT
fbem-25968	255	1	bert	bert	PROPN
fbem-25968	255	2	:	:	PUNCT
fbem-25968	255	3	pre	pre	ADJ
fbem-25968	255	4	-	-	NOUN
fbem-25968	255	5	training	training	NOUN
fbem-25968	255	6	of	of	ADP
fbem-25968	255	7	deep	deep	ADJ
fbem-25968	255	8	bidirectional	bidirectional	ADJ
fbem-25968	255	9	transformers	transformer	NOUN
fbem-25968	255	10	for	for	ADP
fbem-25968	255	11	language	language	NOUN
fbem-25968	255	12	understanding	understanding	NOUN
fbem-25968	255	13	.	.	PUNCT
fbem-25968	256	1	arxiv	arxiv	PROPN
fbem-25968	256	2	preprint	preprint	PROPN
fbem-25968	256	3	arxiv:1810.04805	arxiv:1810.04805	PROPN
fbem-25968	256	4	.	.	PUNCT
fbem-25968	257	1	[	[	X
fbem-25968	257	2	28	28	NUM
fbem-25968	257	3	]	]	X
fbem-25968	257	4	dixon	dixon	PROPN
fbem-25968	257	5	,	,	PUNCT
fbem-25968	257	6	m.	m.	PROPN
fbem-25968	257	7	f.	f.	PROPN
fbem-25968	257	8	,	,	PUNCT
fbem-25968	257	9	halperin	halperin	PROPN
fbem-25968	257	10	,	,	PUNCT
fbem-25968	257	11	i.	i.	PROPN
fbem-25968	257	12	,	,	PUNCT
fbem-25968	257	13	&	&	CCONJ
fbem-25968	257	14	moller	moller	PROPN
fbem-25968	257	15	,	,	PUNCT
fbem-25968	257	16	h.	h.	PROPN
fbem-25968	257	17	(	(	PUNCT
fbem-25968	257	18	2020	2020	NUM
fbem-25968	257	19	)	)	PUNCT
fbem-25968	257	20	.	.	PUNCT
fbem-25968	258	1	machine	machine	NOUN
fbem-25968	258	2	learning	learn	VERB
fbem-25968	258	3	for	for	ADP
fbem-25968	258	4	option	option	NOUN
fbem-25968	258	5	pricing	pricing	NOUN
fbem-25968	258	6	.	.	PUNCT
fbem-25968	259	1	quantitative	quantitative	ADJ
fbem-25968	259	2	finance	finance	NOUN
fbem-25968	259	3	,	,	PUNCT
fbem-25968	259	4	20(8	20(8	NOUN
fbem-25968	259	5	)	)	PUNCT
fbem-25968	259	6	,	,	PUNCT
fbem-25968	259	7	12311242	12311242	NUM
fbem-25968	259	8	.	.	PUNCT
fbem-25968	260	1	[	[	X
fbem-25968	260	2	29	29	NUM
fbem-25968	260	3	]	]	X
fbem-25968	260	4	black	black	NOUN
fbem-25968	260	5	,	,	PUNCT
fbem-25968	260	6	f.	f.	PROPN
fbem-25968	260	7	,	,	PUNCT
fbem-25968	260	8	&	&	CCONJ
fbem-25968	260	9	scholes	scholes	PROPN
fbem-25968	260	10	,	,	PUNCT
fbem-25968	260	11	m.	m.	NOUN
fbem-25968	260	12	(	(	PUNCT
fbem-25968	260	13	1973	1973	NUM
fbem-25968	260	14	)	)	PUNCT
fbem-25968	260	15	.	.	PUNCT
fbem-25968	261	1	the	the	DET
fbem-25968	261	2	pricing	pricing	NOUN
fbem-25968	261	3	of	of	ADP
fbem-25968	261	4	options	option	NOUN
fbem-25968	261	5	and	and	CCONJ
fbem-25968	261	6	corporate	corporate	ADJ
fbem-25968	261	7	liabilities	liability	NOUN
fbem-25968	261	8	.	.	PUNCT
fbem-25968	262	1	journal	journal	NOUN
fbem-25968	262	2	of	of	ADP
fbem-25968	262	3	political	political	ADJ
fbem-25968	262	4	economy	economy	NOUN
fbem-25968	262	5	,	,	PUNCT
fbem-25968	262	6	81(3	81(3	NUM
fbem-25968	262	7	)	)	PUNCT
fbem-25968	262	8	,	,	PUNCT
fbem-25968	262	9	637654	637654	NUM
fbem-25968	262	10	.	.	PUNCT
fbem-25968	263	1	[	[	X
fbem-25968	263	2	30	30	NUM
fbem-25968	263	3	]	]	X
fbem-25968	263	4	gonzalez	gonzalez	PROPN
fbem-25968	263	5	,	,	PUNCT
fbem-25968	263	6	a.	a.	PROPN
fbem-25968	263	7	,	,	PUNCT
fbem-25968	263	8	&	&	CCONJ
fbem-25968	263	9	hwang	hwang	PROPN
fbem-25968	263	10	,	,	PUNCT
fbem-25968	263	11	s.	s.	PROPN
fbem-25968	263	12	(	(	PUNCT
fbem-25968	263	13	2019	2019	NUM
fbem-25968	263	14	)	)	PUNCT
fbem-25968	263	15	.	.	PUNCT
fbem-25968	264	1	machine	machine	NOUN
fbem-25968	264	2	learning	learn	VERB
fbem-25968	264	3	methods	method	NOUN
fbem-25968	264	4	for	for	ADP
fbem-25968	264	5	option	option	NOUN
fbem-25968	264	6	pricing	pricing	NOUN
fbem-25968	264	7	.	.	PUNCT
fbem-25968	265	1	journal	journal	NOUN
fbem-25968	265	2	of	of	ADP
fbem-25968	265	3	derivatives	derivative	NOUN
fbem-25968	265	4	,	,	PUNCT
fbem-25968	265	5	27(3	27(3	NUM
fbem-25968	265	6	)	)	PUNCT
fbem-25968	265	7	,	,	PUNCT
fbem-25968	265	8	45	45	NUM
fbem-25968	265	9	-	-	SYM
fbem-25968	265	10	61	61	NUM
fbem-25968	265	11	.	.	PUNCT
fbem-25968	266	1	[	[	X
fbem-25968	266	2	31	31	NUM
fbem-25968	266	3	]	]	PUNCT
fbem-25968	266	4	he	he	PRON
fbem-25968	266	5	,	,	PUNCT
fbem-25968	266	6	k.	k.	PROPN
fbem-25968	266	7	,	,	PUNCT
fbem-25968	266	8	zhang	zhang	PROPN
fbem-25968	266	9	,	,	PUNCT
fbem-25968	266	10	x.	x.	PROPN
fbem-25968	266	11	,	,	PUNCT
fbem-25968	266	12	ren	ren	PROPN
fbem-25968	266	13	,	,	PUNCT
fbem-25968	266	14	s.	s.	PROPN
fbem-25968	266	15	,	,	PUNCT
fbem-25968	266	16	&	&	CCONJ
fbem-25968	266	17	sun	sun	PROPN
fbem-25968	266	18	,	,	PUNCT
fbem-25968	266	19	j.	j.	PROPN
fbem-25968	266	20	(	(	PUNCT
fbem-25968	266	21	2016	2016	NUM
fbem-25968	266	22	)	)	PUNCT
fbem-25968	266	23	.	.	PUNCT
fbem-25968	267	1	deep	deep	ADJ
fbem-25968	267	2	residual	residual	ADJ
fbem-25968	267	3	learning	learning	NOUN
fbem-25968	267	4	for	for	ADP
fbem-25968	267	5	image	image	NOUN
fbem-25968	267	6	recognition	recognition	NOUN
fbem-25968	267	7	.	.	PUNCT
fbem-25968	268	1	proceedings	proceeding	NOUN
fbem-25968	268	2	of	of	ADP
fbem-25968	268	3	the	the	DET
fbem-25968	268	4	ieee	ieee	NOUN
fbem-25968	268	5	conference	conference	NOUN
fbem-25968	268	6	on	on	ADP
fbem-25968	268	7	computer	computer	NOUN
fbem-25968	268	8	vision	vision	NOUN
fbem-25968	268	9	and	and	CCONJ
fbem-25968	268	10	pattern	pattern	NOUN
fbem-25968	268	11	recognition	recognition	NOUN
fbem-25968	268	12	,	,	PUNCT
fbem-25968	268	13	770778	770778	NUM
fbem-25968	268	14	.	.	PUNCT
fbem-25968	269	1	[	[	X
fbem-25968	269	2	32	32	NUM
fbem-25968	269	3	]	]	X
fbem-25968	269	4	wang	wang	PROPN
fbem-25968	269	5	,	,	PUNCT
fbem-25968	269	6	y.	y.	PROPN
fbem-25968	269	7	,	,	PUNCT
fbem-25968	269	8	&	&	CCONJ
fbem-25968	269	9	zhang	zhang	PROPN
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fbem-25968	269	11	x.	x.	NOUN
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fbem-25968	269	14	)	)	PUNCT
fbem-25968	269	15	.	.	PUNCT
fbem-25968	270	1	a	a	DET
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fbem-25968	270	3	of	of	ADP
fbem-25968	270	4	sentiment	sentiment	NOUN
fbem-25968	270	5	analysis	analysis	NOUN
fbem-25968	270	6	in	in	ADP
fbem-25968	270	7	financial	financial	ADJ
fbem-25968	270	8	markets	market	NOUN
fbem-25968	270	9	.	.	PUNCT
fbem-25968	271	1	journal	journal	NOUN
fbem-25968	271	2	of	of	ADP
fbem-25968	271	3	financial	financial	ADJ
fbem-25968	271	4	markets	market	NOUN
fbem-25968	271	5	,	,	PUNCT
fbem-25968	271	6	45	45	NUM
fbem-25968	271	7	,	,	PUNCT
fbem-25968	271	8	1	1	NUM
fbem-25968	271	9	-	-	SYM
fbem-25968	271	10	18	18	NUM
fbem-25968	271	11	.	.	PUNCT
fbem-25968	272	1	[	[	X
fbem-25968	272	2	33	33	NUM
fbem-25968	272	3	]	]	X
fbem-25968	272	4	liu	liu	PROPN
fbem-25968	272	5	,	,	PUNCT
fbem-25968	272	6	b.	b.	PROPN
fbem-25968	272	7	(	(	PUNCT
fbem-25968	272	8	2012	2012	NUM
fbem-25968	272	9	)	)	PUNCT
fbem-25968	272	10	.	.	PUNCT
fbem-25968	272	11	sentiment	sentiment	NOUN
fbem-25968	272	12	analysis	analysis	NOUN
fbem-25968	272	13	and	and	CCONJ
fbem-25968	272	14	opinion	opinion	NOUN
fbem-25968	272	15	mining	mining	NOUN
fbem-25968	272	16	.	.	PUNCT
fbem-25968	273	1	synthesis	synthesis	NOUN
fbem-25968	273	2	lectures	lecture	NOUN
fbem-25968	273	3	on	on	ADP
fbem-25968	273	4	human	human	NOUN
fbem-25968	273	5	-	-	PUNCT
fbem-25968	273	6	centered	center	VERB
fbem-25968	273	7	informatics	informatic	NOUN
fbem-25968	273	8	,	,	PUNCT
fbem-25968	273	9	5(1	5(1	NUM
fbem-25968	273	10	)	)	PUNCT
fbem-25968	273	11	,	,	PUNCT
fbem-25968	273	12	1167	1167	NUM
fbem-25968	273	13	.	.	PUNCT
fbem-25968	274	1	[	[	X
fbem-25968	274	2	34	34	NUM
fbem-25968	274	3	]	]	SYM
fbem-25968	274	4	merton	merton	PROPN
fbem-25968	274	5	,	,	PUNCT
fbem-25968	274	6	r.	r.	PROPN
fbem-25968	274	7	c.	c.	PROPN
fbem-25968	274	8	(	(	PUNCT
fbem-25968	274	9	1980	1980	NUM
fbem-25968	274	10	)	)	PUNCT
fbem-25968	274	11	.	.	PUNCT
fbem-25968	275	1	on	on	ADP
fbem-25968	275	2	estimating	estimate	VERB
fbem-25968	275	3	the	the	DET
fbem-25968	275	4	expected	expect	VERB
fbem-25968	275	5	return	return	NOUN
fbem-25968	275	6	on	on	ADP
fbem-25968	275	7	the	the	DET
fbem-25968	275	8	market	market	NOUN
fbem-25968	275	9	:	:	PUNCT
fbem-25968	275	10	an	an	DET
fbem-25968	275	11	exploratory	exploratory	ADJ
fbem-25968	275	12	investigation	investigation	NOUN
fbem-25968	275	13	.	.	PUNCT
fbem-25968	276	1	journal	journal	NOUN
fbem-25968	276	2	of	of	ADP
fbem-25968	276	3	financial	financial	ADJ
fbem-25968	276	4	economics	economic	NOUN
fbem-25968	276	5	,	,	PUNCT
fbem-25968	276	6	8(4	8(4	NUM
fbem-25968	276	7	)	)	PUNCT
fbem-25968	276	8	,	,	PUNCT
fbem-25968	276	9	323	323	NUM
fbem-25968	276	10	-	-	SYM
fbem-25968	276	11	361	361	NUM
fbem-25968	276	12	.	.	PUNCT
fbem-25968	277	1	[	[	X
fbem-25968	277	2	35	35	NUM
fbem-25968	277	3	]	]	X
fbem-25968	277	4	tetlock	tetlock	NOUN
fbem-25968	277	5	,	,	PUNCT
fbem-25968	277	6	p.	p.	NOUN
fbem-25968	277	7	c.	c.	PROPN
fbem-25968	277	8	(	(	PUNCT
fbem-25968	277	9	2007	2007	NUM
fbem-25968	277	10	)	)	PUNCT
fbem-25968	277	11	.	.	PUNCT
fbem-25968	278	1	giving	give	VERB
fbem-25968	278	2	content	content	NOUN
fbem-25968	278	3	to	to	ADP
fbem-25968	278	4	investor	investor	NOUN
fbem-25968	278	5	sentiment	sentiment	NOUN
fbem-25968	278	6	:	:	PUNCT
fbem-25968	278	7	the	the	DET
fbem-25968	278	8	role	role	NOUN
fbem-25968	278	9	of	of	ADP
fbem-25968	278	10	media	medium	NOUN
fbem-25968	278	11	in	in	ADP
fbem-25968	278	12	the	the	DET
fbem-25968	278	13	stock	stock	NOUN
fbem-25968	278	14	market	market	NOUN
fbem-25968	278	15	.	.	PUNCT
fbem-25968	279	1	journal	journal	PROPN
fbem-25968	279	2	of	of	ADP
fbem-25968	279	3	finance	finance	NOUN
fbem-25968	279	4	,	,	PUNCT
fbem-25968	279	5	62(3	62(3	NOUN
fbem-25968	279	6	)	)	PUNCT
fbem-25968	279	7	,	,	PUNCT
fbem-25968	279	8	1139	1139	NUM
fbem-25968	279	9	-	-	SYM
fbem-25968	279	10	1168	1168	NUM
fbem-25968	279	11	.	.	PUNCT
fbem-25968	280	1	[	[	X
fbem-25968	280	2	36	36	NUM
fbem-25968	280	3	]	]	X
fbem-25968	280	4	hochreiter	hochreiter	PROPN
fbem-25968	280	5	,	,	PUNCT
fbem-25968	280	6	s.	s.	PROPN
fbem-25968	280	7	,	,	PUNCT
fbem-25968	280	8	&	&	CCONJ
fbem-25968	280	9	schmidhuber	schmidhuber	PROPN
fbem-25968	280	10	,	,	PUNCT
fbem-25968	280	11	j.	j.	PROPN
fbem-25968	280	12	(	(	PUNCT
fbem-25968	280	13	1997	1997	NUM
fbem-25968	280	14	)	)	PUNCT
fbem-25968	280	15	.	.	PUNCT
fbem-25968	281	1	long	long	ADJ
fbem-25968	281	2	short	short	ADJ
fbem-25968	281	3	-	-	PUNCT
fbem-25968	281	4	term	term	NOUN
fbem-25968	281	5	memory	memory	NOUN
fbem-25968	281	6	.	.	PUNCT
fbem-25968	282	1	neural	neural	ADJ
fbem-25968	282	2	computation	computation	NOUN
fbem-25968	282	3	,	,	PUNCT
fbem-25968	282	4	9(8	9(8	NUM
fbem-25968	282	5	)	)	PUNCT
fbem-25968	282	6	,	,	PUNCT
fbem-25968	282	7	1735	1735	NUM
fbem-25968	282	8	-	-	SYM
fbem-25968	282	9	1780	1780	NUM
fbem-25968	282	10	.	.	PUNCT
fbem-25968	283	1	[	[	X
fbem-25968	283	2	37	37	NUM
fbem-25968	283	3	]	]	PUNCT
fbem-25968	283	4	he	he	PRON
fbem-25968	283	5	,	,	PUNCT
fbem-25968	283	6	k.	k.	PROPN
fbem-25968	283	7	,	,	PUNCT
fbem-25968	283	8	zhang	zhang	PROPN
fbem-25968	283	9	,	,	PUNCT
fbem-25968	283	10	x.	x.	PROPN
fbem-25968	283	11	,	,	PUNCT
fbem-25968	283	12	ren	ren	PROPN
fbem-25968	283	13	,	,	PUNCT
fbem-25968	283	14	s.	s.	PROPN
fbem-25968	283	15	,	,	PUNCT
fbem-25968	283	16	&	&	CCONJ
fbem-25968	283	17	sun	sun	PROPN
fbem-25968	283	18	,	,	PUNCT
fbem-25968	283	19	j.	j.	PROPN
fbem-25968	283	20	(	(	PUNCT
fbem-25968	283	21	2016	2016	NUM
fbem-25968	283	22	)	)	PUNCT
fbem-25968	283	23	.	.	PUNCT
fbem-25968	284	1	deep	deep	ADJ
fbem-25968	284	2	residual	residual	ADJ
fbem-25968	284	3	learning	learning	NOUN
fbem-25968	284	4	for	for	ADP
fbem-25968	284	5	image	image	NOUN
fbem-25968	284	6	recognition	recognition	NOUN
fbem-25968	284	7	.	.	PUNCT
fbem-25968	285	1	proceedings	proceeding	NOUN
fbem-25968	285	2	of	of	ADP
fbem-25968	285	3	the	the	DET
fbem-25968	285	4	ieee	ieee	NOUN
fbem-25968	285	5	conference	conference	NOUN
fbem-25968	285	6	on	on	ADP
fbem-25968	285	7	computer	computer	NOUN
fbem-25968	285	8	vision	vision	NOUN
fbem-25968	285	9	and	and	CCONJ
fbem-25968	285	10	pattern	pattern	NOUN
fbem-25968	285	11	recognition	recognition	NOUN
fbem-25968	285	12	(	(	PUNCT
fbem-25968	285	13	cvpr	cvpr	NOUN
fbem-25968	285	14	)	)	PUNCT
fbem-25968	285	15	,	,	PUNCT
fbem-25968	285	16	770	770	NUM
fbem-25968	285	17	-	-	SYM
fbem-25968	285	18	778	778	NUM
fbem-25968	285	19	.	.	PUNCT
fbem-25968	286	1	[	[	X
fbem-25968	286	2	38	38	NUM
fbem-25968	286	3	]	]	X
fbem-25968	286	4	zhang	zhang	PROPN
fbem-25968	286	5	,	,	PUNCT
fbem-25968	286	6	y.	y.	PROPN
fbem-25968	286	7	,	,	PUNCT
fbem-25968	286	8	chen	chen	PROPN
fbem-25968	286	9	,	,	PUNCT
fbem-25968	286	10	y.	y.	PROPN
fbem-25968	286	11	,	,	PUNCT
fbem-25968	286	12	&	&	CCONJ
fbem-25968	286	13	huang	huang	PROPN
fbem-25968	286	14	,	,	PUNCT
fbem-25968	286	15	y.	y.	PROPN
fbem-25968	286	16	(	(	PUNCT
fbem-25968	286	17	2019	2019	NUM
fbem-25968	286	18	)	)	PUNCT
fbem-25968	286	19	.	.	PUNCT
fbem-25968	287	1	integrating	integrate	VERB
fbem-25968	287	2	historical	historical	ADJ
fbem-25968	287	3	price	price	NOUN
fbem-25968	287	4	data	datum	NOUN
fbem-25968	287	5	and	and	CCONJ
fbem-25968	287	6	market	market	NOUN
fbem-25968	287	7	sentiment	sentiment	NOUN
fbem-25968	287	8	for	for	ADP
fbem-25968	287	9	option	option	NOUN
fbem-25968	287	10	pricing	pricing	NOUN
fbem-25968	287	11	.	.	PUNCT
fbem-25968	288	1	journal	journal	NOUN
fbem-25968	288	2	of	of	ADP
fbem-25968	288	3	financial	financial	ADJ
fbem-25968	288	4	engineering	engineering	NOUN
fbem-25968	288	5	,	,	PUNCT
fbem-25968	288	6	6(3	6(3	NUM
fbem-25968	288	7	)	)	PUNCT
fbem-25968	288	8	,	,	PUNCT
fbem-25968	288	9	195	195	NUM
fbem-25968	288	10	-	-	SYM
fbem-25968	288	11	215	215	NUM
fbem-25968	288	12	.	.	PUNCT
fbem-25968	289	1	here	here	ADV
fbem-25968	289	2	are	be	AUX
fbem-25968	289	3	five	five	NUM
fbem-25968	289	4	additional	additional	ADJ
fbem-25968	289	5	references	reference	NOUN
fbem-25968	289	6	that	that	PRON
fbem-25968	289	7	could	could	AUX
fbem-25968	289	8	be	be	AUX
fbem-25968	289	9	relevant	relevant	ADJ
fbem-25968	289	10	to	to	ADP
fbem-25968	289	11	your	your	PRON
fbem-25968	289	12	paper	paper	NOUN
fbem-25968	289	13	on	on	ADP
fbem-25968	289	14	the	the	DET
fbem-25968	289	15	"	"	PUNCT
fbem-25968	289	16	adaptive	adaptive	ADJ
fbem-25968	289	17	options	option	NOUN
fbem-25968	289	18	pricing	pricing	NOUN
fbem-25968	289	19	model	model	NOUN
fbem-25968	289	20	"	"	PUNCT
fbem-25968	289	21	:	:	PUNCT
fbem-25968	290	1	[	[	X
fbem-25968	290	2	39	39	NUM
fbem-25968	290	3	]	]	PUNCT
fbem-25968	290	4	fischer	fischer	NOUN
fbem-25968	290	5	,	,	PUNCT
fbem-25968	290	6	t.	t.	PROPN
fbem-25968	290	7	,	,	PUNCT
fbem-25968	290	8	&	&	CCONJ
fbem-25968	290	9	krauss	krauss	PROPN
fbem-25968	290	10	,	,	PUNCT
fbem-25968	290	11	c.	c.	PROPN
fbem-25968	290	12	(	(	PUNCT
fbem-25968	290	13	2018	2018	NUM
fbem-25968	290	14	)	)	PUNCT
fbem-25968	290	15	.	.	PUNCT
fbem-25968	291	1	deep	deep	ADJ
fbem-25968	291	2	learning	learning	NOUN
fbem-25968	291	3	with	with	ADP
fbem-25968	291	4	long	long	ADJ
fbem-25968	291	5	short	short	ADJ
fbem-25968	291	6	-	-	PUNCT
fbem-25968	291	7	term	term	NOUN
fbem-25968	291	8	memory	memory	NOUN
fbem-25968	291	9	networks	network	NOUN
fbem-25968	291	10	for	for	ADP
fbem-25968	291	11	financial	financial	ADJ
fbem-25968	291	12	market	market	NOUN
fbem-25968	291	13	predictions	prediction	NOUN
fbem-25968	291	14	.	.	PUNCT
fbem-25968	292	1	european	european	ADJ
fbem-25968	292	2	journal	journal	PROPN
fbem-25968	292	3	of	of	ADP
fbem-25968	292	4	operational	operational	ADJ
fbem-25968	292	5	research	research	NOUN
fbem-25968	292	6	,	,	PUNCT
fbem-25968	292	7	270(2	270(2	NUM
fbem-25968	292	8	)	)	PUNCT
fbem-25968	292	9	,	,	PUNCT
fbem-25968	292	10	654	654	NUM
fbem-25968	292	11	-	-	SYM
fbem-25968	292	12	669	669	NUM
fbem-25968	292	13	.	.	PUNCT
fbem-25968	293	1	[	[	X
fbem-25968	293	2	40	40	NUM
fbem-25968	293	3	]	]	X
fbem-25968	293	4	zhang	zhang	PROPN
fbem-25968	293	5	,	,	PUNCT
fbem-25968	293	6	x.	x.	PROPN
fbem-25968	293	7	,	,	PUNCT
fbem-25968	293	8	&	&	CCONJ
fbem-25968	293	9	zhang	zhang	PROPN
fbem-25968	293	10	,	,	PUNCT
fbem-25968	293	11	y.	y.	PROPN
fbem-25968	293	12	(	(	PUNCT
fbem-25968	293	13	2018	2018	NUM
fbem-25968	293	14	)	)	PUNCT
fbem-25968	293	15	.	.	PUNCT
fbem-25968	294	1	a	a	DET
fbem-25968	294	2	survey	survey	NOUN
fbem-25968	294	3	on	on	ADP
fbem-25968	294	4	deep	deep	ADJ
fbem-25968	294	5	learning	learning	NOUN
fbem-25968	294	6	in	in	ADP
fbem-25968	294	7	financial	financial	ADJ
fbem-25968	294	8	market	market	NOUN
fbem-25968	294	9	prediction	prediction	NOUN
fbem-25968	294	10	.	.	PUNCT
fbem-25968	295	1	journal	journal	NOUN
fbem-25968	295	2	of	of	ADP
fbem-25968	295	3	finance	finance	NOUN
fbem-25968	295	4	and	and	CCONJ
fbem-25968	295	5	data	datum	NOUN
fbem-25968	295	6	science	science	NOUN
fbem-25968	295	7	,	,	PUNCT
fbem-25968	295	8	4(1	4(1	NOUN
fbem-25968	295	9	)	)	PUNCT
fbem-25968	295	10	,	,	PUNCT
fbem-25968	295	11	1	1	NUM
fbem-25968	295	12	-	-	SYM
fbem-25968	295	13	16	16	NUM
fbem-25968	296	1	[	[	X
fbem-25968	296	2	41	41	NUM
fbem-25968	296	3	]	]	X
fbem-25968	296	4	huang	huang	PROPN
fbem-25968	296	5	,	,	PUNCT
fbem-25968	296	6	z.	z.	PROPN
fbem-25968	296	7	,	,	PUNCT
fbem-25968	296	8	&	&	CCONJ
fbem-25968	296	9	wu	wu	PROPN
fbem-25968	296	10	,	,	PUNCT
fbem-25968	296	11	h.	h.	PROPN
fbem-25968	296	12	(	(	PUNCT
fbem-25968	296	13	2019	2019	NUM
fbem-25968	296	14	)	)	PUNCT
fbem-25968	296	15	.	.	PUNCT
fbem-25968	297	1	a	a	DET
fbem-25968	297	2	deep	deep	ADJ
fbem-25968	297	3	learning	learning	NOUN
fbem-25968	297	4	model	model	NOUN
fbem-25968	297	5	for	for	ADP
fbem-25968	297	6	option	option	NOUN
fbem-25968	297	7	pricing	pricing	NOUN
fbem-25968	297	8	based	base	VERB
fbem-25968	297	9	on	on	ADP
fbem-25968	297	10	the	the	DET
fbem-25968	297	11	black	black	ADJ
fbem-25968	297	12	-	-	PUNCT
fbem-25968	297	13	scholes	schole	NOUN
fbem-25968	297	14	model	model	NOUN
fbem-25968	297	15	.	.	PUNCT
fbem-25968	298	1	journal	journal	PROPN
fbem-25968	298	2	of	of	ADP
fbem-25968	298	3	computational	computational	ADJ
fbem-25968	298	4	finance	finance	NOUN
fbem-25968	298	5	,	,	PUNCT
fbem-25968	298	6	22(4	22(4	NUM
fbem-25968	298	7	)	)	PUNCT
fbem-25968	298	8	,	,	PUNCT
fbem-25968	298	9	1	1	NUM
fbem-25968	298	10	-	-	SYM
fbem-25968	298	11	27	27	NUM
fbem-25968	298	12	.	.	PUNCT
fbem-25968	299	1	[	[	X
fbem-25968	299	2	42	42	NUM
fbem-25968	299	3	]	]	X
fbem-25968	299	4	krauss	krauss	PROPN
fbem-25968	299	5	,	,	PUNCT
fbem-25968	299	6	c.	c.	PROPN
fbem-25968	299	7	,	,	PUNCT
fbem-25968	299	8	do	do	VERB
fbem-25968	299	9	,	,	PUNCT
fbem-25968	299	10	x.	x.	PROPN
fbem-25968	299	11	a.	a.	PROPN
fbem-25968	299	12	,	,	PUNCT
fbem-25968	299	13	&	&	CCONJ
fbem-25968	299	14	huck	huck	PROPN
fbem-25968	299	15	,	,	PUNCT
fbem-25968	299	16	n.	n.	PROPN
fbem-25968	299	17	(	(	PUNCT
fbem-25968	299	18	2017	2017	NUM
fbem-25968	299	19	)	)	PUNCT
fbem-25968	299	20	.	.	PUNCT
fbem-25968	300	1	deep	deep	ADJ
fbem-25968	300	2	neural	neural	ADJ
fbem-25968	300	3	networks	network	NOUN
fbem-25968	300	4	for	for	ADP
fbem-25968	300	5	the	the	DET
fbem-25968	300	6	prediction	prediction	NOUN
fbem-25968	300	7	of	of	ADP
fbem-25968	300	8	stock	stock	NOUN
fbem-25968	300	9	prices	price	NOUN
fbem-25968	300	10	and	and	CCONJ
fbem-25968	300	11	option	option	NOUN
fbem-25968	300	12	pricing	pricing	NOUN
fbem-25968	300	13	.	.	PUNCT
fbem-25968	301	1	quantitative	quantitative	ADJ
fbem-25968	301	2	finance	finance	NOUN
fbem-25968	301	3	,	,	PUNCT
fbem-25968	301	4	17(5	17(5	NUM
fbem-25968	301	5	)	)	PUNCT
fbem-25968	301	6	,	,	PUNCT
fbem-25968	301	7	723	723	NUM
fbem-25968	301	8	-	-	SYM
fbem-25968	301	9	735	735	NUM
fbem-25968	301	10	.	.	PUNCT
fbem-25968	302	1	[	[	X
fbem-25968	302	2	43	43	NUM
fbem-25968	302	3	]	]	X
fbem-25968	302	4	wang	wang	PROPN
fbem-25968	302	5	,	,	PUNCT
fbem-25968	302	6	y.	y.	PROPN
fbem-25968	302	7	,	,	PUNCT
fbem-25968	302	8	&	&	CCONJ
fbem-25968	302	9	zhang	zhang	PROPN
fbem-25968	302	10	,	,	PUNCT
fbem-25968	302	11	x.	x.	NOUN
fbem-25968	302	12	(	(	PUNCT
fbem-25968	302	13	2019	2019	NUM
fbem-25968	302	14	)	)	PUNCT
fbem-25968	302	15	.	.	PUNCT
fbem-25968	303	1	a	a	DET
fbem-25968	303	2	survey	survey	NOUN
fbem-25968	303	3	of	of	ADP
fbem-25968	303	4	sentiment	sentiment	NOUN
fbem-25968	303	5	analysis	analysis	NOUN
fbem-25968	303	6	in	in	ADP
fbem-25968	303	7	financial	financial	ADJ
fbem-25968	303	8	markets	market	NOUN
fbem-25968	303	9	.	.	PUNCT
fbem-25968	304	1	journal	journal	NOUN
fbem-25968	304	2	of	of	ADP
fbem-25968	304	3	financial	financial	ADJ
fbem-25968	304	4	markets	market	NOUN
fbem-25968	304	5	,	,	PUNCT
fbem-25968	304	6	45	45	NUM
fbem-25968	304	7	,	,	PUNCT
fbem-25968	304	8	1	1	NUM
fbem-25968	304	9	-	-	SYM
fbem-25968	304	10	18	18	NUM
fbem-25968	304	11	.	.	PUNCT
fbem-25968	305	1	[	[	X
fbem-25968	305	2	44	44	NUM
fbem-25968	305	3	]	]	X
fbem-25968	305	4	wang	wang	PROPN
fbem-25968	305	5	,	,	PUNCT
fbem-25968	305	6	x.	x.	PROPN
fbem-25968	305	7	,	,	PUNCT
fbem-25968	305	8	&	&	CCONJ
fbem-25968	305	9	wu	wu	PROPN
fbem-25968	305	10	,	,	PUNCT
fbem-25968	305	11	y.	y.	PROPN
fbem-25968	305	12	c.	c.	PROPN
fbem-25968	305	13	(	(	PUNCT
fbem-25968	305	14	2024	2024	NUM
fbem-25968	305	15	)	)	PUNCT
fbem-25968	305	16	.	.	PUNCT
fbem-25968	306	1	balancing	balance	VERB
fbem-25968	306	2	innovation	innovation	NOUN
fbem-25968	306	3	and	and	CCONJ
fbem-25968	306	4	regulation	regulation	NOUN
fbem-25968	306	5	in	in	ADP
fbem-25968	306	6	the	the	DET
fbem-25968	306	7	age	age	NOUN
fbem-25968	306	8	of	of	ADP
fbem-25968	306	9	generative	generative	ADJ
fbem-25968	306	10	artificial	artificial	ADJ
fbem-25968	306	11	intelligence	intelligence	NOUN
fbem-25968	306	12	.	.	PUNCT
fbem-25968	307	1	journal	journal	PROPN
fbem-25968	307	2	of	of	ADP
fbem-25968	307	3	information	information	NOUN
fbem-25968	307	4	policy	policy	NOUN
fbem-25968	307	5	,	,	PUNCT
fbem-25968	307	6	14	14	NUM
fbem-25968	307	7	.	.	PUNCT
fbem-25968	308	1	[	[	X
fbem-25968	308	2	45	45	NUM
fbem-25968	308	3	]	]	X
fbem-25968	308	4	wang	wang	PROPN
fbem-25968	308	5	,	,	PUNCT
fbem-25968	308	6	x.	x.	PROPN
fbem-25968	308	7	,	,	PUNCT
fbem-25968	308	8	wu	wu	PROPN
fbem-25968	308	9	,	,	PUNCT
fbem-25968	308	10	y.	y.	PROPN
fbem-25968	308	11	c.	c.	PROPN
fbem-25968	308	12	,	,	PUNCT
fbem-25968	308	13	zhou	zhou	PROPN
fbem-25968	308	14	,	,	PUNCT
fbem-25968	308	15	m.	m.	NOUN
fbem-25968	308	16	,	,	PUNCT
fbem-25968	308	17	&	&	CCONJ
fbem-25968	308	18	fu	fu	PROPN
fbem-25968	308	19	,	,	PUNCT
fbem-25968	308	20	h.	h.	PROPN
fbem-25968	308	21	(	(	PUNCT
fbem-25968	308	22	2024	2024	NUM
fbem-25968	308	23	)	)	PUNCT
fbem-25968	308	24	.	.	PUNCT
fbem-25968	309	1	beyond	beyond	ADP
fbem-25968	309	2	surveillance	surveillance	NOUN
fbem-25968	309	3	:	:	PUNCT
fbem-25968	309	4	privacy	privacy	NOUN
fbem-25968	309	5	,	,	PUNCT
fbem-25968	309	6	ethics	ethic	NOUN
fbem-25968	309	7	,	,	PUNCT
fbem-25968	309	8	and	and	CCONJ
fbem-25968	309	9	regulations	regulation	NOUN
fbem-25968	309	10	in	in	ADP
fbem-25968	309	11	face	face	NOUN
fbem-25968	309	12	recognition	recognition	NOUN
fbem-25968	309	13	technology	technology	NOUN
fbem-25968	309	14	.	.	PUNCT
fbem-25968	310	1	frontiers	frontier	NOUN
fbem-25968	310	2	in	in	ADP
fbem-25968	310	3	big	big	ADJ
fbem-25968	310	4	data	datum	NOUN
fbem-25968	310	5	,	,	PUNCT
fbem-25968	310	6	7	7	NUM
fbem-25968	310	7	,	,	PUNCT
fbem-25968	310	8	1337465	1337465	NUM
fbem-25968	310	9	.	.	PUNCT
fbem-25968	311	1	[	[	X
fbem-25968	311	2	46	46	NUM
fbem-25968	311	3	]	]	X
fbem-25968	311	4	ma	ma	PROPN
fbem-25968	311	5	,	,	PUNCT
fbem-25968	311	6	z.	z.	PROPN
fbem-25968	311	7	,	,	PUNCT
fbem-25968	311	8	chen	chen	PROPN
fbem-25968	311	9	,	,	PUNCT
fbem-25968	311	10	x.	x.	PROPN
fbem-25968	311	11	,	,	PUNCT
fbem-25968	311	12	sun	sun	PROPN
fbem-25968	311	13	,	,	PUNCT
fbem-25968	311	14	t.	t.	PROPN
fbem-25968	311	15	,	,	PUNCT
fbem-25968	311	16	wang	wang	PROPN
fbem-25968	311	17	,	,	PUNCT
fbem-25968	311	18	x.	x.	PROPN
fbem-25968	311	19	,	,	PUNCT
fbem-25968	311	20	wu	wu	PROPN
fbem-25968	311	21	,	,	PUNCT
fbem-25968	311	22	y.	y.	PROPN
fbem-25968	311	23	c.	c.	PROPN
fbem-25968	311	24	,	,	PUNCT
fbem-25968	311	25	&	&	CCONJ
fbem-25968	311	26	zhou	zhou	PROPN
fbem-25968	311	27	,	,	PUNCT
fbem-25968	311	28	m.	m.	NOUN
fbem-25968	311	29	(	(	PUNCT
fbem-25968	311	30	2024	2024	NUM
fbem-25968	311	31	)	)	PUNCT
fbem-25968	311	32	.	.	PUNCT
fbem-25968	312	1	blockchain	blockchain	PROPN
fbem-25968	312	2	-	-	PUNCT
fbem-25968	312	3	based	base	VERB
fbem-25968	312	4	zero	zero	NUM
fbem-25968	312	5	-	-	PUNCT
fbem-25968	312	6	trust	trust	NOUN
fbem-25968	312	7	supply	supply	NOUN
fbem-25968	312	8	chain	chain	NOUN
fbem-25968	312	9	security	security	NOUN
fbem-25968	312	10	integrated	integrate	VERB
fbem-25968	312	11	with	with	ADP
fbem-25968	312	12	deep	deep	ADJ
fbem-25968	312	13	reinforcement	reinforcement	NOUN
fbem-25968	312	14	learning	learning	NOUN
fbem-25968	312	15	for	for	ADP
fbem-25968	312	16	inventory	inventory	NOUN
fbem-25968	312	17	optimization	optimization	NOUN
fbem-25968	312	18	.	.	PUNCT
fbem-25968	313	1	future	future	ADJ
fbem-25968	313	2	internet	internet	NOUN
fbem-25968	313	3	,	,	PUNCT
fbem-25968	313	4	16(5	16(5	NUM
fbem-25968	313	5	)	)	PUNCT
fbem-25968	313	6	,	,	PUNCT
fbem-25968	313	7	163	163	NUM
fbem-25968	313	8	.	.	PUNCT
fbem-25968	314	1	[	[	X
fbem-25968	314	2	47	47	NUM
fbem-25968	314	3	]	]	X
fbem-25968	314	4	wang	wang	PROPN
fbem-25968	314	5	,	,	PUNCT
fbem-25968	314	6	x.	x.	PROPN
fbem-25968	314	7	,	,	PUNCT
fbem-25968	314	8	wu	wu	PROPN
fbem-25968	314	9	,	,	PUNCT
fbem-25968	314	10	y.	y.	PROPN
fbem-25968	314	11	c.	c.	PROPN
fbem-25968	314	12	,	,	PUNCT
fbem-25968	314	13	&	&	CCONJ
fbem-25968	314	14	ma	ma	PROPN
fbem-25968	314	15	,	,	PUNCT
fbem-25968	314	16	z.	z.	PROPN
fbem-25968	314	17	(	(	PUNCT
fbem-25968	314	18	2024	2024	NUM
fbem-25968	314	19	)	)	PUNCT
fbem-25968	314	20	.	.	PUNCT
fbem-25968	315	1	blockchain	blockchain	PROPN
fbem-25968	315	2	in	in	ADP
fbem-25968	315	3	the	the	DET
fbem-25968	315	4	courtroom	courtroom	NOUN
fbem-25968	315	5	:	:	PUNCT
fbem-25968	315	6	exploring	explore	VERB
fbem-25968	315	7	its	its	PRON
fbem-25968	315	8	evidentiary	evidentiary	ADJ
fbem-25968	315	9	significance	significance	NOUN
fbem-25968	315	10	and	and	CCONJ
fbem-25968	315	11	procedural	procedural	ADJ
fbem-25968	315	12	implications	implication	NOUN
fbem-25968	315	13	in	in	ADP
fbem-25968	315	14	us	us	PROPN
fbem-25968	315	15	judicial	judicial	ADJ
fbem-25968	315	16	processes	process	NOUN
fbem-25968	315	17	.	.	PUNCT
fbem-25968	316	1	frontiers	frontier	NOUN
fbem-25968	316	2	in	in	ADP
fbem-25968	316	3	blockchain	blockchain	PROPN
fbem-25968	316	4	,	,	PUNCT
fbem-25968	316	5	7	7	NUM
fbem-25968	316	6	,	,	PUNCT
fbem-25968	316	7	1306058	1306058	NUM
fbem-25968	316	8	.	.	PUNCT
fbem-25968	317	1	[	[	X
fbem-25968	317	2	48	48	NUM
fbem-25968	317	3	]	]	X
fbem-25968	317	4	wang	wang	PROPN
fbem-25968	317	5	,	,	PUNCT
fbem-25968	317	6	x.	x.	PROPN
fbem-25968	317	7	,	,	PUNCT
fbem-25968	317	8	wu	wu	PROPN
fbem-25968	317	9	,	,	PUNCT
fbem-25968	317	10	y.	y.	PROPN
fbem-25968	317	11	c.	c.	PROPN
fbem-25968	317	12	,	,	PUNCT
fbem-25968	317	13	ji	ji	PROPN
fbem-25968	317	14	,	,	PUNCT
fbem-25968	317	15	x.	x.	PROPN
fbem-25968	317	16	,	,	PUNCT
fbem-25968	317	17	&	&	CCONJ
fbem-25968	317	18	fu	fu	PROPN
fbem-25968	317	19	,	,	PUNCT
fbem-25968	317	20	h.	h.	PROPN
fbem-25968	317	21	(	(	PUNCT
fbem-25968	317	22	2024	2024	NUM
fbem-25968	317	23	)	)	PUNCT
fbem-25968	317	24	.	.	PUNCT
fbem-25968	318	1	algorithmic	algorithmic	ADJ
fbem-25968	318	2	discrimination	discrimination	NOUN
fbem-25968	318	3	:	:	PUNCT
fbem-25968	318	4	examining	examine	VERB
fbem-25968	318	5	its	its	PRON
fbem-25968	318	6	types	type	NOUN
fbem-25968	318	7	and	and	CCONJ
fbem-25968	318	8	regulatory	regulatory	ADJ
fbem-25968	318	9	measures	measure	NOUN
fbem-25968	318	10	with	with	ADP
fbem-25968	318	11	emphasis	emphasis	NOUN
fbem-25968	318	12	on	on	ADP
fbem-25968	318	13	us	we	PRON
fbem-25968	318	14	legal	legal	ADJ
fbem-25968	318	15	practices	practice	NOUN
fbem-25968	318	16	.	.	PUNCT
fbem-25968	319	1	frontiers	frontier	NOUN
fbem-25968	319	2	in	in	ADP
fbem-25968	319	3	artificial	artificial	ADJ
fbem-25968	319	4	intelligence	intelligence	NOUN
fbem-25968	319	5	,	,	PUNCT
fbem-25968	319	6	7	7	NUM
fbem-25968	319	7	,	,	PUNCT
fbem-25968	319	8	1320277	1320277	NUM
fbem-25968	319	9	.	.	PUNCT
fbem-25968	320	1	[	[	X
fbem-25968	320	2	49	49	NUM
fbem-25968	320	3	]	]	X
fbem-25968	320	4	chen	chen	PROPN
fbem-25968	320	5	,	,	PUNCT
fbem-25968	320	6	x.	x.	PROPN
fbem-25968	320	7	,	,	PUNCT
fbem-25968	320	8	liu	liu	PROPN
fbem-25968	320	9	,	,	PUNCT
fbem-25968	320	10	m.	m.	NOUN
fbem-25968	320	11	,	,	PUNCT
fbem-25968	320	12	niu	niu	PROPN
fbem-25968	320	13	,	,	PUNCT
fbem-25968	320	14	y.	y.	PROPN
fbem-25968	320	15	,	,	PUNCT
fbem-25968	320	16	wang	wang	PROPN
fbem-25968	320	17	,	,	PUNCT
fbem-25968	320	18	x.	x.	PROPN
fbem-25968	320	19	,	,	PUNCT
fbem-25968	320	20	&	&	CCONJ
fbem-25968	320	21	wu	wu	PROPN
fbem-25968	320	22	,	,	PUNCT
fbem-25968	320	23	y.	y.	PROPN
fbem-25968	320	24	c.	c.	PROPN
fbem-25968	320	25	(	(	PUNCT
fbem-25968	320	26	2024	2024	NUM
fbem-25968	320	27	)	)	PUNCT
fbem-25968	320	28	.	.	PUNCT
fbem-25968	321	1	deep	deep	ADJ
fbem-25968	321	2	-	-	PUNCT
fbem-25968	321	3	learning	learning	NOUN
fbem-25968	321	4	-	-	PUNCT
fbem-25968	321	5	based	base	VERB
fbem-25968	321	6	lithium	lithium	NOUN
fbem-25968	321	7	battery	battery	NOUN
fbem-25968	321	8	defect	defect	NOUN
fbem-25968	321	9	detection	detection	NOUN
fbem-25968	321	10	via	via	ADP
fbem-25968	321	11	cross	cross	ADJ
fbem-25968	321	12	-	-	ADJ
fbem-25968	321	13	domain	domain	ADJ
fbem-25968	321	14	generalization	generalization	NOUN
fbem-25968	321	15	.	.	PUNCT
fbem-25968	322	1	ieee	ieee	NOUN
fbem-25968	322	2	access	access	NOUN
fbem-25968	322	3	,	,	PUNCT
fbem-25968	322	4	vol	vol	NOUN
fbem-25968	322	5	.	.	PROPN
fbem-25968	322	6	12	12	NUM
fbem-25968	322	7	,	,	PUNCT
fbem-25968	322	8	pp	pp	ADJ
fbem-25968	322	9	.	.	PUNCT
fbem-25968	323	1	78505	78505	NUM
fbem-25968	323	2	-	-	SYM
fbem-25968	323	3	78514	78514	NUM
fbem-25968	323	4	,	,	PUNCT
fbem-25968	323	5	2024	2024	NUM
fbem-25968	323	6	[	[	X
fbem-25968	323	7	50	50	NUM
fbem-25968	323	8	]	]	X
fbem-25968	323	9	liu	liu	PROPN
fbem-25968	323	10	,	,	PUNCT
fbem-25968	323	11	m.	m.	NOUN
fbem-25968	323	12	,	,	PUNCT
fbem-25968	323	13	ma	ma	PROPN
fbem-25968	323	14	,	,	PUNCT
fbem-25968	323	15	z.	z.	PROPN
fbem-25968	323	16	,	,	PUNCT
fbem-25968	323	17	li	li	PROPN
fbem-25968	323	18	,	,	PUNCT
fbem-25968	323	19	j.	j.	PROPN
fbem-25968	323	20	,	,	PUNCT
fbem-25968	323	21	wu	wu	PROPN
fbem-25968	323	22	,	,	PUNCT
fbem-25968	323	23	y.	y.	PROPN
fbem-25968	323	24	c.	c.	PROPN
fbem-25968	323	25	,	,	PUNCT
fbem-25968	323	26	&	&	CCONJ
fbem-25968	323	27	wang	wang	PROPN
fbem-25968	323	28	,	,	PUNCT
fbem-25968	323	29	x.	x.	NOUN
fbem-25968	323	30	(	(	PUNCT
fbem-25968	323	31	2024	2024	NUM
fbem-25968	323	32	)	)	PUNCT
fbem-25968	323	33	.	.	PUNCT
fbem-25968	324	1	deeplearning	deeplearne	VERB
fbem-25968	324	2	-	-	PUNCT
fbem-25968	324	3	based	base	VERB
fbem-25968	324	4	pre	pre	ADJ
fbem-25968	324	5	-	-	NOUN
fbem-25968	324	6	training	training	ADJ
fbem-25968	324	7	and	and	CCONJ
fbem-25968	324	8	refined	refined	ADJ
fbem-25968	324	9	tuning	tuning	NOUN
fbem-25968	324	10	for	for	ADP
fbem-25968	324	11	web	web	NOUN
fbem-25968	324	12	summarization	summarization	NOUN
fbem-25968	324	13	software	software	NOUN
fbem-25968	324	14	.	.	PUNCT
fbem-25968	325	1	ieee	ieee	NOUN
fbem-25968	325	2	access	access	NOUN
fbem-25968	325	3	,	,	PUNCT
fbem-25968	325	4	vol	vol	NOUN
fbem-25968	325	5	.	.	PROPN
fbem-25968	325	6	12	12	NUM
fbem-25968	325	7	,	,	PUNCT
fbem-25968	325	8	pp	pp	ADJ
fbem-25968	325	9	.	.	PUNCT
fbem-25968	325	10	9212092129	9212092129	NUM
fbem-25968	325	11	,	,	PUNCT
fbem-25968	325	12	2024	2024	NUM
fbem-25968	325	13	.	.	PUNCT
fbem-25968	326	1	[	[	X
fbem-25968	326	2	51	51	NUM
fbem-25968	326	3	]	]	SYM
fbem-25968	326	4	li	li	PROPN
fbem-25968	326	5	,	,	PUNCT
fbem-25968	326	6	j.	j.	PROPN
fbem-25968	326	7	,	,	PUNCT
fbem-25968	326	8	fan	fan	PROPN
fbem-25968	326	9	,	,	PUNCT
fbem-25968	326	10	l.	l.	PROPN
fbem-25968	326	11	,	,	PUNCT
fbem-25968	326	12	wang	wang	PROPN
fbem-25968	326	13	,	,	PUNCT
fbem-25968	326	14	x.	x.	PROPN
fbem-25968	326	15	,	,	PUNCT
fbem-25968	326	16	sun	sun	NOUN
fbem-25968	326	17	,	,	PUNCT
fbem-25968	326	18	t.	t.	PROPN
fbem-25968	326	19	,	,	PUNCT
fbem-25968	326	20	&	&	CCONJ
fbem-25968	326	21	zhou	zhou	PROPN
fbem-25968	326	22	,	,	PUNCT
fbem-25968	326	23	m.	m.	NOUN
fbem-25968	326	24	(	(	PUNCT
fbem-25968	326	25	2024	2024	NUM
fbem-25968	326	26	)	)	PUNCT
fbem-25968	326	27	.	.	PUNCT
fbem-25968	326	28	product	product	NOUN
fbem-25968	326	29	demand	demand	NOUN
fbem-25968	326	30	prediction	prediction	NOUN
fbem-25968	326	31	with	with	ADP
fbem-25968	326	32	spatial	spatial	ADJ
fbem-25968	326	33	graph	graph	NOUN
fbem-25968	326	34	neural	neural	ADJ
fbem-25968	326	35	networks	network	NOUN
fbem-25968	326	36	.	.	PUNCT
fbem-25968	327	1	applied	apply	VERB
fbem-25968	327	2	sciences	science	NOUN
fbem-25968	327	3	,	,	PUNCT
fbem-25968	327	4	14(16	14(16	NUM
fbem-25968	327	5	)	)	PUNCT
fbem-25968	327	6	,	,	PUNCT
fbem-25968	327	7	6989	6989	NUM
fbem-25968	327	8	.	.	PUNCT
fbem-25968	328	1	[	[	X
fbem-25968	328	2	52	52	NUM
fbem-25968	328	3	]	]	X
fbem-25968	328	4	liu	liu	PROPN
fbem-25968	328	5	,	,	PUNCT
fbem-25968	328	6	m.	m.	NOUN
fbem-25968	328	7	(	(	PUNCT
fbem-25968	328	8	2021	2021	NUM
fbem-25968	328	9	,	,	PUNCT
fbem-25968	328	10	may	may	AUX
fbem-25968	328	11	)	)	PUNCT
fbem-25968	328	12	.	.	PUNCT
fbem-25968	329	1	machine	machine	NOUN
fbem-25968	329	2	learning	learning	NOUN
fbem-25968	329	3	based	base	VERB
fbem-25968	329	4	graph	graph	NOUN
fbem-25968	329	5	mining	mining	NOUN
fbem-25968	329	6	of	of	ADP
fbem-25968	329	7	large	large	ADJ
fbem-25968	329	8	-	-	PUNCT
fbem-25968	329	9	scale	scale	NOUN
fbem-25968	329	10	network	network	NOUN
fbem-25968	329	11	and	and	CCONJ
fbem-25968	329	12	optimization	optimization	NOUN
fbem-25968	329	13	.	.	PUNCT
fbem-25968	330	1	in	in	ADP
fbem-25968	330	2	2021	2021	NUM
fbem-25968	330	3	2nd	2nd	ADJ
fbem-25968	330	4	international	international	ADJ
fbem-25968	330	5	conference	conference	NOUN
fbem-25968	330	6	on	on	ADP
fbem-25968	330	7	artificial	artificial	ADJ
fbem-25968	330	8	intelligence	intelligence	NOUN
fbem-25968	330	9	and	and	CCONJ
fbem-25968	330	10	information	information	NOUN
fbem-25968	330	11	systems	system	NOUN
fbem-25968	330	12	(	(	PUNCT
fbem-25968	330	13	pp	pp	ADJ
fbem-25968	330	14	.	.	PUNCT
fbem-25968	331	1	1	1	NUM
fbem-25968	331	2	-	-	SYM
fbem-25968	331	3	5	5	NUM
fbem-25968	331	4	)	)	PUNCT
fbem-25968	331	5	.	.	PUNCT
fbem-25968	332	1	[	[	X
fbem-25968	332	2	53	53	NUM
fbem-25968	332	3	]	]	PUNCT
fbem-25968	332	4	zuo	zuo	PROPN
fbem-25968	332	5	z	z	PROPN
fbem-25968	332	6	,	,	PUNCT
fbem-25968	332	7	niu	niu	PROPN
fbem-25968	332	8	y	y	PROPN
fbem-25968	332	9	,	,	PUNCT
fbem-25968	332	10	li	li	PROPN
fbem-25968	332	11	j	j	PROPN
fbem-25968	332	12	,	,	PUNCT
fbem-25968	332	13	fu	fu	PROPN
fbem-25968	332	14	h	h	NOUN
fbem-25968	332	15	,	,	PUNCT
fbem-25968	332	16	zhou	zhou	PROPN
fbem-25968	332	17	m.	m.	NOUN
fbem-25968	332	18	machine	machine	NOUN
fbem-25968	332	19	learning	learn	VERB
fbem-25968	332	20	for	for	ADP
fbem-25968	332	21	advanced	advanced	ADJ
fbem-25968	332	22	emission	emission	NOUN
fbem-25968	332	23	monitoring	monitoring	NOUN
fbem-25968	332	24	and	and	CCONJ
fbem-25968	332	25	reduction	reduction	NOUN
fbem-25968	332	26	strategies	strategy	NOUN
fbem-25968	332	27	in	in	ADP
fbem-25968	332	28	fossil	fossil	NOUN
fbem-25968	332	29	fuel	fuel	NOUN
fbem-25968	332	30	power	power	NOUN
fbem-25968	332	31	plants	plant	NOUN
fbem-25968	332	32	.	.	PUNCT
fbem-25968	333	1	applied	apply	VERB
fbem-25968	333	2	sciences	science	NOUN
fbem-25968	333	3	.	.	PUNCT
fbem-25968	333	4	2024	2024	NUM
fbem-25968	333	5	;	;	PUNCT
fbem-25968	333	6	14(18):8442	14(18):8442	NUM
fbem-25968	333	7	.	.	X
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fbem-25968	333	10	54	54	NUM
fbem-25968	333	11	]	]	PUNCT
fbem-25968	333	12	asif	asif	NOUN
fbem-25968	333	13	,	,	PUNCT
fbem-25968	333	14	m.	m.	NOUN
fbem-25968	333	15	,	,	PUNCT
fbem-25968	333	16	yao	yao	PROPN
fbem-25968	333	17	,	,	PUNCT
fbem-25968	333	18	c.	c.	PROPN
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fbem-25968	333	20	zuo	zuo	PROPN
fbem-25968	333	21	,	,	PUNCT
fbem-25968	333	22	z.	z.	PROPN
fbem-25968	333	23	,	,	PUNCT
fbem-25968	333	24	bilal	bilal	PROPN
fbem-25968	333	25	,	,	PUNCT
fbem-25968	333	26	m.	m.	NOUN
fbem-25968	333	27	,	,	PUNCT
fbem-25968	333	28	zeb	zeb	PROPN
fbem-25968	333	29	,	,	PUNCT
fbem-25968	333	30	h.	h.	PROPN
fbem-25968	333	31	,	,	PUNCT
fbem-25968	333	32	lee	lee	PROPN
fbem-25968	333	33	,	,	PUNCT
fbem-25968	333	34	s.	s.	PROPN
fbem-25968	333	35	,	,	PUNCT
fbem-25968	333	36	wang	wang	PROPN
fbem-25968	333	37	,	,	PUNCT
fbem-25968	333	38	z.	z.	PROPN
fbem-25968	333	39	,	,	PUNCT
fbem-25968	333	40	&	&	CCONJ
fbem-25968	333	41	kim	kim	PROPN
fbem-25968	333	42	,	,	PUNCT
fbem-25968	333	43	t.	t.	PROPN
fbem-25968	333	44	(	(	PUNCT
fbem-25968	333	45	2024	2024	NUM
fbem-25968	333	46	)	)	PUNCT
fbem-25968	333	47	.	.	PUNCT
fbem-25968	334	1	machine	machine	NOUN
fbem-25968	334	2	learning	learning	NOUN
fbem-25968	334	3	-	-	PUNCT
fbem-25968	334	4	driven	drive	VERB
fbem-25968	334	5	catalyst	catalyst	NOUN
fbem-25968	334	6	design	design	NOUN
fbem-25968	334	7	,	,	PUNCT
fbem-25968	334	8	synthesis	synthesis	NOUN
fbem-25968	334	9	and	and	CCONJ
fbem-25968	334	10	performance	performance	NOUN
fbem-25968	334	11	prediction	prediction	NOUN
fbem-25968	334	12	for	for	ADP
fbem-25968	334	13	co2	co2	NOUN
fbem-25968	334	14	hydrogenation	hydrogenation	NOUN
fbem-25968	334	15	.	.	PUNCT
fbem-25968	335	1	journal	journal	PROPN
fbem-25968	335	2	of	of	ADP
fbem-25968	335	3	industrial	industrial	ADJ
fbem-25968	335	4	and	and	CCONJ
fbem-25968	335	5	engineering	engineer	VERB
fbem-25968	335	6	chemistry	chemistry	NOUN
fbem-25968	335	7	.	.	PUNCT
fbem-25968	336	1	[	[	X
fbem-25968	336	2	55	55	NUM
fbem-25968	336	3	]	]	X
fbem-25968	336	4	lin	lin	PROPN
fbem-25968	336	5	,	,	PUNCT
fbem-25968	336	6	y.	y.	PROPN
fbem-25968	336	7	,	,	PUNCT
fbem-25968	336	8	fu	fu	PROPN
fbem-25968	336	9	,	,	PUNCT
fbem-25968	336	10	h.	h.	PROPN
fbem-25968	336	11	,	,	PUNCT
fbem-25968	336	12	zhong	zhong	PROPN
fbem-25968	336	13	,	,	PUNCT
fbem-25968	336	14	q.	q.	PROPN
fbem-25968	336	15	,	,	PUNCT
fbem-25968	336	16	zuo	zuo	PROPN
fbem-25968	336	17	,	,	PUNCT
fbem-25968	336	18	z.	z.	PROPN
fbem-25968	336	19	,	,	PUNCT
fbem-25968	336	20	chen	chen	PROPN
fbem-25968	336	21	,	,	PUNCT
fbem-25968	336	22	s.	s.	PROPN
fbem-25968	336	23	,	,	PUNCT
fbem-25968	336	24	he	he	PRON
fbem-25968	336	25	,	,	PUNCT
fbem-25968	336	26	z.	z.	PROPN
fbem-25968	336	27	,	,	PUNCT
fbem-25968	336	28	&	&	CCONJ
fbem-25968	336	29	zhang	zhang	PROPN
fbem-25968	336	30	,	,	PUNCT
fbem-25968	336	31	h.	h.	PROPN
fbem-25968	336	32	(	(	PUNCT
fbem-25968	336	33	2024	2024	NUM
fbem-25968	336	34	)	)	PUNCT
fbem-25968	336	35	.	.	PUNCT
fbem-25968	337	1	the	the	DET
fbem-25968	337	2	influencing	influence	VERB
fbem-25968	337	3	mechanism	mechanism	NOUN
fbem-25968	337	4	of	of	ADP
fbem-25968	337	5	the	the	DET
fbem-25968	337	6	communities	community	NOUN
fbem-25968	337	7	’	'	PUNCT
fbem-25968	337	8	built	build	VERB
fbem-25968	337	9	environment	environment	NOUN
fbem-25968	337	10	on	on	ADP
fbem-25968	337	11	residents	resident	NOUN
fbem-25968	337	12	’	'	PUNCT
fbem-25968	337	13	subjective	subjective	ADJ
fbem-25968	337	14	well	well	ADV
fbem-25968	337	15	-	-	PUNCT
fbem-25968	337	16	being	being	NOUN
fbem-25968	337	17	:	:	PUNCT
fbem-25968	337	18	a	a	DET
fbem-25968	337	19	case	case	NOUN
fbem-25968	337	20	study	study	NOUN
fbem-25968	337	21	of	of	ADP
fbem-25968	337	22	beijing	beijing	PROPN
fbem-25968	337	23	.	.	PUNCT
fbem-25968	338	1	land	land	PROPN
fbem-25968	338	2	,	,	PUNCT
fbem-25968	338	3	13(6	13(6	PROPN
fbem-25968	338	4	)	)	PUNCT
fbem-25968	338	5	,	,	PUNCT
fbem-25968	338	6	793	793	NUM
fbem-25968	338	7	.	.	PUNCT